From a5d08812e6804a605bc4456147945c848bca77ed Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 16 Mar 2023 13:46:18 +0000 Subject: [PATCH 01/70] Update best-of list for version 2023.03.16 --- README.md | 1565 ++++++++++++++++--------------- history/2023-03-16_changes.md | 20 + history/2023-03-16_projects.csv | 389 ++++++++ latest-changes.md | 20 +- 4 files changed, 1209 insertions(+), 785 deletions(-) create mode 100644 history/2023-03-16_changes.md create mode 100644 history/2023-03-16_projects.csv diff --git a/README.md b/README.md index b2c490e..5155129 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M Back to top -
protobuf (πŸ₯‡50 Β· ⭐ 58K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡49 Β· ⭐ 59K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 360K Β· πŸ“‹ 5.6K - 14% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 370K Β· πŸ“‹ 5.6K - 14% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 3K Β· πŸ“₯ 160K Β· πŸ“¦ 49K Β· πŸ“‹ 2.2K - 8% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 3K Β· πŸ“₯ 170K Β· πŸ“¦ 50K Β· πŸ“‹ 2.2K - 8% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,34 +115,34 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 600K Β· ⏱️ 10.12.2022): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 610K Β· ⏱️ 10.12.2022): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 250 Β· ⏱️ 03.03.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.1M / month Β· πŸ“¦ 250 Β· ⏱️ 03.03.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ39 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 71K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 72K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 20M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 21M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.5M Β· ⏱️ 13.11.2022): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.6M Β· ⏱️ 13.11.2022): ``` conda install -c conda-forge marshmallow ```
simplejson (πŸ₯ˆ37 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 320 Β· πŸ“₯ 6.1K Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 05.02.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.1K Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/simplejson/simplejson @@ -151,51 +151,51 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.3M Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.4M Β· ⏱️ 15.03.2023): ``` conda install -c conda-forge simplejson ```
dill (πŸ₯ˆ36 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 150 Β· πŸ“₯ 290K Β· πŸ“¦ 85K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 86K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 23M / month Β· πŸ“¦ 3.6K Β· ⏱️ 23.10.2022): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 23M / month Β· πŸ“¦ 3.7K Β· ⏱️ 23.10.2022): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 3.5M Β· ⏱️ 24.10.2022): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 3.6M Β· ⏱️ 24.10.2022): ``` conda install -c conda-forge dill ```
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orjson (πŸ₯ˆ35 Β· ⭐ 4.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ35 Β· ⭐ 4.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 150 Β· πŸ“¦ 37K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 37K Β· πŸ“‹ 290 - 2% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 820 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 840 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 610K Β· ⏱️ 12.01.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 620K Β· ⏱️ 14.03.2023): ``` conda install -c conda-forge orjson ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 08.02.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 10.03.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.1M / month Β· πŸ“¦ 4.2K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` @@ -206,12 +206,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.3K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 73K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 19.01.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 74K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 19.01.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 27M / month Β· πŸ“¦ 2.7K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 28M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` @@ -222,7 +222,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 150 Β· πŸ“‹ 280 - 20% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 280 - 21% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -238,12 +238,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
msgpack (πŸ₯‰34 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 220 Β· πŸ“₯ 970 Β· πŸ“‹ 260 - 2% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 220 Β· πŸ“₯ 980 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 08.03.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 30M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 31M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): ``` pip install msgpack ``` @@ -252,14 +252,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M conda install -c conda-forge msgpack-python ```
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srsly (πŸ₯‰30 Β· ⭐ 340) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
srsly (πŸ₯‰30 Β· ⭐ 350) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 28 Β· πŸ“¦ 25K Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 29 Β· πŸ“¦ 26K Β· πŸ“‹ 26 - 3% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.1M / month Β· πŸ“¦ 270 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.2M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): ``` pip install srsly ``` @@ -268,25 +268,25 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M conda install -c conda-forge srsly ```
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python-rapidjson (πŸ₯‰26 Β· ⭐ 470) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 470 Β· πŸ“ˆ) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 3.7K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 17.10.2022): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 3.7K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 950K / month Β· πŸ“¦ 250 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 960K / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.1M Β· ⏱️ 28.10.2022): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.1M Β· ⏱️ 15.03.2023): ``` conda install -c conda-forge python-rapidjson ```
pysimdjson (πŸ₯‰25 Β· ⭐ 580) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 920 Β· πŸ“‹ 83 - 18% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 930 Β· πŸ“‹ 84 - 17% open Β· ⏱️ 12.09.2022): ``` git clone https://github.com/TkTech/pysimdjson @@ -295,14 +295,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 55K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 56K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰25 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 470 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 480 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): ``` git clone https://github.com/telegraphic/hickle @@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
rtoml (πŸ₯‰21 Β· ⭐ 220) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 26 Β· πŸ“¦ 180 Β· πŸ“‹ 15 - 40% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 26 Β· πŸ“¦ 190 Β· πŸ“‹ 15 - 40% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 28K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 31K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 37K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 180K Β· πŸ“¦ 1M Β· πŸ“‹ 24K - 15% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 180K Β· πŸ“¦ 1M Β· πŸ“‹ 24K - 15% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -351,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 35M Β· ⏱️ 21.02.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 36M Β· ⏱️ 21.02.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 670K Β· πŸ“¦ 1.5M Β· πŸ“‹ 11K - 18% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 680K Β· πŸ“¦ 1.5M Β· πŸ“‹ 11K - 18% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/numpy/numpy @@ -367,19 +367,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 50M Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 51M Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge numpy ```
h5py (πŸ₯‡41 Β· ⭐ 1.8K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.5K Β· πŸ“¦ 200K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.6K Β· πŸ“¦ 200K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 14M / month Β· πŸ“¦ 14K Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 14M / month Β· πŸ“¦ 15K Β· ⏱️ 23.01.2023): ``` pip install h5py ``` @@ -388,42 +388,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ38 Β· ⭐ 15K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT +
polars (πŸ₯ˆ39 Β· ⭐ 15K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 760 Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.2K - 16% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 760 Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.2K - 17% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 430K / month Β· πŸ“¦ 100 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 440K / month Β· πŸ“¦ 110 Β· ⏱️ 05.03.2023): ``` pip install polars ```
xarray (πŸ₯ˆ37 Β· ⭐ 2.9K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 890 Β· πŸ“¦ 1 Β· πŸ“‹ 3.7K - 29% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 900 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.7K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 18.01.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.3M Β· ⏱️ 07.02.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.4M Β· ⏱️ 07.02.2023): ``` conda install -c conda-forge xarray ```
PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 44K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 44K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 820K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 810K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): ``` pip install tables ``` @@ -434,16 +434,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ36 Β· ⭐ 8.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“₯ 200K Β· πŸ“¦ 950 Β· πŸ“‹ 3.4K - 25% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 960 Β· πŸ“‹ 3.4K - 25% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 390K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 410K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 210K Β· ⏱️ 29.01.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 210K Β· ⏱️ 10.03.2023): ``` conda install -c conda-forge modin-core ``` @@ -471,23 +471,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.6M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 5.9M Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6M Β· ⏱️ 26.10.2022): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 220 Β· πŸ“¦ 2K Β· πŸ“‹ 600 - 41% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 600 - 41% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 180K / month Β· πŸ“¦ 320 Β· ⏱️ 16.01.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 180K / month Β· πŸ“¦ 330 Β· ⏱️ 16.01.2023): ``` pip install zarr ``` @@ -496,14 +496,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
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Bottleneck (πŸ₯ˆ33 Β· ⭐ 870) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ33 Β· ⭐ 880) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 93 Β· πŸ“¦ 39K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 20.02.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 560K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 540K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` pip install Bottleneck ``` @@ -514,12 +514,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯ˆ31 Β· ⭐ 7.8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 250 Β· πŸ“¦ 430 Β· πŸ“‹ 1.2K - 38% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 250 Β· πŸ“¦ 440 Β· πŸ“‹ 1.2K - 38% open Β· ⏱️ 08.12.2022): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 59K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 58K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -528,7 +528,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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Koalas (πŸ₯‰30 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark +
Koalas (πŸ₯ˆ31 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark - [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 280 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): @@ -544,58 +544,58 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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pandera (πŸ₯‰30 Β· ⭐ 2K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ31 Β· ⭐ 2K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 160 Β· πŸ“¦ 680 Β· πŸ“‹ 530 - 32% open Β· ⏱️ 20.02.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 170 Β· πŸ“¦ 700 Β· πŸ“‹ 540 - 32% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 690K / month Β· πŸ“¦ 33 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 730K / month Β· πŸ“¦ 56 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 19K Β· ⏱️ 03.11.2022): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 19K Β· ⏱️ 15.03.2023): ``` conda install -c conda-forge pandera-core ```
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docarray (πŸ₯‰30 Β· ⭐ 1.8K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2 +
datasketch (πŸ₯‰30 Β· ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 150 Β· πŸ“¦ 180 Β· πŸ“‹ 390 - 21% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 660 Β· πŸ“‹ 150 - 28% open Β· ⏱️ 13.03.2023): ``` - git clone https://github.com/jina-ai/docarray - ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 94K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): - ``` - pip install docarray + git clone https://github.com/ekzhu/datasketch ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 79K Β· ⏱️ 08.09.2022): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 880K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` - conda install -c conda-forge docarray + pip install datasketch ```
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datasketch (πŸ₯‰29 Β· ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
docarray (πŸ₯‰30 Β· ⭐ 1.9K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2 -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 650 Β· πŸ“‹ 140 - 27% open Β· ⏱️ 19.02.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 150 Β· πŸ“¦ 180 Β· πŸ“‹ 410 - 23% open Β· ⏱️ 07.03.2023): ``` - git clone https://github.com/ekzhu/datasketch + git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 850K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 93K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): ``` - pip install datasketch + pip install docarray + ``` +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 79K Β· ⏱️ 08.09.2022): + ``` + conda install -c conda-forge docarray ```
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.8K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 06.03.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.8K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 91K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 84K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -611,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 420K / month Β· πŸ“¦ 26 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 440K / month Β· πŸ“¦ 30 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` @@ -620,46 +620,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandarallel ```
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swifter (πŸ₯‰27 Β· ⭐ 2.2K Β· πŸ’€) - A package which efficiently applies any function to a pandas.. MIT +
StaticFrame (πŸ₯‰27 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 860 Β· πŸ“‹ 130 - 10% open Β· ⏱️ 16.08.2022): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 15 Β· πŸ“‹ 540 - 5% open Β· ⏱️ 08.03.2023): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 490K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.3K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` - pip install swifter + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 190K Β· ⏱️ 17.08.2022): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 240K Β· ⏱️ 09.03.2023): ``` - conda install -c conda-forge swifter + conda install -c conda-forge static-frame ```
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StaticFrame (πŸ₯‰27 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT +
swifter (πŸ₯‰26 Β· ⭐ 2.2K Β· πŸ’€) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 15 Β· πŸ“‹ 540 - 5% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 860 Β· πŸ“‹ 130 - 10% open Β· ⏱️ 16.08.2022): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.2K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 410K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): ``` - pip install static-frame + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 240K Β· ⏱️ 01.03.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 190K Β· ⏱️ 17.08.2022): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge swifter ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 460) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 13 - 46% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 65K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 68K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 510 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 470 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 7 hidden projects... - Blaze (πŸ₯ˆ31 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰29 Β· ⭐ 2.9K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯ˆ31 Β· ⭐ 2.9K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 @@ -710,7 +710,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-sortedcontainers (πŸ₯‡35 Β· ⭐ 2.9K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 180 Β· πŸ“¦ 100K Β· πŸ“‹ 170 - 11% open Β· ⏱️ 06.11.2022): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): ``` git clone https://github.com/grantjenks/python-sortedcontainers @@ -719,19 +719,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.1M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.2M Β· ⏱️ 17.05.2021): ``` conda install -c conda-forge sortedcontainers ```
pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 240K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 240K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 53M / month Β· πŸ“¦ 2.2K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 53M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -742,23 +742,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ32 Β· ⭐ 330) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 76M / month Β· πŸ“¦ 3K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 77M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.2M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.3M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ```
glom (πŸ₯ˆ30 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 54 Β· πŸ“¦ 960 Β· πŸ“‹ 170 - 62% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 55 Β· πŸ“¦ 980 Β· πŸ“‹ 180 - 62% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/mahmoud/glom @@ -774,12 +774,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 53 Β· πŸ“¦ 12K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 05.03.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 54 Β· πŸ“¦ 12K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 05.03.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.3M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -790,12 +790,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anytree (πŸ₯ˆ29 Β· ⭐ 800) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“¦ 14K Β· πŸ“‹ 160 - 24% open Β· ⏱️ 20.09.2022): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 14K Β· πŸ“‹ 160 - 24% open Β· ⏱️ 20.09.2022): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 610K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 550K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -806,12 +806,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (πŸ₯ˆ29 Β· ⭐ 180) - A mutable set that remembers the order of its entries. One of Pythons.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 6.6K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 6.7K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.1M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.2M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` @@ -838,12 +838,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 680) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 43 Β· πŸ“‹ 38 - 15% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 43 Β· πŸ“‹ 38 - 15% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 310K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 300K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -859,34 +859,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 3.7M / month Β· πŸ“¦ 770 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 3.8M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): ``` pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3M Β· ⏱️ 30.10.2019): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.1M Β· ⏱️ 30.10.2019): ``` conda install -c conda-forge munch ```
immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 51 Β· πŸ“¦ 5.4K Β· πŸ“‹ 44 - 25% open Β· ⏱️ 18.11.2022): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.4K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.4M / month Β· πŸ“¦ 100 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.4M / month Β· πŸ“¦ 110 Β· ⏱️ 19.09.2022): ``` pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 890K Β· ⏱️ 30.10.2022): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 900K Β· ⏱️ 30.10.2022): ``` conda install -c conda-forge immutables ```
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python-benedict (πŸ₯‰26 Β· ⭐ 990) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯‰26 Β· ⭐ 1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 40 Β· πŸ“‹ 84 - 9% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 40 Β· πŸ“‹ 85 - 10% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict @@ -919,7 +919,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - addict (πŸ₯ˆ29 Β· ⭐ 2.3K Β· πŸ’€) - The Python Dict thats better than heroin. MIT -- cleverdict (πŸ₯‰14 Β· ⭐ 94 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰14 Β· ⭐ 95 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -929,32 +929,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡44 Β· ⭐ 13K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 170K Β· πŸ“‹ 2.2K - 25% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 170K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 56M / month Β· πŸ“¦ 5.9K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 57M / month Β· πŸ“¦ 6K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.1M Β· ⏱️ 08.03.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.2M Β· ⏱️ 08.03.2023): ``` conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“‰) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡40 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 550 Β· πŸ“¦ 340K Β· πŸ“‹ 710 - 3% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 550 Β· πŸ“¦ 350K Β· πŸ“‹ 710 - 3% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 66M / month Β· πŸ“¦ 18K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 65M / month Β· πŸ“¦ 18K Β· ⏱️ 29.11.2022): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 17M Β· ⏱️ 30.11.2022): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 18M Β· ⏱️ 30.11.2022): ``` conda install -c conda-forge jsonschema ``` @@ -966,7 +966,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -977,48 +977,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ31 Β· ⭐ 710) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“¦ 61K Β· πŸ“‹ 120 - 43% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 62K Β· πŸ“‹ 120 - 34% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 290K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 300K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ```
param (πŸ₯ˆ31 Β· ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 59 Β· πŸ“¦ 5.9K Β· πŸ“‹ 370 - 44% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 59 Β· πŸ“¦ 6K Β· πŸ“‹ 380 - 45% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 500K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 550K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1M Β· ⏱️ 13.12.2022): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1M Β· ⏱️ 14.03.2023): ``` conda install -c conda-forge param ```
strictyaml (πŸ₯‰29 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.4K Β· πŸ“‹ 150 - 54% open Β· ⏱️ 05.03.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.4K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 390K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 410K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` -- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 190K Β· ⏱️ 08.10.2022): +- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 190K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge strictyaml ``` @@ -1030,7 +1030,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 21K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 23K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` @@ -1062,14 +1062,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 15K / month Β· πŸ“¦ 4 Β· ⏱️ 10.03.2021): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 14K / month Β· πŸ“¦ 4 Β· ⏱️ 10.03.2021): ``` pip install validr ```
Show 6 hidden projects... -- cerberus (πŸ₯ˆ34 Β· ⭐ 2.9K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC +- cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 - python-email-validator (πŸ₯‰27 Β· ⭐ 740) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 @@ -1091,7 +1091,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 17K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 13K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1111,7 +1111,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 350K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 360K Β· ⏱️ 02.09.2022): ``` conda install -c conda-forge transitions ``` @@ -1126,18 +1126,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dateutil (πŸ₯‡39 Β· ⭐ 2K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 +
python-dateutil (πŸ₯‡39 Β· ⭐ 2K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 960K Β· πŸ“‹ 710 - 45% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 970K Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 200M / month Β· πŸ“¦ 2.8K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 200M / month Β· πŸ“¦ 3.2K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 39M Β· ⏱️ 14.07.2021): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 40M Β· ⏱️ 14.07.2021): ``` conda install -c conda-forge python-dateutil ``` @@ -1149,7 +1149,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month Β· πŸ“¦ 4.6K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): ``` pip install arrow ``` @@ -1160,12 +1160,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ37 Β· ⭐ 2.2K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 430 Β· πŸ“¦ 18K Β· πŸ“‹ 650 - 44% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“¦ 18K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` @@ -1176,7 +1176,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ35 Β· ⭐ 5.4K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 76 Β· πŸ“¦ 18K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 77 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1185,51 +1185,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 670K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 680K Β· ⏱️ 04.02.2023): ``` conda install -c conda-forge pendulum ```
-
pytz (πŸ₯‰34 Β· ⭐ 240) - pytz Python historical timezone library and database. MIT +
holidays (πŸ₯ˆ35 Β· ⭐ 930 Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 69 Β· πŸ“¦ 1.4M Β· πŸ“‹ 67 - 37% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 370 Β· πŸ“₯ 170 Β· πŸ“‹ 330 - 6% open Β· ⏱️ 15.03.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 82K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.5M / month Β· πŸ“¦ 410 Β· ⏱️ 30.01.2023): ``` - pip install pytz + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 35M Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.8M Β· ⏱️ 16.03.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge holidays ```
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holidays (πŸ₯‰33 Β· ⭐ 920) - Generate and work with holidays in Python. MIT +
pytz (πŸ₯‰34 Β· ⭐ 250) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 370 Β· πŸ“₯ 170 Β· πŸ“‹ 330 - 5% open Β· ⏱️ 06.03.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 69 Β· πŸ“¦ 1.4M Β· πŸ“‹ 69 - 39% open Β· ⏱️ 14.01.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.5M / month Β· πŸ“¦ 410 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): ``` - pip install holidays + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.7M Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 36M Β· ⏱️ 16.01.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pytz ```
tzlocal (πŸ₯‰29 Β· ⭐ 160) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 52 Β· πŸ“‹ 77 - 7% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 53 Β· πŸ“‹ 74 - 4% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 27M / month Β· πŸ“¦ 3.6K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 27M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): ``` pip install tzlocal ``` @@ -1240,16 +1240,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
isodate (πŸ₯‰29 Β· ⭐ 120 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 -- [GitHub](https://github.com/gweis/isodate) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 46 Β· πŸ“¦ 36K Β· πŸ“‹ 36 - 41% open Β· ⏱️ 13.03.2022): +- [GitHub](https://github.com/gweis/isodate) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 46 Β· πŸ“¦ 36K Β· πŸ“‹ 38 - 44% open Β· ⏱️ 13.03.2022): ``` git clone https://github.com/gweis/isodate ``` -- [PyPi](https://pypi.org/project/isodate) (πŸ“₯ 64M / month Β· πŸ“¦ 2.1K Β· ⏱️ 13.12.2021): +- [PyPi](https://pypi.org/project/isodate) (πŸ“₯ 65M / month Β· πŸ“¦ 2.2K Β· ⏱️ 13.12.2021): ``` pip install isodate ``` -- [Conda](https://anaconda.org/conda-forge/isodate) (πŸ“₯ 4M Β· ⏱️ 15.12.2021): +- [Conda](https://anaconda.org/conda-forge/isodate) (πŸ“₯ 4.1M Β· ⏱️ 15.12.2021): ``` conda install -c conda-forge isodate ``` @@ -1264,66 +1264,66 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
watchdog (πŸ₯‡38 Β· ⭐ 5.7K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 560) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 84K Β· πŸ“‹ 600 - 27% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 240 Β· πŸ“¦ 41K Β· πŸ“‹ 540 - 36% open Β· ⏱️ 15.03.2023): ``` - git clone https://github.com/gorakhargosh/watchdog + git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 84M / month Β· πŸ“¦ 570 Β· ⏱️ 19.01.2023): ``` - pip install watchdog + pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 1.8M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 11M Β· ⏱️ 06.03.2023): ``` - conda install -c conda-forge watchdog + conda install -c conda-forge fsspec ```
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filesystem_spec (πŸ₯‡38 Β· ⭐ 560) - A specification that python filesystems should adhere to. BSD-3 +
watchdog (πŸ₯ˆ38 Β· ⭐ 5.7K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 240 Β· πŸ“¦ 41K Β· πŸ“‹ 530 - 36% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 84K Β· πŸ“‹ 600 - 27% open Β· ⏱️ 15.03.2023): ``` - git clone https://github.com/fsspec/filesystem_spec + git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 84M / month Β· πŸ“¦ 560 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8K Β· ⏱️ 02.01.2023): ``` - pip install fsspec + pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 11M Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 1.9M Β· ⏱️ 28.02.2023): ``` - conda install -c conda-forge fsspec + conda install -c conda-forge watchdog ```
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.2K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 82K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 83K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 16M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 15M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 410K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 430K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ```
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filelock (πŸ₯ˆ33 Β· ⭐ 520) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ34 Β· ⭐ 520) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 79 Β· πŸ“¦ 210K Β· πŸ“‹ 86 - 20% open Β· ⏱️ 05.02.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 81 Β· πŸ“¦ 210K Β· πŸ“‹ 85 - 17% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 56M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.12.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 56M / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2022): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 11M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 11M Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge filelock ``` @@ -1351,7 +1351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 980K / month Β· πŸ“¦ 570 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1M / month Β· πŸ“¦ 570 Β· ⏱️ 02.05.2022): ``` pip install fs ``` @@ -1367,18 +1367,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 980K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 970K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 360K Β· ⏱️ 26.12.2022): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 370K Β· ⏱️ 26.12.2022): ``` conda install -c conda-forge path ```
Show 3 hidden projects... -- zipp (πŸ₯‰31 Β· ⭐ 35) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰31 Β· ⭐ 36) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰29 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - Unipath (πŸ₯‰23 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1390,7 +1390,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (πŸ₯‡38 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 260K Β· πŸ“‹ 390 - 50% open Β· ⏱️ 29.01.2023): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 260K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future @@ -1404,14 +1404,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
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six (πŸ₯ˆ37 Β· ⭐ 930 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯ˆ37 Β· ⭐ 940 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 250 Β· πŸ“¦ 1.6M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.6M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 180M / month Β· πŸ“¦ 130K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1427,11 +1427,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.8M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.7M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): ``` pip install typing ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.2M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.3M Β· ⏱️ 01.05.2021): ``` conda install -c conda-forge typing ``` @@ -1443,7 +1443,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 11M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 10M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1454,12 +1454,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 -- [GitHub](https://github.com/ericvsmith/dataclasses) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 51 Β· πŸ“¦ 50K Β· πŸ“‹ 120 - 5% open Β· ⏱️ 22.03.2022): +- [GitHub](https://github.com/ericvsmith/dataclasses) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 51 Β· πŸ“¦ 50K Β· πŸ“‹ 120 - 6% open Β· ⏱️ 22.03.2022): ``` git clone https://github.com/ericvsmith/dataclasses ``` -- [PyPi](https://pypi.org/project/dataclasses) (πŸ“₯ 11M / month Β· πŸ“¦ 2.1K Β· ⏱️ 13.11.2020): +- [PyPi](https://pypi.org/project/dataclasses) (πŸ“₯ 11M / month Β· πŸ“¦ 2.3K Β· ⏱️ 13.11.2020): ``` pip install dataclasses ``` @@ -1481,7 +1481,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.4K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.1K Β· πŸ“¦ 420K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.1K Β· πŸ“¦ 420K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/pyca/cryptography @@ -1490,19 +1490,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 34M Β· ⏱️ 03.03.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 35M Β· ⏱️ 03.03.2023): ``` conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.3K) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.3K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 410 Β· πŸ“¦ 63K Β· πŸ“‹ 530 - 10% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 420 Β· πŸ“¦ 63K Β· πŸ“‹ 530 - 11% open Β· ⏱️ 28.01.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.4K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.5K Β· ⏱️ 28.01.2023): ``` pip install pycryptodomex ``` @@ -1513,69 +1513,69 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 40 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 08.03.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 610K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 640K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 240 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 270 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): ``` npm install tink-crypto ```
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bcrypt (πŸ₯‰33 Β· ⭐ 980) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰34 Β· ⭐ 980) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 7.9K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 2.9M Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3M Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge bcrypt ```
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keyring (πŸ₯‰33 Β· ⭐ 980) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰34 Β· ⭐ 980) - Store and access your passwords safely. MIT - [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 470 - 10% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 25M / month Β· πŸ“¦ 3.8K Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 25M / month Β· πŸ“¦ 3.9K Β· ⏱️ 18.12.2022): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 2.8M Β· ⏱️ 22.12.2022): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 2.9M Β· ⏱️ 22.12.2022): ``` conda install -c conda-forge keyring ```
asn1crypto (πŸ₯‰33 Β· ⭐ 290) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 98K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 98K Β· πŸ“‹ 180 - 28% open Β· ⏱️ 18.10.2022): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 48M / month Β· πŸ“¦ 7K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 49M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 7.8M Β· ⏱️ 15.03.2022): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 7.9M Β· ⏱️ 15.03.2022): ``` conda install -c conda-forge asn1crypto ```
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rsa (πŸ₯‰31 Β· ⭐ 420 Β· πŸ’€) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰31 Β· ⭐ 430 Β· πŸ’€) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 240K Β· πŸ“‹ 120 - 20% open Β· ⏱️ 20.07.2022): @@ -1599,12 +1599,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): ``` pip install ansible ``` @@ -1615,7 +1615,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/aws/aws-cli @@ -1624,14 +1624,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 18M Β· ⏱️ 09.03.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 18M Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.2K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 990 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 990 Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/boto/botocore @@ -1640,14 +1640,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 08.03.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.7K - 3% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.7K - 3% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/docker/compose @@ -1663,7 +1663,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
paramiko (πŸ₯ˆ43 Β· ⭐ 8.2K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 73K Β· πŸ“‹ 1.7K - 57% open Β· ⏱️ 03.03.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 73K Β· πŸ“‹ 1.7K - 57% open Β· ⏱️ 10.03.2023): ``` git clone https://github.com/paramiko/paramiko @@ -1672,19 +1672,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 2.8M Β· ⏱️ 26.01.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 2.8M Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge paramiko ```
docker (πŸ₯ˆ42 Β· ⭐ 6.1K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 350 Β· πŸ“¦ 57K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 380 Β· πŸ“¦ 58K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 30M / month Β· πŸ“¦ 3.5K Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 30M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.11.2022): ``` pip install docker ``` @@ -1695,28 +1695,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ41 Β· ⭐ 15K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“₯ 180K Β· πŸ“¦ 2.3K Β· πŸ“‹ 5.9K - 28% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“₯ 180K Β· πŸ“¦ 2.3K Β· πŸ“‹ 5.9K - 28% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 25.01.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 540 Β· ⏱️ 09.03.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 550 Β· ⏱️ 15.03.2023): ``` npm install @pulumi/pulumi ```
kubernetes (πŸ₯ˆ39 Β· ⭐ 5.5K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 3K Β· πŸ“‹ 1.2K - 8% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3K Β· πŸ“‹ 1.2K - 8% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 13M / month Β· πŸ“¦ 1.3K Β· ⏱️ 31.01.2023): ``` pip install kubernetes ``` @@ -1725,14 +1725,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
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fabric (πŸ₯‰37 Β· ⭐ 14K Β· πŸ“ˆ) - Simple, Pythonic remote execution and deployment. BSD-2 +
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 - [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.7K - 25% open Β· ⏱️ 16.02.2023): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.3M / month Β· πŸ“¦ 71 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.4M / month Β· πŸ“¦ 76 Β· ⏱️ 20.01.2023): ``` pip install fabric ``` @@ -1743,7 +1743,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯‰36 Β· ⭐ 3K) - Multi-vendor library to simplify Paramiko SSH connections to network devices. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.4K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 18.02.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.4K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1755,12 +1755,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schedule (πŸ₯‰35 Β· ⭐ 11K Β· πŸ’€) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 860 Β· πŸ“¦ 24K Β· πŸ“‹ 400 - 34% open Β· ⏱️ 23.04.2022): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 900 Β· πŸ“¦ 24K Β· πŸ“‹ 420 - 37% open Β· ⏱️ 23.04.2022): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): ``` pip install schedule ``` @@ -1771,7 +1771,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.7K Β· πŸ“‹ 340 - 36% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.8K Β· πŸ“‹ 340 - 36% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/tomerfiliba/plumbum @@ -1792,19 +1792,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 16K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 17K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): ``` pip install pyinfra ```
sshtunnel (πŸ₯‰30 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 180 Β· πŸ“¦ 5.1K Β· πŸ“‹ 190 - 30% open Β· ⏱️ 28.10.2022): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 5.2K Β· πŸ“‹ 200 - 31% open Β· ⏱️ 28.10.2022): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.5M / month Β· πŸ“¦ 290 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.4M / month Β· πŸ“¦ 290 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1813,18 +1813,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pypyr (πŸ₯‰21 Β· ⭐ 490) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 490) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 89 Β· πŸ“‹ 130 - 12% open Β· ⏱️ 25.10.2022): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 90 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.3K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 7.2K Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 7.3K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1844,7 +1844,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡38 Β· ⭐ 2.3K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 450 Β· πŸ“₯ 4.3K Β· πŸ“¦ 260K Β· πŸ“‹ 470 - 39% open Β· ⏱️ 14.02.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 260K Β· πŸ“‹ 470 - 39% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pexpect/pexpect @@ -1860,7 +1860,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ37 Β· ⭐ 7.7K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/Supervisor/supervisor @@ -1876,7 +1876,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (πŸ₯ˆ37 Β· ⭐ 6.5K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 480 Β· πŸ“¦ 12K Β· πŸ“‹ 430 - 1% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 480 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 1% open Β· ⏱️ 13.02.2023): ``` git clone https://github.com/amoffat/sh @@ -1902,76 +1902,76 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 220K Β· πŸ“‹ 200 - 9% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 220K Β· πŸ“‹ 200 - 11% open Β· ⏱️ 28.01.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 66M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.1M Β· ⏱️ 28.01.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.2M Β· ⏱️ 28.01.2023): ``` conda install -c conda-forge greenlet ```
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anyio (πŸ₯ˆ36 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯ˆ37 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 100 Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 16% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 100K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 26M / month Β· πŸ“¦ 230 Β· ⏱️ 19.10.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 230 Β· ⏱️ 19.10.2022): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 5.4M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 5.6M Β· ⏱️ 19.10.2022): ``` conda install -c conda-forge anyio ```
uvloop (πŸ₯ˆ35 Β· ⭐ 9.2K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 360 Β· πŸ“¦ 70K Β· πŸ“‹ 320 - 21% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 71K Β· πŸ“‹ 320 - 21% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 16M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 15M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 550K Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 560K Β· ⏱️ 26.10.2022): ``` conda install -c conda-forge uvloop ```
asyncer (πŸ₯‰24 Β· ⭐ 960) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 380 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 390 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 64K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 70K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.3K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.4K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ```
aiomisc (πŸ₯‰24 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 19 Β· πŸ“¦ 280 Β· πŸ“‹ 17 - 41% open Β· ⏱️ 18.02.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 20 Β· πŸ“¦ 280 Β· πŸ“‹ 17 - 41% open Β· ⏱️ 18.02.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 32 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 32 Β· ⏱️ 14.06.2022): ``` pip install aiomisc ``` @@ -1989,12 +1989,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡39 Β· ⭐ 5.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 360 Β· πŸ“¦ 400K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 360 Β· πŸ“¦ 410K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 25M / month Β· πŸ“¦ 7.5K Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 26M / month Β· πŸ“¦ 7.6K Β· ⏱️ 21.01.2023): ``` pip install python-dotenv ``` @@ -2003,9 +2003,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dotenv ```
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traitlets (πŸ₯ˆ37 Β· ⭐ 540) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯ˆ38 Β· ⭐ 540) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 110 Β· πŸ“¦ 290K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 110 Β· πŸ“¦ 290K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 09.03.2023): ``` git clone https://github.com/ipython/traitlets @@ -2014,30 +2014,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 18M Β· ⏱️ 30.01.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 19M Β· ⏱️ 30.01.2023): ``` conda install -c conda-forge traitlets ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 2.9K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6K Β· πŸ“‹ 420 - 26% open Β· ⏱️ 03.03.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.1K Β· πŸ“‹ 420 - 25% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3.2M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 42K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 43K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge dynaconf ```
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.4K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 92K Β· πŸ“‹ 85 - 5% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 93K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/henriquebastos/python-decouple @@ -2058,18 +2058,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 3.5M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 3.8M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 780K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 790K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
configobj (πŸ₯‰30 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 19 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 40% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 20 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 40% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2078,7 +2078,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 570K Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 580K Β· ⏱️ 20.01.2023): ``` conda install -c conda-forge configobj ``` @@ -2090,7 +2090,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 12K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2101,7 +2101,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“¦ 5.5K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 05.12.2022): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“¦ 5.5K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/google/gin-config @@ -2117,16 +2117,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰23 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 640 Β· πŸ“‹ 75 - 5% open Β· ⏱️ 06.12.2022): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 650 Β· πŸ“‹ 78 - 7% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 160K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 150K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 30K Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 31K Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge everett ``` @@ -2144,66 +2144,66 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 140M / month Β· πŸ“¦ 71K Β· ⏱️ 28.04.2022): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 140M / month Β· πŸ“¦ 72K Β· ⏱️ 28.04.2022): ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 24M Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 25M Β· ⏱️ 26.10.2022): ``` conda install -c conda-forge click ```
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rich (πŸ₯‡42 Β· ⭐ 42K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡42 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 71K Β· πŸ“‹ 1.1K - 8% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 73K Β· πŸ“‹ 1.1K - 9% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 3.6K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 3.7K Β· ⏱️ 28.01.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.1M Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.2M Β· ⏱️ 04.03.2023): ``` conda install -c conda-forge rich ```
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python-fire (πŸ₯ˆ39 Β· ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.2K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 19K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 670 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 06.03.2023): ``` - git clone https://github.com/google/python-fire + git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 25M / month Β· πŸ“¦ 1.3K Β· ⏱️ 06.12.2022): ``` - pip install fire + pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 440K Β· ⏱️ 22.01.2021): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 14M Β· ⏱️ 28.02.2023): ``` - conda install -c conda-forge fire + conda install -c conda-forge prompt-toolkit ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.2K Β· πŸ“‰) - Library for building powerful interactive command.. BSD-3 +
python-fire (πŸ₯ˆ38 Β· ⭐ 24K Β· πŸ“‰) - Python Fire is a library for automatically generating.. Apache-2 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 670 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 06.03.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 19K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` - git clone https://github.com/prompt-toolkit/python-prompt-toolkit + git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 25M / month Β· πŸ“¦ 1.3K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 12.12.2022): ``` - pip install prompt_toolkit + pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 14M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 450K Β· ⏱️ 22.01.2021): ``` - conda install -c conda-forge prompt-toolkit + conda install -c conda-forge fire ```
colorama (πŸ₯ˆ37 Β· ⭐ 3.1K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 220 Β· πŸ“¦ 590K Β· πŸ“‹ 240 - 43% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 220 Β· πŸ“¦ 600K Β· πŸ“‹ 240 - 43% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2228,23 +2228,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.1M Β· ⏱️ 07.11.2022): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.2M Β· ⏱️ 07.11.2022): ``` conda install -c conda-forge typer ```
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argcomplete (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python and tab completion, better together. Apache-2 +
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 190 Β· πŸ“¦ 41K Β· πŸ“‹ 220 - 24% open Β· ⏱️ 06.03.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 200 Β· πŸ“¦ 42K Β· πŸ“‹ 220 - 25% open Β· ⏱️ 06.03.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 18M / month Β· πŸ“¦ 1.9K Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 19M / month Β· πŸ“¦ 1.9K Β· ⏱️ 06.03.2023): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 950K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 960K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge argcomplete ``` @@ -2256,7 +2256,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 34M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` pip install wcwidth ``` @@ -2267,12 +2267,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰31 Β· ⭐ 1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 76 Β· πŸ“¦ 14K Β· πŸ“‹ 91 - 30% open Β· ⏱️ 22.01.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 76 Β· πŸ“¦ 14K Β· πŸ“‹ 91 - 30% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 11M / month Β· πŸ“¦ 210 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 11M / month Β· πŸ“¦ 220 Β· ⏱️ 22.11.2022): ``` pip install cleo ``` @@ -2288,7 +2288,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 74K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 78K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` pip install asciimatics ``` @@ -2299,7 +2299,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰28 Β· ⭐ 1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 63 Β· πŸ“¦ 8.3K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 63 Β· πŸ“¦ 8.4K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): ``` git clone https://github.com/tmbo/questionary @@ -2332,17 +2332,17 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 18K / month Β· πŸ“¦ 27 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 19K / month Β· πŸ“¦ 27 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ```
Show 5 hidden projects... -- docopt (πŸ₯ˆ35 Β· ⭐ 7.7K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- docopt (πŸ₯ˆ35 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - ConfigArgParse (πŸ₯‰27 Β· ⭐ 640 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT -- clint (πŸ₯‰24 Β· ⭐ 85 Β· πŸ’€) - Python Command-line Application Tools. ISC +- clint (πŸ₯‰24 Β· ⭐ 86 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰21 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT

@@ -2361,23 +2361,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡33 Β· ⭐ 1.6K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 2% open Β· ⏱️ 22.01.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 22.01.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 74M / month Β· πŸ“¦ 3.1K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 74M / month Β· πŸ“¦ 3.2K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 7.8M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 7.9M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ31 Β· ⭐ 810) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ29 Β· ⭐ 810 Β· πŸ“‰) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.6K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“‹ 280 - 13% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2387,9 +2387,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install aiocache ```
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beaker (πŸ₯‰28 Β· ⭐ 500 Β· πŸ“‰) - WSGI middleware for sessions and caching. BSD-3 +
beaker (πŸ₯‰28 Β· ⭐ 500) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 140 Β· πŸ“¦ 4.4K Β· πŸ“‹ 120 - 51% open Β· ⏱️ 04.02.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 140 Β· πŸ“¦ 4.5K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 04.02.2023): ``` git clone https://github.com/bbangert/beaker @@ -2403,14 +2403,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge beaker ```
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pylibmc (πŸ₯‰28 Β· ⭐ 460 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 +
pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 87 Β· πŸ“¦ 4.4K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 88 Β· πŸ“¦ 4.4K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 240K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 230K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2419,9 +2419,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰24 Β· ⭐ 420 Β· πŸ“ˆ) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰23 Β· ⭐ 420) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 48 Β· πŸ“¦ 360 Β· πŸ“‹ 60 - 38% open Β· ⏱️ 06.12.2022): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 48 Β· πŸ“¦ 360 Β· πŸ“‹ 60 - 38% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/shaypal5/cachier @@ -2443,14 +2443,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-web-python - Web UI ( ⭐ 1.8K) - Collection of libraries to implement web-based UIs. -
kivy (πŸ₯‡39 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT +
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.3K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.4K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 96K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 98K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2461,12 +2461,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 11K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.5K Β· πŸ“‹ 3.2K - 21% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.6K Β· πŸ“‹ 3.2K - 21% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 190K / month Β· πŸ“¦ 250 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 190K / month Β· πŸ“¦ 280 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2477,7 +2477,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ33 Β· ⭐ 9.8K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 510 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.1K - 15% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 510 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.1K - 15% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/hoffstadt/DearPyGui @@ -2494,23 +2494,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 78K / month Β· πŸ“¦ 72 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 77K / month Β· πŸ“¦ 72 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰31 Β· ⭐ 3.4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.1K Β· πŸ“‹ 640 - 19% open Β· ⏱️ 05.03.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.2K Β· πŸ“‹ 640 - 19% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.4K / month Β· πŸ“¦ 34 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.7K / month Β· πŸ“¦ 34 Β· ⏱️ 30.01.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 20 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 17 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2522,7 +2522,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chriskiehl/Gooey ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 5.5K / month Β· πŸ“¦ 77 Β· ⏱️ 29.01.2022): +- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6K / month Β· πŸ“¦ 77 Β· ⏱️ 29.01.2022): ``` pip install gooey ``` @@ -2538,7 +2538,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 550 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 580 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2583,23 +2583,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 700K Β· ⏱️ 03.03.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 710K Β· ⏱️ 03.03.2023): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡34 Β· ⭐ 1.6K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 250 Β· πŸ“¦ 53K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 04.02.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 53K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): ``` pip install emoji ``` @@ -2615,7 +2615,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 59M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 58M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` pip install chardet ``` @@ -2623,7 +2623,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 7 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 8 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2635,7 +2635,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmoiron/humanize ``` -- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 29.01.2023): ``` pip install humanize ``` @@ -2646,12 +2646,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-slugify (πŸ₯ˆ31 Β· ⭐ 1.3K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 95 Β· πŸ“‹ 65 - 1% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 95 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 15M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 14M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): ``` pip install python-slugify ``` @@ -2662,12 +2662,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
inflect (πŸ₯ˆ31 Β· ⭐ 790) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 85 Β· πŸ“‹ 96 - 20% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 86 Β· πŸ“‹ 100 - 24% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.6M / month Β· πŸ“¦ 930 Β· ⏱️ 20.10.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.4M / month Β· πŸ“¦ 970 Β· ⏱️ 20.10.2022): ``` pip install inflect ``` @@ -2683,7 +2683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 620K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 610K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2694,16 +2694,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
coolname (πŸ₯‰24 Β· ⭐ 110) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.2K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.3K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 340K / month Β· πŸ“¦ 47 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 310K / month Β· πŸ“¦ 47 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 46K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 47K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ``` @@ -2743,7 +2743,7 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 10% open Β· ⏱️ 19.02.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 11% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/redis/redis-py @@ -2752,46 +2752,46 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 910K Β· ⏱️ 09.02.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 920K Β· ⏱️ 09.02.2023): ``` conda install -c conda-forge redis-py ```
-
boto3 (πŸ₯‡44 Β· ⭐ 7.9K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡44 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 280K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 280K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 520M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 510M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 14M Β· ⏱️ 08.03.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡44 Β· ⭐ 6.9K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 1.1K Β· πŸ“₯ 40K Β· πŸ“¦ 530K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 1.1K Β· πŸ“₯ 40K Β· πŸ“¦ 530K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 81M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 82M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 11M Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 11M Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge sqlalchemy ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.5K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.2K Β· πŸ“¦ 2.2K Β· πŸ“‹ 7.9K - 12% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8K - 12% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2800,19 +2800,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 890K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 900K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 9.9K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 05.03.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): ``` pip install peewee ``` @@ -2828,11 +2828,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 54M / month Β· πŸ“¦ 1.7K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 52M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.1M Β· ⏱️ 07.12.2022): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.2M Β· ⏱️ 07.12.2022): ``` conda install -c conda-forge google-cloud-storage ``` @@ -2864,7 +2864,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 780K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 790K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge elasticsearch ``` @@ -2887,12 +2887,12 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ39 Β· ⭐ 1.8K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 150K Β· πŸ“‹ 930 - 10% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 150K Β· πŸ“‹ 940 - 10% open Β· ⏱️ 10.03.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 22M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 23M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): ``` pip install alembic ``` @@ -2919,23 +2919,23 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ38 Β· ⭐ 580) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 06.03.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 43M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 40M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.4M Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.4M Β· ⏱️ 14.03.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
pymongo (πŸ₯ˆ37 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 14.03.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2944,14 +2944,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 980K Β· ⏱️ 18.11.2022): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 990K Β· ⏱️ 18.11.2022): ``` conda install -c conda-forge pymongo ```
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AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.3K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 +
AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“₯ 180K Β· πŸ“¦ 900 Β· πŸ“‹ 880 - 4% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“₯ 180K Β· πŸ“¦ 910 Β· πŸ“‹ 880 - 4% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2965,25 +2965,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge awswrangler ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 + +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 810 Β· πŸ“¦ 5.6K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 28.02.2023): + + ``` + git clone https://github.com/confluentinc/confluent-kafka-python + ``` +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.6M / month Β· πŸ“¦ 400 Β· ⏱️ 24.01.2023): + ``` + pip install confluent-kafka + ``` +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 650K Β· ⏱️ 28.10.2022): + ``` + conda install -c conda-forge python-confluent-kafka + ``` +
Ibis (πŸ₯ˆ36 Β· ⭐ 2.5K) - Expressive analytics in Python at any scale. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“₯ 57 Β· πŸ“¦ 440 Β· πŸ“‹ 2K - 4% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“₯ 58 Β· πŸ“¦ 450 Β· πŸ“‹ 2K - 3% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 86K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 92K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 270K Β· ⏱️ 27.01.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 270K Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge ibis-framework ```
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 21K Β· πŸ“‹ 410 - 42% open Β· ⏱️ 03.03.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 21K Β· πŸ“‹ 410 - 42% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils @@ -2999,7 +3015,7 @@ _Libraries for connecting to, operating, and querying databases._
libcloud (πŸ₯ˆ35 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.8K Β· πŸ“‹ 180 - 38% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.8K Β· πŸ“‹ 190 - 38% open Β· ⏱️ 30.01.2023): ``` git clone https://github.com/apache/libcloud @@ -3009,57 +3025,57 @@ _Libraries for connecting to, operating, and querying databases._ pip install apache-libcloud ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 650) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ35 Β· ⭐ 660) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 370 - 26% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 370 - 26% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 79M / month Β· πŸ“¦ 590 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 78M / month Β· πŸ“¦ 590 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.2M Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.3M Β· ⏱️ 04.03.2023): ``` conda install -c conda-forge s3fs ```
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.6K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 160 Β· πŸ“¦ 8.6K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 160 Β· πŸ“¦ 8.7K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 6.7K Β· ⏱️ 02.05.2022): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 6.8K Β· ⏱️ 16.03.2023): ``` conda install -c anaconda elasticsearch-dsl ```
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confluent-kafka-python (πŸ₯ˆ34 Β· ⭐ 3.2K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 +
Databases (πŸ₯ˆ34 Β· ⭐ 3.3K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 810 Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 310 - 40% open Β· ⏱️ 16.01.2023): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.8M / month Β· πŸ“¦ 400 Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 440K / month Β· πŸ“¦ 110 Β· ⏱️ 18.12.2022): ``` - pip install confluent-kafka + pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 650K Β· ⏱️ 28.10.2022): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 170K Β· ⏱️ 02.11.2022): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c conda-forge databases ```
tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.1K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.2K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/tortoise/tortoise-orm @@ -3073,57 +3089,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Databases (πŸ₯ˆ33 Β· ⭐ 3.3K) - Async database support for Python. BSD-3 - -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 310 - 40% open Β· ⏱️ 16.01.2023): - - ``` - git clone https://github.com/encode/databases - ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 390K / month Β· πŸ“¦ 110 Β· ⏱️ 18.12.2022): - ``` - pip install databases - ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 170K Β· ⏱️ 02.11.2022): - ``` - conda install -c conda-forge databases - ``` -
Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 710 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 720 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 570 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 20M / month Β· πŸ“¦ 700 Β· ⏱️ 23.01.2023): ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 9.6M Β· ⏱️ 24.01.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 9.8M Β· ⏱️ 24.01.2023): ``` conda install -c conda-forge prometheus_client ```
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PynamoDB (πŸ₯ˆ33 Β· ⭐ 2.1K) - A pythonic interface to Amazons DynamoDB. MIT - -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.3K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 28.02.2023): - - ``` - git clone https://github.com/pynamodb/PynamoDB - ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2023): - ``` - pip install pynamodb - ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 270K Β· ⏱️ 21.02.2023): - ``` - conda install -c conda-forge pynamodb - ``` -
Motor (πŸ₯ˆ33 Β· ⭐ 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 190 Β· πŸ“¦ 53K Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 54K Β· ⏱️ 15.03.2023): ``` git clone https://github.com/mongodb/motor @@ -3144,19 +3128,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.5M / month Β· πŸ“¦ 82 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 82 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
Cassandra Driver (πŸ₯ˆ33 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 500 Β· πŸ“¦ 4.7K Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.7K Β· ⏱️ 13.03.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 680 Β· ⏱️ 18.03.2021): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 700 Β· ⏱️ 18.03.2021): ``` pip install cassandra-driver ``` @@ -3167,7 +3151,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 780) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4K Β· πŸ“‹ 230 - 4% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3181,30 +3165,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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sqlmodel (πŸ₯‰32 Β· ⭐ 9.5K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic +
pandas-gbq (πŸ₯ˆ33 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 400 Β· πŸ“¦ 5.3K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 280 Β· πŸ“¦ 6.1K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 16.03.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 370K / month Β· πŸ“¦ 69 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 14M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): ``` - pip install sqlmodel + pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 8.9K Β· ⏱️ 30.08.2022): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.7M Β· ⏱️ 08.02.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge pandas-gbq ```
mysqlclient (πŸ₯‰32 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 380 Β· πŸ“₯ 5.2K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 17.01.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.6M / month Β· πŸ“¦ 7.1K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.6M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` pip install mysqlclient ``` @@ -3213,14 +3197,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mysqlclient ```
+
PynamoDB (πŸ₯‰32 Β· ⭐ 2.1K) - A pythonic interface to Amazons DynamoDB. MIT + +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.3K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 28.02.2023): + + ``` + git clone https://github.com/pynamodb/PynamoDB + ``` +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2023): + ``` + pip install pynamodb + ``` +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 280K Β· ⏱️ 21.02.2023): + ``` + conda install -c conda-forge pynamodb + ``` +
PyPika (πŸ₯‰32 Β· ⭐ 1.9K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 230 Β· πŸ“¦ 12K Β· πŸ“‹ 380 - 34% open Β· ⏱️ 15.03.2022): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 240 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 34% open Β· ⏱️ 15.03.2022): ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2M / month Β· πŸ“¦ 64 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 1.9M / month Β· πŸ“¦ 64 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` @@ -3231,12 +3231,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯‰32 Β· ⭐ 610) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.1K Β· πŸ“‹ 490 - 1% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 4.1K Β· πŸ“‹ 500 - 1% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 350 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 390 Β· ⏱️ 07.01.2023): ``` pip install minio ``` @@ -3245,36 +3245,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
-
pandas-gbq (πŸ₯‰32 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 +
s3transfer (πŸ₯‰32 Β· ⭐ 160) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 280 Β· πŸ“¦ 6.1K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“¦ 170K Β· πŸ“‹ 80 - 60% open Β· ⏱️ 24.02.2023): ``` - git clone https://github.com/googleapis/python-bigquery-pandas + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 14M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` - pip install pandas-gbq + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.7M Β· ⏱️ 08.02.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 14M Β· ⏱️ 31.05.2022): ``` - conda install -c conda-forge pandas-gbq + conda install -c conda-forge s3transfer ```
-
s3transfer (πŸ₯‰32 Β· ⭐ 160) - Amazon S3 Transfer Manager for Python. Apache-2 +
sqlmodel (πŸ₯‰31 Β· ⭐ 9.6K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 110 Β· πŸ“¦ 170K Β· πŸ“‹ 80 - 60% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 400 Β· πŸ“¦ 5.3K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 390K / month Β· πŸ“¦ 69 Β· ⏱️ 30.08.2022): ``` - pip install s3transfer + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 14M Β· ⏱️ 31.05.2022): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 9.1K Β· ⏱️ 30.08.2022): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge sqlmodel ```
influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT @@ -3300,18 +3300,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 52K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 51K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 4.7K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 4.8K Β· ⏱️ 01.02.2023): ``` conda install -c conda-forge dataset ```
Pony (πŸ₯‰30 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 220 Β· πŸ“₯ 47 Β· πŸ“¦ 3.3K Β· πŸ“‹ 610 - 46% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 220 Β· πŸ“₯ 47 Β· πŸ“‹ 610 - 46% open Β· ⏱️ 15.12.2022): ``` git clone https://github.com/ponyorm/pony @@ -3327,12 +3327,12 @@ _Libraries for connecting to, operating, and querying databases._
cx-Oracle (πŸ₯‰30 Β· ⭐ 850 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 340 Β· πŸ“¦ 7.1K Β· πŸ“‹ 630 - 6% open Β· ⏱️ 08.06.2022): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.1K Β· πŸ“‹ 630 - 6% open Β· ⏱️ 08.06.2022): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 280 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 310 Β· ⏱️ 04.11.2021): ``` pip install cx-Oracle ``` @@ -3341,6 +3341,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cx_oracle ```
+
Records (πŸ₯‰29 Β· ⭐ 6.9K) - SQL for Humans. ISC + +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 570 Β· πŸ“¦ 1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): + + ``` + git clone https://github.com/kennethreitz/records + ``` +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 250K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): + ``` + pip install records + ``` +- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 23K Β· ⏱️ 30.05.2021): + ``` + conda install -c conda-forge records + ``` +
redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - [GitHub](https://github.com/Grokzen/redis-py-cluster) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 300 Β· πŸ“₯ 3.6K Β· πŸ“¦ 1.5K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 12.03.2022): @@ -3348,7 +3364,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/grokzen/redis-py-cluster ``` -- [PyPi](https://pypi.org/project/redis-py-cluster) (πŸ“₯ 2.3M / month Β· πŸ“¦ 200 Β· ⏱️ 30.05.2021): +- [PyPi](https://pypi.org/project/redis-py-cluster) (πŸ“₯ 2.2M / month Β· πŸ“¦ 200 Β· ⏱️ 30.05.2021): ``` pip install redis-py-cluster ``` @@ -3360,7 +3376,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 260K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 270K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3371,16 +3387,28 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰28 Β· ⭐ 980) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 66 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 05.03.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 15K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): ``` pip install piccolo ```
+
prisma (πŸ₯‰27 Β· ⭐ 1K) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2 + +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 12.03.2023): + + ``` + git clone https://github.com/RobertCraigie/prisma-client-py + ``` +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 11K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): + ``` + pip install prisma + ``` +
HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 160 Β· πŸ“¦ 730 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 12.07.2022): @@ -3388,7 +3416,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 170K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 160K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3397,9 +3425,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
-
cloudant (πŸ₯‰27 Β· ⭐ 170 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 +
cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- [GitHub](https://github.com/cloudant/python-cloudant) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 52 Β· πŸ“¦ 2K Β· πŸ“‹ 250 - 0% open Β· ⏱️ 10.03.2022): +- [GitHub](https://github.com/cloudant/python-cloudant) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 53 Β· πŸ“¦ 2K Β· ⏱️ 10.03.2022): ``` git clone https://github.com/cloudant/python-cloudant @@ -3413,18 +3441,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cloudant ```
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prisma (πŸ₯‰26 Β· ⭐ 1K) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2 - -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 300 - 49% open Β· ⏱️ 08.03.2023): - - ``` - git clone https://github.com/RobertCraigie/prisma-client-py - ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 11K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): - ``` - pip install prisma - ``` -
umongo (πŸ₯‰25 Β· ⭐ 430) - sync/async MongoDB ODM, yes. MIT - [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 11K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): @@ -3432,7 +3448,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 40K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 37K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` @@ -3441,28 +3457,28 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge umongo ```
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filedepot (πŸ₯‰23 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT +
ODMantic (πŸ₯‰21 Β· ⭐ 770) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 720 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 04.02.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 43% open Β· ⏱️ 03.01.2023): ``` - git clone https://github.com/amol-/depot + git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.8K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 23K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): ``` - pip install filedepot + pip install odmantic ```
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ODMantic (πŸ₯‰21 Β· ⭐ 770) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
filedepot (πŸ₯‰21 Β· ⭐ 140 Β· πŸ“‰) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 43% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 730 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 04.02.2023): ``` - git clone https://github.com/art049/odmantic + git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` - pip install odmantic + pip install filedepot ```
PugSQL (πŸ₯‰20 Β· ⭐ 600 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 @@ -3477,32 +3493,31 @@ _Libraries for connecting to, operating, and querying databases._ pip install pugsql ```
-
psycopg3 (πŸ₯‰18 Β· ⭐ 960) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
aioprometheus (πŸ₯‰20 Β· ⭐ 140) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 92 Β· πŸ“‹ 280 - 12% open Β· ⏱️ 16.02.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 16 Β· πŸ“¦ 120 Β· πŸ“‹ 28 - 25% open Β· ⏱️ 14.03.2023): ``` - git clone https://github.com/psycopg/psycopg + git clone https://github.com/claws/aioprometheus + ``` +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 110K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): + ``` + pip install aioprometheus ```
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aioprometheus (πŸ₯‰18 Β· ⭐ 130 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT +
psycopg3 (πŸ₯‰18 Β· ⭐ 970) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 16 Β· πŸ“¦ 120 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 24.05.2022): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 93 Β· πŸ“‹ 280 - 12% open Β· ⏱️ 15.03.2023): ``` - git clone https://github.com/claws/aioprometheus - ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 110K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): - ``` - pip install aioprometheus + git clone https://github.com/psycopg/psycopg ```
-
Show 14 hidden projects... +
Show 13 hidden projects... - psycopg2 (πŸ₯ˆ38 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯‰32 Β· ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 46) - Google Cloud Bigtable API client library. Apache-2 -- Records (πŸ₯‰29 Β· ⭐ 6.9K Β· πŸ’€) - SQL for Humans. ISC - py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ’€) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - gino (πŸ₯‰28 Β· ⭐ 2.5K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 @@ -3522,46 +3537,46 @@ _Libraries for connecting to, operating, and querying databases._ _Libraries for loading, collecting, and extracting data from a variety of data sources and formats._ -
Faker (πŸ₯‡43 Β· ⭐ 15K) - Faker is a Python package that generates fake data for you. MIT +
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.7K Β· πŸ“¦ 110K Β· πŸ“‹ 620 - 3% open Β· ⏱️ 03.03.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.7K Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 3% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.7M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.6M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 720K Β· ⏱️ 03.03.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 730K Β· ⏱️ 03.03.2023): ``` conda install -c conda-forge faker ```
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Datasets (πŸ₯‡41 Β· ⭐ 15K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 +
Datasets (πŸ₯‡41 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2K Β· πŸ“¦ 12K Β· πŸ“‹ 2.1K - 24% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 12K Β· πŸ“‹ 2.1K - 24% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 2.5M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 2.7M / month Β· πŸ“¦ 390 Β· ⏱️ 26.01.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 200K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 210K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge datasets ```
xlwings (πŸ₯‡37 Β· ⭐ 2.5K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 27K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 06.03.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 27K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 88K / month Β· πŸ“¦ 630 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 93K / month Β· πŸ“¦ 630 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` @@ -3570,14 +3585,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xlwings ```
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Tablib (πŸ₯ˆ36 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 570 Β· πŸ“¦ 34K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 05.03.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 570 Β· πŸ“¦ 36K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 05.03.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.12.2022): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.12.2022): ``` pip install tablib ``` @@ -3586,22 +3601,6 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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xmltodict (πŸ₯ˆ34 Β· ⭐ 5.1K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT - -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 51K Β· πŸ“‹ 230 - 31% open Β· ⏱️ 08.05.2022): - - ``` - git clone https://github.com/martinblech/xmltodict - ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 22M / month Β· πŸ“¦ 5.1K Β· ⏱️ 08.05.2022): - ``` - pip install xmltodict - ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.4M Β· ⏱️ 08.05.2022): - ``` - conda install -c conda-forge xmltodict - ``` -
python-magic (πŸ₯ˆ34 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT - [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 39K Β· πŸ“‹ 190 - 17% open Β· ⏱️ 23.01.2023): @@ -3613,7 +3612,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install python-magic ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 190K Β· ⏱️ 03.11.2022): +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 200K Β· ⏱️ 03.11.2022): ``` conda install -c conda-forge python-magic ``` @@ -3629,25 +3628,25 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 82K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 83K Β· ⏱️ 22.02.2023): ``` conda install -c conda-forge csvkit ```
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smart-open (πŸ₯ˆ32 Β· ⭐ 2.8K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
xmltodict (πŸ₯ˆ33 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 340 Β· πŸ“‹ 380 - 19% open Β· ⏱️ 19.01.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 51K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/RaRe-Technologies/smart_open + git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 14M / month Β· πŸ“¦ 560 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 22M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): ``` - pip install smart-open + pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.6M Β· ⏱️ 08.01.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.5M Β· ⏱️ 08.05.2022): ``` - conda install -c conda-forge smart_open + conda install -c conda-forge xmltodict ```
gdown (πŸ₯ˆ31 Β· ⭐ 2.9K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT @@ -3657,7 +3656,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 280 Β· ⏱️ 05.12.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.2M / month Β· πŸ“¦ 280 Β· ⏱️ 05.12.2022): ``` pip install gdown ``` @@ -3666,25 +3665,25 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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pandas-datareader (πŸ₯ˆ30 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +
smart-open (πŸ₯ˆ31 Β· ⭐ 2.8K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 620 Β· πŸ“‹ 510 - 22% open Β· ⏱️ 16.03.2022): +- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 380 - 19% open Β· ⏱️ 19.01.2023): ``` - git clone https://github.com/pydata/pandas-datareader + git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 580K / month Β· πŸ“¦ 790 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 14M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): ``` - pip install pandas-datareader + pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 260K Β· ⏱️ 14.07.2021): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.6M Β· ⏱️ 08.01.2023): ``` - conda install -c conda-forge pandas-datareader + conda install -c conda-forge smart_open ```
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Intake (πŸ₯ˆ30 Β· ⭐ 880) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ31 Β· ⭐ 880) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 120 Β· πŸ“¦ 920 Β· πŸ“‹ 340 - 28% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 120 Β· πŸ“¦ 930 Β· πŸ“‹ 340 - 29% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/intake/intake @@ -3693,11 +3692,27 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 350K Β· ⏱️ 13.02.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 350K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge intake ```
+
pandas-datareader (πŸ₯ˆ30 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 + +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 640 Β· πŸ“‹ 530 - 25% open Β· ⏱️ 16.03.2022): + + ``` + git clone https://github.com/pydata/pandas-datareader + ``` +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 600K / month Β· πŸ“¦ 830 Β· ⏱️ 13.07.2021): + ``` + pip install pandas-datareader + ``` +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 260K Β· ⏱️ 14.07.2021): + ``` + conda install -c conda-forge pandas-datareader + ``` +
snorkel (πŸ₯‰29 Β· ⭐ 5.4K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 270 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): @@ -3732,12 +3747,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰24 Β· ⭐ 1.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“₯ 780 Β· πŸ“¦ 24 Β· πŸ“‹ 180 - 41% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“₯ 790 Β· πŸ“¦ 25 Β· πŸ“‹ 180 - 41% open Β· ⏱️ 16.01.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 4.9K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 5.9K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ``` @@ -3749,7 +3764,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5K / month Β· πŸ“¦ 9 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.2K / month Β· πŸ“¦ 9 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3761,31 +3776,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.5K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.3K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
Upgini (πŸ₯‰19 Β· ⭐ 180) - Free automated data enrichment library for machine learning searches.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 17 Β· πŸ“¦ 1 Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 14.03.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.5K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.8K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ```
Squirrel (πŸ₯‰17 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 5 - 60% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 5 Β· πŸ“¦ 2 Β· πŸ“‹ 5 - 60% open Β· ⏱️ 09.03.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.7K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.8K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): ``` pip install squirrel-core ``` @@ -3799,8 +3814,8 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - SDV (πŸ₯‰29 Β· ⭐ 1.3K) - Synthetic Data Generation for tabular, relational and time series data. ❗️SSPL-1.0 +- Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT -- Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 @@ -3817,34 +3832,34 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡45 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡46 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 440K Β· πŸ“¦ 6.1K Β· πŸ“‹ 7.1K - 12% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 440K Β· πŸ“¦ 6.2K Β· πŸ“‹ 7.2K - 12% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 12M / month Β· πŸ“¦ 200 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 12M / month Β· πŸ“¦ 220 Β· ⏱️ 14.03.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 850K Β· ⏱️ 21.01.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 850K Β· ⏱️ 15.03.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 430 Β· ⏱️ 04.03.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 430 Β· ⏱️ 15.03.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡45 Β· ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.4K Β· πŸ“¦ 96K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.4K Β· πŸ“¦ 97K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.2M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.1M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): ``` pip install celery ``` @@ -3853,46 +3868,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Prefect (πŸ₯‡42 Β· ⭐ 11K) - The easiest way to coordinate your dataflow. Apache-2 +
Prefect (πŸ₯‡42 Β· ⭐ 11K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.1K Β· πŸ“¦ 2.3K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.4K Β· πŸ“‹ 3.5K - 21% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 730K / month Β· πŸ“¦ 130 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 130 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 400K Β· ⏱️ 03.03.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 400K Β· ⏱️ 10.03.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 6.6K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.4K Β· πŸ”€ 3.8K Β· πŸ“¦ 2 Β· πŸ“‹ 5.6K - 77% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.4K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.6K - 76% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.9M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 35K Β· ⏱️ 16.02.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 35K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 8.8K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 820K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 800K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` @@ -3901,14 +3916,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 6.7K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 6.8K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 840 Β· πŸ“¦ 1K Β· πŸ“‹ 5.3K - 29% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 860 Β· πŸ“¦ 1K Β· πŸ“‹ 5.3K - 29% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 650K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` @@ -3919,12 +3934,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
joblib (πŸ₯ˆ39 Β· ⭐ 3.1K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 360 Β· πŸ“¦ 260K Β· πŸ“‹ 820 - 47% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 260K Β· πŸ“‹ 810 - 46% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 28M / month Β· πŸ“¦ 5.4K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 29M / month Β· πŸ“¦ 5.9K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` @@ -3933,30 +3948,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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luigi (πŸ₯ˆ38 Β· ⭐ 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 + +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.1K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 14.03.2023): + + ``` + git clone https://github.com/spotify/luigi + ``` +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 820K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): + ``` + pip install luigi + ``` +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 12K Β· πŸ“¦ 2 Β· ⏱️ 16.03.2023): + ``` + conda install -c anaconda luigi + ``` +
Great Expectations (πŸ₯ˆ38 Β· ⭐ 8.1K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.2K Β· πŸ“‹ 1.6K - 16% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.2K Β· πŸ“‹ 1.6K - 12% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.1M / month Β· πŸ“¦ 23 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.5M / month Β· πŸ“¦ 23 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 600K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 600K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge great-expectations ```
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dbt (πŸ₯ˆ38 Β· ⭐ 6.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 6.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 2.3K Β· πŸ“‹ 3.8K - 12% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 2.3K Β· πŸ“‹ 3.8K - 12% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 140K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3965,54 +3996,54 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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luigi (πŸ₯ˆ37 Β· ⭐ 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
Kedro (πŸ₯ˆ37 Β· ⭐ 8.2K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.1K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 14.03.2023): ``` - git clone https://github.com/spotify/luigi - ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 820K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): - ``` - pip install luigi + git clone https://github.com/kedro-org/kedro ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 12K Β· πŸ“¦ 2 Β· ⏱️ 22.02.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 490K / month Β· πŸ“¦ 62 Β· ⏱️ 06.03.2023): ``` - conda install -c anaconda luigi + pip install kedro ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 8.1K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 +
petl (πŸ₯ˆ33 Β· ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“¦ 3.3K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): ``` - git clone https://github.com/kedro-org/kedro + git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 490K / month Β· πŸ“¦ 62 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 470K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): ``` - pip install kedro + pip install petl + ``` +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 170K Β· ⏱️ 23.11.2022): + ``` + conda install -c conda-forge petl ```
Activeloop (πŸ₯ˆ32 Β· ⭐ 5.3K) - Data Lake for Deep Learning. Build, manage, query, version, &.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 62 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 78 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 25K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 30K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
huey (πŸ₯ˆ32 Β· ⭐ 4.4K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.1K Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.1K Β· ⏱️ 11.03.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 79K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 78K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -4021,22 +4052,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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petl (πŸ₯ˆ32 Β· ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT - -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“¦ 3.3K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): - - ``` - git clone https://github.com/petl-developers/petl - ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 410K / month Β· πŸ“¦ 79 Β· ⏱️ 23.11.2022): - ``` - pip install petl - ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 160K Β· ⏱️ 23.11.2022): - ``` - conda install -c conda-forge petl - ``` -
ploomber (πŸ₯ˆ31 Β· ⭐ 3K) - The fastest way to build data pipelines. Develop iteratively, deploy.. Apache-2 - [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 72 Β· πŸ“‹ 830 - 16% open Β· ⏱️ 31.01.2023): @@ -4044,7 +4059,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 12K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 11K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` pip install ploomber ``` @@ -4055,7 +4070,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ30 Β· ⭐ 2.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 86 Β· πŸ“‹ 180 - 20% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 88 Β· πŸ“‹ 180 - 19% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/zenml-io/zenml @@ -4072,7 +4087,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 130K / month Β· πŸ“¦ 26 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 150K / month Β· πŸ“¦ 26 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` @@ -4095,12 +4110,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯‰29 Β· ⭐ 2.1K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 90 Β· πŸ“₯ 81 Β· πŸ“¦ 74 Β· πŸ“‹ 340 - 9% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 91 Β· πŸ“₯ 81 Β· πŸ“¦ 76 Β· πŸ“‹ 340 - 9% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 59K / month Β· πŸ“¦ 5 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 58K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): ``` pip install whylogs ``` @@ -4112,11 +4127,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 45K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 46K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 5.9K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ``` @@ -4147,12 +4162,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 5 - 20% open Β· ⏱️ 16.02.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 5 - 20% open Β· ⏱️ 09.03.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 73K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 85K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4164,7 +4179,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 18K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 17K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4176,19 +4191,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 1.3K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 1.4K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ```
Pypeline (πŸ₯‰23 Β· ⭐ 1.4K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 86 Β· πŸ“¦ 89 Β· πŸ“‹ 63 - 26% open Β· ⏱️ 23.06.2022): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 86 Β· πŸ“¦ 90 Β· πŸ“‹ 63 - 26% open Β· ⏱️ 23.06.2022): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 18K / month Β· πŸ“¦ 9 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 21K / month Β· πŸ“¦ 9 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4213,14 +4228,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pysparkling ```
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BatchFlow (πŸ₯‰23 Β· ⭐ 180) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 - [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.1K / month Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 710 / month Β· ⏱️ 02.01.2023): ``` pip install batchflow ``` @@ -4256,7 +4271,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 200 / month Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 230 / month Β· ⏱️ 26.10.2022): ``` pip install d6tflow ``` @@ -4268,7 +4283,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 150K / month Β· πŸ“¦ 1 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· πŸ“¦ 1 Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4280,19 +4295,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 130 / month Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· ⏱️ 22.09.2022): ``` pip install mara-pipelines ```
-
bodywork-core (πŸ₯‰16 Β· ⭐ 410 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +
bodywork-core (πŸ₯‰16 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - [GitHub](https://github.com/bodywork-ml/bodywork-core) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 17 Β· πŸ“¦ 11 Β· πŸ“‹ 77 - 25% open Β· ⏱️ 04.07.2022): ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 270 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 320 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ``` @@ -4304,7 +4319,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 85 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 98 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4316,7 +4331,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 120 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 84 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4324,7 +4339,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 7 hidden projects... - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 -- bonobo (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 +- bonobo (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT @@ -4339,12 +4354,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.1K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 420 Β· πŸ“¦ 730K Β· πŸ“‹ 540 - 48% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 730K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 71K Β· ⏱️ 13.10.2021): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 74K Β· ⏱️ 13.10.2021): ``` pip install pyyaml ``` @@ -4355,16 +4370,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 57K Β· πŸ“‹ 850 - 1% open Β· ⏱️ 06.03.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 57K Β· πŸ“‹ 860 - 2% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 12M / month Β· πŸ“¦ 3.7K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 12M / month Β· πŸ“¦ 3.8K Β· ⏱️ 14.01.2023): ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.5M Β· ⏱️ 03.02.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.5M Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4376,7 +4391,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 120M / month Β· πŸ“¦ 6.8K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 130M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4409,24 +4424,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
typing_inspect (πŸ₯‰25 Β· ⭐ 290) - Runtime inspection utilities for Python typing module. MIT -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 26 Β· πŸ“‹ 52 - 34% open Β· ⏱️ 21.11.2022): +- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 27 Β· πŸ“‹ 54 - 37% open Β· ⏱️ 21.11.2022): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month Β· πŸ“¦ 230 Β· ⏱️ 17.08.2022): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 280 Β· ⏱️ 17.08.2022): ``` pip install typing_inspect ``` -- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.3M Β· ⏱️ 19.01.2023): +- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.4M Β· ⏱️ 19.01.2023): ``` conda install -c conda-forge typing_inspect ```
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ32 Β· ⭐ 40) - Read resources from Python packages. Apache-2 -- entrypoints (πŸ₯‰25 Β· ⭐ 70 Β· πŸ’€) - Discover and load entry points from installed packages. MIT +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 40) - Read resources from Python packages. Apache-2 +- entrypoints (πŸ₯‰25 Β· ⭐ 71 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4436,7 +4451,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 640K Β· πŸ“‹ 630 - 19% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 650K Β· πŸ“‹ 620 - 19% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4445,14 +4460,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 25M Β· ⏱️ 21.12.2022): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 26M Β· ⏱️ 21.12.2022): ``` conda install -c conda-forge attrs ```
more-itertools (πŸ₯‡39 Β· ⭐ 3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 170K Β· πŸ“‹ 250 - 10% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 170K Β· πŸ“‹ 250 - 10% open Β· ⏱️ 10.03.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4473,7 +4488,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.9M / month Β· πŸ“¦ 410 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` @@ -4484,12 +4499,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 85K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 86K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 18M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 18M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` @@ -4498,14 +4513,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 4.5K Β· πŸ“ˆ) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ34 Β· ⭐ 4.6K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 36% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 36% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 24M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.09.2022): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 24M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.09.2022): ``` pip install tenacity ``` @@ -4516,12 +4531,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-dependency-injector (πŸ₯ˆ34 Β· ⭐ 2.7K) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 200 Β· πŸ“¦ 1.8K Β· πŸ“‹ 470 - 26% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 200 Β· πŸ“¦ 1.9K Β· πŸ“‹ 470 - 26% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 890K / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 870K / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): ``` pip install dependency-injector ``` @@ -4532,7 +4547,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
natsort (πŸ₯‰33 Β· ⭐ 730) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 18K Β· πŸ“‹ 83 - 1% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 18K Β· πŸ“‹ 84 - 2% open Β· ⏱️ 02.03.2023): ``` git clone https://github.com/SethMMorton/natsort @@ -4548,28 +4563,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰31 Β· ⭐ 3K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 7K Β· πŸ“‹ 77 - 10% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 7.1K Β· πŸ“‹ 78 - 10% open Β· ⏱️ 11.03.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 2M / month Β· πŸ“¦ 600 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 2.1M / month Β· πŸ“¦ 600 Β· ⏱️ 27.01.2023): ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 300K Β· ⏱️ 27.01.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 310K Β· ⏱️ 27.01.2023): ``` conda install -c conda-forge funcy ```
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returns (πŸ₯‰29 Β· ⭐ 2.6K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰28 Β· ⭐ 2.6K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 94 Β· πŸ“¦ 320 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 94 Β· πŸ“¦ 330 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 64K / month Β· πŸ“¦ 31 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 58K / month Β· πŸ“¦ 31 Β· ⏱️ 13.03.2022): ``` pip install returns ``` @@ -4580,16 +4595,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (πŸ₯‰27 Β· ⭐ 650) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.2K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.3K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 25K / month Β· πŸ“¦ 64 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 24K / month Β· πŸ“¦ 64 Β· ⏱️ 03.12.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 37K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 38K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ``` @@ -4601,7 +4616,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/santinic/pampy ``` -- [PyPi](https://pypi.org/project/pampy) (πŸ“₯ 29K / month Β· πŸ“¦ 31 Β· ⏱️ 07.11.2019): +- [PyPi](https://pypi.org/project/pampy) (πŸ“₯ 27K / month Β· πŸ“¦ 31 Β· ⏱️ 07.11.2019): ``` pip install pampy ``` @@ -4610,8 +4625,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 600 Β· πŸ’€) - API Rate Limit Decorator. MIT -- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT +- pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2

@@ -4621,16 +4636,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡41 Β· ⭐ 51K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 53K / month Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 52K / month Β· ⏱️ 22.07.2020): ``` pip install cpython ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.2M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.3M Β· ⏱️ 01.05.2021): ``` conda install -c conda-forge typing ``` @@ -4639,9 +4654,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ34 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ33 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 58K Β· πŸ“¦ 37 Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 58K Β· πŸ“¦ 39 Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/micropython/micropython @@ -4673,23 +4688,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.2K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 500 Β· πŸ“¦ 480K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 510 Β· πŸ“¦ 480K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 54M / month Β· πŸ“¦ 36K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 54M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 19M Β· ⏱️ 02.01.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 20M Β· ⏱️ 02.01.2023): ``` conda install -c conda-forge pygments ```
cookiecutter (πŸ₯‡38 Β· ⭐ 19K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 810 - 30% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 830 - 31% open Β· ⏱️ 09.09.2022): ``` git clone https://github.com/cookiecutter/cookiecutter @@ -4698,41 +4713,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 610K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 620K Β· ⏱️ 01.06.2022): ``` conda install -c conda-forge cookiecutter ```
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pycparser (πŸ₯‡37 Β· ⭐ 2.8K) - Complete C99 parser in pure Python. BSD-3 +
pyparsing (πŸ₯‡38 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 560 Β· πŸ“¦ 510K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 26.02.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 240 Β· πŸ“₯ 7.7K Β· πŸ“¦ 740K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 13.03.2023): ``` - git clone https://github.com/eliben/pycparser + git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 100M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 78M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` - pip install pycparser + pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 27M Β· ⏱️ 07.11.2021): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 33M Β· ⏱️ 14.07.2022): ``` - conda install -c conda-forge pycparser + conda install -c conda-forge pyparsing ```
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pyparsing (πŸ₯‡37 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT +
pycparser (πŸ₯ˆ37 Β· ⭐ 2.8K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 240 Β· πŸ“₯ 7.7K Β· πŸ“¦ 740K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 560 Β· πŸ“¦ 510K Β· πŸ“‹ 320 - 8% open Β· ⏱️ 26.02.2023): ``` - git clone https://github.com/pyparsing/pyparsing + git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 78M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 100M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` - pip install pyparsing + pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 32M Β· ⏱️ 14.07.2022): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 28M Β· ⏱️ 07.11.2021): ``` - conda install -c conda-forge pyparsing + conda install -c conda-forge pycparser ```
diagrams (πŸ₯ˆ35 Β· ⭐ 28K) - Diagram as Code for prototyping cloud system architectures. MIT @@ -4742,7 +4757,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 99K / month Β· πŸ“¦ 27 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 27 Β· ⏱️ 13.01.2023): ``` pip install diagrams ``` @@ -4753,7 +4768,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
wrapt (πŸ₯ˆ35 Β· ⭐ 1.8K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 20% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 19% open Β· ⏱️ 27.02.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt @@ -4769,28 +4784,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ34 Β· ⭐ 750) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 94 Β· πŸ“¦ 390K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 25.11.2022): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 95 Β· πŸ“¦ 400K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 62M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 64M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 18M Β· ⏱️ 07.01.2022): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 19M Β· ⏱️ 07.01.2022): ``` conda install -c conda-forge decorator ```
py4j (πŸ₯ˆ33 Β· ⭐ 1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 19K Β· πŸ“‹ 400 - 33% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 20K Β· πŸ“‹ 400 - 33% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 31M / month Β· πŸ“¦ 670 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 31M / month Β· πŸ“¦ 680 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4806,39 +4821,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 630K / month Β· πŸ“¦ 180 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month Β· πŸ“¦ 180 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 32K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 33K Β· ⏱️ 22.02.2023): ``` conda install -c conda-forge fastcore ```
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keyboard (πŸ₯‰31 Β· ⭐ 3.3K) - Hook and simulate global keyboard events on Windows and Linux. MIT - -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 9.6K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): - - ``` - git clone https://github.com/boppreh/keyboard - ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 390K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): - ``` - pip install keyboard - ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 15K Β· ⏱️ 01.11.2022): - ``` - conda install -c conda-forge keyboard - ``` -
pyscaffold (πŸ₯‰31 Β· ⭐ 1.7K) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 170 Β· πŸ“‹ 280 - 7% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 170 Β· πŸ“‹ 280 - 7% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 210K / month Β· πŸ“¦ 60 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 220K / month Β· πŸ“¦ 61 Β· ⏱️ 23.01.2023): ``` pip install pyscaffold ``` @@ -4847,9 +4846,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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pluggy (πŸ₯‰31 Β· ⭐ 900) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯‰31 Β· ⭐ 910) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/pytest-dev/pluggy @@ -4858,33 +4857,37 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 17M Β· ⏱️ 31.10.2022): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 18M Β· ⏱️ 31.10.2022): ``` conda install -c conda-forge pluggy ```
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Copier (πŸ₯‰28 Β· ⭐ 910) - Library and command-line utility for rendering projects templates. MIT +
keyboard (πŸ₯‰30 Β· ⭐ 3.3K) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 110 Β· πŸ“¦ 370 Β· πŸ“‹ 330 - 15% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 9.7K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): ``` - git clone https://github.com/copier-org/copier + git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 29K / month Β· πŸ“¦ 9 Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 400K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): ``` - pip install copier + pip install keyboard + ``` +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 15K Β· ⏱️ 01.11.2022): + ``` + conda install -c conda-forge keyboard ```
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powerline-shell (πŸ₯‰27 Β· ⭐ 6K) - A beautiful and useful prompt for your shell. MIT +
Copier (πŸ₯‰28 Β· ⭐ 920) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 90 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 110 Β· πŸ“¦ 370 Β· πŸ“‹ 330 - 15% open Β· ⏱️ 15.03.2023): ``` - git clone https://github.com/b-ryan/powerline-shell + git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.7K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 32K / month Β· πŸ“¦ 9 Β· ⏱️ 29.12.2022): ``` - pip install powerline-shell + pip install copier ```
catalogue (πŸ₯‰27 Β· ⭐ 140) - Super lightweight function registries for your library. MIT @@ -4894,51 +4897,63 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4M / month Β· πŸ“¦ 57 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.1M / month Β· πŸ“¦ 64 Β· ⏱️ 18.10.2022): ``` pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 930K Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 940K Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge catalogue ```
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powerline-shell (πŸ₯‰26 Β· ⭐ 6K) - A beautiful and useful prompt for your shell. MIT + +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 91 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): + + ``` + git clone https://github.com/b-ryan/powerline-shell + ``` +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.8K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): + ``` + pip install powerline-shell + ``` +
pyscreenshot (πŸ₯‰26 Β· ⭐ 460) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 82 Β· πŸ“¦ 1.9K Β· πŸ“‹ 67 - 8% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 80K / month Β· πŸ“¦ 240 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 87K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
Send2Trash (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 33 Β· πŸ“‹ 51 - 43% open Β· ⏱️ 27.07.2022): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 33 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 27.07.2022): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.7K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8M Β· ⏱️ 09.08.2021): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.1M Β· ⏱️ 09.08.2021): ``` conda install -c conda-forge send2trash ```
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python-mss (πŸ₯‰24 Β· ⭐ 810) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰24 Β· ⭐ 820) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 77 Β· πŸ“‹ 130 - 32% open Β· ⏱️ 01.01.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 250K / month Β· πŸ“¦ 220 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 260K / month Β· πŸ“¦ 220 Β· ⏱️ 27.10.2022): ``` pip install mss ``` diff --git a/history/2023-03-16_changes.md b/history/2023-03-16_changes.md new file mode 100644 index 0000000..58a7c90 --- /dev/null +++ b/history/2023-03-16_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 +- holidays (πŸ₯ˆ35 Β· ⭐ 930 Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT +- Arctic (πŸ₯ˆ31 Β· ⭐ 2.9K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- python-rapidjson (πŸ₯‰29 Β· ⭐ 470 Β· πŸ“ˆ) - Python wrapper around rapidjson. MIT +- Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- protobuf (πŸ₯‡49 Β· ⭐ 59K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- python-fire (πŸ₯ˆ38 Β· ⭐ 24K Β· πŸ“‰) - Python Fire is a library for automatically generating.. Apache-2 +- pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.3K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +- aiocache (πŸ₯ˆ29 Β· ⭐ 810 Β· πŸ“‰) - Asyncio cache manager for redis, memcached and memory. BSD-3 +- filedepot (πŸ₯‰21 Β· ⭐ 140 Β· πŸ“‰) - Toolkit for storing files and attachments in web applications. MIT + diff --git a/history/2023-03-16_projects.csv b/history/2023-03-16_projects.csv new file mode 100644 index 0000000..ea6eaa6 --- /dev/null +++ b/history/2023-03-16_projects.csv @@ -0,0 +1,389 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-09 22:01:31.000,2023-03-09 22:01:29,357.0,26.0,1964,365.0,183.0,12.0,31.0,13022,2023-03-09 22:01:38.000,2023.03.09,88.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-03-09 22:01:57.000,2023-03-09 22:01:55,211.0,24.0,141,52.0,130.0,1.0,2.0,1832,2023-03-09 22:02:03.000,2023.03.09,80.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-03-09 22:01:21.000,2023-03-09 22:01:19,208.0,23.0,36,21.0,127.0,1.0,5.0,684,2023-03-09 22:01:26.000,2023.03.09,79.0,5.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-03-09 22:01:57.000,2023-03-09 22:01:55,211.0,24.0,141,52.0,130.0,1.0,2.0,1832,2023-03-09 22:02:03.000,2023.03.09,80.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-09 22:01:31.000,2023-03-09 22:01:29,357.0,26.0,1964,365.0,183.0,12.0,31.0,13022,2023-03-09 22:01:38.000,2023.03.09,88.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-01-27 22:41:14.000,2023-01-27 22:41:14,830.0,4.0,6743,1666.0,320.0,9.0,73.0,36889,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-09 22:01:31.000,2023-03-09 22:01:29,357.0,26.0,1964,365.0,183.0,12.0,31.0,13022,2023-03-09 22:01:38.000,2023.03.09,88.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-03-16 13:05:12.000,2023-03-16 13:05:12,31854.0,916.0,15898,1107.0,27857.0,3678.0,20559.0,37241,2023-01-19 08:32:09.738,1.5.3,111.0,3261.0,53,True,pandas,conda-forge/pandas,['pandas'],184763.0,112573230.0,1104735.0,1037601.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,67134.0,112131171.0,https://anaconda.org/conda-forge/pandas,2023-02-21 21:30:29.095,36111236.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-03-16 13:23:48.000,2023-03-15 20:28:49,31789.0,687.0,7840,573.0,12046.0,2151.0,9338.0,22934,2023-02-05 20:16:57.000,1.24.2,139.0,1593.0,51,True,numpy,conda-forge/numpy,,675304.0,152066995.0,1635110.0,1504842.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,130268.0,151433959.0,https://anaconda.org/conda-forge/numpy,2023-02-06 01:44:11.557,51180394.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-03-16 12:45:17.000,2023-03-16 11:58:37,11305.0,668.0,14851,2077.0,6618.0,820.0,4782.0,58613,2023-03-10 18:35:01.000,22.2,130.0,1068.0,49,True,protobuf,conda-forge/protobuf,,36561769.0,126875018.0,384266.0,365402.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15594.0,119884924.0,https://anaconda.org/conda-forge/protobuf,2022-12-23 12:30:23.074,12998681.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3270.0,6184281.0,-1.0,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-03-16 12:14:24.000,2023-03-13 22:29:09,53510.0,230.0,23098,1953.0,48760.0,977.0,30577.0,56686,2023-02-28 11:04:03.397,7.3.0,319.0,6700.0,48,True,ansible,conda-forge/ansible,,,4342872.0,30886.0,26811.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4075.0,4330452.0,https://anaconda.org/conda-forge/ansible,2023-02-28 14:39:52.634,832160.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-03-16 11:40:09.000,2023-03-16 11:34:39,19163.0,829.0,12041,756.0,20262.0,868.0,6299.0,29914,2023-03-15 00:40:12.000,2.5.2,138.0,2767.0,46,True,apache-airflow,conda-forge/airflow,,440888.0,12872323.0,6376.0,6155.0,https://pypi.org/project/apache-airflow,2023-03-14 22:53:02.187,221.0,11733761.0,https://anaconda.org/conda-forge/airflow,2023-03-15 21:59:15.105,851638.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-03-15 21:31:54.960015,430.0,106547468.0,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-03-16 13:21:28.000,2023-03-16 13:20:36,10073.0,509.0,1144,121.0,6348.0,37.0,2144.0,5419,2023-03-02 21:08:29.574,39.0.2,110.0,287.0,46,True,cryptography,conda-forge/cryptography,,,164751740.0,440336.0,419531.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,20805.0,164248662.0,https://anaconda.org/conda-forge/cryptography,2023-03-03 06:04:35.451,34712403.0,1.0,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-03-14 07:30:21.000,2023-03-14 07:30:16,12146.0,55.0,4448,477.0,2869.0,596.0,4280.0,21117,2023-02-19 11:47:50.000,5.3.0b2,194.0,1269.0,45,True,celery,conda-forge/celery,,,6134640.0,111814.0,96801.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15013.0,6121107.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1136853.0,1.0,,,,,,,,,,,,,,,,,, +14,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-03-13 14:17:51.000,2023-03-01 17:04:49,2239.0,36.0,1314,180.0,995.0,126.0,1339.0,13583,2022-04-28 17:37:47.000,8.1.3,49.0,337.0,44,True,click,conda-forge/click,,,135938736.0,1218354.0,1145883.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72471.0,135630108.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,24690300.0,1.0,,,,,,,,,,,,,,,,,, +15,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-03-16 13:29:50.233,2023-03-15 18:08:18,11014.0,216.0,3602,570.0,3281.0,527.0,3797.0,13539,2023-03-14 19:34:03.538,1.27.91,1669.0,410.0,44,True,awscli,conda-forge/awscli,,1269.0,148791239.0,3043.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3041.0,148564377.0,https://anaconda.org/conda-forge/awscli,2023-03-16 13:29:50.233,18147093.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-03-16 06:56:02.000,2023-03-16 06:40:47,1544.0,71.0,1183,94.0,1916.0,589.0,1669.0,12907,2023-03-08 20:12:30.274,1.10.6,97.0,350.0,44,True,pydantic,conda-forge/pydantic,,,56732088.0,175457.0,169460.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,5997.0,56647562.0,https://anaconda.org/conda-forge/pydantic,2023-03-08 23:13:24.742,4226334.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-03-16 13:08:27.000,2023-03-16 13:08:27,2149.0,50.0,2322,330.0,1265.0,164.0,1225.0,11247,2023-02-08 14:24:17.879,4.5.1,102.0,385.0,44,True,redis,conda-forge/redis-py,,,26760208.0,27289.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27289.0,26748765.0,https://anaconda.org/conda-forge/redis-py,2023-02-09 14:48:29.709,915440.0,1.0,,,,,,,,,,,,,,,,,, +18,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-03-16 13:02:00.936,2023-03-15 21:02:30,5003.0,189.0,1732,240.0,651.0,153.0,2757.0,7953,2023-03-15 19:25:36.212,1.26.92,1265.0,141.0,44,True,boto3,conda-forge/boto3,,,511652192.0,296013.0,278952.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17061.0,511460918.0,https://anaconda.org/conda-forge/boto3,2023-03-16 13:02:00.936,14536844.0,1.0,,,,,,,,,,,,,,,,,, +19,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-03-15 22:25:16.000,2023-03-15 22:25:00,16105.0,350.0,1089,90.0,590.0,168.0,7014.0,6934,2023-03-13 17:34:48.000,rel_2_0_6,273.0,608.0,44,True,SQLAlchemy,conda-forge/sqlalchemy,,40411.0,82619662.0,580952.0,534329.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46623.0,82466945.0,https://anaconda.org/conda-forge/sqlalchemy,2023-03-13 23:39:53.516,11229873.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-03-16 08:03:44.550,2023-03-15 21:01:56,9679.0,246.0,990,65.0,1914.0,143.0,872.0,1249,2023-03-15 19:25:13.337,1.29.92,1652.0,191.0,44,True,botocore,conda-forge/botocore,,,274995749.0,213527.0,205200.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8327.0,274747544.0,https://anaconda.org/conda-forge/botocore,2023-03-16 08:03:44.550,19856467.0,1.0,,,,,,,,,,,,,,,,,, +21,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-03-16 13:33:19.000,2023-03-16 10:23:49,4019.0,249.0,4770,707.0,3527.0,245.0,6494.0,28876,2023-02-08 12:33:53.000,2.16.0,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,140402998.0,4032984.0,13027.0,11787.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1240.0,1687486.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,299739.0,2.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-03-16 08:20:08.000,2023-03-16 06:58:26,2901.0,79.0,3036,643.0,2284.0,180.0,1998.0,20051,2023-03-03 19:50:50.336,23.3.3,32.0,633.0,43,True,flatbuffers,conda-forge/flatbuffers,,166362.0,11550845.0,50091.0,49569.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,269.0,10472023.0,https://anaconda.org/conda-forge/flatbuffers,2022-12-10 17:55:42.491,608090.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-03-03 19:50:29.334,253.0,1069823.0,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-03-14 20:34:47.000,2023-03-14 16:12:08,3282.0,179.0,1735,222.0,1195.0,19.0,608.0,15514,2023-03-03 17:01:05.142,17.6.0,270.0,511.0,43,True,Faker,conda-forge/faker,,,7635940.0,119789.0,116754.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3035.0,7625847.0,https://anaconda.org/conda-forge/faker,2023-03-03 18:55:21.007,726743.0,1.0,,,,,,,,,,,,,,,,,, +24,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-03-16 10:54:05.000,2023-03-10 21:22:13,3860.0,118.0,1917,319.0,736.0,968.0,721.0,8211,2023-03-10 21:24:11.689,3.1.0,141.0,183.0,43,True,paramiko,conda-forge/paramiko,,,34521966.0,86305.0,73481.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12824.0,34485651.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,2832646.0,2.0,,,,,,,,,,,,,,,,,, +25,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-03-15 20:05:42.000,2023-03-15 20:05:39,6323.0,74.0,508,32.0,700.0,404.0,1314.0,1225,2023-01-02 18:49:49.016,2.14.0,57.0,768.0,43,True,pygments,conda-forge/pygments,,,53930931.0,516899.0,480170.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36729.0,53693561.0,https://anaconda.org/conda-forge/pygments,2023-01-02 17:56:08.010,19701774.0,1.0,,,,,,,,,,,,,,,,,, +26,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-03-16 11:51:53.000,2023-03-04 16:28:38,3741.0,128.0,1514,543.0,930.0,98.0,971.0,42514,2023-03-04 16:31:05.649,13.3.2,178.0,220.0,42,True,rich,conda-forge/rich,,,23363607.0,76593.0,72894.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,3699.0,23263551.0,https://anaconda.org/conda-forge/rich,2023-03-04 19:12:51.787,3201799.0,1.0,,,,,,,,,,,,,,,,,, +27,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-03-16 06:08:27.000,2023-03-16 01:01:31,14110.0,510.0,1150,153.0,4898.0,747.0,2706.0,11491,2023-03-09 21:45:03.061,2.8.5,197.0,321.0,42,True,prefect,conda-forge/prefect,,,727921.0,2482.0,2351.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,131.0,719528.0,https://anaconda.org/conda-forge/prefect,2023-03-10 00:13:34.455,402904.0,1.0,,,,,,,,,,,,,,,,,, +28,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-02-28 11:05:28.000,2023-02-22 19:05:19,3299.0,10.0,1623,199.0,1538.0,421.0,1190.0,6139,2022-11-02 19:44:38.922,6.0.1,80.0,433.0,42,True,docker,conda-forge/docker-py,,383.0,29897038.0,61259.0,57585.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3674.0,29857734.0,https://anaconda.org/conda-forge/docker-py,2022-10-23 17:39:18.400,3144115.0,2.0,,,,,,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-03-16 13:36:56.000,2023-03-16 04:32:35,13961.0,772.0,2256,364.0,21504.0,979.0,7007.0,3542,2023-03-15 03:45:29.000,azure-mgmt-nginx_2.1.0,100.0,548.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,37338465.0,2787.0,2170.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,617.0,37322433.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-02-23 02:02:30.524,897793.0,1.0,,,,,,,,,,,,,,,,,, +30,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-03-16 13:05:38.000,2023-03-16 13:05:38,116274.0,726.0,26104,1474.0,39571.0,8279.0,55792.0,51250,2020-07-22 03:00:52.000,0.0.6,11.0,2406.0,41,True,cpython,conda-forge/typing,,,79666.0,3.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,,52389.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2291302.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +31,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-03-16 13:18:24.000,2023-03-15 14:46:03,3362.0,111.0,2057,263.0,3476.0,521.0,1614.0,15503,2023-02-28 18:08:09.000,2.10.1,65.0,500.0,41,True,datasets,conda-forge/datasets,,,2744484.0,12860.0,12467.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,393.0,2736611.0,https://anaconda.org/conda-forge/datasets,2023-03-02 15:50:53.940,212587.0,1.0,,,,,,,,,,,,,,,,,, +32,pulumi,pulumi/pulumi,"Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language, Your Way.",,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-03-16 13:06:02.000,2023-03-15 20:59:20,9427.0,712.0,863,167.0,5887.0,1700.0,4178.0,15372,2023-03-15 17:48:04.150,3.58.0,3871.0,223.0,41,True,pulumi,,,180985.0,1824660.0,3005.0,2333.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,125.0,641102.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-03-15 17:47:12.231,547.0,1175332.0,,,,,,,,,,,,, +33,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-03-12 14:15:19.000,2023-03-12 14:15:02,4497.0,31.0,1370,201.0,453.0,,2234.0,9878,2023-02-28 15:33:59.000,3.16.0,181.0,150.0,41,True,peewee,conda-forge/peewee,,,1235296.0,24623.0,20955.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3668.0,1229261.0,https://anaconda.org/conda-forge/peewee,2023-02-27 21:36:36.325,482830.0,1.0,,,,,,,,,,,,,,,,,, +34,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-03-16 12:53:23.000,2023-03-16 00:11:47,38654.0,627.0,3853,258.0,20516.0,4308.0,1300.0,6598,2023-02-15 21:47:53.000,2.45.0,82.0,1447.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,6993704.0,186.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,184.0,6991737.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-03-12 14:02:35.756,35416.0,1.0,,,,,,,,,,,,,,,,,, +35,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-03-12 04:27:20.000,2023-03-12 04:26:36,1268.0,69.0,337,60.0,493.0,119.0,506.0,4673,2022-12-21 10:13:31.679,22.2.0,26.0,140.0,41,True,attrs,conda-forge/attrs,,,132740204.0,666194.0,648568.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17626.0,132382242.0,https://anaconda.org/conda-forge/attrs,2022-12-21 14:25:41.273,25773322.0,1.0,,,,,,,,,,,,,,,,,, +36,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-03-04 08:52:21.000,2023-03-04 08:49:12,4187.0,82.0,493,56.0,859.0,242.0,1164.0,1840,2023-01-23 10:26:08.294,3.8.0,33.0,192.0,41,True,h5py,conda-forge/h5py,,2561.0,14077870.0,217953.0,203439.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14514.0,13947167.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,10976173.0,1.0,,,,,,,,,,,,,,,,,, +37,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-03-15 17:43:30.000,2023-03-12 15:40:10,12753.0,45.0,3005,622.0,3415.0,968.0,3824.0,15638,2022-03-06 10:55:38.000,2.1.0,40.0,581.0,40,True,kivy,conda-forge/kivy,,29687.0,103814.0,9967.0,9365.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,602.0,98434.0,https://anaconda.org/conda-forge/kivy,2023-02-06 04:38:21.801,284888.0,1.0,,,,,,,,,,,,,,,,,, +38,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-03-16 13:36:45.000,2023-03-12 02:42:14,1735.0,60.0,1338,210.0,789.0,149.0,899.0,8813,2023-02-19 14:10:32.002,1.13.0,72.0,285.0,40,True,rq,conda-forge/rq,,,797267.0,14756.0,12996.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1760.0,796177.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,87226.0,1.0,,,,,,,,,,,,,,,,,, +39,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-03-16 13:08:56.000,2023-03-15 22:31:13,13614.0,1149.0,860,93.0,7440.0,1551.0,3744.0,6803,2023-03-15 20:48:48.000,1.2.2,528.0,287.0,40,True,dagster,conda-forge/dagster,,,670571.0,1123.0,1009.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,114.0,650470.0,https://anaconda.org/conda-forge/dagster,2023-03-04 00:09:39.431,804075.0,1.0,,,,,,,,,,,,,,,,,, +40,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-03-15 23:00:03.000,2023-03-06 23:58:37,9215.0,29.0,1443,310.0,7109.0,37.0,3370.0,4127,2023-03-06 23:58:52.000,google-cloud-alloydb-v0.1.0,100.0,326.0,40,True,google-cloud-storage,conda-forge/google-cloud-storage,,,52497254.0,1875.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1875.0,52451536.0,https://anaconda.org/conda-forge/google-cloud-storage,2022-12-07 10:28:03.244,3154566.0,1.0,,,,,,,,,,,,,,,,,, +41,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-03-16 12:27:43.000,2023-03-15 19:26:59,2443.0,72.0,548,61.0,307.0,24.0,684.0,4057,2023-03-16 12:49:30.000,4.18.0a1,80.0,105.0,40,True,jsonschema,conda-forge/jsonschema,,,65505894.0,363926.0,345451.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18475.0,65293399.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,17637122.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +42,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-03-03 20:31:34.000,2023-03-03 10:15:06,4071.0,55.0,1211,138.0,1096.0,378.0,1306.0,3963,2023-03-03 10:21:35.000,0.27.0,72.0,385.0,40,True,mongoengine,conda-forge/mongoengine,,,1143137.0,23171.0,19598.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3573.0,1140686.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,193648.0,1.0,,,,,,,,,,,,,,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Elasticsearch client library for Python.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-03-10 19:51:23.000,2023-03-08 13:27:56,1504.0,11.0,1142,394.0,1166.0,37.0,968.0,3879,2023-02-16 19:54:08.255,8.6.2,128.0,192.0,40,True,elasticsearch,conda-forge/elasticsearch,,2712.0,14672044.0,42474.0,36430.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6044.0,14662230.0,https://anaconda.org/conda-forge/elasticsearch,2023-02-23 13:30:53.635,787452.0,1.0,,,,,,,,,,,,,,,,,, +44,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-03-16 12:40:59.000,2023-03-16 12:32:56,5725.0,853.0,765,125.0,4335.0,552.0,2671.0,15295,2023-03-13 12:42:44.134,0.16.13,269.0,191.0,39,True,polars,,,,444970.0,1273.0,1166.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,107.0,444970.0,,,,2.0,,,,,,,,,,,,,,,,,, +45,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-03-06 14:46:48.000,2023-03-06 14:46:44,2696.0,28.0,667,152.0,706.0,548.0,544.0,8218,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,39,True,prompt_toolkit,conda-forge/prompt-toolkit,,,25373828.0,1304.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1304.0,24988060.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,13887680.0,2.0,,,,,,,,,,,,,,,,,, +46,PyMySQL,PyMySQL/PyMySQL,Pure Python MySQL Client.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-02-18 00:03:17.000,2023-02-06 23:55:20,1041.0,11.0,1394,231.0,451.0,33.0,600.0,7230,2021-12-15 15:58:14.638,0.6.5,37.0,118.0,39,True,PyMySQL,conda-forge/pymysql,,,45851997.0,166914.0,156271.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10643.0,45835947.0,https://anaconda.org/conda-forge/pymysql,2021-01-09 16:18:43.582,1043266.0,2.0,,,,,,,,,,,,,,,,,, +47,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-03-16 10:18:57.000,2023-03-14 08:03:55,3161.0,28.0,623,82.0,950.0,161.0,1022.0,6465,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,39,True,marshmallow,conda-forge/marshmallow,,,20895788.0,81964.0,71760.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10204.0,20875813.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1558102.0,2.0,,,,,,,,,,,,,,,,,, +48,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-03-14 07:32:42.000,2023-03-14 07:32:42,353.0,13.0,358,33.0,218.0,30.0,213.0,5748,2023-02-24 06:47:13.294,1.0.0,44.0,90.0,39,True,python-dotenv,conda-forge/python-dotenv,,,25989638.0,412872.0,405282.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,7590.0,25960823.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2190010.0,1.0,,,,,,,,,,,,,,,,,, +49,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-03-15 22:01:06.000,2023-03-15 22:01:06,1635.0,49.0,3034,135.0,823.0,99.0,1124.0,5539,2023-02-16 01:06:58.000,26.1.0,84.0,175.0,39,True,kubernetes,conda-forge/kubernetes,,,13239459.0,1273.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1273.0,13232955.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,390289.0,2.0,,,,,,,,,,,,,,,,,, +50,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-03-16 06:44:36.000,2023-02-21 17:34:08,1446.0,14.0,367,62.0,653.0,380.0,433.0,3086,2022-10-10 12:56:17.006,1.1.1,104.0,118.0,39,True,joblib,conda-forge/joblib,,,28708474.0,269070.0,263194.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5876.0,28504257.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,16337432.0,2.0,,,,,,,,,,,,,,,,,, +51,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-03-11 16:11:30.000,2023-03-10 21:29:07,1406.0,36.0,243,36.0,452.0,26.0,223.0,2968,2023-03-02 16:32:43.000,9.1.1,42.0,98.0,39,True,more-itertools,conda-forge/more-itertools,,2610.0,35755243.0,179494.0,170875.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8619.0,35602560.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,10838073.0,1.0,,,,,,,,,,,,,,,,,, +52,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-02-13 23:32:57.000,2022-12-03 20:07:04,1571.0,,426,42.0,608.0,327.0,390.0,2004,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34861.0,205187595.0,973082.0,969842.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,3240.0,204703266.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,39685243.0,1.0,,,,,,,,,,,,,,,,,, +53,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-03-10 21:07:42.000,2023-03-10 18:27:55,1651.0,54.0,181,19.0,109.0,99.0,837.0,1813,2023-03-08 17:19:10.938,1.10.2,111.0,161.0,39,True,alembic,conda-forge/alembic,,,22791520.0,161769.0,150365.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11404.0,22752546.0,https://anaconda.org/conda-forge/alembic,2023-03-08 21:00:41.453,3117960.0,2.0,,,,,,,,,,,,,,,,,, +54,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-03-16 00:33:29.000,2023-03-15 00:31:39,2112.0,44.0,242,22.0,684.0,199.0,345.0,558,2023-03-04 18:38:05.498,2023.3.0,66.0,171.0,39,True,fsspec,conda-forge/fsspec,,,84656577.0,41693.0,41122.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,571.0,84438564.0,https://anaconda.org/conda-forge/fsspec,2023-03-06 14:25:46.813,10682655.0,1.0,,,,,,,,,,,,,,,,,, +55,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-03-08 20:59:51.000,2023-02-13 20:24:46,287.0,8.0,1369,381.0,160.0,131.0,169.0,24152,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,38,True,fire,conda-forge/fire,,,6176787.0,20522.0,18884.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1638.0,6170261.0,https://anaconda.org/conda-forge/fire,2021-01-22 19:55:20.738,450294.0,2.0,,,,,,-1.0,,,,,,,,,,,, +56,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-02-16 12:33:05.000,2022-09-09 12:04:10,2962.0,,1798,233.0,1031.0,263.0,565.0,19134,2022-06-01 17:01:17.000,2.1.1,34.0,285.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2367283.0,20403.0,18861.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1542.0,2359779.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,615383.0,1.0,,,,,,,,,,,,,,,,,, +57,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-03-16 13:44:41.905,2023-03-14 09:46:08,4074.0,11.0,2353,482.0,2265.0,111.0,876.0,16394,2023-03-14 09:49:03.000,3.2.1,78.0,598.0,38,True,luigi,luigi,,,821300.0,2477.0,2064.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,411.0,821158.0,https://anaconda.org/anaconda/luigi,2023-03-16 13:44:41.905,12112.0,2.0,,,,,,,,stable/luigi,,,,,,2.0,,,, +58,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-03-16 13:42:19.000,2023-03-16 13:41:57,10516.0,612.0,1250,72.0,5697.0,204.0,1404.0,8086,2023-03-10 14:41:26.000,0.16.0,205.0,372.0,38,True,great_expectations,conda-forge/great-expectations,,,9541841.0,23.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,23.0,9531782.0,https://anaconda.org/conda-forge/great-expectations,2023-03-12 14:10:29.040,603571.0,2.0,,,,,,,,,,,,,,,,,, +59,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-03-16 09:11:30.000,2023-03-15 17:21:01,5948.0,206.0,1179,137.0,3165.0,459.0,3317.0,6673,2023-03-10 23:35:11.000,1.4.5,173.0,268.0,38,True,dbt,conda-forge/dbt,,1096.0,133142.0,2341.0,2311.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,130082.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,229851.0,2.0,,,,,,,,,,,,,,,dbt,,, +60,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-03-15 20:00:19.000,2023-03-15 20:00:19,1425.0,41.0,669,133.0,372.0,165.0,440.0,5719,2023-02-28 08:41:57.000,2.3.1,43.0,140.0,38,True,watchdog,conda-forge/watchdog,,,12248186.0,92438.0,84443.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,7995.0,12224587.0,https://anaconda.org/conda-forge/watchdog,2023-02-28 14:33:47.061,1864383.0,2.0,,,,,,,,,,,,,,,,,, +61,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-03-10 13:30:38.000,2023-03-02 20:25:13,2157.0,1.0,1338,154.0,944.0,282.0,1173.0,5138,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1824.0,14774327.0,18059.0,16680.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1379.0,14768848.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,382378.0,2.0,,,,,,,,,,,,,,,,,, +62,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-03-16 13:37:08.754,2023-02-25 15:07:21,3028.0,3.0,475,74.0,282.0,31.0,1181.0,2896,2022-10-26 20:52:46.000,2.9.3,55.0,126.0,38,False,psycopg2,psycopg2,,,14729445.0,621803.0,560434.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61349.0,14727270.0,https://anaconda.org/anaconda/psycopg2,2023-03-16 13:37:08.754,191440.0,2.0,,,,,,,,,,,,,,20.0,,,, +63,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-03-13 21:21:55.000,2023-03-13 21:21:54,1592.0,26.0,459,99.0,298.0,183.0,285.0,2337,2020-01-21 16:37:03.000,4.8.0,19.0,101.0,38,True,pexpect,conda-forge/pexpect,,4308.0,32094386.0,273123.0,257228.0,https://pypi.org/project/pexpect,2021-12-15 13:41:19.033,15895.0,31940848.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,12740558.0,1.0,,,,,,,,,,,,,,,,,, +64,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-03-13 08:28:00.000,2022-09-13 22:22:16,316.0,,436,51.0,243.0,259.0,282.0,2113,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,182795234.0,808713.0,734730.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,73983.0,182409909.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,31211380.0,1.0,,,,,,,,,,,,,,,,,, +65,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-03-13 22:58:08.000,2023-03-13 22:58:03,1098.0,20.0,242,23.0,160.0,37.0,254.0,1783,2022-05-10 23:30:45.000,pyparsing_3.0.9,67.0,54.0,38,True,pyparsing,conda-forge/pyparsing,,7692.0,77916526.0,770655.0,738771.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31884.0,77510218.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,32899513.0,1.0,,,,,,,,,,,,,,,,,, +66,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-02-06 03:22:54.000,2023-01-28 14:19:39,895.0,20.0,223,51.0,150.0,23.0,182.0,1453,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,38,True,greenlet,conda-forge/greenlet,,,66058855.0,230199.0,219912.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10287.0,65970634.0,https://anaconda.org/conda-forge/greenlet,2023-01-28 20:52:05.920,6175532.0,1.0,,,,,,,,,,,,,,,,,, +67,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-02-23 07:14:38.000,2023-01-29 03:07:44,1874.0,5.0,278,38.0,235.0,198.0,197.0,1162,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,32994443.0,279789.0,262567.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17222.0,32860348.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,10727607.0,1.0,,,,,,,,,,,,,,,,,, +68,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-03-16 12:29:08.000,2023-03-16 12:28:02,1628.0,51.0,233,58.0,985.0,103.0,450.0,575,2023-03-13 17:51:05.962,3.7.0,138.0,125.0,38,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,40499223.0,18949.0,17874.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1075.0,40463749.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-03-14 19:56:13.921,2447739.0,2.0,,,,,,,,,,,,,,,,,, +69,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-03-09 16:01:07.000,2023-03-09 16:01:04,1952.0,14.0,190,26.0,567.0,89.0,189.0,543,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,38,True,traitlets,conda-forge/traitlets,,112.0,24173918.0,309033.0,294403.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14630.0,23948445.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,18713379.0,2.0,,,,,,,,,,,,,,,,,, +70,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-02-25 20:02:41.000,2023-02-16 19:28:55,1552.0,30.0,1918,465.0,546.0,450.0,1298.0,13919,2023-01-20 23:15:06.982,3.0.0,124.0,136.0,37,True,fabric,conda-forge/fabric,,,3354750.0,76.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,76.0,3353985.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,60476.0,3.0,,,,,,,,,,,,,,,,,, +71,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-03-15 17:30:31.000,2023-03-15 17:30:30,6735.0,150.0,1691,219.0,3015.0,705.0,2538.0,11360,2022-10-10 23:14:01.867,4.60.4,180.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,190593.0,7863.0,7582.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,281.0,188401.0,https://anaconda.org/conda-forge/pysimplegui,2022-10-17 23:43:38.474,94262.0,2.0,,,,,,,,,,,,,,,,,, +72,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-01-19 09:52:40.000,2022-11-15 16:25:22,1396.0,,639,134.0,666.0,95.0,393.0,8247,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11084278.0,48084.0,43381.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4703.0,11066004.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1498517.0,2.0,,,,,,,,,,,,,,,,,, +73,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-03-16 12:38:28.000,2023-03-14 13:56:24,2196.0,91.0,767,104.0,1037.0,262.0,909.0,8171,2023-03-06 11:57:01.414,0.18.6,38.0,185.0,37,True,kedro,,,,494860.0,1524.0,1462.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,62.0,494860.0,,,,2.0,,,,,,,,,,,,,,,,,, +74,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-03-14 08:41:10.000,2023-03-14 05:03:18,2412.0,21.0,1207,237.0,470.0,146.0,987.0,7680,2022-12-24 01:04:06.789,4.2.5,50.0,172.0,37,True,supervisor,conda-forge/supervisor,,,1907768.0,10734.0,8782.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1904891.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,235984.0,2.0,,,,,,,,,,,,,,,,,, +75,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-03-16 12:22:18.000,2023-02-13 18:20:08,1415.0,68.0,482,141.0,224.0,6.0,430.0,6522,2023-02-13 18:25:09.467,2.0.2,40.0,91.0,37,True,sh,conda-forge/sh,,,4145806.0,14504.0,11893.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2611.0,4143774.0,https://anaconda.org/conda-forge/sh,2023-02-13 20:17:39.150,158562.0,2.0,,,,,,,,,,,,,,,,,, +76,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-03-14 22:41:11.000,2023-03-14 20:37:45,5225.0,42.0,1095,239.0,1168.0,5.0,,3797,2022-11-17 21:50:05.000,4.3.3,131.0,195.0,37,True,pymongo,conda-forge/pymongo,,,20413122.0,19829.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19829.0,20400896.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,990379.0,2.0,,,,,,,,,,,,,,,,,, +77,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-03-15 20:13:22.000,2023-03-15 20:12:51,1313.0,40.0,594,120.0,116.0,18.0,839.0,3177,2023-03-10 21:43:02.652,3.0.9,156.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11942368.0,60879.0,57038.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3841.0,11906367.0,https://anaconda.org/conda-forge/xlsxwriter,2023-03-13 23:11:54.668,2520139.0,3.0,,,,,,,,,,,,,,,,,, +78,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-02-17 17:19:21.000,2022-11-04 10:01:12,370.0,,225,43.0,138.0,107.0,138.0,3094,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,37,True,colorama,conda-forge/colorama,,,134007748.0,618969.0,598202.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20767.0,133776888.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,19161410.0,2.0,,,,,,,,,,,,,,,,,, +79,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-03-16 12:35:19.000,2023-03-15 12:04:06,4506.0,70.0,900,107.0,3357.0,1109.0,2658.0,2895,2023-02-07 16:20:07.333,2023.2.0,74.0,414.0,37,True,xarray,conda-forge/xarray,,,2369602.0,1743.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1742.0,2281333.0,https://anaconda.org/conda-forge/xarray,2023-02-07 20:29:40.760,7414611.0,2.0,,,,,,,,,,,,,,,,,, +80,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-02-26 00:04:34.000,2023-02-26 00:04:34,544.0,10.0,564,94.0,170.0,26.0,297.0,2801,,,21.0,81.0,37,True,pycparser,conda-forge/pycparser,,,103714597.0,530373.0,513355.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17018.0,103365697.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,27563104.0,2.0,,,,,,,,,,,,,,,,,, +81,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-03-16 13:38:11.000,2023-03-16 13:35:04,2549.0,58.0,456,120.0,497.0,263.0,1432.0,2546,2023-03-06 15:32:34.866,0.30.1,146.0,58.0,37,True,xlwings,conda-forge/xlwings,,24173.0,101800.0,28002.0,27368.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,634.0,93076.0,https://anaconda.org/conda-forge/xlwings,2023-03-06 21:45:28.135,561684.0,1.0,,,,,,,,,,,,,,,,,, +82,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-03-14 16:36:59.000,2023-01-28 19:30:20,2771.0,23.0,422,59.0,184.0,59.0,473.0,2291,2023-01-28 00:19:28.000,3.17.0x,45.0,134.0,37,True,pycryptodomex,conda-forge/pycryptodomex,,,29955205.0,64573.0,63058.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1515.0,29937109.0,https://anaconda.org/conda-forge/pycryptodomex,2022-11-27 20:49:06.507,1140054.0,2.0,,,,,,-1.0,,,,,,,,,,,, +83,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-03-16 13:13:53.000,2023-03-16 13:13:53,1491.0,19.0,434,132.0,546.0,292.0,365.0,2228,2023-02-02 13:06:04.736,1.1.7,28.0,127.0,37,True,dateparser,conda-forge/dateparser,,,5402736.0,19495.0,18294.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1201.0,5401095.0,https://anaconda.org/conda-forge/dateparser,2023-02-02 22:52:33.982,121480.0,2.0,,,,,,,,,,,,,,,,,, +84,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-03-15 12:15:11.646,2023-03-14 20:21:51,641.0,13.0,327,67.0,121.0,18.0,175.0,1565,2023-03-14 21:28:08.063,3.18.4,104.0,42.0,37,True,simplejson,conda-forge/simplejson,,6061.0,17630042.0,120935.0,100026.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20909.0,17595371.0,https://anaconda.org/conda-forge/simplejson,2023-03-15 12:15:11.646,2352801.0,2.0,,,,,,,,,,,,,,,,,, +85,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-03-14 13:41:29.000,2023-03-14 13:41:27,792.0,10.0,102,26.0,240.0,57.0,232.0,1208,2022-10-19 11:58:38.453,3.6.2,43.0,39.0,37,True,anyio,conda-forge/anyio,,,27100941.0,102007.0,101778.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,229.0,26968425.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,5565681.0,2.0,,,,,,,,,,,,,,,,,, +86,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-03-16 09:10:11.000,2023-03-16 09:10:11,4404.0,99.0,237,58.0,336.0,155.0,522.0,1197,2022-12-23 13:29:42.000,3.8.0,36.0,114.0,37,True,tables,conda-forge/pytables,,172.0,882232.0,46406.0,43981.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2425.0,812441.0,https://anaconda.org/conda-forge/pytables,2023-02-07 15:54:16.120,5513331.0,2.0,,,,,,,,,,,,,,,,,, +87,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,935,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,184179832.0,1701794.0,1566262.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135532.0,183713319.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,38254127.0,2.0,,,,,,,,,,,,,,,,,, +88,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-03-13 19:50:45.000,2023-03-08 15:27:30,6099.0,392.0,1191,351.0,224.0,78.0,391.0,13050,2022-08-10 07:02:49.000,1.7.0,21.0,112.0,36,True,tink,,,1033.0,641697.0,45.0,41.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,641411.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2020-08-25 01:23:33.578,1.0,271.0,,,,,,,,,,,,, +89,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-03-16 12:03:07.000,2023-03-16 02:27:41,2267.0,119.0,596,108.0,2427.0,869.0,2557.0,8445,2023-03-09 21:09:00.691,0.19.0,70.0,111.0,36,True,modin,conda-forge/modin-core,['pandas'],196526.0,426003.0,995.0,957.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,38.0,411747.0,https://anaconda.org/conda-forge/modin-core,2023-03-10 10:30:06.699,214955.0,2.0,,,,,,,,,,,,,,,,,, +90,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-03-16 11:23:07.000,2023-03-15 10:49:39,1761.0,69.0,582,60.0,1171.0,41.0,839.0,3354,2023-03-01 15:20:04.000,2.20.0,133.0,124.0,36,True,awswrangler,conda-forge/awswrangler,['pandas'],180640.0,21219170.0,960.0,911.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,49.0,21207315.0,https://anaconda.org/conda-forge/awswrangler,2023-03-03 14:36:29.304,321520.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +91,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-03-15 08:54:36.000,2023-02-28 11:23:27,824.0,14.0,814,273.0,489.0,241.0,818.0,3163,2023-01-24 13:00:26.000,2.0.2,27.0,106.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,8639081.0,5968.0,5563.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,405.0,8630007.0,https://anaconda.org/conda-forge/python-confluent-kafka,2022-10-28 11:20:00.868,653342.0,2.0,,,,,,2.0,,,,,,,,,,,, +92,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-03-16 01:06:30.000,2023-03-14 16:52:56,2607.0,27.0,1150,199.0,1141.0,234.0,1672.0,3047,2022-08-09 21:52:30.000,4.1.2,41.0,216.0,36,True,netmiko,,,,186229.0,3666.0,3414.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,252.0,186229.0,,,,3.0,,,,,,,,,,,,,,,,,, +93,Ibis,ibis-project/ibis,Expressive analytics in Python at any scale.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-03-16 13:35:49.000,2023-03-16 13:25:30,4844.0,926.0,397,75.0,3723.0,74.0,1936.0,2525,2023-03-15 22:38:00.691,5.0.0,35.0,130.0,36,True,ibis-framework,conda-forge/ibis-framework,,58.0,94775.0,501.0,450.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,91511.0,https://anaconda.org/conda-forge/ibis-framework,2023-03-16 13:31:35.300,270606.0,2.0,,,,,,,,,,,,,,,,,, +94,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-03-14 01:08:09.000,2023-03-14 01:08:06,975.0,17.0,157,23.0,141.0,159.0,305.0,1875,2022-10-23 22:50:21.000,dill-0.3.6,25.0,40.0,36,True,dill,conda-forge/dill,,290255.0,23359621.0,89741.0,86036.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3705.0,23312733.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,3589970.0,2.0,,,,,,,,,,,,,,,,,, +95,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-03-14 18:14:08.000,2023-03-14 18:14:08,1368.0,32.0,302,29.0,319.0,178.0,236.0,1049,2023-02-17 12:49:40.000,0.40.0,212.0,114.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,11670618.0,23169.0,21069.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2100.0,11664939.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-02-12 17:22:05.308,442996.0,2.0,,,,,,,,,,,,,,,,,, +96,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-03-10 09:40:07.000,2023-01-13 00:58:19,511.0,22.0,1720,350.0,435.0,318.0,178.0,28351,2023-01-13 01:02:27.000,0.23.3,44.0,127.0,35,True,diagrams,conda-forge/diagrams,,,104002.0,940.0,913.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,27.0,99699.0,https://anaconda.org/conda-forge/diagrams,2022-01-23 04:33:29.957,146318.0,2.0,,,,,,,,,,,,,,,,,, +97,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-03-14 00:29:55.000,2023-02-21 11:05:36,430.0,12.0,429,67.0,242.0,217.0,152.0,10699,2022-11-05 19:45:18.017,0.7.0,25.0,32.0,35,True,typer,conda-forge/typer,,,10469906.0,2424.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2424.0,10436926.0,https://anaconda.org/conda-forge/typer,2022-11-07 14:47:47.784,1154318.0,2.0,,,,,,,,,,,,,,,,,, +98,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-02-28 14:55:22.000,2022-04-23 10:54:55,381.0,,905,208.0,168.0,159.0,264.0,10638,2021-04-10 10:48:19.000,1.1.0,24.0,51.0,35,True,schedule,conda-forge/schedule,,,2375021.0,25300.0,23903.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1397.0,2374246.0,https://anaconda.org/conda-forge/schedule,2021-04-10 12:19:56.940,30231.0,3.0,,,,,,,,,,,,,,,,,, +99,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-02-05 10:29:07.000,2023-01-15 16:27:26,925.0,1.0,538,226.0,227.0,69.0,249.0,9223,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,35,True,uvloop,conda-forge/uvloop,,367.0,15466555.0,72341.0,70515.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1826.0,15457970.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,557791.0,2.0,,,,,,,,,,,,,,,,,, +100,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,182.0,7751,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,11870632.0,100428.0,88154.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12274.0,11850875.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1639883.0,2.0,,,,,,,,,,,,,,,,,, +101,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-02-27 12:14:40.904,2023-02-20 06:41:42,1515.0,8.0,340,151.0,186.0,60.0,99.0,6083,2023-02-20 06:30:03.674,23.0.0,51.0,83.0,35,True,boltons,conda-forge/boltons,,23.0,4050091.0,4445.0,4028.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,417.0,4040802.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,761765.0,2.0,,,,,,,,,,,,,,,,,, +102,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-03-14 02:09:41.000,2023-02-25 00:51:39,793.0,10.0,323,62.0,230.0,238.0,261.0,5371,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,35,True,pendulum,conda-forge/pendulum,,77.0,10898420.0,19728.0,18596.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1132.0,10888607.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,677113.0,2.0,,,,,,,,,,,,,,,,,, +103,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-03-14 22:50:41.000,2023-02-28 13:43:42,538.0,17.0,157,29.0,69.0,6.0,288.0,4364,2023-02-28 14:06:32.245,3.8.7,99.0,18.0,35,True,orjson,conda-forge/orjson,,,10792544.0,37907.0,37066.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,841.0,10774970.0,https://anaconda.org/conda-forge/orjson,2023-03-14 03:25:18.404,615124.0,2.0,,,,,,,,,,,,,,,,,, +104,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-03-05 21:10:06.000,2023-03-05 21:10:05,1160.0,9.0,571,141.0,301.0,35.0,214.0,4238,2022-12-10 14:07:11.794,3.3.0,42.0,120.0,35,True,tablib,conda-forge/tablib,,,1560931.0,37163.0,35888.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1275.0,1559842.0,https://anaconda.org/conda-forge/tablib,2023-01-16 10:08:08.446,82779.0,2.0,,,,,,,,,,,,,,,,,, +105,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-03-01 18:58:08.000,2022-11-03 19:39:10,1206.0,,249,83.0,345.0,114.0,142.0,4194,2022-07-10 04:30:45.196,0.12.0,26.0,74.0,35,True,toolz,conda-forge/toolz,,,18369287.0,89173.0,85719.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3454.0,18197870.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,13884785.0,2.0,,,,,,,,,,,,,,,,,, +106,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-03-10 20:18:43.000,2023-03-10 20:18:43,849.0,16.0,363,88.0,247.0,22.0,314.0,3997,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,35,True,ujson,conda-forge/ujson,,,8091885.0,4333.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4333.0,8044294.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3093464.0,2.0,,,,,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-03-03 21:57:14.050,2023-03-03 19:14:34,1543.0,18.0,403,87.0,104.0,6.0,158.0,3188,2023-03-03 19:19:01.978,8.13.7,216.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,5219202.0,1389.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1389.0,5210460.0,https://anaconda.org/conda-forge/phonenumbers,2023-03-03 21:57:14.050,708132.0,1.0,,,,,,,,,,,,,,,,,, +108,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,33.0,51.0,25.0,152.0,2895,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,sortedcontainers,conda-forge/sortedcontainers,,,17181326.0,105957.0,103919.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2038.0,17066022.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9224325.0,1.0,,,,,,,,,,,,,,,,,, +109,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-03-16 04:51:15.000,2023-03-16 04:51:11,1250.0,11.0,181,49.0,297.0,124.0,220.0,2558,2023-01-02 21:27:10.757,1.8.1,27.0,108.0,35,True,plumbum,conda-forge/plumbum,,,1210865.0,4203.0,3756.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,447.0,1198676.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,914237.0,3.0,,,,,,,,,,,,,,,,,, +110,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-03-13 18:14:47.000,2023-01-30 20:16:12,9680.0,89.0,894,85.0,1687.0,72.0,114.0,1917,2023-01-09 20:58:01.975,3.7.0,70.0,456.0,35,True,apache-libcloud,,,,169682.0,3697.0,2848.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,849.0,169682.0,,,,2.0,,,,,,,,,,,,,,,,,, +111,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-01-02 18:12:58.057,2022-12-29 07:29:09,696.0,3.0,139,43.0,107.0,20.0,143.0,1833,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,35,True,pyrsistent,conda-forge/pyrsistent,,,52857702.0,241617.0,239363.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2254.0,52559158.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,15822843.0,1.0,,,,,,,,,,,,,,,,,, +112,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,39.0,209,45.0,69.0,32.0,134.0,1823,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,35,True,wrapt,conda-forge/wrapt,,,75869453.0,11743.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11743.0,75738017.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,10383471.0,2.0,,,,,,,,,,,,,,,,,, +113,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-02-24 19:12:01.000,2023-01-06 05:02:26,956.0,10.0,188,27.0,143.0,64.0,171.0,1609,2023-01-06 05:06:12.647,6.2.3,67.0,70.0,35,True,deepdiff,conda-forge/deepdiff,,,11063535.0,7122.0,6411.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,711.0,11060038.0,https://anaconda.org/conda-forge/deepdiff,2023-01-06 12:52:09.323,227349.0,1.0,,,,,,,,,,,,,,,,,, +114,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-03-13 09:25:22.000,2023-01-19 09:34:32,421.0,5.0,145,25.0,272.0,81.0,160.0,1349,2023-01-19 09:28:09.524,2.2.1,38.0,53.0,35,True,cloudpickle,conda-forge/cloudpickle,,20.0,27769198.0,76416.0,73626.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2790.0,27624690.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,12138678.0,2.0,,,,,,,,,,,,,,,,,, +115,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-03-16 09:27:30.000,2023-03-06 19:48:02,663.0,26.0,108,35.0,191.0,56.0,167.0,1175,2023-03-06 19:50:09.507,2.1.1,105.0,62.0,35,True,argcomplete,conda-forge/argcomplete,,195.0,19331596.0,43467.0,41532.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,1935.0,19318469.0,https://anaconda.org/conda-forge/argcomplete,2023-03-06 20:52:33.929,958158.0,2.0,,,,,,,,,,,,,,,,,, +116,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-02-22 17:53:44.000,2023-02-22 17:53:44,1346.0,16.0,155,33.0,156.0,60.0,225.0,1114,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,35,True,jsonpickle,conda-forge/jsonpickle,,,10123852.0,2342.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2342.0,10105619.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1221629.0,2.0,,,,,,,,,,,,,,,,,, +117,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-03-16 03:30:42.000,2023-03-15 19:31:10,1694.0,200.0,374,18.0,692.0,20.0,313.0,929,2023-03-15 20:15:01.781,0.21.13,48.0,208.0,35,True,holidays,conda-forge/holidays,,171.0,5551745.0,410.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,410.0,5496180.0,https://anaconda.org/conda-forge/holidays,2023-03-16 02:45:48.611,2778238.0,2.0,,,,,,2.0,,,,,,,,,,,, +118,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-03-14 13:37:03.000,2023-03-14 13:37:03,975.0,14.0,217,21.0,336.0,99.0,271.0,655,2023-03-04 19:40:53.543,2023.3.0,56.0,115.0,35,True,s3fs,conda-forge/s3fs,,,78480636.0,13183.0,12596.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,587.0,78416335.0,https://anaconda.org/conda-forge/s3fs,2023-03-04 22:39:44.568,5272753.0,2.0,,,,,,,,,,,,,,,,,, +119,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-03-16 00:42:58.000,2023-02-28 13:30:09,466.0,18.0,227,44.0,184.0,81.0,138.0,4560,2023-02-28 14:24:03.236,8.2.2,51.0,80.0,34,True,tenacity,conda-forge/tenacity,,,24502127.0,1161.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1161.0,24443343.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4114900.0,2.0,,,,,,,,,,,,,,,,,, +120,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-16 13:23:29.517,2023-03-01 20:59:31,1023.0,1.0,777,413.0,366.0,145.0,1144.0,3624,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,161.0,2858532.0,9628.0,8660.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,968.0,2858425.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 13:23:29.517,6758.0,2.0,,,,,,,,,,,,,,,,,, +121,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-02-21 06:37:01.000,2023-01-16 12:56:18,319.0,5.0,229,53.0,185.0,126.0,183.0,3327,2022-12-18 09:18:01.579,0.7.0,41.0,52.0,34,True,databases,conda-forge/databases,,,442536.0,17936.0,17829.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,107.0,439090.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,168856.0,2.0,,,,,,,,,,,,,,,,,, +122,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-01-21 15:32:30.000,2021-05-05 20:47:21,1145.0,,230,48.0,260.0,49.0,295.0,2951,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5329069.0,14455.0,13334.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1121.0,5325326.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,295700.0,2.0,,,,,,,,,,,,,,,,,, +123,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-03-15 22:09:45.000,2023-03-15 10:57:50,662.0,22.0,260,34.0,445.0,107.0,310.0,2947,2023-03-02 15:20:46.983,3.1.12,81.0,107.0,34,True,dynaconf,conda-forge/dynaconf,,,2958881.0,6294.0,6070.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,224.0,2957397.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,43041.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +124,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-02-28 23:39:22.000,2022-12-19 03:14:24,1998.0,16.0,204,47.0,183.0,127.0,345.0,2740,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,34,True,dependency-injector,conda-forge/dependency_injector,,,871513.0,1927.0,1864.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,63.0,870435.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,19415.0,2.0,,,,,,,,,,,,,,,,,, +125,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-01-23 15:06:24.000,2023-01-23 15:06:24,321.0,5.0,261,48.0,98.0,34.0,157.0,2290,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,6500068.0,42364.0,39237.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3127.0,6497302.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,196400.0,2.0,,,,,,,,,,,,,,,,,, +126,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-03-16 11:00:58.000,2023-02-09 01:15:40,210.0,7.0,141,36.0,56.0,47.0,59.0,2203,2023-02-09 01:16:46.619,23.1.0,13.0,30.0,34,True,aiofiles,conda-forge/aiofiles,,,14534276.0,84402.0,82615.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1787.0,14527607.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,433508.0,2.0,,,,,,,,,,,,,,,,,, +127,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-03-08 22:28:46.106,2023-03-08 16:22:38,848.0,9.0,223,47.0,269.0,7.0,259.0,1722,2023-03-09 02:43:32.000,1.0.5,20.0,75.0,34,True,msgpack,conda-forge/msgpack-python,,975.0,30830040.0,2183.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2183.0,30686762.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,10888034.0,3.0,,,,,,,,,,,,,,,,,, +128,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-03-12 20:31:41.000,2023-03-12 20:24:25,450.0,14.0,251,25.0,106.0,11.0,136.0,1642,2023-03-12 20:27:37.000,2.4.0,35.0,60.0,34,True,emoji,conda-forge/emoji,,,1938208.0,54777.0,53377.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1400.0,1937309.0,https://anaconda.org/conda-forge/emoji,2022-11-02 16:35:36.450,44062.0,1.0,,,,,,,,,,,,,,,,,, +129,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-03-16 04:03:50.000,2023-03-16 04:03:43,429.0,45.0,136,29.0,409.0,7.0,106.0,982,2022-10-09 15:38:07.610,4.0.1,20.0,31.0,34,True,bcrypt,conda-forge/bcrypt,,,34710330.0,7982.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,7982.0,34652831.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,2989981.0,3.0,,,,,,,,,,,,,,,,,, +130,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-02-23 00:12:00.000,2023-02-23 00:11:59,1963.0,32.0,136,17.0,151.0,49.0,424.0,981,2022-12-18 20:26:01.606,23.13.1,186.0,112.0,34,True,keyring,conda-forge/keyring,,,24782110.0,3930.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3930.0,24747219.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,2861062.0,3.0,,,,,,,,,,,,,,,,,, +131,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,95,22.0,54.0,11.0,93.0,748,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,64431972.0,421200.0,396921.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24279.0,64198855.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,18649408.0,2.0,,,,,,,,,,,,,,,,,, +132,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-03-16 12:03:13.000,2023-03-15 21:06:45,214.0,11.0,81,13.0,111.0,15.0,70.0,521,2023-03-15 21:20:08.143,3.10.0,50.0,32.0,34,True,filelock,conda-forge/filelock,,,56005784.0,216750.0,214226.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2524.0,55865999.0,https://anaconda.org/conda-forge/filelock,2023-03-16 04:15:52.292,11322647.0,2.0,,,,,,,,,,,,,,,,,, +133,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,26.0,49,14.0,35.0,16.0,22.0,320,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,34,True,wcwidth,conda-forge/wcwidth,,,35019861.0,383080.0,369732.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13348.0,34832121.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,16333396.0,3.0,,,,,,,,,,,,,,,,,, +134,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-01-16 10:20:22.087,2023-01-14 12:18:47,640.0,11.0,69,14.0,29.0,27.0,42.0,248,2023-01-14 12:26:16.208,2022.7.1,110.0,19.0,34,True,pytz,conda-forge/pytz,,,113261925.0,1484234.0,1401623.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82611.0,112826721.0,https://anaconda.org/conda-forge/pytz,2023-01-16 10:20:22.087,35686739.0,3.0,,,,,,,,,,,,,,,,,, +135,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-03-16 07:58:38.000,2023-03-13 01:44:34,14577.0,190.0,6241,730.0,5141.0,1509.0,3417.0,16114,2022-06-16 06:19:58.000,1.19,13.0,562.0,33,True,micropython-_markupbase,,,58066.0,866.0,53.0,39.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +136,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-03-16 02:53:19.000,2023-03-16 02:53:14,2741.0,17.0,508,138.0,461.0,178.0,961.0,9838,2022-10-31 02:39:14.000,1.8.0,216.0,58.0,33,True,dearpygui,,,,15331.0,1727.0,1694.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,33.0,15331.0,,,,2.0,,,,,,,,,,,,,,,,,, +137,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-03-02 22:21:03.000,2023-02-18 21:25:04,688.0,9.0,487,105.0,151.0,12.0,285.0,5740,2023-01-14 16:25:06.868,4.7.1,67.0,80.0,33,True,tinydb,conda-forge/tinydb,,,473262.0,10930.0,10114.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,816.0,470040.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,261012.0,2.0,,,,,,,,,,,,,,,,,, +138,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-03-04 17:45:45.000,2023-03-04 17:45:05,299.0,22.0,552,132.0,181.0,163.0,331.0,5529,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,33,True,eel,,,,76573.0,5004.0,4932.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,72.0,76573.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +139,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-03-07 20:01:09.000,2023-03-07 20:01:07,1828.0,30.0,584,132.0,326.0,64.0,808.0,5403,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,33,True,csvkit,conda-forge/csvkit,,,156326.0,1669.0,1301.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,368.0,155178.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,82668.0,2.0,,,,,,,,,,,,,,,,,, +140,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-12 19:26:02.000,2023-03-12 19:26:01,221.0,1.0,461,107.0,92.0,80.0,158.0,5090,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,33,True,xmltodict,conda-forge/xmltodict,,,22332490.0,56704.0,51294.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5410.0,22301300.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2464049.0,2.0,,,,,,,,,,,,,,,,,, +141,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-03-12 11:23:57.000,2023-02-12 13:56:56,1159.0,5.0,299,41.0,451.0,427.0,470.0,3436,2023-01-30 02:35:01.295,0.19.3,150.0,118.0,33,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,93308.0,5253.0,5168.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,85.0,92814.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,10393.0,2.0,,,,,,,,,,,,,,,,,, +142,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-02-28 01:34:08.000,2023-02-28 01:34:08,512.0,14.0,720,69.0,389.0,76.0,392.0,3265,2023-01-23 22:15:52.000,0.16.0,45.0,128.0,33,True,prometheus_client,conda-forge/prometheus_client,,,19762596.0,697.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,697.0,19635774.0,https://anaconda.org/conda-forge/prometheus_client,2023-01-24 04:49:16.134,9765306.0,2.0,,,,,,,,,,,,,,,,,, +143,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-03-02 20:01:30.392,2023-03-01 19:34:07,194.0,8.0,169,27.0,71.0,4.0,81.0,2373,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1313995.0,95781.0,92504.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3277.0,1313133.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,56935.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +144,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-03-16 00:53:53.000,2023-03-15 22:32:46,1715.0,5.0,186,88.0,195.0,,,2128,2022-10-25 20:56:31.000,3.1.1,41.0,42.0,33,True,motor,conda-forge/motor,,,1401553.0,54618.0,53525.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1093.0,1400499.0,https://anaconda.org/conda-forge/motor,2022-10-25 22:42:24.572,53802.0,2.0,,,,,,,,,,,,,,,,,, +145,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-03-15 18:32:07.000,2022-11-17 18:49:16,758.0,,191,61.0,87.0,66.0,276.0,1918,2022-10-26 03:44:13.980,2.8.4,46.0,63.0,33,True,numexpr,conda-forge/numexpr,,154.0,3812324.0,3069.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3069.0,3736928.0,https://anaconda.org/conda-forge/numexpr,2022-10-26 20:55:12.946,5956193.0,2.0,,,,,,,,,,,,,,,,,, +146,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,48.0,146.0,54.0,82.0,1868,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,58724979.0,39150.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39147.0,58459026.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,19414041.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,8.0,,,,,,,,,,,,, +147,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-01-06 20:56:04.000,2022-06-17 19:37:25,547.0,,168,35.0,154.0,53.0,78.0,1774,2022-06-17 18:00:10.000,1.0.1,26.0,29.0,33,True,jmespath,conda-forge/jmespath,,,126022901.0,6891.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6891.0,125847854.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,14003769.0,3.0,,,,,,,,,,,,,,,,,, +148,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-03-02 12:54:56.000,2023-01-22 22:23:20,261.0,10.0,139,28.0,43.0,8.0,213.0,1600,2023-01-22 22:31:46.730,5.3.0,44.0,8.0,33,True,cachetools,conda-forge/cachetools,,,73862972.0,3234.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3234.0,73760769.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,7869686.0,1.0,,,,,,,,,,,,,,,,,, +149,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-02-13 22:49:48.000,2023-02-09 12:48:47,1087.0,14.0,205,45.0,175.0,51.0,334.0,1415,2022-11-30 17:34:49.000,2.0.6,18.0,87.0,33,True,pygsheets,,,,1440548.0,1793.0,1711.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,82.0,1440548.0,,,,2.0,,,,,,,,,,,,,,,,,, +150,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-02-20 00:07:45.000,2023-02-20 00:07:45,674.0,3.0,216,65.0,387.0,113.0,590.0,1376,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,33,True,typing,conda-forge/typing,,,8708882.0,5775.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5775.0,8681606.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2291230.0,2.0,,,,,,,,,,,,,,,,,, +151,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-03-13 22:01:49.000,2023-03-13 21:57:23,5989.0,20.0,510,80.0,1064.0,16.0,,1322,2021-03-18 20:12:10.000,3.25.0,72.0,189.0,33,True,cassandra-driver,conda-forge/cassandra-driver,,,1434794.0,5437.0,4740.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,697.0,1432685.0,https://anaconda.org/conda-forge/cassandra-driver,2022-11-07 22:18:08.502,149746.0,2.0,,,,,,,,,,,,,,,,,, +152,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-03-14 00:07:06.000,2023-03-13 11:06:47,1751.0,41.0,217,46.0,736.0,247.0,352.0,1106,2023-02-24 18:17:02.569,2.14.2,66.0,85.0,33,True,zarr,conda-forge/zarr,,,210253.0,2395.0,2068.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,327.0,184272.0,https://anaconda.org/conda-forge/zarr,2023-02-03 16:43:20.801,2130496.0,2.0,,,,,,,,,,,,,,,,,, +153,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,180,51.0,196.0,80.0,370.0,1103,2022-11-23 18:35:01.134,1.7.12,87.0,58.0,33,True,petl,conda-forge/petl,,,475835.0,3407.0,3324.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,83.0,473713.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,165517.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +154,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-03-09 19:29:08.000,2023-02-12 00:08:39,785.0,1.0,192,42.0,109.0,136.0,268.0,1047,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,33,True,py4j,conda-forge/py4j,,,30986989.0,20325.0,19641.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,684.0,30957593.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2322350.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +155,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-03-09 02:46:45.044,2023-02-20 10:39:37,1266.0,5.0,93,32.0,199.0,42.0,191.0,880,2023-03-08 19:41:02.446,1.3.7,37.0,29.0,33,True,Bottleneck,conda-forge/bottleneck,,,579759.0,40528.0,38902.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1626.0,540461.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3222450.0,2.0,,,,,,,,,,,,,,,,,, +156,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-03-14 16:06:12.000,2023-03-14 16:05:31,1420.0,16.0,170,98.0,668.0,10.0,217.0,779,2023-02-27 15:38:46.000,5.6.0,118.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,203401.0,4272.0,4046.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,200972.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-03-04 23:09:07.845,167609.0,2.0,,,,,,,,,,,,,,,,,, +157,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-03-02 13:27:47.422,2023-03-02 05:45:05,997.0,47.0,42,15.0,74.0,2.0,82.0,734,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,33,True,natsort,conda-forge/natsort,,,3628866.0,19088.0,17932.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1156.0,3613272.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1122802.0,3.0,,,,,,,,,,,,,,,,,, +158,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-03-16 12:27:42.000,2023-03-16 12:27:40,343.0,10.0,114,60.0,329.0,53.0,241.0,357,2023-01-30 14:26:08.266,0.19.1,42.0,40.0,33,True,pandas-gbq,conda-forge/pandas-gbq,,278.0,14053711.0,6419.0,6125.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,294.0,14029997.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1707153.0,2.0,,,,,,,,,,,,,,,,,, +159,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-02-13 14:10:43.000,2022-10-18 01:49:53,790.0,,128,23.0,88.0,50.0,128.0,289,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,48757826.0,105285.0,98233.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,48643842.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,7864959.0,3.0,,,,,,,,,,,,,,,,,, +160,Activeloop,activeloopai/Hub,"Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-03-16 09:27:18.000,2023-03-15 15:35:45,6987.0,369.0,420,64.0,1801.0,45.0,363.0,5311,2023-03-15 15:07:34.000,3.2.16,154.0,107.0,32,True,hub,,,,29925.0,132.0,78.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,29925.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +161,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-03-11 00:36:02.000,2023-03-11 00:35:24,959.0,10.0,362,84.0,166.0,,555.0,4410,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,78607.0,1320.0,1149.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,171.0,78117.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,28955.0,2.0,,,,,,,,,,,,,,,,,, +162,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-02-05 07:09:09.000,2021-12-01 20:49:12,400.0,,194,59.0,146.0,96.0,71.0,2724,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,4627670.0,6843.0,5981.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,862.0,4625745.0,https://anaconda.org/conda-forge/schema,2021-12-02 07:54:56.628,84735.0,2.0,,,,,,,,,,,,,,,,,, +163,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-02-21 07:36:04.000,2023-01-11 03:25:27,443.0,4.0,521,126.0,197.0,65.0,894.0,2622,2022-11-16 05:01:26.000,4.0.35,55.0,54.0,32,False,pyodbc,conda-forge/pyodbc,,,23240768.0,2092.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2092.0,23226992.0,https://anaconda.org/conda-forge/pyodbc,2022-11-17 00:58:56.320,923048.0,3.0,,,,,,,,,,,,,,,,,, +164,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-03-13 10:09:19.000,2023-03-13 10:09:17,1029.0,5.0,392,53.0,253.0,23.0,288.0,2198,2022-06-22 08:12:35.000,2.1.1,34.0,73.0,32,True,mysqlclient,conda-forge/mysqlclient,,5225.0,4625736.0,7184.0,,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7184.0,4621277.0,https://anaconda.org/conda-forge/mysqlclient,2022-10-28 11:09:46.174,232864.0,3.0,,,,,,,,,,,,,,,,,, +165,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-02-28 00:21:28.000,2023-02-28 00:21:27,816.0,9.0,412,40.0,611.0,265.0,352.0,2128,2023-02-21 04:04:20.000,5.4.1,88.0,102.0,32,True,pynamodb,conda-forge/pynamodb,,,1322528.0,1503.0,1346.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,157.0,1315979.0,https://anaconda.org/conda-forge/pynamodb,2023-02-21 17:01:50.758,281617.0,3.0,,,,,,,,,,,,,,,,,, +166,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,438,98.0,159.0,3.0,,2055,2020-12-11 10:14:20.000,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,19616706.0,141084.0,133003.0,https://pypi.org/project/xlrd,2020-12-11 10:14:20.000,8081.0,19573596.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3103968.0,2.0,,,,,,,,,,,,,,,,,, +167,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-02-27 14:27:57.000,2022-03-15 11:17:01,1020.0,,235,38.0,344.0,130.0,246.0,1944,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,True,pypika,conda-forge/pypika,,,1913200.0,12662.0,12598.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,64.0,1913105.0,https://anaconda.org/conda-forge/pypika,2021-10-25 08:47:19.091,1616.0,3.0,,,,,,,,,,,,,,,,,, +168,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,3.0,202,38.0,237.0,41.0,201.0,1760,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,32,True,voluptuous,conda-forge/voluptuous,,,2697213.0,14013.0,12682.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1331.0,2693941.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,261791.0,2.0,,,,,,,,,,,,,,,,,, +169,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,25.0,184.0,,80.0,1650,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,32,True,humanize,conda-forge/humanize,,,4756849.0,1942.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1942.0,4752489.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,353211.0,2.0,,,,,,,,,,,,,,,,,, +170,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-01-19 12:25:34.000,2022-12-20 15:38:39,1034.0,3.0,75,16.0,544.0,72.0,418.0,1426,2022-12-08 21:01:02.889,2.3.0,144.0,28.0,32,True,omegaconf,conda-forge/omegaconf,,,3825612.0,10458.0,10271.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,187.0,3804784.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,791489.0,3.0,,,,,,,,,,,,,,,,,, +171,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,3.0,94,68.0,94.0,49.0,59.0,968,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,13842305.0,243950.0,228991.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14959.0,13742181.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8410498.0,3.0,,,,,,,,,,,,,,,,,, +172,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-03-03 16:11:47.000,2023-02-03 04:30:36,1260.0,26.0,237,18.0,207.0,16.0,298.0,825,2023-02-01 22:40:03.387,1.5.28,139.0,55.0,32,True,fastcore,conda-forge/fastcore,,,588087.0,3187.0,3010.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,177.0,585880.0,https://anaconda.org/conda-forge/fastcore,2023-02-22 07:02:12.563,33115.0,2.0,,,,,,,,,,,,,,,,,, +173,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-02-27 20:06:59.000,2023-01-09 05:09:25,1096.0,5.0,265,31.0,773.0,7.0,489.0,613,2023-01-07 08:28:05.000,7.1.13,102.0,111.0,32,True,minio,conda-forge/minio,,,1078597.0,4534.0,4145.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,389.0,1076001.0,https://anaconda.org/conda-forge/minio,2023-01-07 13:02:38.748,116831.0,3.0,,,,,,,,,,,,,,,,,, +174,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-03-14 23:57:12.000,2023-03-04 00:03:45,1135.0,14.0,80,17.0,691.0,15.0,120.0,332,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,32,True,multidict,conda-forge/multidict,,3062.0,76638786.0,3105.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3105.0,76520604.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,8270123.0,2.0,,,,,,,,,,,,,,,,,, +175,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-02-24 21:41:11.000,2023-02-24 21:41:08,544.0,2.0,116,16.0,208.0,48.0,32.0,163,2022-05-31 19:44:50.000,0.6.0,32.0,34.0,32,True,s3transfer,conda-forge/s3transfer,,,219398581.0,179250.0,174962.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4288.0,219220125.0,https://anaconda.org/conda-forge/s3transfer,2022-05-31 23:35:02.613,14276513.0,3.0,,,,,,,,,,,,,,,,,, +176,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-03-09 06:30:38.000,2023-02-21 11:02:54,236.0,8.0,403,125.0,228.0,225.0,145.0,9557,2022-08-30 17:58:44.923,0.0.8,8.0,54.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,385886.0,5382.0,5313.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,69.0,385407.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,9106.0,3.0,,,,,,,,,,,,,,,,,, +177,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-02-27 07:15:47.000,2022-12-08 17:33:49,3607.0,,586,141.0,963.0,476.0,767.0,7828,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,31,True,vaex,conda-forge/vaex,,251.0,59970.0,459.0,436.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,23.0,57928.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,157104.0,2.0,,,,,,,,,,,,,,,,,, +178,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-03-15 02:06:22.000,2023-03-15 02:06:21,5684.0,251.0,580,88.0,1064.0,126.0,515.0,3394,2023-01-30 03:31:02.910,0.3.0,62.0,227.0,31,True,toga,,,1170.0,1997.0,36.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,34.0,1746.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,17.0,,,,,,,,,,,,, +179,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2022-12-15 01:24:20.000,2022-12-14 22:13:47,1548.0,,338,260.0,1629.0,108.0,485.0,3253,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1013.0,1820043.0,297.0,284.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,13.0,1814287.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,263823.0,2.0,,,,,,,,,,,,,,,,,, +180,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3128,2016-07-19 20:40:03.000,0.11.0,14.0,65.0,31,False,blaze,conda-forge/blaze,,,12390.0,9817.0,8999.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,9392.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,200917.0,2.0,,,,,,,,,,,,,,,,,, +181,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-02-11 00:43:20.000,2023-01-31 12:41:57,2990.0,43.0,206,26.0,255.0,134.0,696.0,3011,2023-01-30 22:04:00.750,0.22.2,109.0,72.0,31,True,ploomber,conda-forge/ploomber,,,13227.0,78.0,72.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,10873.0,https://anaconda.org/conda-forge/ploomber,2023-01-31 12:29:57.714,49445.0,2.0,,,,,,,,,,,,,,,,,, +182,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-03-11 06:44:18.000,2023-03-11 06:44:14,981.0,21.0,134,75.0,51.0,8.0,70.0,3008,2018-06-30 04:16:20.000,1.10.3,50.0,31.0,31,True,funcy,conda-forge/funcy,,,2078846.0,7679.0,7077.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,602.0,2074722.0,https://anaconda.org/conda-forge/funcy,2023-01-27 13:02:21.271,305238.0,3.0,,,,,,,,,,,,,,,,,, +183,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-03-16 12:27:06.845,2023-03-13 16:11:06,1124.0,11.0,575,177.0,448.0,89.0,474.0,2936,2023-03-13 16:24:01.128,1.81.1,92.0,79.0,31,False,arctic,conda-forge/arctic,,194.0,8844.0,241.0,205.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,36.0,8303.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,24805.0,2.0,,,,,,2.0,,,,,,,,,,,, +184,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-03-01 18:20:54.000,2023-02-21 03:54:33,417.0,18.0,266,16.0,103.0,9.0,117.0,2877,2023-02-21 03:34:01.842,4.6.4,80.0,16.0,31,True,gdown,conda-forge/gdown,,,1172042.0,15116.0,14831.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,285.0,1168392.0,https://anaconda.org/conda-forge/gdown,2023-02-21 11:58:11.067,153309.0,2.0,,,,,,,,,,,,,,,,,, +185,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-03-13 12:51:21.000,2023-01-19 03:03:16,1011.0,1.0,347,48.0,366.0,76.0,307.0,2802,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,31,True,smart-open,conda-forge/smart_open,,,13834508.0,596.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,596.0,13813104.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1648122.0,2.0,,,,,,,,,,,,,,,,,, +186,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2022-10-04 01:18:49.000,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2598,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,mrjob,conda-forge/mrjob,,,82623.0,1351.0,1238.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,113.0,76143.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,505489.0,2.0,,,,,,,,,,,,,,,,,, +187,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-03-15 23:33:02.000,2023-03-15 22:25:37,520.0,14.0,166,15.0,477.0,173.0,367.0,2029,2023-03-16 00:13:22.541,0.14.3,60.0,81.0,31,True,pandera,conda-forge/pandera-core,['pandas'],,728405.0,754.0,698.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,56.0,727763.0,https://anaconda.org/conda-forge/pandera-core,2023-03-15 14:36:17.637,18639.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +188,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-03-14 12:42:58.000,2023-03-14 12:42:58,2245.0,52.0,173,40.0,356.0,21.0,259.0,1741,2023-01-23 12:12:55.000,4.4,179.0,56.0,31,True,pyscaffold,conda-forge/pyscaffold,,,219898.0,61.0,,https://pypi.org/project/pyscaffold,2023-01-23 12:15:02.953,61.0,217966.0,https://anaconda.org/conda-forge/pyscaffold,2023-01-23 18:36:59.121,160420.0,3.0,,,,,,,,,,,,,,,,,, +189,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,495,100.0,401.0,142.0,379.0,1641,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1590293.0,8004.0,6772.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1232.0,1587084.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,112326.0,3.0,,,,,,,,,,,,,,,,,, +190,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,6.0,95,33.0,67.0,3.0,64.0,1314,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,14357992.0,2800.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2800.0,14340413.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1371238.0,2.0,,,,,,,,,,,,,,,,,, +191,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-03-14 05:26:54.000,2023-03-14 05:26:52,469.0,5.0,76,24.0,216.0,28.0,63.0,1031,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11319635.0,14389.0,14166.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,223.0,11312147.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,411852.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +192,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-03-14 10:51:06.000,2023-03-14 10:51:05,593.0,6.0,121,22.0,217.0,42.0,111.0,912,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,62847873.0,10293.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10293.0,62598914.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,17676113.0,3.0,,,,,,,,,,,,,,,,,, +193,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-03-13 20:21:23.000,2023-03-13 20:21:12,1896.0,52.0,125,43.0,390.0,99.0,240.0,878,2023-03-11 21:23:00.619,0.6.8,27.0,80.0,31,True,intake,conda-forge/intake,,,25501.0,1044.0,930.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,114.0,18730.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,352095.0,2.0,,,,,,,,,,,,,,,,,, +194,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-03-10 17:27:41.000,2023-02-23 00:11:24,830.0,16.0,86,21.0,82.0,25.0,76.0,791,2022-10-20 17:00:36.485,6.0.2,42.0,47.0,31,True,inflect,conda-forge/inflect,,,3440733.0,966.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,966.0,3436534.0,https://anaconda.org/conda-forge/inflect,2022-10-21 00:06:10.397,298191.0,2.0,,,,,,,,,,,,,,,,,, +195,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-03-16 10:52:46.000,2023-03-14 07:08:33,274.0,41.0,131,15.0,120.0,43.0,80.0,707,2022-06-05 17:12:13.000,0.20.0,38.0,43.0,31,True,validators,conda-forge/validators,,,4988556.0,63149.0,61505.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1644.0,4981050.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,300242.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +196,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2022-12-08 12:55:31.000,2022-07-20 10:28:45,567.0,,100,11.0,104.0,24.0,95.0,426,2021-12-15 16:56:20.744,3.2.1,36.0,39.0,31,True,rsa,conda-forge/rsa,,,124101439.0,251795.0,244914.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,6881.0,123970600.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,10467129.0,3.0,,,,,,,,,,,,,,,,,, +197,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-03-16 13:01:31.000,2023-03-16 13:01:30,749.0,20.0,59,18.0,348.0,173.0,207.0,312,2023-03-14 09:22:38.000,1.13.0,73.0,33.0,31,True,param,conda-forge/param,,,560686.0,6124.0,5984.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,140.0,546039.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1039986.0,2.0,,,,,,,,,,,,,,,,,, +198,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,32.0,104.0,58.0,64.0,226,2019-11-16 17:27:13.000,0.4.8,37.0,16.0,31,False,pyasn1,conda-forge/pyasn1,,,122520347.0,319263.0,304311.0,https://pypi.org/project/pyasn1,2022-08-23 07:37:06.338,14952.0,122383252.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,10830528.0,3.0,,,,,,,,,,,,,,,,,, +199,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-03-16 12:01:33.000,2023-03-16 12:01:31,730.0,28.0,41,44.0,583.0,20.0,152.0,46,2023-03-01 18:38:00.438,2.17.0,69.0,63.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3979806.0,2686.0,2679.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,7.0,3978250.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-03-02 11:27:53.568,73163.0,3.0,,,,,,,,,,,,,,,,,, +200,importlib-resources,python/importlib_resources,Read resources from Python packages.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2018-06-07 13:52:28.873,2023-02-20 18:52:29.824,2023-02-17 22:26:16,778.0,41.0,34,13.0,49.0,3.0,228.0,40,2023-02-17 22:33:05.683,5.12.0,61.0,34.0,31,False,importlib-resources,conda-forge/importlib_resources,,,53671285.0,1094.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1094.0,53485712.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,10577713.0,2.0,,,,,,,,,,,,,,,,,, +201,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-02-25 16:21:00.000,2023-02-25 16:20:56,601.0,49.0,32,3.0,36.0,1.0,56.0,36,2023-02-25 02:18:04.386,3.15.0,45.0,20.0,31,False,zipp,conda-forge/zipp,,,128373167.0,3857.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3857.0,127874818.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,24419126.0,3.0,,,,,,,,,,,,,,,,,, +202,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-03-13 10:05:20.000,2023-03-08 09:35:29,953.0,5.0,4448,640.0,743.0,199.0,100.0,22280,2020-10-04 14:44:02.000,0.1.4,5.0,197.0,30,True,algorithms,conda-forge/algorithms,,,13166.0,95.0,79.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,13109.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1326.0,1.0,,,,,,,,,,,,,,,,,, +203,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-03-09 03:31:41.000,2023-01-30 08:55:46,707.0,3.0,285,101.0,134.0,27.0,259.0,4306,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,30,True,dataset,conda-forge/dataset,,,51637.0,3489.0,2921.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,568.0,51439.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,4767.0,3.0,,,,,,,,,,,,,,,,,, +204,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-02-11 18:01:11.000,2023-01-31 21:17:34,775.0,1.0,395,80.0,68.0,354.0,189.0,3340,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,30,True,keyboard,conda-forge/keyboard,,,404011.0,10133.0,9713.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,420.0,403301.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,14911.0,3.0,,,,,,,,,,,,,,,,,, +205,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-03-02 20:50:55.000,2022-12-15 14:28:13,3987.0,,222,88.0,74.0,281.0,325.0,3182,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,30,True,pony,conda-forge/pony,,47.0,80813.0,347.0,,https://pypi.org/project/pony,2022-01-27 22:44:46.000,347.0,79650.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,86081.0,3.0,,,,,,,,,,,,,,,,,, +206,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-03-16 13:44:37.000,2023-03-13 13:33:06,5455.0,195.0,279,37.0,1242.0,36.0,145.0,2731,2023-03-08 15:33:59.000,0.35.1,85.0,63.0,30,True,zenml,,,1.0,7474.0,91.0,88.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,7474.0,,,,2.0,,,,,,,,,,,,,,,,,, +207,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,637,140.0,443.0,135.0,396.0,2602,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,30,True,pandas-datareader,conda-forge/pandas-datareader,,,600411.0,834.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,834.0,596734.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,261081.0,2.0,,,,,,,,,,,,,,,,,, +208,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2554,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,165439.0,1837.0,1453.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,384.0,164871.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25026.0,3.0,,,,,,,,,,,,,,,,,, +209,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-03-13 17:07:36.000,2023-03-07 15:02:15,3812.0,33.0,302,32.0,301.0,123.0,534.0,2211,2023-01-29 21:11:26.594,2.6.2,207.0,88.0,30,True,pyinfra,,,,17029.0,85.0,74.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,17029.0,,,,3.0,,,,,,,,,,,,,,,,,, +210,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-03-13 01:27:10.000,2023-03-13 01:26:30,214.0,4.0,257,50.0,56.0,41.0,105.0,1914,2023-02-19 15:29:00.772,1.5.9,81.0,26.0,30,True,datasketch,,,19.0,876544.0,725.0,662.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,876544.0,,,,3.0,,,,,,,,,,,,,,,,,, +211,docarray,jina-ai/docarray,The data structure for multimodal data Neural Search Vector Search Document Store.,,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-03-16 13:36:15.000,2023-03-07 10:45:30,920.0,34.0,149,36.0,825.0,95.0,318.0,1879,2023-01-17 09:11:28.000,0.21.0,514.0,51.0,30,True,docarray,conda-forge/docarray,,,98970.0,182.0,178.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,4.0,93312.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,79223.0,3.0,,,,,,,,,,,,,docarray/docarray,,,,, +212,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-01-28 05:34:51.000,2022-10-18 10:59:07,785.0,,173,46.0,215.0,95.0,270.0,1825,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1029644.0,570.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,570.0,1021002.0,https://anaconda.org/conda-forge/fs,2022-03-02 15:54:00.090,570390.0,3.0,,,,,,,,,,,,,,,,,, +213,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-03-15 17:23:34.000,2023-03-15 17:23:34,994.0,24.0,55,22.0,97.0,109.0,66.0,1669,2023-01-19 08:15:52.055,23.1.1,23.0,20.0,30,True,glom,conda-forge/glom,,,1292861.0,1071.0,980.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,91.0,1292411.0,https://anaconda.org/conda-forge/glom,2023-01-19 10:31:21.857,18924.0,2.0,,,,,,,,,,,,,,,,,, +214,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-02-27 18:51:32.000,2023-02-24 21:17:34,1022.0,9.0,309,70.0,392.0,104.0,362.0,1440,2023-02-24 19:29:46.000,0.22.0,13.0,81.0,30,True,mleap,conda-forge/mleap,,,152452.0,231.0,205.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,26.0,151105.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,63316.0,2.0,,,,,,,,,,,,,,,,,, +215,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-03-05 00:28:17.000,2023-03-05 00:11:54,605.0,20.0,54,15.0,215.0,3.0,51.0,1254,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,30,True,bidict,conda-forge/bidict,,,1352498.0,12709.0,12239.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,470.0,1349806.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,210022.0,2.0,,,,,,,,,,,,,,,,,, +216,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2022-12-08 15:59:11.000,2022-10-28 20:07:55,384.0,,174,28.0,91.0,61.0,135.0,1072,2021-01-11 13:28:44.000,0.4.0,28.0,24.0,30,True,sshtunnel,conda-forge/sshtunnel,,,5445350.0,5454.0,5163.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,291.0,5444013.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,104294.0,3.0,,,,,,,,,,,,,,,,,, +217,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,75.0,21.0,41.0,589.0,854,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2611862.0,7423.0,7112.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,311.0,2604415.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,372357.0,3.0,,,,,,,,,,,,,,,,,, +218,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-03-04 15:08:17.000,2020-10-21 17:48:31,219.0,,74,15.0,250.0,46.0,25.0,663,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12274212.0,37842.0,35777.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2065.0,12213276.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,4387427.0,2.0,,,,,,,,,,,,,,,,,, +219,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-03-14 23:34:07.000,2023-02-28 12:32:34,291.0,3.0,29,10.0,62.0,1.0,25.0,348,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,4244437.0,25841.0,25564.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,277.0,4221363.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1130629.0,3.0,,,,,,,,,,,,,,,,,, +220,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-01-20 20:04:29.828,2023-01-18 22:27:43,225.0,23.0,68,16.0,84.0,66.0,96.0,290,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,30,True,configobj,conda-forge/configobj,,20.0,3194750.0,28170.0,24787.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3383.0,3184378.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,580849.0,3.0,,,,,,,,,,,,,,,,,, +221,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-03-13 16:40:40.000,2023-03-13 16:40:40,326.0,1.0,573,189.0,89.0,64.0,82.0,6948,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,250118.0,1173.0,995.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,249794.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23038.0,3.0,,,,,,,,,,,,,,,,,, +222,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-03-15 20:11:20.000,2023-02-25 00:07:39,1847.0,31.0,562,87.0,1249.0,193.0,1024.0,6868,2023-02-23 18:30:37.000,1.3.2,22.0,110.0,29,True,hydra,conda-forge/hydra-core,,,26471.0,20.0,14.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,6.0,12298.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,524436.0,3.0,,,,,,,,,,,,,,,,,, +223,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,1.0,549,140.0,293.0,280.0,241.0,6516,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,29,True,faust,,,,29421.0,1466.0,1435.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,29421.0,,,,3.0,,,,,,,,,,,,,,,,,, +224,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-02-17 21:58:40.000,2023-02-17 21:58:39,2685.0,1.0,847,175.0,736.0,21.0,957.0,5440,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,29,True,snorkel,conda-forge/snorkel,,1001.0,53797.0,285.0,273.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,52915.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,38269.0,3.0,,,,,,,,,,,,,,,,,, +225,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,221.0,90.0,231.0,43.0,4975,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,176971.0,4464.0,3674.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,790.0,176622.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,27645.0,3.0,,,,,,,,,,,,,,,,,, +226,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-01-06 09:04:05.000,2023-01-06 09:03:57,998.0,2.0,512,91.0,179.0,8.0,415.0,4792,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,29,True,transitions,conda-forge/transitions,,,433758.0,3212.0,2944.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,425859.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,355456.0,3.0,,,,,,,,,,,,,,,,,, +227,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-01-17 08:57:15.000,2023-01-17 08:57:15,1084.0,1.0,240,64.0,80.0,23.0,263.0,3270,2022-04-23 14:56:04.000,1.14.0,23.0,41.0,29,True,asciimatics,conda-forge/asciimatics,,,79776.0,936.0,821.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,77674.0,https://anaconda.org/conda-forge/asciimatics,2022-11-10 16:45:01.089,124035.0,3.0,,,,,,,,,,,,,,,,,, +228,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-02-21 18:30:18.000,2022-07-17 20:23:59,289.0,,410,97.0,107.0,31.0,127.0,2703,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,345794.0,5390.0,5240.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,150.0,344289.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,42161.0,3.0,,,,,,,,,,,,,,,,,, +229,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2342,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,16.0,2513613.0,4931.0,4627.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,304.0,2508940.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,373898.0,2.0,,,,,,,,,,,,,,,,,, +230,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-03-16 04:56:25.000,2023-03-14 21:39:26,596.0,79.0,91,30.0,821.0,33.0,310.0,2130,2023-03-14 22:55:59.000,1.1.31,215.0,21.0,29,True,whylogs,,,81.0,58084.0,82.0,76.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,6.0,58082.0,,,,3.0,,,,,,,,,,,,,,,,,, +231,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-03-15 22:10:33.000,2023-03-14 16:07:27,2227.0,16.0,147,98.0,1915.0,156.0,1326.0,1674,2021-07-02 00:15:35.000,1.0.0,16.0,35.0,29,True,datatable,conda-forge/datatable,,1817.0,84936.0,22.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,22.0,84203.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,19072.0,3.0,,,,,,,,,,,,,,,,,, +232,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1380,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,1166055.0,10052.0,8538.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1514.0,1162341.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,260008.0,3.0,,,,,,,,,,,,,,,,,, +233,SDV,sdv-dev/SDV,"Synthetic Data Generation for tabular, relational and time series data.",,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-03-15 23:11:01.000,2023-03-13 17:11:54,1123.0,11.0,212,40.0,500.0,156.0,644.0,1321,2023-01-24 21:09:01.129,0.18.0,89.0,42.0,29,False,sdv,conda-forge/sdv,,,50497.0,182.0,169.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,13.0,50024.0,https://anaconda.org/conda-forge/sdv,2023-01-25 05:48:33.076,7101.0,3.0,,,,,,,,,,,,,,,,,, +234,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-03-16 11:54:37.000,2023-03-16 11:54:32,780.0,36.0,56,26.0,39.0,85.0,71.0,1213,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,29,True,strictyaml,conda-forge/strictyaml,,,409040.0,1608.0,1388.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,220.0,405769.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,193022.0,3.0,,,,,,,,,,,,,,,,,, +235,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2022-11-10 14:50:05.000,2021-12-10 09:37:17,2933.0,,218,47.0,177.0,25.0,757.0,1165,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,False,py2neo,conda-forge/py2neo,,,140912.0,619.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,619.0,140114.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,55072.0,3.0,,,,,,,,,,,,,,,,,, +236,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,304,51.0,209.0,28.0,264.0,1081,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,True,redis-py-cluster,,,3606.0,2226266.0,1668.0,1463.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,205.0,2226230.0,,,,3.0,,,,,,,,,,,,,,,,,, +237,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-02-23 00:17:21.000,2023-02-23 00:17:20,1158.0,15.0,137,39.0,81.0,2.0,128.0,1046,2022-11-30 22:49:22.305,16.6.0,18.0,48.0,29,True,path,conda-forge/path,,,982808.0,122.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,122.0,973435.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,365571.0,3.0,,,,,,,,,,,,,,,,,, +238,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-03-16 03:15:07.000,2023-03-13 19:28:01,544.0,96.0,126,21.0,422.0,38.0,239.0,812,2023-01-13 20:56:00.725,0.12.0,41.0,40.0,29,True,aiocache,,,2.0,191280.0,111.0,,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,111.0,191280.0,,,,2.0,,,,,,-2.0,,,,,,,,,,,, +239,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,115,22.0,52.0,40.0,123.0,800,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,553461.0,14488.0,14293.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,195.0,552746.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,25033.0,2.0,,,,,,,,,,,,,,,,,, +240,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,11.0,115,16.0,60.0,23.0,104.0,775,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,29,True,pyahocorasick,conda-forge/pyahocorasick,,,616694.0,1722.0,1623.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,99.0,613871.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,177856.0,3.0,,,,,,,,,,,,,,,,,, +241,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-02-07 05:22:46.000,2022-04-12 15:11:24,490.0,,329,33.0,242.0,37.0,120.0,633,2020-04-17 20:27:24.000,3.9.0,36.0,65.0,29,True,pysolr,conda-forge/pysolr,,,267495.0,4196.0,2919.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1277.0,267220.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20115.0,3.0,,,,,,,,,,,,,,,,,, +242,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,26.0,45.0,5.0,90.0,508,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,4841411.0,16628.0,14440.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,4825208.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1296248.0,3.0,,,,,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-03-15 18:33:33.705,2023-03-15 12:18:18,689.0,16.0,44,10.0,71.0,12.0,92.0,472,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,972976.0,3983.0,3719.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,264.0,957711.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1129626.0,3.0,,,,,,3.0,,,,,,,,,,,, +244,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,42,28.0,52.0,5.0,35.0,179,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,7179157.0,6946.0,6664.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,282.0,7175752.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,282688.0,2.0,,,,,,,,,,,,,,,,,, +245,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-02-25 13:10:27.000,2023-02-25 13:10:27,268.0,4.0,53,6.0,62.0,3.0,71.0,162,2021-10-26 13:46:12.000,4.0.2,38.0,28.0,29,True,tzlocal,conda-forge/tzlocal,,,26988560.0,3730.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3730.0,26964795.0,https://anaconda.org/conda-forge/tzlocal,2022-10-26 14:51:33.566,1925027.0,3.0,,,,,,,,,,,,,,,,,, +246,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,46,8.0,43.0,17.0,21.0,122,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,True,isodate,conda-forge/isodate,,,64762982.0,38178.0,35987.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2191.0,64714509.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4071800.0,3.0,,,,,,,,,,,,,,,,,, +247,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2022-12-28 06:35:36.000,2022-05-08 04:08:19,743.0,,933,275.0,287.0,145.0,451.0,17387,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,28,True,gooey,conda-forge/gooey,,405.0,7397.0,794.0,717.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,77.0,6041.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,61982.0,3.0,,,,,,,,,,,,,,,,,, +248,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-03-15 15:04:41.000,2023-01-13 15:49:40,1602.0,6.0,94,38.0,1186.0,59.0,336.0,2624,2022-03-13 14:33:44.000,0.19.0,21.0,42.0,28,True,returns,conda-forge/returns,,,58332.0,359.0,328.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,31.0,58132.0,https://anaconda.org/conda-forge/returns,2022-03-13 18:38:23.664,4409.0,3.0,,,,,,,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,261.0,2548,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,19939.0,2110.0,2066.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,44.0,19939.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1862,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8169310.0,2158.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2158.0,8152712.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1294683.0,3.0,,,,,,,,,,,,,,,,,, +251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-03-16 00:14:55.000,2023-03-16 00:14:49,152.0,1.0,113,23.0,105.0,48.0,42.0,1771,2021-11-03 08:11:33.000,0.5.0,12.0,23.0,28,True,gin-config,conda-forge/gin-config,,,273773.0,5617.0,5531.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,86.0,273313.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,15656.0,3.0,,,,,,,,,,,,,,,,,, +252,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-02-21 20:22:12.000,2023-02-21 20:21:47,2694.0,68.0,131,53.0,292.0,42.0,187.0,1462,2023-02-21 20:43:04.848,0.16.0,26.0,39.0,28,False,enaml,conda-forge/enaml,,271.0,5418.0,294.0,210.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,84.0,3299.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,135364.0,3.0,,,,,,,,,,,,,,,,,, +253,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,50.0,33.0,59.0,25.0,1212,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,['pandas'],,1586470.0,1950.0,1869.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1571549.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,313347.0,3.0,,,,,,,,,,,,,,,,,, +254,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-02-08 10:07:04.000,2022-08-15 22:23:51,507.0,,63,17.0,162.0,34.0,79.0,1041,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,1009480.0,8632.0,8390.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,242.0,1008391.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,29421.0,3.0,,,,,,,,,,,,,,,,,, +255,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-03-12 19:14:49.000,2023-03-12 19:14:48,1661.0,33.0,68,11.0,377.0,91.0,206.0,983,2023-03-05 21:57:01.313,0.109.0,227.0,39.0,28,True,piccolo,,,,14531.0,256.0,246.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,14531.0,,,,3.0,,,,,,,,,,,,,,,,,, +256,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-03-16 12:59:51.000,2023-03-15 23:22:40,1077.0,81.0,112,17.0,607.0,51.0,279.0,918,2022-10-14 15:03:03.880,7.0.1,51.0,54.0,28,True,copier,,,,31912.0,383.0,374.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,9.0,31912.0,,,,3.0,,,,,,,,,,,,,,,,,, +257,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2022-12-08 12:40:50.000,2021-11-20 18:05:09,427.0,,103,25.0,125.0,65.0,96.0,660,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,parsedatetime,conda-forge/parsedatetime,,,6219621.0,9019.0,7787.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,6217766.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,144719.0,3.0,,,,,,,,,,,,,,,,,, +258,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-02-06 08:50:20.183,2023-02-04 17:17:01,816.0,2.0,135,25.0,103.0,64.0,59.0,502,2023-02-04 16:24:36.000,1.12.1,61.0,88.0,28,True,beaker,conda-forge/beaker,,,336616.0,5817.0,4457.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1360.0,335687.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,66958.0,3.0,,,,,,,,,,,,,,,,,, +259,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,466,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,88.0,235907.0,6832.0,4448.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,233422.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,197874.0,3.0,,,,,,,,,,,,,,,,,, +260,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,10.0,28.0,6.0,67.0,225,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,10395069.0,45111.0,37068.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8043.0,10379419.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1236366.0,3.0,,,,,,,,,,,,,,,,,, +261,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-03-06 17:26:07.000,2022-03-10 10:33:50,585.0,,493,83.0,238.0,92.0,129.0,3423,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,True,textract,conda-forge/textract,,,142144.0,116.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,116.0,141901.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,18987.0,3.0,,,,,,,,,,,,,,,,,, +262,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-02-12 12:07:44.000,2023-02-12 12:07:43,188.0,8.0,177,27.0,44.0,68.0,116.0,2924,2023-01-15 20:00:00.748,1.6.4,40.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,439235.0,30.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,30.0,438466.0,https://anaconda.org/conda-forge/pandarallel,2023-01-16 16:36:35.644,16161.0,3.0,,,,,,,,,,,,,,,,,, +263,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-03-11 05:42:42.678,2023-03-03 22:30:13,5556.0,15.0,497,106.0,897.0,574.0,907.0,1963,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,124.0,27,False,wx,conda-forge/wxpython,,2873.0,8506.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-03-11 05:42:42.678,583691.0,3.0,,,,,,,,,,,,,,,,,, +264,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,99.0,184.0,259.0,506.0,1872,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2410.0,194.0,158.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2410.0,,,,3.0,,,,,,,,,,,,,,,,,, +265,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-03-03 14:15:59.000,2022-12-14 14:19:32,373.0,,129,27.0,213.0,57.0,126.0,1503,2022-12-02 13:23:00.600,0.25.0,59.0,52.0,27,True,arq,conda-forge/arq,,,46348.0,384.0,371.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,13.0,46089.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,5978.0,3.0,,,,,,,,,,,,,,,,,, +266,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,20.0,18.0,1098,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,27,False,singer-python,,,,572564.0,357.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,357.0,572564.0,,,,3.0,,,,,,2.0,,,,,,,,,,,, +267,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-03-15 11:41:01.000,2023-03-12 17:04:42,740.0,47.0,43,13.0,391.0,151.0,155.0,1036,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,27,True,prisma,,,,11208.0,181.0,178.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,3.0,11208.0,,,,3.0,,,,,,,,,,,,,,,,,, +268,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,126,28.0,74.0,35.0,69.0,991,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,220383.0,3116.0,2916.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,200.0,219163.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,63485.0,3.0,,,,,,,,,,,,,,,,,, +269,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-03-14 12:09:04.000,2023-03-14 12:08:31,148.0,34.0,80,27.0,35.0,6.0,64.0,736,2023-01-21 10:48:02.235,1.3.1,23.0,16.0,27,False,email-validator,conda-forge/email-validator,,,5989630.0,360.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,360.0,5987467.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,69236.0,3.0,,,,,,,,,,,,,,,,,, +270,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-03-15 05:02:26.000,2023-03-15 05:02:24,637.0,44.0,43,23.0,478.0,6.0,32.0,684,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,27,True,janus,conda-forge/janus,,,304274.0,92.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,92.0,303991.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,12746.0,3.0,,,,,,,,,,,,,,,,,, +271,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-02-05 09:21:58.000,2023-02-05 09:21:57,175.0,1.0,75,24.0,49.0,11.0,33.0,659,2021-12-15 14:53:48.232,2.0.0,14.0,27.0,27,True,munch,conda-forge/munch,,,3861941.0,829.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,829.0,3825318.0,https://anaconda.org/conda-forge/munch,2019-10-30 13:10:23.404,3076415.0,3.0,,,,,,,,,,,,,,,,,, +272,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-03-14 18:12:19.000,2023-03-14 18:12:17,1324.0,44.0,47,16.0,128.0,3.0,11.0,650,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,27,True,ubelt,conda-forge/ubelt,,,26520.0,2331.0,2267.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,64.0,24417.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,37871.0,3.0,,,,,,,,,,,,,,,,,, +273,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,644,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2545234.0,12265.0,10807.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1458.0,2538529.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,529747.0,3.0,,,,,,,,,,,,,,,,,, +274,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,599,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,162612.0,960.0,731.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,229.0,161035.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,127799.0,3.0,,,,,,,,,,,,,,,,,, +275,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,560,,,8.0,12.0,27,True,dataclasses,conda-forge/dataclasses,,,11234185.0,52567.0,50222.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2345.0,11069582.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,9546990.0,3.0,,,,,,,,,,,,,,,,,, +276,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-03-13 19:04:58.000,2023-03-08 23:15:32,5913.0,402.0,30,10.0,219.0,32.0,510.0,339,2023-03-09 16:16:20.000,1.2.7,173.0,21.0,27,True,static-frame,conda-forge/static-frame,,,7110.0,17.0,15.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,2273.0,https://anaconda.org/conda-forge/static-frame,2023-03-09 19:18:33.210,237016.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +277,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,220489.0,1045.0,972.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,219746.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,51275.0,3.0,,,,,,,,,,,,,,,,,, +278,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,53,104.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,True,cloudant,conda-forge/cloudant,,,123872.0,2302.0,2013.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,289.0,122563.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,102116.0,3.0,,,,,,,,,,,,,,,,,, +279,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-02-13 13:00:21.000,2023-02-13 12:57:40,121.0,8.0,21,8.0,45.0,4.0,7.0,141,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,27,True,catalogue,conda-forge/catalogue,,,4107962.0,22033.0,21969.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,64.0,4084449.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,940539.0,3.0,,,,,,,,,,,,,,,,,, +280,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,25,5.0,45.0,4.0,36.0,71,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,7021671.0,59902.0,55568.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4334.0,6992110.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2364938.0,3.0,,,,,,,,,,,,,,,,,, +281,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-01-12 15:29:15.000,2022-09-22 18:12:11,588.0,,744,148.0,290.0,119.0,175.0,6026,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,True,powerline-shell,,,,2759.0,95.0,91.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2759.0,,,,3.0,,,,,,,,,,,,,,,,,, +282,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,88.0,358.0,3110,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1779.0,142.0,121.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,576.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,96259.0,3.0,,,,,,,,,,,,,,,,,, +283,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2022-08-17 15:26:16.515,2022-08-16 23:30:01,472.0,,99,30.0,78.0,13.0,117.0,2239,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,409695.0,889.0,859.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,30.0,405697.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,187952.0,3.0,,,,,,,,,,,,,,,,,, +284,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2022-12-02 09:05:25.000,2022-10-12 16:46:46,523.0,,118,51.0,46.0,9.0,120.0,2143,2021-01-12 19:21:07.000,1.4.3,14.0,27.0,26,True,pyfunctional,,,,306588.0,596.0,581.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,15.0,306588.0,,,,3.0,,,,,,,,,,,,,,,,,, +285,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-13 15:28:43.000,2022-07-18 20:04:25,1071.0,,219,103.0,171.0,72.0,263.0,1478,2022-01-10 21:46:17.000,4.1.2,50.0,43.0,26,True,streamparse,,,,2478.0,84.0,57.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,2478.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,52,23.0,61.0,14.0,33.0,1013,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1419731.0,5545.0,5432.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,113.0,1404300.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,895009.0,3.0,,,,,,,,,,,,,,,,,, +287,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-03-14 00:03:44.000,2023-03-13 14:28:16,697.0,116.0,40,11.0,171.0,9.0,76.0,1000,2023-03-09 11:03:00.529,0.29.1,56.0,5.0,26,True,python-benedict,conda-forge/python-benedict,,,1379117.0,20.0,,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,20.0,1375051.0,https://anaconda.org/conda-forge/python-benedict,2023-03-09 13:03:44.400,113857.0,3.0,,,,,,,,,,,,,,,,,, +288,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,947,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,19798.0,2377.0,1870.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,15350.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,324735.0,3.0,,,,,,,,,,,,,,,,,, +289,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,463,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,pyscreenshot,,,,86681.0,255.0,,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,255.0,86681.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-03-14 10:20:10.000,2023-03-14 10:20:04,9848.0,37.0,40,13.0,8.0,6.0,8.0,463,2021-11-25 22:52:42.000,0.2.0,10.0,98.0,26,True,pandas-summary,,['pandas'],,67983.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,67983.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +291,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-03-09 18:00:05.000,2023-03-09 14:18:27,3321.0,77.0,28,18.0,54.0,1.0,4.0,240,2022-09-07 10:31:33.181,0.90.10,532.0,63.0,26,True,dbnd,,,,85462.0,56.0,32.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,85462.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2022-10-11 20:57:52.000,2022-07-27 03:51:16,154.0,,33,7.0,25.0,23.0,29.0,230,2021-08-09 23:11:59.000,1.8.0,14.0,13.0,26,True,send2trash,conda-forge/send2trash,,,10560051.0,2759.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2759.0,10429286.0,https://anaconda.org/conda-forge/send2trash,2021-08-09 12:16:59.375,8107461.0,3.0,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,187,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,32666750.0,12985.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12985.0,32522087.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,12007086.0,3.0,,,,,,,,,,,,,,,,,, +294,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 13:36:19.833,,,,0,,,244.0,1738.0,53,2023-02-13 16:53:18.922,3.1.1,104.0,,26,False,openpyxl,openpyxl,,,57999448.0,7510.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7480.0,57997793.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 13:36:19.833,144570.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1217.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-01-02 19:00:32.000,2022-03-24 15:54:18,171.0,,11,6.0,27.0,7.0,22.0,35,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,13345460.0,68209.0,65516.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2693.0,13332972.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1061519.0,3.0,,,,,,,,,,,,,,,,,, +296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-02-22 03:51:19.000,2023-02-22 03:50:44,49.0,2.0,96,33.0,97.0,16.0,137.0,2167,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,31.0,1509287.0,324.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,324.0,1502997.0,https://anaconda.org/conda-forge/python-box,2023-02-04 21:58:06.354,371157.0,3.0,,,,,,,,,,,,,,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-03-13 18:13:27.000,2022-10-17 20:24:01,6408.0,,218,42.0,1028.0,9.0,207.0,1344,2020-07-19 03:20:20.000,2.2.32,86.0,26.0,25,True,optimuspyspark,,['spark'],,17427.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,17427.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2669.0,485.0,296.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2669.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-03-06 10:56:37.000,2023-03-02 08:01:51,309.0,10.0,69,44.0,203.0,39.0,38.0,1248,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,25,True,tasktiger,,,,1389.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,1389.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,40.0,126.0,21.0,202.0,1095,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,330.0,444874.0,221.0,195.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,26.0,444871.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-01-11 23:00:37.000,2022-09-12 17:36:02,282.0,,48,9.0,25.0,15.0,69.0,581,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,216335.0,950.0,929.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,21.0,214410.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,55842.0,3.0,,,,,,,,,,,,,,,,,, +302,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,10.0,98.0,450,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,13982.0,561.0,475.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,86.0,13558.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,21216.0,3.0,,,,,,,,,,,,,,,,,, +303,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2022-09-21 15:09:58.000,2022-09-21 15:09:58,824.0,,64,16.0,182.0,43.0,157.0,433,2021-10-16 08:20:21.000,3.0.1,53.0,15.0,25,True,umongo,conda-forge/umongo,,,36870.0,11374.0,11360.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,36675.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,3512.0,3.0,,,,,,,,,,,,,,,,,, +304,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-02-07 20:22:06.000,2022-11-21 22:08:41,73.0,,27,10.0,47.0,20.0,34.0,292,2022-08-17 14:01:02.972,0.8.0,11.0,17.0,25,True,typing_inspect,conda-forge/typing_inspect,,,18691846.0,276.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,276.0,18663006.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1355514.0,3.0,,,,,,,,,,,,,,,,,, +305,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,15839724.0,7975.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7975.0,15686623.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,12707410.0,3.0,,,,,,,,,,,,,,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,85.0,81.0,22.0,82.0,3944,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,3944.0,131.0,55.0,https://pypi.org/project/storm,2021-12-15 13:44:40.226,76.0,3944.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-03-08 22:49:18.000,2023-01-16 17:36:54,275.0,16.0,167,19.0,115.0,72.0,103.0,1620,2023-01-07 01:51:08.612,1.41.0,83.0,20.0,24,True,img2dataset,,,788.0,5903.0,26.0,25.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,5862.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,144,41.0,10.0,1.0,12.0,1046,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,546543.0,1887.0,1718.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,542119.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,274293.0,3.0,,,,,,,,,,,,,,,,,, +309,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-03-14 00:29:59.000,2023-02-21 10:55:54,98.0,10.0,38,15.0,63.0,6.0,4.0,965,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,24,True,asyncer,conda-forge/asyncer,,,70385.0,400.0,391.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,9.0,70217.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,2364.0,3.0,,,,,,,,,,,,,,,,,, +310,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-01-01 09:59:33.000,2023-01-01 09:59:21,663.0,1.0,77,15.0,101.0,41.0,85.0,815,2022-10-27 07:12:01.693,7.0.1,34.0,18.0,24,True,mss,conda-forge/python-mss,,,264130.0,225.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,225.0,263450.0,https://anaconda.org/conda-forge/python-mss,2022-10-27 12:09:20.597,22444.0,3.0,,,,,,,,,,,,,,,,,, +311,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,126,10.0,22.0,25.0,19.0,605,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,4719070.0,2535.0,2374.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,161.0,4718715.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,9236.0,3.0,,,,,,,,,,,,,,,,,, +312,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2022-10-22 16:47:21.000,2019-11-13 07:35:33,601.0,,105,43.0,110.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,20320.0,400.0,276.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,20320.0,,,,3.0,,,,,,,,,,,,,,,,,, +313,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-03-15 04:04:51.000,2023-02-18 20:43:16,869.0,45.0,20,14.0,148.0,7.0,10.0,306,2023-02-18 20:46:01.886,17.0.6,228.0,14.0,24,True,aiomisc,,,,18185.0,317.0,285.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,32.0,18185.0,,,,3.0,,,,,,,,,,,,,,,,,, +314,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,302,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,pyhdb,,,91.0,513895.0,180.0,161.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,19.0,513894.0,,,,3.0,,,,,,,,,,,,,,,,,, +315,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,11.0,11,5.0,11.0,2.0,7.0,111,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,24,True,coolname,conda-forge/coolname,,,315243.0,1301.0,1254.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,47.0,313511.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,46788.0,3.0,,,,,,,,,,,,,,,,,, +316,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-02-23 18:09:40.000,2020-11-28 22:30:53,264.0,,24,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,52.0,120963.0,2502.0,2319.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,183.0,120599.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,23704.0,3.0,,,,,,,,,,,,,,,,,, +317,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,16,4.0,112.0,50.0,42.0,86,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,107.0,136020.0,5483.0,4170.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1313.0,135390.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,51680.0,3.0,,,,,,,,,,,,,,,,,, +318,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-03-11 15:15:24.000,2023-02-26 06:10:55,598.0,5.0,331,46.0,95.0,163.0,100.0,1866,2011-12-30 16:40:09.000,11.12.30,16.0,39.0,23,True,camelot,,,,5165.0,9.0,,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,9.0,5165.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2022-12-08 05:45:39.000,2021-03-10 15:44:00,981.0,,135,59.0,247.0,95.0,108.0,1541,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,23,False,bonobo,,,,7729.0,189.0,156.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,7729.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +320,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2022-06-23 00:13:44.000,2022-06-23 00:13:44,239.0,,86,39.0,36.0,17.0,46.0,1403,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,20950.0,99.0,90.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,9.0,20561.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,12448.0,3.0,,,,,,,,,,,,,,,,,, +321,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-02-18 00:55:18.000,2023-02-18 00:55:10,950.0,3.0,135,61.0,75.0,167.0,149.0,840,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1330.0,181.0,152.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1330.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,511,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,unipath,,,,65779.0,10618.0,8572.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,65779.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-03-16 11:56:25.000,2023-03-16 11:56:25,227.0,2.0,48,6.0,42.0,23.0,37.0,425,2022-12-06 19:51:32.000,2.0.0,49.0,12.0,23,True,cachier,,,,14069.0,388.0,363.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,25.0,14069.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +324,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,256,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,15299.0,153.0,145.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,15131.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4045.0,3.0,,,,,,,,,,,,,,,,,, +325,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-02-28 14:24:39.000,2023-02-28 14:18:14,5296.0,76.0,42,13.0,583.0,33.0,78.0,186,2023-02-13 11:53:04.000,0.8.1,14.0,32.0,23,True,batchflow,,,,712.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,712.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-03-15 18:17:43.000,2023-03-15 18:07:12,329.0,2.0,28,6.0,111.0,6.0,72.0,137,2022-10-26 15:17:01.027,3.1.0,18.0,6.0,23,True,everett,conda-forge/everett,,,154333.0,693.0,648.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,153623.0,https://anaconda.org/conda-forge/everett,2022-10-27 00:18:18.824,30557.0,3.0,,,,,,,,,,,,,,,,,, +327,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3491,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,True,pampy,,,,27400.0,370.0,339.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,31.0,27400.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3228,,,4.0,19.0,22,False,macropy3,,,,268.0,565.0,535.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,268.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2694,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,57.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,57.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,84,35.0,214.0,44.0,55.0,2363,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,True,,,,17480.0,794.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +331,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2020-12-20 05:00:55.000,2019-09-25 12:17:08,113.0,,142,39.0,21.0,20.0,11.0,1534,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,168421.0,172.0,150.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,168421.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2020-04-10 22:23:01.000,0.15.3,14.0,10.0,22,False,pinject,conda-forge/pinject,,,58524.0,162.0,143.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,19.0,58366.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,2856.0,3.0,,,,,,,,,,,,,,,,,, +333,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2022-11-29 18:26:28.000,2019-11-15 03:38:30,105.0,,116,13.0,31.0,31.0,41.0,767,2019-01-14 18:48:25.000,0.9.2,20.0,12.0,22,False,pickledb,,,,35532.0,1166.0,1081.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,85.0,35532.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,13.0,164.0,16.0,120.0,493,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,3061.0,99.0,90.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2541.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,7285.0,3.0,,,,,,,,,,,,,,,,,, +335,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,41,12.0,20.0,18.0,11.0,472,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,60367.0,4428.0,3246.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1182.0,59584.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,65017.0,3.0,,,,,,,,,,,,,,,,,, +336,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2022-02-24 22:31:30.000,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,346,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,22,False,pymodm,conda-forge/pymodm,,,95190.0,651.0,568.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,95076.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4239.0,3.0,,,,,,,,,,,,,,,,,, +337,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,14686.0,793.0,706.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,13622.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,80878.0,3.0,,,,,,,,,,,,,,,,,, +338,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-03-10 15:38:28.000,2022-02-01 11:49:27,523.0,,9,4.0,103.0,18.0,82.0,172,2021-12-23 15:22:44.000,2.8.0,114.0,8.0,22,False,typical,conda-forge/typical,,,70963.0,61.0,57.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,69907.0,https://anaconda.org/conda-forge/typical,2021-12-23 18:09:55.692,23243.0,3.0,,,,,,,,,,,,,,,,,, +339,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10568,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,30.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,30.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1726,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,21,False,bashplotlib,,,,6866.0,190.0,160.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,30.0,6866.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,193,39.0,56.0,79.0,39.0,1261,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,21,False,excalibur-py,,,10076.0,1196.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1006.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1220,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,1043.0,27.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,27.0,1043.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-02-15 14:35:32.000,2020-12-13 18:58:15,709.0,,116,62.0,68.0,60.0,119.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,312.0,41.0,29.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,312.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-03-13 04:58:36.000,2023-01-03 19:16:25,478.0,5.0,72,21.0,203.0,60.0,79.0,770,2023-01-03 20:08:22.000,0.9.2,19.0,17.0,21,True,odmantic,,,,23378.0,1.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,1.0,23378.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-01-15 17:25:52.000,2022-12-24 17:10:19,440.0,3.0,44,18.0,48.0,15.0,38.0,703,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,2675.0,57.0,51.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,6.0,1996.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,19034.0,3.0,,,,,,,,,,,,,,,,,, +346,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,13,13.0,5.0,13.0,43.0,273,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,12172.0,114.0,111.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,3.0,12172.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,44,15.0,33.0,19.0,9.0,258,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,81405.0,344.0,342.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,2.0,81405.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2022-11-22 03:13:01.000,2022-11-22 03:13:00,80.0,,26,4.0,45.0,6.0,9.0,224,2022-11-10 16:54:02.301,0.9.0,13.0,12.0,21,True,rtoml,,,,31279.0,206.0,187.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,19.0,31279.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-02-04 16:46:19.000,2023-02-04 16:46:19,272.0,2.0,40,8.0,35.0,11.0,36.0,142,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,21,True,filedepot,,,,4997.0,777.0,728.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,4997.0,,,,3.0,,,,,,-2.0,,,,,,,,,,,, +350,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,131,66.0,4.0,1.0,40.0,1906,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2071.0,43.0,36.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,7.0,2071.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,18.0,20.0,3.0,26.0,812,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,20,False,unsync,conda-forge/unsync,,,14480.0,186.0,170.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,16.0,14215.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,8770.0,3.0,,,,,,,,,,,,,,,,,, +352,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-02-02 12:04:16.914,2022-09-27 12:00:45,94.0,,21,6.0,40.0,10.0,9.0,624,2022-08-30 20:12:03.810,0.5.0,12.0,9.0,20,True,dirty-equals,conda-forge/dirty-equals,,,25085.0,153.0,143.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,10.0,23129.0,https://anaconda.org/conda-forge/dirty-equals,2023-02-02 12:04:16.914,23480.0,3.0,,,,,,,,,,,,,,,,,, +353,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-01-31 00:49:55.000,2022-05-27 16:50:28,284.0,,20,10.0,30.0,18.0,20.0,599,2020-09-13 06:06:09.000,0.2.3,25.0,12.0,20,True,pugsql,,,,25798.0,52.0,51.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,1.0,25798.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,1.0,24,49.0,14.0,7.0,11.0,261,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,13848.0,82.0,65.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,13609.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,19899.0,3.0,,,,,,,,,,,,,,,,,, +355,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,16,7.0,62.0,7.0,21.0,135,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,aioprometheus,,,,110991.0,132.0,119.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,110991.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,98,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,163692.0,1701.0,1592.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,109.0,155736.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,493328.0,3.0,,,,,,,,,,,,,,,,,, +357,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-03-08 23:24:00.257,2023-03-08 19:11:50,76.0,2.0,117,33.0,10.0,5.0,140.0,2928,2023-03-08 19:14:00.000,2.1.10,57.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1412.0,144.0,144.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,1.0,https://anaconda.org/conda-forge/borb,2023-03-08 23:24:00.257,26810.0,3.0,,,,,,,,,,,,,,,,,, +358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2022-03-21 17:15:55.000,2022-03-21 17:12:16,138.0,,460,158.0,142.0,78.0,27.0,1964,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,True,,,['spark'],,,32.0,32.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +359,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-02-14 08:19:46.000,2023-02-14 08:08:12,259.0,4.0,56,35.0,44.0,12.0,57.0,1074,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,colout,,,,1107.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1107.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,73,23.0,19.0,11.0,13.0,949,2022-10-26 17:01:00.596,0.2.6,23.0,13.0,19,True,d6tflow,,,,228.0,20.0,20.0,https://pypi.org/project/d6tflow,2022-10-26 17:01:00.596,,228.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,22.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,19,True,bounter,,,,478.0,36.0,28.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,478.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,253,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5002.0,147.0,120.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5002.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,2.0,33,17.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],14.0,1412.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,469.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,52826.0,3.0,,,,,,,,,,,,,,,,,, +364,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,188,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,33734.0,633.0,629.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,33734.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,Upgini,upgini/upgini,Free automated data enrichment library for machine learning searches through thousands of ready-to-use features from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-03-14 16:31:34.000,2023-03-14 16:31:22,472.0,51.0,16,4.0,189.0,2.0,,185,2023-03-14 16:33:01.178,1.1.102,328.0,9.0,19,True,upgini,,,,3778.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 22:13:17.000,,3778.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-02-06 20:01:40.000,2022-09-09 19:16:24,612.0,,13,7.0,26.0,14.0,10.0,115,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,19381.0,27.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,27.0,19381.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1593,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,289.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,289.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-03-15 03:30:16.000,2023-03-15 03:29:32,2616.0,110.0,93,30.0,171.0,34.0,244.0,969,,,,36.0,18,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +369,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,14009.0,4.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,4.0,14009.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2022-10-24 14:51:50.000,2022-10-24 14:51:47,202.0,,12,7.0,17.0,,11.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,142501.0,1.0,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,1.0,142501.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-03-08 19:39:13.000,2023-03-03 15:51:21,160.0,9.0,99,58.0,67.0,23.0,16.0,1984,2022-09-22 07:21:29.000,3.2.0,9.0,17.0,17,True,mara-pipelines,,,,118.0,,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,,118.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1333,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,78.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,78.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2022-07-24 13:43:20.000,2021-08-11 18:33:11,106029.0,,60,37.0,39.0,11.0,256.0,910,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +374,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,77.0,586,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,17,False,kubeflow-kale,,['jupyter'],,273.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,273.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-03-09 20:58:01.000,2023-03-09 20:57:59,110.0,11.0,5,14.0,112.0,3.0,2.0,257,2023-03-02 13:18:02.345,0.19.0,92.0,13.0,17,True,squirrel-core,squirrel-core,,,1797.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,1797.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2022-03-02 20:40:17.000,2021-11-18 16:33:36,85.0,,56,16.0,26.0,42.0,29.0,749,2021-11-18 16:35:33.000,1.3,16.0,6.0,16,False,csvs-to-sqlite,,,,2975.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2975.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,628,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,29.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,29.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,415,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,324.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,324.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,103,54.0,28.0,3.0,2.0,1190,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,42.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,42.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,705,2018-11-22 02:36:13.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,273.0,11.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,1.0,273.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,4.0,77.0,18.0,40.0,101,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,15,True,datajob,,,,98.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,98.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,76,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,64521.0,372.0,367.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,5.0,64521.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,95,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,747.0,28.0,24.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,4.0,747.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,265,2022-07-05 16:54:56.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,84.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,84.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,60,20.0,2.0,2.0,1.0,537,2020-11-12 16:12:54.000,zen,22.0,3.0,11,False,pandapy,,['pandas'],,61.0,2.0,2.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,61.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,343,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +387,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,18.0,5.0,1.0,3.0,757,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index ac175fd..58a7c90 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- fabric (πŸ₯‰37 Β· ⭐ 14K Β· πŸ“ˆ) - Simple, Pythonic remote execution and deployment. BSD-2 -- argcomplete (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python and tab completion, better together. Apache-2 -- xmltodict (πŸ₯ˆ34 Β· ⭐ 5.1K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- tenacity (πŸ₯ˆ34 Β· ⭐ 4.5K Β· πŸ“ˆ) - Retrying library for Python. Apache-2 -- cachier (πŸ₯‰24 Β· ⭐ 420 Β· πŸ“ˆ) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +- confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 +- holidays (πŸ₯ˆ35 Β· ⭐ 930 Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT +- Arctic (πŸ₯ˆ31 Β· ⭐ 2.9K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- python-rapidjson (πŸ₯‰29 Β· ⭐ 470 Β· πŸ“ˆ) - Python wrapper around rapidjson. MIT +- Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- jsonschema (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“‰) - An implementation of the JSON Schema specification for Python. MIT -- python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.2K Β· πŸ“‰) - Library for building powerful interactive command.. BSD-3 -- python-dateutil (πŸ₯‡39 Β· ⭐ 2K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 -- confluent-kafka-python (πŸ₯ˆ34 Β· ⭐ 3.2K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 -- beaker (πŸ₯‰28 Β· ⭐ 500 Β· πŸ“‰) - WSGI middleware for sessions and caching. BSD-3 +- protobuf (πŸ₯‡49 Β· ⭐ 59K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- python-fire (πŸ₯ˆ38 Β· ⭐ 24K Β· πŸ“‰) - Python Fire is a library for automatically generating.. Apache-2 +- pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.3K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +- aiocache (πŸ₯ˆ29 Β· ⭐ 810 Β· πŸ“‰) - Asyncio cache manager for redis, memcached and memory. BSD-3 +- filedepot (πŸ₯‰21 Β· ⭐ 140 Β· πŸ“‰) - Toolkit for storing files and attachments in web applications. MIT From ce58fbdb8c4af487c3e0bb59e0f7a2a9c9eaa6af Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 23 Mar 2023 13:37:35 +0000 Subject: [PATCH 02/70] Update best-of list for version 2023.03.23 --- README.md | 1428 +++++++++++++++---------------- history/2023-03-23_changes.md | 20 + history/2023-03-23_projects.csv | 389 +++++++++ latest-changes.md | 20 +- 4 files changed, 1133 insertions(+), 724 deletions(-) create mode 100644 history/2023-03-23_changes.md create mode 100644 history/2023-03-23_projects.csv diff --git a/README.md b/README.md index 5155129..9f7bdd9 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M Back to top -
protobuf (πŸ₯‡49 Β· ⭐ 59K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡49 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 370K Β· πŸ“‹ 5.6K - 14% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 370K Β· πŸ“‹ 5.6K - 14% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,27 +99,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 3K Β· πŸ“₯ 170K Β· πŸ“¦ 50K Β· πŸ“‹ 2.2K - 8% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 3K Β· πŸ“₯ 170K Β· πŸ“¦ 50K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 10M / month Β· πŸ“¦ 270 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 11M / month Β· πŸ“¦ 270 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 610K Β· ⏱️ 10.12.2022): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 620K Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.1M / month Β· πŸ“¦ 250 Β· ⏱️ 03.03.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.1M / month Β· πŸ“¦ 260 Β· ⏱️ 03.03.2023): ``` npm install flatbuffers ``` @@ -158,44 +158,44 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
dill (πŸ₯ˆ36 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 86K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 87K Β· πŸ“‹ 470 - 34% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 23M / month Β· πŸ“¦ 3.7K Β· ⏱️ 23.10.2022): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 24M / month Β· πŸ“¦ 3.7K Β· ⏱️ 23.10.2022): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 3.6M Β· ⏱️ 24.10.2022): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 3.7M Β· ⏱️ 24.10.2022): ``` conda install -c conda-forge dill ```
orjson (πŸ₯ˆ35 Β· ⭐ 4.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 37K Β· πŸ“‹ 290 - 2% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 38K Β· πŸ“‹ 300 - 2% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 840 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 860 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 620K Β· ⏱️ 14.03.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 620K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge orjson ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 10.03.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 19.03.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.2M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` @@ -204,14 +204,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M conda install -c conda-forge ujson ```
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cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.3K) - Extended pickling support for Python objects. BSD-3 +
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 74K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 19.01.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 28M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 27M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` @@ -220,36 +220,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M conda install -c conda-forge cloudpickle ```
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jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
msgpack (πŸ₯‰34 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 280 - 21% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 220 Β· πŸ“₯ 980 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 08.03.2023): ``` - git clone https://github.com/jsonpickle/jsonpickle + git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 10M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 31M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): ``` - pip install jsonpickle + pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.2M Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 11M Β· ⏱️ 08.03.2023): ``` - conda install -c conda-forge jsonpickle + conda install -c conda-forge msgpack-python ```
-
msgpack (πŸ₯‰34 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
jsonpickle (πŸ₯‰34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 220 Β· πŸ“₯ 980 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 280 - 21% open Β· ⏱️ 22.02.2023): ``` - git clone https://github.com/msgpack/msgpack-python + git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 31M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 10M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.12.2022): ``` - pip install msgpack + pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 11M Β· ⏱️ 08.03.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.2M Β· ⏱️ 02.12.2022): ``` - conda install -c conda-forge msgpack-python + conda install -c conda-forge jsonpickle ```
srsly (πŸ₯‰30 Β· ⭐ 350) - Modern high-performance serialization utilities for Python (JSON,.. MIT @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.2M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.3M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): ``` pip install srsly ``` @@ -268,7 +268,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M conda install -c conda-forge srsly ```
-
python-rapidjson (πŸ₯‰29 Β· ⭐ 470 Β· πŸ“ˆ) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 470) - Python wrapper around rapidjson. MIT - [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 3.7K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): @@ -286,12 +286,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
pysimdjson (πŸ₯‰25 Β· ⭐ 580) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 930 Β· πŸ“‹ 84 - 17% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 940 Β· πŸ“‹ 84 - 17% open Β· ⏱️ 12.09.2022): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 210K / month Β· πŸ“¦ 21 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 220K / month Β· πŸ“¦ 21 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 14K / month Β· πŸ“¦ 86 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 15K / month Β· πŸ“¦ 86 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 31K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 33K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 37K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 180K Β· πŸ“¦ 1M Β· πŸ“‹ 24K - 15% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1M Β· πŸ“‹ 24K - 15% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -351,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 36M Β· ⏱️ 21.02.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 37M Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 680K Β· πŸ“¦ 1.5M Β· πŸ“‹ 11K - 18% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 680K Β· πŸ“¦ 1.5M Β· πŸ“‹ 11K - 18% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/numpy/numpy @@ -367,7 +367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 51M Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 52M Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge numpy ``` @@ -388,64 +388,64 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ39 Β· ⭐ 15K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT +
polars (πŸ₯ˆ40 Β· ⭐ 16K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 760 Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.2K - 17% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 770 Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.3K - 17% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 440K / month Β· πŸ“¦ 110 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 460K / month Β· πŸ“¦ 110 Β· ⏱️ 05.03.2023): ``` pip install polars ```
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xarray (πŸ₯ˆ37 Β· ⭐ 2.9K) - N-D labeled arrays and datasets in Python. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 8.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 900 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 960 Β· πŸ“‹ 3.4K - 25% open Β· ⏱️ 23.03.2023): ``` - git clone https://github.com/pydata/xarray + git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 440K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): ``` - pip install xarray + pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.4M Β· ⏱️ 07.02.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 220K Β· ⏱️ 10.03.2023): ``` - conda install -c conda-forge xarray + conda install -c conda-forge modin-core ```
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PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
xarray (πŸ₯ˆ37 Β· ⭐ 2.9K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 44K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 900 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 22.03.2023): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 810K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 18.01.2023): ``` - pip install tables + pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.5M Β· ⏱️ 07.02.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.5M Β· ⏱️ 07.02.2023): ``` - conda install -c conda-forge pytables + conda install -c conda-forge xarray ```
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Modin (πŸ₯ˆ36 Β· ⭐ 8.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 960 Β· πŸ“‹ 3.4K - 25% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 44K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 23.03.2023): ``` - git clone https://github.com/modin-project/modin + git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 410K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 830K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): ``` - pip install modin + pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 210K Β· ⏱️ 10.03.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.6M Β· ⏱️ 07.02.2023): ``` - conda install -c conda-forge modin-core + conda install -c conda-forge pytables ```
TinyDB (πŸ₯ˆ33 Β· ⭐ 5.7K) - TinyDB is a lightweight document oriented database optimized for your.. MIT @@ -455,7 +455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 470K / month Β· πŸ“¦ 820 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 820 Β· ⏱️ 14.01.2023): ``` pip install tinydb ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ33 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“₯ 150 Β· πŸ“‹ 340 - 19% open Β· ⏱️ 17.11.2022): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“₯ 160 Β· πŸ“‹ 340 - 19% open Β· ⏱️ 17.11.2022): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.6M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` @@ -482,16 +482,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 600 - 41% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 600 - 41% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 180K / month Β· πŸ“¦ 330 Β· ⏱️ 16.01.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 200K / month Β· πŸ“¦ 330 Β· ⏱️ 16.01.2023): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.1M Β· ⏱️ 03.02.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.2M Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge zarr ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 540K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 530K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` pip install Bottleneck ``` @@ -512,25 +512,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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Vaex (πŸ₯ˆ31 Β· ⭐ 7.8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT - -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 250 Β· πŸ“¦ 440 Β· πŸ“‹ 1.2K - 38% open Β· ⏱️ 08.12.2022): - - ``` - git clone https://github.com/vaexio/vaex - ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 58K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): - ``` - pip install vaex - ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 160K Β· ⏱️ 02.12.2022): - ``` - conda install -c conda-forge vaex - ``` -
Koalas (πŸ₯ˆ31 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 280 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 290 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): ``` git clone https://github.com/databricks/koalas @@ -539,63 +523,79 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 260K Β· ⏱️ 20.10.2021): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 270K Β· ⏱️ 20.10.2021): ``` conda install -c conda-forge koalas ```
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pandera (πŸ₯ˆ31 Β· ⭐ 2K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ31 Β· ⭐ 2.1K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 170 Β· πŸ“¦ 700 Β· πŸ“‹ 540 - 32% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 170 Β· πŸ“¦ 720 Β· πŸ“‹ 550 - 32% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 730K / month Β· πŸ“¦ 56 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 790K / month Β· πŸ“¦ 58 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 19K Β· ⏱️ 15.03.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 19K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge pandera-core ```
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datasketch (πŸ₯‰30 Β· ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
Vaex (πŸ₯‰30 Β· ⭐ 7.8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 660 Β· πŸ“‹ 150 - 28% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 250 Β· πŸ“¦ 440 Β· πŸ“‹ 1.2K - 38% open Β· ⏱️ 08.12.2022): ``` - git clone https://github.com/ekzhu/datasketch + git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 880K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 58K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): ``` - pip install datasketch + pip install vaex + ``` +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 160K Β· ⏱️ 02.12.2022): + ``` + conda install -c conda-forge vaex ```
docarray (πŸ₯‰30 Β· ⭐ 1.9K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 150 Β· πŸ“¦ 180 Β· πŸ“‹ 410 - 23% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 150 Β· πŸ“¦ 180 Β· πŸ“‹ 430 - 21% open Β· ⏱️ 07.03.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 93K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 85K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 79K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 80K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ```
+
datasketch (πŸ₯‰30 Β· ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT + +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 670 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 13.03.2023): + + ``` + git clone https://github.com/ekzhu/datasketch + ``` +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 900K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): + ``` + pip install datasketch + ``` +
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.8K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.8K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 84K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 77K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -604,7 +604,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 2.9K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 2.9K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 180 Β· πŸ“‹ 180 - 36% open Β· ⏱️ 12.02.2023): @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.3K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.5K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` pip install static-frame ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 410K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 420K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` @@ -654,12 +654,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (πŸ₯‰26 Β· ⭐ 460) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 68K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 71K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 480 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 520 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 7 hidden projects... - Blaze (πŸ₯ˆ31 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯ˆ31 Β· ⭐ 2.9K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯ˆ31 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 @@ -719,12 +719,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.2M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.3M Β· ⏱️ 17.05.2021): ``` conda install -c conda-forge sortedcontainers ```
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pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡34 Β· ⭐ 1.8K Β· πŸ“‰) - Persistent/Immutable/Functional data structures for Python. MIT - [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 240K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 29.12.2022): @@ -747,18 +747,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 77M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 79M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.3M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.4M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ```
glom (πŸ₯ˆ30 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 55 Β· πŸ“¦ 980 Β· πŸ“‹ 180 - 62% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 55 Β· πŸ“¦ 990 Β· πŸ“‹ 180 - 62% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/mahmoud/glom @@ -795,7 +795,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 550K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 520K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -811,11 +811,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.2M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.3M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 280K Β· ⏱️ 26.01.2022): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 290K Β· ⏱️ 26.01.2022): ``` conda install -c conda-forge ordered-set ``` @@ -827,23 +827,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 220K / month Β· πŸ“¦ 200 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 200 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 63K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 64K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ```
janus (πŸ₯‰27 Β· ⭐ 680) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 43 Β· πŸ“‹ 38 - 15% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 300K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 310K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -859,7 +859,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 3.8M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.1M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): ``` pip install munch ``` @@ -870,7 +870,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.4K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.5K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): ``` git clone https://github.com/MagicStack/immutables @@ -886,16 +886,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯‰26 Β· ⭐ 1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 40 Β· πŸ“‹ 85 - 10% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“‹ 86 - 9% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 20 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 1.3M / month Β· πŸ“¦ 21 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 110K Β· ⏱️ 09.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 120K Β· ⏱️ 22.03.2023): ``` conda install -c conda-forge python-benedict ``` @@ -929,28 +929,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡44 Β· ⭐ 13K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 170K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 170K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 57M / month Β· πŸ“¦ 6K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 57M / month Β· πŸ“¦ 6.1K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.2M Β· ⏱️ 08.03.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.3M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 550 Β· πŸ“¦ 350K Β· πŸ“‹ 710 - 3% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 550 Β· πŸ“¦ 350K Β· πŸ“‹ 720 - 4% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 65M / month Β· πŸ“¦ 18K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 66M / month Β· πŸ“¦ 18K Β· ⏱️ 29.11.2022): ``` pip install jsonschema ``` @@ -975,9 +975,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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validators (πŸ₯ˆ31 Β· ⭐ 710) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ32 Β· ⭐ 710) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 62K Β· πŸ“‹ 120 - 34% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 62K Β· πŸ“‹ 120 - 10% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/kvesteri/validators @@ -986,35 +986,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 300K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 310K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ```
-
param (πŸ₯ˆ31 Β· ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰31 Β· ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 59 Β· πŸ“¦ 6K Β· πŸ“‹ 380 - 45% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 59 Β· πŸ“¦ 6K Β· πŸ“‹ 380 - 45% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 550K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 520K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1M Β· ⏱️ 14.03.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.1M Β· ⏱️ 14.03.2023): ``` conda install -c conda-forge param ```
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strictyaml (πŸ₯‰29 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰30 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.4K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.4K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 410K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 420K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1023,25 +1023,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰20 Β· ⭐ 620) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰20 Β· ⭐ 630) - Doing dirty (but extremely useful) things with equals. MIT - [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 140 Β· πŸ“‹ 19 - 52% open Β· ⏱️ 27.09.2022): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 23K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 28K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 23K Β· ⏱️ 02.02.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 24K Β· ⏱️ 02.02.2023): ``` conda install -c conda-forge dirty-equals ```
valideer (πŸ₯‰20 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 65 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 66 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` git clone https://github.com/podio/valideer @@ -1062,7 +1062,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 14K / month Β· πŸ“¦ 4 Β· ⏱️ 10.03.2021): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 13K / month Β· πŸ“¦ 4 Β· ⏱️ 10.03.2021): ``` pip install validr ``` @@ -1091,7 +1091,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 13K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 9.4K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1102,12 +1102,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
transitions (πŸ₯‰29 Β· ⭐ 4.8K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 2.9K Β· πŸ“‹ 420 - 1% open Β· ⏱️ 06.01.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 420 - 1% open Β· ⏱️ 06.01.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 430K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 420K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1128,12 +1128,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯‡39 Β· ⭐ 2K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 970K Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 980K Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 200M / month Β· πŸ“¦ 3.2K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 210M / month Β· πŸ“¦ 3.2K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1142,9 +1142,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
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arrow (πŸ₯ˆ37 Β· ⭐ 8.2K) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 43K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 44K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1160,7 +1160,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ37 Β· ⭐ 2.2K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“¦ 18K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“¦ 18K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/scrapinghub/dateparser @@ -1174,39 +1174,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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pendulum (πŸ₯ˆ35 Β· ⭐ 5.4K) - Python datetimes made easy. MIT +
holidays (πŸ₯ˆ35 Β· ⭐ 930) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 77 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 370 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 5% open Β· ⏱️ 15.03.2023): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.5M / month Β· πŸ“¦ 410 Β· ⏱️ 30.01.2023): ``` - pip install pendulum + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 680K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.8M Β· ⏱️ 16.03.2023): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge holidays ```
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holidays (πŸ₯ˆ35 Β· ⭐ 930 Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT +
pendulum (πŸ₯‰34 Β· ⭐ 5.4K Β· πŸ“‰) - Python datetimes made easy. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 370 Β· πŸ“₯ 170 Β· πŸ“‹ 330 - 6% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 79 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.5M / month Β· πŸ“¦ 410 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.11.2022): ``` - pip install holidays + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.8M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 680K Β· ⏱️ 04.02.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pendulum ```
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pytz (πŸ₯‰34 Β· ⭐ 250) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰32 Β· ⭐ 250 Β· πŸ“‰) - pytz Python historical timezone library and database. MIT - [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 69 Β· πŸ“¦ 1.4M Β· πŸ“‹ 69 - 39% open Β· ⏱️ 14.01.2023): @@ -1222,30 +1222,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytz ```
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tzlocal (πŸ₯‰29 Β· ⭐ 160) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰30 Β· ⭐ 160) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 53 Β· πŸ“‹ 74 - 4% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 55 Β· πŸ“‹ 75 - 5% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 27M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 29M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 1.9M Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 1.9M Β· ⏱️ 18.03.2023): ``` conda install -c conda-forge tzlocal ```
isodate (πŸ₯‰29 Β· ⭐ 120 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 -- [GitHub](https://github.com/gweis/isodate) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 46 Β· πŸ“¦ 36K Β· πŸ“‹ 38 - 44% open Β· ⏱️ 13.03.2022): +- [GitHub](https://github.com/gweis/isodate) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 47 Β· πŸ“¦ 36K Β· πŸ“‹ 38 - 44% open Β· ⏱️ 13.03.2022): ``` git clone https://github.com/gweis/isodate ``` -- [PyPi](https://pypi.org/project/isodate) (πŸ“₯ 65M / month Β· πŸ“¦ 2.2K Β· ⏱️ 13.12.2021): +- [PyPi](https://pypi.org/project/isodate) (πŸ“₯ 66M / month Β· πŸ“¦ 2.2K Β· ⏱️ 13.12.2021): ``` pip install isodate ``` @@ -1264,36 +1264,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡39 Β· ⭐ 560) - A specification that python filesystems should adhere to. BSD-3 +
watchdog (πŸ₯‡39 Β· ⭐ 5.7K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 240 Β· πŸ“¦ 41K Β· πŸ“‹ 540 - 36% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 85K Β· πŸ“‹ 610 - 27% open Β· ⏱️ 20.03.2023): ``` - git clone https://github.com/fsspec/filesystem_spec + git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 84M / month Β· πŸ“¦ 570 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8K Β· ⏱️ 02.01.2023): ``` - pip install fsspec + pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 11M Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 1.9M Β· ⏱️ 20.03.2023): ``` - conda install -c conda-forge fsspec + conda install -c conda-forge watchdog ```
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watchdog (πŸ₯ˆ38 Β· ⭐ 5.7K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 560) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 84K Β· πŸ“‹ 600 - 27% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 240 Β· πŸ“¦ 42K Β· πŸ“‹ 540 - 35% open Β· ⏱️ 17.03.2023): ``` - git clone https://github.com/gorakhargosh/watchdog + git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 87M / month Β· πŸ“¦ 580 Β· ⏱️ 19.01.2023): ``` - pip install watchdog + pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 1.9M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 11M Β· ⏱️ 06.03.2023): ``` - conda install -c conda-forge watchdog + conda install -c conda-forge fsspec ```
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.2K) - File support for asyncio. Apache-2 @@ -1303,27 +1303,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 15M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 13M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 430K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 450K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 520) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 81 Β· πŸ“¦ 210K Β· πŸ“‹ 85 - 17% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 82 Β· πŸ“¦ 220K Β· πŸ“‹ 87 - 17% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 56M / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 57M / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2022): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 11M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 11M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge filelock ``` @@ -1339,7 +1339,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.4M Β· ⏱️ 19.10.2020): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.5M Β· ⏱️ 19.10.2020): ``` conda install -c conda-forge appdirs ``` @@ -1351,7 +1351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1M / month Β· πŸ“¦ 570 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.1M / month Β· πŸ“¦ 570 Β· ⏱️ 02.05.2022): ``` pip install fs ``` @@ -1367,7 +1367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 970K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 960K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): ``` pip install path ``` @@ -1411,23 +1411,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 38M Β· ⏱️ 05.05.2021): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 39M Β· ⏱️ 05.05.2021): ``` conda install -c conda-forge six ```
typing (πŸ₯ˆ33 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“‹ 700 - 16% open Β· ⏱️ 20.02.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“‹ 710 - 16% open Β· ⏱️ 20.02.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.7M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.8M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1463,7 +1463,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dataclasses ``` -- [Conda](https://anaconda.org/conda-forge/dataclasses) (πŸ“₯ 9.5M Β· ⏱️ 14.08.2021): +- [Conda](https://anaconda.org/conda-forge/dataclasses) (πŸ“₯ 9.6M Β· ⏱️ 14.08.2021): ``` conda install -c conda-forge dataclasses ``` @@ -1481,12 +1481,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.4K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.1K Β· πŸ“¦ 420K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.1K Β· πŸ“¦ 420K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 160M / month Β· πŸ“¦ 21K Β· ⏱️ 07.02.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 170M / month Β· πŸ“¦ 21K Β· ⏱️ 07.02.2023): ``` pip install cryptography ``` @@ -1495,73 +1495,73 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.3K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.3K) - A self-contained cryptographic library for Python. BSD-3 - [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 420 Β· πŸ“¦ 63K Β· πŸ“‹ 530 - 11% open Β· ⏱️ 28.01.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.5K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 31M / month Β· πŸ“¦ 1.5K Β· ⏱️ 28.01.2023): ``` pip install pycryptodomex ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.1M Β· ⏱️ 27.11.2022): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.2M Β· ⏱️ 27.11.2022): ``` conda install -c conda-forge pycryptodomex ```
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 640K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 610K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 270 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 290 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): ``` npm install tink-crypto ```
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bcrypt (πŸ₯‰34 Β· ⭐ 980) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
keyring (πŸ₯‰34 Β· ⭐ 990) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 470 - 10% open Β· ⏱️ 23.02.2023): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 25M / month Β· πŸ“¦ 3.9K Β· ⏱️ 18.12.2022): ``` - pip install bcrypt + pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3M Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 2.9M Β· ⏱️ 22.12.2022): ``` - conda install -c conda-forge bcrypt + conda install -c conda-forge keyring ```
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keyring (πŸ₯‰34 Β· ⭐ 980) - Store and access your passwords safely. MIT +
bcrypt (πŸ₯‰33 Β· ⭐ 980) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 470 - 10% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 23.03.2023): ``` - git clone https://github.com/jaraco/keyring + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 25M / month Β· πŸ“¦ 3.9K Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` - pip install keyring + pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 2.9M Β· ⏱️ 22.12.2022): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3M Β· ⏱️ 27.10.2022): ``` - conda install -c conda-forge keyring + conda install -c conda-forge bcrypt ```
asn1crypto (πŸ₯‰33 Β· ⭐ 290) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 98K Β· πŸ“‹ 180 - 28% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 98K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): ``` git clone https://github.com/wbond/asn1crypto @@ -1577,7 +1577,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rsa (πŸ₯‰31 Β· ⭐ 430 Β· πŸ’€) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 240K Β· πŸ“‹ 120 - 20% open Β· ⏱️ 20.07.2022): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 250K Β· πŸ“‹ 120 - 20% open Β· ⏱️ 20.07.2022): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1586,7 +1586,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rsa ``` -- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 10M Β· ⏱️ 20.07.2022): +- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 11M Β· ⏱️ 20.07.2022): ``` conda install -c conda-forge rsa ``` @@ -1599,7 +1599,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/ansible/ansible @@ -1608,46 +1608,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 830K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 840K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 18M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 18M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge awscli ```
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botocore (πŸ₯‡44 Β· ⭐ 1.2K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 +
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 990 Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 990 Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 270M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 280M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.7K - 3% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/docker/compose @@ -1663,23 +1663,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
paramiko (πŸ₯ˆ43 Β· ⭐ 8.2K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 73K Β· πŸ“‹ 1.7K - 57% open Β· ⏱️ 10.03.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 74K Β· πŸ“‹ 1.7K - 57% open Β· ⏱️ 10.03.2023): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 34M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 2.8M Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 2.9M Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge paramiko ```
docker (πŸ₯ˆ42 Β· ⭐ 6.1K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 380 Β· πŸ“¦ 58K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 390 Β· πŸ“¦ 58K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/docker/docker-py @@ -1688,28 +1688,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.1M Β· ⏱️ 23.10.2022): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.2M Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge docker-py ```
pulumi (πŸ₯ˆ41 Β· ⭐ 15K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“₯ 180K Β· πŸ“¦ 2.3K Β· πŸ“‹ 5.9K - 28% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“₯ 190K Β· πŸ“¦ 2.4K Β· πŸ“‹ 5.9K - 28% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 640K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 550 Β· ⏱️ 15.03.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 550 Β· ⏱️ 23.03.2023): ``` npm install @pulumi/pulumi ```
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kubernetes (πŸ₯ˆ39 Β· ⭐ 5.5K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ39 Β· ⭐ 5.6K) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3K Β· πŸ“‹ 1.2K - 8% open Β· ⏱️ 15.03.2023): @@ -1732,16 +1732,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.4M / month Β· πŸ“¦ 76 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.5M / month Β· πŸ“¦ 76 Β· ⏱️ 20.01.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 60K Β· ⏱️ 22.01.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 61K Β· ⏱️ 22.01.2023): ``` conda install -c conda-forge fabric ```
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netmiko (πŸ₯‰36 Β· ⭐ 3K) - Multi-vendor library to simplify Paramiko SSH connections to network devices. MIT +
netmiko (πŸ₯‰36 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT - [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.4K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 14.03.2023): @@ -1764,14 +1764,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 30K Β· ⏱️ 10.04.2021): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 31K Β· ⏱️ 10.04.2021): ``` conda install -c conda-forge schedule ```
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.8K Β· πŸ“‹ 340 - 36% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.8K Β· πŸ“‹ 340 - 36% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/tomerfiliba/plumbum @@ -1780,14 +1780,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 910K Β· ⏱️ 04.01.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 920K Β· ⏱️ 04.01.2023): ``` conda install -c conda-forge plumbum ```
pyinfra (πŸ₯‰30 Β· ⭐ 2.2K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 300 Β· πŸ“¦ 74 Β· πŸ“‹ 660 - 18% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 300 Β· πŸ“¦ 74 Β· πŸ“‹ 660 - 18% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/Fizzadar/pyinfra @@ -1813,18 +1813,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pypyr (πŸ₯‰22 Β· ⭐ 490) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 500) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 90 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 91 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 7.3K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 7.5K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1849,7 +1849,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 32M / month Β· πŸ“¦ 16K Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 32M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1860,12 +1860,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ37 Β· ⭐ 7.7K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 19.03.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.8M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1876,16 +1876,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (πŸ₯ˆ37 Β· ⭐ 6.5K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 480 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 1% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 480 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 1% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.1M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 160K Β· ⏱️ 13.02.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 160K Β· ⏱️ 20.03.2023): ``` conda install -c conda-forge sh ``` @@ -1907,39 +1907,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 66M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.2M Β· ⏱️ 28.01.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.3M Β· ⏱️ 28.01.2023): ``` conda install -c conda-forge greenlet ```
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anyio (πŸ₯ˆ37 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT - [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 100K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 230 Β· ⏱️ 19.10.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 28M / month Β· πŸ“¦ 230 Β· ⏱️ 19.10.2022): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 5.6M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 5.7M Β· ⏱️ 19.10.2022): ``` conda install -c conda-forge anyio ```
uvloop (πŸ₯ˆ35 Β· ⭐ 9.2K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 71K Β· πŸ“‹ 320 - 21% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 71K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 15M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 16M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` @@ -1948,32 +1948,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge uvloop ```
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asyncer (πŸ₯‰24 Β· ⭐ 960) - Asyncer, async and await, focused on developer experience. MIT +
aiomisc (πŸ₯‰25 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 390 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 21 Β· πŸ“¦ 290 Β· πŸ“‹ 18 - 44% open Β· ⏱️ 20.03.2023): ``` - git clone https://github.com/tiangolo/asyncer - ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 70K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): - ``` - pip install asyncer + git clone https://github.com/aiokitchen/aiomisc ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.4K Β· ⏱️ 05.11.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 33 Β· ⏱️ 14.06.2022): ``` - conda install -c conda-forge asyncer + pip install aiomisc ```
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aiomisc (πŸ₯‰24 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT +
asyncer (πŸ₯‰24 Β· ⭐ 970) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 20 Β· πŸ“¦ 280 Β· πŸ“‹ 17 - 41% open Β· ⏱️ 18.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 410 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` - git clone https://github.com/aiokitchen/aiomisc + git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 32 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 74K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): ``` - pip install aiomisc + pip install asyncer + ``` +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.4K Β· ⏱️ 05.11.2022): + ``` + conda install -c conda-forge asyncer ```
Show 2 hidden projects... @@ -1987,14 +1987,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡39 Β· ⭐ 5.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡39 Β· ⭐ 5.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 - [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 360 Β· πŸ“¦ 410K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 26M / month Β· πŸ“¦ 7.6K Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 27M / month Β· πŸ“¦ 7.6K Β· ⏱️ 21.01.2023): ``` pip install python-dotenv ``` @@ -2005,7 +2005,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯ˆ38 Β· ⭐ 540) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 110 Β· πŸ“¦ 290K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 110 Β· πŸ“¦ 300K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/ipython/traitlets @@ -2019,18 +2019,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge traitlets ```
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Dynaconf (πŸ₯ˆ34 Β· ⭐ 2.9K) - Configuration Management for Python. MIT +
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.1K Β· πŸ“‹ 420 - 25% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.1K Β· πŸ“‹ 420 - 25% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.8M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 43K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 44K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge dynaconf ``` @@ -2058,18 +2058,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 3.8M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 790K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 800K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
configobj (πŸ₯‰30 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 20 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 40% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 21 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 40% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2078,14 +2078,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 580K Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 590K Β· ⏱️ 20.01.2023): ``` conda install -c conda-forge configobj ```
hydra (πŸ₯‰29 Β· ⭐ 6.9K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 14 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 14 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/facebookresearch/hydra @@ -2094,19 +2094,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 520K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 530K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge hydra-core ```
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“¦ 5.5K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“¦ 5.6K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 270K / month Β· πŸ“¦ 86 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 86 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2115,9 +2115,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge gin-config ```
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everett (πŸ₯‰23 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰25 Β· ⭐ 140 Β· πŸ“ˆ) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 650 Β· πŸ“‹ 78 - 7% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 650 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/willkg/everett @@ -2126,7 +2126,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 31K Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 31K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge everett ``` @@ -2139,7 +2139,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡44 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.1M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.2M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/pallets/click @@ -2153,18 +2153,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡42 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 73K Β· πŸ“‹ 1.1K - 9% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 74K Β· πŸ“‹ 1.1K - 9% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 3.7K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 3.8K Β· ⏱️ 28.01.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.2M Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.3M Β· ⏱️ 04.03.2023): ``` conda install -c conda-forge rich ``` @@ -2185,18 +2185,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge prompt-toolkit ```
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python-fire (πŸ₯ˆ38 Β· ⭐ 24K Β· πŸ“‰) - Python Fire is a library for automatically generating.. Apache-2 +
python-fire (πŸ₯ˆ38 Β· ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2 - [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 19K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 450K Β· ⏱️ 22.01.2021): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 460K Β· ⏱️ 22.01.2021): ``` conda install -c conda-forge fire ``` @@ -2208,7 +2208,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 130M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 140M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2217,39 +2217,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge colorama ```
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Typer (πŸ₯ˆ35 Β· ⭐ 11K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 430 Β· πŸ“‹ 370 - 58% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 200 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 22% open Β· ⏱️ 22.03.2023): ``` - git clone https://github.com/tiangolo/typer + git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 10M / month Β· πŸ“¦ 2.4K Β· ⏱️ 05.11.2022): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 1.9K Β· ⏱️ 06.03.2023): ``` - pip install typer + pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.2M Β· ⏱️ 07.11.2022): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 970K Β· ⏱️ 22.03.2023): ``` - conda install -c conda-forge typer + conda install -c conda-forge argcomplete ```
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argcomplete (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 +
Typer (πŸ₯ˆ35 Β· ⭐ 11K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 200 Β· πŸ“¦ 42K Β· πŸ“‹ 220 - 25% open Β· ⏱️ 06.03.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 440 Β· πŸ“‹ 370 - 59% open Β· ⏱️ 21.02.2023): ``` - git clone https://github.com/kislyuk/argcomplete + git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 19M / month Β· πŸ“¦ 1.9K Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 11M / month Β· πŸ“¦ 2.5K Β· ⏱️ 05.11.2022): ``` - pip install argcomplete + pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 960K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.2M Β· ⏱️ 07.11.2022): ``` - conda install -c conda-forge argcomplete + conda install -c conda-forge typer ```
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wcwidth (πŸ₯‰34 Β· ⭐ 320) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰34 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT - [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 370K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): @@ -2260,7 +2260,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 16M Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 17M Β· ⏱️ 16.01.2023): ``` conda install -c conda-forge wcwidth ``` @@ -2276,7 +2276,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 410K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 420K Β· ⏱️ 23.11.2022): ``` conda install -c conda-forge cleo ``` @@ -2288,7 +2288,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 78K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 70K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` pip install asciimatics ``` @@ -2304,37 +2304,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1M / month Β· πŸ“¦ 240 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 980K / month Β· πŸ“¦ 240 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 29K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 30K Β· ⏱️ 14.03.2022): ``` conda install -c conda-forge questionary ```
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colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
docopt-ng (πŸ₯‰19 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 69 - 17% open Β· ⏱️ 14.02.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“‹ 24 - 58% open Β· ⏱️ 09.09.2022): ``` - git clone https://github.com/nojhan/colout + git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 24K / month Β· πŸ“¦ 27 Β· ⏱️ 31.05.2022): ``` - pip install colout + pip install docopt-ng ```
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docopt-ng (πŸ₯‰19 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“‹ 24 - 58% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 69 - 17% open Β· ⏱️ 14.02.2023): ``` - git clone https://github.com/jazzband/docopt-ng + git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 19K / month Β· πŸ“¦ 27 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): ``` - pip install docopt-ng + pip install colout ```
Show 5 hidden projects... @@ -2351,7 +2351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 680) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 690) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2361,7 +2361,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡33 Β· ⭐ 1.6K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 22.01.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/tkem/cachetools @@ -2370,31 +2370,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 7.9M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ29 Β· ⭐ 810 Β· πŸ“‰) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ31 Β· ⭐ 820 Β· πŸ“ˆ) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“‹ 280 - 13% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.6K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 190K / month Β· πŸ“¦ 110 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 200K / month Β· πŸ“¦ 110 Β· ⏱️ 13.01.2023): ``` pip install aiocache ```
beaker (πŸ₯‰28 Β· ⭐ 500) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 140 Β· πŸ“¦ 4.5K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 04.02.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 130 Β· πŸ“¦ 4.5K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 04.02.2023): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 340K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 330K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): ``` pip install beaker ``` @@ -2405,7 +2405,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 88 Β· πŸ“¦ 4.4K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 91 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc @@ -2419,14 +2419,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰23 Β· ⭐ 420) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰25 Β· ⭐ 430 Β· πŸ“ˆ) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 48 Β· πŸ“¦ 360 Β· πŸ“‹ 60 - 38% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 370 Β· πŸ“‹ 61 - 34% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 14K / month Β· πŸ“¦ 25 Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 15K / month Β· πŸ“¦ 27 Β· ⏱️ 06.12.2022): ``` pip install cachier ``` @@ -2445,63 +2445,63 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.4K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.4K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 98K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 96K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 280K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 290K Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge kivy ```
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 11K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.6K Β· πŸ“‹ 3.2K - 21% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.7K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 190K / month Β· πŸ“¦ 280 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 200K / month Β· πŸ“¦ 280 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 94K Β· ⏱️ 17.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 95K Β· ⏱️ 17.10.2022): ``` conda install -c conda-forge pysimplegui ```
-
DearPyGui (πŸ₯ˆ33 Β· ⭐ 9.8K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ33 Β· ⭐ 9.9K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 510 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.1K - 15% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 520 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 15K / month Β· πŸ“¦ 33 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 16K / month Β· πŸ“¦ 33 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
Eel (πŸ₯ˆ33 Β· ⭐ 5.5K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 550 Β· πŸ“¦ 4.9K Β· πŸ“‹ 490 - 32% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5K Β· πŸ“‹ 500 - 32% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 77K / month Β· πŸ“¦ 72 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 76K / month Β· πŸ“¦ 74 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰31 Β· ⭐ 3.4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.2K Β· πŸ“‹ 640 - 19% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.2K Β· πŸ“‹ 640 - 19% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/beeware/toga @@ -2510,19 +2510,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 17 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 37 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Gooey (πŸ₯‰28 Β· ⭐ 17K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 930 Β· πŸ“₯ 400 Β· πŸ“¦ 720 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): +- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 930 Β· πŸ“₯ 410 Β· πŸ“¦ 720 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): ``` git clone https://github.com/chriskiehl/Gooey ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6K / month Β· πŸ“¦ 77 Β· ⏱️ 29.01.2022): +- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.2K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): ``` pip install gooey ``` @@ -2538,7 +2538,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 580 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 610 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2549,8 +2549,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... -- enaml (πŸ₯‰28 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed - Phoenix (πŸ₯‰27 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2583,7 +2583,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` @@ -2594,7 +2594,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡34 Β· ⭐ 1.6K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 53K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 54K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2603,7 +2603,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 44K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 45K Β· ⏱️ 02.11.2022): ``` conda install -c conda-forge emoji ``` @@ -2615,7 +2615,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 58M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 59M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` pip install chardet ``` @@ -2623,7 +2623,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 8 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 12 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2635,11 +2635,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmoiron/humanize ``` -- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 29.01.2023): ``` pip install humanize ``` -- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 350K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 360K Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge humanize ``` @@ -2683,7 +2683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 610K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 620K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2692,18 +2692,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
-
coolname (πŸ₯‰24 Β· ⭐ 110) - Random Name and Slug Generator. BSD-2 +
coolname (πŸ₯‰23 Β· ⭐ 110) - Random Name and Slug Generator. BSD-2 - [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.3K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 310K / month Β· πŸ“¦ 47 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 300K / month Β· πŸ“¦ 47 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 47K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 48K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ``` @@ -2715,7 +2715,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 81K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 84K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2723,7 +2723,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - awesome-slugify (πŸ₯‰22 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰14 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2741,62 +2741,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT +
boto3 (πŸ₯‡45 Β· ⭐ 8K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 11% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 280K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 23.03.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 500M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` - pip install redis + pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 920K Β· ⏱️ 09.02.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 23.03.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge boto3 ```
-
boto3 (πŸ₯‡44 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 +
redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 280K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 11% open Β· ⏱️ 22.03.2023): ``` - git clone https://github.com/boto/boto3 + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 510M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): ``` - pip install boto3 + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 920K Β· ⏱️ 20.03.2023): ``` - conda install -c conda-forge boto3 + conda install -c conda-forge redis-py ```
-
SQLAlchemy (πŸ₯‡44 Β· ⭐ 6.9K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 1.1K Β· πŸ“₯ 40K Β· πŸ“¦ 530K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 1.1K Β· πŸ“₯ 40K Β· πŸ“¦ 540K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 82M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 76M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 11M Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 11M Β· ⏱️ 19.03.2023): ``` conda install -c conda-forge sqlalchemy ```
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azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.5K) - This repository is for active development of the Azure SDK.. MIT +
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8K - 12% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8K - 12% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 620 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 38M / month Β· πŸ“¦ 620 Β· ⏱️ 15.06.2022): ``` pip install azure-storage-blob ``` @@ -2807,7 +2807,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 9.9K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 18.03.2023): ``` git clone https://github.com/coleifer/peewee @@ -2823,12 +2823,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡40 Β· ⭐ 4.1K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.4K - 1% open Β· ⏱️ 06.03.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.4K - 1% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 52M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 48M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): ``` pip install google-cloud-storage ``` @@ -2844,7 +2844,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): ``` pip install mongoengine ``` @@ -2855,7 +2855,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Elasticsearch client library for Python. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.7K Β· πŸ“¦ 36K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.7K Β· πŸ“¦ 37K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 08.03.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2871,16 +2871,16 @@ _Libraries for connecting to, operating, and querying databases._
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.2K) - Pure Python MySQL Client. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 630 - 5% open Β· ⏱️ 06.02.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 630 - 5% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 46M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 40M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): ``` pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1M Β· ⏱️ 09.01.2021): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.1M Β· ⏱️ 09.01.2021): ``` conda install -c conda-forge pymysql ``` @@ -2908,7 +2908,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 15M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 11M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2919,92 +2919,92 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ38 Β· ⭐ 580) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 560 - 18% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 40M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 38M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.4M Β· ⏱️ 14.03.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.5M Β· ⏱️ 14.03.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
pymongo (πŸ₯ˆ37 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 21.03.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month Β· πŸ“¦ 20K Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 21M / month Β· πŸ“¦ 20K Β· ⏱️ 25.01.2023): ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 990K Β· ⏱️ 18.11.2022): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1M Β· ⏱️ 18.11.2022): ``` conda install -c conda-forge pymongo ```
AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“₯ 180K Β· πŸ“¦ 910 Β· πŸ“‹ 880 - 4% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“₯ 180K Β· πŸ“¦ 920 Β· πŸ“‹ 890 - 4% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 21M / month Β· πŸ“¦ 49 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 21M / month Β· πŸ“¦ 50 Β· ⏱️ 09.01.2023): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 320K Β· ⏱️ 03.03.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 330K Β· ⏱️ 03.03.2023): ``` conda install -c conda-forge awswrangler ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 +
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 - [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 810 Β· πŸ“¦ 5.6K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.6M / month Β· πŸ“¦ 400 Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.7M / month Β· πŸ“¦ 400 Β· ⏱️ 24.01.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 650K Β· ⏱️ 28.10.2022): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 660K Β· ⏱️ 28.10.2022): ``` conda install -c conda-forge python-confluent-kafka ```
Ibis (πŸ₯ˆ36 Β· ⭐ 2.5K) - Expressive analytics in Python at any scale. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“₯ 58 Β· πŸ“¦ 450 Β· πŸ“‹ 2K - 3% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“₯ 58 Β· πŸ“¦ 460 Β· πŸ“‹ 2K - 3% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 92K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 270K Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 270K Β· ⏱️ 22.03.2023): ``` conda install -c conda-forge ibis-framework ```
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SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 - [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 21K Β· πŸ“‹ 410 - 42% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 12M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 7.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): ``` pip install sqlalchemy-utils ``` @@ -3015,7 +3015,7 @@ _Libraries for connecting to, operating, and querying databases._
libcloud (πŸ₯ˆ35 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.8K Β· πŸ“‹ 190 - 38% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.9K Β· πŸ“‹ 190 - 39% open Β· ⏱️ 30.01.2023): ``` git clone https://github.com/apache/libcloud @@ -3032,7 +3032,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 78M / month Β· πŸ“¦ 590 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 80M / month Β· πŸ“¦ 590 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` @@ -3048,50 +3048,50 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 6.8K Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 6.9K Β· ⏱️ 16.03.2023): ``` conda install -c anaconda elasticsearch-dsl ```
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Databases (πŸ₯ˆ34 Β· ⭐ 3.3K) - Async database support for Python. BSD-3 +
tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 310 - 40% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.2K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 12.02.2023): ``` - git clone https://github.com/encode/databases + git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 440K / month Β· πŸ“¦ 110 Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 95K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): ``` - pip install databases + pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 170K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 11K Β· ⏱️ 03.02.2023): ``` - conda install -c conda-forge databases + conda install -c conda-forge tortoise-orm ```
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tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
Databases (πŸ₯ˆ33 Β· ⭐ 3.3K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.2K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 310 - 40% open Β· ⏱️ 16.01.2023): ``` - git clone https://github.com/tortoise/tortoise-orm + git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 93K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 470K / month Β· πŸ“¦ 110 Β· ⏱️ 18.12.2022): ``` - pip install tortoise-orm + pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 10K Β· ⏱️ 03.02.2023): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 170K Β· ⏱️ 02.11.2022): ``` - conda install -c conda-forge tortoise-orm + conda install -c conda-forge databases ```
Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 720 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 720 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/prometheus/client_python @@ -3100,14 +3100,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 9.8M Β· ⏱️ 24.01.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 9.9M Β· ⏱️ 24.01.2023): ``` conda install -c conda-forge prometheus_client ```
Motor (πŸ₯ˆ33 Β· ⭐ 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 54K Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 54K Β· ⏱️ 21.03.2023): ``` git clone https://github.com/mongodb/motor @@ -3135,7 +3135,7 @@ _Libraries for connecting to, operating, and querying databases._
Cassandra Driver (πŸ₯ˆ33 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.7K Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.8K Β· ⏱️ 13.03.2023): ``` git clone https://github.com/datastax/python-driver @@ -3151,7 +3151,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 780) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4K Β· πŸ“‹ 230 - 4% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.1K Β· πŸ“‹ 230 - 4% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3167,12 +3167,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯ˆ33 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 280 Β· πŸ“¦ 6.1K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 280 Β· πŸ“¦ 6.2K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 14M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 9.8M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): ``` pip install pandas-gbq ``` @@ -3192,14 +3192,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 230K Β· ⏱️ 28.10.2022): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 240K Β· ⏱️ 28.10.2022): ``` conda install -c conda-forge mysqlclient ```
PynamoDB (πŸ₯‰32 Β· ⭐ 2.1K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.3K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/pynamodb/PynamoDB @@ -3208,7 +3208,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 280K Β· ⏱️ 21.02.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 290K Β· ⏱️ 21.02.2023): ``` conda install -c conda-forge pynamodb ``` @@ -3220,7 +3220,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 1.9M / month Β· πŸ“¦ 64 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2M / month Β· πŸ“¦ 64 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` @@ -3229,9 +3229,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pypika ```
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minio (πŸ₯‰32 Β· ⭐ 610) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯‰32 Β· ⭐ 620) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 4.1K Β· πŸ“‹ 500 - 1% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 4.2K Β· πŸ“‹ 500 - 1% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/minio/minio-py @@ -3247,7 +3247,7 @@ _Libraries for connecting to, operating, and querying databases._
s3transfer (πŸ₯‰32 Β· ⭐ 160) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“¦ 170K Β· πŸ“‹ 80 - 60% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“¦ 180K Β· πŸ“‹ 80 - 60% open Β· ⏱️ 24.02.2023): ``` git clone https://github.com/boto/s3transfer @@ -3263,20 +3263,36 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯‰31 Β· ⭐ 9.6K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 400 Β· πŸ“¦ 5.3K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 400 Β· πŸ“¦ 5.4K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 390K / month Β· πŸ“¦ 69 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 380K / month Β· πŸ“¦ 69 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 9.1K Β· ⏱️ 30.08.2022): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 9.3K Β· ⏱️ 30.08.2022): ``` conda install -c conda-forge sqlmodel ```
+
Pony (πŸ₯‰31 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 + +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 220 Β· πŸ“₯ 49 Β· πŸ“¦ 3.3K Β· πŸ“‹ 610 - 46% open Β· ⏱️ 15.12.2022): + + ``` + git clone https://github.com/ponyorm/pony + ``` +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 80K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): + ``` + pip install pony + ``` +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 86K Β· ⏱️ 28.01.2022): + ``` + conda install -c conda-forge pony + ``` +
influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 6.8K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): @@ -3300,7 +3316,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 51K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 52K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): ``` pip install dataset ``` @@ -3309,22 +3325,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge dataset ```
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Pony (πŸ₯‰30 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 - -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 220 Β· πŸ“₯ 47 Β· πŸ“‹ 610 - 46% open Β· ⏱️ 15.12.2022): - - ``` - git clone https://github.com/ponyorm/pony - ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 80K / month Β· πŸ“¦ 350 Β· ⏱️ 27.01.2022): - ``` - pip install pony - ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 86K Β· ⏱️ 28.01.2022): - ``` - conda install -c conda-forge pony - ``` -
cx-Oracle (πŸ₯‰30 Β· ⭐ 850 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.1K Β· πŸ“‹ 630 - 6% open Β· ⏱️ 08.06.2022): @@ -3332,7 +3332,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 310 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.7M / month Β· πŸ“¦ 310 Β· ⏱️ 04.11.2021): ``` pip install cx-Oracle ``` @@ -3341,14 +3341,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cx_oracle ```
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Records (πŸ₯‰29 Β· ⭐ 6.9K) - SQL for Humans. ISC +
Records (πŸ₯‰29 Β· ⭐ 7K) - SQL for Humans. ISC - [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 570 Β· πŸ“¦ 1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 250K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 260K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): ``` pip install records ``` @@ -3376,7 +3376,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 270K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 260K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3385,28 +3385,28 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pysolr ```
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piccolos (πŸ₯‰28 Β· ⭐ 980) - A fast, user friendly ORM and query builder which supports asyncio. MIT +
prisma (πŸ₯‰28 Β· ⭐ 1K) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2 -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 45 Β· πŸ“¦ 190 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 18.03.2023): ``` - git clone https://github.com/piccolo-orm/piccolo + git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 15K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 12K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): ``` - pip install piccolo + pip install prisma ```
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prisma (πŸ₯‰27 Β· ⭐ 1K) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2 +
piccolos (πŸ₯‰28 Β· ⭐ 990) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 67 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/RobertCraigie/prisma-client-py + git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 11K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 15K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): ``` - pip install prisma + pip install piccolo ```
HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT @@ -3448,47 +3448,47 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 37K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 30K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 3.5K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 3.6K Β· ⏱️ 23.12.2021): ``` conda install -c conda-forge umongo ```
ODMantic (πŸ₯‰21 Β· ⭐ 770) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 43% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 23K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 20K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): ``` pip install odmantic ```
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filedepot (πŸ₯‰21 Β· ⭐ 140 Β· πŸ“‰) - Toolkit for storing files and attachments in web applications. MIT +
filedepot (πŸ₯‰21 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT - [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 730 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 04.02.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5.5K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
PugSQL (πŸ₯‰20 Β· ⭐ 600 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- [GitHub](https://github.com/mcfunley/pugsql) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 51 Β· πŸ“‹ 38 - 47% open Β· ⏱️ 27.05.2022): +- [GitHub](https://github.com/mcfunley/pugsql) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 51 Β· πŸ“‹ 42 - 52% open Β· ⏱️ 27.05.2022): ``` git clone https://github.com/mcfunley/pugsql ``` -- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 26K / month Β· πŸ“¦ 1 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 26K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): ``` pip install pugsql ``` @@ -3507,7 +3507,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰18 Β· ⭐ 970) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 93 Β· πŸ“‹ 280 - 12% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 94 Β· πŸ“‹ 280 - 12% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3516,14 +3516,14 @@ _Libraries for connecting to, operating, and querying databases._
Show 13 hidden projects... - psycopg2 (πŸ₯ˆ38 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯‰32 Β· ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0 +- pyodbc (πŸ₯‰31 Β· ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 46) - Google Cloud Bigtable API client library. Apache-2 - py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ’€) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - gino (πŸ₯‰28 Β· ⭐ 2.5K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰22 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 250 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 @@ -3537,57 +3537,57 @@ _Libraries for connecting to, operating, and querying databases._ _Libraries for loading, collecting, and extracting data from a variety of data sources and formats._ -
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT +
Faker (πŸ₯‡44 Β· ⭐ 16K Β· πŸ“ˆ) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.7K Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 3% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.7K Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 3% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.6M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.7M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 730K Β· ⏱️ 03.03.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 730K Β· ⏱️ 22.03.2023): ``` conda install -c conda-forge faker ```
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Datasets (πŸ₯‡41 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 +
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 12K Β· πŸ“‹ 2.1K - 24% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 13K Β· πŸ“‹ 2.1K - 24% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 2.7M / month Β· πŸ“¦ 390 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.3M / month Β· πŸ“¦ 390 Β· ⏱️ 26.01.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 210K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 220K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge datasets ```
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xlwings (πŸ₯‡37 Β· ⭐ 2.5K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 27K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 27K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 93K / month Β· πŸ“¦ 630 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 94K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 560K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 570K Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge xlwings ```
Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 570 Β· πŸ“¦ 36K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 05.03.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 570 Β· πŸ“¦ 37K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 05.03.2023): ``` git clone https://github.com/jazzband/tablib @@ -3608,7 +3608,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3635,12 +3635,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xmltodict (πŸ₯ˆ33 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 51K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 52K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 22M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 23M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3651,7 +3651,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ31 Β· ⭐ 2.9K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 270 Β· πŸ“¦ 15K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 270 Β· πŸ“¦ 15K Β· πŸ“‹ 130 - 9% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/wkentaro/gdown @@ -3660,7 +3660,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 150K Β· ⏱️ 21.02.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 160K Β· ⏱️ 21.02.2023): ``` conda install -c conda-forge gdown ``` @@ -3676,23 +3676,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.6M Β· ⏱️ 08.01.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.7M Β· ⏱️ 08.01.2023): ``` conda install -c conda-forge smart_open ```
Intake (πŸ₯ˆ31 Β· ⭐ 880) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 120 Β· πŸ“¦ 930 Β· πŸ“‹ 340 - 29% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 130 Β· πŸ“¦ 940 Β· πŸ“‹ 340 - 29% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 19K / month Β· πŸ“¦ 110 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 20K / month Β· πŸ“¦ 110 Β· ⏱️ 26.08.2022): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 350K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 360K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge intake ``` @@ -3704,11 +3704,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 600K / month Β· πŸ“¦ 830 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 610K / month Β· πŸ“¦ 830 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 260K Β· ⏱️ 14.07.2021): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 270K Β· ⏱️ 14.07.2021): ``` conda install -c conda-forge pandas-datareader ``` @@ -3720,18 +3720,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 53K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 51K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 38K Β· ⏱️ 29.07.2022): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 39K Β· ⏱️ 29.07.2022): ``` conda install -c conda-forge snorkel ```
textract (πŸ₯‰27 Β· ⭐ 3.4K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 490 Β· πŸ“‹ 220 - 41% open Β· ⏱️ 10.03.2022): +- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“‹ 220 - 41% open Β· ⏱️ 10.03.2022): ``` git clone https://github.com/deanmalmgren/textract @@ -3745,28 +3745,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge textract ```
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img2dataset (πŸ₯‰24 Β· ⭐ 1.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
camelot (πŸ₯‰23 Β· ⭐ 1.9K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“₯ 790 Β· πŸ“¦ 25 Β· πŸ“‹ 180 - 41% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 330 Β· πŸ“‹ 260 - 61% open Β· ⏱️ 18.03.2023): ``` - git clone https://github.com/rom1504/img2dataset + git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 5.9K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.3K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` - pip install img2dataset + pip install camelot ```
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camelot (πŸ₯‰23 Β· ⭐ 1.9K) - A Python library to extract tabular data from PDFs. MIT +
img2dataset (πŸ₯‰23 Β· ⭐ 1.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 330 Β· πŸ“‹ 260 - 61% open Β· ⏱️ 26.02.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“₯ 800 Β· πŸ“¦ 27 Β· πŸ“‹ 180 - 41% open Β· ⏱️ 16.01.2023): ``` - git clone https://github.com/camelot-dev/camelot + git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.2K / month Β· πŸ“¦ 9 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 6.2K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` - pip install camelot + pip install img2dataset ```
rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 @@ -3783,19 +3783,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Upgini (πŸ₯‰19 Β· ⭐ 180) - Free automated data enrichment library for machine learning searches.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 21.03.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.8K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.6K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ```
Squirrel (πŸ₯‰17 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 5 Β· πŸ“¦ 2 Β· πŸ“‹ 5 - 60% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 5 - 60% open Β· ⏱️ 09.03.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core @@ -3813,7 +3813,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- SDV (πŸ₯‰29 Β· ⭐ 1.3K) - Synthetic Data Generation for tabular, relational and time series data. ❗️SSPL-1.0 +- SDV (πŸ₯‰28 Β· ⭐ 1.3K) - Synthetic Data Generation for tabular, relational and time series data. ❗️SSPL-1.0 - Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - messytables (πŸ₯‰24 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT @@ -3834,7 +3834,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡46 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 440K Β· πŸ“¦ 6.2K Β· πŸ“‹ 7.2K - 12% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 440K Β· πŸ“¦ 6.2K Β· πŸ“‹ 7.2K - 12% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/apache/airflow @@ -3854,7 +3854,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡45 Β· ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.4K Β· πŸ“¦ 97K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 97K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/celery/celery @@ -3868,73 +3868,89 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Prefect (πŸ₯‡42 Β· ⭐ 11K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 +
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.4K Β· πŸ“‹ 3.5K - 21% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.4K Β· πŸ“‹ 3.5K - 21% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 130 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 650K / month Β· πŸ“¦ 130 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 400K Β· ⏱️ 10.03.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 410K Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 6.6K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.4K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.6K - 76% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.6K - 76% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.1M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 35K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 36K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 8.8K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 800K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 770K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 87K Β· ⏱️ 30.06.2021): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 88K Β· ⏱️ 30.06.2021): ``` conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 6.8K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 6.9K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 860 Β· πŸ“¦ 1K Β· πŸ“‹ 5.3K - 29% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 870 Β· πŸ“¦ 1K Β· πŸ“‹ 5.3K - 29% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 650K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 800K Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 810K Β· ⏱️ 04.03.2023): ``` conda install -c conda-forge dagster ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.1K) - Always know what to expect from your data. Apache-2 + +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 10% open Β· ⏱️ 23.03.2023): + + ``` + git clone https://github.com/great-expectations/great_expectations + ``` +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.7M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): + ``` + pip install great_expectations + ``` +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 610K Β· ⏱️ 17.03.2023): + ``` + conda install -c conda-forge great-expectations + ``` +
joblib (πŸ₯ˆ39 Β· ⭐ 3.1K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 260K Β· πŸ“‹ 810 - 46% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 270K Β· πŸ“‹ 810 - 46% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/joblib/joblib @@ -3943,7 +3959,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 16M Β· ⏱️ 10.10.2022): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 17M Β· ⏱️ 10.10.2022): ``` conda install -c conda-forge joblib ``` @@ -3955,34 +3971,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 820K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 790K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 12K Β· πŸ“¦ 2 Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 12K Β· πŸ“¦ 2 Β· ⏱️ 17.03.2023): ``` conda install -c anaconda luigi ```
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Great Expectations (πŸ₯ˆ38 Β· ⭐ 8.1K) - Always know what to expect from your data. Apache-2 - -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.2K Β· πŸ“‹ 1.6K - 12% open Β· ⏱️ 16.03.2023): - - ``` - git clone https://github.com/great-expectations/great_expectations - ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.5M / month Β· πŸ“¦ 23 Β· ⏱️ 04.11.2022): - ``` - pip install great_expectations - ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 600K Β· ⏱️ 12.03.2023): - ``` - conda install -c conda-forge great-expectations - ``` -
dbt (πŸ₯ˆ38 Β· ⭐ 6.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 2.3K Β· πŸ“‹ 3.8K - 12% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 2.3K Β· πŸ“‹ 3.8K - 12% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/dbt-labs/dbt-core @@ -3998,12 +3998,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 8.2K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 490K / month Β· πŸ“¦ 62 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 490K / month Β· πŸ“¦ 64 Β· ⏱️ 06.03.2023): ``` pip install kedro ``` @@ -4015,7 +4015,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 470K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 530K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -4026,24 +4026,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ32 Β· ⭐ 5.3K) - Data Lake for Deep Learning. Build, manage, query, version, &.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 78 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 97 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 30K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 31K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
huey (πŸ₯ˆ32 Β· ⭐ 4.4K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.1K Β· ⏱️ 11.03.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 23.03.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 78K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 77K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -4052,53 +4052,53 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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ploomber (πŸ₯ˆ31 Β· ⭐ 3K) - The fastest way to build data pipelines. Develop iteratively, deploy.. Apache-2 +
zenml (πŸ₯ˆ31 Β· ⭐ 2.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 72 Β· πŸ“‹ 830 - 16% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 90 Β· πŸ“‹ 180 - 17% open Β· ⏱️ 20.03.2023): ``` - git clone https://github.com/ploomber/ploomber - ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 11K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): - ``` - pip install ploomber + git clone https://github.com/zenml-io/zenml ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 49K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6.7K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): ``` - conda install -c conda-forge ploomber + pip install zenml ```
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zenml (πŸ₯ˆ30 Β· ⭐ 2.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
ploomber (πŸ₯ˆ30 Β· ⭐ 3K) - The fastest way to build data pipelines. Develop iteratively, deploy.. Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 88 Β· πŸ“‹ 180 - 19% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 72 Β· πŸ“‹ 830 - 16% open Β· ⏱️ 31.01.2023): ``` - git clone https://github.com/zenml-io/zenml + git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 7.5K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 10K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` - pip install zenml + pip install ploomber + ``` +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 50K Β· ⏱️ 31.01.2023): + ``` + conda install -c conda-forge ploomber ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 310 Β· πŸ“¦ 200 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 460 - 21% open Β· ⏱️ 24.02.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 150K / month Β· πŸ“¦ 26 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 160K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 63K Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 64K Β· ⏱️ 24.02.2023): ``` conda install -c conda-forge mleap ```
faust (πŸ₯‰29 Β· ⭐ 6.5K) - Python Stream Processing. BSD-3 -- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.4K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.5K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/robinhood/faust @@ -4110,42 +4110,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯‰29 Β· ⭐ 2.1K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 91 Β· πŸ“₯ 81 Β· πŸ“¦ 76 Β· πŸ“‹ 340 - 9% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 92 Β· πŸ“₯ 75 Β· πŸ“¦ 77 Β· πŸ“‹ 340 - 9% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 58K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 56K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): ``` pip install whylogs ```
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arq (πŸ₯‰27 Β· ⭐ 1.5K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
PyFunctional (πŸ₯‰27 Β· ⭐ 2.1K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“¦ 370 Β· πŸ“‹ 180 - 31% open Β· ⏱️ 14.12.2022): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 580 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): ``` - git clone https://github.com/samuelcolvin/arq - ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 46K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): - ``` - pip install arq + git clone https://github.com/EntilZha/PyFunctional ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6K Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 290K / month Β· πŸ“¦ 15 Β· ⏱️ 12.01.2021): ``` - conda install -c conda-forge arq + pip install pyfunctional ```
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PyFunctional (πŸ₯‰26 Β· ⭐ 2.1K) - Python library for creating data pipelines with chain functional.. MIT +
arq (πŸ₯‰26 Β· ⭐ 1.5K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 580 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 370 Β· πŸ“‹ 180 - 31% open Β· ⏱️ 19.03.2023): ``` - git clone https://github.com/EntilZha/PyFunctional + git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 310K / month Β· πŸ“¦ 15 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 46K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): ``` - pip install pyfunctional + pip install arq + ``` +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.1K Β· ⏱️ 02.12.2022): + ``` + conda install -c conda-forge arq ```
streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 @@ -4155,19 +4155,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.5K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.4K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 5 - 20% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 9 - 55% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 85K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 100K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4184,30 +4184,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install optimuspyspark ```
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TaskTiger (πŸ₯‰25 Β· ⭐ 1.2K) - Python task queue using Redis. MIT +
TaskTiger (πŸ₯‰24 Β· ⭐ 1.2K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 1.4K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 1.3K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ```
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Pypeline (πŸ₯‰23 Β· ⭐ 1.4K Β· πŸ’€) - Concurrent data pipelines in Python . MIT +
Pypeline (πŸ₯‰23 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 86 Β· πŸ“¦ 90 Β· πŸ“‹ 63 - 26% open Β· ⏱️ 23.06.2022): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 87 Β· πŸ“¦ 91 Β· πŸ“‹ 63 - 26% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 21K / month Β· πŸ“¦ 9 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 22K / month Β· πŸ“¦ 9 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` -- [Conda](https://anaconda.org/conda-forge/pypeln) (πŸ“₯ 12K Β· ⏱️ 06.01.2022): +- [Conda](https://anaconda.org/conda-forge/pypeln) (πŸ“₯ 13K Β· ⏱️ 06.01.2022): ``` conda install -c conda-forge pypeln ``` @@ -4223,7 +4223,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pysparkling ``` -- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4K Β· ⏱️ 23.03.2021): +- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.1K Β· ⏱️ 23.03.2021): ``` conda install -c conda-forge pysparkling ``` @@ -4235,7 +4235,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 710 / month Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 450 / month Β· ⏱️ 02.01.2023): ``` pip install batchflow ``` @@ -4247,7 +4247,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 2K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.9K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): ``` pip install pdpipe ``` @@ -4271,7 +4271,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 230 / month Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 300 / month Β· ⏱️ 26.10.2022): ``` pip install d6tflow ``` @@ -4295,7 +4295,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 130 / month Β· ⏱️ 22.09.2022): ``` pip install mara-pipelines ``` @@ -4319,7 +4319,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 98 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 120 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4354,7 +4354,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.1K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 730K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 740K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4363,7 +4363,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 31M Β· ⏱️ 09.11.2022): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 32M Β· ⏱️ 09.11.2022): ``` conda install -c conda-forge pyyaml ``` @@ -4408,16 +4408,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.6K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 190 Β· πŸ“¦ 6.4K Β· πŸ“‹ 240 - 27% open Β· ⏱️ 06.01.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.5K Β· πŸ“‹ 240 - 25% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 710 Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 730 Β· ⏱️ 06.01.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 230K Β· ⏱️ 06.01.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 230K Β· ⏱️ 18.03.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4449,9 +4449,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡41 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡40 Β· ⭐ 4.7K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 650K Β· πŸ“‹ 620 - 19% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 660K Β· πŸ“‹ 630 - 18% open Β· ⏱️ 18.03.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4467,7 +4467,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 170K Β· πŸ“‹ 250 - 10% open Β· ⏱️ 10.03.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 170K Β· πŸ“‹ 250 - 10% open Β· ⏱️ 19.03.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4483,16 +4483,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ35 Β· ⭐ 6.1K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 20.02.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.1K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 20.02.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.2M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 760K Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 770K Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ``` @@ -4515,39 +4515,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
tenacity (πŸ₯ˆ34 Β· ⭐ 4.6K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 36% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 36% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 24M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.09.2022): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 25M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.09.2022): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.1M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.2M Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge tenacity ```
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python-dependency-injector (πŸ₯ˆ34 Β· ⭐ 2.7K) - Dependency injection framework for Python. BSD-3 +
python-dependency-injector (πŸ₯ˆ33 Β· ⭐ 2.8K) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 200 Β· πŸ“¦ 1.9K Β· πŸ“‹ 470 - 26% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 200 Β· πŸ“¦ 1.9K Β· πŸ“‹ 480 - 27% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 870K / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 930K / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 19K Β· ⏱️ 19.12.2022): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 20K Β· ⏱️ 19.12.2022): ``` conda install -c conda-forge dependency_injector ```
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natsort (πŸ₯‰33 Β· ⭐ 730) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯ˆ33 Β· ⭐ 740) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 18K Β· πŸ“‹ 84 - 2% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 18K Β· πŸ“‹ 85 - 2% open Β· ⏱️ 02.03.2023): ``` git clone https://github.com/SethMMorton/natsort @@ -4579,16 +4579,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰28 Β· ⭐ 2.6K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 94 Β· πŸ“¦ 330 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 95 Β· πŸ“¦ 330 Β· πŸ“‹ 410 - 18% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 58K / month Β· πŸ“¦ 31 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 58K / month Β· πŸ“¦ 53 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.4K Β· ⏱️ 13.03.2022): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.5K Β· ⏱️ 13.03.2022): ``` conda install -c conda-forge returns ``` @@ -4624,9 +4624,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... - retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 600 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰24 Β· ⭐ 610 Β· πŸ’€) - API Rate Limit Decorator. MIT +- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT -- pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2

@@ -4636,12 +4636,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡41 Β· ⭐ 51K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 52K / month Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 54K / month Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4654,9 +4654,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ33 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ34 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 58K Β· πŸ“¦ 39 Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 58K Β· πŸ“¦ 39 Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/micropython/micropython @@ -4668,7 +4668,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyston (πŸ₯ˆ22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 -- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 84 Β· πŸ“₯ 17K Β· πŸ“‹ 99 - 44% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 84 Β· πŸ“₯ 18K Β· πŸ“‹ 99 - 44% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/pyston/pyston @@ -4713,7 +4713,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 620K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 630K Β· ⏱️ 01.06.2022): ``` conda install -c conda-forge cookiecutter ``` @@ -4736,7 +4736,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ37 Β· ⭐ 2.8K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 560 Β· πŸ“¦ 510K Β· πŸ“‹ 320 - 8% open Β· ⏱️ 26.02.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 520K Β· πŸ“‹ 320 - 8% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/eliben/pycparser @@ -4750,9 +4750,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
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diagrams (πŸ₯ˆ35 Β· ⭐ 28K) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯ˆ35 Β· ⭐ 29K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.7K Β· πŸ“¦ 910 Β· πŸ“‹ 500 - 64% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.7K Β· πŸ“¦ 920 Β· πŸ“‹ 500 - 64% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/mingrammer/diagrams @@ -4773,23 +4773,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 76M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): ``` pip install wrapt ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 10M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 11M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge wrapt ```
decorator (πŸ₯ˆ34 Β· ⭐ 750) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 95 Β· πŸ“¦ 400K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 97 Β· πŸ“¦ 400K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 64M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 67M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4800,7 +4800,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ33 Β· ⭐ 1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 20K Β· πŸ“‹ 400 - 33% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 20K Β· πŸ“‹ 410 - 33% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j @@ -4814,18 +4814,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge py4j ```
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fastcore (πŸ₯ˆ32 Β· ⭐ 820) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯ˆ32 Β· ⭐ 830) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 240 Β· πŸ“¦ 3K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 03.02.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 240 Β· πŸ“¦ 3.1K Β· πŸ“‹ 320 - 5% open Β· ⏱️ 03.02.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month Β· πŸ“¦ 180 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 580K / month Β· πŸ“¦ 180 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 33K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 34K Β· ⏱️ 22.02.2023): ``` conda install -c conda-forge fastcore ``` @@ -4837,7 +4837,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 220K / month Β· πŸ“¦ 61 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 230K / month Β· πŸ“¦ 61 Β· ⏱️ 23.01.2023): ``` pip install pyscaffold ``` @@ -4846,14 +4846,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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pluggy (πŸ₯‰31 Β· ⭐ 910) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯‰31 Β· ⭐ 920) - A minimalist production ready plugin system. MIT - [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 63M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): ``` pip install pluggy ``` @@ -4864,12 +4864,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
keyboard (πŸ₯‰30 Β· ⭐ 3.3K) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 9.7K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 9.8K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 400K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 410K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4878,18 +4878,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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Copier (πŸ₯‰28 Β· ⭐ 920) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯‰28 Β· ⭐ 930) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 110 Β· πŸ“¦ 370 Β· πŸ“‹ 330 - 15% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 110 Β· πŸ“¦ 380 Β· πŸ“‹ 330 - 15% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 32K / month Β· πŸ“¦ 9 Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 35K / month Β· πŸ“¦ 9 Β· ⏱️ 29.12.2022): ``` pip install copier ```
+
pyscreenshot (πŸ₯‰27 Β· ⭐ 460) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 + +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· πŸ“¦ 1.9K Β· ⏱️ 12.03.2023): + + ``` + git clone https://github.com/ponty/pyscreenshot + ``` +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 85K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): + ``` + pip install pyscreenshot + ``` +
catalogue (πŸ₯‰27 Β· ⭐ 140) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 22K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 13.02.2023): @@ -4901,38 +4913,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 940K Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 950K Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge catalogue ```
powerline-shell (πŸ₯‰26 Β· ⭐ 6K) - A beautiful and useful prompt for your shell. MIT -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 91 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 92 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.8K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.6K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
-
pyscreenshot (πŸ₯‰26 Β· ⭐ 460) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 - -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/ponty/pyscreenshot - ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 87K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): - ``` - pip install pyscreenshot - ``` -
Send2Trash (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 33 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 27.07.2022): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 34 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 27.07.2022): ``` git clone https://github.com/arsenetar/send2trash @@ -4941,7 +4941,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.1M Β· ⏱️ 09.08.2021): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.2M Β· ⏱️ 09.08.2021): ``` conda install -c conda-forge send2trash ``` @@ -4953,11 +4953,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 260K / month Β· πŸ“¦ 220 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 270K / month Β· πŸ“¦ 220 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 22K Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 23K Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge python-mss ``` diff --git a/history/2023-03-23_changes.md b/history/2023-03-23_changes.md new file mode 100644 index 0000000..40f0d69 --- /dev/null +++ b/history/2023-03-23_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- boto3 (πŸ₯‡45 Β· ⭐ 8K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +- Faker (πŸ₯‡44 Β· ⭐ 16K Β· πŸ“ˆ) - Faker is a Python package that generates fake data for you. MIT +- aiocache (πŸ₯ˆ31 Β· ⭐ 820 Β· πŸ“ˆ) - Asyncio cache manager for redis, memcached and memory. BSD-3 +- cachier (πŸ₯‰25 Β· ⭐ 430 Β· πŸ“ˆ) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +- everett (πŸ₯‰25 Β· ⭐ 140 Β· πŸ“ˆ) - configuration library for python projects. MPL-2.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- attrs (πŸ₯‡40 Β· ⭐ 4.7K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- anyio (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +- pendulum (πŸ₯‰34 Β· ⭐ 5.4K Β· πŸ“‰) - Python datetimes made easy. MIT +- pyrsistent (πŸ₯‡34 Β· ⭐ 1.8K Β· πŸ“‰) - Persistent/Immutable/Functional data structures for Python. MIT +- pytz (πŸ₯‰32 Β· ⭐ 250 Β· πŸ“‰) - pytz Python historical timezone library and database. MIT + diff --git a/history/2023-03-23_projects.csv b/history/2023-03-23_projects.csv new file mode 100644 index 0000000..69f2b26 --- /dev/null +++ b/history/2023-03-23_projects.csv @@ -0,0 +1,389 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-20 09:24:46.000,2023-03-20 09:24:45,359.0,27.0,1964,366.0,184.0,13.0,31.0,13074,2023-03-20 09:24:52.000,2023.03.16,89.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-03-20 23:10:25.000,2023-03-20 23:10:23,213.0,25.0,141,52.0,131.0,1.0,2.0,1842,2023-03-20 23:10:44.000,2023.03.16,81.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-03-20 23:10:52.000,2023-03-20 23:10:51,211.0,25.0,36,21.0,129.0,1.0,5.0,688,2023-03-20 23:10:58.000,2023.03.16,80.0,6.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-03-20 23:10:25.000,2023-03-20 23:10:23,213.0,25.0,141,52.0,131.0,1.0,2.0,1842,2023-03-20 23:10:44.000,2023.03.16,81.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-20 09:24:46.000,2023-03-20 09:24:45,359.0,27.0,1964,366.0,184.0,13.0,31.0,13074,2023-03-20 09:24:52.000,2023.03.16,89.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-01-27 22:41:14.000,2023-01-27 22:41:14,830.0,4.0,6752,1666.0,320.0,9.0,73.0,36934,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-20 09:24:46.000,2023-03-20 09:24:45,359.0,27.0,1964,366.0,184.0,13.0,31.0,13074,2023-03-20 09:24:52.000,2023.03.16,89.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-03-23 12:55:21.000,2023-03-22 20:19:48,31903.0,912.0,15940,1109.0,27939.0,3680.0,20597.0,37354,2023-01-19 08:32:09.738,1.5.3,112.0,3266.0,53,True,pandas,conda-forge/pandas,['pandas'],185740.0,113911176.0,1113210.0,1045806.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,67404.0,113462261.0,https://anaconda.org/conda-forge/pandas,2023-03-17 01:05:54.236,36672636.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-03-23 11:39:43.000,2023-03-23 08:51:27,31821.0,682.0,7840,575.0,12069.0,2151.0,9347.0,22992,2023-02-05 20:16:57.000,1.24.2,139.0,1596.0,51,True,numpy,conda-forge/numpy,,680374.0,153604679.0,1645336.0,1515068.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,130268.0,152961846.0,https://anaconda.org/conda-forge/numpy,2023-02-06 01:44:11.557,51978266.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-03-23 08:48:35.000,2023-03-22 22:37:32,11355.0,674.0,14870,2077.0,6680.0,827.0,4799.0,58654,2023-03-10 18:35:01.000,22.2,130.0,1073.0,49,True,protobuf,conda-forge/protobuf,,36983813.0,127864593.0,388463.0,369582.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15611.0,121017245.0,https://anaconda.org/conda-forge/protobuf,2022-12-23 12:30:23.074,13101830.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3270.0,6032784.0,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-03-23 13:02:32.000,2023-03-23 00:47:06,53525.0,244.0,23143,1950.0,48785.0,977.0,30593.0,56743,2023-02-28 11:04:03.397,7.3.0,319.0,6702.0,48,True,ansible,conda-forge/ansible,,,4336958.0,30980.0,26910.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4070.0,4324488.0,https://anaconda.org/conda-forge/ansible,2023-02-28 14:39:52.634,835534.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-03-23 12:29:02.000,2023-03-22 18:23:29,19224.0,829.0,12041,756.0,20326.0,868.0,6330.0,29990,2023-03-15 00:40:12.000,2.5.2,138.0,2773.0,46,True,apache-airflow,conda-forge/airflow,,444627.0,12763835.0,6433.0,6212.0,https://pypi.org/project/apache-airflow,2023-03-14 22:53:02.187,221.0,11615566.0,https://anaconda.org/conda-forge/airflow,2023-03-15 21:59:15.105,854285.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-03-15 21:31:54.960015,431.0,107462058.0,,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-03-23 11:58:10.000,2023-03-23 11:58:01,10105.0,512.0,1149,120.0,6384.0,32.0,2148.0,5434,2023-03-02 21:08:29.574,39.0.2,110.0,287.0,46,True,cryptography,conda-forge/cryptography,,,166474113.0,444533.0,423690.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,20843.0,165964926.0,https://anaconda.org/conda-forge/cryptography,2023-03-03 06:04:35.451,35133959.0,1.0,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-03-23 13:13:11.000,2023-03-23 08:26:55,12152.0,55.0,4454,476.0,2881.0,602.0,4284.0,21150,2023-02-19 11:47:50.000,5.3.0b2,194.0,1272.0,45,True,celery,conda-forge/celery,,,6156622.0,112242.0,97226.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15016.0,6142976.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1146342.0,1.0,,,,,,,,,,,,,,,,,, +14,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-03-23 12:18:51.050,2023-03-23 00:05:19,5022.0,193.0,1735,240.0,655.0,152.0,2759.0,7970,2023-03-22 19:20:32.884,1.26.97,1270.0,141.0,45,True,boto3,conda-forge/boto3,,,504081428.0,298477.0,281419.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17058.0,503888631.0,https://anaconda.org/conda-forge/boto3,2023-03-23 12:18:51.050,14652573.0,1.0,,,,,,,,,,,,1.0,,,,,, +15,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-03-22 11:11:36.742,2023-03-21 21:17:10,3298.0,195.0,1740,222.0,1198.0,19.0,609.0,15544,2023-03-21 21:19:05.778,18.3.0,275.0,513.0,44,True,Faker,conda-forge/faker,,,7700524.0,121473.0,118433.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3040.0,7690388.0,https://anaconda.org/conda-forge/faker,2023-03-22 11:11:36.742,729850.0,1.0,,,,,,,,,,,,1.0,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-03-20 22:47:16.000,2023-03-01 17:04:49,2239.0,36.0,1314,180.0,996.0,126.0,1339.0,13612,2022-04-28 17:37:47.000,8.1.3,49.0,337.0,44,True,click,conda-forge/click,,,136766622.0,1226357.0,1153886.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72471.0,136454484.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,24971091.0,1.0,,,,,,,,,,,,,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-03-23 12:54:22.236,2023-03-22 21:04:02,11033.0,218.0,3602,570.0,3292.0,527.0,3804.0,13564,2023-03-21 19:16:02.798,1.27.96,1674.0,411.0,44,True,awscli,conda-forge/awscli,,1278.0,137537077.0,3041.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3039.0,137308971.0,https://anaconda.org/conda-forge/awscli,2023-03-23 12:54:22.236,18246608.0,1.0,,,,,,,,,,,,,,,,,, +18,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-03-23 10:42:46.000,2023-03-23 02:33:14,1571.0,95.0,1183,96.0,1950.0,593.0,1679.0,12978,2023-03-22 20:03:45.780,1.10.7,98.0,351.0,44,True,pydantic,conda-forge/pydantic,,,57363067.0,177808.0,171718.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6090.0,57276985.0,https://anaconda.org/conda-forge/pydantic,2023-03-23 10:12:25.306,4304141.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-03-23 10:57:21.000,2023-03-22 16:03:50,2152.0,51.0,2329,329.0,1276.0,166.0,1230.0,11273,2023-03-22 16:25:54.900,4.3.6,106.0,385.0,44,True,redis,conda-forge/redis-py,,,26928262.0,27284.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27284.0,26916735.0,https://anaconda.org/conda-forge/redis-py,2023-03-20 12:34:38.208,922233.0,1.0,,,,,,,,,,,,,,,,,, +20,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-03-23 10:49:37.000,2023-03-22 23:54:57,16122.0,348.0,1089,90.0,592.0,168.0,7026.0,6973,2023-03-18 17:08:51.000,rel_1_4_47,275.0,608.0,44,True,SQLAlchemy,conda-forge/sqlalchemy,,40488.0,75661704.0,584136.0,537461.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46675.0,75507866.0,https://anaconda.org/conda-forge/sqlalchemy,2023-03-19 13:48:08.085,11312723.0,1.0,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-03-23 07:45:17.083,2023-03-22 23:21:49,9703.0,250.0,993,65.0,1916.0,142.0,873.0,1256,2023-03-22 19:20:11.491,1.29.97,1657.0,191.0,44,True,botocore,conda-forge/botocore,,,276835483.0,215612.0,207286.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8326.0,276585419.0,https://anaconda.org/conda-forge/botocore,2023-03-23 07:45:17.083,20005149.0,1.0,,,,,,,,,,,,,,,,,, +22,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-03-23 04:01:57.000,2023-03-21 09:31:07,3744.0,122.0,1524,542.0,935.0,106.0,971.0,42600,2023-03-04 16:31:05.649,13.3.2,178.0,221.0,43,True,rich,conda-forge/rich,,,23511651.0,78142.0,74380.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,3762.0,23409799.0,https://anaconda.org/conda-forge/rich,2023-03-04 19:12:51.787,3259275.0,1.0,,,,,,,,,,,,,,,,,, +23,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-03-22 22:14:38.000,2023-03-22 09:53:54,4031.0,230.0,4794,706.0,3533.0,251.0,6499.0,28946,2023-03-22 12:59:58.000,2.17.0,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,139599840.0,4081110.0,13084.0,11841.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1243.0,1709527.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,301712.0,2.0,,,,,,,,,,,,,,,,,, +24,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-03-23 00:22:05.000,2023-03-16 06:58:26,2901.0,73.0,3041,643.0,2287.0,137.0,2045.0,20077,2023-03-03 19:50:50.336,23.3.3,32.0,633.0,43,True,flatbuffers,conda-forge/flatbuffers,,169626.0,11844093.0,50648.0,50122.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,271.0,10712385.0,https://anaconda.org/conda-forge/flatbuffers,2023-03-17 08:01:52.765,616502.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-03-03 19:50:29.334,255.0,1122575.0,,,,,,,,,,,,, +25,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-03-22 06:50:04.000,2023-03-10 21:22:13,3860.0,118.0,1917,319.0,737.0,968.0,725.0,8225,2023-03-10 21:24:11.689,3.1.0,141.0,183.0,43,True,paramiko,conda-forge/paramiko,,,35049024.0,86617.0,73793.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12824.0,35012147.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,2876471.0,2.0,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-03-20 15:14:35.000,2023-03-15 20:05:39,6323.0,74.0,508,32.0,701.0,404.0,1318.0,1231,2023-01-02 18:49:49.016,2.14.0,57.0,768.0,43,True,pygments,conda-forge/pygments,,,54102833.0,520503.0,483774.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36729.0,53862678.0,https://anaconda.org/conda-forge/pygments,2023-01-02 17:56:08.010,19932865.0,1.0,,,,,,,,,,,,,,,,,, +27,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-03-23 13:15:45.000,2023-03-23 13:15:45,3373.0,118.0,2057,265.0,3483.0,521.0,1620.0,15581,2023-02-28 18:08:09.000,2.10.1,65.0,500.0,42,True,datasets,conda-forge/datasets,,,3318596.0,13103.0,12710.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,393.0,3310403.0,https://anaconda.org/conda-forge/datasets,2023-03-02 15:50:53.940,221230.0,1.0,,,,,,,,,,,,,,,,,, +28,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-03-23 13:30:17.000,2023-03-23 02:12:52,14156.0,531.0,1155,153.0,4953.0,738.0,2750.0,11532,2023-03-16 20:06:00.753,2.8.6,198.0,321.0,42,True,prefect,conda-forge/prefect,,,658364.0,2521.0,2389.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,132.0,649893.0,https://anaconda.org/conda-forge/prefect,2023-03-16 22:12:30.287,406634.0,1.0,,,,,,,,,,,,,,,,,, +29,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-03-16 20:04:15.557,2023-02-22 19:05:19,3299.0,10.0,1623,199.0,1538.0,421.0,1190.0,6147,2022-11-02 19:44:38.922,6.0.1,80.0,433.0,42,True,docker,conda-forge/docker-py,,393.0,30004771.0,61741.0,58067.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3674.0,29965226.0,https://anaconda.org/conda-forge/docker-py,2023-03-16 20:04:15.557,3163378.0,2.0,,,,,,,,,,,,,,,,,, +30,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-03-23 13:15:14.000,2023-03-23 08:44:02,14049.0,821.0,2267,368.0,21617.0,966.0,7027.0,3561,2023-03-21 20:07:39.000,azure-eventhub_5.11.2,100.0,551.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,37864463.0,2789.0,2173.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,616.0,37848359.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-02-23 02:02:30.524,901825.0,1.0,,,,,,,,,,,,,,,,,, +31,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-03-23 13:24:29.000,2023-03-23 13:21:32,116345.0,745.0,26181,1475.0,39696.0,8314.0,55839.0,51395,2020-07-22 03:00:52.000,0.0.6,11.0,2413.0,41,True,cpython,conda-forge/typing,,,81793.0,3.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,,53883.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2344511.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +32,pulumi,pulumi/pulumi,"Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language, Your Way.",,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-03-23 12:48:41.000,2023-03-23 12:19:38,9494.0,733.0,863,168.0,5907.0,1698.0,4186.0,15431,2023-03-23 01:21:31.000,3.59.0,3872.0,223.0,41,True,pulumi,,,186468.0,1817122.0,3035.0,2355.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,126.0,642230.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-03-23 01:22:31.401,554.0,1166013.0,,,,,,,,,,,,, +33,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-03-18 21:12:50.000,2023-03-18 21:11:49,4499.0,33.0,1370,201.0,453.0,,2239.0,9896,2023-02-28 15:33:59.000,3.16.0,181.0,150.0,41,True,peewee,conda-forge/peewee,,,1206697.0,24688.0,21020.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3668.0,1200643.0,https://anaconda.org/conda-forge/peewee,2023-02-27 21:36:36.325,484327.0,1.0,,,,,,,,,,,,,,,,,, +34,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-03-23 13:19:28.000,2023-03-23 13:19:28,38693.0,604.0,3866,259.0,20579.0,4291.0,1320.0,6638,2023-03-17 14:57:06.000,2.46.0,82.0,1455.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,7064425.0,186.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,184.0,7062433.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-03-12 14:02:35.756,35864.0,1.0,,,,,,,,,,,,,,,,,, +35,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-03-23 07:53:15.000,2023-03-04 08:49:12,4187.0,64.0,493,57.0,860.0,242.0,1164.0,1845,2023-01-23 10:26:08.294,3.8.0,33.0,192.0,41,True,h5py,conda-forge/h5py,,2575.0,14299925.0,218794.0,204280.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14514.0,14168248.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,11057963.0,1.0,,,,,,,,,,,,,,,,,, +36,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-03-23 10:08:04.000,2023-03-22 15:53:51,12763.0,54.0,3005,620.0,3424.0,968.0,3827.0,15659,2022-03-06 10:55:38.000,2.1.0,40.0,583.0,40,True,kivy,conda-forge/kivy,,29788.0,101476.0,10006.0,9404.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,602.0,96077.0,https://anaconda.org/conda-forge/kivy,2023-02-06 04:38:21.801,285890.0,1.0,,,,,,,,,,,,,,,,,, +37,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-03-23 13:31:31.000,2023-03-23 13:31:30,5789.0,890.0,768,123.0,4401.0,561.0,2714.0,15592,2023-03-17 10:25:03.771,0.16.14,270.0,195.0,40,True,polars,,,,462132.0,1329.0,1220.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,109.0,462132.0,,,,2.0,,,,,,,,,,,,,,,,,, +38,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-03-23 04:47:57.000,2023-03-20 23:44:41,1736.0,61.0,1338,211.0,789.0,149.0,899.0,8823,2023-02-19 14:10:32.002,1.13.0,72.0,285.0,40,True,rq,conda-forge/rq,,,770163.0,14808.0,13048.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1760.0,769068.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,87616.0,1.0,,,,,,,,,,,,,,,,,, +39,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-03-23 11:28:46.000,2023-03-23 03:14:58,13687.0,1123.0,870,95.0,7541.0,1576.0,3769.0,6922,2023-03-22 23:33:31.000,1.2.3,529.0,289.0,40,True,dagster,conda-forge/dagster,,,656453.0,1144.0,1030.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,114.0,636248.0,https://anaconda.org/conda-forge/dagster,2023-03-04 00:09:39.431,808234.0,1.0,,,,,,,,,,,,,,,,,, +40,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-03-18 21:32:50.000,2023-03-18 18:31:15,1271.0,35.0,337,60.0,493.0,119.0,508.0,4682,2022-12-21 10:13:31.679,22.2.0,26.0,141.0,40,True,attrs,conda-forge/attrs,,,133955723.0,672864.0,655238.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17626.0,133593744.0,https://anaconda.org/conda-forge/attrs,2022-12-21 14:25:41.273,26062488.0,1.0,,,,,,,,,,,,-1.0,,,,,, +41,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-03-22 21:11:54.000,2023-03-22 17:48:43,9220.0,34.0,1444,310.0,7117.0,41.0,3371.0,4135,2023-03-22 17:48:56.000,google-cloud-discoveryengine-v0.4.0,100.0,326.0,40,True,google-cloud-storage,conda-forge/google-cloud-storage,,,47954414.0,1875.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1875.0,47908237.0,https://anaconda.org/conda-forge/google-cloud-storage,2022-12-07 10:28:03.244,3186244.0,1.0,,,,,,,,,,,,,,,,,, +42,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-03-20 17:02:10.000,2023-03-20 17:01:45,2447.0,66.0,550,60.0,308.0,29.0,687.0,4071,2023-03-20 18:04:21.000,4.18.0a2,81.0,106.0,40,True,jsonschema,conda-forge/jsonschema,,,66146468.0,367304.0,348828.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18476.0,65931630.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,17831603.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +43,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-03-03 20:31:34.000,2023-03-03 10:15:06,4071.0,55.0,1211,138.0,1096.0,378.0,1306.0,3966,2023-03-03 10:21:35.000,0.27.0,72.0,385.0,40,True,mongoengine,conda-forge/mongoengine,,,1159773.0,23230.0,19657.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3573.0,1157309.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,194669.0,1.0,,,,,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Elasticsearch client library for Python.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-03-21 20:11:07.000,2023-03-08 13:27:56,1504.0,11.0,1142,393.0,1168.0,37.0,971.0,3883,2023-02-16 19:54:08.255,8.6.2,128.0,192.0,40,True,elasticsearch,conda-forge/elasticsearch,,2732.0,14687387.0,42617.0,36573.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6044.0,14677513.0,https://anaconda.org/conda-forge/elasticsearch,2023-02-23 13:30:53.635,792193.0,1.0,,,,,,,,,,,,,,,,,, +45,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-03-20 15:28:04.000,2023-03-06 14:46:44,2696.0,28.0,667,152.0,707.0,548.0,544.0,8231,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,39,True,prompt_toolkit,conda-forge/prompt-toolkit,,,25666206.0,1304.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1304.0,25274208.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,14111958.0,2.0,,,,,,,,,,,,,,,,,, +46,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-03-23 13:12:23.000,2023-03-23 08:28:07,10562.0,624.0,1270,72.0,5752.0,175.0,1429.0,8134,2023-03-16 21:22:15.000,0.16.1,206.0,373.0,39,True,great_expectations,conda-forge/great-expectations,,,9674612.0,26.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,26.0,9664505.0,https://anaconda.org/conda-forge/great-expectations,2023-03-17 01:59:07.778,606426.0,2.0,,,,,,,,,,,,,,,,,, +47,PyMySQL,PyMySQL/PyMySQL,Pure Python MySQL Client.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-03-23 09:11:46.000,2023-03-23 09:11:35,1043.0,13.0,1394,231.0,452.0,33.0,601.0,7246,2021-12-15 15:58:14.638,0.6.5,37.0,119.0,39,True,PyMySQL,conda-forge/pymysql,,,39649456.0,167953.0,157310.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10643.0,39633260.0,https://anaconda.org/conda-forge/pymysql,2021-01-09 16:18:43.582,1052775.0,2.0,,,,,,,,,,,,,,,,,, +48,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-03-17 21:58:10.000,2023-03-14 08:03:55,3161.0,23.0,623,82.0,951.0,161.0,1022.0,6474,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,39,True,marshmallow,conda-forge/marshmallow,,,21193478.0,82561.0,72357.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10204.0,21173295.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1574304.0,2.0,,,,,,,,,,,,,,,,,, +49,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-03-19 20:31:20.000,2023-03-14 07:32:42,353.0,13.0,358,33.0,219.0,30.0,213.0,5767,2023-02-24 06:47:13.294,1.0.0,44.0,90.0,39,True,python-dotenv,conda-forge/python-dotenv,,,27213752.0,417269.0,409679.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,7590.0,27184670.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2210306.0,1.0,,,,,,,,,,,,,,,,,, +50,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-03-20 17:50:58.389,2023-03-20 09:22:05,1432.0,48.0,671,131.0,373.0,169.0,445.0,5734,2023-03-20 09:22:33.000,3.0.0,44.0,141.0,39,True,watchdog,conda-forge/watchdog,,,12922636.0,93143.0,85141.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8002.0,12898744.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,1887494.0,1.0,,,,,,,,,,,,,,,,,, +51,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-03-23 02:13:24.000,2023-03-15 22:01:06,1635.0,48.0,3034,135.0,823.0,99.0,1124.0,5557,2023-02-16 01:06:58.000,26.1.0,84.0,175.0,39,True,kubernetes,conda-forge/kubernetes,,,13313848.0,1273.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1273.0,13307314.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,392074.0,2.0,,,,,,,,,,,,,,,,,, +52,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-03-23 13:03:21.000,2023-03-23 13:03:21,1447.0,15.0,367,62.0,653.0,380.0,434.0,3097,2022-10-10 12:56:17.006,1.1.1,104.0,118.0,39,True,joblib,conda-forge/joblib,,,29216441.0,270895.0,265019.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5876.0,29007762.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,16694388.0,2.0,,,,,,,,,,,,,,,,,, +53,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-03-23 10:53:20.000,2023-03-19 18:15:43,1411.0,39.0,243,36.0,455.0,27.0,224.0,2980,2023-03-02 16:32:43.000,9.1.1,42.0,99.0,39,True,more-itertools,conda-forge/more-itertools,,2614.0,36386237.0,180086.0,171457.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8629.0,36232317.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,10925894.0,1.0,,,,,,,,,,,,,,,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-02-13 23:32:57.000,2022-12-03 20:07:04,1571.0,,426,42.0,608.0,327.0,390.0,2004,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34863.0,207086733.0,979819.0,976579.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,3240.0,206594028.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,40372096.0,1.0,,,,,,,,,,,,,,,,,, +55,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-03-10 21:07:42.000,2023-03-10 18:27:55,1651.0,50.0,181,19.0,109.0,99.0,837.0,1824,2023-03-08 17:19:10.938,1.10.2,111.0,161.0,39,True,alembic,conda-forge/alembic,,,23412297.0,162701.0,151297.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11404.0,23373066.0,https://anaconda.org/conda-forge/alembic,2023-03-08 21:00:41.453,3138519.0,2.0,,,,,,,,,,,,,,,,,, +56,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-03-23 12:43:33.000,2023-03-17 19:49:52,2116.0,45.0,244,22.0,686.0,192.0,346.0,560,2023-03-04 18:38:05.498,2023.3.0,66.0,173.0,39,True,fsspec,conda-forge/fsspec,,,86781507.0,42084.0,41506.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,578.0,86560599.0,https://anaconda.org/conda-forge/fsspec,2023-03-06 14:25:46.813,10824534.0,1.0,,,,,,,,,,,,,,,,,, +57,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-03-08 20:59:51.000,2023-02-13 20:24:46,287.0,8.0,1369,381.0,160.0,131.0,169.0,24199,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,38,True,fire,conda-forge/fire,,,6506675.0,20677.0,19039.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1638.0,6500006.0,https://anaconda.org/conda-forge/fire,2021-01-22 19:55:20.738,460175.0,2.0,,,,,,,,,,,,,,,,,, +58,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-02-16 12:33:05.000,2022-09-09 12:04:10,2962.0,,1798,233.0,1031.0,263.0,565.0,19185,2022-06-01 17:01:17.000,2.1.1,34.0,285.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2358945.0,20515.0,18973.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1542.0,2351323.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,625062.0,1.0,,,,,,,,,,,,,,,,,, +59,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-03-18 19:37:20.000,2023-03-14 09:46:08,4074.0,11.0,2353,483.0,2265.0,111.0,876.0,16402,2023-03-14 09:49:03.000,3.2.1,78.0,598.0,38,True,luigi,luigi,,,790495.0,2485.0,2072.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,411.0,790351.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,12281.0,2.0,,,,,,,stable/luigi,,,,,,,2.0,,,, +60,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-03-23 09:09:57.000,2023-03-23 00:32:01,5961.0,212.0,1184,133.0,3187.0,462.0,3338.0,6711,2023-03-10 23:35:11.000,1.4.5,173.0,269.0,38,True,dbt,conda-forge/dbt,,1129.0,129650.0,2377.0,2347.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,126582.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,230290.0,2.0,,,,,,,,,,,,,,,dbt,,, +61,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-03-21 07:24:01.000,2023-03-02 20:25:13,2157.0,1.0,1338,154.0,945.0,282.0,1173.0,5148,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1824.0,10700848.0,18146.0,16767.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1379.0,10695351.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,383663.0,2.0,,,,,,,,,,,,,,,,,, +62,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-03-17 13:15:55.557,2023-02-25 15:07:21,3028.0,3.0,475,74.0,282.0,31.0,1182.0,2901,2022-10-26 20:52:46.000,2.9.3,55.0,126.0,38,False,psycopg2,psycopg2,,,14763225.0,624692.0,563323.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61349.0,14761030.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,193219.0,2.0,,,,,,,,,,,,,,20.0,,,, +63,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-03-13 21:21:55.000,2023-03-13 21:21:54,1592.0,26.0,459,98.0,298.0,183.0,285.0,2341,2020-01-21 16:37:03.000,4.8.0,19.0,101.0,38,True,pexpect,conda-forge/pexpect,,4312.0,32098099.0,274898.0,258837.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16061.0,31942710.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,12894194.0,1.0,,,,,,,,,,,,,,,,,, +64,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-03-13 08:28:00.000,2022-09-13 22:22:16,316.0,,436,51.0,243.0,259.0,283.0,2123,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,184096937.0,815221.0,741238.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,73983.0,183707210.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,31567921.0,1.0,,,,,,,,,,,,,,,,,, +65,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-03-13 22:58:08.000,2023-03-13 22:58:03,1098.0,18.0,242,23.0,160.0,37.0,254.0,1789,2022-05-10 23:30:45.000,pyparsing_3.0.9,67.0,54.0,38,True,pyparsing,conda-forge/pyparsing,,7713.0,78588825.0,774470.0,742586.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31884.0,78176456.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,33390398.0,1.0,,,,,,,,,,,,,,,,,, +66,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-02-06 03:22:54.000,2023-01-28 14:19:39,895.0,20.0,223,52.0,150.0,23.0,182.0,1456,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,38,True,greenlet,conda-forge/greenlet,,,62267829.0,232445.0,222158.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10287.0,62178529.0,https://anaconda.org/conda-forge/greenlet,2023-01-28 20:52:05.920,6251059.0,1.0,,,,,,,,,,,,,,,,,, +67,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-03-21 15:36:06.000,2023-01-29 03:07:44,1874.0,4.0,278,39.0,235.0,198.0,197.0,1161,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,32854876.0,280739.0,263517.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17222.0,32719899.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,10798204.0,1.0,,,,,,,,,,,,,,,,,, +68,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-03-22 20:21:49.000,2023-03-17 20:03:16,1629.0,50.0,233,58.0,986.0,103.0,454.0,576,2023-03-13 17:51:05.962,3.7.0,138.0,125.0,38,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,37542384.0,19060.0,17985.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1075.0,37506613.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-03-14 19:56:13.921,2468202.0,2.0,,,,,,,,,,,,,,,,,, +69,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-03-21 15:12:04.000,2023-03-21 15:12:04,1954.0,13.0,190,26.0,570.0,89.0,189.0,543,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,38,True,traitlets,conda-forge/traitlets,,112.0,24268879.0,310880.0,296250.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14630.0,24040775.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,18931774.0,2.0,,,,,,,,,,,,,,,,,, +70,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-03-17 16:44:32.000,2023-02-16 19:28:55,1552.0,30.0,1918,465.0,548.0,450.0,1298.0,13930,2023-01-20 23:15:06.982,3.0.0,124.0,136.0,37,True,fabric,conda-forge/fabric,,,3456092.0,76.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,76.0,3455323.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,60786.0,3.0,,,,,,,,,,,,,,,,,, +71,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-03-17 17:30:26.000,2023-03-17 17:30:25,6737.0,141.0,1691,219.0,3015.0,703.0,2550.0,11393,2022-10-10 23:14:01.867,4.60.4,180.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,198775.0,7937.0,7656.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,281.0,196564.0,https://anaconda.org/conda-forge/pysimplegui,2022-10-17 23:43:38.474,95105.0,2.0,,,,,,,,,,,,,,,,,, +72,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-03-23 13:14:20.000,2023-03-23 12:10:39,2288.0,128.0,596,108.0,2442.0,869.0,2580.0,8475,2023-03-09 21:09:00.691,0.19.0,70.0,111.0,37,True,modin,conda-forge/modin-core,['pandas'],196539.0,452452.0,1002.0,964.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,38.0,438125.0,https://anaconda.org/conda-forge/modin-core,2023-03-10 10:30:06.699,216370.0,2.0,,,,,,,,,,,,,,,,,, +73,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-01-19 09:52:40.000,2022-11-15 16:25:22,1396.0,,639,134.0,666.0,95.0,393.0,8252,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11207745.0,48699.0,43996.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4703.0,11189311.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1511661.0,2.0,,,,,,,,,,,,,,,,,, +74,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-03-23 13:29:46.000,2023-03-23 12:25:54,2205.0,92.0,773,104.0,1046.0,275.0,925.0,8196,2023-03-22 16:12:03.011,0.18.7,39.0,185.0,37,True,kedro,,,,490394.0,1540.0,1476.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,64.0,490394.0,,,,2.0,,,,,,,,,,,,,,,,,, +75,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-03-19 18:20:51.000,2023-03-19 18:20:51,2414.0,23.0,1207,237.0,471.0,146.0,989.0,7690,2022-12-24 01:04:06.789,4.2.5,50.0,172.0,37,True,supervisor,conda-forge/supervisor,,,1838421.0,10758.0,8806.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1835533.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,236820.0,2.0,,,,,,,,,,,,,,,,,, +76,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-03-20 22:08:43.456,2023-03-20 18:41:14,1420.0,73.0,483,142.0,225.0,6.0,431.0,6523,2023-03-20 20:01:03.746,2.0.3,41.0,91.0,37,True,sh,conda-forge/sh,,,4524899.0,14547.0,11937.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2610.0,4522855.0,https://anaconda.org/conda-forge/sh,2023-03-20 22:08:43.456,159485.0,2.0,,,,,,,,,,,,,,,,,, +77,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-03-21 23:59:35.000,2023-03-21 23:59:35,5227.0,41.0,1095,239.0,1170.0,5.0,,3802,2022-11-17 21:50:05.000,4.3.3,131.0,195.0,37,True,pymongo,conda-forge/pymongo,,,20611254.0,19829.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19829.0,20598944.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,997174.0,2.0,,,,,,,,,,,,,,,,,, +78,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-03-15 20:13:22.000,2023-03-15 20:12:51,1313.0,36.0,594,120.0,116.0,18.0,842.0,3184,2023-03-10 21:43:02.652,3.0.9,156.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,12041406.0,61123.0,57282.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3841.0,12005224.0,https://anaconda.org/conda-forge/xlsxwriter,2023-03-13 23:11:54.668,2532803.0,3.0,,,,,,,,,,,,,,,,,, +79,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-02-17 17:19:21.000,2022-11-04 10:01:12,370.0,,225,43.0,138.0,107.0,138.0,3097,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,37,True,colorama,conda-forge/colorama,,,135310299.0,624163.0,603396.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20767.0,135075890.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,19455974.0,2.0,,,,,,,,,,,,,,,,,, +80,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-03-23 12:02:21.000,2023-03-22 19:54:45,4517.0,79.0,905,106.0,3369.0,1111.0,2665.0,2910,2023-03-22 16:22:07.592,2023.3.0,75.0,417.0,37,True,xarray,conda-forge/xarray,,,2416578.0,1761.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1760.0,2327437.0,https://anaconda.org/conda-forge/xarray,2023-02-07 20:29:40.760,7487901.0,2.0,,,,,,,,,,,,,,,,,, +81,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-03-21 00:00:37.000,2023-03-21 00:00:37,546.0,12.0,564,94.0,173.0,26.0,298.0,2812,,,21.0,82.0,37,True,pycparser,conda-forge/pycparser,,,105345324.0,535196.0,518178.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17018.0,104992767.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,27852018.0,2.0,,,,,,,,,,,,,,,,,, +82,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-03-22 20:50:03.000,2023-03-21 10:22:24,2556.0,65.0,458,120.0,500.0,263.0,1436.0,2553,2023-03-16 15:25:00.930,0.30.2,147.0,59.0,37,True,xlwings,conda-forge/xlwings,,24125.0,102717.0,28091.0,27454.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,637.0,93942.0,https://anaconda.org/conda-forge/xlwings,2023-03-17 08:27:34.023,565251.0,1.0,,,,,,,,,,,,,,,,,, +83,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-03-16 14:47:26.000,2023-01-28 19:30:20,2771.0,22.0,422,59.0,185.0,59.0,473.0,2297,2023-01-28 00:19:28.000,3.17.0x,45.0,134.0,37,True,pycryptodomex,conda-forge/pycryptodomex,,,30691328.0,64957.0,63442.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1515.0,30673021.0,https://anaconda.org/conda-forge/pycryptodomex,2022-11-27 20:49:06.507,1153367.0,2.0,,,,,,,,,,,,,,,,,, +84,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-03-23 08:03:05.000,2023-03-22 14:33:01,1492.0,19.0,434,132.0,548.0,292.0,366.0,2229,2023-02-02 13:06:04.736,1.1.7,28.0,127.0,37,True,dateparser,conda-forge/dateparser,,,5353715.0,19601.0,18400.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1201.0,5352038.0,https://anaconda.org/conda-forge/dateparser,2023-02-02 22:52:33.982,124114.0,2.0,,,,,,,,,,,,,,,,,, +85,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-03-15 12:15:11.646,2023-03-14 20:21:51,641.0,13.0,327,68.0,121.0,18.0,175.0,1567,2023-03-14 21:28:08.063,3.18.4,104.0,42.0,37,True,simplejson,conda-forge/simplejson,,6067.0,18063629.0,121286.0,100377.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20909.0,18028660.0,https://anaconda.org/conda-forge/simplejson,2023-03-15 12:15:11.646,2373073.0,2.0,,,,,,,,,,,,,,,,,, +86,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-03-23 06:55:41.000,2023-03-23 06:12:32,4410.0,66.0,237,58.0,339.0,155.0,523.0,1198,2022-12-23 13:29:42.000,3.8.0,36.0,114.0,37,True,tables,conda-forge/pytables,,172.0,902719.0,46593.0,44168.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2425.0,832324.0,https://anaconda.org/conda-forge/pytables,2023-02-07 15:54:16.120,5561066.0,2.0,,,,,,,,,,,,,,,,,, +87,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,936,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,186073486.0,1710465.0,1574933.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135532.0,185598801.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,38924205.0,2.0,,,,,,,,,,,,,,,,,, +88,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-03-20 11:42:28.000,2023-03-20 08:42:51,6162.0,398.0,1191,351.0,224.0,78.0,395.0,13059,2022-08-10 07:02:49.000,1.7.0,21.0,112.0,36,True,tink,,,1033.0,605894.0,45.0,41.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,605593.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2020-08-25 01:23:33.578,1.0,286.0,,,,,,,,,,,,, +89,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-03-23 13:02:36.000,2023-03-22 18:06:26,1769.0,70.0,589,60.0,1191.0,40.0,846.0,3371,2023-03-21 23:13:41.000,2.20.1,134.0,125.0,36,True,awswrangler,conda-forge/awswrangler,['pandas'],181623.0,21395286.0,971.0,921.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,50.0,21383309.0,https://anaconda.org/conda-forge/awswrangler,2023-03-03 14:36:29.304,325695.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +90,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-03-17 01:55:13.000,2023-02-28 11:23:27,824.0,13.0,814,277.0,490.0,241.0,818.0,3167,2023-01-24 13:00:26.000,2.0.2,27.0,106.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,8714693.0,6010.0,5605.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,405.0,8705564.0,https://anaconda.org/conda-forge/python-confluent-kafka,2022-10-28 11:20:00.868,657304.0,2.0,,,,,,,,,,,,,,,,,, +91,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-03-21 10:10:47.000,2023-03-14 16:52:56,2607.0,27.0,1150,199.0,1143.0,234.0,1672.0,3054,2022-08-09 21:52:30.000,4.1.2,41.0,216.0,36,True,netmiko,,,,190377.0,3689.0,3437.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,252.0,190377.0,,,,3.0,,,,,,,,,,,,,,,,,, +92,Ibis,ibis-project/ibis,Expressive analytics in Python at any scale.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-03-23 13:26:13.000,2023-03-23 13:26:12,4878.0,892.0,397,75.0,3750.0,74.0,1946.0,2549,2023-03-15 22:38:00.691,5.0.0,35.0,130.0,36,True,ibis-framework,conda-forge/ibis-framework,,58.0,105583.0,506.0,455.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,102307.0,https://anaconda.org/conda-forge/ibis-framework,2023-03-22 01:33:08.726,271587.0,2.0,,,,,,,,,,,,,,,,,, +93,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-03-21 19:20:58.000,2023-03-21 19:20:54,976.0,15.0,157,23.0,141.0,159.0,307.0,1877,2022-10-23 22:50:21.000,dill-0.3.6,25.0,40.0,36,True,dill,conda-forge/dill,,290285.0,23629577.0,90842.0,87137.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3705.0,23581721.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,3668380.0,2.0,,,,,,,,,,,,,,,,,, +94,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-03-14 13:41:29.000,2023-03-14 13:41:27,792.0,9.0,102,26.0,240.0,57.0,232.0,1219,2022-10-19 11:58:38.453,3.6.2,43.0,39.0,36,True,anyio,conda-forge/anyio,,,27852942.0,104098.0,103869.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,229.0,27717422.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,5691873.0,2.0,,,,,,,,,,,,-1.0,,,,,, +95,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-03-22 08:17:09.694,2023-03-22 00:15:16,691.0,54.0,108,35.0,191.0,51.0,180.0,1175,2023-03-22 00:17:08.853,3.0.4,111.0,62.0,36,True,argcomplete,conda-forge/argcomplete,,198.0,20538611.0,43609.0,41671.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,1938.0,20525308.0,https://anaconda.org/conda-forge/argcomplete,2023-03-22 08:17:09.694,971029.0,2.0,,,,,,,,,,,,,,,,,, +96,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-03-14 18:14:08.000,2023-03-14 18:14:08,1368.0,25.0,302,29.0,319.0,178.0,236.0,1054,2023-02-17 12:49:40.000,0.40.0,212.0,114.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,7618260.0,23278.0,21178.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2100.0,7612557.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-02-12 17:22:05.308,444854.0,2.0,,,,,,,,,,,,,,,,,, +97,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-03-21 11:43:59.000,2023-01-13 00:58:19,511.0,22.0,1734,353.0,436.0,321.0,178.0,28565,2023-01-13 01:02:27.000,0.23.3,44.0,127.0,35,True,diagrams,conda-forge/diagrams,,,106054.0,949.0,922.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,27.0,101700.0,https://anaconda.org/conda-forge/diagrams,2022-01-23 04:33:29.957,148047.0,2.0,,,,,,,,,,,,,,,,,, +98,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-03-21 12:25:44.000,2023-02-21 11:05:36,430.0,10.0,437,67.0,243.0,220.0,152.0,10765,2022-11-05 19:45:18.017,0.7.0,25.0,32.0,35,True,typer,conda-forge/typer,,,10777426.0,2538.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2538.0,10743946.0,https://anaconda.org/conda-forge/typer,2022-11-07 14:47:47.784,1171832.0,2.0,,,,,,,,,,,,,,,,,, +99,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-02-28 14:55:22.000,2022-04-23 10:54:55,381.0,,905,208.0,168.0,159.0,264.0,10654,2021-04-10 10:48:19.000,1.1.0,24.0,51.0,35,True,schedule,conda-forge/schedule,,,2387882.0,25453.0,24056.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1397.0,2387098.0,https://anaconda.org/conda-forge/schedule,2021-04-10 12:19:56.940,30593.0,3.0,,,,,,,,,,,,,,,,,, +100,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-03-18 20:33:21.000,2023-01-15 16:27:26,925.0,1.0,540,225.0,228.0,71.0,249.0,9229,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,35,True,uvloop,conda-forge/uvloop,,368.0,15630583.0,73063.0,71234.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1829.0,15621957.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,560484.0,2.0,,,,,,,,,,,,,,,,,, +101,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,182.0,7761,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,12242089.0,100853.0,88579.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12274.0,12222211.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1649946.0,2.0,,,,,,,,,,,,,,,,,, +102,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-02-27 12:14:40.904,2023-02-20 06:41:42,1515.0,8.0,340,150.0,186.0,60.0,99.0,6094,2023-02-20 06:30:03.674,23.0.0,51.0,83.0,35,True,boltons,conda-forge/boltons,,23.0,4167140.0,4475.0,4058.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,417.0,4157805.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,765498.0,2.0,,,,,,,,,,,,,,,,,, +103,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-03-21 11:55:22.286,2023-03-20 23:02:56,542.0,21.0,159,29.0,70.0,6.0,292.0,4385,2023-03-20 23:26:09.978,3.8.8,100.0,18.0,35,True,orjson,conda-forge/orjson,,,10868071.0,38505.0,37645.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,860.0,10850274.0,https://anaconda.org/conda-forge/orjson,2023-03-21 11:55:22.286,622896.0,2.0,,,,,,,,,,,,,,,,,, +104,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-03-05 21:10:06.000,2023-03-05 21:10:05,1160.0,9.0,571,141.0,301.0,35.0,214.0,4238,2022-12-10 14:07:11.794,3.3.0,42.0,120.0,35,True,tablib,conda-forge/tablib,,,1597171.0,38445.0,37170.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1275.0,1596080.0,https://anaconda.org/conda-forge/tablib,2023-01-16 10:08:08.446,82982.0,2.0,,,,,,,,,,,,,,,,,, +105,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-03-01 18:58:08.000,2022-11-03 19:39:10,1206.0,,249,83.0,345.0,114.0,142.0,4201,2022-07-10 04:30:45.196,0.12.0,26.0,74.0,35,True,toolz,conda-forge/toolz,,,18334622.0,89842.0,86388.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3454.0,18160985.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,14064597.0,2.0,,,,,,,,,,,,,,,,,, +106,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-03-19 16:00:56.000,2023-03-19 16:00:55,851.0,16.0,363,87.0,248.0,22.0,314.0,4005,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,35,True,ujson,conda-forge/ujson,,,8209020.0,4335.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4335.0,8160772.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3136181.0,2.0,,,,,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-03-21 19:32:57.000,2023-03-03 19:14:34,1543.0,15.0,403,87.0,105.0,6.0,158.0,3195,2023-03-03 19:19:01.978,8.13.7,216.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,5286770.0,1389.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1389.0,5277986.0,https://anaconda.org/conda-forge/phonenumbers,2023-03-03 21:57:14.050,711549.0,1.0,,,,,,,,,,,,,,,,,, +108,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,33.0,51.0,25.0,152.0,2901,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,sortedcontainers,conda-forge/sortedcontainers,,,17514612.0,106872.0,104834.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2038.0,17398222.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9311240.0,1.0,,,,,,,,,,,,,,,,,, +109,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-03-23 03:57:26.000,2023-03-17 04:31:00,1251.0,12.0,181,49.0,300.0,124.0,220.0,2561,2023-01-02 21:27:10.757,1.8.1,27.0,108.0,35,True,plumbum,conda-forge/plumbum,,,1200780.0,4246.0,3799.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,447.0,1188462.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,923886.0,3.0,,,,,,,,,,,,,,,,,, +110,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-03-22 18:03:50.000,2023-01-30 20:16:12,9680.0,87.0,894,85.0,1690.0,73.0,114.0,1921,2023-01-09 20:58:01.975,3.7.0,70.0,456.0,35,True,apache-libcloud,,,,169186.0,3709.0,2860.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,849.0,169186.0,,,,2.0,,,,,,,,,,,,,,,,,, +111,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,39.0,209,45.0,69.0,32.0,134.0,1828,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,35,True,wrapt,conda-forge/wrapt,,,76650299.0,11743.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11743.0,76517053.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,10526458.0,2.0,,,,,,,,,,,,,,,,,, +112,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-03-20 06:57:11.000,2023-03-17 18:35:18,975.0,29.0,190,27.0,144.0,62.0,177.0,1613,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,10842809.0,7191.0,6461.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,730.0,10839272.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,229930.0,1.0,,,,,,,,,,,,,,,,,, +113,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-03-13 09:25:22.000,2023-01-19 09:34:32,421.0,5.0,145,26.0,272.0,81.0,160.0,1352,2023-01-19 09:28:09.524,2.2.1,38.0,53.0,35,True,cloudpickle,conda-forge/cloudpickle,,20.0,27638676.0,76802.0,74012.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2790.0,27492523.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,12276880.0,2.0,,,,,,,,,,,,,,,,,, +114,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-03-23 13:07:52.000,2023-03-15 19:31:10,1694.0,196.0,374,18.0,714.0,20.0,315.0,934,2023-03-15 20:15:01.781,0.21.13,48.0,208.0,35,True,holidays,conda-forge/holidays,,171.0,5513310.0,410.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,410.0,5457113.0,https://anaconda.org/conda-forge/holidays,2023-03-16 02:45:48.611,2809830.0,2.0,,,,,,,,,,,,,,,,,, +115,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-03-23 13:28:10.000,2023-03-14 13:37:03,975.0,14.0,217,21.0,337.0,99.0,272.0,660,2023-03-04 19:40:53.543,2023.3.0,56.0,115.0,35,True,s3fs,conda-forge/s3fs,,,80073793.0,13254.0,12667.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,587.0,80008980.0,https://anaconda.org/conda-forge/s3fs,2023-03-04 22:39:44.568,5314711.0,2.0,,,,,,,,,,,,,,,,,, +116,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-03-23 11:45:09.000,2023-03-23 02:51:17,14603.0,210.0,6241,730.0,5153.0,1509.0,3423.0,16155,2022-06-16 06:19:58.000,1.19,13.0,563.0,34,True,micropython-_markupbase,,,58430.0,872.0,53.0,39.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +117,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-03-20 11:03:52.000,2023-02-25 00:51:39,793.0,9.0,323,62.0,231.0,238.0,261.0,5376,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,79.0,11112409.0,19839.0,18707.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1132.0,11102526.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,681932.0,3.0,,,,,,,,,,,,-1.0,,,,,, +118,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-03-20 14:32:04.000,2023-03-20 14:32:03,469.0,21.0,227,44.0,185.0,81.0,139.0,4577,2023-02-28 14:24:03.236,8.2.2,51.0,80.0,34,True,tenacity,conda-forge/tenacity,,,24747073.0,1161.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1161.0,24687599.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4163224.0,2.0,,,,,,,,,,,,,,,,,, +119,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,1.0,777,412.0,366.0,145.0,1144.0,3625,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,161.0,2973691.0,9667.0,8699.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,968.0,2973582.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,6884.0,2.0,,,,,,,,,,,,,,,,,, +120,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-03-23 01:59:23.000,2023-03-20 15:56:52,667.0,27.0,260,34.0,450.0,106.0,314.0,2959,2023-03-02 15:20:46.983,3.1.12,81.0,108.0,34,True,dynaconf,conda-forge/dynaconf,,,2778334.0,6326.0,6102.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,224.0,2776826.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,43741.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +121,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-01-21 15:32:30.000,2021-05-05 20:47:21,1145.0,,230,49.0,260.0,49.0,295.0,2954,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5753124.0,14477.0,13356.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1121.0,5749355.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,297785.0,2.0,,,,,,,,,,,,,,,,,, +122,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-01-23 15:06:24.000,2023-01-23 15:06:24,321.0,5.0,261,48.0,98.0,34.0,157.0,2297,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,6426219.0,42553.0,39426.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3127.0,6423436.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,197654.0,2.0,,,,,,,,,,,,,,,,,, +123,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-03-20 14:37:47.000,2023-02-09 01:15:40,210.0,6.0,141,36.0,56.0,47.0,59.0,2215,2023-02-09 01:16:46.619,23.1.0,13.0,30.0,34,True,aiofiles,conda-forge/aiofiles,,,12636788.0,85110.0,83323.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1787.0,12629817.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,453175.0,2.0,,,,,,,,,,,,,,,,,, +124,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-01-02 18:12:58.057,2022-12-29 07:29:09,696.0,2.0,140,43.0,107.0,20.0,143.0,1837,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,53474497.0,244829.0,242572.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2257.0,53172203.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,16021583.0,1.0,,,,,,,,,,,,-1.0,,,,,, +125,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-03-08 22:28:46.106,2023-03-08 16:22:38,848.0,9.0,223,47.0,269.0,7.0,259.0,1724,2023-03-09 02:43:32.000,1.0.5,20.0,75.0,34,True,msgpack,conda-forge/msgpack-python,,977.0,31403660.0,2183.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2183.0,31258628.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,11021358.0,3.0,,,,,,,,,,,,,,,,,, +126,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-03-12 20:31:41.000,2023-03-12 20:24:25,450.0,12.0,251,25.0,106.0,11.0,136.0,1644,2023-03-12 20:27:37.000,2.4.0,35.0,60.0,34,True,emoji,conda-forge/emoji,,,1931831.0,55031.0,53631.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1400.0,1930921.0,https://anaconda.org/conda-forge/emoji,2022-11-02 16:35:36.450,44636.0,1.0,,,,,,,,,,,,,,,,,, +127,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-02-22 17:53:44.000,2023-02-22 17:53:44,1346.0,8.0,155,33.0,156.0,60.0,225.0,1114,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,10085799.0,2342.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2342.0,10067430.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1230783.0,3.0,,,,,,,,,,,,,,,,,, +128,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-02-23 00:12:00.000,2023-02-23 00:11:59,1963.0,19.0,136,17.0,151.0,50.0,424.0,986,2022-12-18 20:26:01.606,23.13.1,186.0,112.0,34,True,keyring,conda-forge/keyring,,,25087099.0,3929.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3929.0,25051780.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,2896189.0,3.0,,,,,,,,,,,,,,,,,, +129,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,97,22.0,54.0,11.0,93.0,749,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,67066302.0,423558.0,399279.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24279.0,66830627.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,18854043.0,2.0,,,,,,,,,,,,,,,,,, +130,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-03-23 12:02:21.000,2023-03-22 23:33:47,218.0,13.0,82,13.0,116.0,15.0,72.0,524,2023-03-22 23:51:03.674,3.10.2,52.0,33.0,34,True,filelock,conda-forge/filelock,,,57574215.0,220075.0,217546.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2529.0,57432347.0,https://anaconda.org/conda-forge/filelock,2023-03-23 01:30:25.788,11491348.0,2.0,,,,,,,,,,,,,,,,,, +131,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,26.0,49,14.0,35.0,16.0,22.0,326,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,34,True,wcwidth,conda-forge/wcwidth,,,35681381.0,385401.0,372053.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13348.0,35491248.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,16541605.0,3.0,,,,,,,,,,,,,,,,,, +132,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-03-23 02:11:46.000,2023-03-23 01:54:33,2746.0,22.0,523,139.0,462.0,184.0,962.0,9888,2023-03-23 02:11:46.000,1.9.0,217.0,59.0,33,True,dearpygui,,,,15787.0,1747.0,1714.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,33.0,15787.0,,,,2.0,,,,,,,,,,,,,,,,,, +133,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-03-02 22:21:03.000,2023-02-18 21:25:04,688.0,9.0,487,105.0,151.0,12.0,285.0,5749,2023-01-14 16:25:06.868,4.7.1,67.0,80.0,33,True,tinydb,conda-forge/tinydb,,,484256.0,10966.0,10150.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,816.0,480996.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,264103.0,2.0,,,,,,,,,,,,,,,,,, +134,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-03-04 17:45:45.000,2023-03-04 17:45:05,299.0,22.0,557,131.0,181.0,163.0,333.0,5543,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,33,True,eel,,,,76496.0,5052.0,4978.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,74.0,76496.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +135,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-03-07 20:01:09.000,2023-03-07 20:01:07,1828.0,21.0,584,132.0,326.0,64.0,808.0,5409,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,33,True,csvkit,conda-forge/csvkit,,,156841.0,1672.0,1304.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,368.0,155687.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,83091.0,2.0,,,,,,,,,,,,,,,,,, +136,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-12 19:26:02.000,2023-03-12 19:26:01,221.0,1.0,461,107.0,92.0,80.0,158.0,5095,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,33,True,xmltodict,conda-forge/xmltodict,,,22852357.0,56941.0,51531.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5410.0,22820828.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2490869.0,2.0,,,,,,,,,,,,,,,,,, +137,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-03-21 12:20:36.000,2023-02-12 13:56:56,1159.0,4.0,299,41.0,453.0,427.0,471.0,3449,2023-01-30 02:35:01.295,0.19.3,150.0,118.0,33,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,95683.0,5302.0,5217.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,85.0,95182.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,10525.0,2.0,,,,,,,,,,,,,,,,,, +138,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-03-22 22:08:11.000,2023-01-16 12:56:18,319.0,2.0,229,53.0,187.0,126.0,183.0,3340,2022-12-18 09:18:01.579,0.7.0,41.0,52.0,33,True,databases,conda-forge/databases,,,473013.0,18045.0,17938.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,107.0,469559.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,169261.0,2.0,,,,,,,,,,,,,,,,,, +139,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-03-21 22:26:35.000,2023-03-21 22:26:35,513.0,10.0,721,69.0,390.0,77.0,392.0,3277,2023-01-23 22:15:52.000,0.16.0,45.0,129.0,33,True,prometheus_client,conda-forge/prometheus_client,,,20017714.0,703.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,703.0,19889264.0,https://anaconda.org/conda-forge/prometheus_client,2023-01-24 04:49:16.134,9890715.0,2.0,,,,,,,,,,,,,,,,,, +140,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-03-21 14:26:46.000,2022-12-19 03:14:24,1998.0,,204,47.0,184.0,131.0,345.0,2757,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,33,True,dependency-injector,conda-forge/dependency_injector,,,935447.0,1948.0,1885.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,63.0,934356.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,19653.0,2.0,,,,,,,,,,,,,,,,,, +141,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-03-02 20:01:30.392,2023-03-01 19:34:07,194.0,8.0,169,27.0,71.0,4.0,81.0,2379,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1315792.0,96386.0,93109.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3277.0,1314924.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,57312.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +142,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-03-21 23:59:13.000,2023-03-21 23:59:13,1718.0,8.0,186,88.0,196.0,,,2131,2022-10-25 20:56:31.000,3.1.1,41.0,42.0,33,True,motor,conda-forge/motor,,,1410774.0,55118.0,54025.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1093.0,1409716.0,https://anaconda.org/conda-forge/motor,2022-10-25 22:42:24.572,53986.0,2.0,,,,,,,,,,,,,,,,,, +143,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-03-15 18:32:07.000,2022-11-17 18:49:16,758.0,,192,61.0,87.0,68.0,276.0,1919,2022-10-26 03:44:13.980,2.8.4,46.0,63.0,33,True,numexpr,conda-forge/numexpr,,155.0,3654151.0,3068.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3068.0,3578056.0,https://anaconda.org/conda-forge/numexpr,2022-10-26 20:55:12.946,6011416.0,2.0,,,,,,,,,,,,,,,,,, +144,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,82.0,1870,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,59649375.0,39150.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39147.0,59382419.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,19486962.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,12.0,,,,,,,,,,,,, +145,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-23 03:45:03.000,2022-06-17 19:37:25,547.0,,168,35.0,155.0,53.0,78.0,1777,2022-06-17 18:00:10.000,1.0.1,26.0,29.0,33,True,jmespath,conda-forge/jmespath,,,127169590.0,6891.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6891.0,126993094.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,14119742.0,3.0,,,,,,,,,,,,,,,,,, +146,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-03-17 22:11:58.000,2023-03-17 22:10:49,264.0,13.0,139,28.0,44.0,8.0,215.0,1606,2023-01-22 22:31:46.730,5.3.0,44.0,9.0,33,True,cachetools,conda-forge/cachetools,,,74430349.0,3234.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3234.0,74327006.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,7957475.0,1.0,,,,,,,,,,,,,,,,,, +147,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-02-13 22:49:48.000,2023-02-09 12:48:47,1087.0,14.0,205,45.0,175.0,51.0,334.0,1418,2022-11-30 17:34:49.000,2.0.6,18.0,87.0,33,True,pygsheets,,,,1414157.0,1804.0,1722.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,82.0,1414157.0,,,,2.0,,,,,,,,,,,,,,,,,, +148,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-02-20 00:07:45.000,2023-02-20 00:07:45,674.0,3.0,216,65.0,387.0,116.0,591.0,1380,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,33,True,typing,conda-forge/typing,,,8841452.0,5775.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5775.0,8813543.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2344426.0,2.0,,,,,,,,,,,,,,,,,, +149,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-03-20 17:13:09.000,2023-03-13 21:57:23,5989.0,16.0,510,80.0,1064.0,16.0,,1322,2021-03-18 20:12:10.000,3.25.0,72.0,189.0,33,True,cassandra-driver,conda-forge/cassandra-driver,,,1443719.0,5451.0,4754.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,697.0,1441602.0,https://anaconda.org/conda-forge/cassandra-driver,2022-11-07 22:18:08.502,150311.0,2.0,,,,,,,,,,,,,,,,,, +150,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-03-23 09:19:13.000,2023-03-23 05:55:52,1755.0,37.0,217,46.0,742.0,247.0,352.0,1109,2023-02-24 18:17:02.569,2.14.2,66.0,86.0,33,True,zarr,conda-forge/zarr,,,224616.0,2416.0,2089.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,327.0,198373.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2151939.0,2.0,,,,,,,,,,,,,,,,,, +151,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,180,51.0,196.0,80.0,370.0,1104,2022-11-23 18:35:01.134,1.7.12,87.0,58.0,33,True,petl,conda-forge/petl,,,528585.0,3414.0,3331.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,83.0,526445.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,166963.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +152,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-03-09 19:29:08.000,2023-02-12 00:08:39,785.0,1.0,192,42.0,109.0,137.0,269.0,1047,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,33,True,py4j,conda-forge/py4j,,,30990462.0,20670.0,19986.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,684.0,30960782.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2344760.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +153,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-03-23 04:11:52.000,2023-03-23 04:11:45,430.0,39.0,136,29.0,410.0,7.0,106.0,984,2022-10-09 15:38:07.610,4.0.1,20.0,31.0,33,True,bcrypt,conda-forge/bcrypt,,,35174594.0,7982.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,7982.0,35116206.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3036221.0,3.0,,,,,,,,,,,,,,,,,, +154,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-03-19 02:22:30.000,2023-02-20 10:39:37,1266.0,5.0,93,32.0,199.0,42.0,191.0,884,2023-03-08 19:41:02.446,1.3.7,37.0,29.0,33,True,Bottleneck,conda-forge/bottleneck,,,573099.0,40646.0,39020.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1626.0,533568.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3241609.0,2.0,,,,,,,,,,,,,,,,,, +155,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-03-20 17:15:40.000,2023-03-20 17:15:40,1421.0,16.0,170,99.0,668.0,10.0,217.0,782,2023-02-27 15:38:46.000,5.6.0,118.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,201524.0,4309.0,4083.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,199085.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-03-04 23:09:07.845,168323.0,2.0,,,,,,,,,,,,,,,,,, +156,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-03-02 13:27:47.422,2023-03-02 05:45:05,997.0,45.0,42,15.0,74.0,2.0,83.0,735,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,33,True,natsort,conda-forge/natsort,,,3585895.0,19217.0,18061.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1156.0,3570149.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1133781.0,2.0,,,,,,,,,,,,,,,,,, +157,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-03-16 12:27:42.000,2023-03-16 12:27:40,343.0,10.0,114,60.0,329.0,53.0,241.0,357,2023-01-30 14:26:08.266,0.19.1,42.0,40.0,33,True,pandas-gbq,conda-forge/pandas-gbq,,278.0,9785987.0,6469.0,6175.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,294.0,9762065.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1722118.0,2.0,,,,,,,,,,,,,,,,,, +158,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-02-13 14:10:43.000,2022-10-18 01:49:53,790.0,,128,23.0,88.0,50.0,129.0,289,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,49174962.0,105464.0,98412.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,49060797.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,7877388.0,3.0,,,,,,,,,,,,,,,,,, +159,Activeloop,activeloopai/Hub,"Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-03-23 12:35:12.000,2023-03-22 18:23:14,7047.0,406.0,423,64.0,1811.0,46.0,363.0,5333,2023-03-22 18:13:51.000,3.2.18,154.0,107.0,32,True,hub,,,,31056.0,151.0,97.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,31056.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +160,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-03-23 13:13:45.000,2023-03-23 13:13:26,960.0,11.0,362,84.0,166.0,,560.0,4423,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,77482.0,1326.0,1155.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,171.0,76990.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,29054.0,2.0,,,,,,,,,,,,,,,,,, +161,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-02-05 07:09:09.000,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,71.0,2725,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,4662786.0,6879.0,6016.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,863.0,4660841.0,https://anaconda.org/conda-forge/schema,2021-12-02 07:54:56.628,85612.0,2.0,,,,,,,,,,,,,,,,,, +162,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-03-22 20:51:32.000,2023-03-13 10:09:17,1029.0,5.0,392,53.0,253.0,23.0,288.0,2203,2022-06-22 08:12:35.000,2.1.1,34.0,73.0,32,True,mysqlclient,conda-forge/mysqlclient,,5225.0,4604904.0,7184.0,,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7184.0,4600403.0,https://anaconda.org/conda-forge/mysqlclient,2022-10-28 11:09:46.174,235076.0,3.0,,,,,,,,,,,,,,,,,, +163,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-02-28 00:21:28.000,2023-02-28 00:21:27,816.0,9.0,412,40.0,611.0,265.0,352.0,2134,2023-02-21 04:04:20.000,5.4.1,88.0,102.0,32,True,pynamodb,conda-forge/pynamodb,,,1319422.0,1511.0,1354.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,157.0,1312713.0,https://anaconda.org/conda-forge/pynamodb,2023-02-21 17:01:50.758,288503.0,3.0,,,,,,,,,,,,,,,,,, +164,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,438,98.0,159.0,3.0,,2057,2020-12-11 10:14:20.000,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,19576130.0,143022.0,134587.0,https://pypi.org/project/xlrd,2020-12-11 10:14:20.000,8435.0,19532664.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3129608.0,2.0,,,,,,,,,,,,,,,,,, +165,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-02-27 14:27:57.000,2022-03-15 11:17:01,1020.0,,235,37.0,344.0,130.0,246.0,1949,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,True,pypika,conda-forge/pypika,,,1955773.0,12727.0,12663.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,64.0,1955676.0,https://anaconda.org/conda-forge/pypika,2021-10-25 08:47:19.091,1650.0,3.0,,,,,,,,,,,,,,,,,, +166,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,3.0,202,38.0,237.0,41.0,201.0,1761,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,32,True,voluptuous,conda-forge/voluptuous,,,2722723.0,14069.0,12738.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1331.0,2719420.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,264253.0,2.0,,,,,,,,,,,,,,,,,, +167,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,25.0,184.0,,80.0,1650,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,32,True,humanize,conda-forge/humanize,,,4914178.0,1942.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1942.0,4909770.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,357074.0,2.0,,,,,,,,,,,,,,,,,, +168,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-03-21 23:25:15.000,2022-12-20 15:38:39,1034.0,,75,16.0,544.0,72.0,418.0,1429,2022-12-08 21:01:02.889,2.3.0,144.0,28.0,32,True,omegaconf,conda-forge/omegaconf,,,4064747.0,10675.0,10488.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,187.0,4043605.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,803430.0,3.0,,,,,,,,,,,,,,,,,, +169,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,3.0,94,69.0,94.0,49.0,59.0,973,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,13868364.0,244735.0,229776.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14959.0,13767675.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8457901.0,3.0,,,,,,,,,,,,,,,,,, +170,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-03-03 16:11:47.000,2023-02-03 04:30:36,1260.0,19.0,237,18.0,207.0,17.0,298.0,828,2023-02-01 22:40:03.387,1.5.28,139.0,55.0,32,True,fastcore,conda-forge/fastcore,,,586463.0,3228.0,3051.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,177.0,584192.0,https://anaconda.org/conda-forge/fastcore,2023-02-22 07:02:12.563,34076.0,2.0,,,,,,,,,,,,,,,,,, +171,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-03-23 11:29:26.000,2023-03-23 10:06:21,293.0,60.0,131,15.0,130.0,13.0,112.0,707,2022-06-05 17:12:13.000,0.20.0,38.0,43.0,32,True,validators,conda-forge/validators,,,5024302.0,63785.0,62141.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1644.0,5016653.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,305996.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +172,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-02-27 20:06:59.000,2023-01-09 05:09:25,1096.0,5.0,265,31.0,773.0,7.0,490.0,615,2023-01-07 08:28:05.000,7.1.13,102.0,111.0,32,True,minio,conda-forge/minio,,,1109924.0,4563.0,4174.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,389.0,1107308.0,https://anaconda.org/conda-forge/minio,2023-01-07 13:02:38.748,117730.0,3.0,,,,,,,,,,,,,,,,,, +173,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-03-20 23:57:13.000,2023-03-04 00:03:45,1135.0,11.0,80,17.0,692.0,15.0,120.0,333,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,32,True,multidict,conda-forge/multidict,,3107.0,79220917.0,3105.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3105.0,79101297.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,8370775.0,2.0,,,,,,,,,,,,,,,,,, +174,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-01-16 10:20:22.087,2023-01-14 12:18:47,640.0,2.0,69,14.0,29.0,27.0,42.0,250,2023-01-14 12:26:16.208,2022.7.1,110.0,19.0,32,True,pytz,conda-forge/pytz,,,114326858.0,1492466.0,1409855.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82611.0,113883944.0,https://anaconda.org/conda-forge/pytz,2023-01-16 10:20:22.087,36318979.0,3.0,,,,,,,,,,,,-2.0,,,,,, +175,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-02-24 21:41:11.000,2023-02-24 21:41:08,544.0,2.0,116,16.0,208.0,48.0,32.0,164,2022-05-31 19:44:50.000,0.6.0,32.0,34.0,32,True,s3transfer,conda-forge/s3transfer,,,219099348.0,181221.0,176933.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4288.0,218919513.0,https://anaconda.org/conda-forge/s3transfer,2022-05-31 23:35:02.613,14386860.0,3.0,,,,,,,,,,,,,,,,,, +176,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-03-09 06:30:38.000,2023-02-21 11:02:54,236.0,8.0,403,125.0,228.0,225.0,145.0,9598,2022-08-30 17:58:44.923,0.0.8,8.0,54.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,379285.0,5424.0,5355.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,69.0,378796.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,9293.0,3.0,,,,,,,,,,,,,,,,,, +177,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-03-23 12:55:30.000,2023-03-22 22:15:43,5833.0,396.0,580,88.0,1071.0,126.0,517.0,3402,2023-01-30 03:31:02.910,0.3.0,62.0,229.0,31,True,toga,,,1173.0,1955.0,36.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,34.0,1684.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,37.0,,,,,,,,,,,,, +178,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2022-12-15 01:24:20.000,2022-12-14 22:13:47,1548.0,,338,260.0,1629.0,108.0,485.0,3256,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1013.0,1837405.0,301.0,288.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,13.0,1831590.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,266525.0,2.0,,,,,,,,,,,,,,,,,, +179,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-03-02 20:50:55.000,2022-12-15 14:28:13,3987.0,,224,88.0,74.0,281.0,326.0,3188,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,49.0,81026.0,3664.0,3305.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,359.0,79860.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,86338.0,3.0,,,,,,,,,,,,,,,,,, +180,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3130,2021-12-15 15:22:54.705,0.6.0,14.0,65.0,31,False,blaze,conda-forge/blaze,,,12355.0,9823.0,9005.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,9356.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,200961.0,2.0,,,,,,,,,,,,,,,,,, +181,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-03-11 06:44:18.000,2023-03-11 06:44:14,981.0,21.0,134,75.0,51.0,8.0,70.0,3013,2018-06-30 04:16:20.000,1.10.3,50.0,31.0,31,True,funcy,conda-forge/funcy,,,2089102.0,7725.0,7123.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,602.0,2084940.0,https://anaconda.org/conda-forge/funcy,2023-01-27 13:02:21.271,307995.0,3.0,,,,,,,,,,,,,,,,,, +182,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-03-22 18:56:01.000,2023-03-21 12:32:52,1134.0,21.0,575,176.0,454.0,89.0,474.0,2952,2023-03-13 16:24:01.128,1.81.1,92.0,80.0,31,False,arctic,conda-forge/arctic,,194.0,8585.0,242.0,206.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,36.0,8040.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,24987.0,2.0,,,,,,,,,,,,,,,,,, +183,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-03-01 18:20:54.000,2023-02-21 03:54:33,417.0,18.0,266,16.0,103.0,12.0,117.0,2895,2023-02-21 03:34:01.842,4.6.4,80.0,16.0,31,True,gdown,conda-forge/gdown,,,1188378.0,15281.0,14996.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,285.0,1184672.0,https://anaconda.org/conda-forge/gdown,2023-02-21 11:58:11.067,155686.0,2.0,,,,,,,,,,,,,,,,,, +184,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-03-17 14:49:57.000,2023-01-19 03:03:16,1011.0,1.0,347,48.0,366.0,76.0,307.0,2806,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,31,True,smart-open,conda-forge/smart_open,,,13841911.0,596.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,596.0,13820230.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1669479.0,2.0,,,,,,,,,,,,,,,,,, +185,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-03-23 13:25:40.000,2023-03-20 13:13:18,5483.0,199.0,279,37.0,1256.0,31.0,150.0,2743,2023-03-20 14:22:30.000,0.36.0,86.0,63.0,31,True,zenml,,,1.0,6658.0,93.0,90.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,6658.0,,,,2.0,,,,,,,,,,,,,,,,,, +186,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-02-21 07:36:04.000,2023-01-11 03:25:27,443.0,2.0,521,126.0,197.0,65.0,897.0,2627,2022-11-16 05:01:26.000,4.0.35,55.0,54.0,31,False,pyodbc,conda-forge/pyodbc,,,23475828.0,2092.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2092.0,23461937.0,https://anaconda.org/conda-forge/pyodbc,2022-11-17 00:58:56.320,930720.0,3.0,,,,,,,,,,,,,,,,,, +187,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2022-10-04 01:18:49.000,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2598,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,mrjob,conda-forge/mrjob,,,82165.0,1358.0,1245.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,113.0,75682.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,505706.0,2.0,,,,,,,,,,,,,,,,,, +188,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-03-23 09:00:48.000,2023-03-20 19:59:17,529.0,22.0,173,16.0,485.0,176.0,373.0,2138,2023-03-20 22:48:01.602,0.14.5,62.0,84.0,31,True,pandera,conda-forge/pandera-core,['pandas'],,793638.0,776.0,718.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,58.0,792985.0,https://anaconda.org/conda-forge/pandera-core,2023-03-21 00:14:13.208,18947.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +189,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-03-20 19:00:58.000,2023-03-14 12:42:58,2245.0,52.0,173,40.0,357.0,21.0,259.0,1746,2023-01-23 12:12:55.000,4.4,179.0,56.0,31,True,pyscaffold,conda-forge/pyscaffold,,,229087.0,61.0,,https://pypi.org/project/pyscaffold,2023-01-23 12:15:02.953,61.0,227150.0,https://anaconda.org/conda-forge/pyscaffold,2023-01-23 18:36:59.121,160799.0,3.0,,,,,,,,,,,,,,,,,, +190,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,495,100.0,401.0,142.0,379.0,1641,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1587515.0,8034.0,6802.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1232.0,1584285.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,113061.0,3.0,,,,,,,,,,,,,,,,,, +191,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,6.0,95,33.0,67.0,3.0,64.0,1315,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,14072821.0,2800.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2800.0,14055033.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1387486.0,2.0,,,,,,,,,,,,,,,,,, +192,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-03-21 02:48:47.000,2023-03-14 05:26:52,469.0,5.0,76,24.0,217.0,28.0,63.0,1035,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11503699.0,14443.0,14220.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,223.0,11496118.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,416995.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +193,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-03-14 10:51:06.000,2023-03-14 10:51:05,593.0,6.0,121,22.0,217.0,42.0,111.0,916,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,62371804.0,10293.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10293.0,62120144.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,17867871.0,3.0,,,,,,,,,,,,,,,,,, +194,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-03-13 20:21:23.000,2023-03-13 20:21:12,1896.0,52.0,126,44.0,390.0,99.0,240.0,879,2023-03-11 21:23:00.619,0.6.8,27.0,80.0,31,True,intake,conda-forge/intake,,,26586.0,1057.0,943.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,114.0,19711.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,357551.0,2.0,,,,,,,,,,,,,,,,,, +195,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-03-20 19:20:22.000,2023-03-20 19:20:20,546.0,98.0,126,21.0,424.0,38.0,239.0,817,2023-01-13 20:56:00.725,0.12.0,41.0,40.0,31,True,aiocache,,,2.0,196767.0,1750.0,1639.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,111.0,196767.0,,,,2.0,,,,,,,,,,,,2.0,,,,,, +196,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-03-10 17:27:41.000,2023-02-23 00:11:24,830.0,15.0,86,21.0,82.0,25.0,76.0,793,2022-10-20 17:00:36.485,6.0.2,42.0,47.0,31,True,inflect,conda-forge/inflect,,,3421021.0,966.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,966.0,3416798.0,https://anaconda.org/conda-forge/inflect,2022-10-21 00:06:10.397,299839.0,2.0,,,,,,,,,,,,,,,,,, +197,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2022-12-08 12:55:31.000,2022-07-20 10:28:45,567.0,,100,11.0,104.0,24.0,95.0,428,2021-12-15 16:56:20.744,3.2.1,36.0,39.0,31,True,rsa,conda-forge/rsa,,,124740811.0,254567.0,247686.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,6881.0,124608778.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,10562711.0,3.0,,,,,,,,,,,,,,,,,, +198,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-03-17 09:17:54.000,2023-03-17 08:12:30,750.0,21.0,59,18.0,348.0,173.0,207.0,313,2023-03-14 09:22:38.000,1.13.0,73.0,33.0,31,True,param,conda-forge/param,,,531451.0,6184.0,6044.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,140.0,516612.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1053630.0,3.0,,,,,,,,,,,,,,,,,, +199,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,32.0,104.0,58.0,64.0,227,2019-11-16 17:27:13.000,0.4.8,37.0,16.0,31,False,pyasn1,conda-forge/pyasn1,,,123141025.0,322249.0,307297.0,https://pypi.org/project/pyasn1,2022-08-23 07:37:06.338,14952.0,123002676.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,10929598.0,3.0,,,,,,,,,,,,,,,,,, +200,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-03-22 21:39:59.000,2023-03-16 12:01:31,730.0,28.0,41,44.0,588.0,20.0,152.0,46,2023-03-01 18:38:00.438,2.17.0,69.0,63.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4193541.0,2694.0,2687.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,7.0,4191966.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-03-02 11:27:53.568,74044.0,3.0,,,,,,,,,,,,,,,,,, +201,importlib-resources,python/importlib_resources,Read resources from Python packages.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2018-06-07 13:52:28.873,2023-02-20 18:52:29.824,2023-02-17 22:26:16,778.0,40.0,34,13.0,49.0,3.0,228.0,40,2023-02-17 22:33:05.683,5.12.0,61.0,34.0,31,False,importlib-resources,conda-forge/importlib_resources,,,54396155.0,1094.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1094.0,54206628.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,10803079.0,2.0,,,,,,,,,,,,,,,,,, +202,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-02-25 16:21:00.000,2023-02-25 16:20:56,601.0,48.0,32,3.0,36.0,1.0,56.0,36,2023-02-25 02:18:04.386,3.15.0,45.0,20.0,31,False,zipp,conda-forge/zipp,,,129650636.0,3857.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3857.0,129145040.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,24774246.0,3.0,,,,,,,,,,,,,,,,,, +203,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-03-13 10:05:20.000,2023-03-08 09:35:29,953.0,5.0,4448,642.0,743.0,199.0,100.0,22341,2020-10-04 14:44:02.000,0.1.4,5.0,197.0,30,True,algorithms,conda-forge/algorithms,,,9466.0,95.0,79.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,9408.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1338.0,1.0,,,,,,,,,,,,,,,,,, +204,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-03-21 13:31:29.000,2022-12-08 17:33:49,3607.0,,586,141.0,964.0,476.0,767.0,7838,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,253.0,59836.0,462.0,439.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,23.0,57787.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,157649.0,3.0,,,,,,,,,,,,,,,,,, +205,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-03-09 03:31:41.000,2023-01-30 08:55:46,707.0,3.0,285,101.0,134.0,27.0,259.0,4315,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,30,True,dataset,conda-forge/dataset,,,51978.0,3498.0,2930.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,568.0,51777.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,4828.0,3.0,,,,,,,,,,,,,,,,,, +206,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-02-11 18:01:11.000,2023-01-31 21:17:34,775.0,1.0,395,80.0,68.0,354.0,189.0,3343,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,30,True,keyboard,conda-forge/keyboard,,,409528.0,10226.0,9806.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,420.0,408809.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,15111.0,3.0,,,,,,,,,,,,,,,,,, +207,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-02-11 00:43:20.000,2023-01-31 12:41:57,2990.0,41.0,206,26.0,255.0,134.0,697.0,3021,2023-01-30 22:04:00.750,0.22.2,109.0,72.0,30,True,ploomber,conda-forge/ploomber,,,12801.0,78.0,72.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,10410.0,https://anaconda.org/conda-forge/ploomber,2023-01-31 12:29:57.714,50224.0,2.0,,,,,,,,,,,,,,,,,, +208,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,637,141.0,443.0,135.0,396.0,2607,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,30,True,pandas-datareader,conda-forge/pandas-datareader,,,616647.0,834.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,834.0,612912.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,265199.0,2.0,,,,,,,,,,,,,,,,,, +209,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2554,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,167153.0,1841.0,1457.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,384.0,166584.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25058.0,3.0,,,,,,,,,,,,,,,,,, +210,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-03-21 18:57:58.000,2023-03-16 19:23:33,3815.0,33.0,303,32.0,303.0,123.0,534.0,2215,2023-01-29 21:11:26.594,2.6.2,207.0,88.0,30,True,pyinfra,,,,17163.0,85.0,74.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,17163.0,,,,3.0,,,,,,,,,,,,,,,,,, +211,docarray,jina-ai/docarray,The data structure for multimodal data Neural Search Vector Search Document Store.,,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-03-23 13:19:14.000,2023-03-07 10:45:30,920.0,30.0,152,37.0,845.0,90.0,337.0,1918,2023-01-17 09:11:28.000,0.21.0,514.0,51.0,30,True,docarray,conda-forge/docarray,,,91097.0,182.0,178.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,4.0,85355.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,80389.0,3.0,,,,,,,,,,,,,docarray/docarray,,,,, +212,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-03-13 01:27:10.000,2023-03-13 01:26:30,214.0,4.0,257,49.0,56.0,40.0,109.0,1917,2023-02-19 15:29:00.772,1.5.9,81.0,26.0,30,True,datasketch,,,19.0,897552.0,731.0,668.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,897552.0,,,,3.0,,,,,,,,,,,,,,,,,, +213,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-01-28 05:34:51.000,2022-10-18 10:59:07,785.0,,173,46.0,215.0,95.0,270.0,1827,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1108470.0,570.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,570.0,1099766.0,https://anaconda.org/conda-forge/fs,2022-03-02 15:54:00.090,574489.0,3.0,,,,,,,,,,,,,,,,,, +214,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-03-17 07:37:07.000,2023-03-15 17:23:34,994.0,24.0,55,22.0,98.0,109.0,66.0,1674,2023-01-19 08:15:52.055,23.1.1,23.0,20.0,30,True,glom,conda-forge/glom,,,1274782.0,1082.0,991.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,91.0,1274328.0,https://anaconda.org/conda-forge/glom,2023-01-19 10:31:21.857,19098.0,2.0,,,,,,,,,,,,,,,,,, +215,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-02-27 18:51:32.000,2023-02-24 21:17:34,1022.0,6.0,310,70.0,392.0,102.0,362.0,1443,2023-02-24 19:29:46.000,0.22.0,13.0,81.0,30,True,mleap,conda-forge/mleap,,,159852.0,231.0,206.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,158497.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,63689.0,2.0,,,,,,,,,,,,,,,,,, +216,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-03-05 00:28:17.000,2023-03-05 00:11:54,605.0,20.0,54,15.0,215.0,3.0,51.0,1255,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,30,True,bidict,conda-forge/bidict,,,1351548.0,12804.0,12334.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,470.0,1348800.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,214369.0,2.0,,,,,,,,,,,,,,,,,, +217,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-03-22 11:40:15.000,2023-03-22 11:40:09,792.0,48.0,56,25.0,39.0,85.0,71.0,1215,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,30,True,strictyaml,conda-forge/strictyaml,,,420821.0,1628.0,1408.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,220.0,417540.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,193597.0,3.0,,,,,,,,,,,,,,,,,, +218,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2022-12-08 15:59:11.000,2022-10-28 20:07:55,384.0,,174,28.0,91.0,61.0,135.0,1072,2021-01-11 13:28:44.000,0.4.0,28.0,24.0,30,True,sshtunnel,conda-forge/sshtunnel,,,5439910.0,5475.0,5184.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,291.0,5438566.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,104896.0,3.0,,,,,,,,,,,,,,,,,, +219,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,75.0,21.0,41.0,589.0,854,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2659839.0,7438.0,7127.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,311.0,2652354.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,374266.0,3.0,,,,,,,,,,,,,,,,,, +220,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-03-17 10:00:25.000,2020-10-21 17:48:31,219.0,,74,15.0,251.0,46.0,25.0,663,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12456584.0,38002.0,35937.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2065.0,12394829.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,4446408.0,2.0,,,,,,,,,,,,,,,,,, +221,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-03-14 23:34:07.000,2023-02-28 12:32:34,291.0,3.0,29,10.0,62.0,1.0,25.0,348,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,4303370.0,26015.0,25738.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,277.0,4280200.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1135351.0,3.0,,,,,,,,,,,,,,,,,, +222,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-01-20 20:04:29.828,2023-01-18 22:27:43,225.0,23.0,68,16.0,84.0,66.0,96.0,290,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,30,True,configobj,conda-forge/configobj,,21.0,3196861.0,28299.0,24916.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3383.0,3186386.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,586601.0,3.0,,,,,,,,,,,,,,,,,, +223,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-03-20 11:23:16.000,2023-03-20 11:23:07,278.0,14.0,55,6.0,64.0,4.0,71.0,161,2021-10-26 13:46:12.000,4.0.2,40.0,29.0,30,True,tzlocal,conda-forge/tzlocal,,,28690728.0,3732.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3732.0,28666738.0,https://anaconda.org/conda-forge/tzlocal,2023-03-18 16:25:29.751,1943251.0,3.0,,,,,,,,,,,,,,,,,, +224,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-03-13 16:40:40.000,2023-03-13 16:40:40,326.0,1.0,573,189.0,89.0,64.0,82.0,6955,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,262747.0,1177.0,999.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,262423.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23072.0,3.0,,,,,,,,,,,,,,,,,, +225,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-03-20 22:17:32.000,2023-03-20 18:30:38,1850.0,28.0,562,87.0,1251.0,193.0,1025.0,6890,2023-02-23 18:30:37.000,1.3.2,22.0,110.0,29,True,hydra,conda-forge/hydra-core,,,26187.0,20.0,14.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,6.0,11756.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,533962.0,3.0,,,,,,,,,,,,,,,,,, +226,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,1.0,549,140.0,293.0,280.0,241.0,6520,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,29,True,faust,,,,28853.0,1486.0,1455.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,28853.0,,,,3.0,,,,,,,,,,,,,,,,,, +227,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-02-17 21:58:40.000,2023-02-17 21:58:39,2685.0,1.0,847,174.0,736.0,21.0,957.0,5448,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,29,True,snorkel,conda-forge/snorkel,,1003.0,51810.0,286.0,274.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,50922.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,38523.0,3.0,,,,,,,,,,,,,,,,,, +228,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,221.0,90.0,231.0,43.0,4978,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,181667.0,4483.0,3693.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,790.0,181316.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,27765.0,3.0,,,,,,,,,,,,,,,,,, +229,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-01-06 09:04:05.000,2023-01-06 09:03:57,998.0,2.0,512,91.0,179.0,8.0,417.0,4795,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,29,True,transitions,conda-forge/transitions,,,431502.0,3218.0,2950.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,423460.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,361902.0,3.0,,,,,,,,,,,,,,,,,, +230,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-01-17 08:57:15.000,2023-01-17 08:57:15,1084.0,1.0,240,64.0,80.0,23.0,263.0,3273,2022-04-23 14:56:04.000,1.14.0,23.0,41.0,29,True,asciimatics,conda-forge/asciimatics,,,72592.0,936.0,821.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,70482.0,https://anaconda.org/conda-forge/asciimatics,2022-11-10 16:45:01.089,124513.0,3.0,,,,,,,,,,,,,,,,,, +231,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-02-21 18:30:18.000,2022-07-17 20:23:59,289.0,,410,97.0,107.0,31.0,127.0,2706,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,349624.0,5420.0,5270.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,150.0,348096.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,42799.0,3.0,,,,,,,,,,,,,,,,,, +232,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2343,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,16.0,2744511.0,5021.0,4717.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,304.0,2739800.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,376952.0,2.0,,,,,,,,,,,,,,,,,, +233,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-03-22 21:10:17.000,2023-03-21 22:41:40,601.0,80.0,92,30.0,827.0,33.0,312.0,2135,2023-03-21 22:13:07.000,1.1.32,216.0,21.0,29,True,whylogs,,,75.0,56433.0,83.0,77.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,6.0,56431.0,,,,3.0,,,,,,,,,,,,,,,,,, +234,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-03-21 22:58:41.000,2023-03-21 22:12:02,2228.0,17.0,147,97.0,1916.0,156.0,1328.0,1676,2021-07-02 00:15:35.000,1.0.0,16.0,35.0,29,True,datatable,conda-forge/datatable,,1825.0,77762.0,22.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,22.0,77026.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,19148.0,3.0,,,,,,,,,,,,,,,,,, +235,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1382,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,1175574.0,10072.0,8558.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1514.0,1171853.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,260489.0,3.0,,,,,,,,,,,,,,,,,, +236,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2022-11-10 14:50:05.000,2021-12-10 09:37:17,2933.0,,218,47.0,177.0,25.0,757.0,1168,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,False,py2neo,conda-forge/py2neo,,,141221.0,619.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,619.0,140421.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,55266.0,3.0,,,,,,,,,,,,,,,,,, +237,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,304,51.0,209.0,28.0,264.0,1082,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,True,redis-py-cluster,,,3616.0,2193265.0,1678.0,1473.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,205.0,2193229.0,,,,3.0,,,,,,,,,,,,,,,,,, +238,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-02-23 00:17:21.000,2023-02-23 00:17:20,1158.0,14.0,137,39.0,81.0,2.0,128.0,1047,2022-11-30 22:49:22.305,16.6.0,18.0,48.0,29,True,path,conda-forge/path,,,967014.0,122.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,122.0,957570.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,368344.0,3.0,,,,,,,,,,,,,,,,,, +239,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,115,22.0,52.0,40.0,123.0,801,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,518078.0,14573.0,14378.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,195.0,517354.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,25363.0,2.0,,,,,,,,,,,,,,,,,, +240,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,11.0,115,16.0,60.0,23.0,104.0,776,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,29,True,pyahocorasick,conda-forge/pyahocorasick,,,627375.0,1743.0,1644.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,99.0,624544.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,178362.0,3.0,,,,,,,,,,,,,,,,,, +241,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-02-07 05:22:46.000,2022-04-12 15:11:24,490.0,,329,33.0,242.0,37.0,120.0,634,2020-04-17 20:27:24.000,3.9.0,36.0,65.0,29,True,pysolr,conda-forge/pysolr,,,262207.0,4201.0,2924.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1277.0,261932.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20143.0,3.0,,,,,,,,,,,,,,,,,, +242,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,26.0,45.0,5.0,90.0,508,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,5302612.0,16645.0,14457.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,5286393.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1297582.0,3.0,,,,,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-03-20 18:04:24.000,2023-03-15 12:18:18,689.0,16.0,44,10.0,72.0,12.0,92.0,473,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,975951.0,4008.0,3744.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,264.0,960576.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1137814.0,3.0,,,,,,,,,,,,,,,,,, +244,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,42,28.0,52.0,5.0,35.0,180,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,7331299.0,7012.0,6730.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,282.0,7327862.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,285329.0,2.0,,,,,,,,,,,,,,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,47,8.0,43.0,17.0,21.0,123,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,True,isodate,conda-forge/isodate,,,65769016.0,38595.0,36404.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2191.0,65720282.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4093719.0,3.0,,,,,,,,,,,,,,,,,, +246,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2022-12-28 06:35:36.000,2022-05-08 04:08:19,743.0,,933,276.0,287.0,145.0,451.0,17424,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,28,True,gooey,conda-forge/gooey,,408.0,7543.0,795.0,717.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,6183.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,62171.0,3.0,,,,,,,,,,,,,,,,,, +247,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-02-12 12:07:44.000,2023-02-12 12:07:43,188.0,7.0,177,27.0,44.0,68.0,116.0,2933,2023-01-15 20:00:00.748,1.6.4,40.0,25.0,28,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,444674.0,30.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,30.0,443890.0,https://anaconda.org/conda-forge/pandarallel,2023-01-16 16:36:35.644,16473.0,3.0,,,,,,,,,,,,,,,,,, +248,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-03-21 14:21:02.000,2023-01-13 15:49:40,1602.0,6.0,95,38.0,1188.0,75.0,336.0,2634,2022-03-13 14:33:44.000,0.19.0,21.0,42.0,28,True,returns,conda-forge/returns,,,57866.0,386.0,333.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,53.0,57664.0,https://anaconda.org/conda-forge/returns,2022-03-13 18:38:23.664,4462.0,3.0,,,,,,,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,261.0,2547,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,19896.0,2121.0,2077.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,44.0,19896.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1864,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8243153.0,2158.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2158.0,8226443.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1303382.0,3.0,,,,,,,,,,,,,,,,,, +251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-03-16 00:14:55.000,2023-03-16 00:14:49,152.0,1.0,113,23.0,105.0,48.0,42.0,1772,2021-11-03 08:11:33.000,0.5.0,12.0,23.0,28,True,gin-config,conda-forge/gin-config,,,281122.0,5644.0,5558.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,86.0,280658.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,15805.0,3.0,,,,,,,,,,,,,,,,,, +252,SDV,sdv-dev/SDV,"Synthetic Data Generation for tabular, relational and time series data.",,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-03-22 20:52:36.000,2023-03-13 17:11:54,1123.0,9.0,212,40.0,505.0,132.0,650.0,1331,2023-01-24 21:09:01.129,0.18.0,90.0,42.0,28,False,sdv,conda-forge/sdv,,,54684.0,185.0,171.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,14.0,54202.0,https://anaconda.org/conda-forge/sdv,2023-01-25 05:48:33.076,7237.0,3.0,,,,,,,,,,,,,,,,,, +253,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,50.0,33.0,59.0,25.0,1216,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,['pandas'],,1573934.0,1971.0,1890.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1558849.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,316786.0,3.0,,,,,,,,,,,,,,,,,, +254,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-02-08 10:07:04.000,2022-08-15 22:23:51,507.0,,63,17.0,162.0,34.0,79.0,1043,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,978546.0,8685.0,8443.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,242.0,977436.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,29988.0,3.0,,,,,,,,,,,,,,,,,, +255,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-03-22 09:18:53.000,2023-03-18 22:14:25,744.0,50.0,45,13.0,396.0,151.0,156.0,1041,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,28,True,prisma,,,,12143.0,193.0,190.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,3.0,12143.0,,,,3.0,,,,,,,,,,,,,,,,,, +256,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-03-12 19:14:49.000,2023-03-12 19:14:48,1661.0,23.0,67,10.0,377.0,91.0,207.0,989,2023-03-05 21:57:01.313,0.109.0,227.0,39.0,28,True,piccolo,,,,14589.0,257.0,247.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,14589.0,,,,3.0,,,,,,,,,,,,,,,,,, +257,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-03-23 13:01:13.000,2023-03-21 16:39:13,1081.0,80.0,113,17.0,614.0,53.0,279.0,930,2022-10-14 15:03:03.880,7.0.1,51.0,54.0,28,True,copier,,,,35373.0,387.0,378.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,9.0,35373.0,,,,3.0,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2022-12-08 12:40:50.000,2021-11-20 18:05:09,427.0,,103,25.0,125.0,65.0,96.0,660,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,parsedatetime,conda-forge/parsedatetime,,,6340272.0,9050.0,7818.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,6338406.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,145560.0,3.0,,,,,,,,,,,,,,,,,, +259,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-02-06 08:50:20.183,2023-02-04 17:17:01,816.0,2.0,134,25.0,103.0,64.0,59.0,503,2023-02-04 16:24:36.000,1.12.1,61.0,88.0,28,True,beaker,conda-forge/beaker,,,331352.0,5828.0,4468.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1360.0,330421.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,67064.0,3.0,,,,,,,,,,,,,,,,,, +260,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,466,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,91.0,234737.0,6846.0,4462.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,232246.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,198302.0,3.0,,,,,,,,,,,,,,,,,, +261,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,10.0,28.0,6.0,67.0,225,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,10431841.0,45161.0,37118.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8043.0,10416182.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1237134.0,3.0,,,,,,,,,,,,,,,,,, +262,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-03-20 14:05:07.000,2022-03-10 10:33:50,585.0,,495,83.0,238.0,92.0,129.0,3427,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,True,textract,conda-forge/textract,,,142995.0,116.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,116.0,142751.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,19087.0,3.0,,,,,,,,,,,,,,,,,, +263,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-03-18 07:10:48.000,2022-10-12 16:46:46,523.0,,118,50.0,47.0,9.0,120.0,2147,2021-01-12 19:21:07.000,1.4.3,14.0,27.0,27,True,pyfunctional,,,,293353.0,597.0,582.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,15.0,293353.0,,,,3.0,,,,,,,,,,,,,,,,,, +264,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-03-22 13:43:18.000,2023-03-03 22:30:13,5556.0,11.0,497,106.0,898.0,574.0,907.0,1965,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,124.0,27,False,wx,conda-forge/wxpython,,2911.0,8563.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-03-11 05:42:42.678,587541.0,3.0,,,,,,,,,,,,,,,,,, +265,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,99.0,184.0,259.0,506.0,1873,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2430.0,195.0,159.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2430.0,,,,3.0,,,,,,,,,,,,,,,,,, +266,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-02-21 20:22:12.000,2023-02-21 20:21:47,2694.0,34.0,131,53.0,292.0,42.0,187.0,1465,2023-02-21 20:43:04.848,0.16.0,26.0,39.0,27,False,enaml,conda-forge/enaml,,277.0,5393.0,294.0,210.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,84.0,3268.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,135751.0,3.0,,,,,,,,,,,,,,,,,, +267,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,140,44.0,53.0,20.0,18.0,1104,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,27,False,singer-python,,,,607298.0,357.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,357.0,607298.0,,,,3.0,,,,,,,,,,,,,,,,,, +268,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,126,28.0,74.0,35.0,69.0,993,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,231366.0,3148.0,2948.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,200.0,230128.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,64420.0,3.0,,,,,,,,,,,,,,,,,, +269,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-03-14 12:09:04.000,2023-03-14 12:08:31,148.0,34.0,80,27.0,35.0,6.0,64.0,736,2023-01-21 10:48:02.235,1.3.1,23.0,16.0,27,False,email-validator,conda-forge/email-validator,,,6128230.0,360.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,360.0,6126031.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,70391.0,3.0,,,,,,,,,,,,,,,,,, +270,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-03-22 11:53:53.000,2023-03-22 11:53:39,643.0,43.0,44,23.0,481.0,5.0,33.0,685,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,27,True,janus,conda-forge/janus,,,315218.0,92.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,92.0,314933.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,12838.0,3.0,,,,,,,,,,,,,,,,,, +271,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-02-05 09:21:58.000,2023-02-05 09:21:57,175.0,1.0,75,25.0,49.0,11.0,33.0,660,2021-12-15 14:53:48.232,2.0.0,14.0,27.0,27,True,munch,conda-forge/munch,,,4169484.0,829.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,829.0,4132540.0,https://anaconda.org/conda-forge/munch,2019-10-30 13:10:23.404,3103373.0,3.0,,,,,,,,,,,,,,,,,, +272,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-03-14 18:12:19.000,2023-03-14 18:12:17,1324.0,44.0,47,16.0,128.0,3.0,11.0,651,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,27,True,ubelt,conda-forge/ubelt,,,26320.0,2346.0,2282.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,64.0,24188.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,38390.0,3.0,,,,,,,,,,,,,,,,,, +273,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,645,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2563279.0,12325.0,10867.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1458.0,2556495.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,535993.0,3.0,,,,,,,,,,,,,,,,,, +274,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,600,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,157140.0,961.0,732.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,229.0,155545.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,129243.0,3.0,,,,,,,,,,,,,,,,,, +275,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,561,,,8.0,12.0,27,True,dataclasses,conda-forge/dataclasses,,,11193295.0,52762.0,50417.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2345.0,11027469.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,9617919.0,3.0,,,,,,,,,,,,,,,,,, +276,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,463,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,pyscreenshot,,,,85232.0,2121.0,1866.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,255.0,85232.0,,,,3.0,,,,,,,,,,,,,,,,,, +277,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-03-18 20:49:13.000,2023-03-08 23:15:32,5913.0,314.0,30,10.0,219.0,32.0,510.0,340,2023-03-09 16:16:20.000,1.2.7,173.0,21.0,27,True,static-frame,conda-forge/static-frame,,,7399.0,17.0,15.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,2529.0,https://anaconda.org/conda-forge/static-frame,2023-03-09 19:18:33.210,238630.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +278,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,223239.0,1051.0,978.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,222496.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,51314.0,3.0,,,,,,,,,,,,,,,,,, +279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,53,104.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,True,cloudant,conda-forge/cloudant,,,123837.0,2304.0,2015.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,289.0,122527.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,102251.0,3.0,,,,,,,,,,,,,,,,,, +280,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-02-13 13:00:21.000,2023-02-13 12:57:40,121.0,8.0,21,8.0,45.0,4.0,7.0,141,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,27,True,catalogue,conda-forge/catalogue,,,4164702.0,22199.0,22135.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,64.0,4141050.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,946117.0,3.0,,,,,,,,,,,,,,,,,, +281,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,25,5.0,45.0,4.0,36.0,71,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,7147530.0,59978.0,55644.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4334.0,7117877.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2372265.0,3.0,,,,,,,,,,,,,,,,,, +282,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-01-12 15:29:15.000,2022-09-22 18:12:11,588.0,,744,148.0,290.0,119.0,175.0,6030,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,True,powerline-shell,,,,3555.0,96.0,92.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3555.0,,,,3.0,,,,,,,,,,,,,,,,,, +283,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,88.0,359.0,3112,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1816.0,142.0,121.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,611.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,96404.0,3.0,,,,,,,,,,,,,,,,,, +284,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2022-08-17 15:26:16.515,2022-08-16 23:30:01,472.0,,99,30.0,78.0,13.0,117.0,2243,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,426643.0,894.0,864.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,30.0,422633.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,188470.0,3.0,,,,,,,,,,,,,,,,,, +285,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-03-21 07:56:33.000,2023-03-19 12:02:21,374.0,1.0,129,27.0,214.0,57.0,126.0,1511,2022-12-02 13:23:00.600,0.25.0,59.0,53.0,26,True,arq,conda-forge/arq,,,46402.0,387.0,374.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,13.0,46139.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,6057.0,3.0,,,,,,,,,,,,,,,,,, +286,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-13 15:28:43.000,2022-07-18 20:04:25,1071.0,,219,103.0,171.0,72.0,264.0,1479,2022-01-10 21:46:17.000,4.1.2,50.0,43.0,26,True,streamparse,,,,2433.0,84.0,57.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,2433.0,,,,3.0,,,,,,,,,,,,,,,,,, +287,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,52,23.0,61.0,14.0,33.0,1014,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1389326.0,5565.0,5452.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,113.0,1373874.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,896249.0,3.0,,,,,,,,,,,,,,,,,, +288,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-03-23 00:03:24.000,2023-03-22 00:26:26,702.0,109.0,41,11.0,174.0,8.0,78.0,1013,2023-03-22 00:31:06.222,0.30.0,57.0,5.0,26,True,python-benedict,conda-forge/python-benedict,,,1346527.0,21.0,,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,21.0,1342412.0,https://anaconda.org/conda-forge/python-benedict,2023-03-22 03:42:51.330,115246.0,3.0,,,,,,,,,,,,,,,,,, +289,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,947,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,19188.0,2378.0,1871.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,14732.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,325318.0,3.0,,,,,,,,,,,,,,,,,, +290,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-03-21 17:54:53.000,2023-03-21 17:54:50,9850.0,39.0,40,13.0,8.0,6.0,8.0,463,2021-11-25 22:52:42.000,0.2.0,10.0,98.0,26,True,pandas-summary,,['pandas'],,70710.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,70710.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +291,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-03-21 23:10:31.000,2023-03-21 18:35:02,3334.0,84.0,28,18.0,58.0,5.0,4.0,240,2022-09-07 10:31:33.181,0.90.10,533.0,64.0,26,True,dbnd,,,,101148.0,56.0,32.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,101148.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2022-10-11 20:57:52.000,2022-07-27 03:51:16,154.0,,34,7.0,25.0,23.0,29.0,230,2021-08-09 23:11:59.000,1.8.0,14.0,13.0,26,True,send2trash,conda-forge/send2trash,,,10514930.0,2759.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2759.0,10382549.0,https://anaconda.org/conda-forge/send2trash,2021-08-09 12:16:59.375,8207622.0,3.0,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,187,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,32728502.0,12985.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12985.0,32582464.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,12121173.0,3.0,,,,,,,,,,,,,,,,,, +294,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,243.0,1742.0,53,2023-02-13 16:53:18.922,3.1.1,104.0,,26,False,openpyxl,openpyxl,,,54662096.0,7510.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7480.0,54660417.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,146665.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1217.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-01-02 19:00:32.000,2022-03-24 15:54:18,171.0,,11,6.0,27.0,7.0,22.0,35,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,13549109.0,68458.0,65736.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2722.0,13536589.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1064242.0,3.0,,,,,,,,,,,,,,,,,, +296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-02-22 03:51:19.000,2023-02-22 03:50:44,49.0,2.0,96,33.0,97.0,16.0,137.0,2173,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,31.0,1521025.0,324.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,324.0,1514688.0,https://anaconda.org/conda-forge/python-box,2023-02-04 21:58:06.354,373900.0,3.0,,,,,,,,,,,,,,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-03-20 14:10:49.000,2022-10-17 20:24:01,6408.0,,218,42.0,1028.0,9.0,207.0,1346,2020-07-19 03:20:20.000,2.2.32,86.0,26.0,25,True,optimuspyspark,,['spark'],,17433.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,17433.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,3437.0,486.0,297.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,3437.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,40.0,126.0,21.0,202.0,1098,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,332.0,428648.0,221.0,195.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,26.0,428645.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-01-11 23:00:37.000,2022-09-12 17:36:02,282.0,,48,9.0,25.0,15.0,69.0,582,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,222285.0,958.0,937.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,21.0,220345.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,56288.0,3.0,,,,,,,,,,,,,,,,,, +301,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,10.0,98.0,452,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,14965.0,563.0,477.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,86.0,14540.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,21294.0,3.0,,,,,,,,,,,,,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2022-09-21 15:09:58.000,2022-09-21 15:09:58,824.0,,64,16.0,182.0,43.0,157.0,433,2021-10-16 08:20:21.000,3.0.1,53.0,15.0,25,True,umongo,conda-forge/umongo,,,30491.0,11504.0,11490.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,30293.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,3570.0,3.0,,,,,,,,,,,,,,,,,, +303,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-03-23 01:35:25.000,2023-03-23 01:35:25,237.0,12.0,49,6.0,48.0,21.0,40.0,430,2023-03-19 10:11:48.000,2.0.1,50.0,14.0,25,True,cachier,,,,15072.0,394.0,367.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,27.0,15072.0,,,,3.0,,,,,,,,,,,,2.0,python-cachier/cachier,,,,, +304,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-03-20 14:15:16.000,2023-03-20 13:56:34,871.0,47.0,21,14.0,151.0,8.0,10.0,307,2023-03-20 13:59:01.278,17.0.8,229.0,14.0,25,True,aiomisc,,,,17894.0,319.0,286.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,33.0,17894.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-02-07 20:22:06.000,2022-11-21 22:08:41,73.0,,27,10.0,47.0,20.0,34.0,292,2022-08-17 14:01:02.972,0.8.0,11.0,17.0,25,True,typing_inspect,conda-forge/typing_inspect,,,18941917.0,276.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,276.0,18912757.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1370530.0,3.0,,,,,,,,,,,,,,,,,, +306,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-03-21 15:47:40.504,2023-03-21 13:58:35,346.0,19.0,28,6.0,119.0,2.0,76.0,137,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,148157.0,699.0,654.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,147442.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,30769.0,3.0,,,,,,,,,,,,2.0,,,,,, +307,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,16055213.0,7975.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7975.0,15900791.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,12817035.0,3.0,,,,,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,85.0,81.0,22.0,82.0,3943,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,3720.0,131.0,55.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,76.0,3720.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-03-20 12:27:53.000,2023-03-20 12:27:50,310.0,7.0,69,44.0,204.0,39.0,38.0,1248,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,24,True,tasktiger,,,,1289.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,1289.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,144,41.0,10.0,1.0,12.0,1047,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,544783.0,1896.0,1727.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,540336.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,275727.0,3.0,,,,,,,,,,,,,,,,,, +311,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-03-14 00:29:59.000,2023-02-21 10:55:54,98.0,10.0,38,15.0,63.0,6.0,4.0,969,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,24,True,asyncer,conda-forge/asyncer,,,74577.0,419.0,410.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,9.0,74405.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,2416.0,3.0,,,,,,,,,,,,,,,,,, +312,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-01-01 09:59:33.000,2023-01-01 09:59:21,663.0,1.0,77,15.0,101.0,41.0,85.0,817,2022-10-27 07:12:01.693,7.0.1,34.0,18.0,24,True,mss,conda-forge/python-mss,,,270270.0,225.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,225.0,269586.0,https://anaconda.org/conda-forge/python-mss,2022-10-27 12:09:20.597,22589.0,3.0,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,128,10.0,22.0,25.0,19.0,607,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,4679614.0,2554.0,2393.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,161.0,4679253.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,9387.0,3.0,,,,,,,,,,,,,,,,,, +314,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2022-10-22 16:47:21.000,2019-11-13 07:35:33,601.0,,105,43.0,110.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,23214.0,401.0,277.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,23214.0,,,,3.0,,,,,,,,,,,,,,,,,, +315,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,54.0,60.0,,90.0,302,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,pyhdb,,,91.0,520608.0,180.0,161.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,19.0,520607.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-02-23 18:09:40.000,2020-11-28 22:30:53,264.0,,24,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,52.0,120252.0,2509.0,2326.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,183.0,119886.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,23813.0,3.0,,,,,,,,,,,,,,,,,, +317,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,16,4.0,112.0,50.0,42.0,86,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,107.0,135914.0,5494.0,4181.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1313.0,135283.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,51780.0,3.0,,,,,,,,,,,,,,,,,, +318,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-03-21 04:21:20.000,2023-03-18 10:09:23,599.0,6.0,332,46.0,96.0,163.0,101.0,1875,2011-12-30 16:40:09.000,11.12.30,16.0,39.0,23,True,camelot,,,,5290.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,5290.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-03-08 22:49:18.000,2023-01-16 17:36:54,275.0,4.0,167,19.0,115.0,72.0,103.0,1649,2023-01-07 01:51:08.612,1.41.0,83.0,20.0,23,True,img2dataset,,,795.0,6197.0,28.0,27.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,6156.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2022-12-08 05:45:39.000,2021-03-10 15:44:00,981.0,,135,59.0,247.0,95.0,108.0,1541,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,23,False,bonobo,,,,7192.0,189.0,156.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,7192.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +321,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-03-22 14:52:28.000,2023-03-22 14:52:27,240.0,1.0,87,39.0,39.0,17.0,46.0,1404,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,22378.0,100.0,91.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,9.0,21988.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,12504.0,3.0,,,,,,,,,,,,,,,,,, +322,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2020-04-10 22:23:01.000,0.15.3,14.0,10.0,23,False,pinject,conda-forge/pinject,,,61196.0,164.0,145.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,19.0,61034.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,2917.0,3.0,,,,,,,,,,,,,,,,,, +323,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-03-21 20:27:56.000,2023-02-18 00:55:10,950.0,3.0,135,61.0,76.0,167.0,149.0,841,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1325.0,182.0,153.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1325.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,511,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,unipath,,,,67665.0,10626.0,8580.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,67665.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,257,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,14934.0,153.0,145.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,14765.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4062.0,3.0,,,,,,,,,,,,,,,,,, +326,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-02-28 14:24:39.000,2023-02-28 14:18:14,5296.0,63.0,42,13.0,583.0,33.0,78.0,186,2023-02-13 11:53:04.000,0.8.1,14.0,32.0,23,True,batchflow,,,,449.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,449.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,9.0,11,5.0,11.0,2.0,7.0,111,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,23,True,coolname,conda-forge/coolname,,,300999.0,1314.0,1267.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,47.0,299231.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,47751.0,3.0,,,,,,,,,,,,,,,,,, +328,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3494,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,True,pampy,,,,26936.0,371.0,340.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,31.0,26936.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3227,,,4.0,19.0,22,False,macropy3,,,,215.0,566.0,536.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,215.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2694,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,91.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,91.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,84,35.0,214.0,44.0,55.0,2366,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,True,,,,17662.0,802.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +332,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2020-12-20 05:00:55.000,2019-09-25 12:17:08,113.0,,142,39.0,21.0,20.0,11.0,1536,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,176330.0,172.0,150.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,176330.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1220,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,22,False,db.py,,,,1102.0,27.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,27.0,1102.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2022-11-29 18:26:28.000,2019-11-15 03:38:30,105.0,,116,13.0,31.0,31.0,41.0,770,2019-01-14 18:48:25.000,0.9.2,20.0,12.0,22,False,pickledb,,,,36044.0,1167.0,1082.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,85.0,36044.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,13.0,164.0,16.0,120.0,497,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,3107.0,100.0,91.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2571.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,7509.0,3.0,,,,,,,,,,,,,,,,,, +336,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,41,12.0,20.0,18.0,11.0,472,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,61962.0,4431.0,3249.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1182.0,61178.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,65117.0,3.0,,,,,,,,,,,,,,,,,, +337,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2022-02-24 22:31:30.000,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,346,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,22,False,pymodm,conda-forge/pymodm,,,93880.0,653.0,570.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,93765.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4263.0,3.0,,,,,,,,,,,,,,,,,, +338,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,14445.0,796.0,709.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,13378.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,81099.0,3.0,,,,,,,,,,,,,,,,,, +339,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-03-10 15:38:28.000,2022-02-01 11:49:27,523.0,,9,4.0,103.0,18.0,82.0,172,2021-12-23 15:22:44.000,2.8.0,114.0,8.0,22,False,typical,conda-forge/typical,,,76800.0,61.0,57.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,75732.0,https://anaconda.org/conda-forge/typical,2021-12-23 18:09:55.692,23512.0,3.0,,,,,,,,,,,,,,,,,, +340,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10569,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,22.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,22.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1727,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,21,False,bashplotlib,,,,6260.0,190.0,160.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,30.0,6260.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,193,39.0,56.0,79.0,39.0,1263,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,21,False,excalibur-py,,,10128.0,1124.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,933.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-02-15 14:35:32.000,2020-12-13 18:58:15,709.0,,116,62.0,68.0,60.0,119.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,249.0,41.0,29.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,249.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-03-22 22:08:07.000,2023-01-03 19:16:25,478.0,5.0,72,21.0,205.0,60.0,80.0,773,2023-01-03 20:08:22.000,0.9.2,19.0,17.0,21,True,odmantic,,,,20114.0,1.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,1.0,20114.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-01-15 17:25:52.000,2022-12-24 17:10:19,440.0,3.0,44,18.0,48.0,15.0,38.0,704,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,2611.0,57.0,51.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,6.0,1923.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,19272.0,3.0,,,,,,,,,,,,,,,,,, +346,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,13,13.0,5.0,13.0,43.0,273,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,12989.0,120.0,114.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,12989.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,44,15.0,33.0,19.0,9.0,258,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,84017.0,345.0,343.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,2.0,84017.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2022-11-22 03:13:01.000,2022-11-22 03:13:00,80.0,,26,4.0,45.0,6.0,9.0,225,2022-11-10 16:54:02.301,0.9.0,13.0,12.0,21,True,rtoml,,,,33438.0,209.0,190.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,19.0,33438.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-02-04 16:46:19.000,2023-02-04 16:46:19,272.0,2.0,40,8.0,35.0,11.0,36.0,142,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,21,True,filedepot,,,,5455.0,782.0,733.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,5455.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,133,66.0,4.0,1.0,40.0,1919,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,1972.0,43.0,36.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,7.0,1972.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,18.0,20.0,3.0,26.0,813,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,20,False,unsync,conda-forge/unsync,,,14843.0,186.0,170.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,16.0,14575.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,8845.0,3.0,,,,,,,,,,,,,,,,,, +352,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-03-22 12:48:44.000,2022-09-27 12:00:45,94.0,,21,6.0,41.0,10.0,9.0,626,2022-08-30 20:12:03.810,0.5.0,12.0,9.0,20,True,dirty-equals,conda-forge/dirty-equals,,,30100.0,154.0,144.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,10.0,28118.0,https://anaconda.org/conda-forge/dirty-equals,2023-02-02 12:04:16.914,23793.0,3.0,,,,,,,,,,,,,,,,,, +353,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-01-31 00:49:55.000,2022-05-27 16:50:28,284.0,,20,10.0,30.0,22.0,20.0,600,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,True,pugsql,,,,26157.0,54.0,51.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,26157.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,1.0,24,49.0,14.0,7.0,11.0,261,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,13877.0,83.0,66.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,13637.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,19988.0,3.0,,,,,,,,,,,,,,,,,, +355,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,16,7.0,62.0,7.0,21.0,135,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,aioprometheus,,,,112281.0,133.0,120.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,112281.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,98,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,168681.0,1726.0,1604.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,122.0,160543.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,504585.0,3.0,,,,,,,,,,,,,,,,,, +357,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-03-08 23:24:00.257,2023-03-08 19:11:50,76.0,2.0,117,33.0,10.0,6.0,140.0,2932,2023-03-08 19:14:00.000,2.1.10,57.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1435.0,145.0,145.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,1.0,https://anaconda.org/conda-forge/borb,2023-03-08 23:24:00.257,27263.0,3.0,,,,,,,,,,,,,,,,,, +358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2022-03-21 17:15:55.000,2022-03-21 17:12:16,138.0,,460,158.0,142.0,78.0,27.0,1966,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,True,,,['spark'],,,32.0,32.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +359,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,73,23.0,19.0,11.0,13.0,949,2022-10-26 17:01:00.596,0.2.6,23.0,13.0,19,True,d6tflow,,,,295.0,20.0,20.0,https://pypi.org/project/d6tflow,2022-10-26 17:01:00.596,,295.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,22.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,19,True,bounter,,,,522.0,36.0,28.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,522.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,253,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5369.0,147.0,120.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5369.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,2.0,33,17.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],14.0,1417.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,470.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,53073.0,3.0,,,,,,,,,,,,,,,,,, +363,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,188,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,33177.0,648.0,644.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,33177.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,Upgini,upgini/upgini,Free automated data enrichment library for machine learning searches through thousands of ready-to-use features from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-03-21 07:24:43.000,2023-03-21 07:24:41,474.0,53.0,16,4.0,191.0,2.0,,185,2023-03-21 07:26:04.076,1.1.104,330.0,9.0,19,True,upgini,,,,3595.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 22:13:17.000,,3595.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-02-06 20:01:40.000,2022-09-09 19:16:24,612.0,,13,7.0,26.0,14.0,10.0,117,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,24143.0,27.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,27.0,24143.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,54.0,23.0,22.0,8.0,1594,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,205.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,205.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-02-14 08:19:46.000,2023-02-14 08:08:12,259.0,4.0,56,35.0,44.0,12.0,57.0,1075,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,colout,,,,1090.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1090.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-03-23 08:59:50.000,2023-03-20 02:34:12,2620.0,91.0,94,30.0,172.0,34.0,247.0,974,,,,36.0,18,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +369,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,209,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,13166.0,4.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,4.0,13166.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2022-10-24 14:51:50.000,2022-10-24 14:51:47,202.0,,12,7.0,17.0,,11.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,138535.0,1.0,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,1.0,138535.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-03-08 19:39:13.000,2023-03-03 15:51:21,160.0,9.0,99,58.0,67.0,23.0,16.0,1986,2022-09-22 07:21:29.000,3.2.0,9.0,17.0,17,True,mara-pipelines,,,,128.0,,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,,128.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1333,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,76.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,76.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2022-07-24 13:43:20.000,2021-08-11 18:33:11,106029.0,,60,38.0,39.0,11.0,256.0,910,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +374,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,77.0,586,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,17,False,kubeflow-kale,,['jupyter'],,258.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,258.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-03-09 20:58:01.000,2023-03-09 20:57:59,110.0,11.0,6,14.0,112.0,3.0,2.0,256,2023-03-02 13:18:02.345,0.19.0,92.0,13.0,17,True,squirrel-core,squirrel-core,,,1830.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,1830.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2022-03-02 20:40:17.000,2021-11-18 16:33:36,85.0,,56,16.0,26.0,42.0,29.0,750,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,csvs-to-sqlite,,,,2991.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2991.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,628,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,35.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,35.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,416,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,316.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,316.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,103,54.0,28.0,3.0,2.0,1190,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,38.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,38.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,705,2018-11-22 02:36:13.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,230.0,11.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,1.0,230.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,4.0,77.0,18.0,40.0,101,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,15,True,datajob,,,,122.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,122.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,95,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,1000.0,28.0,24.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,4.0,1000.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,76,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,millify,,,,50760.0,374.0,369.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,5.0,50760.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,265,2022-07-05 16:54:56.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,84.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,84.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,61,20.0,2.0,2.0,1.0,537,2020-11-12 16:12:54.000,zen,22.0,3.0,11,False,pandapy,,['pandas'],,64.0,2.0,2.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,64.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,343,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +387,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,18.0,5.0,1.0,3.0,757,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 58a7c90..40f0d69 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 -- holidays (πŸ₯ˆ35 Β· ⭐ 930 Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT -- Arctic (πŸ₯ˆ31 Β· ⭐ 2.9K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 -- python-rapidjson (πŸ₯‰29 Β· ⭐ 470 Β· πŸ“ˆ) - Python wrapper around rapidjson. MIT -- Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- boto3 (πŸ₯‡45 Β· ⭐ 8K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +- Faker (πŸ₯‡44 Β· ⭐ 16K Β· πŸ“ˆ) - Faker is a Python package that generates fake data for you. MIT +- aiocache (πŸ₯ˆ31 Β· ⭐ 820 Β· πŸ“ˆ) - Asyncio cache manager for redis, memcached and memory. BSD-3 +- cachier (πŸ₯‰25 Β· ⭐ 430 Β· πŸ“ˆ) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +- everett (πŸ₯‰25 Β· ⭐ 140 Β· πŸ“ˆ) - configuration library for python projects. MPL-2.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- protobuf (πŸ₯‡49 Β· ⭐ 59K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 -- python-fire (πŸ₯ˆ38 Β· ⭐ 24K Β· πŸ“‰) - Python Fire is a library for automatically generating.. Apache-2 -- pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.3K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 -- aiocache (πŸ₯ˆ29 Β· ⭐ 810 Β· πŸ“‰) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- filedepot (πŸ₯‰21 Β· ⭐ 140 Β· πŸ“‰) - Toolkit for storing files and attachments in web applications. MIT +- attrs (πŸ₯‡40 Β· ⭐ 4.7K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- anyio (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +- pendulum (πŸ₯‰34 Β· ⭐ 5.4K Β· πŸ“‰) - Python datetimes made easy. MIT +- pyrsistent (πŸ₯‡34 Β· ⭐ 1.8K Β· πŸ“‰) - Persistent/Immutable/Functional data structures for Python. MIT +- pytz (πŸ₯‰32 Β· ⭐ 250 Β· πŸ“‰) - pytz Python historical timezone library and database. MIT From 5c8196d50f0686afe7aa3ed57700d0e197165748 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 30 Mar 2023 13:37:54 +0000 Subject: [PATCH 03/70] Update best-of list for version 2023.03.30 --- README.md | 1332 +++++++++++++++---------------- history/2023-03-30_changes.md | 20 + history/2023-03-30_projects.csv | 389 +++++++++ latest-changes.md | 20 +- 4 files changed, 1085 insertions(+), 676 deletions(-) create mode 100644 history/2023-03-30_changes.md create mode 100644 history/2023-03-30_projects.csv diff --git a/README.md b/README.md index 9f7bdd9..923edd3 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
protobuf (πŸ₯‡49 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 370K Β· πŸ“‹ 5.6K - 14% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 370K Β· πŸ“‹ 5.6K - 14% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.9M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 3K Β· πŸ“₯ 170K Β· πŸ“¦ 50K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3K Β· πŸ“₯ 170K Β· πŸ“¦ 51K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 620K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 630K Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -126,7 +126,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
marshmallow (πŸ₯ˆ39 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 72K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 73K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -158,7 +158,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
dill (πŸ₯ˆ36 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 87K Β· πŸ“‹ 470 - 34% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 88K Β· πŸ“‹ 470 - 34% open Β· ⏱️ 26.03.2023): ``` git clone https://github.com/uqfoundation/dill @@ -172,52 +172,52 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M conda install -c conda-forge dill ```
-
orjson (πŸ₯ˆ35 Β· ⭐ 4.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 38K Β· πŸ“‹ 300 - 2% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 74K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` - git clone https://github.com/ijl/orjson + git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 860 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 27M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): ``` - pip install orjson + pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 620K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 12M Β· ⏱️ 20.01.2023): ``` - conda install -c conda-forge orjson + conda install -c conda-forge cloudpickle ```
-
ultrajson (πŸ₯ˆ35 Β· ⭐ 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
orjson (πŸ₯ˆ35 Β· ⭐ 4.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 19.03.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 38K Β· πŸ“‹ 300 - 2% open Β· ⏱️ 28.03.2023): ``` - git clone https://github.com/ultrajson/ultrajson + git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.2M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 870 Β· ⏱️ 10.01.2023): ``` - pip install ujson + pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.1M Β· ⏱️ 31.01.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 630K Β· ⏱️ 21.03.2023): ``` - conda install -c conda-forge ujson + conda install -c conda-forge orjson ```
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cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 +
ultrajson (πŸ₯ˆ35 Β· ⭐ 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 74K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 19.01.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 19.03.2023): ``` - git clone https://github.com/cloudpipe/cloudpickle + git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 27M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.1M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): ``` - pip install cloudpickle + pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 12M Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.2M Β· ⏱️ 31.01.2023): ``` - conda install -c conda-forge cloudpickle + conda install -c conda-forge ujson ```
msgpack (πŸ₯‰34 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 31M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 32M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): ``` pip install msgpack ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
srsly (πŸ₯‰30 Β· ⭐ 350) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 29 Β· πŸ“¦ 26K Β· πŸ“‹ 26 - 3% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 29 Β· πŸ“¦ 26K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.3M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.2M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): ``` pip install srsly ``` @@ -270,7 +270,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
python-rapidjson (πŸ₯‰29 Β· ⭐ 470) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 3.7K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 3.8K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -295,7 +295,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 56K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 57K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 15K / month Β· πŸ“¦ 86 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 18K / month Β· πŸ“¦ 86 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
rtoml (πŸ₯‰21 Β· ⭐ 220) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 26 Β· πŸ“¦ 190 Β· πŸ“‹ 15 - 40% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 190 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 33K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 32K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 37K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1M Β· πŸ“‹ 24K - 15% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 24K - 15% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -351,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 37M Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 37M Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 680K Β· πŸ“¦ 1.5M Β· πŸ“‹ 11K - 18% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 690K Β· πŸ“¦ 1.5M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/numpy/numpy @@ -367,14 +367,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 52M Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 53M Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge numpy ```
h5py (πŸ₯‡41 Β· ⭐ 1.8K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.6K Β· πŸ“¦ 200K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.6K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/h5py/h5py @@ -388,26 +388,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ40 Β· ⭐ 16K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT +
polars (πŸ₯ˆ39 Β· ⭐ 16K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 770 Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.3K - 17% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 800 Β· πŸ“¦ 1.3K Β· πŸ“‹ 3.4K - 18% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 460K / month Β· πŸ“¦ 110 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 470K / month Β· πŸ“¦ 120 Β· ⏱️ 05.03.2023): ``` pip install polars ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 960 Β· πŸ“‹ 3.4K - 25% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 970 Β· πŸ“‹ 3.5K - 25% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 440K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 510K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): ``` pip install modin ``` @@ -418,7 +418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ37 Β· ⭐ 2.9K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 900 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 900 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/pydata/xarray @@ -427,7 +427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.5M Β· ⏱️ 07.02.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.6M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge xarray ``` @@ -439,7 +439,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 830K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 810K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): ``` pip install tables ``` @@ -448,7 +448,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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TinyDB (πŸ₯ˆ33 Β· ⭐ 5.7K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
TinyDB (πŸ₯ˆ33 Β· ⭐ 5.8K) - TinyDB is a lightweight document oriented database optimized for your.. MIT - [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 490 Β· πŸ“¦ 10K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 18.02.2023): @@ -459,7 +459,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 260K Β· ⏱️ 14.01.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 270K Β· ⏱️ 14.01.2023): ``` conda install -c conda-forge tinydb ``` @@ -471,23 +471,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.6M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.2M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6M Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.1M Β· ⏱️ 26.10.2022): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 600 - 41% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 600 - 41% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 200K / month Β· πŸ“¦ 330 Β· ⏱️ 16.01.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 190K / month Β· πŸ“¦ 330 Β· ⏱️ 16.01.2023): ``` pip install zarr ``` @@ -496,18 +496,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
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Bottleneck (πŸ₯ˆ33 Β· ⭐ 880) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ33 Β· ⭐ 890) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 93 Β· πŸ“¦ 39K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 20.02.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 530K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 510K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.2M Β· ⏱️ 09.03.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.3M Β· ⏱️ 09.03.2023): ``` conda install -c conda-forge bottleneck ``` @@ -528,14 +528,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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pandera (πŸ₯ˆ31 Β· ⭐ 2.1K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ31 Β· ⭐ 2.2K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 170 Β· πŸ“¦ 720 Β· πŸ“‹ 550 - 32% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 180 Β· πŸ“¦ 730 Β· πŸ“‹ 560 - 32% open Β· ⏱️ 24.03.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 790K / month Β· πŸ“¦ 58 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 900K / month Β· πŸ“¦ 58 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` @@ -551,7 +551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 58K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 55K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -560,42 +560,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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docarray (πŸ₯‰30 Β· ⭐ 1.9K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2 +
docarray (πŸ₯‰30 Β· ⭐ 2K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 150 Β· πŸ“¦ 180 Β· πŸ“‹ 430 - 21% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 160 Β· πŸ“¦ 180 Β· πŸ“‹ 430 - 20% open Β· ⏱️ 07.03.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 85K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 75K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 80K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 82K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ```
datasketch (πŸ₯‰30 Β· ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 670 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 680 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 900K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 930K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` pip install datasketch ```
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.8K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.8K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 77K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 67K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -604,25 +604,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 2.9K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 2.9K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 180 Β· πŸ“‹ 180 - 36% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 440K / month Β· πŸ“¦ 30 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 430K / month Β· πŸ“¦ 30 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 16K Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 17K Β· ⏱️ 16.01.2023): ``` conda install -c conda-forge pandarallel ```
StaticFrame (πŸ₯‰27 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 15 Β· πŸ“‹ 540 - 5% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 16 Β· πŸ“‹ 540 - 5% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/InvestmentSystems/static-frame @@ -631,19 +631,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 240K Β· ⏱️ 09.03.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 240K Β· ⏱️ 28.03.2023): ``` conda install -c conda-forge static-frame ```
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swifter (πŸ₯‰26 Β· ⭐ 2.2K Β· πŸ’€) - A package which efficiently applies any function to a pandas.. MIT +
swifter (πŸ₯‰26 Β· ⭐ 2.2K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 860 Β· πŸ“‹ 130 - 10% open Β· ⏱️ 16.08.2022): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 870 Β· πŸ“‹ 130 - 9% open Β· ⏱️ 24.03.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 420K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 430K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` @@ -654,12 +654,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (πŸ₯‰26 Β· ⭐ 460) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 71K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 73K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 520 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 490 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 470 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 510 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -700,7 +700,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - pickleDB (πŸ₯‰22 Β· ⭐ 770 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 -- PandaPy (πŸ₯‰11 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -710,23 +710,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-sortedcontainers (πŸ₯‡35 Β· ⭐ 2.9K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 110K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 17M / month Β· πŸ“¦ 2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 18M / month Β· πŸ“¦ 2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.3M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.4M Β· ⏱️ 17.05.2021): ``` conda install -c conda-forge sortedcontainers ```
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pyrsistent (πŸ₯‡34 Β· ⭐ 1.8K Β· πŸ“‰) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 240K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 250K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent @@ -740,25 +740,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯ˆ32 Β· ⭐ 330) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ31 Β· ⭐ 330) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 79M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 78M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.4M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.5M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ```
glom (πŸ₯ˆ30 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 55 Β· πŸ“¦ 990 Β· πŸ“‹ 180 - 62% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 55 Β· πŸ“¦ 1K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/mahmoud/glom @@ -774,16 +774,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 54 Β· πŸ“¦ 12K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 05.03.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 54 Β· πŸ“¦ 12K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.3M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 210K Β· ⏱️ 01.01.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 220K Β· ⏱️ 01.01.2023): ``` conda install -c conda-forge bidict ``` @@ -795,23 +795,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 520K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 490K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 25K Β· ⏱️ 19.04.2020): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 26K Β· ⏱️ 19.04.2020): ``` conda install -c conda-forge anytree ```
ordered-set (πŸ₯ˆ29 Β· ⭐ 180) - A mutable set that remembers the order of its entries. One of Pythons.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 6.7K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 6.8K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.3M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.4M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` @@ -820,9 +820,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge ordered-set ```
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sqlitedict (πŸ₯‰27 Β· ⭐ 990) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 +
sqlitedict (πŸ₯‰27 Β· ⭐ 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 2.9K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict @@ -831,41 +831,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 64K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 65K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ```
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janus (πŸ₯‰27 Β· ⭐ 680) - Thread-safe asyncio-aware queue for Python. Apache-2 +
munch (πŸ₯‰27 Β· ⭐ 660) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 75 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): ``` - git clone https://github.com/aio-libs/janus + git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 310K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.3M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): ``` - pip install janus + pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 13K Β· ⏱️ 17.12.2021): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.1M Β· ⏱️ 30.10.2019): ``` - conda install -c conda-forge janus + conda install -c conda-forge munch ```
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munch (πŸ₯‰27 Β· ⭐ 660) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
python-benedict (πŸ₯‰26 Β· ⭐ 1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 75 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“‹ 86 - 9% open Β· ⏱️ 30.03.2023): ``` - git clone https://github.com/Infinidat/munch + git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.1M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 1.2M / month Β· πŸ“¦ 21 Β· ⏱️ 12.01.2023): ``` - pip install munch + pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.1M Β· ⏱️ 30.10.2019): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 120K Β· ⏱️ 22.03.2023): ``` - conda install -c conda-forge munch + conda install -c conda-forge python-benedict ```
immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 @@ -875,7 +875,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.4M / month Β· πŸ“¦ 110 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 19.09.2022): ``` pip install immutables ``` @@ -884,20 +884,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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python-benedict (πŸ₯‰26 Β· ⭐ 1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
janus (πŸ₯‰26 Β· ⭐ 690) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“‹ 86 - 9% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 29.03.2023): ``` - git clone https://github.com/fabiocaccamo/python-benedict + git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 1.3M / month Β· πŸ“¦ 21 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 320K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): ``` - pip install python-benedict + pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 120K Β· ⏱️ 22.03.2023): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 13K Β· ⏱️ 17.12.2021): ``` - conda install -c conda-forge python-benedict + conda install -c conda-forge janus ```
python-box (πŸ₯‰25 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT @@ -911,14 +911,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 370K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 380K Β· ⏱️ 04.02.2023): ``` conda install -c conda-forge python-box ```
Show 2 hidden projects... -- addict (πŸ₯ˆ29 Β· ⭐ 2.3K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - cleverdict (πŸ₯‰14 Β· ⭐ 95 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -929,7 +929,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡44 Β· ⭐ 13K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 170K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 170K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/samuelcolvin/pydantic @@ -938,14 +938,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.3M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.4M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 550 Β· πŸ“¦ 350K Β· πŸ“‹ 720 - 4% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 550 Β· πŸ“¦ 350K Β· πŸ“‹ 720 - 3% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/Julian/jsonschema @@ -959,46 +959,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
validators (πŸ₯ˆ33 Β· ⭐ 710) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 63K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 29.03.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 05.06.2022): ``` - pip install voluptuous + pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 260K Β· ⏱️ 07.04.2022): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 310K Β· ⏱️ 19.02.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge validators ```
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validators (πŸ₯ˆ32 Β· ⭐ 710) - Python Data Validation for Humans. MIT +
voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 62K Β· πŸ“‹ 120 - 10% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 22.02.2023): ``` - git clone https://github.com/kvesteri/validators + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): ``` - pip install validators + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 310K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 270K Β· ⏱️ 07.04.2022): ``` - conda install -c conda-forge validators + conda install -c conda-forge voluptuous ```
param (πŸ₯‰31 Β· ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 59 Β· πŸ“¦ 6K Β· πŸ“‹ 380 - 45% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.1K Β· πŸ“‹ 380 - 45% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 520K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 500K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): ``` pip install param ``` @@ -1014,7 +1014,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 420K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 430K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1030,11 +1030,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 28K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 32K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 24K Β· ⏱️ 02.02.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 25K Β· ⏱️ 02.02.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1046,7 +1046,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 14K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 15K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1062,7 +1062,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 13K / month Β· πŸ“¦ 4 Β· ⏱️ 10.03.2021): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 12K / month Β· πŸ“¦ 4 Β· ⏱️ 10.03.2021): ``` pip install validr ``` @@ -1084,25 +1084,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 37K) - Collection of design patterns/idioms in Python. -
algorithms (πŸ₯‡30 Β· ⭐ 22K) - Minimal examples of data structures and algorithms in Python. MIT +
algorithms (πŸ₯‡29 Β· ⭐ 22K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.4K Β· πŸ“¦ 79 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.4K Β· πŸ“¦ 80 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 08.03.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 9.4K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.3K Β· ⏱️ 23.04.2021): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.4K Β· ⏱️ 23.04.2021): ``` conda install -c conda-forge algorithms ```
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transitions (πŸ₯‰29 Β· ⭐ 4.8K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡29 Β· ⭐ 4.8K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 420 - 1% open Β· ⏱️ 06.01.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): ``` git clone https://github.com/pytransitions/transitions @@ -1111,7 +1111,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 360K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 370K Β· ⏱️ 02.09.2022): ``` conda install -c conda-forge transitions ``` @@ -1137,14 +1137,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 40M Β· ⏱️ 14.07.2021): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 41M Β· ⏱️ 14.07.2021): ``` conda install -c conda-forge python-dateutil ```
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 44K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 45K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1160,55 +1160,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ37 Β· ⭐ 2.2K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“¦ 18K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 19K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 120K Β· ⏱️ 02.02.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 130K Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge dateparser ```
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holidays (πŸ₯ˆ35 Β· ⭐ 930) - Generate and work with holidays in Python. MIT +
pendulum (πŸ₯ˆ34 Β· ⭐ 5.4K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 370 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 5% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 79 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.5M / month Β· πŸ“¦ 410 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.11.2022): ``` - pip install holidays + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.8M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 690K Β· ⏱️ 04.02.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pendulum ```
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pendulum (πŸ₯‰34 Β· ⭐ 5.4K Β· πŸ“‰) - Python datetimes made easy. MIT +
holidays (πŸ₯ˆ34 Β· ⭐ 940 Β· πŸ“‰) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 79 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 370 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 5% open Β· ⏱️ 15.03.2023): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.6M / month Β· πŸ“¦ 410 Β· ⏱️ 30.01.2023): ``` - pip install pendulum + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 680K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.8M Β· ⏱️ 16.03.2023): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge holidays ```
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pytz (πŸ₯‰32 Β· ⭐ 250 Β· πŸ“‰) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰33 Β· ⭐ 250) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 69 Β· πŸ“¦ 1.4M Β· πŸ“‹ 69 - 39% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 70 Β· πŸ“¦ 1.4M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/stub42/pytz @@ -1217,7 +1217,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 36M Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 37M Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge pytz ``` @@ -1233,14 +1233,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 1.9M Β· ⏱️ 18.03.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2M Β· ⏱️ 18.03.2023): ``` conda install -c conda-forge tzlocal ```
isodate (πŸ₯‰29 Β· ⭐ 120 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 -- [GitHub](https://github.com/gweis/isodate) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 47 Β· πŸ“¦ 36K Β· πŸ“‹ 38 - 44% open Β· ⏱️ 13.03.2022): +- [GitHub](https://github.com/gweis/isodate) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 47 Β· πŸ“¦ 37K Β· πŸ“‹ 38 - 44% open Β· ⏱️ 13.03.2022): ``` git clone https://github.com/gweis/isodate @@ -1264,9 +1264,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
watchdog (πŸ₯‡39 Β· ⭐ 5.7K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯‡39 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 85K Β· πŸ“‹ 610 - 27% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 86K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1282,12 +1282,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡39 Β· ⭐ 560) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 240 Β· πŸ“¦ 42K Β· πŸ“‹ 540 - 35% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 240 Β· πŸ“¦ 42K Β· πŸ“‹ 540 - 35% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 87M / month Β· πŸ“¦ 580 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 85M / month Β· πŸ“¦ 580 Β· ⏱️ 19.01.2023): ``` pip install fsspec ``` @@ -1298,44 +1298,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.2K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 83K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 84K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 13M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 11M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 450K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 470K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ```
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filelock (πŸ₯ˆ34 Β· ⭐ 520) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ34 Β· ⭐ 530) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 82 Β· πŸ“¦ 220K Β· πŸ“‹ 87 - 17% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 220K Β· πŸ“‹ 89 - 13% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 57M / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 59M / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2022): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 11M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 12M Β· ⏱️ 27.03.2023): ``` conda install -c conda-forge filelock ```
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appdirs (πŸ₯‰32 Β· ⭐ 970) - A small Python module for determining appropriate platform-specific dirs,.. MIT +
appdirs (πŸ₯‰32 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT - [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 230K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 14M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` @@ -1351,11 +1351,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.1M / month Β· πŸ“¦ 570 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.2M / month Β· πŸ“¦ 570 Β· ⏱️ 02.05.2022): ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 570K Β· ⏱️ 02.03.2022): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 580K Β· ⏱️ 02.03.2022): ``` conda install -c conda-forge fs ``` @@ -1367,7 +1367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 960K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 900K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): ``` pip install path ``` @@ -1422,7 +1422,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ33 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“‹ 710 - 16% open Β· ⏱️ 20.02.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“‹ 710 - 16% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/python/typing @@ -1431,7 +1431,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typing ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.3M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.4M Β· ⏱️ 01.05.2021): ``` conda install -c conda-forge typing ``` @@ -1454,7 +1454,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 -- [GitHub](https://github.com/ericvsmith/dataclasses) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 51 Β· πŸ“¦ 50K Β· πŸ“‹ 120 - 6% open Β· ⏱️ 22.03.2022): +- [GitHub](https://github.com/ericvsmith/dataclasses) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 51 Β· πŸ“¦ 51K Β· πŸ“‹ 120 - 6% open Β· ⏱️ 22.03.2022): ``` git clone https://github.com/ericvsmith/dataclasses @@ -1463,7 +1463,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dataclasses ``` -- [Conda](https://anaconda.org/conda-forge/dataclasses) (πŸ“₯ 9.6M Β· ⏱️ 14.08.2021): +- [Conda](https://anaconda.org/conda-forge/dataclasses) (πŸ“₯ 9.7M Β· ⏱️ 14.08.2021): ``` conda install -c conda-forge dataclasses ``` @@ -1481,7 +1481,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.4K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.1K Β· πŸ“¦ 420K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 430K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/pyca/cryptography @@ -1490,14 +1490,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 35M Β· ⏱️ 03.03.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 36M Β· ⏱️ 26.03.2023): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.3K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 420 Β· πŸ“¦ 63K Β· πŸ“‹ 530 - 11% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 420 Β· πŸ“¦ 64K Β· πŸ“‹ 530 - 11% open Β· ⏱️ 28.01.2023): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1511,18 +1511,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pycryptodomex ```
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tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
tink (πŸ₯ˆ35 Β· ⭐ 13K Β· πŸ“‰) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 - [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 610K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 430K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 290 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 420 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): ``` npm install tink-crypto ``` @@ -1543,9 +1543,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge keyring ```
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bcrypt (πŸ₯‰33 Β· ⭐ 980) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰33 Β· ⭐ 990) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1554,14 +1554,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3M Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.1M Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge bcrypt ```
asn1crypto (πŸ₯‰33 Β· ⭐ 290) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 98K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 99K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): ``` git clone https://github.com/wbond/asn1crypto @@ -1599,7 +1599,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ansible/ansible @@ -1615,7 +1615,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/aws/aws-cli @@ -1624,14 +1624,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 18M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 18M Β· ⏱️ 30.03.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 990 Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/boto/botocore @@ -1640,14 +1640,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/docker/compose @@ -1677,9 +1677,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.1K) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ42 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 390 Β· πŸ“¦ 58K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 400 Β· πŸ“¦ 58K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/docker/docker-py @@ -1695,7 +1695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ41 Β· ⭐ 15K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“₯ 190K Β· πŸ“¦ 2.4K Β· πŸ“‹ 5.9K - 28% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 870 Β· πŸ“₯ 190K Β· πŸ“¦ 2.4K Β· πŸ“‹ 5.9K - 29% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/pulumi/pulumi @@ -1704,14 +1704,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 550 Β· ⏱️ 23.03.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 560 Β· ⏱️ 27.03.2023): ``` npm install @pulumi/pulumi ```
kubernetes (πŸ₯ˆ39 Β· ⭐ 5.6K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3K Β· πŸ“‹ 1.2K - 8% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1743,7 +1743,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯‰36 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.4K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.4K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1760,7 +1760,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): ``` pip install schedule ``` @@ -1771,35 +1771,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.8K Β· πŸ“‹ 340 - 36% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.8K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.2M / month Β· πŸ“¦ 450 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.2M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 920K Β· ⏱️ 04.01.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 930K Β· ⏱️ 04.01.2023): ``` conda install -c conda-forge plumbum ```
pyinfra (πŸ₯‰30 Β· ⭐ 2.2K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 300 Β· πŸ“¦ 74 Β· πŸ“‹ 660 - 18% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 300 Β· πŸ“¦ 75 Β· πŸ“‹ 660 - 18% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 17K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 19K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): ``` pip install pyinfra ```
sshtunnel (πŸ₯‰30 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 5.2K Β· πŸ“‹ 200 - 31% open Β· ⏱️ 28.10.2022): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 5.2K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 28.10.2022): ``` git clone https://github.com/pahaz/sshtunnel @@ -1808,23 +1808,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sshtunnel ``` -- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 100K Β· ⏱️ 08.11.2021): +- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 110K Β· ⏱️ 08.11.2021): ``` conda install -c conda-forge sshtunnel ```
pypyr (πŸ₯‰22 Β· ⭐ 500) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 91 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 92 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 7.5K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 7.7K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1860,12 +1860,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ37 Β· ⭐ 7.7K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 19.03.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.8M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1881,7 +1881,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` pip install sh ``` @@ -1907,7 +1907,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 59M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` pip install greenlet ``` @@ -1916,9 +1916,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge greenlet ```
-
anyio (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +
anyio (πŸ₯ˆ36 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 100K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 110K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/agronholm/anyio @@ -1927,19 +1927,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 5.7M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 5.8M Β· ⏱️ 19.10.2022): ``` conda install -c conda-forge anyio ```
uvloop (πŸ₯ˆ35 Β· ⭐ 9.2K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 71K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 72K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 16M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 14M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` @@ -1955,30 +1955,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 33 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 33 Β· ⏱️ 14.06.2022): ``` pip install aiomisc ```
asyncer (πŸ₯‰24 Β· ⭐ 970) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 410 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 420 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 74K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 76K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.4K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.5K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ```
Show 2 hidden projects... -- unsync (πŸ₯‰20 Β· ⭐ 810 Β· πŸ’€) - Unsynchronize asyncio. MIT +- unsync (πŸ₯‰20 Β· ⭐ 820 Β· πŸ’€) - Unsynchronize asyncio. MIT - stopit (πŸ₯‰20 Β· ⭐ 98 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1994,7 +1994,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 27M / month Β· πŸ“¦ 7.6K Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 28M / month Β· πŸ“¦ 7.6K Β· ⏱️ 21.01.2023): ``` pip install python-dotenv ``` @@ -2021,23 +2021,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.1K Β· πŸ“‹ 420 - 25% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.1K Β· πŸ“‹ 420 - 25% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.8M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.5M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 44K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 45K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge dynaconf ```
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.4K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 93K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 94K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/henriquebastos/python-decouple @@ -2046,35 +2046,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 57K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 58K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge python-decouple ```
omegaconf (πŸ₯‰32 Β· ⭐ 1.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 75 Β· πŸ“¦ 10K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 20.12.2022): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 75 Β· πŸ“¦ 11K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 20.12.2022): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.2M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 800K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 820K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
configobj (πŸ₯‰30 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 21 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 40% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 22 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 40% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2085,16 +2085,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (πŸ₯‰29 Β· ⭐ 6.9K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 14 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 14 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 26.03.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 12K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 530K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 540K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2115,14 +2115,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge gin-config ```
-
everett (πŸ₯‰25 Β· ⭐ 140 Β· πŸ“ˆ) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 650 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 660 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 150K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 140K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): ``` pip install everett ``` @@ -2144,7 +2144,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 140M / month Β· πŸ“¦ 72K Β· ⏱️ 28.04.2022): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 130M / month Β· πŸ“¦ 73K Β· ⏱️ 28.04.2022): ``` pip install click ``` @@ -2155,7 +2155,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 74K Β· πŸ“‹ 1.1K - 9% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 76K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/Textualize/rich @@ -2164,7 +2164,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.3M Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.3M Β· ⏱️ 27.03.2023): ``` conda install -c conda-forge rich ``` @@ -2192,34 +2192,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.6K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 460K Β· ⏱️ 22.01.2021): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 470K Β· ⏱️ 22.01.2021): ``` conda install -c conda-forge fire ```
colorama (πŸ₯ˆ37 Β· ⭐ 3.1K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 220 Β· πŸ“¦ 600K Β· πŸ“‹ 240 - 43% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 220 Β· πŸ“¦ 610K Β· πŸ“‹ 240 - 43% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 140M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 130M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 19M Β· ⏱️ 25.10.2022): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 20M Β· ⏱️ 25.10.2022): ``` conda install -c conda-forge colorama ```
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 200 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 22% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 210 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 26.03.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2228,7 +2228,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 970K Β· ⏱️ 22.03.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 980K Β· ⏱️ 26.03.2023): ``` conda install -c conda-forge argcomplete ``` @@ -2267,12 +2267,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰31 Β· ⭐ 1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 76 Β· πŸ“¦ 14K Β· πŸ“‹ 91 - 30% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 78 Β· πŸ“¦ 14K Β· πŸ“‹ 91 - 30% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 11M / month Β· πŸ“¦ 220 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 12M / month Β· πŸ“¦ 220 Β· ⏱️ 22.11.2022): ``` pip install cleo ``` @@ -2283,23 +2283,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asciimatics (πŸ₯‰29 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 240 Β· πŸ“¦ 820 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 17.01.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 240 Β· πŸ“¦ 830 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 17.01.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 70K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 66K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 120K Β· ⏱️ 10.11.2022): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 130K Β· ⏱️ 10.11.2022): ``` conda install -c conda-forge asciimatics ```
questionary (πŸ₯‰28 Β· ⭐ 1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 63 Β· πŸ“¦ 8.4K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 63 Β· πŸ“¦ 8.5K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): ``` git clone https://github.com/tmbo/questionary @@ -2308,19 +2308,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 30K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 31K Β· ⏱️ 14.03.2022): ``` conda install -c conda-forge questionary ```
docopt-ng (πŸ₯‰19 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“‹ 24 - 58% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 09.09.2022): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 24K / month Β· πŸ“¦ 27 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 27K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ``` @@ -2332,7 +2332,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1K / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2351,7 +2351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 690) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 700) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2370,14 +2370,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.1M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ31 Β· ⭐ 820 Β· πŸ“ˆ) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ31 Β· ⭐ 820) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.6K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2405,12 +2405,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 91 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 92 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 230K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 220K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2419,14 +2419,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰25 Β· ⭐ 430 Β· πŸ“ˆ) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰25 Β· ⭐ 430) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 370 Β· πŸ“‹ 61 - 34% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 370 Β· πŸ“‹ 64 - 32% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 15K / month Β· πŸ“¦ 27 Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 16K / month Β· πŸ“¦ 27 Β· ⏱️ 06.12.2022): ``` pip install cachier ``` @@ -2445,12 +2445,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.4K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.4K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 96K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 97K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2461,7 +2461,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 11K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.7K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.7K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2470,7 +2470,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 95K Β· ⏱️ 17.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 96K Β· ⏱️ 17.10.2022): ``` conda install -c conda-forge pysimplegui ``` @@ -2482,12 +2482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 16K / month Β· πŸ“¦ 33 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 18K / month Β· πŸ“¦ 33 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
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Eel (πŸ₯ˆ33 Β· ⭐ 5.5K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
Eel (πŸ₯ˆ33 Β· ⭐ 5.6K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT - [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5K Β· πŸ“‹ 500 - 32% open Β· ⏱️ 04.03.2023): @@ -2501,32 +2501,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
toga (πŸ₯‰31 Β· ⭐ 3.4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.2K Β· πŸ“‹ 640 - 19% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.2K Β· πŸ“‹ 640 - 19% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.7K / month Β· πŸ“¦ 34 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.6K / month Β· πŸ“¦ 34 Β· ⏱️ 30.01.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 37 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 34 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
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Gooey (πŸ₯‰28 Β· ⭐ 17K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +
Gooey (πŸ₯‰29 Β· ⭐ 17K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 930 Β· πŸ“₯ 410 Β· πŸ“¦ 720 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): ``` git clone https://github.com/chriskiehl/Gooey ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.2K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): +- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.9K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): ``` pip install gooey ``` -- [Conda](https://anaconda.org/conda-forge/gooey) (πŸ“₯ 62K Β· ⏱️ 29.12.2021): +- [Conda](https://anaconda.org/conda-forge/gooey) (πŸ“₯ 63K Β· ⏱️ 29.12.2021): ``` conda install -c conda-forge gooey ``` @@ -2538,11 +2538,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 610 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 660 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` -- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 96K Β· ⏱️ 12.04.2022): +- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 97K Β· ⏱️ 12.04.2022): ``` conda install -c conda-forge flexx ``` @@ -2578,54 +2578,54 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 400 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 03.03.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 710K Β· ⏱️ 03.03.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 720K Β· ⏱️ 27.03.2023): ``` conda install -c conda-forge phonenumbers ```
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emoji (πŸ₯‡34 Β· ⭐ 1.6K) - emoji terminal output for Python. BSD-3 +
chardet (πŸ₯‡33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 54K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 240 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 02.12.2022): ``` - git clone https://github.com/carpedm20/emoji + git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 59M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` - pip install emoji + pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 45K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 20M Β· ⏱️ 02.12.2022): ``` - conda install -c conda-forge emoji + conda install -c conda-forge chardet + ``` +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 29 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): + ``` + npm install @pypi/chardet ```
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chardet (πŸ₯ˆ33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 +
emoji (πŸ₯‡33 Β· ⭐ 1.6K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 240 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 02.12.2022): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 54K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/chardet/chardet - ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 59M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): - ``` - pip install chardet + git clone https://github.com/carpedm20/emoji ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 19M Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): ``` - conda install -c conda-forge chardet + pip install emoji ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 12 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 45K Β· ⏱️ 02.11.2022): ``` - npm install @pypi/chardet + conda install -c conda-forge emoji ```
humanize (πŸ₯ˆ32 Β· ⭐ 1.6K Β· πŸ’€) - python humanize functions. MIT @@ -2635,7 +2635,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmoiron/humanize ``` -- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 29.01.2023): ``` pip install humanize ``` @@ -2660,14 +2660,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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inflect (πŸ₯ˆ31 Β· ⭐ 790) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 800) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 86 Β· πŸ“‹ 100 - 24% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.4M / month Β· πŸ“¦ 970 Β· ⏱️ 20.10.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.5M / month Β· πŸ“¦ 970 Β· ⏱️ 20.10.2022): ``` pip install inflect ``` @@ -2678,12 +2678,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyahocorasick (πŸ₯‰29 Β· ⭐ 780) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.6K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 620K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 650K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2703,7 +2703,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 48K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 49K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ``` @@ -2715,7 +2715,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 84K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 79K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2723,7 +2723,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - awesome-slugify (πŸ₯‰22 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰14 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰14 Β· ⭐ 75 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2741,57 +2741,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡45 Β· ⭐ 8K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 280K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 540K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 29.03.2023): ``` - git clone https://github.com/boto/boto3 + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 500M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 70M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` - pip install boto3 + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 11M Β· ⏱️ 19.03.2023): ``` - conda install -c conda-forge boto3 + conda install -c conda-forge sqlalchemy ```
-
redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT +
boto3 (πŸ₯‡45 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 11% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 280K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 29.03.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 510M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` - pip install redis + pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 920K Β· ⏱️ 20.03.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 29.03.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7K) - The Database Toolkit for Python. MIT +
redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 1.1K Β· πŸ“₯ 40K Β· πŸ“¦ 540K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 12% open Β· ⏱️ 29.03.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 76M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): ``` - pip install SQLAlchemy + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 11M Β· ⏱️ 19.03.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 930K Β· ⏱️ 29.03.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge redis-py ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8K - 12% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8K - 12% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2800,14 +2800,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 900K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 910K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 9.9K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 18.03.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 24.03.2023): ``` git clone https://github.com/coleifer/peewee @@ -2816,46 +2816,46 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 480K Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 490K Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge peewee ```
-
google-cloud-storage (πŸ₯‡40 Β· ⭐ 4.1K) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.4K - 1% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.4K - 1% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 48M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 43M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.2M Β· ⏱️ 07.12.2022): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.2M Β· ⏱️ 30.03.2023): ``` conda install -c conda-forge google-cloud-storage ```
-
MongoEngine (πŸ₯‡40 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K Β· πŸ“ˆ) - MySQL client library for Python. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 20K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 03.03.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 630 - 5% open Β· ⏱️ 28.03.2023): ``` - git clone https://github.com/MongoEngine/mongoengine + git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 34M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): ``` - pip install mongoengine + pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 190K Β· ⏱️ 21.01.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.1M Β· ⏱️ 28.03.2023): ``` - conda install -c conda-forge mongoengine + conda install -c conda-forge pymysql ```
-
elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Elasticsearch client library for Python. Apache-2 +
elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.7K Β· πŸ“¦ 37K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.8K Β· πŸ“¦ 37K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2864,25 +2864,25 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 790K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 800K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge elasticsearch ```
-
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.2K) - Pure Python MySQL Client. MIT +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 630 - 5% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 20K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 03.03.2023): ``` - git clone https://github.com/PyMySQL/PyMySQL + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 40M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): ``` - pip install PyMySQL + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.1M Β· ⏱️ 09.01.2021): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 200K Β· ⏱️ 21.01.2023): ``` - conda install -c conda-forge pymysql + conda install -c conda-forge mongoengine ```
alembic (πŸ₯ˆ39 Β· ⭐ 1.8K) - A database migrations tool for SQLAlchemy. MIT @@ -2892,23 +2892,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 23M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 24M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.1M Β· ⏱️ 08.03.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.2M Β· ⏱️ 08.03.2023): ``` conda install -c conda-forge alembic ```
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kafka-python (πŸ₯ˆ38 Β· ⭐ 5.1K) - Python client for Apache Kafka. Apache-2 +
kafka-python (πŸ₯ˆ38 Β· ⭐ 5.2K) - Python client for Apache Kafka. Apache-2 - [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 17K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.03.2023): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 11M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2917,46 +2917,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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python-bigquery (πŸ₯ˆ38 Β· ⭐ 580) - Google BigQuery API client library. Apache-2 +
pymongo (πŸ₯ˆ38 Β· ⭐ 3.8K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 560 - 18% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 28.03.2023): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 38M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 21M / month Β· πŸ“¦ 20K Β· ⏱️ 25.01.2023): ``` - pip install google-cloud-bigquery + pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.5M Β· ⏱️ 14.03.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1M Β· ⏱️ 18.11.2022): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c conda-forge pymongo ```
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pymongo (πŸ₯ˆ37 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 +
python-bigquery (πŸ₯ˆ38 Β· ⭐ 580) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 560 - 17% open Β· ⏱️ 30.03.2023): ``` - git clone https://github.com/mongodb/mongo-python-driver + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 21M / month Β· πŸ“¦ 20K Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` - pip install pymongo + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1M Β· ⏱️ 18.11.2022): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.5M Β· ⏱️ 29.03.2023): ``` - conda install -c conda-forge pymongo + conda install -c conda-forge google-cloud-bigquery ```
AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“₯ 180K Β· πŸ“¦ 920 Β· πŸ“‹ 890 - 4% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“₯ 180K Β· πŸ“¦ 930 Β· πŸ“‹ 890 - 4% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 21M / month Β· πŸ“¦ 50 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 22M / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install awswrangler ``` @@ -2967,7 +2967,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 810 Β· πŸ“¦ 5.6K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 810 Β· πŸ“¦ 5.7K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -2981,9 +2981,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
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Ibis (πŸ₯ˆ36 Β· ⭐ 2.5K) - Expressive analytics in Python at any scale. Apache-2 +
Ibis (πŸ₯ˆ36 Β· ⭐ 2.6K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“₯ 58 Β· πŸ“¦ 460 Β· πŸ“‹ 2K - 3% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“₯ 58 Β· πŸ“¦ 460 Β· πŸ“‹ 2K - 3% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ibis-project/ibis @@ -3004,30 +3004,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 7.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 440K Β· ⏱️ 12.02.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 450K Β· ⏱️ 12.02.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
libcloud (πŸ₯ˆ35 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.9K Β· πŸ“‹ 190 - 39% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.9K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 170K / month Β· πŸ“¦ 850 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 160K / month Β· πŸ“¦ 850 Β· ⏱️ 09.01.2023): ``` pip install apache-libcloud ```
s3fs (πŸ₯ˆ35 Β· ⭐ 660) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 370 - 26% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 26% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/fsspec/s3fs @@ -3036,7 +3036,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.3M Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.4M Β· ⏱️ 04.03.2023): ``` conda install -c conda-forge s3fs ``` @@ -3057,14 +3057,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c anaconda elasticsearch-dsl ```
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tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 + +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.8K Β· ⏱️ 28.03.2023): + + ``` + git clone https://github.com/datastax/python-driver + ``` +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 700 Β· ⏱️ 18.03.2021): + ``` + pip install cassandra-driver + ``` +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 150K Β· ⏱️ 29.03.2023): + ``` + conda install -c conda-forge cassandra-driver + ``` +
+
tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.2K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.3K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 95K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 97K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): ``` pip install tortoise-orm ``` @@ -3073,14 +3089,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Databases (πŸ₯ˆ33 Β· ⭐ 3.3K) - Async database support for Python. BSD-3 +
Databases (πŸ₯ˆ33 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 310 - 40% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 320 - 42% open Β· ⏱️ 16.01.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 470K / month Β· πŸ“¦ 110 Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 500K / month Β· πŸ“¦ 130 Β· ⏱️ 18.12.2022): ``` pip install databases ``` @@ -3100,14 +3116,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 9.9M Β· ⏱️ 24.01.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 10M Β· ⏱️ 24.01.2023): ``` conda install -c conda-forge prometheus_client ```
Motor (πŸ₯ˆ33 Β· ⭐ 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 54K Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 55K Β· ⏱️ 21.03.2023): ``` git clone https://github.com/mongodb/motor @@ -3133,46 +3149,46 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
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Cassandra Driver (πŸ₯ˆ33 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 780) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.8K Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.1K Β· πŸ“‹ 230 - 4% open Β· ⏱️ 30.03.2023): ``` - git clone https://github.com/datastax/python-driver + git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 700 Β· ⏱️ 18.03.2021): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 190K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): ``` - pip install cassandra-driver + pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 150K Β· ⏱️ 07.11.2022): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 170K Β· ⏱️ 04.03.2023): ``` - conda install -c conda-forge cassandra-driver + conda install -c conda-forge neo4j-python-driver ```
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neo4j-driver (πŸ₯ˆ33 Β· ⭐ 780) - Neo4j Bolt driver for Python. Apache-2 +
minio (πŸ₯ˆ33 Β· ⭐ 620) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.1K Β· πŸ“‹ 230 - 4% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.2K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 27.03.2023): ``` - git clone https://github.com/neo4j/neo4j-python-driver + git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 200K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 390 Β· ⏱️ 07.01.2023): ``` - pip install neo4j-driver + pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 170K Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 120K Β· ⏱️ 24.03.2023): ``` - conda install -c conda-forge neo4j-python-driver + conda install -c conda-forge minio ```
pandas-gbq (πŸ₯ˆ33 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 280 Β· πŸ“¦ 6.2K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 280 Β· πŸ“¦ 6.3K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 9.8M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.5M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): ``` pip install pandas-gbq ``` @@ -3188,7 +3204,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.6M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.5M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` pip install mysqlclient ``` @@ -3208,43 +3224,27 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 290K Β· ⏱️ 21.02.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 300K Β· ⏱️ 21.02.2023): ``` conda install -c conda-forge pynamodb ```
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PyPika (πŸ₯‰32 Β· ⭐ 1.9K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 +
PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 - [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 240 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 34% open Β· ⏱️ 15.03.2022): ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2M / month Β· πŸ“¦ 64 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.1M / month Β· πŸ“¦ 64 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 1.6K Β· ⏱️ 25.10.2021): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 1.7K Β· ⏱️ 25.10.2021): ``` conda install -c conda-forge pypika ```
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minio (πŸ₯‰32 Β· ⭐ 620) - MinIO Client SDK for Python. Apache-2 - -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 4.2K Β· πŸ“‹ 500 - 1% open Β· ⏱️ 09.01.2023): - - ``` - git clone https://github.com/minio/minio-py - ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 390 Β· ⏱️ 07.01.2023): - ``` - pip install minio - ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 120K Β· ⏱️ 07.01.2023): - ``` - conda install -c conda-forge minio - ``` -
s3transfer (πŸ₯‰32 Β· ⭐ 160) - Amazon S3 Transfer Manager for Python. Apache-2 - [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“¦ 180K Β· πŸ“‹ 80 - 60% open Β· ⏱️ 24.02.2023): @@ -3256,7 +3256,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 14M Β· ⏱️ 31.05.2022): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 15M Β· ⏱️ 31.05.2022): ``` conda install -c conda-forge s3transfer ``` @@ -3272,23 +3272,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 9.3K Β· ⏱️ 30.08.2022): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 9.6K Β· ⏱️ 30.08.2022): ``` conda install -c conda-forge sqlmodel ```
Pony (πŸ₯‰31 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 220 Β· πŸ“₯ 49 Β· πŸ“¦ 3.3K Β· πŸ“‹ 610 - 46% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 50 Β· πŸ“¦ 3.3K Β· πŸ“‹ 610 - 46% open Β· ⏱️ 15.12.2022): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 80K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 81K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 86K Β· ⏱️ 28.01.2022): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 87K Β· ⏱️ 28.01.2022): ``` conda install -c conda-forge pony ``` @@ -3309,22 +3309,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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dataset (πŸ₯‰30 Β· ⭐ 4.3K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 2.9K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): - - ``` - git clone https://github.com/pudo/dataset - ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 52K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): - ``` - pip install dataset - ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 4.8K Β· ⏱️ 01.02.2023): - ``` - conda install -c conda-forge dataset - ``` -
cx-Oracle (πŸ₯‰30 Β· ⭐ 850 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.1K Β· πŸ“‹ 630 - 6% open Β· ⏱️ 08.06.2022): @@ -3336,7 +3320,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 370K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 380K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge cx_oracle ``` @@ -3348,7 +3332,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 260K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 270K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): ``` pip install records ``` @@ -3357,6 +3341,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
+
dataset (πŸ₯‰29 Β· ⭐ 4.4K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT + +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 2.9K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): + + ``` + git clone https://github.com/pudo/dataset + ``` +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 51K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): + ``` + pip install dataset + ``` +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 4.9K Β· ⏱️ 01.02.2023): + ``` + conda install -c conda-forge dataset + ``` +
redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - [GitHub](https://github.com/Grokzen/redis-py-cluster) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 300 Β· πŸ“₯ 3.6K Β· πŸ“¦ 1.5K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 12.03.2022): @@ -3364,19 +3364,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/grokzen/redis-py-cluster ``` -- [PyPi](https://pypi.org/project/redis-py-cluster) (πŸ“₯ 2.2M / month Β· πŸ“¦ 200 Β· ⏱️ 30.05.2021): +- [PyPi](https://pypi.org/project/redis-py-cluster) (πŸ“₯ 2.1M / month Β· πŸ“¦ 200 Β· ⏱️ 30.05.2021): ``` pip install redis-py-cluster ```
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pysolr (πŸ₯‰29 Β· ⭐ 630 Β· πŸ’€) - Pysolr Python Solr client. BSD-3 +
pysolr (πŸ₯‰29 Β· ⭐ 640 Β· πŸ’€) - Pysolr Python Solr client. BSD-3 - [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 330 Β· πŸ“¦ 2.9K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 12.04.2022): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 260K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 250K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3385,21 +3385,21 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pysolr ```
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prisma (πŸ₯‰28 Β· ⭐ 1K) - Prisma Client Python is an auto-generated and fully type-safe database.. Apache-2 +
prisma (πŸ₯‰28 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 45 Β· πŸ“¦ 190 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 18.03.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 45 Β· πŸ“¦ 190 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 12K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 14K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 990) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 67 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/piccolo-orm/piccolo @@ -3416,7 +3416,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 160K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 150K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3443,12 +3443,12 @@ _Libraries for connecting to, operating, and querying databases._
umongo (πŸ₯‰25 Β· ⭐ 430) - sync/async MongoDB ODM, yes. MIT -- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 11K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): +- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 12K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 30K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` @@ -3457,26 +3457,26 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge umongo ```
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ODMantic (πŸ₯‰21 Β· ⭐ 770) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰21 Β· ⭐ 780) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 20K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 17K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): ``` pip install odmantic ```
filedepot (πŸ₯‰21 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 730 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 04.02.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 740 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 04.02.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5.5K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5.3K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` pip install filedepot ``` @@ -3495,19 +3495,19 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰20 Β· ⭐ 140) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 16 Β· πŸ“¦ 120 Β· πŸ“‹ 28 - 25% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 16 Β· πŸ“¦ 120 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 110K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 120K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
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psycopg3 (πŸ₯‰18 Β· ⭐ 970) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
psycopg3 (πŸ₯‰18 Β· ⭐ 980) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 94 Β· πŸ“‹ 280 - 12% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 98 Β· πŸ“‹ 290 - 13% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3517,13 +3517,13 @@ _Libraries for connecting to, operating, and querying databases._ - psycopg2 (πŸ₯ˆ38 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯‰31 Β· ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 46) - Google Cloud Bigtable API client library. Apache-2 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 47) - Google Cloud Bigtable API client library. Apache-2 - py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ’€) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- gino (πŸ₯‰28 Β· ⭐ 2.5K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰22 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 250 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 @@ -3537,73 +3537,73 @@ _Libraries for connecting to, operating, and querying databases._ _Libraries for loading, collecting, and extracting data from a variety of data sources and formats._ -
Faker (πŸ₯‡44 Β· ⭐ 16K Β· πŸ“ˆ) - Faker is a Python package that generates fake data for you. MIT +
Faker (πŸ₯‡44 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.7K Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 3% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.7K Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 3% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.7M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.8M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 730K Β· ⏱️ 22.03.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 730K Β· ⏱️ 24.03.2023): ``` conda install -c conda-forge faker ```
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 13K Β· πŸ“‹ 2.1K - 24% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 13K Β· πŸ“‹ 2.2K - 24% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.3M / month Β· πŸ“¦ 390 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.5M / month Β· πŸ“¦ 410 Β· ⏱️ 26.01.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 220K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 230K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge datasets ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 27K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 26.03.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 94K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 96K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 570K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 570K Β· ⏱️ 27.03.2023): ``` conda install -c conda-forge xlwings ```
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Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯ˆ36 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 570 Β· πŸ“¦ 37K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 05.03.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 39K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 24.03.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.12.2022): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.12.2022): ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 83K Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 83K Β· ⏱️ 24.03.2023): ``` conda install -c conda-forge tablib ```
python-magic (πŸ₯ˆ34 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 39K Β· πŸ“‹ 190 - 17% open Β· ⏱️ 23.01.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 40K Β· πŸ“‹ 190 - 17% open Β· ⏱️ 23.01.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3624,11 +3624,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 03.01.2023): ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 83K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 84K Β· ⏱️ 22.02.2023): ``` conda install -c conda-forge csvkit ``` @@ -3651,16 +3651,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ31 Β· ⭐ 2.9K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 270 Β· πŸ“¦ 15K Β· πŸ“‹ 130 - 9% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 270 Β· πŸ“¦ 15K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.2M / month Β· πŸ“¦ 280 Β· ⏱️ 05.12.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 290 Β· ⏱️ 05.12.2022): ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 160K Β· ⏱️ 21.02.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 160K Β· ⏱️ 25.03.2023): ``` conda install -c conda-forge gdown ``` @@ -3683,7 +3683,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ31 Β· ⭐ 880) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 130 Β· πŸ“¦ 940 Β· πŸ“‹ 340 - 29% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 130 Β· πŸ“¦ 960 Β· πŸ“‹ 340 - 29% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/intake/intake @@ -3713,14 +3713,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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snorkel (πŸ₯‰29 Β· ⭐ 5.4K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯‰29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 270 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 280 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 51K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 50K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3752,19 +3752,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.3K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.8K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` pip install camelot ```
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img2dataset (πŸ₯‰23 Β· ⭐ 1.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰23 Β· ⭐ 1.7K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“₯ 800 Β· πŸ“¦ 27 Β· πŸ“‹ 180 - 41% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“₯ 830 Β· πŸ“¦ 29 Β· πŸ“‹ 180 - 41% open Β· ⏱️ 16.01.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 6.2K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 6.4K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ``` @@ -3776,19 +3776,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.3K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.4K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
Upgini (πŸ₯‰19 Β· ⭐ 180) - Free automated data enrichment library for machine learning searches.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 29.03.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.6K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.4K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ``` @@ -3800,7 +3800,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.8K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.7K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): ``` pip install squirrel-core ``` @@ -3812,8 +3812,8 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 +- SDV (πŸ₯ˆ30 Β· ⭐ 1.3K Β· πŸ“ˆ) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- SDV (πŸ₯‰28 Β· ⭐ 1.3K) - Synthetic Data Generation for tabular, relational and time series data. ❗️SSPL-1.0 - Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - messytables (πŸ₯‰24 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT @@ -3834,68 +3834,68 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡46 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 440K Β· πŸ“¦ 6.2K Β· πŸ“‹ 7.2K - 12% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 450K Β· πŸ“¦ 6.3K Β· πŸ“‹ 7.2K - 12% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 12M / month Β· πŸ“¦ 220 Β· ⏱️ 14.03.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 250 Β· ⏱️ 14.03.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 850K Β· ⏱️ 15.03.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 860K Β· ⏱️ 15.03.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 430 Β· ⏱️ 15.03.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 430 Β· ⏱️ 29.03.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡45 Β· ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 97K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 98K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.1M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.2M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): ``` pip install celery ``` -- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.1M Β· ⏱️ 29.05.2022): +- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.2M Β· ⏱️ 29.05.2022): ``` conda install -c conda-forge celery ```
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.4K Β· πŸ“‹ 3.5K - 21% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.4K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 650K / month Β· πŸ“¦ 130 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 410K Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 410K Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge prefect ```
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Beam (πŸ₯‡41 Β· ⭐ 6.6K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 6.7K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.6K - 76% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.6K - 75% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.1M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.2M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 36K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 37K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge apache-beam-with-aws ``` @@ -3907,7 +3907,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 770K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 730K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` @@ -3916,41 +3916,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 6.9K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 7K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 870 Β· πŸ“¦ 1K Β· πŸ“‹ 5.3K - 29% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 880 Β· πŸ“¦ 1K Β· πŸ“‹ 5.4K - 29% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 650K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 810K Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 820K Β· ⏱️ 04.03.2023): ``` conda install -c conda-forge dagster ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.1K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.2K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 10% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 11% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.7M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.5M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 610K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 610K Β· ⏱️ 24.03.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ39 Β· ⭐ 3.1K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 270K Β· πŸ“‹ 810 - 46% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 270K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/joblib/joblib @@ -3964,46 +3964,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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luigi (πŸ₯ˆ38 Β· ⭐ 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 6.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.1K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.2K Β· πŸ“¦ 2.4K Β· πŸ“‹ 3.8K - 11% open Β· ⏱️ 29.03.2023): ``` - git clone https://github.com/spotify/luigi + git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 790K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` - pip install luigi + pip install dbt ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 12K Β· πŸ“¦ 2 Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 230K Β· ⏱️ 09.12.2021): ``` - conda install -c anaconda luigi + conda install -c conda-forge dbt ```
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dbt (πŸ₯ˆ38 Β· ⭐ 6.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
luigi (πŸ₯ˆ37 Β· ⭐ 16K Β· πŸ“‰) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 2.3K Β· πŸ“‹ 3.8K - 12% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.1K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 14.03.2023): ``` - git clone https://github.com/dbt-labs/dbt-core + git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 750K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` - pip install dbt + pip install luigi ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 230K Β· ⏱️ 09.12.2021): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 12K Β· πŸ“¦ 2 Β· ⏱️ 17.03.2023): ``` - conda install -c conda-forge dbt + conda install -c anaconda luigi ```
Kedro (πŸ₯ˆ37 Β· ⭐ 8.2K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 490K / month Β· πŸ“¦ 64 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 500K / month Β· πŸ“¦ 64 Β· ⏱️ 06.03.2023): ``` pip install kedro ``` @@ -4015,7 +4015,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 530K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 600K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -4024,9 +4024,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 5.3K) - Data Lake for Deep Learning. Build, manage, query, version, &.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 5.4K) - Data Lake for Deep Learning. Build, manage, query, version, &.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 97 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 100 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/activeloopai/Hub @@ -4038,12 +4038,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
huey (πŸ₯ˆ32 Β· ⭐ 4.4K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 24.03.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 77K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 78K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -4052,30 +4052,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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zenml (πŸ₯ˆ31 Β· ⭐ 2.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ31 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 90 Β· πŸ“‹ 180 - 17% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 91 Β· πŸ“‹ 180 - 16% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6.7K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): ``` pip install zenml ```
ploomber (πŸ₯ˆ30 Β· ⭐ 3K) - The fastest way to build data pipelines. Develop iteratively, deploy.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 72 Β· πŸ“‹ 830 - 16% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 72 Β· πŸ“‹ 830 - 16% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 10K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 8.3K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 50K Β· ⏱️ 31.01.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 51K Β· ⏱️ 31.01.2023): ``` conda install -c conda-forge ploomber ``` @@ -4110,12 +4110,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯‰29 Β· ⭐ 2.1K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 92 Β· πŸ“₯ 75 Β· πŸ“¦ 77 Β· πŸ“‹ 340 - 9% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 92 Β· πŸ“₯ 77 Β· πŸ“¦ 78 Β· πŸ“‹ 340 - 9% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 56K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 55K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): ``` pip install whylogs ``` @@ -4134,16 +4134,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
arq (πŸ₯‰26 Β· ⭐ 1.5K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 370 Β· πŸ“‹ 180 - 31% open Β· ⏱️ 19.03.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 380 Β· πŸ“‹ 180 - 31% open Β· ⏱️ 19.03.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 46K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 44K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.1K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.2K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ``` @@ -4162,17 +4162,17 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 9 - 55% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 26.03.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 100K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 96K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
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Optimus (πŸ₯‰25 Β· ⭐ 1.3K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark +
Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark - [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 17.10.2022): @@ -4186,19 +4186,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
TaskTiger (πŸ₯‰24 Β· ⭐ 1.2K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 1.3K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 1.2K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ```
Pypeline (πŸ₯‰23 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 87 Β· πŸ“¦ 91 Β· πŸ“‹ 63 - 26% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 87 Β· πŸ“¦ 92 Β· πŸ“‹ 63 - 26% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln @@ -4214,12 +4214,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pysparkling (πŸ₯‰23 Β· ⭐ 260) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 140 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): +- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 150 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 15K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 12K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4235,7 +4235,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 450 / month Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 350 / month Β· ⏱️ 02.01.2023): ``` pip install batchflow ``` @@ -4247,11 +4247,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.9K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 2.1K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): ``` pip install pdpipe ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 19K Β· ⏱️ 24.09.2022): +- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 20K Β· ⏱️ 24.09.2022): ``` conda install -c conda-forge pdpipe ``` @@ -4266,19 +4266,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Databolt Flow (πŸ₯‰19 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 20 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 21 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 300 / month Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 320 / month Β· ⏱️ 26.10.2022): ``` pip install d6tflow ```
flupy (πŸ₯‰18 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 12 Β· ⏱️ 24.10.2022): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 12 Β· πŸ“‹ 13 - 15% open Β· ⏱️ 24.10.2022): ``` git clone https://github.com/olirice/flupy @@ -4295,7 +4295,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 130 / month Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 140 / month Β· ⏱️ 22.09.2022): ``` pip install mara-pipelines ``` @@ -4307,7 +4307,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 320 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 180 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ``` @@ -4319,30 +4319,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 120 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 110 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ```
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RasgoQL (πŸ₯‰12 Β· ⭐ 260 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +
RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 84 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 82 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ```
Show 7 hidden projects... -- mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 +- mrjob (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT -- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰17 Β· ⭐ 590 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
@@ -4354,7 +4354,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.1K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 740K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 750K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4370,7 +4370,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 57K Β· πŸ“‹ 860 - 2% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 58K Β· πŸ“‹ 860 - 2% open Β· ⏱️ 26.03.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4384,9 +4384,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge xlsxwriter ```
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jmespath (πŸ₯‰33 Β· ⭐ 1.8K Β· πŸ’€) - JMESPath is a query language for JSON. MIT +
jmespath (πŸ₯‰33 Β· ⭐ 1.8K) - JMESPath is a query language for JSON. MIT -- [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 40% open Β· ⏱️ 17.06.2022): +- [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/jmespath/jmespath.py @@ -4449,7 +4449,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡40 Β· ⭐ 4.7K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡40 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT - [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 660K Β· πŸ“‹ 630 - 18% open Β· ⏱️ 18.03.2023): @@ -4472,7 +4472,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 36M / month Β· πŸ“¦ 8.6K Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 37M / month Β· πŸ“¦ 8.6K Β· ⏱️ 18.10.2022): ``` pip install more-itertools ``` @@ -4492,14 +4492,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 770K Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 820K Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 86K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 87K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4536,7 +4536,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 930K / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 990K / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): ``` pip install dependency-injector ``` @@ -4552,7 +4552,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): ``` pip install natsort ``` @@ -4563,28 +4563,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰31 Β· ⭐ 3K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 7.1K Β· πŸ“‹ 78 - 10% open Β· ⏱️ 11.03.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.2K Β· πŸ“‹ 76 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 2.1M / month Β· πŸ“¦ 600 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.9M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 310K Β· ⏱️ 27.01.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 310K Β· ⏱️ 28.03.2023): ``` conda install -c conda-forge funcy ```
returns (πŸ₯‰28 Β· ⭐ 2.6K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 95 Β· πŸ“¦ 330 Β· πŸ“‹ 410 - 18% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 96 Β· πŸ“¦ 340 Β· πŸ“‹ 410 - 18% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 58K / month Β· πŸ“¦ 53 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 57K / month Β· πŸ“¦ 53 Β· ⏱️ 13.03.2022): ``` pip install returns ``` @@ -4600,11 +4600,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 24K / month Β· πŸ“¦ 64 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 26K / month Β· πŸ“¦ 64 Β· ⏱️ 03.12.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 38K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 39K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ``` @@ -4616,7 +4616,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/santinic/pampy ``` -- [PyPi](https://pypi.org/project/pampy) (πŸ“₯ 27K / month Β· πŸ“¦ 31 Β· ⏱️ 07.11.2019): +- [PyPi](https://pypi.org/project/pampy) (πŸ“₯ 25K / month Β· πŸ“¦ 31 Β· ⏱️ 07.11.2019): ``` pip install pampy ``` @@ -4625,8 +4625,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 610 Β· πŸ’€) - API Rate Limit Decorator. MIT -- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT +- pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2

@@ -4634,18 +4634,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡41 Β· ⭐ 51K) - The Python programming language. MIT +
cpython (πŸ₯‡41 Β· ⭐ 52K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 54K / month Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 55K / month Β· ⏱️ 22.07.2020): ``` pip install cpython ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.3M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.4M Β· ⏱️ 01.05.2021): ``` conda install -c conda-forge typing ``` @@ -4656,7 +4656,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ34 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 58K Β· πŸ“¦ 39 Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 59K Β· πŸ“¦ 42 Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/micropython/micropython @@ -4688,12 +4688,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.2K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 510 Β· πŸ“¦ 480K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 510 Β· πŸ“¦ 490K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 54M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 53M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): ``` pip install pygments ``` @@ -4709,18 +4709,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 630K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 640K Β· ⏱️ 01.06.2022): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡38 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 240 Β· πŸ“₯ 7.7K Β· πŸ“¦ 740K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 240 Β· πŸ“₯ 7.7K Β· πŸ“¦ 750K Β· πŸ“‹ 300 - 12% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/pyparsing/pyparsing @@ -4729,19 +4729,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 33M Β· ⏱️ 14.07.2022): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 34M Β· ⏱️ 14.07.2022): ``` conda install -c conda-forge pyparsing ```
pycparser (πŸ₯ˆ37 Β· ⭐ 2.8K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 520K Β· πŸ“‹ 320 - 8% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 520K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 100M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 110M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4752,7 +4752,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯ˆ35 Β· ⭐ 29K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.7K Β· πŸ“¦ 920 Β· πŸ“‹ 500 - 64% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.8K Β· πŸ“¦ 930 Β· πŸ“‹ 500 - 64% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/mingrammer/diagrams @@ -4789,7 +4789,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 67M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 68M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4798,7 +4798,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
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py4j (πŸ₯ˆ33 Β· ⭐ 1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 +
py4j (πŸ₯ˆ33 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 - [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 20K Β· πŸ“‹ 410 - 33% open Β· ⏱️ 12.02.2023): @@ -4809,35 +4809,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.3M Β· ⏱️ 13.08.2022): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.4M Β· ⏱️ 13.08.2022): ``` conda install -c conda-forge py4j ```
fastcore (πŸ₯ˆ32 Β· ⭐ 830) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 240 Β· πŸ“¦ 3.1K Β· πŸ“‹ 320 - 5% open Β· ⏱️ 03.02.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.1K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 580K / month Β· πŸ“¦ 180 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 560K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 34K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 35K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge fastcore ```
-
pyscaffold (πŸ₯‰31 Β· ⭐ 1.7K) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 170 Β· πŸ“‹ 280 - 7% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 230K / month Β· πŸ“¦ 61 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 240K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): ``` pip install pyscaffold ``` @@ -4862,30 +4862,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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keyboard (πŸ₯‰30 Β· ⭐ 3.3K) - Hook and simulate global keyboard events on Windows and Linux. MIT +
keyboard (πŸ₯‰30 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 9.8K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 9.9K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 410K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 420K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 15K Β· ⏱️ 01.11.2022): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 16K Β· ⏱️ 01.11.2022): ``` conda install -c conda-forge keyboard ```
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Copier (πŸ₯‰28 Β· ⭐ 930) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯‰28 Β· ⭐ 950) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 110 Β· πŸ“¦ 380 Β· πŸ“‹ 330 - 15% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 380 Β· πŸ“‹ 340 - 15% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 35K / month Β· πŸ“¦ 9 Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 38K / month Β· πŸ“¦ 9 Β· ⏱️ 29.12.2022): ``` pip install copier ``` @@ -4897,7 +4897,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 85K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 86K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` @@ -4920,19 +4920,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
powerline-shell (πŸ₯‰26 Β· ⭐ 6K) - A beautiful and useful prompt for your shell. MIT -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 92 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 93 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.6K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.4K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
Send2Trash (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 34 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 27.07.2022): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 33 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 27.07.2022): ``` git clone https://github.com/arsenetar/send2trash @@ -4941,7 +4941,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.2M Β· ⏱️ 09.08.2021): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.3M Β· ⏱️ 09.08.2021): ``` conda install -c conda-forge send2trash ``` @@ -4953,7 +4953,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 270K / month Β· πŸ“¦ 220 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 280K / month Β· πŸ“¦ 220 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4964,7 +4964,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- openpyxl (πŸ₯‰26 Β· ⭐ 53) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 54) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-03-30_changes.md b/history/2023-03-30_changes.md new file mode 100644 index 0000000..80454aa --- /dev/null +++ b/history/2023-03-30_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +- PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K Β· πŸ“ˆ) - MySQL client library for Python. MIT +- pymongo (πŸ₯ˆ38 Β· ⭐ 3.8K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +- SDV (πŸ₯ˆ30 Β· ⭐ 1.3K Β· πŸ“ˆ) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- polars (πŸ₯ˆ39 Β· ⭐ 16K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +- MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +- luigi (πŸ₯ˆ37 Β· ⭐ 16K Β· πŸ“‰) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 +- tink (πŸ₯ˆ35 Β· ⭐ 13K Β· πŸ“‰) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +- holidays (πŸ₯ˆ34 Β· ⭐ 940 Β· πŸ“‰) - Generate and work with holidays in Python. MIT + diff --git a/history/2023-03-30_projects.csv b/history/2023-03-30_projects.csv new file mode 100644 index 0000000..661e8db --- /dev/null +++ b/history/2023-03-30_projects.csv @@ -0,0 +1,389 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-23 16:42:27.000,2023-03-23 16:42:25,361.0,28.0,1964,366.0,185.0,13.0,31.0,13150,2023-03-23 16:42:42.000,2023.03.23,90.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-03-23 16:41:25.000,2023-03-23 16:41:25,215.0,26.0,141,52.0,132.0,1.0,2.0,1847,2023-03-23 16:42:20.000,2023.03.23,82.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-03-23 15:33:10.000,2023-03-23 15:33:08,213.0,26.0,36,22.0,130.0,1.0,5.0,700,2023-03-23 15:33:15.000,2023.03.23,81.0,6.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-03-23 16:41:25.000,2023-03-23 16:41:25,215.0,26.0,141,52.0,132.0,1.0,2.0,1847,2023-03-23 16:42:20.000,2023.03.23,82.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-23 16:42:27.000,2023-03-23 16:42:25,361.0,28.0,1964,366.0,185.0,13.0,31.0,13150,2023-03-23 16:42:42.000,2023.03.23,90.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-01-27 22:41:14.000,2023-01-27 22:41:14,830.0,4.0,6752,1667.0,320.0,9.0,73.0,36985,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-23 16:42:27.000,2023-03-23 16:42:25,361.0,28.0,1964,366.0,185.0,13.0,31.0,13152,2023-03-23 16:42:42.000,2023.03.23,90.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-03-30 12:22:13.000,2023-03-30 03:11:49,31972.0,934.0,15940,1106.0,28051.0,3680.0,20728.0,37438,2023-01-19 08:32:09.738,1.5.3,112.0,3277.0,53,True,pandas,conda-forge/pandas,['pandas'],186685.0,113286046.0,1121709.0,1054305.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,67404.0,112832440.0,https://anaconda.org/conda-forge/pandas,2023-03-29 20:02:48.188,37056618.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-03-30 13:03:44.000,2023-03-29 18:34:01,31908.0,729.0,7840,575.0,12109.0,2151.0,9360.0,23046,2023-02-05 20:16:57.000,1.24.2,139.0,1600.0,51,True,numpy,conda-forge/numpy,,685393.0,152655446.0,1656289.0,1526021.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,130268.0,152005042.0,https://anaconda.org/conda-forge/numpy,2023-02-06 01:44:11.557,52593691.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-03-30 13:09:42.000,2023-03-30 09:18:46,11392.0,699.0,14892,2076.0,6722.0,833.0,4805.0,58744,2023-03-10 18:35:01.000,22.2,130.0,1075.0,49,True,protobuf,conda-forge/protobuf,,37413742.0,127682025.0,392765.0,373861.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15634.0,120953396.0,https://anaconda.org/conda-forge/protobuf,2022-12-23 12:30:23.074,13216240.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3270.0,5905042.0,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-03-30 13:02:56.000,2023-03-30 00:54:30,53559.0,277.0,23189,1949.0,48852.0,984.0,30616.0,56843,2023-03-28 17:24:02.816,7.4.0,320.0,6704.0,48,True,ansible,conda-forge/ansible,,,4360507.0,31067.0,26996.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4071.0,4347936.0,https://anaconda.org/conda-forge/ansible,2023-02-28 14:39:52.634,842307.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-03-30 13:33:44.000,2023-03-30 09:24:26,19256.0,811.0,12041,754.0,20386.0,868.0,6351.0,30071,2023-03-15 00:40:12.000,2.5.2,140.0,2780.0,46,True,apache-airflow,conda-forge/airflow,,448361.0,12286974.0,6530.0,6280.0,https://pypi.org/project/apache-airflow,2023-03-14 22:53:02.187,250.0,11129029.0,https://anaconda.org/conda-forge/airflow,2023-03-15 21:59:15.105,858717.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-03-29 21:38:08.635406,431.0,108371346.0,,,,,,, +12,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-03-29 13:16:12.000,2023-03-29 13:15:55,16134.0,341.0,1102,90.0,594.0,171.0,7037.0,7010,2023-03-18 17:10:00.877,1.4.47,275.0,610.0,46,True,SQLAlchemy,conda-forge/sqlalchemy,,40575.0,70063332.0,587504.0,540660.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46844.0,69908345.0,https://anaconda.org/conda-forge/sqlalchemy,2023-03-19 13:48:08.085,11397591.0,1.0,,,,,,,,,,,,2.0,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-03-30 13:09:53.000,2023-03-30 13:09:44,10159.0,557.0,1152,120.0,6441.0,25.0,2159.0,5442,2023-03-25 01:24:08.464,40.0.1,112.0,288.0,46,True,cryptography,conda-forge/cryptography,,,167197255.0,448505.0,427672.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,20833.0,166681859.0,https://anaconda.org/conda-forge/cryptography,2023-03-26 06:49:53.046,35562335.0,1.0,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-03-30 07:09:11.000,2023-03-30 07:09:07,12161.0,61.0,4454,476.0,2890.0,602.0,4286.0,21198,2023-02-19 11:47:50.000,5.3.0b2,194.0,1273.0,45,True,celery,conda-forge/celery,,,6208057.0,112714.0,97698.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15016.0,6194295.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1156065.0,1.0,,,,,,,,,,,,,,,,,, +15,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-03-29 22:40:07.572,2023-03-29 18:07:44,5041.0,199.0,1740,240.0,660.0,153.0,2759.0,7988,2023-03-29 19:28:37.123,1.26.102,1275.0,141.0,45,True,boto3,conda-forge/boto3,,,507583015.0,301124.0,284029.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17095.0,507388621.0,https://anaconda.org/conda-forge/boto3,2023-03-29 22:40:07.572,14773955.0,1.0,,,,,,,,,,,,,,,,,, +16,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-03-27 04:02:46.000,2023-03-27 04:02:46,3302.0,199.0,1741,224.0,1202.0,19.0,610.0,15574,2023-03-23 19:59:31.000,18.3.1,276.0,515.0,44,True,Faker,conda-forge/faker,,,7769716.0,123290.0,120252.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3038.0,7759515.0,https://anaconda.org/conda-forge/faker,2023-03-24 12:34:15.060,734519.0,1.0,,,,,,,,,,,,,,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-03-20 22:47:16.000,2023-03-01 17:04:49,2239.0,32.0,1320,180.0,996.0,126.0,1344.0,13649,2022-04-28 17:37:47.000,8.1.3,49.0,337.0,44,True,click,conda-forge/click,,,134479717.0,1234647.0,1162077.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72570.0,134164228.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,25239132.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-03-30 00:53:00.848,2023-03-29 18:07:24,11050.0,221.0,3602,571.0,3302.0,527.0,3809.0,13597,2023-03-28 20:34:06.024,1.27.101,1679.0,411.0,44,True,awscli,conda-forge/awscli,,1281.0,136426682.0,3044.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3042.0,136196856.0,https://anaconda.org/conda-forge/awscli,2023-03-30 00:53:00.848,18384180.0,1.0,,,,,,,,,,,,,,,,,, +19,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-03-30 13:06:55.000,2023-03-29 23:35:03,1600.0,114.0,1185,99.0,1984.0,600.0,1687.0,13069,2023-03-22 20:03:45.780,1.10.7,98.0,352.0,44,True,pydantic,conda-forge/pydantic,,,57268240.0,180334.0,174191.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6143.0,57180547.0,https://anaconda.org/conda-forge/pydantic,2023-03-23 10:12:25.306,4384660.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +20,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-03-29 18:25:14.000,2023-03-29 13:10:55,2159.0,54.0,2338,329.0,1286.0,184.0,1235.0,11333,2023-03-29 13:58:01.877,4.4.4,109.0,386.0,44,True,redis,conda-forge/redis-py,,,27200163.0,27297.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27297.0,27188551.0,https://anaconda.org/conda-forge/redis-py,2023-03-29 15:36:35.839,928973.0,1.0,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-03-29 21:52:58.311,2023-03-29 18:07:33,9725.0,256.0,996,65.0,1919.0,139.0,876.0,1260,2023-03-29 19:27:13.357,1.29.102,1662.0,191.0,44,True,botocore,conda-forge/botocore,,,279319198.0,217714.0,209376.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8338.0,279067124.0,https://anaconda.org/conda-forge/botocore,2023-03-29 21:52:58.311,20165946.0,1.0,,,,,,,,,,,,,,,,,, +22,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-03-29 14:05:42.000,2023-03-27 10:46:09,3750.0,122.0,1531,541.0,940.0,117.0,973.0,42709,2023-03-27 10:53:35.000,13.3.3,179.0,221.0,43,True,rich,conda-forge/rich,,,23188785.0,79714.0,75878.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,3836.0,23084949.0,https://anaconda.org/conda-forge/rich,2023-03-27 15:06:40.319,3322758.0,1.0,,,,,,,,,,,,,,,,,, +23,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-03-30 08:26:24.000,2023-03-29 13:28:45,4056.0,249.0,4800,708.0,3544.0,248.0,6514.0,29021,2023-03-26 14:43:48.000,2.17.2,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,135468269.0,4043531.0,13139.0,11896.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1243.0,1741914.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,305000.0,2.0,,,,,,,,,,,,,,,,,, +24,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-03-29 17:50:55.000,2023-03-29 17:50:54,2904.0,76.0,3041,642.0,2292.0,137.0,2057.0,20115,2023-03-03 19:50:50.336,23.3.3,32.0,635.0,43,True,flatbuffers,conda-forge/flatbuffers,,172680.0,11741534.0,51273.0,50747.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,271.0,10587296.0,https://anaconda.org/conda-forge/flatbuffers,2023-03-17 08:01:52.765,625241.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-03-03 19:50:29.334,255.0,1144970.0,,,,,,,,,,,,, +25,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-03-29 21:55:19.000,2023-03-10 21:22:13,3860.0,118.0,1917,318.0,739.0,968.0,726.0,8229,2023-03-10 21:24:11.689,3.1.0,141.0,183.0,43,True,paramiko,conda-forge/paramiko,,,35353723.0,86921.0,74097.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12824.0,35316298.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,2919219.0,2.0,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-03-30 09:16:26.000,2023-03-30 09:15:59,6337.0,83.0,508,31.0,704.0,404.0,1322.0,1236,2023-01-02 18:49:49.016,2.14.0,57.0,771.0,43,True,pygments,conda-forge/pygments,,,53347470.0,523941.0,487212.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36729.0,53104555.0,https://anaconda.org/conda-forge/pygments,2023-01-02 17:56:08.010,20161987.0,1.0,,,,,,,,,,,,,,,,,, +27,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-03-30 13:07:18.000,2023-03-30 13:07:17,3382.0,125.0,2083,265.0,3490.0,529.0,1634.0,15648,2023-03-29 18:23:05.000,2.11.0,66.0,503.0,42,True,datasets,conda-forge/datasets,,,3516748.0,13467.0,13058.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,409.0,3508248.0,https://anaconda.org/conda-forge/datasets,2023-03-02 15:50:53.940,229511.0,1.0,,,,,,,,,,,,,,,,,, +28,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-03-30 04:40:09.000,2023-03-30 04:19:08,14213.0,567.0,1166,155.0,5018.0,703.0,2792.0,11596,2023-03-23 20:46:00.784,2.8.7,199.0,321.0,42,True,prefect,conda-forge/prefect,,,726810.0,2571.0,2436.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,135.0,718245.0,https://anaconda.org/conda-forge/prefect,2023-03-23 23:08:03.636,411128.0,1.0,,,,,,,,,,,,,,,,,, +29,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-03-16 20:04:15.557,2023-02-22 19:05:19,3299.0,10.0,1623,199.0,1538.0,421.0,1191.0,6167,2022-11-02 19:44:38.922,6.0.1,80.0,433.0,42,True,docker,conda-forge/docker-py,,397.0,29965916.0,62041.0,58367.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3674.0,29926105.0,https://anaconda.org/conda-forge/docker-py,2023-03-16 20:04:15.557,3184653.0,2.0,,,,,,,,,,,,,,,,,, +30,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-03-30 12:31:16.000,2023-03-30 12:31:15,14113.0,829.0,2281,364.0,21710.0,969.0,7057.0,3574,2023-03-30 03:01:51.000,azure-mgmt-network_23.0.0,100.0,561.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,38036151.0,2799.0,2180.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,619.0,38019964.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-02-23 02:02:30.524,906492.0,1.0,,,,,,,,,,,,,,,,,, +31,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-03-30 13:25:09.000,2023-03-30 08:32:09,116391.0,737.0,26262,1478.0,39808.0,8329.0,55902.0,51558,2020-07-22 03:00:52.000,0.0.6,11.0,2417.0,41,True,cpython,conda-forge/typing,,,83250.0,3.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,,54684.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2399569.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +32,pulumi,pulumi/pulumi,"Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language, Your Way.",,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-03-30 12:50:20.000,2023-03-30 12:14:06,9570.0,805.0,867,169.0,5941.0,1717.0,4202.0,15494,2023-03-27 20:30:04.523,3.60.0,3874.0,224.0,41,True,pulumi,,,191478.0,1825048.0,3056.0,2374.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,126.0,636438.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-03-27 20:28:57.966,556.0,1179492.0,,,,,,,,,,,,, +33,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-03-26 20:10:10.000,2023-03-24 22:54:14,4502.0,34.0,1370,202.0,454.0,,2239.0,9913,2023-02-28 15:33:59.000,3.16.0,181.0,150.0,41,True,peewee,conda-forge/peewee,,,1192242.0,24771.0,21103.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3668.0,1186151.0,https://anaconda.org/conda-forge/peewee,2023-02-27 21:36:36.325,487288.0,1.0,,,,,,,,,,,,,,,,,, +34,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-03-30 13:35:42.000,2023-03-30 13:02:28,38760.0,632.0,3866,259.0,20642.0,4291.0,1357.0,6663,2023-03-17 14:57:06.000,2.46.0,82.0,1458.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,7190798.0,186.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,184.0,7188754.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-03-12 14:02:35.756,36806.0,1.0,,,,,,,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-03-30 09:19:38.000,2023-03-30 09:18:40,9228.0,42.0,1445,310.0,7126.0,39.0,3372.0,4149,2023-03-29 21:22:15.669,2.8.0,100.0,326.0,41,True,google-cloud-storage,conda-forge/google-cloud-storage,,,43457514.0,1878.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1878.0,43410808.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-03-30 02:54:50.745,3222778.0,1.0,,,,,,,,,,,,1.0,,,,,, +36,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-03-30 13:33:29.000,2023-03-27 10:44:49,4197.0,74.0,493,57.0,860.0,242.0,1164.0,1846,2023-01-23 10:26:08.294,3.8.0,33.0,193.0,41,True,h5py,conda-forge/h5py,,2590.0,14253141.0,219802.0,205288.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14514.0,14120478.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,11140803.0,1.0,,,,,,,,,,,,,,,,,, +37,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-03-29 19:53:48.000,2023-03-28 17:34:41,12773.0,60.0,3010,618.0,3427.0,965.0,3829.0,15689,2022-03-06 10:55:38.000,2.1.0,40.0,584.0,40,True,kivy,conda-forge/kivy,,29907.0,102422.0,10051.0,9447.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,604.0,96984.0,https://anaconda.org/conda-forge/kivy,2023-02-06 04:38:21.801,287961.0,1.0,,,,,,,,,,,,,,,,,, +38,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-03-29 13:07:59.000,2023-03-20 23:44:41,1736.0,58.0,1338,212.0,792.0,149.0,899.0,8836,2023-02-19 14:10:32.002,1.13.0,72.0,285.0,40,True,rq,conda-forge/rq,,,733331.0,14861.0,13101.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1760.0,732231.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,88062.0,1.0,,,,,,,,,,,,,,,,,, +39,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-03-28 14:48:58.000,2023-03-28 14:48:57,1048.0,18.0,1396,230.0,457.0,32.0,602.0,7256,2023-03-28 03:56:56.000,1.0.3,37.0,119.0,40,True,PyMySQL,conda-forge/pymysql,,,34454388.0,168738.0,158102.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10636.0,34438057.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1061573.0,1.0,,,,,,,,,,,,1.0,,,,,, +40,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-03-30 13:29:52.000,2023-03-30 03:03:05,13770.0,1172.0,884,94.0,7656.0,1600.0,3783.0,7006,2023-03-29 21:18:13.000,1.2.4,530.0,292.0,40,True,dagster,conda-forge/dagster,,,666678.0,1163.0,1049.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,114.0,646197.0,https://anaconda.org/conda-forge/dagster,2023-03-04 00:09:39.431,819278.0,1.0,,,,,,,,,,,,,,,,,, +41,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-03-30 11:22:09.000,2023-03-18 18:31:15,1271.0,35.0,337,60.0,493.0,119.0,508.0,4692,2022-12-21 10:13:31.679,22.2.0,26.0,141.0,40,True,attrs,conda-forge/attrs,,,132837812.0,679579.0,661953.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17626.0,132471884.0,https://anaconda.org/conda-forge/attrs,2022-12-21 14:25:41.273,26346887.0,1.0,,,,,,,,,,,,,,,,,, +42,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-03-28 21:21:18.000,2023-03-28 21:21:11,2461.0,76.0,552,60.0,311.0,28.0,696.0,4081,2023-03-28 21:42:25.000,4.18.0a3,82.0,108.0,40,True,jsonschema,conda-forge/jsonschema,,,66635844.0,370726.0,352248.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18478.0,66418620.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,18029600.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-03-30 13:28:43.000,2023-03-30 12:58:44,1506.0,13.0,1142,393.0,1174.0,37.0,972.0,3893,2023-02-16 19:54:08.255,8.6.2,128.0,192.0,40,True,elasticsearch,conda-forge/elasticsearch,,2761.0,14859419.0,42769.0,36725.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6044.0,14849475.0,https://anaconda.org/conda-forge/elasticsearch,2023-02-23 13:30:53.635,797775.0,1.0,,,,,,,,,,,,,,,,,, +44,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-03-30 13:18:28.000,2023-03-30 13:10:00,5861.0,922.0,798,126.0,4480.0,614.0,2769.0,15798,2023-03-29 08:00:57.000,rs-0.28,272.0,199.0,39,True,polars,,,,473847.0,1406.0,1289.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,117.0,473847.0,,,,2.0,,,,,,,,,,,,-1.0,,,,,, +45,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-03-20 15:28:04.000,2023-03-06 14:46:44,2696.0,28.0,667,152.0,707.0,548.0,544.0,8243,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,39,True,prompt_toolkit,conda-forge/prompt-toolkit,,,25369477.0,1304.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1304.0,24971607.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,14323336.0,2.0,,,,,,,,,,,,,,,,,, +46,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-03-30 13:32:38.000,2023-03-30 09:20:33,10619.0,653.0,1278,71.0,5817.0,180.0,1455.0,8159,2023-03-24 13:07:55.000,0.16.3,208.0,375.0,39,True,great_expectations,conda-forge/great-expectations,,,9462341.0,26.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,26.0,9452149.0,https://anaconda.org/conda-forge/great-expectations,2023-03-24 02:56:54.215,611525.0,2.0,,,,,,,,,,,,,,,,,, +47,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-03-26 13:20:26.000,2023-03-14 08:03:55,3161.0,23.0,623,82.0,952.0,161.0,1022.0,6480,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,39,True,marshmallow,conda-forge/marshmallow,,,20842853.0,83200.0,72996.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10204.0,20822453.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1591212.0,2.0,,,,,,,,,,,,,,,,,, +48,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-03-19 20:31:20.000,2023-03-14 07:32:42,353.0,13.0,358,33.0,219.0,30.0,213.0,5785,2023-02-24 06:47:13.294,1.0.0,44.0,90.0,39,True,python-dotenv,conda-forge/python-dotenv,,,28089323.0,421690.0,414100.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,7590.0,28059968.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2231022.0,1.0,,,,,,,,,,,,,,,,,, +49,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-03-29 11:23:02.000,2023-03-29 11:23:02,1433.0,47.0,671,129.0,374.0,169.0,446.0,5751,2023-03-20 09:22:33.000,3.0.0,44.0,142.0,39,True,watchdog,conda-forge/watchdog,,,13113148.0,93936.0,85934.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8002.0,13088949.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,1911781.0,1.0,,,,,,,,,,,,,,,,,, +50,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-03-23 02:13:24.000,2023-03-15 22:01:06,1635.0,47.0,3052,135.0,823.0,97.0,1127.0,5572,2023-02-16 01:06:58.000,26.1.0,84.0,175.0,39,True,kubernetes,conda-forge/kubernetes,,,13496642.0,1292.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1292.0,13490059.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,394985.0,2.0,,,,,,,,,,,,,,,,,, +51,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-03-03 20:31:34.000,2023-03-03 10:15:06,4071.0,39.0,1211,137.0,1096.0,378.0,1306.0,3972,2023-03-03 10:21:35.000,0.27.0,72.0,385.0,39,True,mongoengine,conda-forge/mongoengine,,,1170181.0,23302.0,19729.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3573.0,1167697.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,196281.0,2.0,,,,,,,,,,,,-1.0,,,,,, +52,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-03-29 18:50:59.000,2023-03-23 13:03:21,1447.0,15.0,367,62.0,655.0,380.0,436.0,3100,2022-10-10 12:56:17.006,1.1.1,104.0,118.0,39,True,joblib,conda-forge/joblib,,,29387957.0,272957.0,267081.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5876.0,29175164.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,17023453.0,2.0,,,,,,,,,,,,,,,,,, +53,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-03-23 10:53:20.000,2023-03-19 18:15:43,1411.0,39.0,243,36.0,455.0,27.0,224.0,2984,2023-03-02 16:32:43.000,9.1.1,42.0,99.0,39,True,more-itertools,conda-forge/more-itertools,,2618.0,36971743.0,180763.0,172134.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8629.0,36816669.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11007819.0,1.0,,,,,,,,,,,,,,,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-02-13 23:32:57.000,2022-12-03 20:07:04,1571.0,,426,42.0,608.0,327.0,391.0,2018,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34892.0,206753496.0,986674.0,983434.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,3240.0,206254780.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,40865021.0,1.0,,,,,,,,,,,,,,,,,, +55,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-03-24 10:16:54.000,2023-03-10 18:27:55,1651.0,50.0,181,19.0,110.0,99.0,837.0,1837,2023-03-08 17:19:10.938,1.10.2,111.0,161.0,39,True,alembic,conda-forge/alembic,,,23618944.0,163670.0,152266.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11404.0,23579460.0,https://anaconda.org/conda-forge/alembic,2023-03-08 21:00:41.453,3158729.0,2.0,,,,,,,,,,,,,,,,,, +56,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-03-30 08:20:51.000,2023-03-29 13:39:36,2119.0,47.0,244,22.0,692.0,192.0,348.0,564,2023-03-04 18:38:05.498,2023.3.0,66.0,173.0,39,True,fsspec,conda-forge/fsspec,,,85515882.0,42521.0,41943.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,578.0,85292042.0,https://anaconda.org/conda-forge/fsspec,2023-03-06 14:25:46.813,10968166.0,1.0,,,,,,,,,,,,,,,,,, +57,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-03-08 20:59:51.000,2023-02-13 20:24:46,287.0,8.0,1369,380.0,160.0,131.0,169.0,24255,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,38,True,fire,conda-forge/fire,,,6616536.0,20867.0,19229.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1638.0,6609704.0,https://anaconda.org/conda-forge/fire,2021-01-22 19:55:20.738,471445.0,2.0,,,,,,,,,,,,,,,,,, +58,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-03-24 16:55:23.000,2022-09-09 12:04:10,2962.0,,1798,231.0,1032.0,263.0,565.0,19225,2022-06-01 17:01:17.000,2.1.1,34.0,285.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2337863.0,20635.0,19093.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1542.0,2330119.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,635079.0,1.0,,,,,,,,,,,,,,,,,, +59,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-03-30 09:10:07.000,2023-03-29 20:15:57,5973.0,224.0,1199,132.0,3205.0,456.0,3359.0,6737,2023-03-10 23:35:11.000,1.4.5,173.0,270.0,38,True,dbt,conda-forge/dbt,,1236.0,125064.0,2411.0,2381.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,121980.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,231241.0,2.0,,,,,,,,,,,,,,dbt,,,, +60,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-03-21 07:24:01.000,2023-03-02 20:25:13,2157.0,1.0,1338,154.0,945.0,282.0,1174.0,5152,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1824.0,7459435.0,18232.0,16853.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1379.0,7453920.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,384903.0,2.0,,,,,,,,,,,,,,,,,, +61,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-03-28 21:51:08.000,2023-03-28 21:51:08,5230.0,44.0,1095,238.0,1174.0,5.0,,3808,2022-11-17 21:50:05.000,4.3.3,131.0,195.0,38,True,pymongo,conda-forge/pymongo,,,20647852.0,19829.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19829.0,20635446.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1004960.0,2.0,,,,,,,,,,,,1.0,,,,,, +62,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-03-30 11:31:39.000,2023-03-27 15:11:28,3031.0,6.0,475,74.0,282.0,31.0,1184.0,2912,2022-10-26 20:52:46.000,2.9.3,55.0,127.0,38,False,psycopg2,psycopg2,,,14735875.0,627936.0,566567.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61349.0,14733660.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,194967.0,2.0,,,,,,,,,,,,,,,20.0,,, +63,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-03-13 21:21:55.000,2023-03-13 21:21:54,1592.0,25.0,459,97.0,298.0,183.0,285.0,2345,2020-01-21 16:37:03.000,4.8.0,19.0,101.0,38,True,pexpect,conda-forge/pexpect,,4314.0,32218392.0,276433.0,260372.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16061.0,32061219.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,13042221.0,1.0,,,,,,,,,,,,,,,,,, +64,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-03-13 08:28:00.000,2022-09-13 22:22:16,316.0,,436,52.0,243.0,259.0,283.0,2129,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,184518738.0,822171.0,748188.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,73983.0,184124587.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,31926282.0,1.0,,,,,,,,,,,,,,,,,, +65,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-03-29 06:33:07.000,2023-03-29 06:33:00,1106.0,26.0,242,23.0,160.0,37.0,263.0,1798,2022-05-10 23:30:45.000,pyparsing_3.0.9,67.0,54.0,38,True,pyparsing,conda-forge/pyparsing,,7726.0,78491238.0,778216.0,746332.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31884.0,78075019.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,33702196.0,1.0,,,,,,,,,,,,,,,,,, +66,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-02-06 03:22:54.000,2023-01-28 14:19:39,895.0,20.0,223,52.0,150.0,23.0,182.0,1457,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,38,True,greenlet,conda-forge/greenlet,,,58926898.0,234491.0,224204.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10287.0,58836508.0,https://anaconda.org/conda-forge/greenlet,2023-01-28 20:52:05.920,6327356.0,1.0,,,,,,,,,,,,,,,,,, +67,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-03-21 15:36:06.000,2023-01-29 03:07:44,1874.0,4.0,278,39.0,235.0,198.0,197.0,1161,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,32677218.0,281728.0,264506.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17222.0,32541359.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,10868730.0,1.0,,,,,,,,,,,,,,,,,, +68,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-03-30 13:21:51.000,2023-03-30 02:05:16,1636.0,57.0,232,58.0,990.0,96.0,460.0,580,2023-03-28 16:35:05.390,3.9.0,140.0,126.0,38,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,34323178.0,19211.0,18129.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1082.0,34287059.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-03-29 08:07:17.920,2492230.0,2.0,,,,,,,,,,,,,,,,,, +69,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-03-21 15:12:04.000,2023-03-21 15:12:04,1954.0,12.0,190,26.0,570.0,89.0,189.0,543,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,38,True,traitlets,conda-forge/traitlets,,112.0,24467409.0,312702.0,298072.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14630.0,24236731.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,19145390.0,2.0,,,,,,,,,,,,,,,,,, +70,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-03-18 19:37:20.000,2023-03-14 09:46:08,4074.0,9.0,2357,482.0,2265.0,111.0,876.0,16422,2023-03-14 09:49:03.000,3.2.1,78.0,598.0,37,True,luigi,luigi,,,752727.0,2493.0,2078.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,413.0,752582.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,12370.0,2.0,,,,,,,stable/luigi,,,,,-1.0,,,2.0,,, +71,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-03-17 16:44:32.000,2023-02-16 19:28:55,1552.0,30.0,1918,465.0,548.0,450.0,1299.0,13948,2023-01-20 23:15:06.982,3.0.0,124.0,136.0,37,True,fabric,conda-forge/fabric,,,3501053.0,76.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,76.0,3500280.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,61131.0,3.0,,,,,,,,,,,,,,,,,, +72,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-03-27 17:30:35.000,2023-03-27 17:30:35,6739.0,133.0,1691,220.0,3015.0,703.0,2555.0,11420,2022-10-10 23:14:01.867,4.60.4,180.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,204416.0,8003.0,7722.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,281.0,202173.0,https://anaconda.org/conda-forge/pysimplegui,2022-10-17 23:43:38.474,96464.0,2.0,,,,,,,,,,,,,,,,,, +73,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-03-30 11:07:45.000,2023-03-30 11:07:45,2311.0,148.0,596,108.0,2473.0,869.0,2604.0,8509,2023-03-09 21:09:00.691,0.19.0,70.0,112.0,37,True,modin,conda-forge/modin-core,['pandas'],196549.0,527029.0,1009.0,971.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,38.0,512598.0,https://anaconda.org/conda-forge/modin-core,2023-03-10 10:30:06.699,218449.0,2.0,,,,,,,,,,,,,,,,,, +74,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-01-19 09:52:40.000,2022-11-15 16:25:22,1396.0,,639,133.0,666.0,95.0,394.0,8261,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11208962.0,49292.0,44589.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4703.0,11190349.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1526313.0,2.0,,,,,,,,,,,,,,,,,, +75,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-03-30 12:34:39.000,2023-03-30 12:33:57,2213.0,100.0,773,105.0,1058.0,275.0,934.0,8212,2023-03-22 16:12:03.011,0.18.7,39.0,185.0,37,True,kedro,,,,498027.0,1555.0,1491.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,64.0,498027.0,,,,2.0,,,,,,,,,,,,,,,,,, +76,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-03-27 16:17:41.000,2023-03-27 16:17:41,2418.0,15.0,1207,237.0,472.0,146.0,993.0,7702,2022-12-24 01:04:06.789,4.2.5,50.0,173.0,37,True,supervisor,conda-forge/supervisor,,,1666180.0,10790.0,8838.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1663276.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,238141.0,2.0,,,,,,,,,,,,,,,,,, +77,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-03-20 22:08:43.456,2023-03-20 18:41:14,1420.0,73.0,483,143.0,225.0,6.0,431.0,6528,2023-03-20 20:01:03.746,2.0.3,41.0,91.0,37,True,sh,conda-forge/sh,,,4603065.0,14594.0,11984.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2610.0,4601003.0,https://anaconda.org/conda-forge/sh,2023-03-20 22:08:43.456,160851.0,2.0,,,,,,,,,,,,,,,,,, +78,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-03-26 19:21:29.000,2023-03-26 19:21:21,1314.0,34.0,594,120.0,116.0,18.0,844.0,3190,2023-03-10 21:43:02.652,3.0.9,156.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11854966.0,61417.0,57576.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3841.0,11818592.0,https://anaconda.org/conda-forge/xlsxwriter,2023-03-13 23:11:54.668,2546181.0,3.0,,,,,,,,,,,,,,,,,, +79,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-02-17 17:19:21.000,2022-11-04 10:01:12,370.0,,225,43.0,138.0,107.0,138.0,3103,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,37,True,colorama,conda-forge/colorama,,,134858268.0,629408.0,608641.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20767.0,134620364.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,19746089.0,2.0,,,,,,,,,,,,,,,,,, +80,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-03-30 12:15:27.000,2023-03-29 17:31:26,4532.0,92.0,905,106.0,3391.0,1111.0,2679.0,2923,2023-03-22 16:22:07.592,2023.3.0,75.0,420.0,37,True,xarray,conda-forge/xarray,,,2427397.0,1761.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1760.0,2337349.0,https://anaconda.org/conda-forge/xarray,2023-03-23 16:40:08.797,7564075.0,2.0,,,,,,,,,,,,,,,,,, +81,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-03-21 00:00:37.000,2023-03-21 00:00:37,546.0,12.0,564,95.0,173.0,26.0,300.0,2816,,,21.0,82.0,37,True,pycparser,conda-forge/pycparser,,,105622248.0,539857.0,522839.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17018.0,105265856.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,28154993.0,2.0,,,,,,,,,,,,,,,,,, +82,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-03-27 10:13:59.408,2023-03-26 20:32:31,2562.0,67.0,459,120.0,505.0,263.0,1441.0,2558,2023-03-26 20:25:52.159,0.30.3,148.0,59.0,37,True,xlwings,conda-forge/xlwings,,23983.0,105254.0,28161.0,27523.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,638.0,96423.0,https://anaconda.org/conda-forge/xlwings,2023-03-27 10:13:59.408,569166.0,1.0,,,,,,,,,,,,,,,,,, +83,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-03-16 14:47:26.000,2023-01-28 19:30:20,2771.0,22.0,422,59.0,185.0,59.0,473.0,2301,2023-01-28 00:19:28.000,3.17.0x,45.0,134.0,37,True,pycryptodomex,conda-forge/pycryptodomex,,,30642315.0,65401.0,63886.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1515.0,30623816.0,https://anaconda.org/conda-forge/pycryptodomex,2022-11-27 20:49:06.507,1165473.0,2.0,,,,,,,,,,,,,,,,,, +84,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-03-27 15:35:29.000,2023-03-23 13:59:54,1493.0,17.0,438,132.0,549.0,291.0,366.0,2237,2023-03-23 14:03:04.308,1.1.8,29.0,127.0,37,True,dateparser,conda-forge/dateparser,,,5260634.0,19725.0,18515.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1210.0,5258925.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,126479.0,2.0,,,,,,,,,,,,,,,,,, +85,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-03-15 12:15:11.646,2023-03-14 20:21:51,641.0,13.0,327,68.0,121.0,18.0,175.0,1568,2023-03-14 21:28:08.063,3.18.4,104.0,42.0,37,True,simplejson,conda-forge/simplejson,,6068.0,18438615.0,121643.0,100734.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20909.0,18403347.0,https://anaconda.org/conda-forge/simplejson,2023-03-15 12:15:11.646,2393427.0,2.0,,,,,,,,,,,,,,,,,, +86,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-03-23 06:55:41.000,2023-03-23 06:12:32,4410.0,59.0,237,58.0,339.0,155.0,523.0,1199,2022-12-23 13:29:42.000,3.8.0,36.0,114.0,37,True,tables,conda-forge/pytables,,172.0,879072.0,46762.0,44337.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2425.0,808041.0,https://anaconda.org/conda-forge/pytables,2023-02-07 15:54:16.120,5611307.0,2.0,,,,,,,,,,,,,,,,,, +87,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,936,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,186106220.0,1719449.0,1583917.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135532.0,185625739.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,39399475.0,2.0,,,,,,,,,,,,,,,,,, +88,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-03-24 14:13:35.261,2023-03-24 14:00:58,1162.0,11.0,575,140.0,303.0,35.0,214.0,4240,2023-03-24 12:15:01.094,3.4.0,43.0,120.0,36,True,tablib,conda-forge/tablib,,,1656645.0,39821.0,38543.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1278.0,1655548.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,83423.0,2.0,,,,,,,,,,,,,,,,,, +89,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-03-30 13:22:17.000,2023-03-30 13:17:34,1776.0,72.0,593,60.0,1205.0,37.0,853.0,3382,2023-03-21 23:13:41.000,2.20.1,134.0,125.0,36,True,awswrangler,conda-forge/awswrangler,['pandas'],182463.0,21617312.0,984.0,933.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,51.0,21605250.0,https://anaconda.org/conda-forge/awswrangler,2023-03-03 14:36:29.304,328404.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +90,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-03-30 10:26:47.000,2023-02-28 11:23:27,824.0,13.0,814,274.0,492.0,241.0,818.0,3176,2023-01-24 13:00:26.000,2.0.2,27.0,106.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,8755348.0,6061.0,5656.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,405.0,8746158.0,https://anaconda.org/conda-forge/python-confluent-kafka,2022-10-28 11:20:00.868,661686.0,2.0,,,,,,,,,,,,,,,,,, +91,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-03-30 06:34:13.000,2023-03-30 03:34:57,2608.0,28.0,1150,199.0,1148.0,234.0,1674.0,3058,2022-08-09 21:52:30.000,4.1.2,41.0,216.0,36,True,netmiko,,,,193786.0,3702.0,3450.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,252.0,193786.0,,,,3.0,,,,,,,,,,,,,,,,,, +92,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-03-30 11:50:41.000,2023-03-30 11:09:21,4954.0,905.0,397,75.0,3808.0,74.0,1960.0,2566,2023-03-15 22:38:00.691,5.0.0,35.0,130.0,36,True,ibis-framework,conda-forge/ibis-framework,,58.0,102867.0,510.0,459.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,99571.0,https://anaconda.org/conda-forge/ibis-framework,2023-03-22 01:33:08.726,273306.0,2.0,,,,,,,,,,,,,,,,,, +93,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-03-26 14:33:47.000,2023-03-26 14:33:36,978.0,17.0,157,23.0,142.0,159.0,308.0,1883,2022-10-23 22:50:21.000,dill-0.3.6,25.0,40.0,36,True,dill,conda-forge/dill,,290297.0,23918866.0,91886.0,88181.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3705.0,23870135.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,3739128.0,2.0,,,,,,,,,,,,,,,,,, +94,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-03-26 18:09:46.000,2023-03-25 23:08:27,422.0,6.0,145,26.0,272.0,81.0,160.0,1356,2023-01-19 09:28:09.524,2.2.1,38.0,54.0,36,True,cloudpickle,conda-forge/cloudpickle,,20.0,27496818.0,77275.0,74485.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2790.0,27349124.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,12406349.0,2.0,,,,,,,,,,,,,,,,,, +95,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-03-14 13:41:29.000,2023-03-14 13:41:27,792.0,7.0,104,26.0,240.0,58.0,233.0,1228,2022-10-19 11:58:38.453,3.6.2,43.0,39.0,36,True,anyio,conda-forge/anyio,,,28045603.0,106097.0,105868.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,229.0,27906886.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,5826124.0,2.0,,,,,,,,,,,,,,,,,, +96,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-03-26 16:52:39.000,2023-03-26 16:52:22,697.0,60.0,108,35.0,191.0,51.0,181.0,1177,2023-03-26 05:58:06.126,3.0.5,112.0,62.0,36,True,argcomplete,conda-forge/argcomplete,,206.0,20937798.0,43744.0,41805.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,1939.0,20924315.0,https://anaconda.org/conda-forge/argcomplete,2023-03-26 08:01:28.091,984133.0,2.0,,,,,,,,,,,,,,,,,, +97,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-03-14 18:14:08.000,2023-03-14 18:14:08,1368.0,25.0,302,29.0,319.0,178.0,236.0,1057,2023-02-17 12:49:40.000,0.40.0,212.0,114.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4495826.0,23388.0,21288.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2100.0,4490097.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-02-12 17:22:05.308,446887.0,2.0,,,,,,,,,,,,,,,,,, +98,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-03-29 08:58:14.000,2023-01-13 00:58:19,511.0,22.0,1754,352.0,437.0,322.0,178.0,28627,2023-01-13 01:02:27.000,0.23.3,44.0,127.0,35,True,diagrams,conda-forge/diagrams,,,106387.0,958.0,931.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,27.0,101996.0,https://anaconda.org/conda-forge/diagrams,2022-01-23 04:33:29.957,149303.0,2.0,,,,,,,,,,,,,,,,,, +99,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-03-20 11:42:28.000,2023-03-20 08:42:51,6162.0,378.0,1191,352.0,224.0,78.0,395.0,13069,2022-08-10 07:02:49.000,1.7.0,21.0,112.0,35,True,tink,,,1034.0,428723.0,45.0,41.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,428293.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2020-08-25 01:23:33.578,1.0,415.0,,,,,,,-1.0,,,,,, +100,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-03-21 12:25:44.000,2023-02-21 11:05:36,430.0,10.0,437,69.0,243.0,220.0,152.0,10815,2022-11-05 19:45:18.017,0.7.0,25.0,32.0,35,True,typer,conda-forge/typer,,,11182962.0,2538.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2538.0,11148940.0,https://anaconda.org/conda-forge/typer,2022-11-07 14:47:47.784,1190784.0,2.0,,,,,,,,,,,,,,,,,, +101,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-03-23 17:30:21.000,2022-04-23 10:54:55,381.0,,905,208.0,169.0,159.0,264.0,10667,2021-04-10 10:48:19.000,1.1.0,24.0,51.0,35,True,schedule,conda-forge/schedule,,,2344347.0,25595.0,24198.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1397.0,2343553.0,https://anaconda.org/conda-forge/schedule,2021-04-10 12:19:56.940,30988.0,3.0,,,,,,,,,,,,,,,,,, +102,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-03-18 20:33:21.000,2023-01-15 16:27:26,925.0,1.0,540,224.0,228.0,71.0,249.0,9246,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,35,True,uvloop,conda-forge/uvloop,,369.0,13928051.0,73655.0,71826.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1829.0,13919370.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,564061.0,2.0,,,,,,,,,,,,,,,,,, +103,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,182.0,7765,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,12634903.0,101317.0,89043.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12274.0,12614888.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1661302.0,2.0,,,,,,,,,,,,,,,,,, +104,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-03-30 05:29:03.000,2023-02-20 06:41:42,1515.0,8.0,340,152.0,187.0,60.0,99.0,6097,2023-02-20 06:30:03.674,23.0.0,51.0,83.0,35,True,boltons,conda-forge/boltons,,23.0,4233322.0,4496.0,4079.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,417.0,4223341.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,818485.0,2.0,,,,,,,,,,,,,,,,,, +105,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-03-28 15:06:10.000,2023-03-28 15:05:52,545.0,24.0,160,29.0,70.0,7.0,294.0,4405,2023-03-28 15:22:09.417,3.8.9,101.0,18.0,35,True,orjson,conda-forge/orjson,,,10948334.0,38972.0,38099.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,873.0,10930252.0,https://anaconda.org/conda-forge/orjson,2023-03-21 11:55:22.286,632875.0,2.0,,,,,,,,,,,,,,,,,, +106,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-03-01 18:58:08.000,2022-11-03 19:39:10,1206.0,,249,83.0,345.0,114.0,142.0,4208,2022-07-10 04:30:45.196,0.12.0,26.0,74.0,35,True,toolz,conda-forge/toolz,,,17977141.0,90681.0,87227.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3454.0,17801275.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,14245214.0,2.0,,,,,,,,,,,,,,,,,, +107,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-03-19 16:00:56.000,2023-03-19 16:00:55,851.0,16.0,363,87.0,248.0,22.0,314.0,4013,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,35,True,ujson,conda-forge/ujson,,,8119881.0,4335.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4335.0,8070943.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3180999.0,2.0,,,,,,,,,,,,,,,,,, +108,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-03-27 16:03:19.320,2023-03-27 08:56:01,1547.0,19.0,407,87.0,105.0,6.0,158.0,3199,2023-03-27 09:11:02.007,8.13.8,217.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,5171686.0,1397.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1397.0,5162852.0,https://anaconda.org/conda-forge/phonenumbers,2023-03-27 16:03:19.320,715555.0,1.0,,,,,,,,,,,,,,,,,, +109,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,33.0,51.0,25.0,152.0,2909,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,sortedcontainers,conda-forge/sortedcontainers,,,17792812.0,107642.0,105604.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2038.0,17675355.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9396626.0,1.0,,,,,,,,,,,,,,,,,, +110,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-03-23 15:50:41.000,2023-03-23 15:50:32,1252.0,12.0,181,49.0,300.0,126.0,220.0,2564,2023-01-02 21:27:10.757,1.8.1,27.0,108.0,35,True,plumbum,conda-forge/plumbum,,,1213070.0,4296.0,3827.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,469.0,1200618.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,933905.0,3.0,,,,,,,,,,,,,,,,,, +111,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-03-29 18:01:51.000,2023-01-30 20:16:12,9680.0,85.0,894,85.0,1696.0,76.0,114.0,1924,2023-01-09 20:58:01.975,3.7.0,70.0,456.0,35,True,apache-libcloud,,,,162637.0,3716.0,2867.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,849.0,162637.0,,,,2.0,,,,,,,,,,,,,,,,,, +112,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-01-02 18:12:58.057,2022-12-29 07:29:09,696.0,,140,43.0,107.0,20.0,143.0,1838,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,35,True,pyrsistent,conda-forge/pyrsistent,,,53709102.0,248062.0,245805.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2257.0,53403010.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,16222899.0,1.0,,,,,,,,,,,,,,,,,, +113,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,38.0,209,45.0,69.0,32.0,134.0,1833,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,35,True,wrapt,conda-forge/wrapt,,,76698784.0,11743.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11743.0,76563838.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,10660805.0,2.0,,,,,,,,,,,,,,,,,, +114,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-03-20 06:57:11.000,2023-03-17 18:35:18,975.0,26.0,190,28.0,144.0,62.0,178.0,1619,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,10989919.0,7227.0,6497.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,730.0,10986335.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,232961.0,1.0,,,,,,,,,,,,,,,,,, +115,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-03-28 14:52:54.000,2023-03-14 13:37:03,975.0,13.0,218,21.0,338.0,101.0,274.0,664,2023-03-04 19:40:53.543,2023.3.0,56.0,115.0,35,True,s3fs,conda-forge/s3fs,,,79795923.0,13324.0,12730.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,594.0,79730585.0,https://anaconda.org/conda-forge/s3fs,2023-03-04 22:39:44.568,5357786.0,2.0,,,,,,,,,,,,,,,,,, +116,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-03-30 07:49:44.000,2023-03-29 12:15:16,14605.0,212.0,6241,729.0,5163.0,1509.0,3426.0,16193,2022-06-16 06:19:58.000,1.19,13.0,563.0,34,True,micropython-_markupbase,,,58797.0,877.0,56.0,42.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +117,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-03-20 11:03:52.000,2023-02-25 00:51:39,793.0,9.0,323,62.0,231.0,238.0,262.0,5386,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,79.0,11426906.0,19967.0,18835.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1132.0,11416941.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,687603.0,2.0,,,,,,,,,,,,,,,,,, +118,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-03-20 14:32:04.000,2023-03-20 14:32:03,469.0,21.0,227,44.0,185.0,81.0,140.0,4612,2023-02-28 14:24:03.236,8.2.2,51.0,80.0,34,True,tenacity,conda-forge/tenacity,,,24935584.0,1161.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1161.0,24875397.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4213122.0,2.0,,,,,,,,,,,,,,,,,, +119,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,1.0,777,412.0,366.0,145.0,1144.0,3626,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,163.0,3034905.0,9693.0,8725.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,968.0,3034795.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,6947.0,2.0,,,,,,,,,,,,,,,,,, +120,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-03-30 11:43:20.000,2023-03-30 10:08:47,669.0,29.0,260,34.0,452.0,110.0,314.0,2966,2023-03-02 15:20:46.983,3.1.12,81.0,108.0,34,True,dynaconf,conda-forge/dynaconf,,,2531012.0,6360.0,6136.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,224.0,2529465.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,44878.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +121,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-01-21 15:32:30.000,2021-05-05 20:47:21,1145.0,,230,49.0,260.0,49.0,295.0,2956,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5680793.0,14515.0,13394.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1121.0,5676996.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,300005.0,2.0,,,,,,,,,,,,,,,,,, +122,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-01-23 15:06:24.000,2023-01-23 15:06:24,321.0,5.0,261,48.0,98.0,34.0,157.0,2299,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,6358903.0,42728.0,39601.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3127.0,6356096.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,199356.0,2.0,,,,,,,,,,,,,,,,,, +123,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-03-20 14:37:47.000,2023-02-09 01:15:40,210.0,6.0,141,36.0,56.0,47.0,59.0,2223,2023-02-09 01:16:46.619,23.1.0,13.0,30.0,34,True,aiofiles,conda-forge/aiofiles,,,10596671.0,85862.0,84075.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1787.0,10589379.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,473998.0,2.0,,,,,,,,,,,,,,,,,, +124,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-03-08 22:28:46.106,2023-03-08 16:22:38,848.0,9.0,223,47.0,269.0,7.0,259.0,1725,2023-03-09 02:43:32.000,1.0.5,20.0,75.0,34,True,msgpack,conda-forge/msgpack-python,,979.0,32446526.0,2183.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2183.0,32299782.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,11151450.0,3.0,,,,,,,,,,,,,,,,,, +125,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-03-29 08:38:54.895,2023-03-28 01:22:03,5990.0,17.0,513,80.0,1065.0,17.0,,1322,2023-03-28 19:26:01.531,3.26.0,73.0,189.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1438123.0,5465.0,4767.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,698.0,1435980.0,https://anaconda.org/conda-forge/cassandra-driver,2023-03-29 08:38:54.895,152204.0,2.0,,,,,,,,,,,,,,,,,, +126,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-02-22 17:53:44.000,2023-02-22 17:53:44,1346.0,3.0,155,33.0,156.0,60.0,225.0,1114,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,10138593.0,2342.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2342.0,10120078.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1240545.0,3.0,,,,,,,,,,,,,,,,,, +127,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-03-30 08:14:55.000,2023-02-23 00:11:59,1963.0,16.0,136,17.0,153.0,50.0,424.0,991,2022-12-18 20:26:01.606,23.13.1,186.0,112.0,34,True,keyring,conda-forge/keyring,,,25424437.0,3929.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3929.0,25388666.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,2933233.0,3.0,,,,,,,,,,,,,,,,,, +128,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-03-29 00:25:14.000,2023-03-15 19:31:10,1694.0,171.0,374,18.0,721.0,20.0,316.0,938,2023-03-15 20:15:01.781,0.21.13,48.0,208.0,34,True,holidays,conda-forge/holidays,,172.0,5614259.0,410.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,410.0,5557393.0,https://anaconda.org/conda-forge/holidays,2023-03-16 02:45:48.611,2843283.0,2.0,,,,,,,,,,,,-1.0,,,,,, +129,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,97,23.0,54.0,11.0,93.0,750,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,68281311.0,425986.0,401707.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24279.0,68043114.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,19055825.0,2.0,,,,,,,,,,,,,,,,,, +130,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-03-27 17:27:38.000,2023-03-27 14:56:12,226.0,18.0,82,13.0,122.0,12.0,77.0,528,2023-03-27 15:06:36.430,3.10.7,57.0,34.0,34,True,filelock,conda-forge/filelock,,,58661772.0,223516.0,220982.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2534.0,58517913.0,https://anaconda.org/conda-forge/filelock,2023-03-27 16:01:57.220,11652632.0,2.0,,,,,,,,,,,,,,,,,, +131,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,26.0,49,14.0,35.0,16.0,22.0,327,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,34,True,wcwidth,conda-forge/wcwidth,,,35419521.0,387664.0,374316.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13348.0,35227067.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,16743569.0,3.0,,,,,,,,,,,,,,,,,, +132,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-03-23 22:37:48.000,2023-03-23 22:37:48,2747.0,23.0,523,139.0,463.0,184.0,963.0,9923,2023-03-23 02:11:46.000,1.9.0,217.0,59.0,33,True,dearpygui,,,,17882.0,1766.0,1733.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,33.0,17882.0,,,,2.0,,,,,,,,,,,,,,,,,, +133,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-03-02 22:21:03.000,2023-02-18 21:25:04,688.0,9.0,487,104.0,151.0,12.0,285.0,5763,2023-01-14 16:25:06.868,4.7.1,67.0,80.0,33,True,tinydb,conda-forge/tinydb,,,479797.0,11001.0,10185.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,816.0,476493.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,267679.0,2.0,,,,,,,,,,,,,,,,,, +134,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-03-04 17:45:45.000,2023-03-04 17:45:05,299.0,22.0,557,131.0,181.0,162.0,334.0,5557,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,33,True,eel,,,,76018.0,5072.0,4998.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,74.0,76018.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +135,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-03-07 20:01:09.000,2023-03-07 20:01:07,1828.0,21.0,584,131.0,326.0,64.0,809.0,5414,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,33,True,csvkit,conda-forge/csvkit,,,151632.0,1678.0,1310.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,368.0,150470.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,83668.0,2.0,,,,,,,,,,,,,,,,,, +136,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,461,107.0,93.0,80.0,158.0,5100,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,33,True,xmltodict,conda-forge/xmltodict,,,23275645.0,57172.0,51762.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5410.0,23243794.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2516271.0,2.0,,,,,,,,,,,,,,,,,, +137,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-03-30 02:40:56.000,2023-02-12 13:56:56,1159.0,4.0,299,42.0,454.0,427.0,472.0,3462,2023-01-30 02:35:01.295,0.19.3,150.0,118.0,33,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,97720.0,5348.0,5263.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,85.0,97210.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,10726.0,2.0,,,,,,,,,,,,,,,,,, +138,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-03-28 11:58:14.000,2023-01-16 12:56:18,319.0,1.0,232,53.0,189.0,133.0,183.0,3354,2022-12-18 09:18:01.579,0.7.0,41.0,52.0,33,True,databases,conda-forge/databases,,,505695.0,18154.0,18023.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,131.0,502216.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,170509.0,2.0,,,,,,,,,,,,,,,,,, +139,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-03-29 10:10:10.000,2023-03-21 22:26:35,513.0,10.0,721,69.0,392.0,77.0,392.0,3290,2023-01-23 22:15:52.000,0.16.0,45.0,129.0,33,True,prometheus_client,conda-forge/prometheus_client,,,19946702.0,703.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,703.0,19816553.0,https://anaconda.org/conda-forge/prometheus_client,2023-01-24 04:49:16.134,10021493.0,2.0,,,,,,,,,,,,,,,,,, +140,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-03-21 14:26:46.000,2022-12-19 03:14:24,1998.0,,205,46.0,184.0,134.0,347.0,2768,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,33,True,dependency-injector,conda-forge/dependency_injector,,,989254.0,1968.0,1905.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,63.0,988133.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,20195.0,2.0,,,,,,,,,,,,,,,,,, +141,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-03-02 20:01:30.392,2023-03-01 19:34:07,194.0,8.0,169,27.0,71.0,4.0,81.0,2383,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1286677.0,96936.0,93659.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3277.0,1285801.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,57820.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +142,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-03-21 23:59:13.000,2023-03-21 23:59:13,1718.0,8.0,186,88.0,196.0,,,2135,2022-10-25 20:56:31.000,3.1.1,41.0,42.0,33,True,motor,conda-forge/motor,,,1380982.0,55613.0,54520.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1093.0,1379919.0,https://anaconda.org/conda-forge/motor,2022-10-25 22:42:24.572,54221.0,2.0,,,,,,,,,,,,,,,,,, +143,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-03-15 18:32:07.000,2022-11-17 18:49:16,758.0,,192,61.0,87.0,68.0,277.0,1919,2022-10-26 03:44:13.980,2.8.4,46.0,63.0,33,True,numexpr,conda-forge/numexpr,,158.0,3308876.0,3068.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3068.0,3232034.0,https://anaconda.org/conda-forge/numexpr,2022-10-26 20:55:12.946,6070401.0,2.0,,,,,,,,,,,,,,,,,, +144,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,82.0,1873,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,58900859.0,39150.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39147.0,58632851.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,19562501.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,29.0,,,,,,,,,,,,, +145,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-30 05:35:28.000,2023-03-30 05:34:46,556.0,7.0,168,35.0,157.0,53.0,82.0,1781,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,126581402.0,6891.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6891.0,126403369.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,14242683.0,3.0,,,,,,,,,,,,,,,,,, +146,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-03-12 20:31:41.000,2023-03-12 20:24:25,450.0,8.0,251,26.0,106.0,11.0,136.0,1648,2023-03-12 20:27:37.000,2.4.0,35.0,60.0,33,True,emoji,conda-forge/emoji,,,1893985.0,55280.0,53880.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1400.0,1893058.0,https://anaconda.org/conda-forge/emoji,2022-11-02 16:35:36.450,45435.0,1.0,,,,,,,,,,,,,,,,,, +147,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-03-17 22:11:58.000,2023-03-17 22:10:49,264.0,13.0,139,28.0,44.0,8.0,216.0,1614,2023-01-22 22:31:46.730,5.3.0,44.0,9.0,33,True,cachetools,conda-forge/cachetools,,,74422597.0,3234.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3234.0,74318028.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8051844.0,1.0,,,,,,,,,,,,,,,,,, +148,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-02-13 22:49:48.000,2023-02-09 12:48:47,1087.0,14.0,205,45.0,175.0,51.0,334.0,1421,2022-11-30 17:34:49.000,2.0.6,18.0,87.0,33,True,pygsheets,,,,1388742.0,1811.0,1729.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,82.0,1388742.0,,,,2.0,,,,,,,,,,,,,,,,,, +149,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,5.0,216,65.0,389.0,116.0,592.0,1383,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,33,True,typing,conda-forge/typing,,,8833066.0,5775.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5775.0,8804501.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2399511.0,2.0,,,,,,,,,,,,,,,,,, +150,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-03-30 04:59:38.000,2023-03-29 09:05:37,1757.0,39.0,217,47.0,746.0,247.0,353.0,1116,2023-02-24 18:17:02.569,2.14.2,66.0,86.0,33,True,zarr,conda-forge/zarr,,,221037.0,2438.0,2111.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,327.0,194551.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2171875.0,2.0,,,,,,,,,,,,,,,,,, +151,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,180,51.0,196.0,80.0,370.0,1106,2022-11-23 18:35:01.134,1.7.12,87.0,58.0,33,True,petl,conda-forge/petl,,,603429.0,3415.0,3332.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,83.0,601276.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,168002.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +152,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-03-09 19:29:08.000,2023-02-12 00:08:39,785.0,1.0,192,42.0,109.0,137.0,269.0,1052,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,33,True,py4j,conda-forge/py4j,,,30616743.0,20884.0,20200.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,684.0,30586466.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2391944.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +153,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-03-28 11:30:12.000,2023-03-28 11:30:12,436.0,38.0,136,29.0,417.0,7.0,106.0,989,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,35374654.0,7982.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,7982.0,35315413.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3080563.0,3.0,,,,,,,,,,,,,,,,,, +154,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-03-19 02:22:30.000,2023-02-20 10:39:37,1266.0,5.0,93,32.0,199.0,42.0,191.0,886,2023-03-08 19:41:02.446,1.3.7,37.0,29.0,33,True,Bottleneck,conda-forge/bottleneck,,,553997.0,40795.0,39169.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1626.0,514164.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3266321.0,2.0,,,,,,,,,,,,,,,,,, +155,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-03-30 11:19:07.000,2023-03-30 11:19:07,1427.0,22.0,170,98.0,672.0,10.0,217.0,784,2023-02-27 15:38:46.000,5.6.0,118.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,193896.0,4334.0,4108.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,191442.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-03-04 23:09:07.845,169347.0,2.0,,,,,,,,,,,,,,,,,, +156,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-03-02 13:27:47.422,2023-03-02 05:45:05,997.0,45.0,42,15.0,74.0,2.0,83.0,738,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,33,True,natsort,conda-forge/natsort,,,3548945.0,19372.0,18216.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1156.0,3533073.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1142795.0,2.0,,,,,,,,,,,,,,,,,, +157,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-03-29 05:27:22.000,2023-03-29 05:27:22,301.0,68.0,131,15.0,133.0,14.0,114.0,707,2023-03-27 09:27:41.000,0.21.0,38.0,43.0,33,True,validators,conda-forge/validators,,,5117111.0,64476.0,62832.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1644.0,5109329.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,311295.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +158,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-03-30 13:21:49.000,2023-03-27 16:18:37,1100.0,8.0,266,31.0,775.0,4.0,492.0,619,2023-03-24 05:45:10.000,7.1.14,103.0,111.0,33,True,minio,conda-forge/minio,,,1092005.0,4599.0,4208.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,391.0,1089366.0,https://anaconda.org/conda-forge/minio,2023-03-24 06:44:38.269,118770.0,2.0,,,,,,,,,,,,,,,,,, +159,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-03-29 16:16:32.000,2023-03-29 16:15:54,344.0,11.0,114,60.0,331.0,53.0,242.0,358,2023-01-30 14:26:08.266,0.19.1,42.0,40.0,33,True,pandas-gbq,conda-forge/pandas-gbq,,278.0,6474406.0,6551.0,6257.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,294.0,6450250.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1738966.0,2.0,,,,,,,,,,,,,,,,,, +160,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-02-13 14:10:43.000,2022-10-18 01:49:53,790.0,,128,24.0,88.0,50.0,129.0,288,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,49261157.0,105626.0,98574.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,49146810.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,7889960.0,3.0,,,,,,,,,,,,,,,,,, +161,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-03-30 03:01:26.000,2023-03-29 04:19:46,647.0,9.0,70,14.0,31.0,28.0,44.0,251,2023-01-14 12:26:16.208,2022.7.1,112.0,19.0,33,True,pytz,conda-forge/pytz,,,114579906.0,1500756.0,1418109.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82647.0,114131256.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,36789313.0,3.0,,,,,,,,,,,,,,,,,, +162,Activeloop,activeloopai/Hub,"Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-03-30 13:14:09.000,2023-03-30 13:14:06,7103.0,433.0,428,65.0,1822.0,45.0,364.0,5389,2023-03-29 11:31:56.000,3.2.19,154.0,108.0,32,True,hub,,,,30873.0,158.0,104.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,30873.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +163,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-03-24 23:30:50.000,2023-03-24 23:30:33,962.0,11.0,362,86.0,166.0,,561.0,4435,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,78622.0,1327.0,1156.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,171.0,78127.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,29205.0,2.0,,,,,,,,,,,,,,,,,, +164,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-02-05 07:09:09.000,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,71.0,2728,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,4572419.0,6908.0,6045.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,863.0,4570449.0,https://anaconda.org/conda-forge/schema,2021-12-02 07:54:56.628,86690.0,2.0,,,,,,,,,,,,,,,,,, +165,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2599,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,84781.0,1358.0,1245.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,113.0,78289.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,506385.0,2.0,,,,,,,,,,,,,,,,,, +166,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-03-22 20:51:32.000,2023-03-13 10:09:17,1029.0,5.0,392,52.0,253.0,23.0,288.0,2207,2022-06-22 08:12:35.000,2.1.1,34.0,73.0,32,True,mysqlclient,conda-forge/mysqlclient,,5225.0,4531756.0,7184.0,,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7184.0,4527199.0,https://anaconda.org/conda-forge/mysqlclient,2022-10-28 11:09:46.174,238040.0,3.0,,,,,,,,,,,,,,,,,, +167,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-02-28 00:21:28.000,2023-02-28 00:21:27,816.0,9.0,412,40.0,611.0,265.0,354.0,2140,2023-02-21 04:04:20.000,5.4.1,88.0,102.0,32,True,pynamodb,conda-forge/pynamodb,,,1312475.0,1522.0,1365.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,157.0,1305603.0,https://anaconda.org/conda-forge/pynamodb,2023-02-21 17:01:50.758,295516.0,3.0,,,,,,,,,,,,,,,,,, +168,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,438,98.0,159.0,3.0,,2058,2020-12-11 10:14:20.000,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,19279019.0,144726.0,136291.0,https://pypi.org/project/xlrd,2020-12-11 10:14:20.000,8435.0,19235191.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3155666.0,2.0,,,,,,,,,,,,,,,,,, +169,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-03-25 15:22:36.000,2022-03-15 11:17:01,1020.0,,237,37.0,345.0,130.0,246.0,1955,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,True,pypika,conda-forge/pypika,,,2140696.0,12776.0,12712.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,64.0,2140598.0,https://anaconda.org/conda-forge/pypika,2021-10-25 08:47:19.091,1682.0,3.0,,,,,,,,,,,,,,,,,, +170,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,3.0,202,39.0,237.0,41.0,201.0,1761,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,32,True,voluptuous,conda-forge/voluptuous,,,2617158.0,14117.0,12786.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1331.0,2613823.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,266818.0,2.0,,,,,,,,,,,,,,,,,, +171,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1650,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,32,True,humanize,conda-forge/humanize,,,4838071.0,1942.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1942.0,4833622.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,360377.0,2.0,,,,,,,,,,,,,,,,,, +172,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-03-21 23:25:15.000,2022-12-20 15:38:39,1034.0,,75,16.0,544.0,72.0,418.0,1433,2022-12-08 21:01:02.889,2.3.0,144.0,28.0,32,True,omegaconf,conda-forge/omegaconf,,,4189241.0,10938.0,10751.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,187.0,4167758.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,816384.0,3.0,,,,,,,,,,,,,,,,,, +173,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,3.0,94,69.0,94.0,49.0,59.0,975,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,13590840.0,245597.0,230638.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14959.0,13489566.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8507078.0,3.0,,,,,,,,,,,,,,,,,, +174,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-03-29 07:30:30.550,2023-03-28 20:26:40,1267.0,26.0,240,18.0,208.0,24.0,298.0,829,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,32,True,fastcore,conda-forge/fastcore,,,557831.0,3387.0,3109.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,278.0,555492.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,35092.0,2.0,,,,,,,,,,,,,,,,,, +175,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-02-24 21:41:11.000,2023-02-24 21:41:08,544.0,1.0,116,16.0,208.0,48.0,32.0,164,2022-05-31 19:44:50.000,0.6.0,32.0,34.0,32,True,s3transfer,conda-forge/s3transfer,,,216682996.0,183173.0,178885.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4288.0,216501707.0,https://anaconda.org/conda-forge/s3transfer,2022-05-31 23:35:02.613,14503134.0,3.0,,,,,,,,,,,,,,,,,, +176,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-03-24 12:57:43.000,2023-02-21 11:02:54,236.0,8.0,403,129.0,228.0,225.0,145.0,9644,2022-08-30 17:58:44.923,0.0.8,8.0,54.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,375866.0,5477.0,5408.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,69.0,375363.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,9567.0,3.0,,,,,,,,,,,,,,,,,, +177,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-03-30 06:59:37.000,2023-03-28 01:37:24,5846.0,395.0,580,88.0,1078.0,126.0,518.0,3406,2023-01-30 03:31:02.910,0.3.0,62.0,229.0,31,True,toga,,,1212.0,1861.0,36.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,34.0,1585.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,34.0,,,,,,,,,,,,, +178,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2022-12-15 01:24:20.000,2022-12-14 22:13:47,1548.0,,338,260.0,1629.0,108.0,485.0,3257,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1013.0,1838456.0,301.0,288.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,13.0,1832588.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,268969.0,2.0,,,,,,,,,,,,,,,,,, +179,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-03-02 20:50:55.000,2022-12-15 14:28:13,3987.0,,226,89.0,74.0,283.0,326.0,3196,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,50.0,81933.0,3677.0,3318.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,359.0,80760.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,86813.0,3.0,,,,,,,,,,,,,,,,,, +180,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3132,2021-12-15 15:22:54.705,0.6.0,14.0,65.0,31,False,blaze,conda-forge/blaze,,,11763.0,9828.0,9010.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8763.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201049.0,2.0,,,,,,,,,,,,,,,,,, +181,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-03-28 11:36:15.290,2023-03-28 06:19:13,982.0,22.0,135,74.0,51.0,6.0,70.0,3036,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,31,True,funcy,conda-forge/funcy,,,1905501.0,7785.0,7170.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,615.0,1901294.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,311358.0,3.0,,,,,,,,,,,,,,,,,, +182,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-03-29 13:58:21.000,2023-03-21 12:32:52,1134.0,21.0,575,176.0,455.0,89.0,474.0,2958,2023-03-13 16:24:01.128,1.81.1,92.0,80.0,31,False,arctic,conda-forge/arctic,,197.0,8261.0,242.0,206.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,36.0,7712.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,25191.0,2.0,,,,,,,,,,,,,,,,,, +183,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-03-25 06:48:12.938,2023-03-25 04:11:58,431.0,32.0,272,17.0,107.0,16.0,119.0,2909,2023-03-25 04:14:00.465,4.7.1,84.0,16.0,31,True,gdown,conda-forge/gdown,,,1134432.0,15481.0,15187.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,294.0,1130653.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,158741.0,2.0,,,,,,,,,,,,,,,,,, +184,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-03-17 14:49:57.000,2023-01-19 03:03:16,1011.0,1.0,347,48.0,366.0,76.0,307.0,2814,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,31,True,smart-open,conda-forge/smart_open,,,13668210.0,596.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,596.0,13646234.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1692217.0,2.0,,,,,,,,,,,,,,,,,, +185,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-03-30 12:27:18.000,2023-03-29 16:07:05,5496.0,211.0,279,39.0,1265.0,29.0,151.0,2766,2023-03-24 13:31:35.000,0.36.1,87.0,64.0,31,True,zenml,,,1.0,5977.0,94.0,91.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,5977.0,,,,2.0,,,,,,,,,,,,,,,,,, +186,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-03-30 04:10:16.550,2023-01-11 03:25:27,443.0,2.0,521,125.0,197.0,65.0,897.0,2633,2022-11-16 05:01:26.000,4.0.35,55.0,54.0,31,False,pyodbc,conda-forge/pyodbc,,,23569593.0,2092.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2092.0,23555583.0,https://anaconda.org/conda-forge/pyodbc,2023-03-30 04:10:16.550,938719.0,3.0,,,,,,,,,,,,,,,,,, +187,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-03-29 15:37:17.000,2023-03-24 13:31:38,531.0,24.0,175,15.0,489.0,182.0,374.0,2164,2023-03-20 22:48:01.602,0.14.5,62.0,85.0,31,True,pandera,conda-forge/pandera-core,['pandas'],,901881.0,784.0,726.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,58.0,901215.0,https://anaconda.org/conda-forge/pandera-core,2023-03-21 00:14:13.208,19327.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +188,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-03-27 17:57:09.000,2023-03-14 12:42:58,2245.0,52.0,173,40.0,358.0,21.0,259.0,1753,2023-01-23 12:12:55.000,4.4,179.0,56.0,31,True,pyscaffold,conda-forge/pyscaffold,,,237214.0,62.0,,https://pypi.org/project/pyscaffold,2023-01-23 12:15:02.953,62.0,235269.0,https://anaconda.org/conda-forge/pyscaffold,2023-01-23 18:36:59.121,161489.0,3.0,,,,,,,,,,,,,,,,,, +189,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,496,99.0,401.0,142.0,379.0,1642,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1557457.0,8055.0,6823.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1232.0,1554210.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,113653.0,3.0,,,,,,,,,,,,,,,,,, +190,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,6.0,95,33.0,67.0,3.0,64.0,1316,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,13616685.0,2800.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2800.0,13598696.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1403179.0,2.0,,,,,,,,,,,,,,,,,, +191,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-03-28 19:54:22.000,2023-03-14 05:26:52,469.0,5.0,78,24.0,217.0,28.0,63.0,1038,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11835866.0,14505.0,14281.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,224.0,11828196.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,421872.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +192,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-03-24 06:45:14.000,2023-03-14 10:51:05,593.0,6.0,121,22.0,218.0,42.0,111.0,918,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,61779570.0,10293.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10293.0,61525270.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,18055370.0,3.0,,,,,,,,,,,,,,,,,, +193,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-03-13 20:21:23.000,2023-03-13 20:21:12,1896.0,52.0,126,44.0,390.0,99.0,241.0,883,2023-03-11 21:23:00.619,0.6.8,27.0,80.0,31,True,intake,conda-forge/intake,,,26473.0,1077.0,963.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,114.0,19501.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,362570.0,2.0,,,,,,,,,,,,,,,,,, +194,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-03-29 19:17:23.000,2023-03-29 19:17:21,550.0,79.0,126,22.0,429.0,38.0,239.0,823,2023-01-13 20:56:00.725,0.12.0,41.0,40.0,31,True,aiocache,,,2.0,195130.0,1762.0,1651.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,111.0,195130.0,,,,2.0,,,,,,,,,,,,,,,,,, +195,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-03-27 09:24:18.000,2023-02-23 00:11:24,830.0,12.0,86,21.0,83.0,25.0,76.0,797,2022-10-20 17:00:36.485,6.0.2,42.0,47.0,31,True,inflect,conda-forge/inflect,,,3468448.0,966.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,966.0,3464190.0,https://anaconda.org/conda-forge/inflect,2022-10-21 00:06:10.397,302354.0,2.0,,,,,,,,,,,,,,,,,, +196,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2022-12-08 12:55:31.000,2022-07-20 10:28:45,567.0,,100,11.0,104.0,24.0,95.0,430,2021-12-15 16:56:20.744,3.2.1,36.0,39.0,31,True,rsa,conda-forge/rsa,,,124052706.0,257469.0,250588.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,6881.0,123919378.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,10666287.0,3.0,,,,,,,,,,,,,,,,,, +197,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-03-30 00:18:46.000,2023-03-30 00:03:57,1136.0,8.0,80,17.0,693.0,15.0,120.0,333,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,3147.0,77963124.0,3105.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3105.0,77841945.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,8479838.0,2.0,,,,,,,,,,,,,,,,,, +198,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-03-27 13:18:06.000,2023-03-27 13:18:05,751.0,21.0,59,18.0,350.0,173.0,207.0,313,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,31,True,param,conda-forge/param,,,517064.0,6258.0,6118.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,140.0,502044.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1066484.0,3.0,,,,,,,,,,,,,,,,,, +199,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,32.0,104.0,58.0,64.0,227,2019-11-16 17:27:13.000,0.4.8,37.0,16.0,31,False,pyasn1,conda-forge/pyasn1,,,122667189.0,325350.0,310398.0,https://pypi.org/project/pyasn1,2022-08-23 07:37:06.338,14952.0,122527482.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11036905.0,3.0,,,,,,,,,,,,,,,,,, +200,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-03-29 23:40:23.000,2023-03-23 13:44:02,731.0,29.0,41,44.0,591.0,20.0,152.0,47,2023-03-01 18:38:00.438,2.17.0,69.0,63.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4420906.0,2708.0,2701.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,7.0,4419307.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-03-02 11:27:53.568,75184.0,3.0,,,,,,,,,,,,,,,,,, +201,importlib-resources,python/importlib_resources,Read resources from Python packages.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2018-06-07 13:52:28.873,2023-02-20 18:52:29.824,2023-02-17 22:26:16,778.0,32.0,34,13.0,49.0,4.0,228.0,40,2023-02-17 22:33:05.683,5.12.0,61.0,34.0,31,False,importlib-resources,conda-forge/importlib_resources,,,54338067.0,1094.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1094.0,54144730.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,11020262.0,2.0,,,,,,,,,,,,,,,,,, +202,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-02-25 16:21:00.000,2023-02-25 16:20:56,601.0,45.0,32,3.0,36.0,1.0,56.0,36,2023-02-25 02:18:04.386,3.15.0,45.0,20.0,31,False,zipp,conda-forge/zipp,,,129735294.0,3857.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3857.0,129222707.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,25116801.0,3.0,,,,,,,,,,,,,,,,,, +203,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-03-24 13:08:31.000,2022-12-08 17:33:49,3607.0,,586,141.0,965.0,476.0,767.0,7845,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,253.0,57306.0,464.0,441.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,23.0,55247.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,158429.0,3.0,,,,,,,,,,,,,,,,,, +204,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-02-11 18:01:11.000,2023-01-31 21:17:34,775.0,1.0,395,80.0,68.0,354.0,189.0,3352,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,30,True,keyboard,conda-forge/keyboard,,,423661.0,10332.0,9912.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,420.0,422923.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,15504.0,3.0,,,,,,,,,,,,,,,,,, +205,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-03-30 01:55:59.000,2023-03-30 01:55:56,2991.0,33.0,206,28.0,257.0,134.0,699.0,3029,2023-01-30 22:04:00.750,0.22.2,109.0,72.0,30,True,ploomber,conda-forge/ploomber,,,10757.0,78.0,72.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,8314.0,https://anaconda.org/conda-forge/ploomber,2023-01-31 12:29:57.714,51307.0,2.0,,,,,,,,,,,,,,,,,, +206,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,637,141.0,443.0,135.0,396.0,2611,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,30,True,pandas-datareader,conda-forge/pandas-datareader,,,615244.0,834.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,834.0,611456.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,268983.0,2.0,,,,,,,,,,,,,,,,,, +207,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2554,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,160808.0,1846.0,1462.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,384.0,160238.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25096.0,3.0,,,,,,,,,,,,,,,,,, +208,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-03-26 15:36:33.000,2023-03-16 19:23:33,3815.0,33.0,303,32.0,304.0,123.0,534.0,2221,2023-01-29 21:11:26.594,2.6.2,207.0,88.0,30,True,pyinfra,,,,19145.0,86.0,75.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,19145.0,,,,3.0,,,,,,,,,,,,,,,,,, +209,docarray,jina-ai/docarray,The data structure for multimodal data Neural Search Vector Search Document Store.,,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-03-30 13:01:54.000,2023-03-07 10:45:30,920.0,30.0,158,37.0,874.0,88.0,346.0,1956,2023-01-17 09:11:28.000,0.21.0,514.0,51.0,30,True,docarray,conda-forge/docarray,,,81207.0,185.0,181.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,4.0,75347.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,82041.0,3.0,,,,,,,,,,,,,docarray/docarray,,,,, +210,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-03-13 01:27:10.000,2023-03-13 01:26:30,214.0,4.0,257,49.0,56.0,40.0,109.0,1921,2023-02-19 15:29:00.772,1.5.9,81.0,26.0,30,True,datasketch,,,19.0,926279.0,738.0,675.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,926279.0,,,,3.0,,,,,,,,,,,,,,,,,, +211,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-03-24 13:03:26.000,2022-10-18 10:59:07,785.0,,173,46.0,216.0,95.0,270.0,1829,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1173560.0,570.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,570.0,1164788.0,https://anaconda.org/conda-forge/fs,2022-03-02 15:54:00.090,578977.0,3.0,,,,,,,,,,,,,,,,,, +212,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-03-17 07:37:07.000,2023-03-15 17:23:34,994.0,24.0,55,23.0,98.0,109.0,66.0,1677,2023-01-19 08:15:52.055,23.1.1,23.0,20.0,30,True,glom,conda-forge/glom,,,1266554.0,1092.0,1001.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,91.0,1266094.0,https://anaconda.org/conda-forge/glom,2023-01-19 10:31:21.857,19329.0,2.0,,,,,,,,,,,,,,,,,, +213,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-02-27 18:51:32.000,2023-02-24 21:17:34,1022.0,4.0,310,70.0,392.0,102.0,362.0,1444,2023-02-24 19:29:46.000,0.22.0,13.0,81.0,30,True,mleap,conda-forge/mleap,,,164985.0,231.0,206.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,163620.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,64175.0,2.0,,,,,,,,,,,,,,,,,, +214,SDV,sdv-dev/SDV,"Synthetic Data Generation for tabular, relational and time series data.",,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-03-29 22:01:31.000,2023-03-28 20:28:03,1265.0,151.0,212,40.0,513.0,131.0,671.0,1340,2023-03-28 20:39:38.000,1.0.0,92.0,43.0,30,False,sdv,conda-forge/sdv,,,56829.0,189.0,175.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,14.0,56332.0,https://anaconda.org/conda-forge/sdv,2023-03-29 00:26:49.908,7456.0,2.0,,,,,,,,,,,,2.0,,,,,, +215,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-03-25 17:57:54.000,2023-03-25 17:57:10,607.0,11.0,54,15.0,215.0,3.0,51.0,1257,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,30,True,bidict,conda-forge/bidict,,,1367138.0,12919.0,12449.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,470.0,1364337.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,218495.0,2.0,,,,,,,,,,,,,,,,,, +216,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-03-22 11:40:15.000,2023-03-22 11:40:09,792.0,48.0,56,25.0,39.0,85.0,71.0,1215,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,30,True,strictyaml,conda-forge/strictyaml,,,432466.0,1646.0,1426.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,220.0,429174.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,194283.0,3.0,,,,,,,,,,,,,,,,,, +217,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2022-12-08 15:59:11.000,2022-10-28 20:07:55,384.0,,174,28.0,91.0,61.0,136.0,1075,2021-01-11 13:28:44.000,0.4.0,28.0,24.0,30,True,sshtunnel,conda-forge/sshtunnel,,,5406052.0,5493.0,5202.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,291.0,5404699.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,105593.0,3.0,,,,,,,,,,,,,,,,,, +218,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,74.0,21.0,41.0,589.0,854,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2669624.0,7454.0,7143.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,311.0,2662072.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,377630.0,3.0,,,,,,,,,,,,,,,,,, +219,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-03-17 10:00:25.000,2020-10-21 17:48:31,219.0,,74,15.0,251.0,46.0,25.0,665,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12640610.0,38199.0,36134.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2065.0,12578065.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,4503306.0,2.0,,,,,,,,,,,,,,,,,, +220,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-03-14 23:34:07.000,2023-02-28 12:32:34,291.0,3.0,29,10.0,62.0,2.0,25.0,349,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,4237500.0,26233.0,25956.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,277.0,4214197.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1141876.0,3.0,,,,,,,,,,,,,,,,,, +221,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-01-20 20:04:29.828,2023-01-18 22:27:43,225.0,23.0,68,16.0,84.0,66.0,96.0,290,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,30,True,configobj,conda-forge/configobj,,22.0,2973711.0,28431.0,25048.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3383.0,2963133.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,592387.0,3.0,,,,,,,,,,,,,,,,,, +222,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-03-20 11:23:16.000,2023-03-20 11:23:07,278.0,14.0,55,6.0,64.0,4.0,71.0,161,2021-10-26 13:46:12.000,4.0.2,40.0,29.0,30,True,tzlocal,conda-forge/tzlocal,,,28601044.0,3732.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3732.0,28576878.0,https://anaconda.org/conda-forge/tzlocal,2023-03-18 16:25:29.751,1957462.0,3.0,,,,,,,,,,,,,,,,,, +223,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-03-13 10:05:20.000,2023-03-08 09:35:29,953.0,5.0,4448,643.0,743.0,199.0,100.0,22374,2020-10-04 14:44:02.000,0.1.4,5.0,197.0,29,True,algorithms,conda-forge/algorithms,,,6674.0,96.0,80.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6616.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1355.0,1.0,,,,,,,,,,,,,,,,,, +224,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2022-12-28 06:35:36.000,2022-05-08 04:08:19,743.0,,933,277.0,287.0,145.0,451.0,17460,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,True,gooey,conda-forge/gooey,,410.0,8320.0,800.0,722.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,6946.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,62797.0,3.0,,,,,,,,,,,,,,,,,, +225,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-03-23 18:39:45.000,2023-03-13 16:40:40,326.0,1.0,573,189.0,89.0,64.0,82.0,6959,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,269411.0,1178.0,1000.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,269086.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23145.0,3.0,,,,,,,,,,,,,,,,,, +226,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-03-26 10:11:08.000,2023-03-26 10:11:08,1851.0,26.0,562,86.0,1252.0,193.0,1026.0,6908,2023-02-23 18:30:37.000,1.3.2,22.0,110.0,29,True,hydra,conda-forge/hydra-core,,,23708.0,20.0,14.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,6.0,9006.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,544002.0,3.0,,,,,,,,,,,,,,,,,, +227,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,1.0,549,140.0,293.0,280.0,241.0,6526,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,29,True,faust,,,,28883.0,1493.0,1462.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,28883.0,,,,3.0,,,,,,,,,,,,,,,,,, +228,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-02-17 21:58:40.000,2023-02-17 21:58:39,2685.0,1.0,847,174.0,736.0,21.0,957.0,5453,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,29,True,snorkel,conda-forge/snorkel,,1004.0,51334.0,288.0,276.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,50439.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,38836.0,3.0,,,,,,,,,,,,,,,,,, +229,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,221.0,90.0,231.0,43.0,4981,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,183865.0,4510.0,3720.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,790.0,183512.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,27923.0,3.0,,,,,,,,,,,,,,,,,, +230,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,2.0,512,90.0,180.0,9.0,418.0,4813,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,29,True,transitions,conda-forge/transitions,,,427320.0,3221.0,2953.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,419124.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,368824.0,1.0,,,,,,,,,,,,,,,,,, +231,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-03-09 03:31:41.000,2023-01-30 08:55:46,707.0,2.0,285,101.0,134.0,27.0,259.0,4405,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,29,True,dataset,conda-forge/dataset,,,51447.0,3517.0,2949.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,568.0,51242.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,4921.0,3.0,,,,,,,,,,,,,,,,,, +232,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-01-17 08:57:15.000,2023-01-17 08:57:15,1084.0,1.0,240,64.0,80.0,23.0,263.0,3275,2022-04-23 14:56:04.000,1.14.0,23.0,41.0,29,True,asciimatics,conda-forge/asciimatics,,,68193.0,942.0,827.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,66065.0,https://anaconda.org/conda-forge/asciimatics,2022-11-10 16:45:01.089,125597.0,3.0,,,,,,,,,,,,,,,,,, +233,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-02-21 18:30:18.000,2022-07-17 20:23:59,289.0,,410,95.0,107.0,31.0,127.0,2708,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,355425.0,5463.0,5313.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,150.0,353863.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,43749.0,3.0,,,,,,,,,,,,,,,,,, +234,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2350,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,16.0,2893948.0,5099.0,4795.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,304.0,2889186.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,380985.0,2.0,,,,,,,,,,,,,,,,,, +235,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-03-29 21:33:53.000,2023-03-29 15:20:28,608.0,84.0,92,29.0,837.0,33.0,312.0,2147,2023-03-28 22:08:17.000,1.1.33,217.0,21.0,29,True,whylogs,,,77.0,54792.0,84.0,78.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,6.0,54790.0,,,,3.0,,,,,,,,,,,,,,,,,, +236,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-03-30 10:44:33.000,2023-03-27 19:19:44,2229.0,18.0,147,96.0,1918.0,156.0,1329.0,1677,2021-07-02 00:15:35.000,1.0.0,16.0,35.0,29,True,datatable,conda-forge/datatable,,1828.0,67702.0,22.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,22.0,66959.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,19332.0,3.0,,,,,,,,,,,,,,,,,, +237,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1382,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,1150662.0,10091.0,8577.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1514.0,1146928.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,261423.0,3.0,,,,,,,,,,,,,,,,,, +238,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2022-11-10 14:50:05.000,2021-12-10 09:37:17,2933.0,,218,47.0,177.0,25.0,757.0,1168,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,False,py2neo,conda-forge/py2neo,,,142682.0,619.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,619.0,141877.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,55591.0,3.0,,,,,,,,,,,,,,,,,, +239,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,304,51.0,209.0,28.0,264.0,1079,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,True,redis-py-cluster,,,3624.0,2125271.0,1686.0,1481.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,205.0,2125235.0,,,,3.0,,,,,,,,,,,,,,,,,, +240,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-02-23 00:17:21.000,2023-02-23 00:17:20,1158.0,11.0,137,39.0,81.0,2.0,128.0,1047,2022-11-30 22:49:22.305,16.6.0,18.0,48.0,29,True,path,conda-forge/path,,,912362.0,122.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,122.0,902832.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,371674.0,3.0,,,,,,,,,,,,,,,,,, +241,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,115,22.0,52.0,40.0,123.0,804,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,489322.0,14638.0,14443.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,195.0,488592.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,25570.0,2.0,,,,,,,,,,,,,,,,,, +242,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,11.0,115,16.0,60.0,23.0,104.0,782,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,29,True,pyahocorasick,conda-forge/pyahocorasick,,,650852.0,1758.0,1659.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,99.0,648005.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,179373.0,3.0,,,,,,,,,,,,,,,,,, +243,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-02-07 05:22:46.000,2022-04-12 15:11:24,490.0,,329,33.0,242.0,37.0,120.0,635,2020-04-17 20:27:24.000,3.9.0,36.0,65.0,29,True,pysolr,conda-forge/pysolr,,,250251.0,4206.0,2929.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1277.0,249975.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20196.0,3.0,,,,,,,,,,,,,,,,,, +244,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,26.0,45.0,5.0,90.0,508,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,5184857.0,16661.0,14473.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,5168611.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1299681.0,3.0,,,,,,,,,,,,,,,,,, +245,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-03-20 18:04:24.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,72.0,12.0,92.0,473,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,978075.0,4030.0,3766.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,264.0,962580.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1146681.0,3.0,,,,,,,,,,,,,,,,,, +246,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,42,28.0,52.0,5.0,35.0,180,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,7419687.0,7090.0,6808.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,282.0,7416212.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,288471.0,2.0,,,,,,,,,,,,,,,,,, +247,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,47,8.0,43.0,17.0,21.0,123,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,True,isodate,conda-forge/isodate,,,66346957.0,38875.0,36684.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2191.0,66297977.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4114337.0,3.0,,,,,,,,,,,,,,,,,, +248,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-03-28 15:02:43.000,2023-01-13 15:49:40,1602.0,5.0,96,38.0,1189.0,75.0,336.0,2644,2022-03-13 14:33:44.000,0.19.0,21.0,42.0,28,True,returns,conda-forge/returns,,,57484.0,390.0,337.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,53.0,57279.0,https://anaconda.org/conda-forge/returns,2022-03-13 18:38:23.664,4530.0,3.0,,,,,,,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,261.0,2550,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,19933.0,2133.0,2089.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,44.0,19933.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1864,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8270914.0,2158.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2158.0,8254122.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1309814.0,3.0,,,,,,,,,,,,,,,,,, +251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-03-16 00:14:55.000,2023-03-16 00:14:49,152.0,1.0,113,23.0,105.0,48.0,42.0,1779,2021-11-03 08:11:33.000,0.5.0,12.0,23.0,28,True,gin-config,conda-forge/gin-config,,,280201.0,5696.0,5610.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,86.0,279731.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,15985.0,3.0,,,,,,,,,,,,,,,,,, +252,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1218,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,['pandas'],,1552536.0,1979.0,1898.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1537281.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,320368.0,3.0,,,,,,,,,,,,,,,,,, +253,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-03-29 09:05:48.000,2023-03-25 22:37:02,745.0,45.0,45,13.0,397.0,151.0,156.0,1053,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,28,True,prisma,,,,13627.0,197.0,194.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,3.0,13627.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-02-08 10:07:04.000,2022-08-15 22:23:51,507.0,,63,17.0,162.0,34.0,79.0,1048,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,978960.0,8732.0,8490.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,242.0,977829.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,30543.0,3.0,,,,,,,,,,,,,,,,,, +255,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-03-12 19:14:49.000,2023-03-12 19:14:48,1661.0,21.0,68,11.0,377.0,91.0,207.0,992,2023-03-05 21:57:01.313,0.109.0,227.0,39.0,28,True,piccolo,,,,15122.0,258.0,248.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,15122.0,,,,3.0,,,,,,,,,,,,,,,,,, +256,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-03-30 13:04:38.000,2023-03-30 12:49:35,1091.0,86.0,115,17.0,626.0,51.0,284.0,952,2022-10-14 15:03:03.880,7.0.1,51.0,55.0,28,True,copier,,,,38129.0,389.0,380.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,9.0,38129.0,,,,3.0,,,,,,,,,,,,,,,,,, +257,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2022-12-08 12:40:50.000,2021-11-20 18:05:09,427.0,,103,25.0,125.0,65.0,96.0,660,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,parsedatetime,conda-forge/parsedatetime,,,6504690.0,9084.0,7852.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,6502811.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,146592.0,3.0,,,,,,,,,,,,,,,,,, +258,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-02-06 08:50:20.183,2023-02-04 17:17:01,816.0,2.0,134,25.0,103.0,64.0,59.0,504,2023-02-04 16:24:36.000,1.12.1,61.0,88.0,28,True,beaker,conda-forge/beaker,,,326435.0,5847.0,4487.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1360.0,325501.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,67307.0,3.0,,,,,,,,,,,,,,,,,, +259,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,466,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,92.0,224100.0,6858.0,4474.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,221598.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,199137.0,3.0,,,,,,,,,,,,,,,,,, +260,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,10.0,28.0,6.0,67.0,225,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,10189084.0,45209.0,37166.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8043.0,10173413.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1238055.0,3.0,,,,,,,,,,,,,,,,,, +261,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-03-20 14:05:07.000,2022-03-10 10:33:50,585.0,,497,83.0,238.0,92.0,129.0,3434,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,True,textract,conda-forge/textract,,,141305.0,116.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,116.0,141059.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,19247.0,3.0,,,,,,,,,,,,,,,,,, +262,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-02-12 12:07:44.000,2023-02-12 12:07:43,188.0,7.0,179,27.0,44.0,68.0,116.0,2942,2023-01-15 20:00:00.748,1.6.4,40.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,428386.0,30.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,30.0,427588.0,https://anaconda.org/conda-forge/pandarallel,2023-01-16 16:36:35.644,16772.0,3.0,,,,,,,,,,,,,,,,,, +263,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-03-26 20:35:23.000,2022-10-12 16:46:46,523.0,,118,49.0,48.0,9.0,120.0,2145,2021-01-12 19:21:07.000,1.4.3,14.0,27.0,27,True,pyfunctional,,,,290986.0,598.0,583.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,15.0,290986.0,,,,3.0,,,,,,,,,,,,,,,,,, +264,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-03-22 13:43:18.000,2023-03-03 22:30:13,5556.0,11.0,497,106.0,898.0,574.0,907.0,1967,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,124.0,27,False,wx,conda-forge/wxpython,,2932.0,8628.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-03-11 05:42:42.678,592042.0,3.0,,,,,,,,,,,,,,,,,, +265,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,99.0,184.0,259.0,506.0,1872,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2503.0,195.0,159.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2503.0,,,,3.0,,,,,,,,,,,,,,,,,, +266,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-02-21 20:22:12.000,2023-02-21 20:21:47,2694.0,34.0,131,53.0,292.0,42.0,187.0,1467,2023-02-21 20:43:04.848,0.16.0,26.0,39.0,27,False,enaml,conda-forge/enaml,,284.0,4585.0,295.0,211.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,84.0,2442.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,136914.0,3.0,,,,,,,,,,,,,,,,,, +267,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,140,44.0,53.0,20.0,18.0,1108,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,27,False,singer-python,,,,628817.0,357.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,357.0,628817.0,,,,3.0,,,,,,,,,,,,,,,,,, +268,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,126,28.0,74.0,35.0,69.0,998,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,231752.0,3164.0,2964.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,200.0,230497.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,65283.0,3.0,,,,,,,,,,,,,,,,,, +269,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-03-14 12:09:04.000,2023-03-14 12:08:31,148.0,34.0,80,27.0,35.0,6.0,64.0,739,2023-01-21 10:48:02.235,1.3.1,23.0,16.0,27,False,email-validator,conda-forge/email-validator,,,6230685.0,360.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,360.0,6228449.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,71560.0,3.0,,,,,,,,,,,,,,,,,, +270,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-02-05 09:21:58.000,2023-02-05 09:21:57,175.0,1.0,75,25.0,49.0,11.0,33.0,661,2021-12-15 14:53:48.232,2.0.0,14.0,27.0,27,True,munch,conda-forge/munch,,,4298906.0,829.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,829.0,4261641.0,https://anaconda.org/conda-forge/munch,2019-10-30 13:10:23.404,3130268.0,3.0,,,,,,,,,,,,,,,,,, +271,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-03-14 18:12:19.000,2023-03-14 18:12:17,1324.0,44.0,47,16.0,128.0,3.0,11.0,651,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,27,True,ubelt,conda-forge/ubelt,,,27820.0,2369.0,2305.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,64.0,25628.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,39456.0,3.0,,,,,,,,,,,,,,,,,, +272,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,645,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2534330.0,12390.0,10932.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1458.0,2527464.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,542481.0,3.0,,,,,,,,,,,,,,,,,, +273,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,600,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,155678.0,962.0,733.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,229.0,154066.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,130645.0,3.0,,,,,,,,,,,,,,,,,, +274,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,561,,,8.0,12.0,27,True,dataclasses,conda-forge/dataclasses,,,10947523.0,52978.0,50633.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2345.0,10780575.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,9683020.0,3.0,,,,,,,,,,,,,,,,,, +275,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,463,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,pyscreenshot,,,,86180.0,2125.0,1870.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,255.0,86180.0,,,,3.0,,,,,,,,,,,,,,,,,, +276,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-03-28 18:24:05.831,2023-03-28 16:07:13,5965.0,360.0,30,10.0,220.0,29.0,513.0,339,2023-03-28 16:31:02.000,1.3.0,174.0,21.0,27,True,static-frame,conda-forge/static-frame,,,7432.0,18.0,16.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,2509.0,https://anaconda.org/conda-forge/static-frame,2023-03-28 18:24:05.831,241238.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +277,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,220885.0,1057.0,984.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,220140.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,51429.0,3.0,,,,,,,,,,,,,,,,,, +278,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,53,104.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,True,cloudant,conda-forge/cloudant,,,120951.0,2305.0,2016.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,289.0,119636.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,102612.0,3.0,,,,,,,,,,,,,,,,,, +279,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-02-13 13:00:21.000,2023-02-13 12:57:40,121.0,8.0,21,8.0,45.0,4.0,7.0,141,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,27,True,catalogue,conda-forge/catalogue,,,4129874.0,22422.0,22358.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,64.0,4106042.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,953302.0,3.0,,,,,,,,,,,,,,,,,, +280,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,25,5.0,45.0,4.0,36.0,71,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,7154286.0,60057.0,55721.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4336.0,7124531.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2380465.0,3.0,,,,,,,,,,,,,,,,,, +281,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-01-12 15:29:15.000,2022-09-22 18:12:11,588.0,,744,148.0,290.0,119.0,175.0,6030,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,True,powerline-shell,,,,3380.0,97.0,93.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3380.0,,,,3.0,,,,,,,,,,,,,,,,,, +282,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,88.0,359.0,3116,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1867.0,142.0,121.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,659.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,96687.0,3.0,,,,,,,,,,,,,,,,,, +283,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,99,30.0,79.0,13.0,121.0,2244,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,432261.0,904.0,874.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,30.0,428230.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,189494.0,3.0,,,,,,,,,,,,,,,,,, +284,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-03-21 07:56:33.000,2023-03-19 12:02:21,374.0,1.0,129,29.0,214.0,57.0,126.0,1518,2022-12-02 13:23:00.600,0.25.0,59.0,53.0,26,True,arq,conda-forge/arq,,,44537.0,390.0,377.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,13.0,44269.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,6170.0,3.0,,,,,,,,,,,,,,,,,, +285,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-27 21:32:43.000,2022-07-18 20:04:25,1071.0,,219,103.0,172.0,72.0,264.0,1479,2022-01-10 21:46:17.000,4.1.2,50.0,43.0,26,True,streamparse,,,,2374.0,84.0,57.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,2374.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-03-30 11:28:35.000,2023-03-30 11:28:31,705.0,98.0,41,11.0,176.0,8.0,78.0,1022,2023-03-22 00:31:06.222,0.30.0,57.0,5.0,26,True,python-benedict,conda-forge/python-benedict,,,1156461.0,21.0,,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,21.0,1152296.0,https://anaconda.org/conda-forge/python-benedict,2023-03-22 03:42:51.330,116624.0,3.0,,,,,,,,,,,,,,,,,, +287,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,52,23.0,61.0,14.0,33.0,1016,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1353115.0,5594.0,5481.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,113.0,1337618.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,898869.0,3.0,,,,,,,,,,,,,,,,,, +288,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,947,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,18899.0,2379.0,1872.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,14433.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,326046.0,3.0,,,,,,,,,,,,,,,,,, +289,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-03-29 05:04:51.000,2023-03-29 05:04:49,645.0,41.0,44,23.0,483.0,5.0,33.0,688,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,319599.0,92.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,92.0,319313.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,12912.0,3.0,,,,,,,,,,,,,,,,,, +290,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-03-30 12:16:20.000,2023-03-30 12:16:16,9852.0,38.0,40,13.0,8.0,6.0,8.0,465,2021-11-25 22:52:42.000,0.2.0,10.0,98.0,26,True,pandas-summary,,['pandas'],,73014.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,73014.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +291,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-03-29 17:53:04.000,2023-03-26 13:51:15,3339.0,88.0,28,18.0,59.0,6.0,4.0,240,2022-09-07 10:31:33.181,0.90.10,534.0,65.0,26,True,dbnd,,,,95593.0,56.0,32.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,95593.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2022-10-11 20:57:52.000,2022-07-27 03:51:16,154.0,,33,7.0,25.0,23.0,29.0,232,2021-08-09 23:11:59.000,1.8.0,14.0,13.0,26,True,send2trash,conda-forge/send2trash,,,10179075.0,2759.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2759.0,10044979.0,https://anaconda.org/conda-forge/send2trash,2021-08-09 12:16:59.375,8313982.0,3.0,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,187,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,32882862.0,12985.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12985.0,32735459.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,12234488.0,3.0,,,,,,,,,,,,,,,,,, +294,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,248.0,1744.0,54,2023-02-13 16:53:18.922,3.1.1,104.0,,26,False,openpyxl,openpyxl,,,51657224.0,7510.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7480.0,51655522.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,148706.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1217.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-01-02 19:00:32.000,2022-03-24 15:54:18,171.0,,11,6.0,27.0,7.0,22.0,35,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,13363419.0,68649.0,65927.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2722.0,13350861.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1067476.0,3.0,,,,,,,,,,,,,,,,,, +296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-02-22 03:51:19.000,2023-02-22 03:50:44,49.0,2.0,96,33.0,97.0,16.0,137.0,2177,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,31.0,1492172.0,324.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,324.0,1485783.0,https://anaconda.org/conda-forge/python-box,2023-02-04 21:58:06.354,376990.0,3.0,,,,,,,,,,,,,,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-03-20 14:10:49.000,2022-10-17 20:24:01,6408.0,,218,42.0,1028.0,9.0,207.0,1350,2020-07-19 03:20:20.000,2.2.32,86.0,26.0,25,True,optimuspyspark,,['spark'],,17061.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,17061.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,4029.0,487.0,298.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,4029.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,40.0,126.0,21.0,202.0,1099,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,336.0,412079.0,224.0,198.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,26.0,412076.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-01-11 23:00:37.000,2022-09-12 17:36:02,282.0,,48,9.0,25.0,15.0,69.0,581,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,226583.0,964.0,943.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,21.0,224607.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,57328.0,3.0,,,,,,,,,,,,,,,,,, +301,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,10.0,98.0,452,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,18136.0,566.0,480.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,86.0,17709.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,21389.0,3.0,,,,,,,,,,,,,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2022-09-21 15:09:58.000,2022-09-21 15:09:58,824.0,,64,16.0,182.0,43.0,157.0,434,2021-10-16 08:20:21.000,3.0.1,53.0,15.0,25,True,umongo,conda-forge/umongo,,,28103.0,11627.0,11613.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,27901.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,3639.0,3.0,,,,,,,,,,,,,,,,,, +303,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-03-30 03:00:58.000,2023-03-30 02:51:43,239.0,14.0,50,7.0,51.0,21.0,43.0,431,2023-03-23 18:13:01.050,2.0.2,51.0,14.0,25,True,cachier,,,,16258.0,394.0,367.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,27.0,16258.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +304,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-03-20 14:15:16.000,2023-03-20 13:56:34,871.0,47.0,21,14.0,151.0,8.0,10.0,311,2023-03-20 13:59:01.278,17.0.8,229.0,14.0,25,True,aiomisc,,,,16980.0,321.0,288.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,33.0,16980.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-02-07 20:22:06.000,2022-11-21 22:08:41,73.0,,27,10.0,47.0,20.0,34.0,293,2022-08-17 14:01:02.972,0.8.0,11.0,17.0,25,True,typing_inspect,conda-forge/typing_inspect,,,18808335.0,276.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,276.0,18778846.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1386001.0,3.0,,,,,,,,,,,,,,,,,, +306,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-03-21 15:47:40.504,2023-03-21 13:58:35,346.0,19.0,28,6.0,119.0,2.0,76.0,137,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,140843.0,707.0,662.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,140117.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,31242.0,3.0,,,,,,,,,,,,,,,,,, +307,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,15897623.0,7975.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7975.0,15741842.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,12929891.0,3.0,,,,,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,85.0,81.0,22.0,82.0,3944,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,3958.0,131.0,55.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,76.0,3958.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-03-28 08:36:46.000,2023-03-27 15:11:19,311.0,8.0,69,44.0,206.0,39.0,38.0,1250,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,24,True,tasktiger,,,,1182.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,1182.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,144,42.0,10.0,1.0,12.0,1047,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,563210.0,1904.0,1735.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,558740.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,277194.0,3.0,,,,,,,,,,,,,,,,,, +311,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-03-14 00:29:59.000,2023-02-21 10:55:54,98.0,10.0,38,16.0,63.0,6.0,4.0,974,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,24,True,asyncer,conda-forge/asyncer,,,76471.0,428.0,419.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,9.0,76290.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,2542.0,3.0,,,,,,,,,,,,,,,,,, +312,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-01-01 09:59:33.000,2023-01-01 09:59:21,663.0,1.0,77,15.0,101.0,41.0,85.0,820,2022-10-27 07:12:01.693,7.0.1,34.0,18.0,24,True,mss,conda-forge/python-mss,,,281226.0,225.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,225.0,280537.0,https://anaconda.org/conda-forge/python-mss,2022-10-27 12:09:20.597,22763.0,3.0,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,127,10.0,22.0,25.0,19.0,609,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,4678358.0,2568.0,2407.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,161.0,4677993.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,9514.0,3.0,,,,,,,,,,,,,,,,,, +314,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2022-10-22 16:47:21.000,2019-11-13 07:35:33,601.0,,105,43.0,110.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,21401.0,401.0,277.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,21401.0,,,,3.0,,,,,,,,,,,,,,,,,, +315,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,54.0,60.0,,90.0,303,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,pyhdb,,,92.0,522419.0,180.0,161.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,19.0,522418.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-02-23 18:09:40.000,2020-11-28 22:30:53,264.0,,24,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,52.0,120294.0,2520.0,2337.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,183.0,119926.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,23937.0,3.0,,,,,,,,,,,,,,,,,, +317,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,16,4.0,112.0,50.0,42.0,86,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,107.0,137340.0,5503.0,4190.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1313.0,136707.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,51952.0,3.0,,,,,,,,,,,,,,,,,, +318,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-03-21 04:21:20.000,2023-03-18 10:09:23,599.0,6.0,333,46.0,96.0,163.0,101.0,1883,2011-12-30 16:40:09.000,11.12.30,16.0,39.0,23,True,camelot,,,,5783.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,5783.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-03-08 22:49:18.000,2023-01-16 17:36:54,275.0,4.0,169,19.0,115.0,72.0,103.0,1687,2023-01-07 01:51:08.612,1.41.0,83.0,20.0,23,True,img2dataset,,,830.0,6440.0,30.0,29.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,6397.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2022-12-08 05:45:39.000,2021-03-10 15:44:00,981.0,,136,59.0,247.0,95.0,108.0,1541,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,23,False,bonobo,,,,7125.0,190.0,157.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,7125.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +321,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-03-22 14:52:28.000,2023-03-22 14:52:27,240.0,1.0,87,39.0,39.0,17.0,46.0,1404,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,22470.0,101.0,92.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,9.0,22077.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,12581.0,3.0,,,,,,,,,,,,,,,,,, +322,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-03-21 20:27:56.000,2023-02-18 00:55:10,950.0,3.0,135,61.0,76.0,167.0,149.0,843,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1382.0,182.0,153.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1382.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,38,15.0,12.0,6.0,11.0,511,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,unipath,,,,71542.0,10651.0,8605.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,71542.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,257,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,12591.0,154.0,146.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,12421.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4081.0,3.0,,,,,,,,,,,,,,,,,, +325,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-02-28 14:24:39.000,2023-02-28 14:18:14,5296.0,51.0,42,13.0,583.0,33.0,78.0,186,2023-02-13 11:53:04.000,0.8.1,14.0,32.0,23,True,batchflow,,,,347.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,347.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,7.0,11,5.0,11.0,2.0,7.0,111,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,23,True,coolname,conda-forge/coolname,,,299587.0,1332.0,1285.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,47.0,297767.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,49148.0,3.0,,,,,,,,,,,,,,,,,, +327,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3495,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,True,pampy,,,,24549.0,372.0,341.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,31.0,24549.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,165,98.0,30.0,18.0,58.0,3225,,,4.0,19.0,22,False,macropy3,,,,231.0,567.0,537.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,231.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2694,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,67.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,67.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,84,35.0,214.0,44.0,55.0,2375,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,True,,,,17813.0,809.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +331,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2020-12-20 05:00:55.000,2019-09-25 12:17:08,113.0,,142,39.0,21.0,20.0,11.0,1536,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,161329.0,172.0,150.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,161329.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1344,2020-04-10 22:23:01.000,0.15.3,14.0,10.0,22,False,pinject,conda-forge/pinject,,,59859.0,165.0,146.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,19.0,59694.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,2986.0,3.0,,,,,,,,,,,,,,,,,, +333,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2022-11-29 18:26:28.000,2019-11-15 03:38:30,105.0,,117,13.0,31.0,31.0,41.0,771,2019-01-14 18:48:25.000,0.9.2,20.0,12.0,22,False,pickledb,,,,32291.0,1172.0,1087.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,85.0,32291.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,13.0,164.0,16.0,120.0,502,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,3078.0,101.0,92.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2530.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,7680.0,3.0,,,,,,,,,,,,,,,,,, +335,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,41,12.0,20.0,18.0,11.0,472,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,62593.0,4434.0,3252.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1182.0,61807.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,65313.0,3.0,,,,,,,,,,,,,,,,,, +336,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2022-02-24 22:31:30.000,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,346,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,22,False,pymodm,conda-forge/pymodm,,,96951.0,659.0,576.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,96835.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4297.0,3.0,,,,,,,,,,,,,,,,,, +337,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,14982.0,800.0,713.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,13911.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,81421.0,3.0,,,,,,,,,,,,,,,,,, +338,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-03-10 15:38:28.000,2022-02-01 11:49:27,523.0,,9,4.0,103.0,18.0,82.0,173,2021-12-23 15:22:44.000,2.8.0,114.0,8.0,22,False,typical,conda-forge/typical,,,77653.0,61.0,57.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,76567.0,https://anaconda.org/conda-forge/typical,2021-12-23 18:09:55.692,23899.0,3.0,,,,,,,,,,,,,,,,,, +339,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10570,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,27.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,27.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1729,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,21,False,bashplotlib,,,,6331.0,190.0,160.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,30.0,6331.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,193,39.0,56.0,79.0,39.0,1265,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,21,False,excalibur-py,,,10185.0,1158.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,966.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1220,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,989.0,27.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,27.0,989.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-03-27 21:40:01.000,2020-12-13 18:58:15,709.0,,116,62.0,69.0,60.0,119.0,875,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,374.0,41.0,29.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,374.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-03-29 04:59:40.000,2023-01-03 19:16:25,478.0,5.0,72,21.0,208.0,60.0,80.0,778,2023-01-03 20:08:22.000,0.9.2,19.0,17.0,21,True,odmantic,,,,16770.0,1.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,1.0,16770.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,704,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,2845.0,57.0,51.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,6.0,2145.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,19600.0,3.0,,,,,,,,,,,,,,,,,, +346,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,13,13.0,5.0,13.0,43.0,273,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,13469.0,122.0,116.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13469.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,44,15.0,33.0,19.0,9.0,258,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,78998.0,345.0,343.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,2.0,78998.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-03-27 18:37:34.000,2023-03-27 18:37:34,81.0,1.0,26,5.0,47.0,6.0,10.0,225,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,rtoml,,,,31739.0,211.0,192.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,19.0,31739.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-02-04 16:46:19.000,2023-02-04 16:46:19,272.0,2.0,40,8.0,35.0,11.0,36.0,142,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,21,True,filedepot,,,,5343.0,786.0,737.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,5343.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,133,66.0,4.0,1.0,40.0,1926,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,1700.0,44.0,37.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,7.0,1700.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,18.0,20.0,3.0,26.0,815,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,20,False,unsync,conda-forge/unsync,,,15027.0,186.0,170.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,16.0,14756.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,8957.0,3.0,,,,,,,,,,,,,,,,,, +352,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-03-22 12:48:44.000,2022-09-27 12:00:45,94.0,,21,7.0,41.0,10.0,9.0,627,2022-08-30 20:12:03.810,0.5.0,12.0,9.0,20,True,dirty-equals,conda-forge/dirty-equals,,,33940.0,154.0,144.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,10.0,31894.0,https://anaconda.org/conda-forge/dirty-equals,2023-02-02 12:04:16.914,24556.0,3.0,,,,,,,,,,,,,,,,,, +353,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-01-31 00:49:55.000,2022-05-27 16:50:28,284.0,,20,10.0,30.0,22.0,20.0,602,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,True,pugsql,,,,26473.0,54.0,51.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,26473.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,1.0,24,49.0,14.0,7.0,11.0,261,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,14878.0,83.0,66.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,14637.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20062.0,3.0,,,,,,,,,,,,,,,,,, +355,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,16,7.0,62.0,7.0,22.0,136,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,aioprometheus,,,,116124.0,134.0,121.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,116124.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,98,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,171695.0,1738.0,1616.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,122.0,163378.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,515695.0,3.0,,,,,,,,,,,,,,,,,, +357,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-03-08 23:24:00.257,2023-03-08 19:11:50,76.0,2.0,117,33.0,10.0,6.0,140.0,2938,2023-03-08 19:14:00.000,2.1.10,57.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1467.0,146.0,146.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,1.0,https://anaconda.org/conda-forge/borb,2023-03-08 23:24:00.257,27860.0,3.0,,,,,,,,,,,,,,,,,, +358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2022-03-21 17:15:55.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1968,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,True,,,['spark'],,,32.0,32.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +359,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,73,23.0,19.0,11.0,13.0,949,2022-10-26 17:01:00.596,0.2.6,23.0,13.0,19,True,d6tflow,,,,315.0,21.0,21.0,https://pypi.org/project/d6tflow,2022-10-26 17:01:00.596,,315.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,22.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,19,True,bounter,,,,494.0,36.0,28.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,494.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,253,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5561.0,147.0,120.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5561.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,2.0,33,17.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],14.0,1461.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,508.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,53405.0,3.0,,,,,,,,,,,,,,,,,, +363,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,189,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,31965.0,659.0,655.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,31965.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,Upgini,upgini/upgini,Free automated data enrichment library for machine learning searches through thousands of ready-to-use features from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-03-29 17:13:17.000,2023-03-29 17:13:07,478.0,47.0,16,4.0,193.0,2.0,,185,2023-03-29 17:14:00.851,1.1.106,335.0,9.0,19,True,upgini,,,,3418.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 22:13:17.000,,3418.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-02-06 20:01:40.000,2022-09-09 19:16:24,612.0,,13,7.0,26.0,15.0,10.0,117,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,27406.0,30.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,30.0,27406.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-02-14 08:19:46.000,2023-02-14 08:08:12,259.0,4.0,56,35.0,44.0,12.0,57.0,1076,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,colout,,,,1007.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1007.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-03-30 09:45:53.000,2023-03-30 09:45:52,2624.0,82.0,98,30.0,174.0,39.0,247.0,979,,,,37.0,18,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,209,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,12074.0,4.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,4.0,12074.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2022-10-24 14:51:50.000,2022-10-24 14:51:47,202.0,,12,7.0,17.0,2.0,11.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,136519.0,1.0,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,1.0,136519.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-03-08 19:39:13.000,2023-03-03 15:51:21,160.0,9.0,99,58.0,67.0,23.0,16.0,1986,2022-09-22 07:21:29.000,3.2.0,9.0,17.0,17,True,mara-pipelines,,,,138.0,,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,,138.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,54.0,23.0,22.0,8.0,1593,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,riko,,,,102.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,102.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1333,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,64.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,64.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2022-07-24 13:43:20.000,2021-08-11 18:33:11,106029.0,,60,38.0,39.0,11.0,256.0,911,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +374,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,77.0,588,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,17,False,kubeflow-kale,,['jupyter'],,269.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,269.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-03-27 14:57:34.000,2023-03-09 20:57:59,110.0,11.0,6,14.0,113.0,3.0,2.0,257,2023-03-02 13:18:02.345,0.19.0,92.0,13.0,17,True,squirrel-core,squirrel-core,,,1711.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,1711.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2022-03-02 20:40:17.000,2021-11-18 16:33:36,85.0,,57,17.0,26.0,42.0,29.0,751,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,csvs-to-sqlite,,,,2998.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2998.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,33.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,33.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,418,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,183.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,183.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,103,54.0,28.0,3.0,2.0,1190,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,35.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,35.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,705,2018-11-22 02:36:13.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,225.0,11.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,1.0,225.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,4.0,77.0,18.0,40.0,101,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,15,True,datajob,,,,109.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,109.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,95,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,868.0,28.0,24.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,4.0,868.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,75,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,millify,,,,50187.0,378.0,373.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,5.0,50187.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,61,21.0,2.0,2.0,1.0,537,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,pandapy,,['pandas'],,62.0,2.0,2.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,62.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,266,2022-07-05 16:54:56.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,82.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,82.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,345,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +387,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,757,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 40f0d69..80454aa 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- boto3 (πŸ₯‡45 Β· ⭐ 8K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 -- Faker (πŸ₯‡44 Β· ⭐ 16K Β· πŸ“ˆ) - Faker is a Python package that generates fake data for you. MIT -- aiocache (πŸ₯ˆ31 Β· ⭐ 820 Β· πŸ“ˆ) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- cachier (πŸ₯‰25 Β· ⭐ 430 Β· πŸ“ˆ) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- everett (πŸ₯‰25 Β· ⭐ 140 Β· πŸ“ˆ) - configuration library for python projects. MPL-2.0 +- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +- PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K Β· πŸ“ˆ) - MySQL client library for Python. MIT +- pymongo (πŸ₯ˆ38 Β· ⭐ 3.8K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +- SDV (πŸ₯ˆ30 Β· ⭐ 1.3K Β· πŸ“ˆ) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- attrs (πŸ₯‡40 Β· ⭐ 4.7K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- anyio (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT -- pendulum (πŸ₯‰34 Β· ⭐ 5.4K Β· πŸ“‰) - Python datetimes made easy. MIT -- pyrsistent (πŸ₯‡34 Β· ⭐ 1.8K Β· πŸ“‰) - Persistent/Immutable/Functional data structures for Python. MIT -- pytz (πŸ₯‰32 Β· ⭐ 250 Β· πŸ“‰) - pytz Python historical timezone library and database. MIT +- polars (πŸ₯ˆ39 Β· ⭐ 16K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +- MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +- luigi (πŸ₯ˆ37 Β· ⭐ 16K Β· πŸ“‰) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 +- tink (πŸ₯ˆ35 Β· ⭐ 13K Β· πŸ“‰) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +- holidays (πŸ₯ˆ34 Β· ⭐ 940 Β· πŸ“‰) - Generate and work with holidays in Python. MIT From 7855dba5c4a6555f31da8c8b8a6c8489e611c33c Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 6 Apr 2023 13:33:42 +0000 Subject: [PATCH 04/70] Update best-of list for version 2023.04.06 --- README.md | 1597 ++++++++++++++----------------- history/2023-04-06_changes.md | 20 + history/2023-04-06_projects.csv | 389 ++++++++ latest-changes.md | 20 +- 4 files changed, 1158 insertions(+), 868 deletions(-) create mode 100644 history/2023-04-06_changes.md create mode 100644 history/2023-04-06_projects.csv diff --git a/README.md b/README.md index 923edd3..0065ac1 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
protobuf (πŸ₯‡49 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 370K Β· πŸ“‹ 5.6K - 14% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 38M Β· πŸ“¦ 380K Β· πŸ“‹ 5.7K - 14% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.9M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3K Β· πŸ“₯ 170K Β· πŸ“¦ 51K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3K Β· πŸ“₯ 180K Β· πŸ“¦ 51K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 11M / month Β· πŸ“¦ 270 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 10M / month Β· πŸ“¦ 270 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` @@ -126,7 +126,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
marshmallow (πŸ₯ˆ39 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 73K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -147,7 +147,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): ``` pip install simplejson ``` @@ -156,25 +156,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M conda install -c conda-forge simplejson ```
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dill (πŸ₯ˆ36 Β· ⭐ 1.9K) - serialize all of python. BSD-3 - -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 88K Β· πŸ“‹ 470 - 34% open Β· ⏱️ 26.03.2023): - - ``` - git clone https://github.com/uqfoundation/dill - ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 24M / month Β· πŸ“¦ 3.7K Β· ⏱️ 23.10.2022): - ``` - pip install dill - ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 3.7M Β· ⏱️ 24.10.2022): - ``` - conda install -c conda-forge dill - ``` -
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 74K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 75K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/cloudpipe/cloudpickle @@ -183,14 +167,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 12M Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 13M Β· ⏱️ 20.01.2023): ``` conda install -c conda-forge cloudpickle ```
orjson (πŸ₯ˆ35 Β· ⭐ 4.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 38K Β· πŸ“‹ 300 - 2% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 39K Β· πŸ“‹ 300 - 2% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/ijl/orjson @@ -199,19 +183,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 630K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 640K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge orjson ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 19.03.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.1M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` @@ -220,14 +204,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M conda install -c conda-forge ujson ```
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msgpack (πŸ₯‰34 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
dill (πŸ₯ˆ35 Β· ⭐ 1.9K) - serialize all of python. BSD-3 + +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 89K Β· πŸ“‹ 470 - 34% open Β· ⏱️ 03.04.2023): + + ``` + git clone https://github.com/uqfoundation/dill + ``` +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 24M / month Β· πŸ“¦ 3.7K Β· ⏱️ 23.10.2022): + ``` + pip install dill + ``` +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 3.8M Β· ⏱️ 24.10.2022): + ``` + conda install -c conda-forge dill + ``` +
+
msgpack (πŸ₯ˆ35 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 220 Β· πŸ“₯ 980 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 220 Β· πŸ“₯ 980 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 32M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 33M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): ``` pip install msgpack ``` @@ -247,19 +247,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.2M Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.3M Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge jsonpickle ```
srsly (πŸ₯‰30 Β· ⭐ 350) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 29 Β· πŸ“¦ 26K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 30 Β· πŸ“¦ 26K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.2M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.1M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): ``` pip install srsly ``` @@ -275,45 +275,45 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 960K / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 950K / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.1M Β· ⏱️ 15.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.2M Β· ⏱️ 15.03.2023): ``` conda install -c conda-forge python-rapidjson ```
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pysimdjson (πŸ₯‰25 Β· ⭐ 580) - Python bindings for the simdjson project. MIT +
hickle (πŸ₯‰25 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 940 Β· πŸ“‹ 84 - 17% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 480 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): ``` - git clone https://github.com/TkTech/pysimdjson + git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 220K / month Β· πŸ“¦ 21 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 19K / month Β· πŸ“¦ 86 Β· ⏱️ 31.08.2022): ``` - pip install pysimdjson + pip install hickle ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 57K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 21K Β· ⏱️ 11.07.2019): ``` - conda install -c conda-forge pysimdjson + conda install -c conda-forge hickle ```
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hickle (πŸ₯‰25 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT +
pysimdjson (πŸ₯‰24 Β· ⭐ 580 Β· πŸ’€) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 480 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 960 Β· πŸ“‹ 84 - 17% open Β· ⏱️ 12.09.2022): ``` - git clone https://github.com/telegraphic/hickle + git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 18K / month Β· πŸ“¦ 86 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 230K / month Β· πŸ“¦ 21 Β· ⏱️ 19.09.2022): ``` - pip install hickle + pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 21K Β· ⏱️ 11.07.2019): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 58K Β· ⏱️ 29.10.2022): ``` - conda install -c conda-forge hickle + conda install -c conda-forge pysimdjson ```
rtoml (πŸ₯‰21 Β· ⭐ 220) - A fast TOML library for python implemented in rust. MIT @@ -340,25 +340,25 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M _General-purpose data containers as well as utilities & extensions for pandas._ -
pandas (πŸ₯‡53 Β· ⭐ 37K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +
pandas (πŸ₯‡53 Β· ⭐ 38K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 24K - 15% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 24K - 14% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 110M / month Β· πŸ“¦ 67K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 110M / month Β· πŸ“¦ 68K Β· ⏱️ 19.01.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 37M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 37M Β· ⏱️ 03.04.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 690K Β· πŸ“¦ 1.5M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 690K Β· πŸ“¦ 1.5M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/numpy/numpy @@ -372,9 +372,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge numpy ```
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h5py (πŸ₯‡41 Β· ⭐ 1.8K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.6K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.6K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/h5py/h5py @@ -388,26 +388,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ39 Β· ⭐ 16K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +
polars (πŸ₯ˆ40 Β· ⭐ 16K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 800 Β· πŸ“¦ 1.3K Β· πŸ“‹ 3.4K - 18% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 820 Β· πŸ“¦ 1.4K Β· πŸ“‹ 3.5K - 18% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 470K / month Β· πŸ“¦ 120 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 480K / month Β· πŸ“¦ 130 Β· ⏱️ 05.03.2023): ``` pip install polars ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 970 Β· πŸ“‹ 3.5K - 25% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 980 Β· πŸ“‹ 3.5K - 24% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 510K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 660K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): ``` pip install modin ``` @@ -418,7 +418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ37 Β· ⭐ 2.9K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 900 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 900 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/pydata/xarray @@ -434,28 +434,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 44K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 45K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 810K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 780K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.6M Β· ⏱️ 07.02.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.7M Β· ⏱️ 07.02.2023): ``` conda install -c conda-forge pytables ```
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TinyDB (πŸ₯ˆ33 Β· ⭐ 5.8K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
TinyDB (πŸ₯ˆ34 Β· ⭐ 5.8K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 490 Β· πŸ“¦ 10K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 18.02.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 490 Β· πŸ“¦ 10K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 820 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 460K / month Β· πŸ“¦ 820 Β· ⏱️ 14.01.2023): ``` pip install tinydb ``` @@ -464,20 +464,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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numexpr (πŸ₯ˆ33 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT +
Bottleneck (πŸ₯ˆ34 Β· ⭐ 890) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“₯ 160 Β· πŸ“‹ 340 - 19% open Β· ⏱️ 17.11.2022): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 93 Β· πŸ“¦ 39K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/pydata/numexpr + git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.2M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 510K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` - pip install numexpr + pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.1M Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.3M Β· ⏱️ 09.03.2023): ``` - conda install -c conda-forge numexpr + conda install -c conda-forge bottleneck ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT @@ -496,23 +496,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
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Bottleneck (πŸ₯ˆ33 Β· ⭐ 890) - Fast NumPy array functions written in C. BSD-2 - -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 93 Β· πŸ“¦ 39K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 20.02.2023): - - ``` - git clone https://github.com/pydata/bottleneck - ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 510K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): - ``` - pip install Bottleneck - ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.3M Β· ⏱️ 09.03.2023): - ``` - conda install -c conda-forge bottleneck - ``` -
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Koalas (πŸ₯ˆ31 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark +
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark - [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 290 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): @@ -530,28 +514,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ31 Β· ⭐ 2.2K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 180 Β· πŸ“¦ 730 Β· πŸ“‹ 560 - 32% open Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 170 Β· πŸ“¦ 740 Β· πŸ“‹ 560 - 32% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 900K / month Β· πŸ“¦ 58 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 920K / month Β· πŸ“¦ 58 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 19K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 20K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge pandera-core ```
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Vaex (πŸ₯‰30 Β· ⭐ 7.8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT +
numexpr (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ“‰) - Fast numerical array expression evaluator for Python, NumPy,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 250 Β· πŸ“¦ 440 Β· πŸ“‹ 1.2K - 38% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“₯ 160 Β· πŸ“‹ 340 - 19% open Β· ⏱️ 17.11.2022): + + ``` + git clone https://github.com/pydata/numexpr + ``` +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.1M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): + ``` + pip install numexpr + ``` +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.1M Β· ⏱️ 03.04.2023): + ``` + conda install -c conda-forge numexpr + ``` +
+
Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT + +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 250 Β· πŸ“¦ 450 Β· πŸ“‹ 1.2K - 38% open Β· ⏱️ 08.12.2022): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 55K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 50K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -562,16 +562,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯‰30 Β· ⭐ 2K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 160 Β· πŸ“¦ 180 Β· πŸ“‹ 430 - 20% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 160 Β· πŸ“¦ 180 Β· πŸ“‹ 440 - 20% open Β· ⏱️ 07.03.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 75K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 80K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 82K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 84K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ``` @@ -583,7 +583,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 930K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 950K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` pip install datasketch ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 67K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 66K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -604,14 +604,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 2.9K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 2.9K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 180 Β· πŸ“‹ 180 - 36% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 430K / month Β· πŸ“¦ 30 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 440K / month Β· πŸ“¦ 30 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` @@ -622,28 +622,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰27 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 16 Β· πŸ“‹ 540 - 5% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 16 Β· πŸ“‹ 540 - 5% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.5K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.3K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 240K Β· ⏱️ 28.03.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 240K Β· ⏱️ 31.03.2023): ``` conda install -c conda-forge static-frame ```
swifter (πŸ₯‰26 Β· ⭐ 2.2K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 870 Β· πŸ“‹ 130 - 9% open Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 880 Β· πŸ“‹ 130 - 9% open Β· ⏱️ 24.03.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 430K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 380K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` @@ -652,42 +652,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge swifter ```
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Pandas Summary (πŸ₯‰26 Β· ⭐ 460) - Engine for ML/Data tracking, visualization,.. Apache-2 +
Pandas Summary (πŸ₯‰26 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 73K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 72K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
Bounter (πŸ₯‰19 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 28 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): +- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 490 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 500 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ```
fletcher (πŸ₯‰19 Β· ⭐ 230) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 14 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 15 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 510 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 470 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 53K Β· ⏱️ 04.11.2021): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 54K Β· ⏱️ 04.11.2021): ``` conda install -c conda-forge fletcher ``` @@ -719,19 +719,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.4M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.5M Β· ⏱️ 17.05.2021): ``` conda install -c conda-forge sortedcontainers ```
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pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡34 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 250K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 250K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 53M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 54M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -742,39 +742,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ31 Β· ⭐ 330) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.2K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 78M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 76M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.5M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.6M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ```
glom (πŸ₯ˆ30 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 55 Β· πŸ“¦ 1K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 91 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 19.01.2023): ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 19K Β· ⏱️ 19.01.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 20K Β· ⏱️ 03.04.2023): ``` conda install -c conda-forge glom ```
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bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 +
bidict (πŸ₯ˆ29 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 54 Β· πŸ“¦ 12K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 54 Β· πŸ“¦ 13K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 01.04.2023): ``` git clone https://github.com/jab/bidict @@ -788,14 +788,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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anytree (πŸ₯ˆ29 Β· ⭐ 800) - Python tree data library. Apache-2 +
python-benedict (πŸ₯ˆ29 Β· ⭐ 1K Β· πŸ“ˆ) - dict subclass with keylist/keypath support, built-in I/O.. MIT + +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.3K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 06.04.2023): + + ``` + git clone https://github.com/fabiocaccamo/python-benedict + ``` +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 980K / month Β· πŸ“¦ 21 Β· ⏱️ 12.01.2023): + ``` + pip install python-benedict + ``` +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 120K Β· ⏱️ 22.03.2023): + ``` + conda install -c conda-forge python-benedict + ``` +
+
anytree (πŸ₯ˆ29 Β· ⭐ 800 Β· πŸ’€) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 14K Β· πŸ“‹ 160 - 24% open Β· ⏱️ 20.09.2022): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 15K Β· πŸ“‹ 160 - 24% open Β· ⏱️ 20.09.2022): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 490K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 470K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -804,14 +820,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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ordered-set (πŸ₯ˆ29 Β· ⭐ 180) - A mutable set that remembers the order of its entries. One of Pythons.. MIT +
ordered-set (πŸ₯ˆ29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 6.8K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 6.9K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.4M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.6M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` @@ -831,43 +847,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 65K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 66K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ```
munch (πŸ₯‰27 Β· ⭐ 660) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 75 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 76 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.3M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.4M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): ``` pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.1M Β· ⏱️ 30.10.2019): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.2M Β· ⏱️ 30.10.2019): ``` conda install -c conda-forge munch ```
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python-benedict (πŸ₯‰26 Β· ⭐ 1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT - -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“‹ 86 - 9% open Β· ⏱️ 30.03.2023): - - ``` - git clone https://github.com/fabiocaccamo/python-benedict - ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 1.2M / month Β· πŸ“¦ 21 Β· ⏱️ 12.01.2023): - ``` - pip install python-benedict - ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 120K Β· ⏱️ 22.03.2023): - ``` - conda install -c conda-forge python-benedict - ``` -
immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 - [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.5K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): @@ -886,7 +886,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 690) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/aio-libs/janus @@ -907,7 +907,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.5M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.4M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): ``` pip install python-box ``` @@ -919,7 +919,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT -- cleverdict (πŸ₯‰14 Β· ⭐ 95 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰14 Β· ⭐ 95 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -929,28 +929,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡44 Β· ⭐ 13K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 170K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 180K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 57M / month Β· πŸ“¦ 6.1K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 57M / month Β· πŸ“¦ 6.3K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.4M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.5M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡40 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 550 Β· πŸ“¦ 350K Β· πŸ“‹ 720 - 3% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 550 Β· πŸ“¦ 360K Β· πŸ“‹ 720 - 3% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 66M / month Β· πŸ“¦ 18K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 67M / month Β· πŸ“¦ 18K Β· ⏱️ 29.11.2022): ``` pip install jsonschema ``` @@ -961,7 +961,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 710) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 63K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 64K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 01.04.2023): ``` git clone https://github.com/kvesteri/validators @@ -970,7 +970,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 310K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 320K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ``` @@ -982,7 +982,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -991,46 +991,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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param (πŸ₯‰31 Β· ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
strictyaml (πŸ₯‰31 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.1K Β· πŸ“‹ 380 - 45% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.4K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 22.03.2023): ``` - git clone https://github.com/holoviz/param + git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 500K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 450K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` - pip install param + pip install strictyaml ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.1M Β· ⏱️ 14.03.2023): +- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 190K Β· ⏱️ 12.03.2023): ``` - conda install -c conda-forge param + conda install -c conda-forge strictyaml ```
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strictyaml (πŸ₯‰30 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
param (πŸ₯‰31 Β· ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.4K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.2K Β· πŸ“‹ 390 - 44% open Β· ⏱️ 27.03.2023): ``` - git clone https://github.com/crdoconnor/strictyaml + git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 430K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 500K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): ``` - pip install strictyaml + pip install param ``` -- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 190K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.1M Β· ⏱️ 14.03.2023): ``` - conda install -c conda-forge strictyaml + conda install -c conda-forge param ```
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dirty-equals (πŸ₯‰20 Β· ⭐ 630) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰20 Β· ⭐ 630 Β· πŸ’€) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 140 Β· πŸ“‹ 19 - 52% open Β· ⏱️ 27.09.2022): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 150 Β· πŸ“‹ 19 - 52% open Β· ⏱️ 27.09.2022): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 32K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 35K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` @@ -1046,7 +1046,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 15K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 16K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1084,36 +1084,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 37K) - Collection of design patterns/idioms in Python. -
algorithms (πŸ₯‡29 Β· ⭐ 22K) - Minimal examples of data structures and algorithms in Python. MIT +
transitions (πŸ₯‡30 Β· ⭐ 4.8K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.4K Β· πŸ“¦ 80 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 08.03.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): ``` - git clone https://github.com/keon/algorithms + git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` - pip install algorithms + pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.4K Β· ⏱️ 23.04.2021): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 380K Β· ⏱️ 02.09.2022): ``` - conda install -c conda-forge algorithms + conda install -c conda-forge transitions ```
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transitions (πŸ₯‡29 Β· ⭐ 4.8K) - A lightweight, object-oriented finite state machine implementation.. MIT +
algorithms (πŸ₯‰29 Β· ⭐ 22K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 80 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/pytransitions/transitions + git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 420K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 4.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` - pip install transitions + pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 370K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.4K Β· ⏱️ 23.04.2021): ``` - conda install -c conda-forge transitions + conda install -c conda-forge algorithms ```
Show 1 hidden projects... @@ -1128,7 +1128,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯‡39 Β· ⭐ 2K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 980K Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 990K Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/dateutil/dateutil @@ -1142,46 +1142,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
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arrow (πŸ₯ˆ37 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 +
dateparser (πŸ₯ˆ37 Β· ⭐ 2.2K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 45K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 19K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 23.03.2023): ``` - git clone https://github.com/arrow-py/arrow + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` - pip install arrow + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.5M Β· ⏱️ 05.09.2022): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 130K Β· ⏱️ 23.03.2023): ``` - conda install -c conda-forge arrow + conda install -c conda-forge dateparser ```
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dateparser (πŸ₯ˆ37 Β· ⭐ 2.2K) - python parser for human readable dates. BSD-3 +
arrow (πŸ₯ˆ36 Β· ⭐ 8.3K Β· πŸ“‰) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 19K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 45K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): ``` - pip install dateparser + pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 130K Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.5M Β· ⏱️ 05.09.2022): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge arrow ```
pendulum (πŸ₯ˆ34 Β· ⭐ 5.4K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 79 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 85 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.11.2022): ``` pip install pendulum ``` @@ -1190,30 +1190,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pendulum ```
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holidays (πŸ₯ˆ34 Β· ⭐ 940 Β· πŸ“‰) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯ˆ34 Β· ⭐ 950) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 370 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 5% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.6M / month Β· πŸ“¦ 410 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.5M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.8M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.9M Β· ⏱️ 05.04.2023): ``` conda install -c conda-forge holidays ```
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pytz (πŸ₯‰33 Β· ⭐ 250) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯ˆ34 Β· ⭐ 250) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 70 Β· πŸ“¦ 1.4M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.4M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): ``` pip install pytz ``` @@ -1238,24 +1238,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tzlocal ```
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isodate (πŸ₯‰29 Β· ⭐ 120 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 - -- [GitHub](https://github.com/gweis/isodate) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 47 Β· πŸ“¦ 37K Β· πŸ“‹ 38 - 44% open Β· ⏱️ 13.03.2022): - - ``` - git clone https://github.com/gweis/isodate - ``` -- [PyPi](https://pypi.org/project/isodate) (πŸ“₯ 66M / month Β· πŸ“¦ 2.2K Β· ⏱️ 13.12.2021): - ``` - pip install isodate - ``` -- [Conda](https://anaconda.org/conda-forge/isodate) (πŸ“₯ 4.1M Β· ⏱️ 15.12.2021): - ``` - conda install -c conda-forge isodate - ``` -
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Show 1 hidden projects... +
Show 2 hidden projects... +- isodate (πŸ₯‰29 Β· ⭐ 120 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 - parsedatetime (πŸ₯‰28 Β· ⭐ 660 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2

@@ -1266,7 +1251,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯‡39 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 86K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 87K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1280,14 +1265,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filesystem_spec (πŸ₯‡39 Β· ⭐ 560) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 570) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 240 Β· πŸ“¦ 42K Β· πŸ“‹ 540 - 35% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 240 Β· πŸ“¦ 42K Β· πŸ“‹ 540 - 35% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 85M / month Β· πŸ“¦ 580 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 86M / month Β· πŸ“¦ 580 Β· ⏱️ 19.01.2023): ``` pip install fsspec ``` @@ -1298,23 +1283,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.2K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 84K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 85K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 11M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 470K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 500K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 530) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 220K Β· πŸ“‹ 89 - 13% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 220K Β· πŸ“‹ 90 - 13% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/tox-dev/py-filelock @@ -1328,7 +1313,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge filelock ```
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appdirs (πŸ₯‰32 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT +
appdirs (πŸ₯‰31 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT - [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 230K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): @@ -1339,7 +1324,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.5M Β· ⏱️ 19.10.2020): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.6M Β· ⏱️ 19.10.2020): ``` conda install -c conda-forge appdirs ``` @@ -1360,25 +1345,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fs ```
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path (πŸ₯‰29 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰28 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT - [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 900K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 920K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 370K Β· ⏱️ 26.12.2022): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 380K Β· ⏱️ 26.12.2022): ``` conda install -c conda-forge path ```
Show 3 hidden projects... -- zipp (πŸ₯‰31 Β· ⭐ 36) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰31 Β· ⭐ 37) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰29 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - Unipath (πŸ₯‰23 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1390,7 +1375,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (πŸ₯‡38 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 260K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 270K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future @@ -1415,7 +1400,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 39M Β· ⏱️ 05.05.2021): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 40M Β· ⏱️ 05.05.2021): ``` conda install -c conda-forge six ``` @@ -1427,16 +1412,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.8M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.7M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): ``` pip install typing ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.4M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.5M Β· ⏱️ 01.05.2021): ``` conda install -c conda-forge typing ```
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futures (πŸ₯‰28 Β· ⭐ 220) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 +
futures (πŸ₯‰27 Β· ⭐ 220) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 52 Β· πŸ“¦ 37K Β· πŸ“‹ 73 - 8% open Β· ⏱️ 31.10.2022): @@ -1452,26 +1437,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge futures ```
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dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - -- [GitHub](https://github.com/ericvsmith/dataclasses) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 51 Β· πŸ“¦ 51K Β· πŸ“‹ 120 - 6% open Β· ⏱️ 22.03.2022): - - ``` - git clone https://github.com/ericvsmith/dataclasses - ``` -- [PyPi](https://pypi.org/project/dataclasses) (πŸ“₯ 11M / month Β· πŸ“¦ 2.3K Β· ⏱️ 13.11.2020): - ``` - pip install dataclasses - ``` -- [Conda](https://anaconda.org/conda-forge/dataclasses) (πŸ“₯ 9.7M Β· ⏱️ 14.08.2021): - ``` - conda install -c conda-forge dataclasses - ``` -
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Show 2 hidden projects... +
Show 3 hidden projects... +- dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - pathlib2 (πŸ₯‰27 Β· ⭐ 71 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰26 Β· ⭐ 35 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- contextlib2 (πŸ₯‰26 Β· ⭐ 35 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1479,9 +1449,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡46 Β· ⭐ 5.4K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡46 Β· ⭐ 5.5K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 430K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 430K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/pyca/cryptography @@ -1502,7 +1472,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 31M / month Β· πŸ“¦ 1.5K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.5K Β· ⏱️ 28.01.2023): ``` pip install pycryptodomex ``` @@ -1511,18 +1481,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pycryptodomex ```
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tink (πŸ₯ˆ35 Β· ⭐ 13K Β· πŸ“‰) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
tink (πŸ₯ˆ35 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 430K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 220K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 420 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 430 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): ``` npm install tink-crypto ``` @@ -1538,41 +1508,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 2.9M Β· ⏱️ 22.12.2022): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3M Β· ⏱️ 22.12.2022): ``` conda install -c conda-forge keyring ```
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bcrypt (πŸ₯‰33 Β· ⭐ 990) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
asn1crypto (πŸ₯‰33 Β· ⭐ 290) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 99K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 49M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` - pip install bcrypt + pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.1M Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 7.9M Β· ⏱️ 15.03.2022): ``` - conda install -c conda-forge bcrypt + conda install -c conda-forge asn1crypto ```
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asn1crypto (πŸ₯‰33 Β· ⭐ 290) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
bcrypt (πŸ₯‰32 Β· ⭐ 990) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 99K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 05.04.2023): ``` - git clone https://github.com/wbond/asn1crypto + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 49M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 36M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` - pip install asn1crypto + pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 7.9M Β· ⏱️ 15.03.2022): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.1M Β· ⏱️ 27.10.2022): ``` - conda install -c conda-forge asn1crypto + conda install -c conda-forge bcrypt ```
rsa (πŸ₯‰31 Β· ⭐ 430 Β· πŸ’€) - Python-RSA is a pure-Python RSA implementation. Apache-2 @@ -1599,7 +1569,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/ansible/ansible @@ -1608,30 +1578,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 840K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 850K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 130M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 18M Β· ⏱️ 30.03.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 05.04.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/boto/botocore @@ -1640,23 +1610,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 05.04.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 300K Β· ⏱️ 04.11.2022): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 310K Β· ⏱️ 04.11.2022): ``` conda install -c conda-forge docker-compose ``` @@ -1668,18 +1638,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 2.9M Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3M Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge paramiko ```
docker (πŸ₯ˆ42 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 400 Β· πŸ“¦ 58K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 400 Β· πŸ“¦ 59K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/docker/docker-py @@ -1693,9 +1663,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-py ```
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pulumi (πŸ₯ˆ41 Β· ⭐ 15K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2 +
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 870 Β· πŸ“₯ 190K Β· πŸ“¦ 2.4K Β· πŸ“‹ 5.9K - 29% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 870 Β· πŸ“₯ 200K Β· πŸ“¦ 2.4K Β· πŸ“‹ 5.9K - 28% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/pulumi/pulumi @@ -1704,7 +1674,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 560 Β· ⏱️ 27.03.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 560 Β· ⏱️ 03.04.2023): ``` npm install @pulumi/pulumi ``` @@ -1716,11 +1686,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 13M / month Β· πŸ“¦ 1.3K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 31.01.2023): ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 390K Β· ⏱️ 20.10.2022): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 400K Β· ⏱️ 20.10.2022): ``` conda install -c conda-forge kubernetes ``` @@ -1736,14 +1706,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 61K Β· ⏱️ 22.01.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 62K Β· ⏱️ 22.01.2023): ``` conda install -c conda-forge fabric ```
netmiko (πŸ₯‰36 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.4K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.5K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1771,7 +1741,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.8K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.9K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/tomerfiliba/plumbum @@ -1780,7 +1750,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 930K Β· ⏱️ 04.01.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 940K Β· ⏱️ 04.01.2023): ``` conda install -c conda-forge plumbum ``` @@ -1804,7 +1774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.4M / month Β· πŸ“¦ 290 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.3M / month Β· πŸ“¦ 290 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1813,18 +1783,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pypyr (πŸ₯‰22 Β· ⭐ 500) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 510) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 92 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 93 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 7.7K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 7.9K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1844,7 +1814,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡38 Β· ⭐ 2.3K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 260K Β· πŸ“‹ 470 - 39% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 260K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/pexpect/pexpect @@ -1860,12 +1830,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ37 Β· ⭐ 7.7K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.9K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1876,7 +1846,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (πŸ₯ˆ37 Β· ⭐ 6.5K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 480 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 1% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 480 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 1% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/amoffat/sh @@ -1902,50 +1872,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 220K Β· πŸ“‹ 200 - 11% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 230K Β· πŸ“‹ 200 - 11% open Β· ⏱️ 28.01.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 59M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 58M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.3M Β· ⏱️ 28.01.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.4M Β· ⏱️ 28.01.2023): ``` conda install -c conda-forge greenlet ```
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anyio (πŸ₯ˆ36 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT +
uvloop (πŸ₯ˆ35 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 110K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 73K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` - git clone https://github.com/agronholm/anyio + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 28M / month Β· πŸ“¦ 230 Β· ⏱️ 19.10.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 12M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): ``` - pip install anyio + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 5.8M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 570K Β· ⏱️ 26.10.2022): ``` - conda install -c conda-forge anyio + conda install -c conda-forge uvloop ```
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uvloop (πŸ₯ˆ35 Β· ⭐ 9.2K) - Ultra fast asyncio event loop. Apache-2 +
anyio (πŸ₯ˆ35 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 72K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 110K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 14.03.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 14M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 28M / month Β· πŸ“¦ 230 Β· ⏱️ 19.10.2022): ``` - pip install uvloop + pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 560K Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6M Β· ⏱️ 19.10.2022): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge anyio ```
aiomisc (πŸ₯‰25 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT @@ -1960,9 +1930,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install aiomisc ```
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asyncer (πŸ₯‰24 Β· ⭐ 970) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰24 Β· ⭐ 980) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 420 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 430 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer @@ -1971,7 +1941,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.5K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.7K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ``` @@ -1979,7 +1949,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - unsync (πŸ₯‰20 Β· ⭐ 820 Β· πŸ’€) - Unsynchronize asyncio. MIT -- stopit (πŸ₯‰20 Β· ⭐ 98 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +- stopit (πŸ₯‰20 Β· ⭐ 97 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1989,23 +1959,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡39 Β· ⭐ 5.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 360 Β· πŸ“¦ 410K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 360 Β· πŸ“¦ 420K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 28M / month Β· πŸ“¦ 7.6K Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 29M / month Β· πŸ“¦ 7.6K Β· ⏱️ 21.01.2023): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.2M Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.3M Β· ⏱️ 24.02.2023): ``` conda install -c conda-forge python-dotenv ```
traitlets (πŸ₯ˆ38 Β· ⭐ 540) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 110 Β· πŸ“¦ 300K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 120 Β· πŸ“¦ 300K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/ipython/traitlets @@ -2021,16 +1991,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.1K Β· πŸ“‹ 420 - 25% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.2K Β· πŸ“‹ 430 - 24% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.5M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.3M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 45K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 46K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge dynaconf ``` @@ -2058,50 +2028,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.2M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.3M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 820K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 830K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
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configobj (πŸ₯‰30 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 +
configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 22 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 40% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 24 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 590K Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 600K Β· ⏱️ 20.01.2023): ``` conda install -c conda-forge configobj ```
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hydra (πŸ₯‰29 Β· ⭐ 6.9K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰28 Β· ⭐ 6.9K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 14 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 26.03.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 26.03.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.8K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 540K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 560K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge hydra-core ```
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“¦ 5.6K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“¦ 5.7K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/google/gin-config @@ -2117,16 +2087,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 660 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 670 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 140K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 130K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 31K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 32K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge everett ``` @@ -2139,7 +2109,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡44 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.2M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.2M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/pallets/click @@ -2155,21 +2125,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 76K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 77K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 3.8K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 3.9K Β· ⏱️ 28.01.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.3M Β· ⏱️ 27.03.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.4M Β· ⏱️ 27.03.2023): ``` conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.2K) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 - [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 670 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 06.03.2023): @@ -2180,7 +2150,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 14M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 15M Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge prompt-toolkit ``` @@ -2196,12 +2166,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 470K Β· ⏱️ 22.01.2021): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 490K Β· ⏱️ 22.01.2021): ``` conda install -c conda-forge fire ```
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colorama (πŸ₯ˆ37 Β· ⭐ 3.1K) - Simple cross-platform colored terminal text in Python. BSD-3 +
colorama (πŸ₯ˆ36 Β· ⭐ 3.1K) - Simple cross-platform colored terminal text in Python. BSD-3 - [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 220 Β· πŸ“¦ 610K Β· πŸ“‹ 240 - 43% open Β· ⏱️ 04.11.2022): @@ -2219,7 +2189,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 210 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 26.03.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 220 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2228,7 +2198,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 980K Β· ⏱️ 26.03.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 990K Β· ⏱️ 26.03.2023): ``` conda install -c conda-forge argcomplete ``` @@ -2249,9 +2219,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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wcwidth (πŸ₯‰34 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰33 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 370K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 380K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/jquast/wcwidth @@ -2276,19 +2246,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 420K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 430K Β· ⏱️ 23.11.2022): ``` conda install -c conda-forge cleo ```
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asciimatics (πŸ₯‰29 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰28 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 - [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 240 Β· πŸ“¦ 830 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 17.01.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 66K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 65K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` pip install asciimatics ``` @@ -2297,7 +2267,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰28 Β· ⭐ 1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT +
questionary (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT - [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 63 Β· πŸ“¦ 8.5K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): @@ -2313,14 +2283,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge questionary ```
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docopt-ng (πŸ₯‰19 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰19 Β· ⭐ 120 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT - [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 09.09.2022): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 27K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 38K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ``` @@ -2340,7 +2310,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - docopt (πŸ₯ˆ35 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT -- blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT +- blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - ConfigArgParse (πŸ₯‰27 Β· ⭐ 640 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - clint (πŸ₯‰24 Β· ⭐ 86 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰21 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT @@ -2361,7 +2331,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡33 Β· ⭐ 1.6K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 1% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/tkem/cachetools @@ -2375,42 +2345,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cachetools ```
-
aiocache (πŸ₯ˆ31 Β· ⭐ 820) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ31 Β· ⭐ 830) - Asyncio cache manager for redis, memcached and memory. BSD-3 - [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 200K / month Β· πŸ“¦ 110 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 190K / month Β· πŸ“¦ 110 Β· ⏱️ 13.01.2023): ``` pip install aiocache ```
beaker (πŸ₯‰28 Β· ⭐ 500) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 130 Β· πŸ“¦ 4.5K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 04.02.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 140 Β· πŸ“¦ 4.5K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 04.02.2023): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 330K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 320K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): ``` pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 67K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 68K Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge beaker ```
-
pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 +
pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 92 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 93 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 220K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 210K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2421,19 +2391,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰25 Β· ⭐ 430) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 370 Β· πŸ“‹ 64 - 32% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 370 Β· πŸ“‹ 65 - 23% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 16K / month Β· πŸ“¦ 27 Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 18K / month Β· πŸ“¦ 27 Β· ⏱️ 06.12.2022): ``` pip install cachier ```
Show 1 hidden projects... -- cached-property (πŸ₯ˆ30 Β· ⭐ 660 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3 +- cached-property (πŸ₯ˆ30 Β· ⭐ 670 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3

@@ -2441,16 +2411,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-web-python - Web UI ( ⭐ 1.8K) - Collection of libraries to implement web-based UIs. +πŸ”— best-of-web-python - Web UI ( ⭐ 1.9K) - Collection of libraries to implement web-based UIs.
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.4K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.5K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 97K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 98K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2459,9 +2429,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 11K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 11K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.7K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.8K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2470,19 +2440,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 96K Β· ⏱️ 17.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 98K Β· ⏱️ 17.10.2022): ``` conda install -c conda-forge pysimplegui ```
-
DearPyGui (πŸ₯ˆ33 Β· ⭐ 9.9K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ33 Β· ⭐ 10K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 520 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 520 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 18K / month Β· πŸ“¦ 33 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 19K / month Β· πŸ“¦ 33 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ``` @@ -2501,16 +2471,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
toga (πŸ₯‰31 Β· ⭐ 3.4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.2K Β· πŸ“‹ 640 - 19% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.2K Β· πŸ“‹ 650 - 19% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.6K / month Β· πŸ“¦ 34 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.9K / month Β· πŸ“¦ 34 Β· ⏱️ 30.01.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 34 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 27 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2522,7 +2492,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chriskiehl/Gooey ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.9K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): +- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 7.1K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): ``` pip install gooey ``` @@ -2538,7 +2508,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 660 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 620 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2583,7 +2553,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` @@ -2599,7 +2569,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 59M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 57M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` pip install chardet ``` @@ -2607,7 +2577,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 29 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 31 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2623,7 +2593,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 45K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 46K Β· ⏱️ 02.11.2022): ``` conda install -c conda-forge emoji ``` @@ -2651,7 +2621,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 14M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): ``` pip install python-slugify ``` @@ -2662,7 +2632,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
inflect (πŸ₯ˆ31 Β· ⭐ 800) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 86 Β· πŸ“‹ 100 - 24% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 87 Β· πŸ“‹ 99 - 18% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/jaraco/inflect @@ -2671,19 +2641,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 300K Β· ⏱️ 21.10.2022): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 300K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge inflect ```
-
pyahocorasick (πŸ₯‰29 Β· ⭐ 780) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰28 Β· ⭐ 780) - Python module (C extension and plain python) implementing Aho-.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 650K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 660K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2703,7 +2673,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 49K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 50K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ``` @@ -2715,7 +2685,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 79K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 74K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2723,7 +2693,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - awesome-slugify (πŸ₯‰22 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰14 Β· ⭐ 75 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2731,7 +2701,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-web-python ( ⭐ 1.8K) - A ranked list of awesome python libraries for web development. Updated.. +πŸ”— best-of-web-python ( ⭐ 1.9K) - A ranked list of awesome python libraries for web development. Updated..
@@ -2741,36 +2711,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +
boto3 (πŸ₯‡45 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 540K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 290K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 05.04.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 70M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 510M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` - pip install SQLAlchemy + pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 11M Β· ⏱️ 19.03.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 05.04.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge boto3 ```
-
boto3 (πŸ₯‡45 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 280K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 540K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 05.04.2023): ``` - git clone https://github.com/boto/boto3 + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 510M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 70M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` - pip install boto3 + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 11M Β· ⏱️ 06.04.2023): ``` - conda install -c conda-forge boto3 + conda install -c conda-forge sqlalchemy ```
redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT @@ -2780,18 +2750,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 930K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 940K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge redis-py ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8K - 12% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.1K - 12% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2807,7 +2777,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 9.9K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 06.04.2023): ``` git clone https://github.com/coleifer/peewee @@ -2821,25 +2791,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.4K - 1% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.6K - 5% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 43M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 42M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.2M Β· ⏱️ 30.03.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.3M Β· ⏱️ 30.03.2023): ``` conda install -c conda-forge google-cloud-storage ```
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PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K Β· πŸ“ˆ) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 630 - 5% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 630 - 5% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/PyMySQL/PyMySQL @@ -2869,7 +2839,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge elasticsearch ```
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MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT - [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 20K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 03.03.2023): @@ -2885,18 +2855,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
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alembic (πŸ₯ˆ39 Β· ⭐ 1.8K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 150K Β· πŸ“‹ 940 - 10% open Β· ⏱️ 10.03.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 150K Β· πŸ“‹ 940 - 10% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 24M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 23M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.2M Β· ⏱️ 08.03.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.2M Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge alembic ``` @@ -2908,23 +2878,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 380K Β· ⏱️ 30.09.2020): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 390K Β· ⏱️ 30.09.2020): ``` conda install -c conda-forge kafka-python ```
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pymongo (πŸ₯ˆ38 Β· ⭐ 3.8K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +
pymongo (πŸ₯ˆ38 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 05.04.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 21M / month Β· πŸ“¦ 20K Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month Β· πŸ“¦ 20K Β· ⏱️ 25.01.2023): ``` pip install pymongo ``` @@ -2935,12 +2905,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ38 Β· ⭐ 580) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 560 - 17% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 560 - 17% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 31M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` pip install google-cloud-bigquery ``` @@ -2951,7 +2921,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“₯ 180K Β· πŸ“¦ 930 Β· πŸ“‹ 890 - 4% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“₯ 180K Β· πŸ“¦ 950 Β· πŸ“‹ 900 - 4% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2960,35 +2930,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 330K Β· ⏱️ 03.03.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 330K Β· ⏱️ 31.03.2023): ``` conda install -c conda-forge awswrangler ```
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 810 Β· πŸ“¦ 5.7K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 820 Β· πŸ“¦ 5.7K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.7M / month Β· πŸ“¦ 400 Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.6M / month Β· πŸ“¦ 410 Β· ⏱️ 24.01.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 660K Β· ⏱️ 28.10.2022): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 670K Β· ⏱️ 28.10.2022): ``` conda install -c conda-forge python-confluent-kafka ```
Ibis (πŸ₯ˆ36 Β· ⭐ 2.6K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“₯ 58 Β· πŸ“¦ 460 Β· πŸ“‹ 2K - 3% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“₯ 60 Β· πŸ“¦ 460 Β· πŸ“‹ 2K - 3% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 99K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): ``` pip install ibis-framework ``` @@ -3025,14 +2995,14 @@ _Libraries for connecting to, operating, and querying databases._ pip install apache-libcloud ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 660) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ35 Β· ⭐ 670) - S3 Filesystem. BSD-3 - [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 26% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 80M / month Β· πŸ“¦ 590 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 83M / month Β· πŸ“¦ 590 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` @@ -3043,16 +3013,16 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.6K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 160 Β· πŸ“¦ 8.7K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 160 Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.1M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 6.9K Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7K Β· ⏱️ 16.03.2023): ``` conda install -c anaconda elasticsearch-dsl ``` @@ -3080,7 +3050,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 97K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 98K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): ``` pip install tortoise-orm ``` @@ -3091,12 +3061,12 @@ _Libraries for connecting to, operating, and querying databases._
Databases (πŸ₯ˆ33 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 320 - 42% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 16.01.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 500K / month Β· πŸ“¦ 130 Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 450K / month Β· πŸ“¦ 130 Β· ⏱️ 18.12.2022): ``` pip install databases ``` @@ -3107,7 +3077,7 @@ _Libraries for connecting to, operating, and querying databases._
Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 720 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 720 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/prometheus/client_python @@ -3121,6 +3091,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge prometheus_client ```
+
PynamoDB (πŸ₯ˆ33 Β· ⭐ 2.1K) - A pythonic interface to Amazons DynamoDB. MIT + +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 30.03.2023): + + ``` + git clone https://github.com/pynamodb/PynamoDB + ``` +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2023): + ``` + pip install pynamodb + ``` +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 300K Β· ⏱️ 21.02.2023): + ``` + conda install -c conda-forge pynamodb + ``` +
Motor (πŸ₯ˆ33 Β· ⭐ 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 - [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 55K Β· ⏱️ 21.03.2023): @@ -3132,7 +3118,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 54K Β· ⏱️ 25.10.2022): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 55K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge motor ``` @@ -3151,7 +3137,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 780) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.1K Β· πŸ“‹ 230 - 4% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.2K Β· πŸ“‹ 220 - 3% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3160,7 +3146,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 170K Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 170K Β· ⏱️ 31.03.2023): ``` conda install -c conda-forge neo4j-python-driver ``` @@ -3181,30 +3167,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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pandas-gbq (πŸ₯ˆ33 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 - -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 280 Β· πŸ“¦ 6.3K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): - - ``` - git clone https://github.com/googleapis/python-bigquery-pandas - ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.5M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): - ``` - pip install pandas-gbq - ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.7M Β· ⏱️ 08.02.2023): - ``` - conda install -c conda-forge pandas-gbq - ``` -
mysqlclient (πŸ₯‰32 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.5M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` pip install mysqlclient ``` @@ -3213,36 +3183,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mysqlclient ```
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PynamoDB (πŸ₯‰32 Β· ⭐ 2.1K) - A pythonic interface to Amazons DynamoDB. MIT +
pandas-gbq (πŸ₯‰32 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 280 Β· πŸ“¦ 6.4K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): ``` - git clone https://github.com/pynamodb/PynamoDB - ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2023): - ``` - pip install pynamodb - ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 300K Β· ⏱️ 21.02.2023): - ``` - conda install -c conda-forge pynamodb - ``` -
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PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 - -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 240 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 34% open Β· ⏱️ 15.03.2022): - - ``` - git clone https://github.com/kayak/pypika + git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.1M / month Β· πŸ“¦ 64 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.3M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): ``` - pip install pypika + pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 1.7K Β· ⏱️ 25.10.2021): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.8M Β· ⏱️ 08.02.2023): ``` - conda install -c conda-forge pypika + conda install -c conda-forge pandas-gbq ```
s3transfer (πŸ₯‰32 Β· ⭐ 160) - Amazon S3 Transfer Manager for Python. Apache-2 @@ -3252,7 +3206,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` pip install s3transfer ``` @@ -3261,18 +3215,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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sqlmodel (πŸ₯‰31 Β· ⭐ 9.6K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic +
sqlmodel (πŸ₯‰31 Β· ⭐ 9.7K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 400 Β· πŸ“¦ 5.4K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 400 Β· πŸ“¦ 5.5K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 380K / month Β· πŸ“¦ 69 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 370K / month Β· πŸ“¦ 69 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 9.6K Β· ⏱️ 30.08.2022): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 9.9K Β· ⏱️ 30.08.2022): ``` conda install -c conda-forge sqlmodel ``` @@ -3309,9 +3263,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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cx-Oracle (πŸ₯‰30 Β· ⭐ 850 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 +
cx-Oracle (πŸ₯‰30 Β· ⭐ 860 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.1K Β· πŸ“‹ 630 - 6% open Β· ⏱️ 08.06.2022): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.2K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 08.06.2022): ``` git clone https://github.com/oracle/python-cx_Oracle @@ -3332,7 +3286,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 270K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 280K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): ``` pip install records ``` @@ -3343,32 +3297,20 @@ _Libraries for connecting to, operating, and querying databases._
dataset (πŸ₯‰29 Β· ⭐ 4.4K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 2.9K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 3K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 51K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 50K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 4.9K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5K Β· ⏱️ 01.02.2023): ``` conda install -c conda-forge dataset ```
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redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - -- [GitHub](https://github.com/Grokzen/redis-py-cluster) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 300 Β· πŸ“₯ 3.6K Β· πŸ“¦ 1.5K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 12.03.2022): - - ``` - git clone https://github.com/grokzen/redis-py-cluster - ``` -- [PyPi](https://pypi.org/project/redis-py-cluster) (πŸ“₯ 2.1M / month Β· πŸ“¦ 200 Β· ⏱️ 30.05.2021): - ``` - pip install redis-py-cluster - ``` -
pysolr (πŸ₯‰29 Β· ⭐ 640 Β· πŸ’€) - Pysolr Python Solr client. BSD-3 - [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 330 Β· πŸ“¦ 2.9K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 12.04.2022): @@ -3376,7 +3318,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 250K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 240K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3387,17 +3329,17 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰28 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 45 Β· πŸ“¦ 190 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 200 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 14K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 15K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): ``` pip install prisma ```
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piccolos (πŸ₯‰28 Β· ⭐ 990) - A fast, user friendly ORM and query builder which supports asyncio. MIT +
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT - [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.03.2023): @@ -3411,12 +3353,12 @@ _Libraries for connecting to, operating, and querying databases._
HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 160 Β· πŸ“¦ 730 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 12.07.2022): +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 160 Β· πŸ“¦ 740 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 12.07.2022): ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 150K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 160K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3425,34 +3367,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - -- [GitHub](https://github.com/cloudant/python-cloudant) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 53 Β· πŸ“¦ 2K Β· ⏱️ 10.03.2022): - - ``` - git clone https://github.com/cloudant/python-cloudant - ``` -- [PyPi](https://pypi.org/project/cloudant) (πŸ“₯ 120K / month Β· πŸ“¦ 290 Β· ⏱️ 26.08.2021): - ``` - pip install cloudant - ``` -- [Conda](https://anaconda.org/conda-forge/cloudant) (πŸ“₯ 100K Β· ⏱️ 26.08.2021): - ``` - conda install -c conda-forge cloudant - ``` -
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umongo (πŸ₯‰25 Β· ⭐ 430) - sync/async MongoDB ODM, yes. MIT +
umongo (πŸ₯‰25 Β· ⭐ 430 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 12K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 25K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 3.6K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 3.7K Β· ⏱️ 23.12.2021): ``` conda install -c conda-forge umongo ``` @@ -3464,48 +3390,48 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 17K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): ``` pip install odmantic ```
filedepot (πŸ₯‰21 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 740 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 04.02.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 750 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 04.02.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5.3K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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PugSQL (πŸ₯‰20 Β· ⭐ 600 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +
aioprometheus (πŸ₯‰20 Β· ⭐ 140) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/mcfunley/pugsql) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 51 Β· πŸ“‹ 42 - 52% open Β· ⏱️ 27.05.2022): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 16 Β· πŸ“¦ 120 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): ``` - git clone https://github.com/mcfunley/pugsql + git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 26K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 110K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): ``` - pip install pugsql + pip install aioprometheus ```
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aioprometheus (πŸ₯‰20 Β· ⭐ 140) - A Prometheus Python client library for asyncio-based applications. MIT +
PugSQL (πŸ₯‰19 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 16 Β· πŸ“¦ 120 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/mcfunley/pugsql) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 52 Β· πŸ“‹ 42 - 52% open Β· ⏱️ 27.05.2022): ``` - git clone https://github.com/claws/aioprometheus + git clone https://github.com/mcfunley/pugsql ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 120K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 27K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): ``` - pip install aioprometheus + pip install pugsql ```
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psycopg3 (πŸ₯‰18 Β· ⭐ 980) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
psycopg3 (πŸ₯‰18 Β· ⭐ 990) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 - [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 98 Β· πŸ“‹ 290 - 13% open Β· ⏱️ 30.03.2023): @@ -3513,21 +3439,24 @@ _Libraries for connecting to, operating, and querying databases._ git clone https://github.com/psycopg/psycopg ```
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Show 13 hidden projects... +
Show 16 hidden projects... -- psycopg2 (πŸ₯ˆ38 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯‰31 Β· ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 47) - Google Cloud Bigtable API client library. Apache-2 +- psycopg2 (πŸ₯ˆ39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯‰32 Β· ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0 +- PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 48) - Google Cloud Bigtable API client library. Apache-2 - py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ’€) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 +- cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰22 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 250 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰15 Β· ⭐ 700 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- SuperSQLite (πŸ₯‰14 Β· ⭐ 700 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3539,55 +3468,55 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡44 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.7K Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 3% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.7K Β· πŸ“¦ 120K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.8M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.7M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 730K Β· ⏱️ 24.03.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 740K Β· ⏱️ 05.04.2023): ``` conda install -c conda-forge faker ```
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 13K Β· πŸ“‹ 2.2K - 24% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 13K Β· πŸ“‹ 2.2K - 24% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.5M / month Β· πŸ“¦ 410 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.6M / month Β· πŸ“¦ 410 Β· ⏱️ 26.01.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 230K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 240K Β· ⏱️ 30.03.2023): ``` conda install -c conda-forge datasets ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 26.03.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 96K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 92K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 570K Β· ⏱️ 27.03.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 570K Β· ⏱️ 31.03.2023): ``` conda install -c conda-forge xlwings ```
Tablib (πŸ₯ˆ36 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 39K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 40K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/jazzband/tablib @@ -3596,19 +3525,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 83K Β· ⏱️ 24.03.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 84K Β· ⏱️ 24.03.2023): ``` conda install -c conda-forge tablib ```
python-magic (πŸ₯ˆ34 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 40K Β· πŸ“‹ 190 - 17% open Β· ⏱️ 23.01.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 40K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3672,7 +3601,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 14M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): ``` pip install smart-open ``` @@ -3683,36 +3612,20 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ31 Β· ⭐ 880) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 130 Β· πŸ“¦ 960 Β· πŸ“‹ 340 - 29% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 130 Β· πŸ“¦ 980 Β· πŸ“‹ 340 - 29% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 20K / month Β· πŸ“¦ 110 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 22K / month Β· πŸ“¦ 110 Β· ⏱️ 26.08.2022): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 360K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 370K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge intake ```
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pandas-datareader (πŸ₯ˆ30 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 - -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 640 Β· πŸ“‹ 530 - 25% open Β· ⏱️ 16.03.2022): - - ``` - git clone https://github.com/pydata/pandas-datareader - ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 610K / month Β· πŸ“¦ 830 Β· ⏱️ 13.07.2021): - ``` - pip install pandas-datareader - ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 270K Β· ⏱️ 14.07.2021): - ``` - conda install -c conda-forge pandas-datareader - ``` -
snorkel (πŸ₯‰29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 280 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): @@ -3720,7 +3633,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 50K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 51K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3729,25 +3642,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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textract (πŸ₯‰27 Β· ⭐ 3.4K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - -- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“‹ 220 - 41% open Β· ⏱️ 10.03.2022): - - ``` - git clone https://github.com/deanmalmgren/textract - ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 140K / month Β· πŸ“¦ 120 Β· ⏱️ 10.03.2022): - ``` - pip install textract - ``` -- [Conda](https://anaconda.org/conda-forge/textract) (πŸ“₯ 19K Β· ⏱️ 10.03.2022): - ``` - conda install -c conda-forge textract - ``` -
camelot (πŸ₯‰23 Β· ⭐ 1.9K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 330 Β· πŸ“‹ 260 - 61% open Β· ⏱️ 18.03.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 330 Β· πŸ“‹ 270 - 62% open Β· ⏱️ 18.03.2023): ``` git clone https://github.com/camelot-dev/camelot @@ -3759,12 +3656,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰23 Β· ⭐ 1.7K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“₯ 830 Β· πŸ“¦ 29 Β· πŸ“‹ 180 - 41% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“₯ 860 Β· πŸ“¦ 29 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 16.01.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 6.4K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 6.5K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ``` @@ -3776,31 +3673,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.4K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.5K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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Upgini (πŸ₯‰19 Β· ⭐ 180) - Free automated data enrichment library for machine learning searches.. BSD-3 +
Upgini (πŸ₯‰19 Β· ⭐ 190) - Free automated data enrichment library for machine learning searches.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 05.04.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.4K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.1K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ```
Squirrel (πŸ₯‰17 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 5 - 60% open Β· ⏱️ 09.03.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 4 - 50% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.7K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.4K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): ``` pip install squirrel-core ``` @@ -3809,20 +3706,22 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c anaconda squirrel-core ```
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Show 12 hidden projects... +
Show 14 hidden projects... - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ30 Β· ⭐ 1.3K Β· πŸ“ˆ) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0 +- SDV (πŸ₯ˆ32 Β· ⭐ 1.3K Β· πŸ“ˆ) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- pandas-datareader (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- textract (πŸ₯‰27 Β· ⭐ 3.4K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - messytables (πŸ₯‰24 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 -- excalibur (πŸ₯‰21 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT - datatest (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT - borb (πŸ₯‰19 Β· ⭐ 2.9K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed -- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 750 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 750 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3834,27 +3733,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡46 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 450K Β· πŸ“¦ 6.3K Β· πŸ“‹ 7.2K - 12% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 450K Β· πŸ“¦ 6.3K Β· πŸ“‹ 7.3K - 12% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 250 Β· ⏱️ 14.03.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 260 Β· ⏱️ 14.03.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 860K Β· ⏱️ 15.03.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 860K Β· ⏱️ 01.04.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 430 Β· ⏱️ 29.03.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 440 Β· ⏱️ 31.03.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡45 Β· ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 98K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 98K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/celery/celery @@ -3870,124 +3769,124 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.4K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.5K Β· πŸ“‹ 3.6K - 19% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 790K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 410K Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 420K Β· ⏱️ 30.03.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 6.7K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.6K - 75% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 75% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.2M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 37K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 38K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 8.8K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 01.04.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 730K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 690K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 88K Β· ⏱️ 30.06.2021): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 89K Β· ⏱️ 30.06.2021): ``` conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 7K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 7.1K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 880 Β· πŸ“¦ 1K Β· πŸ“‹ 5.4K - 29% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 900 Β· πŸ“¦ 1.1K Β· πŸ“‹ 5.4K - 30% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 650K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 620K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 820K Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 830K Β· ⏱️ 04.03.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.2K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 11% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 9% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.5M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.4M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 610K Β· ⏱️ 24.03.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 620K Β· ⏱️ 05.04.2023): ``` conda install -c conda-forge great-expectations ```
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joblib (πŸ₯ˆ39 Β· ⭐ 3.1K) - Computing with Python functions. BSD-3 +
dbt (πŸ₯ˆ38 Β· ⭐ 6.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 270K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2.4K Β· πŸ“‹ 3.8K - 11% open Β· ⏱️ 06.04.2023): ``` - git clone https://github.com/joblib/joblib + git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 29M / month Β· πŸ“¦ 5.9K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 91K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` - pip install joblib + pip install dbt ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 17M Β· ⏱️ 10.10.2022): +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 230K Β· ⏱️ 09.12.2021): ``` - conda install -c conda-forge joblib + conda install -c conda-forge dbt ```
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dbt (πŸ₯ˆ38 Β· ⭐ 6.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
joblib (πŸ₯ˆ38 Β· ⭐ 3.1K Β· πŸ“‰) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.2K Β· πŸ“¦ 2.4K Β· πŸ“‹ 3.8K - 11% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 270K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 23.03.2023): ``` - git clone https://github.com/dbt-labs/dbt-core + git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 29M / month Β· πŸ“¦ 5.9K Β· ⏱️ 10.10.2022): ``` - pip install dbt + pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 230K Β· ⏱️ 09.12.2021): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 17M Β· ⏱️ 10.10.2022): ``` - conda install -c conda-forge dbt + conda install -c conda-forge joblib ```
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luigi (πŸ₯ˆ37 Β· ⭐ 16K Β· πŸ“‰) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 +
luigi (πŸ₯ˆ37 Β· ⭐ 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 - [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.1K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 750K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 720K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` @@ -3998,7 +3897,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 8.2K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/kedro-org/kedro @@ -4015,7 +3914,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 600K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 650K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -4026,12 +3925,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ32 Β· ⭐ 5.4K) - Data Lake for Deep Learning. Build, manage, query, version, &.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 100 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 110 Β· πŸ“‹ 410 - 10% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 31K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 14K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -4043,7 +3942,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 78K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 75K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -4054,28 +3953,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ31 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 91 Β· πŸ“‹ 180 - 16% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 92 Β· πŸ“‹ 180 - 13% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5.4K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): ``` pip install zenml ```
ploomber (πŸ₯ˆ30 Β· ⭐ 3K) - The fastest way to build data pipelines. Develop iteratively, deploy.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 72 Β· πŸ“‹ 830 - 16% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 73 Β· πŸ“‹ 830 - 16% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 8.3K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.7K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 51K Β· ⏱️ 31.01.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 53K Β· ⏱️ 31.01.2023): ``` conda install -c conda-forge ploomber ``` @@ -4087,11 +3986,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 160K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 170K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 64K Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 65K Β· ⏱️ 24.02.2023): ``` conda install -c conda-forge mleap ``` @@ -4108,19 +4007,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install faust ```
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whylogs (πŸ₯‰29 Β· ⭐ 2.1K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
whylogs (πŸ₯‰29 Β· ⭐ 2.2K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 92 Β· πŸ“₯ 77 Β· πŸ“¦ 78 Β· πŸ“‹ 340 - 9% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 92 Β· πŸ“₯ 68 Β· πŸ“¦ 82 Β· πŸ“‹ 350 - 9% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 55K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 49K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): ``` pip install whylogs ```
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PyFunctional (πŸ₯‰27 Β· ⭐ 2.1K) - Python library for creating data pipelines with chain functional.. MIT +
PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT - [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 580 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): @@ -4134,16 +4033,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
arq (πŸ₯‰26 Β· ⭐ 1.5K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 380 Β· πŸ“‹ 180 - 31% open Β· ⏱️ 19.03.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 380 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 19.03.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 44K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 42K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.2K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.3K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ``` @@ -4155,19 +4054,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.4K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.3K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 26.03.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 96K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 95K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4179,31 +4078,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 17K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 16K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ```
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TaskTiger (πŸ₯‰24 Β· ⭐ 1.2K) - Python task queue using Redis. MIT - -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 27.03.2023): - - ``` - git clone https://github.com/closeio/tasktiger - ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 1.2K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): - ``` - pip install tasktiger - ``` -
Pypeline (πŸ₯‰23 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 87 Β· πŸ“¦ 92 Β· πŸ“‹ 63 - 26% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 92 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 22K / month Β· πŸ“¦ 9 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 20K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4212,6 +4099,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT + +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 27.03.2023): + + ``` + git clone https://github.com/closeio/tasktiger + ``` +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 850 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): + ``` + pip install tasktiger + ``` +
pysparkling (πŸ₯‰23 Β· ⭐ 260) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 150 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): @@ -4235,19 +4134,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 350 / month Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 600 / month Β· ⏱️ 02.01.2023): ``` pip install batchflow ```
pdpipe (πŸ₯‰21 Β· ⭐ 700) - Easy pipelines for pandas DataFrames. MIT -- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 51 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): +- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 52 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 2.1K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 2K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): ``` pip install pdpipe ``` @@ -4256,48 +4155,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - -- [GitHub](https://github.com/databricks/spark-deep-learning) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 460 Β· πŸ“¦ 32 Β· πŸ“‹ 100 - 74% open Β· ⏱️ 21.03.2022): - - ``` - git clone https://github.com/databricks/spark-deep-learning - ``` -
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Databolt Flow (πŸ₯‰19 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT - [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 21 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 320 / month Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 270 / month Β· ⏱️ 26.10.2022): ``` pip install d6tflow ```
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flupy (πŸ₯‰18 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 12 Β· πŸ“‹ 13 - 15% open Β· ⏱️ 24.10.2022): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“‹ 39 - 58% open Β· ⏱️ 03.03.2023): ``` - git clone https://github.com/olirice/flupy + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· πŸ“¦ 1 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 130 / month Β· ⏱️ 22.09.2022): ``` - pip install flupy + pip install mara-pipelines ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“‹ 39 - 58% open Β· ⏱️ 03.03.2023): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 12 Β· πŸ“‹ 13 - 15% open Β· ⏱️ 24.10.2022): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 140 / month Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· πŸ“¦ 1 Β· ⏱️ 21.10.2022): ``` - pip install mara-pipelines + pip install flupy ```
bodywork-core (πŸ₯‰16 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 @@ -4307,7 +4198,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 180 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 210 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ``` @@ -4319,7 +4210,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 110 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 49 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4331,19 +4222,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 82 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 83 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ```
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Show 7 hidden projects... +
Show 8 hidden projects... - mrjob (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 -- bonobo (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 +- bonobo (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- spark-deep-learning (πŸ₯‰20 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT -- kale (πŸ₯‰17 Β· ⭐ 590 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter +- kale (πŸ₯‰16 Β· ⭐ 590 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

@@ -4352,9 +4244,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡38 Β· ⭐ 2.1K) - Canonical source repository for PyYAML. MIT +
PyYAML (πŸ₯‡38 Β· ⭐ 2.1K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 750K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 760K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4379,14 +4271,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.5M Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.6M Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge xlsxwriter ```
jmespath (πŸ₯‰33 Β· ⭐ 1.8K) - JMESPath is a query language for JSON. MIT -- [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 140 - 38% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/jmespath/jmespath.py @@ -4417,7 +4309,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 230K Β· ⏱️ 18.03.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 240K Β· ⏱️ 18.03.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4441,7 +4333,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... - importlib-resources (πŸ₯ˆ31 Β· ⭐ 40) - Read resources from Python packages. Apache-2 -- entrypoints (πŸ₯‰25 Β· ⭐ 71 Β· πŸ’€) - Discover and load entry points from installed packages. MIT +- entrypoints (πŸ₯‰24 Β· ⭐ 71 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4451,7 +4343,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡40 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 660K Β· πŸ“‹ 630 - 18% open Β· ⏱️ 18.03.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 670K Β· πŸ“‹ 640 - 18% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4460,14 +4352,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 26M Β· ⏱️ 21.12.2022): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 27M Β· ⏱️ 21.12.2022): ``` conda install -c conda-forge attrs ```
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more-itertools (πŸ₯‡39 Β· ⭐ 3K) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡40 Β· ⭐ 3K Β· πŸ“ˆ) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 170K Β· πŸ“‹ 250 - 10% open Β· ⏱️ 19.03.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 170K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4483,23 +4375,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ35 Β· ⭐ 6.1K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.1K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 20.02.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.1K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.2M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.3M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 820K Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 970K Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 87K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 88K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4524,23 +4416,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.2M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.3M Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge tenacity ```
python-dependency-injector (πŸ₯ˆ33 Β· ⭐ 2.8K) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 200 Β· πŸ“¦ 1.9K Β· πŸ“‹ 480 - 27% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 210 Β· πŸ“¦ 1.9K Β· πŸ“‹ 480 - 28% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 990K / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 20K Β· ⏱️ 19.12.2022): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 21K Β· ⏱️ 19.12.2022): ``` conda install -c conda-forge dependency_injector ``` @@ -4556,7 +4448,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install natsort ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.1M Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.2M Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge natsort ``` @@ -4568,7 +4460,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.9M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.8M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): ``` pip install funcy ``` @@ -4577,54 +4469,43 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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returns (πŸ₯‰28 Β· ⭐ 2.6K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰27 Β· ⭐ 2.6K) - Make your functions return something meaningful, typed, and safe!. BSD-2 - [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 96 Β· πŸ“¦ 340 Β· πŸ“‹ 410 - 18% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 57K / month Β· πŸ“¦ 53 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 55K / month Β· πŸ“¦ 53 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.5K Β· ⏱️ 13.03.2022): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.6K Β· ⏱️ 13.03.2022): ``` conda install -c conda-forge returns ```
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ubelt (πŸ₯‰27 Β· ⭐ 650) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰26 Β· ⭐ 670) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.3K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.3K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 26K / month Β· πŸ“¦ 64 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 25K / month Β· πŸ“¦ 64 Β· ⏱️ 03.12.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 39K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 40K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ```
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pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - -- [GitHub](https://github.com/santinic/pampy) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 130 Β· πŸ“¦ 340 Β· πŸ“‹ 38 - 60% open Β· ⏱️ 29.03.2022): - - ``` - git clone https://github.com/santinic/pampy - ``` -- [PyPi](https://pypi.org/project/pampy) (πŸ“₯ 25K / month Β· πŸ“¦ 31 Β· ⏱️ 07.11.2019): - ``` - pip install pampy - ``` -
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Show 4 hidden projects... +
Show 5 hidden projects... - retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 610 Β· πŸ’€) - API Rate Limit Decorator. MIT +- pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2
@@ -4636,16 +4517,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡41 Β· ⭐ 52K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 55K / month Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 54K / month Β· ⏱️ 22.07.2020): ``` pip install cpython ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.4M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.5M Β· ⏱️ 01.05.2021): ``` conda install -c conda-forge typing ``` @@ -4654,9 +4535,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ34 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ33 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 59K Β· πŸ“¦ 42 Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 59K Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/micropython/micropython @@ -4676,9 +4557,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- grumpy (πŸ₯‰20 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 910 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed -- cl-python (πŸ₯‰11 Β· ⭐ 340 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed +- cl-python (πŸ₯‰11 Β· ⭐ 350 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4688,12 +4569,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.2K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 510 Β· πŸ“¦ 490K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 510 Β· πŸ“¦ 490K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 53M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 52M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): ``` pip install pygments ``` @@ -4702,9 +4583,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡38 Β· ⭐ 19K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡38 Β· ⭐ 19K Β· πŸ’€) - A cross-platform command-line utility that creates projects.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 830 - 31% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): ``` git clone https://github.com/cookiecutter/cookiecutter @@ -4720,7 +4601,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡38 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 240 Β· πŸ“₯ 7.7K Β· πŸ“¦ 750K Β· πŸ“‹ 300 - 12% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 250 Β· πŸ“₯ 7.7K Β· πŸ“¦ 750K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/pyparsing/pyparsing @@ -4736,7 +4617,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ37 Β· ⭐ 2.8K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 520K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 530K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/eliben/pycparser @@ -4752,7 +4633,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯ˆ35 Β· ⭐ 29K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.8K Β· πŸ“¦ 930 Β· πŸ“‹ 500 - 64% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.8K Β· πŸ“¦ 940 Β· πŸ“‹ 500 - 64% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/mingrammer/diagrams @@ -4773,7 +4654,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 76M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): ``` pip install wrapt ``` @@ -4789,7 +4670,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 68M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 69M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4805,7 +4686,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 31M / month Β· πŸ“¦ 680 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 30M / month Β· πŸ“¦ 680 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4821,18 +4702,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 560K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 540K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 35K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 36K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge fastcore ```
pyscaffold (πŸ₯‰31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 170 Β· πŸ“‹ 280 - 7% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 170 Β· πŸ“‹ 280 - 7% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pyscaffold/pyscaffold @@ -4848,12 +4729,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯‰31 Β· ⭐ 920) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 61M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): ``` pip install pluggy ``` @@ -4864,12 +4745,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
keyboard (πŸ₯‰30 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 9.9K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 10K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 420K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 410K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4878,77 +4759,77 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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Copier (πŸ₯‰28 Β· ⭐ 950) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯‰28 Β· ⭐ 960) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 380 Β· πŸ“‹ 340 - 15% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 380 Β· πŸ“‹ 340 - 14% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 38K / month Β· πŸ“¦ 9 Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 40K / month Β· πŸ“¦ 9 Β· ⏱️ 29.12.2022): ``` pip install copier ```
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pyscreenshot (πŸ₯‰27 Β· ⭐ 460) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 +
powerline-shell (πŸ₯‰27 Β· ⭐ 6K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· πŸ“¦ 1.9K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 93 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): ``` - git clone https://github.com/ponty/pyscreenshot + git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 86K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.9K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` - pip install pyscreenshot + pip install powerline-shell ```
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catalogue (πŸ₯‰27 Β· ⭐ 140) - Super lightweight function registries for your library. MIT +
pyscreenshot (πŸ₯‰27 Β· ⭐ 460) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 22K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· πŸ“¦ 1.9K Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/explosion/catalogue - ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.1M / month Β· πŸ“¦ 64 Β· ⏱️ 18.10.2022): - ``` - pip install catalogue + git clone https://github.com/ponty/pyscreenshot ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 950K Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 82K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` - conda install -c conda-forge catalogue + pip install pyscreenshot ```
-
powerline-shell (πŸ₯‰26 Β· ⭐ 6K) - A beautiful and useful prompt for your shell. MIT +
Send2Trash (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 93 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 34 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 27.07.2022): ``` - git clone https://github.com/b-ryan/powerline-shell + git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.4K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.9M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` - pip install powerline-shell + pip install send2trash + ``` +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.4M Β· ⏱️ 09.08.2021): + ``` + conda install -c conda-forge send2trash ```
-
Send2Trash (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 +
catalogue (πŸ₯‰26 Β· ⭐ 140) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 33 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 27.07.2022): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 23K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 13.02.2023): ``` - git clone https://github.com/arsenetar/send2trash + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4M / month Β· πŸ“¦ 64 Β· ⏱️ 18.10.2022): ``` - pip install send2trash + pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.3M Β· ⏱️ 09.08.2021): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 960K Β· ⏱️ 27.10.2022): ``` - conda install -c conda-forge send2trash + conda install -c conda-forge catalogue ```
-
python-mss (πŸ₯‰24 Β· ⭐ 820) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰25 Β· ⭐ 820) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 77 Β· πŸ“‹ 130 - 32% open Β· ⏱️ 01.01.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 77 Β· πŸ“‹ 130 - 32% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/BoboTiG/python-mss @@ -4964,7 +4845,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- openpyxl (πŸ₯‰26 Β· ⭐ 54) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 55) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-04-06_changes.md b/history/2023-04-06_changes.md new file mode 100644 index 0000000..319f146 --- /dev/null +++ b/history/2023-04-06_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- jsonschema (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT +- polars (πŸ₯ˆ40 Β· ⭐ 16K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +- more-itertools (πŸ₯‡40 Β· ⭐ 3K Β· πŸ“ˆ) - More routines for operating on iterables, beyond itertools. MIT +- SDV (πŸ₯ˆ32 Β· ⭐ 1.3K Β· πŸ“ˆ) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0 +- python-benedict (πŸ₯ˆ29 Β· ⭐ 1K Β· πŸ“ˆ) - dict subclass with keylist/keypath support, built-in I/O.. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- joblib (πŸ₯ˆ38 Β· ⭐ 3.1K Β· πŸ“‰) - Computing with Python functions. BSD-3 +- PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 11K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +- arrow (πŸ₯ˆ36 Β· ⭐ 8.3K Β· πŸ“‰) - Better dates & times for Python. Apache-2 +- numexpr (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ“‰) - Fast numerical array expression evaluator for Python, NumPy,.. MIT + diff --git a/history/2023-04-06_projects.csv b/history/2023-04-06_projects.csv new file mode 100644 index 0000000..e058a3b --- /dev/null +++ b/history/2023-04-06_projects.csv @@ -0,0 +1,389 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-30 17:12:19.000,2023-03-30 17:12:18,363.0,27.0,2000,370.0,186.0,15.0,31.0,13313,2023-03-30 17:12:28.000,2023.03.30,91.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-03-30 17:11:53.000,2023-03-30 17:11:52,217.0,26.0,141,52.0,133.0,1.0,2.0,1853,2023-03-30 17:11:58.000,2023.03.30,83.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-03-30 17:12:36.000,2023-03-30 17:12:35,215.0,25.0,37,22.0,131.0,1.0,5.0,705,2023-03-30 17:12:45.000,2023.03.30,82.0,6.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-03-30 17:11:53.000,2023-03-30 17:11:52,217.0,26.0,141,52.0,133.0,1.0,2.0,1853,2023-03-30 17:11:58.000,2023.03.30,83.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-30 17:12:19.000,2023-03-30 17:12:18,363.0,27.0,2000,370.0,186.0,15.0,31.0,13313,2023-03-30 17:12:28.000,2023.03.30,91.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-01-27 22:41:14.000,2023-01-27 22:41:14,830.0,4.0,6752,1667.0,320.0,9.0,73.0,37028,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-03-30 17:12:19.000,2023-03-30 17:12:18,363.0,27.0,2000,370.0,186.0,15.0,31.0,13313,2023-03-30 17:12:28.000,2023.03.30,91.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-04-06 13:06:17.000,2023-04-06 12:43:13,32036.0,937.0,15998,1111.0,28167.0,3582.0,20824.0,37810,2023-04-03 14:12:30.948,2.0.0,113.0,3285.0,53,True,pandas,conda-forge/pandas,['pandas'],187854.0,112895096.0,1131361.0,1063531.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,67830.0,112443742.0,https://anaconda.org/conda-forge/pandas,2023-04-03 23:10:44.239,37321986.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-04-06 12:33:48.000,2023-04-06 10:34:33,31947.0,700.0,7840,577.0,12132.0,2151.0,9377.0,23118,2023-02-05 20:16:57.000,1.24.2,139.0,1604.0,51,True,numpy,conda-forge/numpy,,690259.0,151611901.0,1667109.0,1536841.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,130268.0,150963843.0,https://anaconda.org/conda-forge/numpy,2023-02-06 01:44:11.557,53044841.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-04-06 06:47:12.000,2023-04-06 06:47:05,11411.0,704.0,14907,2077.0,6757.0,846.0,4808.0,58848,2023-03-10 18:35:01.000,22.2,130.0,1077.0,49,True,protobuf,conda-forge/protobuf,,37831363.0,126684522.0,397276.0,378359.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15647.0,120313345.0,https://anaconda.org/conda-forge/protobuf,2022-12-23 12:30:23.074,13326770.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3270.0,5552507.0,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-04-06 12:17:05.000,2023-04-06 00:45:44,53579.0,288.0,23210,1951.0,48889.0,980.0,30630.0,56931,2023-03-28 17:24:02.816,7.4.0,320.0,6707.0,48,True,ansible,conda-forge/ansible,,,4349485.0,31156.0,27084.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4072.0,4337018.0,https://anaconda.org/conda-forge/ansible,2023-02-28 14:39:52.634,847787.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-04-06 13:10:11.000,2023-04-06 11:59:17,19305.0,793.0,12162,755.0,20466.0,892.0,6373.0,30147,2023-04-01 09:33:57.000,2.5.3,141.0,2784.0,46,True,apache-airflow,conda-forge/airflow,,451942.0,11732095.0,6598.0,6343.0,https://pypi.org/project/apache-airflow,2023-03-14 22:53:02.187,255.0,10575836.0,https://anaconda.org/conda-forge/airflow,2023-04-01 12:31:40.959,864073.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-03-31 23:04:21.589433,437.0,109361051.0,,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-04-06 13:12:58.000,2023-04-05 13:15:23,10188.0,546.0,1152,121.0,6474.0,25.0,2163.0,5457,2023-03-25 01:24:08.464,40.0.1,112.0,288.0,46,True,cryptography,conda-forge/cryptography,,,168883405.0,452774.0,431941.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,20833.0,168369779.0,https://anaconda.org/conda-forge/cryptography,2023-03-26 06:49:53.046,35953835.0,1.0,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-04-05 16:00:32.000,2023-04-04 08:07:26,12164.0,61.0,4454,478.0,2894.0,602.0,4287.0,21245,2023-02-19 11:47:50.000,5.3.0b2,194.0,1273.0,45,True,celery,conda-forge/celery,,,6250506.0,113241.0,98225.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15016.0,6236770.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1167614.0,1.0,,,,,,,,,,,,,,,,,, +14,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-04-05 23:22:17.363,2023-04-05 18:08:37,5057.0,203.0,1741,241.0,661.0,160.0,2760.0,8000,2023-04-05 20:16:30.732,1.26.107,1280.0,141.0,45,True,boto3,conda-forge/boto3,,,511360995.0,303791.0,286658.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17133.0,511167669.0,https://anaconda.org/conda-forge/boto3,2023-04-05 23:22:17.363,14886152.0,1.0,,,,,,,,,,,,,,,,,, +15,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-04-06 10:28:53.000,2023-04-05 23:37:03,16162.0,354.0,1102,92.0,598.0,171.0,7054.0,7042,2023-04-05 23:36:49.000,rel_2_0_9,277.0,611.0,45,True,SQLAlchemy,conda-forge/sqlalchemy,,40687.0,70215801.0,591080.0,544175.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46905.0,70061730.0,https://anaconda.org/conda-forge/sqlalchemy,2023-04-06 09:11:14.998,11484441.0,1.0,,,,,,,,,,,,-1.0,,,,,, +16,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-04-05 17:35:40.000,2023-04-05 15:43:19,3314.0,210.0,1749,224.0,1207.0,21.0,614.0,15599,2023-04-04 19:04:19.000,18.3.4,279.0,519.0,44,True,Faker,conda-forge/faker,,,7747717.0,125230.0,122183.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3047.0,7737592.0,https://anaconda.org/conda-forge/faker,2023-04-05 16:35:14.508,739179.0,1.0,,,,,,,,,,,,,,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-04-04 12:14:15.000,2023-04-03 13:19:05,2245.0,34.0,1320,181.0,1000.0,126.0,1346.0,13677,2022-04-28 17:37:47.000,8.1.3,49.0,337.0,44,True,click,conda-forge/click,,,131776569.0,1243251.0,1170681.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72570.0,131462148.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,25468115.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-04-06 00:14:25.000,2023-04-05 18:08:29,11070.0,225.0,3602,573.0,3308.0,527.0,3813.0,13620,2023-04-04 19:31:00.631,1.27.106,1684.0,412.0,44,True,awscli,conda-forge/awscli,,1291.0,132887571.0,3044.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3042.0,132659089.0,https://anaconda.org/conda-forge/awscli,2023-04-05 19:28:51.382,18505130.0,1.0,,,,,,,,,,,,,,,,,, +19,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-04-06 12:33:31.000,2023-04-06 10:37:14,1640.0,150.0,1190,99.0,2033.0,612.0,1708.0,13157,2023-03-22 20:03:45.780,1.10.7,99.0,352.0,44,True,pydantic,conda-forge/pydantic,,,57045297.0,183175.0,176913.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6262.0,56957773.0,https://anaconda.org/conda-forge/pydantic,2023-03-23 10:12:25.306,4463764.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +20,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-04-06 04:19:11.000,2023-03-29 13:10:55,2159.0,47.0,2338,329.0,1290.0,184.0,1237.0,11361,2023-03-29 13:58:01.877,4.4.4,109.0,386.0,44,True,redis,conda-forge/redis-py,,,27582027.0,27297.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27297.0,27570479.0,https://anaconda.org/conda-forge/redis-py,2023-03-29 15:36:35.839,935438.0,1.0,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-04-05 22:51:16.660,2023-04-05 18:08:18,9747.0,263.0,998,65.0,1922.0,143.0,876.0,1261,2023-04-05 20:15:16.376,1.29.107,1667.0,191.0,44,True,botocore,conda-forge/botocore,,,278481605.0,219920.0,211573.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8347.0,278230822.0,https://anaconda.org/conda-forge/botocore,2023-04-05 22:51:16.660,20313455.0,1.0,,,,,,,,,,,,,,,,,, +22,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-04-05 14:06:09.000,2023-03-27 10:46:09,3750.0,118.0,1540,542.0,941.0,118.0,972.0,42792,2023-03-27 10:53:35.000,13.3.3,179.0,221.0,43,True,rich,conda-forge/rich,,,22907891.0,81320.0,77431.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,3889.0,22805221.0,https://anaconda.org/conda-forge/rich,2023-03-27 15:06:40.319,3388128.0,1.0,,,,,,,,,,,,,,,,,, +23,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-04-06 06:55:49.000,2023-04-06 06:55:49,4069.0,252.0,4800,704.0,3555.0,248.0,6525.0,29087,2023-03-26 14:43:48.000,2.17.2,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,136358295.0,4045708.0,13202.0,11959.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1243.0,1767588.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,307016.0,2.0,,,,,,,,,,,,,,,,,, +24,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-04-06 02:00:23.000,2023-04-06 02:00:23,2909.0,72.0,3041,642.0,2294.0,137.0,2057.0,20155,2023-03-03 19:50:50.336,23.3.3,32.0,637.0,43,True,flatbuffers,conda-forge/flatbuffers,,176156.0,11349848.0,51913.0,51387.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,271.0,10238820.0,https://anaconda.org/conda-forge/flatbuffers,2023-03-17 08:01:52.765,633695.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-03-03 19:50:29.334,255.0,1101733.0,,,,,,,,,,,,, +25,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-03-29 21:55:19.000,2023-03-10 21:22:13,3860.0,118.0,1917,317.0,739.0,968.0,726.0,8240,2023-03-10 21:24:11.689,3.1.0,141.0,183.0,43,True,paramiko,conda-forge/paramiko,,,35688007.0,87297.0,74473.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12824.0,35650511.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,2962198.0,2.0,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-04-05 21:29:19.000,2023-04-05 14:09:38,6351.0,93.0,508,31.0,709.0,404.0,1325.0,1243,2023-01-02 18:49:49.016,2.14.0,57.0,773.0,43,True,pygments,conda-forge/pygments,,,52611565.0,527503.0,490774.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36729.0,52369115.0,https://anaconda.org/conda-forge/pygments,2023-01-02 17:56:08.010,20365815.0,1.0,,,,,,,,,,,,,,,,,, +27,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-04-06 13:01:46.000,2023-04-04 14:58:15,3384.0,121.0,2094,264.0,3499.0,536.0,1641.0,15717,2023-03-29 18:23:05.000,2.11.0,66.0,503.0,42,True,datasets,conda-forge/datasets,,,3652839.0,13812.0,13398.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,414.0,3644319.0,https://anaconda.org/conda-forge/datasets,2023-03-30 15:59:18.565,238564.0,1.0,,,,,,,,,,,,,,,,,, +28,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-04-06 13:26:26.000,2023-04-06 13:26:24,14281.0,579.0,1169,154.0,5099.0,686.0,2883.0,11666,2023-03-30 18:20:02.171,2.9.0,200.0,321.0,42,True,prefect,conda-forge/prefect,,,802174.0,2657.0,2522.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,135.0,793687.0,https://anaconda.org/conda-forge/prefect,2023-03-30 19:32:00.711,415893.0,1.0,,,,,,,,,,,,,,,,,, +29,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-04-04 13:18:25.000,2023-02-22 19:05:19,3299.0,10.0,1623,199.0,1539.0,421.0,1193.0,6179,2022-11-02 19:44:38.922,6.0.1,80.0,433.0,42,True,docker,conda-forge/docker-py,,400.0,29765276.0,62393.0,58719.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3674.0,29725725.0,https://anaconda.org/conda-forge/docker-py,2023-03-16 20:04:15.557,3203410.0,2.0,,,,,,,,,,,,,,,,,, +30,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-04-06 13:11:28.000,2023-04-06 11:19:53,14173.0,837.0,2288,361.0,21790.0,972.0,7081.0,3584,2023-04-04 05:56:00.000,azure-mgmt-communication_2.0.0,100.0,562.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,37856039.0,2803.0,2181.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,622.0,37840054.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-02-23 02:02:30.524,911186.0,1.0,,,,,,,,,,,,,,,,,, +31,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-04-06 13:05:23.000,2023-04-06 13:05:23,116457.0,749.0,26324,1477.0,39925.0,8334.0,55983.0,51729,2020-07-22 03:00:52.000,0.0.6,11.0,2423.0,41,True,cpython,conda-forge/typing,,,82765.0,3.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,,53882.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2455057.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +32,pulumi,pulumi/pulumi,"Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language, Your Way.",,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-04-06 13:11:19.000,2023-04-06 11:57:19,9641.0,823.0,871,170.0,5967.0,1721.0,4222.0,15540,2023-04-06 11:52:44.000,3.61.1,3876.0,224.0,41,True,pulumi,,,196354.0,1784224.0,3092.0,2401.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,127.0,641728.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-04-03 18:01:44.286,564.0,1133146.0,,,,,,,,,,,,, +33,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-04-06 12:10:13.000,2023-04-06 12:09:39,4505.0,36.0,1370,202.0,454.0,,2242.0,9933,2023-02-28 15:33:59.000,3.16.0,181.0,150.0,41,True,peewee,conda-forge/peewee,,,1160229.0,24848.0,21180.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3668.0,1154178.0,https://anaconda.org/conda-forge/peewee,2023-02-27 21:36:36.325,490204.0,1.0,,,,,,,,,,,,,,,,,, +34,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-04-06 13:14:10.000,2023-04-06 04:22:19,38828.0,658.0,3866,260.0,20726.0,4291.0,1370.0,6697,2023-03-17 14:57:06.000,2.46.0,82.0,1457.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,7037239.0,186.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,184.0,7035262.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-03-12 14:02:35.756,37570.0,1.0,,,,,,,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-04-06 13:19:42.000,2023-04-06 13:19:26,9234.0,45.0,1449,309.0,7137.0,207.0,3372.0,4156,2023-04-06 13:19:42.000,google-cloud-bigquery-biglake-v0.2.0,100.0,326.0,41,True,google-cloud-storage,conda-forge/google-cloud-storage,,,41696813.0,1878.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1878.0,41650275.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-03-30 02:54:50.745,3257713.0,1.0,,,,,,,,,,,,,,,,,, +36,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-03-28 21:21:18.000,2023-03-28 21:21:11,2461.0,76.0,552,60.0,311.0,28.0,697.0,4087,2022-11-29 20:39:18.560,4.17.3,82.0,108.0,41,True,jsonschema,conda-forge/jsonschema,,,67393459.0,374262.0,355784.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18478.0,67176494.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,18225128.0,1.0,,,,,,,,,,,,1.0,python-jsonschema/jsonschema,,,,, +37,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-04-05 17:48:40.000,2023-04-05 17:44:56,4207.0,72.0,493,57.0,861.0,242.0,1166.0,1852,2023-01-23 10:26:08.294,3.8.0,33.0,193.0,41,True,h5py,conda-forge/h5py,,2600.0,13746859.0,220806.0,206292.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14514.0,13614807.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,11221488.0,1.0,,,,,,,,,,,,,,,,,, +38,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-04-06 11:19:23.000,2023-04-06 05:45:06,5924.0,930.0,817,127.0,4551.0,642.0,2811.0,16134,2023-04-03 06:03:00.814,0.16.18,274.0,201.0,40,True,polars,,,,480661.0,1506.0,1378.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,128.0,480661.0,,,,2.0,,,,,,,,,,,,1.0,,,,,, +39,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-04-06 01:48:25.000,2023-04-02 16:11:08,12776.0,60.0,3010,617.0,3433.0,965.0,3834.0,15717,2022-03-06 10:55:38.000,2.1.0,40.0,586.0,40,True,kivy,conda-forge/kivy,,30019.0,102949.0,10107.0,9503.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,604.0,97577.0,https://anaconda.org/conda-forge/kivy,2023-02-06 04:38:21.801,289481.0,1.0,,,,,,,,,,,,,,,,,, +40,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-04-05 12:35:21.000,2023-04-01 12:50:39,1739.0,61.0,1338,212.0,793.0,149.0,901.0,8845,2023-02-19 14:10:32.002,1.13.0,72.0,286.0,40,True,rq,conda-forge/rq,,,687383.0,14923.0,13163.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1760.0,686289.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,88616.0,1.0,,,,,,,,,,,,,,,,,, +41,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-03-31 14:42:28.000,2023-03-31 14:42:11,1049.0,19.0,1396,231.0,457.0,32.0,602.0,7262,2023-03-28 03:56:56.000,1.0.3,37.0,119.0,40,True,PyMySQL,conda-forge/pymysql,,,33946534.0,169614.0,158978.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10636.0,33930344.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1068598.0,1.0,,,,,,,,,,,,,,,,,, +42,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-04-06 11:23:03.000,2023-04-06 02:52:50,13875.0,1188.0,898,94.0,7774.0,1632.0,3803.0,7073,2023-04-06 02:47:57.000,1.2.6,532.0,296.0,40,True,dagster,conda-forge/dagster,,,638992.0,1176.0,1062.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,114.0,618825.0,https://anaconda.org/conda-forge/dagster,2023-03-04 00:09:39.431,826876.0,1.0,,,,,,,,,,,,,,,,,, +43,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-04-05 09:22:17.000,2023-04-05 08:42:41,1279.0,40.0,337,60.0,499.0,119.0,516.0,4695,2022-12-21 10:13:31.679,22.2.0,26.0,142.0,40,True,attrs,conda-forge/attrs,,,131376719.0,686443.0,668817.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17626.0,131012270.0,https://anaconda.org/conda-forge/attrs,2022-12-21 14:25:41.273,26604846.0,1.0,,,,,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-04-06 06:06:31.000,2023-03-30 12:58:44,1506.0,11.0,1142,392.0,1177.0,37.0,972.0,3899,2023-02-16 19:54:08.255,8.6.2,128.0,192.0,40,True,elasticsearch,conda-forge/elasticsearch,,2777.0,14805548.0,42956.0,36912.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6044.0,14795669.0,https://anaconda.org/conda-forge/elasticsearch,2023-02-23 13:30:53.635,802565.0,1.0,,,,,,,,,,,,,,,,,, +45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-04-03 13:50:28.000,2023-04-03 13:50:28,1438.0,66.0,243,36.0,457.0,27.0,228.0,2992,2023-03-02 16:32:43.000,9.1.1,42.0,101.0,40,True,more-itertools,conda-forge/more-itertools,,2626.0,36987773.0,181474.0,172845.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8629.0,36834100.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11061991.0,1.0,,,,,,,,,,,,1.0,,,,,, +46,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-03-20 15:28:04.000,2023-03-06 14:46:44,2696.0,28.0,667,151.0,707.0,548.0,544.0,8256,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,39,True,prompt_toolkit,conda-forge/prompt-toolkit,,,25022136.0,1304.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1304.0,24630012.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,14508603.0,2.0,,,,,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-04-06 13:27:15.000,2023-04-06 13:17:06,10673.0,676.0,1283,70.0,5876.0,156.0,1456.0,8185,2023-04-02 05:41:41.000,0.16.5,210.0,375.0,39,True,great_expectations,conda-forge/great-expectations,,,9386056.0,26.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,26.0,9375950.0,https://anaconda.org/conda-forge/great-expectations,2023-04-05 06:38:33.412,616466.0,2.0,,,,,,,,,,,,,,,,,, +48,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-04-04 07:26:31.000,2023-04-04 07:26:30,3162.0,24.0,623,83.0,953.0,161.0,1023.0,6489,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,39,True,marshmallow,conda-forge/marshmallow,,,20770228.0,83919.0,73715.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10204.0,20749846.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1610228.0,2.0,,,,,,,,,,,,,,,,,, +49,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-03-19 20:31:20.000,2023-03-14 07:32:42,353.0,12.0,358,35.0,219.0,30.0,213.0,5814,2023-02-24 06:47:13.294,1.0.0,44.0,90.0,39,True,python-dotenv,conda-forge/python-dotenv,,,29138001.0,426688.0,419098.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,7590.0,29108764.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2251265.0,1.0,,,,,,,,,,,,,,,,,, +50,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-04-04 14:47:16.000,2023-04-04 14:46:59,1438.0,48.0,671,130.0,374.0,169.0,446.0,5758,2023-03-20 09:22:33.000,3.0.0,44.0,142.0,39,True,watchdog,conda-forge/watchdog,,,13166099.0,94708.0,86706.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8002.0,13141855.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,1939557.0,1.0,,,,,,,,,,,,,,,,,, +51,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-04-04 08:45:17.000,2023-03-15 22:01:06,1635.0,46.0,3052,135.0,823.0,97.0,1128.0,5594,2023-02-16 01:06:58.000,26.1.0,84.0,175.0,39,True,kubernetes,conda-forge/kubernetes,,,13691593.0,1292.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1292.0,13685082.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,397175.0,2.0,,,,,,,,,,,,,,,,,, +52,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-03-03 20:31:34.000,2023-03-03 10:15:06,4071.0,30.0,1211,137.0,1096.0,378.0,1306.0,3972,2023-03-03 10:21:35.000,0.27.0,72.0,385.0,39,True,mongoengine,conda-forge/mongoengine,,,1170345.0,23370.0,19797.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3573.0,1167873.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,197761.0,2.0,,,,,,,,,,,,,,,,,, +53,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-04-03 03:11:40.000,2023-04-03 03:10:36,3041.0,16.0,475,74.0,282.0,21.0,1194.0,2917,2023-04-03 11:33:15.441,2.9.6,56.0,127.0,39,False,psycopg2,psycopg2,,,14519118.0,631319.0,569920.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61379.0,14516911.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,196423.0,2.0,,,,,,,,,,,,,,20.0,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-04-04 14:35:03.000,2022-12-03 20:07:04,1571.0,,426,42.0,610.0,327.0,392.0,2025,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34893.0,206827665.0,993887.0,990647.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,3240.0,206331084.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,41186468.0,1.0,,,,,,,,,,,,,,,,,, +55,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-04-06 07:50:51.051,2023-04-05 19:40:58,1658.0,54.0,182,19.0,110.0,101.0,837.0,1853,2023-04-05 19:41:12.851,1.10.3,112.0,162.0,39,True,alembic,conda-forge/alembic,,,23524248.0,164728.0,153312.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11416.0,23485006.0,https://anaconda.org/conda-forge/alembic,2023-04-06 07:50:51.051,3178659.0,2.0,,,,,,,,,,,,,,,,,, +56,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-04-04 20:34:37.000,2023-04-04 20:34:36,2125.0,52.0,244,23.0,696.0,192.0,348.0,567,2023-03-04 18:38:05.498,2023.3.0,66.0,174.0,39,True,fsspec,conda-forge/fsspec,,,86045460.0,42972.0,42394.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,578.0,85823313.0,https://anaconda.org/conda-forge/fsspec,2023-03-06 14:25:46.813,11107371.0,1.0,,,,,,,,,,,,,,,,,, +57,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-03-31 20:12:46.000,2023-02-13 20:24:46,287.0,8.0,1369,380.0,161.0,131.0,169.0,24306,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,38,True,fire,conda-forge/fire,,,6607658.0,21064.0,19426.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1638.0,6600713.0,https://anaconda.org/conda-forge/fire,2021-01-22 19:55:20.738,486219.0,2.0,,,,,,,,,,,,,,,,,, +58,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-03-31 16:33:07.000,2022-09-09 12:04:10,2962.0,,1808,230.0,1034.0,270.0,566.0,19279,2022-06-01 17:01:17.000,2.1.1,34.0,285.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2295810.0,20779.0,19230.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1549.0,2288044.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,644643.0,1.0,,,,,,,,,,,,,,,,,, +59,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-04-06 09:10:45.000,2023-04-06 02:11:03,5985.0,225.0,1202,133.0,3226.0,446.0,3386.0,6766,2023-03-10 23:35:11.000,1.4.5,173.0,271.0,38,True,dbt,conda-forge/dbt,,1279.0,94212.0,2455.0,2425.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,91157.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,232049.0,2.0,,,,,,,,,,,,,,,dbt,,, +60,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-04-05 23:32:33.000,2023-03-02 20:25:13,2157.0,1.0,1338,155.0,946.0,282.0,1174.0,5158,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1827.0,7364311.0,18328.0,16949.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1379.0,7358859.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,385953.0,2.0,,,,,,,,,,,,,,,,,, +61,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-04-05 18:24:34.000,2023-04-05 18:24:27,5236.0,48.0,1095,238.0,1179.0,5.0,,3814,2022-11-17 21:50:05.000,4.3.3,131.0,196.0,38,True,pymongo,conda-forge/pymongo,,,20302891.0,19829.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19829.0,20290538.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1012972.0,2.0,,,,,,,,,,,,,,,,,, +62,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-04-01 23:00:22.000,2023-03-23 13:03:21,1447.0,15.0,367,62.0,656.0,380.0,436.0,3111,2022-10-10 12:56:17.006,1.1.1,104.0,118.0,38,True,joblib,conda-forge/joblib,,,29609166.0,275171.0,269295.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5876.0,29396919.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,17192069.0,2.0,,,,,,,,,,,,-1.0,,,,,, +63,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-04-02 21:34:05.000,2023-04-02 16:48:18,1600.0,27.0,459,96.0,299.0,183.0,287.0,2348,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,38,True,pexpect,conda-forge/pexpect,,4315.0,31690172.0,278032.0,261971.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16061.0,31533357.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,13169400.0,1.0,,,,,,,,,,,,,,,,,, +64,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-03-13 08:28:00.000,2022-09-13 22:22:16,316.0,,436,51.0,243.0,259.0,283.0,2132,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,183962426.0,829197.0,755214.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,73983.0,183569328.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,32234076.0,1.0,,,,,,,,,,,,,,,,,, +65,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-04-05 18:20:50.000,2023-04-05 18:20:34,1113.0,33.0,248,23.0,160.0,32.0,264.0,1804,2022-05-10 23:30:45.000,pyparsing_3.0.9,67.0,54.0,38,True,pyparsing,conda-forge/pyparsing,,7745.0,78453506.0,782197.0,750288.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31909.0,78040113.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,33886811.0,1.0,,,,,,,,,,,,,,,,,, +66,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-02-06 03:22:54.000,2023-01-28 14:19:39,895.0,20.0,223,52.0,150.0,23.0,182.0,1458,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,38,True,greenlet,conda-forge/greenlet,,,58343536.0,236711.0,226424.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10287.0,58253348.0,https://anaconda.org/conda-forge/greenlet,2023-01-28 20:52:05.920,6403394.0,1.0,,,,,,,,,,,,,,,,,, +67,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-04-03 02:37:50.000,2023-01-29 03:07:44,1874.0,4.0,278,39.0,236.0,198.0,197.0,1161,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,32639494.0,282809.0,265587.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17222.0,32504438.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,10939603.0,1.0,,,,,,,,,,,,,,,,,, +68,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-04-05 18:22:13.000,2023-04-04 14:20:10,1638.0,56.0,232,56.0,993.0,96.0,466.0,585,2023-03-28 16:35:05.390,3.9.0,140.0,126.0,38,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,31369816.0,19371.0,18289.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1082.0,31333864.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-03-29 08:07:17.920,2516652.0,2.0,,,,,,,,,,,,,,,,,, +69,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-04-04 06:43:13.000,2023-03-21 15:12:04,1954.0,11.0,190,26.0,571.0,89.0,189.0,544,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,38,True,traitlets,conda-forge/traitlets,,116.0,24228137.0,314610.0,299980.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14630.0,23997933.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,19336360.0,2.0,,,,,,,,,,,,,,,,,, +70,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-04-03 00:15:17.000,2023-03-14 09:46:08,4074.0,9.0,2357,482.0,2266.0,111.0,876.0,16442,2023-03-14 09:49:03.000,3.2.1,78.0,598.0,37,True,luigi,luigi,,,720829.0,2497.0,2082.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,413.0,720685.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,12428.0,2.0,,,,,,,stable/luigi,,,,,,,2.0,,,, +71,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-04-03 21:40:10.000,2023-02-16 19:28:55,1552.0,30.0,1918,465.0,548.0,450.0,1299.0,13956,2023-01-20 23:15:06.982,3.0.0,124.0,136.0,37,True,fabric,conda-forge/fabric,,,3515111.0,76.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,76.0,3514343.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,61504.0,3.0,,,,,,,,,,,,,,,,,, +72,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-04-06 12:48:07.000,2023-04-06 08:59:30,2338.0,169.0,596,109.0,2499.0,869.0,2634.0,8534,2023-03-09 21:09:00.691,0.19.0,70.0,112.0,37,True,modin,conda-forge/modin-core,['pandas'],196557.0,677740.0,1018.0,980.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,38.0,663805.0,https://anaconda.org/conda-forge/modin-core,2023-03-10 10:30:06.699,220231.0,2.0,,,,,,,,,,,,,,,,,, +73,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-04-06 13:29:23.000,2023-04-05 09:58:51,2218.0,99.0,773,105.0,1064.0,275.0,943.0,8235,2023-03-22 16:12:03.011,0.18.7,39.0,185.0,37,True,kedro,,,,503165.0,1571.0,1507.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,64.0,503165.0,,,,2.0,,,,,,,,,,,,,,,,,, +74,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-03-27 16:17:41.000,2023-03-27 16:17:41,2418.0,15.0,1207,238.0,472.0,146.0,994.0,7717,2022-12-24 01:04:06.789,4.2.5,50.0,173.0,37,True,supervisor,conda-forge/supervisor,,,1494234.0,10821.0,8869.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1491350.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,239379.0,2.0,,,,,,,,,,,,,,,,,, +75,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-04-03 07:23:39.000,2023-04-03 07:23:39,1422.0,75.0,483,142.0,226.0,5.0,434.0,6536,2023-03-20 20:01:03.746,2.0.3,41.0,92.0,37,True,sh,conda-forge/sh,,,4575005.0,14631.0,12021.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2610.0,4572955.0,https://anaconda.org/conda-forge/sh,2023-03-20 22:08:43.456,161950.0,2.0,,,,,,,,,,,,,,,,,, +76,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-03-26 19:21:29.000,2023-03-26 19:21:21,1314.0,25.0,594,121.0,116.0,18.0,844.0,3199,2023-03-10 21:43:02.652,3.0.9,156.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11728359.0,61672.0,57831.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3841.0,11692324.0,https://anaconda.org/conda-forge/xlsxwriter,2023-03-13 23:11:54.668,2558495.0,3.0,,,,,,,,,,,,,,,,,, +77,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-04-06 13:26:04.000,2023-04-06 04:15:44,4545.0,101.0,905,106.0,3402.0,1111.0,2694.0,2930,2023-03-22 16:22:07.592,2023.3.0,75.0,421.0,37,True,xarray,conda-forge/xarray,,,2385668.0,1761.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1760.0,2295827.0,https://anaconda.org/conda-forge/xarray,2023-03-23 16:40:08.797,7636514.0,2.0,,,,,,,,,,,,,,,,,, +78,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-04-04 16:06:03.000,2023-03-21 00:00:37,546.0,12.0,564,95.0,174.0,26.0,300.0,2822,,,21.0,82.0,37,True,pycparser,conda-forge/pycparser,,,105586567.0,544904.0,527886.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17018.0,105230752.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,28465272.0,2.0,,,,,,,,,,,,,,,,,, +79,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-04-06 10:55:58.000,2023-04-06 09:46:03,2571.0,75.0,460,121.0,512.0,264.0,1448.0,2560,2023-03-31 09:23:06.427,0.30.4,149.0,59.0,37,True,xlwings,conda-forge/xlwings,,23823.0,100987.0,28234.0,27596.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,638.0,92219.0,https://anaconda.org/conda-forge/xlwings,2023-03-31 12:27:43.183,574045.0,1.0,,,,,,,,,,,,,,,,,, +80,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-03-31 09:46:12.000,2023-01-28 19:30:20,2771.0,19.0,422,60.0,186.0,59.0,474.0,2311,2023-01-28 00:19:28.000,3.17.0x,45.0,134.0,37,True,pycryptodomex,conda-forge/pycryptodomex,,,30470980.0,65927.0,64412.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1515.0,30452589.0,https://anaconda.org/conda-forge/pycryptodomex,2022-11-27 20:49:06.507,1177065.0,2.0,,,,,,,,,,,,,,,,,, +81,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-03-27 15:35:29.000,2023-03-23 13:59:54,1493.0,17.0,438,133.0,549.0,291.0,366.0,2242,2023-03-23 14:03:04.308,1.1.8,29.0,127.0,37,True,dateparser,conda-forge/dateparser,,,5180595.0,19892.0,18682.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1210.0,5178876.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,128972.0,2.0,,,,,,,,,,,,,,,,,, +82,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-04-06 04:25:31.000,2023-03-14 20:21:51,641.0,10.0,327,68.0,122.0,18.0,175.0,1569,2023-03-14 21:28:08.063,3.18.4,104.0,42.0,37,True,simplejson,conda-forge/simplejson,,6077.0,18672172.0,122039.0,101130.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20909.0,18637113.0,https://anaconda.org/conda-forge/simplejson,2023-03-15 12:15:11.646,2414249.0,2.0,,,,,,,,,,,,,,,,,, +83,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-04-03 01:53:16.000,2023-03-23 06:12:32,4410.0,50.0,237,58.0,340.0,155.0,523.0,1199,2022-12-23 13:29:42.000,3.8.0,36.0,114.0,37,True,tables,conda-forge/pytables,,172.0,850421.0,46928.0,44503.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2425.0,779660.0,https://anaconda.org/conda-forge/pytables,2023-02-07 15:54:16.120,5660738.0,2.0,,,,,,,,,,,,,,,,,, +84,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,937,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,186345693.0,1728977.0,1593445.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135532.0,185867279.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,39708402.0,2.0,,,,,,,,,,,,,,,,,, +85,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-03-27 17:30:35.000,2023-03-27 17:30:35,6739.0,109.0,1691,220.0,3015.0,703.0,2560.0,11458,2022-10-10 23:14:01.867,4.60.4,180.0,18.0,36,True,pysimplegui,conda-forge/pysimplegui,,,206453.0,8070.0,7789.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,281.0,204235.0,https://anaconda.org/conda-forge/pysimplegui,2022-10-17 23:43:38.474,97598.0,2.0,,,,,,,,,,,,-1.0,,,,,, +86,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-01-19 09:52:40.000,2022-11-15 16:25:22,1396.0,,639,133.0,666.0,95.0,394.0,8267,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,36,True,arrow,conda-forge/arrow,,,11086960.0,49958.0,45255.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4703.0,11068404.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1540151.0,2.0,,,,,,,,,,,,-1.0,,,,,, +87,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-04-04 10:39:37.000,2023-04-04 10:39:29,1163.0,11.0,575,140.0,304.0,35.0,214.0,4240,2023-03-24 12:15:01.094,3.4.0,43.0,120.0,36,True,tablib,conda-forge/tablib,,,1688773.0,41263.0,39985.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1278.0,1687685.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,83808.0,2.0,,,,,,,,,,,,,,,,,, +88,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-04-06 13:16:14.000,2023-04-04 15:47:28,1778.0,69.0,593,59.0,1216.0,36.0,859.0,3391,2023-03-21 23:13:41.000,2.20.1,134.0,126.0,36,True,awswrangler,conda-forge/awswrangler,['pandas'],183359.0,22230352.0,998.0,947.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,51.0,22218487.0,https://anaconda.org/conda-forge/awswrangler,2023-03-31 15:27:33.247,331034.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +89,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-04-06 08:48:25.000,2023-04-06 08:39:40,830.0,18.0,822,275.0,497.0,241.0,821.0,3184,2023-04-06 10:08:29.000,2.1.0,28.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,8658353.0,6115.0,5707.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,408.0,8649232.0,https://anaconda.org/conda-forge/python-confluent-kafka,2022-10-28 11:20:00.868,665892.0,2.0,,,,,,,,,,,,,,,,,, +90,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-02-17 17:19:21.000,2022-11-04 10:01:12,370.0,,225,44.0,138.0,107.0,138.0,3114,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,133968908.0,634839.0,614072.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20767.0,133730653.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,20013465.0,2.0,,,,,,,,,,,,,,,,,, +91,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-04-04 22:19:34.000,2023-03-30 03:34:57,2608.0,27.0,1150,200.0,1149.0,234.0,1680.0,3067,2022-08-09 21:52:30.000,4.1.2,41.0,216.0,36,True,netmiko,,,,190063.0,3718.0,3466.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,252.0,190063.0,,,,3.0,,,,,,,,,,,,,,,,,, +92,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-04-06 12:50:53.000,2023-04-06 12:13:43,4995.0,861.0,397,75.0,3853.0,74.0,1974.0,2589,2023-03-15 22:38:00.691,5.0.0,35.0,130.0,36,True,ibis-framework,conda-forge/ibis-framework,,60.0,102328.0,513.0,462.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,99055.0,https://anaconda.org/conda-forge/ibis-framework,2023-03-22 01:33:08.726,274620.0,2.0,,,,,,,,,,,,,,,,,, +93,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-03-26 18:09:46.000,2023-03-25 23:08:27,422.0,6.0,145,27.0,272.0,81.0,160.0,1359,2023-01-19 09:28:09.524,2.2.1,38.0,54.0,36,True,cloudpickle,conda-forge/cloudpickle,,20.0,26888361.0,77722.0,74932.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2790.0,26741146.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,12513278.0,2.0,,,,,,,,,,,,,,,,,, +94,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-04-03 06:23:17.000,2023-04-03 06:23:15,704.0,67.0,108,36.0,191.0,51.0,181.0,1178,2023-03-26 05:58:06.126,3.0.5,112.0,62.0,36,True,argcomplete,conda-forge/argcomplete,,220.0,21392426.0,43906.0,41967.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,1939.0,21379001.0,https://anaconda.org/conda-forge/argcomplete,2023-03-26 08:01:28.091,993369.0,2.0,,,,,,,,,,,,,,,,,, +95,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-03-14 18:14:08.000,2023-03-14 18:14:08,1368.0,25.0,302,29.0,319.0,178.0,236.0,1062,2023-02-17 12:49:40.000,0.40.0,212.0,114.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4524480.0,23511.0,21411.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2100.0,4518798.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-02-12 17:22:05.308,448879.0,2.0,,,,,,,,,,,,,,,,,, +96,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-04-03 07:02:51.000,2023-01-13 00:58:19,511.0,22.0,1754,352.0,438.0,322.0,178.0,28691,2023-01-13 01:02:27.000,0.23.3,44.0,127.0,35,True,diagrams,conda-forge/diagrams,,,104918.0,965.0,938.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,27.0,100623.0,https://anaconda.org/conda-forge/diagrams,2022-01-23 04:33:29.957,150326.0,2.0,,,,,,,,,,,,,,,,,, +97,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-03-20 11:42:28.000,2023-03-20 08:42:51,6162.0,364.0,1191,352.0,224.0,78.0,399.0,13083,2022-08-10 07:02:49.000,1.7.0,21.0,112.0,35,True,tink,,,1035.0,225046.0,45.0,41.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,224599.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2020-08-25 01:23:33.578,1.0,432.0,,,,,,,,,,,,, +98,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-04-04 01:49:44.000,2023-02-21 11:05:36,430.0,10.0,437,69.0,243.0,220.0,152.0,10862,2022-11-05 19:45:18.017,0.7.0,25.0,32.0,35,True,typer,conda-forge/typer,,,11506108.0,2538.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2538.0,11472487.0,https://anaconda.org/conda-forge/typer,2022-11-07 14:47:47.784,1210379.0,2.0,,,,,,,,,,,,,,,,,, +99,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-03-23 17:30:21.000,2022-04-23 10:54:55,381.0,,905,208.0,169.0,159.0,264.0,10683,2021-04-10 10:48:19.000,1.1.0,24.0,51.0,35,True,schedule,conda-forge/schedule,,,2334224.0,25747.0,24350.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1397.0,2333440.0,https://anaconda.org/conda-forge/schedule,2021-04-10 12:19:56.940,31366.0,3.0,,,,,,,,,,,,,,,,,, +100,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-03-18 20:33:21.000,2023-01-15 16:27:26,925.0,1.0,540,224.0,228.0,71.0,249.0,9253,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,35,True,uvloop,conda-forge/uvloop,,371.0,11937862.0,74364.0,72535.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1829.0,11929270.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,566841.0,2.0,,,,,,,,,,,,,,,,,, +101,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,182.0,7770,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,12587948.0,101837.0,89563.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12274.0,12568049.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1671582.0,2.0,,,,,,,,,,,,,,,,,, +102,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-04-02 19:11:27.000,2023-04-02 19:11:27,1516.0,9.0,340,152.0,187.0,60.0,99.0,6100,2023-02-20 06:30:03.674,23.0.0,51.0,84.0,35,True,boltons,conda-forge/boltons,,23.0,4325160.0,4524.0,4107.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,417.0,4313486.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,969017.0,2.0,,,,,,,,,,,,,,,,,, +103,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-04-06 13:07:23.000,2023-03-28 15:05:52,545.0,19.0,160,30.0,70.0,7.0,294.0,4428,2023-03-28 15:22:09.417,3.8.9,101.0,18.0,35,True,orjson,conda-forge/orjson,,,10821011.0,39468.0,38595.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,873.0,10803159.0,https://anaconda.org/conda-forge/orjson,2023-03-21 11:55:22.286,642672.0,2.0,,,,,,,,,,,,,,,,,, +104,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-03-01 18:58:08.000,2022-11-03 19:39:10,1206.0,,249,83.0,345.0,114.0,142.0,4214,2022-07-10 04:30:45.196,0.12.0,26.0,74.0,35,True,toolz,conda-forge/toolz,,,17793635.0,91462.0,88008.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3454.0,17617813.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,14417442.0,2.0,,,,,,,,,,,,,,,,,, +105,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-04-04 04:50:57.000,2023-04-04 04:50:55,854.0,17.0,363,87.0,250.0,22.0,314.0,4023,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,35,True,ujson,conda-forge/ujson,,,8001042.0,4335.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4335.0,7952202.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3223457.0,2.0,,,,,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-03-27 16:03:19.320,2023-03-27 08:56:01,1547.0,17.0,407,87.0,105.0,6.0,158.0,3202,2023-03-27 09:11:02.007,8.13.8,217.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,5005147.0,1397.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1397.0,4996371.0,https://anaconda.org/conda-forge/phonenumbers,2023-03-27 16:03:19.320,719661.0,1.0,,,,,,,,,,,,,,,,,, +107,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2912,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,sortedcontainers,conda-forge/sortedcontainers,,,18464954.0,108483.0,106445.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2038.0,18347922.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9479667.0,1.0,,,,,,,,,,,,,,,,,, +108,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-04-04 03:57:57.000,2023-03-23 15:50:32,1252.0,10.0,181,49.0,302.0,126.0,220.0,2570,2023-01-02 21:27:10.757,1.8.1,27.0,108.0,35,True,plumbum,conda-forge/plumbum,,,1233089.0,4332.0,3863.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,469.0,1220659.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,944686.0,3.0,,,,,,,,,,,,,,,,,, +109,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-04-03 18:04:22.000,2023-01-30 20:16:12,9680.0,55.0,894,86.0,1698.0,76.0,114.0,1929,2023-01-09 20:58:01.975,3.7.0,70.0,456.0,35,True,apache-libcloud,,,,155061.0,3728.0,2879.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,849.0,155061.0,,,,2.0,,,,,,,,,,,,,,,,,, +110,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-04-03 11:31:20.000,2023-04-03 11:31:20,979.0,17.0,157,23.0,143.0,159.0,308.0,1889,2022-10-23 22:50:21.000,dill-0.3.6,25.0,41.0,35,True,dill,conda-forge/dill,,290314.0,23959410.0,92902.0,89197.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3705.0,23910692.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,3786136.0,2.0,,,,,,,,,,,,,,,,,, +111,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,37.0,209,45.0,69.0,32.0,134.0,1835,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,35,True,wrapt,conda-forge/wrapt,,,76592120.0,11743.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11743.0,76457456.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,10773169.0,2.0,,,,,,,,,,,,,,,,,, +112,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-04-01 05:40:08.000,2023-03-31 15:02:25,849.0,10.0,223,47.0,270.0,7.0,259.0,1727,2023-03-09 02:43:32.000,1.0.5,20.0,75.0,35,True,msgpack,conda-forge/msgpack-python,,981.0,33132267.0,2183.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2183.0,32985852.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,11272839.0,2.0,,,,,,,,,,,,,,,,,, +113,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-04-05 13:29:00.000,2023-03-17 18:35:18,975.0,17.0,190,27.0,147.0,62.0,182.0,1629,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,11158389.0,7277.0,6547.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,730.0,11154810.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,236229.0,1.0,,,,,,,,,,,,,,,,,, +114,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-04-03 21:27:39.000,2023-03-14 13:41:27,792.0,7.0,104,27.0,241.0,58.0,234.0,1235,2022-10-19 11:58:38.453,3.6.2,43.0,39.0,35,True,anyio,conda-forge/anyio,,,28176349.0,108300.0,108071.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,229.0,28037811.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,5957145.0,2.0,,,,,,,,,,,,,,,,,, +115,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-04-03 15:13:45.000,2023-03-14 13:37:03,975.0,10.0,219,21.0,340.0,101.0,274.0,670,2023-03-04 19:40:53.543,2023.3.0,56.0,115.0,35,True,s3fs,conda-forge/s3fs,,,82617236.0,13401.0,12807.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,594.0,82552157.0,https://anaconda.org/conda-forge/s3fs,2023-03-04 22:39:44.568,5401570.0,2.0,,,,,,,,,,,,,,,,,, +116,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-04-04 09:31:56.000,2023-04-04 09:31:55,689.0,10.0,487,105.0,151.0,12.0,285.0,5776,2023-01-14 16:25:06.868,4.7.1,67.0,80.0,34,True,tinydb,conda-forge/tinydb,,,465069.0,11054.0,10238.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,816.0,461756.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,271739.0,2.0,,,,,,,,,,,,,,,,,, +117,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-04-05 03:24:55.000,2023-02-25 00:51:39,793.0,9.0,323,63.0,232.0,238.0,262.0,5395,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,85.0,11512576.0,20109.0,18977.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1132.0,11502670.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,693375.0,2.0,,,,,,,,,,,,,,,,,, +118,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-03-20 14:32:04.000,2023-03-20 14:32:03,469.0,21.0,227,45.0,185.0,81.0,140.0,4630,2023-02-28 14:24:03.236,8.2.2,51.0,80.0,34,True,tenacity,conda-forge/tenacity,,,24926745.0,1161.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1161.0,24866689.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4264014.0,2.0,,,,,,,,,,,,,,,,,, +119,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,1.0,777,411.0,366.0,145.0,1144.0,3629,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,164.0,3063773.0,9751.0,8783.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,968.0,3063664.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7003.0,2.0,,,,,,,,,,,,,,,,,, +120,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-04-04 18:00:13.000,2023-04-04 15:23:51,673.0,33.0,260,34.0,455.0,105.0,322.0,2970,2023-03-02 15:20:46.983,3.1.12,81.0,108.0,34,True,dynaconf,conda-forge/dynaconf,,,2322045.0,6400.0,6176.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,224.0,2320508.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,46127.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +121,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,230,49.0,261.0,49.0,295.0,2959,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5636812.0,14543.0,13422.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1121.0,5633033.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,302398.0,2.0,,,,,,,,,,,,,,,,,, +122,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,8.0,263,48.0,98.0,35.0,157.0,2303,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,6183721.0,43043.0,39814.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3229.0,6180929.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,201037.0,2.0,,,,,,,,,,,,,,,,,, +123,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-03-20 14:37:47.000,2023-02-09 01:15:40,210.0,6.0,141,36.0,56.0,47.0,59.0,2231,2023-02-09 01:16:46.619,23.1.0,13.0,30.0,34,True,aiofiles,conda-forge/aiofiles,,,9580092.0,86791.0,85004.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1787.0,9572580.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,495847.0,2.0,,,,,,,,,,,,,,,,,, +124,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-01-02 18:12:58.057,2022-12-29 07:29:09,696.0,,140,43.0,107.0,22.0,143.0,1839,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,53987702.0,251443.0,249186.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2257.0,53683601.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,16421493.0,1.0,,,,,,,,,,,,,,,,,, +125,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-04-05 13:01:53.000,2023-03-28 01:22:03,5990.0,16.0,513,79.0,1067.0,17.0,,1324,2023-03-28 19:26:01.531,3.26.0,73.0,189.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1410548.0,5486.0,4788.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,698.0,1408417.0,https://anaconda.org/conda-forge/cassandra-driver,2023-03-29 08:38:54.895,153491.0,2.0,,,,,,,,,,,,,,,,,, +126,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-02-22 17:53:44.000,2023-02-22 17:53:44,1346.0,3.0,155,33.0,156.0,60.0,225.0,1115,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,10020751.0,2342.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2342.0,10002367.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1250122.0,3.0,,,,,,,,,,,,,,,,,, +127,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-03-30 08:14:55.000,2023-02-23 00:11:59,1963.0,14.0,136,18.0,153.0,50.0,424.0,993,2022-12-18 20:26:01.606,23.13.1,186.0,112.0,34,True,keyring,conda-forge/keyring,,,25418719.0,3929.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3929.0,25382974.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,2966876.0,3.0,,,,,,,,,,,,,,,,,, +128,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-04-05 16:47:30.000,2023-04-03 17:20:50,1734.0,198.0,375,18.0,737.0,27.0,316.0,946,2023-04-03 17:36:31.000,.0.22,49.0,208.0,34,True,holidays,conda-forge/holidays,,172.0,5576495.0,419.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,419.0,5520177.0,https://anaconda.org/conda-forge/holidays,2023-04-05 13:08:23.489,2872202.0,2.0,,,,,,,,,,,,,,,,,, +129,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-04-04 11:45:40.000,2023-04-04 11:45:40,1273.0,12.0,93,32.0,202.0,42.0,191.0,890,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,34,True,Bottleneck,conda-forge/bottleneck,,,553993.0,40942.0,39316.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1626.0,514359.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3289651.0,2.0,,,,,,,,,,,,,,,,,, +130,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,97,23.0,54.0,11.0,93.0,751,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,69067768.0,428490.0,404211.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24279.0,68830099.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,19251232.0,2.0,,,,,,,,,,,,,,,,,, +131,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-04-06 04:19:00.000,2023-04-05 16:20:09,229.0,21.0,82,13.0,128.0,12.0,78.0,529,2023-03-27 15:06:36.430,3.10.7,57.0,34.0,34,True,filelock,conda-forge/filelock,,,59128290.0,227065.0,224531.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2534.0,58984369.0,https://anaconda.org/conda-forge/filelock,2023-03-27 16:01:57.220,11801593.0,2.0,,,,,,,,,,,,,,,,,, +132,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,11.0,70,14.0,31.0,28.0,44.0,252,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,34,True,pytz,conda-forge/pytz,,,115527163.0,1509724.0,1427077.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82647.0,115080116.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,37104954.0,2.0,,,,,,,,,,,,,,,,,, +133,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-04-06 02:11:39.000,2023-04-05 00:38:50,14619.0,226.0,6241,729.0,5176.0,1509.0,3431.0,16244,2022-06-16 06:19:58.000,1.19,13.0,564.0,33,True,micropython-_markupbase,,,59130.0,869.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +134,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-04-05 09:55:01.000,2023-04-05 09:54:55,2748.0,20.0,523,139.0,463.0,184.0,963.0,9975,2023-03-23 02:11:46.000,1.9.0,217.0,59.0,33,True,dearpygui,,,,18900.0,1789.0,1756.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,33.0,18900.0,,,,2.0,,,,,,,,,,,,,,,,,, +135,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-05 19:52:28.000,2023-03-04 17:45:05,299.0,22.0,557,131.0,184.0,164.0,335.0,5568,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,33,True,eel,,,,76203.0,5097.0,5023.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,74.0,76203.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +136,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-03-07 20:01:09.000,2023-03-07 20:01:07,1828.0,19.0,584,131.0,326.0,64.0,809.0,5419,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,33,True,csvkit,conda-forge/csvkit,,,148002.0,1683.0,1315.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,368.0,146849.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,84169.0,2.0,,,,,,,,,,,,,,,,,, +137,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,461,108.0,93.0,80.0,158.0,5108,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,33,True,xmltodict,conda-forge/xmltodict,,,23445430.0,57402.0,51992.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5410.0,23413667.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2541077.0,2.0,,,,,,,,,,,,,,,,,, +138,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-04-05 10:57:16.000,2023-02-12 13:56:56,1159.0,4.0,300,41.0,456.0,427.0,473.0,3472,2023-01-30 02:35:01.295,0.19.3,150.0,118.0,33,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,98858.0,5384.0,5299.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,85.0,98361.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,10954.0,2.0,,,,,,,,,,,,,,,,,, +139,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-04-05 09:25:00.000,2023-01-16 12:56:18,319.0,1.0,232,54.0,189.0,133.0,184.0,3362,2022-12-18 09:18:01.579,0.7.0,41.0,52.0,33,True,databases,conda-forge/databases,,,455098.0,18259.0,18128.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,131.0,451672.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,171311.0,2.0,,,,,,,,,,,,,,,,,, +140,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-03-30 20:29:58.000,2023-03-30 20:29:58,515.0,12.0,721,69.0,392.0,77.0,392.0,3302,2023-01-23 22:15:52.000,0.16.0,45.0,129.0,33,True,prometheus_client,conda-forge/prometheus_client,,,19750031.0,703.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,703.0,19619882.0,https://anaconda.org/conda-forge/prometheus_client,2023-01-24 04:49:16.134,10151679.0,2.0,,,,,,,,,,,,,,,,,, +141,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-03-21 14:26:46.000,2022-12-19 03:14:24,1998.0,,206,45.0,184.0,136.0,347.0,2777,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,33,True,dependency-injector,conda-forge/dependency_injector,,,1011869.0,1988.0,1925.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,63.0,1010784.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,20630.0,2.0,,,,,,,,,,,,,,,,,, +142,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-03-02 20:01:30.392,2023-03-01 19:34:07,194.0,7.0,169,27.0,71.0,4.0,81.0,2385,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1259916.0,97532.0,94255.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3277.0,1259046.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,58353.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +143,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-03-30 18:37:55.000,2023-03-30 18:37:55,817.0,10.0,412,40.0,612.0,265.0,354.0,2146,2023-02-21 04:04:20.000,5.4.1,88.0,103.0,33,True,pynamodb,conda-forge/pynamodb,,,1293217.0,1529.0,1372.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,157.0,1286389.0,https://anaconda.org/conda-forge/pynamodb,2023-02-21 17:01:50.758,300469.0,2.0,,,,,,,,,,,,,,,,,, +144,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-04-06 01:22:31.740,2023-03-21 23:59:13,1718.0,8.0,189,88.0,197.0,,,2138,2023-04-03 20:26:32.000,3.1.2,42.0,42.0,33,True,motor,conda-forge/motor,,,1364450.0,56254.0,55119.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1135.0,1363401.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,54589.0,2.0,,,,,,,,,,,,,,,,,, +145,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,82.0,1876,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,57583435.0,39150.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39147.0,57317975.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,19641759.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,31.0,,,,,,,,,,,,, +146,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-31 03:02:53.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,157.0,53.0,84.0,1785,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,125508431.0,6891.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6891.0,125331252.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,14351518.0,3.0,,,,,,,,,,,,,,,,,, +147,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-03-12 20:31:41.000,2023-03-12 20:24:25,450.0,7.0,251,26.0,106.0,11.0,136.0,1650,2023-03-12 20:27:37.000,2.4.0,35.0,60.0,33,True,emoji,conda-forge/emoji,,,1857659.0,55564.0,54164.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1400.0,1856737.0,https://anaconda.org/conda-forge/emoji,2022-11-02 16:35:36.450,46109.0,1.0,,,,,,,,,,,,,,,,,, +148,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-03-17 22:11:58.000,2023-03-17 22:10:49,264.0,13.0,139,27.0,44.0,4.0,216.0,1619,2023-01-22 22:31:46.730,5.3.0,44.0,9.0,33,True,cachetools,conda-forge/cachetools,,,74404681.0,3244.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3244.0,74300293.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8142304.0,1.0,,,,,,,,,,,,,,,,,, +149,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-02-13 22:49:48.000,2023-02-09 12:48:47,1087.0,14.0,205,45.0,175.0,51.0,334.0,1424,2022-11-30 17:34:49.000,2.0.6,18.0,87.0,33,True,pygsheets,,,,1359332.0,1825.0,1743.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,82.0,1359332.0,,,,2.0,,,,,,,,,,,,,,,,,, +150,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,5.0,216,65.0,389.0,116.0,593.0,1388,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,33,True,typing,conda-forge/typing,,,8694075.0,5775.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5775.0,8665193.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2455035.0,2.0,,,,,,,,,,,,,,,,,, +151,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-04-03 05:03:10.000,2023-03-29 09:05:37,1757.0,39.0,217,47.0,747.0,247.0,353.0,1120,2023-02-24 18:17:02.569,2.14.2,66.0,86.0,33,True,zarr,conda-forge/zarr,,,213835.0,2459.0,2132.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,327.0,187405.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2193717.0,2.0,,,,,,,,,,,,,,,,,, +152,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,180,51.0,196.0,80.0,370.0,1107,2022-11-23 18:35:01.134,1.7.12,87.0,58.0,33,True,petl,conda-forge/petl,,,648259.0,3422.0,3339.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,83.0,646117.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,169255.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +153,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-03-09 19:29:08.000,2023-02-12 00:08:39,785.0,1.0,192,42.0,109.0,137.0,269.0,1054,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,33,True,py4j,conda-forge/py4j,,,30314603.0,21112.0,20428.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,684.0,30284080.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2441843.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +154,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-04-06 12:18:33.000,2023-03-31 08:57:06,1429.0,22.0,170,97.0,676.0,8.0,217.0,784,2023-03-31 10:11:57.000,5.7.0,119.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,189223.0,4379.0,4153.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,186788.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-03-31 12:59:36.797,170496.0,2.0,,,,,,,,,,,,,,,,,, +155,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-03-02 13:27:47.422,2023-03-02 05:45:05,997.0,45.0,42,15.0,74.0,2.0,83.0,738,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,33,True,natsort,conda-forge/natsort,,,3472096.0,19531.0,18375.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1156.0,3456310.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1152438.0,2.0,,,,,,,,,,,,,,,,,, +156,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-04-01 17:09:55.000,2023-04-01 17:09:55,305.0,72.0,131,15.0,135.0,13.0,115.0,710,2023-03-27 09:27:41.000,0.21.0,38.0,43.0,33,True,validators,conda-forge/validators,,,5131871.0,65165.0,63521.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1644.0,5124067.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,319999.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +157,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-03-30 15:52:52.000,2023-03-27 16:18:37,1100.0,8.0,267,31.0,775.0,4.0,492.0,621,2023-03-24 05:45:10.000,7.1.14,103.0,111.0,33,True,minio,conda-forge/minio,,,1111327.0,4635.0,4244.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,391.0,1108721.0,https://anaconda.org/conda-forge/minio,2023-03-24 06:44:38.269,119908.0,2.0,,,,,,,,,,,,,,,,,, +158,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,26.0,49,14.0,35.0,16.0,22.0,326,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,33,True,wcwidth,conda-forge/wcwidth,,,35300584.0,390122.0,376774.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13348.0,35108285.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,16922386.0,3.0,,,,,,,,,,,,,,,,,, +159,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-02-13 14:10:43.000,2022-10-18 01:49:53,790.0,,128,24.0,88.0,50.0,129.0,288,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,49533139.0,105834.0,98782.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,49420268.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,7900970.0,3.0,,,,,,,,,,,,,,,,,, +160,Activeloop,activeloopai/Hub,"Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets. Stream data real-time to..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-04-06 12:35:08.000,2023-04-06 05:59:25,7123.0,443.0,429,65.0,1833.0,45.0,365.0,5422,2023-03-31 13:34:26.000,3.2.21,154.0,108.0,32,True,hub,,,,13800.0,163.0,109.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,13800.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +161,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-03-24 23:30:50.000,2023-03-24 23:30:33,962.0,11.0,362,86.0,166.0,,564.0,4439,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,75745.0,1330.0,1159.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,171.0,75256.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,29352.0,2.0,,,,,,,,,,,,,,,,,, +162,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-03-30 20:13:54.000,2022-12-14 22:13:47,1548.0,,338,261.0,1629.0,108.0,485.0,3259,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1015.0,1843361.0,301.0,288.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,13.0,1837560.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,271707.0,2.0,,,,,,,,,,,,,,,,,, +163,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-02-05 07:09:09.000,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,71.0,2732,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,4560308.0,6945.0,6082.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,863.0,4558354.0,https://anaconda.org/conda-forge/schema,2021-12-02 07:54:56.628,87970.0,2.0,,,,,,,,,,,,,,,,,, +164,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-04-06 00:51:45.000,2023-04-06 00:51:45,445.0,4.0,521,125.0,198.0,65.0,901.0,2639,2022-11-16 05:01:26.000,4.0.35,55.0,54.0,32,False,pyodbc,conda-forge/pyodbc,,,23748991.0,2092.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2092.0,23735045.0,https://anaconda.org/conda-forge/pyodbc,2023-03-30 04:10:16.550,948346.0,3.0,,,,,,,,,,,,,,,,,, +165,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2598,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,78326.0,1361.0,1248.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,113.0,71909.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,507012.0,2.0,,,,,,,,,,,,,,,,,, +166,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-03-31 15:01:13.000,2023-03-31 15:01:00,1030.0,6.0,392,52.0,253.0,23.0,288.0,2213,2022-06-22 08:12:35.000,2.1.1,34.0,73.0,32,True,mysqlclient,conda-forge/mysqlclient,,5226.0,4418049.0,7184.0,,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7184.0,4413531.0,https://anaconda.org/conda-forge/mysqlclient,2022-10-28 11:09:46.174,240421.0,3.0,,,,,,,,,,,,,,,,,, +167,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,438,98.0,159.0,3.0,,2058,2020-12-11 10:14:20.000,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,19044467.0,146492.0,138057.0,https://pypi.org/project/xlrd,2020-12-11 10:14:20.000,8435.0,19000900.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3180455.0,2.0,,,,,,,,,,,,,,,,,, +168,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-03-31 12:11:49.000,2022-03-15 11:17:01,1020.0,,238,37.0,346.0,131.0,246.0,1982,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2208074.0,12831.0,12767.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,64.0,2207979.0,https://anaconda.org/conda-forge/pypika,2021-10-25 08:47:19.091,1722.0,3.0,,,,,,,,,,,,,,,,,, +169,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,3.0,202,39.0,237.0,41.0,201.0,1762,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,32,True,voluptuous,conda-forge/voluptuous,,,2528995.0,14179.0,12848.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1331.0,2525668.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,269515.0,2.0,,,,,,,,,,,,,,,,,, +170,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1650,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,32,True,humanize,conda-forge/humanize,,,4795892.0,1942.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1942.0,4791454.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,363961.0,2.0,,,,,,,,,,,,,,,,,, +171,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-03-21 23:25:15.000,2022-12-20 15:38:39,1034.0,,75,16.0,544.0,73.0,418.0,1437,2022-12-08 21:01:02.889,2.3.0,144.0,28.0,32,True,omegaconf,conda-forge/omegaconf,,,4313089.0,11186.0,10999.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,187.0,4291790.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,830696.0,3.0,,,,,,,,,,,,,,,,,, +172,SDV,sdv-dev/SDV,"Synthetic Data Generation for tabular, relational and time series data.",,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-04-06 09:45:46.000,2023-04-05 18:26:55,1271.0,157.0,212,40.0,519.0,131.0,679.0,1346,2023-03-28 20:39:38.000,1.0.0,92.0,43.0,32,False,sdv,conda-forge/sdv,,,60179.0,194.0,180.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,14.0,59692.0,https://anaconda.org/conda-forge/sdv,2023-03-29 00:26:49.908,7799.0,2.0,,,,,,,,,,,,2.0,,,,,, +173,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-04-05 04:09:37.000,2023-04-05 04:09:29,439.0,39.0,136,29.0,420.0,7.0,106.0,991,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,bcrypt,conda-forge/bcrypt,,,35615556.0,7982.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,7982.0,35556617.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3123799.0,3.0,,,,,,,,,,,,,,,,,, +174,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-03-29 07:30:30.550,2023-03-28 20:26:40,1267.0,26.0,240,18.0,208.0,24.0,299.0,831,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,32,True,fastcore,conda-forge/fastcore,,,545560.0,3427.0,3149.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,278.0,543292.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,36288.0,2.0,,,,,,,,,,,,,,,,,, +175,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-03-30 20:18:42.000,2023-03-29 16:15:54,344.0,9.0,114,59.0,332.0,53.0,247.0,359,2023-01-30 14:26:08.266,0.19.1,42.0,40.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,281.0,6317720.0,6662.0,6368.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,294.0,6293656.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1756393.0,3.0,,,,,,,,,,,,,,,,,, +176,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-02-24 21:41:11.000,2023-02-24 21:41:08,544.0,1.0,116,16.0,208.0,48.0,32.0,164,2022-05-31 19:44:50.000,0.6.0,32.0,34.0,32,True,s3transfer,conda-forge/s3transfer,,,213896715.0,185236.0,180948.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4288.0,213716432.0,https://anaconda.org/conda-forge/s3transfer,2022-05-31 23:35:02.613,14602931.0,3.0,,,,,,,,,,,,,,,,,, +177,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-04-05 23:49:59.000,2023-02-21 11:02:54,236.0,8.0,403,131.0,229.0,225.0,145.0,9677,2022-08-30 17:58:44.923,0.0.8,8.0,54.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,370775.0,5539.0,5470.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,69.0,370283.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,9855.0,3.0,,,,,,,,,,,,,,,,,, +178,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-04-06 12:23:17.000,2023-04-03 19:41:39,5891.0,426.0,580,88.0,1084.0,126.0,520.0,3421,2023-01-30 03:31:02.910,0.3.0,62.0,229.0,31,True,toga,,,1216.0,2141.0,36.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,34.0,1912.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,27.0,,,,,,,,,,,,, +179,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-04-05 07:41:09.000,2022-12-15 14:28:13,3987.0,,227,88.0,74.0,282.0,327.0,3203,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,50.0,82241.0,3688.0,3329.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,359.0,81079.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,87208.0,3.0,,,,,,,,,,,,,,,,,, +180,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3135,2021-12-15 15:22:54.705,0.6.0,14.0,65.0,31,False,blaze,conda-forge/blaze,,,11415.0,9833.0,9015.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8458.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201106.0,2.0,,,,,,,,,,,,,,,,,, +181,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-03-28 11:36:15.290,2023-03-28 06:19:13,982.0,22.0,135,75.0,51.0,6.0,70.0,3042,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,31,True,funcy,conda-forge/funcy,,,1762855.0,7834.0,7219.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,615.0,1758663.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,314459.0,3.0,,,,,,,,,,,,,,,,,, +182,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-03-29 13:58:21.000,2023-03-21 12:32:52,1134.0,21.0,575,176.0,455.0,89.0,474.0,2964,2023-03-13 16:24:01.128,1.81.1,92.0,80.0,31,False,arctic,conda-forge/arctic,,197.0,8347.0,243.0,207.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,36.0,7805.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,25389.0,2.0,,,,,,,,,,,,,,,,,, +183,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-03-25 06:48:12.938,2023-03-25 04:11:58,431.0,32.0,272,17.0,107.0,16.0,119.0,2930,2023-03-25 04:14:00.465,4.7.1,84.0,16.0,31,True,gdown,conda-forge/gdown,,,1132942.0,15660.0,15366.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,294.0,1129177.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,161910.0,2.0,,,,,,,,,,,,,,,,,, +184,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-04-06 05:35:33.000,2023-01-19 03:03:16,1011.0,1.0,347,48.0,367.0,76.0,307.0,2822,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,31,True,smart-open,conda-forge/smart_open,,,13433100.0,596.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,596.0,13411109.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1715328.0,2.0,,,,,,,,,,,,,,,,,, +185,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-04-06 13:20:09.000,2023-04-04 15:52:34,5518.0,228.0,282,39.0,1290.0,25.0,155.0,2782,2023-04-03 18:03:49.000,0.37.0,88.0,66.0,31,True,zenml,,,1.0,5367.0,95.0,92.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,5367.0,,,,2.0,,,,,,,,,,,,,,,,,, +186,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-04-03 21:13:31.000,2023-03-30 16:12:11,532.0,25.0,174,15.0,491.0,184.0,374.0,2183,2023-03-20 22:48:01.602,0.14.5,62.0,86.0,31,True,pandera,conda-forge/pandera-core,['pandas'],,924085.0,796.0,738.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,58.0,923426.0,https://anaconda.org/conda-forge/pandera-core,2023-03-21 00:14:13.208,19770.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +187,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-04-03 18:12:25.600,2022-11-17 18:49:16,758.0,,192,61.0,87.0,68.0,277.0,1924,2022-10-26 03:44:13.980,2.8.4,46.0,63.0,31,True,numexpr,conda-forge/numexpr,,163.0,3135371.0,3068.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3068.0,3058685.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6134787.0,2.0,,,,,,,,,,,,-2.0,,,,,, +188,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-04-04 09:20:26.000,2023-04-04 09:20:22,2246.0,47.0,173,40.0,359.0,22.0,259.0,1762,2023-01-23 12:12:55.000,4.4,179.0,56.0,31,True,pyscaffold,conda-forge/pyscaffold,,,243101.0,62.0,,https://pypi.org/project/pyscaffold,2023-01-23 12:15:02.953,62.0,241171.0,https://anaconda.org/conda-forge/pyscaffold,2023-01-23 18:36:59.121,162190.0,3.0,,,,,,,,,,,,,,,,,, +189,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,496,99.0,401.0,142.0,379.0,1643,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1581428.0,8078.0,6846.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1232.0,1578260.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,114067.0,3.0,,,,,,,,,,,,,,,,,, +190,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,6.0,95,33.0,67.0,3.0,64.0,1317,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,13079591.0,2800.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2800.0,13061631.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1418898.0,2.0,,,,,,,,,,,,,,,,,, +191,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-03-22 11:40:15.000,2023-03-22 11:40:09,792.0,48.0,56,25.0,39.0,85.0,71.0,1216,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,31,True,strictyaml,conda-forge/strictyaml,,,449129.0,1655.0,1435.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,220.0,445880.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,194944.0,3.0,,,,,,,,,,,,,,,,,, +192,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-04-04 06:41:25.000,2023-03-14 05:26:52,469.0,5.0,78,23.0,220.0,28.0,63.0,1040,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11959838.0,14571.0,14347.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,224.0,11952218.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,426773.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +193,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,2.0,94,69.0,94.0,49.0,59.0,975,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,appdirs,conda-forge/appdirs,,,13549696.0,246445.0,231486.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14959.0,13449096.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8551048.0,3.0,,,,,,,,,,,,,,,,,, +194,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-04-04 12:01:58.000,2023-04-04 12:01:58,594.0,7.0,121,21.0,219.0,42.0,111.0,924,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,60841818.0,10293.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10293.0,60588459.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,18241848.0,3.0,,,,,,,,,,,,,,,,,, +195,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-04-03 16:58:43.000,2023-04-03 16:58:43,1898.0,54.0,126,44.0,392.0,99.0,241.0,884,2023-03-11 21:23:00.619,0.6.8,27.0,80.0,31,True,intake,conda-forge/intake,,,28543.0,1098.0,984.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,114.0,21603.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,367828.0,2.0,,,,,,,,,,,,,,,,,, +196,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-03-30 19:07:28.000,2023-03-29 19:17:21,550.0,60.0,126,22.0,430.0,38.0,239.0,827,2023-01-13 20:56:00.725,0.12.0,41.0,40.0,31,True,aiocache,,,2.0,189920.0,1774.0,1663.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,111.0,189920.0,,,,2.0,,,,,,,,,,,,,,,,,, +197,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-04-06 08:46:20.833,2023-04-06 01:53:12,854.0,33.0,87,22.0,85.0,18.0,81.0,801,2023-04-06 02:04:12.666,6.0.4,44.0,48.0,31,True,inflect,conda-forge/inflect,,,3460950.0,968.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,968.0,3456727.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,304093.0,2.0,,,,,,,,,,,,,,,,,, +198,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2022-12-08 12:55:31.000,2022-07-20 10:28:45,567.0,,100,11.0,104.0,24.0,95.0,432,2021-12-15 16:56:20.744,3.2.1,36.0,39.0,31,True,rsa,conda-forge/rsa,,,122474675.0,260516.0,253635.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,6881.0,122341845.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,10759260.0,3.0,,,,,,,,,,,,,,,,,, +199,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-03-30 00:18:46.000,2023-03-30 00:03:57,1136.0,8.0,80,17.0,693.0,15.0,120.0,333,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,3203.0,75741531.0,3105.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3105.0,75620586.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,8584364.0,2.0,,,,,,,,,,,,,,,,,, +200,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-04-05 17:27:57.000,2023-03-27 13:18:05,751.0,20.0,59,18.0,353.0,173.0,213.0,313,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,31,True,param,conda-forge/param,,,512348.0,6316.0,6176.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,140.0,497358.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1079318.0,3.0,,,,,,,,,,,,,,,,,, +201,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,32.0,104.0,58.0,64.0,228,2019-11-16 17:27:13.000,0.4.8,37.0,16.0,31,False,pyasn1,conda-forge/pyasn1,,,121471717.0,328605.0,313653.0,https://pypi.org/project/pyasn1,2022-08-23 07:37:06.338,14952.0,121332565.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11132207.0,3.0,,,,,,,,,,,,,,,,,, +202,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-04-05 23:38:36.000,2023-04-05 18:34:04,733.0,29.0,41,43.0,593.0,20.0,153.0,48,2023-03-01 18:38:00.438,2.17.0,69.0,64.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4479007.0,2721.0,2714.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,7.0,4477419.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-03-02 11:27:53.568,76256.0,3.0,,,,,,,,,,,,,,,,,, +203,importlib-resources,python/importlib_resources,Read resources from Python packages.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2018-06-07 13:52:28.873,2023-02-20 18:52:29.824,2023-02-17 22:26:16,778.0,30.0,34,13.0,49.0,4.0,228.0,40,2023-02-17 22:33:05.683,5.12.0,61.0,34.0,31,False,importlib-resources,conda-forge/importlib_resources,,,54074946.0,1094.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1094.0,53881617.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,11213125.0,2.0,,,,,,,,,,,,,,,,,, +204,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-02-25 16:21:00.000,2023-02-25 16:20:56,601.0,43.0,32,4.0,36.0,1.0,56.0,37,2023-02-25 02:18:04.386,3.15.0,45.0,20.0,31,False,zipp,conda-forge/zipp,,,129124626.0,3857.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3857.0,128616221.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,25420275.0,3.0,,,,,,,,,,,,,,,,,, +205,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-03-24 13:08:31.000,2022-12-08 17:33:49,3607.0,,586,141.0,965.0,476.0,767.0,7853,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,253.0,51932.0,469.0,446.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,23.0,49889.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,159274.0,3.0,,,,,,,,,,,,,,,,,, +206,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,90.0,180.0,9.0,419.0,4827,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,420549.0,3232.0,2964.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,412353.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,377020.0,1.0,,,,,,,,,,,,,,,,,, +207,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-02-11 18:01:11.000,2023-01-31 21:17:34,775.0,1.0,395,81.0,68.0,354.0,189.0,3355,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,30,True,keyboard,conda-forge/keyboard,,,414268.0,10412.0,9992.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,420.0,413550.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,15799.0,3.0,,,,,,,,,,,,,,,,,, +208,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-04-04 19:13:11.000,2023-03-31 16:14:11,2992.0,28.0,207,28.0,260.0,134.0,699.0,3038,2023-01-30 22:04:00.750,0.22.2,109.0,72.0,30,True,ploomber,conda-forge/ploomber,,,9073.0,79.0,73.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,6680.0,https://anaconda.org/conda-forge/ploomber,2023-01-31 12:29:57.714,52661.0,2.0,,,,,,,,,,,,,,,,,, +209,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2554,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,156849.0,1852.0,1468.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,384.0,156291.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25136.0,3.0,,,,,,,,,,,,,,,,,, +210,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-04-05 11:44:55.000,2023-03-16 19:23:33,3815.0,29.0,304,32.0,305.0,123.0,534.0,2228,2023-01-29 21:11:26.594,2.6.2,207.0,88.0,30,True,pyinfra,,,,18900.0,86.0,75.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,18900.0,,,,3.0,,,,,,,,,,,,,,,,,, +211,docarray,jina-ai/docarray,The data structure for multimodal data Neural Search Vector Search Document Store.,,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-04-06 13:23:16.000,2023-03-07 10:45:30,920.0,23.0,161,37.0,894.0,88.0,351.0,1983,2023-01-17 09:11:28.000,0.21.0,514.0,51.0,30,True,docarray,conda-forge/docarray,,,85961.0,188.0,184.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,4.0,80353.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,84126.0,3.0,,,,,,,,,,,,,docarray/docarray,,,,, +212,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-03-13 01:27:10.000,2023-03-13 01:26:30,214.0,4.0,258,49.0,56.0,40.0,109.0,1929,2023-02-19 15:29:00.772,1.5.9,81.0,26.0,30,True,datasketch,,,19.0,953289.0,745.0,682.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,953289.0,,,,3.0,,,,,,,,,,,,,,,,,, +213,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-03-24 13:03:26.000,2022-10-18 10:59:07,785.0,,173,45.0,216.0,95.0,270.0,1831,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1240182.0,570.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,570.0,1231475.0,https://anaconda.org/conda-forge/fs,2022-03-02 15:54:00.090,583391.0,3.0,,,,,,,,,,,,,,,,,, +214,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,31.0,57,23.0,98.0,111.0,66.0,1677,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,30,True,glom,conda-forge/glom,,,1295738.0,1114.0,1007.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,107.0,1295281.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,19674.0,2.0,,,,,,,,,,,,,,,,,, +215,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-03-30 14:40:53.000,2023-02-24 21:17:34,1022.0,3.0,310,71.0,393.0,102.0,362.0,1448,2023-02-24 19:29:46.000,0.22.0,13.0,81.0,30,True,mleap,conda-forge/mleap,,,168241.0,231.0,206.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,166896.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,64591.0,2.0,,,,,,,,,,,,,,,,,, +216,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2022-12-08 15:59:11.000,2022-10-28 20:07:55,384.0,,174,28.0,91.0,61.0,136.0,1079,2021-01-11 13:28:44.000,0.4.0,28.0,24.0,30,True,sshtunnel,conda-forge/sshtunnel,,,5350071.0,5532.0,5241.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,291.0,5348726.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,106293.0,3.0,,,,,,,,,,,,,,,,,, +217,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,74.0,21.0,40.0,599.0,855,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2678209.0,7475.0,7164.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,311.0,2670754.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,380248.0,3.0,,,,,,,,,,,,,,,,,, +218,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-03-17 10:00:25.000,2020-10-21 17:48:31,219.0,,74,15.0,251.0,46.0,25.0,666,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12788661.0,38412.0,36347.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2065.0,12726192.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,4560259.0,2.0,,,,,,,,,,,,,,,,,, +219,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-05 13:30:17.000,2023-04-05 13:30:17,292.0,4.0,30,10.0,63.0,2.0,25.0,350,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,4086934.0,26468.0,26191.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,277.0,4063974.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1148018.0,3.0,,,,,,,,,,,,,,,,,, +220,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-03-20 11:23:16.000,2023-03-20 11:23:07,278.0,14.0,55,6.0,64.0,4.0,71.0,161,2021-10-26 13:46:12.000,4.0.2,40.0,29.0,30,True,tzlocal,conda-forge/tzlocal,,,28560478.0,3732.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3732.0,28536385.0,https://anaconda.org/conda-forge/tzlocal,2023-03-18 16:25:29.751,1975631.0,3.0,,,,,,,,,,,,,,,,,, +221,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-04-04 13:18:36.000,2023-04-04 13:18:36,954.0,6.0,4462,643.0,744.0,200.0,100.0,22400,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,4345.0,96.0,80.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,4288.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1376.0,3.0,,,,,,,,,,,,,,,,,, +222,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2022-12-28 06:35:36.000,2022-05-08 04:08:19,743.0,,933,275.0,287.0,145.0,451.0,17463,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,True,gooey,conda-forge/gooey,,413.0,8421.0,803.0,725.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,7068.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,63172.0,3.0,,,,,,,,,,,,,,,,,, +223,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-03-23 18:39:45.000,2023-03-13 16:40:40,326.0,1.0,573,188.0,89.0,64.0,82.0,6958,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,277147.0,1181.0,1003.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,276825.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23218.0,3.0,,,,,,,,,,,,,,,,,, +224,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,1.0,549,140.0,293.0,280.0,241.0,6530,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,29,True,faust,,,,28803.0,1498.0,1467.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,28803.0,,,,3.0,,,,,,,,,,,,,,,,,, +225,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-02-17 21:58:40.000,2023-02-17 21:58:39,2685.0,1.0,847,174.0,736.0,21.0,957.0,5457,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,29,True,snorkel,conda-forge/snorkel,,1005.0,52028.0,289.0,277.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,51145.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,39158.0,3.0,,,,,,,,,,,,,,,,,, +226,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,4989,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,186141.0,4533.0,3743.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,790.0,185790.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,28152.0,3.0,,,,,,,,,,,,,,,,,, +227,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-03-09 03:31:41.000,2023-01-30 08:55:46,707.0,2.0,285,101.0,134.0,27.0,259.0,4438,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,29,True,dataset,conda-forge/dataset,,,50228.0,3528.0,2960.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,568.0,50028.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5014.0,3.0,,,,,,,,,,,,,,,,,, +228,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-04-02 07:59:22.000,2022-07-17 20:23:59,289.0,,410,95.0,108.0,31.0,127.0,2710,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,360162.0,5499.0,5349.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,150.0,358618.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,44783.0,3.0,,,,,,,,,,,,,,,,,, +229,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,637,142.0,443.0,135.0,396.0,2618,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,29,False,pandas-datareader,conda-forge/pandas-datareader,,,571084.0,834.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,834.0,567311.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,271672.0,3.0,,,,,,,,,,,,,,,,,, +230,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2351,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,16.0,3084920.0,5152.0,4848.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,304.0,3080193.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,382930.0,2.0,,,,,,,,,,,,,,,,,, +231,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-04-06 00:37:31.000,2023-04-05 20:44:12,626.0,96.0,92,30.0,853.0,33.0,318.0,2163,2023-04-05 18:23:02.000,1.1.35,221.0,21.0,29,True,whylogs,,,68.0,49235.0,88.0,82.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,6.0,49233.0,,,,3.0,,,,,,,,,,,,,,,,,, +232,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-04-03 13:11:41.000,2023-03-27 19:19:44,2229.0,18.0,147,96.0,1921.0,156.0,1329.0,1679,2021-07-02 00:15:35.000,1.0.0,16.0,35.0,29,True,datatable,conda-forge/datatable,,1837.0,66446.0,22.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,22.0,65724.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,19460.0,3.0,,,,,,,,,,,,,,,,,, +233,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-04-01 12:40:11.000,2023-04-01 12:30:24,609.0,9.0,54,15.0,216.0,3.0,51.0,1262,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,29,True,bidict,conda-forge/bidict,,,1393432.0,13048.0,12578.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,470.0,1390607.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,223201.0,2.0,,,,,,,,,,,,,,,,,, +234,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2022-11-10 14:50:05.000,2021-12-10 09:37:17,2933.0,,218,47.0,177.0,25.0,757.0,1168,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,False,py2neo,conda-forge/py2neo,,,142939.0,619.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,619.0,142141.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,55887.0,3.0,,,,,,,,,,,,,,,,,, +235,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,304,51.0,209.0,28.0,264.0,1080,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3637.0,2046066.0,1690.0,1485.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,205.0,2046030.0,,,,3.0,,,,,,,,,,,,,,,,,, +236,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-04-06 11:22:28.000,2023-04-06 11:22:23,712.0,93.0,41,12.0,178.0,8.0,78.0,1030,2023-03-22 00:31:06.222,0.30.0,57.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,987433.0,1349.0,1328.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,21.0,983359.0,https://anaconda.org/conda-forge/python-benedict,2023-03-22 03:42:51.330,118162.0,2.0,,,,,,,,,,,,3.0,,,,,, +237,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,115,22.0,52.0,40.0,123.0,804,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,467961.0,14757.0,14562.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,195.0,467245.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,25791.0,2.0,,,,,,,,,,,,,,,,,, +238,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-04-04 07:19:01.000,2022-04-12 15:11:24,490.0,,329,33.0,242.0,37.0,120.0,635,2020-04-17 20:27:24.000,3.9.0,36.0,65.0,29,True,pysolr,conda-forge/pysolr,,,241686.0,4217.0,2940.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1277.0,241413.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20263.0,3.0,,,,,,,,,,,,,,,,,, +239,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,27.0,45.0,5.0,90.0,508,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,5022701.0,16682.0,14494.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,5006630.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1301827.0,3.0,,,,,,,,,,,,,,,,,, +240,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-03-20 18:04:24.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,72.0,12.0,92.0,474,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,961834.0,4063.0,3799.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,264.0,946457.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1153299.0,3.0,,,,,,,,,,,,,,,,,, +241,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-01-20 20:04:29.828,2023-01-18 22:27:43,225.0,23.0,68,16.0,84.0,67.0,96.0,292,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,configobj,conda-forge/configobj,,24.0,2787540.0,28591.0,25210.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3381.0,2777044.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,598292.0,3.0,,,,,,,,,,,,,,,,,, +242,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,42,29.0,52.0,5.0,35.0,181,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,7560437.0,7169.0,6887.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,282.0,7556963.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,291882.0,2.0,,,,,,,,,,,,,,,,,, +243,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,47,8.0,43.0,17.0,21.0,123,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,66970593.0,39191.0,37000.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2191.0,66921969.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4133083.0,3.0,,,,,,,,,,,,,,,,,, +244,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-04-04 16:08:35.000,2023-03-26 10:11:08,1851.0,26.0,562,86.0,1253.0,193.0,1026.0,6925,2023-02-23 18:30:37.000,1.3.2,22.0,110.0,28,True,hydra,conda-forge/hydra-core,,,23450.0,6.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,6.0,8830.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,555592.0,3.0,,,,,,,,,,,,,,,,,, +245,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-01-17 08:57:15.000,2023-01-17 08:57:15,1084.0,1.0,240,64.0,80.0,23.0,263.0,3282,2022-04-23 14:56:04.000,1.14.0,23.0,41.0,28,True,asciimatics,conda-forge/asciimatics,,,66785.0,944.0,829.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,64677.0,https://anaconda.org/conda-forge/asciimatics,2022-11-10 16:45:01.089,126486.0,3.0,,,,,,,,,,,,,,,,,, +246,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-03-30 16:59:39.000,2023-02-12 12:07:43,188.0,6.0,181,27.0,45.0,68.0,116.0,2947,2023-01-15 20:00:00.748,1.6.4,40.0,25.0,28,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,443345.0,30.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,30.0,442568.0,https://anaconda.org/conda-forge/pandarallel,2023-01-16 16:36:35.644,17105.0,3.0,,,,,,,,,,,,,,,,,, +247,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,261.0,2553,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,19406.0,2140.0,2096.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,44.0,19406.0,,,,3.0,,,,,,,,,,,,,,,,,, +248,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,32.0,48.0,51.0,13.0,1866,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8281252.0,2158.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2158.0,8264605.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1315159.0,3.0,,,,,,,,,,,,,,,,,, +249,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-03-16 00:14:55.000,2023-03-16 00:14:49,152.0,1.0,113,23.0,105.0,48.0,42.0,1786,2021-11-03 08:11:33.000,0.5.0,12.0,23.0,28,True,gin-config,conda-forge/gin-config,,,277690.0,5741.0,5655.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,86.0,277230.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,16133.0,3.0,,,,,,,,,,,,,,,,,, +250,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1383,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,1157373.0,10111.0,8597.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1514.0,1153682.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,262074.0,3.0,,,,,,,,,,,,,,,,,, +251,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1220,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,['pandas'],,1535462.0,1997.0,1916.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1520765.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,323346.0,3.0,,,,,,,,,,,,,,,,,, +252,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-04-06 08:22:24.000,2023-04-06 07:22:11,748.0,43.0,44,13.0,401.0,151.0,156.0,1070,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,28,True,prisma,,,,14525.0,201.0,198.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,3.0,14525.0,,,,3.0,,,,,,,,,,,,,,,,,, +253,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-02-08 10:07:04.000,2022-08-15 22:23:51,507.0,,63,17.0,162.0,34.0,79.0,1053,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,977792.0,8787.0,8545.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,242.0,976671.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,31391.0,3.0,,,,,,,,,,,,,,,,,, +254,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-02-23 00:17:21.000,2023-02-23 00:17:20,1158.0,9.0,137,40.0,81.0,2.0,128.0,1047,2022-11-30 22:49:22.305,16.6.0,18.0,48.0,28,True,path,conda-forge/path,,,926939.0,122.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,122.0,917563.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,375040.0,3.0,,,,,,,,,,,,,,,,,, +255,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-04-02 08:05:09.000,2023-03-12 19:14:48,1661.0,19.0,68,11.0,378.0,91.0,208.0,995,2023-03-05 21:57:01.313,0.109.0,227.0,39.0,28,True,piccolo,,,,14782.0,258.0,248.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,14782.0,,,,3.0,,,,,,,,,,,,,,,,,, +256,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-04-06 12:58:59.000,2023-04-06 05:42:52,1101.0,95.0,119,17.0,631.0,51.0,292.0,965,2022-10-14 15:03:03.880,7.0.1,51.0,55.0,28,True,copier,,,,39917.0,391.0,382.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,9.0,39917.0,,,,3.0,,,,,,,,,,,,,,,,,, +257,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,11.0,115,16.0,60.0,23.0,104.0,784,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,28,True,pyahocorasick,conda-forge/pyahocorasick,,,664166.0,1770.0,1671.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,99.0,661348.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,180364.0,3.0,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2022-12-08 12:40:50.000,2021-11-20 18:05:09,427.0,,103,26.0,125.0,65.0,96.0,660,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,parsedatetime,conda-forge/parsedatetime,,,6688886.0,9137.0,7905.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,6687020.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,147432.0,3.0,,,,,,,,,,,,,,,,,, +259,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-02-06 08:50:20.183,2023-02-04 17:17:01,816.0,2.0,135,25.0,103.0,64.0,59.0,505,2023-02-04 16:24:36.000,1.12.1,61.0,88.0,28,True,beaker,conda-forge/beaker,,,317340.0,5855.0,4495.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1360.0,316416.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,67500.0,3.0,,,,,,,,,,,,,,,,,, +260,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-05 03:59:14.000,2022-09-22 18:12:11,588.0,,744,149.0,291.0,119.0,175.0,6034,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,2858.0,97.0,93.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2858.0,,,,3.0,,,,,,,,,,,,,,,,,, +261,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-04-03 14:05:07.000,2022-03-10 10:33:50,585.0,,497,83.0,238.0,92.0,129.0,3438,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,133208.0,116.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,116.0,132963.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,19381.0,3.0,,,,,,,,,,,,,,,,,, +262,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-04-03 15:01:41.000,2023-01-13 15:49:40,1602.0,1.0,96,38.0,1190.0,75.0,336.0,2649,2022-03-13 14:33:44.000,0.19.0,21.0,42.0,27,True,returns,conda-forge/returns,,,55245.0,394.0,341.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,53.0,55045.0,https://anaconda.org/conda-forge/returns,2022-03-13 18:38:23.664,4619.0,3.0,,,,,,,,,,,,,,,,,, +263,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-03-26 20:35:23.000,2022-10-12 16:46:46,523.0,,118,49.0,48.0,9.0,120.0,2151,2021-01-12 19:21:07.000,1.4.3,14.0,27.0,27,True,pyfunctional,,,,289110.0,599.0,584.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,15.0,289110.0,,,,3.0,,,,,,,,,,,,,,,,,, +264,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-03-22 13:43:18.000,2023-03-03 22:30:13,5556.0,11.0,497,107.0,898.0,574.0,908.0,1975,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,124.0,27,False,wx,conda-forge/wxpython,,2958.0,8580.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-03-11 05:42:42.678,597263.0,3.0,,,,,,,,,,,,,,,,,, +265,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1872,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2579.0,195.0,159.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2579.0,,,,3.0,,,,,,,,,,,,,,,,,, +266,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-02-21 20:22:12.000,2023-02-21 20:21:47,2694.0,33.0,131,53.0,292.0,43.0,187.0,1469,2023-02-21 20:43:04.848,0.16.0,26.0,39.0,27,False,enaml,conda-forge/enaml,,290.0,4256.0,295.0,211.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,84.0,2135.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,137654.0,3.0,,,,,,,,,,,,,,,,,, +267,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,140,44.0,53.0,20.0,18.0,1111,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,27,False,singer-python,,,,643134.0,357.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,357.0,643134.0,,,,3.0,,,,,,,,,,,,,,,,,, +268,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,126,28.0,74.0,35.0,69.0,1000,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,226367.0,3183.0,2983.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,200.0,225119.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,66145.0,3.0,,,,,,,,,,,,,,,,,, +269,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-03-14 12:09:04.000,2023-03-14 12:08:31,148.0,34.0,80,27.0,35.0,6.0,65.0,741,2023-01-21 10:48:02.235,1.3.1,23.0,16.0,27,False,email-validator,conda-forge/email-validator,,,6337536.0,360.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,360.0,6335332.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,72761.0,3.0,,,,,,,,,,,,,,,,,, +270,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-02-05 09:21:58.000,2023-02-05 09:21:57,175.0,1.0,76,25.0,49.0,11.0,33.0,663,2021-12-15 14:53:48.232,2.0.0,14.0,27.0,27,True,munch,conda-forge/munch,,,4474628.0,829.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,829.0,4437497.0,https://anaconda.org/conda-forge/munch,2019-10-30 13:10:23.404,3156175.0,3.0,,,,,,,,,,,,,,,,,, +271,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,645,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2576339.0,12475.0,11017.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1458.0,2569489.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,548071.0,3.0,,,,,,,,,,,,,,,,,, +272,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,600,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,157872.0,964.0,735.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,229.0,156263.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,131962.0,3.0,,,,,,,,,,,,,,,,,, +273,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,561,,,8.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,10597047.0,53185.0,50840.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2345.0,10431883.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,9744718.0,3.0,,,,,,,,,,,,,,,,,, +274,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,469,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,93.0,211701.0,6871.0,4487.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,209224.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,199818.0,3.0,,,,,,,,,,,,,,,,,, +275,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,463,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,pyscreenshot,,,,82135.0,2134.0,1879.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,255.0,82135.0,,,,3.0,,,,,,,,,,,,,,,,,, +276,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-03-31 05:22:20.795,2023-03-31 02:56:27,5970.0,364.0,30,10.0,221.0,30.0,514.0,339,2023-03-31 04:05:03.437,1.3.1,175.0,21.0,27,True,static-frame,conda-forge/static-frame,,,7140.0,18.0,16.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,2262.0,https://anaconda.org/conda-forge/static-frame,2023-03-31 05:22:20.795,243902.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +277,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,220547.0,1067.0,994.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,219811.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,51558.0,3.0,,,,,,,,,,,,,,,,,, +278,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-04-02 15:08:41.000,2022-07-27 03:51:16,154.0,,34,7.0,26.0,23.0,29.0,232,2021-08-09 23:11:59.000,1.8.0,14.0,13.0,27,True,send2trash,conda-forge/send2trash,,,9999347.0,2759.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2759.0,9865716.0,https://anaconda.org/conda-forge/send2trash,2021-08-09 12:16:59.375,8418804.0,3.0,,,,,,,,,,,,,,,,,, +279,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,11.0,28.0,6.0,67.0,225,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,futures,conda-forge/futures,,,10074156.0,45271.0,37228.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8043.0,10058670.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1238880.0,3.0,,,,,,,,,,,,,,,,,, +280,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,53,104.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,cloudant,conda-forge/cloudant,,,119411.0,2309.0,2020.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,289.0,118109.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,102877.0,3.0,,,,,,,,,,,,,,,,,, +281,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,25,5.0,45.0,4.0,36.0,71,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,7073451.0,60125.0,55789.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4336.0,7043964.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2388455.0,3.0,,,,,,,,,,,,,,,,,, +282,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,358.0,3116,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1819.0,143.0,122.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,623.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,96933.0,3.0,,,,,,,,,,,,,,,,,, +283,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,99,30.0,79.0,13.0,121.0,2246,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,381876.0,907.0,877.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,30.0,377903.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,190739.0,3.0,,,,,,,,,,,,,,,,,, +284,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-03-21 07:56:33.000,2023-03-19 12:02:21,374.0,1.0,129,29.0,214.0,57.0,138.0,1523,2022-12-02 13:23:00.600,0.25.0,59.0,53.0,26,True,arq,conda-forge/arq,,,41852.0,392.0,379.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,13.0,41590.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,6296.0,3.0,,,,,,,,,,,,,,,,,, +285,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,219,103.0,173.0,72.0,264.0,1479,2022-01-10 21:46:17.000,4.1.2,50.0,43.0,26,True,streamparse,,,,2252.0,84.0,57.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,2252.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,52,23.0,61.0,14.0,33.0,1018,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1305233.0,5622.0,5509.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,113.0,1289968.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,900658.0,3.0,,,,,,,,,,,,,,,,,, +287,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,947,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,18855.0,2379.0,1872.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,14442.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,326608.0,3.0,,,,,,,,,,,,,,,,,, +288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-04-06 05:02:10.000,2023-04-06 05:02:09,646.0,36.0,44,23.0,484.0,5.0,33.0,688,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,320340.0,92.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,92.0,320058.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13016.0,3.0,,,,,,,,,,,,,,,,,, +289,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-04-04 15:31:26.000,2023-04-02 23:26:27,1325.0,30.0,47,17.0,130.0,3.0,11.0,670,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,26,True,ubelt,conda-forge/ubelt,,,27365.0,2381.0,2317.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,64.0,25235.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,40488.0,3.0,,,,,,,,,,,,,,,,,, +290,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-04-06 10:55:02.000,2023-04-06 10:54:58,9855.0,39.0,40,13.0,8.0,6.0,8.0,467,2021-11-25 22:52:42.000,0.2.0,10.0,98.0,26,True,pandas-summary,,['pandas'],,72168.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,72168.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +291,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-04-04 15:17:14.000,2023-04-04 14:27:23,3341.0,86.0,28,18.0,60.0,6.0,4.0,240,2022-09-07 10:31:33.181,0.90.10,536.0,65.0,26,True,dbnd,,,,94614.0,56.0,32.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,94614.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,187,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,32376621.0,12985.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12985.0,32229560.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,12353207.0,3.0,,,,,,,,,,,,,,,,,, +293,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-05 08:34:09.000,2023-02-13 12:57:40,121.0,8.0,21,8.0,47.0,4.0,7.0,141,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,4003115.0,22657.0,22593.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,64.0,3979712.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,959556.0,3.0,,,,,,,,,,,,,,,,,, +294,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,250.0,1744.0,55,2023-02-13 16:53:18.922,3.1.1,104.0,,26,False,openpyxl,openpyxl,,,51747757.0,7510.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7480.0,51746053.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,150561.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1217.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,11,6.0,27.0,7.0,22.0,35,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,13022764.0,68869.0,66147.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2722.0,13010312.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1070892.0,3.0,,,,,,,,,,,,,,,,,, +296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-04-04 00:13:36.000,2023-02-22 03:50:44,49.0,2.0,96,33.0,97.0,16.0,137.0,2180,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,31.0,1430791.0,324.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,324.0,1424455.0,https://anaconda.org/conda-forge/python-box,2023-02-04 21:58:06.354,380194.0,3.0,,,,,,,,,,,,,,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-04-03 14:11:18.000,2022-10-17 20:24:01,6408.0,,218,42.0,1028.0,9.0,207.0,1352,2020-07-19 03:20:20.000,2.2.32,86.0,26.0,25,True,optimuspyspark,,['spark'],,16268.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,16268.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1255,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,4733.0,487.0,298.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,4733.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,40.0,126.0,21.0,202.0,1100,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,337.0,400806.0,225.0,199.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,26.0,400803.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-05 17:00:53.000,2023-04-05 17:00:48,675.0,12.0,77,15.0,110.0,41.0,86.0,821,2022-10-27 07:12:01.693,7.0.1,34.0,19.0,25,True,mss,conda-forge/python-mss,,,283720.0,225.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,225.0,283046.0,https://anaconda.org/conda-forge/python-mss,2022-10-27 12:09:20.597,22931.0,3.0,,,,,,,,,,,,,,,,,, +301,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,10.0,98.0,452,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,19790.0,567.0,481.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,86.0,19369.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,21496.0,3.0,,,,,,,,,,,,,,,,,, +302,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-03 13:40:07.000,2023-04-03 13:37:05,249.0,24.0,50,7.0,53.0,15.0,50.0,434,2023-03-31 07:37:00.000,2.1.0,52.0,14.0,25,True,cachier,,,,17866.0,396.0,369.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,27.0,17866.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +303,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2022-09-21 15:09:58.000,2022-09-21 15:09:58,824.0,,64,16.0,182.0,43.0,157.0,434,2021-10-16 08:20:21.000,3.0.1,53.0,15.0,25,True,umongo,conda-forge/umongo,,,25227.0,11779.0,11765.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,25032.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,3706.0,3.0,,,,,,,,,,,,,,,,,, +304,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-03-20 14:15:16.000,2023-03-20 13:56:34,871.0,47.0,21,14.0,151.0,8.0,10.0,312,2023-03-20 13:59:01.278,17.0.8,229.0,14.0,25,True,aiomisc,,,,16876.0,323.0,290.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,33.0,16876.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-02-07 20:22:06.000,2022-11-21 22:08:41,73.0,,27,10.0,47.0,20.0,34.0,294,2022-08-17 14:01:02.972,0.8.0,11.0,17.0,25,True,typing_inspect,conda-forge/typing_inspect,,,18587926.0,276.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,276.0,18558673.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1404167.0,3.0,,,,,,,,,,,,,,,,,, +306,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-03-21 15:47:40.504,2023-03-21 13:58:35,346.0,19.0,28,6.0,119.0,2.0,76.0,137,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,127098.0,714.0,669.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,126379.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,31664.0,3.0,,,,,,,,,,,,,,,,,, +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3944,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,3465.0,131.0,55.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,76.0,3465.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2022-12-08 05:45:39.000,2021-03-10 15:44:00,981.0,,136,59.0,247.0,95.0,108.0,1543,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,bonobo,,,,6801.0,191.0,158.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6801.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +309,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,144,42.0,10.0,1.0,12.0,1046,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,576780.0,1918.0,1749.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,572356.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,278722.0,3.0,,,,,,,,,,,,,,,,,, +310,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-04-04 01:48:56.000,2023-02-21 10:55:54,98.0,10.0,38,16.0,63.0,6.0,4.0,976,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,24,True,asyncer,conda-forge/asyncer,,,75924.0,435.0,426.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,9.0,75747.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,2668.0,3.0,,,,,,,,,,,,,,,,,, +311,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,127,10.0,22.0,25.0,19.0,610,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,4614546.0,2584.0,2423.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,161.0,4614192.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,9583.0,3.0,,,,,,,,,,,,,,,,,, +312,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-01-11 23:00:37.000,2022-09-12 17:36:02,282.0,,48,9.0,25.0,15.0,69.0,582,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,24,True,pysimdjson,conda-forge/pysimdjson,,,234827.0,978.0,957.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,21.0,232886.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,58238.0,3.0,,,,,,,,,,,,,,,,,, +313,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2022-10-22 16:47:21.000,2019-11-13 07:35:33,601.0,,104,43.0,110.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,21898.0,402.0,278.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,21898.0,,,,3.0,,,,,,,,,,,,,,,,,, +314,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,54.0,60.0,,90.0,303,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,pyhdb,,,92.0,525790.0,181.0,162.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,19.0,525789.0,,,,3.0,,,,,,,,,,,,,,,,,, +315,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-02-23 18:09:40.000,2020-11-28 22:30:53,264.0,,24,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,52.0,119827.0,2526.0,2343.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,183.0,119463.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,24058.0,3.0,,,,,,,,,,,,,,,,,, +316,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,16,4.0,112.0,50.0,42.0,86,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,107.0,134642.0,5511.0,4198.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1313.0,134015.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,52107.0,3.0,,,,,,,,,,,,,,,,,, +317,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,15808106.0,7975.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7975.0,15652487.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,13072025.0,3.0,,,,,,,,,,,,,,,,,, +318,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-03-21 04:21:20.000,2023-03-18 10:09:23,599.0,3.0,334,45.0,96.0,167.0,101.0,1888,2011-12-30 16:40:09.000,11.12.30,16.0,39.0,23,True,camelot,,,,5783.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,5783.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-03-08 22:49:18.000,2023-01-16 17:36:54,275.0,4.0,174,19.0,115.0,72.0,104.0,1713,2023-01-07 01:51:08.612,1.41.0,83.0,20.0,23,True,img2dataset,,,858.0,6498.0,30.0,29.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,6456.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-03-22 14:52:28.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,39.0,21.0,46.0,1406,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,20708.0,103.0,92.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,20324.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,12674.0,3.0,,,,,,,,,,,,,,,,,, +321,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-03-31 14:28:37.000,2023-03-27 15:11:19,311.0,8.0,69,44.0,207.0,39.0,38.0,1253,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,23,True,tasktiger,,,,846.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,846.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-03-21 20:27:56.000,2023-02-18 00:55:10,950.0,3.0,135,62.0,76.0,167.0,149.0,843,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1493.0,183.0,154.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1493.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,38,15.0,12.0,6.0,11.0,511,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,unipath,,,,71885.0,10669.0,8623.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,71885.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,257,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,12130.0,156.0,148.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,11967.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4099.0,3.0,,,,,,,,,,,,,,,,,, +325,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-02-28 14:24:39.000,2023-02-28 14:18:14,5296.0,50.0,42,13.0,583.0,33.0,78.0,188,2023-02-13 11:53:04.000,0.8.1,14.0,32.0,23,True,batchflow,,,,597.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,597.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,7.0,11,5.0,11.0,2.0,7.0,112,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,23,True,coolname,conda-forge/coolname,,,303615.0,1361.0,1314.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,47.0,301824.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,50164.0,3.0,,,,,,,,,,,,,,,,,, +327,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3494,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,23321.0,375.0,344.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,31.0,23321.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,165,98.0,30.0,18.0,58.0,3225,,,4.0,19.0,22,False,macropy3,,,,239.0,568.0,538.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,239.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,69.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,69.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,84,36.0,214.0,44.0,55.0,2381,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,True,,,,17982.0,781.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +331,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2020-12-20 05:00:55.000,2019-09-25 12:17:08,113.0,,142,39.0,21.0,20.0,11.0,1538,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,165676.0,175.0,153.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,165676.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1344,2020-04-10 22:23:01.000,0.15.3,14.0,10.0,22,False,pinject,conda-forge/pinject,,,56694.0,166.0,147.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,19.0,56533.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3060.0,3.0,,,,,,,,,,,,,,,,,, +333,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2022-11-29 18:26:28.000,2019-11-15 03:38:30,105.0,,117,13.0,31.0,31.0,41.0,771,2019-01-14 18:48:25.000,0.9.2,20.0,12.0,22,False,pickledb,,,,27565.0,1174.0,1089.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,85.0,27565.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,14.0,164.0,16.0,120.0,508,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,3112.0,102.0,93.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2585.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,7906.0,3.0,,,,,,,,,,,,,,,,,, +335,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,41,12.0,20.0,18.0,11.0,472,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,61311.0,4435.0,3253.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1182.0,60532.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,65489.0,3.0,,,,,,,,,,,,,,,,,, +336,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2022-02-24 22:31:30.000,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,346,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,22,False,pymodm,conda-forge/pymodm,,,93126.0,662.0,579.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,93012.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4334.0,3.0,,,,,,,,,,,,,,,,,, +337,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,14549.0,803.0,716.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,13488.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,81730.0,3.0,,,,,,,,,,,,,,,,,, +338,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-04-05 11:49:08.000,2022-02-01 11:49:27,523.0,,9,4.0,103.0,18.0,82.0,173,2021-12-23 15:22:44.000,2.8.0,114.0,8.0,22,False,typical,conda-forge/typical,,,68867.0,61.0,57.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,67809.0,https://anaconda.org/conda-forge/typical,2021-12-23 18:09:55.692,24336.0,3.0,,,,,,,,,,,,,,,,,, +339,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1728,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,21,False,bashplotlib,,,,6102.0,190.0,160.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,30.0,6102.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1221,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,936.0,27.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,27.0,936.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-04-04 19:25:58.000,2020-12-13 18:58:15,709.0,,118,62.0,70.0,61.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,358.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,358.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-03-31 04:58:18.000,2023-01-03 19:16:25,478.0,,72,21.0,209.0,60.0,80.0,780,2023-01-03 20:08:22.000,0.9.2,19.0,17.0,21,True,odmantic,,,,14920.0,1.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,1.0,14920.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,704,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,2681.0,58.0,52.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,6.0,1991.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,20025.0,3.0,,,,,,,,,,,,,,,,,, +344,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,13,13.0,5.0,13.0,43.0,274,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,14074.0,123.0,117.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14074.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,44,15.0,33.0,19.0,9.0,260,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,74315.0,346.0,344.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,2.0,74315.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-03-27 18:37:34.000,2023-03-27 18:37:34,81.0,1.0,26,5.0,47.0,6.0,10.0,225,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,rtoml,,,,31674.0,213.0,194.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,19.0,31674.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-02-04 16:46:19.000,2023-02-04 16:46:19,272.0,1.0,40,8.0,35.0,11.0,36.0,142,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,21,True,filedepot,,,,5015.0,796.0,747.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,5015.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,395.0,276.0,81.0,80.0,10573,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,20,False,grumpy-tools,,,,16.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,16.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1969,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,20,False,,,['spark'],,,32.0,32.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +350,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,133,66.0,4.0,1.0,40.0,1931,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,1655.0,44.0,37.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,7.0,1655.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,193,39.0,56.0,79.0,39.0,1267,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10204.0,1032.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,844.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,18.0,20.0,3.0,26.0,816,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,20,False,unsync,conda-forge/unsync,,,14393.0,187.0,171.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,16.0,14127.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,9075.0,3.0,,,,,,,,,,,,,,,,,, +353,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-03-22 12:48:44.000,2022-09-27 12:00:45,94.0,,21,7.0,41.0,10.0,9.0,626,2022-08-30 20:12:03.810,0.5.0,12.0,9.0,20,True,dirty-equals,conda-forge/dirty-equals,,,37026.0,156.0,146.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,10.0,35097.0,https://anaconda.org/conda-forge/dirty-equals,2023-02-02 12:04:16.914,25080.0,3.0,,,,,,,,,,,,,,,,,, +354,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,261,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,16146.0,83.0,66.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,15907.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20130.0,3.0,,,,,,,,,,,,,,,,,, +355,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,16,7.0,62.0,7.0,22.0,137,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,aioprometheus,,,,113157.0,135.0,122.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,113157.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,97,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,172997.0,1746.0,1624.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,122.0,164677.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,524165.0,3.0,,,,,,,,,,,,,,,,,, +357,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-03-08 23:24:00.257,2023-03-08 19:11:50,76.0,2.0,117,33.0,10.0,7.0,141.0,2946,2023-03-08 19:14:00.000,2.1.10,57.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1431.0,150.0,150.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,1.0,https://anaconda.org/conda-forge/borb,2023-03-08 23:24:00.257,28617.0,3.0,,,,,,,,,,,,,,,,,, +358,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,22.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,19,True,bounter,,,,497.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,497.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-01-31 00:49:55.000,2022-05-27 16:50:28,284.0,,20,10.0,30.0,22.0,20.0,606,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,True,pugsql,,,,26690.0,55.0,52.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,26690.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,253,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5635.0,147.0,120.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5635.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,2.0,33,17.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],15.0,1417.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,473.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,53861.0,3.0,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,190,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,30639.0,665.0,661.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,30639.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,Upgini,upgini/upgini,Free automated data enrichment library for machine learning searches through thousands of ready-to-use features from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-04-05 11:51:56.000,2023-04-05 11:51:54,484.0,49.0,16,4.0,196.0,2.0,,186,2023-04-05 11:53:00.542,1.1.112,343.0,9.0,19,True,upgini,,,,4138.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 22:13:17.000,,4138.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-04-03 20:23:00.000,2022-09-09 19:16:24,612.0,,13,7.0,26.0,15.0,10.0,117,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,37648.0,30.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,30.0,37648.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-02-14 08:19:46.000,2023-02-14 08:08:12,259.0,4.0,56,36.0,44.0,12.0,57.0,1076,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,colout,,,,1027.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1027.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-04-05 17:11:04.000,2023-03-30 09:45:52,2624.0,69.0,98,30.0,175.0,39.0,251.0,990,,,,37.0,18,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +367,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,73,23.0,19.0,11.0,13.0,951,2022-10-26 17:01:00.596,0.2.6,23.0,13.0,18,True,d6tflow,,,,271.0,21.0,21.0,https://pypi.org/project/d6tflow,2022-10-26 17:01:00.596,,271.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,209,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,11780.0,4.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,4.0,11780.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-03-08 19:39:13.000,2023-03-03 15:51:21,160.0,9.0,99,58.0,67.0,23.0,16.0,1986,2022-09-22 07:21:29.000,3.2.0,9.0,17.0,17,True,mara-pipelines,,,,130.0,,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,,130.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,54.0,23.0,22.0,8.0,1593,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,riko,,,,122.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,122.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1333,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,86.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,86.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2022-07-24 13:43:20.000,2021-08-11 18:33:11,106029.0,,60,39.0,39.0,11.0,256.0,914,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +373,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,17.0,27.0,42.0,29.0,752,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,3031.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,3031.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-04-03 11:14:23.000,2023-04-03 11:11:27,111.0,12.0,6,14.0,115.0,2.0,2.0,258,2023-03-02 13:18:02.345,0.19.0,93.0,13.0,17,True,squirrel-core,squirrel-core,,,1396.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,1396.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +375,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2022-10-24 14:51:50.000,2022-10-24 14:51:47,202.0,,12,7.0,17.0,2.0,11.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,flupy,,,,137761.0,1.0,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,1.0,137761.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,26.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,26.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,77.0,590,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,254.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,254.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,418,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,208.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,208.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,103,54.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,37.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,37.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,4.0,77.0,18.0,40.0,102,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,15,True,datajob,,,,49.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,49.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,76,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,44737.0,382.0,377.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,5.0,44737.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,705,2018-11-22 02:36:13.000,0.0.78,57.0,2.0,14,False,supersqlite,,,,52.0,11.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,1.0,52.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,95,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,926.0,28.0,24.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,4.0,926.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,61,21.0,2.0,2.0,1.0,538,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,pandapy,,['pandas'],,62.0,2.0,2.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,62.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,266,2022-07-05 16:54:56.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,83.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,83.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,346,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +387,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,756,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 80454aa..319f146 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 -- PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K Β· πŸ“ˆ) - MySQL client library for Python. MIT -- pymongo (πŸ₯ˆ38 Β· ⭐ 3.8K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 -- SDV (πŸ₯ˆ30 Β· ⭐ 1.3K Β· πŸ“ˆ) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0 +- jsonschema (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT +- polars (πŸ₯ˆ40 Β· ⭐ 16K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +- more-itertools (πŸ₯‡40 Β· ⭐ 3K Β· πŸ“ˆ) - More routines for operating on iterables, beyond itertools. MIT +- SDV (πŸ₯ˆ32 Β· ⭐ 1.3K Β· πŸ“ˆ) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0 +- python-benedict (πŸ₯ˆ29 Β· ⭐ 1K Β· πŸ“ˆ) - dict subclass with keylist/keypath support, built-in I/O.. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- polars (πŸ₯ˆ39 Β· ⭐ 16K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT -- MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT -- luigi (πŸ₯ˆ37 Β· ⭐ 16K Β· πŸ“‰) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 -- tink (πŸ₯ˆ35 Β· ⭐ 13K Β· πŸ“‰) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- holidays (πŸ₯ˆ34 Β· ⭐ 940 Β· πŸ“‰) - Generate and work with holidays in Python. MIT +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- joblib (πŸ₯ˆ38 Β· ⭐ 3.1K Β· πŸ“‰) - Computing with Python functions. BSD-3 +- PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 11K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +- arrow (πŸ₯ˆ36 Β· ⭐ 8.3K Β· πŸ“‰) - Better dates & times for Python. Apache-2 +- numexpr (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ“‰) - Fast numerical array expression evaluator for Python, NumPy,.. MIT From 5bf65fe086acc243de9f6f7436d4ce7650362f9a Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 13 Apr 2023 13:36:36 +0000 Subject: [PATCH 05/70] Update best-of list for version 2023.04.13 --- README.md | 1490 +++++++++++++++---------------- history/2023-04-13_changes.md | 20 + history/2023-04-13_projects.csv | 389 ++++++++ latest-changes.md | 20 +- 4 files changed, 1164 insertions(+), 755 deletions(-) create mode 100644 history/2023-04-13_changes.md create mode 100644 history/2023-04-13_projects.csv diff --git a/README.md b/README.md index 0065ac1..6c2a5b0 100644 --- a/README.md +++ b/README.md @@ -17,7 +17,7 @@

-This curated list contains 390 awesome open-source projects with a total of 1.5M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python/edit/main/projects.yaml). Contributions are very welcome! +This curated list contains 390 awesome open-source projects with a total of 1.6M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python/edit/main/projects.yaml). Contributions are very welcome! --- @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M Back to top -
protobuf (πŸ₯‡49 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡50 Β· ⭐ 59K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 38M Β· πŸ“¦ 380K Β· πŸ“‹ 5.7K - 14% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 380K Β· πŸ“‹ 5.7K - 15% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,43 +95,43 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 13M Β· ⏱️ 23.12.2022): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 13M Β· ⏱️ 09.04.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3K Β· πŸ“₯ 180K Β· πŸ“¦ 51K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 180K Β· πŸ“¦ 52K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 10M / month Β· πŸ“¦ 270 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.8M / month Β· πŸ“¦ 270 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 630K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 640K Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.1M / month Β· πŸ“¦ 260 Β· ⏱️ 03.03.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 03.03.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ39 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 21M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 20M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): ``` pip install marshmallow ``` @@ -142,7 +142,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
simplejson (πŸ₯ˆ37 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.1K Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.1K Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/simplejson/simplejson @@ -151,7 +151,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.4M Β· ⏱️ 15.03.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.4M Β· ⏱️ 10.04.2023): ``` conda install -c conda-forge simplejson ``` @@ -163,7 +163,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 27M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 25M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` @@ -172,18 +172,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M conda install -c conda-forge cloudpickle ```
-
orjson (πŸ₯ˆ35 Β· ⭐ 4.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ35 Β· ⭐ 4.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 39K Β· πŸ“‹ 300 - 2% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 39K Β· πŸ“‹ 300 - 1% open Β· ⏱️ 09.04.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 870 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 890 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 640K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 650K Β· ⏱️ 09.04.2023): ``` conda install -c conda-forge orjson ``` @@ -195,18 +195,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.7M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.2M Β· ⏱️ 31.01.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.3M Β· ⏱️ 31.01.2023): ``` conda install -c conda-forge ujson ```
dill (πŸ₯ˆ35 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 89K Β· πŸ“‹ 470 - 34% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 90K Β· πŸ“‹ 470 - 34% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/uqfoundation/dill @@ -222,7 +222,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M
msgpack (πŸ₯ˆ35 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 220 Β· πŸ“₯ 980 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 31.03.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“₯ 980 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 08.04.2023): ``` git clone https://github.com/msgpack/msgpack-python @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 10M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.8M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.12.2022): ``` pip install jsonpickle ``` @@ -259,11 +259,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.1M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 3.9M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): ``` pip install srsly ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.1M Β· ⏱️ 01.03.2023): +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.2M Β· ⏱️ 01.03.2023): ``` conda install -c conda-forge srsly ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 950K / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 930K / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` @@ -284,46 +284,46 @@ This curated list contains 390 awesome open-source projects with a total of 1.5M conda install -c conda-forge python-rapidjson ```
-
hickle (πŸ₯‰25 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT +
pysimdjson (πŸ₯‰25 Β· ⭐ 580 Β· πŸ’€) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 480 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 960 Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): ``` - git clone https://github.com/telegraphic/hickle + git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 19K / month Β· πŸ“¦ 86 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 240K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): ``` - pip install hickle + pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 21K Β· ⏱️ 11.07.2019): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 59K Β· ⏱️ 29.10.2022): ``` - conda install -c conda-forge hickle + conda install -c conda-forge pysimdjson ```
-
pysimdjson (πŸ₯‰24 Β· ⭐ 580 Β· πŸ’€) - Python bindings for the simdjson project. MIT +
hickle (πŸ₯‰25 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 960 Β· πŸ“‹ 84 - 17% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 480 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): ``` - git clone https://github.com/TkTech/pysimdjson + git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 230K / month Β· πŸ“¦ 21 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 22K / month Β· πŸ“¦ 86 Β· ⏱️ 31.08.2022): ``` - pip install pysimdjson + pip install hickle ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 58K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 22K Β· ⏱️ 11.07.2019): ``` - conda install -c conda-forge pysimdjson + conda install -c conda-forge hickle ```
rtoml (πŸ₯‰21 Β· ⭐ 220) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 190 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 200 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 32K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 30K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 38K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 24K - 14% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 24K - 14% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -351,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 37M Β· ⏱️ 03.04.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 38M Β· ⏱️ 03.04.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 690K Β· πŸ“¦ 1.5M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 700K Β· πŸ“¦ 1.5M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/numpy/numpy @@ -367,7 +367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 53M Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 54M Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge numpy ``` @@ -379,7 +379,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 14M / month Β· πŸ“¦ 15K Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 23.01.2023): ``` pip install h5py ``` @@ -388,96 +388,96 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ40 Β· ⭐ 16K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +
polars (πŸ₯ˆ40 Β· ⭐ 16K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 820 Β· πŸ“¦ 1.4K Β· πŸ“‹ 3.5K - 18% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 830 Β· πŸ“¦ 1.4K Β· πŸ“‹ 3.5K - 19% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 480K / month Β· πŸ“¦ 130 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 490K / month Β· πŸ“¦ 130 Β· ⏱️ 05.03.2023): ``` pip install polars ```
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Modin (πŸ₯ˆ37 Β· ⭐ 8.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 8.6K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 980 Β· πŸ“‹ 3.5K - 24% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 990 Β· πŸ“‹ 3.5K - 25% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 660K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 800K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 220K Β· ⏱️ 10.03.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 220K Β· ⏱️ 12.04.2023): ``` conda install -c conda-forge modin-core ```
xarray (πŸ₯ˆ37 Β· ⭐ 2.9K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 900 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 910 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 18.01.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.6M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.7M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge xarray ```
PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 45K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 45K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 780K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 740K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.7M Β· ⏱️ 07.02.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.7M Β· ⏱️ 08.04.2023): ``` conda install -c conda-forge pytables ```
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TinyDB (πŸ₯ˆ34 Β· ⭐ 5.8K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
Bottleneck (πŸ₯ˆ34 Β· ⭐ 890) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 490 Β· πŸ“¦ 10K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 93 Β· πŸ“¦ 39K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 460K / month Β· πŸ“¦ 820 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 520K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` - pip install tinydb + pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 270K Β· ⏱️ 14.01.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.3M Β· ⏱️ 09.03.2023): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge bottleneck ```
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Bottleneck (πŸ₯ˆ34 Β· ⭐ 890) - Fast NumPy array functions written in C. BSD-2 +
TinyDB (πŸ₯ˆ33 Β· ⭐ 5.8K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 93 Β· πŸ“¦ 39K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 490 Β· πŸ“¦ 10K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/pydata/bottleneck + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 510K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 440K / month Β· πŸ“¦ 850 Β· ⏱️ 14.01.2023): ``` - pip install Bottleneck + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.3M Β· ⏱️ 09.03.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 280K Β· ⏱️ 14.01.2023): ``` - conda install -c conda-forge bottleneck + conda install -c conda-forge tinydb ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT @@ -514,12 +514,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ31 Β· ⭐ 2.2K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 170 Β· πŸ“¦ 740 Β· πŸ“‹ 560 - 32% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 180 Β· πŸ“¦ 750 Β· πŸ“‹ 560 - 32% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 920K / month Β· πŸ“¦ 58 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 900K / month Β· πŸ“¦ 58 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` @@ -528,83 +528,83 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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numexpr (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ“‰) - Fast numerical array expression evaluator for Python, NumPy,.. MIT +
docarray (πŸ₯ˆ31 Β· ⭐ 2K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2 -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“₯ 160 Β· πŸ“‹ 340 - 19% open Β· ⏱️ 17.11.2022): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 160 Β· πŸ“¦ 190 Β· πŸ“‹ 450 - 20% open Β· ⏱️ 07.03.2023): ``` - git clone https://github.com/pydata/numexpr + git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.1M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 69K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): ``` - pip install numexpr + pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.1M Β· ⏱️ 03.04.2023): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 86K Β· ⏱️ 08.09.2022): ``` - conda install -c conda-forge numexpr + conda install -c conda-forge docarray ```
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Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT +
numexpr (πŸ₯ˆ31 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 250 Β· πŸ“¦ 450 Β· πŸ“‹ 1.2K - 38% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“₯ 180 Β· πŸ“‹ 340 - 19% open Β· ⏱️ 17.11.2022): ``` - git clone https://github.com/vaexio/vaex + git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 50K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 2.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` - pip install vaex + pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 160K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.2M Β· ⏱️ 03.04.2023): ``` - conda install -c conda-forge vaex + conda install -c conda-forge numexpr ```
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docarray (πŸ₯‰30 Β· ⭐ 2K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2 +
Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 160 Β· πŸ“¦ 180 Β· πŸ“‹ 440 - 20% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 250 Β· πŸ“¦ 450 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): ``` - git clone https://github.com/jina-ai/docarray + git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 80K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 47K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): ``` - pip install docarray + pip install vaex ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 84K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 160K Β· ⏱️ 02.12.2022): ``` - conda install -c conda-forge docarray + conda install -c conda-forge vaex ```
datasketch (πŸ₯‰30 Β· ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 680 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 690 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 950K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 970K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` pip install datasketch ```
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.8K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.8K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 66K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 65K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 19K Β· ⏱️ 23.12.2020): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 20K Β· ⏱️ 23.12.2020): ``` conda install -c conda-forge datatable ```
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PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 2.9K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 180 Β· πŸ“‹ 180 - 36% open Β· ⏱️ 12.02.2023): @@ -620,18 +620,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandarallel ```
+
Pandas Summary (πŸ₯‰27 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 + +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 13.04.2023): + + ``` + git clone https://github.com/polyaxon/datatile + ``` +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 72K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): + ``` + pip install pandas-summary + ``` +
StaticFrame (πŸ₯‰27 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 16 Β· πŸ“‹ 540 - 5% open Β· ⏱️ 31.03.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 17 Β· πŸ“‹ 550 - 5% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.3K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.8K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 240K Β· ⏱️ 31.03.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 250K Β· ⏱️ 31.03.2023): ``` conda install -c conda-forge static-frame ``` @@ -643,7 +655,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 380K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` @@ -652,18 +664,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge swifter ```
-
Pandas Summary (πŸ₯‰26 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 - -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 06.04.2023): - - ``` - git clone https://github.com/polyaxon/datatile - ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 72K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): - ``` - pip install pandas-summary - ``` -
Bounter (πŸ₯‰19 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 500 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 510 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 470 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 520 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -695,11 +695,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 7 hidden projects... - Blaze (πŸ₯ˆ31 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯ˆ31 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 -- pickleDB (πŸ₯‰22 Β· ⭐ 770 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +- pickleDB (πŸ₯‰22 Β· ⭐ 780 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -719,39 +719,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.5M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.6M Β· ⏱️ 17.05.2021): ``` conda install -c conda-forge sortedcontainers ```
-
pyrsistent (πŸ₯‡34 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K Β· πŸ“ˆ) - Persistent/Immutable/Functional data structures for Python. MIT - [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 250K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 54M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 53M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 16M Β· ⏱️ 02.01.2023): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 17M Β· ⏱️ 02.01.2023): ``` conda install -c conda-forge pyrsistent ```
multidict (πŸ₯ˆ31 Β· ⭐ 330) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.2K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.3K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 76M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 72M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.6M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.7M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ``` @@ -763,7 +763,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.2M / month Β· πŸ“¦ 110 Β· ⏱️ 19.01.2023): ``` pip install glom ``` @@ -783,19 +783,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 220K Β· ⏱️ 01.01.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 230K Β· ⏱️ 01.01.2023): ``` conda install -c conda-forge bidict ```
-
python-benedict (πŸ₯ˆ29 Β· ⭐ 1K Β· πŸ“ˆ) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯ˆ29 Β· ⭐ 1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.3K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.3K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 980K / month Β· πŸ“¦ 21 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 740K / month Β· πŸ“¦ 21 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` @@ -811,7 +811,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 470K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 510K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -822,16 +822,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (πŸ₯ˆ29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 6.9K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 7K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.6M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.5M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 290K Β· ⏱️ 26.01.2022): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 300K Β· ⏱️ 26.01.2022): ``` conda install -c conda-forge ordered-set ``` @@ -843,11 +843,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 200 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 210K / month Β· πŸ“¦ 200 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 66K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 67K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ``` @@ -859,7 +859,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.4M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.5M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): ``` pip install munch ``` @@ -886,12 +886,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 690) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 10.04.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 320K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 310K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -929,12 +929,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡44 Β· ⭐ 13K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 180K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 180K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 57M / month Β· πŸ“¦ 6.3K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 57M / month Β· πŸ“¦ 6.4K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` @@ -943,9 +943,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pydantic ```
-
jsonschema (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡41 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 550 Β· πŸ“¦ 360K Β· πŸ“‹ 720 - 3% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 550 Β· πŸ“¦ 360K Β· πŸ“‹ 730 - 3% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/Julian/jsonschema @@ -959,9 +959,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
-
validators (πŸ₯ˆ33 Β· ⭐ 710) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 720) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 64K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 01.04.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 64K Β· πŸ“‹ 130 - 9% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/kvesteri/validators @@ -970,7 +970,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 320K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 330K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ``` @@ -982,7 +982,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -998,23 +998,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 450K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 440K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` -- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 190K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 200K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge strictyaml ```
param (πŸ₯‰31 Β· ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.2K Β· πŸ“‹ 390 - 44% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.3K Β· πŸ“‹ 400 - 43% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 500K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 440K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): ``` pip install param ``` @@ -1030,11 +1030,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 35K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 37K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 25K Β· ⏱️ 02.02.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 26K Β· ⏱️ 02.02.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1072,7 +1072,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰27 Β· ⭐ 740) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰28 Β· ⭐ 750) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - typical (πŸ₯‰22 Β· ⭐ 170 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1091,11 +1091,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 400K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 380K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 390K Β· ⏱️ 02.09.2022): ``` conda install -c conda-forge transitions ``` @@ -1107,7 +1107,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 4.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 4.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1128,7 +1128,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯‡39 Β· ⭐ 2K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 990K Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 1M Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/dateutil/dateutil @@ -1144,12 +1144,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ37 Β· ⭐ 2.2K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 19K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 19K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 10.04.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` @@ -1158,9 +1158,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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arrow (πŸ₯ˆ36 Β· ⭐ 8.3K Β· πŸ“‰) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯ˆ36 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 45K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 46K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1169,23 +1169,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.5M Β· ⏱️ 05.09.2022): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.6M Β· ⏱️ 05.09.2022): ``` conda install -c conda-forge arrow ```
pendulum (πŸ₯ˆ34 Β· ⭐ 5.4K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 85 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 89 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.11.2022): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 690K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 700K Β· ⏱️ 04.02.2023): ``` conda install -c conda-forge pendulum ``` @@ -1197,7 +1197,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.5M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.4M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): ``` pip install holidays ``` @@ -1213,7 +1213,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): ``` pip install pytz ``` @@ -1224,12 +1224,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tzlocal (πŸ₯‰30 Β· ⭐ 160) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 55 Β· πŸ“‹ 75 - 5% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 55 Β· ⏱️ 11.04.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 29M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 28M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): ``` pip install tzlocal ``` @@ -1240,8 +1240,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... +- parsedatetime (πŸ₯‰29 Β· ⭐ 660 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 - isodate (πŸ₯‰29 Β· ⭐ 120 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 -- parsedatetime (πŸ₯‰28 Β· ⭐ 660 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2

@@ -1251,7 +1251,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯‡39 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 87K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 88K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1260,55 +1260,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 1.9M Β· ⏱️ 20.03.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2M Β· ⏱️ 20.03.2023): ``` conda install -c conda-forge watchdog ```
filesystem_spec (πŸ₯‡39 Β· ⭐ 570) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 240 Β· πŸ“¦ 42K Β· πŸ“‹ 540 - 35% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 43K Β· πŸ“‹ 550 - 36% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 86M / month Β· πŸ“¦ 580 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 85M / month Β· πŸ“¦ 590 Β· ⏱️ 19.01.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 11M Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 11M Β· ⏱️ 08.04.2023): ``` conda install -c conda-forge fsspec ```
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.2K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 85K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 86K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 500K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 520K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 530) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 220K Β· πŸ“‹ 90 - 13% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 83 Β· πŸ“¦ 230K Β· πŸ“‹ 93 - 13% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 59M / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 59M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.12.2022): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 12M Β· ⏱️ 27.03.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 12M Β· ⏱️ 07.04.2023): ``` conda install -c conda-forge filelock ``` @@ -1336,18 +1336,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.2M / month Β· πŸ“¦ 570 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.3M / month Β· πŸ“¦ 570 Β· ⏱️ 02.05.2022): ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 580K Β· ⏱️ 02.03.2022): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 590K Β· ⏱️ 02.03.2022): ``` conda install -c conda-forge fs ```
path (πŸ₯‰28 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/jaraco/path @@ -1373,7 +1373,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯‡38 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT +
future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ“‰) - Easy, clean, reliable Python 2/3 compatibility. MIT - [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 270K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): @@ -1389,14 +1389,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
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six (πŸ₯ˆ37 Β· ⭐ 940 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯‡37 Β· ⭐ 940 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT - [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.6M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1412,7 +1412,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.7M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.5M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1421,14 +1421,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typing ```
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futures (πŸ₯‰27 Β· ⭐ 220) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 +
futures (πŸ₯‰27 Β· ⭐ 230) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 52 Β· πŸ“¦ 37K Β· πŸ“‹ 73 - 8% open Β· ⏱️ 31.10.2022): ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 10M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.8M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1451,7 +1451,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.5K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 430K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 440K Β· πŸ“‹ 2.2K - 0% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/pyca/cryptography @@ -1467,7 +1467,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.3K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 420 Β· πŸ“¦ 64K Β· πŸ“‹ 530 - 11% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 420 Β· πŸ“¦ 65K Β· πŸ“‹ 530 - 11% open Β· ⏱️ 28.01.2023): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1483,23 +1483,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ35 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 460 - 13% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 220K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 140K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 430 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 420 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): ``` npm install tink-crypto ```
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keyring (πŸ₯‰34 Β· ⭐ 990) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰34 Β· ⭐ 1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 470 - 10% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/jaraco/keyring @@ -1531,23 +1531,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰32 Β· ⭐ 990) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 36M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.1M Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.2M Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge bcrypt ```
rsa (πŸ₯‰31 Β· ⭐ 430 Β· πŸ’€) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 250K Β· πŸ“‹ 120 - 20% open Β· ⏱️ 20.07.2022): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 260K Β· πŸ“‹ 120 - 20% open Β· ⏱️ 20.07.2022): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1569,7 +1569,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/ansible/ansible @@ -1578,14 +1578,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 850K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 850K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/aws/aws-cli @@ -1594,35 +1594,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 05.04.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 13.04.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 280M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 280M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 05.04.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 13.04.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1631,9 +1631,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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paramiko (πŸ₯ˆ43 Β· ⭐ 8.2K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
paramiko (πŸ₯ˆ43 Β· ⭐ 8.3K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 74K Β· πŸ“‹ 1.7K - 57% open Β· ⏱️ 10.03.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 75K Β· πŸ“‹ 1.7K - 57% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/paramiko/paramiko @@ -1647,41 +1647,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 +
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 400 Β· πŸ“¦ 59K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 870 Β· πŸ“₯ 200K Β· πŸ“¦ 2.4K Β· πŸ“‹ 6K - 28% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 30M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 630K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` - pip install docker + pip install pulumi ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.2M Β· ⏱️ 16.03.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 560 Β· ⏱️ 12.04.2023): ``` - conda install -c conda-forge docker-py + npm install @pulumi/pulumi ```
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pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2 +
docker (πŸ₯ˆ41 Β· ⭐ 6.2K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 870 Β· πŸ“₯ 200K Β· πŸ“¦ 2.4K Β· πŸ“‹ 5.9K - 28% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 400 Β· πŸ“¦ 59K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): ``` - git clone https://github.com/pulumi/pulumi + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 640K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 29M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.11.2022): ``` - pip install pulumi + pip install docker ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 560 Β· ⏱️ 03.04.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.2M Β· ⏱️ 16.03.2023): ``` - npm install @pulumi/pulumi + conda install -c conda-forge docker-py ```
kubernetes (πŸ₯ˆ39 Β· ⭐ 5.6K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 10.04.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1697,12 +1697,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.7K - 25% open Β· ⏱️ 16.02.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 25% open Β· ⏱️ 16.02.2023): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.5M / month Β· πŸ“¦ 76 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.5M / month Β· πŸ“¦ 86 Β· ⏱️ 20.01.2023): ``` pip install fabric ``` @@ -1711,32 +1711,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fabric ```
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netmiko (πŸ₯‰36 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
schedule (πŸ₯‰36 Β· ⭐ 11K Β· πŸ“ˆ) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.5K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 910 Β· πŸ“¦ 24K Β· πŸ“‹ 420 - 34% open Β· ⏱️ 11.04.2023): ``` - git clone https://github.com/ktbyers/netmiko + git clone https://github.com/dbader/schedule + ``` +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 190K / month Β· πŸ“¦ 250 Β· ⏱️ 09.08.2022): + pip install schedule ``` - pip install netmiko +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 32K Β· ⏱️ 11.04.2023): + ``` + conda install -c conda-forge schedule ```
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schedule (πŸ₯‰35 Β· ⭐ 11K Β· πŸ’€) - Python job scheduling for humans. MIT +
netmiko (πŸ₯‰36 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 900 Β· πŸ“¦ 24K Β· πŸ“‹ 420 - 37% open Β· ⏱️ 23.04.2022): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.5K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 11.04.2023): ``` - git clone https://github.com/dbader/schedule - ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): - ``` - pip install schedule + git clone https://github.com/ktbyers/netmiko ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 31K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): ``` - conda install -c conda-forge schedule + pip install netmiko ```
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT @@ -1750,7 +1750,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 940K Β· ⏱️ 04.01.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 950K Β· ⏱️ 04.01.2023): ``` conda install -c conda-forge plumbum ``` @@ -1762,14 +1762,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 19K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 18K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): ``` pip install pyinfra ```
sshtunnel (πŸ₯‰30 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 5.2K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 28.10.2022): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 5.3K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 28.10.2022): ``` git clone https://github.com/pahaz/sshtunnel @@ -1785,16 +1785,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pypyr (πŸ₯‰22 Β· ⭐ 510) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 93 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 94 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 7.9K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 8.1K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1812,14 +1812,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡38 Β· ⭐ 2.3K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡38 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC - [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 260K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 32M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 31M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1830,12 +1830,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ37 Β· ⭐ 7.7K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.9K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.9K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 10.04.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1877,71 +1877,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 58M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 57M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.4M Β· ⏱️ 28.01.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.5M Β· ⏱️ 28.01.2023): ``` conda install -c conda-forge greenlet ```
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uvloop (πŸ₯ˆ35 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 +
anyio (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ“ˆ) - High level asynchronous concurrency and networking framework that works.. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 73K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 100 Β· πŸ“¦ 110K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 11.04.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 12M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 230 Β· ⏱️ 19.10.2022): ``` - pip install uvloop + pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 570K Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.1M Β· ⏱️ 19.10.2022): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge anyio ```
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anyio (πŸ₯ˆ35 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT +
uvloop (πŸ₯ˆ35 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 110K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 73K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` - git clone https://github.com/agronholm/anyio + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 28M / month Β· πŸ“¦ 230 Β· ⏱️ 19.10.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): ``` - pip install anyio + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 570K Β· ⏱️ 26.10.2022): ``` - conda install -c conda-forge anyio + conda install -c conda-forge uvloop ```
aiomisc (πŸ₯‰25 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 21 Β· πŸ“¦ 290 Β· πŸ“‹ 18 - 44% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 21 Β· πŸ“¦ 290 Β· πŸ“‹ 18 - 44% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 33 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 16K / month Β· πŸ“¦ 34 Β· ⏱️ 14.06.2022): ``` pip install aiomisc ```
asyncer (πŸ₯‰24 Β· ⭐ 980) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 430 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 440 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 76K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 73K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.7K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.8K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ``` @@ -1964,7 +1964,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 29M / month Β· πŸ“¦ 7.6K Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 7.6K Β· ⏱️ 21.01.2023): ``` pip install python-dotenv ``` @@ -1973,41 +1973,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dotenv ```
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traitlets (πŸ₯ˆ38 Β· ⭐ 540) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯ˆ37 Β· ⭐ 550 Β· πŸ“‰) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 120 Β· πŸ“¦ 300K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 120 Β· πŸ“¦ 300K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 24M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 23M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 19M Β· ⏱️ 30.01.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 20M Β· ⏱️ 30.01.2023): ``` conda install -c conda-forge traitlets ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.2K Β· πŸ“‹ 430 - 24% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.2K Β· πŸ“‹ 430 - 23% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.3M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.1M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 46K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 47K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge dynaconf ```
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.4K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 94K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 95K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/henriquebastos/python-decouple @@ -2016,14 +2016,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 58K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 59K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge python-decouple ```
omegaconf (πŸ₯‰32 Β· ⭐ 1.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 75 Β· πŸ“¦ 11K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 20.12.2022): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 76 Β· πŸ“¦ 11K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 20.12.2022): ``` git clone https://github.com/omry/omegaconf @@ -2032,41 +2032,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 830K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 840K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
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configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 +
hydra (πŸ₯‰29 Β· ⭐ 6.9K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 24 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 26.03.2023): ``` - git clone https://github.com/DiffSK/configobj + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.1K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2016): ``` - pip install configobj + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 600K Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 570K Β· ⏱️ 28.02.2023): ``` - conda install -c conda-forge configobj + conda install -c conda-forge hydra-core ```
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hydra (πŸ₯‰28 Β· ⭐ 6.9K) - Hydra is a framework for elegantly configuring complex applications. MIT +
configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 26.03.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 24 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.8K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.5M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` - pip install hydra + pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 560K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 600K Β· ⏱️ 20.01.2023): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge configobj ```
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 @@ -2076,7 +2076,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 86 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 270K / month Β· πŸ“¦ 87 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2087,12 +2087,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 670 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 670 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 130K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 120K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): ``` pip install everett ``` @@ -2118,35 +2118,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 25M Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 26M Β· ⏱️ 26.10.2022): ``` conda install -c conda-forge click ```
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 77K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 79K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 3.9K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 22M / month Β· πŸ“¦ 4K Β· ⏱️ 28.01.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.4M Β· ⏱️ 27.03.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.4M Β· ⏱️ 12.04.2023): ``` conda install -c conda-forge rich ```
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 670 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 06.03.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 670 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 25M / month Β· πŸ“¦ 1.3K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.3K Β· ⏱️ 06.12.2022): ``` pip install prompt_toolkit ``` @@ -2157,7 +2157,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ38 Β· ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 19K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 20K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` git clone https://github.com/google/python-fire @@ -2166,14 +2166,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 490K Β· ⏱️ 22.01.2021): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 500K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge fire ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.1K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 220 Β· πŸ“¦ 610K Β· πŸ“‹ 240 - 43% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 220 Β· πŸ“¦ 620K Β· πŸ“‹ 240 - 43% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2189,7 +2189,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 220 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 220 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 10.04.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2198,7 +2198,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 990K Β· ⏱️ 26.03.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1M Β· ⏱️ 26.03.2023): ``` conda install -c conda-forge argcomplete ``` @@ -2210,7 +2210,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 11M / month Β· πŸ“¦ 2.5K Β· ⏱️ 05.11.2022): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.5K Β· ⏱️ 05.11.2022): ``` pip install typer ``` @@ -2226,7 +2226,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 34M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` pip install wcwidth ``` @@ -2251,36 +2251,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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asciimatics (πŸ₯‰28 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
questionary (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 240 Β· πŸ“¦ 830 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 17.01.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 63 Β· πŸ“¦ 8.6K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): ``` - git clone https://github.com/peterbrittain/asciimatics + git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 65K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 950K / month Β· πŸ“¦ 240 Β· ⏱️ 15.07.2021): ``` - pip install asciimatics + pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 130K Β· ⏱️ 10.11.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 32K Β· ⏱️ 14.03.2022): ``` - conda install -c conda-forge asciimatics + conda install -c conda-forge questionary ```
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questionary (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT +
asciimatics (πŸ₯‰27 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 63 Β· πŸ“¦ 8.5K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 240 Β· πŸ“¦ 830 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 17.01.2023): ``` - git clone https://github.com/tmbo/questionary + git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 980K / month Β· πŸ“¦ 240 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 57K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` - pip install questionary + pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 31K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 130K Β· ⏱️ 10.11.2022): ``` - conda install -c conda-forge questionary + conda install -c conda-forge asciimatics ```
docopt-ng (πŸ₯‰19 Β· ⭐ 120 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT @@ -2290,19 +2290,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 38K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 41K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ```
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 69 - 17% open Β· ⏱️ 14.02.2023): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 69 - 17% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 920 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2312,7 +2312,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ35 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - ConfigArgParse (πŸ₯‰27 Β· ⭐ 640 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT -- clint (πŸ₯‰24 Β· ⭐ 86 Β· πŸ’€) - Python Command-line Application Tools. ISC +- clint (πŸ₯‰24 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰21 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT

@@ -2329,9 +2329,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡33 Β· ⭐ 1.6K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡32 Β· ⭐ 1.6K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 1% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 2% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/tkem/cachetools @@ -2340,19 +2340,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.1M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.2M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ31 Β· ⭐ 830) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 190K / month Β· πŸ“¦ 110 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 180K / month Β· πŸ“¦ 110 Β· ⏱️ 13.01.2023): ``` pip install aiocache ``` @@ -2364,7 +2364,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 320K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 310K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): ``` pip install beaker ``` @@ -2375,12 +2375,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 93 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 110 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 210K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 200K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2389,14 +2389,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰25 Β· ⭐ 430) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰25 Β· ⭐ 440) - Persistent, stale-free, local and cross-machine caching for Python.. MIT - [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 370 Β· πŸ“‹ 65 - 23% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 18K / month Β· πŸ“¦ 27 Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 18K / month Β· πŸ“¦ 28 Β· ⏱️ 06.12.2022): ``` pip install cachier ``` @@ -2415,12 +2415,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.5K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.6K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 98K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 97K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2429,37 +2429,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 11K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 11K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.8K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.9K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 200K / month Β· πŸ“¦ 280 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 200K / month Β· πŸ“¦ 290 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 98K Β· ⏱️ 17.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 99K Β· ⏱️ 17.10.2022): ``` conda install -c conda-forge pysimplegui ```
DearPyGui (πŸ₯ˆ33 Β· ⭐ 10K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 520 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 520 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 10.04.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 19K / month Β· πŸ“¦ 33 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 21K / month Β· πŸ“¦ 33 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
Eel (πŸ₯ˆ33 Β· ⭐ 5.6K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5K Β· πŸ“‹ 500 - 32% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.1K Β· πŸ“‹ 500 - 32% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2471,32 +2471,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
toga (πŸ₯‰31 Β· ⭐ 3.4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.2K Β· πŸ“‹ 650 - 19% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.4K Β· πŸ“‹ 660 - 21% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.9K / month Β· πŸ“¦ 34 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.6K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 27 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 28 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
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Gooey (πŸ₯‰29 Β· ⭐ 17K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +
Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 930 Β· πŸ“₯ 410 Β· πŸ“¦ 720 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): +- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 420 Β· πŸ“¦ 730 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): ``` git clone https://github.com/chriskiehl/Gooey ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 7.1K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): +- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.9K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): ``` pip install gooey ``` -- [Conda](https://anaconda.org/conda-forge/gooey) (πŸ“₯ 63K Β· ⏱️ 29.12.2021): +- [Conda](https://anaconda.org/conda-forge/gooey) (πŸ“₯ 64K Β· ⏱️ 29.12.2021): ``` conda install -c conda-forge gooey ``` @@ -2508,7 +2508,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 620 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 600 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2548,16 +2548,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 720K Β· ⏱️ 27.03.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 720K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2569,7 +2569,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 57M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 56M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` pip install chardet ``` @@ -2577,23 +2577,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 31 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 34 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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emoji (πŸ₯‡33 Β· ⭐ 1.6K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯‡33 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 - [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 54K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 46K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 47K Β· ⏱️ 02.11.2022): ``` conda install -c conda-forge emoji ``` @@ -2609,7 +2609,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install humanize ``` -- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 360K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 370K Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge humanize ``` @@ -2621,7 +2621,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): ``` pip install python-slugify ``` @@ -2641,19 +2641,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 300K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 310K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge inflect ```
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pyahocorasick (πŸ₯‰28 Β· ⭐ 780) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰27 Β· ⭐ 790) - Python module (C extension and plain python) implementing Aho-.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 660K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 650K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2673,7 +2673,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 50K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 51K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ``` @@ -2685,14 +2685,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 74K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 68K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
Show 2 hidden projects... -- awesome-slugify (πŸ₯‰22 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- awesome-slugify (πŸ₯‰21 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2713,7 +2713,7 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡45 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 290K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 290K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/boto/boto3 @@ -2722,14 +2722,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 05.04.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 13.04.2023): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡45 Β· ⭐ 7K Β· πŸ“‰) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.1K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 540K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 550K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2738,19 +2738,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 11M Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT +
redis (πŸ₯‡43 Β· ⭐ 11K Β· πŸ“‰) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 12% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 12% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): ``` pip install redis ``` @@ -2761,28 +2761,28 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.1K - 12% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.1K - 11% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 38M / month Β· πŸ“¦ 620 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 620 Β· ⏱️ 15.06.2022): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 910K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 910K Β· ⏱️ 13.04.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 9.9K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 09.04.2023): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): ``` pip install peewee ``` @@ -2793,12 +2793,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.6K - 5% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.6K - 5% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 42M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 40M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): ``` pip install google-cloud-storage ``` @@ -2814,7 +2814,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 34M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 33M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): ``` pip install PyMySQL ``` @@ -2825,16 +2825,16 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.8K Β· πŸ“¦ 37K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.8K Β· πŸ“¦ 37K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6K Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.01.2023): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 800K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 810K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge elasticsearch ``` @@ -2846,7 +2846,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): ``` pip install mongoengine ``` @@ -2857,7 +2857,7 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 150K Β· πŸ“‹ 940 - 10% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 150K Β· πŸ“‹ 940 - 10% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/sqlalchemy/alembic @@ -2878,7 +2878,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2889,7 +2889,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ38 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 12.04.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2903,14 +2903,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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python-bigquery (πŸ₯ˆ38 Β· ⭐ 580) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ38 Β· ⭐ 590) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 560 - 17% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 560 - 17% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 31M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 30M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` pip install google-cloud-bigquery ``` @@ -2921,7 +2921,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“₯ 180K Β· πŸ“¦ 950 Β· πŸ“‹ 900 - 4% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“₯ 180K Β· πŸ“¦ 950 Β· πŸ“‹ 900 - 3% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2937,7 +2937,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 820 Β· πŸ“¦ 5.7K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 820 Β· πŸ“¦ 5.8K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -2951,36 +2951,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
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Ibis (πŸ₯ˆ36 Β· ⭐ 2.6K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“₯ 60 Β· πŸ“¦ 460 Β· πŸ“‹ 2K - 3% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 22K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/ibis-project/ibis + git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 99K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): ``` - pip install ibis-framework + pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 270K Β· ⏱️ 22.03.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 450K Β· ⏱️ 12.02.2023): ``` - conda install -c conda-forge ibis-framework + conda install -c conda-forge sqlalchemy-utils ```
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SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
Ibis (πŸ₯ˆ35 Β· ⭐ 2.6K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 21K Β· πŸ“‹ 410 - 42% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 63 Β· πŸ“¦ 470 Β· πŸ“‹ 2K - 3% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/kvesteri/sqlalchemy-utils + git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 92K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): ``` - pip install sqlalchemy-utils + pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 450K Β· ⏱️ 12.02.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 280K Β· ⏱️ 11.04.2023): ``` - conda install -c conda-forge sqlalchemy-utils + conda install -c conda-forge ibis-framework ```
libcloud (πŸ₯ˆ35 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 @@ -2990,23 +2990,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 160K / month Β· πŸ“¦ 850 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 150K / month Β· πŸ“¦ 850 Β· ⏱️ 09.01.2023): ``` pip install apache-libcloud ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 670) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ35 Β· ⭐ 680) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 26% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 08.04.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 83M / month Β· πŸ“¦ 590 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 85M / month Β· πŸ“¦ 600 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.4M Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.4M Β· ⏱️ 08.04.2023): ``` conda install -c conda-forge s3fs ``` @@ -3018,7 +3018,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.1M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): ``` pip install elasticsearch-dsl ``` @@ -3029,7 +3029,7 @@ _Libraries for connecting to, operating, and querying databases._
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.8K Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.8K Β· ⏱️ 08.04.2023): ``` git clone https://github.com/datastax/python-driver @@ -3043,46 +3043,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 - -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.3K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 12.02.2023): - - ``` - git clone https://github.com/tortoise/tortoise-orm - ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 98K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): - ``` - pip install tortoise-orm - ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 11K Β· ⏱️ 03.02.2023): - ``` - conda install -c conda-forge tortoise-orm - ``` -
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Databases (πŸ₯ˆ33 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 - -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 16.01.2023): - - ``` - git clone https://github.com/encode/databases - ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 450K / month Β· πŸ“¦ 130 Β· ⏱️ 18.12.2022): - ``` - pip install databases - ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 170K Β· ⏱️ 02.11.2022): - ``` - conda install -c conda-forge databases - ``` -
Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 720 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 20M / month Β· πŸ“¦ 700 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 720 Β· ⏱️ 23.01.2023): ``` pip install prometheus_client ``` @@ -3091,30 +3059,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge prometheus_client ```
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PynamoDB (πŸ₯ˆ33 Β· ⭐ 2.1K) - A pythonic interface to Amazons DynamoDB. MIT - -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 30.03.2023): - - ``` - git clone https://github.com/pynamodb/PynamoDB - ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2023): - ``` - pip install pynamodb - ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 300K Β· ⏱️ 21.02.2023): - ``` - conda install -c conda-forge pynamodb - ``` -
Motor (πŸ₯ˆ33 Β· ⭐ 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 55K Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 56K Β· ⏱️ 12.04.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` @@ -3125,7 +3077,7 @@ _Libraries for connecting to, operating, and querying databases._
pygsheets (πŸ₯ˆ33 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 200 Β· πŸ“¦ 1.7K Β· πŸ“‹ 380 - 13% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 200 Β· πŸ“¦ 1.8K Β· πŸ“‹ 380 - 13% open Β· ⏱️ 09.02.2023): ``` git clone https://github.com/nithinmurali/pygsheets @@ -3135,14 +3087,14 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
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neo4j-driver (πŸ₯ˆ33 Β· ⭐ 780) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 790) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.2K Β· πŸ“‹ 220 - 3% open Β· ⏱️ 31.03.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.2K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 190K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 180K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): ``` pip install neo4j-driver ``` @@ -3153,7 +3105,7 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ33 Β· ⭐ 620) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.2K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.3K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/minio/minio-py @@ -3167,6 +3119,38 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
+
tortoise-orm (πŸ₯‰32 Β· ⭐ 3.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 + +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.3K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 12.02.2023): + + ``` + git clone https://github.com/tortoise/tortoise-orm + ``` +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 96K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): + ``` + pip install tortoise-orm + ``` +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 11K Β· ⏱️ 03.02.2023): + ``` + conda install -c conda-forge tortoise-orm + ``` +
+
Databases (πŸ₯‰32 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 + +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 16.01.2023): + + ``` + git clone https://github.com/encode/databases + ``` +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 430K / month Β· πŸ“¦ 130 Β· ⏱️ 18.12.2022): + ``` + pip install databases + ``` +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 170K Β· ⏱️ 02.11.2022): + ``` + conda install -c conda-forge databases + ``` +
mysqlclient (πŸ₯‰32 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 - [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 31.03.2023): @@ -3174,15 +3158,31 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.3M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 240K Β· ⏱️ 28.10.2022): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 240K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge mysqlclient ```
+
PynamoDB (πŸ₯‰32 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT + +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 30.03.2023): + + ``` + git clone https://github.com/pynamodb/PynamoDB + ``` +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2023): + ``` + pip install pynamodb + ``` +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 310K Β· ⏱️ 21.02.2023): + ``` + conda install -c conda-forge pynamodb + ``` +
pandas-gbq (πŸ₯‰32 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 - [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 280 Β· πŸ“¦ 6.4K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): @@ -3190,7 +3190,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.3M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.2M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): ``` pip install pandas-gbq ``` @@ -3222,11 +3222,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 370K / month Β· πŸ“¦ 69 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 360K / month Β· πŸ“¦ 69 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 9.9K Β· ⏱️ 30.08.2022): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 10K Β· ⏱️ 30.08.2022): ``` conda install -c conda-forge sqlmodel ``` @@ -3238,23 +3238,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 81K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 80K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 87K Β· ⏱️ 28.01.2022): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 88K Β· ⏱️ 28.01.2022): ``` conda install -c conda-forge pony ```
influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 6.8K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 6.9K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3270,7 +3270,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.7M / month Β· πŸ“¦ 310 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 310 Β· ⏱️ 04.11.2021): ``` pip install cx-Oracle ``` @@ -3286,7 +3286,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 280K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 270K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): ``` pip install records ``` @@ -3295,7 +3295,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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dataset (πŸ₯‰29 Β· ⭐ 4.4K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT +
dataset (πŸ₯‰29 Β· ⭐ 4.5K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 3K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): @@ -3306,7 +3306,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.1K Β· ⏱️ 01.02.2023): ``` conda install -c conda-forge dataset ``` @@ -3318,7 +3318,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 240K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 230K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3327,28 +3327,28 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pysolr ```
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prisma (πŸ₯‰28 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 200 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.04.2023): ``` - git clone https://github.com/RobertCraigie/prisma-client-py + git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 15K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): ``` - pip install prisma + pip install piccolo ```
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piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT +
prisma (πŸ₯‰27 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 200 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 06.04.2023): ``` - git clone https://github.com/piccolo-orm/piccolo + git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 15K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 15K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): ``` - pip install piccolo + pip install prisma ```
HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT @@ -3367,18 +3367,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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umongo (πŸ₯‰25 Β· ⭐ 430 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +
umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 12K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 25K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 3.7K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 3.8K Β· ⏱️ 23.12.2021): ``` conda install -c conda-forge umongo ``` @@ -3390,7 +3390,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): ``` pip install odmantic ``` @@ -3402,38 +3402,38 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.8K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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aioprometheus (πŸ₯‰20 Β· ⭐ 140) - A Prometheus Python client library for asyncio-based applications. MIT +
PugSQL (πŸ₯‰20 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 16 Β· πŸ“¦ 120 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/mcfunley/pugsql) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 52 Β· πŸ“‹ 42 - 52% open Β· ⏱️ 27.05.2022): ``` - git clone https://github.com/claws/aioprometheus + git clone https://github.com/mcfunley/pugsql ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 110K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 27K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): ``` - pip install aioprometheus + pip install pugsql ```
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PugSQL (πŸ₯‰19 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +
aioprometheus (πŸ₯‰20 Β· ⭐ 140) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/mcfunley/pugsql) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 52 Β· πŸ“‹ 42 - 52% open Β· ⏱️ 27.05.2022): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 16 Β· πŸ“¦ 120 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): ``` - git clone https://github.com/mcfunley/pugsql + git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 27K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 110K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): ``` - pip install pugsql + pip install aioprometheus ```
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psycopg3 (πŸ₯‰18 Β· ⭐ 990) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
psycopg3 (πŸ₯‰18 Β· ⭐ 1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 98 Β· πŸ“‹ 290 - 13% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 98 Β· πŸ“‹ 300 - 13% open Β· ⏱️ 10.04.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3451,7 +3451,7 @@ _Libraries for connecting to, operating, and querying databases._ - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- PyMODM (πŸ₯‰22 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 +- PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 250 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT @@ -3466,57 +3466,57 @@ _Libraries for connecting to, operating, and querying databases._ _Libraries for loading, collecting, and extracting data from a variety of data sources and formats._ -
Faker (πŸ₯‡44 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT +
Faker (πŸ₯‡43 Β· ⭐ 16K Β· πŸ“‰) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.7K Β· πŸ“¦ 120K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 3% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.7M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.5M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 740K Β· ⏱️ 05.04.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 740K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge faker ```
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 13K Β· πŸ“‹ 2.2K - 24% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 14K Β· πŸ“‹ 2.2K - 24% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.6M / month Β· πŸ“¦ 410 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.8M / month Β· πŸ“¦ 410 Β· ⏱️ 26.01.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 240K Β· ⏱️ 30.03.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 250K Β· ⏱️ 30.03.2023): ``` conda install -c conda-forge datasets ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 92K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 84K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 570K Β· ⏱️ 31.03.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 580K Β· ⏱️ 31.03.2023): ``` conda install -c conda-forge xlwings ```
Tablib (πŸ₯ˆ36 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 40K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 41K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/jazzband/tablib @@ -3537,7 +3537,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3557,7 +3557,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 84K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 85K Β· ⏱️ 22.02.2023): ``` conda install -c conda-forge csvkit ``` @@ -3573,14 +3573,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.5M Β· ⏱️ 08.05.2022): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.6M Β· ⏱️ 08.05.2022): ``` conda install -c conda-forge xmltodict ```
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gdown (πŸ₯ˆ31 Β· ⭐ 2.9K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
gdown (πŸ₯ˆ31 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 270 Β· πŸ“¦ 15K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/wkentaro/gdown @@ -3596,7 +3596,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
smart-open (πŸ₯ˆ31 Β· ⭐ 2.8K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 380 - 19% open Β· ⏱️ 19.01.2023): +- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 19.01.2023): ``` git clone https://github.com/RaRe-Technologies/smart_open @@ -3610,14 +3610,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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Intake (πŸ₯ˆ31 Β· ⭐ 880) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ31 Β· ⭐ 890) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 130 Β· πŸ“¦ 980 Β· πŸ“‹ 340 - 29% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 130 Β· πŸ“¦ 1K Β· πŸ“‹ 340 - 29% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 22K / month Β· πŸ“¦ 110 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 33K / month Β· πŸ“¦ 110 Β· ⏱️ 26.08.2022): ``` pip install intake ``` @@ -3633,7 +3633,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 51K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 49K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3644,7 +3644,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
camelot (πŸ₯‰23 Β· ⭐ 1.9K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 330 Β· πŸ“‹ 270 - 62% open Β· ⏱️ 18.03.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 340 Β· πŸ“‹ 270 - 62% open Β· ⏱️ 18.03.2023): ``` git clone https://github.com/camelot-dev/camelot @@ -3654,38 +3654,38 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install camelot ```
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img2dataset (πŸ₯‰23 Β· ⭐ 1.7K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“₯ 860 Β· πŸ“¦ 29 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 150 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 18.02.2023): ``` - git clone https://github.com/rom1504/img2dataset + git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 6.5K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.8K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` - pip install img2dataset + pip install rows ```
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rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
img2dataset (πŸ₯‰22 Β· ⭐ 1.7K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 150 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 18.02.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 180 Β· πŸ“₯ 890 Β· πŸ“¦ 30 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 16.01.2023): ``` - git clone https://github.com/turicas/rows + git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.5K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 6.6K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` - pip install rows + pip install img2dataset ```
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Upgini (πŸ₯‰19 Β· ⭐ 190) - Free automated data enrichment library for machine learning searches.. BSD-3 +
Upgini (πŸ₯‰19 Β· ⭐ 190) - Data search library for Machine Learning Easily find and add relevant.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 13.04.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.1K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 2.8K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ``` @@ -3697,7 +3697,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.4K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.2K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): ``` pip install squirrel-core ``` @@ -3709,7 +3709,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 14 hidden projects... - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ32 Β· ⭐ 1.3K Β· πŸ“ˆ) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0 +- SDV (πŸ₯ˆ32 Β· ⭐ 1.4K) - Synthetic Data Generation for tabular, relational and time series data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - pandas-datareader (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 - textract (πŸ₯‰27 Β· ⭐ 3.4K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT @@ -3720,8 +3720,8 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - datatest (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- borb (πŸ₯‰19 Β· ⭐ 2.9K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed -- csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 750 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- borb (πŸ₯‰19 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed +- csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3733,16 +3733,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡46 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 450K Β· πŸ“¦ 6.3K Β· πŸ“‹ 7.3K - 12% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 460K Β· πŸ“¦ 6.4K Β· πŸ“‹ 7.3K - 11% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 260 Β· ⏱️ 14.03.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 10M / month Β· πŸ“¦ 260 Β· ⏱️ 14.03.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 860K Β· ⏱️ 01.04.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 870K Β· ⏱️ 01.04.2023): ``` conda install -c conda-forge airflow ``` @@ -3753,7 +3753,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡45 Β· ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 98K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 99K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/celery/celery @@ -3769,23 +3769,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.5K Β· πŸ“‹ 3.6K - 19% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.6K Β· πŸ“‹ 3.6K - 18% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 790K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 820K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 420K Β· ⏱️ 30.03.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 420K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 6.7K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 75% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 75% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/apache/beam @@ -3799,14 +3799,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge apache-beam-with-aws ```
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rq (πŸ₯‡40 Β· ⭐ 8.8K) - Simple job queues for Python. BSD-3 +
rq (πŸ₯‡40 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 01.04.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 08.04.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 690K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 660K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` @@ -3817,12 +3817,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Dagster (πŸ₯‡40 Β· ⭐ 7.1K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 900 Β· πŸ“¦ 1.1K Β· πŸ“‹ 5.4K - 30% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 900 Β· πŸ“¦ 1.1K Β· πŸ“‹ 5.4K - 29% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 620K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 580K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` @@ -3833,12 +3833,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.2K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 9% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.4M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` @@ -3849,12 +3849,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (πŸ₯ˆ38 Β· ⭐ 6.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2.4K Β· πŸ“‹ 3.8K - 11% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2.5K Β· πŸ“‹ 3.9K - 11% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 91K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 88K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3863,14 +3863,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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joblib (πŸ₯ˆ38 Β· ⭐ 3.1K Β· πŸ“‰) - Computing with Python functions. BSD-3 +
joblib (πŸ₯ˆ38 Β· ⭐ 3.2K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 270K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 270K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 29M / month Β· πŸ“¦ 5.9K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 28M / month Β· πŸ“¦ 5.9K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` @@ -3886,7 +3886,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 720K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 680K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` @@ -3895,14 +3895,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 8.2K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 +
Kedro (πŸ₯ˆ37 Β· ⭐ 8.3K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 500K / month Β· πŸ“¦ 64 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 510K / month Β· πŸ“¦ 64 Β· ⏱️ 06.03.2023): ``` pip install kedro ``` @@ -3914,7 +3914,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 650K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 680K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -3923,14 +3923,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 5.4K) - Data Lake for Deep Learning. Build, manage, query, version, &.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 5.5K) - Data Lake for Deep Learning. Multi-modal Vector Database for.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 110 Β· πŸ“‹ 410 - 10% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 120 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 14K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 9.7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3942,7 +3942,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 75K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 73K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -3953,40 +3953,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ31 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 92 Β· πŸ“‹ 180 - 13% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 93 Β· πŸ“‹ 180 - 13% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5.4K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.7K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): ``` pip install zenml ```
ploomber (πŸ₯ˆ30 Β· ⭐ 3K) - The fastest way to build data pipelines. Develop iteratively, deploy.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 73 Β· πŸ“‹ 830 - 16% open Β· ⏱️ 31.03.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 74 Β· πŸ“‹ 830 - 16% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.7K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.9K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 53K Β· ⏱️ 31.01.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 54K Β· ⏱️ 31.01.2023): ``` conda install -c conda-forge ploomber ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 460 - 21% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 470 - 21% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 170K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 160K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` @@ -4002,19 +4002,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 29K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 28K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): ``` pip install faust ```
whylogs (πŸ₯‰29 Β· ⭐ 2.2K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 92 Β· πŸ“₯ 68 Β· πŸ“¦ 82 Β· πŸ“‹ 350 - 9% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 94 Β· πŸ“₯ 64 Β· πŸ“¦ 82 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 49K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 44K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): ``` pip install whylogs ``` @@ -4038,11 +4038,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 42K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 41K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.3K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.4K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ``` @@ -4054,19 +4054,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.3K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.6K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 15 - 73% open Β· ⏱️ 05.04.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 95K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 89K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4078,11 +4078,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 16K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 17K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ```
+
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT + +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 08.04.2023): + + ``` + git clone https://github.com/closeio/tasktiger + ``` +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 840 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): + ``` + pip install tasktiger + ``` +
Pypeline (πŸ₯‰23 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT - [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 92 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): @@ -4090,7 +4102,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 20K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 17K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4099,18 +4111,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT - -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 27.03.2023): - - ``` - git clone https://github.com/closeio/tasktiger - ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 850 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): - ``` - pip install tasktiger - ``` -
pysparkling (πŸ₯‰23 Β· ⭐ 260) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 150 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): @@ -4134,7 +4134,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 600 / month Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 840 / month Β· ⏱️ 02.01.2023): ``` pip install batchflow ``` @@ -4146,7 +4146,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 2K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.7K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): ``` pip install pdpipe ``` @@ -4155,28 +4155,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 21 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“‹ 39 - 58% open Β· ⏱️ 11.04.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 270 / month Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 130 / month Β· ⏱️ 22.09.2022): ``` - pip install d6tflow + pip install mara-pipelines ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“‹ 39 - 58% open Β· ⏱️ 03.03.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 21 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 130 / month Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 330 / month Β· ⏱️ 26.10.2022): ``` - pip install mara-pipelines + pip install d6tflow ```
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT @@ -4198,7 +4198,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 210 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 160 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ``` @@ -4210,19 +4210,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 49 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 81 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ```
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RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +
RasgoQL (πŸ₯‰12 Β· ⭐ 260 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 83 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 32 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4255,19 +4255,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 32M Β· ⏱️ 09.11.2022): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 33M Β· ⏱️ 09.11.2022): ``` conda install -c conda-forge pyyaml ```
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 58K Β· πŸ“‹ 860 - 2% open Β· ⏱️ 26.03.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 58K Β· πŸ“‹ 860 - 2% open Β· ⏱️ 09.04.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 12M / month Β· πŸ“¦ 3.8K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.8K Β· ⏱️ 14.01.2023): ``` pip install xlsxwriter ``` @@ -4300,12 +4300,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.6K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.5K Β· πŸ“‹ 240 - 25% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.6K Β· πŸ“‹ 240 - 25% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 730 Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 730 Β· ⏱️ 06.01.2023): ``` pip install deepdiff ``` @@ -4314,14 +4314,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰25 Β· ⭐ 290) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰25 Β· ⭐ 300) - Runtime inspection utilities for Python typing module. MIT - [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 27 Β· πŸ“‹ 54 - 37% open Β· ⏱️ 21.11.2022): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 280 Β· ⏱️ 17.08.2022): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month Β· πŸ“¦ 280 Β· ⏱️ 17.08.2022): ``` pip install typing_inspect ``` @@ -4332,7 +4332,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 40) - Read resources from Python packages. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 40) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰24 Β· ⭐ 71 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4343,7 +4343,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡40 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 670K Β· πŸ“‹ 640 - 18% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 680K Β· πŸ“‹ 640 - 18% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4357,14 +4357,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
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more-itertools (πŸ₯‡40 Β· ⭐ 3K Β· πŸ“ˆ) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡40 Β· ⭐ 3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 170K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 170K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 37M / month Β· πŸ“¦ 8.6K Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 36M / month Β· πŸ“¦ 8.6K Β· ⏱️ 18.10.2022): ``` pip install more-itertools ``` @@ -4380,27 +4380,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.3M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.2M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 970K Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.1M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 88K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 89K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 18M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 17M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 14M Β· ⏱️ 10.07.2022): +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 15M Β· ⏱️ 10.07.2022): ``` conda install -c conda-forge toolz ``` @@ -4439,12 +4439,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
natsort (πŸ₯ˆ33 Β· ⭐ 740) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 18K Β· πŸ“‹ 85 - 2% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 19K Β· πŸ“‹ 85 - 2% open Β· ⏱️ 02.03.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): ``` pip install natsort ``` @@ -4455,48 +4455,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰31 Β· ⭐ 3K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.2K Β· πŸ“‹ 76 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.3K Β· πŸ“‹ 76 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.8M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 310K Β· ⏱️ 28.03.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 320K Β· ⏱️ 28.03.2023): ``` conda install -c conda-forge funcy ```
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returns (πŸ₯‰27 Β· ⭐ 2.6K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰28 Β· ⭐ 2.7K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 96 Β· πŸ“¦ 340 Β· πŸ“‹ 410 - 18% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 95 Β· πŸ“¦ 340 Β· πŸ“‹ 410 - 18% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 55K / month Β· πŸ“¦ 53 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 54K / month Β· πŸ“¦ 53 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.6K Β· ⏱️ 13.03.2022): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.7K Β· ⏱️ 13.03.2022): ``` conda install -c conda-forge returns ```
ubelt (πŸ₯‰26 Β· ⭐ 670) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.3K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.4K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 25K / month Β· πŸ“¦ 64 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 24K / month Β· πŸ“¦ 64 Β· ⏱️ 03.12.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 40K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 41K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ``` @@ -4517,12 +4517,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡41 Β· ⭐ 52K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 54K / month Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 53K / month Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4537,7 +4537,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ33 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 59K Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 59K Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/micropython/micropython @@ -4557,8 +4557,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯‰20 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰17 Β· ⭐ 910 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- stackless (πŸ₯‰18 Β· ⭐ 920 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 350 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4567,18 +4567,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
Pygments (πŸ₯‡43 Β· ⭐ 1.2K) - Pygments is a generic syntax highlighter written in Python. BSD-2 +
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 510 Β· πŸ“¦ 490K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 520 Β· πŸ“¦ 490K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 52M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 51M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 20M Β· ⏱️ 02.01.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 21M Β· ⏱️ 10.04.2023): ``` conda install -c conda-forge pygments ``` @@ -4590,23 +4590,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 640K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 650K Β· ⏱️ 01.06.2022): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡38 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 250 Β· πŸ“₯ 7.7K Β· πŸ“¦ 750K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 250 Β· πŸ“₯ 7.8K Β· πŸ“¦ 750K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 78M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 76M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` pip install pyparsing ``` @@ -4615,39 +4615,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
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pycparser (πŸ₯ˆ37 Β· ⭐ 2.8K) - Complete C99 parser in pure Python. BSD-3 +
pycparser (πŸ₯ˆ36 Β· ⭐ 2.8K) - Complete C99 parser in pure Python. BSD-3 - [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 530K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 21.03.2023): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 110M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 100M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 28M Β· ⏱️ 07.11.2021): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 29M Β· ⏱️ 07.11.2021): ``` conda install -c conda-forge pycparser ```
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diagrams (πŸ₯ˆ35 Β· ⭐ 29K) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯ˆ34 Β· ⭐ 29K) - Diagram as Code for prototyping cloud system architectures. MIT - [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.8K Β· πŸ“¦ 940 Β· πŸ“‹ 500 - 64% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 27 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 97K / month Β· πŸ“¦ 27 Β· ⏱️ 13.01.2023): ``` pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 150K Β· ⏱️ 23.01.2022): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 150K Β· ⏱️ 07.04.2023): ``` conda install -c conda-forge diagrams ```
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wrapt (πŸ₯ˆ35 Β· ⭐ 1.8K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
wrapt (πŸ₯ˆ34 Β· ⭐ 1.8K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 19% open Β· ⏱️ 27.02.2023): @@ -4665,12 +4665,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ34 Β· ⭐ 750) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 97 Β· πŸ“¦ 400K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 97 Β· πŸ“¦ 410K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 69M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 68M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4681,7 +4681,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ33 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 20K Β· πŸ“‹ 410 - 33% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 21K Β· πŸ“‹ 410 - 33% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j @@ -4690,51 +4690,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.4M Β· ⏱️ 13.08.2022): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.5M Β· ⏱️ 13.08.2022): ``` conda install -c conda-forge py4j ```
fastcore (πŸ₯ˆ32 Β· ⭐ 830) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.1K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.2K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 540K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 530K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 36K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 37K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge fastcore ```
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pyscaffold (πŸ₯‰31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT - -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 170 Β· πŸ“‹ 280 - 7% open Β· ⏱️ 04.04.2023): - - ``` - git clone https://github.com/pyscaffold/pyscaffold - ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 240K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): - ``` - pip install pyscaffold - ``` -- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 160K Β· ⏱️ 23.01.2023): - ``` - conda install -c conda-forge pyscaffold - ``` -
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pluggy (πŸ₯‰31 Β· ⭐ 920) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯‰31 Β· ⭐ 930) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 61M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 60M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): ``` pip install pluggy ``` @@ -4750,7 +4734,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 410K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 380K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4759,18 +4743,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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Copier (πŸ₯‰28 Β· ⭐ 960) - Library and command-line utility for rendering projects templates. MIT +
pyscaffold (πŸ₯‰30 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 380 Β· πŸ“‹ 340 - 14% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 170 Β· πŸ“‹ 280 - 7% open Β· ⏱️ 04.04.2023): + + ``` + git clone https://github.com/pyscaffold/pyscaffold + ``` +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 240K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): + ``` + pip install pyscaffold + ``` +- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 160K Β· ⏱️ 23.01.2023): + ``` + conda install -c conda-forge pyscaffold + ``` +
+
Copier (πŸ₯‰29 Β· ⭐ 980) - Library and command-line utility for rendering projects templates. MIT + +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 390 Β· πŸ“‹ 360 - 15% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 40K / month Β· πŸ“¦ 9 Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 39K / month Β· πŸ“¦ 23 Β· ⏱️ 29.12.2022): ``` pip install copier ```
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python-mss (πŸ₯‰28 Β· ⭐ 820 Β· πŸ“ˆ) - An ultra fast cross-platform multiple screenshots module in pure.. MIT + +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 76 Β· πŸ“‹ 120 - 28% open Β· ⏱️ 11.04.2023): + + ``` + git clone https://github.com/BoboTiG/python-mss + ``` +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 280K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): + ``` + pip install mss + ``` +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 23K Β· ⏱️ 27.10.2022): + ``` + conda install -c conda-forge python-mss + ``` +
powerline-shell (πŸ₯‰27 Β· ⭐ 6K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 93 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): @@ -4778,7 +4794,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.9K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.5K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ``` @@ -4790,7 +4806,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 82K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 79K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` @@ -4802,11 +4818,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.9M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.5M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.4M Β· ⏱️ 09.08.2021): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.5M Β· ⏱️ 09.08.2021): ``` conda install -c conda-forge send2trash ``` @@ -4818,31 +4834,15 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4M / month Β· πŸ“¦ 64 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 64 Β· ⏱️ 18.10.2022): ``` pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 960K Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 970K Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge catalogue ```
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python-mss (πŸ₯‰25 Β· ⭐ 820) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 77 Β· πŸ“‹ 130 - 32% open Β· ⏱️ 05.04.2023): - - ``` - git clone https://github.com/BoboTiG/python-mss - ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 280K / month Β· πŸ“¦ 220 Β· ⏱️ 27.10.2022): - ``` - pip install mss - ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 23K Β· ⏱️ 27.10.2022): - ``` - conda install -c conda-forge python-mss - ``` -
Show 3 hidden projects... - openpyxl (πŸ₯‰26 Β· ⭐ 55) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT diff --git a/history/2023-04-13_changes.md b/history/2023-04-13_changes.md new file mode 100644 index 0000000..324d633 --- /dev/null +++ b/history/2023-04-13_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- protobuf (πŸ₯‡50 Β· ⭐ 59K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +- schedule (πŸ₯‰36 Β· ⭐ 11K Β· πŸ“ˆ) - Python job scheduling for humans. MIT +- anyio (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ“ˆ) - High level asynchronous concurrency and networking framework that works.. MIT +- pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K Β· πŸ“ˆ) - Persistent/Immutable/Functional data structures for Python. MIT +- python-mss (πŸ₯‰28 Β· ⭐ 820 Β· πŸ“ˆ) - An ultra fast cross-platform multiple screenshots module in pure.. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- Faker (πŸ₯‡43 Β· ⭐ 16K Β· πŸ“‰) - Faker is a Python package that generates fake data for you. MIT +- redis (πŸ₯‡43 Β· ⭐ 11K Β· πŸ“‰) - Redis Python Client. MIT +- docker (πŸ₯ˆ41 Β· ⭐ 6.2K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +- future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ“‰) - Easy, clean, reliable Python 2/3 compatibility. MIT +- traitlets (πŸ₯ˆ37 Β· ⭐ 550 Β· πŸ“‰) - A lightweight Traits like module. BSD-3 + diff --git a/history/2023-04-13_projects.csv b/history/2023-04-13_projects.csv new file mode 100644 index 0000000..af50899 --- /dev/null +++ b/history/2023-04-13_projects.csv @@ -0,0 +1,389 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-08 18:43:09.000,2023-04-08 18:43:08,365.0,25.0,2000,371.0,187.0,15.0,31.0,13393,2023-04-08 18:43:14.000,2023.04.06,92.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-04-08 18:42:47.000,2023-04-08 18:42:46,219.0,25.0,142,52.0,134.0,1.0,2.0,1858,2023-04-08 18:42:53.000,2023.04.06,84.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-04-06 15:07:57.000,2023-04-06 15:07:56,217.0,25.0,38,22.0,132.0,1.0,5.0,705,2023-04-06 15:08:06.000,2023.04.06,83.0,6.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-04-08 18:42:47.000,2023-04-08 18:42:46,219.0,25.0,142,52.0,134.0,1.0,2.0,1858,2023-04-08 18:42:53.000,2023.04.06,84.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-08 18:43:09.000,2023-04-08 18:43:08,365.0,25.0,2000,371.0,187.0,15.0,31.0,13393,2023-04-08 18:43:14.000,2023.04.06,92.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-01-27 22:41:14.000,2023-01-27 22:41:14,830.0,4.0,6752,1667.0,320.0,9.0,73.0,37097,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-08 18:43:09.000,2023-04-08 18:43:08,365.0,25.0,2000,371.0,187.0,15.0,31.0,13393,2023-04-08 18:43:14.000,2023.04.06,92.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-04-13 13:32:17.000,2023-04-13 10:19:15,32129.0,948.0,15998,1109.0,28276.0,3582.0,20874.0,37939,2023-04-03 14:12:30.948,2.0.0,113.0,3292.0,53,True,pandas,conda-forge/pandas,['pandas'],188838.0,111746739.0,1140687.0,1072857.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,67830.0,111292542.0,https://anaconda.org/conda-forge/pandas,2023-04-03 23:10:44.239,37557228.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-04-13 12:59:04.000,2023-04-13 12:59:03,31994.0,713.0,7840,578.0,12160.0,2151.0,9388.0,23201,2023-02-05 20:16:57.000,1.24.2,139.0,1607.0,51,True,numpy,conda-forge/numpy,,695105.0,148638683.0,1680094.0,1549826.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,130268.0,147985009.0,https://anaconda.org/conda-forge/numpy,2023-02-06 01:44:11.557,53505735.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-04-13 00:21:55.000,2023-04-12 22:48:22,11434.0,700.0,14945,2076.0,6792.0,858.0,4814.0,58941,2023-04-13 00:09:03.404,4.22.3,131.0,1078.0,50,True,protobuf,conda-forge/protobuf,,33905460.0,123962199.0,401812.0,382865.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15677.0,117745711.0,https://anaconda.org/conda-forge/protobuf,2023-04-09 14:32:47.525,13422758.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3270.0,5395598.0,1.0,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-04-13 13:03:39.000,2023-04-12 20:51:28,53614.0,302.0,23220,1955.0,48940.0,1005.0,30651.0,57007,2023-03-28 17:24:02.816,7.4.0,321.0,6715.0,48,True,ansible,conda-forge/ansible,,,4298893.0,31255.0,27182.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4073.0,4286341.0,https://anaconda.org/conda-forge/ansible,2023-04-11 04:11:18.462,853583.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-04-13 13:34:56.000,2023-04-13 11:04:12,19365.0,787.0,12204,757.0,20532.0,874.0,6410.0,30238,2023-04-01 09:33:57.000,2.5.3,141.0,2792.0,46,True,apache-airflow,conda-forge/airflow,,455542.0,11342552.0,6645.0,6389.0,https://pypi.org/project/apache-airflow,2023-03-14 22:53:02.187,256.0,10176351.0,https://anaconda.org/conda-forge/airflow,2023-04-01 12:31:40.959,867854.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-03-31 23:04:21.589433,438.0,110306596.0,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-04-13 13:16:44.000,2023-04-13 13:16:37,10222.0,529.0,1159,122.0,6512.0,21.0,2168.0,5473,2023-03-25 01:24:08.464,40.0.1,112.0,288.0,46,True,cryptography,conda-forge/cryptography,,,168142368.0,457073.0,436184.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,20889.0,167622959.0,https://anaconda.org/conda-forge/cryptography,2023-03-26 06:49:53.046,36358662.0,1.0,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-04-12 08:01:45.000,2023-04-11 11:42:50,12175.0,71.0,4454,479.0,2905.0,602.0,4290.0,21297,2023-02-19 11:47:50.000,5.3.0b2,194.0,1274.0,45,True,celery,conda-forge/celery,,,6214985.0,113708.0,98692.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15016.0,6201116.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1178872.0,1.0,,,,,,,,,,,,,,,,,, +14,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-04-13 02:01:20.242,2023-04-12 18:12:37,5072.0,202.0,1744,240.0,661.0,164.0,2765.0,8013,2023-04-12 21:59:43.210,1.26.112,1285.0,141.0,45,True,boto3,conda-forge/boto3,,,513865324.0,306445.0,289291.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17154.0,513670470.0,https://anaconda.org/conda-forge/boto3,2023-04-13 02:01:20.242,15003780.0,1.0,,,,,,,,,,,,,,,,,, +15,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-04-12 23:41:36.000,2023-04-12 23:41:19,16185.0,348.0,1102,91.0,602.0,171.0,7066.0,7064,2023-04-05 23:36:49.000,rel_2_0_9,277.0,615.0,45,True,SQLAlchemy,conda-forge/sqlalchemy,,40897.0,69929537.0,594514.0,547609.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46905.0,69774475.0,https://anaconda.org/conda-forge/sqlalchemy,2023-04-06 09:11:14.998,11558331.0,1.0,,,,,,,,,,,,,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-04-10 12:33:29.000,2023-04-03 13:19:05,2245.0,30.0,1320,181.0,1002.0,126.0,1349.0,13706,2022-04-28 17:37:47.000,8.1.3,49.0,337.0,44,True,click,conda-forge/click,,,127918371.0,1252049.0,1179479.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72570.0,127601417.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,25673305.0,1.0,,,,,,,,,,,,,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-04-13 07:50:42.495,2023-04-12 18:12:17,11087.0,225.0,3602,573.0,3313.0,527.0,3817.0,13648,2023-04-11 21:25:06.136,1.27.111,1689.0,412.0,44,True,awscli,conda-forge/awscli,,1298.0,128403590.0,3045.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3043.0,128173885.0,https://anaconda.org/conda-forge/awscli,2023-04-13 07:50:42.495,18604239.0,1.0,,,,,,,,,,,,,,,,,, +18,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-04-13 12:15:24.000,2023-04-12 22:58:24,1679.0,181.0,1207,99.0,2069.0,618.0,1725.0,13241,2023-03-22 20:03:45.780,1.10.7,100.0,352.0,44,True,pydantic,conda-forge/pydantic,,,56853850.0,186083.0,179701.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6382.0,56765034.0,https://anaconda.org/conda-forge/pydantic,2023-03-23 10:12:25.306,4529618.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-04-13 00:56:51.445,2023-04-12 18:12:25,9768.0,264.0,1001,65.0,1927.0,144.0,877.0,1264,2023-04-12 21:59:15.231,1.29.112,1672.0,191.0,44,True,botocore,conda-forge/botocore,,,277870308.0,222126.0,213771.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8355.0,277617769.0,https://anaconda.org/conda-forge/botocore,2023-04-13 00:56:51.445,20455678.0,1.0,,,,,,,,,,,,,,,,,, +20,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-04-12 18:42:29.329,2023-04-12 16:49:18,3755.0,122.0,1541,541.0,945.0,118.0,978.0,42872,2023-04-12 16:51:08.360,13.3.4,180.0,221.0,43,True,rich,conda-forge/rich,,,22554112.0,83149.0,79162.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,3987.0,22449689.0,https://anaconda.org/conda-forge/rich,2023-04-12 18:42:29.329,3445966.0,1.0,,,,,,,,,,,,,,,,,, +21,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-04-12 16:19:05.000,2023-04-12 16:19:04,4080.0,239.0,4800,703.0,3562.0,248.0,6540.0,29164,2023-03-26 14:43:48.000,2.17.2,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,137219628.0,4006713.0,13265.0,12022.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1243.0,1714197.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,309292.0,2.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-04-13 08:35:11.000,2023-04-12 00:08:04,2911.0,55.0,3057,641.0,2302.0,139.0,2061.0,20178,2023-03-03 19:50:50.336,23.3.3,32.0,638.0,43,True,flatbuffers,conda-forge/flatbuffers,,179544.0,10802714.0,52637.0,52109.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,273.0,9792419.0,https://anaconda.org/conda-forge/flatbuffers,2023-03-17 08:01:52.765,641541.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-03-03 19:50:29.334,255.0,1000873.0,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-04-10 21:01:35.000,2023-04-06 15:27:19,3316.0,186.0,1750,223.0,1209.0,20.0,614.0,15627,2023-04-06 15:29:07.884,18.4.0,280.0,519.0,43,True,Faker,conda-forge/faker,,,7533709.0,127080.0,124030.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3050.0,7523521.0,https://anaconda.org/conda-forge/faker,2023-04-06 17:43:25.470,743757.0,1.0,,,,,,-1.0,,,,,,,,,,,, +24,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-04-13 12:48:28.000,2023-04-13 12:48:28,2162.0,42.0,2338,329.0,1295.0,184.0,1242.0,11379,2023-03-29 13:58:01.877,4.4.4,109.0,389.0,43,True,redis,conda-forge/redis-py,,,27295485.0,27297.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27297.0,27283865.0,https://anaconda.org/conda-forge/redis-py,2023-03-29 15:36:35.839,941227.0,1.0,,,,,,-1.0,,,,,,,,,,,, +25,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-04-12 23:07:34.000,2023-04-12 23:07:28,3862.0,66.0,1917,317.0,742.0,968.0,726.0,8256,2023-03-10 21:24:11.689,3.1.0,141.0,183.0,43,True,paramiko,conda-forge/paramiko,,,35570914.0,87651.0,74827.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12824.0,35533043.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,2991824.0,2.0,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-04-12 22:30:58.000,2023-04-12 18:10:13,6360.0,102.0,517,32.0,712.0,406.0,1328.0,1253,2023-04-10 12:53:31.000,2.15.0,58.0,774.0,43,True,pygments,conda-forge/pygments,,,51703430.0,531375.0,494594.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36781.0,51458642.0,https://anaconda.org/conda-forge/pygments,2023-04-10 16:12:55.904,20562260.0,1.0,,,,,,,,,,,,,,,,,, +27,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-04-13 11:10:01.000,2023-04-13 10:54:13,3390.0,124.0,2094,265.0,3507.0,536.0,1647.0,15814,2023-03-29 18:23:05.000,2.11.0,66.0,503.0,42,True,datasets,conda-forge/datasets,,,3832181.0,14154.0,13740.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,414.0,3823315.0,https://anaconda.org/conda-forge/datasets,2023-03-30 15:59:18.565,248256.0,1.0,,,,,,,,,,,,,,,,,, +28,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-04-13 13:34:10.000,2023-04-13 13:12:56,14334.0,594.0,1186,154.0,5155.0,650.0,2916.0,11725,2023-04-11 19:04:01.288,2.10.3,204.0,321.0,42,True,prefect,conda-forge/prefect,,,832705.0,2725.0,2587.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,138.0,824131.0,https://anaconda.org/conda-forge/prefect,2023-04-11 23:08:02.940,420148.0,1.0,,,,,,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-04-13 10:28:59.000,2023-04-13 00:44:35,14229.0,825.0,2301,361.0,21871.0,962.0,7108.0,3597,2023-04-13 02:27:11.000,azure-storage-file-datalake_12.11.0,100.0,565.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,37277259.0,2805.0,2182.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,623.0,37261209.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-04-13 04:56:28.535,914866.0,1.0,,,,,,,,,,,,,,,,,, +30,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-04-13 13:18:49.000,2023-04-13 13:17:14,116540.0,772.0,26444,1479.0,40048.0,8319.0,56042.0,51882,2020-07-22 03:00:52.000,0.0.6,11.0,2435.0,41,True,cpython,conda-forge/typing,,,82078.0,3.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,,52690.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2498023.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +31,pulumi,pulumi/pulumi,"Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language, Your Way.",,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-04-13 10:33:06.000,2023-04-13 09:55:47,9688.0,790.0,873,170.0,5993.0,1729.0,4234.0,15616,2023-04-12 22:40:38.000,3.63.0,3879.0,224.0,41,True,pulumi,,,200707.0,1720736.0,3115.0,2423.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,127.0,632630.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-04-12 22:41:21.637,565.0,1078549.0,,,,,,,,,,,,, +32,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-04-09 22:30:26.000,2023-04-09 22:30:19,4507.0,38.0,1370,201.0,454.0,,2246.0,9949,2023-02-28 15:33:59.000,3.16.0,181.0,150.0,41,True,peewee,conda-forge/peewee,,,1112565.0,24950.0,21282.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3668.0,1106477.0,https://anaconda.org/conda-forge/peewee,2023-02-27 21:36:36.325,493146.0,1.0,,,,,,,,,,,,,,,,,, +33,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-04-13 12:58:07.000,2023-04-13 12:58:07,38883.0,674.0,3866,260.0,20807.0,4291.0,1404.0,6725,2023-03-17 14:57:06.000,2.46.0,82.0,1462.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,6998934.0,186.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,184.0,6996919.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-03-12 14:02:35.756,38302.0,1.0,,,,,,,,,,,,,,,,,, +34,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-04-04 13:18:25.000,2023-02-22 19:05:19,3299.0,6.0,1623,198.0,1539.0,421.0,1193.0,6182,2022-11-02 19:44:38.922,6.0.1,80.0,433.0,41,True,docker,conda-forge/docker-py,,404.0,29056701.0,62826.0,59152.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3674.0,29016903.0,https://anaconda.org/conda-forge/docker-py,2023-03-16 20:04:15.557,3223404.0,2.0,,,,,,-1.0,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-04-13 00:32:50.000,2023-04-12 14:04:55,9240.0,45.0,1448,308.0,7148.0,208.0,3375.0,4161,2023-04-12 14:05:17.000,google-cloud-bigquery-biglake-v0.3.0,100.0,326.0,41,True,google-cloud-storage,conda-forge/google-cloud-storage,,,39721689.0,1878.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1878.0,39674710.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-03-30 02:54:50.745,3288594.0,1.0,,,,,,,,,,,,,,,,,, +36,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-04-07 16:59:13.000,2023-03-28 21:21:11,2461.0,76.0,552,59.0,312.0,28.0,700.0,4097,2022-11-29 20:39:18.560,4.17.3,82.0,108.0,41,True,jsonschema,conda-forge/jsonschema,,,66774933.0,377838.0,359360.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18478.0,66555883.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,18400221.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +37,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-04-05 17:48:40.000,2023-04-05 17:44:56,4207.0,61.0,493,57.0,861.0,242.0,1167.0,1856,2023-01-23 10:26:08.294,3.8.0,33.0,193.0,41,True,h5py,conda-forge/h5py,,2615.0,13125275.0,221881.0,207367.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14514.0,12992313.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,11298804.0,1.0,,,,,,,,,,,,,,,,,, +38,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-04-13 12:26:01.000,2023-04-13 11:35:50,6008.0,969.0,831,131.0,4642.0,681.0,2863.0,16369,2023-04-11 15:18:01.588,0.17.2,277.0,204.0,40,True,polars,,,,485126.0,1574.0,1440.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,134.0,485126.0,,,,2.0,,,,,,,,,,,,,,,,,, +39,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-04-13 13:15:56.000,2023-04-12 16:40:54,12778.0,57.0,3010,618.0,3437.0,965.0,3835.0,15753,2022-03-06 10:55:38.000,2.1.0,40.0,586.0,40,True,kivy,conda-forge/kivy,,30094.0,102176.0,10161.0,9557.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,604.0,96778.0,https://anaconda.org/conda-forge/kivy,2023-02-06 04:38:21.801,290874.0,1.0,,,,,,,,,,,,,,,,,, +40,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-04-09 12:07:59.000,2023-04-08 11:55:28,1742.0,63.0,1338,210.0,795.0,149.0,901.0,8861,2023-02-19 14:10:32.002,1.13.0,72.0,286.0,40,True,rq,conda-forge/rq,,,664401.0,14980.0,13220.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1760.0,663303.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,88979.0,1.0,,,,,,,,,,,,,,,,,, +41,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-03-31 14:42:28.000,2023-03-31 14:42:11,1049.0,17.0,1396,231.0,457.0,32.0,602.0,7270,2023-03-28 03:56:56.000,1.0.3,37.0,119.0,40,True,PyMySQL,conda-forge/pymysql,,,33317738.0,170661.0,160025.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10636.0,33301428.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1076486.0,1.0,,,,,,,,,,,,,,,,,, +42,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-04-13 12:49:08.000,2023-04-13 01:00:39,14032.0,1251.0,898,94.0,7923.0,1632.0,3813.0,7133,2023-04-06 02:47:57.000,1.2.6,532.0,298.0,40,True,dagster,conda-forge/dagster,,,603251.0,1200.0,1086.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,114.0,582901.0,https://anaconda.org/conda-forge/dagster,2023-03-04 00:09:39.431,834384.0,1.0,,,,,,,,,,,,,,,,,, +43,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-04-12 13:52:17.000,2023-04-11 05:24:39,1283.0,39.0,337,60.0,501.0,119.0,517.0,4702,2022-12-21 10:13:31.679,22.2.0,26.0,142.0,40,True,attrs,conda-forge/attrs,,,126921628.0,693028.0,675402.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17626.0,126554350.0,https://anaconda.org/conda-forge/attrs,2022-12-21 14:25:41.273,26811344.0,1.0,,,,,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-04-08 06:05:02.000,2023-04-07 12:58:00,1508.0,11.0,1142,394.0,1180.0,36.0,974.0,3901,2023-04-06 20:59:42.000,8.7.0,129.0,192.0,40,True,elasticsearch,conda-forge/elasticsearch,,2803.0,14661890.0,43106.0,37054.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6052.0,14651950.0,https://anaconda.org/conda-forge/elasticsearch,2023-04-06 20:53:44.818,807534.0,1.0,,,,,,,,,,,,,,,,,, +45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-04-11 14:24:29.000,2023-04-11 14:24:29,1441.0,62.0,243,36.0,458.0,27.0,228.0,3001,2023-03-02 16:32:43.000,9.1.1,42.0,101.0,40,True,more-itertools,conda-forge/more-itertools,,2631.0,36452704.0,182226.0,173597.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8629.0,36298513.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11099290.0,1.0,,,,,,,,,,,,,,,,,, +46,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-04-12 10:28:41.000,2023-04-12 10:28:38,2698.0,30.0,667,151.0,708.0,548.0,544.0,8273,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,39,True,prompt_toolkit,conda-forge/prompt-toolkit,,,24190968.0,1304.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1304.0,23794555.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,14667286.0,2.0,,,,,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-04-13 13:35:00.000,2023-04-13 04:43:24,10714.0,645.0,1292,71.0,5912.0,139.0,1472.0,8205,2023-04-06 19:40:36.000,0.16.6,211.0,378.0,39,True,great_expectations,conda-forge/great-expectations,,,9050765.0,26.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,26.0,9040588.0,https://anaconda.org/conda-forge/great-expectations,2023-04-05 06:38:33.412,620854.0,2.0,,,,,,,,,,,,,,,,,, +48,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-04-11 07:16:03.000,2023-04-11 07:16:02,3166.0,28.0,623,83.0,956.0,161.0,1024.0,6502,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,39,True,marshmallow,conda-forge/marshmallow,,,20289482.0,84653.0,74449.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10204.0,20268859.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1629232.0,2.0,,,,,,,,,,,,,,,,,, +49,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-04-10 16:46:57.000,2023-03-14 07:32:42,353.0,11.0,358,35.0,220.0,30.0,213.0,5843,2023-02-24 06:47:13.294,1.0.0,44.0,90.0,39,True,python-dotenv,conda-forge/python-dotenv,,,29615393.0,431860.0,424270.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,7590.0,29585911.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2270135.0,1.0,,,,,,,,,,,,,,,,,, +50,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-04-04 14:47:16.000,2023-04-04 14:46:59,1438.0,48.0,671,130.0,374.0,169.0,446.0,5767,2023-03-20 09:22:33.000,3.0.0,44.0,142.0,39,True,watchdog,conda-forge/watchdog,,,13054644.0,95588.0,87586.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8002.0,13030118.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,1962158.0,1.0,,,,,,,,,,,,,,,,,, +51,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-04-10 19:57:16.000,2023-04-10 19:57:15,1640.0,47.0,3052,136.0,824.0,97.0,1131.0,5619,2023-02-16 01:06:58.000,26.1.0,84.0,176.0,39,True,kubernetes,conda-forge/kubernetes,,,13598059.0,1292.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1292.0,13591510.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,399544.0,2.0,,,,,,,,,,,,,,,,,, +52,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-04-13 10:06:22.000,2023-03-03 10:15:06,4071.0,23.0,1211,136.0,1097.0,378.0,1307.0,3978,2023-03-03 10:21:35.000,0.27.0,72.0,385.0,39,True,mongoengine,conda-forge/mongoengine,,,1114418.0,23457.0,19884.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3573.0,1111934.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,198769.0,2.0,,,,,,,,,,,,,,,,,, +53,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-04-03 03:11:40.000,2023-04-03 03:10:36,3041.0,16.0,475,74.0,282.0,21.0,1196.0,2923,2023-04-03 11:33:15.441,2.9.6,56.0,127.0,39,False,psycopg2,psycopg2,,,14369506.0,634387.0,572988.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61379.0,14367283.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,197933.0,2.0,,,,,,,,,,,,,,20.0,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-04-04 14:35:03.000,2022-12-03 20:07:04,1571.0,,426,42.0,610.0,327.0,392.0,2032,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34896.0,206430029.0,1001155.0,997915.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,3240.0,205929885.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,41482214.0,1.0,,,,,,,,,,,,,,,,,, +55,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-04-12 22:29:04.000,2023-04-12 20:36:39,1662.0,56.0,182,19.0,112.0,101.0,839.0,1862,2023-04-05 19:41:12.851,1.10.3,112.0,163.0,39,True,alembic,conda-forge/alembic,,,23283130.0,165750.0,154334.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11416.0,23243666.0,https://anaconda.org/conda-forge/alembic,2023-04-06 07:50:51.051,3196624.0,2.0,,,,,,,,,,,,,,,,,, +56,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-04-13 12:54:09.000,2023-04-13 12:54:09,2129.0,49.0,246,25.0,701.0,201.0,349.0,572,2023-04-08 17:51:07.755,2023.4.0,67.0,175.0,39,True,fsspec,conda-forge/fsspec,,,84849626.0,43471.0,42884.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,587.0,84624955.0,https://anaconda.org/conda-forge/fsspec,2023-04-08 19:04:26.549,11233565.0,1.0,,,,,,,,,,,,,,,,,, +57,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-04-11 22:58:48.175,2023-02-13 20:24:46,287.0,8.0,1369,380.0,162.0,131.0,169.0,24338,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,38,True,fire,conda-forge/fire,,,6585401.0,21263.0,19625.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1638.0,6578305.0,https://anaconda.org/conda-forge/fire,2023-04-11 22:58:48.175,496764.0,2.0,,,,,,,,,,,,,,,,,, +58,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-04-08 11:42:11.000,2022-09-09 12:04:10,2962.0,,1808,230.0,1035.0,270.0,567.0,19315,2022-06-01 17:01:17.000,2.1.1,34.0,285.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2226864.0,20898.0,19349.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1549.0,2219004.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,652398.0,1.0,,,,,,,,,,,,,,,,,, +59,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-04-13 09:09:36.000,2023-04-12 22:19:46,6017.0,226.0,1202,131.0,3261.0,446.0,3422.0,6802,2023-03-10 23:35:11.000,1.4.5,173.0,274.0,38,True,dbt,conda-forge/dbt,,1311.0,91458.0,2484.0,2454.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,88392.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,232846.0,2.0,,,,,,,,,,,,,,,dbt,,, +60,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-04-05 23:32:33.000,2023-03-02 20:25:13,2157.0,1.0,1338,154.0,946.0,282.0,1174.0,5161,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1827.0,7175459.0,18423.0,17044.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1379.0,7169992.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,386988.0,2.0,,,,,,,,,,,,,,,,,, +61,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-04-12 16:10:28.000,2023-04-12 16:10:28,5242.0,51.0,1095,238.0,1186.0,5.0,,3820,2022-11-17 21:50:05.000,4.3.3,131.0,197.0,38,True,pymongo,conda-forge/pymongo,,,19823979.0,19829.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19829.0,19811544.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1019687.0,2.0,,,,,,,,,,,,,,,,,, +62,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-04-12 05:03:15.000,2023-04-12 05:03:14,1450.0,18.0,367,62.0,658.0,380.0,436.0,3171,2022-10-10 12:56:17.006,1.1.1,104.0,119.0,38,True,joblib,conda-forge/joblib,,,28646176.0,277486.0,271610.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5876.0,28432085.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,17341406.0,2.0,,,,,,,,,,,,,,,,,, +63,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-04-08 15:54:19.000,2023-04-02 16:48:18,1600.0,26.0,459,96.0,300.0,183.0,288.0,2355,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,38,True,pexpect,conda-forge/pexpect,,4317.0,31027365.0,279782.0,263721.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16061.0,30869205.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,13282332.0,1.0,,,,,,,,,,,,,,,,,, +64,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-03-13 08:28:00.000,2022-09-13 22:22:16,316.0,,442,52.0,243.0,259.0,284.0,2138,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,181429911.0,836586.0,762273.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74313.0,181033375.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,32515991.0,1.0,,,,,,,,,,,,,,,,,, +65,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-04-13 03:27:05.000,2023-04-13 03:26:54,1117.0,36.0,250,23.0,160.0,32.0,266.0,1806,2022-05-10 23:30:45.000,pyparsing_3.0.9,68.0,54.0,38,True,pyparsing,conda-forge/pyparsing,,7758.0,76823994.0,786351.0,754431.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31920.0,76408627.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,34048590.0,1.0,,,,,,,,,,,,,,,,,, +66,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-02-06 03:22:54.000,2023-01-28 14:19:39,895.0,20.0,223,52.0,150.0,23.0,182.0,1461,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,38,True,greenlet,conda-forge/greenlet,,,57189687.0,238909.0,228622.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10287.0,57098580.0,https://anaconda.org/conda-forge/greenlet,2023-01-28 20:52:05.920,6468612.0,1.0,,,,,,,,,,,,,,,,,, +67,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-04-12 22:48:37.000,2023-04-06 16:08:56,1639.0,47.0,232,56.0,995.0,96.0,467.0,587,2023-04-12 18:22:57.000,1.28.3,140.0,126.0,38,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,29680511.0,19498.0,18416.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1082.0,29644368.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-03-29 08:07:17.920,2530035.0,2.0,,,,,,,,,,,,,,,,,, +68,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-04-11 13:46:20.000,2023-03-14 09:46:08,4074.0,9.0,2357,483.0,2267.0,111.0,876.0,16466,2023-03-14 09:49:03.000,3.2.1,78.0,598.0,37,True,luigi,luigi,,,680300.0,2504.0,2089.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,413.0,680156.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,12431.0,2.0,,,,,,,,stable/luigi,,,,,,2.0,,,, +69,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-04-12 17:28:48.000,2023-02-16 19:28:55,1552.0,23.0,1923,465.0,548.0,452.0,1299.0,13974,2023-01-20 23:15:06.982,3.0.0,124.0,136.0,37,True,fabric,conda-forge/fabric,,,3484842.0,86.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,86.0,3484069.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,61857.0,3.0,,,,,,,,,,,,,,,,,, +70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-04-13 12:25:16.000,2023-04-12 23:34:42,2354.0,180.0,603,109.0,2522.0,893.0,2649.0,8551,2023-04-12 12:52:31.000,0.20.0,71.0,113.0,37,True,modin,conda-forge/modin-core,['pandas'],196563.0,817393.0,1025.0,987.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,38.0,803374.0,https://anaconda.org/conda-forge/modin-core,2023-04-12 17:58:57.344,222003.0,2.0,,,,,,,,,,,,,,,,,, +71,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-04-13 13:33:43.000,2023-04-13 12:00:36,2222.0,93.0,773,105.0,1072.0,275.0,951.0,8255,2023-03-22 16:12:03.011,0.18.7,39.0,185.0,37,True,kedro,,,,514421.0,1589.0,1525.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,64.0,514421.0,,,,2.0,,,,,,,,,,,,,,,,,, +72,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-04-10 14:51:18.000,2023-04-10 14:51:17,2420.0,17.0,1207,236.0,473.0,146.0,994.0,7729,2022-12-24 01:04:06.789,4.2.5,50.0,174.0,37,True,supervisor,conda-forge/supervisor,,,1328817.0,10849.0,8897.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1325920.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,240462.0,2.0,,,,,,,,,,,,,,,,,, +73,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-04-03 07:23:39.000,2023-04-03 07:23:39,1422.0,75.0,483,142.0,226.0,5.0,434.0,6540,2023-03-20 20:01:03.746,2.0.3,41.0,92.0,37,True,sh,conda-forge/sh,,,4569362.0,14661.0,12051.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2610.0,4567299.0,https://anaconda.org/conda-forge/sh,2023-03-20 22:08:43.456,163025.0,2.0,,,,,,,,,,,,,,,,,, +74,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-04-09 19:36:02.000,2023-04-09 19:35:49,1315.0,25.0,594,121.0,116.0,18.0,844.0,3207,2023-03-10 21:43:02.652,3.0.9,156.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11342309.0,61933.0,58092.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3841.0,11306047.0,https://anaconda.org/conda-forge/xlsxwriter,2023-03-13 23:11:54.668,2574649.0,3.0,,,,,,,,,,,,,,,,,, +75,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-04-13 12:16:06.000,2023-04-12 19:49:25,4556.0,106.0,908,106.0,3416.0,1111.0,2697.0,2935,2023-03-22 16:22:07.592,2023.3.0,75.0,423.0,37,True,xarray,conda-forge/xarray,,,2304478.0,1761.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1760.0,2213996.0,https://anaconda.org/conda-forge/xarray,2023-03-23 16:40:08.797,7690994.0,2.0,,,,,,,,,,,,,,,,,, +76,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-04-12 08:45:00.000,2023-04-12 08:45:00,2578.0,79.0,460,120.0,516.0,264.0,1450.0,2573,2023-03-31 09:23:06.427,0.30.4,149.0,60.0,37,True,xlwings,conda-forge/xlwings,,23899.0,93069.0,28309.0,27671.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,638.0,84252.0,https://anaconda.org/conda-forge/xlwings,2023-03-31 12:27:43.183,577386.0,1.0,,,,,,,,,,,,,,,,,, +77,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-03-31 09:46:12.000,2023-01-28 19:30:20,2771.0,19.0,422,59.0,186.0,59.0,474.0,2320,2023-01-28 00:19:28.000,3.17.0x,45.0,134.0,37,True,pycryptodomex,conda-forge/pycryptodomex,,,30383912.0,66441.0,64926.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1515.0,30365343.0,https://anaconda.org/conda-forge/pycryptodomex,2022-11-27 20:49:06.507,1188430.0,2.0,,,,,,,,,,,,,,,,,, +78,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-04-10 14:48:56.000,2023-04-10 14:48:56,1495.0,16.0,438,133.0,549.0,291.0,366.0,2248,2023-03-23 14:03:04.308,1.1.8,29.0,127.0,37,True,dateparser,conda-forge/dateparser,,,5024810.0,20022.0,18812.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1210.0,5023065.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,130883.0,2.0,,,,,,,,,,,,,,,,,, +79,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-04-10 11:30:34.098,2023-04-06 19:00:56,650.0,19.0,329,68.0,122.0,18.0,175.0,1569,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,37,True,simplejson,conda-forge/simplejson,,6135.0,18596971.0,122375.0,101486.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20889.0,18561618.0,https://anaconda.org/conda-forge/simplejson,2023-04-10 11:30:34.098,2434503.0,2.0,,,,,,,,,,,,,,,,,, +80,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-04-13 06:00:56.000,2023-04-13 06:00:56,4412.0,47.0,237,58.0,340.0,155.0,524.0,1200,2022-12-23 13:29:42.000,3.8.0,36.0,115.0,37,True,tables,conda-forge/pytables,,172.0,809866.0,47095.0,44670.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2425.0,738579.0,https://anaconda.org/conda-forge/pytables,2023-04-08 17:21:15.847,5702863.0,2.0,,,,,,,,,,,,,,,,,, +81,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-04-03 02:37:50.000,2023-01-29 03:07:44,1874.0,1.0,278,39.0,236.0,198.0,197.0,1164,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,future,conda-forge/future,,,32865302.0,283872.0,266650.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17222.0,32729429.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,11005715.0,1.0,,,,,,-1.0,,,,,,,,,,,, +82,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,937,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,185455654.0,1738578.0,1603046.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135532.0,184973697.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,40002475.0,1.0,,,,,,,,,,,,,,,,,, +83,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-04-07 11:59:36.000,2023-04-07 11:59:34,1956.0,11.0,190,26.0,571.0,89.0,190.0,548,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,120.0,23650190.0,316718.0,302088.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14630.0,23418023.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,19501191.0,2.0,,,,,,-1.0,,,,,,,,,,,, +84,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-04-13 08:48:18.000,2023-04-11 11:24:10,6742.0,100.0,1708,221.0,3017.0,705.0,2563.0,11482,2022-10-10 23:14:01.867,4.60.4,180.0,18.0,36,True,pysimplegui,conda-forge/pysimplegui,,,206296.0,8168.0,7879.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,289.0,204057.0,https://anaconda.org/conda-forge/pysimplegui,2022-10-17 23:43:38.474,98539.0,2.0,,,,,,,,,,,,,,,,,, +85,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-04-12 17:44:37.000,2023-04-11 15:40:50,389.0,8.0,913,208.0,173.0,148.0,277.0,10695,2023-04-10 10:14:03.842,1.2.0,25.0,57.0,36,True,schedule,conda-forge/schedule,,,2284836.0,25895.0,24490.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1405.0,2284043.0,https://anaconda.org/conda-forge/schedule,2023-04-11 03:15:46.375,31731.0,3.0,,,,,,1.0,,,,,,,,,,,, +86,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-01-19 09:52:40.000,2022-11-15 16:25:22,1396.0,,639,133.0,666.0,95.0,394.0,8270,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,36,True,arrow,conda-forge/arrow,,,10802095.0,50670.0,45967.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4703.0,10783396.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1552036.0,2.0,,,,,,,,,,,,,,,,,, +87,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-04-11 12:17:55.000,2023-04-11 12:17:55,1165.0,13.0,575,140.0,306.0,35.0,214.0,4243,2023-03-24 12:15:01.094,3.4.0,43.0,121.0,36,True,tablib,conda-forge/tablib,,,1664818.0,42525.0,41247.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1278.0,1663726.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,84114.0,2.0,,,,,,,,,,,,,,,,,, +88,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-04-13 09:53:26.000,2023-04-12 16:48:13,2096.0,183.0,593,59.0,1230.0,32.0,864.0,3400,2023-03-21 23:13:41.000,2.20.1,134.0,127.0,36,True,awswrangler,conda-forge/awswrangler,['pandas'],184247.0,22094964.0,1003.0,952.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,51.0,22082997.0,https://anaconda.org/conda-forge/awswrangler,2023-03-31 15:27:33.247,334577.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +89,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-04-12 04:43:10.000,2023-04-06 08:39:40,830.0,17.0,822,275.0,498.0,241.0,823.0,3191,2023-04-06 10:08:29.000,2.1.0,28.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,8616221.0,6162.0,5754.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,408.0,8607038.0,https://anaconda.org/conda-forge/python-confluent-kafka,2022-10-28 11:20:00.868,670371.0,2.0,,,,,,,,,,,,,,,,,, +90,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-02-17 17:19:21.000,2022-11-04 10:01:12,370.0,,225,44.0,138.0,107.0,138.0,3128,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,132717303.0,640525.0,619758.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20767.0,132476280.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,20245939.0,2.0,,,,,,,,,,,,,,,,,, +91,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-04-11 20:31:35.000,2023-04-11 16:55:07,2609.0,22.0,1162,200.0,1152.0,242.0,1681.0,3072,2022-08-09 21:52:30.000,4.1.2,41.0,216.0,36,True,netmiko,,,,183309.0,3741.0,3484.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,257.0,183309.0,,,,3.0,,,,,,,,,,,,,,,,,, +92,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-04-04 16:06:03.000,2023-03-21 00:00:37,546.0,4.0,564,95.0,174.0,26.0,300.0,2829,,,21.0,82.0,36,True,pycparser,conda-forge/pycparser,,,103656524.0,549864.0,532846.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17018.0,103296510.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,28801167.0,2.0,,,,,,,,,,,,,,,,,, +93,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-03-26 18:09:46.000,2023-03-25 23:08:27,422.0,6.0,145,28.0,272.0,81.0,160.0,1362,2023-01-19 09:28:09.524,2.2.1,38.0,54.0,36,True,cloudpickle,conda-forge/cloudpickle,,20.0,25622918.0,78203.0,75413.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2790.0,25474626.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,12604890.0,2.0,,,,,,,,,,,,,,,,,, +94,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-04-12 17:41:55.000,2023-04-11 07:05:18,806.0,21.0,104,26.0,243.0,58.0,235.0,1237,2022-10-19 11:58:38.453,3.6.2,43.0,40.0,36,True,anyio,conda-forge/anyio,,,27414683.0,110730.0,110501.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,229.0,27273241.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,6082028.0,2.0,,,,,,1.0,,,,,,,,,,,, +95,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-04-10 14:22:50.000,2023-04-10 14:22:49,710.0,73.0,108,36.0,194.0,51.0,182.0,1181,2023-03-26 05:58:06.126,3.0.5,112.0,62.0,36,True,argcomplete,conda-forge/argcomplete,,225.0,20848548.0,44032.0,42093.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,1939.0,20835005.0,https://anaconda.org/conda-forge/argcomplete,2023-03-26 08:01:28.091,1002098.0,2.0,,,,,,,,,,,,,,,,,, +96,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-04-13 10:38:03.000,2023-04-13 10:37:08,1375.0,32.0,307,29.0,321.0,179.0,236.0,1067,2023-04-13 10:41:10.000,0.41.0,213.0,115.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4528683.0,23625.0,21518.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2107.0,4522981.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-02-12 17:22:05.308,450503.0,2.0,,,,,,,,,,,,,,,,,, +97,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-04-11 14:24:42.000,2023-04-11 14:00:42,6254.0,426.0,1199,353.0,224.0,64.0,401.0,13096,2022-08-10 07:02:49.000,1.7.0,21.0,112.0,35,True,tink,,,1036.0,140320.0,45.0,41.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,139885.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2020-08-25 01:23:33.578,1.0,420.0,,,,,,,,,,,,, +98,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-04-04 01:49:44.000,2023-02-21 11:05:36,430.0,10.0,437,69.0,243.0,220.0,152.0,10925,2022-11-05 19:45:18.017,0.7.0,25.0,32.0,35,True,typer,conda-forge/typer,,,11685642.0,2538.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2538.0,11651488.0,https://anaconda.org/conda-forge/typer,2022-11-07 14:47:47.784,1229565.0,2.0,,,,,,,,,,,,,,,,,, +99,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-04-07 20:33:17.000,2023-01-15 16:27:26,925.0,1.0,540,224.0,229.0,71.0,249.0,9267,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,35,True,uvloop,conda-forge/uvloop,,373.0,9797372.0,75180.0,73351.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1829.0,9788741.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,569434.0,2.0,,,,,,,,,,,,,,,,,, +100,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,183.0,7772,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,12339225.0,102366.0,90092.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12274.0,12319210.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1681291.0,2.0,,,,,,,,,,,,,,,,,, +101,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-04-12 14:05:31.000,2023-04-02 19:11:27,1516.0,9.0,340,152.0,189.0,60.0,99.0,6111,2023-02-20 06:30:03.674,23.0.0,51.0,84.0,35,True,boltons,conda-forge/boltons,,23.0,4252723.0,4546.0,4129.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,417.0,4239381.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,1107402.0,2.0,,,,,,,,,,,,,,,,,, +102,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-04-11 13:20:51.000,2023-04-09 15:23:55,550.0,22.0,159,30.0,71.0,6.0,298.0,4454,2023-04-09 15:52:02.000,3.8.10,102.0,18.0,35,True,orjson,conda-forge/orjson,,,10654286.0,40133.0,39241.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,892.0,10636164.0,https://anaconda.org/conda-forge/orjson,2023-04-09 19:05:54.583,652413.0,2.0,,,,,,,,,,,,,,,,,, +103,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-04-07 19:09:31.000,2022-11-03 19:39:10,1206.0,,249,83.0,346.0,114.0,142.0,4225,2022-07-10 04:30:45.196,0.12.0,26.0,74.0,35,True,toolz,conda-forge/toolz,,,17310053.0,92354.0,88900.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3454.0,17132356.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,14571230.0,2.0,,,,,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-04-04 04:50:57.000,2023-04-04 04:50:55,854.0,17.0,363,87.0,250.0,22.0,314.0,4029,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,35,True,ujson,conda-forge/ujson,,,7766999.0,4335.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4335.0,7717565.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3262682.0,2.0,,,,,,,,,,,,,,,,,, +105,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-04-11 08:17:44.298,2023-04-11 07:18:40,1551.0,18.0,408,87.0,105.0,6.0,158.0,3205,2023-04-11 07:25:02.880,8.13.9,218.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4695491.0,1402.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1402.0,4686672.0,https://anaconda.org/conda-forge/phonenumbers,2023-04-11 08:17:44.298,723181.0,1.0,,,,,,,,,,,,,,,,,, +106,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2917,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,sortedcontainers,conda-forge/sortedcontainers,,,18410608.0,109419.0,107381.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2038.0,18292706.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9550109.0,1.0,,,,,,,,,,,,,,,,,, +107,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-04-13 13:27:33.000,2023-04-13 11:15:11,5054.0,824.0,401,76.0,3896.0,69.0,1979.0,2613,2023-04-11 17:45:32.960,5.1.0,36.0,135.0,35,True,ibis-framework,conda-forge/ibis-framework,,63.0,95283.0,517.0,466.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,91996.0,https://anaconda.org/conda-forge/ibis-framework,2023-04-11 19:20:15.448,275816.0,2.0,,,,,,,,,,,,,,,,,, +108,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-04-04 03:57:57.000,2023-03-23 15:50:32,1252.0,10.0,181,49.0,302.0,126.0,220.0,2576,2023-01-02 21:27:10.757,1.8.1,27.0,108.0,35,True,plumbum,conda-forge/plumbum,,,1178557.0,4374.0,3905.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,469.0,1166098.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,946910.0,3.0,,,,,,,,,,,,,,,,,, +109,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-04-06 17:22:02.000,2023-01-30 20:16:12,9680.0,45.0,894,86.0,1699.0,76.0,114.0,1930,2023-01-09 20:58:01.975,3.7.0,70.0,456.0,35,True,apache-libcloud,,,,150444.0,3738.0,2889.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,849.0,150444.0,,,,2.0,,,,,,,,,,,,,,,,,, +110,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-04-03 11:31:20.000,2023-04-03 11:31:20,979.0,17.0,157,23.0,143.0,159.0,308.0,1892,2022-10-23 22:50:21.000,dill-0.3.6,25.0,41.0,35,True,dill,conda-forge/dill,,290337.0,23690277.0,94043.0,90338.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3705.0,23641045.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,3828294.0,2.0,,,,,,,,,,,,,,,,,, +111,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-04-10 16:43:27.000,2022-12-29 07:29:09,696.0,,140,43.0,108.0,22.0,143.0,1841,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,35,True,pyrsistent,conda-forge/pyrsistent,,,53008471.0,254858.0,252601.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2257.0,52701087.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,16598740.0,1.0,,,,,,1.0,,,,,,,,,,,, +112,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-04-08 05:18:25.000,2023-04-08 05:18:25,850.0,11.0,223,47.0,271.0,7.0,260.0,1732,2023-03-09 02:43:32.000,1.0.5,20.0,76.0,35,True,msgpack,conda-forge/msgpack-python,,982.0,32752710.0,2183.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2183.0,32604896.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,11380537.0,2.0,,,,,,,,,,,,,,,,,, +113,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-04-05 13:29:00.000,2023-03-17 18:35:18,975.0,17.0,190,27.0,147.0,62.0,182.0,1632,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,11863810.0,7333.0,6603.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,730.0,11860178.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,239752.0,1.0,,,,,,,,,,,,,,,,,, +114,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-04-08 21:10:23.413,2023-04-08 17:59:53,978.0,12.0,220,22.0,343.0,103.0,274.0,676,2023-04-08 18:03:03.185,2023.4.0,57.0,115.0,35,True,s3fs,conda-forge/s3fs,,,84855546.0,13491.0,12886.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,605.0,84790062.0,https://anaconda.org/conda-forge/s3fs,2023-04-08 21:10:23.413,5435229.0,2.0,,,,,,,,,,,,,,,,,, +115,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-04-10 08:58:39.000,2023-01-13 00:58:19,511.0,,1754,350.0,439.0,322.0,178.0,28738,2023-01-13 01:02:27.000,0.23.3,44.0,127.0,34,True,diagrams,conda-forge/diagrams,,,100860.0,972.0,945.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,27.0,96538.0,https://anaconda.org/conda-forge/diagrams,2023-04-07 13:33:12.269,151288.0,2.0,,,,,,,,,,,,,,,,,, +116,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-04-11 01:55:34.000,2023-02-25 00:51:39,793.0,9.0,323,63.0,232.0,238.0,262.0,5407,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,89.0,11474489.0,20226.0,19094.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1132.0,11464520.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,697798.0,2.0,,,,,,,,,,,,,,,,,, +117,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-03-20 14:32:04.000,2023-03-20 14:32:03,469.0,21.0,227,46.0,185.0,81.0,140.0,4648,2023-02-28 14:24:03.236,8.2.2,51.0,80.0,34,True,tenacity,conda-forge/tenacity,,,24583242.0,1161.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1161.0,24522513.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4311767.0,2.0,,,,,,,,,,,,,,,,,, +118,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,1.0,777,412.0,366.0,145.0,1144.0,3636,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,164.0,3036197.0,9779.0,8811.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,968.0,3036087.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7035.0,2.0,,,,,,,,,,,,,,,,,, +119,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-04-13 11:50:48.000,2023-04-13 11:50:48,677.0,36.0,260,34.0,459.0,102.0,327.0,2986,2023-03-02 15:20:46.983,3.1.12,81.0,108.0,34,True,dynaconf,conda-forge/dynaconf,,,2122464.0,6439.0,6215.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,224.0,2120899.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,46978.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +120,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,230,48.0,261.0,49.0,295.0,2966,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5503644.0,14564.0,13443.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1121.0,5499836.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,304701.0,2.0,,,,,,,,,,,,,,,,,, +121,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,4.0,264,48.0,98.0,36.0,157.0,2309,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5805854.0,43286.0,40052.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3234.0,5803044.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,202387.0,2.0,,,,,,,,,,,,,,,,,, +122,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-03-20 14:37:47.000,2023-02-09 01:15:40,210.0,6.0,141,36.0,56.0,47.0,59.0,2236,2023-02-09 01:16:46.619,23.1.0,13.0,30.0,34,True,aiofiles,conda-forge/aiofiles,,,9408448.0,87803.0,86016.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1787.0,9400624.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,516401.0,2.0,,,,,,,,,,,,,,,,,, +123,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,4.0,209,45.0,69.0,32.0,134.0,1841,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,wrapt,conda-forge/wrapt,,,75645898.0,11743.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11743.0,75510102.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,10863688.0,2.0,,,,,,,,,,,,,,,,,, +124,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-04-10 21:19:40.000,2023-04-08 15:59:51,5991.0,17.0,513,79.0,1067.0,17.0,,1325,2023-03-28 19:26:01.531,3.26.0,73.0,189.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1377348.0,5513.0,4815.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,698.0,1375201.0,https://anaconda.org/conda-forge/cassandra-driver,2023-03-29 08:38:54.895,154635.0,2.0,,,,,,,,,,,,,,,,,, +125,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-02-22 17:53:44.000,2023-02-22 17:53:44,1346.0,3.0,155,34.0,156.0,60.0,225.0,1119,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,9830254.0,2342.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2342.0,9811693.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1262158.0,3.0,,,,,,,,,,,,,,,,,, +126,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-03-30 08:14:55.000,2023-02-23 00:11:59,1963.0,14.0,136,18.0,153.0,50.0,425.0,999,2022-12-18 20:26:01.606,23.13.1,186.0,112.0,34,True,keyring,conda-forge/keyring,,,24790270.0,3929.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3929.0,24754148.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,2998148.0,3.0,,,,,,,,,,,,,,,,,, +127,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-04-13 10:39:38.000,2023-04-03 17:20:50,1734.0,195.0,375,18.0,755.0,27.0,316.0,951,2023-04-03 17:36:31.000,.0.22,49.0,208.0,34,True,holidays,conda-forge/holidays,,172.0,5451841.0,419.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,419.0,5394973.0,https://anaconda.org/conda-forge/holidays,2023-04-05 13:08:23.489,2900261.0,2.0,,,,,,,,,,,,,,,,,, +128,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-04-11 01:26:43.000,2023-04-04 11:45:40,1273.0,12.0,93,32.0,202.0,42.0,191.0,890,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,34,True,Bottleneck,conda-forge/bottleneck,,,558917.0,41081.0,39455.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1626.0,519026.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3311027.0,2.0,,,,,,,,,,,,,,,,,, +129,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,97,23.0,54.0,11.0,93.0,753,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,68400765.0,431341.0,407062.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24279.0,68161013.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,19419928.0,2.0,,,,,,,,,,,,,,,,,, +130,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-04-10 17:36:59.000,2023-04-07 21:04:14,234.0,26.0,83,13.0,133.0,13.0,80.0,534,2023-04-06 18:09:07.286,3.11.0,58.0,35.0,34,True,filelock,conda-forge/filelock,,,59497443.0,230591.0,228039.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2552.0,59351411.0,https://anaconda.org/conda-forge/filelock,2023-04-07 02:32:30.279,11974629.0,2.0,,,,,,,,,,,,,,,,,, +131,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,11.0,70,14.0,31.0,28.0,44.0,253,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,34,True,pytz,conda-forge/pytz,,,114746835.0,1518555.0,1435908.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82647.0,114296379.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,37387881.0,2.0,,,,,,,,,,,,,,,,,, +132,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-04-13 11:59:00.000,2023-04-12 15:01:25,14626.0,219.0,6241,731.0,5184.0,1509.0,3432.0,16301,2022-06-16 06:19:58.000,1.19,13.0,564.0,33,True,micropython-_markupbase,,,59484.0,874.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +133,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-04-10 03:05:41.000,2023-04-10 03:05:32,2751.0,18.0,524,139.0,463.0,184.0,965.0,10017,2023-03-23 02:11:46.000,1.9.0,217.0,59.0,33,True,dearpygui,,,,20646.0,1814.0,1781.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,33.0,20646.0,,,,2.0,,,,,,,,,,,,,,,,,, +134,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-04-04 09:31:56.000,2023-04-04 09:31:55,689.0,7.0,494,106.0,151.0,15.0,285.0,5787,2023-01-14 16:25:06.868,4.7.1,67.0,80.0,33,True,tinydb,conda-forge/tinydb,,,445963.0,11129.0,10275.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,854.0,442608.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,275116.0,2.0,,,,,,,,,,,,,,,,,, +135,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-09 12:32:19.000,2023-03-04 17:45:05,299.0,22.0,557,131.0,185.0,165.0,336.0,5582,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,33,True,eel,,,,75596.0,5152.0,5078.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,74.0,75596.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +136,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-03-07 20:01:09.000,2023-03-07 20:01:07,1828.0,19.0,584,131.0,326.0,64.0,809.0,5427,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,33,True,csvkit,conda-forge/csvkit,,,146232.0,1684.0,1316.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,368.0,145073.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,84673.0,2.0,,,,,,,,,,,,,,,,,, +137,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,461,108.0,93.0,80.0,159.0,5112,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,33,True,xmltodict,conda-forge/xmltodict,,,23241178.0,57679.0,52269.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5410.0,23209081.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2567806.0,2.0,,,,,,,,,,,,,,,,,, +138,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-03-30 20:29:58.000,2023-03-30 20:29:58,515.0,10.0,726,69.0,392.0,79.0,392.0,3313,2023-01-23 22:15:52.000,0.16.0,45.0,129.0,33,True,prometheus_client,conda-forge/prometheus_client,,,19111136.0,718.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,718.0,18979552.0,https://anaconda.org/conda-forge/prometheus_client,2023-01-24 04:49:16.134,10263553.0,2.0,,,,,,,,,,,,,,,,,, +139,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-03-21 14:26:46.000,2022-12-19 03:14:24,1998.0,,208,45.0,184.0,138.0,347.0,2798,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,33,True,dependency-injector,conda-forge/dependency_injector,,,1028762.0,2001.0,1938.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,63.0,1027655.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,21043.0,2.0,,,,,,,,,,,,,,,,,, +140,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-03-02 20:01:30.392,2023-03-01 19:34:07,194.0,4.0,169,27.0,71.0,4.0,81.0,2392,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1305609.0,98113.0,94836.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3277.0,1304730.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,58953.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +141,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-04-12 19:30:06.000,2023-04-12 19:30:05,1720.0,9.0,189,88.0,198.0,,,2142,2023-04-03 20:26:32.000,3.1.2,42.0,42.0,33,True,motor,conda-forge/motor,,,1346908.0,56906.0,55771.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1135.0,1345853.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,54887.0,2.0,,,,,,,,,,,,,,,,,, +142,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,82.0,1882,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,56072566.0,39150.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39147.0,55805898.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,19730986.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,34.0,,,,,,,,,,,,, +143,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-31 03:02:53.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,157.0,53.0,84.0,1787,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,125257946.0,6891.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6891.0,125079505.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,14453792.0,3.0,,,,,,,,,,,,,,,,,, +144,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-03-12 20:31:41.000,2023-03-12 20:24:25,450.0,7.0,251,26.0,106.0,11.0,136.0,1654,2023-03-12 20:27:37.000,2.4.0,35.0,60.0,33,True,emoji,conda-forge/emoji,,,1778869.0,55843.0,54443.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1400.0,1777937.0,https://anaconda.org/conda-forge/emoji,2022-11-02 16:35:36.450,46643.0,1.0,,,,,,,,,,,,,,,,,, +145,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-02-13 22:49:48.000,2023-02-09 12:48:47,1087.0,14.0,205,45.0,175.0,51.0,334.0,1425,2022-11-30 17:34:49.000,2.0.6,18.0,87.0,33,True,pygsheets,,,,1351445.0,1833.0,1751.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,82.0,1351445.0,,,,2.0,,,,,,,,,,,,,,,,,, +146,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,5.0,216,64.0,389.0,115.0,595.0,1389,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,33,True,typing,conda-forge/typing,,,8563263.0,5775.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5775.0,8533875.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2497982.0,2.0,,,,,,,,,,,,,,,,,, +147,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-04-11 12:15:03.000,2023-03-29 09:05:37,1757.0,38.0,217,47.0,753.0,247.0,354.0,1122,2023-02-24 18:17:02.569,2.14.2,66.0,86.0,33,True,zarr,conda-forge/zarr,,,220284.0,2475.0,2148.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,327.0,193604.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2214476.0,2.0,,,,,,,,,,,,,,,,,, +148,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,180,50.0,196.0,80.0,370.0,1109,2022-11-23 18:35:01.134,1.7.12,87.0,58.0,33,True,petl,conda-forge/petl,,,686306.0,3426.0,3343.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,83.0,684146.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,170692.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +149,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-03-09 19:29:08.000,2023-02-12 00:08:39,785.0,1.0,192,42.0,109.0,137.0,269.0,1056,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,33,True,py4j,conda-forge/py4j,,,29761649.0,21435.0,20751.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,684.0,29730478.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2493696.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +150,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-04-13 12:30:06.000,2023-04-13 12:03:05,1438.0,27.0,170,97.0,679.0,8.0,218.0,786,2023-03-31 10:11:57.000,5.7.0,119.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,182860.0,4407.0,4181.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,180412.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-03-31 12:59:36.797,171380.0,2.0,,,,,,,,,,,,,,,,,, +151,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-03-02 13:27:47.422,2023-03-02 05:45:05,997.0,43.0,42,15.0,74.0,2.0,83.0,739,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,33,True,natsort,conda-forge/natsort,,,3340938.0,19710.0,18554.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1156.0,3325019.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1162108.0,2.0,,,,,,,,,,,,,,,,,, +152,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-04-13 01:34:09.000,2023-04-13 01:33:02,311.0,78.0,131,15.0,138.0,12.0,116.0,715,2023-04-13 01:35:07.000,0.21.1,38.0,43.0,33,True,validators,conda-forge/validators,,,5114935.0,65938.0,64294.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1644.0,5106994.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,325597.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +153,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-04-06 14:56:18.000,2023-04-06 14:56:18,1101.0,5.0,268,31.0,776.0,4.0,492.0,625,2023-03-24 05:45:10.000,7.1.14,103.0,111.0,33,True,minio,conda-forge/minio,,,1106065.0,4662.0,4271.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,391.0,1103434.0,https://anaconda.org/conda-forge/minio,2023-03-24 06:44:38.269,121045.0,2.0,,,,,,,,,,,,,,,,,, +154,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,20.0,49,14.0,35.0,16.0,22.0,327,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,33,True,wcwidth,conda-forge/wcwidth,,,34444621.0,392716.0,379368.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13348.0,34250537.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,17079447.0,3.0,,,,,,,,,,,,,,,,,, +155,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-02-13 14:10:43.000,2022-10-18 01:49:53,790.0,,128,24.0,88.0,50.0,129.0,289,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,49173669.0,106005.0,98953.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,49060601.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,7914769.0,3.0,,,,,,,,,,,,,,,,,, +156,Activeloop,activeloopai/Hub,"Data Lake for Deep Learning. Multi-modal Vector Database for LLMs/LangChain. Store, query, version, & visualize..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-04-13 08:39:26.000,2023-04-11 18:14:14,7146.0,399.0,434,65.0,1841.0,46.0,365.0,5500,2023-04-11 18:13:20.000,3.2.22,154.0,108.0,32,True,hub,,,,9746.0,174.0,120.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,9746.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +157,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-03-24 23:30:50.000,2023-03-24 23:30:33,962.0,10.0,362,86.0,166.0,,565.0,4449,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,73249.0,1335.0,1164.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,171.0,72758.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,29492.0,2.0,,,,,,,,,,,,,,,,,, +158,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-04-11 12:52:43.000,2023-02-12 13:56:56,1159.0,1.0,301,40.0,457.0,427.0,473.0,3485,2023-01-30 02:35:01.295,0.19.3,150.0,118.0,32,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,96040.0,5415.0,5330.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,85.0,95534.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,11139.0,3.0,,,,,,,,,,,,,,,,,, +159,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-04-11 23:09:20.000,2023-01-16 12:56:18,319.0,1.0,232,53.0,190.0,133.0,184.0,3372,2022-12-18 09:18:01.579,0.7.0,41.0,52.0,32,True,databases,conda-forge/databases,,,432759.0,18347.0,18216.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,131.0,429317.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,172112.0,3.0,,,,,,,,,,,,,,,,,, +160,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-03-30 20:13:54.000,2022-12-14 22:13:47,1548.0,,338,261.0,1629.0,108.0,485.0,3261,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1015.0,1779697.0,303.0,290.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,13.0,1773839.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,274424.0,2.0,,,,,,,,,,,,,,,,,, +161,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-02-05 07:09:09.000,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,71.0,2736,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,4515760.0,6993.0,6130.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,863.0,4513786.0,https://anaconda.org/conda-forge/schema,2021-12-02 07:54:56.628,88855.0,2.0,,,,,,,,,,,,,,,,,, +162,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-04-12 14:56:04.681,2023-04-11 18:40:17,450.0,7.0,526,125.0,198.0,60.0,906.0,2645,2023-04-11 19:32:05.300,4.0.38,56.0,54.0,32,False,pyodbc,conda-forge/pyodbc,,,23852998.0,2103.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2103.0,23838932.0,https://anaconda.org/conda-forge/pyodbc,2023-04-12 14:56:04.681,956554.0,3.0,,,,,,,,,,,,,,,,,, +163,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2601,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,76751.0,1370.0,1257.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,113.0,70328.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,507485.0,2.0,,,,,,,,,,,,,,,,,, +164,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-04-06 18:27:57.286,2023-03-31 15:01:00,1030.0,6.0,392,52.0,253.0,23.0,289.0,2224,2022-06-22 08:12:35.000,2.1.1,34.0,73.0,32,True,mysqlclient,conda-forge/mysqlclient,,5231.0,4257282.0,7184.0,,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7184.0,4252713.0,https://anaconda.org/conda-forge/mysqlclient,2023-04-06 18:27:57.286,243193.0,3.0,,,,,,,,,,,,,,,,,, +165,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-03-30 18:37:55.000,2023-03-30 18:37:55,817.0,8.0,412,40.0,612.0,265.0,354.0,2152,2023-02-21 04:04:20.000,5.4.1,88.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1261613.0,1534.0,1377.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,157.0,1254624.0,https://anaconda.org/conda-forge/pynamodb,2023-02-21 17:01:50.758,307533.0,3.0,,,,,,,,,,,,,,,,,, +166,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,438,98.0,159.0,3.0,,2062,2020-12-11 10:14:20.000,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,18602229.0,148079.0,139644.0,https://pypi.org/project/xlrd,2020-12-11 10:14:20.000,8435.0,18558452.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3195754.0,2.0,,,,,,,,,,,,,,,,,, +167,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-03-31 12:11:49.000,2022-03-15 11:17:01,1020.0,,241,37.0,346.0,132.0,246.0,1995,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2365848.0,12876.0,12812.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,64.0,2365751.0,https://anaconda.org/conda-forge/pypika,2021-10-25 08:47:19.091,1750.0,3.0,,,,,,,,,,,,,,,,,, +168,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,3.0,202,39.0,237.0,41.0,201.0,1763,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,32,True,voluptuous,conda-forge/voluptuous,,,2347787.0,14230.0,12899.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1331.0,2344434.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,271673.0,2.0,,,,,,,,,,,,,,,,,, +169,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1650,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,32,True,humanize,conda-forge/humanize,,,4778095.0,1942.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1942.0,4773620.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,366998.0,2.0,,,,,,,,,,,,,,,,,, +170,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-04-11 12:59:43.000,2023-03-17 22:10:49,264.0,7.0,139,27.0,45.0,5.0,216.0,1630,2023-01-22 22:31:46.730,5.3.0,44.0,9.0,32,True,cachetools,conda-forge/cachetools,,,73789464.0,3244.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3244.0,73684114.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8217342.0,1.0,,,,,,,,,,,,,,,,,, +171,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-04-11 17:30:13.000,2022-12-20 15:38:39,1034.0,,76,16.0,545.0,72.0,419.0,1441,2022-12-08 21:01:02.889,2.3.0,144.0,28.0,32,True,omegaconf,conda-forge/omegaconf,,,4316633.0,11417.0,11230.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,187.0,4294991.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,844060.0,3.0,,,,,,,,,,,,,,,,,, +172,SDV,sdv-dev/SDV,"Synthetic Data Generation for tabular, relational and time series data.",,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-04-12 21:18:10.000,2023-04-11 13:17:25,1273.0,159.0,215,41.0,519.0,127.0,683.0,1361,2023-03-28 20:39:38.000,1.0.0,92.0,43.0,32,False,sdv,conda-forge/sdv,,,62523.0,196.0,182.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,14.0,62021.0,https://anaconda.org/conda-forge/sdv,2023-03-29 00:26:49.908,8039.0,2.0,,,,,,,,,,,,,,,,,, +173,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-04-13 04:01:36.000,2023-04-13 04:01:29,441.0,38.0,136,29.0,422.0,7.0,107.0,994,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,bcrypt,conda-forge/bcrypt,,,35483666.0,7982.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,7982.0,35424111.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3156443.0,3.0,,,,,,,,,,,,,,,,,, +174,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-03-29 07:30:30.550,2023-03-28 20:26:40,1267.0,26.0,240,18.0,208.0,24.0,299.0,833,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,32,True,fastcore,conda-forge/fastcore,,,532479.0,3458.0,3180.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,278.0,530147.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,37314.0,2.0,,,,,,,,,,,,,,,,,, +175,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-03-30 20:18:42.000,2023-03-29 16:15:54,344.0,7.0,114,59.0,332.0,53.0,247.0,361,2023-01-30 14:26:08.266,0.19.1,42.0,40.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,283.0,6221586.0,6734.0,6440.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,294.0,6197423.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1763677.0,3.0,,,,,,,,,,,,,,,,,, +176,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-04-12 19:34:00.000,2023-02-24 21:41:08,544.0,1.0,116,16.0,208.0,48.0,32.0,164,2022-05-31 19:44:50.000,0.6.0,32.0,34.0,32,True,s3transfer,conda-forge/s3transfer,,,211824932.0,187333.0,183045.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4288.0,211643475.0,https://anaconda.org/conda-forge/s3transfer,2022-05-31 23:35:02.613,14698076.0,3.0,,,,,,,,,,,,,,,,,, +177,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-04-13 10:00:18.000,2023-02-21 11:02:54,236.0,8.0,403,132.0,231.0,225.0,145.0,9710,2022-08-30 17:58:44.923,0.0.8,8.0,54.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,360675.0,5593.0,5524.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,69.0,360171.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,10081.0,3.0,,,,,,,,,,,,,,,,,, +178,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-04-13 10:28:47.000,2023-04-13 10:03:21,6041.0,533.0,584,88.0,1094.0,140.0,521.0,3428,2023-04-12 02:29:00.815,0.3.1,63.0,229.0,31,True,toga,,,1421.0,1893.0,37.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,35.0,1629.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,28.0,,,,,,,,,,,,, +179,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-04-07 22:35:57.000,2022-12-15 14:28:13,3987.0,,228,87.0,75.0,282.0,327.0,3207,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,50.0,80667.0,3697.0,3338.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,359.0,79501.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,87512.0,3.0,,,,,,,,,,,,,,,,,, +180,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3135,2021-12-15 15:22:54.705,0.6.0,14.0,65.0,31,False,blaze,conda-forge/blaze,,,10567.0,9833.0,9015.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,7609.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201160.0,2.0,,,,,,,,,,,,,,,,,, +181,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-03-28 11:36:15.290,2023-03-28 06:19:13,982.0,22.0,135,75.0,51.0,6.0,70.0,3050,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,31,True,funcy,conda-forge/funcy,,,1488006.0,7892.0,7277.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,615.0,1483779.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,317065.0,3.0,,,,,,,,,,,,,,,,,, +182,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-03-25 06:48:12.938,2023-03-25 04:11:58,431.0,32.0,272,17.0,107.0,16.0,119.0,2955,2023-03-25 04:14:00.465,4.7.1,84.0,16.0,31,True,gdown,conda-forge/gdown,,,1124513.0,15871.0,15577.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,294.0,1120679.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,164862.0,2.0,,,,,,,,,,,,,,,,,, +183,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-04-06 05:35:33.000,2023-01-19 03:03:16,1011.0,1.0,351,48.0,367.0,80.0,307.0,2835,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,31,True,smart-open,conda-forge/smart_open,,,13129540.0,604.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,604.0,13107367.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1729559.0,2.0,,,,,,,,,,,,,,,,,, +184,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-04-12 19:42:45.000,2023-04-12 15:04:15,5543.0,231.0,285,39.0,1302.0,24.0,156.0,2801,2023-04-12 18:44:17.000,0.38.0,89.0,68.0,31,True,zenml,,,1.0,4716.0,96.0,93.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,4716.0,,,,2.0,,,,,,,,,,,,,,,,,, +185,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-04-12 17:57:18.000,2023-04-12 00:29:52,535.0,28.0,176,15.0,492.0,183.0,376.0,2204,2023-03-20 22:48:01.602,0.14.5,62.0,88.0,31,True,pandera,conda-forge/pandera-core,['pandas'],,904509.0,804.0,746.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,58.0,903838.0,https://anaconda.org/conda-forge/pandera-core,2023-03-21 00:14:13.208,20135.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +186,docarray,jina-ai/docarray,The data structure for multimodal data Neural Search Vector Search Document Store.,,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-04-13 13:20:15.000,2023-03-07 10:45:30,920.0,16.0,162,38.0,907.0,94.0,356.0,2021,2023-01-17 09:11:28.000,0.21.0,514.0,51.0,31,True,docarray,conda-forge/docarray,,,74790.0,194.0,190.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,4.0,69058.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,85985.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +187,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-04-03 18:12:25.600,2022-11-17 18:49:16,758.0,,192,61.0,87.0,68.0,277.0,1928,2022-10-26 03:44:13.980,2.8.4,46.0,63.0,31,True,numexpr,conda-forge/numexpr,,180.0,2905017.0,3068.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3068.0,2827721.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6183555.0,2.0,,,,,,,,,,,,,,,,,, +188,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,496,99.0,401.0,142.0,379.0,1643,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1536811.0,8096.0,6864.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1232.0,1533631.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,114504.0,3.0,,,,,,,,,,,,,,,,,, +189,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,6.0,95,33.0,67.0,3.0,64.0,1319,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,12447384.0,2800.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2800.0,12429247.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1432838.0,2.0,,,,,,,,,,,,,,,,,, +190,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-03-22 11:40:15.000,2023-03-22 11:40:09,792.0,48.0,56,25.0,39.0,85.0,71.0,1218,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,31,True,strictyaml,conda-forge/strictyaml,,,444459.0,1664.0,1444.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,220.0,441201.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,195503.0,3.0,,,,,,,,,,,,,,,,,, +191,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-04-13 04:55:09.000,2023-03-14 05:26:52,469.0,4.0,78,23.0,221.0,28.0,63.0,1045,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11708625.0,14633.0,14409.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,224.0,11700890.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,433168.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +192,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,2.0,94,69.0,94.0,49.0,59.0,976,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,appdirs,conda-forge/appdirs,,,13157164.0,247378.0,232419.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14959.0,13056106.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8589950.0,3.0,,,,,,,,,,,,,,,,,, +193,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-04-11 05:42:09.000,2023-04-11 05:42:09,596.0,9.0,121,21.0,220.0,42.0,111.0,929,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,60169876.0,10293.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10293.0,59914273.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,18403479.0,3.0,,,,,,,,,,,,,,,,,, +194,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-04-12 01:16:11.000,2023-04-11 00:47:10,1899.0,53.0,126,44.0,393.0,99.0,241.0,886,2023-03-11 21:23:00.619,0.6.8,27.0,80.0,31,True,intake,conda-forge/intake,,,39820.0,1125.0,1011.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,114.0,32785.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,372866.0,2.0,,,,,,,,,,,,,,,,,, +195,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-04-12 19:32:51.000,2023-04-12 19:32:50,554.0,49.0,126,22.0,433.0,38.0,239.0,827,2023-01-13 20:56:00.725,0.12.0,41.0,40.0,31,True,aiocache,,,2.0,184190.0,1778.0,1667.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,111.0,184190.0,,,,2.0,,,,,,,,,,,,,,,,,, +196,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-04-06 08:46:20.833,2023-04-06 01:53:12,854.0,33.0,87,22.0,85.0,18.0,81.0,805,2023-04-06 02:04:12.666,6.0.4,44.0,48.0,31,True,inflect,conda-forge/inflect,,,3463387.0,968.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,968.0,3459137.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,306007.0,2.0,,,,,,,,,,,,,,,,,, +197,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2022-12-08 12:55:31.000,2022-07-20 10:28:45,567.0,,100,11.0,104.0,24.0,95.0,431,2021-12-15 16:56:20.744,3.2.1,36.0,39.0,31,True,rsa,conda-forge/rsa,,,120630395.0,263565.0,256684.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,6881.0,120496643.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,10833966.0,3.0,,,,,,,,,,,,,,,,,, +198,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-04-11 00:04:14.000,2023-04-11 00:04:12,1137.0,9.0,80,17.0,699.0,15.0,120.0,334,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,3255.0,72362394.0,3105.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3105.0,72240226.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,8671108.0,2.0,,,,,,,,,,,,,,,,,, +199,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-04-13 10:11:11.000,2023-04-12 15:46:10,756.0,22.0,59,18.0,360.0,173.0,223.0,313,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,31,True,param,conda-forge/param,,,457579.0,6402.0,6262.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,140.0,442429.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1090867.0,3.0,,,,,,,,,,,,,,,,,, +200,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,32.0,104.0,58.0,65.0,229,2019-11-16 17:27:13.000,0.4.8,37.0,16.0,31,False,pyasn1,conda-forge/pyasn1,,,119903749.0,331874.0,316922.0,https://pypi.org/project/pyasn1,2022-08-23 07:37:06.338,14952.0,119763649.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11208018.0,3.0,,,,,,,,,,,,,,,,,, +201,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-04-13 01:50:20.000,2023-04-06 16:14:36,734.0,24.0,41,43.0,595.0,20.0,153.0,48,2023-03-01 18:38:00.438,2.17.0,69.0,64.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4264395.0,2731.0,2724.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,7.0,4262787.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-03-02 11:27:53.568,77224.0,3.0,,,,,,,,,,,,,,,,,, +202,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2018-06-07 13:52:28.873,2023-02-20 18:52:29.824,2023-02-17 22:26:16,778.0,30.0,34,13.0,49.0,4.0,228.0,40,2023-02-17 22:33:05.683,5.12.0,61.0,34.0,31,False,importlib-resources,conda-forge/importlib_resources,,,52827575.0,1094.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1094.0,52631381.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,11379294.0,2.0,,,,,,,,,,,,,,,,,, +203,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-02-25 16:21:00.000,2023-02-25 16:20:56,601.0,43.0,32,4.0,36.0,1.0,56.0,37,2023-02-25 02:18:04.386,3.15.0,45.0,20.0,31,False,zipp,conda-forge/zipp,,,127738783.0,3857.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3857.0,127224817.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,25698300.0,3.0,,,,,,,,,,,,,,,,,, +204,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-04-09 03:48:11.000,2022-05-08 04:08:19,743.0,,937,274.0,288.0,150.0,451.0,17500,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,True,gooey,conda-forge/gooey,,419.0,8242.0,805.0,727.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,6881.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,63563.0,3.0,,,,,,,,,,,,,,,,,, +205,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-04-12 06:05:10.000,2022-12-08 17:33:49,3607.0,,590,141.0,966.0,486.0,767.0,7861,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,253.0,49412.0,475.0,451.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,47359.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,160014.0,3.0,,,,,,,,,,,,,,,,,, +206,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,90.0,180.0,10.0,420.0,4833,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,410971.0,3242.0,2974.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,402601.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,385046.0,1.0,,,,,,,,,,,,,,,,,, +207,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-02-11 18:01:11.000,2023-01-31 21:17:34,775.0,1.0,395,81.0,68.0,354.0,189.0,3366,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,30,True,keyboard,conda-forge/keyboard,,,385136.0,10516.0,10096.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,420.0,384405.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,16102.0,3.0,,,,,,,,,,,,,,,,,, +208,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-04-12 21:06:35.000,2023-04-12 04:14:24,2996.0,24.0,206,28.0,262.0,134.0,699.0,3048,2023-01-30 22:04:00.750,0.22.2,109.0,73.0,30,True,ploomber,conda-forge/ploomber,,,8342.0,80.0,74.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,5899.0,https://anaconda.org/conda-forge/ploomber,2023-01-31 12:29:57.714,53755.0,2.0,,,,,,,,,,,,,,,,,, +209,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-04-11 16:23:15.000,2023-04-11 16:23:15,1137.0,24.0,575,176.0,456.0,89.0,475.0,2964,2023-03-13 16:24:01.128,1.81.1,92.0,80.0,30,False,arctic,conda-forge/arctic,,197.0,7725.0,243.0,207.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,36.0,7179.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,25575.0,3.0,,,,,,,,,,,,,,,,,, +210,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2555,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,153437.0,1856.0,1472.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,384.0,152878.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25176.0,3.0,,,,,,,,,,,,,,,,,, +211,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-04-05 11:44:55.000,2023-03-16 19:23:33,3815.0,29.0,304,31.0,305.0,123.0,534.0,2248,2023-01-29 21:11:26.594,2.6.2,207.0,88.0,30,True,pyinfra,,,,17806.0,86.0,75.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,17806.0,,,,3.0,,,,,,,,,,,,,,,,,, +212,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-03-13 01:27:10.000,2023-03-13 01:26:30,214.0,4.0,258,49.0,56.0,40.0,109.0,1930,2023-02-19 15:29:00.772,1.5.9,81.0,26.0,30,True,datasketch,,,19.0,966507.0,751.0,688.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,966507.0,,,,3.0,,,,,,,,,,,,,,,,,, +213,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-03-24 13:03:26.000,2022-10-18 10:59:07,785.0,,173,45.0,216.0,95.0,270.0,1837,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1282941.0,570.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,570.0,1274183.0,https://anaconda.org/conda-forge/fs,2022-03-02 15:54:00.090,586803.0,3.0,,,,,,,,,,,,,,,,,, +214,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-04-10 18:05:31.000,2023-04-04 09:20:22,2246.0,42.0,174,40.0,360.0,22.0,259.0,1763,2023-01-23 12:12:55.000,4.4,179.0,56.0,30,True,pyscaffold,conda-forge/pyscaffold,,,241041.0,62.0,,https://pypi.org/project/pyscaffold,2023-01-23 12:15:02.953,62.0,239104.0,https://anaconda.org/conda-forge/pyscaffold,2023-01-23 18:36:59.121,162778.0,3.0,,,,,,,,,,,,,,,,,, +215,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,31.0,57,23.0,98.0,111.0,66.0,1677,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,30,True,glom,conda-forge/glom,,,1244326.0,1121.0,1014.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,107.0,1243862.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,19963.0,2.0,,,,,,,,,,,,,,,,,, +216,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-04-10 17:16:24.000,2023-04-07 17:10:45,1024.0,5.0,310,71.0,394.0,102.0,364.0,1450,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,159445.0,233.0,208.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,158091.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,64998.0,2.0,,,,,,,,,,,,,,,,,, +217,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2022-12-08 15:59:11.000,2022-10-28 20:07:55,384.0,,174,28.0,91.0,61.0,136.0,1081,2021-01-11 13:28:44.000,0.4.0,28.0,24.0,30,True,sshtunnel,conda-forge/sshtunnel,,,5262732.0,5556.0,5265.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,291.0,5261379.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,106900.0,3.0,,,,,,,,,,,,,,,,,, +218,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,74.0,21.0,40.0,599.0,855,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2649457.0,7489.0,7178.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,311.0,2641949.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,382957.0,3.0,,,,,,,,,,,,,,,,,, +219,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-04-09 17:02:50.000,2020-10-21 17:48:31,219.0,,74,15.0,253.0,46.0,25.0,667,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12577408.0,38588.0,36523.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2065.0,12514244.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,4611024.0,2.0,,,,,,,,,,,,,,,,,, +220,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-05 13:30:17.000,2023-04-05 13:30:17,292.0,4.0,30,10.0,63.0,2.0,25.0,351,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,3944680.0,26690.0,26413.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,277.0,3921599.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1154073.0,3.0,,,,,,,,,,,,,,,,,, +221,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-04-11 14:55:32.000,2023-04-11 14:55:28,290.0,26.0,55,6.0,67.0,,75.0,162,2021-10-26 13:46:12.000,4.0.2,42.0,29.0,30,True,tzlocal,conda-forge/tzlocal,,,27908084.0,3734.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3734.0,27883810.0,https://anaconda.org/conda-forge/tzlocal,2023-03-18 16:25:29.751,1990510.0,3.0,,,,,,,,,,,,,,,,,, +222,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-04-04 13:18:36.000,2023-04-04 13:18:36,954.0,6.0,4463,642.0,744.0,200.0,100.0,22426,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,4572.0,96.0,80.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,4514.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1394.0,3.0,,,,,,,,,,,,,,,,,, +223,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-03-23 18:39:45.000,2023-03-13 16:40:40,326.0,1.0,573,187.0,89.0,64.0,82.0,6962,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,271331.0,1181.0,1003.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,271008.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23289.0,3.0,,,,,,,,,,,,,,,,,, +224,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-04-04 16:08:35.000,2023-03-26 10:11:08,1851.0,14.0,562,153.0,1253.0,193.0,1027.0,6949,2023-02-23 18:30:37.000,1.3.2,22.0,110.0,29,True,hydra,conda-forge/hydra-core,,,23957.0,6.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,6.0,9052.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,566392.0,3.0,,,,,,,,,,,,,,,,,, +225,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,1.0,549,140.0,293.0,280.0,241.0,6534,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,29,True,faust,,,,27665.0,1513.0,1482.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,27665.0,,,,3.0,,,,,,,,,,,,,,,,,, +226,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-02-17 21:58:40.000,2023-02-17 21:58:39,2685.0,1.0,847,174.0,736.0,21.0,957.0,5464,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,29,True,snorkel,conda-forge/snorkel,,1008.0,50058.0,291.0,279.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,49168.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,39466.0,3.0,,,,,,,,,,,,,,,,,, +227,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,4995,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,188294.0,4562.0,3772.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,790.0,187940.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,28389.0,3.0,,,,,,,,,,,,,,,,,, +228,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-03-09 03:31:41.000,2023-01-30 08:55:46,707.0,2.0,285,101.0,134.0,27.0,259.0,4457,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,29,True,dataset,conda-forge/dataset,,,50154.0,3540.0,2972.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,568.0,49951.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5094.0,3.0,,,,,,,,,,,,,,,,,, +229,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-04-02 07:59:22.000,2022-07-17 20:23:59,289.0,,410,95.0,108.0,31.0,127.0,2712,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,355467.0,5540.0,5390.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,150.0,353886.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,45864.0,3.0,,,,,,,,,,,,,,,,,, +230,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,637,142.0,443.0,135.0,396.0,2623,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,29,False,pandas-datareader,conda-forge/pandas-datareader,,,505387.0,834.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,834.0,501583.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,273944.0,3.0,,,,,,,,,,,,,,,,,, +231,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2355,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,16.0,3133135.0,5232.0,4928.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,304.0,3128388.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,384583.0,2.0,,,,,,,,,,,,,,,,,, +232,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-04-13 08:17:35.000,2023-04-12 17:09:19,642.0,107.0,94,30.0,864.0,23.0,321.0,2175,2023-04-11 21:52:23.000,1.1.36,223.0,21.0,29,True,whylogs,,,64.0,44012.0,88.0,82.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,6.0,44010.0,,,,3.0,,,,,,,,,,,,,,,,,, +233,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-04-11 11:59:34.000,2023-04-11 08:12:29,2231.0,19.0,147,96.0,1923.0,156.0,1330.0,1682,2021-07-02 00:15:35.000,1.0.0,16.0,35.0,29,True,datatable,conda-forge/datatable,,1843.0,65643.0,22.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,22.0,64916.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,19623.0,3.0,,,,,,,,,,,,,,,,,, +234,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-04-01 12:40:11.000,2023-04-01 12:30:24,609.0,9.0,54,15.0,216.0,3.0,51.0,1265,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,29,True,bidict,conda-forge/bidict,,,1376156.0,13176.0,12706.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,470.0,1373268.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,228210.0,2.0,,,,,,,,,,,,,,,,,, +235,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2022-11-10 14:50:05.000,2021-12-10 09:37:17,2933.0,,218,48.0,177.0,25.0,757.0,1169,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,False,py2neo,conda-forge/py2neo,,,142954.0,619.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,619.0,142153.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,56132.0,3.0,,,,,,,,,,,,,,,,,, +236,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,305,52.0,209.0,28.0,264.0,1080,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3643.0,2012593.0,1691.0,1486.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,205.0,2012557.0,,,,3.0,,,,,,,,,,,,,,,,,, +237,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-04-13 09:11:46.000,2023-04-13 09:11:43,715.0,78.0,41,12.0,179.0,8.0,78.0,1035,2023-03-22 00:31:06.222,0.30.0,57.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,743692.0,1354.0,1333.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,21.0,739575.0,https://anaconda.org/conda-forge/python-benedict,2023-03-22 03:42:51.330,119394.0,2.0,,,,,,,,,,,,,,,,,, +238,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-04-13 12:59:31.000,2023-04-12 14:25:23,1116.0,108.0,121,19.0,640.0,57.0,300.0,976,2023-04-07 17:00:05.059,7.1.0,52.0,55.0,29,True,copier,,,,38814.0,409.0,386.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,23.0,38814.0,,,,3.0,,,,,,,,,,,,,,,,,, +239,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,116,22.0,52.0,40.0,123.0,805,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,510364.0,14873.0,14678.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,195.0,509640.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,26097.0,2.0,,,,,,,,,,,,,,,,,, +240,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-04-07 19:00:28.000,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,661,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,6610971.0,9159.0,7927.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,6609095.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,148249.0,3.0,,,,,,,,,,,,,,,,,, +241,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-04-04 07:19:01.000,2022-04-12 15:11:24,490.0,,329,33.0,242.0,37.0,120.0,636,2020-04-17 20:27:24.000,3.9.0,36.0,65.0,29,True,pysolr,conda-forge/pysolr,,,233830.0,4223.0,2946.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1277.0,233556.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20319.0,3.0,,,,,,,,,,,,,,,,,, +242,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,27.0,45.0,5.0,90.0,510,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,4907319.0,16705.0,14517.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,4891220.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1304093.0,3.0,,,,,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-03-20 18:04:24.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,72.0,12.0,92.0,474,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,946240.0,4085.0,3821.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,264.0,930748.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1161954.0,3.0,,,,,,,,,,,,,,,,,, +244,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-01-20 20:04:29.828,2023-01-18 22:27:43,225.0,23.0,68,16.0,84.0,67.0,96.0,292,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,configobj,conda-forge/configobj,,24.0,2491383.0,28714.0,25333.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3381.0,2480802.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,603152.0,3.0,,,,,,,,,,,,,,,,,, +245,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,42,29.0,52.0,5.0,35.0,181,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,7508181.0,7264.0,6982.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,282.0,7504663.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,295534.0,2.0,,,,,,,,,,,,,,,,,, +246,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,47,8.0,43.0,17.0,21.0,123,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,66789034.0,39561.0,37370.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2191.0,66740158.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4154496.0,3.0,,,,,,,,,,,,,,,,,, +247,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-04-12 17:22:21.000,2023-04-12 17:22:20,1608.0,6.0,95,38.0,1197.0,75.0,336.0,2661,2022-03-13 14:33:44.000,0.19.0,21.0,42.0,28,True,returns,conda-forge/returns,,,53728.0,398.0,345.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,53.0,53524.0,https://anaconda.org/conda-forge/returns,2022-03-13 18:38:23.664,4696.0,3.0,,,,,,,,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,261.0,2555,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,18886.0,2143.0,2099.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,44.0,18886.0,,,,3.0,,,,,,,,,,,,,,,,,, +249,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,32.0,48.0,51.0,13.0,1866,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8150920.0,2158.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2158.0,8134211.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1320077.0,3.0,,,,,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-03-16 00:14:55.000,2023-03-16 00:14:49,152.0,1.0,114,23.0,105.0,48.0,42.0,1788,2021-11-03 08:11:33.000,0.5.0,12.0,23.0,28,True,gin-config,conda-forge/gin-config,,,269944.0,5791.0,5704.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,87.0,269479.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,16283.0,3.0,,,,,,,,,,,,,,,,,, +251,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1384,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,1122168.0,10134.0,8620.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1514.0,1118468.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,262756.0,3.0,,,,,,,,,,,,,,,,,, +252,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1220,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,['pandas'],,1526199.0,2022.0,1941.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1511359.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,326496.0,3.0,,,,,,,,,,,,,,,,,, +253,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-02-08 10:07:04.000,2022-08-15 22:23:51,507.0,,63,17.0,162.0,34.0,79.0,1062,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,953270.0,8825.0,8583.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,242.0,952113.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,32414.0,3.0,,,,,,,,,,,,,,,,,, +254,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-02-23 00:17:21.000,2023-02-23 00:17:20,1158.0,9.0,137,40.0,81.0,3.0,128.0,1048,2022-11-30 22:49:22.305,16.6.0,18.0,48.0,28,True,path,conda-forge/path,,,924604.0,122.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,122.0,915162.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,377682.0,3.0,,,,,,,,,,,,,,,,,, +255,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-04-12 22:45:18.000,2023-04-12 22:45:15,1667.0,23.0,68,11.0,382.0,91.0,210.0,998,2023-03-05 21:57:01.313,0.109.0,227.0,39.0,28,True,piccolo,,,,14127.0,259.0,249.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,14127.0,,,,3.0,,,,,,,,,,,,,,,,,, +256,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-11 07:43:20.000,2023-04-11 07:42:49,718.0,55.0,76,14.0,119.0,35.0,89.0,825,2023-04-09 22:03:48.000,8.0.2,37.0,21.0,28,True,mss,conda-forge/python-mss,,,284560.0,241.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,241.0,283881.0,https://anaconda.org/conda-forge/python-mss,2022-10-27 12:09:20.597,23114.0,3.0,,,,,,3.0,,,,,,,,,,,, +257,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-04-11 20:27:09.000,2023-04-11 20:26:21,153.0,39.0,80,27.0,35.0,6.0,66.0,746,2023-01-21 10:48:02.235,1.3.1,23.0,16.0,28,False,email-validator,conda-forge/email-validator,,,6323480.0,360.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,360.0,6321246.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,73754.0,3.0,,,,,,,,,,,,,,,,,, +258,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-02-06 08:50:20.183,2023-02-04 17:17:01,816.0,2.0,135,25.0,103.0,64.0,59.0,505,2023-02-04 16:24:36.000,1.12.1,61.0,88.0,28,True,beaker,conda-forge/beaker,,,309582.0,5870.0,4510.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1360.0,308655.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,67689.0,3.0,,,,,,,,,,,,,,,,,, +259,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-05 03:59:14.000,2022-09-22 18:12:11,588.0,,744,149.0,291.0,119.0,175.0,6038,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,3500.0,97.0,93.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3500.0,,,,3.0,,,,,,,,,,,,,,,,,, +260,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-04-03 14:05:07.000,2022-03-10 10:33:50,585.0,,497,83.0,238.0,93.0,129.0,3447,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,133294.0,116.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,116.0,133048.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,19482.0,3.0,,,,,,,,,,,,,,,,,, +261,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-01-17 08:57:15.000,2023-01-17 08:57:15,1084.0,1.0,240,64.0,80.0,23.0,263.0,3290,2022-04-23 14:56:04.000,1.14.0,23.0,41.0,27,True,asciimatics,conda-forge/asciimatics,,,59002.0,946.0,831.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,56881.0,https://anaconda.org/conda-forge/asciimatics,2022-11-10 16:45:01.089,127309.0,3.0,,,,,,,,,,,,,,,,,, +262,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-03-30 16:59:39.000,2023-02-12 12:07:43,188.0,5.0,182,27.0,45.0,68.0,116.0,2961,2023-01-15 20:00:00.748,1.6.4,40.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,436321.0,30.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,30.0,435532.0,https://anaconda.org/conda-forge/pandarallel,2023-01-16 16:36:35.644,17364.0,3.0,,,,,,,,,,,,,,,,,, +263,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-03-26 20:35:23.000,2022-10-12 16:46:46,523.0,,118,49.0,48.0,9.0,120.0,2155,2021-01-12 19:21:07.000,1.4.3,14.0,27.0,27,True,pyfunctional,,,,287448.0,599.0,584.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,15.0,287448.0,,,,3.0,,,,,,,,,,,,,,,,,, +264,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-04-11 16:22:49.000,2023-03-03 22:30:13,5556.0,11.0,497,107.0,899.0,574.0,909.0,1981,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,124.0,27,False,wx,conda-forge/wxpython,,2974.0,8645.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-03-11 05:42:42.678,601824.0,3.0,,,,,,,,,,,,,,,,,, +265,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1872,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2652.0,195.0,159.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2652.0,,,,3.0,,,,,,,,,,,,,,,,,, +266,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-02-21 20:22:12.000,2023-02-21 20:21:47,2694.0,20.0,131,53.0,292.0,43.0,187.0,1470,2023-02-21 20:43:04.848,0.16.0,26.0,39.0,27,False,enaml,conda-forge/enaml,,293.0,4121.0,295.0,211.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,84.0,1988.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,138420.0,3.0,,,,,,,,,,,,,,,,,, +267,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,140,44.0,53.0,20.0,18.0,1117,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,27,False,singer-python,,,,643099.0,357.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,357.0,643099.0,,,,3.0,,,,,,,,,,,,,,,,,, +268,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-04-08 22:15:22.000,2023-04-06 07:22:11,748.0,38.0,44,13.0,402.0,151.0,156.0,1077,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,27,True,prisma,,,,15142.0,206.0,203.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,3.0,15142.0,,,,3.0,,,,,,,,,,,,,,,,,, +269,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,126,28.0,74.0,35.0,69.0,1003,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,215956.0,3207.0,3007.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,200.0,214688.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,67206.0,3.0,,,,,,,,,,,,,,,,,, +270,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,6.0,115,17.0,60.0,23.0,104.0,786,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,654577.0,1779.0,1680.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,99.0,651746.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,181218.0,3.0,,,,,,,,,,,,,,,,,, +271,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-02-05 09:21:58.000,2023-02-05 09:21:57,175.0,1.0,76,25.0,49.0,11.0,33.0,664,2021-12-15 14:53:48.232,2.0.0,14.0,27.0,27,True,munch,conda-forge/munch,,,4525126.0,829.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,829.0,4487719.0,https://anaconda.org/conda-forge/munch,2019-10-30 13:10:23.404,3179602.0,3.0,,,,,,,,,,,,,,,,,, +272,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,644,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2521931.0,12552.0,11094.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1458.0,2515015.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,553352.0,3.0,,,,,,,,,,,,,,,,,, +273,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,601,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,157938.0,964.0,735.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,229.0,156313.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,133272.0,3.0,,,,,,,,,,,,,,,,,, +274,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,560,,,8.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,10292353.0,53416.0,51071.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2345.0,10126178.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,9804329.0,3.0,,,,,,,,,,,,,,,,,, +275,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,469,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,113.0,207454.0,6877.0,4493.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,204966.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,200428.0,3.0,,,,,,,,,,,,,,,,,, +276,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-04-13 08:16:30.000,2023-04-13 08:15:56,9868.0,47.0,40,13.0,8.0,6.0,8.0,469,2021-11-25 22:52:42.000,0.2.0,10.0,98.0,27,True,pandas-summary,,['pandas'],,72208.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,72208.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +277,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,463,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,pyscreenshot,,,,79279.0,2146.0,1891.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,255.0,79279.0,,,,3.0,,,,,,,,,,,,,,,,,, +278,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-04-13 02:11:14.000,2023-04-13 00:36:24,5978.0,355.0,30,10.0,223.0,31.0,515.0,341,2023-03-31 04:05:03.437,1.3.1,175.0,21.0,27,True,static-frame,conda-forge/static-frame,,,6756.0,19.0,17.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,1834.0,https://anaconda.org/conda-forge/static-frame,2023-03-31 05:22:20.795,246133.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +279,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,211637.0,1070.0,997.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,210899.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,51662.0,3.0,,,,,,,,,,,,,,,,,, +280,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-04-02 15:08:41.000,2022-07-27 03:51:16,154.0,,34,7.0,26.0,23.0,29.0,232,2021-08-09 23:11:59.000,1.8.0,14.0,13.0,27,True,send2trash,conda-forge/send2trash,,,9600433.0,2759.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2759.0,9465224.0,https://anaconda.org/conda-forge/send2trash,2021-08-09 12:16:59.375,8518195.0,3.0,,,,,,,,,,,,,,,,,, +281,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,11.0,28.0,6.0,67.0,226,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,futures,conda-forge/futures,,,9843360.0,45324.0,37281.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8043.0,9827864.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1239753.0,3.0,,,,,,,,,,,,,,,,,, +282,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,53,104.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,cloudant,conda-forge/cloudant,,,115626.0,2313.0,2024.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,289.0,114321.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,103155.0,3.0,,,,,,,,,,,,,,,,,, +283,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,25,5.0,45.0,4.0,36.0,71,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,6870521.0,60214.0,55878.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4336.0,6840940.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2396066.0,3.0,,,,,,,,,,,,,,,,,, +284,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,358.0,3124,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1795.0,143.0,122.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,596.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,97183.0,3.0,,,,,,,,,,,,,,,,,, +285,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,99,30.0,79.0,13.0,121.0,2250,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,362998.0,909.0,879.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,30.0,359005.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,191687.0,3.0,,,,,,,,,,,,,,,,,, +286,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-03-21 07:56:33.000,2023-03-19 12:02:21,374.0,1.0,129,29.0,214.0,57.0,139.0,1528,2022-12-02 13:23:00.600,0.25.0,59.0,53.0,26,True,arq,conda-forge/arq,,,41527.0,395.0,382.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,13.0,41260.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,6413.0,3.0,,,,,,,,,,,,,,,,,, +287,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,219,103.0,173.0,72.0,264.0,1480,2022-01-10 21:46:17.000,4.1.2,50.0,43.0,26,True,streamparse,,,,2639.0,84.0,57.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,2639.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,52,23.0,61.0,14.0,33.0,1019,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1295425.0,5655.0,5542.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,113.0,1280133.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,902247.0,3.0,,,,,,,,,,,,,,,,,, +289,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,947,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,18697.0,2379.0,1872.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,14277.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,327142.0,3.0,,,,,,,,,,,,,,,,,, +290,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-04-10 05:03:12.000,2023-04-10 05:03:11,649.0,35.0,44,23.0,487.0,5.0,33.0,687,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,312702.0,92.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,92.0,312418.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13108.0,3.0,,,,,,,,,,,,,,,,,, +291,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-04-04 15:31:26.000,2023-04-02 23:26:27,1325.0,30.0,47,17.0,130.0,3.0,11.0,672,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,26,True,ubelt,conda-forge/ubelt,,,26499.0,2420.0,2356.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,64.0,24319.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,41431.0,3.0,,,,,,,,,,,,,,,,,, +292,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-04-10 16:39:28.000,2023-04-05 12:25:41,3342.0,82.0,28,18.0,65.0,11.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,537.0,65.0,26,True,dbnd,,,,89097.0,56.0,32.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,89097.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,188,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,31688747.0,12985.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12985.0,31540407.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,12460609.0,3.0,,,,,,,,,,,,,,,,,, +294,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-05 08:34:09.000,2023-02-13 12:57:40,121.0,8.0,21,8.0,47.0,4.0,7.0,142,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,3877339.0,22877.0,22813.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,64.0,3853781.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,965899.0,3.0,,,,,,,,,,,,,,,,,, +295,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,250.0,1752.0,55,2023-02-13 16:53:18.922,3.1.1,104.0,,26,False,openpyxl,openpyxl,,,50943045.0,7510.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7480.0,50941323.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,152163.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1217.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +296,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,11,6.0,27.0,7.0,22.0,35,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,12508062.0,69089.0,66367.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2722.0,12495580.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1073496.0,3.0,,,,,,,,,,,,,,,,,, +297,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-04-04 00:13:36.000,2023-02-22 03:50:44,49.0,2.0,96,34.0,97.0,16.0,137.0,2185,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,31.0,1361671.0,324.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,324.0,1355284.0,https://anaconda.org/conda-forge/python-box,2023-02-04 21:58:06.354,383278.0,3.0,,,,,,,,,,,,,,,,,, +298,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-04-03 14:11:18.000,2022-10-17 20:24:01,6408.0,,220,42.0,1028.0,9.0,207.0,1357,2020-07-19 03:20:20.000,2.2.32,86.0,26.0,25,True,optimuspyspark,,['spark'],,17094.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,17094.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1255,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,5272.0,487.0,298.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,5272.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,39.0,126.0,22.0,202.0,1101,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,338.0,392013.0,227.0,201.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,26.0,392010.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-04-12 21:10:58.000,2022-09-12 17:36:02,282.0,,50,9.0,26.0,16.0,69.0,582,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,242311.0,987.0,965.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,22.0,240344.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,59029.0,3.0,,,,,,,,,,,,,,,,,, +302,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,10.0,98.0,453,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,22493.0,570.0,484.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,86.0,22071.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,21571.0,3.0,,,,,,,,,,,,,,,,,, +303,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2022-09-21 15:09:58.000,2022-09-21 15:09:58,824.0,,64,16.0,182.0,43.0,157.0,438,2021-10-16 08:20:21.000,3.0.1,53.0,15.0,25,True,umongo,conda-forge/umongo,,,28450.0,11944.0,11930.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,28252.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,3776.0,3.0,,,,,,,,,,,,,,,,,, +304,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-09 05:18:48.000,2023-04-03 13:37:05,249.0,24.0,50,7.0,53.0,15.0,50.0,436,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,17525.0,398.0,370.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,28.0,17525.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +305,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-04-11 19:37:49.000,2023-04-07 15:31:47,872.0,48.0,21,14.0,151.0,8.0,10.0,312,2023-04-07 15:34:00.627,17.0.9,230.0,14.0,25,True,aiomisc,,,,16077.0,326.0,292.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,34.0,16077.0,,,,3.0,,,,,,,,,,,,,,,,,, +306,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-02-07 20:22:06.000,2022-11-21 22:08:41,73.0,,27,10.0,47.0,20.0,34.0,295,2022-08-17 14:01:02.972,0.8.0,11.0,17.0,25,True,typing_inspect,conda-forge/typing_inspect,,,17982287.0,276.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,276.0,17952870.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1412038.0,3.0,,,,,,,,,,,,,,,,,, +307,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-04-07 17:07:38.000,2023-04-07 17:06:54,348.0,21.0,28,6.0,120.0,2.0,76.0,137,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,120008.0,719.0,674.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,119281.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,32019.0,3.0,,,,,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,174,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,3382.0,131.0,55.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,76.0,3382.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2022-12-08 05:45:39.000,2021-03-10 15:44:00,981.0,,136,59.0,247.0,95.0,108.0,1544,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,bonobo,,,,6318.0,191.0,158.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6318.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +310,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-04-10 10:56:48.000,2023-04-08 08:00:51,313.0,10.0,69,44.0,211.0,39.0,38.0,1261,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,24,True,tasktiger,,,,844.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,844.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,144,42.0,10.0,1.0,12.0,1048,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,561075.0,1921.0,1752.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,556628.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,280201.0,3.0,,,,,,,,,,,,,,,,,, +312,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-04-04 01:48:56.000,2023-02-21 10:55:54,98.0,10.0,38,16.0,63.0,6.0,4.0,980,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,24,True,asyncer,conda-forge/asyncer,,,73512.0,447.0,438.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,9.0,73327.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,2780.0,3.0,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,127,10.0,22.0,25.0,19.0,614,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,4667746.0,2610.0,2449.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,161.0,4667389.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,9653.0,3.0,,,,,,,,,,,,,,,,,, +314,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2022-10-22 16:47:21.000,2019-11-13 07:35:33,601.0,,104,43.0,110.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,22054.0,402.0,278.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,22054.0,,,,3.0,,,,,,,,,,,,,,,,,, +315,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,55.0,60.0,,90.0,304,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,pyhdb,,,92.0,531848.0,182.0,163.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,19.0,531847.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-02-23 18:09:40.000,2020-11-28 22:30:53,264.0,,24,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,52.0,119943.0,2533.0,2350.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,183.0,119577.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,24185.0,3.0,,,,,,,,,,,,,,,,,, +317,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,16,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,108.0,131198.0,5515.0,4202.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1313.0,130569.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,52273.0,3.0,,,,,,,,,,,,,,,,,, +318,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,15368898.0,7975.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7975.0,15211708.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,13204034.0,3.0,,,,,,,,,,,,,,,,,, +319,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-03-21 04:21:20.000,2023-03-18 10:09:23,599.0,3.0,338,46.0,96.0,168.0,101.0,1905,2011-12-30 16:40:09.000,11.12.30,16.0,39.0,23,True,camelot,,,,5820.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,5820.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-03-22 14:52:28.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,39.0,21.0,46.0,1405,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,17327.0,103.0,92.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,16941.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,12753.0,3.0,,,,,,,,,,,,,,,,,, +321,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-03-21 20:27:56.000,2023-02-18 00:55:10,950.0,3.0,135,62.0,76.0,167.0,149.0,844,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1778.0,183.0,154.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1778.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,38,15.0,12.0,6.0,11.0,511,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,unipath,,,,70114.0,10691.0,8645.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,70114.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-04-10 12:46:48.000,2020-10-16 22:20:10,123.0,,63,42.0,71.0,4.0,,347,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,95142.0,667.0,584.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,95028.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4362.0,3.0,,,,,,,,,,,,,,,,,, +324,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,257,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,11761.0,158.0,150.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,11597.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4113.0,3.0,,,,,,,,,,,,,,,,,, +325,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-04-10 11:23:18.000,2023-02-28 14:18:14,5296.0,48.0,42,13.0,584.0,33.0,78.0,188,2023-02-13 11:53:04.000,0.8.1,14.0,32.0,23,True,batchflow,,,,841.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,841.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,113,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,23,True,coolname,conda-forge/coolname,,,301739.0,1379.0,1332.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,47.0,299914.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,51110.0,3.0,,,,,,,,,,,,,,,,,, +327,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3495,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,23292.0,375.0,344.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,31.0,23292.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3224,,,4.0,19.0,22,False,macropy3,,,,274.0,569.0,539.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,274.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,76.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,76.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,84,36.0,214.0,44.0,55.0,2387,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,True,,,,18162.0,789.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +331,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-03-08 22:49:18.000,2023-01-16 17:36:54,275.0,1.0,180,20.0,115.0,72.0,105.0,1739,2023-01-07 01:51:08.612,1.41.0,83.0,20.0,22,True,img2dataset,,,890.0,6606.0,31.0,30.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,6562.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2020-12-20 05:00:55.000,2019-09-25 12:17:08,113.0,,142,39.0,21.0,20.0,11.0,1538,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,166291.0,175.0,153.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,166291.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1345,2020-04-10 22:23:01.000,0.15.3,14.0,10.0,22,False,pinject,conda-forge/pinject,,,57834.0,167.0,148.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,19.0,57670.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3131.0,3.0,,,,,,,,,,,,,,,,,, +334,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2022-11-29 18:26:28.000,2019-11-15 03:38:30,105.0,,117,13.0,31.0,31.0,41.0,776,2019-01-14 18:48:25.000,0.9.2,20.0,12.0,22,False,pickledb,,,,22661.0,1176.0,1091.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,85.0,22661.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,14.0,164.0,16.0,120.0,509,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,3038.0,103.0,94.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2499.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,8096.0,3.0,,,,,,,,,,,,,,,,,, +336,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,14083.0,804.0,717.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,13018.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,82016.0,3.0,,,,,,,,,,,,,,,,,, +337,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-04-05 11:49:08.000,2022-02-01 11:49:27,523.0,,9,4.0,103.0,18.0,82.0,174,2021-12-23 15:22:44.000,2.8.0,114.0,8.0,22,False,typical,conda-forge/typical,,,69556.0,61.0,57.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,68483.0,https://anaconda.org/conda-forge/typical,2021-12-23 18:09:55.692,24696.0,3.0,,,,,,,,,,,,,,,,,, +338,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10573,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,23.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,23.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1729,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,21,False,bashplotlib,,,,6466.0,190.0,160.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,30.0,6466.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,958.0,27.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,27.0,958.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-04-04 19:25:58.000,2020-12-13 18:58:15,709.0,,119,62.0,70.0,61.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,246.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,246.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-03-31 04:58:18.000,2023-01-03 19:16:25,478.0,,72,21.0,209.0,60.0,80.0,783,2023-01-03 20:08:22.000,0.9.2,19.0,17.0,21,True,odmantic,,,,14458.0,1.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,1.0,14458.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,705,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,2429.0,58.0,52.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,6.0,1727.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,20372.0,3.0,,,,,,,,,,,,,,,,,, +344,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,41,12.0,20.0,18.0,11.0,472,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,awesome-slugify,conda-forge/awesome-slugify,,,59011.0,4435.0,3253.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1182.0,58230.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,65669.0,3.0,,,,,,,,,,,,,,,,,, +345,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,13,13.0,5.0,13.0,43.0,274,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,14613.0,123.0,117.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14613.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,44,15.0,33.0,19.0,9.0,260,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,68289.0,347.0,345.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,2.0,68289.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-03-27 18:37:34.000,2023-03-27 18:37:34,81.0,1.0,26,5.0,47.0,6.0,10.0,225,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,rtoml,,,,29565.0,222.0,203.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,19.0,29565.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-02-04 16:46:19.000,2023-02-04 16:46:19,272.0,1.0,40,8.0,35.0,11.0,36.0,143,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,21,True,filedepot,,,,4838.0,797.0,748.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,4838.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1969,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,20,False,,,['spark'],,,32.0,32.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +350,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,133,66.0,4.0,1.0,40.0,1939,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,1716.0,44.0,37.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,7.0,1716.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,195,39.0,56.0,79.0,39.0,1275,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10231.0,1005.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,816.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,19.0,20.0,3.0,26.0,817,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,20,False,unsync,conda-forge/unsync,,,14470.0,187.0,171.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,16.0,14201.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,9177.0,3.0,,,,,,,,,,,,,,,,,, +353,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-03-22 12:48:44.000,2022-09-27 12:00:45,94.0,,21,7.0,41.0,10.0,9.0,629,2022-08-30 20:12:03.810,0.5.0,12.0,9.0,20,True,dirty-equals,conda-forge/dirty-equals,,,39003.0,156.0,146.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,10.0,37033.0,https://anaconda.org/conda-forge/dirty-equals,2023-02-02 12:04:16.914,25611.0,3.0,,,,,,,,,,,,,,,,,, +354,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,607,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,True,pugsql,,,,26929.0,55.0,52.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,26929.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,16735.0,83.0,66.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,16495.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20175.0,3.0,,,,,,,,,,,,,,,,,, +356,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,16,7.0,62.0,7.0,22.0,138,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,aioprometheus,,,,106676.0,135.0,122.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,106676.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,97,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,167757.0,1757.0,1635.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,122.0,159273.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,534517.0,3.0,,,,,,,,,,,,,,,,,, +358,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-03-08 23:24:00.257,2023-03-08 19:11:50,76.0,2.0,117,33.0,10.0,7.0,143.0,2956,2023-03-08 19:14:00.000,2.1.10,57.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1466.0,152.0,152.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-03-08 23:24:00.257,29329.0,3.0,,,,,,,,,,,,,,,,,, +359,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,22.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,19,True,bounter,,,,506.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,506.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,253,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5528.0,148.0,121.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5528.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,2.0,33,17.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],15.0,1470.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,520.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,54182.0,3.0,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,190,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,31597.0,674.0,670.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,31597.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,Upgini,upgini/upgini,Data search library for Machine Learning Easily find and add relevant features to your ML pipeline from hundreds of..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-04-13 08:24:36.000,2023-04-13 08:24:23,492.0,57.0,16,4.0,199.0,2.0,,186,2023-04-13 08:30:03.477,1.1.116,349.0,9.0,19,True,upgini,,,,2831.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 22:13:17.000,,2831.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-04-03 20:23:00.000,2022-09-09 19:16:24,612.0,,13,7.0,26.0,15.0,10.0,118,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,41440.0,30.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,30.0,41440.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-04-11 14:16:43.000,2023-04-11 14:16:37,161.0,10.0,99,58.0,67.0,23.0,16.0,1987,2022-09-22 07:21:29.000,3.2.0,9.0,17.0,18,True,mara-pipelines,,,,133.0,,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,,133.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-11 07:14:18.000,2023-04-07 14:12:05,260.0,5.0,56,36.0,45.0,12.0,57.0,1076,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,colout,,,,922.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,922.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-04-11 12:37:57.000,2023-04-10 08:44:35,2630.0,57.0,98,30.0,175.0,39.0,256.0,1001,,,,37.0,18,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +368,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,73,23.0,19.0,11.0,13.0,951,2022-10-26 17:01:00.596,0.2.6,23.0,13.0,18,True,d6tflow,,,,326.0,21.0,21.0,https://pypi.org/project/d6tflow,2022-10-26 17:01:00.596,,326.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,39.0,39.0,11.0,256.0,917,,,,999.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,209,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,11674.0,4.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,4.0,11674.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,54.0,23.0,22.0,8.0,1593,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,riko,,,,138.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,138.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1334,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,75.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,75.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,17.0,27.0,42.0,29.0,755,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,3066.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,3066.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-04-03 11:14:23.000,2023-04-03 11:11:27,111.0,12.0,6,14.0,115.0,2.0,2.0,258,2023-03-02 13:18:02.345,0.19.0,93.0,13.0,17,True,squirrel-core,squirrel-core,,,1160.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,1160.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +375,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2022-10-24 14:51:50.000,2022-10-24 14:51:47,202.0,,12,7.0,17.0,2.0,11.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,flupy,,,,136079.0,1.0,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,1.0,136079.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,27.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,27.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,77.0,593,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,298.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,298.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,418,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,165.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,165.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,103,54.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,32.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,32.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,4.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,15,True,datajob,,,,81.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,81.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,76,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,40630.0,386.0,381.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,5.0,40630.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,705,2018-11-22 02:36:13.000,0.0.78,57.0,2.0,14,False,supersqlite,,,,56.0,11.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,1.0,56.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,95,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,864.0,29.0,25.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,4.0,864.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,61,21.0,2.0,2.0,1.0,539,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,pandapy,,['pandas'],,65.0,2.0,2.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,65.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,265,2022-07-05 16:54:56.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,32.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,32.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,346,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +387,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,758,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 319f146..324d633 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- jsonschema (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT -- polars (πŸ₯ˆ40 Β· ⭐ 16K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT -- more-itertools (πŸ₯‡40 Β· ⭐ 3K Β· πŸ“ˆ) - More routines for operating on iterables, beyond itertools. MIT -- SDV (πŸ₯ˆ32 Β· ⭐ 1.3K Β· πŸ“ˆ) - Synthetic Data Generation for tabular, relational and time series.. ❗️SSPL-1.0 -- python-benedict (πŸ₯ˆ29 Β· ⭐ 1K Β· πŸ“ˆ) - dict subclass with keylist/keypath support, built-in I/O.. MIT +- protobuf (πŸ₯‡50 Β· ⭐ 59K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +- schedule (πŸ₯‰36 Β· ⭐ 11K Β· πŸ“ˆ) - Python job scheduling for humans. MIT +- anyio (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ“ˆ) - High level asynchronous concurrency and networking framework that works.. MIT +- pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K Β· πŸ“ˆ) - Persistent/Immutable/Functional data structures for Python. MIT +- python-mss (πŸ₯‰28 Β· ⭐ 820 Β· πŸ“ˆ) - An ultra fast cross-platform multiple screenshots module in pure.. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- joblib (πŸ₯ˆ38 Β· ⭐ 3.1K Β· πŸ“‰) - Computing with Python functions. BSD-3 -- PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 11K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- arrow (πŸ₯ˆ36 Β· ⭐ 8.3K Β· πŸ“‰) - Better dates & times for Python. Apache-2 -- numexpr (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ“‰) - Fast numerical array expression evaluator for Python, NumPy,.. MIT +- Faker (πŸ₯‡43 Β· ⭐ 16K Β· πŸ“‰) - Faker is a Python package that generates fake data for you. MIT +- redis (πŸ₯‡43 Β· ⭐ 11K Β· πŸ“‰) - Redis Python Client. MIT +- docker (πŸ₯ˆ41 Β· ⭐ 6.2K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +- future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ“‰) - Easy, clean, reliable Python 2/3 compatibility. MIT +- traitlets (πŸ₯ˆ37 Β· ⭐ 550 Β· πŸ“‰) - A lightweight Traits like module. BSD-3 From 3d6ad49eddf602ec2dc7fdf236d163c6773f4157 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 20 Apr 2023 13:29:55 +0000 Subject: [PATCH 06/70] Update best-of list for version 2023.04.20 --- README.md | 1744 +++++++++++++++---------------- history/2023-04-20_changes.md | 20 + history/2023-04-20_projects.csv | 389 +++++++ latest-changes.md | 20 +- 4 files changed, 1259 insertions(+), 914 deletions(-) create mode 100644 history/2023-04-20_changes.md create mode 100644 history/2023-04-20_projects.csv diff --git a/README.md b/README.md index 6c2a5b0..1b8ed88 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M Back to top -
protobuf (πŸ₯‡50 Β· ⭐ 59K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡50 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 380K Β· πŸ“‹ 5.7K - 15% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 390K Β· πŸ“‹ 5.7K - 15% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,7 +95,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 13M Β· ⏱️ 09.04.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 14M Β· ⏱️ 16.04.2023): ``` conda install -c conda-forge protobuf ``` @@ -106,32 +106,32 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 180K Β· πŸ“¦ 52K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 180K Β· πŸ“¦ 53K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.8M / month Β· πŸ“¦ 270 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.5M / month Β· πŸ“¦ 270 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 640K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 650K Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 03.03.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 940K / month Β· πŸ“¦ 260 Β· ⏱️ 03.03.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ39 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 20M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 21M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): ``` pip install marshmallow ``` @@ -151,30 +151,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.4M Β· ⏱️ 10.04.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.5M Β· ⏱️ 10.04.2023): ``` conda install -c conda-forge simplejson ```
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cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 - -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 75K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): - - ``` - git clone https://github.com/cloudpipe/cloudpickle - ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 25M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): - ``` - pip install cloudpickle - ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 13M Β· ⏱️ 20.01.2023): - ``` - conda install -c conda-forge cloudpickle - ``` -
orjson (πŸ₯ˆ35 Β· ⭐ 4.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 39K Β· πŸ“‹ 300 - 1% open Β· ⏱️ 09.04.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 40K Β· πŸ“‹ 300 - 1% open Β· ⏱️ 09.04.2023): ``` git clone https://github.com/ijl/orjson @@ -183,7 +167,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 650K Β· ⏱️ 09.04.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 660K Β· ⏱️ 09.04.2023): ``` conda install -c conda-forge orjson ``` @@ -195,7 +179,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.7M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.5M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` @@ -206,7 +190,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
dill (πŸ₯ˆ35 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 90K Β· πŸ“‹ 470 - 34% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 92K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/uqfoundation/dill @@ -215,12 +199,28 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 3.8M Β· ⏱️ 24.10.2022): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 3.9M Β· ⏱️ 24.10.2022): ``` conda install -c conda-forge dill ```
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msgpack (πŸ₯ˆ35 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 + +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 76K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): + + ``` + git clone https://github.com/cloudpipe/cloudpickle + ``` +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 25M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): + ``` + pip install cloudpickle + ``` +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 13M Β· ⏱️ 20.01.2023): + ``` + conda install -c conda-forge cloudpickle + ``` +
+
msgpack (πŸ₯‰34 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“₯ 980 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 08.04.2023): @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.8M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.7M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.12.2022): ``` pip install jsonpickle ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (πŸ₯‰30 Β· ⭐ 350) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 30 Β· πŸ“¦ 26K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 30 Β· πŸ“¦ 27K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 3.9M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 3.8M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): ``` pip install srsly ``` @@ -268,7 +268,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge srsly ```
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python-rapidjson (πŸ₯‰29 Β· ⭐ 470) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT - [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 3.8K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): @@ -286,28 +286,28 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
pysimdjson (πŸ₯‰25 Β· ⭐ 580 Β· πŸ’€) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 960 Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 980 Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 240K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 260K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 59K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 60K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰25 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 480 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 490 Β· πŸ“‹ 110 - 8% open Β· ⏱️ 31.08.2022): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 22K / month Β· πŸ“¦ 86 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 25K / month): ``` pip install hickle ``` @@ -316,21 +316,21 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰21 Β· ⭐ 220) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰21 Β· ⭐ 230) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 200 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 210 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 30K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 29K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): ``` pip install rtoml ```
Show 1 hidden projects... -- pyasn1 (πŸ₯‰31 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰32 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 38K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 24K - 14% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -358,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡51 Β· ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 700K Β· πŸ“¦ 1.5M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 700K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/numpy/numpy @@ -388,26 +388,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ40 Β· ⭐ 16K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT +
polars (πŸ₯ˆ40 Β· ⭐ 17K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 830 Β· πŸ“¦ 1.4K Β· πŸ“‹ 3.5K - 19% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 840 Β· πŸ“¦ 1.6K Β· πŸ“‹ 3.6K - 19% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 490K / month Β· πŸ“¦ 130 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 480K / month Β· πŸ“¦ 140 Β· ⏱️ 05.03.2023): ``` pip install polars ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.6K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 990 Β· πŸ“‹ 3.5K - 25% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 1K Β· πŸ“‹ 3.6K - 25% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 800K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 990K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): ``` pip install modin ``` @@ -418,7 +418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ37 Β· ⭐ 2.9K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 910 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 920 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/pydata/xarray @@ -427,7 +427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.7M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.8M Β· ⏱️ 18.04.2023): ``` conda install -c conda-forge xarray ``` @@ -439,7 +439,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 740K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): ``` pip install tables ``` @@ -448,110 +448,110 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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Bottleneck (πŸ₯ˆ34 Β· ⭐ 890) - Fast NumPy array functions written in C. BSD-2 +
docarray (πŸ₯ˆ34 Β· ⭐ 2.1K Β· πŸ“ˆ) - The data structure for multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 93 Β· πŸ“¦ 39K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 160 Β· πŸ“¦ 200 Β· πŸ“‹ 460 - 20% open Β· ⏱️ 20.04.2023): ``` - git clone https://github.com/pydata/bottleneck + git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 520K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 79K / month Β· πŸ“¦ 6 Β· ⏱️ 27.01.2023): ``` - pip install Bottleneck + pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.3M Β· ⏱️ 09.03.2023): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 88K Β· ⏱️ 08.09.2022): ``` - conda install -c conda-forge bottleneck + conda install -c conda-forge docarray ```
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TinyDB (πŸ₯ˆ33 Β· ⭐ 5.8K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 490 Β· πŸ“¦ 10K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 220 Β· πŸ“¦ 2.2K Β· πŸ“‹ 600 - 40% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 440K / month Β· πŸ“¦ 850 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 190K / month Β· πŸ“¦ 330 Β· ⏱️ 16.01.2023): ``` - pip install tinydb + pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 280K Β· ⏱️ 14.01.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.2M Β· ⏱️ 16.03.2023): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge zarr ```
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zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
Bottleneck (πŸ₯ˆ33 Β· ⭐ 890) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 600 - 41% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 93 Β· πŸ“¦ 40K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/zarr-developers/zarr-python + git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 190K / month Β· πŸ“¦ 330 Β· ⏱️ 16.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 530K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` - pip install zarr + pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.2M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.3M Β· ⏱️ 09.03.2023): ``` - conda install -c conda-forge zarr + conda install -c conda-forge bottleneck ```
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Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark +
TinyDB (πŸ₯ˆ32 Β· ⭐ 5.8K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 290 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 490 Β· πŸ“¦ 10K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/databricks/koalas + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 13 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 410K / month Β· πŸ“¦ 850 Β· ⏱️ 14.01.2023): ``` - pip install koalas + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 270K Β· ⏱️ 20.10.2021): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 280K Β· ⏱️ 14.01.2023): ``` - conda install -c conda-forge koalas + conda install -c conda-forge tinydb ```
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pandera (πŸ₯ˆ31 Β· ⭐ 2.2K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 180 Β· πŸ“¦ 750 Β· πŸ“‹ 560 - 32% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 290 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): ``` - git clone https://github.com/pandera-dev/pandera + git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 900K / month Β· πŸ“¦ 58 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 13 Β· ⏱️ 19.10.2021): ``` - pip install pandera + pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 20K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 280K Β· ⏱️ 20.10.2021): ``` - conda install -c conda-forge pandera-core + conda install -c conda-forge koalas ```
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docarray (πŸ₯ˆ31 Β· ⭐ 2K) - The data structure for multimodal data Neural Search Vector Search.. Apache-2 +
pandera (πŸ₯‰31 Β· ⭐ 2.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 160 Β· πŸ“¦ 190 Β· πŸ“‹ 450 - 20% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 180 Β· πŸ“¦ 760 Β· πŸ“‹ 560 - 32% open Β· ⏱️ 17.04.2023): ``` - git clone https://github.com/jina-ai/docarray + git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 69K / month Β· πŸ“¦ 4 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 880K / month Β· πŸ“¦ 58 Β· ⏱️ 02.11.2022): ``` - pip install docarray + pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 86K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 21K Β· ⏱️ 21.03.2023): ``` - conda install -c conda-forge docarray + conda install -c conda-forge pandera-core ```
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numexpr (πŸ₯ˆ31 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT +
numexpr (πŸ₯‰31 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT - [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“₯ 180 Β· πŸ“‹ 340 - 19% open Β· ⏱️ 17.11.2022): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 2.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 2.9M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` @@ -562,7 +562,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 250 Β· πŸ“¦ 450 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 460 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): ``` git clone https://github.com/vaexio/vaex @@ -578,24 +578,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯‰30 Β· ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 690 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 700 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 970K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 990K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` pip install datasketch ```
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.8K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 65K / month Β· πŸ“¦ 22 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 66K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -606,40 +606,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 180 Β· πŸ“‹ 180 - 36% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 180 Β· πŸ“‹ 190 - 37% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 440K / month Β· πŸ“¦ 30 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 430K / month Β· πŸ“¦ 30 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 17K Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 18K Β· ⏱️ 16.01.2023): ``` conda install -c conda-forge pandarallel ```
Pandas Summary (πŸ₯‰27 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 72K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 74K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
StaticFrame (πŸ₯‰27 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 17 Β· πŸ“‹ 550 - 5% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 17 Β· πŸ“‹ 550 - 6% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.8K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.5K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` pip install static-frame ``` @@ -648,14 +648,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge static-frame ```
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swifter (πŸ₯‰26 Β· ⭐ 2.2K) - A package which efficiently applies any function to a pandas.. MIT +
swifter (πŸ₯‰26 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 880 Β· πŸ“‹ 130 - 9% open Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 890 Β· πŸ“‹ 130 - 9% open Β· ⏱️ 24.03.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 330K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` @@ -664,6 +664,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge swifter ```
+
pickleDB (πŸ₯‰22 Β· ⭐ 780) - pickleDB is an open source key-value store using Pythons json module. BSD-3 + +- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.1K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): + + ``` + git clone https://github.com/patx/pickledb + ``` +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 18K / month Β· πŸ“¦ 85 Β· ⏱️ 14.01.2019): + ``` + pip install pickledb + ``` +
Bounter (πŸ₯‰19 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): @@ -671,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 510 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 520 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -683,23 +695,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 520 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 540 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 54K Β· ⏱️ 04.11.2021): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 55K Β· ⏱️ 04.11.2021): ``` conda install -c conda-forge fletcher ```
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Show 7 hidden projects... +
Show 6 hidden projects... -- Blaze (πŸ₯ˆ31 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 +- Blaze (πŸ₯‰31 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 -- pickleDB (πŸ₯‰22 Β· ⭐ 780 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -715,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 18M / month Β· πŸ“¦ 2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 19M / month Β· πŸ“¦ 2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -724,14 +735,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
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pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K Β· πŸ“ˆ) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡33 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 250K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 260K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 53M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 53M / month): ``` pip install pyrsistent ``` @@ -740,23 +751,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯ˆ31 Β· ⭐ 330) - The multidict implementation. Apache-2 - -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.3K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 11.04.2023): - - ``` - git clone https://github.com/aio-libs/multidict - ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 72M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): - ``` - pip install multidict - ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.7M Β· ⏱️ 29.12.2022): - ``` - conda install -c conda-forge multidict - ``` -
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glom (πŸ₯ˆ30 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +
glom (πŸ₯ˆ29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 04.04.2023): @@ -790,12 +785,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯ˆ29 Β· ⭐ 1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.3K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.3K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 740K / month Β· πŸ“¦ 21 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 590K / month Β· πŸ“¦ 21 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` @@ -811,18 +806,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 510K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 530K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 26K Β· ⏱️ 19.04.2020): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 27K Β· ⏱️ 19.04.2020): ``` conda install -c conda-forge anytree ```
ordered-set (πŸ₯ˆ29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 7K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 7.1K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set @@ -847,51 +842,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 67K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 68K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ```
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munch (πŸ₯‰27 Β· ⭐ 660) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 76 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): - - ``` - git clone https://github.com/Infinidat/munch - ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.5M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): - ``` - pip install munch - ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.2M Β· ⏱️ 30.10.2019): - ``` - conda install -c conda-forge munch - ``` -
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immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 - -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.5K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): - - ``` - git clone https://github.com/MagicStack/immutables - ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 19.09.2022): - ``` - pip install immutables - ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 900K Β· ⏱️ 30.10.2022): - ``` - conda install -c conda-forge immutables - ``` -
janus (πŸ₯‰26 Β· ⭐ 690) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 310K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 300K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -907,18 +870,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.4M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.3M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 380K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 390K Β· ⏱️ 18.04.2023): ``` conda install -c conda-forge python-box ```
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Show 2 hidden projects... +
munch (πŸ₯‰23 Β· ⭐ 660) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT + +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 76 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): + + ``` + git clone https://github.com/Infinidat/munch + ``` +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.5M / month): + ``` + pip install munch + ``` +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.2M Β· ⏱️ 30.10.2019): + ``` + conda install -c conda-forge munch + ``` +
+
Show 4 hidden projects... - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- multidict (πŸ₯‰25 Β· ⭐ 340 Β· πŸ“‰) - The multidict implementation. ❗Unlicensed +- immutables (πŸ₯‰24 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. ❗Unlicensed - cleverdict (πŸ₯‰14 Β· ⭐ 95 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -927,46 +908,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡44 Β· ⭐ 13K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡45 Β· ⭐ 13K Β· πŸ“ˆ) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 180K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 180K Β· πŸ“‹ 2.4K - 26% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 57M / month Β· πŸ“¦ 6.4K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 58M / month Β· πŸ“¦ 6.4K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.5M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.6M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 550 Β· πŸ“¦ 360K Β· πŸ“‹ 730 - 3% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 360K Β· πŸ“‹ 730 - 3% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 67M / month Β· πŸ“¦ 18K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 67M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 18M Β· ⏱️ 30.11.2022): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 19M Β· ⏱️ 30.11.2022): ``` conda install -c conda-forge jsonschema ```
validators (πŸ₯ˆ33 Β· ⭐ 720) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 64K Β· πŸ“‹ 130 - 9% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“¦ 65K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.2M / month): ``` pip install validators ``` @@ -982,7 +963,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.2M / month): ``` pip install voluptuous ``` @@ -993,12 +974,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (πŸ₯‰31 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.4K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 440K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 450K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1007,14 +988,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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param (πŸ₯‰31 Β· ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰30 Β· ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.3K Β· πŸ“‹ 400 - 43% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.3K Β· πŸ“‹ 370 - 40% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 440K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 430K / month): ``` pip install param ``` @@ -1025,12 +1006,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰20 Β· ⭐ 630 Β· πŸ’€) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 150 Β· πŸ“‹ 19 - 52% open Β· ⏱️ 27.09.2022): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 150 Β· πŸ“‹ 20 - 55% open Β· ⏱️ 27.09.2022): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 37K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 36K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` @@ -1046,7 +1027,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 16K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 17K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1072,8 +1053,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰28 Β· ⭐ 750) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 -- typical (πŸ₯‰22 Β· ⭐ 170 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT +- python-email-validator (πŸ₯‰29 Β· ⭐ 760) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- typical (πŸ₯‰22 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1107,7 +1088,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 4.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1137,12 +1118,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 41M Β· ⏱️ 14.07.2021): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 42M Β· ⏱️ 14.07.2021): ``` conda install -c conda-forge python-dateutil ```
-
dateparser (πŸ₯ˆ37 Β· ⭐ 2.2K) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯ˆ37 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 - [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 19K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 10.04.2023): @@ -1160,7 +1141,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ36 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 46K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 47K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1176,12 +1157,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ34 Β· ⭐ 5.4K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 89 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 310 Β· πŸ“₯ 90 Β· πŸ“¦ 19K Β· πŸ“‹ 460 - 43% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month): ``` pip install pendulum ``` @@ -1192,7 +1173,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ34 Β· ⭐ 950) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/dr-prodigy/python-holidays @@ -1201,23 +1182,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.9M Β· ⏱️ 05.04.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.9M Β· ⏱️ 17.04.2023): ``` conda install -c conda-forge holidays ```
-
pytz (πŸ₯ˆ34 Β· ⭐ 250) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰33 Β· ⭐ 250) - pytz Python historical timezone library and database. MIT - [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.4M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 37M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 38M Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge pytz ``` @@ -1229,7 +1210,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 28M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 27M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): ``` pip install tzlocal ``` @@ -1265,14 +1246,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
-
filesystem_spec (πŸ₯‡39 Β· ⭐ 570) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 580) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 43K Β· πŸ“‹ 550 - 36% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 43K Β· πŸ“‹ 550 - 36% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 85M / month Β· πŸ“¦ 590 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 84M / month Β· πŸ“¦ 590 Β· ⏱️ 19.01.2023): ``` pip install fsspec ``` @@ -1283,7 +1264,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.2K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 86K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 87K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 09.02.2023): ``` git clone https://github.com/Tinche/aiofiles @@ -1292,14 +1273,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 520K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 540K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ```
-
filelock (πŸ₯ˆ34 Β· ⭐ 530) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ34 Β· ⭐ 540) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 83 Β· πŸ“¦ 230K Β· πŸ“‹ 93 - 13% open Β· ⏱️ 07.04.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 230K Β· πŸ“‹ 93 - 11% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/tox-dev/py-filelock @@ -1308,7 +1289,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 12M Β· ⏱️ 07.04.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 12M Β· ⏱️ 18.04.2023): ``` conda install -c conda-forge filelock ``` @@ -1352,7 +1333,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 920K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 940K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): ``` pip install path ``` @@ -1363,7 +1344,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... -- zipp (πŸ₯‰31 Β· ⭐ 37) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰30 Β· ⭐ 37) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰29 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - Unipath (πŸ₯‰23 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1373,7 +1354,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ“‰) - Easy, clean, reliable Python 2/3 compatibility. MIT +
future (πŸ₯‡37 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT - [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 270K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): @@ -1396,7 +1377,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1412,7 +1393,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.5M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.4M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1428,7 +1409,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.8M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.7M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1451,7 +1432,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.5K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 440K Β· πŸ“‹ 2.2K - 0% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 440K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/pyca/cryptography @@ -1460,7 +1441,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 36M Β· ⏱️ 26.03.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 37M Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge cryptography ``` @@ -1483,16 +1464,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ35 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 460 - 13% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 13% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 140K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 130K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 420 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 410 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): ``` npm install tink-crypto ``` @@ -1504,7 +1485,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 25M / month Β· πŸ“¦ 3.9K Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 3.9K Β· ⏱️ 18.12.2022): ``` pip install keyring ``` @@ -1520,7 +1501,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 49M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 48M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1531,12 +1512,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰32 Β· ⭐ 990) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 14.04.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 36M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` @@ -1545,7 +1526,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
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rsa (πŸ₯‰31 Β· ⭐ 430 Β· πŸ’€) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰32 Β· ⭐ 430 Β· πŸ’€) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 260K Β· πŸ“‹ 120 - 20% open Β· ⏱️ 20.07.2022): @@ -1569,7 +1550,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/ansible/ansible @@ -1578,14 +1559,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 850K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 860K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/aws/aws-cli @@ -1594,14 +1575,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 13.04.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 20.04.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 220K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/boto/botocore @@ -1610,14 +1591,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 20M Β· ⏱️ 13.04.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 19.04.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/docker/compose @@ -1631,41 +1612,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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paramiko (πŸ₯ˆ43 Β· ⭐ 8.3K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 - -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 75K Β· πŸ“‹ 1.7K - 57% open Β· ⏱️ 12.04.2023): - - ``` - git clone https://github.com/paramiko/paramiko - ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): - ``` - pip install paramiko - ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3M Β· ⏱️ 13.03.2023): - ``` - conda install -c conda-forge paramiko - ``` -
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 870 Β· πŸ“₯ 200K Β· πŸ“¦ 2.4K Β· πŸ“‹ 6K - 28% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 880 Β· πŸ“₯ 210K Β· πŸ“¦ 2.4K Β· πŸ“‹ 6K - 29% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 630K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 610K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 560 Β· ⏱️ 12.04.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 570 Β· ⏱️ 19.04.2023): ``` npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ41 Β· ⭐ 6.2K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ41 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 400 Β· πŸ“¦ 59K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 410 Β· πŸ“¦ 60K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/docker/docker-py @@ -1679,6 +1644,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-py ```
+
paramiko (πŸ₯ˆ39 Β· ⭐ 8.3K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 + +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.8K Β· πŸ“¦ 75K Β· πŸ“‹ 1.5K - 50% open Β· ⏱️ 12.04.2023): + + ``` + git clone https://github.com/paramiko/paramiko + ``` +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 36M / month): + ``` + pip install paramiko + ``` +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3M Β· ⏱️ 13.03.2023): + ``` + conda install -c conda-forge paramiko + ``` +
kubernetes (πŸ₯ˆ39 Β· ⭐ 5.6K) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 10.04.2023): @@ -1695,74 +1676,74 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
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fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 +
netmiko (πŸ₯‰36 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 25% open Β· ⏱️ 16.02.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.5K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 19.04.2023): ``` - git clone https://github.com/fabric/fabric - ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.5M / month Β· πŸ“¦ 86 Β· ⏱️ 20.01.2023): - ``` - pip install fabric + git clone https://github.com/ktbyers/netmiko ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 62K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 190K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): ``` - conda install -c conda-forge fabric + pip install netmiko ```
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schedule (πŸ₯‰36 Β· ⭐ 11K Β· πŸ“ˆ) - Python job scheduling for humans. MIT +
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 910 Β· πŸ“¦ 24K Β· πŸ“‹ 420 - 34% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.9K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.03.2023): ``` - git clone https://github.com/dbader/schedule + git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): ``` - pip install schedule + pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 32K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 950K Β· ⏱️ 04.01.2023): ``` - conda install -c conda-forge schedule + conda install -c conda-forge plumbum ```
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netmiko (πŸ₯‰36 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
schedule (πŸ₯‰34 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.5K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 830 Β· πŸ“¦ 25K Β· πŸ“‹ 400 - 31% open Β· ⏱️ 11.04.2023): ``` - git clone https://github.com/ktbyers/netmiko + git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month): ``` - pip install netmiko + pip install schedule + ``` +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 32K Β· ⏱️ 11.04.2023): + ``` + conda install -c conda-forge schedule ```
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plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT +
fabric (πŸ₯‰30 Β· ⭐ 14K Β· πŸ“‰) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.9K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 1.7K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/tomerfiliba/plumbum + git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.2M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.5M / month): ``` - pip install plumbum + pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 950K Β· ⏱️ 04.01.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 62K Β· ⏱️ 22.01.2023): ``` - conda install -c conda-forge plumbum + conda install -c conda-forge fabric ```
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pyinfra (πŸ₯‰30 Β· ⭐ 2.2K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT +
pyinfra (πŸ₯‰30 Β· ⭐ 2.3K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 300 Β· πŸ“¦ 75 Β· πŸ“‹ 660 - 18% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 310 Β· πŸ“¦ 77 Β· πŸ“‹ 660 - 18% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 18K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 21K / month): ``` pip install pyinfra ``` @@ -1794,16 +1775,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 8.1K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 8.3K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ```
Show 4 hidden projects... -- fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 -- parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 +- parallel-ssh (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT +- fabtools (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT

@@ -1814,7 +1795,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡38 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 260K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 270K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/pexpect/pexpect @@ -1830,12 +1811,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ37 Β· ⭐ 7.7K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 8.9K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 9K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 10.04.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1844,14 +1825,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯ˆ37 Β· ⭐ 6.5K) - Python process launching. MIT +
sh (πŸ₯ˆ37 Β· ⭐ 6.6K) - Python process launching. MIT - [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 480 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 1% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` pip install sh ``` @@ -1870,86 +1851,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
greenlet (πŸ₯‡38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
uvloop (πŸ₯‡36 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 230K Β· πŸ“‹ 200 - 11% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 74K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 57M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): ``` - pip install greenlet + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.5M Β· ⏱️ 28.01.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 570K Β· ⏱️ 26.10.2022): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge uvloop ```
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anyio (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ“ˆ) - High level asynchronous concurrency and networking framework that works.. MIT +
anyio (πŸ₯ˆ35 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 100 Β· πŸ“¦ 110K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 100 Β· πŸ“¦ 110K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 230 Β· ⏱️ 19.10.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.1M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.2M Β· ⏱️ 19.10.2022): ``` conda install -c conda-forge anyio ```
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uvloop (πŸ₯ˆ35 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 +
asyncer (πŸ₯‰24 Β· ⭐ 980) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 73K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 450 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 72K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): ``` - pip install uvloop + pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 570K Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.9K Β· ⏱️ 05.11.2022): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge asyncer ```
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aiomisc (πŸ₯‰25 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰23 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 21 Β· πŸ“¦ 290 Β· πŸ“‹ 18 - 44% open Β· ⏱️ 07.04.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 22 Β· πŸ“¦ 300 Β· πŸ“‹ 14 - 28% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 16K / month Β· πŸ“¦ 34 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month): ``` pip install aiomisc ```
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asyncer (πŸ₯‰24 Β· ⭐ 980) - Asyncer, async and await, focused on developer experience. MIT - -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 440 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): - - ``` - git clone https://github.com/tiangolo/asyncer - ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 73K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): - ``` - pip install asyncer - ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.8K Β· ⏱️ 05.11.2022): - ``` - conda install -c conda-forge asyncer - ``` -
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Show 2 hidden projects... +
Show 3 hidden projects... -- unsync (πŸ₯‰20 Β· ⭐ 820 Β· πŸ’€) - Unsynchronize asyncio. MIT +- greenlet (πŸ₯ˆ34 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. ❗Unlicensed - stopit (πŸ₯‰20 Β· ⭐ 97 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +- unsync (πŸ₯‰19 Β· ⭐ 820 Β· πŸ’€) - Unsynchronize asyncio. MIT

@@ -1957,9 +1923,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡39 Β· ⭐ 5.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡39 Β· ⭐ 5.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 360 Β· πŸ“¦ 420K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 430K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/theskumar/python-dotenv @@ -1973,9 +1939,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dotenv ```
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traitlets (πŸ₯ˆ37 Β· ⭐ 550 Β· πŸ“‰) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯ˆ37 Β· ⭐ 550) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 120 Β· πŸ“¦ 300K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 07.04.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 120 Β· πŸ“¦ 300K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/ipython/traitlets @@ -1991,103 +1957,103 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.2K Β· πŸ“‹ 430 - 23% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.3K Β· πŸ“‹ 430 - 24% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.1M / month Β· πŸ“¦ 220 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 47K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 48K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge dynaconf ```
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.4K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 95K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 96K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 59K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 60K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge python-decouple ```
omegaconf (πŸ₯‰32 Β· ⭐ 1.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 76 Β· πŸ“¦ 11K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 20.12.2022): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 76 Β· πŸ“¦ 11K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 14.04.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.3M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.4M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 840K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 860K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
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hydra (πŸ₯‰29 Β· ⭐ 6.9K) - Hydra is a framework for elegantly configuring complex applications. MIT +
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 26.03.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 5.8K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 17.04.2023): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.1K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 260K / month Β· πŸ“¦ 87 Β· ⏱️ 03.11.2021): ``` - pip install hydra + pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 570K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 16K Β· ⏱️ 07.01.2022): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge gin-config ```
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configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 +
configobj (πŸ₯‰28 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 24 Β· πŸ“¦ 25K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 68 Β· πŸ“₯ 34 Β· πŸ“¦ 25K Β· πŸ“‹ 150 - 36% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.5M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month): ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 600K Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 610K Β· ⏱️ 20.01.2023): ``` conda install -c conda-forge configobj ```
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gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
hydra (πŸ₯‰27 Β· ⭐ 7K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“¦ 5.7K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 530 Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 20.04.2023): ``` - git clone https://github.com/google/gin-config + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 270K / month Β· πŸ“¦ 87 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.5K / month): ``` - pip install gin-config + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 16K Β· ⏱️ 07.01.2022): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 580K Β· ⏱️ 28.02.2023): ``` - conda install -c conda-forge gin-config + conda install -c conda-forge hydra-core ```
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 670 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 07.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 680 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/willkg/everett @@ -2125,55 +2091,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 79K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 81K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 22M / month Β· πŸ“¦ 4K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 4.1K Β· ⏱️ 28.01.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.4M Β· ⏱️ 12.04.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.5M Β· ⏱️ 12.04.2023): ``` conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 +
python-fire (πŸ₯ˆ38 Β· ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 670 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 20K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` - git clone https://github.com/prompt-toolkit/python-prompt-toolkit + git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.3K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 12.12.2022): ``` - pip install prompt_toolkit + pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 15M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 510K Β· ⏱️ 11.04.2023): ``` - conda install -c conda-forge prompt-toolkit + conda install -c conda-forge fire ```
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python-fire (πŸ₯ˆ38 Β· ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 20K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 12.04.2023): ``` - git clone https://github.com/google/python-fire + git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.6K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): ``` - pip install fire + pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 500K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 15M Β· ⏱️ 28.02.2023): ``` - conda install -c conda-forge fire + conda install -c conda-forge prompt-toolkit ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.1K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 220 Β· πŸ“¦ 620K Β· πŸ“‹ 240 - 43% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 220 Β· πŸ“¦ 630K Β· πŸ“‹ 240 - 43% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2189,12 +2155,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 220 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 240 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 10.04.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 1.9K Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 1.9K Β· ⏱️ 06.03.2023): ``` pip install argcomplete ``` @@ -2219,7 +2185,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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wcwidth (πŸ₯‰33 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰32 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT - [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 380K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): @@ -2242,55 +2208,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 12M / month Β· πŸ“¦ 220 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 11M / month Β· πŸ“¦ 220 Β· ⏱️ 22.11.2022): ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 430K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 440K Β· ⏱️ 23.11.2022): ``` conda install -c conda-forge cleo ```
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questionary (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT +
asciimatics (πŸ₯‰28 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 63 Β· πŸ“¦ 8.6K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 830 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): ``` - git clone https://github.com/tmbo/questionary + git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 950K / month Β· πŸ“¦ 240 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 56K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` - pip install questionary + pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 32K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 130K Β· ⏱️ 10.11.2022): ``` - conda install -c conda-forge questionary + conda install -c conda-forge asciimatics ```
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asciimatics (πŸ₯‰27 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
questionary (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 240 Β· πŸ“¦ 830 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 17.01.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 65 Β· πŸ“¦ 8.7K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): ``` - git clone https://github.com/peterbrittain/asciimatics + git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 57K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 950K / month Β· πŸ“¦ 240 Β· ⏱️ 15.07.2021): ``` - pip install asciimatics + pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 130K Β· ⏱️ 10.11.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 33K Β· ⏱️ 14.03.2022): ``` - conda install -c conda-forge asciimatics + conda install -c conda-forge questionary ```
docopt-ng (πŸ₯‰19 Β· ⭐ 120 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 09.09.2022): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 41K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 44K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ``` @@ -2302,7 +2268,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 920 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 960 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2321,7 +2287,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 700) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 710) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2340,14 +2306,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.2M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.3M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ31 Β· ⭐ 830) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 830) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 14.04.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2357,30 +2323,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install aiocache ```
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beaker (πŸ₯‰28 Β· ⭐ 500) - WSGI middleware for sessions and caching. BSD-3 - -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 140 Β· πŸ“¦ 4.5K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 04.02.2023): - - ``` - git clone https://github.com/bbangert/beaker - ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 310K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): - ``` - pip install beaker - ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 68K Β· ⏱️ 06.02.2023): - ``` - conda install -c conda-forge beaker - ``` -
pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 110 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 120 Β· πŸ“₯ 120 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 10% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 200K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 200K / month): ``` pip install pylibmc ``` @@ -2396,14 +2346,15 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 18K / month Β· πŸ“¦ 28 Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 16K / month Β· πŸ“¦ 28 Β· ⏱️ 06.12.2022): ``` pip install cachier ```
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Show 1 hidden projects... +
Show 2 hidden projects... - cached-property (πŸ₯ˆ30 Β· ⭐ 670 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3 +- beaker (πŸ₯‰26 Β· ⭐ 500) - WSGI middleware for sessions and caching. ❗Unlicensed

@@ -2415,12 +2366,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.6K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.9K Β· πŸ“₯ 30K Β· πŸ“¦ 9.6K Β· πŸ“‹ 4.7K - 18% open Β· ⏱️ 15.04.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 97K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 96K / month): ``` pip install kivy ``` @@ -2429,30 +2380,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 11K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 7.9K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 200K / month Β· πŸ“¦ 290 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 210K / month Β· πŸ“¦ 290 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 99K Β· ⏱️ 17.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 100K Β· ⏱️ 17.10.2022): ``` conda install -c conda-forge pysimplegui ```
DearPyGui (πŸ₯ˆ33 Β· ⭐ 10K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 520 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 540 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 10.04.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 21K / month Β· πŸ“¦ 33 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 21K / month Β· πŸ“¦ 36 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ``` @@ -2464,30 +2415,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 76K / month Β· πŸ“¦ 74 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 75K / month Β· πŸ“¦ 74 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰31 Β· ⭐ 3.4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 580 Β· πŸ“₯ 1.4K Β· πŸ“‹ 660 - 21% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 590 Β· πŸ“₯ 1.4K Β· πŸ“‹ 680 - 21% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.6K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.9K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 28 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 20 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 420 Β· πŸ“¦ 730 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): +- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 430 Β· πŸ“¦ 730 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): ``` git clone https://github.com/chriskiehl/Gooey @@ -2508,7 +2459,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 600 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 590 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2548,16 +2499,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 3% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 720K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 730K Β· ⏱️ 18.04.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2569,7 +2520,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 56M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 55M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` pip install chardet ``` @@ -2577,19 +2528,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 34 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 42 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
emoji (πŸ₯‡33 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 54K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 55K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): ``` pip install emoji ``` @@ -2598,14 +2549,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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humanize (πŸ₯ˆ32 Β· ⭐ 1.6K Β· πŸ’€) - python humanize functions. MIT +
humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - [GitHub](https://github.com/jmoiron/humanize) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 160 Β· ⏱️ 13.06.2022): ``` git clone https://github.com/jmoiron/humanize ``` -- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 29.01.2023): ``` pip install humanize ``` @@ -2630,14 +2581,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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inflect (πŸ₯ˆ31 Β· ⭐ 800) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 810) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 87 Β· πŸ“‹ 99 - 18% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.5M / month Β· πŸ“¦ 970 Β· ⏱️ 20.10.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.4M / month Β· πŸ“¦ 970 Β· ⏱️ 20.10.2022): ``` pip install inflect ``` @@ -2653,7 +2604,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 650K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 660K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2662,38 +2613,38 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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coolname (πŸ₯‰23 Β· ⭐ 110) - Random Name and Slug Generator. BSD-2 +
price-parser (πŸ₯‰21 Β· ⭐ 260) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.3K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 44 Β· πŸ“¦ 350 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): ``` - git clone https://github.com/alexanderlukanin13/coolname - ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 300K / month Β· πŸ“¦ 47 Β· ⏱️ 09.01.2023): - ``` - pip install coolname + git clone https://github.com/scrapinghub/price-parser ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 51K Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 63K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): ``` - conda install -c conda-forge coolname + pip install price-parser ```
-
price-parser (πŸ₯‰21 Β· ⭐ 260) - Extract price amount and currency symbol from a raw text string. BSD-3 +
coolname (πŸ₯‰21 Β· ⭐ 110) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 44 Β· πŸ“¦ 340 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.4K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` - git clone https://github.com/scrapinghub/price-parser + git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 68K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 290K / month): ``` - pip install price-parser + pip install coolname + ``` +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 52K Β· ⏱️ 09.01.2023): + ``` + conda install -c conda-forge coolname ```
Show 2 hidden projects... - awesome-slugify (πŸ₯‰21 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 75 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2711,94 +2662,94 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡45 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.1K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 290K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 550K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 19.04.2023): ``` - git clone https://github.com/boto/boto3 + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 510M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 70M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` - pip install boto3 + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 13.04.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 06.04.2023): ``` - conda install -c conda-forge boto3 + conda install -c conda-forge sqlalchemy ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.1K) - The Database Toolkit for Python. MIT +
boto3 (πŸ₯‡45 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 550K Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 290K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 19.04.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 70M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 530M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` - pip install SQLAlchemy + pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 19.04.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge boto3 ```
-
redis (πŸ₯‡43 Β· ⭐ 11K Β· πŸ“‰) - Redis Python Client. MIT +
redis (πŸ₯‡43 Β· ⭐ 11K) - Redis Python Client. MIT - [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 12% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 940K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 950K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge redis-py ```
-
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT +
peewee (πŸ₯‡42 Β· ⭐ 10K Β· πŸ“ˆ) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.1K - 11% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 19.04.2023): ``` - git clone https://github.com/Azure/azure-sdk-for-python + git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 620 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): ``` - pip install azure-storage-blob + pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 910K Β· ⏱️ 13.04.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 500K Β· ⏱️ 19.04.2023): ``` - conda install -c conda-forge azure-storage-blob + conda install -c conda-forge peewee ```
-
peewee (πŸ₯‡41 Β· ⭐ 9.9K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT +
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 09.04.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.1K - 11% open Β· ⏱️ 20.04.2023): ``` - git clone https://github.com/coleifer/peewee + git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 620 Β· ⏱️ 15.06.2022): ``` - pip install peewee + pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 490K Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 920K Β· ⏱️ 18.04.2023): ``` - conda install -c conda-forge peewee + conda install -c conda-forge azure-storage-blob ```
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.6K - 5% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 40M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 38M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): ``` pip install google-cloud-storage ``` @@ -2809,12 +2760,12 @@ _Libraries for connecting to, operating, and querying databases._
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 630 - 5% open Β· ⏱️ 31.03.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 33M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 31M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): ``` pip install PyMySQL ``` @@ -2825,7 +2776,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.8K Β· πŸ“¦ 37K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 07.04.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.8K Β· πŸ“¦ 37K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2841,7 +2792,7 @@ _Libraries for connecting to, operating, and querying databases._
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 20K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 03.03.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 20K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/MongoEngine/mongoengine @@ -2857,7 +2808,7 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 150K Β· πŸ“‹ 940 - 10% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 940 - 10% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/sqlalchemy/alembic @@ -2889,12 +2840,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ38 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 14.04.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month Β· πŸ“¦ 20K Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 19M / month Β· πŸ“¦ 20K Β· ⏱️ 25.01.2023): ``` pip install pymongo ``` @@ -2905,23 +2856,23 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ38 Β· ⭐ 590) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 560 - 17% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 560 - 16% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 30M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 28M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.5M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.5M Β· ⏱️ 20.04.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“₯ 180K Β· πŸ“¦ 950 Β· πŸ“‹ 900 - 3% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“₯ 190K Β· πŸ“¦ 960 Β· πŸ“‹ 900 - 3% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2930,23 +2881,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 330K Β· ⏱️ 31.03.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 340K Β· ⏱️ 17.04.2023): ``` conda install -c conda-forge awswrangler ```
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 820 Β· πŸ“¦ 5.8K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 820 Β· πŸ“¦ 5.8K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.6M / month Β· πŸ“¦ 410 Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.5M / month Β· πŸ“¦ 410 Β· ⏱️ 24.01.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 670K Β· ⏱️ 28.10.2022): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 680K Β· ⏱️ 28.10.2022): ``` conda install -c conda-forge python-confluent-kafka ``` @@ -2962,19 +2913,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 450K Β· ⏱️ 12.02.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 450K Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
Ibis (πŸ₯ˆ35 Β· ⭐ 2.6K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 63 Β· πŸ“¦ 470 Β· πŸ“‹ 2K - 3% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 63 Β· πŸ“¦ 470 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 92K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 88K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): ``` pip install ibis-framework ``` @@ -2983,37 +2934,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
-
libcloud (πŸ₯ˆ35 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.9K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): - - ``` - git clone https://github.com/apache/libcloud - ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 150K / month Β· πŸ“¦ 850 Β· ⏱️ 09.01.2023): - ``` - pip install apache-libcloud - ``` -
s3fs (πŸ₯ˆ35 Β· ⭐ 680) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 08.04.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 85M / month Β· πŸ“¦ 600 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 87M / month Β· πŸ“¦ 600 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.4M Β· ⏱️ 08.04.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.5M Β· ⏱️ 08.04.2023): ``` conda install -c conda-forge s3fs ```
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.6K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 160 Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 170 Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py @@ -3022,11 +2961,39 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7K Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.2K Β· ⏱️ 16.03.2023): ``` conda install -c anaconda elasticsearch-dsl ```
+
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.5K Β· πŸ“ˆ) - Familiar asyncio ORM for python, built with relations in.. Apache-2 + +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.4K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 18.04.2023): + + ``` + git clone https://github.com/tortoise/tortoise-orm + ``` +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 91K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): + ``` + pip install tortoise-orm + ``` +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 11K Β· ⏱️ 03.02.2023): + ``` + conda install -c conda-forge tortoise-orm + ``` +
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libcloud (πŸ₯ˆ34 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 + +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.9K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): + + ``` + git clone https://github.com/apache/libcloud + ``` +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 150K / month Β· πŸ“¦ 850 Β· ⏱️ 09.01.2023): + ``` + pip install apache-libcloud + ``` +
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 - [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.8K Β· ⏱️ 08.04.2023): @@ -3038,14 +3005,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 150K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 160K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge cassandra-driver ```
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Databases (πŸ₯ˆ33 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 + +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 16.01.2023): + + ``` + git clone https://github.com/encode/databases + ``` +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 420K / month Β· πŸ“¦ 130 Β· ⏱️ 18.12.2022): + ``` + pip install databases + ``` +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 170K Β· ⏱️ 02.11.2022): + ``` + conda install -c conda-forge databases + ``` +
Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/prometheus/client_python @@ -3066,7 +3049,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` @@ -3103,7 +3086,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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minio (πŸ₯ˆ33 Β· ⭐ 620) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ33 Β· ⭐ 630) - MinIO Client SDK for Python. Apache-2 - [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.3K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 06.04.2023): @@ -3119,57 +3102,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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tortoise-orm (πŸ₯‰32 Β· ⭐ 3.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 - -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.3K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 12.02.2023): - - ``` - git clone https://github.com/tortoise/tortoise-orm - ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 96K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): - ``` - pip install tortoise-orm - ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 11K Β· ⏱️ 03.02.2023): - ``` - conda install -c conda-forge tortoise-orm - ``` -
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Databases (πŸ₯‰32 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 +
s3transfer (πŸ₯ˆ33 Β· ⭐ 160) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 120 Β· πŸ“¦ 190K Β· πŸ“‹ 80 - 60% open Β· ⏱️ 19.04.2023): ``` - git clone https://github.com/encode/databases - ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 430K / month Β· πŸ“¦ 130 Β· ⏱️ 18.12.2022): - ``` - pip install databases - ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 170K Β· ⏱️ 02.11.2022): - ``` - conda install -c conda-forge databases - ``` -
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mysqlclient (πŸ₯‰32 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 - -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 31.03.2023): - - ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.3M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` - pip install mysqlclient + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 240K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 15M Β· ⏱️ 31.05.2022): ``` - conda install -c conda-forge mysqlclient + conda install -c conda-forge s3transfer ```
PynamoDB (πŸ₯‰32 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/pynamodb/PynamoDB @@ -3185,12 +3136,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰32 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 280 Β· πŸ“¦ 6.4K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 290 Β· πŸ“¦ 6.5K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.2M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.3M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): ``` pip install pandas-gbq ``` @@ -3199,25 +3150,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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s3transfer (πŸ₯‰32 Β· ⭐ 160) - Amazon S3 Transfer Manager for Python. Apache-2 +
sqlmodel (πŸ₯‰31 Β· ⭐ 9.8K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“¦ 180K Β· πŸ“‹ 80 - 60% open Β· ⏱️ 24.02.2023): - - ``` - git clone https://github.com/boto/s3transfer - ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): - ``` - pip install s3transfer - ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 15M Β· ⏱️ 31.05.2022): - ``` - conda install -c conda-forge s3transfer - ``` -
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sqlmodel (πŸ₯‰31 Β· ⭐ 9.7K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic - -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 400 Β· πŸ“¦ 5.5K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 410 Β· πŸ“¦ 5.6K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel @@ -3233,12 +3168,12 @@ _Libraries for connecting to, operating, and querying databases._
Pony (πŸ₯‰31 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 50 Β· πŸ“¦ 3.3K Β· πŸ“‹ 610 - 46% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 51 Β· πŸ“¦ 3.4K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 80K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 78K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` @@ -3247,6 +3182,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
+
mysqlclient (πŸ₯‰31 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 + +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 31.03.2023): + + ``` + git clone https://github.com/PyMySQL/mysqlclient + ``` +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.2M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): + ``` + pip install mysqlclient + ``` +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 250K Β· ⏱️ 06.04.2023): + ``` + conda install -c conda-forge mysqlclient + ``` +
influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 6.9K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): @@ -3258,7 +3209,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install influxdb ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 110K Β· ⏱️ 12.11.2020): +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 120K Β· ⏱️ 12.11.2020): ``` conda install -c conda-forge influxdb ``` @@ -3274,7 +3225,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 380K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 390K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge cx_oracle ``` @@ -3286,7 +3237,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 270K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 250K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): ``` pip install records ``` @@ -3302,18 +3253,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 50K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 52K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.1K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.2K Β· ⏱️ 01.02.2023): ``` conda install -c conda-forge dataset ```
pysolr (πŸ₯‰29 Β· ⭐ 640 Β· πŸ’€) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 330 Β· πŸ“¦ 2.9K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 12.04.2022): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 12.04.2022): ``` git clone https://github.com/django-haystack/pysolr @@ -3327,28 +3278,28 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pysolr ```
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piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT +
prisma (πŸ₯‰28 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 210 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 06.04.2023): ``` - git clone https://github.com/piccolo-orm/piccolo + git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 15K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): ``` - pip install piccolo + pip install prisma ```
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prisma (πŸ₯‰27 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 200 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.04.2023): ``` - git clone https://github.com/RobertCraigie/prisma-client-py + git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 15K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): ``` - pip install prisma + pip install piccolo ```
HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT @@ -3378,12 +3329,12 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 3.8K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 3.9K Β· ⏱️ 23.12.2021): ``` conda install -c conda-forge umongo ```
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ODMantic (πŸ₯‰21 Β· ⭐ 780) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰21 Β· ⭐ 790) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): @@ -3397,12 +3348,12 @@ _Libraries for connecting to, operating, and querying databases._
filedepot (πŸ₯‰21 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 750 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 04.02.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 760 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 04.02.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.8K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.6K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` pip install filedepot ``` @@ -3426,14 +3377,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 110K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 100K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰18 Β· ⭐ 1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 98 Β· πŸ“‹ 300 - 13% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 98 Β· πŸ“‹ 300 - 13% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3442,9 +3393,9 @@ _Libraries for connecting to, operating, and querying databases._
Show 16 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯‰32 Β· ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0 +- pyodbc (πŸ₯ˆ33 Β· ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 48) - Google Cloud Bigtable API client library. Apache-2 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 50) - Google Cloud Bigtable API client library. Apache-2 - py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ’€) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 @@ -3452,7 +3403,7 @@ _Libraries for connecting to, operating, and querying databases._ - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 250 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 @@ -3466,9 +3417,9 @@ _Libraries for connecting to, operating, and querying databases._ _Libraries for loading, collecting, and extracting data from a variety of data sources and formats._ -
Faker (πŸ₯‡43 Β· ⭐ 16K Β· πŸ“‰) - Faker is a Python package that generates fake data for you. MIT +
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 3% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/joke2k/faker @@ -3477,23 +3428,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 740K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 750K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge faker ```
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 14K Β· πŸ“‹ 2.2K - 24% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 14K Β· πŸ“‹ 2.2K - 24% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.8M / month Β· πŸ“¦ 410 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.7M / month Β· πŸ“¦ 410 Β· ⏱️ 26.01.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 250K Β· ⏱️ 30.03.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 260K Β· ⏱️ 30.03.2023): ``` conda install -c conda-forge datasets ``` @@ -3505,7 +3456,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 84K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 85K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` @@ -3516,7 +3467,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ36 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 41K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 43K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/jazzband/tablib @@ -3537,7 +3488,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3553,7 +3504,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 03.01.2023): ``` pip install csvkit ``` @@ -3562,14 +3513,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
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xmltodict (πŸ₯ˆ33 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT +
xmltodict (πŸ₯ˆ32 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 52K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 440 Β· πŸ“¦ 53K Β· πŸ“‹ 230 - 31% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 23M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 23M / month): ``` pip install xmltodict ``` @@ -3578,66 +3529,66 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xmltodict ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
smart-open (πŸ₯ˆ32 Β· ⭐ 2.8K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 19.01.2023): ``` - git clone https://github.com/wkentaro/gdown + git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 290 Β· ⏱️ 05.12.2022): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): ``` - pip install gdown + pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 160K Β· ⏱️ 25.03.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.7M Β· ⏱️ 08.01.2023): ``` - conda install -c conda-forge gdown + conda install -c conda-forge smart_open ```
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smart-open (πŸ₯ˆ31 Β· ⭐ 2.8K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
gdown (πŸ₯ˆ31 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 19.01.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/RaRe-Technologies/smart_open + git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 290 Β· ⏱️ 05.12.2022): ``` - pip install smart-open + pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.7M Β· ⏱️ 08.01.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 170K Β· ⏱️ 25.03.2023): ``` - conda install -c conda-forge smart_open + conda install -c conda-forge gdown ```
Intake (πŸ₯ˆ31 Β· ⭐ 890) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 130 Β· πŸ“¦ 1K Β· πŸ“‹ 340 - 29% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 130 Β· πŸ“¦ 1K Β· πŸ“‹ 340 - 29% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 33K / month Β· πŸ“¦ 110 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 45K / month Β· πŸ“¦ 110 Β· ⏱️ 26.08.2022): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 370K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 380K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge intake ```
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snorkel (πŸ₯‰29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯ˆ29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 280 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 49K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 48K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 39K Β· ⏱️ 29.07.2022): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 40K Β· ⏱️ 29.07.2022): ``` conda install -c conda-forge snorkel ``` @@ -3649,77 +3600,77 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.8K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.7K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` pip install camelot ```
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rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
img2dataset (πŸ₯‰23 Β· ⭐ 1.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 150 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 18.02.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 180 Β· πŸ“₯ 910 Β· πŸ“¦ 32 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 16.01.2023): ``` - git clone https://github.com/turicas/rows + git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.8K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 5.3K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` - pip install rows + pip install img2dataset ```
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img2dataset (πŸ₯‰22 Β· ⭐ 1.7K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
rows (πŸ₯‰22 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 180 Β· πŸ“₯ 890 Β· πŸ“¦ 30 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 150 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 18.02.2023): ``` - git clone https://github.com/rom1504/img2dataset + git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 6.6K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.9K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` - pip install img2dataset + pip install rows ```
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Upgini (πŸ₯‰19 Β· ⭐ 190) - Data search library for Machine Learning Easily find and add relevant.. BSD-3 +
Upgini (πŸ₯‰18 Β· ⭐ 190) - Data search library for Machine Learning Easily find and add relevant.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 15 Β· πŸ“¦ 1 Β· ⏱️ 18.04.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 2.8K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 2.6K / month): ``` pip install upgini ```
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Squirrel (πŸ₯‰17 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰14 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 4 - 50% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· ⏱️ 03.04.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.2K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1K / month): ``` pip install squirrel-core ``` -- [Conda](https://anaconda.org/anaconda/squirrel-core) (πŸ“¦ 1 Β· ⏱️ 18.11.2022): +- [Conda](https://anaconda.org/anaconda/squirrel-core): ``` conda install -c anaconda squirrel-core ```
Show 14 hidden projects... -- xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ32 Β· ⭐ 1.4K) - Synthetic Data Generation for tabular, relational and time series data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- pandas-datareader (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 -- textract (πŸ₯‰27 Β· ⭐ 3.4K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- xlrd (πŸ₯ˆ29 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... ❗Unlicensed +- PDFMiner (πŸ₯‰28 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- textract (πŸ₯‰24 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - messytables (πŸ₯‰24 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 +- pandas-datareader (πŸ₯‰23 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. ❗Unlicensed - deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - datatest (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT +- Singer (πŸ₯‰20 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - borb (πŸ₯‰19 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2
@@ -3731,14 +3682,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡46 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡45 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 460K Β· πŸ“¦ 6.4K Β· πŸ“‹ 7.3K - 11% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 460K Β· πŸ“¦ 6.5K Β· πŸ“‹ 7.3K - 11% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 10M / month Β· πŸ“¦ 260 Β· ⏱️ 14.03.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9.6M / month Β· πŸ“¦ 260 Β· ⏱️ 14.03.2023): ``` pip install apache-airflow ``` @@ -3746,19 +3697,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 440 Β· ⏱️ 31.03.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 440 Β· ⏱️ 14.04.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡45 Β· ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 99K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 99K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.2M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.3M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): ``` pip install celery ``` @@ -3767,34 +3718,34 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 +
Prefect (πŸ₯‡41 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.6K Β· πŸ“‹ 3.6K - 18% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.6K Β· πŸ“‹ 3.6K - 12% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 820K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 800K / month): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 420K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 430K Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge prefect ```
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Beam (πŸ₯‡41 Β· ⭐ 6.7K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 6.8K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 75% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 74% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.9M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 38K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 39K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge apache-beam-with-aws ``` @@ -3806,7 +3757,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 660K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 650K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` @@ -3815,46 +3766,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 7.1K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 7.2K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 900 Β· πŸ“¦ 1.1K Β· πŸ“‹ 5.4K - 29% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 910 Β· πŸ“¦ 1.1K Β· πŸ“‹ 5.5K - 30% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 580K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 560K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 830K Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 850K Β· ⏱️ 04.03.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.2K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 9% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.1M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 620K Β· ⏱️ 05.04.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 630K Β· ⏱️ 05.04.2023): ``` conda install -c conda-forge great-expectations ```
dbt (πŸ₯ˆ38 Β· ⭐ 6.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2.5K Β· πŸ“‹ 3.9K - 11% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2.5K Β· πŸ“‹ 3.9K - 10% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 88K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 110K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3865,7 +3816,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
joblib (πŸ₯ˆ38 Β· ⭐ 3.2K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 270K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 270K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/joblib/joblib @@ -3881,28 +3832,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.1K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.1K Β· πŸ“‹ 960 - 8% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 680K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 680K / month): ``` pip install luigi ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 12K Β· πŸ“¦ 2 Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· ⏱️ 17.03.2023): ``` conda install -c anaconda luigi ```
Kedro (πŸ₯ˆ37 Β· ⭐ 8.3K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 510K / month Β· πŸ“¦ 64 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 520K / month Β· πŸ“¦ 64 Β· ⏱️ 06.03.2023): ``` pip install kedro ``` @@ -3914,7 +3865,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 680K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 740K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -3923,70 +3874,54 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 5.5K) - Data Lake for Deep Learning. Multi-modal Vector Database for.. MPL-2.0 - -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 120 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 11.04.2023): - - ``` - git clone https://github.com/activeloopai/Hub - ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 9.7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): - ``` - pip install hub - ``` -
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huey (πŸ₯ˆ32 Β· ⭐ 4.4K) - a little task queue for python. MIT +
huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT - [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 24.03.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 73K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 72K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` pip install huey ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 29K Β· ⏱️ 16.10.2019): +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 30K Β· ⏱️ 16.10.2019): ``` conda install -c conda-forge huey ```
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zenml (πŸ₯ˆ31 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
Activeloop (πŸ₯ˆ31 Β· ⭐ 5.6K) - Data Lake for Deep Learning. Multi-modal Vector Database for.. MPL-2.0 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 93 Β· πŸ“‹ 180 - 13% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 440 Β· πŸ“¦ 140 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 20.04.2023): ``` - git clone https://github.com/zenml-io/zenml + git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.7K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7.7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` - pip install zenml + pip install hub ```
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ploomber (πŸ₯ˆ30 Β· ⭐ 3K) - The fastest way to build data pipelines. Develop iteratively, deploy.. Apache-2 +
zenml (πŸ₯ˆ31 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 74 Β· πŸ“‹ 830 - 16% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 93 Β· πŸ“‹ 180 - 13% open Β· ⏱️ 12.04.2023): ``` - git clone https://github.com/ploomber/ploomber - ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.9K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): - ``` - pip install ploomber + git clone https://github.com/zenml-io/zenml ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 54K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.5K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): ``` - conda install -c conda-forge ploomber + pip install zenml ```
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mleap (πŸ₯ˆ30 Β· ⭐ 1.4K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 - [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 470 - 21% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 160K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 150K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` @@ -4007,26 +3942,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install faust ```
+
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 + +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 77 Β· πŸ“‹ 840 - 16% open Β· ⏱️ 18.04.2023): + + ``` + git clone https://github.com/ploomber/ploomber + ``` +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.5K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): + ``` + pip install ploomber + ``` +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 55K Β· ⏱️ 14.04.2023): + ``` + conda install -c conda-forge ploomber + ``` +
whylogs (πŸ₯‰29 Β· ⭐ 2.2K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 94 Β· πŸ“₯ 64 Β· πŸ“¦ 82 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 94 Β· πŸ“₯ 64 Β· πŸ“¦ 85 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 44K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 42K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): ``` pip install whylogs ```
PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 580 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 590 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 290K / month Β· πŸ“¦ 15 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 280K / month Β· πŸ“¦ 15 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4038,35 +3989,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 41K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 42K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.4K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.5K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ```
streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 -- [GitHub](https://github.com/Parsely/streamparse) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 220 Β· πŸ“¦ 57 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 18.07.2022): +- [GitHub](https://github.com/Parsely/streamparse) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 220 Β· πŸ“¦ 58 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 18.07.2022): ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.6K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 3.3K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 15 - 73% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 16 - 75% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 89K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 80K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4078,19 +4029,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 17K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 18K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ```
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 08.04.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 840 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 730 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ``` @@ -4118,7 +4069,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 12K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 11K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4129,28 +4080,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 100 - 24% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 840 / month Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 860 / month): ``` pip install batchflow ```
-
pdpipe (πŸ₯‰21 Β· ⭐ 700) - Easy pipelines for pandas DataFrames. MIT +
pdpipe (πŸ₯‰21 Β· ⭐ 710) - Easy pipelines for pandas DataFrames. MIT - [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 52 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.7K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.6K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): ``` pip install pdpipe ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 20K Β· ⏱️ 24.09.2022): +- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 21K Β· ⏱️ 24.09.2022): ``` conda install -c conda-forge pdpipe ``` @@ -4167,50 +4118,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install mara-pipelines ```
-
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 21 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 12 Β· πŸ“‹ 13 - 15% open Β· ⏱️ 24.10.2022): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 330 / month Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· πŸ“¦ 1 Β· ⏱️ 21.10.2022): ``` - pip install d6tflow + pip install flupy ```
-
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT +
Databolt Flow (πŸ₯‰16 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 12 Β· πŸ“‹ 13 - 15% open Β· ⏱️ 24.10.2022): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 72 Β· πŸ“¦ 22 Β· πŸ“‹ 23 - 43% open Β· ⏱️ 26.10.2022): ``` - git clone https://github.com/olirice/flupy + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· πŸ“¦ 1 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 280 / month): ``` - pip install flupy + pip install d6tflow ```
-
bodywork-core (πŸ₯‰16 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +
bodywork-core (πŸ₯‰15 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - [GitHub](https://github.com/bodywork-ml/bodywork-core) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 17 Β· πŸ“¦ 11 Β· πŸ“‹ 77 - 25% open Β· ⏱️ 04.07.2022): ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 160 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 87 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ```
datajob (πŸ₯‰15 Β· ⭐ 100) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 -- [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 57 - 29% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 81 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 100 / month): ``` pip install datajob ``` @@ -4222,7 +4173,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 32 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 40 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4234,7 +4185,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰20 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 590 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
@@ -4244,36 +4195,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡38 Β· ⭐ 2.1K Β· πŸ’€) - Canonical source repository for PyYAML. MIT +
XlsxWriter (πŸ₯‡37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 760K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 58K Β· πŸ“‹ 870 - 2% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/yaml/pyyaml + git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 74K Β· ⏱️ 13.10.2021): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.9K Β· ⏱️ 14.01.2023): ``` - pip install pyyaml + pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 33M Β· ⏱️ 09.11.2022): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.6M Β· ⏱️ 13.03.2023): ``` - conda install -c conda-forge pyyaml + conda install -c conda-forge xlsxwriter ```
-
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 +
PyYAML (πŸ₯‰36 Β· ⭐ 2.1K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 58K Β· πŸ“‹ 860 - 2% open Β· ⏱️ 09.04.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): ``` - git clone https://github.com/jmcnamara/XlsxWriter + git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.8K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 74K Β· ⏱️ 13.10.2021): ``` - pip install xlsxwriter + pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.6M Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 33M Β· ⏱️ 09.11.2022): ``` - conda install -c conda-forge xlsxwriter + conda install -c conda-forge pyyaml ```
jmespath (πŸ₯‰33 Β· ⭐ 1.8K) - JMESPath is a query language for JSON. MIT @@ -4287,7 +4238,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install jmespath ``` -- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 14M Β· ⏱️ 18.06.2022): +- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 15M Β· ⏱️ 18.06.2022): ``` conda install -c conda-forge jmespath ``` @@ -4300,7 +4251,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.6K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.6K Β· πŸ“‹ 240 - 25% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.7K Β· πŸ“‹ 240 - 25% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/seperman/deepdiff @@ -4314,14 +4265,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge deepdiff ```
-
typing_inspect (πŸ₯‰25 Β· ⭐ 300) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰20 Β· ⭐ 300 Β· πŸ“‰) - Runtime inspection utilities for Python typing module. MIT -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 27 Β· πŸ“‹ 54 - 37% open Β· ⏱️ 21.11.2022): +- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 26 Β· πŸ“‹ 52 - 34% open Β· ⏱️ 21.11.2022): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month Β· πŸ“¦ 280 Β· ⏱️ 17.08.2022): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month): ``` pip install typing_inspect ``` @@ -4332,7 +4283,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 40) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 41) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰24 Β· ⭐ 71 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4341,14 +4292,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡40 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡41 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 680K Β· πŸ“‹ 640 - 18% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 680K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 130M / month Β· πŸ“¦ 18K Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 120M / month Β· πŸ“¦ 18K Β· ⏱️ 21.12.2022): ``` pip install attrs ``` @@ -4375,7 +4326,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ35 Β· ⭐ 6.1K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.1K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.2K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/mahmoud/boltons @@ -4384,14 +4335,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.1M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.3M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 89K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 90K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4405,7 +4356,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 4.6K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ34 Β· ⭐ 4.7K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 36% open Β· ⏱️ 20.03.2023): @@ -4416,30 +4367,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.3M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.4M Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge tenacity ```
python-dependency-injector (πŸ₯ˆ33 Β· ⭐ 2.8K) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 210 Β· πŸ“¦ 1.9K Β· πŸ“‹ 480 - 28% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 490 - 28% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 21K Β· ⏱️ 19.12.2022): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 22K Β· ⏱️ 19.12.2022): ``` conda install -c conda-forge dependency_injector ```
natsort (πŸ₯ˆ33 Β· ⭐ 740) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 19K Β· πŸ“‹ 85 - 2% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 19K Β· πŸ“‹ 86 - 2% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/SethMMorton/natsort @@ -4453,14 +4404,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge natsort ```
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funcy (πŸ₯‰31 Β· ⭐ 3K) - A fancy and practical functional tools. BSD-3 +
funcy (πŸ₯‰31 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 - [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.3K Β· πŸ“‹ 76 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.3M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): ``` pip install funcy ``` @@ -4471,32 +4422,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰28 Β· ⭐ 2.7K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 95 Β· πŸ“¦ 340 Β· πŸ“‹ 410 - 18% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 95 Β· πŸ“¦ 340 Β· πŸ“‹ 410 - 18% open Β· ⏱️ 14.04.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 54K / month Β· πŸ“¦ 53 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 53K / month Β· πŸ“¦ 53 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.7K Β· ⏱️ 13.03.2022): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.8K Β· ⏱️ 13.03.2022): ``` conda install -c conda-forge returns ```
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ubelt (πŸ₯‰26 Β· ⭐ 670) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰27 Β· ⭐ 680) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.4K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 44 Β· πŸ“¦ 2.4K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 24K / month Β· πŸ“¦ 64 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 22K / month): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 41K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 43K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ``` @@ -4504,7 +4455,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... - retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 610 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰24 Β· ⭐ 620 Β· πŸ’€) - API Rate Limit Decorator. MIT - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 @@ -4517,12 +4468,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡41 Β· ⭐ 52K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 26K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 27K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 53K / month Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 52K / month Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4535,9 +4486,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ33 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ32 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.2K Β· πŸ“₯ 59K Β· πŸ“‹ 4.9K - 30% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.4K Β· πŸ“₯ 60K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 14.04.2023): ``` git clone https://github.com/micropython/micropython @@ -4549,7 +4500,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyston (πŸ₯ˆ22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 -- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 84 Β· πŸ“₯ 18K Β· πŸ“‹ 99 - 44% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 85 Β· πŸ“₯ 18K Β· πŸ“‹ 99 - 44% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/pyston/pyston @@ -4569,55 +4520,55 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 520 Β· πŸ“¦ 490K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 520 Β· πŸ“¦ 500K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 51M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 52M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 21M Β· ⏱️ 10.04.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 21M Β· ⏱️ 19.04.2023): ``` conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡38 Β· ⭐ 19K Β· πŸ’€) - A cross-platform command-line utility that creates projects.. BSD-3 +
pyparsing (πŸ₯‡39 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“₯ 7.8K Β· πŸ“¦ 760K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 19.04.2023): ``` - git clone https://github.com/cookiecutter/cookiecutter + git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 76M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` - pip install cookiecutter + pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 650K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 34M Β· ⏱️ 14.07.2022): ``` - conda install -c conda-forge cookiecutter + conda install -c conda-forge pyparsing ```
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pyparsing (πŸ₯‡38 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT +
cookiecutter (πŸ₯‡38 Β· ⭐ 19K Β· πŸ’€) - A cross-platform command-line utility that creates projects.. BSD-3 -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 250 Β· πŸ“₯ 7.8K Β· πŸ“¦ 750K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): ``` - git clone https://github.com/pyparsing/pyparsing + git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 76M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): ``` - pip install pyparsing + pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 34M Β· ⏱️ 14.07.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 660K Β· ⏱️ 01.06.2022): ``` - conda install -c conda-forge pyparsing + conda install -c conda-forge cookiecutter ```
pycparser (πŸ₯ˆ36 Β· ⭐ 2.8K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 530K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 21.03.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 540K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/eliben/pycparser @@ -4631,14 +4582,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
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diagrams (πŸ₯ˆ34 Β· ⭐ 29K) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯ˆ34 Β· ⭐ 30K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.8K Β· πŸ“¦ 940 Β· πŸ“‹ 500 - 64% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 960 Β· πŸ“‹ 510 - 64% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 97K / month Β· πŸ“¦ 27 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 96K / month Β· πŸ“¦ 27 Β· ⏱️ 13.01.2023): ``` pip install diagrams ``` @@ -4654,7 +4605,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 76M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 75M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): ``` pip install wrapt ``` @@ -4663,7 +4614,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
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decorator (πŸ₯ˆ34 Β· ⭐ 750) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 760) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 97 Β· πŸ“¦ 410K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): @@ -4674,7 +4625,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 19M Β· ⏱️ 07.01.2022): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 20M Β· ⏱️ 07.01.2022): ``` conda install -c conda-forge decorator ``` @@ -4690,39 +4641,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.5M Β· ⏱️ 13.08.2022): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.6M Β· ⏱️ 13.08.2022): ``` conda install -c conda-forge py4j ```
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fastcore (πŸ₯ˆ32 Β· ⭐ 830) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯ˆ32 Β· ⭐ 840) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.2K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.2K Β· πŸ“‹ 320 - 5% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 530K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 510K / month): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 37K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 38K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge fastcore ```
pluggy (πŸ₯‰31 Β· ⭐ 930) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 60M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 61M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 18M Β· ⏱️ 31.10.2022): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 19M Β· ⏱️ 31.10.2022): ``` conda install -c conda-forge pluggy ``` @@ -4734,7 +4685,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 380K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 370K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4743,25 +4694,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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pyscaffold (πŸ₯‰30 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT +
Copier (πŸ₯‰29 Β· ⭐ 990) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 170 Β· πŸ“‹ 280 - 7% open Β· ⏱️ 04.04.2023): - - ``` - git clone https://github.com/pyscaffold/pyscaffold - ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 240K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): - ``` - pip install pyscaffold - ``` -- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 160K Β· ⏱️ 23.01.2023): - ``` - conda install -c conda-forge pyscaffold - ``` -
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Copier (πŸ₯‰29 Β· ⭐ 980) - Library and command-line utility for rendering projects templates. MIT - -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 390 Β· πŸ“‹ 360 - 15% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 390 Β· πŸ“‹ 360 - 16% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/copier-org/copier @@ -4771,9 +4706,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install copier ```
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python-mss (πŸ₯‰28 Β· ⭐ 820 Β· πŸ“ˆ) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰28 Β· ⭐ 830) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 76 Β· πŸ“‹ 120 - 28% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“‹ 130 - 25% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/BoboTiG/python-mss @@ -4782,7 +4717,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 23K Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 23K Β· ⏱️ 20.04.2023): ``` conda install -c conda-forge python-mss ``` @@ -4794,7 +4729,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.5K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 5K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ``` @@ -4806,7 +4741,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 79K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 81K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` @@ -4818,23 +4753,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.5M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.4M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.5M Β· ⏱️ 09.08.2021): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.6M Β· ⏱️ 09.08.2021): ``` conda install -c conda-forge send2trash ```
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catalogue (πŸ₯‰26 Β· ⭐ 140) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰27 Β· ⭐ 140) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 23K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 23K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 64 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.8M / month Β· πŸ“¦ 64 Β· ⏱️ 18.10.2022): ``` pip install catalogue ``` @@ -4843,8 +4778,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
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Show 3 hidden projects... +
Show 4 hidden projects... +- pyscaffold (πŸ₯‰27 Β· ⭐ 1.8K) - Python project template generator with batteries included. ❗Unlicensed - openpyxl (πŸ₯‰26 Β· ⭐ 55) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT diff --git a/history/2023-04-20_changes.md b/history/2023-04-20_changes.md new file mode 100644 index 0000000..9fff362 --- /dev/null +++ b/history/2023-04-20_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.1K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- pydantic (πŸ₯‡45 Β· ⭐ 13K Β· πŸ“ˆ) - Data validation using Python type hints. MIT +- peewee (πŸ₯‡42 Β· ⭐ 10K Β· πŸ“ˆ) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT +- tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.5K Β· πŸ“ˆ) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +- docarray (πŸ₯ˆ34 Β· ⭐ 2.1K Β· πŸ“ˆ) - The data structure for multimodal data Neural Search Vector.. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- fabric (πŸ₯‰30 Β· ⭐ 14K Β· πŸ“‰) - Simple, Pythonic remote execution and deployment. BSD-2 +- multidict (πŸ₯‰25 Β· ⭐ 340 Β· πŸ“‰) - The multidict implementation. ❗Unlicensed +- pandas-datareader (πŸ₯‰23 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. ❗Unlicensed +- Singer (πŸ₯‰20 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- typing_inspect (πŸ₯‰20 Β· ⭐ 300 Β· πŸ“‰) - Runtime inspection utilities for Python typing module. MIT + diff --git a/history/2023-04-20_projects.csv b/history/2023-04-20_projects.csv new file mode 100644 index 0000000..ff8005d --- /dev/null +++ b/history/2023-04-20_projects.csv @@ -0,0 +1,389 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-13 20:35:12.000,2023-04-13 20:35:10,367.0,25.0,2000,373.0,188.0,15.0,31.0,13457,2023-04-13 20:35:23.000,2023.04.13,93.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-04-16 14:27:34.000,2023-04-13 20:37:15,221.0,25.0,144,52.0,136.0,1.0,2.0,1860,2023-04-13 20:37:20.000,2023.04.13,85.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-04-13 20:34:56.000,2023-04-13 20:34:55,219.0,25.0,38,22.0,133.0,1.0,5.0,710,2023-04-13 20:35:02.000,2023.04.13,84.0,6.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-04-16 14:27:34.000,2023-04-13 20:37:15,221.0,25.0,144,52.0,136.0,1.0,2.0,1860,2023-04-13 20:37:20.000,2023.04.13,85.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-13 20:35:12.000,2023-04-13 20:35:10,367.0,25.0,2000,373.0,188.0,15.0,31.0,13457,2023-04-13 20:35:23.000,2023.04.13,93.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-01-27 22:41:14.000,2023-01-27 22:41:14,830.0,3.0,6752,1668.0,320.0,9.0,73.0,37184,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-13 20:35:12.000,2023-04-13 20:35:10,367.0,25.0,2000,373.0,188.0,15.0,31.0,13457,2023-04-13 20:35:23.000,2023.04.13,93.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-04-20 13:20:29.000,2023-04-20 10:17:38,32188.0,907.0,15998,1108.0,28376.0,3582.0,20927.0,38032,2023-04-03 14:12:30.948,2.0.0,113.0,3307.0,53,True,pandas,conda-forge/pandas,['pandas'],189703.0,111170663.0,1150869.0,1083039.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,67830.0,110713547.0,https://anaconda.org/conda-forge/pandas,2023-04-03 23:10:44.239,37798840.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-04-20 13:00:05.000,2023-04-20 10:44:07,32071.0,722.0,7840,580.0,12188.0,2151.0,9400.0,23258,2023-02-05 20:16:57.000,1.24.2,139.0,1608.0,51,True,numpy,conda-forge/numpy,,700229.0,147969982.0,1693328.0,1563060.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,130268.0,147310639.0,https://anaconda.org/conda-forge/numpy,2023-02-06 01:44:11.557,53970809.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-04-20 13:17:12.000,2023-04-20 03:23:51,11496.0,693.0,14960,2078.0,6841.0,857.0,4829.0,59052,2023-04-13 00:09:03.404,4.22.3,131.0,1079.0,50,True,protobuf,conda-forge/protobuf,,34310333.0,122807465.0,406638.0,387664.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15704.0,116573800.0,https://anaconda.org/conda-forge/protobuf,2023-04-16 21:48:53.645,13521755.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3270.0,5403685.0,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-04-20 08:07:46.000,2023-04-19 21:40:58,53629.0,303.0,23260,1954.0,48980.0,989.0,30672.0,57097,2023-03-28 17:24:02.816,7.4.0,321.0,6719.0,48,True,ansible,conda-forge/ansible,,,4304837.0,31336.0,27262.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4074.0,4292172.0,https://anaconda.org/conda-forge/ansible,2023-04-11 04:11:18.462,861276.0,1.0,,,,,,,,,,,,,,,,,, +11,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-04-20 12:07:44.000,2023-04-19 17:55:06,16199.0,339.0,1124,90.0,607.0,181.0,7076.0,7108,2023-04-06 00:02:14.779,2.0.9,277.0,616.0,46,True,SQLAlchemy,conda-forge/sqlalchemy,,41034.0,69766849.0,598415.0,551429.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46986.0,69610706.0,https://anaconda.org/conda-forge/sqlalchemy,2023-04-06 09:11:14.998,11639177.0,1.0,,,,,,1.0,,,,,,,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-04-20 13:03:54.000,2023-04-19 21:53:33,10250.0,514.0,1160,122.0,6548.0,22.0,2173.0,5477,2023-04-14 12:36:24.397,40.0.2,113.0,288.0,46,True,cryptography,conda-forge/cryptography,,,169049057.0,461627.0,440728.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,20899.0,168523772.0,https://anaconda.org/conda-forge/cryptography,2023-04-14 22:18:08.631,36769971.0,1.0,,,,,,,,,,,,,,,,,, +13,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-04-20 13:25:39.000,2023-04-20 11:04:20,19440.0,787.0,12220,759.0,20635.0,869.0,6442.0,30315,2023-04-14 21:02:23.000,helm-chart/1.9.0,142.0,2804.0,45,True,apache-airflow,conda-forge/airflow,,459139.0,10781093.0,6715.0,6457.0,https://pypi.org/project/apache-airflow,2023-03-14 22:53:02.187,258.0,9604039.0,https://anaconda.org/conda-forge/airflow,2023-04-01 12:31:40.959,872537.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-04-14 23:30:40.501723,438.0,111338434.0,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-04-19 13:25:17.000,2023-04-19 13:25:17,12183.0,79.0,4454,482.0,2912.0,602.0,4290.0,21339,2023-02-19 11:47:50.000,5.3.0b2,194.0,1274.0,45,True,celery,conda-forge/celery,,,6349532.0,114223.0,99207.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15016.0,6335555.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1188092.0,1.0,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-04-20 13:11:54.000,2023-04-20 13:11:52,1707.0,208.0,1207,99.0,2108.0,626.0,1742.0,13304,2023-03-22 20:03:45.780,1.10.7,100.0,353.0,45,True,pydantic,conda-forge/pydantic,,,58278228.0,188942.0,182560.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6382.0,58188141.0,https://anaconda.org/conda-forge/pydantic,2023-03-23 10:12:25.306,4594457.0,1.0,,,,,,1.0,,,,,,,pydantic/pydantic,,,,, +16,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-04-19 22:02:51.151,2023-04-19 18:11:45,5086.0,203.0,1743,240.0,663.0,167.0,2770.0,8026,2023-04-19 19:28:35.711,1.26.116,1289.0,141.0,45,True,boto3,conda-forge/boto3,,,525957043.0,309258.0,292082.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17176.0,525760782.0,https://anaconda.org/conda-forge/boto3,2023-04-19 22:02:51.151,15112168.0,1.0,,,,,,,,,,,,,,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-04-10 12:33:29.000,2023-04-03 13:19:05,2245.0,17.0,1320,181.0,1002.0,126.0,1352.0,13724,2022-04-28 17:37:47.000,8.1.3,49.0,337.0,44,True,click,conda-forge/click,,,126031634.0,1261212.0,1188642.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72570.0,125711998.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,25890593.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-04-20 02:07:38.000,2023-04-20 00:16:58,11112.0,234.0,3602,570.0,3327.0,527.0,3821.0,13668,2023-04-17 19:25:05.169,1.27.115,1693.0,412.0,44,True,awscli,conda-forge/awscli,,1305.0,126737264.0,3045.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3043.0,126505930.0,https://anaconda.org/conda-forge/awscli,2023-04-20 01:39:58.246,18736127.0,1.0,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-04-19 21:43:46.000,2023-04-19 21:43:45,9788.0,266.0,1001,65.0,1929.0,139.0,878.0,1266,2023-04-19 19:28:13.456,1.29.116,1676.0,191.0,44,True,botocore,conda-forge/botocore,,,282882383.0,224398.0,216042.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8356.0,282628210.0,https://anaconda.org/conda-forge/botocore,2023-04-19 20:47:59.890,20588030.0,1.0,,,,,,,,,,,,,,,,,, +20,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-04-19 02:11:56.000,2023-04-12 16:49:18,3755.0,97.0,1546,543.0,947.0,120.0,978.0,42953,2023-04-12 16:51:08.360,13.3.4,180.0,221.0,43,True,rich,conda-forge/rich,,,22677787.0,84939.0,80872.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,4067.0,22571459.0,https://anaconda.org/conda-forge/rich,2023-04-12 18:42:29.329,3508841.0,1.0,,,,,,,,,,,,,,,,,, +21,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-04-20 12:16:39.000,2023-04-20 09:12:07,4087.0,231.0,4800,702.0,3569.0,248.0,6546.0,29228,2023-04-20 12:54:32.000,2.17.3,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,135474290.0,4015427.0,13327.0,12084.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1243.0,1713677.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,312263.0,2.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-04-20 08:19:31.000,2023-04-12 00:08:04,2911.0,53.0,3057,641.0,2306.0,139.0,2063.0,20223,2023-03-03 19:50:50.336,23.3.3,32.0,638.0,43,True,flatbuffers,conda-forge/flatbuffers,,183222.0,10413345.0,53419.0,52891.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,273.0,9467951.0,https://anaconda.org/conda-forge/flatbuffers,2023-03-17 08:01:52.765,650332.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-03-03 19:50:29.334,255.0,935831.0,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-04-15 03:23:33.000,2023-04-06 15:27:19,3316.0,171.0,1750,224.0,1210.0,20.0,616.0,15664,2023-04-06 15:29:07.884,18.4.0,280.0,519.0,43,True,Faker,conda-forge/faker,,,7496501.0,129014.0,125964.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3050.0,7486236.0,https://anaconda.org/conda-forge/faker,2023-04-06 17:43:25.470,749404.0,1.0,,,,,,,,,,,,,,,,,, +24,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-04-20 12:05:49.000,2023-04-13 20:59:43,2163.0,42.0,2338,329.0,1298.0,184.0,1245.0,11400,2023-03-29 13:58:01.877,4.4.4,109.0,390.0,43,True,redis,conda-forge/redis-py,,,27624728.0,27297.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27297.0,27613030.0,https://anaconda.org/conda-forge/redis-py,2023-03-29 15:36:35.839,947601.0,1.0,,,,,,,,,,,,,,,,,, +25,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-04-20 13:10:51.000,2023-04-20 13:10:50,6367.0,108.0,517,32.0,713.0,405.0,1331.0,1257,2023-04-18 18:51:04.629,2.15.1,59.0,774.0,43,True,pygments,conda-forge/pygments,,,52209975.0,535486.0,498680.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36806.0,51962529.0,https://anaconda.org/conda-forge/pygments,2023-04-19 11:39:51.285,20785526.0,1.0,,,,,,,,,,,,,,,,,, +26,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-04-20 13:24:29.000,2023-04-20 13:24:27,3394.0,116.0,2094,265.0,3518.0,536.0,1659.0,15911,2023-03-29 18:23:05.000,2.11.0,66.0,505.0,42,True,datasets,conda-forge/datasets,,,3675843.0,14527.0,14113.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,414.0,3666647.0,https://anaconda.org/conda-forge/datasets,2023-03-30 15:59:18.565,257496.0,1.0,,,,,,,,,,,,,,,,,, +27,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-04-20 10:35:57.000,2023-04-19 13:10:52,4512.0,43.0,1369,201.0,457.0,,2249.0,9965,2023-04-18 17:12:03.557,3.16.1,182.0,150.0,42,True,peewee,conda-forge/peewee,,,1102454.0,25052.0,21378.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3674.0,1096321.0,https://anaconda.org/conda-forge/peewee,2023-04-19 02:52:09.488,496806.0,1.0,,,,,,1.0,,,,,,,,,,,, +28,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-04-20 10:56:57.000,2023-04-20 10:56:55,14297.0,836.0,2307,360.0,21952.0,954.0,7135.0,3606,2023-04-20 08:31:58.000,azure-mgmt-applicationinsights_4.0.0,100.0,570.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,37177639.0,2809.0,2184.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,625.0,37161518.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-04-18 01:20:03.450,918908.0,1.0,,,,,,,,,,,,,,,,,, +29,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-04-20 13:01:29.000,2023-04-19 22:09:35,116587.0,778.0,26565,1480.0,40124.0,8335.0,56112.0,52010,2020-07-22 03:00:52.000,0.0.6,11.0,2439.0,41,True,cpython,conda-forge/typing,,,81480.0,3.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,,51558.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2543387.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +30,pulumi,pulumi/pulumi,"Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language, Your Way.",,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-04-20 09:25:26.000,2023-04-20 08:42:47,9735.0,755.0,875,170.0,6013.0,1742.0,4242.0,15718,2023-04-19 01:26:00.799,3.64.0,3880.0,224.0,41,True,pulumi,,,206314.0,1696570.0,3136.0,2441.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,127.0,614040.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-04-19 01:24:55.561,568.0,1072706.0,,,,,,,,,,,,, +31,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-04-20 11:13:08.000,2023-04-19 19:19:32,14350.0,592.0,1165,153.0,5179.0,441.0,3131.0,11765,2023-04-13 21:38:49.000,2.10.4,162.0,145.0,41,True,prefect,conda-forge/prefect,,,806924.0,2638.0,2638.0,https://pypi.org/project/prefect,,,798245.0,https://anaconda.org/conda-forge/prefect,2023-04-14 00:08:05.915,425282.0,1.0,,,,,,,,,,,,,,,,,, +32,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-04-20 13:21:52.000,2023-04-20 13:19:29,38937.0,657.0,3903,260.0,20878.0,4264.0,1429.0,6763,2023-03-17 14:57:06.000,2.46.0,82.0,1468.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,6861241.0,186.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,184.0,6859165.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-03-12 14:02:35.756,39451.0,1.0,,,,,,,,,,,,,,,,,, +33,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-04-04 13:18:25.000,2023-02-22 19:05:19,3299.0,6.0,1623,198.0,1539.0,421.0,1193.0,6190,2022-11-02 19:44:38.922,6.0.1,80.0,433.0,41,True,docker,conda-forge/docker-py,,411.0,28900817.0,63303.0,59629.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3674.0,28860771.0,https://anaconda.org/conda-forge/docker-py,2023-03-16 20:04:15.557,3243435.0,2.0,,,,,,,,,,,,,,,,,, +34,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-04-16 17:34:50.000,2023-04-16 10:29:49,1291.0,46.0,336,60.0,503.0,109.0,517.0,4708,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,41,True,attrs,conda-forge/attrs,,,123975291.0,700025.0,682313.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17712.0,123605131.0,https://anaconda.org/conda-forge/attrs,2022-12-21 14:25:41.273,27021705.0,1.0,,,,,,,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-04-20 01:38:21.000,2023-04-20 01:38:20,9248.0,49.0,1447,308.0,7160.0,237.0,3377.0,4170,2023-04-19 17:48:44.000,google-cloud-confidentialcomputing-v0.1.0,100.0,328.0,41,True,google-cloud-storage,conda-forge/google-cloud-storage,,,38238546.0,1878.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1878.0,38191165.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-03-30 02:54:50.745,3316684.0,1.0,,,,,,,,,,,,,,,,,, +36,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-04-17 15:30:53.000,2023-04-17 15:29:10,2463.0,76.0,556,59.0,312.0,28.0,704.0,4101,2022-11-29 20:39:18.560,4.17.3,83.0,108.0,41,True,jsonschema,conda-forge/jsonschema,,,67376032.0,381734.0,363213.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18521.0,67154675.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,18594044.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +37,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-04-17 13:24:08.000,2023-04-05 17:44:56,4207.0,49.0,493,57.0,861.0,242.0,1167.0,1860,2023-01-23 10:26:08.294,3.8.0,33.0,193.0,41,True,h5py,conda-forge/h5py,,2628.0,12678849.0,223106.0,208592.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14514.0,12544989.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,11375065.0,1.0,,,,,,,,,,,,,,,,,, +38,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-04-20 13:21:59.000,2023-04-20 13:19:55,6101.0,995.0,838,129.0,4746.0,711.0,2925.0,16564,2023-04-17 16:30:33.208,0.17.5,280.0,208.0,40,True,polars,,,,484957.0,1700.0,1556.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,144.0,484957.0,,,,2.0,,,,,,,,,,,,,,,,,, +39,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-04-15 13:20:02.000,2023-04-15 12:59:50,12779.0,57.0,2917,618.0,3439.0,899.0,3835.0,15776,2022-03-06 10:55:38.000,2.1.0,9.0,586.0,40,True,kivy,conda-forge/kivy,,30213.0,101202.0,9604.0,9604.0,https://pypi.org/project/kivy,,,95772.0,https://anaconda.org/conda-forge/kivy,2023-02-06 04:38:21.801,292661.0,1.0,,,,,,,,,,,,,,,,,, +40,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-04-09 12:07:59.000,2023-04-08 11:55:28,1742.0,61.0,1338,209.0,795.0,149.0,901.0,8869,2023-02-19 14:10:32.002,1.13.0,72.0,286.0,40,True,rq,conda-forge/rq,,,655953.0,15032.0,13272.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1760.0,654849.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,89446.0,1.0,,,,,,,,,,,,,,,,,, +41,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-03-31 14:42:28.000,2023-03-31 14:42:11,1049.0,15.0,1396,231.0,457.0,32.0,606.0,7272,2023-03-28 03:56:56.000,1.0.3,37.0,119.0,40,True,PyMySQL,conda-forge/pymysql,,,31103074.0,171700.0,161064.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10636.0,31086627.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1085518.0,1.0,,,,,,,,,,,,,,,,,, +42,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-04-20 12:06:17.000,2023-04-19 22:57:49,14157.0,1291.0,914,95.0,8079.0,1668.0,3873.0,7204,2023-04-19 19:36:35.000,1.3.0,534.0,299.0,40,True,dagster,conda-forge/dagster,,,580138.0,1227.0,1113.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,114.0,559527.0,https://anaconda.org/conda-forge/dagster,2023-03-04 00:09:39.431,845069.0,1.0,,,,,,,,,,,,,,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-04-20 02:57:03.000,2023-04-18 12:36:48,1510.0,13.0,1142,393.0,1184.0,36.0,974.0,3913,2023-04-06 20:59:42.000,8.7.0,129.0,192.0,40,True,elasticsearch,conda-forge/elasticsearch,,2818.0,14583242.0,43270.0,37218.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6052.0,14573238.0,https://anaconda.org/conda-forge/elasticsearch,2023-04-06 20:53:44.818,812737.0,1.0,,,,,,,,,,,,,,,,,, +44,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-04-19 13:37:21.000,2023-04-11 14:24:29,1441.0,60.0,243,36.0,459.0,27.0,229.0,3006,2023-03-02 16:32:43.000,9.1.1,42.0,101.0,40,True,more-itertools,conda-forge/more-itertools,,2632.0,35907719.0,183062.0,174433.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8629.0,35753016.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11136112.0,1.0,,,,,,,,,,,,,,,,,, +45,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-04-20 13:06:21.000,2023-04-12 23:07:28,3862.0,42.0,1830,317.0,742.0,756.0,727.0,8266,,,27.0,183.0,39,True,paramiko,conda-forge/paramiko,,,35596264.0,75223.0,75223.0,https://pypi.org/project/paramiko,,,35558023.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,3021085.0,2.0,,,,,,,,,,,,,,,,,, +46,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-04-20 12:30:45.000,2023-04-20 00:46:39,10741.0,630.0,1298,72.0,5947.0,149.0,1480.0,8238,2023-04-13 16:51:38.000,0.16.7,212.0,381.0,39,True,great_expectations,conda-forge/great-expectations,,,9076308.0,26.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,26.0,9066045.0,https://anaconda.org/conda-forge/great-expectations,2023-04-05 06:38:33.412,626053.0,2.0,,,,,,,,,,,,,,,,,, +47,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-04-15 06:47:45.000,2023-04-11 07:16:02,3166.0,22.0,623,82.0,956.0,161.0,1024.0,6516,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,39,True,marshmallow,conda-forge/marshmallow,,,20644959.0,85451.0,75247.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10204.0,20624103.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1647692.0,2.0,,,,,,,,,,,,,,,,,, +48,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-04-17 15:12:57.000,2023-04-17 15:12:57,354.0,12.0,358,35.0,220.0,30.0,213.0,5870,2023-02-24 06:47:13.294,1.0.0,44.0,91.0,39,True,python-dotenv,conda-forge/python-dotenv,,,29956742.0,437477.0,429887.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,7590.0,29927017.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2288837.0,1.0,,,,,,,,,,,,,,,,,, +49,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-04-04 14:47:16.000,2023-04-04 14:46:59,1438.0,48.0,671,130.0,374.0,169.0,446.0,5778,2023-03-20 09:22:33.000,3.0.0,44.0,143.0,39,True,watchdog,conda-forge/watchdog,,,13020674.0,96433.0,88431.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8002.0,12995846.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,1986290.0,1.0,,,,,,,,,,,,,,,,,, +50,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-04-18 15:45:15.000,2023-04-10 19:57:15,1640.0,44.0,3052,136.0,825.0,97.0,1133.0,5634,2023-02-16 01:06:58.000,26.1.0,84.0,176.0,39,True,kubernetes,conda-forge/kubernetes,,,13588592.0,1292.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1292.0,13581987.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,402907.0,2.0,,,,,,,,,,,,,,,,,, +51,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-04-18 19:22:59.000,2023-04-18 19:22:32,4081.0,33.0,1211,136.0,1098.0,378.0,1308.0,3979,2023-03-03 10:21:35.000,0.27.0,72.0,385.0,39,True,mongoengine,conda-forge/mongoengine,,,1123052.0,23513.0,19940.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3573.0,1120548.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,200370.0,2.0,,,,,,,,,,,,,,,,,, +52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-04-17 18:11:58.000,2023-04-17 18:11:47,3043.0,18.0,475,74.0,282.0,21.0,1200.0,2928,2023-04-03 11:33:15.441,2.9.6,56.0,127.0,39,False,psycopg2,psycopg2,,,14391598.0,637803.0,576404.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61379.0,14389352.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,199934.0,2.0,,,,,,,,,,,,,,20.0,,,, +53,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-04-04 14:35:03.000,2022-12-03 20:07:04,1571.0,,426,42.0,610.0,327.0,393.0,2034,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34898.0,212081274.0,1009054.0,1005814.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,3240.0,211577498.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,41783683.0,1.0,,,,,,,,,,,,,,,,,, +54,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-04-13 21:45:32.000,2023-04-13 19:32:39,1663.0,55.0,182,19.0,113.0,102.0,840.0,1871,2023-04-05 19:41:12.851,1.10.3,112.0,164.0,39,True,alembic,conda-forge/alembic,,,23359400.0,166865.0,155449.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11416.0,23319659.0,https://anaconda.org/conda-forge/alembic,2023-04-06 07:50:51.051,3219044.0,2.0,,,,,,,,,,,,,,,,,, +55,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-04-19 13:25:46.000,2023-04-19 13:25:42,1130.0,47.0,250,23.0,162.0,32.0,269.0,1812,2022-05-10 23:30:45.000,pyparsing_3.0.9,68.0,55.0,39,True,pyparsing,conda-forge/pyparsing,,7771.0,75969209.0,790943.0,759023.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31920.0,75551714.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,34223078.0,1.0,,,,,,,,,,,,,,,,,, +56,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-04-20 09:53:42.000,2023-04-20 00:47:24,2132.0,45.0,246,25.0,705.0,201.0,349.0,578,2023-04-08 17:51:07.755,2023.4.0,67.0,175.0,39,True,fsspec,conda-forge/fsspec,,,84524500.0,44003.0,43416.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,587.0,84297126.0,https://anaconda.org/conda-forge/fsspec,2023-04-08 19:04:26.549,11368740.0,1.0,,,,,,,,,,,,,,,,,, +57,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-04-11 22:58:48.175,2023-02-13 20:24:46,287.0,8.0,1369,381.0,162.0,131.0,169.0,24387,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,38,True,fire,conda-forge/fire,,,6344408.0,21491.0,19853.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1638.0,6337166.0,https://anaconda.org/conda-forge/fire,2023-04-11 22:58:48.175,506940.0,2.0,,,,,,,,,,,,,,,,,, +58,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-04-19 01:53:13.000,2022-09-09 12:04:10,2962.0,,1808,229.0,1035.0,270.0,570.0,19372,2022-06-01 17:01:17.000,2.1.1,34.0,285.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2243058.0,21038.0,19489.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1549.0,2235088.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,661510.0,1.0,,,,,,,,,,,,,,,,,, +59,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-04-19 06:50:59.000,2023-04-12 10:28:38,2698.0,24.0,675,151.0,710.0,555.0,544.0,8294,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,24018524.0,1401.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1401.0,23617582.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,14834877.0,2.0,,,,,,,,,,,,,,,,,, +60,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-04-20 09:10:43.000,2023-04-19 05:31:52,6027.0,215.0,1216,134.0,3299.0,424.0,3449.0,6839,2023-04-19 17:15:36.000,1.2.6,173.0,276.0,38,True,dbt,conda-forge/dbt,,1325.0,108973.0,2525.0,2495.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,105886.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,233860.0,2.0,,,,,,,,,,,,,,,dbt,,, +61,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-04-05 23:32:33.000,2023-03-02 20:25:13,2157.0,1.0,1338,154.0,946.0,282.0,1174.0,5169,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1827.0,7164081.0,18516.0,17137.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1379.0,7158594.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,388375.0,2.0,,,,,,,,,,,,,,,,,, +62,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-04-20 11:35:29.000,2023-04-14 22:35:20,5245.0,52.0,1095,239.0,1189.0,5.0,,3824,2022-11-17 21:50:05.000,4.3.3,131.0,197.0,38,True,pymongo,conda-forge/pymongo,,,19419947.0,19829.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19829.0,19407427.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1026701.0,2.0,,,,,,,,,,,,,,,,,, +63,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-04-20 09:58:34.000,2023-04-19 08:37:16,1457.0,25.0,367,62.0,667.0,380.0,437.0,3218,2022-10-10 12:56:17.006,1.1.1,104.0,120.0,38,True,joblib,conda-forge/joblib,,,28128830.0,280036.0,274160.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5876.0,27912860.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,17493628.0,2.0,,,,,,,,,,,,,,,,,, +64,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-04-08 15:54:19.000,2023-04-02 16:48:18,1600.0,25.0,459,96.0,300.0,183.0,288.0,2360,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,38,True,pexpect,conda-forge/pexpect,,4320.0,31011468.0,281722.0,265661.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16061.0,30851897.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,13400927.0,1.0,,,,,,,,,,,,,,,,,, +65,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-04-20 02:22:58.000,2023-04-19 16:08:58,1644.0,47.0,239,57.0,1001.0,92.0,471.0,587,2023-04-19 13:44:05.497,3.10.0,142.0,126.0,38,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,28411415.0,19656.0,18567.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1089.0,28375076.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-04-20 00:24:02.749,2543777.0,2.0,,,,,,,,,,,,,,,,,, +66,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-04-11 13:46:20.000,2023-03-14 09:46:08,4074.0,5.0,2277,483.0,2267.0,85.0,876.0,16476,2023-03-14 09:49:03.000,3.2.1,55.0,598.0,37,True,luigi,luigi,,,684523.0,2096.0,2096.0,https://pypi.org/project/luigi,,,684375.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,12734.0,2.0,,,,,,,,stable/luigi,,,,,,,,,, +67,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-04-20 13:24:22.000,2023-04-20 11:31:21,2369.0,181.0,603,110.0,2532.0,893.0,2663.0,8563,2023-04-12 12:52:31.000,0.20.0,71.0,113.0,37,True,modin,conda-forge/modin-core,['pandas'],196568.0,1004810.0,1033.0,995.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,38.0,990686.0,https://anaconda.org/conda-forge/modin-core,2023-04-12 17:58:57.344,224216.0,2.0,,,,,,,,,,,,,,,,,, +68,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-04-20 13:19:50.000,2023-04-17 12:21:14,2227.0,89.0,773,105.0,1076.0,275.0,960.0,8293,2023-03-22 16:12:03.011,0.18.7,39.0,187.0,37,True,kedro,,,,524809.0,1608.0,1544.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,64.0,524809.0,,,,2.0,,,,,,,,,,,,,,,,,, +69,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-04-10 14:51:18.000,2023-04-10 14:51:17,2420.0,17.0,1207,235.0,473.0,146.0,994.0,7737,2022-12-24 01:04:06.789,4.2.5,50.0,174.0,37,True,supervisor,conda-forge/supervisor,,,1228852.0,10921.0,8969.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1225936.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,242054.0,2.0,,,,,,,,,,,,,,,,,, +70,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-04-03 07:23:39.000,2023-04-03 07:23:39,1422.0,75.0,483,142.0,226.0,5.0,438.0,6551,2023-03-20 20:01:03.746,2.0.3,41.0,92.0,37,True,sh,conda-forge/sh,,,4371031.0,14701.0,12091.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2610.0,4368952.0,https://anaconda.org/conda-forge/sh,2023-03-20 22:08:43.456,164298.0,2.0,,,,,,,,,,,,,,,,,, +71,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-04-13 16:13:54.000,2023-04-13 16:08:22,1316.0,21.0,594,121.0,116.0,22.0,850.0,3212,2023-04-13 16:14:05.799,3.1.0,157.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11062495.0,62261.0,58401.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3860.0,11026063.0,https://anaconda.org/conda-forge/xlsxwriter,2023-03-13 23:11:54.668,2586694.0,1.0,,,,,,,,,,,,,,,,,, +72,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-04-20 12:12:52.000,2023-04-19 02:26:20,4569.0,113.0,925,106.0,3424.0,1110.0,2702.0,2943,2023-04-18 15:35:52.246,2023.4.1,77.0,423.0,37,True,xarray,conda-forge/xarray,,,2248000.0,1803.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1802.0,2156784.0,https://anaconda.org/conda-forge/xarray,2023-04-18 22:38:13.882,7753410.0,2.0,,,,,,,,,,,,,,,,,, +73,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-04-16 20:10:30.000,2023-04-12 08:45:00,2578.0,77.0,460,120.0,516.0,264.0,1450.0,2574,2023-03-31 09:23:06.427,0.30.4,149.0,60.0,37,True,xlwings,conda-forge/xlwings,,23958.0,93749.0,28406.0,27768.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,638.0,84868.0,https://anaconda.org/conda-forge/xlwings,2023-03-31 12:27:43.183,581641.0,1.0,,,,,,,,,,,,,,,,,, +74,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-03-31 09:46:12.000,2023-01-28 19:30:20,2771.0,19.0,422,59.0,186.0,59.0,474.0,2328,2023-01-28 00:19:28.000,3.17.0x,45.0,134.0,37,True,pycryptodomex,conda-forge/pycryptodomex,,,30124957.0,66932.0,65417.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1515.0,30106192.0,https://anaconda.org/conda-forge/pycryptodomex,2022-11-27 20:49:06.507,1200985.0,2.0,,,,,,,,,,,,,,,,,, +75,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-04-10 14:48:56.000,2023-04-10 14:48:56,1495.0,16.0,438,133.0,549.0,291.0,368.0,2254,2023-03-23 14:03:04.308,1.1.8,29.0,127.0,37,True,dateparser,conda-forge/dateparser,,,5004826.0,20184.0,18974.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1210.0,5003047.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,133474.0,2.0,,,,,,,,,,,,,,,,,, +76,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-04-10 11:30:34.098,2023-04-06 19:00:56,650.0,19.0,329,67.0,122.0,18.0,175.0,1572,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,37,True,simplejson,conda-forge/simplejson,,6140.0,18703818.0,122780.0,101891.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20889.0,18668195.0,https://anaconda.org/conda-forge/simplejson,2023-04-10 11:30:34.098,2453088.0,2.0,,,,,,,,,,,,,,,,,, +77,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-04-13 06:00:56.000,2023-04-13 06:00:56,4412.0,47.0,237,58.0,340.0,155.0,524.0,1201,2022-12-23 13:29:42.000,3.8.0,36.0,115.0,37,True,tables,conda-forge/pytables,,172.0,779854.0,47297.0,44872.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2425.0,708074.0,https://anaconda.org/conda-forge/pytables,2023-04-08 17:21:15.847,5742307.0,2.0,,,,,,,,,,,,,,,,,, +78,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-04-03 02:37:50.000,2023-01-29 03:07:44,1874.0,1.0,278,39.0,236.0,198.0,197.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,future,conda-forge/future,,,33377242.0,285049.0,267827.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17222.0,33240567.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,11070724.0,1.0,,,,,,,,,,,,,,,,,, +79,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,937,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,190446589.0,1749205.0,1613673.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135532.0,189961019.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,40302354.0,1.0,,,,,,,,,,,,,,,,,, +80,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-04-13 22:42:01.000,2023-04-13 22:42:00,1957.0,12.0,190,26.0,572.0,89.0,190.0,550,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,122.0,23654885.0,319097.0,304467.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14630.0,23420648.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,19675010.0,2.0,,,,,,,,,,,,,,,,,, +81,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-04-19 17:30:25.000,2023-04-19 17:30:25,6746.0,100.0,1708,220.0,3018.0,709.0,2569.0,11519,2022-10-10 23:14:01.867,4.60.4,180.0,18.0,36,True,pysimplegui,conda-forge/pysimplegui,,,210296.0,8254.0,7965.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,289.0,208030.0,https://anaconda.org/conda-forge/pysimplegui,2022-10-17 23:43:38.474,99722.0,2.0,,,,,,,,,,,,,,,,,, +82,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-04-07 20:33:17.000,2023-01-15 16:27:26,925.0,,540,224.0,229.0,71.0,249.0,9280,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,36,True,uvloop,conda-forge/uvloop,,374.0,7716654.0,75984.0,74155.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1829.0,7707968.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,573038.0,1.0,,,,,,,,,,,,,,,,,, +83,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-01-19 09:52:40.000,2022-11-15 16:25:22,1396.0,,639,133.0,666.0,95.0,394.0,8275,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,36,True,arrow,conda-forge/arrow,,,10717964.0,51429.0,46726.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4703.0,10699096.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1566118.0,2.0,,,,,,,,,,,,,,,,,, +84,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-04-11 12:17:55.000,2023-04-11 12:17:55,1165.0,12.0,576,140.0,306.0,35.0,214.0,4245,2023-03-24 12:15:01.094,3.4.0,43.0,121.0,36,True,tablib,conda-forge/tablib,,,1654430.0,43863.0,42584.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1279.0,1653333.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,84495.0,2.0,,,,,,,,,,,,,,,,,, +85,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-04-20 10:03:56.000,2023-04-20 09:52:03,2103.0,188.0,600,60.0,1242.0,32.0,868.0,3406,2023-04-13 16:54:05.000,3.0.0,135.0,128.0,36,True,awswrangler,conda-forge/awswrangler,['pandas'],185202.0,22290903.0,1010.0,959.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,51.0,22278690.0,https://anaconda.org/conda-forge/awswrangler,2023-04-17 14:21:31.804,339968.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +86,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-04-20 13:11:34.000,2023-04-20 13:11:32,832.0,18.0,822,274.0,500.0,241.0,823.0,3203,2023-04-06 10:08:29.000,2.1.0,28.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,8488012.0,6214.0,5806.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,408.0,8478758.0,https://anaconda.org/conda-forge/python-confluent-kafka,2022-10-28 11:20:00.868,675575.0,2.0,,,,,,,,,,,,,,,,,, +87,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-04-17 03:11:21.000,2022-11-04 10:01:12,370.0,,225,44.0,140.0,107.0,138.0,3137,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,132554091.0,646689.0,625922.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20767.0,132310162.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,20490114.0,2.0,,,,,,,,,,,,,,,,,, +88,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-04-20 11:24:43.000,2023-04-19 17:26:32,2616.0,28.0,1162,199.0,1159.0,242.0,1690.0,3077,2022-08-09 21:52:30.000,4.1.2,41.0,216.0,36,True,netmiko,,,,185075.0,3756.0,3499.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,257.0,185075.0,,,,3.0,,,,,,,,,,,,,,,,,, +89,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-04-17 13:39:38.000,2023-04-17 13:39:38,547.0,5.0,564,95.0,174.0,26.0,300.0,2835,,,21.0,82.0,36,True,pycparser,conda-forge/pycparser,,,102969846.0,555259.0,538241.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17018.0,102605792.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,29124354.0,2.0,,,,,,,,,,,,,,,,,, +90,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-03-13 08:28:00.000,2022-09-13 22:22:16,316.0,,442,51.0,243.0,259.0,285.0,2145,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,36,True,pyyaml,conda-forge/pyyaml,,,182089262.0,74313.0,,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74313.0,181689260.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,32800237.0,3.0,,,,,,,,,,,,,,,,,, +91,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-04-10 14:22:50.000,2023-04-10 14:22:49,710.0,71.0,108,36.0,194.0,51.0,182.0,1185,2023-03-26 05:58:06.126,3.0.5,112.0,62.0,36,True,argcomplete,conda-forge/argcomplete,,237.0,20433169.0,44222.0,42283.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,1939.0,20419483.0,https://anaconda.org/conda-forge/argcomplete,2023-03-26 08:01:28.091,1012582.0,2.0,,,,,,,,,,,,,,,,,, +92,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-04-14 08:44:22.852,2023-04-13 10:37:08,1375.0,31.0,307,30.0,321.0,179.0,236.0,1075,2023-04-13 10:41:10.000,0.41.0,213.0,115.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4534441.0,23746.0,21639.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2107.0,4528716.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-04-14 08:44:22.852,452335.0,2.0,,,,,,,,,,,,,,,,,, +93,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-04-20 11:47:23.000,2023-04-20 11:13:38,6296.0,443.0,1199,354.0,224.0,64.0,403.0,13109,2022-08-10 07:02:49.000,1.7.0,21.0,112.0,35,True,tink,,,1038.0,129437.0,45.0,41.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,129016.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2020-08-25 01:23:33.578,1.0,406.0,,,,,,,,,,,,, +94,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-04-17 23:28:12.000,2023-02-21 11:05:36,430.0,10.0,438,68.0,243.0,220.0,152.0,10974,2022-11-05 19:45:18.017,0.7.0,25.0,32.0,35,True,typer,conda-forge/typer,,,11779825.0,2538.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2538.0,11745185.0,https://anaconda.org/conda-forge/typer,2022-11-07 14:47:47.784,1247051.0,2.0,,,,,,,,,,,,,,,,,, +95,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,162.0,109.0,260.0,184.0,7776,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,12252306.0,102915.0,90641.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12274.0,12232166.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1691795.0,2.0,,,,,,,,,,,,,,,,,, +96,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-04-18 17:06:33.000,2023-04-02 19:11:27,1516.0,8.0,340,151.0,190.0,60.0,99.0,6118,2023-02-20 06:30:03.674,23.0.0,51.0,84.0,35,True,boltons,conda-forge/boltons,,23.0,4224030.0,4591.0,4174.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,417.0,4208883.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,1257215.0,2.0,,,,,,,,,,,,,,,,,, +97,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-04-11 13:20:51.000,2023-04-09 15:23:55,550.0,22.0,159,31.0,71.0,6.0,299.0,4478,2023-04-09 15:52:02.000,3.8.10,102.0,18.0,35,True,orjson,conda-forge/orjson,,,10938977.0,40936.0,40044.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,892.0,10920551.0,https://anaconda.org/conda-forge/orjson,2023-04-09 19:05:54.583,663370.0,2.0,,,,,,,,,,,,,,,,,, +98,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-04-07 19:09:31.000,2022-11-03 19:39:10,1206.0,,249,84.0,346.0,114.0,142.0,4226,2022-07-10 04:30:45.196,0.12.0,26.0,74.0,35,True,toolz,conda-forge/toolz,,,17381686.0,93280.0,89826.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3454.0,17202020.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,14732680.0,2.0,,,,,,,,,,,,,,,,,, +99,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-04-04 04:50:57.000,2023-04-04 04:50:55,854.0,17.0,363,87.0,250.0,22.0,314.0,4036,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,35,True,ujson,conda-forge/ujson,,,7530350.0,4335.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4335.0,7480207.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3309491.0,2.0,,,,,,,,,,,,,,,,,, +100,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-04-18 21:59:19.122,2023-04-18 15:37:27,1559.0,26.0,409,86.0,105.0,6.0,160.0,3207,2023-04-18 18:15:47.621,8.13.10,219.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4532094.0,1405.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1405.0,4523221.0,https://anaconda.org/conda-forge/phonenumbers,2023-04-18 21:59:19.122,727652.0,1.0,,,,,,,,,,,,,,,,,, +101,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2925,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,sortedcontainers,conda-forge/sortedcontainers,,,18911078.0,110412.0,108374.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2038.0,18792292.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9621731.0,1.0,,,,,,,,,,,,,,,,,, +102,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-04-20 12:53:01.000,2023-04-20 10:47:15,5095.0,778.0,401,76.0,3931.0,70.0,1994.0,2635,2023-04-11 17:45:32.960,5.1.0,36.0,135.0,35,True,ibis-framework,conda-forge/ibis-framework,,63.0,91312.0,521.0,470.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,88007.0,https://anaconda.org/conda-forge/ibis-framework,2023-04-11 19:20:15.448,277358.0,2.0,,,,,,,,,,,,,,,,,, +103,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-04-04 03:57:57.000,2023-03-23 15:50:32,1252.0,10.0,181,49.0,302.0,126.0,220.0,2580,2023-01-02 21:27:10.757,1.8.1,27.0,108.0,35,True,plumbum,conda-forge/plumbum,,,1155341.0,4408.0,3939.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,469.0,1142857.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,948813.0,3.0,,,,,,,,,,,,,,,,,, +104,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-04-03 11:31:20.000,2023-04-03 11:31:20,979.0,14.0,157,23.0,143.0,159.0,309.0,1900,2022-10-23 22:50:21.000,dill-0.3.6,25.0,41.0,35,True,dill,conda-forge/dill,,290352.0,23652836.0,95368.0,91663.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3705.0,23603018.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,3876318.0,2.0,,,,,,,,,,,,,,,,,, +105,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-04-19 15:20:31.000,2023-03-17 18:35:18,975.0,17.0,190,27.0,149.0,62.0,182.0,1638,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,12460386.0,7396.0,6666.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,730.0,12456694.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,243708.0,1.0,,,,,,,,,,,,,,,,,, +106,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-04-17 15:55:17.000,2023-03-25 23:08:27,422.0,1.0,145,28.0,272.0,81.0,161.0,1365,2023-01-19 09:28:09.524,2.2.1,38.0,54.0,35,True,cloudpickle,conda-forge/cloudpickle,,20.0,24766400.0,78821.0,76031.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2790.0,24616991.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,12699824.0,2.0,,,,,,,,,,,,,,,,,, +107,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-04-16 16:08:56.000,2023-04-16 09:33:24,808.0,23.0,104,26.0,244.0,58.0,236.0,1244,,,23.0,40.0,35,True,anyio,conda-forge/anyio,,,27163037.0,112961.0,112961.0,https://pypi.org/project/anyio,,,27018259.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,6225489.0,2.0,,,,,,,,,,,,,,,,,, +108,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-04-17 13:27:48.000,2023-04-17 13:27:48,980.0,12.0,221,22.0,345.0,103.0,275.0,680,2023-04-08 18:03:03.185,2023.4.0,57.0,117.0,35,True,s3fs,conda-forge/s3fs,,,87499207.0,13543.0,12938.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,605.0,87433331.0,https://anaconda.org/conda-forge/s3fs,2023-04-08 21:10:23.413,5467763.0,2.0,,,,,,,,,,,,,,,,,, +109,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-04-16 00:24:41.000,2023-01-13 00:58:19,511.0,,1864,365.0,440.0,328.0,178.0,29583,2023-01-13 01:02:27.000,0.23.3,44.0,127.0,34,True,diagrams,conda-forge/diagrams,,,100137.0,983.0,956.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,27.0,95777.0,https://anaconda.org/conda-forge/diagrams,2023-04-07 13:33:12.269,152631.0,2.0,,,,,,,,,,,,,,,,,, +110,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-04-12 17:44:37.000,2023-04-11 15:40:50,389.0,8.0,832,208.0,173.0,127.0,278.0,10722,,,4.0,57.0,34,True,schedule,conda-forge/schedule,,,2277235.0,24701.0,24701.0,https://pypi.org/project/schedule,,,2276432.0,https://anaconda.org/conda-forge/schedule,2023-04-11 03:15:46.375,32136.0,3.0,,,,,,,,,,,,,,,,,, +111,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-04-11 01:55:34.000,2023-02-25 00:51:39,793.0,9.0,313,63.0,232.0,199.0,263.0,5418,2020-07-24 18:17:05.000,2.1.2,46.0,88.0,34,True,pendulum,conda-forge/pendulum,,90.0,11440612.0,19239.0,19239.0,https://pypi.org/project/pendulum,,,11430557.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,703813.0,2.0,,,,,,,,,,,,,,,,,, +112,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-04-19 18:24:00.000,2023-03-20 14:32:03,469.0,21.0,227,47.0,187.0,81.0,140.0,4671,2023-02-28 14:24:03.236,8.2.2,51.0,80.0,34,True,tenacity,conda-forge/tenacity,,,24603807.0,1161.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1161.0,24542426.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4358121.0,2.0,,,,,,,,,,,,,,,,,, +113,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,1.0,777,412.0,366.0,145.0,1144.0,3639,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,166.0,2970262.0,9804.0,8836.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,968.0,2970150.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7235.0,2.0,,,,,,,,,,,,,,,,,, +114,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-04-19 18:02:15.000,2023-04-18 12:16:38,1169.0,11.0,302,40.0,458.0,427.0,473.0,3497,2023-01-30 02:35:01.295,0.19.3,150.0,120.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,91764.0,5455.0,5370.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,85.0,91248.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,11360.0,2.0,,,,,,2.0,,,,,,,,,,,, +115,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-04-19 15:28:03.000,2023-04-18 11:09:20,678.0,37.0,259,34.0,461.0,105.0,327.0,2996,2023-03-02 15:19:20.000,3.1.12,60.0,108.0,34,True,dynaconf,conda-forge/dynaconf,,,1896312.0,6265.0,6265.0,https://pypi.org/project/dynaconf,,,1894717.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,47875.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +116,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,230,48.0,261.0,49.0,295.0,2970,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5332688.0,14596.0,13475.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1121.0,5328846.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,307368.0,2.0,,,,,,,,,,,,,,,,,, +117,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,4.0,264,48.0,98.0,36.0,157.0,2314,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5684852.0,43541.0,40307.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3234.0,5682023.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,203735.0,2.0,,,,,,,,,,,,,,,,,, +118,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-03-20 14:37:47.000,2023-02-09 01:15:40,210.0,6.0,141,36.0,56.0,47.0,60.0,2244,2023-02-09 01:16:46.619,23.1.0,13.0,30.0,34,True,aiofiles,conda-forge/aiofiles,,,9395691.0,88748.0,86961.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1787.0,9387517.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,539529.0,2.0,,,,,,,,,,,,,,,,,, +119,docarray,jina-ai/docarray,The data structure for multimodal data Neural Search Vector Search Document Store.,,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-04-20 12:58:33.000,2023-04-20 06:03:17,1197.0,204.0,164,39.0,960.0,94.0,362.0,2093,2023-04-18 07:59:14.000,0.30.0,534.0,59.0,34,True,docarray,conda-forge/docarray,,,84595.0,207.0,201.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,6.0,78739.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,87848.0,2.0,,,,,,3.0,,,,,,,docarray/docarray,,,,, +120,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-04-17 18:05:24.000,2023-01-30 20:16:12,9680.0,28.0,894,88.0,1702.0,77.0,114.0,1935,2023-01-09 20:58:01.975,3.7.0,70.0,456.0,34,True,apache-libcloud,,,,148396.0,3743.0,2894.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,849.0,148396.0,,,,2.0,,,,,,,,,,,,,,,,,, +121,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,4.0,209,45.0,69.0,32.0,134.0,1843,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,wrapt,conda-forge/wrapt,,,75356339.0,11743.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11743.0,75219361.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,10958279.0,2.0,,,,,,,,,,,,,,,,,, +122,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-04-08 05:18:25.000,2023-04-08 05:18:25,850.0,7.0,223,47.0,271.0,7.0,260.0,1736,2023-03-09 02:43:32.000,1.0.5,20.0,76.0,34,True,msgpack,conda-forge/msgpack-python,,982.0,32845485.0,2183.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2183.0,32696251.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,11489933.0,3.0,,,,,,,,,,,,,,,,,, +123,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,,2011-12-17 21:12:01.000,2023-02-06 03:22:54.000,2023-01-28 14:19:39,895.0,19.0,220,52.0,150.0,21.0,182.0,1464,,,15.0,63.0,34,False,greenlet,conda-forge/greenlet,,,56755641.0,231044.0,231044.0,https://pypi.org/project/greenlet,,,56663509.0,https://anaconda.org/conda-forge/greenlet,2023-01-28 20:52:05.920,6541384.0,2.0,,,,,,,,,,,,,,,,,, +124,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-04-18 23:50:44.000,2023-04-08 15:59:51,5991.0,17.0,513,79.0,1067.0,17.0,,1327,2023-03-28 19:26:01.531,3.26.0,73.0,189.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1372660.0,5530.0,4832.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,698.0,1370490.0,https://anaconda.org/conda-forge/cassandra-driver,2023-03-29 08:38:54.895,156282.0,2.0,,,,,,,,,,,,,,,,,, +125,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-02-22 17:53:44.000,2023-02-22 17:53:44,1346.0,3.0,155,34.0,156.0,60.0,225.0,1124,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,9698192.0,2342.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2342.0,9679473.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1272901.0,3.0,,,,,,,,,,,,,,,,,, +126,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-03-30 08:14:55.000,2023-02-23 00:11:59,1963.0,12.0,136,18.0,153.0,50.0,425.0,1003,2022-12-18 20:26:01.606,23.13.1,186.0,112.0,34,True,keyring,conda-forge/keyring,,,24274070.0,3929.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3929.0,24237565.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,3029942.0,3.0,,,,,,,,,,,,,,,,,, +127,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-04-20 13:08:54.000,2023-04-17 20:50:35,1774.0,194.0,376,18.0,768.0,27.0,317.0,952,2023-04-17 20:54:39.000,.0.23,50.0,208.0,34,True,holidays,conda-forge/holidays,,172.0,5457052.0,419.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,419.0,5399537.0,https://anaconda.org/conda-forge/holidays,2023-04-17 23:05:52.902,2933229.0,2.0,,,,,,,,,,,,,,,,,, +128,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,97,23.0,54.0,11.0,93.0,756,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,68011369.0,434353.0,410074.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24279.0,67769302.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,19607503.0,2.0,,,,,,,,,,,,,,,,,, +129,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-04-18 17:42:19.822,2023-04-18 16:47:56,237.0,29.0,82,13.0,135.0,11.0,82.0,535,2023-04-18 16:57:10.527,3.12.0,59.0,35.0,34,True,filelock,conda-forge/filelock,,,59175219.0,234396.0,231828.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2568.0,59027246.0,https://anaconda.org/conda-forge/filelock,2023-04-18 17:42:19.822,12133807.0,2.0,,,,,,,,,,,,,,,,,, +130,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-04-10 03:05:41.000,2023-04-10 03:05:32,2751.0,15.0,539,139.0,463.0,191.0,965.0,10048,2023-03-23 02:11:46.000,1.9.0,217.0,59.0,33,True,dearpygui,,,,21496.0,1831.0,1795.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,36.0,21496.0,,,,2.0,,,,,,,,,,,,,,,,,, +131,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-19 16:26:49.000,2023-03-04 17:45:05,299.0,22.0,557,132.0,186.0,165.0,336.0,5595,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,33,True,eel,,,,74983.0,5198.0,5124.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,74.0,74983.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +132,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-04-18 05:24:18.000,2023-03-07 20:01:07,1828.0,19.0,584,131.0,327.0,64.0,809.0,5434,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,33,True,csvkit,conda-forge/csvkit,,,145237.0,1688.0,1320.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,368.0,144068.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,85345.0,2.0,,,,,,,,,,,,,,,,,, +133,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-04-18 19:17:15.000,2023-01-16 12:56:18,319.0,,232,53.0,190.0,133.0,184.0,3380,2022-12-18 09:18:01.579,0.7.0,41.0,52.0,33,True,databases,conda-forge/databases,,,425132.0,18433.0,18302.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,131.0,421667.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,173262.0,2.0,,,,,,,,,,,,,,,,,, +134,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-04-18 14:44:52.000,2023-04-18 14:44:52,516.0,10.0,726,69.0,392.0,79.0,395.0,3324,2023-01-23 22:15:52.000,0.16.0,45.0,130.0,33,True,prometheus_client,conda-forge/prometheus_client,,,18890124.0,718.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,718.0,18756897.0,https://anaconda.org/conda-forge/prometheus_client,2023-01-24 04:49:16.134,10391709.0,2.0,,,,,,,,,,,,,,,,,, +135,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-03-21 14:26:46.000,2022-12-19 03:14:24,1998.0,,209,46.0,184.0,139.0,348.0,2816,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,33,True,dependency-injector,conda-forge/dependency_injector,,,1069400.0,2023.0,1960.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,63.0,1068262.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,21628.0,2.0,,,,,,,,,,,,,,,,,, +136,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-04-19 08:16:09.000,2023-04-14 13:49:36,454.0,11.0,525,123.0,199.0,61.0,915.0,2650,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,33,False,pyodbc,conda-forge/pyodbc,,,23997605.0,2107.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2107.0,23983395.0,https://anaconda.org/conda-forge/pyodbc,2023-04-12 14:56:04.681,966343.0,2.0,,,,,,,,,,,,,,,,,, +137,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-04-17 23:37:13.000,2023-04-17 23:37:12,196.0,6.0,168,27.0,71.0,4.0,81.0,2397,2023-03-01 19:38:11.000,3.8,8.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1304969.0,95514.0,95514.0,https://pypi.org/project/python-decouple,,,1304081.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,59537.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +138,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-04-12 19:30:06.000,2023-04-12 19:30:05,1720.0,9.0,189,88.0,198.0,,,2144,2023-04-03 20:26:32.000,3.1.2,42.0,42.0,33,True,motor,conda-forge/motor,,,1361597.0,57561.0,56426.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1135.0,1360535.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,55247.0,2.0,,,,,,,,,,,,,,,,,, +139,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,83.0,1887,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,54780192.0,39150.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39147.0,54512274.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,19822854.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,42.0,,,,,,,,,,,,, +140,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-04-10 16:43:27.000,2022-12-29 07:29:09,696.0,,140,43.0,108.0,22.0,143.0,1846,,,24.0,69.0,33,True,pyrsistent,conda-forge/pyrsistent,,,53256389.0,256220.0,256220.0,https://pypi.org/project/pyrsistent,,,52945345.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,16796425.0,1.0,,,,,,,,,,,,,,,,,, +141,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-31 03:02:53.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,157.0,53.0,84.0,1790,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,130491705.0,6891.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6891.0,130312162.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,14542990.0,3.0,,,,,,,,,,,,,,,,,, +142,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-03-12 20:31:41.000,2023-03-12 20:24:25,450.0,7.0,251,26.0,106.0,11.0,136.0,1658,2023-03-12 20:27:37.000,2.4.0,35.0,60.0,33,True,emoji,conda-forge/emoji,,,1716830.0,56140.0,54740.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1400.0,1715884.0,https://anaconda.org/conda-forge/emoji,2022-11-02 16:35:36.450,47320.0,1.0,,,,,,,,,,,,,,,,,, +143,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-02-13 22:49:48.000,2023-02-09 12:48:47,1087.0,14.0,205,45.0,175.0,51.0,334.0,1426,2022-11-30 17:34:49.000,2.0.6,18.0,87.0,33,True,pygsheets,,,,1353042.0,1845.0,1763.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,82.0,1353042.0,,,,2.0,,,,,,,,,,,,,,,,,, +144,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,5.0,216,64.0,389.0,115.0,595.0,1391,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,33,True,typing,conda-forge/typing,,,8412523.0,5775.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5775.0,8382602.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2543364.0,2.0,,,,,,,,,,,,,,,,,, +145,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-04-17 23:10:03.000,2023-04-13 23:57:49,1763.0,33.0,217,47.0,756.0,247.0,356.0,1126,2023-02-24 18:17:02.569,2.14.2,66.0,86.0,33,True,zarr,conda-forge/zarr,,,221526.0,2492.0,2165.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,327.0,194615.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2233640.0,2.0,,,,,,,,,,,,,,,,,, +146,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,180,50.0,196.0,80.0,370.0,1110,2022-11-23 18:35:01.134,1.7.12,87.0,58.0,33,True,petl,conda-forge/petl,,,741022.0,3428.0,3345.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,83.0,738849.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,171728.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +147,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-03-09 19:29:08.000,2023-02-12 00:08:39,785.0,1.0,192,42.0,109.0,137.0,269.0,1059,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,33,True,py4j,conda-forge/py4j,,,29580308.0,21751.0,21067.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,684.0,29548337.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2557753.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +148,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-04-11 01:26:43.000,2023-04-04 11:45:40,1273.0,9.0,93,32.0,202.0,42.0,191.0,891,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,568255.0,41240.0,39614.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1626.0,528070.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3335368.0,2.0,,,,,,,,,,,,,,,,,, +149,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-04-20 11:57:38.000,2023-04-13 16:09:26,1439.0,28.0,170,97.0,682.0,8.0,218.0,786,2023-03-31 10:11:57.000,5.7.0,119.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,180130.0,4443.0,4217.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,177664.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-03-31 12:59:36.797,172651.0,2.0,,,,,,,,,,,,,,,,,, +150,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-04-19 04:42:53.000,2023-04-19 04:35:31,1002.0,48.0,42,15.0,74.0,2.0,84.0,743,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,33,True,natsort,conda-forge/natsort,,,3281416.0,19879.0,18723.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1156.0,3265359.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1172195.0,2.0,,,,,,,,,,,,,,,,,, +151,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-04-13 01:34:09.000,2023-04-13 01:33:02,311.0,78.0,120,15.0,138.0,13.0,117.0,719,2023-04-13 01:35:07.000,0.21.1,13.0,43.0,33,True,validators,conda-forge/validators,,,5173316.0,65077.0,65077.0,https://pypi.org/project/validators,,,5165209.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,332417.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +152,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-04-15 07:02:33.000,2023-04-06 14:56:18,1101.0,5.0,268,31.0,777.0,4.0,492.0,628,2023-03-24 05:45:10.000,7.1.14,103.0,111.0,33,True,minio,conda-forge/minio,,,1085775.0,4704.0,4313.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,391.0,1083119.0,https://anaconda.org/conda-forge/minio,2023-03-24 06:44:38.269,122209.0,2.0,,,,,,,,,,,,,,,,,, +153,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-02-13 14:10:43.000,2022-10-18 01:49:53,790.0,,128,24.0,88.0,50.0,129.0,289,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,48548365.0,106215.0,99163.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,48435082.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,7929864.0,3.0,,,,,,,,,,,,,,,,,, +154,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,9.0,70,14.0,31.0,28.0,44.0,253,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,pytz,conda-forge/pytz,,,115675063.0,1528475.0,1445828.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82647.0,115220884.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,37696933.0,3.0,,,,,,,,,,,,,,,,,, +155,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-04-19 18:40:09.000,2023-04-19 17:48:40,548.0,5.0,116,16.0,210.0,48.0,32.0,165,2022-05-31 19:44:50.000,0.6.0,32.0,35.0,33,True,s3transfer,conda-forge/s3transfer,,,216002015.0,189471.0,185183.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4288.0,215819546.0,https://anaconda.org/conda-forge/s3transfer,2022-05-31 23:35:02.613,14779997.0,2.0,,,,,,,,,,,,,,,,,, +156,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-04-20 11:55:26.000,2023-04-14 14:07:40,14627.0,185.0,6359,731.0,5190.0,1550.0,3435.0,16333,2022-06-16 06:19:58.000,1.19,13.0,565.0,32,True,micropython-_markupbase,,,59707.0,878.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +157,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-04-04 09:31:56.000,2023-04-04 09:31:55,689.0,4.0,494,106.0,151.0,15.0,285.0,5802,2023-01-14 16:25:06.868,4.7.1,67.0,80.0,32,True,tinydb,conda-forge/tinydb,,,414675.0,11184.0,10330.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,854.0,411279.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,278513.0,2.0,,,,,,,,,,,,,,,,,, +158,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,442,108.0,93.0,73.0,159.0,5118,,,4.0,49.0,32,True,xmltodict,conda-forge/xmltodict,,,23256604.0,52510.0,52510.0,https://pypi.org/project/xmltodict,,,23224155.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2595970.0,2.0,,,,,,,,,,,,,,,,,, +159,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-03-24 23:30:50.000,2023-03-24 23:30:33,962.0,10.0,362,86.0,166.0,,565.0,4453,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,72686.0,1338.0,1167.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,171.0,72192.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,29663.0,2.0,,,,,,,,,,,,,,,,,, +160,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-03-30 20:13:54.000,2022-12-14 22:13:47,1548.0,,338,261.0,1629.0,108.0,485.0,3262,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1015.0,1766585.0,305.0,292.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,13.0,1760674.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,276880.0,2.0,,,,,,,,,,,,,,,,,, +161,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-04-06 05:35:33.000,2023-01-19 03:03:16,1011.0,,351,48.0,367.0,80.0,307.0,2848,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,32,True,smart-open,conda-forge/smart_open,,,12928498.0,604.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,604.0,12906128.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1744887.0,2.0,,,,,,,,,,,,,,,,,, +162,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-02-05 07:09:09.000,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,71.0,2739,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,4516115.0,7037.0,6174.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,863.0,4514117.0,https://anaconda.org/conda-forge/schema,2021-12-02 07:54:56.628,89920.0,2.0,,,,,,,,,,,,,,,,,, +163,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2600,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,76699.0,1372.0,1259.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,113.0,70267.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,508141.0,2.0,,,,,,,,,,,,,,,,,, +164,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-04-19 20:21:23.000,2023-04-18 11:32:17,818.0,7.0,412,40.0,614.0,265.0,355.0,2158,2023-02-21 04:04:20.000,5.4.1,88.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1258222.0,1540.0,1383.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,157.0,1251068.0,https://anaconda.org/conda-forge/pynamodb,2023-02-21 17:01:50.758,314798.0,3.0,,,,,,,,,,,,,,,,,, +165,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-04-18 16:19:19.000,2022-03-15 11:17:01,1020.0,,242,37.0,347.0,132.0,246.0,1996,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2488942.0,12911.0,12847.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,64.0,2488840.0,https://anaconda.org/conda-forge/pypika,2023-04-15 15:29:51.129,1853.0,3.0,,,,,,,,,,,,,,,,,, +166,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,3.0,202,39.0,237.0,41.0,201.0,1763,2022-04-07 15:40:18.000,0.13.1,12.0,90.0,32,True,voluptuous,conda-forge/voluptuous,,,2230162.0,12931.0,12931.0,https://pypi.org/project/voluptuous,,,2226778.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,274182.0,2.0,,,,,,,,,,,,,,,,,, +167,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1654,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,32,True,humanize,conda-forge/humanize,,,4486353.0,1942.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1942.0,4481838.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,370231.0,2.0,,,,,,,,,,,,,,,,,, +168,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-04-13 21:51:55.000,2023-03-17 22:10:49,264.0,7.0,139,27.0,46.0,5.0,217.0,1639,2023-01-22 22:31:46.730,5.3.0,44.0,9.0,32,True,cachetools,conda-forge/cachetools,,,73820471.0,3244.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3244.0,73714153.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8292820.0,1.0,,,,,,,,,,,,,,,,,, +169,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-04-14 23:47:05.000,2023-04-14 23:47:04,1041.0,7.0,76,16.0,551.0,72.0,421.0,1447,2022-12-08 21:01:02.889,2.3.0,144.0,29.0,32,True,omegaconf,conda-forge/omegaconf,,,4394769.0,11677.0,11490.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,187.0,4372791.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,857180.0,3.0,,,,,,,,,,,,,,,,,, +170,SDV,sdv-dev/SDV,"Synthetic Data Generation for tabular, relational and time series data.",,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-04-19 22:21:05.000,2023-04-19 22:14:44,1277.0,163.0,218,41.0,526.0,132.0,687.0,1387,2023-03-28 20:39:38.000,1.0.0,93.0,43.0,32,False,sdv,conda-forge/sdv,,,61289.0,199.0,185.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,14.0,60771.0,https://anaconda.org/conda-forge/sdv,2023-03-29 00:26:49.908,8289.0,2.0,,,,,,,,,,,,,,,,,, +171,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-04-14 04:07:58.000,2023-04-14 04:07:51,442.0,35.0,136,29.0,424.0,7.0,107.0,994,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,bcrypt,conda-forge/bcrypt,,,35560527.0,7982.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,7982.0,35500360.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3188873.0,3.0,,,,,,,,,,,,,,,,,, +172,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-04-16 02:45:49.000,2023-03-28 20:26:40,1267.0,26.0,237,18.0,209.0,17.0,299.0,835,2023-03-28 20:05:01.000,1.5.29,74.0,56.0,32,True,fastcore,conda-forge/fastcore,,,508266.0,3229.0,3229.0,https://pypi.org/project/fastcore,,,505866.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,38404.0,2.0,,,,,,,,,,,,,,,,,, +173,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-04-18 10:28:57.000,2022-07-20 10:28:45,567.0,,100,11.0,105.0,24.0,95.0,432,2021-12-15 16:56:20.744,3.2.1,36.0,39.0,32,True,rsa,conda-forge/rsa,,,120673598.0,266832.0,259951.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,6881.0,120538952.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,10906385.0,3.0,,,,,,,,,,,,,,,,,, +174,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-03-30 20:18:42.000,2023-03-29 16:15:54,344.0,7.0,114,60.0,332.0,53.0,247.0,361,2023-01-30 14:26:08.266,0.19.1,42.0,40.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,286.0,6323495.0,6798.0,6504.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,294.0,6299236.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1770664.0,3.0,,,,,,,,,,,,,,,,,, +175,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,327,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,34276777.0,395711.0,382363.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13348.0,34080810.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,17245180.0,3.0,,,,,,,,,,,,,,,,,, +176,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,32.0,104.0,58.0,65.0,229,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,32,False,pyasn1,conda-forge/pyasn1,,,120272063.0,335456.0,320491.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14965.0,120131042.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11281718.0,3.0,,,,,,,,,,,,,,,,,, +177,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-04-13 10:00:18.000,2023-02-21 11:02:54,236.0,8.0,406,132.0,231.0,225.0,146.0,9750,2022-08-30 17:58:44.923,0.0.8,8.0,54.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,364654.0,5668.0,5599.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,69.0,364138.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,10324.0,3.0,,,,,,,,,,,,,,,,,, +178,Activeloop,activeloopai/Hub,"Data Lake for Deep Learning. Multi-modal Vector Database for LLMs/LangChain. Store, query, version, & visualize..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-04-20 13:14:54.000,2023-04-20 06:27:46,7172.0,394.0,438,65.0,1859.0,46.0,365.0,5594,2023-04-11 18:13:20.000,3.2.22,154.0,108.0,31,True,hub,,,,7685.0,189.0,135.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,7685.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +179,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-04-20 13:01:54.000,2023-04-19 17:53:38,6096.0,554.0,586,88.0,1103.0,143.0,533.0,3440,2023-04-12 02:29:00.815,0.3.1,63.0,231.0,31,True,toga,,,1422.0,2183.0,37.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,35.0,1926.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,20.0,,,,,,,,,,,,, +180,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-04-17 05:05:18.000,2022-12-15 14:28:13,3987.0,,233,87.0,76.0,313.0,327.0,3211,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,51.0,79022.0,3722.0,3363.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,359.0,77849.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,88022.0,3.0,,,,,,,,,,,,,,,,,, +181,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3135,2021-12-15 15:22:54.705,0.6.0,14.0,65.0,31,False,blaze,conda-forge/blaze,,,9880.0,9843.0,9025.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,6921.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201221.0,3.0,,,,,,,,,,,,,,,,,, +182,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-03-28 11:36:15.290,2023-03-28 06:19:13,982.0,20.0,135,75.0,51.0,6.0,70.0,3052,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,31,True,funcy,conda-forge/funcy,,,1325345.0,7926.0,7311.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,615.0,1321079.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,319981.0,3.0,,,,,,,,,,,,,,,,,, +183,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-04-19 19:40:01.000,2023-04-13 17:58:04,440.0,41.0,272,17.0,109.0,16.0,124.0,2974,2023-03-25 04:14:00.465,4.7.1,84.0,16.0,31,True,gdown,conda-forge/gdown,,,1126321.0,16084.0,15790.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,294.0,1122413.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,168058.0,2.0,,,,,,,,,,,,,,,,,, +184,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-04-20 13:06:56.000,2023-04-12 15:04:15,5543.0,221.0,285,40.0,1309.0,24.0,158.0,2821,2023-04-12 18:44:17.000,0.38.0,89.0,68.0,31,True,zenml,,,1.0,4525.0,96.0,93.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,4525.0,,,,2.0,,,,,,,,,,,,,,,,,, +185,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-04-17 17:59:15.000,2023-04-17 17:59:14,536.0,29.0,178,15.0,493.0,185.0,378.0,2257,2023-03-20 22:48:01.602,0.14.5,62.0,89.0,31,True,pandera,conda-forge/pandera-core,['pandas'],,879010.0,816.0,758.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,58.0,878325.0,https://anaconda.org/conda-forge/pandera-core,2023-03-21 00:14:13.208,20577.0,3.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +186,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-04-06 18:27:57.286,2023-03-31 15:01:00,1030.0,2.0,392,52.0,253.0,23.0,289.0,2227,2022-06-22 08:12:35.000,2.1.1,34.0,73.0,31,True,mysqlclient,conda-forge/mysqlclient,,5232.0,4212206.0,7184.0,,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7184.0,4207588.0,https://anaconda.org/conda-forge/mysqlclient,2023-04-06 18:27:57.286,245848.0,3.0,,,,,,,,,,,,,,,,,, +187,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-04-03 18:12:25.600,2022-11-17 18:49:16,758.0,,192,60.0,87.0,68.0,277.0,1930,2022-10-26 03:44:13.980,2.8.4,46.0,63.0,31,True,numexpr,conda-forge/numexpr,,183.0,2990409.0,3068.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3068.0,2912570.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6227002.0,3.0,,,,,,,,,,,,,,,,,, +188,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,496,99.0,401.0,142.0,379.0,1644,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1521485.0,8115.0,6883.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1232.0,1518290.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,115025.0,3.0,,,,,,,,,,,,,,,,,, +189,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,6.0,95,33.0,67.0,3.0,64.0,1328,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,12164762.0,2800.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2800.0,12146435.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1447853.0,2.0,,,,,,,,,,,,,,,,,, +190,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-03-22 11:40:15.000,2023-03-22 11:40:09,792.0,48.0,56,25.0,39.0,85.0,71.0,1223,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,31,True,strictyaml,conda-forge/strictyaml,,,450552.0,1678.0,1458.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,220.0,447281.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,196281.0,3.0,,,,,,,,,,,,,,,,,, +191,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-04-13 04:55:09.000,2023-03-14 05:26:52,469.0,4.0,78,23.0,221.0,28.0,63.0,1049,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11477714.0,14692.0,14468.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,224.0,11469893.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,438016.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +192,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,1.0,94,69.0,94.0,49.0,59.0,976,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,appdirs,conda-forge/appdirs,,,12886337.0,248349.0,233390.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14959.0,12784791.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8631439.0,3.0,,,,,,,,,,,,,,,,,, +193,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-04-19 11:09:20.000,2023-04-19 11:09:16,597.0,8.0,121,21.0,221.0,42.0,111.0,934,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,61290348.0,10293.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10293.0,61032365.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,18574826.0,3.0,,,,,,,,,,,,,,,,,, +194,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-04-17 22:19:09.000,2023-04-13 14:34:50,1901.0,55.0,127,44.0,394.0,99.0,241.0,890,2023-03-11 21:23:00.619,0.6.8,27.0,81.0,31,True,intake,conda-forge/intake,,,51876.0,1147.0,1033.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,114.0,44735.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,378487.0,2.0,,,,,,,,,,,,,,,,,, +195,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-04-06 08:46:20.833,2023-04-06 01:53:12,854.0,29.0,87,22.0,85.0,18.0,81.0,807,2023-04-06 02:04:12.666,6.0.4,44.0,48.0,31,True,inflect,conda-forge/inflect,,,3400498.0,968.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,968.0,3396219.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,308124.0,2.0,,,,,,,,,,,,,,,,,, +196,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-04-20 00:07:49.000,2023-04-18 17:00:48,736.0,23.0,41,45.0,597.0,20.0,153.0,50,2023-03-01 18:38:00.438,2.17.0,69.0,64.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4133054.0,2745.0,2738.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,7.0,4131422.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-03-02 11:27:53.568,78378.0,3.0,,,,,,,,,,,,,,,,,, +197,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2018-06-07 13:52:28.873,2023-04-18 16:36:53.000,2023-02-17 22:26:16,778.0,29.0,34,13.0,49.0,4.0,228.0,41,2023-02-17 22:33:05.683,5.12.0,61.0,34.0,31,False,importlib-resources,conda-forge/importlib_resources,,,52615952.0,1094.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1094.0,52416706.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,11556307.0,2.0,,,,,,,,,,,,,,,,,, +198,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-04-14 05:58:46.000,2022-05-08 04:08:19,743.0,,937,274.0,289.0,150.0,451.0,17529,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,True,gooey,conda-forge/gooey,,426.0,8294.0,808.0,730.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,6923.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,64055.0,3.0,,,,,,,,,,,,,,,,,, +199,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-04-17 21:21:14.000,2023-04-13 20:41:09,1553.0,5.0,1716,464.0,548.0,408.0,1300.0,13993,,,9.0,19.0,30,True,fabric,conda-forge/fabric,,,3514841.0,,,https://pypi.org/project/fabric,,,3514064.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,62220.0,3.0,,,,,,-7.0,,,,,,,,,,,, +200,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-04-12 06:05:10.000,2022-12-08 17:33:49,3607.0,,590,141.0,966.0,486.0,767.0,7866,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,255.0,48992.0,482.0,458.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,46928.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,160862.0,3.0,,,,,,,,,,,,,,,,,, +201,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,90.0,180.0,10.0,420.0,4841,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,408670.0,3247.0,2979.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,400172.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,390945.0,1.0,,,,,,,,,,,,,,,,,, +202,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-02-11 18:01:11.000,2023-01-31 21:17:34,775.0,1.0,395,81.0,68.0,354.0,189.0,3370,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,30,True,keyboard,conda-forge/keyboard,,,370262.0,10642.0,10222.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,420.0,369514.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,16459.0,3.0,,,,,,,,,,,,,,,,,, +203,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-04-13 14:41:54.000,2023-04-11 16:23:15,1137.0,24.0,575,176.0,457.0,89.0,475.0,2966,2023-03-13 16:24:01.128,1.81.1,92.0,80.0,30,False,arctic,conda-forge/arctic,,197.0,7799.0,244.0,208.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,36.0,7248.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,25807.0,3.0,,,,,,,,,,,,,,,,,, +204,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2555,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,154793.0,1860.0,1476.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,384.0,154233.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25210.0,3.0,,,,,,,,,,,,,,,,,, +205,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-04-18 11:17:25.000,2023-03-16 19:23:33,3815.0,18.0,307,31.0,307.0,124.0,534.0,2276,2023-01-29 21:11:25.000,2.6.2,92.0,88.0,30,True,pyinfra,,,,20725.0,77.0,77.0,https://pypi.org/project/pyinfra,,,20725.0,,,,3.0,,,,,,,,,,,,,,,,,, +206,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-03-13 01:27:10.000,2023-03-13 01:26:30,214.0,4.0,259,49.0,56.0,40.0,109.0,1933,2023-02-19 15:29:00.772,1.5.9,81.0,26.0,30,True,datasketch,,,19.0,988120.0,761.0,698.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,988120.0,,,,3.0,,,,,,,,,,,,,,,,,, +207,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-03-24 13:03:26.000,2022-10-18 10:59:07,785.0,,173,45.0,216.0,95.0,270.0,1842,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1318543.0,570.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,570.0,1309734.0,https://anaconda.org/conda-forge/fs,2022-03-02 15:54:00.090,590203.0,3.0,,,,,,,,,,,,,,,,,, +208,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-04-10 17:16:24.000,2023-04-07 17:10:45,1024.0,4.0,310,71.0,394.0,102.0,364.0,1451,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,154664.0,233.0,208.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,153302.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,65423.0,2.0,,,,,,,,,,,,,,,,,, +209,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2022-12-08 15:59:11.000,2022-10-28 20:07:55,384.0,,174,28.0,91.0,61.0,136.0,1086,2021-01-11 13:28:44.000,0.4.0,28.0,24.0,30,True,sshtunnel,conda-forge/sshtunnel,,,5264137.0,5592.0,5301.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,291.0,5262776.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,107574.0,3.0,,,,,,,,,,,,,,,,,, +210,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,75.0,21.0,40.0,599.0,856,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2598516.0,7507.0,7196.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,311.0,2590940.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,386395.0,3.0,,,,,,,,,,,,,,,,,, +211,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-04-14 19:10:53.000,2023-04-14 19:10:51,555.0,41.0,126,22.0,435.0,38.0,240.0,833,2023-01-13 20:56:00.725,0.12.0,41.0,40.0,30,True,aiocache,,,2.0,182693.0,1792.0,1681.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,111.0,182693.0,,,,2.0,,,,,,,,,,,,,,,,,, +212,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-04-15 15:01:56.000,2020-10-21 17:48:31,219.0,,73,15.0,254.0,27.0,25.0,667,2020-09-21 21:24:10.000,1.5.2,5.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12599079.0,36802.0,36802.0,https://pypi.org/project/cached-property,,,12535206.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,4662744.0,2.0,,,,,,,,,,,,,,,,,, +213,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-20 12:56:54.000,2023-04-20 12:56:54,294.0,6.0,30,10.0,65.0,2.0,25.0,351,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,3841469.0,26936.0,26659.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,277.0,3818253.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1160826.0,3.0,,,,,,,,,,,,,,,,,, +214,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-04-17 20:58:53.000,2023-04-17 15:08:28,758.0,19.0,59,18.0,365.0,151.0,223.0,313,2023-03-14 09:22:38.000,1.13.0,24.0,34.0,30,True,param,conda-forge/param,,,441595.0,6339.0,6339.0,https://pypi.org/project/param,,,426269.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1103477.0,3.0,,,,,,,,,,,,,,,,,, +215,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-04-11 14:55:32.000,2023-04-11 14:55:28,290.0,26.0,55,6.0,67.0,,75.0,163,2021-10-26 13:46:12.000,4.0.2,42.0,29.0,30,True,tzlocal,conda-forge/tzlocal,,,26922321.0,3734.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3734.0,26897830.0,https://anaconda.org/conda-forge/tzlocal,2023-03-18 16:25:29.751,2008280.0,3.0,,,,,,,,,,,,,,,,,, +216,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-02-25 16:21:00.000,2023-02-25 16:20:56,601.0,42.0,32,4.0,36.0,2.0,56.0,37,2023-02-25 02:18:04.386,3.15.0,45.0,20.0,30,False,zipp,conda-forge/zipp,,,128657852.0,3857.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3857.0,128137784.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,26003447.0,3.0,,,,,,,,,,,,,,,,,, +217,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-04-04 13:18:36.000,2023-04-04 13:18:36,954.0,6.0,4463,642.0,744.0,200.0,100.0,22461,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,5076.0,96.0,80.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,5017.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1416.0,3.0,,,,,,,,,,,,,,,,,, +218,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-03-23 18:39:45.000,2023-03-13 16:40:40,326.0,1.0,573,187.0,89.0,64.0,82.0,6965,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,254169.0,1181.0,1003.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,253845.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23364.0,3.0,,,,,,,,,,,,,,,,,, +219,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,1.0,549,140.0,293.0,280.0,241.0,6532,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,29,True,faust,,,,28109.0,1520.0,1489.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,28109.0,,,,3.0,,,,,,,,,,,,,,,,,, +220,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-02-17 21:58:40.000,2023-02-17 21:58:39,2685.0,1.0,847,174.0,736.0,21.0,957.0,5469,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,29,True,snorkel,conda-forge/snorkel,,1009.0,49363.0,293.0,281.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,48466.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,39802.0,2.0,,,,,,,,,,,,,,,,,, +221,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-03-09 03:31:41.000,2023-01-30 08:55:46,707.0,2.0,285,101.0,134.0,27.0,259.0,4470,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,29,True,dataset,conda-forge/dataset,,,52311.0,3553.0,2985.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,568.0,52104.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5196.0,3.0,,,,,,,,,,,,,,,,,, +222,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-04-18 19:39:53.000,2023-04-18 04:05:42,3001.0,25.0,210,28.0,263.0,141.0,701.0,3053,2023-04-13 23:09:00.670,0.22.3,110.0,73.0,29,True,ploomber,conda-forge/ploomber,,,7952.0,83.0,77.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,5451.0,https://anaconda.org/conda-forge/ploomber,2023-04-14 13:59:08.113,55033.0,3.0,,,,,,,,,,,,,,,,,, +223,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-04-02 07:59:22.000,2022-07-17 20:23:59,289.0,,410,95.0,108.0,31.0,127.0,2711,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,345039.0,5582.0,5432.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,150.0,343424.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,46857.0,3.0,,,,,,,,,,,,,,,,,, +224,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2357,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,16.0,3166488.0,5312.0,5008.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,304.0,3161716.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,386564.0,2.0,,,,,,,,,,,,,,,,,, +225,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-04-19 21:22:31.000,2023-04-18 16:07:51,646.0,104.0,94,30.0,871.0,23.0,321.0,2184,2023-04-18 21:34:03.369,1.1.37,226.0,21.0,29,True,whylogs,,,64.0,42166.0,91.0,85.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,6.0,42164.0,,,,3.0,,,,,,,,,,,,,,,,,, +226,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,430,98.0,159.0,,,2062,,,4.0,51.0,29,False,xlrd,conda-forge/xlrd,,,18379919.0,141324.0,141324.0,https://pypi.org/project/xlrd,,,18335912.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3212559.0,2.0,,,,,,,,,,,,,,,,,, +227,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-04-20 05:01:49.000,2023-04-20 05:01:47,2232.0,17.0,148,95.0,1924.0,162.0,1330.0,1687,2021-07-02 00:15:35.000,1.0.0,16.0,35.0,29,True,datatable,conda-forge/datatable,,1852.0,66900.0,23.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,23.0,66165.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,19840.0,3.0,,,,,,,,,,,,,,,,,, +228,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,9.0,57,23.0,98.0,111.0,66.0,1682,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1227831.0,1125.0,1018.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,107.0,1227361.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,20244.0,2.0,,,,,,,,,,,,,,,,,, +229,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-04-01 12:40:11.000,2023-04-01 12:30:24,609.0,9.0,54,15.0,216.0,3.0,51.0,1267,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,29,True,bidict,conda-forge/bidict,,,1383423.0,13333.0,12863.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,470.0,1380456.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,234436.0,2.0,,,,,,,,,,,,,,,,,, +230,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2022-11-10 14:50:05.000,2021-12-10 09:37:17,2933.0,,218,48.0,177.0,25.0,757.0,1172,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,False,py2neo,conda-forge/py2neo,,,143282.0,619.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,619.0,142475.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,56547.0,3.0,,,,,,,,,,,,,,,,,, +231,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,305,52.0,209.0,28.0,264.0,1080,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3647.0,2010008.0,1694.0,1489.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,205.0,2009972.0,,,,3.0,,,,,,,,,,,,,,,,,, +232,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-04-20 11:07:50.000,2023-04-20 11:07:46,722.0,76.0,41,12.0,180.0,8.0,78.0,1040,2023-03-22 00:31:06.222,0.30.0,57.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,593831.0,1365.0,1344.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,21.0,589647.0,https://anaconda.org/conda-forge/python-benedict,2023-03-22 03:42:51.330,121340.0,2.0,,,,,,,,,,,,,,,,,, +233,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-04-20 12:59:13.000,2023-04-19 16:45:50,1133.0,115.0,122,19.0,657.0,61.0,304.0,992,2023-04-19 17:40:54.301,7.2.0,53.0,55.0,29,True,copier,,,,39112.0,410.0,387.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,23.0,39112.0,,,,3.0,,,,,,,,,,,,,,,,,, +234,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,116,22.0,52.0,40.0,123.0,803,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,529800.0,14999.0,14804.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,195.0,529043.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,27264.0,2.0,,,,,,,,,,,,,,,,,, +235,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-04-19 21:05:40.000,2023-04-19 21:04:26,165.0,50.0,83,27.0,38.0,5.0,67.0,757,2023-04-16 01:30:05.685,2.0.0,26.0,18.0,29,False,email-validator,conda-forge/email-validator,,,6418681.0,368.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,368.0,6416415.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,74787.0,3.0,,,,,,,,,,,,,,,,,, +236,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-04-07 19:00:28.000,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,662,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,6569986.0,9194.0,7962.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,6568097.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,149233.0,3.0,,,,,,,,,,,,,,,,,, +237,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-04-04 07:19:01.000,2022-04-12 15:11:24,490.0,,329,33.0,242.0,37.0,120.0,637,2020-04-17 20:27:24.000,3.9.0,36.0,65.0,29,True,pysolr,conda-forge/pysolr,,,225383.0,4234.0,2957.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1277.0,225108.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20395.0,3.0,,,,,,,,,,,,,,,,,, +238,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,27.0,45.0,5.0,90.0,510,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,4635826.0,16725.0,14537.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,4619702.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1306100.0,3.0,,,,,,,,,,,,,,,,,, +239,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-03-20 18:04:24.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,72.0,12.0,92.0,475,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,947223.0,4109.0,3845.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,264.0,931608.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1171159.0,3.0,,,,,,,,,,,,,,,,,, +240,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,42,29.0,52.0,5.0,35.0,181,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,7466832.0,7357.0,7075.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,282.0,7463264.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,299746.0,2.0,,,,,,,,,,,,,,,,,, +241,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,47,8.0,43.0,17.0,21.0,125,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,66527438.0,39939.0,37748.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2191.0,66478307.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4176170.0,3.0,,,,,,,,,,,,,,,,,, +242,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1004,222.0,90.0,200.0,43.0,4999,,,2.0,28.0,28,False,pdfminer,conda-forge/pdfminer,,,186444.0,3790.0,3790.0,https://pypi.org/project/pdfminer,,,186086.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,28719.0,3.0,,,,,,,,,,,,,,,,,, +243,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-04-16 13:04:23.000,2023-04-16 13:04:15,1085.0,1.0,240,64.0,81.0,23.0,263.0,3301,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,28,True,asciimatics,conda-forge/asciimatics,,,58015.0,947.0,832.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,55874.0,https://anaconda.org/conda-forge/asciimatics,2022-11-10 16:45:01.089,128462.0,3.0,,,,,,,,,,,,,,,,,, +244,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-04-17 15:06:50.000,2023-04-14 14:25:51,1610.0,8.0,95,38.0,1202.0,75.0,336.0,2669,2022-03-13 14:33:44.000,0.19.0,21.0,42.0,28,True,returns,conda-forge/returns,,,53695.0,398.0,345.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,53.0,53488.0,https://anaconda.org/conda-forge/returns,2022-03-13 18:38:23.664,4770.0,3.0,,,,,,,,,,,,,,,,,, +245,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2556,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,19806.0,2151.0,2107.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,44.0,19806.0,,,,3.0,,,,,,,,,,,,,,,,,, +246,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,32.0,48.0,51.0,13.0,1867,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8163936.0,2158.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2158.0,8147168.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1324747.0,3.0,,,,,,,,,,,,,,,,,, +247,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-04-18 20:56:13.000,2023-04-17 20:41:44,153.0,2.0,114,23.0,106.0,48.0,42.0,1789,2021-11-03 08:11:33.000,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,260609.0,5840.0,5753.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,87.0,260140.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,16424.0,3.0,,,,,,,,,,,,,,,,,, +248,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1387,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,1065117.0,10146.0,8632.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1514.0,1061403.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,263723.0,3.0,,,,,,,,,,,,,,,,,, +249,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1222,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,['pandas'],,1523754.0,2043.0,1962.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1508752.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,330061.0,3.0,,,,,,,,,,,,,,,,,, +250,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-04-16 12:29:26.000,2023-04-06 07:22:11,748.0,37.0,44,14.0,402.0,151.0,156.0,1097,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,28,True,prisma,,,,15013.0,210.0,207.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,3.0,15013.0,,,,3.0,,,,,,,,,,,,,,,,,, +251,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-04-15 22:50:29.000,2022-08-15 22:23:51,507.0,,65,17.0,164.0,34.0,79.0,1068,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,949355.0,8893.0,8651.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,242.0,948175.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,33059.0,3.0,,,,,,,,,,,,,,,,,, +252,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-02-23 00:17:21.000,2023-02-23 00:17:20,1158.0,8.0,137,40.0,81.0,3.0,128.0,1049,2022-11-30 22:49:22.305,16.6.0,18.0,48.0,28,True,path,conda-forge/path,,,953214.0,122.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,122.0,943695.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,380781.0,3.0,,,,,,,,,,,,,,,,,, +253,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-04-12 22:45:18.000,2023-04-12 22:45:15,1667.0,23.0,68,11.0,382.0,91.0,210.0,1003,2023-03-05 21:57:01.313,0.109.0,227.0,39.0,28,True,piccolo,,,,14234.0,262.0,252.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,14234.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-20 07:59:29.075,2023-04-20 06:58:38,745.0,82.0,78,14.0,128.0,33.0,94.0,830,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,28,True,mss,conda-forge/python-mss,,,285222.0,241.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,241.0,284538.0,https://anaconda.org/conda-forge/python-mss,2023-04-20 07:59:29.075,23283.0,3.0,,,,,,,,,,,,,,,,,, +255,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-01-20 20:04:29.828,2023-01-18 22:27:43,225.0,,68,16.0,84.0,55.0,96.0,290,2023-01-19 17:59:27.000,5.0.8,3.0,8.0,28,True,configobj,conda-forge/configobj,,34.0,2341745.0,25472.0,25472.0,https://pypi.org/project/configobj,,,2331068.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,608625.0,3.0,,,,,,,,,,,,,,,,,, +256,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-04-20 07:34:24.000,2023-04-20 07:34:24,1856.0,19.0,526,137.0,1259.0,173.0,1041.0,6974,2023-02-23 18:30:37.000,1.3.2,22.0,111.0,27,True,hydra,conda-forge/hydra-core,,,23636.0,,,https://pypi.org/project/hydra,,,8467.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,576438.0,3.0,,,,,,,,,,,,,,,,,, +257,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,149.0,292.0,119.0,175.0,6038,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,4998.0,97.0,93.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,4998.0,,,,3.0,,,,,,,,,,,,,,,,,, +258,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-04-20 12:53:59.000,2023-04-20 12:53:59,189.0,3.0,184,28.0,47.0,70.0,118.0,2974,2023-01-15 20:00:00.748,1.6.4,40.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,432848.0,30.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,30.0,432044.0,https://anaconda.org/conda-forge/pandarallel,2023-01-16 16:36:35.644,17692.0,3.0,,,,,,,,,,,,,,,,,, +259,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-04-16 11:07:57.000,2022-10-12 16:46:46,523.0,,118,49.0,48.0,9.0,120.0,2158,2021-01-12 19:21:07.000,1.4.3,14.0,27.0,27,True,pyfunctional,,,,283075.0,606.0,591.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,15.0,283075.0,,,,3.0,,,,,,,,,,,,,,,,,, +260,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-04-15 11:01:55.000,2023-03-03 22:30:13,5556.0,11.0,497,107.0,900.0,574.0,909.0,1983,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,124.0,27,False,wx,conda-forge/wxpython,,2990.0,8727.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-03-11 05:42:42.678,607467.0,3.0,,,,,,,,,,,,,,,,,, +261,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1872,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2729.0,195.0,159.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2729.0,,,,3.0,,,,,,,,,,,,,,,,,, +262,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,,2014-04-02 07:01:57.000,2023-04-18 20:14:37.024,2023-04-18 15:21:13,2251.0,47.0,171,41.0,363.0,20.0,260.0,1769,2023-04-18 16:08:14.000,4.4.1,33.0,57.0,27,False,pyscaffold,conda-forge/pyscaffold,,,250449.0,,,https://pypi.org/project/pyscaffold,,,248502.0,https://anaconda.org/conda-forge/pyscaffold,2023-04-18 20:14:37.024,163627.0,3.0,,,,,,,,,,,,,,,,,, +263,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-04-18 16:03:20.000,2023-02-21 20:21:47,2694.0,20.0,131,53.0,294.0,43.0,188.0,1470,2023-02-21 20:43:04.848,0.16.0,26.0,39.0,27,False,enaml,conda-forge/enaml,,300.0,4092.0,295.0,211.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,84.0,1942.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,139492.0,3.0,,,,,,,,,,,,,,,,,, +264,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,126,28.0,74.0,35.0,69.0,1008,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,207721.0,3229.0,3029.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,200.0,206433.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,68304.0,3.0,,,,,,,,,,,,,,,,,, +265,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,,115,17.0,60.0,23.0,104.0,788,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,664571.0,1794.0,1695.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,99.0,661721.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,182441.0,3.0,,,,,,,,,,,,,,,,,, +266,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-04-17 15:58:45.000,2023-04-17 15:58:45,1346.0,51.0,44,17.0,131.0,3.0,11.0,677,2023-02-28 21:37:35.000,1.2.4,17.0,4.0,27,True,ubelt,conda-forge/ubelt,,,24568.0,2389.0,2389.0,https://pypi.org/project/ubelt,,,22320.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,42722.0,3.0,,,,,,,,,,,,,,,,,, +267,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,644,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2506334.0,12648.0,11190.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1458.0,2499337.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,559818.0,3.0,,,,,,,,,,,,,,,,,, +268,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,600,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,159386.0,965.0,736.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,229.0,157744.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,134653.0,3.0,,,,,,,,,,,,,,,,,, +269,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,560,,,8.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,10149237.0,53683.0,51338.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2345.0,9982014.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,9866213.0,3.0,,,,,,,,,,,,,,,,,, +270,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,123,12.0,92.0,21.0,172.0,469,2022-08-26 08:40:12.000,1.6.3,6.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,120.0,204522.0,4499.0,4499.0,https://pypi.org/project/pylibmc,,,202021.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,201368.0,3.0,,,,,,,,,,,,,,,,,, +271,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-04-18 15:31:25.000,2023-04-18 15:30:19,9871.0,43.0,40,13.0,8.0,6.0,8.0,469,2021-11-25 22:52:42.000,0.2.0,10.0,98.0,27,True,pandas-summary,,['pandas'],,73802.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,73802.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +272,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,463,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,pyscreenshot,,,,81381.0,2159.0,1904.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,255.0,81381.0,,,,3.0,,,,,,,,,,,,,,,,,, +273,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-04-20 13:26:28.000,2023-04-17 04:01:29,5986.0,348.0,30,10.0,224.0,34.0,515.0,341,2023-03-31 04:05:03.437,1.3.1,175.0,21.0,27,True,static-frame,conda-forge/static-frame,,,6481.0,19.0,17.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,1501.0,https://anaconda.org/conda-forge/static-frame,2023-03-31 05:22:20.795,249020.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +274,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,205062.0,1074.0,1001.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,204323.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,51796.0,3.0,,,,,,,,,,,,,,,,,, +275,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-04-02 15:08:41.000,2022-07-27 03:51:16,154.0,,34,7.0,26.0,23.0,29.0,232,2021-08-09 23:11:59.000,1.8.0,14.0,13.0,27,True,send2trash,conda-forge/send2trash,,,9586485.0,2759.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2759.0,9449445.0,https://anaconda.org/conda-forge/send2trash,2021-08-09 12:16:59.375,8633541.0,3.0,,,,,,,,,,,,,,,,,, +276,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,11.0,28.0,6.0,67.0,226,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,futures,conda-forge/futures,,,9725862.0,45376.0,37333.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8043.0,9710354.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1240680.0,3.0,,,,,,,,,,,,,,,,,, +277,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,53,105.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,cloudant,conda-forge/cloudant,,,114646.0,2314.0,2025.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,289.0,113336.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,103525.0,3.0,,,,,,,,,,,,,,,,,, +278,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-20 13:13:11.000,2023-04-20 13:13:11,123.0,10.0,21,8.0,48.0,4.0,7.0,143,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,27,True,catalogue,conda-forge/catalogue,,,3781484.0,23119.0,23055.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,64.0,3757753.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,973005.0,3.0,,,,,,,,,,,,,,,,,, +279,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,25,5.0,45.0,4.0,36.0,71,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,6807658.0,60305.0,55963.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4342.0,6777976.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2404303.0,3.0,,,,,,,,,,,,,,,,,, +280,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,358.0,3125,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1795.0,143.0,122.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,592.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,97489.0,3.0,,,,,,,,,,,,,,,,,, +281,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,99,30.0,79.0,13.0,121.0,2255,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,334943.0,918.0,888.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,30.0,330925.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,192899.0,3.0,,,,,,,,,,,,,,,,,, +282,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-03-21 07:56:33.000,2023-03-19 12:02:21,374.0,1.0,129,29.0,214.0,57.0,139.0,1537,2022-12-02 13:23:00.600,0.25.0,59.0,53.0,26,True,arq,conda-forge/arq,,,42758.0,397.0,384.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,13.0,42486.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,6548.0,3.0,,,,,,,,,,,,,,,,,, +283,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,219,103.0,173.0,72.0,264.0,1482,2022-01-10 21:46:17.000,4.1.2,50.0,43.0,26,True,streamparse,,,,3305.0,85.0,58.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,3305.0,,,,3.0,,,,,,,,,,,,,,,,,, +284,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,139,39.0,126.0,22.0,202.0,1104,2022-08-20 11:24:28.000,2.12.0,100.0,19.0,26,False,parallel-ssh,,,340.0,447242.0,201.0,201.0,https://pypi.org/project/parallel-ssh,,,447239.0,,,,3.0,,,,,,,,,,,,,,,,,, +285,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,948,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,18059.0,2386.0,1879.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,13630.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,327816.0,3.0,,,,,,,,,,,,,,,,,, +286,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-04-17 05:02:27.000,2023-04-17 05:02:26,651.0,32.0,44,23.0,489.0,5.0,33.0,688,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,296811.0,92.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,92.0,296524.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13203.0,3.0,,,,,,,,,,,,,,,,,, +287,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,,2011-10-16 17:48:39.000,2023-02-06 08:50:20.183,2023-02-04 17:17:01,816.0,2.0,135,25.0,103.0,64.0,59.0,505,2023-02-04 16:24:36.000,1.12.1,8.0,88.0,26,False,beaker,conda-forge/beaker,,,307420.0,4517.0,4517.0,https://pypi.org/project/beaker,,,306490.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,67947.0,3.0,,,,,,,,,,,,,,,,,, +288,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-04-16 16:19:16.000,2023-04-16 14:00:56,3347.0,76.0,28,18.0,66.0,12.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,538.0,65.0,26,True,dbnd,,,,79681.0,56.0,32.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,79681.0,,,,3.0,,,,,,,,,,,,,,,,,, +289,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,188,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,31656207.0,12985.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12985.0,31506521.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,12573645.0,3.0,,,,,,,,,,,,,,,,,, +290,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,251.0,1756.0,55,2023-02-13 16:53:18.922,3.1.1,104.0,,26,False,openpyxl,openpyxl,,,50321521.0,7510.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7480.0,50319773.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,154468.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1217.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +291,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,11,6.0,27.0,7.0,22.0,35,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,12201155.0,69307.0,66585.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2722.0,12188642.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1076150.0,3.0,,,,,,,,,,,,,,,,,, +292,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-04-18 21:34:19.071,2023-02-22 03:50:44,49.0,2.0,96,34.0,97.0,16.0,137.0,2186,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,31.0,1327910.0,324.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,324.0,1321452.0,https://anaconda.org/conda-forge/python-box,2023-04-18 21:34:19.071,387521.0,3.0,,,,,,,,,,,,,,,,,, +293,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-04-18 21:05:05.000,2022-10-17 20:24:01,6408.0,,220,42.0,1029.0,9.0,207.0,1357,2020-07-19 03:20:20.000,2.2.32,86.0,26.0,25,True,optimuspyspark,,['spark'],,17531.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,17531.0,,,,3.0,,,,,,,,,,,,,,,,,, +294,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-04-12 21:10:58.000,2022-09-12 17:36:02,282.0,,50,9.0,26.0,16.0,69.0,582,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,262686.0,1007.0,985.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,22.0,260679.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,60227.0,3.0,,,,,,,,,,,,,,,,,, +295,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,69,22.0,66.0,9.0,98.0,453,2022-08-31 07:58:09.000,5.0.2,8.0,23.0,25,True,hickle,conda-forge/hickle,,,25634.0,487.0,487.0,https://pypi.org/project/hickle,,,25210.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,21673.0,3.0,,,,,,,,,,,,,,,,,, +296,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-09 05:18:48.000,2023-04-03 13:37:05,249.0,24.0,50,7.0,53.0,15.0,50.0,439,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,15897.0,399.0,371.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,28.0,15897.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +297,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2022-09-21 15:09:58.000,2022-09-21 15:09:58,824.0,,64,16.0,182.0,43.0,157.0,439,2021-10-16 08:20:21.000,3.0.1,53.0,15.0,25,True,umongo,conda-forge/umongo,,,28608.0,12097.0,12083.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,28406.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,3856.0,3.0,,,,,,,,,,,,,,,,,, +298,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,,2016-02-06 14:52:32.000,2023-04-20 00:00:16.000,2023-04-20 00:00:15,1141.0,11.0,79,17.0,704.0,10.0,120.0,335,2022-12-24 02:31:16.000,6.0.4,43.0,47.0,25,False,multidict,conda-forge/multidict,,3294.0,69109398.0,,,https://pypi.org/project/multidict,,,68985951.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,8761950.0,3.0,,,,,,-6.0,,,,,,,,,,,, +299,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-04-07 17:07:38.000,2023-04-07 17:06:54,348.0,21.0,28,6.0,120.0,2.0,76.0,137,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,119422.0,724.0,679.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,118686.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,32411.0,3.0,,,,,,,,,,,,,,,,,, +300,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,174,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,3536.0,131.0,55.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,76.0,3536.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-04-17 14:05:14.000,2022-03-10 10:33:50,585.0,,498,83.0,239.0,94.0,129.0,3456,2021-08-21 17:09:22.000,1.6.4,16.0,40.0,24,False,textract,conda-forge/textract,,,128420.0,,,https://pypi.org/project/textract,,,128172.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,19612.0,3.0,,,,,,,,,,,,,,,,,, +302,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2022-12-08 05:45:39.000,2021-03-10 15:44:00,981.0,,136,59.0,247.0,95.0,108.0,1546,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,bonobo,,,,5961.0,191.0,158.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,5961.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +303,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-04-20 09:57:14.000,2023-04-20 09:57:10,314.0,10.0,69,44.0,214.0,39.0,38.0,1269,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,24,True,tasktiger,,,,732.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,732.0,,,,3.0,,,,,,,,,,,,,,,,,, +304,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,144,42.0,10.0,1.0,12.0,1050,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,579809.0,1934.0,1765.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,575344.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,281355.0,3.0,,,,,,,,,,,,,,,,,, +305,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,47,23.0,61.0,8.0,33.0,1024,2022-09-14 17:50:12.000,0.19,15.0,13.0,24,False,immutables,conda-forge/immutables,,,1290840.0,5568.0,5568.0,https://pypi.org/project/immutables,,,1275513.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,904338.0,3.0,,,,,,,,,,,,,,,,,, +306,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-04-17 23:27:52.000,2023-02-21 10:55:54,98.0,10.0,38,16.0,63.0,6.0,4.0,983,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,24,True,asyncer,conda-forge/asyncer,,,72294.0,456.0,447.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,9.0,72101.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,2904.0,3.0,,,,,,,,,,,,,,,,,, +307,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,127,10.0,22.0,25.0,19.0,615,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,4679840.0,2627.0,2466.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,161.0,4679478.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,9793.0,3.0,,,,,,,,,,,,,,,,,, +308,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2022-10-22 16:47:21.000,2019-11-13 07:35:33,601.0,,104,43.0,110.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,20495.0,402.0,278.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,20495.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,55.0,60.0,,90.0,304,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,pyhdb,,,92.0,547893.0,183.0,164.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,19.0,547892.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-02-23 18:09:40.000,2020-11-28 22:30:53,264.0,,24,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,53.0,118242.0,2539.0,2356.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,183.0,117874.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,24311.0,3.0,,,,,,,,,,,,,,,,,, +311,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,16,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,108.0,123779.0,5523.0,4210.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1313.0,123147.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,52485.0,3.0,,,,,,,,,,,,,,,,,, +312,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,15400314.0,7975.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7975.0,15241339.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,13353962.0,3.0,,,,,,,,,,,,,,,,,, +313,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,619,143.0,443.0,117.0,396.0,2627,2021-07-13 12:27:15.000,0.10.0,19.0,85.0,23,False,pandas-datareader,conda-forge/pandas-datareader,,,460010.0,,,https://pypi.org/project/pandas-datareader,,,456174.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,276256.0,3.0,,,,,,-6.0,,,,,,,,,,,, +314,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-03-21 04:21:20.000,2023-03-18 10:09:23,599.0,3.0,338,46.0,96.0,168.0,101.0,1917,2011-12-30 16:40:09.000,11.12.30,16.0,39.0,23,True,camelot,,,,5725.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,5725.0,,,,3.0,,,,,,,,,,,,,,,,,, +315,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-03-08 22:49:18.000,2023-01-16 17:36:54,275.0,,181,19.0,115.0,72.0,105.0,1775,2023-01-07 01:51:08.612,1.41.0,83.0,20.0,23,True,img2dataset,,,907.0,5338.0,33.0,32.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,5293.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-03-22 14:52:28.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,39.0,21.0,46.0,1406,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,17023.0,103.0,92.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,16634.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,12851.0,3.0,,,,,,,,,,,,,,,,,, +317,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,191,45.0,231.0,78.0,64.0,1257,,,,88.0,23,False,fabtools,,,,4698.0,298.0,298.0,https://pypi.org/project/fabtools,,,4698.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-02-05 09:21:58.000,2023-02-05 09:21:57,175.0,1.0,76,25.0,49.0,11.0,33.0,665,2017-07-27 10:02:52.000,2.2.0,9.0,27.0,23,True,munch,conda-forge/munch,,,4586039.0,,,https://pypi.org/project/munch,,,4548333.0,https://anaconda.org/conda-forge/munch,2019-10-30 13:10:23.404,3205031.0,3.0,,,,,,,,,,,,,,,,,, +319,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,38,15.0,12.0,6.0,11.0,512,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,unipath,,,,69705.0,10729.0,8683.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,69705.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-04-10 12:46:48.000,2020-10-16 22:20:10,123.0,,63,42.0,71.0,4.0,,346,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,101386.0,668.0,585.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,101271.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4401.0,3.0,,,,,,,,,,,,,,,,,, +321,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-04-18 20:15:35.000,2023-04-18 20:15:35,877.0,53.0,22,14.0,152.0,4.0,10.0,314,2023-01-23 11:56:45.000,16.3,1.0,16.0,23,True,aiomisc,,,,17173.0,295.0,295.0,https://pypi.org/project/aiomisc,,,17173.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,256,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,11183.0,160.0,152.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,11018.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4131.0,3.0,,,,,,,,,,,,,,,,,, +323,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-04-20 08:42:49.000,2023-02-28 14:18:14,5296.0,48.0,42,13.0,585.0,25.0,78.0,188,2023-02-13 11:53:04.000,0.8.1,14.0,32.0,23,True,batchflow,,,,863.0,3.0,3.0,https://pypi.org/project/batchflow,,,863.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3492,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,22818.0,377.0,346.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,31.0,22818.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3225,,,4.0,19.0,22,False,macropy3,,,,293.0,569.0,539.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,293.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,63.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,63.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,85,36.0,214.0,44.0,55.0,2387,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,18308.0,796.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +328,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2020-12-20 05:00:55.000,2019-09-25 12:17:08,113.0,,142,39.0,21.0,20.0,11.0,1539,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,164061.0,175.0,153.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,164061.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1345,2020-04-10 22:23:01.000,0.15.3,14.0,10.0,22,False,pinject,conda-forge/pinject,,,59611.0,167.0,148.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,19.0,59443.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3198.0,3.0,,,,,,,,,,,,,,,,,, +330,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,22,False,db.py,,,,1603.0,27.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,27.0,1603.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-03-21 20:27:56.000,2023-02-18 00:55:10,950.0,2.0,135,62.0,76.0,167.0,149.0,844,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,rows,,,38.0,1903.0,183.0,154.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1903.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-04-19 03:40:46.000,2023-04-19 03:40:46,109.0,2.0,117,13.0,31.0,31.0,42.0,778,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,18151.0,1183.0,1098.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,85.0,18151.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,14.0,164.0,16.0,120.0,509,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,3023.0,103.0,94.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2469.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,8321.0,3.0,,,,,,,,,,,,,,,,,, +334,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,15009.0,806.0,719.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,13938.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,82528.0,3.0,,,,,,,,,,,,,,,,,, +335,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-04-05 11:49:08.000,2022-02-01 11:49:27,523.0,,9,4.0,103.0,16.0,82.0,175,2021-12-23 15:15:33.000,2.8.0,71.0,8.0,22,False,typical,conda-forge/typical,,,64531.0,57.0,57.0,https://pypi.org/project/typical,,,63438.0,https://anaconda.org/conda-forge/typical,2021-12-23 18:09:55.692,25141.0,3.0,,,,,,,,,,,,,,,,,, +336,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10574,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,24.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,24.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1730,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,21,False,bashplotlib,,,,7268.0,190.0,160.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,30.0,7268.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-04-15 17:38:29.000,2020-12-13 18:58:15,709.0,,119,61.0,71.0,61.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,357.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,357.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,72,21.0,211.0,60.0,80.0,788,2023-01-03 20:08:22.000,0.9.2,19.0,17.0,21,True,odmantic,,,,14389.0,1.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,1.0,14389.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,706,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,2310.0,58.0,52.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,6.0,1594.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,20764.0,3.0,,,,,,,,,,,,,,,,,, +341,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,41,12.0,20.0,18.0,11.0,472,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,awesome-slugify,conda-forge/awesome-slugify,,,58356.0,4436.0,3254.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1182.0,57572.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,65882.0,3.0,,,,,,,,,,,,,,,,,, +342,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,14,13.0,5.0,13.0,43.0,274,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,14827.0,124.0,118.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14827.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,44,15.0,33.0,19.0,9.0,263,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,63114.0,348.0,346.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,2.0,63114.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-03-27 18:37:34.000,2023-03-27 18:37:34,81.0,1.0,26,5.0,47.0,6.0,10.0,227,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,rtoml,,,,28527.0,226.0,207.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,19.0,28527.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-04-14 05:34:23.000,2023-02-04 16:46:19,272.0,1.0,40,8.0,36.0,11.0,36.0,143,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,21,True,filedepot,,,,4646.0,806.0,757.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,4646.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,113,,,3.0,3.0,21,True,coolname,conda-forge/coolname,,,289329.0,1356.0,1356.0,https://pypi.org/project/coolname,,,287455.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,52472.0,3.0,,,,,,,,,,,,,,,,,, +347,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,461,157.0,142.0,78.0,27.0,1970,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,20,False,,,['spark'],,,32.0,32.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +348,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,133,66.0,4.0,1.0,40.0,1946,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,1934.0,46.0,39.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,7.0,1934.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,195,39.0,56.0,79.0,39.0,1280,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10276.0,977.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,787.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,20.0,18.0,1118,,,,26.0,20,False,singer-python,,,,641043.0,,,https://pypi.org/project/singer-python,,,641043.0,,,,3.0,,,,,,-7.0,,,,,,,,,,,, +351,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-03-22 12:48:44.000,2022-09-27 12:00:45,94.0,,21,7.0,41.0,11.0,9.0,630,2022-08-30 20:12:03.810,0.5.0,12.0,9.0,20,True,dirty-equals,conda-forge/dirty-equals,,,37873.0,158.0,148.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,10.0,35847.0,https://anaconda.org/conda-forge/dirty-equals,2023-02-02 12:04:16.914,26343.0,3.0,,,,,,,,,,,,,,,,,, +352,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,606,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,True,pugsql,,,,27295.0,55.0,52.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,27295.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-02-07 20:22:06.000,2022-11-21 22:08:41,73.0,,26,10.0,47.0,18.0,34.0,296,,,5.0,17.0,20,True,typing_inspect,conda-forge/typing_inspect,,,18101887.0,,,https://pypi.org/project/typing_inspect,,,18072291.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1420651.0,3.0,,,,,,-5.0,,,,,,,,,,,, +354,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,261,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,17418.0,83.0,66.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,17178.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20233.0,3.0,,,,,,,,,,,,,,,,,, +355,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,16,7.0,62.0,7.0,22.0,140,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,aioprometheus,,,,102298.0,135.0,122.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,102298.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,97,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,166276.0,1769.0,1647.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,122.0,157621.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,545292.0,3.0,,,,,,,,,,,,,,,,,, +357,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-04-17 14:01:46.096,2023-04-13 18:36:56,77.0,2.0,117,34.0,10.0,7.0,144.0,2966,2023-04-13 18:39:39.000,2.1.11,58.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1507.0,155.0,155.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-04-17 14:01:46.096,30155.0,3.0,,,,,,,,,,,,,,,,,, +358,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,22.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,19,True,bounter,,,,516.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,516.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,48,19.0,20.0,3.0,26.0,818,,,5.0,11.0,19,False,unsync,conda-forge/unsync,,,14593.0,173.0,173.0,https://pypi.org/project/unsync,,,14320.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,9304.0,3.0,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,253,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5330.0,148.0,121.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5330.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,2.0,33,17.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],15.0,1496.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,539.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,54595.0,3.0,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,191,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,33821.0,682.0,678.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,33821.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-04-03 20:23:00.000,2022-09-09 19:16:24,612.0,,12,7.0,26.0,15.0,10.0,119,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,43720.0,30.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,30.0,43720.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-04-11 14:16:43.000,2023-04-11 14:16:37,161.0,10.0,99,58.0,67.0,23.0,16.0,1988,2022-09-22 07:21:29.000,3.2.0,9.0,17.0,18,True,mara-pipelines,,,,132.0,,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,,132.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,54.0,23.0,22.0,8.0,1594,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,193.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,193.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-14 13:54:12.000,2023-04-07 14:12:05,260.0,3.0,56,36.0,45.0,12.0,57.0,1077,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,colout,,,,965.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,965.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-04-17 21:52:31.000,2023-04-17 10:51:57,2632.0,57.0,98,30.0,178.0,39.0,258.0,1011,,,,37.0,18,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +368,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,39.0,39.0,11.0,256.0,917,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +369,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,209,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,11560.0,4.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,4.0,11560.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,Upgini,upgini/upgini,Data search library for Machine Learning Easily find and add relevant features to your ML pipeline from hundreds of..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-04-18 21:28:10.000,2023-04-18 21:27:57,495.0,55.0,15,4.0,199.0,,,188,2022-08-26 07:24:03.000,1.1.16,80.0,8.0,18,True,upgini,,,,2593.0,1.0,1.0,https://pypi.org/project/upgini,,,2593.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1335,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,82.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,82.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,17.0,27.0,42.0,29.0,755,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,3068.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,3068.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2022-10-24 14:51:50.000,2022-10-24 14:51:47,202.0,,12,7.0,17.0,2.0,11.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,flupy,,,,138172.0,1.0,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,1.0,138172.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,72,23.0,19.0,10.0,13.0,951,,,,13.0,16,True,d6tflow,,,,275.0,22.0,22.0,https://pypi.org/project/d6tflow,,,275.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,28.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,28.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,120,17.0,278.0,87.0,77.0,594,2021-05-19 12:53:14.000,0.7.0,7.0,10.0,16,False,kubeflow-kale,,['jupyter'],,399.0,,,https://pypi.org/project/kubeflow-kale,,,399.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,103,54.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,29.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,29.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,419,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,15,True,bodywork,,,,87.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,87.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,4.0,77.0,17.0,40.0,103,2022-11-22 19:05:29.000,0.11.0,12.0,7.0,15,True,datajob,,,,100.0,,,https://pypi.org/project/datajob,,,100.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,75,,,,,15,False,millify,,,,34219.0,386.0,386.0,https://pypi.org/project/millify,,,34219.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,705,2018-11-22 02:36:13.000,0.0.78,57.0,2.0,14,False,supersqlite,,,,59.0,11.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,1.0,59.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-04-03 11:14:23.000,2023-04-03 11:11:27,111.0,9.0,6,15.0,115.0,,2.0,257,2023-03-02 13:11:32.000,0.19.0,15.0,13.0,14,True,squirrel-core,squirrel-core,,,1007.0,2.0,2.0,https://pypi.org/project/squirrel-core,,,1007.0,https://anaconda.org/anaconda/squirrel-core,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,95,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,738.0,30.0,26.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,4.0,738.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,61,21.0,2.0,2.0,1.0,539,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,pandapy,,['pandas'],,65.0,2.0,2.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,65.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,265,2022-07-05 16:54:56.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,40.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,40.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,348,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +387,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,759,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 324d633..9fff362 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- protobuf (πŸ₯‡50 Β· ⭐ 59K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 -- schedule (πŸ₯‰36 Β· ⭐ 11K Β· πŸ“ˆ) - Python job scheduling for humans. MIT -- anyio (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ“ˆ) - High level asynchronous concurrency and networking framework that works.. MIT -- pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K Β· πŸ“ˆ) - Persistent/Immutable/Functional data structures for Python. MIT -- python-mss (πŸ₯‰28 Β· ⭐ 820 Β· πŸ“ˆ) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.1K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- pydantic (πŸ₯‡45 Β· ⭐ 13K Β· πŸ“ˆ) - Data validation using Python type hints. MIT +- peewee (πŸ₯‡42 Β· ⭐ 10K Β· πŸ“ˆ) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT +- tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.5K Β· πŸ“ˆ) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +- docarray (πŸ₯ˆ34 Β· ⭐ 2.1K Β· πŸ“ˆ) - The data structure for multimodal data Neural Search Vector.. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- Faker (πŸ₯‡43 Β· ⭐ 16K Β· πŸ“‰) - Faker is a Python package that generates fake data for you. MIT -- redis (πŸ₯‡43 Β· ⭐ 11K Β· πŸ“‰) - Redis Python Client. MIT -- docker (πŸ₯ˆ41 Β· ⭐ 6.2K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 -- future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ“‰) - Easy, clean, reliable Python 2/3 compatibility. MIT -- traitlets (πŸ₯ˆ37 Β· ⭐ 550 Β· πŸ“‰) - A lightweight Traits like module. BSD-3 +- fabric (πŸ₯‰30 Β· ⭐ 14K Β· πŸ“‰) - Simple, Pythonic remote execution and deployment. BSD-2 +- multidict (πŸ₯‰25 Β· ⭐ 340 Β· πŸ“‰) - The multidict implementation. ❗Unlicensed +- pandas-datareader (πŸ₯‰23 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. ❗Unlicensed +- Singer (πŸ₯‰20 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- typing_inspect (πŸ₯‰20 Β· ⭐ 300 Β· πŸ“‰) - Runtime inspection utilities for Python typing module. MIT From ad8c9b99d7aba3c7196a63a5858d06437f1be88e Mon Sep 17 00:00:00 2001 From: Kevin Deldycke Date: Sat, 22 Apr 2023 18:40:25 +0400 Subject: [PATCH 07/70] Add project: Click Extra (#146) --- projects.yaml | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/projects.yaml b/projects.yaml index c1f4f28..843bb1f 100644 --- a/projects.yaml +++ b/projects.yaml @@ -1979,3 +1979,7 @@ projects: github_id: upgini/upgini pypi_id: upgini category: data-loading + - name: Click Extra + github_id: kdeldycke/click-extra + pypi_id: click-extra + category: "cli-helpers" From 9aad877e3a419909d1988952cb5e38b020aae1dc Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 27 Apr 2023 13:32:47 +0000 Subject: [PATCH 08/70] Update best-of list for version 2023.04.27 --- README.md | 1811 ++++++++++++++++--------------- history/2023-04-27_changes.md | 26 + history/2023-04-27_projects.csv | 390 +++++++ latest-changes.md | 26 +- 4 files changed, 1383 insertions(+), 870 deletions(-) create mode 100644 history/2023-04-27_changes.md create mode 100644 history/2023-04-27_projects.csv diff --git a/README.md b/README.md index 1b8ed88..f826774 100644 --- a/README.md +++ b/README.md @@ -44,7 +44,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M - [Process Utilities](#process-utilities) _4 projects_ - [Asynchronous Programming](#asynchronous-programming) _7 projects_ - [Configuration](#configuration) _9 projects_ -- [CLI Development](#cli-development) _18 projects_ +- [CLI Development](#cli-development) _19 projects_ - [Development Tools](#development-tools) _1 projects_ - [Data Caching](#data-caching) _6 projects_ - [GUI Development](#gui-development) _10 projects_ @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡50 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 390K Β· πŸ“‹ 5.7K - 15% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 390K Β· πŸ“‹ 5.7K - 15% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,43 +99,43 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 180K Β· πŸ“¦ 53K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 190K Β· πŸ“¦ 54K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.5M / month Β· πŸ“¦ 270 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.4M / month Β· πŸ“¦ 280 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 650K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 660K Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 940K / month Β· πŸ“¦ 260 Β· ⏱️ 03.03.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 03.03.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ39 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 76K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 21M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 22M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.6M Β· ⏱️ 13.11.2022): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.7M Β· ⏱️ 13.11.2022): ``` conda install -c conda-forge marshmallow ``` @@ -158,16 +158,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
orjson (πŸ₯ˆ35 Β· ⭐ 4.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 40K Β· πŸ“‹ 300 - 1% open Β· ⏱️ 09.04.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 41K Β· πŸ“‹ 300 - 1% open Β· ⏱️ 09.04.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 890 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 920 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 660K Β· ⏱️ 09.04.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 670K Β· ⏱️ 09.04.2023): ``` conda install -c conda-forge orjson ``` @@ -179,23 +179,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.5M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.3M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.3M Β· ⏱️ 31.01.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.4M Β· ⏱️ 31.01.2023): ``` conda install -c conda-forge ujson ```
dill (πŸ₯ˆ35 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 92K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 93K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 24M / month Β· πŸ“¦ 3.7K Β· ⏱️ 23.10.2022): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 24M / month Β· πŸ“¦ 3.8K Β· ⏱️ 23.10.2022): ``` pip install dill ``` @@ -206,7 +206,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 76K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 77K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/cloudpipe/cloudpickle @@ -227,11 +227,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 33M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 32M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): ``` pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 11M Β· ⏱️ 08.03.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 12M Β· ⏱️ 08.03.2023): ``` conda install -c conda-forge msgpack-python ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.7M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.4M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): ``` pip install jsonpickle ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (πŸ₯‰30 Β· ⭐ 350) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 30 Β· πŸ“¦ 27K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 31 Β· πŸ“¦ 27K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 3.8M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): ``` pip install srsly ``` @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 3.8K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 3.9K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 930K / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 940K / month Β· πŸ“¦ 270 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` @@ -286,28 +286,28 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
pysimdjson (πŸ₯‰25 Β· ⭐ 580 Β· πŸ’€) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 980 Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 990 Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 260K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 270K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 60K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 61K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰25 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 490 Β· πŸ“‹ 110 - 8% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 490 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 25K / month): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 27K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 29K / month Β· πŸ“¦ 19 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 28K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 38K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -351,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 38M Β· ⏱️ 03.04.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 38M Β· ⏱️ 24.04.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 7.8K Β· πŸ“₯ 700K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 710K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/numpy/numpy @@ -367,19 +367,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 54M Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 54M Β· ⏱️ 23.04.2023): ``` conda install -c conda-forge numpy ```
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.6K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 05.04.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.6K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 12M / month Β· πŸ“¦ 15K Β· ⏱️ 23.01.2023): ``` pip install h5py ``` @@ -390,35 +390,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯ˆ40 Β· ⭐ 17K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 840 Β· πŸ“¦ 1.6K Β· πŸ“‹ 3.6K - 19% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 860 Β· πŸ“¦ 1.7K Β· πŸ“‹ 3.7K - 19% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 480K / month Β· πŸ“¦ 140 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 490K / month Β· πŸ“¦ 150 Β· ⏱️ 05.03.2023): ``` pip install polars ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.6K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 1K Β· πŸ“‹ 3.6K - 25% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 1K Β· πŸ“‹ 3.6K - 24% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 990K / month Β· πŸ“¦ 38 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.2M / month Β· πŸ“¦ 39 Β· ⏱️ 26.01.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 220K Β· ⏱️ 12.04.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 230K Β· ⏱️ 24.04.2023): ``` conda install -c conda-forge modin-core ```
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xarray (πŸ₯ˆ37 Β· ⭐ 2.9K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 920 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/pydata/xarray @@ -427,39 +427,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.8M Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.8M Β· ⏱️ 21.04.2023): ``` conda install -c conda-forge xarray ```
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PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
PyTables (πŸ₯ˆ36 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 - [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 45K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 690K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.7M Β· ⏱️ 08.04.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.8M Β· ⏱️ 08.04.2023): ``` conda install -c conda-forge pytables ```
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docarray (πŸ₯ˆ34 Β· ⭐ 2.1K Β· πŸ“ˆ) - The data structure for multimodal data Neural Search Vector.. Apache-2 +
docarray (πŸ₯ˆ34 Β· ⭐ 2.1K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 160 Β· πŸ“¦ 200 Β· πŸ“‹ 460 - 20% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 170 Β· πŸ“¦ 210 Β· πŸ“‹ 480 - 11% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 79K / month Β· πŸ“¦ 6 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 90K / month Β· πŸ“¦ 9 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 88K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 90K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ``` @@ -471,11 +471,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 190K / month Β· πŸ“¦ 330 Β· ⏱️ 16.01.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 210K / month Β· πŸ“¦ 350 Β· ⏱️ 16.01.2023): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.2M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.3M Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge zarr ``` @@ -487,11 +487,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 530K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 540K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.3M Β· ⏱️ 09.03.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.4M Β· ⏱️ 09.03.2023): ``` conda install -c conda-forge bottleneck ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 410K / month Β· πŸ“¦ 850 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 400K / month Β· πŸ“¦ 860 Β· ⏱️ 14.01.2023): ``` pip install tinydb ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 13 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 16 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -530,12 +530,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯‰31 Β· ⭐ 2.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 180 Β· πŸ“¦ 760 Β· πŸ“‹ 560 - 32% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 180 Β· πŸ“¦ 780 Β· πŸ“‹ 570 - 33% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 880K / month Β· πŸ“¦ 58 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 770K / month Β· πŸ“¦ 65 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` @@ -544,22 +544,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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numexpr (πŸ₯‰31 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT - -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“₯ 180 Β· πŸ“‹ 340 - 19% open Β· ⏱️ 17.11.2022): - - ``` - git clone https://github.com/pydata/numexpr - ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 2.9M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): - ``` - pip install numexpr - ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.2M Β· ⏱️ 03.04.2023): - ``` - conda install -c conda-forge numexpr - ``` -
Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT - [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 460 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): @@ -567,7 +551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 47K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 48K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -578,24 +562,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯‰30 Β· ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 700 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 710 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 990K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` pip install datasketch ```
+
numexpr (πŸ₯‰30 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT + +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“₯ 190 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 20.04.2023): + + ``` + git clone https://github.com/pydata/numexpr + ``` +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.1M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): + ``` + pip install numexpr + ``` +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.3M Β· ⏱️ 03.04.2023): + ``` + conda install -c conda-forge numexpr + ``` +
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 66K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 71K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -611,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 430K / month Β· πŸ“¦ 30 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 430K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` @@ -620,26 +620,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandarallel ```
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Pandas Summary (πŸ₯‰27 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 - -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 18.04.2023): - - ``` - git clone https://github.com/polyaxon/datatile - ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 74K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): - ``` - pip install pandas-summary - ``` -
StaticFrame (πŸ₯‰27 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 17 Β· πŸ“‹ 550 - 6% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 17 Β· πŸ“‹ 550 - 6% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.5K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.4K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` pip install static-frame ``` @@ -655,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 330K / month Β· πŸ“¦ 30 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 320K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` @@ -671,11 +659,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 18K / month Β· πŸ“¦ 85 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 17K / month Β· πŸ“¦ 90 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
+
Pandas Summary (πŸ₯‰22 Β· ⭐ 470 Β· πŸ“‰) - Engine for ML/Data tracking, visualization,.. Apache-2 + +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 26.04.2023): + + ``` + git clone https://github.com/polyaxon/datatile + ``` +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 75K / month): + ``` + pip install pandas-summary + ``` +
Bounter (πŸ₯‰19 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 520 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 510 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 540 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 510 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -707,7 +707,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects... - Blaze (πŸ₯‰31 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯‰31 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 @@ -726,23 +726,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 19M / month Β· πŸ“¦ 2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 19M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.6M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.7M Β· ⏱️ 17.05.2021): ``` conda install -c conda-forge sortedcontainers ```
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pyrsistent (πŸ₯‡33 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT - [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 260K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 53M / month): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 54M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -751,6 +751,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
+
multidict (πŸ₯ˆ32 Β· ⭐ 340 Β· πŸ“ˆ) - The multidict implementation. Apache-2 + +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.3K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.04.2023): + + ``` + git clone https://github.com/aio-libs/multidict + ``` +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 69M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): + ``` + pip install multidict + ``` +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.9M Β· ⏱️ 29.12.2022): + ``` + conda install -c conda-forge multidict + ``` +
glom (πŸ₯ˆ29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 04.04.2023): @@ -762,7 +778,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 20K Β· ⏱️ 03.04.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 21K Β· ⏱️ 03.04.2023): ``` conda install -c conda-forge glom ``` @@ -774,23 +790,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 230K Β· ⏱️ 01.01.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 240K Β· ⏱️ 01.01.2023): ``` conda install -c conda-forge bidict ```
python-benedict (πŸ₯ˆ29 Β· ⭐ 1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.3K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 21.04.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 590K / month Β· πŸ“¦ 21 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 580K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` @@ -799,62 +815,94 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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anytree (πŸ₯ˆ29 Β· ⭐ 800 Β· πŸ’€) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ29 Β· ⭐ 810 Β· πŸ’€) - Python tree data library. Apache-2 - [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 15K Β· πŸ“‹ 160 - 24% open Β· ⏱️ 20.09.2022): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 530K / month Β· πŸ“¦ 200 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 540K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 27K Β· ⏱️ 19.04.2020): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 28K Β· ⏱️ 19.04.2020): ``` conda install -c conda-forge anytree ```
ordered-set (πŸ₯ˆ29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 42 Β· πŸ“¦ 7.1K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.2K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.5M / month Β· πŸ“¦ 280 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.5M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 300K Β· ⏱️ 26.01.2022): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 310K Β· ⏱️ 26.01.2022): ``` conda install -c conda-forge ordered-set ```
sqlitedict (πŸ₯‰27 Β· ⭐ 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.1K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 210K / month Β· πŸ“¦ 200 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 210K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 68K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 69K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ```
+
munch (πŸ₯‰27 Β· ⭐ 670) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT + +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 77 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): + + ``` + git clone https://github.com/Infinidat/munch + ``` +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.6M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): + ``` + pip install munch + ``` +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.2M Β· ⏱️ 30.10.2019): + ``` + conda install -c conda-forge munch + ``` +
+
immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 + +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.6K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): + + ``` + git clone https://github.com/MagicStack/immutables + ``` +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 19.09.2022): + ``` + pip install immutables + ``` +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 910K Β· ⏱️ 30.10.2022): + ``` + conda install -c conda-forge immutables + ``` +
janus (πŸ₯‰26 Β· ⭐ 690) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 300K / month Β· πŸ“¦ 92 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 290K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -865,12 +913,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-box (πŸ₯‰25 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 96 Β· πŸ“₯ 31 Β· πŸ“‹ 150 - 10% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 96 Β· πŸ“₯ 32 Β· πŸ“‹ 150 - 10% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.3M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.3M / month Β· πŸ“¦ 340 Β· ⏱️ 02.04.2022): ``` pip install python-box ``` @@ -879,27 +927,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-box ```
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munch (πŸ₯‰23 Β· ⭐ 660) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 76 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): - - ``` - git clone https://github.com/Infinidat/munch - ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.5M / month): - ``` - pip install munch - ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.2M Β· ⏱️ 30.10.2019): - ``` - conda install -c conda-forge munch - ``` -
-
Show 4 hidden projects... +
Show 2 hidden projects... - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT -- multidict (πŸ₯‰25 Β· ⭐ 340 Β· πŸ“‰) - The multidict implementation. ❗Unlicensed -- immutables (πŸ₯‰24 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. ❗Unlicensed - cleverdict (πŸ₯‰14 Β· ⭐ 95 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -908,30 +938,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡45 Β· ⭐ 13K Β· πŸ“ˆ) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡45 Β· ⭐ 13K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 180K Β· πŸ“‹ 2.4K - 26% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 190K Β· πŸ“‹ 2.4K - 20% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 58M / month Β· πŸ“¦ 6.4K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 59M / month Β· πŸ“¦ 6.5K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.6M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.7M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 360K Β· πŸ“‹ 730 - 3% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 370K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 67M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 69M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): ``` pip install jsonschema ``` @@ -940,18 +970,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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validators (πŸ₯ˆ33 Β· ⭐ 720) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 730) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“¦ 65K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 66K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.2M / month): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.2M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 330K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 340K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ``` @@ -963,23 +993,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.2M / month): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 270K Β· ⏱️ 07.04.2022): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 280K Β· ⏱️ 07.04.2022): ``` conda install -c conda-forge voluptuous ```
strictyaml (πŸ₯‰31 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 450K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 460K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -988,14 +1018,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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param (πŸ₯‰30 Β· ⭐ 310) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰31 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.3K Β· πŸ“‹ 370 - 40% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.4K Β· πŸ“‹ 400 - 43% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 430K / month): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 440K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): ``` pip install param ``` @@ -1004,25 +1034,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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dirty-equals (πŸ₯‰20 Β· ⭐ 630 Β· πŸ’€) - Doing dirty (but extremely useful) things with equals. MIT +
typical (πŸ₯‰23 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT + +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 57 Β· πŸ“‹ 98 - 15% open Β· ⏱️ 26.04.2023): + + ``` + git clone https://github.com/seandstewart/typical + ``` +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 68K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): + ``` + pip install typical + ``` +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 26K Β· ⏱️ 23.12.2021): + ``` + conda install -c conda-forge typical + ``` +
+
dirty-equals (πŸ₯‰20 Β· ⭐ 630) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 150 Β· πŸ“‹ 20 - 55% open Β· ⏱️ 27.09.2022): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 150 Β· πŸ“‹ 20 - 55% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 36K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 32K / month Β· πŸ“¦ 19 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 26K Β· ⏱️ 02.02.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 27K Β· ⏱️ 02.02.2023): ``` conda install -c conda-forge dirty-equals ```
valideer (πŸ₯‰20 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 66 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 67 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` git clone https://github.com/podio/valideer @@ -1043,18 +1089,17 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 12K / month Β· πŸ“¦ 4 Β· ⏱️ 10.03.2021): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 12K / month Β· πŸ“¦ 6 Β· ⏱️ 10.03.2021): ``` pip install validr ```
-
Show 6 hidden projects... +
Show 5 hidden projects... - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰29 Β· ⭐ 760) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 -- typical (πŸ₯‰22 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT +- python-email-validator (πŸ₯‰28 Β· ⭐ 760) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1076,7 +1121,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 390K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 400K Β· ⏱️ 02.09.2022): ``` conda install -c conda-forge transitions ``` @@ -1088,7 +1133,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 5.4K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1099,7 +1144,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 1 hidden projects... -- PyPattyrn (πŸ₯‰20 Β· ⭐ 1.9K Β· πŸ’€) - A simple library for implementing common design patterns. MIT +- PyPattyrn (πŸ₯‰20 Β· ⭐ 2K Β· πŸ’€) - A simple library for implementing common design patterns. MIT

@@ -1114,7 +1159,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 210M / month Β· πŸ“¦ 3.2K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1130,18 +1175,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 130K Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 140K Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge dateparser ```
arrow (πŸ₯ˆ36 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 47K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 48K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1157,39 +1202,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ34 Β· ⭐ 5.4K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 310 Β· πŸ“₯ 90 Β· πŸ“¦ 19K Β· πŸ“‹ 460 - 43% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 91 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 700K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 710K Β· ⏱️ 04.02.2023): ``` conda install -c conda-forge pendulum ```
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holidays (πŸ₯ˆ34 Β· ⭐ 950) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯‰33 Β· ⭐ 950) - Generate and work with holidays in Python. MIT - [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.4M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.3M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 2.9M Β· ⏱️ 17.04.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3M Β· ⏱️ 17.04.2023): ``` conda install -c conda-forge holidays ```
pytz (πŸ₯‰33 Β· ⭐ 250) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.4M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 71 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/stub42/pytz @@ -1232,7 +1277,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯‡39 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 88K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 89K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1248,23 +1293,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡39 Β· ⭐ 580) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 43K Β· πŸ“‹ 550 - 36% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 44K Β· πŸ“‹ 550 - 36% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 84M / month Β· πŸ“¦ 590 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 86M / month Β· πŸ“¦ 610 Β· ⏱️ 19.01.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 11M Β· ⏱️ 08.04.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 12M Β· ⏱️ 08.04.2023): ``` conda install -c conda-forge fsspec ```
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aiofiles (πŸ₯ˆ34 Β· ⭐ 2.2K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 87K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 88K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 09.02.2023): ``` git clone https://github.com/Tinche/aiofiles @@ -1273,14 +1318,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 540K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 560K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 540) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 230K Β· πŸ“‹ 93 - 11% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 240K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/tox-dev/py-filelock @@ -1305,19 +1350,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.6M Β· ⏱️ 19.10.2020): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.7M Β· ⏱️ 19.10.2020): ``` conda install -c conda-forge appdirs ```
pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.8K) - Pythons Filesystem abstraction layer. MIT -- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 170 Β· πŸ“‹ 360 - 26% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 170 Β· πŸ“‹ 370 - 27% open Β· ⏱️ 18.10.2022): ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.3M / month Β· πŸ“¦ 570 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.4M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): ``` pip install fs ``` @@ -1333,7 +1378,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 940K / month Β· πŸ“¦ 120 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 920K / month Β· πŸ“¦ 130 Β· ⏱️ 30.11.2022): ``` pip install path ``` @@ -1381,7 +1426,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 40M Β· ⏱️ 05.05.2021): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 41M Β· ⏱️ 05.05.2021): ``` conda install -c conda-forge six ``` @@ -1393,11 +1438,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.4M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.5M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.6M Β· ⏱️ 01.05.2021): ``` conda install -c conda-forge typing ``` @@ -1421,7 +1466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 -- pathlib2 (πŸ₯‰27 Β· ⭐ 71 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰27 Β· ⭐ 72 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰26 Β· ⭐ 35 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1432,7 +1477,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.5K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 440K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 450K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/pyca/cryptography @@ -1448,7 +1493,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.3K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 420 Β· πŸ“¦ 65K Β· πŸ“‹ 530 - 11% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 420 Β· πŸ“¦ 66K Β· πŸ“‹ 530 - 11% open Β· ⏱️ 28.01.2023): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1464,7 +1509,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ35 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 13% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 13% open Β· ⏱️ 21.04.2023): ``` git clone https://github.com/google/tink @@ -1473,27 +1518,43 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 410 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 350 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): ``` npm install tink-crypto ```
-
keyring (πŸ₯‰34 Β· ⭐ 1K) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰33 Β· ⭐ 1K) - Store and access your passwords safely. MIT - [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 3.9K Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3M Β· ⏱️ 22.12.2022): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.1M Β· ⏱️ 22.12.2022): ``` conda install -c conda-forge keyring ```
+
rsa (πŸ₯‰33 Β· ⭐ 430) - Python-RSA is a pure-Python RSA implementation. Apache-2 + +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 100 Β· πŸ“¦ 260K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): + + ``` + git clone https://github.com/sybrenstuvel/python-rsa + ``` +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 120M / month Β· πŸ“¦ 7K Β· ⏱️ 20.07.2022): + ``` + pip install rsa + ``` +- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 11M Β· ⏱️ 20.07.2022): + ``` + conda install -c conda-forge rsa + ``` +
asn1crypto (πŸ₯‰33 Β· ⭐ 290) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 99K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): @@ -1510,9 +1571,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
-
bcrypt (πŸ₯‰32 Β· ⭐ 990) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰32 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 14.04.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 21.04.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1526,22 +1587,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
-
rsa (πŸ₯‰32 Β· ⭐ 430 Β· πŸ’€) - Python-RSA is a pure-Python RSA implementation. Apache-2 - -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 100 Β· πŸ“¦ 260K Β· πŸ“‹ 120 - 20% open Β· ⏱️ 20.07.2022): - - ``` - git clone https://github.com/sybrenstuvel/python-rsa - ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 120M / month Β· πŸ“¦ 6.9K Β· ⏱️ 20.07.2022): - ``` - pip install rsa - ``` -- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 11M Β· ⏱️ 20.07.2022): - ``` - conda install -c conda-forge rsa - ``` -

## Infrastructure & DevOps @@ -1550,7 +1595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/ansible/ansible @@ -1559,14 +1604,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 860K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 870K Β· ⏱️ 26.04.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.3K - 12% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/aws/aws-cli @@ -1575,30 +1620,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 20.04.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 220K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 220K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 280M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 290M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 19.04.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 26.04.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/docker/compose @@ -1607,30 +1652,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 310K Β· ⏱️ 04.11.2022): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 320K Β· ⏱️ 04.11.2022): ``` conda install -c conda-forge docker-compose ```
-
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Universal Infrastructure as Code. Your Cloud, Your Language,.. Apache-2 +
paramiko (πŸ₯ˆ42 Β· ⭐ 8.3K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 + +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 76K Β· πŸ“‹ 1.7K - 57% open Β· ⏱️ 12.04.2023): + + ``` + git clone https://github.com/paramiko/paramiko + ``` +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): + ``` + pip install paramiko + ``` +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.1M Β· ⏱️ 13.03.2023): + ``` + conda install -c conda-forge paramiko + ``` +
+
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 880 Β· πŸ“₯ 210K Β· πŸ“¦ 2.4K Β· πŸ“‹ 6K - 29% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 880 Β· πŸ“₯ 210K Β· πŸ“¦ 2.5K Β· πŸ“‹ 6K - 29% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 610K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 630K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 570 Β· ⏱️ 19.04.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 570 Β· ⏱️ 27.04.2023): ``` npm install @pulumi/pulumi ```
docker (πŸ₯ˆ41 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 410 Β· πŸ“¦ 60K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 420 Β· πŸ“¦ 60K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 21.04.2023): ``` git clone https://github.com/docker/docker-py @@ -1639,101 +1700,101 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.2M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.3M Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge docker-py ```
-
paramiko (πŸ₯ˆ39 Β· ⭐ 8.3K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
kubernetes (πŸ₯ˆ38 Β· ⭐ 5.7K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.8K Β· πŸ“¦ 75K Β· πŸ“‹ 1.5K - 50% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 8% open Β· ⏱️ 10.04.2023): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 36M / month): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 31.01.2023): ``` - pip install paramiko + pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3M Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 410K Β· ⏱️ 20.10.2022): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge kubernetes ```
-
kubernetes (πŸ₯ˆ39 Β· ⭐ 5.6K) - Official Python client library for kubernetes. Apache-2 +
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 910 Β· πŸ“¦ 25K Β· πŸ“‹ 430 - 34% open Β· ⏱️ 11.04.2023): ``` - git clone https://github.com/kubernetes-client/python + git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): ``` - pip install kubernetes + pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 400K Β· ⏱️ 20.10.2022): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 33K Β· ⏱️ 11.04.2023): ``` - conda install -c conda-forge kubernetes + conda install -c conda-forge schedule ```
netmiko (πŸ₯‰36 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.5K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.5K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 190K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): ``` pip install netmiko ```
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plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT +
fabric (πŸ₯‰35 Β· ⭐ 14K Β· πŸ“ˆ) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 3.9K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 25% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/tomerfiliba/plumbum + git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.5M / month Β· πŸ“¦ 90 Β· ⏱️ 20.01.2023): ``` - pip install plumbum + pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 950K Β· ⏱️ 04.01.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 63K Β· ⏱️ 22.01.2023): ``` - conda install -c conda-forge plumbum + conda install -c conda-forge fabric ```
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schedule (πŸ₯‰34 Β· ⭐ 11K) - Python job scheduling for humans. MIT +
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 830 Β· πŸ“¦ 25K Β· πŸ“‹ 400 - 31% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.03.2023): ``` - git clone https://github.com/dbader/schedule + git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): ``` - pip install schedule + pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 32K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 950K Β· ⏱️ 04.01.2023): ``` - conda install -c conda-forge schedule + conda install -c conda-forge plumbum ```
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fabric (πŸ₯‰30 Β· ⭐ 14K Β· πŸ“‰) - Simple, Pythonic remote execution and deployment. BSD-2 +
sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 1.7K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 5.3K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 28.10.2022): ``` - git clone https://github.com/fabric/fabric + git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.5M / month): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.3M / month Β· πŸ“¦ 300 Β· ⏱️ 11.01.2021): ``` - pip install fabric + pip install sshtunnel ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 62K Β· ⏱️ 22.01.2023): +- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 110K Β· ⏱️ 08.11.2021): ``` - conda install -c conda-forge fabric + conda install -c conda-forge sshtunnel ```
pyinfra (πŸ₯‰30 Β· ⭐ 2.3K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT @@ -1743,27 +1804,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 21K / month): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): ``` pip install pyinfra ```
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sshtunnel (πŸ₯‰30 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT - -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 5.3K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 28.10.2022): - - ``` - git clone https://github.com/pahaz/sshtunnel - ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.3M / month Β· πŸ“¦ 290 Β· ⏱️ 11.01.2021): - ``` - pip install sshtunnel - ``` -- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 110K Β· ⏱️ 08.11.2021): - ``` - conda install -c conda-forge sshtunnel - ``` -
pypyr (πŸ₯‰22 Β· ⭐ 510) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 94 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): @@ -1771,11 +1816,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.4K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 8.3K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 8.5K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1783,8 +1828,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - parallel-ssh (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 +- fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT -- fabtools (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT

@@ -1804,7 +1849,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 13M Β· ⏱️ 01.11.2022): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 14M Β· ⏱️ 01.11.2022): ``` conda install -c conda-forge pexpect ``` @@ -1832,11 +1877,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.2M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 160K Β· ⏱️ 20.03.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 170K Β· ⏱️ 20.03.2023): ``` conda install -c conda-forge sh ``` @@ -1851,71 +1896,86 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡36 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 +
greenlet (πŸ₯‡37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT + +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 230K Β· πŸ“‹ 210 - 11% open Β· ⏱️ 28.01.2023): + + ``` + git clone https://github.com/python-greenlet/greenlet + ``` +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 57M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): + ``` + pip install greenlet + ``` +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.6M Β· ⏱️ 28.01.2023): + ``` + conda install -c conda-forge greenlet + ``` +
+
uvloop (πŸ₯ˆ36 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 370 Β· πŸ“¦ 74K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 380 Β· πŸ“¦ 75K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 570K Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 580K Β· ⏱️ 26.10.2022): ``` conda install -c conda-forge uvloop ```
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anyio (πŸ₯ˆ35 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯ˆ36 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 100 Β· πŸ“¦ 110K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 16.04.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 100 Β· πŸ“¦ 120K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 380 Β· ⏱️ 19.10.2022): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.2M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.4M Β· ⏱️ 19.10.2022): ``` conda install -c conda-forge anyio ```
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asyncer (πŸ₯‰24 Β· ⭐ 980) - Asyncer, async and await, focused on developer experience. MIT +
aiomisc (πŸ₯‰25 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 450 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 22 Β· πŸ“¦ 300 Β· πŸ“‹ 17 - 35% open Β· ⏱️ 23.04.2023): ``` - git clone https://github.com/tiangolo/asyncer - ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 72K / month Β· πŸ“¦ 9 Β· ⏱️ 04.11.2022): - ``` - pip install asyncer + git clone https://github.com/aiokitchen/aiomisc ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 2.9K Β· ⏱️ 05.11.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 36 Β· ⏱️ 14.06.2022): ``` - conda install -c conda-forge asyncer + pip install aiomisc ```
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aiomisc (πŸ₯‰23 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT +
asyncer (πŸ₯‰24 Β· ⭐ 990) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 22 Β· πŸ“¦ 300 Β· πŸ“‹ 14 - 28% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 34 Β· πŸ“¦ 460 Β· πŸ“‹ 5 - 20% open Β· ⏱️ 21.02.2023): ``` - git clone https://github.com/aiokitchen/aiomisc + git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 69K / month): ``` - pip install aiomisc + pip install asyncer + ``` +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3K Β· ⏱️ 05.11.2022): + ``` + conda install -c conda-forge asyncer ```
-
Show 3 hidden projects... +
Show 2 hidden projects... -- greenlet (πŸ₯ˆ34 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. ❗Unlicensed +- unsync (πŸ₯‰21 Β· ⭐ 820 Β· πŸ’€) - Unsynchronize asyncio. MIT - stopit (πŸ₯‰20 Β· ⭐ 97 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT -- unsync (πŸ₯‰19 Β· ⭐ 820 Β· πŸ’€) - Unsynchronize asyncio. MIT

@@ -1923,14 +1983,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡39 Β· ⭐ 5.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡38 Β· ⭐ 5.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 430K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 440K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 7.6K Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 29M / month Β· πŸ“¦ 7.9K Β· ⏱️ 21.01.2023): ``` pip install python-dotenv ``` @@ -1941,7 +2001,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯ˆ37 Β· ⭐ 550) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 120 Β· πŸ“¦ 300K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 120 Β· πŸ“¦ 310K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/ipython/traitlets @@ -1957,16 +2017,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.3K Β· πŸ“‹ 430 - 24% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.3K Β· πŸ“‹ 440 - 24% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 240 Β· ⏱️ 22.09.2022): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 48K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 49K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge dynaconf ``` @@ -1978,7 +2038,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): ``` pip install python-decouple ``` @@ -1987,22 +2047,38 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-decouple ```
-
omegaconf (πŸ₯‰32 Β· ⭐ 1.4K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰32 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 76 Β· πŸ“¦ 11K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 14.04.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 78 Β· πŸ“¦ 12K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 14.04.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.4M / month Β· πŸ“¦ 190 Β· ⏱️ 08.12.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.4M / month): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 860K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 870K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
+
hydra (πŸ₯‰28 Β· ⭐ 7K) - Hydra is a framework for elegantly configuring complex applications. MIT + +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 20.04.2023): + + ``` + git clone https://github.com/facebookresearch/hydra + ``` +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.5K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): + ``` + pip install hydra + ``` +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 590K Β· ⏱️ 28.02.2023): + ``` + conda install -c conda-forge hydra-core + ``` +
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 - [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 5.8K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 17.04.2023): @@ -2014,19 +2090,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 16K Β· ⏱️ 07.01.2022): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 17K Β· ⏱️ 07.01.2022): ``` conda install -c conda-forge gin-config ```
configobj (πŸ₯‰28 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 68 Β· πŸ“₯ 34 Β· πŸ“¦ 25K Β· πŸ“‹ 150 - 36% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 46 Β· πŸ“¦ 26K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2035,34 +2111,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configobj ```
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hydra (πŸ₯‰27 Β· ⭐ 7K) - Hydra is a framework for elegantly configuring complex applications. MIT - -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 530 Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 20.04.2023): - - ``` - git clone https://github.com/facebookresearch/hydra - ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.5K / month): - ``` - pip install hydra - ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 580K Β· ⏱️ 28.02.2023): - ``` - conda install -c conda-forge hydra-core - ``` -
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 680 Β· πŸ“‹ 78 - 2% open Β· ⏱️ 07.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 680 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 120K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 32K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 33K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge everett ``` @@ -2091,7 +2151,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 81K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 83K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/Textualize/rich @@ -2100,46 +2160,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.5M Β· ⏱️ 12.04.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.6M Β· ⏱️ 12.04.2023): ``` conda install -c conda-forge rich ```
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python-fire (πŸ₯ˆ38 Β· ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 20K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 12.04.2023): ``` - git clone https://github.com/google/python-fire + git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): ``` - pip install fire + pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 510K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 15M Β· ⏱️ 28.02.2023): ``` - conda install -c conda-forge fire + conda install -c conda-forge prompt-toolkit ```
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python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 +
python-fire (πŸ₯ˆ38 Β· ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 20K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` - git clone https://github.com/prompt-toolkit/python-prompt-toolkit + git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` - pip install prompt_toolkit + pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 15M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 520K Β· ⏱️ 11.04.2023): ``` - conda install -c conda-forge prompt-toolkit + conda install -c conda-forge fire ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.1K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 220 Β· πŸ“¦ 630K Β· πŸ“‹ 240 - 43% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 630K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2148,46 +2208,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 20M Β· ⏱️ 25.10.2022): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 21M Β· ⏱️ 25.10.2022): ``` conda install -c conda-forge colorama ```
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 110 Β· πŸ“₯ 240 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 110 Β· πŸ“₯ 240 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 23.04.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 1.9K Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2K Β· ⏱️ 06.03.2023): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1M Β· ⏱️ 26.03.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1M Β· ⏱️ 24.04.2023): ``` conda install -c conda-forge argcomplete ```
Typer (πŸ₯ˆ35 Β· ⭐ 11K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 440 Β· πŸ“‹ 370 - 59% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 440 Β· πŸ“‹ 370 - 59% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.5K Β· ⏱️ 05.11.2022): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 05.11.2022): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.2M Β· ⏱️ 07.11.2022): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.3M Β· ⏱️ 07.11.2022): ``` conda install -c conda-forge typer ```
wcwidth (πŸ₯‰32 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 380K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 390K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/jquast/wcwidth @@ -2201,9 +2261,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge wcwidth ```
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cleo (πŸ₯‰31 Β· ⭐ 1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 78 Β· πŸ“¦ 14K Β· πŸ“‹ 91 - 30% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 78 Β· πŸ“¦ 15K Β· πŸ“‹ 92 - 31% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/sdispater/cleo @@ -2224,27 +2284,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 56K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 55K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 130K Β· ⏱️ 10.11.2022): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 130K Β· ⏱️ 21.04.2023): ``` conda install -c conda-forge asciimatics ```
questionary (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 65 Β· πŸ“¦ 8.7K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 66 Β· πŸ“¦ 8.7K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 950K / month Β· πŸ“¦ 240 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 960K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 33K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 34K Β· ⏱️ 14.03.2022): ``` conda install -c conda-forge questionary ``` @@ -2256,7 +2316,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 44K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 45K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ``` @@ -2268,18 +2328,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 960 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 930 / month Β· ⏱️ 21.06.2020): ``` pip install colout ```
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Show 5 hidden projects... +
Show 6 hidden projects... - docopt (πŸ₯ˆ35 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - ConfigArgParse (πŸ₯‰27 Β· ⭐ 640 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - clint (πŸ₯‰24 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC -- bashplotlib (πŸ₯‰21 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT +- bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT +- Click Extra (πŸ₯‰21 Β· ⭐ 24 Β· βž•) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2302,35 +2363,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 74M / month Β· πŸ“¦ 3.2K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 74M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.3M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.4M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 830) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 840) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 14.04.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 180K / month Β· πŸ“¦ 110 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 190K / month Β· πŸ“¦ 120 Β· ⏱️ 13.01.2023): ``` pip install aiocache ```
+
beaker (πŸ₯‰28 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 + +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 140 Β· πŸ“¦ 4.5K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 04.02.2023): + + ``` + git clone https://github.com/bbangert/beaker + ``` +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 310K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): + ``` + pip install beaker + ``` +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 68K Β· ⏱️ 06.02.2023): + ``` + conda install -c conda-forge beaker + ``` +
pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 120 Β· πŸ“₯ 120 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 10% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 120 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 200K / month): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 220K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2346,15 +2423,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 16K / month Β· πŸ“¦ 28 Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 14K / month Β· πŸ“¦ 29 Β· ⏱️ 06.12.2022): ``` pip install cachier ```
-
Show 2 hidden projects... +
Show 1 hidden projects... - cached-property (πŸ₯ˆ30 Β· ⭐ 670 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3 -- beaker (πŸ₯‰26 Β· ⭐ 500) - WSGI middleware for sessions and caching. ❗Unlicensed

@@ -2366,12 +2442,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.9K Β· πŸ“₯ 30K Β· πŸ“¦ 9.6K Β· πŸ“‹ 4.7K - 18% open Β· ⏱️ 15.04.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.7K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 23.04.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 96K / month): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 94K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2382,12 +2458,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 210K / month Β· πŸ“¦ 290 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 240K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2398,52 +2474,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ33 Β· ⭐ 10K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 540 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 540 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 21K / month Β· πŸ“¦ 36 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 21K / month Β· πŸ“¦ 37 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
Eel (πŸ₯ˆ33 Β· ⭐ 5.6K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.1K Β· πŸ“‹ 500 - 32% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.2K Β· πŸ“‹ 500 - 32% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 75K / month Β· πŸ“¦ 74 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 74K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
-
toga (πŸ₯‰31 Β· ⭐ 3.4K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 590 Β· πŸ“₯ 1.4K Β· πŸ“‹ 680 - 21% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 590 Β· πŸ“₯ 1.4K Β· πŸ“‹ 680 - 21% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.9K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 20 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 27 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
-
Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +
Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 430 Β· πŸ“¦ 730 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): ``` git clone https://github.com/chriskiehl/Gooey ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.9K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): +- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.7K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): ``` pip install gooey ``` @@ -2459,11 +2535,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 590 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 550 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` -- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 97K Β· ⏱️ 12.04.2022): +- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 98K Β· ⏱️ 12.04.2022): ``` conda install -c conda-forge flexx ``` @@ -2479,7 +2555,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-ml-python - Computer Vision ( ⭐ 13K) - Collection of computer vision and image processing.. +πŸ”— best-of-ml-python - Computer Vision ( ⭐ 14K) - Collection of computer vision and image processing..
@@ -2487,7 +2563,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-ml-python ( ⭐ 13K) - A ranked list of awesome machine learning Python libraries. Updated.. +πŸ”— best-of-ml-python ( ⭐ 14K) - A ranked list of awesome machine learning Python libraries. Updated..
@@ -2495,24 +2571,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-ml-python - NLP ( ⭐ 13K) - Collection of text processing and NLP libraries. - -
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2 - -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 3% open Β· ⏱️ 18.04.2023): +πŸ”— best-of-ml-python - NLP ( ⭐ 14K) - Collection of text processing and NLP libraries. - ``` - git clone https://github.com/daviddrysdale/python-phonenumbers - ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): - ``` - pip install phonenumbers - ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 730K Β· ⏱️ 18.04.2023): - ``` - conda install -c conda-forge phonenumbers - ``` -
chardet (πŸ₯‡33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 240 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 02.12.2022): @@ -2520,7 +2580,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 55M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 54M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` pip install chardet ``` @@ -2528,7 +2588,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 42 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 53 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2544,7 +2604,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 47K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 48K Β· ⏱️ 02.11.2022): ``` conda install -c conda-forge emoji ``` @@ -2556,7 +2616,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmoiron/humanize ``` -- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2K Β· ⏱️ 29.01.2023): ``` pip install humanize ``` @@ -2567,7 +2627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-slugify (πŸ₯ˆ31 Β· ⭐ 1.3K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 95 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 96 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): ``` git clone https://github.com/un33k/python-slugify @@ -2576,35 +2636,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.4M Β· ⏱️ 25.02.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.5M Β· ⏱️ 25.02.2023): ``` conda install -c conda-forge python-slugify ```
-
inflect (πŸ₯ˆ31 Β· ⭐ 810) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
phonenumbers (πŸ₯ˆ28 Β· ⭐ 3.2K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 87 Β· πŸ“‹ 99 - 18% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 390 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 27.04.2023): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.4M / month Β· πŸ“¦ 970 Β· ⏱️ 20.10.2022): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month): ``` - pip install inflect + pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 310K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 730K Β· ⏱️ 18.04.2023): ``` - conda install -c conda-forge inflect + conda install -c conda-forge phonenumbers ```
pyahocorasick (πŸ₯‰27 Β· ⭐ 790) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 110 Β· πŸ“¦ 1.7K Β· πŸ“‹ 120 - 16% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 660K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 630K / month): ``` pip install pyahocorasick ``` @@ -2613,6 +2673,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
+
inflect (πŸ₯‰26 Β· ⭐ 810 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT + +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 85 Β· πŸ“‹ 98 - 17% open Β· ⏱️ 06.04.2023): + + ``` + git clone https://github.com/jaraco/inflect + ``` +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.5M / month): + ``` + pip install inflect + ``` +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 310K Β· ⏱️ 06.04.2023): + ``` + conda install -c conda-forge inflect + ``` +
price-parser (πŸ₯‰21 Β· ⭐ 260) - Extract price amount and currency symbol from a raw text string. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 44 Β· πŸ“¦ 350 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): @@ -2620,30 +2696,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 63K / month Β· πŸ“¦ 2 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 63K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
coolname (πŸ₯‰21 Β· ⭐ 110) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.4K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 10 Β· πŸ“¦ 1.4K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 290K / month): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 280K / month): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 52K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 54K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ```
Show 2 hidden projects... -- awesome-slugify (πŸ₯‰21 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- awesome-slugify (πŸ₯‰22 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 75 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2662,41 +2738,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.1K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +
boto3 (πŸ₯‡45 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 550K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 290K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 26.04.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 70M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 550M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` - pip install SQLAlchemy + pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 27.04.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge boto3 ```
-
boto3 (πŸ₯‡45 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.2K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 290K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 560K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 27.04.2023): ``` - git clone https://github.com/boto/boto3 + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 530M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 70M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` - pip install boto3 + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 19.04.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 27.04.2023): ``` - conda install -c conda-forge boto3 + conda install -c conda-forge sqlalchemy ```
redis (πŸ₯‡43 Β· ⭐ 11K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 12% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 14% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/redis/redis-py @@ -2710,41 +2786,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
-
peewee (πŸ₯‡42 Β· ⭐ 10K Β· πŸ“ˆ) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.1K - 11% open Β· ⏱️ 27.04.2023): ``` - git clone https://github.com/coleifer/peewee + git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 630 Β· ⏱️ 15.06.2022): ``` - pip install peewee + pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 500K Β· ⏱️ 19.04.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 920K Β· ⏱️ 18.04.2023): ``` - conda install -c conda-forge peewee + conda install -c conda-forge azure-storage-blob ```
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azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT +
peewee (πŸ₯‡42 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.1K - 11% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 21.04.2023): ``` - git clone https://github.com/Azure/azure-sdk-for-python + git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 620 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): ``` - pip install azure-storage-blob + pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 920K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 500K Β· ⏱️ 21.04.2023): ``` - conda install -c conda-forge azure-storage-blob + conda install -c conda-forge peewee ```
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2776,16 +2852,16 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.8K Β· πŸ“¦ 37K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.8K Β· πŸ“¦ 37K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.01.2023): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 810K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 820K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge elasticsearch ``` @@ -2808,16 +2884,16 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 940 - 10% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 940 - 10% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 23M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 23M / month): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.2M Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.2M Β· ⏱️ 24.04.2023): ``` conda install -c conda-forge alembic ``` @@ -2829,7 +2905,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2840,7 +2916,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ38 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 14.04.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 25.04.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2856,7 +2932,7 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ38 Β· ⭐ 590) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 560 - 16% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 560 - 16% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2865,19 +2941,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.5M Β· ⏱️ 20.04.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.6M Β· ⏱️ 20.04.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“₯ 190K Β· πŸ“¦ 960 Β· πŸ“‹ 900 - 3% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“₯ 190K Β· πŸ“¦ 980 Β· πŸ“‹ 910 - 4% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 22M / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 23M / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install awswrangler ``` @@ -2888,28 +2964,28 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 820 Β· πŸ“¦ 5.8K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 820 Β· πŸ“¦ 5.9K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.5M / month Β· πŸ“¦ 410 Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.4M / month Β· πŸ“¦ 420 Β· ⏱️ 24.01.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 680K Β· ⏱️ 28.10.2022): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 680K Β· ⏱️ 26.04.2023): ``` conda install -c conda-forge python-confluent-kafka ```
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 22K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 22K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): ``` pip install sqlalchemy-utils ``` @@ -2918,14 +2994,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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Ibis (πŸ₯ˆ35 Β· ⭐ 2.6K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
Ibis (πŸ₯ˆ35 Β· ⭐ 2.7K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 63 Β· πŸ“¦ 470 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 67 Β· πŸ“¦ 480 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 88K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 99K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): ``` pip install ibis-framework ``` @@ -2936,12 +3012,12 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ35 Β· ⭐ 680) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 87M / month Β· πŸ“¦ 600 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 91M / month Β· πŸ“¦ 610 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` @@ -2952,12 +3028,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.6K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 170 Β· πŸ“¦ 8.8K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 170 Β· πŸ“¦ 8.9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 980 Β· ⏱️ 15.07.2021): ``` pip install elasticsearch-dsl ``` @@ -2966,18 +3042,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c anaconda elasticsearch-dsl ```
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.5K Β· πŸ“ˆ) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.4K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.4K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 91K / month Β· πŸ“¦ 85 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 88K / month): ``` pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 11K Β· ⏱️ 03.02.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 12K Β· ⏱️ 03.02.2023): ``` conda install -c conda-forge tortoise-orm ``` @@ -2989,14 +3065,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 150K / month Β· πŸ“¦ 850 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 150K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): ``` pip install apache-libcloud ```
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.8K Β· ⏱️ 08.04.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.9K Β· ⏱️ 21.04.2023): ``` git clone https://github.com/datastax/python-driver @@ -3017,7 +3093,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 420K / month Β· πŸ“¦ 130 Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 410K / month Β· πŸ“¦ 140 Β· ⏱️ 18.12.2022): ``` pip install databases ``` @@ -3026,58 +3102,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 - -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 18.04.2023): - - ``` - git clone https://github.com/prometheus/client_python - ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 720 Β· ⏱️ 23.01.2023): - ``` - pip install prometheus_client - ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 10M Β· ⏱️ 24.01.2023): - ``` - conda install -c conda-forge prometheus_client - ``` -
Motor (πŸ₯ˆ33 Β· ⭐ 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 56K Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 57K Β· ⏱️ 12.04.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 55K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 56K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge motor ```
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pygsheets (πŸ₯ˆ33 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT - -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 200 Β· πŸ“¦ 1.8K Β· πŸ“‹ 380 - 13% open Β· ⏱️ 09.02.2023): - - ``` - git clone https://github.com/nithinmurali/pygsheets - ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 82 Β· ⏱️ 30.11.2022): - ``` - pip install pygsheets - ``` -
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 790) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.2K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.3K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 180K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 170K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): ``` pip install neo4j-driver ``` @@ -3088,12 +3136,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ33 Β· ⭐ 630) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.3K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.4K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 390 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 400 Β· ⏱️ 07.01.2023): ``` pip install minio ``` @@ -3118,9 +3166,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
+
Prometheus Client (πŸ₯‰32 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 + +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 18.04.2023): + + ``` + git clone https://github.com/prometheus/client_python + ``` +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 730 Β· ⏱️ 23.01.2023): + ``` + pip install prometheus_client + ``` +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 11M Β· ⏱️ 24.01.2023): + ``` + conda install -c conda-forge prometheus_client + ``` +
PynamoDB (πŸ₯‰32 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 21.04.2023): ``` git clone https://github.com/pynamodb/PynamoDB @@ -3129,19 +3193,31 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 310K Β· ⏱️ 21.02.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 320K Β· ⏱️ 21.02.2023): ``` conda install -c conda-forge pynamodb ```
+
pygsheets (πŸ₯‰32 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT + +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 200 Β· πŸ“¦ 1.8K Β· πŸ“‹ 390 - 13% open Β· ⏱️ 09.02.2023): + + ``` + git clone https://github.com/nithinmurali/pygsheets + ``` +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 92 Β· ⏱️ 30.11.2022): + ``` + pip install pygsheets + ``` +
pandas-gbq (πŸ₯‰32 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 290 Β· πŸ“¦ 6.5K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 290 Β· πŸ“¦ 6.6K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.3M / month Β· πŸ“¦ 290 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.6M / month Β· πŸ“¦ 320 Β· ⏱️ 30.01.2023): ``` pip install pandas-gbq ``` @@ -3152,16 +3228,16 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯‰31 Β· ⭐ 9.8K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 410 Β· πŸ“¦ 5.6K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 410 Β· πŸ“¦ 5.7K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 360K / month Β· πŸ“¦ 69 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 370K / month Β· πŸ“¦ 130 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 10K Β· ⏱️ 30.08.2022): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 11K Β· ⏱️ 30.08.2022): ``` conda install -c conda-forge sqlmodel ``` @@ -3173,11 +3249,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 78K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 77K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 88K Β· ⏱️ 28.01.2022): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 89K Β· ⏱️ 28.01.2022): ``` conda install -c conda-forge pony ``` @@ -3205,7 +3281,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3221,7 +3297,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 310 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): ``` pip install cx-Oracle ``` @@ -3230,6 +3306,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cx_oracle ```
+
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 + +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 26.04.2023): + + ``` + git clone https://github.com/django-haystack/pysolr + ``` +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 230K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): + ``` + pip install pysolr + ``` +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 20K Β· ⏱️ 28.04.2020): + ``` + conda install -c conda-forge pysolr + ``` +
Records (πŸ₯‰29 Β· ⭐ 7K) - SQL for Humans. ISC - [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 570 Β· πŸ“¦ 1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): @@ -3253,51 +3345,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 52K / month Β· πŸ“¦ 570 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 53K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.2K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.3K Β· ⏱️ 01.02.2023): ``` conda install -c conda-forge dataset ```
-
pysolr (πŸ₯‰29 Β· ⭐ 640 Β· πŸ’€) - Pysolr Python Solr client. BSD-3 - -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 12.04.2022): - - ``` - git clone https://github.com/django-haystack/pysolr - ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 230K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): - ``` - pip install pysolr - ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 20K Β· ⏱️ 28.04.2020): - ``` - conda install -c conda-forge pysolr - ``` -
prisma (πŸ₯‰28 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 210 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 210 Β· πŸ“‹ 290 - 46% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 15K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 14K / month): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 250 Β· πŸ“‹ 300 - 30% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 260 Β· πŸ“‹ 310 - 31% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): ``` pip install piccolo ``` @@ -3309,11 +3385,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 160K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 200K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` -- [Conda](https://anaconda.org/conda-forge/happybase) (πŸ“₯ 130K Β· ⏱️ 01.07.2019): +- [Conda](https://anaconda.org/conda-forge/happybase) (πŸ“₯ 140K Β· ⏱️ 01.07.2019): ``` conda install -c conda-forge happybase ``` @@ -3325,7 +3401,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 30K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` @@ -3334,14 +3410,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge umongo ```
-
ODMantic (πŸ₯‰21 Β· ⭐ 790) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰22 Β· ⭐ 790) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 1 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 03.01.2023): ``` pip install odmantic ``` @@ -3353,14 +3429,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.6K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.4K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
PugSQL (πŸ₯‰20 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- [GitHub](https://github.com/mcfunley/pugsql) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 52 Β· πŸ“‹ 42 - 52% open Β· ⏱️ 27.05.2022): +- [GitHub](https://github.com/mcfunley/pugsql) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 55 Β· πŸ“‹ 42 - 52% open Β· ⏱️ 27.05.2022): ``` git clone https://github.com/mcfunley/pugsql @@ -3377,14 +3453,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 100K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 91K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰18 Β· ⭐ 1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 98 Β· πŸ“‹ 300 - 13% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 96 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3393,20 +3469,20 @@ _Libraries for connecting to, operating, and querying databases._
Show 16 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ33 Β· ⭐ 2.6K) - Python ODBC bridge. ❗️MIT-0 +- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 50) - Google Cloud Bigtable API client library. Apache-2 - py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ’€) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed - pyhdb (πŸ₯‰24 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 250 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰14 Β· ⭐ 700 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3419,80 +3495,80 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.5M / month Β· πŸ“¦ 3K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 750K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 750K Β· ⏱️ 25.04.2023): ``` conda install -c conda-forge faker ```
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 2.1K Β· πŸ“¦ 14K Β· πŸ“‹ 2.2K - 24% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.1K Β· πŸ“¦ 15K Β· πŸ“‹ 2.2K - 24% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.7M / month Β· πŸ“¦ 410 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.6M / month Β· πŸ“¦ 440 Β· ⏱️ 26.01.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 260K Β· ⏱️ 30.03.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 270K Β· ⏱️ 30.03.2023): ``` conda install -c conda-forge datasets ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 460 Β· πŸ“₯ 24K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 460 Β· πŸ“₯ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 85K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 84K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 580K Β· ⏱️ 31.03.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 590K Β· ⏱️ 25.04.2023): ``` conda install -c conda-forge xlwings ```
Tablib (πŸ₯ˆ36 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 43K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 44K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.12.2022): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.12.2022): ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 84K Β· ⏱️ 24.03.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 85K Β· ⏱️ 24.03.2023): ``` conda install -c conda-forge tablib ```
python-magic (πŸ₯ˆ34 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 40K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 41K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 200K Β· ⏱️ 03.11.2022): +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 210K Β· ⏱️ 03.11.2022): ``` conda install -c conda-forge python-magic ``` @@ -3508,19 +3584,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 85K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 86K Β· ⏱️ 22.02.2023): ``` conda install -c conda-forge csvkit ```
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xmltodict (πŸ₯ˆ32 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT +
xmltodict (πŸ₯ˆ33 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 440 Β· πŸ“¦ 53K Β· πŸ“‹ 230 - 31% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 53K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 23M / month): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 23M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3529,62 +3605,62 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xmltodict ```
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smart-open (πŸ₯ˆ32 Β· ⭐ 2.8K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
smart-open (πŸ₯ˆ32 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 19.01.2023): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 610 Β· ⏱️ 12.12.2022): ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.7M Β· ⏱️ 08.01.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.8M Β· ⏱️ 08.01.2023): ``` conda install -c conda-forge smart_open ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
Intake (πŸ₯ˆ32 Β· ⭐ 890) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 130 Β· πŸ“¦ 1.1K Β· πŸ“‹ 340 - 29% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/wkentaro/gdown + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 290 Β· ⏱️ 05.12.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 58K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): ``` - pip install gdown + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 170K Β· ⏱️ 25.03.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 380K Β· ⏱️ 12.03.2023): ``` - conda install -c conda-forge gdown + conda install -c conda-forge intake ```
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Intake (πŸ₯ˆ31 Β· ⭐ 890) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
gdown (πŸ₯ˆ31 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 130 Β· πŸ“¦ 1K Β· πŸ“‹ 340 - 29% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 130 - 4% open Β· ⏱️ 22.04.2023): ``` - git clone https://github.com/intake/intake + git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 45K / month Β· πŸ“¦ 110 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month): ``` - pip install intake + pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 380K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 170K Β· ⏱️ 25.03.2023): ``` - conda install -c conda-forge intake + conda install -c conda-forge gdown ```
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snorkel (πŸ₯ˆ29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯‰29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 280 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 48K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 49K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3593,85 +3669,85 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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camelot (πŸ₯‰23 Β· ⭐ 1.9K) - A Python library to extract tabular data from PDFs. MIT +
img2dataset (πŸ₯‰26 Β· ⭐ 2.1K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 340 Β· πŸ“‹ 270 - 62% open Β· ⏱️ 18.03.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“₯ 930 Β· πŸ“¦ 34 Β· πŸ“‹ 180 - 39% open Β· ⏱️ 23.04.2023): ``` - git clone https://github.com/camelot-dev/camelot + git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.7K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 8.7K / month): ``` - pip install camelot + pip install img2dataset ```
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img2dataset (πŸ₯‰23 Β· ⭐ 1.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
camelot (πŸ₯‰23 Β· ⭐ 1.9K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 180 Β· πŸ“₯ 910 Β· πŸ“¦ 32 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 340 Β· πŸ“‹ 270 - 62% open Β· ⏱️ 18.03.2023): ``` - git clone https://github.com/rom1504/img2dataset + git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 5.3K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.1K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` - pip install img2dataset + pip install camelot ```
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rows (πŸ₯‰22 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 150 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 18.02.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 150 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.9K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.8K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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Upgini (πŸ₯‰18 Β· ⭐ 190) - Data search library for Machine Learning Easily find and add relevant.. BSD-3 +
Upgini (πŸ₯‰19 Β· ⭐ 190) - Data search library for Machine Learning Easily find and add relevant.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 15 Β· πŸ“¦ 1 Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 24.04.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 2.6K / month): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.1K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ```
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Squirrel (πŸ₯‰14 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰15 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 4 - 50% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1K / month): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): ``` pip install squirrel-core ``` -- [Conda](https://anaconda.org/anaconda/squirrel-core): +- [Conda](https://anaconda.org/anaconda/squirrel-core) (πŸ“¦ 1 Β· ⏱️ 18.11.2022): ``` conda install -c anaconda squirrel-core ```
Show 14 hidden projects... +- xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ32 Β· ⭐ 1.4K) - Synthetic Data Generation for tabular, relational and time series data. ❗️SSPL-1.0 -- xlrd (πŸ₯ˆ29 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... ❗Unlicensed -- PDFMiner (πŸ₯‰28 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT +- Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT -- textract (πŸ₯‰24 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - messytables (πŸ₯‰24 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- pandas-datareader (πŸ₯‰23 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. ❗Unlicensed - deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - datatest (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- borb (πŸ₯‰20 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed - excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- Singer (πŸ₯‰20 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 -- borb (πŸ₯‰19 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3684,32 +3760,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡45 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 460K Β· πŸ“¦ 6.5K Β· πŸ“‹ 7.3K - 11% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 460K Β· πŸ“¦ 6.5K Β· πŸ“‹ 7.3K - 11% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9.6M / month Β· πŸ“¦ 260 Β· ⏱️ 14.03.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9.8M / month Β· πŸ“¦ 260 Β· ⏱️ 14.03.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 870K Β· ⏱️ 01.04.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 880K Β· ⏱️ 01.04.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 440 Β· ⏱️ 14.04.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 440 Β· ⏱️ 26.04.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡45 Β· ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 99K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.3M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.4M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): ``` pip install celery ``` @@ -3718,78 +3794,78 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Prefect (πŸ₯‡41 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 +
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.6K Β· πŸ“‹ 3.6K - 12% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.7K Β· πŸ“‹ 3.6K - 13% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 800K / month): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 430K Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 430K Β· ⏱️ 20.04.2023): ``` conda install -c conda-forge prefect ```
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Beam (πŸ₯‡41 Β· ⭐ 6.8K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡42 Β· ⭐ 6.8K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 74% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 74% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.9M / month Β· πŸ“¦ 180 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 190 Β· ⏱️ 13.01.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 39K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 40K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 08.04.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 650K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 680K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 89K Β· ⏱️ 30.06.2021): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 90K Β· ⏱️ 30.06.2021): ``` conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 7.2K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 7.3K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 910 Β· πŸ“¦ 1.1K Β· πŸ“‹ 5.5K - 30% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 920 Β· πŸ“¦ 1.1K Β· πŸ“‹ 5.5K - 29% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 560K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 540K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 850K Β· ⏱️ 04.03.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 850K Β· ⏱️ 21.04.2023): ``` conda install -c conda-forge dagster ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.2K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.3K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 9% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 9% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.1M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.5M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` @@ -3798,14 +3874,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge great-expectations ```
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dbt (πŸ₯ˆ38 Β· ⭐ 6.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 6.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2.5K Β· πŸ“‹ 3.9K - 10% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.4K Β· πŸ“¦ 2.5K Β· πŸ“‹ 3.9K - 10% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 110K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 290K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3816,56 +3892,56 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
joblib (πŸ₯ˆ38 Β· ⭐ 3.2K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 270K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 280K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 28M / month Β· πŸ“¦ 5.9K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 27M / month Β· πŸ“¦ 6K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 17M Β· ⏱️ 10.10.2022): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 18M Β· ⏱️ 10.10.2022): ``` conda install -c conda-forge joblib ```
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luigi (πŸ₯ˆ37 Β· ⭐ 16K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.1K Β· πŸ“‹ 960 - 8% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.1K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 680K / month): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 680K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· πŸ“¦ 2 Β· ⏱️ 17.03.2023): ``` conda install -c anaconda luigi ```
Kedro (πŸ₯ˆ37 Β· ⭐ 8.3K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 770 Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 770 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 520K / month Β· πŸ“¦ 64 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 520K / month Β· πŸ“¦ 65 Β· ⏱️ 06.03.2023): ``` pip install kedro ```
petl (πŸ₯ˆ33 Β· ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“¦ 3.3K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 740K / month Β· πŸ“¦ 83 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 770K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -3874,42 +3950,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT +
Activeloop (πŸ₯ˆ32 Β· ⭐ 5.7K) - Data Lake for Deep Learning. Multi-modal Vector Database for.. MPL-2.0 -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 450 Β· πŸ“¦ 150 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 27.04.2023): ``` - git clone https://github.com/coleifer/huey - ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 72K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): - ``` - pip install huey + git clone https://github.com/activeloopai/Hub ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 30K Β· ⏱️ 16.10.2019): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7.3K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` - conda install -c conda-forge huey + pip install hub ```
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Activeloop (πŸ₯ˆ31 Β· ⭐ 5.6K) - Data Lake for Deep Learning. Multi-modal Vector Database for.. MPL-2.0 +
huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 440 Β· πŸ“¦ 140 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 06.04.2023): ``` - git clone https://github.com/activeloopai/Hub + git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7.7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 71K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` - pip install hub + pip install huey + ``` +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 30K Β· ⏱️ 16.10.2019): + ``` + conda install -c conda-forge huey ```
zenml (πŸ₯ˆ31 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 93 Β· πŸ“‹ 180 - 13% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 97 Β· πŸ“‹ 190 - 12% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.5K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.4K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): ``` pip install zenml ``` @@ -3921,11 +3997,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 150K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 160K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 65K Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 66K Β· ⏱️ 24.02.2023): ``` conda install -c conda-forge mleap ``` @@ -3937,30 +4013,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 28K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 29K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): ``` pip install faust ```
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 77 Β· πŸ“‹ 840 - 16% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 78 Β· πŸ“‹ 840 - 16% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.5K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 55K Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 56K Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge ploomber ```
whylogs (πŸ₯‰29 Β· ⭐ 2.2K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 94 Β· πŸ“₯ 64 Β· πŸ“¦ 85 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 96 Β· πŸ“₯ 62 Β· πŸ“¦ 85 Β· πŸ“‹ 350 - 6% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/whylabs/whylogs @@ -3972,28 +4048,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 590 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 600 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 280K / month Β· πŸ“¦ 15 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 280K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰26 Β· ⭐ 1.5K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 380 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 19.03.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 390 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 19.03.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 42K / month Β· πŸ“¦ 13 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 42K / month Β· πŸ“¦ 17 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.5K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.7K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ``` @@ -4005,26 +4081,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 3.3K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 28 Β· πŸ“¦ 32 Β· πŸ“‹ 16 - 75% open Β· ⏱️ 16.04.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 29 Β· πŸ“¦ 32 Β· πŸ“‹ 16 - 75% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 80K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 74K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 17.10.2022): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 17.10.2022): ``` git clone https://github.com/hi-primus/optimus @@ -4041,7 +4117,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 730 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 740 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ``` @@ -4080,12 +4156,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 100 - 24% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 860 / month): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.1K / month Β· ⏱️ 02.01.2023): ``` pip install batchflow ``` @@ -4097,7 +4173,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.6K / month Β· πŸ“¦ 6 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.4K / month Β· πŸ“¦ 7 Β· ⏱️ 20.09.2022): ``` pip install pdpipe ``` @@ -4113,33 +4189,33 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 130 / month Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 22.09.2022): ``` pip install mara-pipelines ```
-
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 12 Β· πŸ“‹ 13 - 15% open Β· ⏱️ 24.10.2022): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 22 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): ``` - git clone https://github.com/olirice/flupy + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· πŸ“¦ 1 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 190 / month Β· ⏱️ 26.10.2022): ``` - pip install flupy + pip install d6tflow ```
-
Databolt Flow (πŸ₯‰16 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
flupy (πŸ₯‰18 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 72 Β· πŸ“¦ 22 Β· πŸ“‹ 23 - 43% open Β· ⏱️ 26.10.2022): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 12 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 280 / month): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· ⏱️ 21.10.2022): ``` - pip install d6tflow + pip install flupy ```
bodywork-core (πŸ₯‰15 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 @@ -4149,19 +4225,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 87 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 120 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ```
datajob (πŸ₯‰15 Β· ⭐ 100) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 -- [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 57 - 29% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 100 / month): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 74 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4186,7 +4262,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰20 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT -- kale (πŸ₯‰16 Β· ⭐ 590 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter +- kale (πŸ₯‰16 Β· ⭐ 600 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

@@ -4195,36 +4271,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
XlsxWriter (πŸ₯‡37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 +
PyYAML (πŸ₯‡38 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 58K Β· πŸ“‹ 870 - 2% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 780K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): ``` - git clone https://github.com/jmcnamara/XlsxWriter + git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.9K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 75K Β· ⏱️ 13.10.2021): ``` - pip install xlsxwriter + pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.6M Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 33M Β· ⏱️ 09.11.2022): ``` - conda install -c conda-forge xlsxwriter + conda install -c conda-forge pyyaml ```
-
PyYAML (πŸ₯‰36 Β· ⭐ 2.1K Β· πŸ’€) - Canonical source repository for PyYAML. MIT +
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 59K Β· πŸ“‹ 870 - 2% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/yaml/pyyaml + git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 74K Β· ⏱️ 13.10.2021): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.9K Β· ⏱️ 14.01.2023): ``` - pip install pyyaml + pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 33M Β· ⏱️ 09.11.2022): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.6M Β· ⏱️ 27.04.2023): ``` - conda install -c conda-forge pyyaml + conda install -c conda-forge xlsxwriter ```
jmespath (πŸ₯‰33 Β· ⭐ 1.8K) - JMESPath is a query language for JSON. MIT @@ -4234,7 +4310,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 130M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 140M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4256,23 +4332,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 730 Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 13M / month Β· πŸ“¦ 750 Β· ⏱️ 06.01.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 240K Β· ⏱️ 18.03.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 250K Β· ⏱️ 18.03.2023): ``` conda install -c conda-forge deepdiff ```
-
typing_inspect (πŸ₯‰20 Β· ⭐ 300 Β· πŸ“‰) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰25 Β· ⭐ 300 Β· πŸ“ˆ) - Runtime inspection utilities for Python typing module. MIT -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 26 Β· πŸ“‹ 52 - 34% open Β· ⏱️ 21.11.2022): +- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 27 Β· πŸ“‹ 54 - 37% open Β· ⏱️ 21.11.2022): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 300 Β· ⏱️ 17.08.2022): ``` pip install typing_inspect ``` @@ -4294,7 +4370,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 680K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 16.04.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 690K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4310,12 +4386,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 170K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 180K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 21.04.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 36M / month Β· πŸ“¦ 8.6K Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 35M / month Β· πŸ“¦ 8.7K Β· ⏱️ 18.10.2022): ``` pip install more-itertools ``` @@ -4324,30 +4400,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge more-itertools ```
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boltons (πŸ₯ˆ35 Β· ⭐ 6.1K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
boltons (πŸ₯ˆ36 Β· ⭐ 6.1K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.2K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.2K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 21.04.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.2M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.1M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.3M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.5M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 90K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 91K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 17M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 18M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` @@ -4372,22 +4448,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
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python-dependency-injector (πŸ₯ˆ33 Β· ⭐ 2.8K) - Dependency injection framework for Python. BSD-3 - -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 490 - 28% open Β· ⏱️ 19.12.2022): - - ``` - git clone https://github.com/ets-labs/python-dependency-injector - ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.12.2022): - ``` - pip install dependency-injector - ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 22K Β· ⏱️ 19.12.2022): - ``` - conda install -c conda-forge dependency_injector - ``` -
natsort (πŸ₯ˆ33 Β· ⭐ 740) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 19K Β· πŸ“‹ 86 - 2% open Β· ⏱️ 19.04.2023): @@ -4406,7 +4466,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰31 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.3K Β· πŸ“‹ 76 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.4K Β· πŸ“‹ 76 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/Suor/funcy @@ -4420,34 +4480,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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returns (πŸ₯‰28 Β· ⭐ 2.7K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
python-dependency-injector (πŸ₯‰31 Β· ⭐ 2.8K) - Dependency injection framework for Python. BSD-3 + +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 490 - 28% open Β· ⏱️ 19.12.2022): + + ``` + git clone https://github.com/ets-labs/python-dependency-injector + ``` +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month): + ``` + pip install dependency-injector + ``` +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 22K Β· ⏱️ 19.12.2022): + ``` + conda install -c conda-forge dependency_injector + ``` +
+
returns (πŸ₯‰30 Β· ⭐ 2.7K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 95 Β· πŸ“¦ 340 Β· πŸ“‹ 410 - 18% open Β· ⏱️ 14.04.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 95 Β· πŸ“¦ 340 Β· πŸ“‹ 400 - 16% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 53K / month Β· πŸ“¦ 53 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 57K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.8K Β· ⏱️ 13.03.2022): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.9K Β· ⏱️ 22.04.2023): ``` conda install -c conda-forge returns ```
ubelt (πŸ₯‰27 Β· ⭐ 680) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 44 Β· πŸ“¦ 2.4K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.4K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 22K / month): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 67 Β· ⏱️ 03.12.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 43K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 44K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ``` @@ -4456,9 +4532,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 620 Β· πŸ’€) - API Rate Limit Decorator. MIT +- CommonRegex (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT +- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT -- CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT -- pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2

@@ -4468,16 +4544,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡41 Β· ⭐ 52K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.4K Β· πŸ”€ 27K Β· πŸ“‹ 64K - 12% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 52K / month Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 52K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.5M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.6M Β· ⏱️ 01.05.2021): ``` conda install -c conda-forge typing ``` @@ -4486,9 +4562,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ32 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ35 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 6.4K Β· πŸ“₯ 60K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 14.04.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 60K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/micropython/micropython @@ -4520,12 +4596,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 770 Β· πŸ”€ 520 Β· πŸ“¦ 500K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 520 Β· πŸ“¦ 500K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 52M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 53M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): ``` pip install pygments ``` @@ -4541,7 +4617,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 76M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 75M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` pip install pyparsing ``` @@ -4552,16 +4628,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡38 Β· ⭐ 19K Β· πŸ’€) - A cross-platform command-line utility that creates projects.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.8K Β· πŸ“¦ 20K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 660K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 670K Β· ⏱️ 01.06.2022): ``` conda install -c conda-forge cookiecutter ``` @@ -4584,12 +4660,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯ˆ34 Β· ⭐ 30K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 960 Β· πŸ“‹ 510 - 64% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 970 Β· πŸ“‹ 510 - 64% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 96K / month Β· πŸ“¦ 27 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 94K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): ``` pip install diagrams ``` @@ -4621,7 +4697,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 68M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 67M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4648,23 +4724,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯ˆ32 Β· ⭐ 840) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.2K Β· πŸ“‹ 320 - 5% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.3K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 510K / month): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 500K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 38K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 39K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge fastcore ```
-
pluggy (πŸ₯‰31 Β· ⭐ 930) - A minimalist production ready plugin system. MIT +
pyscaffold (πŸ₯‰31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT + +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 180 Β· πŸ“‹ 280 - 8% open Β· ⏱️ 18.04.2023): + + ``` + git clone https://github.com/pyscaffold/pyscaffold + ``` +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 250K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): + ``` + pip install pyscaffold + ``` +- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 160K Β· ⏱️ 18.04.2023): + ``` + conda install -c conda-forge pyscaffold + ``` +
+
pluggy (πŸ₯‰31 Β· ⭐ 940) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/pytest-dev/pluggy @@ -4685,53 +4777,57 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 370K / month Β· πŸ“¦ 420 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 370K / month Β· πŸ“¦ 430 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 16K Β· ⏱️ 01.11.2022): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 17K Β· ⏱️ 01.11.2022): ``` conda install -c conda-forge keyboard ```
-
Copier (πŸ₯‰29 Β· ⭐ 990) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯‰29 Β· ⭐ 1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 390 Β· πŸ“‹ 360 - 16% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 390 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 39K / month Β· πŸ“¦ 23 Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 40K / month Β· πŸ“¦ 23 Β· ⏱️ 29.12.2022): ``` pip install copier ```
python-mss (πŸ₯‰28 Β· ⭐ 830) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“‹ 130 - 25% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“‹ 130 - 25% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 280K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 290K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 23K Β· ⏱️ 20.04.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 24K Β· ⏱️ 20.04.2023): ``` conda install -c conda-forge python-mss ```
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powerline-shell (πŸ₯‰27 Β· ⭐ 6K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +
Send2Trash (πŸ₯‰28 Β· ⭐ 230) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 93 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 36 Β· πŸ“‹ 51 - 43% open Β· ⏱️ 27.04.2023): ``` - git clone https://github.com/b-ryan/powerline-shell + git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 5K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.7M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` - pip install powerline-shell + pip install send2trash + ``` +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.8M Β· ⏱️ 27.04.2023): + ``` + conda install -c conda-forge send2trash ```
pyscreenshot (πŸ₯‰27 Β· ⭐ 460) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 @@ -4741,49 +4837,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 81K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 86K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
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Send2Trash (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 +
catalogue (πŸ₯‰27 Β· ⭐ 140) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 34 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 27.07.2022): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 23K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): ``` - git clone https://github.com/arsenetar/send2trash + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.4M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 67 Β· ⏱️ 18.10.2022): ``` - pip install send2trash + pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.6M Β· ⏱️ 09.08.2021): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 980K Β· ⏱️ 27.10.2022): ``` - conda install -c conda-forge send2trash + conda install -c conda-forge catalogue ```
-
catalogue (πŸ₯‰27 Β· ⭐ 140) - Super lightweight function registries for your library. MIT +
powerline-shell (πŸ₯‰26 Β· ⭐ 6K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 23K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 95 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): ``` - git clone https://github.com/explosion/catalogue - ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.8M / month Β· πŸ“¦ 64 Β· ⏱️ 18.10.2022): - ``` - pip install catalogue + git clone https://github.com/b-ryan/powerline-shell ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 970K Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 6.3K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` - conda install -c conda-forge catalogue + pip install powerline-shell ```
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Show 4 hidden projects... +
Show 3 hidden projects... -- pyscaffold (πŸ₯‰27 Β· ⭐ 1.8K) - Python project template generator with batteries included. ❗Unlicensed -- openpyxl (πŸ₯‰26 Β· ⭐ 55) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT -- pluginbase (πŸ₯‰24 Β· ⭐ 1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 +- pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- openpyxl (πŸ₯‰18 Β· ⭐ 55 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
--- diff --git a/history/2023-04-27_changes.md b/history/2023-04-27_changes.md new file mode 100644 index 0000000..2795a74 --- /dev/null +++ b/history/2023-04-27_changes.md @@ -0,0 +1,26 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- fabric (πŸ₯‰35 Β· ⭐ 14K Β· πŸ“ˆ) - Simple, Pythonic remote execution and deployment. BSD-2 +- multidict (πŸ₯ˆ32 Β· ⭐ 340 Β· πŸ“ˆ) - The multidict implementation. Apache-2 +- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- typing_inspect (πŸ₯‰25 Β· ⭐ 300 Β· πŸ“ˆ) - Runtime inspection utilities for Python typing module. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- phonenumbers (πŸ₯ˆ28 Β· ⭐ 3.2K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 +- inflect (πŸ₯‰26 Β· ⭐ 810 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed +- Pandas Summary (πŸ₯‰22 Β· ⭐ 470 Β· πŸ“‰) - Engine for ML/Data tracking, visualization,.. Apache-2 +- openpyxl (πŸ₯‰18 Β· ⭐ 55 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT + +## βž• Added Projects + +_Projects that were recently added to this best-of list._ + +- Click Extra (πŸ₯‰21 Β· ⭐ 24 Β· βž•) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 + diff --git a/history/2023-04-27_projects.csv b/history/2023-04-27_projects.csv new file mode 100644 index 0000000..2c1a132 --- /dev/null +++ b/history/2023-04-27_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,trending,docs_url,new_addition,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-20 22:47:42.000,2023-04-20 22:47:41,369.0,26.0,2000,372.0,189.0,15.0,31.0,13523,2023-04-20 22:47:47.000,2023.04.20,94.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-04-20 22:47:18.000,2023-04-20 22:47:17,223.0,26.0,143,51.0,137.0,1.0,2.0,1871,2023-04-20 22:47:23.000,2023.04.20,86.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-04-20 22:47:52.000,2023-04-20 22:47:50,221.0,26.0,38,22.0,134.0,1.0,5.0,713,2023-04-20 22:47:56.000,2023.04.20,85.0,6.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-04-20 22:47:18.000,2023-04-20 22:47:17,223.0,26.0,143,51.0,137.0,1.0,2.0,1871,2023-04-20 22:47:23.000,2023.04.20,86.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-20 22:47:42.000,2023-04-20 22:47:41,369.0,26.0,2000,372.0,189.0,15.0,31.0,13523,2023-04-20 22:47:47.000,2023.04.20,94.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-01-27 22:41:14.000,2023-01-27 22:41:14,830.0,2.0,6752,1668.0,320.0,9.0,73.0,37230,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-20 22:47:42.000,2023-04-20 22:47:41,369.0,26.0,1973,372.0,189.0,14.0,31.0,13523,2023-04-20 22:47:47.000,2023.04.20,94.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-04-27 12:58:29.000,2023-04-27 12:31:44,32264.0,934.0,16187,1110.0,28497.0,3575.0,21020.0,38106,2023-04-24 10:21:06.442,2.0.1,114.0,3323.0,53,True,pandas,conda-forge/pandas,['pandas'],190811.0,111899498.0,1161910.0,1093469.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,68441.0,111439370.0,https://anaconda.org/conda-forge/pandas,2023-04-24 13:40:23.889,38047949.0,1.0,,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-04-27 11:11:44.000,2023-04-27 11:11:43,32147.0,740.0,7997,579.0,12223.0,2170.0,9417.0,23323,2023-04-22 21:58:39.000,1.24.3,140.0,1616.0,51,True,numpy,conda-forge/numpy,,705902.0,148114587.0,1708626.0,1576663.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,131963.0,147449456.0,https://anaconda.org/conda-forge/numpy,2023-04-23 01:54:47.993,54445078.0,1.0,,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-04-27 07:31:27.000,2023-04-27 07:31:21,11543.0,683.0,14975,2077.0,6893.0,861.0,4840.0,59131,2023-04-13 00:09:03.404,4.22.3,131.0,1083.0,50,True,protobuf,conda-forge/protobuf,,34709068.0,123155871.0,411691.0,392596.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15746.0,116686821.0,https://anaconda.org/conda-forge/protobuf,2023-04-16 21:48:53.645,13623614.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3349.0,5616455.0,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-04-27 13:03:08.000,2023-04-27 11:46:13,53656.0,306.0,23290,1950.0,49037.0,995.0,30692.0,57150,2023-04-26 07:55:04.192,7.5.0,323.0,6725.0,48,True,ansible,conda-forge/ansible,,,4286544.0,31523.0,27447.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4076.0,4273787.0,https://anaconda.org/conda-forge/ansible,2023-04-26 10:12:03.270,867479.0,1.0,,,,,,,,,,,,,,,,,,, +11,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-04-27 13:03:08.000,2023-04-27 00:18:10,10309.0,545.0,1160,121.0,6618.0,22.0,2174.0,5486,2023-04-14 12:36:24.397,40.0.2,113.0,288.0,46,True,cryptography,conda-forge/cryptography,,,170976291.0,466227.0,445284.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,20943.0,170445465.0,https://anaconda.org/conda-forge/cryptography,2023-04-14 22:18:08.631,37157845.0,1.0,,,,,,,,,,,,,,,,,,, +12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-04-27 13:27:36.000,2023-04-27 11:27:33,19528.0,807.0,12280,756.0,20725.0,827.0,6487.0,30404,2023-04-14 21:02:23.000,helm-chart/1.9.0,144.0,2813.0,45,True,apache-airflow,conda-forge/airflow,,462871.0,10959118.0,6792.0,6529.0,https://pypi.org/project/apache-airflow,2023-03-14 22:53:02.187,263.0,9772947.0,https://anaconda.org/conda-forge/airflow,2023-04-01 12:31:40.959,876254.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-04-26 17:07:21.551882,440.0,112204771.0,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-04-24 14:42:21.000,2023-04-19 13:25:17,12183.0,77.0,4454,482.0,2913.0,602.0,4291.0,21388,2023-02-19 11:47:50.000,5.3.0b2,194.0,1274.0,45,True,celery,conda-forge/celery,,,6410919.0,114889.0,99844.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15045.0,6396824.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1198132.0,1.0,,,,,,,,,,,,,,,,,,, +14,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-04-27 12:58:50.000,2023-04-27 11:08:08,1737.0,236.0,1217,101.0,2149.0,495.0,1895.0,13447,2023-03-22 20:03:45.780,1.10.7,101.0,354.0,45,True,pydantic,conda-forge/pydantic,,,58902962.0,191917.0,185437.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6480.0,58811646.0,https://anaconda.org/conda-forge/pydantic,2023-03-23 10:12:25.306,4657135.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,,, +15,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-04-27 01:04:28.695,2023-04-26 18:09:33,5101.0,202.0,1745,242.0,663.0,167.0,2778.0,8046,2023-04-26 19:27:21.466,1.26.121,1294.0,141.0,45,True,boto3,conda-forge/boto3,,,552273767.0,312058.0,294851.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17207.0,552076176.0,https://anaconda.org/conda-forge/boto3,2023-04-27 01:04:28.695,15214539.0,1.0,,,,,,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-04-27 06:36:18.791,2023-04-27 01:56:00,16234.0,339.0,1124,91.0,611.0,181.0,7089.0,7150,2023-04-27 01:55:48.000,rel_2_0_11,279.0,620.0,45,True,SQLAlchemy,conda-forge/sqlalchemy,,41144.0,70224637.0,602415.0,555392.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,47023.0,70067374.0,https://anaconda.org/conda-forge/sqlalchemy,2023-04-27 06:36:18.791,11723083.0,1.0,,,,,,,,,,,,,,,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-04-22 01:19:33.000,2023-04-03 13:19:05,2245.0,17.0,1320,181.0,1003.0,126.0,1355.0,13753,2022-04-28 17:37:47.000,8.1.3,49.0,337.0,44,True,click,conda-forge/click,,,125467019.0,1271263.0,1198276.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72987.0,125144684.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,26109182.0,1.0,,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-04-27 06:57:57.000,2023-04-26 18:09:25,11132.0,233.0,3602,570.0,3333.0,527.0,3826.0,13696,2023-04-25 19:26:04.589,1.27.120,1698.0,413.0,44,True,awscli,conda-forge/awscli,,1310.0,126802596.0,3046.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3044.0,126569973.0,https://anaconda.org/conda-forge/awscli,2023-04-27 01:44:27.494,18840571.0,1.0,,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-04-26 23:23:07.760,2023-04-26 18:09:14,9811.0,270.0,1003,65.0,1934.0,142.0,878.0,1270,2023-04-26 19:26:50.953,1.29.121,1681.0,191.0,44,True,botocore,conda-forge/botocore,,,285775315.0,226718.0,218357.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8361.0,285519586.0,https://anaconda.org/conda-forge/botocore,2023-04-26 23:23:07.760,20714100.0,1.0,,,,,,,,,,,,,,,,,,, +20,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-04-26 17:03:28.000,2023-04-12 16:49:18,3755.0,82.0,1543,542.0,951.0,120.0,978.0,43029,2023-04-12 16:51:08.360,13.3.4,180.0,221.0,43,True,rich,conda-forge/rich,,,23372826.0,86778.0,82699.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,4079.0,23264540.0,https://anaconda.org/conda-forge/rich,2023-04-12 18:42:29.329,3573443.0,1.0,,,,,,,,,,,,,,,,,,, +21,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-04-27 10:13:44.000,2023-04-27 10:12:33,4099.0,223.0,4840,703.0,3576.0,255.0,6558.0,29291,2023-04-20 12:54:32.000,2.17.3,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,136350932.0,4010874.0,13386.0,12143.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1243.0,1694205.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,315676.0,2.0,,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-04-27 04:15:57.000,2023-04-26 05:50:37,2919.0,54.0,3057,640.0,2308.0,139.0,2074.0,20258,2023-03-03 19:50:50.336,23.3.3,32.0,641.0,43,True,flatbuffers,conda-forge/flatbuffers,,187573.0,10452556.0,54233.0,53700.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,275.0,9430815.0,https://anaconda.org/conda-forge/flatbuffers,2023-03-17 08:01:52.765,658455.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-03-03 19:50:29.334,258.0,1012039.0,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-04-27 06:34:34.000,2023-04-24 15:55:03,3321.0,170.0,1756,224.0,1214.0,25.0,616.0,15702,2023-04-24 15:57:02.305,18.5.1,282.0,520.0,43,True,Faker,conda-forge/faker,,,7373223.0,130951.0,127891.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3060.0,7362890.0,https://anaconda.org/conda-forge/faker,2023-04-25 12:03:21.451,754329.0,1.0,,,,,,,,,,,,,,,,,,, +24,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-04-27 10:34:06.000,2023-04-13 20:59:43,2163.0,40.0,2358,328.0,1304.0,208.0,1250.0,11416,2023-03-29 13:58:01.877,4.4.4,110.0,390.0,43,True,redis,conda-forge/redis-py,,,27640856.0,27364.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27364.0,27629074.0,https://anaconda.org/conda-forge/redis-py,2023-03-29 15:36:35.839,954371.0,1.0,,,,,,,,,,,,,,,,,,, +25,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-04-27 13:10:25.000,2023-04-27 07:28:48,14350.0,860.0,2318,363.0,22033.0,970.0,7163.0,3623,2023-04-27 03:23:30.000,azure-mgmt-network_23.0.1,100.0,575.0,43,True,azure-storage-blob,conda-forge/azure-storage-blob,,,37143786.0,2815.0,2189.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,626.0,37127592.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-04-18 01:20:03.450,923093.0,1.0,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-04-26 15:59:07.000,2023-04-26 07:41:02,6371.0,111.0,517,32.0,716.0,405.0,1334.0,1267,2023-04-18 18:51:04.629,2.15.1,59.0,775.0,43,True,pygments,conda-forge/pygments,,,53647747.0,539500.0,502678.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36822.0,53397615.0,https://anaconda.org/conda-forge/pygments,2023-04-19 11:39:51.285,21011135.0,1.0,,,,,,,,,,,,,,,,,,, +27,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-04-27 13:00:28.000,2023-04-27 12:57:28,3408.0,112.0,2094,266.0,3527.0,536.0,1674.0,16010,2023-03-29 18:23:05.000,2.11.0,66.0,507.0,42,True,datasets,conda-forge/datasets,,,3630037.0,15007.0,14571.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,436.0,3620527.0,https://anaconda.org/conda-forge/datasets,2023-03-30 15:59:18.565,266294.0,1.0,,,,,,,,,,,,,,,,,,, +28,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-04-26 23:04:08.000,2023-04-26 22:48:19,14391.0,586.0,1195,153.0,5224.0,478.0,3155.0,11810,2023-04-20 21:40:10.438,2.10.5,206.0,321.0,42,True,prefect,conda-forge/prefect,,,731731.0,2826.0,2687.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,139.0,722955.0,https://anaconda.org/conda-forge/prefect,2023-04-20 23:57:08.071,430047.0,1.0,,,,,,,,,,,,,,,,,,, +29,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-04-24 20:06:15.000,2023-04-21 20:17:23,4513.0,44.0,1370,200.0,457.0,,2253.0,9985,2023-04-21 20:18:22.000,3.16.2,183.0,150.0,42,True,peewee,conda-forge/peewee,,,1088883.0,25146.0,21470.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3676.0,1082702.0,https://anaconda.org/conda-forge/peewee,2023-04-21 22:34:26.236,500675.0,1.0,,,,,,,,,,,,,,,,,,, +30,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-04-27 03:41:00.000,2023-04-12 23:07:28,3862.0,33.0,1917,317.0,742.0,968.0,729.0,8285,2023-03-10 21:24:11.689,3.1.0,141.0,183.0,42,True,paramiko,conda-forge/paramiko,,,35885043.0,88466.0,75608.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12858.0,35846419.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,3051352.0,2.0,,,,,,,,,,,,,,,,,,, +31,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-04-27 13:22:16.000,2023-04-27 12:10:35,38995.0,660.0,3903,261.0,20941.0,4264.0,1456.0,6792,2023-03-17 14:57:06.000,2.46.0,83.0,1468.0,42,True,apache-beam,conda-forge/apache-beam-with-aws,,,6725293.0,192.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,190.0,6723173.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-03-12 14:02:35.756,40283.0,1.0,,,,,,,,,,,,,,,,,,, +32,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-04-27 13:02:43.000,2023-04-27 13:02:43,116695.0,821.0,26590,1485.0,40294.0,8332.0,56251.0,52138,2020-07-22 03:00:52.000,0.0.6,11.0,2461.0,41,True,cpython,conda-forge/typing,,,82170.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,51706.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2589441.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-04-27 08:21:49.000,2023-04-27 02:36:06,9794.0,749.0,881,171.0,6040.0,1749.0,4249.0,15794,2023-04-27 02:31:52.000,3.65.1,3882.0,225.0,41,True,pulumi,,,210573.0,1740800.0,3163.0,2466.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,129.0,631381.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-04-27 02:32:36.554,568.0,1098891.0,,,,,,,,,,,,,, +34,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-04-23 20:18:38.000,2023-04-21 21:53:58,3300.0,5.0,1623,198.0,1540.0,421.0,1194.0,6205,2022-11-02 19:44:38.922,6.0.1,80.0,434.0,41,True,docker,conda-forge/docker-py,,419.0,28775985.0,63794.0,60073.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3721.0,28735678.0,https://anaconda.org/conda-forge/docker-py,2023-03-16 20:04:15.557,3264618.0,2.0,,,,,,,,,,,,,,,,,,, +35,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-04-27 00:31:30.000,2023-04-27 00:31:29,1293.0,44.0,336,60.0,504.0,109.0,518.0,4714,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,41,True,attrs,conda-forge/attrs,,,122492246.0,706747.0,689005.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17742.0,122119078.0,https://anaconda.org/conda-forge/attrs,2022-12-21 14:25:41.273,27241323.0,1.0,,,,,,,,,,,,,,,,,,, +36,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-04-27 00:04:14.000,2023-04-25 18:04:31,9362.0,80.0,1449,307.0,7189.0,236.0,3377.0,4176,2023-04-25 18:04:50.000,google-cloud-discoveryengine-v0.5.0,100.0,329.0,41,True,google-cloud-storage,conda-forge/google-cloud-storage,,,37758406.0,1891.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1891.0,37710580.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-03-30 02:54:50.745,3347821.0,1.0,,,,,,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-04-25 23:12:22.000,2023-04-25 23:12:03,2469.0,82.0,557,59.0,312.0,29.0,706.0,4110,2022-11-29 20:39:18.560,4.17.3,84.0,108.0,41,True,jsonschema,conda-forge/jsonschema,,,68902801.0,385679.0,367138.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18541.0,68678858.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,18811234.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,,, +38,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-04-26 18:19:56.000,2023-04-26 15:46:47,4209.0,47.0,493,57.0,863.0,242.0,1169.0,1862,2023-01-23 10:26:08.294,3.8.0,33.0,193.0,41,True,h5py,conda-forge/h5py,,2650.0,12054059.0,224469.0,209847.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14622.0,11919278.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,11453364.0,1.0,,,,,,,,,,,,,,,,,,, +39,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-04-27 12:52:09.000,2023-04-27 09:17:35,6181.0,992.0,857,128.0,4830.0,722.0,2980.0,16714,2023-04-25 14:32:28.537,0.17.9,284.0,213.0,40,True,polars,,,,489739.0,1818.0,1665.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,153.0,489739.0,,,,2.0,,,,,,,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-04-24 06:58:59.000,2023-04-23 13:53:04,12782.0,60.0,3020,618.0,3446.0,972.0,3836.0,15799,2022-03-06 10:55:38.000,2.1.0,41.0,586.0,40,True,kivy,conda-forge/kivy,,30307.0,99434.0,10274.0,9669.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,605.0,93973.0,https://anaconda.org/conda-forge/kivy,2023-02-06 04:38:21.801,294398.0,1.0,,,,,,,,,,,,,,,,,,, +41,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-04-26 17:54:44.000,2023-04-26 02:16:37,1749.0,61.0,1338,208.0,803.0,149.0,903.0,8878,2023-02-19 14:10:32.002,1.13.0,72.0,288.0,40,True,rq,conda-forge/rq,,,678901.0,15093.0,13327.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1766.0,677791.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,89915.0,1.0,,,,,,,,,,,,,,,,,,, +42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-04-25 00:13:11.000,2023-03-31 14:42:11,1049.0,15.0,1396,231.0,458.0,32.0,607.0,7282,2023-03-28 03:56:56.000,1.0.3,37.0,119.0,40,True,PyMySQL,conda-forge/pymysql,,,30914338.0,172702.0,162060.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10642.0,30897751.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1094765.0,1.0,,,,,,,,,,,,,,,,,,, +43,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-04-27 10:13:20.000,2023-04-26 21:58:57,14252.0,1361.0,915,95.0,8182.0,1625.0,3908.0,7258,2023-04-20 21:39:08.000,1.3.1,535.0,301.0,40,True,dagster,conda-forge/dagster,,,561144.0,1239.0,1125.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,114.0,540303.0,https://anaconda.org/conda-forge/dagster,2023-04-21 02:52:31.158,854505.0,1.0,,,,,,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-04-27 06:46:08.000,2023-04-27 06:46:07,1511.0,14.0,1142,394.0,1185.0,36.0,974.0,3920,2023-04-06 20:59:42.000,8.7.0,129.0,192.0,40,True,elasticsearch,conda-forge/elasticsearch,,2837.0,14128262.0,43443.0,37378.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6065.0,14118195.0,https://anaconda.org/conda-forge/elasticsearch,2023-04-06 20:53:44.818,817806.0,1.0,,,,,,,,,,,,,,,,,,, +45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-04-21 14:43:47.000,2023-04-21 14:43:39,1444.0,61.0,243,36.0,459.0,27.0,230.0,3019,2023-03-02 16:32:43.000,9.1.1,42.0,102.0,40,True,more-itertools,conda-forge/more-itertools,,2635.0,35464905.0,183925.0,175252.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8673.0,35309700.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11172296.0,1.0,,,,,,,,,,,,,,,,,,, +46,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-04-21 00:19:29.000,2023-04-12 10:28:38,2698.0,24.0,675,151.0,711.0,555.0,544.0,8312,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,39,True,prompt_toolkit,conda-forge/prompt-toolkit,,,24161191.0,1406.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1406.0,23755689.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,15003587.0,2.0,,,,,,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-04-27 13:23:14.000,2023-04-27 02:53:28,10796.0,592.0,1298,72.0,6019.0,156.0,1481.0,8261,2023-04-20 17:36:40.000,0.16.8,213.0,383.0,39,True,great_expectations,conda-forge/great-expectations,,,9495142.0,26.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,26.0,9484800.0,https://anaconda.org/conda-forge/great-expectations,2023-04-05 06:38:33.412,630893.0,2.0,,,,,,,,,,,,,,,,,,, +48,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-04-26 19:13:13.000,2023-04-25 20:02:30,3168.0,22.0,623,82.0,959.0,161.0,1026.0,6526,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,39,True,marshmallow,conda-forge/marshmallow,,,21999826.0,86354.0,76122.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10232.0,21978711.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1668153.0,2.0,,,,,,,,,,,,,,,,,,, +49,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-04-24 07:48:40.000,2023-04-22 13:29:39,1440.0,49.0,671,130.0,376.0,169.0,448.0,5784,2023-03-20 09:22:33.000,3.0.0,44.0,143.0,39,True,watchdog,conda-forge/watchdog,,,13124015.0,97312.0,89273.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8039.0,13098866.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,2011988.0,1.0,,,,,,,,,,,,,,,,,,, +50,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-04-27 00:59:01.000,2023-04-18 19:22:32,4081.0,28.0,1211,136.0,1099.0,378.0,1308.0,3984,2023-03-03 10:28:06.959,0.27.0,72.0,385.0,39,True,mongoengine,conda-forge/mongoengine,,,1138942.0,23585.0,20008.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3577.0,1136420.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,201826.0,2.0,,,,,,,,,,,,,,,,,,, +51,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-04-23 20:47:26.000,2023-04-23 20:47:26,3044.0,19.0,475,75.0,283.0,21.0,1201.0,2934,2023-04-03 11:33:15.441,2.9.6,56.0,128.0,39,False,psycopg2,psycopg2,,,14322532.0,641258.0,579825.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61413.0,14320269.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,201461.0,2.0,,,,,,,,,,,,,20.0,,,,,, +52,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-04-27 05:00:22.000,2022-12-03 20:07:04,1571.0,,426,42.0,610.0,327.0,394.0,2038,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34900.0,217795206.0,1017790.0,1013687.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,217287761.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,42088140.0,1.0,,,,,,,,,,,,,,,,,,, +53,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-04-26 20:28:39.000,2023-04-25 17:00:39,1670.0,61.0,177,21.0,114.0,102.0,842.0,1897,2023-04-24 15:12:27.000,rel_1_10_4,100.0,164.0,39,True,alembic,conda-forge/alembic,,,23486253.0,156642.0,156642.0,https://pypi.org/project/alembic,,,23446221.0,https://anaconda.org/conda-forge/alembic,2023-04-24 20:53:19.825,3242599.0,2.0,,,,,,,,,,,,,,,,,,, +54,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-04-19 13:25:46.000,2023-04-19 13:25:42,1130.0,45.0,250,23.0,162.0,32.0,269.0,1819,2022-05-10 23:30:45.000,pyparsing_3.0.9,68.0,55.0,39,True,pyparsing,conda-forge/pyparsing,,7797.0,75157873.0,795711.0,763771.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31940.0,74738173.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,34403902.0,1.0,,,,,,,,,,,,,,,,,,, +55,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-04-25 17:09:00.000,2023-04-25 17:09:00,2134.0,45.0,248,25.0,706.0,199.0,350.0,582,2023-04-08 17:51:07.755,2023.4.0,67.0,176.0,39,True,fsspec,conda-forge/fsspec,,,86580160.0,44655.0,44048.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,607.0,86350055.0,https://anaconda.org/conda-forge/fsspec,2023-04-08 19:04:26.549,11505286.0,1.0,,,,,,,,,,,,,,,,,,, +56,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-04-11 22:58:48.175,2023-02-13 20:24:46,287.0,8.0,1369,381.0,162.0,131.0,169.0,24427,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,38,True,fire,conda-forge/fire,,,6304148.0,21751.0,20070.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1681.0,6296730.0,https://anaconda.org/conda-forge/fire,2023-04-11 22:58:48.175,519279.0,2.0,,,,,,,,,,,,,,,,,,, +57,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-04-19 01:53:13.000,2022-09-09 12:04:10,2962.0,,1808,228.0,1035.0,270.0,570.0,19418,2022-06-01 17:01:17.000,2.1.1,34.0,285.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2197358.0,21171.0,19614.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1557.0,2189291.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,669619.0,1.0,,,,,,,,,,,,,,,,,,, +58,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-04-27 13:29:39.000,2023-04-25 18:10:59,6039.0,207.0,1221,135.0,3319.0,426.0,3472.0,6879,2023-04-27 13:29:39.000,1.5.0,173.0,278.0,38,True,dbt,conda-forge/dbt,,1380.0,297378.0,2575.0,2545.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,294274.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,234783.0,2.0,,,,,,,,,,,,,,dbt,,,,, +59,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-04-17 15:12:57.000,2023-04-17 15:12:57,354.0,7.0,358,34.0,220.0,30.0,213.0,5900,2023-02-24 06:47:13.294,1.0.0,44.0,91.0,38,True,python-dotenv,conda-forge/python-dotenv,,,29393742.0,443569.0,435694.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,7875.0,29363744.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2309846.0,1.0,,,,,,,,,,,,,,,,,,, +60,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-04-18 15:45:15.000,2023-04-10 19:57:15,1640.0,29.0,3082,136.0,825.0,101.0,1135.0,5657,2023-02-16 01:06:58.000,26.1.0,84.0,176.0,38,True,kubernetes,conda-forge/kubernetes,,,13701997.0,1316.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1316.0,13695340.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,406133.0,2.0,,,,,,,,,,,,,,,,,,, +61,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-04-05 23:32:33.000,2023-03-02 20:25:13,2157.0,1.0,1338,154.0,946.0,282.0,1174.0,5182,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1827.0,7320911.0,18641.0,17244.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1397.0,7315402.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,389977.0,2.0,,,,,,,,,,,,,,,,,,, +62,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-04-26 23:22:00.000,2023-04-25 22:28:10,5247.0,46.0,1095,239.0,1193.0,5.0,,3831,2022-11-17 21:50:05.000,4.3.3,131.0,197.0,38,True,pymongo,conda-forge/pymongo,,,19145301.0,19903.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19903.0,19132694.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1033790.0,2.0,,,,,,,,,,,,,,,,,,, +63,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-04-27 12:59:41.000,2023-04-26 10:14:08,1459.0,27.0,367,62.0,670.0,380.0,440.0,3227,2022-10-10 12:56:17.006,1.1.1,104.0,120.0,38,True,joblib,conda-forge/joblib,,,27458853.0,282859.0,276865.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5994.0,27241002.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,17645961.0,2.0,,,,,,,,,,,,,,,,,,, +64,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-04-08 15:54:19.000,2023-04-02 16:48:18,1600.0,25.0,459,96.0,300.0,183.0,289.0,2366,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,38,True,pexpect,conda-forge/pexpect,,4325.0,30787742.0,283703.0,267637.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16066.0,30626728.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,13522142.0,1.0,,,,,,,,,,,,,,,,,,, +65,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-04-25 19:40:25.000,2022-09-13 22:22:16,316.0,,442,51.0,244.0,259.0,286.0,2152,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,182322462.0,852355.0,777778.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74577.0,181919019.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,33082394.0,1.0,,,,,,,,,,,,,,,,,,, +66,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-04-26 18:35:48.000,2023-04-20 16:31:32,1645.0,43.0,239,57.0,1003.0,92.0,473.0,589,2023-04-19 13:44:05.497,3.10.0,142.0,126.0,38,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,28068694.0,19818.0,18722.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1096.0,28032165.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-04-20 00:24:02.749,2557087.0,2.0,,,,,,,,,,,,,,,,,,, +67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-04-26 23:23:35.000,2023-04-26 23:23:34,4076.0,7.0,2369,483.0,2268.0,114.0,876.0,16501,2023-03-14 09:49:03.000,3.2.1,78.0,600.0,37,True,luigi,luigi,,,677730.0,2511.0,2096.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,413.0,677582.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,12748.0,2.0,,,,,,,stable/luigi,,,,,,2.0,,,,,, +68,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-04-27 13:18:24.000,2023-04-27 13:18:23,2382.0,187.0,604,110.0,2543.0,892.0,2679.0,8585,2023-04-24 13:54:59.000,0.20.1,73.0,113.0,37,True,modin,conda-forge/modin-core,['pandas'],196577.0,1262972.0,1039.0,1000.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,39.0,1248740.0,https://anaconda.org/conda-forge/modin-core,2023-04-24 15:28:22.404,226470.0,2.0,,,,,,,,,,,,,,,,,,, +69,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-04-27 13:00:46.000,2023-04-26 16:23:19,2232.0,85.0,773,105.0,1085.0,275.0,965.0,8313,2023-03-22 16:12:03.011,0.18.7,39.0,187.0,37,True,kedro,,,,518642.0,1616.0,1551.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,65.0,518642.0,,,,2.0,,,,,,,,,,,,,,,,,,, +70,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-04-10 14:51:18.000,2023-04-10 14:51:17,2420.0,17.0,1207,235.0,473.0,146.0,995.0,7748,2022-12-24 01:04:06.789,4.2.5,50.0,174.0,37,True,supervisor,conda-forge/supervisor,,,1229061.0,10960.0,9008.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1226125.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,243757.0,2.0,,,,,,,,,,,,,,,,,,, +71,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-04-03 07:23:39.000,2023-04-03 07:23:39,1422.0,75.0,483,142.0,226.0,5.0,438.0,6556,2023-03-20 20:01:03.746,2.0.3,41.0,92.0,37,True,sh,conda-forge/sh,,,4192356.0,14765.0,12152.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2613.0,4190258.0,https://anaconda.org/conda-forge/sh,2023-03-20 22:08:43.456,165758.0,2.0,,,,,,,,,,,,,,,,,,, +72,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-04-27 06:09:01.067,2023-04-13 16:08:22,1316.0,21.0,594,121.0,116.0,22.0,851.0,3222,2023-04-13 16:14:05.799,3.1.0,157.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11096485.0,62624.0,58758.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3866.0,11059857.0,https://anaconda.org/conda-forge/xlsxwriter,2023-04-27 06:09:01.067,2600604.0,3.0,,,,,,,,,,,,,,,,,,, +73,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-04-26 18:00:30.000,2023-04-26 15:10:43,4577.0,111.0,928,106.0,3432.0,1115.0,2708.0,2951,2023-04-21 04:05:09.505,2023.4.2,78.0,424.0,37,True,xarray,conda-forge/xarray,,,2311066.0,1812.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1811.0,2219052.0,https://anaconda.org/conda-forge/xarray,2023-04-21 13:01:21.817,7821202.0,2.0,,,,,,,,,,,,,,,,,,, +74,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-04-26 12:09:17.000,2023-04-26 12:09:14,2587.0,83.0,464,120.0,520.0,267.0,1452.0,2578,2023-04-25 15:20:01.648,0.30.5,150.0,60.0,37,True,xlwings,conda-forge/xlwings,,22638.0,93014.0,28518.0,27879.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,639.0,84060.0,https://anaconda.org/conda-forge/xlwings,2023-04-25 20:58:46.126,586641.0,1.0,,,,,,,,,,,,,,,,,,, +75,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-03-31 09:46:12.000,2023-01-28 19:30:20,2771.0,19.0,422,59.0,186.0,59.0,475.0,2343,2023-01-28 00:19:28.000,3.17.0x,45.0,134.0,37,True,pycryptodomex,conda-forge/pycryptodomex,,,30112726.0,67477.0,65937.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1540.0,30093762.0,https://anaconda.org/conda-forge/pycryptodomex,2022-11-27 20:49:06.507,1213725.0,2.0,,,,,,,,,,,,,,,,,,, +76,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-04-10 14:48:56.000,2023-04-10 14:48:56,1495.0,14.0,438,133.0,549.0,291.0,368.0,2260,2023-03-23 14:03:04.308,1.1.8,29.0,127.0,37,True,dateparser,conda-forge/dateparser,,,5110491.0,20331.0,19112.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1219.0,5108685.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,135517.0,2.0,,,,,,,,,,,,,,,,,,, +77,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-04-10 11:30:34.098,2023-04-06 19:00:56,650.0,19.0,329,67.0,122.0,18.0,175.0,1572,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,37,True,simplejson,conda-forge/simplejson,,6146.0,18894597.0,123240.0,102338.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20902.0,18858697.0,https://anaconda.org/conda-forge/simplejson,2023-04-10 11:30:34.098,2472231.0,2.0,,,,,,,,,,,,,,,,,,, +78,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-02-06 03:22:54.000,2023-01-28 14:19:39,895.0,7.0,223,52.0,150.0,23.0,183.0,1464,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,37,True,greenlet,conda-forge/greenlet,,,56763443.0,243985.0,233667.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10318.0,56670278.0,https://anaconda.org/conda-forge/greenlet,2023-01-28 20:52:05.920,6614746.0,1.0,,,,,,,,,,,,,,,,,,, +79,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-04-03 02:37:50.000,2023-01-29 03:07:44,1874.0,1.0,278,39.0,236.0,198.0,197.0,1167,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,future,conda-forge/future,,,33315458.0,286506.0,269127.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17379.0,33177988.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,11135133.0,1.0,,,,,,,,,,,,,,,,,,, +80,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,939,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,194881990.0,1759966.0,1624408.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135558.0,194392872.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,40596826.0,1.0,,,,,,,,,,,,,,,,,,, +81,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-04-25 16:15:11.000,2023-04-25 16:15:08,1958.0,13.0,190,26.0,573.0,89.0,190.0,551,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,122.0,23467952.0,321474.0,306826.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14648.0,23231608.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,19852054.0,2.0,,,,,,,,,,,,,,,,,,, +82,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-04-26 20:29:40.000,2023-04-26 20:29:39,6758.0,102.0,1708,221.0,3023.0,710.0,2575.0,11549,2022-10-10 23:14:01.867,4.60.4,180.0,18.0,36,True,pysimplegui,conda-forge/pysimplegui,,,245093.0,8340.0,8045.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,295.0,242802.0,https://anaconda.org/conda-forge/pysimplegui,2022-10-17 23:43:38.474,100831.0,2.0,,,,,,,,,,,,,,,,,,, +83,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-04-27 08:30:28.000,2023-04-11 15:40:50,389.0,8.0,913,208.0,174.0,148.0,279.0,10741,2023-04-10 10:14:03.842,1.2.0,25.0,57.0,36,True,schedule,conda-forge/schedule,,,2275516.0,26306.0,24892.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1414.0,2274703.0,https://anaconda.org/conda-forge/schedule,2023-04-11 03:15:46.375,32521.0,3.0,,,,,,,,,,,,,,,,,,, +84,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-04-07 20:33:17.000,2023-01-15 16:27:26,925.0,,540,224.0,229.0,71.0,249.0,9293,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,36,True,uvloop,conda-forge/uvloop,,376.0,6885379.0,76856.0,75004.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1852.0,6876640.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,576530.0,2.0,,,,,,,,,,,,,,,,,,, +85,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-01-19 09:52:40.000,2022-11-15 16:25:22,1396.0,,639,133.0,666.0,95.0,394.0,8281,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,36,True,arrow,conda-forge/arrow,,,10760425.0,52239.0,47512.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4727.0,10741397.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1579382.0,2.0,,,,,,,,,,,,,,,,,,, +86,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-04-21 07:35:37.000,2023-04-21 07:35:37,1518.0,10.0,340,151.0,190.0,60.0,100.0,6123,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,36,True,boltons,conda-forge/boltons,,23.0,4141975.0,4628.0,4206.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,422.0,4124474.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,1452638.0,2.0,,,,,,,,,,,,,,,,,,, +87,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-04-11 12:17:55.000,2023-04-11 12:17:55,1165.0,11.0,577,140.0,306.0,35.0,214.0,4247,2023-03-24 12:15:01.094,3.4.0,43.0,121.0,36,True,tablib,conda-forge/tablib,,,1627806.0,45210.0,43931.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1279.0,1626704.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,84877.0,2.0,,,,,,,,,,,,,,,,,,, +88,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-04-26 23:39:21.000,2023-04-26 15:30:15,2112.0,181.0,600,61.0,1257.0,39.0,870.0,3414,2023-04-13 16:54:05.000,3.0.0,135.0,128.0,36,True,awswrangler,conda-forge/awswrangler,['pandas'],186083.0,23320012.0,1027.0,976.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,51.0,23307682.0,https://anaconda.org/conda-forge/awswrangler,2023-04-17 14:21:31.804,344169.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,,, +89,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-04-27 08:27:20.000,2023-04-27 08:21:07,834.0,18.0,822,276.0,503.0,241.0,824.0,3220,2023-04-06 10:08:29.000,2.1.0,28.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,8394263.0,6280.0,5865.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,415.0,8384921.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-04-26 16:07:01.103,681971.0,2.0,,,,,,,,,,,,,,,,,,, +90,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-04-17 03:11:21.000,2022-11-04 10:01:12,370.0,,230,44.0,140.0,110.0,138.0,3142,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,131033868.0,652780.0,631874.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20906.0,130787024.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,20734950.0,2.0,,,,,,,,,,,,,,,,,,, +91,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-04-27 12:12:19.000,2023-04-27 03:32:26,2618.0,28.0,1162,198.0,1161.0,242.0,1698.0,3079,2022-08-09 21:52:30.000,4.1.2,41.0,217.0,36,True,netmiko,,,,178072.0,3779.0,3520.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,259.0,178072.0,,,,3.0,,,,,,,,,,,,,,,,,,, +92,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-04-17 13:39:38.000,2023-04-17 13:39:38,547.0,5.0,564,96.0,174.0,26.0,300.0,2841,,,21.0,82.0,36,True,pycparser,conda-forge/pycparser,,,103129946.0,560702.0,543655.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17047.0,102762040.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,29432550.0,2.0,,,,,,,,,,,,,,,,,,, +93,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-04-24 20:46:39.000,2023-04-24 20:46:38,809.0,24.0,105,26.0,245.0,58.0,237.0,1247,2022-10-19 11:58:38.453,3.6.2,43.0,40.0,36,True,anyio,conda-forge/anyio,,,27366014.0,115908.0,115526.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,382.0,27217815.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,6372574.0,2.0,,,,,,,,,,,,,,,,,,, +94,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-04-13 06:00:56.000,2023-04-13 06:00:56,4412.0,42.0,237,58.0,340.0,155.0,524.0,1201,2022-12-23 13:29:42.000,3.8.0,36.0,116.0,36,True,tables,conda-forge/pytables,,172.0,759098.0,47608.0,45082.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2526.0,686819.0,https://anaconda.org/conda-forge/pytables,2023-04-08 17:21:15.847,5782180.0,2.0,,,,,,,,,,,,,,,,,,, +95,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-04-24 08:19:16.875,2023-04-23 21:45:09,717.0,78.0,110,36.0,195.0,51.0,183.0,1188,2023-04-23 21:47:00.480,3.0.8,115.0,63.0,36,True,argcomplete,conda-forge/argcomplete,,242.0,21015756.0,44428.0,42472.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,1956.0,21001909.0,https://anaconda.org/conda-forge/argcomplete,2023-04-24 08:19:16.875,1024508.0,2.0,,,,,,,,,,,,,,,,,,, +96,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-04-27 11:28:34.000,2023-04-27 11:28:21,1377.0,33.0,309,32.0,322.0,179.0,236.0,1079,2023-04-27 11:40:42.808,0.41.1,214.0,115.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4564794.0,23916.0,21803.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2113.0,4559040.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-04-14 08:44:22.852,454601.0,2.0,,,,,,,,,,,,,,,,,,, +97,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-04-27 10:40:00.000,2023-04-27 08:04:41,14676.0,228.0,6386,730.0,5198.0,1559.0,3441.0,16407,2023-04-26 15:20:33.000,1.20.0,14.0,566.0,35,True,micropython-_markupbase,,,59958.0,881.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +98,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-04-25 21:15:46.000,2023-04-13 20:41:09,1553.0,2.0,1923,463.0,548.0,452.0,1300.0,14005,2023-01-20 23:15:06.982,3.0.0,124.0,136.0,35,True,fabric,conda-forge/fabric,,,3513343.0,90.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,90.0,3512561.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,62587.0,3.0,,,,,,,,,,,,,,,5.0,,,, +99,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-04-21 13:00:25.000,2023-04-21 09:14:36,6302.0,416.0,1199,354.0,224.0,64.0,406.0,13123,2022-08-10 07:02:49.000,1.7.0,21.0,112.0,35,True,tink,,,1039.0,125947.0,45.0,41.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,125580.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2020-08-25 01:23:33.578,1.0,352.0,,,,,,,,,,,,,, +100,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-04-25 23:52:07.000,2023-04-25 23:30:29,432.0,12.0,444,67.0,248.0,220.0,152.0,11044,2022-11-05 19:45:18.017,0.7.0,25.0,33.0,35,True,typer,conda-forge/typer,,,11998322.0,2772.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2772.0,11963134.0,https://anaconda.org/conda-forge/typer,2022-11-07 14:47:47.784,1266801.0,2.0,,,,,,,,,,,,,,,,,,, +101,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,162.0,109.0,260.0,184.0,7780,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,12178375.0,103629.0,91231.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12398.0,12158110.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1702297.0,2.0,,,,,,,,,,,,,,,,,,, +102,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-04-27 13:19:57.000,2023-04-09 15:23:55,550.0,22.0,159,31.0,73.0,6.0,299.0,4500,2023-04-09 15:52:02.000,3.8.10,102.0,18.0,35,True,orjson,conda-forge/orjson,,,11193539.0,41671.0,40749.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,922.0,11174817.0,https://anaconda.org/conda-forge/orjson,2023-04-09 19:05:54.583,674009.0,2.0,,,,,,,,,,,,,,,,,,, +103,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-04-07 19:09:31.000,2022-11-03 19:39:10,1206.0,,249,84.0,346.0,114.0,142.0,4229,2022-07-10 04:30:45.196,0.12.0,26.0,74.0,35,True,toolz,conda-forge/toolz,,,17768430.0,94230.0,90761.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3469.0,17585979.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,14961000.0,2.0,,,,,,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-04-04 04:50:57.000,2023-04-04 04:50:55,854.0,10.0,363,87.0,250.0,22.0,314.0,4037,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,35,True,ujson,conda-forge/ujson,,,7369816.0,4368.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4368.0,7318920.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3359138.0,2.0,,,,,,,,,,,,,,,,,,, +105,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2932,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,sortedcontainers,conda-forge/sortedcontainers,,,19441017.0,111533.0,109380.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2153.0,19321343.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9693607.0,1.0,,,,,,,,,,,,,,,,,,, +106,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-04-27 11:19:03.000,2023-04-26 12:35:12,5138.0,742.0,401,76.0,3973.0,70.0,2004.0,2651,2023-04-11 17:45:32.960,5.1.0,36.0,135.0,35,True,ibis-framework,conda-forge/ibis-framework,,67.0,102426.0,526.0,475.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,99102.0,https://anaconda.org/conda-forge/ibis-framework,2023-04-11 19:20:15.448,278905.0,2.0,,,,,,,,,,,,,,,,,,, +107,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-04-04 03:57:57.000,2023-03-23 15:50:32,1252.0,10.0,181,49.0,302.0,126.0,220.0,2585,2023-01-02 21:27:10.757,1.8.1,27.0,108.0,35,True,plumbum,conda-forge/plumbum,,,1122174.0,4454.0,3984.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,470.0,1109667.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,950592.0,3.0,,,,,,,,,,,,,,,,,,, +108,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-04-03 11:31:20.000,2023-04-03 11:31:20,979.0,13.0,157,23.0,143.0,159.0,309.0,1905,2022-10-23 22:50:21.000,dill-0.3.6,25.0,41.0,35,True,dill,conda-forge/dill,,290377.0,23724503.0,96634.0,92884.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3750.0,23674081.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,3925763.0,2.0,,,,,,,,,,,,,,,,,,, +109,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-04-10 16:43:27.000,2022-12-29 07:29:09,696.0,,140,43.0,108.0,22.0,143.0,1848,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,35,True,pyrsistent,conda-forge/pyrsistent,,,54567980.0,262184.0,259912.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2272.0,54252854.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,17016823.0,1.0,,,,,,,,,,,,,,,,,,, +110,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-04-25 23:23:29.000,2023-03-17 18:35:18,975.0,17.0,190,28.0,149.0,62.0,183.0,1644,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,12706358.0,7468.0,6714.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,754.0,12702585.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,249023.0,1.0,,,,,,,,,,,,,,,,,,, +111,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-04-17 15:55:17.000,2023-03-25 23:08:27,422.0,1.0,145,28.0,272.0,81.0,161.0,1371,2023-01-19 09:28:09.524,2.2.1,38.0,54.0,35,True,cloudpickle,conda-forge/cloudpickle,,20.0,24752590.0,79454.0,76634.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2820.0,24602075.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,12793833.0,2.0,,,,,,,,,,,,,,,,,,, +112,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-04-25 15:48:20.000,2023-04-25 15:48:20,982.0,13.0,224,22.0,347.0,103.0,277.0,680,2023-04-08 18:03:03.185,2023.4.0,57.0,118.0,35,True,s3fs,conda-forge/s3fs,,,91561208.0,13619.0,13010.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,609.0,91494938.0,https://anaconda.org/conda-forge/s3fs,2023-04-08 21:10:23.413,5500437.0,2.0,,,,,,,,,,,,,,,,,,, +113,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-04-16 00:24:41.000,2023-01-13 00:58:19,511.0,,1864,365.0,440.0,328.0,178.0,29713,2023-01-13 01:02:27.000,0.23.3,44.0,127.0,34,True,diagrams,conda-forge/diagrams,,,98510.0,1002.0,966.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,36.0,94117.0,https://anaconda.org/conda-forge/diagrams,2023-04-07 13:33:12.269,153775.0,2.0,,,,,,,,,,,,,,,,,,, +114,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-04-26 02:31:48.000,2023-02-25 00:51:39,793.0,9.0,323,63.0,233.0,238.0,263.0,5430,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,91.0,11287574.0,20558.0,19385.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1173.0,11277438.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,709506.0,2.0,,,,,,,,,,,,,,,,,,, +115,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-04-19 18:24:00.000,2023-03-20 14:32:03,469.0,20.0,227,47.0,187.0,81.0,140.0,4696,2023-02-28 14:24:03.236,8.2.2,51.0,80.0,34,True,tenacity,conda-forge/tenacity,,,24938332.0,1215.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1215.0,24876256.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4407404.0,2.0,,,,,,,,,,,,,,,,,,, +116,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,1.0,777,413.0,366.0,145.0,1144.0,3643,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,166.0,2915125.0,9848.0,8871.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,977.0,2915012.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7242.0,2.0,,,,,,,,,,,,,,,,,,, +117,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-04-27 11:46:17.000,2023-04-27 11:46:13,1171.0,13.0,305,40.0,459.0,427.0,473.0,3515,2023-01-30 02:31:19.000,0.19.3,100.0,120.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,88764.0,5405.0,5405.0,https://pypi.org/project/tortoise-orm,,,88240.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,11546.0,2.0,,,,,,,,,,,,,,,,,,, +118,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-04-27 07:02:39.000,2023-04-18 11:09:20,678.0,37.0,261,34.0,462.0,108.0,327.0,3006,2023-03-02 15:20:46.983,3.1.12,81.0,108.0,34,True,dynaconf,conda-forge/dynaconf,,,1833242.0,6554.0,6313.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,241.0,1831625.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,48521.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,,, +119,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,230,48.0,261.0,49.0,295.0,2971,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5485154.0,14628.0,13504.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1124.0,5481286.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,309491.0,2.0,,,,,,,,,,,,,,,,,,, +120,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-04-25 17:54:19.416,2023-04-14 13:49:36,454.0,11.0,525,124.0,200.0,61.0,918.0,2655,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,34,False,pyodbc,conda-forge/pyodbc,,,24206667.0,2113.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2113.0,24192319.0,https://anaconda.org/conda-forge/pyodbc,2023-04-25 17:54:19.416,975731.0,2.0,,,,,,,,,,,,,,,,,,, +121,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,3.0,264,48.0,98.0,36.0,157.0,2319,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5748448.0,43878.0,40623.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3255.0,5745595.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,205459.0,2.0,,,,,,,,,,,,,,,,,,, +122,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-03-20 14:37:47.000,2023-02-09 01:15:40,210.0,6.0,141,36.0,56.0,47.0,60.0,2251,2023-02-09 01:16:46.619,23.1.0,13.0,30.0,34,True,aiofiles,conda-forge/aiofiles,,,9400202.0,89900.0,88073.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1827.0,9391660.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,563822.0,2.0,,,,,,,,,,,,,,,,,,, +123,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-04-27 09:58:46.000,2023-04-27 09:58:45,1215.0,211.0,167,39.0,980.0,56.0,420.0,2125,2023-04-18 07:59:14.000,0.30.0,552.0,60.0,34,True,docarray,conda-forge/docarray,,,95910.0,223.0,214.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,9.0,89937.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,89606.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,,, +124,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-04-25 18:01:15.000,2023-01-30 20:16:12,9680.0,24.0,894,87.0,1704.0,77.0,114.0,1938,2023-01-09 20:58:01.975,3.7.0,70.0,456.0,34,True,apache-libcloud,,,,148819.0,3763.0,2908.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,855.0,148819.0,,,,2.0,,,,,,,,,,,,,,,,,,, +125,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,4.0,209,45.0,69.0,32.0,134.0,1845,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,wrapt,conda-forge/wrapt,,,75284502.0,11766.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11766.0,75146339.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,11053088.0,2.0,,,,,,,,,,,,,,,,,,, +126,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-04-08 05:18:25.000,2023-04-08 05:18:25,850.0,7.0,223,47.0,271.0,7.0,260.0,1738,2023-03-09 02:43:32.000,1.0.5,20.0,76.0,34,True,msgpack,conda-forge/msgpack-python,,984.0,32433237.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,32282542.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,11602364.0,3.0,,,,,,,,,,,,,,,,,,, +127,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-04-27 06:22:20.000,2023-04-21 15:04:13,5994.0,18.0,513,79.0,1072.0,17.0,,1329,2023-03-28 19:26:01.531,3.26.0,73.0,190.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1374549.0,5559.0,4860.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,699.0,1372360.0,https://anaconda.org/conda-forge/cassandra-driver,2023-03-29 08:38:54.895,157674.0,2.0,,,,,,,,,,,,,,,,,,, +128,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-02-22 17:53:44.000,2023-02-22 17:53:44,1346.0,3.0,155,34.0,156.0,60.0,225.0,1126,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,9370085.0,2364.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2364.0,9351184.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1285268.0,3.0,,,,,,,,,,,,,,,,,,, +129,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,97,23.0,54.0,11.0,93.0,757,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,67442476.0,437464.0,413174.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24290.0,67198037.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,19799604.0,2.0,,,,,,,,,,,,,,,,,,, +130,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-04-27 00:48:16.000,2023-04-27 00:48:16,239.0,31.0,82,13.0,137.0,13.0,82.0,538,2023-04-18 16:57:10.527,3.12.0,59.0,35.0,34,True,filelock,conda-forge/filelock,,,59355226.0,238032.0,235455.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2577.0,59205549.0,https://anaconda.org/conda-forge/filelock,2023-04-18 17:42:19.822,12273542.0,2.0,,,,,,,,,,,,,,,,,,, +131,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-04-24 01:11:06.000,2023-04-24 01:10:58,2752.0,16.0,540,141.0,463.0,191.0,968.0,10094,2023-03-23 02:11:46.000,1.9.0,217.0,59.0,33,True,dearpygui,,,,20513.0,1855.0,1818.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,37.0,20513.0,,,,2.0,,,,,,,,,,,,,,,,,,, +132,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-25 18:23:04.000,2023-03-04 17:45:05,299.0,22.0,557,132.0,186.0,165.0,336.0,5603,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,33,True,eel,,,,73905.0,5256.0,5181.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,73905.0,,,,2.0,,,,,,,,,,,,python-eel/Eel,,,,,,, +133,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-04-18 05:24:18.000,2023-03-07 20:01:07,1828.0,19.0,584,131.0,327.0,64.0,809.0,5443,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,33,True,csvkit,conda-forge/csvkit,,,145930.0,1693.0,1325.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,368.0,144752.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,86016.0,2.0,,,,,,,,,,,,,,,,,,, +134,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,461,108.0,93.0,80.0,159.0,5128,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,33,True,xmltodict,conda-forge/xmltodict,,,23186136.0,58215.0,52771.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5444.0,23153305.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2626511.0,2.0,,,,,,,,,,,,,,,,,,, +135,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-04-18 19:17:15.000,2023-01-16 12:56:18,319.0,,232,53.0,190.0,133.0,184.0,3392,2022-12-18 09:18:01.579,0.7.0,41.0,52.0,33,True,databases,conda-forge/databases,,,415738.0,18511.0,18376.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,135.0,412253.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,174281.0,2.0,,,,,,,,,,,,,,,,,,, +136,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-04-17 23:37:13.000,2023-04-17 23:37:12,196.0,6.0,169,27.0,71.0,4.0,81.0,2402,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1302456.0,99500.0,96202.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3298.0,1301561.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,59981.0,2.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,,, +137,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-04-12 19:30:06.000,2023-04-12 19:30:05,1720.0,9.0,189,88.0,198.0,,,2145,2023-04-03 20:26:32.000,3.1.2,42.0,42.0,33,True,motor,conda-forge/motor,,,1324188.0,58336.0,57193.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1143.0,1323121.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,55533.0,2.0,,,,,,,,,,,,,,,,,,, +138,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,83.0,1893,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,53965223.0,39176.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39173.0,53696014.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,19917585.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,53.0,,,,,,,,,,,,,, +139,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-31 03:02:53.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,157.0,53.0,84.0,1793,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,135320110.0,6917.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6917.0,135139498.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,14629590.0,3.0,,,,,,,,,,,,,,,,,,, +140,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-03-12 20:31:41.000,2023-03-12 20:24:25,450.0,7.0,251,26.0,106.0,11.0,136.0,1665,2023-03-12 20:27:37.000,2.4.0,35.0,60.0,33,True,emoji,conda-forge/emoji,,,1725893.0,56462.0,55045.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1417.0,1724933.0,https://anaconda.org/conda-forge/emoji,2022-11-02 16:35:36.450,48014.0,1.0,,,,,,,,,,,,,,,,,,, +141,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,5.0,216,64.0,389.0,116.0,596.0,1394,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,33,True,typing,conda-forge/typing,,,8323925.0,5976.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5976.0,8293462.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2589419.0,2.0,,,,,,,,,,,,,,,,,,, +142,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-04-24 05:04:54.000,2023-04-13 23:57:49,1763.0,31.0,217,47.0,759.0,247.0,356.0,1132,2023-02-24 18:17:02.569,2.14.2,66.0,86.0,33,True,zarr,conda-forge/zarr,,,234739.0,2539.0,2188.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,351.0,207595.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2253017.0,2.0,,,,,,,,,,,,,,,,,,, +143,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,180,50.0,196.0,80.0,370.0,1112,2022-11-23 18:35:01.134,1.7.12,87.0,58.0,33,True,petl,conda-forge/petl,,,775790.0,3440.0,3356.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,773607.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,172464.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,,, +144,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-04-25 19:09:00.000,2023-02-12 00:08:39,785.0,1.0,192,42.0,110.0,138.0,269.0,1061,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,33,True,py4j,conda-forge/py4j,,,29666874.0,22061.0,21377.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,684.0,29634022.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2628181.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,,, +145,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-03-30 08:14:55.000,2023-02-23 00:11:59,1963.0,12.0,136,18.0,153.0,50.0,425.0,1008,2022-12-18 20:26:01.606,23.13.1,186.0,112.0,33,True,keyring,conda-forge/keyring,,,24138746.0,3970.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3970.0,24101869.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,3060798.0,3.0,,,,,,,,,,,,,,,,,,, +146,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-04-26 22:56:57.000,2023-04-17 20:50:35,1774.0,168.0,376,17.0,778.0,27.0,317.0,953,2023-04-17 20:54:39.000,.0.23,50.0,208.0,33,True,holidays,conda-forge/holidays,,172.0,5330288.0,423.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,423.0,5272091.0,https://anaconda.org/conda-forge/holidays,2023-04-17 23:05:52.902,2968027.0,3.0,,,,,,,,,,,,,,,,,,, +147,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-04-11 01:26:43.000,2023-04-04 11:45:40,1273.0,9.0,93,32.0,202.0,42.0,191.0,893,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,579285.0,41454.0,39816.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1638.0,538840.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3356976.0,2.0,,,,,,,,,,,,,,,,,,, +148,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-04-27 12:19:04.000,2023-04-26 10:22:56,1443.0,30.0,170,97.0,684.0,8.0,219.0,786,2023-03-31 10:11:57.000,5.7.0,119.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,175986.0,4478.0,4252.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,173506.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-03-31 12:59:36.797,173667.0,2.0,,,,,,,,,,,,,,,,,,, +149,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-04-19 04:42:53.000,2023-04-19 04:35:31,1002.0,48.0,42,15.0,74.0,2.0,84.0,743,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,33,True,natsort,conda-forge/natsort,,,3309378.0,20088.0,18897.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1191.0,3293168.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1183373.0,2.0,,,,,,,,,,,,,,,,,,, +150,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-04-13 01:34:09.000,2023-04-13 01:33:02,311.0,78.0,131,16.0,138.0,14.0,119.0,726,2023-04-13 01:35:07.000,0.21.1,38.0,43.0,33,True,validators,conda-forge/validators,,,5181870.0,67595.0,65932.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1663.0,5173589.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,339535.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,,, +151,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-04-26 06:23:40.000,2023-04-06 14:56:18,1101.0,5.0,271,31.0,778.0,4.0,494.0,629,2023-03-24 05:45:10.000,7.1.14,103.0,111.0,33,True,minio,conda-forge/minio,,,1052778.0,4760.0,4362.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,398.0,1050100.0,https://anaconda.org/conda-forge/minio,2023-03-24 06:44:38.269,123225.0,2.0,,,,,,,,,,,,,,,,,,, +152,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-04-25 14:03:00.000,2023-04-25 14:03:00,581.0,13.0,100,11.0,105.0,24.0,98.0,431,2021-12-15 16:56:20.744,3.2.1,36.0,42.0,33,True,rsa,conda-forge/rsa,,,120259303.0,270317.0,263311.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7006.0,120123716.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,10982589.0,3.0,,,,,,,,,,,,,,,,,,, +153,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-02-13 14:10:43.000,2022-10-18 01:49:53,790.0,,128,24.0,88.0,50.0,129.0,291,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,48198458.0,106428.0,99376.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,48084949.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,7945630.0,3.0,,,,,,,,,,,,,,,,,,, +154,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,9.0,71,15.0,31.0,28.0,44.0,254,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,pytz,conda-forge/pytz,,,116464823.0,1538649.0,1455922.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82727.0,116006880.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,38009346.0,3.0,,,,,,,,,,,,,,,,,,, +155,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-04-19 18:40:09.000,2023-04-19 17:48:40,548.0,5.0,116,16.0,210.0,48.0,32.0,165,2022-05-31 19:44:50.000,0.6.0,32.0,35.0,33,True,s3transfer,conda-forge/s3transfer,,,221056120.0,191657.0,187356.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4301.0,220872659.0,https://anaconda.org/conda-forge/s3transfer,2022-05-31 23:35:02.613,14860378.0,2.0,,,,,,,,,,,,,,,,,,, +156,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-04-04 09:31:56.000,2023-04-04 09:31:55,689.0,4.0,494,106.0,151.0,15.0,285.0,5819,2023-01-14 16:25:06.868,4.7.1,67.0,80.0,32,True,tinydb,conda-forge/tinydb,,,405665.0,11253.0,10396.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,857.0,402230.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,281736.0,2.0,,,,,,,,,,,,,,,,,,, +157,Activeloop,activeloopai/Hub,"Data Lake for Deep Learning. Multi-modal Vector Database for LLMs/LangChain. Store, query, version, & visualize..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-04-27 12:57:42.000,2023-04-27 11:38:33,7279.0,426.0,447,68.0,1875.0,47.0,366.0,5712,2023-04-27 11:48:51.000,3.3.2,154.0,108.0,32,True,hub,,,,7258.0,207.0,153.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,7258.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,,, +158,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-04-25 02:07:39.000,2023-04-06 12:10:32,963.0,11.0,362,86.0,166.0,,565.0,4460,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,71685.0,1342.0,1169.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,173.0,71189.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,29809.0,2.0,,,,,,,,,,,,,,,,,,, +159,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-04-18 14:44:52.000,2023-04-18 14:44:52,516.0,8.0,726,69.0,392.0,79.0,395.0,3333,2023-01-23 22:15:52.000,0.16.0,45.0,130.0,32,True,prometheus_client,conda-forge/prometheus_client,,,18986281.0,726.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,726.0,18851311.0,https://anaconda.org/conda-forge/prometheus_client,2023-01-24 04:49:16.134,10527687.0,3.0,,,,,,,,,,,,,,,,,,, +160,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-03-30 20:13:54.000,2022-12-14 22:13:47,1548.0,,338,261.0,1629.0,108.0,485.0,3262,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1016.0,1778217.0,309.0,293.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1772257.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,279220.0,2.0,,,,,,,,,,,,,,,,,,, +161,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-04-06 05:35:33.000,2023-01-19 03:03:16,1011.0,,351,48.0,367.0,80.0,307.0,2854,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,32,True,smart-open,conda-forge/smart_open,,,12923867.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,12901299.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1760339.0,2.0,,,,,,,,,,,,,,,,,,, +162,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-02-05 07:09:09.000,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,71.0,2742,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,4589061.0,7108.0,6232.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,876.0,4587043.0,https://anaconda.org/conda-forge/schema,2021-12-02 07:54:56.628,90847.0,2.0,,,,,,,,,,,,,,,,,,, +163,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2601,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,75539.0,1377.0,1263.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,69100.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,508743.0,2.0,,,,,,,,,,,,,,,,,,, +164,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-04-26 00:01:37.000,2023-04-21 01:44:53,819.0,8.0,412,40.0,617.0,265.0,356.0,2163,2023-04-26 00:01:37.000,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1262330.0,1546.0,1388.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,158.0,1255018.0,https://anaconda.org/conda-forge/pynamodb,2023-02-21 17:01:50.758,321756.0,3.0,,,,,,,,,,,,,,,,,,, +165,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,438,98.0,159.0,3.0,,2063,2020-12-11 10:14:20.000,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,18412960.0,151521.0,143060.0,https://pypi.org/project/xlrd,2020-12-11 10:14:20.000,8461.0,18368723.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3229313.0,2.0,,,,,,,,,,,,,,,,,,, +166,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-04-21 06:47:01.000,2022-03-15 11:17:01,1020.0,,243,37.0,347.0,133.0,246.0,2004,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2434880.0,12959.0,12880.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,79.0,2434775.0,https://anaconda.org/conda-forge/pypika,2023-04-15 15:29:51.129,1904.0,3.0,,,,,,,,,,,,,,,,,,, +167,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,3.0,203,39.0,237.0,41.0,201.0,1764,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,32,True,voluptuous,conda-forge/voluptuous,,,2249746.0,14356.0,13002.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1354.0,2246332.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,276558.0,2.0,,,,,,,,,,,,,,,,,,, +168,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1655,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,32,True,humanize,conda-forge/humanize,,,4464896.0,1967.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1967.0,4460343.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,373387.0,2.0,,,,,,,,,,,,,,,,,,, +169,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-04-13 21:51:55.000,2023-03-17 22:10:49,264.0,3.0,140,27.0,46.0,5.0,217.0,1648,2023-01-22 22:31:46.730,5.3.0,44.0,9.0,32,True,cachetools,conda-forge/cachetools,,,73783824.0,3277.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3277.0,73676458.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8374566.0,1.0,,,,,,,,,,,,,,,,,,, +170,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-04-14 23:47:05.000,2023-04-14 23:47:04,1041.0,7.0,78,16.0,551.0,70.0,422.0,1458,2022-12-08 20:58:15.000,2.3.0,16.0,29.0,32,True,omegaconf,conda-forge/omegaconf,,,4421152.0,11804.0,11804.0,https://pypi.org/project/omegaconf,,,4398833.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,870478.0,3.0,,,,,,,,,,,,,,,,,,, +171,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-02-13 22:49:48.000,2023-02-09 12:48:47,1087.0,9.0,205,45.0,175.0,52.0,334.0,1427,2022-11-30 17:34:49.000,2.0.6,18.0,87.0,32,True,pygsheets,,,,1385663.0,1869.0,1777.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,92.0,1385663.0,,,,3.0,,,,,,,,,,,,,,,,,,, +172,SDV,sdv-dev/SDV,"Synthetic Data Generation for tabular, relational and time series data.",,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-04-26 03:53:16.000,2023-04-25 16:47:42,1288.0,167.0,218,41.0,528.0,130.0,697.0,1406,2023-04-20 19:04:40.000,1.0.1,94.0,43.0,32,False,sdv,conda-forge/sdv,,,63612.0,202.0,188.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,14.0,63079.0,https://anaconda.org/conda-forge/sdv,2023-04-24 17:50:42.034,8540.0,2.0,,,,,,,,,,,,,,,,,,, +173,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-04-21 04:11:36.000,2023-04-21 04:11:28,445.0,37.0,136,29.0,427.0,7.0,107.0,1000,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,bcrypt,conda-forge/bcrypt,,,35819257.0,8001.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8001.0,35758461.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3222235.0,3.0,,,,,,,,,,,,,,,,,,, +174,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-04-17 22:19:09.000,2023-04-13 14:34:50,1901.0,55.0,127,44.0,394.0,99.0,241.0,892,2023-03-11 21:23:00.619,0.6.8,27.0,81.0,32,True,intake,conda-forge/intake,,,65056.0,1181.0,1063.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,118.0,57815.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,383796.0,2.0,,,,,,,,,,,,,,,,,,, +175,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-04-16 02:45:49.000,2023-03-28 20:26:40,1267.0,20.0,240,18.0,209.0,24.0,299.0,839,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,32,True,fastcore,conda-forge/fastcore,,,500877.0,3565.0,3280.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,285.0,498411.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,39469.0,2.0,,,,,,,,,,,,,,,,,,, +176,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-03-30 20:18:42.000,2023-03-29 16:15:54,344.0,6.0,114,60.0,332.0,53.0,247.0,361,2023-01-30 14:26:08.266,0.19.1,42.0,40.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,287.0,6593585.0,6910.0,6593.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,317.0,6569230.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1777641.0,3.0,,,,,,,,,,,,,,,,,,, +177,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-04-25 23:57:05.000,2023-04-25 00:03:07,1142.0,11.0,80,17.0,707.0,15.0,120.0,336,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,32,True,multidict,conda-forge/multidict,,3338.0,68699929.0,3127.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3127.0,68575154.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,8856116.0,2.0,,,,,,,,,,,,,,,7.0,,,, +178,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,327,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,34589073.0,398715.0,385342.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13373.0,34391220.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,17411146.0,3.0,,,,,,,,,,,,,,,,,,, +179,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,32.0,104.0,58.0,65.0,230,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,32,False,pyasn1,conda-forge/pyasn1,,,121355692.0,339107.0,324141.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14966.0,121213702.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11359212.0,3.0,,,,,,,,,,,,,,,,,,, +180,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-04-26 18:45:51.000,2023-02-21 11:02:54,236.0,8.0,407,132.0,232.0,225.0,146.0,9781,2022-08-30 17:58:44.923,0.0.8,8.0,54.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,374031.0,5808.0,5678.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,130.0,373501.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,10615.0,3.0,,,,,,,,,,,,,,,,,,, +181,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-04-26 22:13:55.000,2023-04-26 22:13:55,6142.0,558.0,586,88.0,1119.0,143.0,536.0,3452,2023-04-12 02:29:00.815,0.3.1,63.0,234.0,31,True,toga,,,1433.0,2293.0,37.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,35.0,2028.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,27.0,,,,,,,,,,,,,, +182,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-04-17 05:05:18.000,2022-12-15 14:28:13,3987.0,,233,87.0,76.0,313.0,327.0,3215,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,51.0,78065.0,3736.0,3373.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,363.0,76885.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,88521.0,3.0,,,,,,,,,,,,,,,,,,, +183,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3135,2021-12-15 15:22:54.705,0.6.0,14.0,65.0,31,False,blaze,conda-forge/blaze,,,9099.0,9849.0,9031.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,6140.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201272.0,3.0,,,,,,,,,,,,,,,,,,, +184,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-03-28 11:36:15.290,2023-03-28 06:19:13,982.0,18.0,136,75.0,51.0,6.0,70.0,3062,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,31,True,funcy,conda-forge/funcy,,,1341372.0,8007.0,7390.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,617.0,1337065.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,323056.0,3.0,,,,,,,,,,,,,,,,,,, +185,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-04-22 06:02:17.000,2023-04-22 06:02:17,441.0,42.0,269,17.0,109.0,6.0,124.0,2990,2023-03-25 04:12:25.000,4.7.1,34.0,17.0,31,True,gdown,conda-forge/gdown,,,1109863.0,16012.0,16012.0,https://pypi.org/project/gdown,,,1105877.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,171403.0,2.0,,,,,,,,,,,,,,,,,,, +186,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-04-13 14:41:54.000,2023-04-11 16:23:15,1137.0,24.0,575,176.0,457.0,89.0,475.0,2969,2023-03-13 16:24:01.128,1.81.1,92.0,80.0,31,False,arctic,conda-forge/arctic,,197.0,8394.0,243.0,208.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,35.0,7839.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,25994.0,3.0,,,,,,,,,,,,,,,,,,, +187,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-03-21 14:26:46.000,2022-12-19 03:14:24,1998.0,,212,46.0,184.0,141.0,348.0,2843,,,5.0,29.0,31,True,dependency-injector,conda-forge/dependency_injector,,,1005144.0,1986.0,1986.0,https://pypi.org/project/dependency-injector,,,1003979.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,22141.0,3.0,,,,,,,,,,,,,,,,,,, +188,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-04-27 13:27:41.000,2023-04-12 15:04:15,5543.0,199.0,285,40.0,1316.0,24.0,162.0,2829,2023-04-12 18:44:17.000,0.38.0,89.0,68.0,31,True,zenml,,,1.0,4393.0,100.0,97.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,4393.0,,,,2.0,,,,,,,,,,,,,,,,,,, +189,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-04-27 12:02:00.000,2023-04-26 14:29:58,537.0,27.0,181,15.0,495.0,188.0,379.0,2272,2023-03-20 22:48:01.602,0.14.5,62.0,89.0,31,True,pandera,conda-forge/pandera-core,['pandas'],,771628.0,840.0,775.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,65.0,770930.0,https://anaconda.org/conda-forge/pandera-core,2023-03-21 00:14:13.208,20966.0,3.0,,,,,,,,,,,,unionai-oss/pandera,,,,,,, +190,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-04-21 05:05:38.000,2023-03-31 15:01:00,1030.0,2.0,392,52.0,255.0,23.0,289.0,2228,2022-06-22 08:12:35.000,2.1.1,34.0,73.0,31,True,mysqlclient,conda-forge/mysqlclient,,5232.0,4243424.0,7199.0,,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7199.0,4238749.0,https://anaconda.org/conda-forge/mysqlclient,2023-04-06 18:27:57.286,248905.0,3.0,,,,,,,,,,,,,,,,,,, +191,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-04-25 15:54:01.000,2023-04-18 15:21:13,2251.0,24.0,175,41.0,364.0,23.0,260.0,1774,2023-04-18 16:10:45.643,4.4.1,180.0,57.0,31,True,pyscaffold,conda-forge/pyscaffold,,,252865.0,62.0,,https://pypi.org/project/pyscaffold,2023-01-23 12:15:02.953,62.0,250908.0,https://anaconda.org/conda-forge/pyscaffold,2023-04-18 20:14:37.024,164466.0,3.0,,,,,,,,,,,,,,,,,,, +192,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,497,99.0,401.0,142.0,379.0,1643,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1558792.0,8169.0,6914.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1255.0,1555578.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,115737.0,3.0,,,,,,,,,,,,,,,,,,, +193,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,6.0,96,33.0,67.0,3.0,64.0,1332,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,12026762.0,2819.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2819.0,12008256.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1461995.0,2.0,,,,,,,,,,,,,,,,,,, +194,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-04-26 15:25:38.000,2023-04-26 15:25:35,796.0,52.0,56,25.0,39.0,85.0,71.0,1227,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,31,True,strictyaml,conda-forge/strictyaml,,,461656.0,1690.0,1466.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,224.0,458375.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,196900.0,3.0,,,,,,,,,,,,,,,,,,, +195,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-04-21 14:20:30.000,2022-10-28 20:07:55,384.0,,174,28.0,92.0,61.0,136.0,1084,2021-01-11 13:28:44.000,0.4.0,28.0,24.0,31,True,sshtunnel,conda-forge/sshtunnel,,,5291015.0,5625.0,5327.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,298.0,5289645.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,108287.0,3.0,,,,,,,,,,,,,,,,,,, +196,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-04-25 08:06:11.000,2023-04-25 08:06:09,471.0,3.0,78,23.0,224.0,29.0,63.0,1053,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11212992.0,14765.0,14540.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,225.0,11205090.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,442527.0,3.0,,,,,,,,,,,,python-poetry/cleo,,,,,,, +197,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,1.0,94,69.0,94.0,49.0,59.0,977,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,appdirs,conda-forge/appdirs,,,12859683.0,249493.0,234484.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15009.0,12757628.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8674701.0,3.0,,,,,,,,,,,,,,,,,,, +198,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-04-25 10:38:33.000,2023-04-25 10:38:33,598.0,9.0,121,21.0,222.0,42.0,111.0,937,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,61282886.0,10323.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10323.0,61021652.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,18808912.0,3.0,,,,,,,,,,,,,,,,,,, +199,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-04-26 11:28:38.000,2023-04-17 15:08:28,758.0,19.0,59,19.0,365.0,173.0,223.0,315,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,31,True,param,conda-forge/param,,,454483.0,6560.0,6418.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,142.0,438985.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1115914.0,3.0,,,,,,,,,,,,,,,,,,, +200,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-04-24 19:49:35.000,2023-04-18 17:00:48,736.0,21.0,41,45.0,598.0,20.0,153.0,50,2023-03-01 18:38:00.438,2.17.0,69.0,64.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4001397.0,2769.0,2759.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,10.0,3999743.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-03-02 11:27:53.568,79393.0,3.0,,,,,,,,,,,,,,,,,,, +201,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2018-06-07 13:52:28.873,2023-04-18 16:36:53.000,2023-02-17 22:26:16,778.0,29.0,34,13.0,49.0,4.0,228.0,41,2023-02-17 22:33:05.683,5.12.0,61.0,34.0,31,False,importlib-resources,conda-forge/importlib_resources,,,53863602.0,1194.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1194.0,53661041.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,11748592.0,2.0,,,,,,,,,,,,,,,,,,, +202,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-04-25 19:45:50.000,2022-12-08 17:33:49,3607.0,,590,141.0,967.0,486.0,768.0,7881,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,255.0,50507.0,486.0,462.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,48432.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,161711.0,3.0,,,,,,,,,,,,,,,,,,, +203,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,90.0,180.0,11.0,420.0,4848,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,405219.0,3254.0,2987.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,267.0,396568.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,397976.0,1.0,,,,,,,,,,,,,,,,,,, +204,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-02-11 18:01:11.000,2023-01-31 21:17:34,775.0,1.0,395,80.0,68.0,354.0,190.0,3377,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,30,True,keyboard,conda-forge/keyboard,,,368681.0,10780.0,10347.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,433.0,367917.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,16808.0,3.0,,,,,,,,,,,,,,,,,,, +205,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-04-26 16:47:03.000,2023-04-26 15:27:10,1618.0,16.0,95,38.0,1209.0,64.0,336.0,2691,2023-04-21 13:15:57.804,0.20.0,22.0,43.0,30,True,returns,conda-forge/returns,,,57621.0,401.0,345.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,56.0,57408.0,https://anaconda.org/conda-forge/returns,2023-04-22 19:15:30.176,4901.0,3.0,,,,,,,,,,,,,,,,,,, +206,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2555,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,151450.0,1867.0,1479.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,388.0,150890.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25243.0,3.0,,,,,,,,,,,,,,,,,,, +207,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-04-20 17:09:41.000,2023-03-16 19:23:33,3815.0,18.0,306,31.0,307.0,124.0,534.0,2294,2023-01-29 21:11:26.594,2.6.2,207.0,88.0,30,True,pyinfra,,,,20801.0,88.0,77.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,20801.0,,,,3.0,,,,,,,,,,,,,,,,,,, +208,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-03-13 01:27:10.000,2023-03-13 01:26:30,214.0,4.0,260,49.0,56.0,40.0,109.0,1943,2023-02-19 15:29:00.772,1.5.9,81.0,26.0,30,True,datasketch,,,19.0,1004479.0,772.0,709.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,1004479.0,,,,3.0,,,,,,,,,,,,,,,,,,, +209,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-04-21 17:19:05.000,2023-04-20 15:32:17,760.0,2.0,194,61.0,88.0,68.0,278.0,1936,2022-10-26 03:44:13.980,2.8.4,46.0,64.0,30,True,numexpr,conda-forge/numexpr,,187.0,3143796.0,3085.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3085.0,3065393.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6272107.0,3.0,,,,,,,,,,,,,,,,,,, +210,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-03-24 13:03:26.000,2022-10-18 10:59:07,785.0,,172,45.0,216.0,103.0,270.0,1843,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1369609.0,590.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,590.0,1360747.0,https://anaconda.org/conda-forge/fs,2022-03-02 15:54:00.090,593775.0,3.0,,,,,,,,,,,,,,,,,,, +211,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-04-10 17:16:24.000,2023-04-07 17:10:45,1024.0,4.0,310,71.0,394.0,102.0,364.0,1453,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,156792.0,234.0,209.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,155419.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,65944.0,2.0,,,,,,,,,,,,,,,,,,, +212,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,75.0,21.0,40.0,600.0,858,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2589334.0,7536.0,7218.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2581685.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,390145.0,3.0,,,,,,,,,,,,,,,,,,, +213,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-04-25 19:11:36.000,2023-04-25 19:11:35,557.0,42.0,129,22.0,436.0,41.0,241.0,835,2023-04-23 16:17:01.440,0.12.1,42.0,40.0,30,True,aiocache,,,2.0,188825.0,1810.0,1690.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,120.0,188825.0,,,,2.0,,,,,,,,,,,,,,,,,,, +214,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-04-15 15:01:56.000,2020-10-21 17:48:31,219.0,,74,15.0,254.0,46.0,25.0,668,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12581115.0,39188.0,37114.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2074.0,12516523.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,4715269.0,2.0,,,,,,,,,,,,,,,,,,, +215,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-04-26 20:51:06.000,2023-04-26 20:51:04,502.0,12.0,329,36.0,247.0,37.0,122.0,637,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,232782.0,4257.0,2974.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1283.0,232506.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20464.0,3.0,,,,,,,,,,,,,,,,,,, +216,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-20 12:56:54.000,2023-04-20 12:56:54,294.0,6.0,31,10.0,65.0,2.0,25.0,354,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,4005526.0,27210.0,26932.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,3982153.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1168663.0,3.0,,,,,,,,,,,,,,,,,,, +217,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-04-11 14:55:32.000,2023-04-11 14:55:28,290.0,26.0,55,6.0,67.0,,75.0,163,2021-10-26 13:46:12.000,4.0.2,42.0,29.0,30,True,tzlocal,conda-forge/tzlocal,,,26788994.0,3742.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3742.0,26764276.0,https://anaconda.org/conda-forge/tzlocal,2023-03-18 16:25:29.751,2026878.0,3.0,,,,,,,,,,,,,,,,,,, +218,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-02-25 16:21:00.000,2023-02-25 16:20:56,601.0,41.0,32,4.0,36.0,2.0,56.0,37,2023-02-25 02:18:04.386,3.15.0,45.0,20.0,30,False,zipp,conda-forge/zipp,,,129540364.0,3903.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3903.0,129014091.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,26313650.0,3.0,,,,,,,,,,,,,,,,,,, +219,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-04-04 13:18:36.000,2023-04-04 13:18:36,954.0,6.0,4463,642.0,744.0,200.0,100.0,22488,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,5432.0,96.0,80.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,5373.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1432.0,3.0,,,,,,,,,,,,,,,,,,, +220,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-04-26 03:25:42.000,2022-05-08 04:08:19,743.0,,937,274.0,290.0,150.0,451.0,17546,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,True,gooey,conda-forge/gooey,,427.0,8033.0,810.0,732.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,6652.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,64494.0,3.0,,,,,,,,,,,,,,,,,,, +221,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-03-23 18:39:45.000,2023-03-13 16:40:40,326.0,1.0,573,187.0,89.0,64.0,82.0,6966,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,245957.0,1182.0,1004.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,245632.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23447.0,3.0,,,,,,,,,,,,,,,,,,, +222,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,1.0,549,140.0,293.0,280.0,241.0,6538,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,29,True,faust,,,,28671.0,1530.0,1499.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,28671.0,,,,3.0,,,,,,,,,,,,,,,,,,, +223,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-04-27 01:44:05.000,2023-02-17 21:58:39,2685.0,1.0,847,173.0,737.0,21.0,957.0,5474,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,29,True,snorkel,conda-forge/snorkel,,1013.0,49411.0,296.0,283.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,48507.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,40109.0,3.0,,,,,,,,,,,,,,,,,,, +224,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5000,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,195616.0,4623.0,3821.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,802.0,195255.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,28924.0,3.0,,,,,,,,,,,,,,,,,,, +225,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-03-09 03:31:41.000,2023-01-30 08:55:46,707.0,2.0,285,101.0,134.0,27.0,259.0,4494,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,29,True,dataset,conda-forge/dataset,,,52714.0,3573.0,2995.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,578.0,52503.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5276.0,3.0,,,,,,,,,,,,,,,,,,, +226,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-04-27 09:04:40.000,2023-04-26 17:14:17,3005.0,28.0,210,28.0,266.0,141.0,702.0,3061,2023-04-13 23:09:00.670,0.22.3,110.0,73.0,29,True,ploomber,conda-forge/ploomber,,,7521.0,84.0,78.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,4968.0,https://anaconda.org/conda-forge/ploomber,2023-04-14 13:59:08.113,56182.0,3.0,,,,,,,,,,,,,,,,,,, +227,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-04-02 07:59:22.000,2022-07-17 20:23:59,289.0,,410,95.0,108.0,31.0,127.0,2712,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,313540.0,5624.0,5468.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,311883.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,48058.0,3.0,,,,,,,,,,,,,,,,,,, +228,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2356,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,16.0,3137518.0,5449.0,5083.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,366.0,3132724.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,388352.0,2.0,,,,,,,,,,,,,,,,,,, +229,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-04-27 09:04:27.000,2023-04-26 16:05:26,653.0,107.0,96,30.0,878.0,23.0,323.0,2193,2023-04-25 21:48:44.000,1.1.38,227.0,21.0,29,True,whylogs,,,62.0,42296.0,91.0,85.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,6.0,42294.0,,,,3.0,,,,,,,,,,,,,,,,,,, +230,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-04-25 10:15:00.000,2023-04-25 03:18:24,2234.0,18.0,148,95.0,1924.0,162.0,1331.0,1691,2021-07-02 00:15:35.000,1.0.0,16.0,35.0,29,True,datatable,conda-forge/datatable,,1855.0,71498.0,23.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,23.0,70756.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,20043.0,3.0,,,,,,,,,,,,,,,,,,, +231,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,9.0,57,23.0,98.0,111.0,66.0,1684,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1242582.0,1132.0,1024.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,108.0,1242105.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,20548.0,2.0,,,,,,,,,,,,,,,,,,, +232,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-04-01 12:40:11.000,2023-04-01 12:30:24,609.0,9.0,54,15.0,216.0,3.0,51.0,1269,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,29,True,bidict,conda-forge/bidict,,,1402729.0,13499.0,13019.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,480.0,1399674.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,241348.0,2.0,,,,,,,,,,,,,,,,,,, +233,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2022-11-10 14:50:05.000,2021-12-10 09:37:17,2933.0,,218,48.0,177.0,25.0,757.0,1173,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,False,py2neo,conda-forge/py2neo,,,148078.0,634.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,634.0,147267.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,56814.0,3.0,,,,,,,,,,,,,,,,,,, +234,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,306,52.0,209.0,28.0,264.0,1080,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3661.0,2007064.0,1721.0,1503.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,2007028.0,,,,3.0,,,,,,,,,,,,,,,,,,, +235,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-04-26 00:03:03.000,2023-04-21 15:11:34,723.0,73.0,41,12.0,182.0,8.0,78.0,1044,2023-03-22 00:31:06.222,0.30.0,57.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,588102.0,1385.0,1358.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,27.0,583872.0,https://anaconda.org/conda-forge/python-benedict,2023-03-22 03:42:51.330,122684.0,2.0,,,,,,,,,,,,,,,,,,, +236,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-04-27 13:09:42.000,2023-04-25 15:30:32,1138.0,117.0,122,19.0,662.0,61.0,305.0,1006,2023-04-19 17:40:54.301,7.2.0,53.0,55.0,29,True,copier,,,,39813.0,411.0,388.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,23.0,39813.0,,,,3.0,,,,,,,,,,,,,,,,,,, +237,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,117,22.0,52.0,40.0,123.0,806,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,540975.0,15283.0,14968.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,315.0,540211.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,27511.0,2.0,,,,,,,,,,,,,,,,,,, +238,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-04-07 19:00:28.000,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,662,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,6774533.0,9234.0,8000.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1234.0,6772629.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,150489.0,3.0,,,,,,,,,,,,,,,,,,, +239,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,27.0,45.0,5.0,90.0,510,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,4634293.0,16752.0,14562.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,4618135.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1308841.0,3.0,,,,,,,,,,,,,,,,,,, +240,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-04-24 18:02:49.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,73.0,12.0,92.0,475,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,952394.0,4150.0,3882.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,268.0,936659.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1180177.0,3.0,,,,,,,,,,,,,,,,,,, +241,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,181,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,7500005.0,7562.0,7194.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,368.0,7496371.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,305259.0,2.0,,,,,,,,,,,,,,,,,,, +242,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,48,8.0,43.0,17.0,21.0,125,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,66217599.0,40355.0,38146.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2209.0,66168218.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4197436.0,3.0,,,,,,,,,,,,,,,,,,, +243,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-04-21 15:18:54.000,2023-04-20 07:34:24,1856.0,19.0,562,134.0,1260.0,193.0,1043.0,6996,2023-02-23 18:30:37.000,1.3.2,22.0,111.0,28,True,hydra,conda-forge/hydra-core,,,23961.0,9.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,8522.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,586711.0,3.0,,,,,,,,,,,,,,,,,,, +244,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-04-21 16:44:01.127,2023-04-16 13:04:15,1085.0,1.0,240,64.0,81.0,23.0,263.0,3306,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,28,True,asciimatics,conda-forge/asciimatics,,,57574.0,949.0,834.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,55418.0,https://anaconda.org/conda-forge/asciimatics,2023-04-21 16:44:01.127,129367.0,3.0,,,,,,,,,,,,,,,,,,, +245,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-04-27 12:24:11.000,2023-04-27 12:19:21,1562.0,28.0,387,86.0,105.0,5.0,160.0,3214,,,78.0,27.0,28,True,phonenumbers,conda-forge/phonenumbers,,,4491661.0,,,https://pypi.org/project/phonenumbers,,,4482736.0,https://anaconda.org/conda-forge/phonenumbers,2023-04-18 21:59:19.122,731899.0,2.0,,,,,,,,,,,,,,,-7.0,,,, +246,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,637,143.0,443.0,135.0,396.0,2632,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,28,False,pandas-datareader,conda-forge/pandas-datareader,,,430762.0,839.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,839.0,426896.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,278406.0,3.0,,,,,,,,,,,,,,,5.0,,,, +247,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,32.0,48.0,51.0,13.0,1870,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8128956.0,2196.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2196.0,8112121.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1329980.0,3.0,,,,,,,,,,,,,,,,,,, +248,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-04-22 20:10:46.000,2023-04-17 20:41:44,153.0,2.0,114,23.0,106.0,48.0,42.0,1788,2021-11-03 08:11:33.000,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,258672.0,5883.0,5796.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,87.0,258200.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,16552.0,3.0,,,,,,,,,,,,,,,,,,, +249,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1387,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,1021103.0,10184.0,8673.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1511.0,1017379.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,264432.0,3.0,,,,,,,,,,,,,,,,,,, +250,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1225,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,['pandas'],,1531433.0,2056.0,1974.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1516266.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,333674.0,3.0,,,,,,,,,,,,,,,,,,, +251,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-04-27 01:36:26.000,2023-04-06 07:22:11,748.0,37.0,44,14.0,402.0,138.0,156.0,1113,2023-03-05 18:54:43.000,0.8.2,28.0,21.0,28,True,prisma,,,,14497.0,210.0,210.0,https://pypi.org/project/prisma,,,14497.0,,,,3.0,,,,,,,,,,,,,,,,,,, +252,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-04-15 22:50:29.000,2022-08-15 22:23:51,507.0,,66,17.0,164.0,34.0,79.0,1070,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,958923.0,9030.0,8705.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,957717.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,33778.0,3.0,,,,,,,,,,,,,,,,,,, +253,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-02-23 00:17:21.000,2023-02-23 00:17:20,1158.0,8.0,137,40.0,81.0,3.0,128.0,1049,2022-11-30 22:49:22.305,16.6.0,18.0,48.0,28,True,path,conda-forge/path,,,927989.0,127.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,127.0,918394.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,383806.0,3.0,,,,,,,,,,,,,,,,,,, +254,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-04-26 09:46:05.000,2023-04-26 09:43:21,1670.0,26.0,68,12.0,384.0,98.0,212.0,1009,2023-04-26 09:51:03.263,0.110.0,228.0,39.0,28,True,piccolo,,,,13016.0,265.0,255.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,13016.0,,,,3.0,,,,,,,,,,,,,,,,,,, +255,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-27 07:43:29.000,2023-04-27 07:43:18,748.0,85.0,78,13.0,129.0,33.0,94.0,831,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,28,True,mss,conda-forge/python-mss,,,286653.0,241.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,241.0,285961.0,https://anaconda.org/conda-forge/python-mss,2023-04-20 07:59:29.075,23544.0,3.0,,,,,,,,,,,,,,,,,,, +256,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-04-19 21:05:40.000,2023-04-19 21:04:26,165.0,40.0,83,26.0,38.0,5.0,67.0,760,2023-04-16 01:30:05.685,2.0.0,26.0,18.0,28,False,email-validator,conda-forge/email-validator,,,6555581.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,6553279.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,75996.0,3.0,,,,,,,,,,,,,,,,,,, +257,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-02-06 08:50:20.183,2023-02-04 17:17:01,816.0,2.0,135,25.0,103.0,64.0,59.0,506,2023-02-04 16:45:45.929,1.12.1,61.0,88.0,28,True,beaker,conda-forge/beaker,,,309905.0,5902.0,4545.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1357.0,308972.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,68153.0,3.0,,,,,,,,,,,,,,,,,,, +258,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-01-20 20:04:29.828,2023-01-18 22:27:43,225.0,,68,16.0,84.0,67.0,96.0,292,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,configobj,conda-forge/configobj,,46.0,2328590.0,29022.0,25638.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3384.0,2317821.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,613850.0,3.0,,,,,,,,,,,,,,,,,,, +259,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-04-27 13:21:48.171,2023-04-27 05:28:59,162.0,7.0,36,7.0,27.0,22.0,29.0,232,2023-04-27 05:31:58.000,1.8.2,15.0,14.0,28,True,send2trash,conda-forge/send2trash,,,9848368.0,2763.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2763.0,9709392.0,https://anaconda.org/conda-forge/send2trash,2023-04-27 13:21:48.171,8755531.0,3.0,,,,,,,,,,,,,,,,,,, +260,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-04-17 14:05:14.000,2022-03-10 10:33:50,585.0,,497,83.0,239.0,94.0,129.0,3464,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,128956.0,120.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,120.0,128707.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,19735.0,3.0,,,,,,,,,,,,,,,,,,, +261,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-04-20 12:53:59.000,2023-04-20 12:53:59,189.0,3.0,184,29.0,47.0,70.0,118.0,2986,2023-01-15 20:00:00.748,1.6.4,40.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,432787.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,431956.0,https://anaconda.org/conda-forge/pandarallel,2023-01-16 16:36:35.644,18302.0,3.0,,,,,,,,,,,,,,,,,,, +262,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-04-16 11:07:57.000,2022-10-12 16:46:46,523.0,,118,49.0,48.0,9.0,120.0,2163,2021-01-12 19:21:07.000,1.4.3,14.0,27.0,27,True,pyfunctional,,,,281831.0,616.0,597.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,281831.0,,,,3.0,,,,,,,,,,,,,,,,,,, +263,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-04-26 18:34:10.000,2023-04-26 18:34:09,5562.0,17.0,497,107.0,904.0,574.0,910.0,1986,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,124.0,27,False,wx,conda-forge/wxpython,,3017.0,8803.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-03-11 05:42:42.678,612830.0,3.0,,,,,,,,,,,,,,,,,,, +264,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1872,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2818.0,195.0,159.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2818.0,,,,3.0,,,,,,,,,,,,,,,,,,, +265,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-04-18 16:03:20.000,2023-02-21 20:21:47,2694.0,19.0,131,53.0,294.0,43.0,188.0,1471,2023-02-21 20:43:04.848,0.16.0,26.0,39.0,27,False,enaml,conda-forge/enaml,,306.0,3758.0,295.0,211.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,84.0,1594.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,140441.0,3.0,,,,,,,,,,,,,,,,,,, +266,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,20.0,18.0,1119,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,27,False,singer-python,,,,643704.0,351.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,351.0,643704.0,,,,3.0,,,,,,,,,,,,,,,7.0,,,, +267,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,126,28.0,74.0,35.0,69.0,1010,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,209319.0,3282.0,3064.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,218.0,208015.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,69117.0,3.0,,,,,,,,,,,,,,,,,,, +268,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,,114,17.0,60.0,21.0,104.0,790,2023-01-14 16:16:40.000,2.0.0,7.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,628312.0,1714.0,1714.0,https://pypi.org/project/pyahocorasick,,,625445.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,183532.0,3.0,,,,,,,,,,,,,,,,,,, +269,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-04-23 01:37:55.000,2023-04-17 15:58:45,1346.0,51.0,47,17.0,131.0,3.0,11.0,677,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,27,True,ubelt,conda-forge/ubelt,,,22332.0,2485.0,2418.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,67.0,20015.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,44037.0,3.0,,,,,,,,,,,,,,,,,,, +270,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-02-05 09:21:58.000,2023-02-05 09:21:57,175.0,1.0,77,25.0,49.0,11.0,33.0,666,2021-12-15 14:53:48.232,2.0.0,14.0,27.0,27,True,munch,conda-forge/munch,,,4662941.0,834.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,834.0,4624924.0,https://anaconda.org/conda-forge/munch,2019-10-30 13:10:23.404,3231462.0,3.0,,,,,,,,,,,,,,,,,,, +271,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,644,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2541896.0,12748.0,11282.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1466.0,2534817.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,566375.0,3.0,,,,,,,,,,,,,,,,,,, +272,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,599,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,198185.0,976.0,744.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,196527.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,135992.0,3.0,,,,,,,,,,,,,,,,,,, +273,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,562,,,8.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,9932142.0,53993.0,51622.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2371.0,9763855.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,9928969.0,3.0,,,,,,,,,,,,,,,,,,, +274,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,469,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,122.0,219673.0,6902.0,4513.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2389.0,217161.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,202265.0,3.0,,,,,,,,,,,,,,,,,,, +275,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,463,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,pyscreenshot,,,,85944.0,2167.0,1911.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,256.0,85944.0,,,,3.0,,,,,,,,,,,,,,,,,,, +276,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-04-25 19:44:58.000,2023-04-24 19:03:39,5989.0,238.0,30,10.0,225.0,35.0,516.0,341,2023-03-31 04:05:03.437,1.3.1,175.0,21.0,27,True,static-frame,conda-forge/static-frame,,,6472.0,19.0,17.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,1445.0,https://anaconda.org/conda-forge/static-frame,2023-03-31 05:22:20.795,251389.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,,, +277,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,194828.0,1077.0,1003.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,74.0,194086.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,51960.0,3.0,,,,,,,,,,,,,,,,,,, +278,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,11.0,28.0,6.0,67.0,226,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,futures,conda-forge/futures,,,9761084.0,45429.0,37393.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8036.0,9745567.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1241414.0,3.0,,,,,,,,,,,,,,,,,,, +279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,53,105.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,cloudant,conda-forge/cloudant,,,113103.0,2319.0,2030.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,289.0,111789.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,103850.0,3.0,,,,,,,,,,,,,,,,,,, +280,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-20 13:13:11.000,2023-04-20 13:13:11,123.0,10.0,22,8.0,48.0,4.0,7.0,143,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,27,True,catalogue,conda-forge/catalogue,,,3935489.0,23391.0,23324.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,67.0,3911568.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,980771.0,3.0,,,,,,,,,,,,,,,,,,, +281,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,25,5.0,45.0,4.0,36.0,72,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,6680570.0,60400.0,56057.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4343.0,6650783.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2412780.0,3.0,,,,,,,,,,,,,,,,,,, +282,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,148.0,292.0,119.0,175.0,6037,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,True,powerline-shell,,,,6256.0,99.0,95.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,6256.0,,,,3.0,,,,,,,,,,,,,,,,,,, +283,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,358.0,3127,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1759.0,143.0,122.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,553.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,97758.0,3.0,,,,,,,,,,,,,,,,,,, +284,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,99,30.0,79.0,13.0,121.0,2257,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,327113.0,936.0,893.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,43.0,323067.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,194219.0,3.0,,,,,,,,,,,,,,,,,,, +285,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-04-26 12:19:20.000,2023-04-23 22:57:05,278.0,3.0,204,26.0,122.0,72.0,109.0,2065,2023-01-07 01:50:31.000,1.41.0,83.0,22.0,26,True,img2dataset,,,934.0,8720.0,34.0,34.0,https://pypi.org/project/img2dataset,,,8674.0,,,,3.0,,,,,,,,,,,,,,,,,,, +286,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-03-21 07:56:33.000,2023-03-19 12:02:21,374.0,1.0,129,30.0,214.0,57.0,139.0,1546,2022-12-02 13:23:00.600,0.25.0,59.0,53.0,26,True,arq,conda-forge/arq,,,42396.0,403.0,386.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,17.0,42119.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,6663.0,3.0,,,,,,,,,,,,,,,,,,, +287,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,219,103.0,173.0,72.0,264.0,1483,2022-01-10 21:46:17.000,4.1.2,50.0,43.0,26,True,streamparse,,,,4042.0,85.0,58.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,4042.0,,,,3.0,,,,,,,,,,,,,,,,,,, +288,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,39.0,126.0,22.0,202.0,1106,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,parallel-ssh,,,343.0,460512.0,234.0,201.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,460509.0,,,,3.0,,,,,,,,,,,,,,,,,,, +289,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,52,23.0,61.0,14.0,33.0,1025,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1314738.0,5724.0,5607.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,117.0,1299375.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,906442.0,3.0,,,,,,,,,,,,,,,,,,, +290,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,948,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,17204.0,2387.0,1880.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,12768.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,328312.0,3.0,,,,,,,,,,,,,,,,,,, +291,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-04-06 08:46:20.833,2023-04-06 01:53:12,854.0,29.0,85,23.0,85.0,17.0,81.0,809,2023-04-06 02:02:24.000,6.0.4,21.0,48.0,26,True,inflect,conda-forge/inflect,,,3554156.0,,,https://pypi.org/project/inflect,,,3549847.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,310262.0,3.0,,,,,,,,,,,,,,,-5.0,,,, +292,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-04-27 05:01:42.000,2023-04-27 05:01:40,653.0,32.0,44,23.0,491.0,5.0,33.0,690,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,292281.0,106.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,106.0,291993.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13286.0,3.0,,,,,,,,,,,,,,,,,,, +293,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-04-21 22:26:43.000,2023-04-16 14:00:56,3347.0,66.0,29,18.0,67.0,12.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,538.0,65.0,26,True,dbnd,,,,74347.0,56.0,32.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,74347.0,,,,3.0,,,,,,,,,,,,,,,,,,, +294,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,188,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,31420798.0,12993.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12993.0,31269742.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,12688720.0,3.0,,,,,,,,,,,,,,,,,,, +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,12,6.0,27.0,7.0,22.0,35,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,12080817.0,69540.0,66815.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2725.0,12068271.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1078995.0,3.0,,,,,,,,,,,,,,,,,,, +296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-04-18 21:34:19.071,2023-02-22 03:50:44,49.0,2.0,96,33.0,97.0,16.0,137.0,2191,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,32.0,1315412.0,336.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,336.0,1308880.0,https://anaconda.org/conda-forge/python-box,2023-04-18 21:34:19.071,391955.0,3.0,,,,,,,,,,,,,,,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-04-25 21:15:05.000,2022-10-17 20:24:01,6408.0,,220,42.0,1029.0,8.0,208.0,1358,2020-07-19 03:20:20.000,2.2.32,86.0,26.0,25,True,optimuspyspark,,['spark'],,17890.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,17890.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,4048.0,487.0,298.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,4048.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-04-12 21:10:58.000,2022-09-12 17:36:02,282.0,,50,9.0,26.0,16.0,69.0,583,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,276965.0,1016.0,994.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,22.0,274921.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,61333.0,3.0,,,,,,,,,,,,,,,,,,, +300,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,10.0,98.0,453,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,27460.0,579.0,488.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,27033.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,21779.0,3.0,,,,,,,,,,,,,,,,,,, +301,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-09 05:18:48.000,2023-04-03 13:37:05,249.0,24.0,50,7.0,53.0,15.0,50.0,441,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,14248.0,403.0,374.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,29.0,14248.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2022-09-21 15:09:58.000,2022-09-21 15:09:58,824.0,,64,16.0,182.0,43.0,157.0,438,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,True,umongo,conda-forge/umongo,,,30529.0,12306.0,12292.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,30323.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,3925.0,3.0,,,,,,,,,,,,,,,,,,, +303,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-04-24 10:00:42.000,2023-04-23 13:49:13,879.0,46.0,22,14.0,155.0,6.0,11.0,314,2023-04-23 13:51:00.541,17.1.4,235.0,16.0,25,True,aiomisc,,,,19177.0,336.0,300.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,36.0,19177.0,,,,3.0,,,,,,,,,,,,,,,,,,, +304,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-02-07 20:22:06.000,2022-11-21 22:08:41,73.0,,27,10.0,47.0,20.0,34.0,296,2022-08-17 14:01:02.972,0.8.0,11.0,17.0,25,True,typing_inspect,conda-forge/typing_inspect,,,18856663.0,296.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,296.0,18826871.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1430056.0,3.0,,,,,,,,,,,,,,,5.0,,,, +305,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-04-24 17:15:23.000,2023-04-24 17:14:36,354.0,27.0,28,6.0,123.0,2.0,77.0,137,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,114125.0,728.0,683.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,113380.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,32820.0,3.0,,,,,,,,,,,,,,,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,174,86.0,81.0,22.0,82.0,3940,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,3486.0,131.0,55.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,76.0,3486.0,,,,3.0,,,,,,,,,,,,,,,,,,, +307,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,,2017-07-21 04:27:01.000,2022-02-12 20:35:18.000,2022-02-12 20:29:45,1128.0,,143,49.0,472.0,45.0,262.0,2560,,,,46.0,24,False,gino,,,,20202.0,2119.0,2119.0,https://pypi.org/project/gino,,,20202.0,,,,3.0,,,,,,,,,,,,,,,-4.0,,,, +308,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2022-12-08 05:45:39.000,2021-03-10 15:44:00,981.0,,136,59.0,247.0,95.0,108.0,1548,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,bonobo,,,,5250.0,192.0,158.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,34.0,5250.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,, +309,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-04-24 10:56:47.000,2023-04-20 09:57:10,314.0,10.0,69,44.0,215.0,39.0,38.0,1273,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,24,True,tasktiger,,,,738.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,738.0,,,,3.0,,,,,,,,,,,,,,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,144,42.0,10.0,1.0,12.0,1053,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,593944.0,1949.0,1779.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,589458.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,282662.0,3.0,,,,,,,,,,,,,,,,,,, +311,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-04-25 00:22:21.000,2023-02-21 10:55:54,98.0,10.0,34,16.0,63.0,1.0,4.0,986,2022-11-04 22:08:55.000,0.0.2,2.0,10.0,24,True,asyncer,conda-forge/asyncer,,,69120.0,459.0,459.0,https://pypi.org/project/asyncer,,,68920.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,3006.0,3.0,,,,,,,,,,,,,,,,,,, +312,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,129,10.0,22.0,25.0,19.0,617,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,4605925.0,2700.0,2484.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,216.0,4605558.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,9913.0,3.0,,,,,,,,,,,,,,,,,,, +313,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2022-10-22 16:47:21.000,2019-11-13 07:35:33,601.0,,104,43.0,110.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,17169.0,402.0,278.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,17169.0,,,,3.0,,,,,,,,,,,,,,,,,,, +314,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,55.0,60.0,,90.0,304,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,pyhdb,,,92.0,552370.0,185.0,164.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,21.0,552369.0,,,,3.0,,,,,,,,,,,,,,,,,,, +315,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-02-23 18:09:40.000,2020-11-28 22:30:53,264.0,,24,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,54.0,118149.0,2562.0,2367.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,117779.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,24423.0,3.0,,,,,,,,,,,,,,,,,,, +316,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,16,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,108.0,117911.0,5552.0,4229.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1323.0,117277.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,52630.0,3.0,,,,,,,,,,,,,,,,,,, +317,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,15749121.0,7979.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7979.0,15588277.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,13510946.0,3.0,,,,,,,,,,,,,,,,,,, +318,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-04-24 09:09:19.000,2023-03-18 10:09:23,599.0,3.0,340,46.0,97.0,169.0,101.0,1927,2011-12-30 16:40:09.000,11.12.30,16.0,39.0,23,True,camelot,,,,5105.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,5105.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,39.0,22.0,20.0,11.0,1539,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,commonregex,,,,169780.0,175.0,153.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,169780.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-03-22 14:52:28.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,39.0,21.0,46.0,1408,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,17157.0,103.0,92.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,16766.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,12934.0,3.0,,,,,,,,,,,,,,,,,,, +321,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,85,33.0,24.0,27.0,10.0,1345,2020-04-10 22:23:01.000,0.15.3,7.0,10.0,23,False,pinject,conda-forge/pinject,,,60392.0,148.0,148.0,https://pypi.org/project/pinject,,,60221.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3257.0,3.0,,,,,,,,,,,,,,,,,,, +322,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-04-26 00:23:51.000,2023-04-26 00:23:22,952.0,3.0,135,62.0,76.0,167.0,149.0,844,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1835.0,183.0,154.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1835.0,,,,3.0,,,,,,,,,,,,,,,,,,, +323,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,38,15.0,12.0,6.0,11.0,512,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,unipath,,,,66639.0,10757.0,8711.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,66639.0,,,,3.0,,,,,,,,,,,,,,,,,,, +324,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-04-10 12:46:48.000,2020-10-16 22:20:10,123.0,,63,42.0,71.0,4.0,,346,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,104796.0,671.0,588.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,104680.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4434.0,3.0,,,,,,,,,,,,,,,,,,, +325,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,256,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,11112.0,162.0,154.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10947.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4149.0,3.0,,,,,,,,,,,,,,,,,,, +326,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-04-26 10:20:20.000,2023-02-28 14:18:14,5296.0,48.0,42,13.0,585.0,33.0,78.0,188,2023-02-13 12:00:01.567,0.8.1,14.0,32.0,23,True,batchflow,,,,1058.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,1058.0,,,,3.0,,,,,,,,,,,,,,,,,,, +327,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-04-26 17:03:06.000,2023-04-26 16:56:57,532.0,9.0,9,4.0,105.0,15.0,83.0,175,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,23,True,typical,conda-forge/typical,,,69269.0,61.0,57.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,68160.0,https://anaconda.org/conda-forge/typical,2021-12-23 18:09:55.692,25512.0,3.0,,,,,,,,,,,,,,,,,,, +328,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3492,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,24537.0,379.0,346.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,24537.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3226,,,4.0,19.0,22,False,macropy3,,,,283.0,575.0,545.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,283.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2697,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,27.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,27.0,,,,3.0,,,,,,,,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,85,36.0,214.0,44.0,55.0,2393,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,18418.0,800.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1730,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,8020.0,192.0,161.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,8020.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,22,False,db.py,,,,3781.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,3781.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,72,21.0,211.0,60.0,80.0,788,2023-01-03 20:08:22.000,0.9.2,19.0,17.0,22,True,odmantic,,,,13531.0,6.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,6.0,13531.0,,,,3.0,,,,,,,,,,,,,,,,,,, +335,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-04-19 03:40:46.000,2023-04-19 03:40:46,109.0,2.0,117,13.0,31.0,31.0,42.0,780,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,16763.0,1191.0,1101.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,90.0,16763.0,,,,3.0,,,,,,,,,,,,,,,,,,, +336,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,14.0,164.0,16.0,120.0,513,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,3014.0,103.0,94.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2447.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,8508.0,3.0,,,,,,,,,,,,,,,,,,, +337,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,41,12.0,20.0,18.0,11.0,472,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,60681.0,4445.0,3260.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1185.0,59895.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,66055.0,3.0,,,,,,,,,,,,,,,,,,, +338,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-04-26 13:41:44.000,2023-04-26 13:41:44,9879.0,51.0,40,13.0,9.0,6.0,8.0,469,,,,99.0,22,True,pandas-summary,,['pandas'],,75083.0,,,https://pypi.org/project/pandas-summary,,,75083.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,-5.0,,,, +339,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,15501.0,808.0,721.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,14422.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,83135.0,3.0,,,,,,,,,,,,,,,,,,, +340,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10575,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,24.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,24.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-04-15 17:38:29.000,2020-12-13 18:58:15,709.0,,119,61.0,71.0,61.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,759.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,759.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,19.0,20.0,3.0,26.0,818,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,unsync,conda-forge/unsync,,,14433.0,195.0,176.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,14157.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,9411.0,3.0,,,,,,,,,,,,,,,,,,, +343,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,707,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,2141.0,59.0,52.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,7.0,1413.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,21129.0,3.0,,,,,,,,,,,,,,,,,,, +344,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,14,13.0,5.0,14.0,43.0,274,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,15963.0,125.0,119.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15963.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,44,15.0,33.0,19.0,9.0,263,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,63074.0,354.0,347.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,63074.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,1.0,26,5.0,48.0,6.0,10.0,231,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,rtoml,,,,28477.0,243.0,209.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,28477.0,,,,3.0,,,,,,,,,,,,,,,,,,, +347,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-04-21 16:11:57.000,2023-02-04 16:46:19,272.0,1.0,40,8.0,36.0,11.0,36.0,143,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,21,True,filedepot,,,,4362.0,810.0,761.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,4362.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,,10,5.0,11.0,2.0,7.0,113,,,3.0,3.0,21,True,coolname,conda-forge/coolname,,,285170.0,1373.0,1373.0,https://pypi.org/project/coolname,,,283250.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,53765.0,3.0,,,,,,,,,,,,,,,,,,, +349,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-04-27 09:27:55.000,2023-04-27 09:22:17,1215.0,285.0,3,3.0,536.0,15.0,15.0,24,2023-04-04 11:03:25.000,3.10.0,52.0,5.0,21,False,click-extra,,,140.0,6643.0,42.0,37.0,https://pypi.org/project/click-extra,2023-01-25 06:30:47.832,5.0,6636.0,,,,3.0,,,,,,,,,,,,,,,,,True,, +350,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-04-17 14:01:46.096,2023-04-13 18:36:56,77.0,2.0,116,35.0,10.0,7.0,144.0,2977,2023-04-13 18:39:39.000,2.1.11,58.0,,20,False,ptext-joris-schellekens,conda-forge/borb,,,1542.0,156.0,156.0,https://pypi.org/project/ptext-joris-schellekens,,,,https://anaconda.org/conda-forge/borb,2023-04-17 14:01:46.096,30859.0,3.0,,,,,,,,,,,,,,,,,,, +351,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1971,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,20,False,,,['spark'],,,32.0,32.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,134,66.0,4.0,1.0,40.0,1955,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2097.0,47.0,39.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,8.0,2097.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,195,39.0,56.0,79.0,39.0,1283,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10300.0,940.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,750.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-04-27 12:25:59.000,2023-04-27 12:25:58,97.0,3.0,22,7.0,42.0,11.0,9.0,633,2022-08-30 20:12:03.810,0.5.0,12.0,11.0,20,True,dirty-equals,conda-forge/dirty-equals,,,34573.0,169.0,150.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,19.0,32499.0,https://anaconda.org/conda-forge/dirty-equals,2023-02-02 12:04:16.914,26974.0,3.0,,,,,,,,,,,,,,,,,,, +355,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,607,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,True,pugsql,,,,27437.0,58.0,55.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,27437.0,,,,3.0,,,,,,,,,,,,,,,,,,, +356,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,260,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,17341.0,84.0,67.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,17100.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20298.0,3.0,,,,,,,,,,,,,,,,,,, +357,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,16,7.0,62.0,7.0,22.0,140,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,aioprometheus,,,,90961.0,136.0,123.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,90961.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,97,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,166179.0,1794.0,1669.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,157350.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,556234.0,3.0,,,,,,,,,,,,,,,,,,, +359,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,22.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,19,True,bounter,,,,506.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,506.0,,,,3.0,,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,254,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5539.0,148.0,121.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5539.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,2.0,33,17.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],15.0,1471.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,507.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,54971.0,3.0,,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,191,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,39433.0,690.0,686.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,39433.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,Upgini,upgini/upgini,Data search library for Machine Learning Easily find and add relevant features to your ML pipeline from hundreds of..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-04-25 16:17:33.000,2023-04-24 17:29:41,499.0,55.0,16,4.0,202.0,2.0,,189,2023-04-25 07:13:02.262,1.1.119,352.0,9.0,19,True,upgini,,,,3130.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 22:13:17.000,,3130.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-04-03 20:23:00.000,2022-09-09 19:16:24,612.0,,12,7.0,26.0,15.0,10.0,120,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,45365.0,30.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,30.0,45365.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-04-11 14:16:43.000,2023-04-11 14:16:37,161.0,10.0,99,58.0,67.0,23.0,16.0,1990,2022-09-22 07:21:29.000,3.2.0,9.0,17.0,18,True,mara-pipelines,,,,121.0,1.0,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,1.0,121.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,54.0,23.0,22.0,8.0,1594,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,172.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,172.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-14 13:54:12.000,2023-04-07 14:12:05,260.0,3.0,56,36.0,45.0,12.0,57.0,1079,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,colout,,,,927.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,927.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-04-26 18:37:02.000,2023-04-17 10:51:57,2632.0,57.0,96,30.0,178.0,32.0,260.0,1020,,,,37.0,18,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +369,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,73,23.0,19.0,11.0,13.0,951,2022-10-26 17:01:00.596,0.2.6,23.0,13.0,18,True,d6tflow,,,,194.0,22.0,22.0,https://pypi.org/project/d6tflow,2022-10-26 17:01:00.596,,194.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,39.0,39.0,11.0,256.0,917,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +371,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,209,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,11652.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,11652.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,12,7.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,137915.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,137915.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://foss.heptapod.net/openpyxl/openpyxl,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,255.0,1758.0,55,,,42.0,,18,False,openpyxl,openpyxl,,,49678277.0,,,https://pypi.org/project/openpyxl,,,49676509.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,156274.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1217.0,,,,-8.0,https://openpyxl.readthedocs.io/en/stable/,,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +374,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1335,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,89.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,89.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,17.0,27.0,42.0,29.0,756,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,3150.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,3150.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,77.0,597,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,426.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,426.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,54.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,27.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,27.0,,,,3.0,,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,lazydata,,,,18.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,18.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,419,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,15,True,bodywork,,,,119.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,119.0,,,,3.0,,,,,,,,,,,,,,,,,,, +380,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-04-21 22:51:37.000,2023-04-03 11:11:27,111.0,9.0,6,15.0,116.0,2.0,2.0,258,2023-03-02 13:18:02.345,0.19.0,93.0,13.0,15,True,squirrel-core,squirrel-core,,,1033.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,1033.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,1.0,,,,,, +381,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,4.0,77.0,18.0,40.0,103,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,15,True,datajob,,,,74.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,74.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,75,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,27420.0,401.0,392.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,27420.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,705,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,supersqlite,,,,84.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,84.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,95,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,676.0,31.0,26.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,676.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,61,21.0,2.0,2.0,1.0,539,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,pandapy,,['pandas'],,64.0,2.0,2.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,64.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,265,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,40.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,40.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,348,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,759,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 9fff362..2795a74 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,25 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.1K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- pydantic (πŸ₯‡45 Β· ⭐ 13K Β· πŸ“ˆ) - Data validation using Python type hints. MIT -- peewee (πŸ₯‡42 Β· ⭐ 10K Β· πŸ“ˆ) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.5K Β· πŸ“ˆ) - Familiar asyncio ORM for python, built with relations in.. Apache-2 -- docarray (πŸ₯ˆ34 Β· ⭐ 2.1K Β· πŸ“ˆ) - The data structure for multimodal data Neural Search Vector.. Apache-2 +- fabric (πŸ₯‰35 Β· ⭐ 14K Β· πŸ“ˆ) - Simple, Pythonic remote execution and deployment. BSD-2 +- multidict (πŸ₯ˆ32 Β· ⭐ 340 Β· πŸ“ˆ) - The multidict implementation. Apache-2 +- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- typing_inspect (πŸ₯‰25 Β· ⭐ 300 Β· πŸ“ˆ) - Runtime inspection utilities for Python typing module. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- fabric (πŸ₯‰30 Β· ⭐ 14K Β· πŸ“‰) - Simple, Pythonic remote execution and deployment. BSD-2 -- multidict (πŸ₯‰25 Β· ⭐ 340 Β· πŸ“‰) - The multidict implementation. ❗Unlicensed -- pandas-datareader (πŸ₯‰23 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. ❗Unlicensed -- Singer (πŸ₯‰20 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 -- typing_inspect (πŸ₯‰20 Β· ⭐ 300 Β· πŸ“‰) - Runtime inspection utilities for Python typing module. MIT +- phonenumbers (πŸ₯ˆ28 Β· ⭐ 3.2K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 +- inflect (πŸ₯‰26 Β· ⭐ 810 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed +- Pandas Summary (πŸ₯‰22 Β· ⭐ 470 Β· πŸ“‰) - Engine for ML/Data tracking, visualization,.. Apache-2 +- openpyxl (πŸ₯‰18 Β· ⭐ 55 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT + +## βž• Added Projects + +_Projects that were recently added to this best-of list._ + +- Click Extra (πŸ₯‰21 Β· ⭐ 24 Β· βž•) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 From e818a987816d37abd01722065bff79acf52af574 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 4 May 2023 13:28:47 +0000 Subject: [PATCH 09/70] Update best-of list for version 2023.05.04 --- README.md | 1898 +++++++++++++++---------------- history/2023-05-04_changes.md | 20 + history/2023-05-04_projects.csv | 390 +++++++ latest-changes.md | 26 +- 4 files changed, 1333 insertions(+), 1001 deletions(-) create mode 100644 history/2023-05-04_changes.md create mode 100644 history/2023-05-04_projects.csv diff --git a/README.md b/README.md index f826774..8abd79b 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡50 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 390K Β· πŸ“‹ 5.7K - 15% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 400K Β· πŸ“‹ 5.7K - 15% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 190K Β· πŸ“¦ 54K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 190K Β· πŸ“¦ 55K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,18 +115,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 660K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 670K Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 03.03.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 990K / month Β· πŸ“¦ 260 Β· ⏱️ 03.03.2023): ``` npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ39 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 620 Β· πŸ“¦ 76K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 77K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -140,41 +140,41 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge marshmallow ```
-
simplejson (πŸ₯ˆ37 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.1K Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“₯ 20 Β· πŸ“¦ 77K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` - git clone https://github.com/simplejson/simplejson + git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 24M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): ``` - pip install simplejson + pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.5M Β· ⏱️ 10.04.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 13M Β· ⏱️ 20.01.2023): ``` - conda install -c conda-forge simplejson + conda install -c conda-forge cloudpickle ```
orjson (πŸ₯ˆ35 Β· ⭐ 4.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 41K Β· πŸ“‹ 300 - 1% open Β· ⏱️ 09.04.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 41K Β· πŸ“‹ 310 - 0% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 920 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 670K Β· ⏱️ 09.04.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 690K Β· ⏱️ 28.04.2023): ``` conda install -c conda-forge orjson ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/ultrajson/ultrajson @@ -190,36 +190,20 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
dill (πŸ₯ˆ35 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 93K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 94K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 24M / month Β· πŸ“¦ 3.8K Β· ⏱️ 23.10.2022): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 23M / month Β· πŸ“¦ 3.8K Β· ⏱️ 23.10.2022): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 3.9M Β· ⏱️ 24.10.2022): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4M Β· ⏱️ 24.10.2022): ``` conda install -c conda-forge dill ```
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cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 - -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 77K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): - - ``` - git clone https://github.com/cloudpipe/cloudpickle - ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 25M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): - ``` - pip install cloudpickle - ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 13M Β· ⏱️ 20.01.2023): - ``` - conda install -c conda-forge cloudpickle - ``` -
msgpack (πŸ₯‰34 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“₯ 980 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 08.04.2023): @@ -227,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 32M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 31M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): ``` pip install msgpack ``` @@ -236,14 +220,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge msgpack-python ```
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jsonpickle (πŸ₯‰34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯‰33 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 - [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 280 - 21% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.4M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): ``` pip install jsonpickle ``` @@ -252,7 +236,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge jsonpickle ```
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srsly (πŸ₯‰30 Β· ⭐ 350) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
srsly (πŸ₯‰30 Β· ⭐ 360) - Modern high-performance serialization utilities for Python (JSON,.. MIT - [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 31 Β· πŸ“¦ 27K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): @@ -286,28 +270,28 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
pysimdjson (πŸ₯‰25 Β· ⭐ 580 Β· πŸ’€) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 990 Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1K Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 270K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 290K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 61K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 62K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ```
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hickle (πŸ₯‰25 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰24 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 490 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 500 Β· πŸ“‹ 110 - 8% open Β· ⏱️ 31.08.2022): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 27K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 27K / month): ``` pip install hickle ``` @@ -316,9 +300,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰21 Β· ⭐ 230) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰20 Β· ⭐ 230) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 210 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 220 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml @@ -328,8 +312,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M pip install rtoml ```
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Show 1 hidden projects... +
Show 2 hidden projects... +- simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON.. ❗Unlicensed - pyasn1 (πŸ₯‰32 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,7 +327,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 38K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -358,7 +343,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡51 Β· ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 710K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 710K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/numpy/numpy @@ -367,14 +352,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 54M Β· ⏱️ 23.04.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 55M Β· ⏱️ 23.04.2023): ``` conda install -c conda-forge numpy ```
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.6K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/h5py/h5py @@ -383,31 +368,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 11M Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 12M Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge h5py ```
polars (πŸ₯ˆ40 Β· ⭐ 17K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 860 Β· πŸ“¦ 1.7K Β· πŸ“‹ 3.7K - 19% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 870 Β· πŸ“¦ 1.8K Β· πŸ“‹ 3.8K - 19% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 490K / month Β· πŸ“¦ 150 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 490K / month Β· πŸ“¦ 160 Β· ⏱️ 05.03.2023): ``` pip install polars ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.6K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 1K Β· πŸ“‹ 3.6K - 24% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 1K Β· πŸ“‹ 3.6K - 25% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.2M / month Β· πŸ“¦ 39 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.4M / month Β· πŸ“¦ 39 Β· ⏱️ 26.01.2023): ``` pip install modin ``` @@ -418,7 +403,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/pydata/xarray @@ -427,7 +412,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.8M Β· ⏱️ 21.04.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.9M Β· ⏱️ 21.04.2023): ``` conda install -c conda-forge xarray ``` @@ -448,30 +433,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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docarray (πŸ₯ˆ34 Β· ⭐ 2.1K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 +
docarray (πŸ₯ˆ34 Β· ⭐ 2.2K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 170 Β· πŸ“¦ 210 Β· πŸ“‹ 480 - 11% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 170 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 90K / month Β· πŸ“¦ 9 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 81K / month Β· πŸ“¦ 9 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 90K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 91K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 220 Β· πŸ“¦ 2.2K Β· πŸ“‹ 600 - 40% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 220 Β· πŸ“¦ 2.2K Β· πŸ“‹ 610 - 41% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 210K / month Β· πŸ“¦ 350 Β· ⏱️ 16.01.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 220K / month Β· πŸ“¦ 350 Β· ⏱️ 16.01.2023): ``` pip install zarr ``` @@ -480,14 +465,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
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Bottleneck (πŸ₯ˆ33 Β· ⭐ 890) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ33 Β· ⭐ 900) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 93 Β· πŸ“¦ 40K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 540K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 560K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` pip install Bottleneck ``` @@ -507,7 +492,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 280K Β· ⏱️ 14.01.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 290K Β· ⏱️ 14.01.2023): ``` conda install -c conda-forge tinydb ``` @@ -528,14 +513,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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pandera (πŸ₯‰31 Β· ⭐ 2.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ32 Β· ⭐ 2.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 180 Β· πŸ“¦ 780 Β· πŸ“‹ 570 - 33% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 180 Β· πŸ“¦ 790 Β· πŸ“‹ 570 - 33% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 770K / month Β· πŸ“¦ 65 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 750K / month Β· πŸ“¦ 65 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` @@ -546,12 +531,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 460 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 470 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 48K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 53K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -567,19 +552,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 990K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` pip install datasketch ```
numexpr (πŸ₯‰30 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“₯ 190 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“₯ 200 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.1M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` @@ -590,12 +575,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 71K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 74K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -606,48 +591,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 180 Β· πŸ“‹ 190 - 37% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 190 - 38% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 430K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 400K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 18K Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 19K Β· ⏱️ 16.01.2023): ``` conda install -c conda-forge pandarallel ```
+
Pandas Summary (πŸ₯‰27 Β· ⭐ 470 Β· πŸ“ˆ) - Engine for ML/Data tracking, visualization,.. Apache-2 + +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 42 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 04.05.2023): + + ``` + git clone https://github.com/polyaxon/datatile + ``` +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 76K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): + ``` + pip install pandas-summary + ``` +
StaticFrame (πŸ₯‰27 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 17 Β· πŸ“‹ 550 - 6% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 17 Β· πŸ“‹ 550 - 6% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.4K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.3K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 250K Β· ⏱️ 31.03.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 250K Β· ⏱️ 03.05.2023): ``` conda install -c conda-forge static-frame ```
swifter (πŸ₯‰26 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 890 Β· πŸ“‹ 130 - 9% open Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 900 Β· πŸ“‹ 130 - 9% open Β· ⏱️ 24.03.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 320K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 190K Β· ⏱️ 17.08.2022): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 200K Β· ⏱️ 17.08.2022): ``` conda install -c conda-forge swifter ``` @@ -664,31 +661,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install pickledb ```
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Pandas Summary (πŸ₯‰22 Β· ⭐ 470 Β· πŸ“‰) - Engine for ML/Data tracking, visualization,.. Apache-2 - -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 40 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 26.04.2023): - - ``` - git clone https://github.com/polyaxon/datatile - ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 75K / month): - ``` - pip install pandas-summary - ``` -
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Bounter (πŸ₯‰19 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT +
Bounter (πŸ₯‰18 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 510 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 550 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ```
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fletcher (πŸ₯‰19 Β· ⭐ 230) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +
fletcher (πŸ₯‰18 Β· ⭐ 230) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 15 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): @@ -706,10 +691,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects... -- Blaze (πŸ₯‰31 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰31 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Blaze (πŸ₯‰30 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn -- pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT +- pandasql (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT
@@ -719,46 +704,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-sortedcontainers (πŸ₯‡35 Β· ⭐ 2.9K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 110K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 260K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 29.12.2022): ``` - git clone https://github.com/grantjenks/python-sortedcontainers + git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 19M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 54M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` - pip install sortedcontainers + pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.7M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 17M Β· ⏱️ 02.01.2023): ``` - conda install -c conda-forge sortedcontainers + conda install -c conda-forge pyrsistent ```
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pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT +
python-sortedcontainers (πŸ₯‡34 Β· ⭐ 2.9K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 260K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 110K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): ``` - git clone https://github.com/tobgu/pyrsistent + git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 54M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` - pip install pyrsistent + pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 17M Β· ⏱️ 02.01.2023): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.8M Β· ⏱️ 17.05.2021): ``` - conda install -c conda-forge pyrsistent + conda install -c conda-forge sortedcontainers ```
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multidict (πŸ₯ˆ32 Β· ⭐ 340 Β· πŸ“ˆ) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ31 Β· ⭐ 340) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.3K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.4K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 69M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 68M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` @@ -794,19 +779,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 240K Β· ⏱️ 01.01.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 250K Β· ⏱️ 01.01.2023): ``` conda install -c conda-forge bidict ```
python-benedict (πŸ₯ˆ29 Β· ⭐ 1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 580K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 570K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` @@ -831,9 +816,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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ordered-set (πŸ₯ˆ29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
ordered-set (πŸ₯‰28 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.2K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.3K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set @@ -858,27 +843,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 69K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 70K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ```
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munch (πŸ₯‰27 Β· ⭐ 670) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 77 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): - - ``` - git clone https://github.com/Infinidat/munch - ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.6M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): - ``` - pip install munch - ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.2M Β· ⏱️ 30.10.2019): - ``` - conda install -c conda-forge munch - ``` -
immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 - [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.6K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): @@ -897,7 +866,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 690) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/aio-libs/janus @@ -911,9 +880,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge janus ```
+
munch (πŸ₯‰26 Β· ⭐ 670) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT + +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 77 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): + + ``` + git clone https://github.com/Infinidat/munch + ``` +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.8M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): + ``` + pip install munch + ``` +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.3M Β· ⏱️ 30.10.2019): + ``` + conda install -c conda-forge munch + ``` +
python-box (πŸ₯‰25 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 96 Β· πŸ“₯ 32 Β· πŸ“‹ 150 - 10% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 96 Β· πŸ“₯ 33 Β· πŸ“‹ 150 - 10% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/cdgriffith/Box @@ -922,7 +907,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 390K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 400K Β· ⏱️ 18.04.2023): ``` conda install -c conda-forge python-box ``` @@ -930,7 +915,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT -- cleverdict (πŸ₯‰14 Β· ⭐ 95 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -938,14 +923,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡45 Β· ⭐ 13K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡45 Β· ⭐ 14K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.2K Β· πŸ“¦ 190K Β· πŸ“‹ 2.4K - 20% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.2K Β· πŸ“¦ 190K Β· πŸ“‹ 2.4K - 13% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 59M / month Β· πŸ“¦ 6.5K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 60M / month Β· πŸ“¦ 6.5K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` @@ -954,14 +939,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡41 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡40 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 370K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 370K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 69M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 68M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): ``` pip install jsonschema ``` @@ -970,14 +955,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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validators (πŸ₯ˆ33 Β· ⭐ 730) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 740) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 66K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 67K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.2M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` @@ -986,7 +971,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge validators ```
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voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
voluptuous (πŸ₯ˆ31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 - [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 22.02.2023): @@ -1002,14 +987,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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strictyaml (πŸ₯‰31 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯ˆ31 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT - [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 460K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 450K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1018,9 +1003,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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param (πŸ₯‰31 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯ˆ31 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.4K Β· πŸ“‹ 400 - 43% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.5K Β· πŸ“‹ 400 - 42% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/holoviz/param @@ -1034,36 +1019,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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typical (πŸ₯‰23 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT +
dirty-equals (πŸ₯‰22 Β· ⭐ 650) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 57 Β· πŸ“‹ 98 - 15% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 24 Β· πŸ“¦ 150 Β· πŸ“‹ 21 - 42% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/seandstewart/typical + git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 68K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 29K / month Β· πŸ“¦ 20 Β· ⏱️ 30.08.2022): ``` - pip install typical + pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 26K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 28K Β· ⏱️ 03.05.2023): ``` - conda install -c conda-forge typical + conda install -c conda-forge dirty-equals ```
-
dirty-equals (πŸ₯‰20 Β· ⭐ 630) - Doing dirty (but extremely useful) things with equals. MIT +
typical (πŸ₯‰22 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 150 Β· πŸ“‹ 20 - 55% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 57 Β· πŸ“‹ 98 - 15% open Β· ⏱️ 26.04.2023): ``` - git clone https://github.com/samuelcolvin/dirty-equals + git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 32K / month Β· πŸ“¦ 19 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 54K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): ``` - pip install dirty-equals + pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 27K Β· ⏱️ 02.02.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 26K Β· ⏱️ 28.04.2023): ``` - conda install -c conda-forge dirty-equals + conda install -c conda-forge typical ```
valideer (πŸ₯‰20 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT @@ -1073,7 +1058,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 17K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 16K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1097,7 +1082,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC -- schema (πŸ₯ˆ32 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT +- schema (πŸ₯ˆ31 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 - python-email-validator (πŸ₯‰28 Β· ⭐ 760) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed @@ -1110,25 +1095,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 37K) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡30 Β· ⭐ 4.8K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡30 Β· ⭐ 4.9K) - A lightweight, object-oriented finite state machine implementation.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 400K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 390K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 400K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 410K Β· ⏱️ 02.09.2022): ``` conda install -c conda-forge transitions ```
-
algorithms (πŸ₯‰29 Β· ⭐ 22K) - Minimal examples of data structures and algorithms in Python. MIT +
algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 80 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 81 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms @@ -1137,7 +1122,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.4K Β· ⏱️ 23.04.2021): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.5K Β· ⏱️ 23.04.2021): ``` conda install -c conda-forge algorithms ``` @@ -1186,12 +1171,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ36 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 48K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 630 Β· πŸ“¦ 48K Β· πŸ“‹ 480 - 16% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month): ``` pip install arrow ``` @@ -1202,7 +1187,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ34 Β· ⭐ 5.4K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 91 Β· πŸ“¦ 19K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 92 Β· πŸ“¦ 20K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1211,35 +1196,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 710K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 720K Β· ⏱️ 04.02.2023): ``` conda install -c conda-forge pendulum ```
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holidays (πŸ₯‰33 Β· ⭐ 950) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯ˆ34 Β· ⭐ 960) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.3M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.2M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3M Β· ⏱️ 17.04.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3M Β· ⏱️ 02.05.2023): ``` conda install -c conda-forge holidays ```
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pytz (πŸ₯‰33 Β· ⭐ 250) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯ˆ34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT - [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 71 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): ``` pip install pytz ``` @@ -1277,7 +1262,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯‡39 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 89K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 90K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1293,12 +1278,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡39 Β· ⭐ 580) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 44K Β· πŸ“‹ 550 - 36% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 45K Β· πŸ“‹ 550 - 36% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 86M / month Β· πŸ“¦ 610 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 87M / month Β· πŸ“¦ 610 Β· ⏱️ 19.01.2023): ``` pip install fsspec ``` @@ -1309,28 +1294,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 88K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 89K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 09.02.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 560K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 590K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 540) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 240K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 240K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 59M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.12.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 58M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.12.2022): ``` pip install filelock ``` @@ -1339,58 +1324,58 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge filelock ```
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appdirs (πŸ₯‰31 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT +
pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.8K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 230K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): +- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 170 Β· πŸ“‹ 370 - 27% open Β· ⏱️ 18.10.2022): ``` - git clone https://github.com/ActiveState/appdirs + git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.4M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): ``` - pip install appdirs + pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.7M Β· ⏱️ 19.10.2020): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 600K Β· ⏱️ 02.03.2022): ``` - conda install -c conda-forge appdirs + conda install -c conda-forge fs ```
-
pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.8K) - Pythons Filesystem abstraction layer. MIT +
appdirs (πŸ₯‰30 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT -- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 170 Β· πŸ“‹ 370 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 240K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` - git clone https://github.com/pyfilesystem/pyfilesystem2 + git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.4M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` - pip install fs + pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 590K Β· ⏱️ 02.03.2022): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.7M Β· ⏱️ 19.10.2020): ``` - conda install -c conda-forge fs + conda install -c conda-forge appdirs ```
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path (πŸ₯‰28 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰26 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT - [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 920K / month Β· πŸ“¦ 130 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 900K / month Β· πŸ“¦ 130 Β· ⏱️ 30.11.2022): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 380K Β· ⏱️ 26.12.2022): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 390K Β· ⏱️ 26.12.2022): ``` conda install -c conda-forge path ```
Show 3 hidden projects... -- zipp (πŸ₯‰30 Β· ⭐ 37) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰29 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 +- zipp (πŸ₯‰29 Β· ⭐ 37) - Backport of pathlib-compatible object wrapper for zip files. MIT - Unipath (πŸ₯‰23 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1399,14 +1384,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯‡37 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT +
future (πŸ₯‡38 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 270K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 270K Β· πŸ“‹ 380 - 48% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month): ``` pip install future ``` @@ -1415,14 +1400,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
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six (πŸ₯‡37 Β· ⭐ 940 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯ˆ36 Β· ⭐ 940 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.6M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 250 Β· πŸ“¦ 1.6M Β· πŸ“‹ 270 - 32% open Β· ⏱️ 26.07.2022): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 200M / month): ``` pip install six ``` @@ -1433,12 +1418,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ33 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“‹ 710 - 16% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“‹ 720 - 16% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.1M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1447,27 +1432,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typing ```
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futures (πŸ₯‰27 Β· ⭐ 230) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - -- [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 52 Β· πŸ“¦ 37K Β· πŸ“‹ 73 - 8% open Β· ⏱️ 31.10.2022): - - ``` - git clone https://github.com/agronholm/pythonfutures - ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.7M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): - ``` - pip install futures - ``` -- [Conda](https://anaconda.org/conda-forge/futures) (πŸ“₯ 1.2M Β· ⏱️ 18.03.2020): - ``` - conda install -c conda-forge futures - ``` -
-
Show 3 hidden projects... +
Show 4 hidden projects... -- dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 -- pathlib2 (πŸ₯‰27 Β· ⭐ 72 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰26 Β· ⭐ 35 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - An implementation of PEP 557: Data Classes. Apache-2 +- pathlib2 (πŸ₯‰26 Β· ⭐ 72 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- contextlib2 (πŸ₯‰25 Β· ⭐ 35 Β· πŸ’€) - contextlib2 is a backport of the standard librarys.. ❗Unlicensed +- futures (πŸ₯‰24 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and.. ❗Unlicensed

@@ -1477,7 +1447,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.5K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 450K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 450K Β· πŸ“‹ 2.2K - 0% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/pyca/cryptography @@ -1486,30 +1456,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 37M Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 38M Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge cryptography ```
-
pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.3K) - A self-contained cryptographic library for Python. BSD-3 - -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 420 Β· πŸ“¦ 66K Β· πŸ“‹ 530 - 11% open Β· ⏱️ 28.01.2023): - - ``` - git clone https://github.com/Legrandin/pycryptodome - ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.5K Β· ⏱️ 28.01.2023): - ``` - pip install pycryptodomex - ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.2M Β· ⏱️ 27.11.2022): - ``` - conda install -c conda-forge pycryptodomex - ``` -
-
tink (πŸ₯ˆ35 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 13% open Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 11% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/google/tink @@ -1518,30 +1472,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 350 / month Β· πŸ“¦ 1 Β· ⏱️ 25.08.2020): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 300 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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keyring (πŸ₯‰33 Β· ⭐ 1K) - Store and access your passwords safely. MIT - -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 23.02.2023): - - ``` - git clone https://github.com/jaraco/keyring - ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): - ``` - pip install keyring - ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.1M Β· ⏱️ 22.12.2022): - ``` - conda install -c conda-forge keyring - ``` -
rsa (πŸ₯‰33 Β· ⭐ 430) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 100 Β· πŸ“¦ 260K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 270K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1555,38 +1493,58 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge rsa ```
-
asn1crypto (πŸ₯‰33 Β· ⭐ 290) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰33 Β· ⭐ 290 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 99K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 48M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 47M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 7.9M Β· ⏱️ 15.03.2022): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8M Β· ⏱️ 15.03.2022): ``` conda install -c conda-forge asn1crypto ```
-
bcrypt (πŸ₯‰32 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
keyring (πŸ₯‰32 Β· ⭐ 1K) - Store and access your passwords safely. MIT + +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 23.02.2023): + + ``` + git clone https://github.com/jaraco/keyring + ``` +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 23M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): + ``` + pip install keyring + ``` +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.1M Β· ⏱️ 22.12.2022): + ``` + conda install -c conda-forge keyring + ``` +
+
bcrypt (πŸ₯‰25 Β· ⭐ 1K Β· πŸ“‰) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 130 Β· πŸ“‹ 110 - 3% open Β· ⏱️ 21.04.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 36M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.2M Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.3M Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge bcrypt ```
+
Show 1 hidden projects... + +- pycryptodomex (πŸ₯ˆ34 Β· ⭐ 2.3K) - A self-contained cryptographic library for Python. ❗Unlicensed +

## Infrastructure & DevOps @@ -1595,12 +1553,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 27K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): ``` pip install ansible ``` @@ -1611,7 +1569,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/aws/aws-cli @@ -1620,14 +1578,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 04.05.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 220K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 220K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/boto/botocore @@ -1636,14 +1594,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 26.04.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 03.05.2023): ``` conda install -c conda-forge botocore ```
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docker-compose (πŸ₯ˆ43 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ42 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 3% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.9K - 3% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/docker/compose @@ -1664,7 +1622,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): ``` pip install paramiko ``` @@ -1675,28 +1633,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 880 Β· πŸ“₯ 210K Β· πŸ“¦ 2.5K Β· πŸ“‹ 6K - 29% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“₯ 220K Β· πŸ“¦ 2.5K Β· πŸ“‹ 5.9K - 28% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 630K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 640K / month): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 570 Β· ⏱️ 27.04.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month): ``` npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ41 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ40 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 420 Β· πŸ“¦ 60K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 420 Β· πŸ“¦ 61K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 21.04.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 29M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 28M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.11.2022): ``` pip install docker ``` @@ -1721,6 +1679,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
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fabric (πŸ₯‰36 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 + +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 25% open Β· ⏱️ 02.05.2023): + + ``` + git clone https://github.com/fabric/fabric + ``` +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.4M / month Β· πŸ“¦ 91 Β· ⏱️ 20.01.2023): + ``` + pip install fabric + ``` +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 63K Β· ⏱️ 22.01.2023): + ``` + conda install -c conda-forge fabric + ``` +
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT - [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 910 Β· πŸ“¦ 25K Β· πŸ“‹ 430 - 34% open Β· ⏱️ 11.04.2023): @@ -1739,40 +1713,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯‰36 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.5K Β· πŸ“‹ 1.9K - 12% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.5K Β· πŸ“‹ 2K - 12% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 170K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): ``` pip install netmiko ```
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fabric (πŸ₯‰35 Β· ⭐ 14K Β· πŸ“ˆ) - Simple, Pythonic remote execution and deployment. BSD-2 - -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 25% open Β· ⏱️ 13.04.2023): - - ``` - git clone https://github.com/fabric/fabric - ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.5M / month Β· πŸ“¦ 90 Β· ⏱️ 20.01.2023): - ``` - pip install fabric - ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 63K Β· ⏱️ 22.01.2023): - ``` - conda install -c conda-forge fabric - ``` -
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4K Β· πŸ“‹ 340 - 35% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month): ``` pip install plumbum ``` @@ -1781,14 +1739,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 5.3K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 28.10.2022): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 5.4K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 28.10.2022): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.3M / month Β· πŸ“¦ 300 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5M / month Β· πŸ“¦ 300 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1799,17 +1757,17 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰30 Β· ⭐ 2.3K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 310 Β· πŸ“¦ 77 Β· πŸ“‹ 660 - 18% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 300 Β· πŸ“¦ 78 Β· πŸ“‹ 660 - 18% open Β· ⏱️ 16.03.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 20K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): ``` pip install pyinfra ```
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pypyr (πŸ₯‰22 Β· ⭐ 510) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 520) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 94 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): @@ -1820,7 +1778,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 8.5K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 8.7K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1845,7 +1803,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 31M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 30M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1854,7 +1812,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ37 Β· ⭐ 7.7K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ37 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License - [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 9K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 10.04.2023): @@ -1870,14 +1828,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯ˆ37 Β· ⭐ 6.6K) - Python process launching. MIT +
sh (πŸ₯‰35 Β· ⭐ 6.6K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 480 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 1% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 470 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 0% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.2M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4M / month): ``` pip install sh ``` @@ -1896,41 +1854,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
greenlet (πŸ₯‡37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
uvloop (πŸ₯‡37 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 230K Β· πŸ“‹ 210 - 11% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 380 Β· πŸ“¦ 76K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 57M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): ``` - pip install greenlet + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.6M Β· ⏱️ 28.01.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 580K Β· ⏱️ 26.10.2022): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge uvloop ```
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uvloop (πŸ₯ˆ36 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 +
greenlet (πŸ₯‡37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 380 Β· πŸ“¦ 75K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 240K Β· πŸ“‹ 210 - 11% open Β· ⏱️ 28.01.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 56M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` - pip install uvloop + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 580K Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.7M Β· ⏱️ 28.01.2023): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge greenlet ```
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anyio (πŸ₯ˆ36 Β· ⭐ 1.2K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯ˆ36 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 100 Β· πŸ“¦ 120K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 100 Β· πŸ“¦ 120K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/agronholm/anyio @@ -1939,35 +1897,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.4M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.5M Β· ⏱️ 19.10.2022): ``` conda install -c conda-forge anyio ```
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aiomisc (πŸ₯‰25 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰24 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 22 Β· πŸ“¦ 300 Β· πŸ“‹ 17 - 35% open Β· ⏱️ 23.04.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 22 Β· πŸ“¦ 300 Β· πŸ“‹ 17 - 35% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 36 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 20K / month Β· πŸ“¦ 36 Β· ⏱️ 14.06.2022): ``` pip install aiomisc ```
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asyncer (πŸ₯‰24 Β· ⭐ 990) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰21 Β· ⭐ 990) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 34 Β· πŸ“¦ 460 Β· πŸ“‹ 5 - 20% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 480 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 69K / month): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 69K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.1K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ``` @@ -1975,7 +1933,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - unsync (πŸ₯‰21 Β· ⭐ 820 Β· πŸ’€) - Unsynchronize asyncio. MIT -- stopit (πŸ₯‰20 Β· ⭐ 97 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +- stopit (πŸ₯‰19 Β· ⭐ 97 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1985,12 +1943,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 5.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 440K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 350 Β· πŸ“¦ 440K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 29M / month Β· πŸ“¦ 7.9K Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 29M / month): ``` pip install python-dotenv ``` @@ -2001,12 +1959,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯ˆ37 Β· ⭐ 550) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 120 Β· πŸ“¦ 310K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 180 Β· πŸ“₯ 120 Β· πŸ“¦ 310K Β· πŸ“‹ 270 - 29% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 23M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 23M / month): ``` pip install traitlets ``` @@ -2017,7 +1975,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.3K Β· πŸ“‹ 440 - 24% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.4K Β· πŸ“‹ 440 - 24% open Β· ⏱️ 29.04.2023): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2033,7 +1991,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.4K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 96K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 97K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple @@ -2049,16 +2007,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯‰32 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 78 Β· πŸ“¦ 12K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 14.04.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 79 Β· πŸ“¦ 12K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 14.04.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.4M / month): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.4M / month Β· πŸ“¦ 310 Β· ⏱️ 08.12.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 870K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 880K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ``` @@ -2070,55 +2028,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.5K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.3K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 590K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 600K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge hydra-core ```
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gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
configobj (πŸ₯‰28 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 5.8K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 53 Β· πŸ“¦ 26K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` - git clone https://github.com/google/gin-config + git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 260K / month Β· πŸ“¦ 87 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` - pip install gin-config + pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 17K Β· ⏱️ 07.01.2022): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 620K Β· ⏱️ 20.01.2023): ``` - conda install -c conda-forge gin-config + conda install -c conda-forge configobj ```
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configobj (πŸ₯‰28 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 +
gin-config (πŸ₯‰27 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 46 Β· πŸ“¦ 26K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 5.9K Β· πŸ“‹ 78 - 46% open Β· ⏱️ 17.04.2023): ``` - git clone https://github.com/DiffSK/configobj + git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 270K / month): ``` - pip install configobj + pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 610K Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 17K Β· ⏱️ 07.01.2022): ``` - conda install -c conda-forge configobj + conda install -c conda-forge gin-config ```
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 680 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 690 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 100K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): ``` pip install everett ``` @@ -2135,12 +2093,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡44 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.2M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.2M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 130M / month Β· πŸ“¦ 73K Β· ⏱️ 28.04.2022): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 120M / month Β· πŸ“¦ 73K Β· ⏱️ 28.04.2022): ``` pip install click ``` @@ -2151,7 +2109,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.5K Β· πŸ“¦ 83K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 85K Β· πŸ“‹ 1.1K - 11% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/Textualize/rich @@ -2160,46 +2118,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.6M Β· ⏱️ 12.04.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.6M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 +
python-fire (πŸ₯ˆ38 Β· ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 20K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` - git clone https://github.com/prompt-toolkit/python-prompt-toolkit + git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` - pip install prompt_toolkit + pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 15M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 530K Β· ⏱️ 11.04.2023): ``` - conda install -c conda-forge prompt-toolkit + conda install -c conda-forge fire ```
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python-fire (πŸ₯ˆ38 Β· ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 20K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 28.04.2023): ``` - git clone https://github.com/google/python-fire + git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): ``` - pip install fire + pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 520K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 15M Β· ⏱️ 28.02.2023): ``` - conda install -c conda-forge fire + conda install -c conda-forge prompt-toolkit ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.1K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 630K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 640K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2215,7 +2173,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 110 Β· πŸ“₯ 240 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 23.04.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 110 Β· πŸ“₯ 250 Β· πŸ“¦ 43K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 23.04.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2231,7 +2189,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Typer (πŸ₯ˆ35 Β· ⭐ 11K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 440 Β· πŸ“‹ 370 - 59% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 460 Β· πŸ“‹ 360 - 56% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/tiangolo/typer @@ -2240,7 +2198,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.3M Β· ⏱️ 07.11.2022): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.3M Β· ⏱️ 02.05.2023): ``` conda install -c conda-forge typer ``` @@ -2256,12 +2214,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 17M Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 18M Β· ⏱️ 16.01.2023): ``` conda install -c conda-forge wcwidth ```
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cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
cleo (πŸ₯‰30 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT - [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 78 Β· πŸ“¦ 15K Β· πŸ“‹ 92 - 31% open Β· ⏱️ 25.04.2023): @@ -2272,19 +2230,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 440K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 450K Β· ⏱️ 23.11.2022): ``` conda install -c conda-forge cleo ```
asciimatics (πŸ₯‰28 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 830 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 840 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 55K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 54K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` pip install asciimatics ``` @@ -2295,16 +2253,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 66 Β· πŸ“¦ 8.7K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 66 Β· πŸ“¦ 8.8K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 960K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 940K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 34K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 35K Β· ⏱️ 14.03.2022): ``` conda install -c conda-forge questionary ``` @@ -2316,7 +2274,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 45K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 44K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ``` @@ -2328,7 +2286,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 930 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 940 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2338,9 +2296,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ35 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - ConfigArgParse (πŸ₯‰27 Β· ⭐ 640 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT -- clint (πŸ₯‰24 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC +- clint (πŸ₯‰24 Β· ⭐ 89 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰21 Β· ⭐ 24 Β· βž•) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰21 Β· ⭐ 28) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2348,7 +2306,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 710) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 720) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2356,25 +2314,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡32 Β· ⭐ 1.6K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡32 Β· ⭐ 1.7K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 2% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 74M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 73M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.4M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.5M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
-
aiocache (πŸ₯ˆ30 Β· ⭐ 840) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 830) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2384,14 +2342,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install aiocache ```
-
beaker (πŸ₯‰28 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 +
beaker (πŸ₯‰29 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 140 Β· πŸ“¦ 4.5K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 04.02.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.6K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 310K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): ``` pip install beaker ``` @@ -2402,7 +2360,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 120 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 130 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc @@ -2418,12 +2376,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰25 Β· ⭐ 440) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 370 Β· πŸ“‹ 65 - 23% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 380 Β· πŸ“‹ 65 - 23% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 14K / month Β· πŸ“¦ 29 Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 13K / month Β· πŸ“¦ 29 Β· ⏱️ 06.12.2022): ``` pip install cachier ``` @@ -2442,28 +2400,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.7K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 23.04.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.7K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 94K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 91K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 290K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 300K Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge kivy ```
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.1K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 240K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 280K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2491,39 +2449,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 74K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 72K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 590 Β· πŸ“₯ 1.4K Β· πŸ“‹ 680 - 21% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 590 Β· πŸ“₯ 1.5K Β· πŸ“‹ 690 - 20% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.9K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 27 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 16 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 430 Β· πŸ“¦ 730 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): +- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 430 Β· πŸ“¦ 740 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): ``` git clone https://github.com/chriskiehl/Gooey ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.7K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): +- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.1K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): ``` pip install gooey ``` -- [Conda](https://anaconda.org/conda-forge/gooey) (πŸ“₯ 64K Β· ⏱️ 29.12.2021): +- [Conda](https://anaconda.org/conda-forge/gooey) (πŸ“₯ 65K Β· ⏱️ 29.12.2021): ``` conda install -c conda-forge gooey ``` @@ -2535,7 +2493,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 550 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 500 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2573,22 +2531,38 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 14K) - Collection of text processing and NLP libraries. -
chardet (πŸ₯‡33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 +
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 240 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 02.12.2022): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 27.04.2023): ``` - git clone https://github.com/chardet/chardet + git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 54M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` - pip install chardet + pip install phonenumbers + ``` +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 740K Β· ⏱️ 27.04.2023): + ``` + conda install -c conda-forge phonenumbers + ``` +
+
chardet (πŸ₯‡33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 + +- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 240 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 02.12.2022): + + ``` + git clone https://github.com/chardet/chardet + ``` +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 52M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): + ``` + pip install chardet ``` - [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 20M Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 53 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 21 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2609,18 +2583,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
-
humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT +
humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - [GitHub](https://github.com/jmoiron/humanize) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 160 Β· ⏱️ 13.06.2022): ``` git clone https://github.com/jmoiron/humanize ``` -- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2K Β· ⏱️ 29.01.2023): ``` pip install humanize ``` -- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 370K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 380K Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge humanize ``` @@ -2632,7 +2606,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 11M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): ``` pip install python-slugify ``` @@ -2641,30 +2615,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
-
phonenumbers (πŸ₯ˆ28 Β· ⭐ 3.2K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 +
inflect (πŸ₯ˆ31 Β· ⭐ 810 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 390 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 87 Β· πŸ“‹ 99 - 18% open Β· ⏱️ 06.04.2023): ``` - git clone https://github.com/daviddrysdale/python-phonenumbers + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.5M / month Β· πŸ“¦ 970 Β· ⏱️ 20.10.2022): ``` - pip install phonenumbers + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 730K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 310K Β· ⏱️ 06.04.2023): ``` - conda install -c conda-forge phonenumbers + conda install -c conda-forge inflect ```
pyahocorasick (πŸ₯‰27 Β· ⭐ 790) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 110 Β· πŸ“¦ 1.7K Β· πŸ“‹ 120 - 16% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 630K / month): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 600K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2673,53 +2647,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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inflect (πŸ₯‰26 Β· ⭐ 810 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +
coolname (πŸ₯‰22 Β· ⭐ 110) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 85 Β· πŸ“‹ 98 - 17% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.4K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.5M / month): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 280K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): ``` - pip install inflect + pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 310K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 55K Β· ⏱️ 09.01.2023): ``` - conda install -c conda-forge inflect + conda install -c conda-forge coolname ```
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price-parser (πŸ₯‰21 Β· ⭐ 260) - Extract price amount and currency symbol from a raw text string. BSD-3 +
price-parser (πŸ₯‰19 Β· ⭐ 260) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 44 Β· πŸ“¦ 350 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 44 Β· πŸ“¦ 350 Β· πŸ“‹ 25 - 64% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 63K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 64K / month): ``` pip install price-parser ```
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coolname (πŸ₯‰21 Β· ⭐ 110) - Random Name and Slug Generator. BSD-2 - -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 10 Β· πŸ“¦ 1.4K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): - - ``` - git clone https://github.com/alexanderlukanin13/coolname - ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 280K / month): - ``` - pip install coolname - ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 54K Β· ⏱️ 09.01.2023): - ``` - conda install -c conda-forge coolname - ``` -
Show 2 hidden projects... -- awesome-slugify (πŸ₯‰22 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- awesome-slugify (πŸ₯‰18 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗Unlicensed - millify (πŸ₯‰15 Β· ⭐ 75 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2738,25 +2696,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡45 Β· ⭐ 8K) - AWS SDK for Python. Apache-2 - -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 290K Β· πŸ“‹ 2.9K - 5% open Β· ⏱️ 26.04.2023): - - ``` - git clone https://github.com/boto/boto3 - ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 550M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): - ``` - pip install boto3 - ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 27.04.2023): - ``` - conda install -c conda-forge boto3 - ``` -
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.2K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 560K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 560K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2765,46 +2707,46 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 01.05.2023): ``` conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡43 Β· ⭐ 11K) - Redis Python Client. MIT +
redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 14% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 14% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 950K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 960K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge redis-py ```
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azure-storage-blob (πŸ₯‡43 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT +
boto3 (πŸ₯‡44 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.1K - 11% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 300K Β· πŸ“‹ 2.9K - 4% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/Azure/azure-sdk-for-python + git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 630 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 570M / month): ``` - pip install azure-storage-blob + pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 920K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 03.05.2023): ``` - conda install -c conda-forge azure-storage-blob + conda install -c conda-forge boto3 ```
peewee (πŸ₯‡42 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 02.05.2023): ``` git clone https://github.com/coleifer/peewee @@ -2818,30 +2760,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 +
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 04.05.2023): ``` - git clone https://github.com/googleapis/google-cloud-python + git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 38M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 630 Β· ⏱️ 15.06.2022): ``` - pip install google-cloud-storage + pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.3M Β· ⏱️ 30.03.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 930K Β· ⏱️ 18.04.2023): ``` - conda install -c conda-forge google-cloud-storage + conda install -c conda-forge azure-storage-blob ```
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 31.03.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.3K Β· πŸ“¦ 160K Β· πŸ“‹ 630 - 3% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 31M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 30M / month): ``` pip install PyMySQL ``` @@ -2852,7 +2794,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.8K Β· πŸ“¦ 37K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.9K Β· πŸ“¦ 38K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2884,16 +2826,16 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 940 - 10% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 950 - 10% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 23M / month): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 23M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.2M Β· ⏱️ 24.04.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.3M Β· ⏱️ 24.04.2023): ``` conda install -c conda-forge alembic ``` @@ -2905,7 +2847,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2914,9 +2856,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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pymongo (πŸ₯ˆ38 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 +
pymongo (πŸ₯ˆ37 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 03.05.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2930,9 +2872,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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python-bigquery (πŸ₯ˆ38 Β· ⭐ 590) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 590) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 560 - 16% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 570 - 16% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2946,36 +2888,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 +
google-cloud-storage (πŸ₯ˆ36 Β· ⭐ 4.2K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“₯ 190K Β· πŸ“¦ 980 Β· πŸ“‹ 910 - 4% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/awslabs/aws-data-wrangler + git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 23M / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 37M / month): ``` - pip install awswrangler + pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 340K Β· ⏱️ 17.04.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.4M Β· ⏱️ 30.03.2023): ``` - conda install -c conda-forge awswrangler + conda install -c conda-forge google-cloud-storage ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 +
AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 820 Β· πŸ“¦ 5.9K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“₯ 190K Β· πŸ“¦ 990 Β· πŸ“‹ 910 - 3% open Β· ⏱️ 04.05.2023): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.4M / month Β· πŸ“¦ 420 Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 24M / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` - pip install confluent-kafka + pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 680K Β· ⏱️ 26.04.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 350K Β· ⏱️ 17.04.2023): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c conda-forge awswrangler ```
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 @@ -2985,23 +2927,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 450K Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 460K Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
Ibis (πŸ₯ˆ35 Β· ⭐ 2.7K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 67 Β· πŸ“¦ 480 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 68 Β· πŸ“¦ 480 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 99K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): ``` pip install ibis-framework ``` @@ -3017,7 +2959,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 91M / month Β· πŸ“¦ 610 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 93M / month Β· πŸ“¦ 610 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` @@ -3033,23 +2975,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 980 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 980 Β· ⏱️ 15.07.2021): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.2K Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.3K Β· ⏱️ 16.03.2023): ``` conda install -c anaconda elasticsearch-dsl ```
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 300 Β· πŸ“₯ 10 Β· πŸ“¦ 5.4K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 10 Β· πŸ“¦ 5.4K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 88K / month): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 84K / month Β· πŸ“¦ 97 Β· ⏱️ 30.01.2023): ``` pip install tortoise-orm ``` @@ -3058,21 +3000,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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libcloud (πŸ₯ˆ34 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.9K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): - - ``` - git clone https://github.com/apache/libcloud - ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 150K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): - ``` - pip install apache-libcloud - ``` -
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 510 Β· πŸ“¦ 4.9K Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 4.9K Β· ⏱️ 02.05.2023): ``` git clone https://github.com/datastax/python-driver @@ -3081,7 +3011,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 160K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 160K Β· ⏱️ 02.05.2023): ``` conda install -c conda-forge cassandra-driver ``` @@ -3097,19 +3027,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 170K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 180K Β· ⏱️ 02.11.2022): ``` conda install -c conda-forge databases ```
Motor (πŸ₯ˆ33 Β· ⭐ 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 57K Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 58K Β· ⏱️ 12.04.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` @@ -3120,7 +3050,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 790) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.3K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.3K Β· πŸ“‹ 220 - 2% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3129,7 +3059,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 170K Β· ⏱️ 31.03.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 170K Β· ⏱️ 28.04.2023): ``` conda install -c conda-forge neo4j-python-driver ``` @@ -3141,7 +3071,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 400 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1M / month Β· πŸ“¦ 400 Β· ⏱️ 07.01.2023): ``` pip install minio ``` @@ -3150,14 +3080,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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s3transfer (πŸ₯ˆ33 Β· ⭐ 160) - Amazon S3 Transfer Manager for Python. Apache-2 +
s3transfer (πŸ₯ˆ33 Β· ⭐ 170) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 120 Β· πŸ“¦ 190K Β· πŸ“‹ 80 - 60% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 190K Β· πŸ“‹ 81 - 59% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 230M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` pip install s3transfer ``` @@ -3166,67 +3096,71 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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Prometheus Client (πŸ₯‰32 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 +
PynamoDB (πŸ₯‰32 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 470 - 16% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 21.04.2023): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 730 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2023): ``` - pip install prometheus_client + pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 11M Β· ⏱️ 24.01.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 330K Β· ⏱️ 27.04.2023): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge pynamodb ```
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PynamoDB (πŸ₯‰32 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT +
pandas-gbq (πŸ₯‰32 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 290 Β· πŸ“¦ 6.7K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): ``` - git clone https://github.com/pynamodb/PynamoDB + git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.7M / month Β· πŸ“¦ 320 Β· ⏱️ 30.01.2023): ``` - pip install pynamodb + pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 320K Β· ⏱️ 21.02.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.8M Β· ⏱️ 08.02.2023): ``` - conda install -c conda-forge pynamodb + conda install -c conda-forge pandas-gbq ```
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pygsheets (πŸ₯‰32 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT +
Pony (πŸ₯‰31 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 200 Β· πŸ“¦ 1.8K Β· πŸ“‹ 390 - 13% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 51 Β· πŸ“¦ 3.4K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` - git clone https://github.com/nithinmurali/pygsheets + git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 92 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 73K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` - pip install pygsheets + pip install pony + ``` +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 89K Β· ⏱️ 28.01.2022): + ``` + conda install -c conda-forge pony ```
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pandas-gbq (πŸ₯‰32 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 +
mysqlclient (πŸ₯‰31 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 290 Β· πŸ“¦ 6.6K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 31.03.2023): ``` - git clone https://github.com/googleapis/python-bigquery-pandas + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.6M / month Β· πŸ“¦ 320 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` - pip install pandas-gbq + pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.8M Β· ⏱️ 08.02.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 250K Β· ⏱️ 06.04.2023): ``` - conda install -c conda-forge pandas-gbq + conda install -c conda-forge mysqlclient ```
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sqlmodel (πŸ₯‰31 Β· ⭐ 9.8K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic +
sqlmodel (πŸ₯‰30 Β· ⭐ 9.8K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic - [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 410 Β· πŸ“¦ 5.7K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): @@ -3242,46 +3176,42 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlmodel ```
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Pony (πŸ₯‰31 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 +
dataset (πŸ₯‰30 Β· ⭐ 4.5K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 51 Β· πŸ“¦ 3.4K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 3K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): ``` - git clone https://github.com/ponyorm/pony + git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 77K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 53K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): ``` - pip install pony + pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 89K Β· ⏱️ 28.01.2022): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.4K Β· ⏱️ 01.02.2023): ``` - conda install -c conda-forge pony + conda install -c conda-forge dataset ```
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mysqlclient (πŸ₯‰31 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
libcloud (πŸ₯‰30 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 31.03.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 840 Β· πŸ“¦ 2.9K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): ``` - git clone https://github.com/PyMySQL/mysqlclient - ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.2M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): - ``` - pip install mysqlclient + git clone https://github.com/apache/libcloud ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 250K Β· ⏱️ 06.04.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 140K / month): ``` - conda install -c conda-forge mysqlclient + pip install apache-libcloud ```
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influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT +
influxdb (πŸ₯‰30 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 6.9K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.5M / month): ``` pip install influxdb ``` @@ -3290,6 +3220,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
+
pygsheets (πŸ₯‰30 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT + +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 210 Β· πŸ“¦ 1.8K Β· πŸ“‹ 390 - 13% open Β· ⏱️ 09.02.2023): + + ``` + git clone https://github.com/nithinmurali/pygsheets + ``` +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 92 Β· ⏱️ 30.11.2022): + ``` + pip install pygsheets + ``` +
cx-Oracle (πŸ₯‰30 Β· ⭐ 860 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.2K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 08.06.2022): @@ -3308,7 +3250,7 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3317,7 +3259,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 20K Β· ⏱️ 28.04.2020): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 21K Β· ⏱️ 28.04.2020): ``` conda install -c conda-forge pysolr ``` @@ -3329,58 +3271,58 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 250K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): ``` pip install records ``` -- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 23K Β· ⏱️ 30.05.2021): +- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 24K Β· ⏱️ 30.05.2021): ``` conda install -c conda-forge records ```
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dataset (πŸ₯‰29 Β· ⭐ 4.5K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT +
Prometheus Client (πŸ₯‰28 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 3K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 720 Β· πŸ“‹ 460 - 13% open Β· ⏱️ 18.04.2023): ``` - git clone https://github.com/pudo/dataset + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 53K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month): ``` - pip install dataset + pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.3K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 11M Β· ⏱️ 24.01.2023): ``` - conda install -c conda-forge dataset + conda install -c conda-forge prometheus_client ```
prisma (πŸ₯‰28 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 210 Β· πŸ“‹ 290 - 46% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 220 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 30.04.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 14K / month): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 15K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 260 Β· πŸ“‹ 310 - 31% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 260 Β· πŸ“‹ 310 - 31% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 12K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): ``` pip install piccolo ```
HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 160 Β· πŸ“¦ 740 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 12.07.2022): +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 160 Β· πŸ“¦ 750 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 12.07.2022): ``` git clone https://github.com/python-happybase/happybase @@ -3401,37 +3343,37 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 30K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 31K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 3.9K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4K Β· ⏱️ 23.12.2021): ``` conda install -c conda-forge umongo ```
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ODMantic (πŸ₯‰22 Β· ⭐ 790) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
filedepot (πŸ₯‰23 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 37 Β· πŸ“¦ 770 Β· πŸ“‹ 44 - 18% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/art049/odmantic + git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4K / month): ``` - pip install odmantic + pip install filedepot ```
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filedepot (πŸ₯‰21 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT +
ODMantic (πŸ₯‰22 Β· ⭐ 790) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 760 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 04.02.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): ``` - git clone https://github.com/amol-/depot + git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.4K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 13K / month Β· πŸ“¦ 6 Β· ⏱️ 03.01.2023): ``` - pip install filedepot + pip install odmantic ```
PugSQL (πŸ₯‰20 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 @@ -3441,49 +3383,50 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mcfunley/pugsql ``` -- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 27K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 28K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): ``` pip install pugsql ```
aioprometheus (πŸ₯‰20 Β· ⭐ 140) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 16 Β· πŸ“¦ 120 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 120 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 91K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 77K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰18 Β· ⭐ 1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 96 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 100 Β· πŸ“‹ 300 - 13% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/psycopg/psycopg ```
-
Show 16 hidden projects... +
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 +- confluent-kafka-python (πŸ₯ˆ34 Β· ⭐ 3.2K) - Confluents Kafka Python Client. ❗Unlicensed - PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 50) - Google Cloud Bigtable API client library. Apache-2 - py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ’€) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT +- pyodbc (πŸ₯‰28 Β· ⭐ 2.7K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed - pyhdb (πŸ₯‰24 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 250 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 700 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3495,23 +3438,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.7K Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.2M / month): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 750K Β· ⏱️ 25.04.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 760K Β· ⏱️ 02.05.2023): ``` conda install -c conda-forge faker ```
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.1K Β· πŸ“¦ 15K Β· πŸ“‹ 2.2K - 24% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.1K Β· πŸ“¦ 15K Β· πŸ“‹ 2.2K - 25% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/huggingface/datasets @@ -3520,19 +3463,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 270K Β· ⏱️ 30.03.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 270K Β· ⏱️ 28.04.2023): ``` conda install -c conda-forge datasets ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 460 Β· πŸ“₯ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 460 Β· πŸ“₯ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 29.04.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 84K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 80K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` @@ -3543,7 +3486,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ36 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 44K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 45K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/jazzband/tablib @@ -3564,7 +3507,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3584,67 +3527,51 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 86K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 87K Β· ⏱️ 22.02.2023): ``` conda install -c conda-forge csvkit ```
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xmltodict (πŸ₯ˆ33 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT +
xmltodict (πŸ₯ˆ32 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 53K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 440 Β· πŸ“¦ 53K Β· πŸ“‹ 230 - 31% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 23M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 23M / month): ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.6M Β· ⏱️ 08.05.2022): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.7M Β· ⏱️ 08.05.2022): ``` conda install -c conda-forge xmltodict ```
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smart-open (πŸ₯ˆ32 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 19.01.2023): - - ``` - git clone https://github.com/RaRe-Technologies/smart_open - ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 610 Β· ⏱️ 12.12.2022): - ``` - pip install smart-open - ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.8M Β· ⏱️ 08.01.2023): - ``` - conda install -c conda-forge smart_open - ``` -
Intake (πŸ₯ˆ32 Β· ⭐ 890) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 130 Β· πŸ“¦ 1.1K Β· πŸ“‹ 340 - 29% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 130 Β· πŸ“¦ 1.1K Β· πŸ“‹ 340 - 29% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 58K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 71K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 380K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 390K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge intake ```
gdown (πŸ₯ˆ31 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 130 - 4% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 310 Β· ⏱️ 05.12.2022): ``` pip install gdown ``` @@ -3653,14 +3580,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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snorkel (πŸ₯‰29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯ˆ29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 280 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 49K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 48K / month): ``` pip install snorkel ``` @@ -3669,14 +3596,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
+
smart-open (πŸ₯‰28 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT + +- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 340 Β· πŸ“‹ 370 - 17% open Β· ⏱️ 19.01.2023): + + ``` + git clone https://github.com/RaRe-Technologies/smart_open + ``` +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month): + ``` + pip install smart-open + ``` +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.8M Β· ⏱️ 08.01.2023): + ``` + conda install -c conda-forge smart_open + ``` +
img2dataset (πŸ₯‰26 Β· ⭐ 2.1K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“₯ 930 Β· πŸ“¦ 34 Β· πŸ“‹ 180 - 39% open Β· ⏱️ 23.04.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“₯ 950 Β· πŸ“¦ 37 Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 8.7K / month): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 12K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ``` @@ -3688,31 +3631,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.1K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.9K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` pip install camelot ```
rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 150 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.8K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.7K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
Upgini (πŸ₯‰19 Β· ⭐ 190) - Data search library for Machine Learning Easily find and add relevant.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.1K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ``` @@ -3724,7 +3667,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 990 / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): ``` pip install squirrel-core ``` @@ -3735,19 +3678,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 14 hidden projects... -- xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ32 Β· ⭐ 1.4K) - Synthetic Data Generation for tabular, relational and time series data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 -- textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- PDFMiner (πŸ₯ˆ29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- xlrd (πŸ₯ˆ29 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... ❗Unlicensed - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- textract (πŸ₯‰24 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - messytables (πŸ₯‰24 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT -- pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 +- pandas-datareader (πŸ₯‰22 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. ❗Unlicensed - deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 -- datatest (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- borb (πŸ₯‰20 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed +- pyexcel-xlsx (πŸ₯‰22 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data.. ❗Unlicensed +- datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT +- Singer (πŸ₯‰20 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- borb (πŸ₯‰19 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3758,14 +3701,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡45 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡46 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 460K Β· πŸ“¦ 6.5K Β· πŸ“‹ 7.3K - 11% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 470K Β· πŸ“¦ 6.6K Β· πŸ“‹ 7.3K - 11% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9.8M / month Β· πŸ“¦ 260 Β· ⏱️ 14.03.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 8.5M / month Β· πŸ“¦ 260 Β· ⏱️ 14.03.2023): ``` pip install apache-airflow ``` @@ -3773,19 +3716,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 440 Β· ⏱️ 26.04.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 440 Β· ⏱️ 30.04.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡45 Β· ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.4M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.3M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): ``` pip install celery ``` @@ -3796,103 +3739,103 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.7K Β· πŸ“‹ 3.6K - 13% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.8K Β· πŸ“‹ 3.7K - 12% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 430K Β· ⏱️ 20.04.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 430K Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡42 Β· ⭐ 6.8K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 74% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 74% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 190 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 190 Β· ⏱️ 13.01.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 40K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 41K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
-
rq (πŸ₯‡40 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 +
Dagster (πŸ₯‡40 Β· ⭐ 7.3K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“¦ 13K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 910 Β· πŸ“¦ 1.1K Β· πŸ“‹ 5.3K - 25% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/rq/rq + git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 680K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 530K / month): ``` - pip install rq + pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 90K Β· ⏱️ 30.06.2021): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 860K Β· ⏱️ 28.04.2023): ``` - conda install -c conda-forge rq + conda install -c conda-forge dagster ```
-
Dagster (πŸ₯‡40 Β· ⭐ 7.3K) - An orchestration platform for the development, production, and.. Apache-2 +
rq (πŸ₯ˆ39 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 920 Β· πŸ“¦ 1.1K Β· πŸ“‹ 5.5K - 29% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 13K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/dagster-io/dagster + git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 540K / month Β· πŸ“¦ 110 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 700K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` - pip install dagster + pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 850K Β· ⏱️ 21.04.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 90K Β· ⏱️ 30.06.2021): ``` - conda install -c conda-forge dagster + conda install -c conda-forge rq ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.3K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.6K - 9% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.5M / month Β· πŸ“¦ 26 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.8M / month Β· πŸ“¦ 31 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 630K Β· ⏱️ 05.04.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 640K Β· ⏱️ 29.04.2023): ``` conda install -c conda-forge great-expectations ```
dbt (πŸ₯ˆ38 Β· ⭐ 6.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.4K Β· πŸ“¦ 2.5K Β· πŸ“‹ 3.9K - 10% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.4K Β· πŸ“¦ 2.6K Β· πŸ“‹ 3.9K - 9% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 290K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 410K / month): ``` pip install dbt ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 230K Β· ⏱️ 09.12.2021): +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 240K Β· ⏱️ 09.12.2021): ``` conda install -c conda-forge dbt ```
joblib (πŸ₯ˆ38 Β· ⭐ 3.2K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 280K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 280K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 30.04.2023): ``` git clone https://github.com/joblib/joblib @@ -3908,68 +3851,52 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.1K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.1K Β· πŸ“‹ 960 - 8% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 680K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 650K / month): ``` pip install luigi ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· πŸ“¦ 2 Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· ⏱️ 17.03.2023): ``` conda install -c anaconda luigi ```
Kedro (πŸ₯ˆ37 Β· ⭐ 8.3K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 770 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 790 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 520K / month Β· πŸ“¦ 65 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 510K / month Β· πŸ“¦ 65 Β· ⏱️ 06.03.2023): ``` pip install kedro ```
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petl (πŸ₯ˆ33 Β· ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT - -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): - - ``` - git clone https://github.com/petl-developers/petl - ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 770K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): - ``` - pip install petl - ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 170K Β· ⏱️ 23.11.2022): - ``` - conda install -c conda-forge petl - ``` -
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Activeloop (πŸ₯ˆ32 Β· ⭐ 5.7K) - Data Lake for Deep Learning. Multi-modal Vector Database for.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 5.8K) - AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 450 Β· πŸ“¦ 150 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“¦ 170 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7.3K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 6.7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 02.05.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 71K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 70K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -3978,14 +3905,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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zenml (πŸ₯ˆ31 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
petl (πŸ₯ˆ32 Β· ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 280 Β· πŸ“₯ 1 Β· πŸ“¦ 97 Β· πŸ“‹ 190 - 12% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): + + ``` + git clone https://github.com/petl-developers/petl + ``` +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 780K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): + ``` + pip install petl + ``` +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 170K Β· ⏱️ 23.11.2022): + ``` + conda install -c conda-forge petl + ``` +
+
zenml (πŸ₯ˆ30 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 + +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 290 Β· πŸ“₯ 1 Β· πŸ“¦ 98 Β· πŸ“‹ 190 - 12% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.4K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.5K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): ``` pip install zenml ``` @@ -3997,7 +3940,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 160K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 150K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` @@ -4006,70 +3949,70 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge mleap ```
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faust (πŸ₯‰29 Β· ⭐ 6.5K) - Python Stream Processing. BSD-3 - -- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.5K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): - - ``` - git clone https://github.com/robinhood/faust - ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 29K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): - ``` - pip install faust - ``` -
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 78 Β· πŸ“‹ 840 - 16% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 79 Β· πŸ“‹ 840 - 16% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.8K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 56K Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 57K Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge ploomber ```
whylogs (πŸ₯‰29 Β· ⭐ 2.2K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 96 Β· πŸ“₯ 62 Β· πŸ“¦ 85 Β· πŸ“‹ 350 - 6% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 96 Β· πŸ“₯ 53 Β· πŸ“¦ 85 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 42K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 43K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): ``` pip install whylogs ```
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PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT +
faust (πŸ₯‰28 Β· ⭐ 6.5K) - Python Stream Processing. BSD-3 + +- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.5K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): + + ``` + git clone https://github.com/robinhood/faust + ``` +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 27K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): + ``` + pip install faust + ``` +
+
PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K Β· πŸ’€) - Python library for creating data pipelines with chain.. MIT - [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 600 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 280K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 280K / month): ``` pip install pyfunctional ```
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arq (πŸ₯‰26 Β· ⭐ 1.5K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
arq (πŸ₯‰26 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT - [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 390 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 19.03.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 42K / month Β· πŸ“¦ 17 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 41K / month Β· πŸ“¦ 17 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.7K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.8K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ``` @@ -4081,26 +4024,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4.3K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 29 Β· πŸ“¦ 32 Β· πŸ“‹ 16 - 75% open Β· ⏱️ 16.04.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 30 Β· πŸ“¦ 32 Β· πŸ“‹ 16 - 75% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 74K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 72K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
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Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark +
Optimus (πŸ₯‰24 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 17.10.2022): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/hi-primus/optimus @@ -4117,14 +4060,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 740 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 680 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ```
Pypeline (πŸ₯‰23 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 92 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 93 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln @@ -4138,42 +4081,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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pysparkling (πŸ₯‰23 Β· ⭐ 260) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT +
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 150 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 04.05.2023): ``` - git clone https://github.com/svenkreiss/pysparkling - ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 11K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): - ``` - pip install pysparkling + git clone https://github.com/analysiscenter/batchflow ``` -- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.1K Β· ⏱️ 23.03.2021): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.1K / month Β· ⏱️ 02.01.2023): ``` - conda install -c conda-forge pysparkling + pip install batchflow ```
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BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
pysparkling (πŸ₯‰22 Β· ⭐ 260) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 160 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.1K / month Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 11K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` - pip install batchflow + pip install pysparkling + ``` +- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.2K Β· ⏱️ 23.03.2021): + ``` + conda install -c conda-forge pysparkling ```
pdpipe (πŸ₯‰21 Β· ⭐ 710) - Easy pipelines for pandas DataFrames. MIT -- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 52 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): +- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 43 Β· πŸ“¦ 52 Β· πŸ“‹ 52 - 26% open Β· ⏱️ 24.12.2022): ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.4K / month Β· πŸ“¦ 7 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1K / month): ``` pip install pdpipe ``` @@ -4182,40 +4125,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰20 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“‹ 39 - 58% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 98 Β· πŸ“‹ 34 - 52% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 180 / month): ``` pip install mara-pipelines ```
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Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
flupy (πŸ₯‰18 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 22 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 13 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 190 / month Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 130K / month Β· ⏱️ 21.10.2022): ``` - pip install d6tflow + pip install flupy ```
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flupy (πŸ₯‰18 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT +
Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 12 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 72 Β· πŸ“¦ 23 Β· πŸ“‹ 23 - 43% open Β· ⏱️ 26.10.2022): ``` - git clone https://github.com/olirice/flupy + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 200 / month): ``` - pip install flupy + pip install d6tflow ```
bodywork-core (πŸ₯‰15 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 @@ -4225,12 +4168,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 120 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 110 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ```
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datajob (πŸ₯‰15 Β· ⭐ 100) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +
datajob (πŸ₯‰13 Β· ⭐ 100) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): @@ -4242,14 +4185,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install datajob ```
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RasgoQL (πŸ₯‰12 Β· ⭐ 260 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +
RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 40 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 71 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4261,7 +4204,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰20 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- riko (πŸ₯‰16 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 600 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
@@ -4273,7 +4216,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 780K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 790K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4289,7 +4232,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 59K Β· πŸ“‹ 870 - 2% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 59K Β· πŸ“‹ 870 - 2% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4327,7 +4270,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.6K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.7K Β· πŸ“‹ 240 - 25% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.8K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 17.03.2023): ``` git clone https://github.com/seperman/deepdiff @@ -4336,12 +4279,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 250K Β· ⏱️ 18.03.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 260K Β· ⏱️ 18.03.2023): ``` conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰25 Β· ⭐ 300 Β· πŸ“ˆ) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰24 Β· ⭐ 300) - Runtime inspection utilities for Python typing module. MIT - [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 27 Β· πŸ“‹ 54 - 37% open Β· ⏱️ 21.11.2022): @@ -4359,7 +4302,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 41) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 43) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰24 Β· ⭐ 71 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4368,9 +4311,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡41 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡40 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 690K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 700K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4379,19 +4322,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 27M Β· ⏱️ 21.12.2022): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 27M Β· ⏱️ 03.05.2023): ``` conda install -c conda-forge attrs ```
more-itertools (πŸ₯‡40 Β· ⭐ 3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 180K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 180K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 35M / month Β· πŸ“¦ 8.7K Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 34M / month Β· πŸ“¦ 8.7K Β· ⏱️ 18.10.2022): ``` pip install more-itertools ``` @@ -4407,18 +4350,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.1M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.5M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.6M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 91K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 92K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4432,9 +4375,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 4.7K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 4.7K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 36% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 37% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/jd/tenacity @@ -4443,19 +4386,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.4M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.5M Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge tenacity ```
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natsort (πŸ₯ˆ33 Β· ⭐ 740) - Simple yet flexible natural sorting in Python. MIT +
python-dependency-injector (πŸ₯ˆ33 Β· ⭐ 2.9K) - Dependency injection framework for Python. BSD-3 + +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 490 - 28% open Β· ⏱️ 19.12.2022): + + ``` + git clone https://github.com/ets-labs/python-dependency-injector + ``` +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 980K / month Β· πŸ“¦ 93 Β· ⏱️ 19.12.2022): + ``` + pip install dependency-injector + ``` +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 23K Β· ⏱️ 19.12.2022): + ``` + conda install -c conda-forge dependency_injector + ``` +
+
natsort (πŸ₯‰32 Β· ⭐ 740) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 19K Β· πŸ“‹ 86 - 2% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): ``` pip install natsort ``` @@ -4466,7 +4425,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰31 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.4K Β· πŸ“‹ 76 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.5K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/Suor/funcy @@ -4475,66 +4434,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 320K Β· ⏱️ 28.03.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 330K Β· ⏱️ 28.03.2023): ``` conda install -c conda-forge funcy ```
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python-dependency-injector (πŸ₯‰31 Β· ⭐ 2.8K) - Dependency injection framework for Python. BSD-3 - -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 490 - 28% open Β· ⏱️ 19.12.2022): - - ``` - git clone https://github.com/ets-labs/python-dependency-injector - ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month): - ``` - pip install dependency-injector - ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 22K Β· ⏱️ 19.12.2022): - ``` - conda install -c conda-forge dependency_injector - ``` -
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returns (πŸ₯‰30 Β· ⭐ 2.7K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰31 Β· ⭐ 2.7K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 95 Β· πŸ“¦ 340 Β· πŸ“‹ 400 - 16% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 97 Β· πŸ“¦ 340 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 57K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 65K / month): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 4.9K Β· ⏱️ 22.04.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5K Β· ⏱️ 22.04.2023): ``` conda install -c conda-forge returns ```
ubelt (πŸ₯‰27 Β· ⭐ 680) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.4K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.5K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 67 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 67 Β· ⏱️ 03.12.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 44K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 45K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ```
Show 5 hidden projects... -- retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 +- retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 620 Β· πŸ’€) - API Rate Limit Decorator. MIT -- CommonRegex (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT +- CommonRegex (πŸ₯‰21 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT

@@ -4542,14 +4485,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡41 Β· ⭐ 52K) - The Python programming language. MIT +
cpython (πŸ₯‡42 Β· ⭐ 52K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 52K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 54K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4564,7 +4507,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 60K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 60K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/micropython/micropython @@ -4574,9 +4517,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install micropython-_markupbase ```
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pyston (πŸ₯ˆ22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 +
pyston (πŸ₯ˆ21 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 -- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 85 Β· πŸ“₯ 18K Β· πŸ“‹ 99 - 44% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 85 Β· πŸ“₯ 19K Β· πŸ“‹ 99 - 44% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/pyston/pyston @@ -4584,7 +4527,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- grumpy (πŸ₯ˆ21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰18 Β· ⭐ 920 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 350 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4596,7 +4539,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 520 Β· πŸ“¦ 500K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 520 Β· πŸ“¦ 510K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/pygments/pygments @@ -4612,39 +4555,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡39 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“₯ 7.8K Β· πŸ“¦ 760K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“₯ 7.8K Β· πŸ“¦ 770K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 75M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 73M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 34M Β· ⏱️ 14.07.2022): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 35M Β· ⏱️ 14.07.2022): ``` conda install -c conda-forge pyparsing ```
cookiecutter (πŸ₯‡38 Β· ⭐ 19K Β· πŸ’€) - A cross-platform command-line utility that creates projects.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.8K Β· πŸ“¦ 20K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.8K Β· πŸ“¦ 20K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 670K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 680K Β· ⏱️ 01.06.2022): ``` conda install -c conda-forge cookiecutter ```
pycparser (πŸ₯ˆ36 Β· ⭐ 2.8K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 540K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 550K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/eliben/pycparser @@ -4653,7 +4596,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 29M Β· ⏱️ 07.11.2021): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 30M Β· ⏱️ 07.11.2021): ``` conda install -c conda-forge pycparser ``` @@ -4665,7 +4608,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 94K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 93K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): ``` pip install diagrams ``` @@ -4674,14 +4617,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
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wrapt (πŸ₯ˆ34 Β· ⭐ 1.8K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
wrapt (πŸ₯ˆ33 Β· ⭐ 1.8K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 19% open Β· ⏱️ 27.02.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 75M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 73M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): ``` pip install wrapt ``` @@ -4690,84 +4633,68 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
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decorator (πŸ₯ˆ34 Β· ⭐ 760) - Decorators for Humans. BSD-2 - -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 97 Β· πŸ“¦ 410K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): - - ``` - git clone https://github.com/micheles/decorator - ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 67M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): - ``` - pip install decorator - ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 20M Β· ⏱️ 07.01.2022): - ``` - conda install -c conda-forge decorator - ``` -
py4j (πŸ₯ˆ33 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 21K Β· πŸ“‹ 410 - 33% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 22K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 30M / month Β· πŸ“¦ 680 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 29M / month Β· πŸ“¦ 680 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.6M Β· ⏱️ 13.08.2022): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.7M Β· ⏱️ 13.08.2022): ``` conda install -c conda-forge py4j ```
-
fastcore (πŸ₯ˆ32 Β· ⭐ 840) - Python supercharged for the fastai library. Apache-2 +
decorator (πŸ₯ˆ33 Β· ⭐ 760) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.3K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 98 Β· πŸ“¦ 420K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): ``` - git clone https://github.com/fastai/fastcore + git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 500K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 65M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` - pip install fastcore + pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 39K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 20M Β· ⏱️ 07.01.2022): ``` - conda install -c conda-forge fastcore + conda install -c conda-forge decorator ```
-
pyscaffold (πŸ₯‰31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT +
pluggy (πŸ₯ˆ31 Β· ⭐ 940) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 180 Β· πŸ“‹ 280 - 8% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 25.04.2023): ``` - git clone https://github.com/pyscaffold/pyscaffold + git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 250K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 60M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): ``` - pip install pyscaffold + pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 160K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 19M Β· ⏱️ 31.10.2022): ``` - conda install -c conda-forge pyscaffold + conda install -c conda-forge pluggy ```
-
pluggy (πŸ₯‰31 Β· ⭐ 940) - A minimalist production ready plugin system. MIT +
fastcore (πŸ₯ˆ31 Β· ⭐ 840) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.3K Β· πŸ“‹ 320 - 5% open Β· ⏱️ 28.03.2023): ``` - git clone https://github.com/pytest-dev/pluggy + git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 61M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 500K / month): ``` - pip install pluggy + pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 19M Β· ⏱️ 31.10.2022): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 40K Β· ⏱️ 29.03.2023): ``` - conda install -c conda-forge pluggy + conda install -c conda-forge fastcore ```
keyboard (πŸ₯‰30 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT @@ -4788,19 +4715,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰29 Β· ⭐ 1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 390 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 390 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 40K / month Β· πŸ“¦ 23 Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 39K / month Β· πŸ“¦ 23 Β· ⏱️ 29.12.2022): ``` pip install copier ```
python-mss (πŸ₯‰28 Β· ⭐ 830) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“‹ 130 - 25% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss @@ -4816,20 +4743,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Send2Trash (πŸ₯‰28 Β· ⭐ 230) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 36 Β· πŸ“‹ 51 - 43% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 36 Β· πŸ“‹ 51 - 43% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.7M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.9M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.8M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.9M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge send2trash ```
+
powerline-shell (πŸ₯‰27 Β· ⭐ 6K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT + +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 97 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): + + ``` + git clone https://github.com/b-ryan/powerline-shell + ``` +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 8.3K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): + ``` + pip install powerline-shell + ``` +
pyscreenshot (πŸ₯‰27 Β· ⭐ 460) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 - [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· πŸ“¦ 1.9K Β· ⏱️ 12.03.2023): @@ -4837,44 +4776,33 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 86K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 90K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
-
catalogue (πŸ₯‰27 Β· ⭐ 140) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰27 Β· ⭐ 150) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 23K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 24K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 67 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 71 Β· ⏱️ 18.10.2022): ``` pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 980K Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 990K Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge catalogue ```
-
powerline-shell (πŸ₯‰26 Β· ⭐ 6K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 95 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): - - ``` - git clone https://github.com/b-ryan/powerline-shell - ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 6.3K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): - ``` - pip install powerline-shell - ``` -
-
Show 3 hidden projects... +
Show 4 hidden projects... +- pyscaffold (πŸ₯‰26 Β· ⭐ 1.8K) - Python project template generator with batteries included. ❗Unlicensed +- openpyxl (πŸ₯‰26 Β· ⭐ 56 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT -- openpyxl (πŸ₯‰18 Β· ⭐ 55 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- macropy (πŸ₯‰19 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. ❗Unlicensed
--- diff --git a/history/2023-05-04_changes.md b/history/2023-05-04_changes.md new file mode 100644 index 0000000..c65d484 --- /dev/null +++ b/history/2023-05-04_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 +- inflect (πŸ₯ˆ31 Β· ⭐ 810 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- Pandas Summary (πŸ₯‰27 Β· ⭐ 470 Β· πŸ“ˆ) - Engine for ML/Data tracking, visualization,.. Apache-2 +- openpyxl (πŸ₯‰26 Β· ⭐ 56 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- google-cloud-storage (πŸ₯ˆ36 Β· ⭐ 4.2K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 +- pyodbc (πŸ₯‰28 Β· ⭐ 2.7K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 +- bcrypt (πŸ₯‰25 Β· ⭐ 1K Β· πŸ“‰) - Modern(-ish) password hashing for your software and your servers. Apache-2 +- pandas-datareader (πŸ₯‰22 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. ❗Unlicensed +- Singer (πŸ₯‰20 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 + diff --git a/history/2023-05-04_projects.csv b/history/2023-05-04_projects.csv new file mode 100644 index 0000000..dabb0d2 --- /dev/null +++ b/history/2023-05-04_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,trending,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-27 15:48:40.000,2023-04-27 15:48:39,371.0,24.0,2000,374.0,190.0,15.0,31.0,13559,2023-04-27 15:48:45.000,2023.04.27,95.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-04-28 20:05:15.000,2023-04-28 20:05:14,225.0,25.0,143,51.0,138.0,1.0,2.0,1880,2023-04-28 20:05:23.000,2023.04.27,87.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-04-27 15:48:30.000,2023-04-27 15:48:28,223.0,25.0,38,22.0,135.0,1.0,5.0,717,2023-04-27 15:48:34.000,2023.04.27,86.0,6.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-04-28 20:05:15.000,2023-04-28 20:05:14,225.0,25.0,143,51.0,138.0,1.0,2.0,1880,2023-04-28 20:05:23.000,2023.04.27,87.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-27 15:48:40.000,2023-04-27 15:48:39,371.0,24.0,2000,374.0,190.0,15.0,31.0,13559,2023-04-27 15:48:45.000,2023.04.27,95.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-01-27 22:41:14.000,2023-01-27 22:41:14,830.0,,6752,1668.0,320.0,9.0,73.0,37264,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-04-27 15:48:40.000,2023-04-27 15:48:39,371.0,24.0,2000,374.0,190.0,15.0,31.0,13559,2023-04-27 15:48:45.000,2023.04.27,95.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-05-04 12:37:11.000,2023-05-03 21:37:41,32310.0,894.0,16187,1113.0,28568.0,3575.0,21078.0,38187,2023-04-24 10:21:06.442,2.0.1,114.0,3329.0,53,True,pandas,conda-forge/pandas,['pandas'],191698.0,111776676.0,1172401.0,1103960.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,68441.0,111318724.0,https://anaconda.org/conda-forge/pandas,2023-04-24 13:40:23.889,38324299.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-05-04 10:23:15.000,2023-05-04 10:23:15,32233.0,724.0,7997,582.0,12247.0,2170.0,9435.0,23396,2023-04-22 21:58:39.000,1.24.3,140.0,1618.0,51,True,numpy,conda-forge/numpy,,710424.0,146915746.0,1722386.0,1590423.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,131963.0,146252963.0,https://anaconda.org/conda-forge/numpy,2023-04-23 01:54:47.993,54908724.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-05-04 12:09:47.000,2023-05-04 12:09:42,11596.0,671.0,14979,2076.0,6959.0,866.0,4850.0,59193,2023-04-13 00:09:03.404,4.22.3,132.0,1087.0,50,True,protobuf,conda-forge/protobuf,,35034844.0,121960564.0,416731.0,397624.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15758.0,115648998.0,https://anaconda.org/conda-forge/protobuf,2023-04-16 21:48:53.645,13722038.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3349.0,5466885.0,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-05-04 13:06:15.000,2023-05-04 12:55:27,53678.0,301.0,23290,1948.0,49082.0,995.0,30709.0,57227,2023-04-26 07:55:04.192,7.5.0,324.0,6728.0,48,True,ansible,conda-forge/ansible,,,4207345.0,31628.0,27551.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4077.0,4194692.0,https://anaconda.org/conda-forge/ansible,2023-04-26 10:12:03.270,873063.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-05-04 13:12:49.000,2023-05-04 12:44:22,19599.0,812.0,12280,756.0,20822.0,827.0,6521.0,30491,2023-04-30 13:06:10.000,2.6.0,148.0,2827.0,46,True,apache-airflow,conda-forge/airflow,,466581.0,9713156.0,6872.0,6609.0,https://pypi.org/project/apache-airflow,2023-03-14 22:53:02.187,263.0,8529970.0,https://anaconda.org/conda-forge/airflow,2023-04-01 12:31:40.959,879647.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-04-30 12:45:24.383750,445.0,113097400.0,,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-05-04 00:32:56.000,2023-05-04 00:16:08,10331.0,527.0,1160,122.0,6642.0,22.0,2179.0,5490,2023-04-14 12:36:24.397,40.0.2,113.0,289.0,46,True,cryptography,conda-forge/cryptography,,,168581583.0,471022.0,450079.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,20943.0,168053263.0,https://anaconda.org/conda-forge/cryptography,2023-04-14 22:18:08.631,37510753.0,1.0,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-05-04 07:28:55.000,2023-05-02 00:33:53,12184.0,70.0,4454,482.0,2916.0,602.0,4291.0,21431,2023-02-19 11:47:50.000,5.3.0b2,194.0,1274.0,45,True,celery,conda-forge/celery,,,6321784.0,115512.0,100467.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15045.0,6307726.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1208998.0,1.0,,,,,,,,,,,,,,,,,, +14,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-05-04 13:18:51.000,2023-05-04 13:04:05,1771.0,264.0,1217,101.0,2191.0,312.0,2086.0,13535,2023-03-22 20:03:45.780,1.10.7,101.0,355.0,45,True,pydantic,conda-forge/pydantic,,,60461128.0,195080.0,188600.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6480.0,60370377.0,https://anaconda.org/conda-forge/pydantic,2023-03-23 10:12:25.306,4719103.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,, +15,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-05-04 12:57:15.000,2023-05-04 12:56:59,16253.0,314.0,1124,91.0,613.0,181.0,7098.0,7173,2023-04-30 21:42:13.000,rel_2_0_12,281.0,621.0,45,True,SQLAlchemy,conda-forge/sqlalchemy,,41229.0,70020883.0,606485.0,559449.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,47036.0,69864714.0,https://anaconda.org/conda-forge/sqlalchemy,2023-05-01 09:20:48.701,11797636.0,1.0,,,,,,,,,,,,,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-05-03 16:37:54.000,2023-05-03 16:27:35,2259.0,27.0,1320,183.0,1009.0,126.0,1357.0,13798,2022-04-28 17:37:47.000,8.1.3,49.0,339.0,44,True,click,conda-forge/click,,,124288388.0,1280906.0,1207919.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72987.0,123967614.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,26303482.0,1.0,,,,,,,,,,,,,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-05-04 00:21:02.415,2023-05-03 18:14:28,11147.0,231.0,3602,569.0,3339.0,527.0,3832.0,13717,2023-05-02 19:36:15.903,1.27.125,1703.0,413.0,44,True,awscli,conda-forge/awscli,,1318.0,126822275.0,3047.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3045.0,126590427.0,https://anaconda.org/conda-forge/awscli,2023-05-04 00:21:02.415,19009638.0,1.0,,,,,,,,,,,,,,,,,, +18,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-05-04 12:36:47.000,2023-05-03 13:27:32,2173.0,47.0,2364,326.0,1317.0,206.0,1260.0,11431,2023-03-29 13:58:01.877,4.4.4,111.0,395.0,44,True,redis,conda-forge/redis-py,,,27176299.0,27386.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27386.0,27164591.0,https://anaconda.org/conda-forge/redis-py,2023-03-29 15:36:35.839,960118.0,1.0,,,,,,,,,,,,,,,,,, +19,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-05-03 23:02:13.812,2023-05-03 18:14:36,5116.0,202.0,1668,242.0,666.0,145.0,2782.0,8061,2015-04-09 19:29:21.000,0.0.14,1237.0,141.0,44,True,boto3,conda-forge/boto3,,,568596393.0,297908.0,297908.0,https://pypi.org/project/boto3,,,568400015.0,https://anaconda.org/conda-forge/boto3,2023-05-03 23:02:13.812,15317536.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-05-04 05:32:49.000,2023-05-03 18:14:39,9834.0,269.0,1005,64.0,1937.0,138.0,881.0,1272,2023-05-03 19:29:12.714,1.29.126,1686.0,192.0,44,True,botocore,conda-forge/botocore,,,290845990.0,229272.0,220906.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8366.0,290591129.0,https://anaconda.org/conda-forge/botocore,2023-05-03 21:17:45.264,20898649.0,1.0,,,,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-05-02 14:05:20.000,2023-04-27 14:16:08,3759.0,77.0,1552,541.0,957.0,123.0,978.0,43128,2023-04-27 16:00:07.000,13.3.5,181.0,221.0,43,True,rich,conda-forge/rich,,,23128651.0,88664.0,84533.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,4131.0,23021783.0,https://anaconda.org/conda-forge/rich,2023-04-27 19:38:00.684,3633531.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-05-04 08:16:43.000,2023-05-03 20:23:53,2933.0,60.0,3070,640.0,2313.0,124.0,2079.0,20330,2023-03-03 19:50:50.336,23.3.3,32.0,643.0,43,True,flatbuffers,conda-forge/flatbuffers,,190979.0,10402910.0,55069.0,54535.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,276.0,9406733.0,https://anaconda.org/conda-forge/flatbuffers,2023-03-17 08:01:52.765,669407.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-03-03 19:50:29.334,258.0,986424.0,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-05-03 23:12:23.000,2023-05-03 22:28:31,3330.0,178.0,1704,224.0,1218.0,20.0,617.0,15738,2023-05-03 22:29:33.000,18.6.2,188.0,523.0,43,True,Faker,conda-forge/faker,,,7204098.0,129978.0,129978.0,https://pypi.org/project/Faker,,,7193834.0,https://anaconda.org/conda-forge/faker,2023-05-02 19:11:25.666,759539.0,1.0,,,,,,,,,,,,,,,,,, +24,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-05-04 05:21:00.000,2023-05-01 16:12:28,6373.0,98.0,517,32.0,717.0,405.0,1334.0,1276,2023-04-18 18:51:04.629,2.15.1,59.0,775.0,43,True,pygments,conda-forge/pygments,,,53407121.0,543518.0,506696.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36822.0,53157563.0,https://anaconda.org/conda-forge/pygments,2023-04-19 11:39:51.285,21212514.0,1.0,,,,,,,,,,,,,,,,,, +25,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-05-04 13:24:22.000,2023-05-04 13:03:52,116802.0,879.0,26590,1486.0,40463.0,8332.0,56339.0,52304,2020-07-22 03:00:52.000,0.0.6,11.0,2470.0,42,True,cpython,conda-forge/typing,,,84067.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,53574.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2622446.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +26,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-05-04 13:17:30.000,2023-05-04 13:17:30,4119.0,174.0,4840,702.0,3593.0,255.0,6609.0,29330,2023-04-20 12:54:32.000,2.17.3,144.0,472.0,42,True,docker-compose,conda-forge/docker-compose,,137157162.0,3951319.0,13443.0,12200.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1243.0,1659772.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,318962.0,2.0,,,,,,,,,,,,,,,,,, +27,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-05-04 10:10:07.000,2023-04-28 10:10:29,3414.0,111.0,2143,267.0,3534.0,564.0,1675.0,16065,2023-04-28 10:09:04.000,2.12.0,67.0,507.0,42,True,datasets,conda-forge/datasets,,,3582072.0,15429.0,14990.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,439.0,3572638.0,https://anaconda.org/conda-forge/datasets,2023-04-28 14:33:19.813,273587.0,1.0,,,,,,,,,,,,,,,,,, +28,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-05-04 13:04:29.000,2023-05-04 13:04:27,14424.0,561.0,1199,152.0,5273.0,473.0,3188.0,11841,2023-04-27 19:17:02.150,2.10.6,207.0,321.0,42,True,prefect,conda-forge/prefect,,,665138.0,2891.0,2752.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,139.0,656450.0,https://anaconda.org/conda-forge/prefect,2023-04-27 21:40:28.278,434436.0,1.0,,,,,,,,,,,,,,,,,, +29,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-05-02 17:47:19.000,2023-05-02 17:47:07,4514.0,43.0,1370,201.0,457.0,,2259.0,10009,2023-04-21 20:18:22.000,3.16.2,183.0,150.0,42,True,peewee,conda-forge/peewee,,,1056539.0,25215.0,21539.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3676.0,1050390.0,https://anaconda.org/conda-forge/peewee,2023-04-21 22:34:26.236,504226.0,1.0,,,,,,,,,,,,,,,,,, +30,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-05-02 22:52:23.000,2023-04-12 23:07:28,3862.0,24.0,1930,317.0,743.0,980.0,738.0,8303,2023-03-10 21:24:11.689,3.1.0,141.0,183.0,42,True,paramiko,conda-forge/paramiko,,,35364314.0,89056.0,76195.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12861.0,35325797.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,3081370.0,2.0,,,,,,,,,,,,,,,,,, +31,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-05-04 13:18:35.000,2023-05-04 13:18:25,39092.0,714.0,3920,260.0,21005.0,4267.0,1470.0,6810,2023-03-17 14:57:06.000,2.46.0,84.0,1469.0,42,True,apache-beam,conda-forge/apache-beam-with-aws,,,6595848.0,192.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,190.0,6593795.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-03-12 14:02:35.756,41060.0,1.0,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-05-04 10:15:21.000,2023-05-04 03:52:24,14407.0,852.0,2331,364.0,22123.0,978.0,7189.0,3628,2023-05-04 06:54:07.000,azure-mgmt-monitor_6.0.1,100.0,576.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,36625035.0,2825.0,2198.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,627.0,36609053.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-04-18 01:20:03.450,926984.0,1.0,,,,,,,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-05-04 12:51:54.000,2023-05-03 23:32:45,9834.0,732.0,868,172.0,6059.0,1665.0,4259.0,15868,2023-05-03 22:17:19.000,3.66.0,100.0,226.0,41,True,pulumi,,,215587.0,1709440.0,2491.0,2491.0,https://pypi.org/project/pulumi,,,644145.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,,,1055029.0,,,,,,,,,,,,, +34,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-05-01 13:47:12.000,2023-04-26 15:46:47,4209.0,43.0,493,57.0,864.0,242.0,1169.0,1867,2023-01-23 10:26:08.294,3.8.0,33.0,193.0,41,True,h5py,conda-forge/h5py,,2673.0,11899898.0,225693.0,211071.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14622.0,11765186.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,11582208.0,1.0,,,,,,,,,,,,,,,,,, +35,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-05-04 12:43:24.000,2023-05-04 12:30:37,6255.0,997.0,870,127.0,4913.0,734.0,3020.0,16876,2023-05-01 13:37:02.303,0.17.11,286.0,214.0,40,True,polars,,,,487429.0,1938.0,1782.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,156.0,487429.0,,,,2.0,,,,,,,,,,,,,,,,,, +36,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-05-04 05:17:08.000,2023-05-04 05:13:57,12786.0,63.0,3024,617.0,3452.0,977.0,3841.0,15827,2022-03-06 10:55:38.000,2.1.0,42.0,586.0,40,True,kivy,conda-forge/kivy,,30395.0,96428.0,10341.0,9735.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,606.0,91029.0,https://anaconda.org/conda-forge/kivy,2023-02-06 04:38:21.801,296080.0,1.0,,,,,,,,,,,,,,,,,, +37,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-05-04 12:57:11.000,2023-05-03 21:39:14,14333.0,1322.0,913,94.0,8280.0,1364.0,3919.0,7311,2023-04-27 21:58:16.000,1.3.2,134.0,302.0,40,True,dagster,conda-forge/dagster,,,550117.0,1144.0,1144.0,https://pypi.org/project/dagster,,,529534.0,https://anaconda.org/conda-forge/dagster,2023-04-28 18:36:21.095,864513.0,1.0,,,,,,,,,,,,,,,,,, +38,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-05-01 10:22:40.000,2023-05-01 10:22:22,1050.0,12.0,1333,232.0,458.0,25.0,608.0,7289,2023-03-28 03:56:56.000,1.0.3,11.0,119.0,40,True,PyMySQL,conda-forge/pymysql,,,30404231.0,163086.0,163086.0,https://pypi.org/project/PyMySQL,,,30387780.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1102262.0,1.0,,,,,,,,,,,,,,,,,, +39,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-05-03 16:51:32.000,2023-04-21 21:53:58,3300.0,5.0,1623,198.0,1544.0,421.0,1194.0,6216,2022-11-02 19:44:38.922,6.0.1,80.0,434.0,40,True,docker,conda-forge/docker-py,,424.0,28137973.0,64266.0,60545.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3721.0,28097883.0,https://anaconda.org/conda-forge/docker-py,2023-03-16 20:04:15.557,3287089.0,2.0,,,,,,,,,,,,,,,,,, +40,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-05-03 22:40:31.000,2023-05-03 22:36:35,1295.0,38.0,336,60.0,505.0,110.0,518.0,4731,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,40,True,attrs,conda-forge/attrs,,,119757287.0,713889.0,696147.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17742.0,119386353.0,https://anaconda.org/conda-forge/attrs,2023-05-03 14:44:40.700,27449145.0,1.0,,,,,,,,,,,,,,,,,, +41,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-04-27 14:49:45.000,2023-04-27 14:48:40,2470.0,82.0,558,59.0,312.0,28.0,709.0,4115,2023-04-27 15:26:32.000,4.18.0a6,85.0,108.0,40,True,jsonschema,conda-forge/jsonschema,,,68517332.0,389721.0,371170.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18551.0,68293603.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,19017029.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +42,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-05-02 14:43:09.000,2023-05-01 18:03:50,1512.0,14.0,1142,394.0,1193.0,36.0,976.0,3925,2023-04-06 20:59:42.000,8.7.0,129.0,193.0,40,True,elasticsearch,conda-forge/elasticsearch,,2855.0,13743176.0,43586.0,37521.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6065.0,13733177.0,https://anaconda.org/conda-forge/elasticsearch,2023-04-06 20:53:44.818,822352.0,1.0,,,,,,,,,,,,,,,,,, +43,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-05-02 14:09:28.000,2023-05-02 14:09:14,1446.0,63.0,243,36.0,460.0,27.0,230.0,3025,2023-03-02 16:32:43.000,9.1.1,42.0,102.0,40,True,more-itertools,conda-forge/more-itertools,,2642.0,34513989.0,184703.0,176030.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8673.0,34360395.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11209923.0,1.0,,,,,,,,,,,,,,,,,, +44,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-05-03 19:57:27.000,2023-05-03 07:27:31,1757.0,60.0,1351,208.0,809.0,155.0,905.0,8883,2023-05-01 11:17:43.000,1.14,73.0,289.0,39,True,rq,conda-forge/rq,,,704777.0,15156.0,13390.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1766.0,703676.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,90338.0,2.0,,,,,,,,,,,,,,,,,, +45,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-05-04 13:14:54.000,2023-05-04 13:14:25,10847.0,581.0,1304,72.0,6076.0,162.0,1490.0,8283,2023-04-28 22:22:10.000,0.16.10,215.0,383.0,39,True,great_expectations,conda-forge/great-expectations,,,9802199.0,31.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,31.0,9791943.0,https://anaconda.org/conda-forge/great-expectations,2023-04-29 01:18:34.613,635905.0,2.0,,,,,,,,,,,,,,,,,, +46,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-04-24 07:48:40.000,2023-04-22 13:29:39,1440.0,48.0,671,130.0,376.0,169.0,449.0,5795,2023-03-20 09:22:33.000,3.0.0,44.0,143.0,39,True,watchdog,conda-forge/watchdog,,,13255060.0,98191.0,90152.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8039.0,13229938.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,2034959.0,1.0,,,,,,,,,,,,,,,,,, +47,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-04-27 00:59:01.000,2023-04-18 19:22:32,4081.0,27.0,1211,136.0,1099.0,378.0,1309.0,3990,2023-03-03 10:28:06.959,0.27.0,72.0,385.0,39,True,mongoengine,conda-forge/mongoengine,,,1085156.0,23655.0,20078.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3577.0,1082647.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,203273.0,2.0,,,,,,,,,,,,,,,,,, +48,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-04-23 20:47:26.000,2023-04-23 20:47:26,3044.0,19.0,475,75.0,283.0,21.0,1201.0,2936,2023-04-03 11:33:15.441,2.9.6,56.0,129.0,39,False,psycopg2,psycopg2,,,14192244.0,645132.0,583699.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61413.0,14189987.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,203206.0,2.0,,,,,,,,,,,,,20.0,,,,, +49,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-04-27 19:12:14.000,2022-12-03 20:07:04,1571.0,,426,42.0,610.0,327.0,396.0,2045,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34901.0,221622452.0,1025967.0,1021864.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,221116541.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,42466700.0,1.0,,,,,,,,,,,,,,,,,, +50,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-05-03 13:19:22.000,2023-05-03 13:19:07,1676.0,67.0,182,20.0,114.0,104.0,846.0,1911,2023-04-24 15:12:27.005,1.10.4,113.0,164.0,39,True,alembic,conda-forge/alembic,,,23329540.0,169205.0,157775.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11430.0,23289751.0,https://anaconda.org/conda-forge/alembic,2023-04-24 20:53:19.825,3262778.0,2.0,,,,,,,,,,,,,,,,,, +51,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-05-04 08:12:35.000,2023-05-04 08:11:59,1131.0,46.0,250,23.0,162.0,32.0,270.0,1824,2022-05-10 23:30:45.000,pyparsing_3.0.9,68.0,55.0,39,True,pyparsing,conda-forge/pyparsing,,7832.0,73734440.0,800635.0,768695.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31940.0,73317871.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,34563732.0,1.0,,,,,,,,,,,,,,,,,, +52,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-05-04 10:27:31.000,2023-05-03 13:38:56,2136.0,44.0,248,25.0,709.0,199.0,351.0,583,2023-04-08 17:51:07.755,2023.4.0,67.0,176.0,39,True,fsspec,conda-forge/fsspec,,,87328567.0,45366.0,44759.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,607.0,87100364.0,https://anaconda.org/conda-forge/fsspec,2023-04-08 19:04:26.549,11638353.0,1.0,,,,,,,,,,,,,,,,,, +53,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-04-11 22:58:48.175,2023-02-13 20:24:46,287.0,4.0,1369,381.0,162.0,131.0,169.0,24452,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,38,True,fire,conda-forge/fire,,,6236700.0,21967.0,20286.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1681.0,6229207.0,https://anaconda.org/conda-forge/fire,2023-04-11 22:58:48.175,532013.0,2.0,,,,,,,,,,,,,,,,,, +54,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-05-03 14:51:01.000,2022-09-09 12:04:10,2962.0,,1808,227.0,1036.0,270.0,570.0,19468,2022-06-01 17:01:17.000,2.1.1,34.0,286.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2134028.0,21306.0,19749.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1557.0,2125971.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,676850.0,1.0,,,,,,,,,,,,,,,,,, +55,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-05-02 22:58:15.000,2023-04-28 08:22:02,2699.0,21.0,675,151.0,713.0,555.0,544.0,8323,2023-02-28 10:10:24.464,3.0.38,122.0,215.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,24069458.0,1406.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1406.0,23670566.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,15157933.0,2.0,,,,,,,,,,,,,,,,,, +56,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-05-04 09:09:52.000,2023-05-03 14:56:40,6045.0,198.0,1214,136.0,3324.0,375.0,3495.0,6922,2023-04-27 13:29:39.000,1.5.0,100.0,279.0,38,True,dbt,conda-forge/dbt,,1432.0,417627.0,2599.0,2599.0,https://pypi.org/project/dbt,,,414552.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,235610.0,2.0,,,,,,,,,,,,,,dbt,,,, +57,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-05-03 07:37:39.000,2023-05-03 07:37:38,3173.0,27.0,627,82.0,962.0,162.0,1026.0,6529,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,38,True,marshmallow,conda-forge/marshmallow,,,22325901.0,87248.0,77016.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10232.0,22304797.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1688353.0,2.0,,,,,,,,,,,,,,,,,, +58,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-04-17 15:12:57.000,2023-04-17 15:12:57,354.0,7.0,349,34.0,220.0,24.0,213.0,5932,2023-02-24 06:46:16.000,1.0.0,25.0,91.0,38,True,python-dotenv,conda-forge/python-dotenv,,,28567154.0,441550.0,441550.0,https://pypi.org/project/python-dotenv,,,28537270.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2330995.0,1.0,,,,,,,,,,,,,,,,,, +59,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-04-30 16:32:39.000,2023-04-10 19:57:15,1640.0,16.0,3082,135.0,826.0,101.0,1136.0,5669,2023-02-16 01:06:58.000,26.1.0,84.0,176.0,38,True,kubernetes,conda-forge/kubernetes,,,13786769.0,1316.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1316.0,13780170.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,409173.0,2.0,,,,,,,,,,,,,,,,,, +60,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-04-05 23:32:33.000,2023-03-02 20:25:13,2157.0,1.0,1338,154.0,946.0,282.0,1174.0,5188,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1827.0,7384277.0,18760.0,17363.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1397.0,7378822.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,391580.0,2.0,,,,,,,,,,,,,,,,,, +61,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-05-01 18:29:28.000,2023-04-30 23:13:29,1461.0,29.0,367,62.0,671.0,380.0,442.0,3234,2022-10-10 12:56:17.006,1.1.1,104.0,120.0,38,True,joblib,conda-forge/joblib,,,26900241.0,285494.0,279500.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5994.0,26683461.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,17776024.0,2.0,,,,,,,,,,,,,,,,,, +62,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-05-02 11:58:24.000,2023-04-02 16:48:18,1600.0,23.0,459,96.0,300.0,183.0,289.0,2372,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,38,True,pexpect,conda-forge/pexpect,,4326.0,30370462.0,285766.0,269700.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16066.0,30210030.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,13633598.0,1.0,,,,,,,,,,,,,,,,,, +63,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-04-25 19:40:25.000,2022-09-13 22:22:16,316.0,,442,51.0,244.0,259.0,286.0,2158,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,180569244.0,860120.0,785543.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74577.0,180167594.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,33336997.0,1.0,,,,,,,,,,,,,,,,,, +64,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-04-03 02:37:50.000,2023-01-29 03:07:44,1874.0,,272,38.0,236.0,183.0,197.0,1166,2023-01-13 03:19:42.000,0.18.3,8.0,113.0,38,True,future,conda-forge/future,,,32994159.0,270465.0,270465.0,https://pypi.org/project/future,,,32857633.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,11195139.0,1.0,,,,,,,,,,,,,,,,,, +65,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-05-04 09:55:49.000,2023-05-04 09:47:52,4078.0,9.0,2278,483.0,2270.0,86.0,876.0,16514,2023-05-04 09:55:49.000,3.3.0,56.0,600.0,37,True,luigi,luigi,,,653632.0,2102.0,2102.0,https://pypi.org/project/luigi,,,653486.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,12785.0,2.0,,,,,,,stable/luigi,,,,,,,,,,, +66,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-04-07 20:33:17.000,2023-01-15 16:27:26,925.0,,540,224.0,229.0,71.0,249.0,9296,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,378.0,6809606.0,77794.0,75942.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1852.0,6800947.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,579896.0,1.0,,,,,,,,,,,,,,,,,, +67,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-05-04 10:03:22.000,2023-05-03 20:21:39,2389.0,183.0,605,111.0,2558.0,896.0,2686.0,8604,2023-04-24 13:54:59.000,0.20.1,73.0,113.0,37,True,modin,conda-forge/modin-core,['pandas'],196584.0,1432444.0,1047.0,1008.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,39.0,1418649.0,https://anaconda.org/conda-forge/modin-core,2023-04-24 15:28:22.404,228945.0,2.0,,,,,,,,,,,,,,,,,, +68,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-05-04 13:18:15.000,2023-05-02 11:54:24,2236.0,83.0,787,105.0,1091.0,276.0,970.0,8328,2023-05-02 12:19:01.486,0.18.8,40.0,187.0,37,True,kedro,,,,511110.0,1625.0,1560.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,65.0,511110.0,,,,2.0,,,,,,,,,,,,,,,,,, +69,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-04-10 14:51:18.000,2023-04-10 14:51:17,2420.0,17.0,1207,235.0,473.0,146.0,995.0,7752,2022-12-24 01:04:06.789,4.2.5,50.0,174.0,37,True,supervisor,conda-forge/supervisor,,,1232454.0,11001.0,9049.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1229540.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,244828.0,2.0,,,,,,,,,,,,,,,,,, +70,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-05-03 23:14:37.000,2023-05-03 21:47:24,5254.0,50.0,1095,239.0,1200.0,5.0,,3833,2022-11-17 21:50:05.000,4.3.3,131.0,198.0,37,True,pymongo,conda-forge/pymongo,,,18862984.0,19903.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19903.0,18850450.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1040331.0,2.0,,,,,,,,,,,,,,,,,, +71,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-05-04 00:01:11.000,2023-05-04 00:00:04,1318.0,20.0,594,121.0,116.0,22.0,852.0,3225,2023-04-13 16:14:05.799,3.1.0,157.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,10993285.0,62982.0,59116.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3866.0,10957014.0,https://anaconda.org/conda-forge/xlsxwriter,2023-04-27 06:09:01.067,2611539.0,3.0,,,,,,,,,,,,,,,,,, +72,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-05-04 11:30:44.000,2023-05-04 02:35:57,4587.0,117.0,928,106.0,3444.0,1115.0,2719.0,2958,2023-04-21 04:05:09.505,2023.4.2,78.0,426.0,37,True,xarray,conda-forge/xarray,,,2284337.0,1812.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1811.0,2192607.0,https://anaconda.org/conda-forge/xarray,2023-04-21 13:01:21.817,7888844.0,2.0,,,,,,,,,,,,,,,,,, +73,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-05-03 09:49:21.000,2023-04-29 14:02:10,2588.0,80.0,464,120.0,521.0,267.0,1457.0,2580,2023-04-25 15:20:01.648,0.30.5,150.0,60.0,37,True,xlwings,conda-forge/xlwings,,22727.0,88825.0,28638.0,27999.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,639.0,79948.0,https://anaconda.org/conda-forge/xlwings,2023-04-25 20:58:46.126,590247.0,1.0,,,,,,,,,,,,,,,,,, +74,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-05-03 07:01:28.000,2023-04-10 14:48:56,1495.0,12.0,438,133.0,549.0,291.0,368.0,2264,2023-03-23 14:03:04.308,1.1.8,29.0,127.0,37,True,dateparser,conda-forge/dateparser,,,5134981.0,20486.0,19267.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1219.0,5133177.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,137141.0,2.0,,,,,,,,,,,,,,,,,, +75,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-05-02 14:48:50.000,2023-01-28 14:19:39,895.0,,223,52.0,150.0,23.0,183.0,1465,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,37,True,greenlet,conda-forge/greenlet,,,55922041.0,246542.0,236224.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10318.0,55829262.0,https://anaconda.org/conda-forge/greenlet,2023-01-28 20:52:05.920,6680139.0,1.0,,,,,,,,,,,,,,,,,, +76,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-05-04 00:37:36.000,2023-04-20 16:31:32,1645.0,35.0,239,57.0,1003.0,92.0,476.0,591,2023-04-19 13:44:05.497,3.10.0,142.0,126.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,27789100.0,19980.0,18884.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1096.0,27752925.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-04-20 00:24:02.749,2568495.0,2.0,,,,,,,,,,,,,,,,,, +77,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-05-02 04:42:09.000,2023-04-25 16:15:08,1958.0,10.0,184,26.0,574.0,80.0,190.0,552,2023-01-30 14:16:04.000,5.9.0,25.0,105.0,37,True,traitlets,conda-forge/traitlets,,124.0,23200874.0,309234.0,309234.0,https://pypi.org/project/traitlets,,,22965382.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,20016029.0,2.0,,,,,,,,,,,,,,,,,, +78,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-05-02 22:03:53.000,2023-05-02 22:01:10,1560.0,9.0,1923,465.0,548.0,451.0,1302.0,14021,2023-04-29 19:00:50.276,3.0.1,125.0,136.0,36,True,fabric,conda-forge/fabric,,,3438030.0,91.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,91.0,3437252.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,63042.0,3.0,,,,,,,,,,,,,,,,,, +79,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-05-02 19:29:05.212,2023-04-28 22:03:07,6342.0,440.0,1208,353.0,224.0,56.0,411.0,13132,2023-05-02 19:29:05.212,0.1.1,21.0,113.0,36,True,tink,,,1054.0,127607.0,45.0,41.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,127289.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,303.0,,,,,,,,,,,,, +80,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-04-26 20:29:40.000,2023-04-26 20:29:39,6758.0,99.0,1708,223.0,3023.0,707.0,2585.0,11574,2022-10-10 23:14:01.867,4.60.4,180.0,18.0,36,True,pysimplegui,conda-forge/pysimplegui,,,283306.0,8413.0,8118.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,295.0,281043.0,https://anaconda.org/conda-forge/pysimplegui,2022-10-17 23:43:38.474,101847.0,2.0,,,,,,,,,,,,,,,,,, +81,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-04-28 14:14:50.000,2023-04-11 15:40:50,389.0,8.0,913,208.0,175.0,148.0,279.0,10749,2023-04-10 10:14:03.842,1.2.0,25.0,57.0,36,True,schedule,conda-forge/schedule,,,2268743.0,26509.0,25095.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1414.0,2267942.0,https://anaconda.org/conda-forge/schedule,2023-04-11 03:15:46.375,32864.0,3.0,,,,,,,,,,,,,,,,,, +82,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-01-19 09:52:40.000,2022-11-15 16:25:22,1396.0,,631,133.0,666.0,79.0,397.0,8293,2022-01-27 15:57:18.000,1.2.2,43.0,268.0,36,True,arrow,conda-forge/arrow,,,10716297.0,48313.0,48313.0,https://pypi.org/project/arrow,,,10697347.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1591863.0,2.0,,,,,,,,,,,,,,,,,, +83,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-05-02 16:02:03.000,2023-04-21 07:35:37,1518.0,10.0,340,151.0,191.0,60.0,100.0,6138,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,36,True,boltons,conda-forge/boltons,,23.0,3983813.0,4665.0,4243.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,422.0,3965139.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,1568626.0,2.0,,,,,,,,,,,,,,,,,, +84,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-04-11 12:17:55.000,2023-04-11 12:17:55,1165.0,11.0,578,140.0,306.0,35.0,214.0,4249,2023-03-24 12:15:01.094,3.4.0,43.0,121.0,36,True,tablib,conda-forge/tablib,,,1565373.0,46733.0,45454.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1279.0,1564281.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,85195.0,2.0,,,,,,,,,,,,,,,,,, +85,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-05-03 18:07:19.000,2023-05-02 18:03:11,9366.0,79.0,1359,308.0,7195.0,227.0,3377.0,4185,2023-05-02 18:03:29.000,google-ai-generativelanguage-v0.1.0,100.0,329.0,36,True,google-cloud-storage,conda-forge/google-cloud-storage,,,37291729.0,,,https://pypi.org/project/google-cloud-storage,,,37244153.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-03-30 02:54:50.745,3377932.0,2.0,,,,,,,,,,,,,,,-5.0,,, +86,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-05-04 13:19:30.000,2023-05-04 09:51:30,2127.0,188.0,600,61.0,1269.0,35.0,878.0,3417,2023-04-13 16:54:05.000,3.0.0,135.0,129.0,36,True,awswrangler,conda-forge/awswrangler,['pandas'],187162.0,23862729.0,1039.0,988.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,51.0,23850557.0,https://anaconda.org/conda-forge/awswrangler,2023-04-17 14:21:31.804,348440.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +87,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-04-17 03:11:21.000,2022-11-04 10:01:12,370.0,,232,44.0,140.0,110.0,138.0,3146,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,127637896.0,659019.0,638072.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20947.0,127390540.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,21025329.0,2.0,,,,,,,,,,,,,,,,,, +88,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-05-03 23:55:25.000,2023-05-03 23:55:25,2620.0,27.0,1162,197.0,1162.0,242.0,1709.0,3085,2022-08-09 21:52:30.000,4.1.2,41.0,217.0,36,True,netmiko,,,,172911.0,3797.0,3538.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,259.0,172911.0,,,,3.0,,,,,,,,,,,,,,,,,, +89,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-04-17 13:39:38.000,2023-04-17 13:39:38,547.0,5.0,564,96.0,174.0,26.0,300.0,2844,,,21.0,82.0,36,True,pycparser,conda-forge/pycparser,,,101766805.0,566358.0,549311.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17047.0,101399838.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,29724396.0,2.0,,,,,,,,,,,,,,,,,, +90,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-04-17 15:55:17.000,2023-03-25 23:08:27,422.0,1.0,149,28.0,272.0,82.0,161.0,1374,2023-01-19 09:28:09.524,2.2.1,38.0,54.0,36,True,cloudpickle,conda-forge/cloudpickle,,20.0,24413167.0,80048.0,77227.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2821.0,24263358.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,12883586.0,2.0,,,,,,,,,,,,,,,,,, +91,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-05-02 22:48:48.000,2023-05-02 22:17:35,816.0,31.0,105,26.0,247.0,58.0,242.0,1254,2022-10-19 11:58:38.453,3.6.2,43.0,40.0,36,True,anyio,conda-forge/anyio,,,27049600.0,118489.0,118107.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,382.0,26901492.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,6516786.0,2.0,,,,,,,,,,,,,,,,,, +92,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-04-13 06:00:56.000,2023-04-13 06:00:56,4412.0,28.0,237,58.0,340.0,155.0,524.0,1202,2022-12-23 13:29:42.000,3.8.0,36.0,116.0,36,True,tables,conda-forge/pytables,,172.0,766039.0,47827.0,45301.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2526.0,694188.0,https://anaconda.org/conda-forge/pytables,2023-04-08 17:21:15.847,5819801.0,2.0,,,,,,,,,,,,,,,,,, +93,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-04-24 08:19:16.875,2023-04-23 21:45:09,717.0,78.0,110,36.0,195.0,51.0,183.0,1196,2023-04-23 21:47:00.480,3.0.8,115.0,63.0,36,True,argcomplete,conda-forge/argcomplete,,251.0,21007946.0,44691.0,42735.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,1956.0,20994122.0,https://anaconda.org/conda-forge/argcomplete,2023-04-24 08:19:16.875,1036595.0,2.0,,,,,,,,,,,,,,,,,, +94,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-04-27 15:27:44.038,2023-04-27 11:28:21,1377.0,32.0,309,32.0,322.0,179.0,236.0,1083,2023-05-02 07:31:50.000,0.41.1,214.0,115.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4514961.0,24132.0,22019.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2113.0,4509255.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-04-27 15:27:44.038,456510.0,2.0,,,,,,,,,,,,,,,,,, +95,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,253,27.0,105.0,86.0,182.0,941,,,7.0,65.0,36,True,six,conda-forge/six,,,197632412.0,1635489.0,1635489.0,https://pypi.org/project/six,,,197145278.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,40919284.0,2.0,,,,,,,,,,,,,,,,,, +96,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-05-04 10:45:23.000,2023-05-04 03:19:19,14702.0,239.0,6386,730.0,5221.0,1559.0,3446.0,16482,2023-04-26 15:20:33.000,1.20.0,14.0,567.0,35,True,micropython-_markupbase,,,60351.0,874.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +97,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-05-04 05:59:03.000,2023-05-02 06:15:57,457.0,29.0,455,66.0,256.0,207.0,158.0,11107,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,typer,conda-forge/typer,,,11833318.0,2795.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2795.0,11798527.0,https://anaconda.org/conda-forge/typer,2023-05-02 12:12:32.753,1287293.0,2.0,,,,,,,,,,,,,,,,,, +98,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,162.0,109.0,260.0,184.0,7783,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,12034604.0,104185.0,91787.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12398.0,12014468.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1711592.0,2.0,,,,,,,,,,,,,,,,,, +99,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-04-03 07:23:39.000,2023-04-03 07:23:39,1422.0,75.0,467,142.0,226.0,2.0,439.0,6563,,,8.0,92.0,35,True,sh,conda-forge/sh,,,3993230.0,12196.0,12196.0,https://pypi.org/project/sh,,,3991147.0,https://anaconda.org/conda-forge/sh,2023-03-20 22:08:43.456,166648.0,3.0,,,,,,,,,,,,,,,,,, +100,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-04-30 11:14:45.000,2023-04-27 23:50:27,554.0,26.0,159,31.0,73.0,3.0,304.0,4519,2023-04-27 23:53:35.000,3.8.11,100.0,18.0,35,True,orjson,conda-forge/orjson,,,11320371.0,41491.0,41491.0,https://pypi.org/project/orjson,,,11301811.0,https://anaconda.org/conda-forge/orjson,2023-04-28 07:01:46.473,686743.0,2.0,,,,,,,,,,,,,,,,,, +101,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-04-07 19:09:31.000,2022-11-03 19:39:10,1206.0,,249,84.0,346.0,114.0,142.0,4234,2022-07-10 04:30:45.196,0.12.0,26.0,74.0,35,True,toolz,conda-forge/toolz,,,17897873.0,95161.0,91692.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3469.0,17715554.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,15132540.0,2.0,,,,,,,,,,,,,,,,,, +102,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-05-01 04:36:34.000,2023-05-01 04:36:33,856.0,10.0,363,87.0,251.0,22.0,314.0,4042,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,35,True,ujson,conda-forge/ujson,,,7320355.0,4368.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4368.0,7269452.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3410511.0,2.0,,,,,,,,,,,,,,,,,, +103,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-04-27 19:27:41.591,2023-04-27 12:19:21,1562.0,25.0,413,86.0,105.0,5.0,160.0,3225,2023-04-27 12:25:05.318,8.13.11,220.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4437784.0,1409.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1409.0,4428916.0,https://anaconda.org/conda-forge/phonenumbers,2023-04-27 19:27:41.591,736055.0,1.0,,,,,,,,,,,,,,,7.0,,, +104,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-05-04 13:10:18.000,2023-05-04 10:42:23,5193.0,686.0,401,76.0,4011.0,71.0,2015.0,2669,2023-04-11 17:45:32.960,5.1.0,36.0,137.0,35,True,ibis-framework,conda-forge/ibis-framework,,68.0,105381.0,532.0,481.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,102079.0,https://anaconda.org/conda-forge/ibis-framework,2023-04-11 19:20:15.448,280338.0,2.0,,,,,,,,,,,,,,,,,, +105,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-05-03 03:58:16.000,2023-03-23 15:50:32,1252.0,10.0,176,49.0,303.0,122.0,220.0,2586,2023-01-02 01:06:39.000,1.8.1,13.0,108.0,35,True,plumbum,conda-forge/plumbum,,,1078435.0,4016.0,4016.0,https://pypi.org/project/plumbum,,,1066068.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,952305.0,3.0,,,,,,,,,,,,,,,,,, +106,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-04-03 11:31:20.000,2023-04-03 11:31:20,979.0,12.0,157,23.0,143.0,159.0,310.0,1906,2022-10-23 22:50:21.000,dill-0.3.6,25.0,41.0,35,True,dill,conda-forge/dill,,290392.0,23507133.0,97856.0,94106.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3750.0,23456731.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,3973872.0,2.0,,,,,,,,,,,,,,,,,, +107,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-04-10 16:43:27.000,2022-12-29 07:29:09,696.0,,140,43.0,108.0,22.0,143.0,1850,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,35,True,pyrsistent,conda-forge/pyrsistent,,,54645056.0,266070.0,263798.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2272.0,54331825.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,17227718.0,1.0,,,,,,,,,,,,,,,,,, +108,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-05-02 06:31:32.000,2023-03-17 18:35:18,975.0,13.0,190,28.0,149.0,63.0,183.0,1647,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,12805511.0,7528.0,6774.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,754.0,12801705.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,255058.0,1.0,,,,,,,,,,,,,,,,,, +109,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,,2011-02-06 05:47:45.000,2023-04-10 11:30:34.098,2023-04-06 19:00:56,650.0,19.0,317,67.0,122.0,15.0,175.0,1575,2023-04-06 19:02:44.000,3.19.1,28.0,42.0,35,False,simplejson,conda-forge/simplejson,,6151.0,18802193.0,102774.0,102774.0,https://pypi.org/project/simplejson,,,18766536.0,https://anaconda.org/conda-forge/simplejson,2023-04-10 11:30:34.098,2491137.0,2.0,,,,,,,,,,,,,,,,,, +110,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-05-01 14:45:44.000,2023-04-25 15:48:20,982.0,11.0,224,22.0,348.0,103.0,277.0,682,2023-04-08 18:03:03.185,2023.4.0,57.0,118.0,35,True,s3fs,conda-forge/s3fs,,,93423841.0,13699.0,13090.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,609.0,93357976.0,https://anaconda.org/conda-forge/s3fs,2023-04-08 21:10:23.413,5532719.0,2.0,,,,,,,,,,,,,,,,,, +111,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-05-02 20:04:12.000,2023-01-13 00:58:19,511.0,,1864,366.0,441.0,328.0,178.0,29858,2023-01-13 01:02:27.000,0.23.3,44.0,127.0,34,True,diagrams,conda-forge/diagrams,,,97318.0,1010.0,974.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,36.0,93015.0,https://anaconda.org/conda-forge/diagrams,2023-04-07 13:33:12.269,154914.0,2.0,,,,,,,,,,,,,,,,,, +112,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-04-28 23:07:15.000,2023-02-25 00:51:39,793.0,9.0,323,63.0,234.0,238.0,263.0,5437,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,92.0,11061546.0,20743.0,19570.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1173.0,11051474.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,715080.0,2.0,,,,,,,,,,,,,,,,,, +113,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,1.0,777,413.0,366.0,145.0,1144.0,3643,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,166.0,2824033.0,9884.0,8907.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,977.0,2823922.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7251.0,2.0,,,,,,,,,,,,,,,,,, +114,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-04-27 11:46:17.000,2023-04-27 11:46:13,1171.0,13.0,306,40.0,459.0,427.0,474.0,3525,2023-01-30 02:35:01.295,0.19.3,150.0,120.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,84362.0,5537.0,5440.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,97.0,83851.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,11758.0,2.0,,,,,,,,,,,,,,,,,, +115,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,,2016-04-14 07:40:41.000,2023-05-03 23:52:21.000,2023-05-03 23:41:26,836.0,16.0,822,275.0,504.0,241.0,824.0,3228,2023-04-06 10:08:29.000,2.1.0,23.0,107.0,34,False,confluent-kafka,conda-forge/python-confluent-kafka,,,8370189.0,5932.0,5932.0,https://pypi.org/project/confluent-kafka,,,8360904.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-04-26 16:07:01.103,687142.0,2.0,,,,,,,,,,,,,,,,,, +116,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-05-03 19:32:15.000,2023-04-29 19:11:53,681.0,38.0,261,34.0,463.0,105.0,331.0,3014,2023-03-02 15:20:46.983,3.1.12,81.0,109.0,34,True,dynaconf,conda-forge/dynaconf,,,1783870.0,6603.0,6362.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,241.0,1782292.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,48936.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +117,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,230,49.0,261.0,49.0,295.0,2974,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5686071.0,14657.0,13533.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1124.0,5682229.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,311232.0,2.0,,,,,,,,,,,,,,,,,, +118,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2933,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,34,True,sortedcontainers,conda-forge/sortedcontainers,,,19648895.0,112634.0,110481.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2153.0,19529838.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9762724.0,1.0,,,,,,,,,,,,,,,,,, +119,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,,2014-05-02 15:11:38.000,2023-03-31 09:46:12.000,2023-01-28 19:30:20,2771.0,,420,59.0,186.0,51.0,475.0,2347,2023-01-28 00:19:28.000,3.17.0x,32.0,134.0,34,False,pycryptodomex,conda-forge/pycryptodomex,,,29664055.0,66525.0,66525.0,https://pypi.org/project/pycryptodomex,,,29645205.0,https://anaconda.org/conda-forge/pycryptodomex,2022-11-27 20:49:06.507,1225302.0,2.0,,,,,,,,,,,,,,,,,, +120,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,3.0,264,48.0,98.0,36.0,157.0,2324,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5584750.0,44207.0,40952.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3255.0,5581915.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,206995.0,2.0,,,,,,,,,,,,,,,,,, +121,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-03-20 14:37:47.000,2023-02-09 01:15:40,210.0,6.0,141,36.0,56.0,47.0,60.0,2258,2023-02-09 01:16:46.619,23.1.0,13.0,30.0,34,True,aiofiles,conda-forge/aiofiles,,,9249344.0,90938.0,89111.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1827.0,9240606.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,585448.0,2.0,,,,,,,,,,,,,,,,,, +122,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-05-04 13:22:30.000,2023-05-02 17:14:59,1221.0,211.0,168,39.0,989.0,53.0,431.0,2151,2023-04-18 07:59:14.000,0.30.0,558.0,60.0,34,True,docarray,conda-forge/docarray,,,87039.0,234.0,225.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,9.0,81342.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,91158.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,, +123,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-04-08 05:18:25.000,2023-04-08 05:18:25,850.0,7.0,223,47.0,271.0,7.0,260.0,1740,2023-03-09 02:43:32.000,1.0.5,20.0,76.0,34,True,msgpack,conda-forge/msgpack-python,,985.0,31357397.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,31207201.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,11714191.0,3.0,,,,,,,,,,,,,,,,,, +124,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-05-03 17:04:52.000,2023-05-02 02:18:34,6002.0,26.0,522,80.0,1076.0,20.0,,1330,2023-05-02 14:35:04.205,3.27.0,74.0,190.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1439457.0,5590.0,4891.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,699.0,1437273.0,https://anaconda.org/conda-forge/cassandra-driver,2023-05-02 21:59:51.719,159454.0,2.0,,,,,,,,,,,,,,,,,, +125,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-05-04 03:00:01.000,2023-05-01 17:48:14,1801.0,193.0,376,18.0,788.0,27.0,317.0,959,2023-05-01 17:59:02.000,.0.24,51.0,208.0,34,True,holidays,conda-forge/holidays,,172.0,5281366.0,425.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,425.0,5223570.0,https://anaconda.org/conda-forge/holidays,2023-05-02 00:33:50.139,3005371.0,2.0,,,,,,,,,,,,,,,,,, +126,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-05-03 22:39:58.000,2023-05-03 22:39:51,242.0,33.0,82,14.0,140.0,13.0,82.0,540,2023-04-18 16:57:10.527,3.12.0,59.0,35.0,34,True,filelock,conda-forge/filelock,,,58208859.0,241837.0,239260.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2577.0,58059567.0,https://anaconda.org/conda-forge/filelock,2023-04-18 17:42:19.822,12391272.0,2.0,,,,,,,,,,,,,,,,,, +127,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,9.0,71,15.0,31.0,28.0,44.0,257,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,34,True,pytz,conda-forge/pytz,,,114119968.0,1549122.0,1466395.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82727.0,113663461.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,38346602.0,2.0,,,,,,,,,,,,,,,,,, +128,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-05-03 07:53:30.000,2023-04-24 01:10:58,2752.0,15.0,540,141.0,464.0,191.0,969.0,10133,2023-03-23 02:11:46.000,1.9.0,217.0,59.0,33,True,dearpygui,,,,20714.0,1879.0,1842.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,37.0,20714.0,,,,2.0,,,,,,,,,,,,,,,,,, +129,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-25 18:23:04.000,2023-03-04 17:45:05,299.0,22.0,557,132.0,186.0,165.0,336.0,5611,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,33,True,eel,,,,71788.0,5315.0,5240.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,71788.0,,,,2.0,,,,,,,,,,,,python-eel/Eel,,,,,, +130,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-04-18 05:24:18.000,2023-03-07 20:01:07,1828.0,19.0,584,131.0,327.0,64.0,809.0,5449,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,33,True,csvkit,conda-forge/csvkit,,,143675.0,1699.0,1331.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,368.0,142505.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,86620.0,2.0,,,,,,,,,,,,,,,,,, +131,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-04-19 18:24:00.000,2023-03-20 14:32:03,469.0,9.0,230,47.0,187.0,85.0,140.0,4701,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,24803174.0,1220.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1220.0,24741316.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4453783.0,2.0,,,,,,,,,,,,,,,,,, +132,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-04-18 19:17:15.000,2023-01-16 12:56:18,319.0,,232,53.0,190.0,133.0,184.0,3402,2022-12-18 09:18:01.579,0.7.0,41.0,52.0,33,True,databases,conda-forge/databases,,,411369.0,18608.0,18473.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,135.0,407931.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,175371.0,2.0,,,,,,,,,,,,,,,,,, +133,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-03-21 14:26:46.000,2022-12-19 03:14:24,1998.0,,213,47.0,184.0,142.0,348.0,2864,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,33,True,dependency-injector,conda-forge/dependency_injector,,,982018.0,2102.0,2009.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,93.0,980884.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,22687.0,2.0,,,,,,,,,,,,,,,,,, +134,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-04-17 23:37:13.000,2023-04-17 23:37:12,196.0,6.0,169,27.0,71.0,4.0,81.0,2407,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1293160.0,100104.0,96806.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3298.0,1292271.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,60454.0,2.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +135,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-04-12 19:30:06.000,2023-04-12 19:30:05,1720.0,9.0,189,88.0,198.0,,,2147,2023-04-03 20:26:32.000,3.1.2,42.0,42.0,33,True,motor,conda-forge/motor,,,1250406.0,59056.0,57913.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1143.0,1249353.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,55853.0,2.0,,,,,,,,,,,,,,,,,, +136,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,83.0,1898,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,52662104.0,39176.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39173.0,52395331.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,20006435.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,21.0,,,,,,,,,,,,, +137,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,4.0,209,45.0,69.0,32.0,134.0,1846,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,wrapt,conda-forge/wrapt,,,73518625.0,11766.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11766.0,73380968.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,11150226.0,2.0,,,,,,,,,,,,,,,,,, +138,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-31 03:02:53.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,157.0,53.0,84.0,1798,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,139683270.0,6917.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6917.0,139503102.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,14773825.0,3.0,,,,,,,,,,,,,,,,,, +139,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-03-12 20:31:41.000,2023-03-12 20:24:25,450.0,7.0,251,26.0,106.0,11.0,136.0,1670,2023-03-12 20:27:37.000,2.4.0,35.0,60.0,33,True,emoji,conda-forge/emoji,,,1696185.0,56780.0,55363.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1417.0,1695235.0,https://anaconda.org/conda-forge/emoji,2022-11-02 16:35:36.450,48471.0,1.0,,,,,,,,,,,,,,,,,, +140,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,4.0,216,64.0,389.0,120.0,596.0,1400,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,33,True,typing,conda-forge/typing,,,8176587.0,5976.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5976.0,8146094.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2622434.0,2.0,,,,,,,,,,,,,,,,,, +141,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-05-03 17:31:21.000,2023-05-03 17:24:54,1770.0,35.0,216,47.0,763.0,257.0,357.0,1134,2023-02-24 18:17:02.569,2.14.2,67.0,86.0,33,True,zarr,conda-forge/zarr,,,248238.0,2560.0,2209.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,351.0,221161.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2274506.0,2.0,,,,,,,,,,,,,,,,,, +142,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-02-22 17:53:44.000,2023-02-22 17:53:44,1346.0,3.0,155,34.0,156.0,60.0,225.0,1129,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,33,True,jsonpickle,conda-forge/jsonpickle,,,8954426.0,2364.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2364.0,8935611.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1298291.0,3.0,,,,,,,,,,,,,,,,,, +143,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-04-25 19:09:00.000,2023-02-12 00:08:39,785.0,1.0,192,42.0,110.0,139.0,269.0,1062,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,33,True,py4j,conda-forge/py4j,,,29416549.0,22429.0,21745.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,684.0,29383151.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2705242.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,, +144,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-04-11 01:26:43.000,2023-04-04 11:45:40,1273.0,9.0,93,32.0,202.0,42.0,191.0,897,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,600108.0,41626.0,39988.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1638.0,559917.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3376088.0,2.0,,,,,,,,,,,,,,,,,, +145,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-04-28 10:20:18.936,2023-04-28 05:59:51,1445.0,29.0,174,97.0,685.0,5.0,219.0,789,2023-04-28 09:38:03.000,5.8.0,121.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,169243.0,4528.0,4302.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,166782.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-04-28 10:20:18.936,174763.0,2.0,,,,,,,,,,,,,,,,,, +146,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,98,23.0,54.0,11.0,93.0,759,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,decorator,conda-forge/decorator,,,65149306.0,440576.0,416286.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24290.0,64905547.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,19988270.0,2.0,,,,,,,,,,,,,,,,,, +147,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-04-13 01:34:09.000,2023-04-13 01:33:02,311.0,76.0,131,16.0,138.0,14.0,119.0,735,2023-04-13 01:35:07.000,0.21.1,38.0,43.0,33,True,validators,conda-forge/validators,,,5292486.0,68427.0,66764.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1663.0,5284280.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,344683.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,, +148,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-04-26 06:23:40.000,2023-04-06 14:56:18,1101.0,5.0,271,31.0,778.0,4.0,494.0,631,2023-03-24 05:45:10.000,7.1.14,103.0,111.0,33,True,minio,conda-forge/minio,,,1015977.0,4802.0,4404.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,398.0,1013334.0,https://anaconda.org/conda-forge/minio,2023-03-24 06:44:38.269,124221.0,2.0,,,,,,,,,,,,,,,,,, +149,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-04-25 14:03:00.000,2023-04-25 14:03:00,581.0,13.0,100,11.0,105.0,24.0,98.0,431,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,119607885.0,273890.0,266884.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7006.0,119472304.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,11117688.0,3.0,,,,,,,,,,,,,,,,,, +150,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-04-28 15:35:11.000,2022-10-18 01:49:53,790.0,,128,24.0,89.0,50.0,129.0,291,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,47364190.0,106662.0,99610.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,47252070.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,7960556.0,3.0,,,,,,,,,,,,,,,,,, +151,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-05-03 23:37:17.000,2023-05-03 23:37:17,549.0,6.0,116,16.0,210.0,48.0,33.0,166,2022-05-31 19:44:50.000,0.6.0,32.0,36.0,33,True,s3transfer,conda-forge/s3transfer,,,225291984.0,194067.0,189766.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4301.0,225109072.0,https://anaconda.org/conda-forge/s3transfer,2022-05-31 23:35:02.613,14998832.0,2.0,,,,,,,,,,,,,,,,,, +152,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-04-04 09:31:56.000,2023-04-04 09:31:55,689.0,4.0,494,105.0,151.0,15.0,285.0,5833,2023-01-14 16:25:06.868,4.7.1,67.0,80.0,32,True,tinydb,conda-forge/tinydb,,,400039.0,11321.0,10464.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,857.0,396604.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,285165.0,2.0,,,,,,,,,,,,,,,,,, +153,Activeloop,activeloopai/Hub,"AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for Deep Learning. Store, query, version, & visualize..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-05-04 12:30:37.000,2023-05-03 09:42:31,7381.0,485.0,455,69.0,1885.0,48.0,366.0,5797,2023-05-02 17:51:40.000,3.4.0,154.0,109.0,32,True,hub,,,,6730.0,220.0,166.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,6730.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,, +154,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,444,108.0,93.0,73.0,159.0,5129,,,4.0,49.0,32,True,xmltodict,conda-forge/xmltodict,,,22841756.0,53041.0,53041.0,https://pypi.org/project/xmltodict,,,22808905.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2660940.0,2.0,,,,,,,,,,,,,,,,,, +155,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-05-02 12:47:21.000,2023-05-02 12:47:08,965.0,13.0,362,86.0,166.0,,571.0,4467,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,70291.0,1345.0,1172.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,173.0,69800.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,29954.0,2.0,,,,,,,,,,,,,,,,,, +156,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-03-30 20:13:54.000,2022-12-14 22:13:47,1548.0,,338,262.0,1629.0,108.0,485.0,3262,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1016.0,1780674.0,309.0,293.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1774788.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,281580.0,2.0,,,,,,,,,,,,,,,,,, +157,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2601,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,74635.0,1386.0,1272.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,68267.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,509473.0,2.0,,,,,,,,,,,,,,,,,, +158,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-05-04 13:16:30.000,2023-05-01 20:25:15,539.0,28.0,181,15.0,497.0,191.0,382.0,2291,2023-03-20 22:48:01.602,0.14.5,62.0,90.0,32,True,pandera,conda-forge/pandera-core,['pandas'],,749796.0,857.0,792.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,65.0,749108.0,https://anaconda.org/conda-forge/pandera-core,2023-03-21 00:14:13.208,21332.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,, +159,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-04-30 16:05:20.000,2023-04-21 01:44:53,819.0,7.0,412,40.0,617.0,265.0,357.0,2165,2023-04-26 00:01:37.000,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1257516.0,1556.0,1398.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,158.0,1250211.0,https://anaconda.org/conda-forge/pynamodb,2023-04-27 17:47:44.657,328758.0,3.0,,,,,,,,,,,,,,,,,, +160,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-04-21 06:47:01.000,2022-03-15 11:17:01,1020.0,,245,37.0,347.0,133.0,246.0,2009,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2430524.0,12999.0,12920.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,79.0,2430422.0,https://anaconda.org/conda-forge/pypika,2023-04-15 15:29:51.129,1953.0,3.0,,,,,,,,,,,,,,,,,, +161,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-04-30 16:42:54.000,2023-03-17 22:10:49,264.0,3.0,141,27.0,47.0,6.0,217.0,1653,2023-01-22 22:31:46.730,5.3.0,44.0,9.0,32,True,cachetools,conda-forge/cachetools,,,72970898.0,3277.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3277.0,72863934.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8450166.0,1.0,,,,,,,,,,,,,,,,,, +162,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-04-14 23:47:05.000,2023-04-14 23:47:04,1041.0,7.0,79,16.0,551.0,72.0,422.0,1466,2022-12-08 21:01:02.889,2.3.0,144.0,29.0,32,True,omegaconf,conda-forge/omegaconf,,,4467411.0,12412.0,12102.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,310.0,4445310.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,884069.0,3.0,,,,,,,,,,,,,,,,,, +163,SDV,sdv-dev/SDV,"Synthetic Data Generation for tabular, relational and time series data.",,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-05-04 10:40:14.000,2023-05-04 10:40:13,1292.0,171.0,218,40.0,535.0,130.0,705.0,1432,2023-04-20 19:04:40.000,1.0.1,94.0,43.0,32,False,sdv,conda-forge/sdv,,,64997.0,205.0,191.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,14.0,64481.0,https://anaconda.org/conda-forge/sdv,2023-04-24 17:50:42.034,8783.0,2.0,,,,,,,,,,,,,,,,,, +164,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,180,50.0,196.0,80.0,370.0,1114,2022-11-23 18:35:01.134,1.7.12,87.0,58.0,32,True,petl,conda-forge/petl,,,786410.0,3447.0,3363.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,784243.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,173399.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +165,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-03-30 08:14:55.000,2023-02-23 00:11:59,1963.0,9.0,136,18.0,153.0,50.0,425.0,1011,2022-12-18 20:26:01.606,23.13.1,186.0,112.0,32,True,keyring,conda-forge/keyring,,,23530167.0,3970.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3970.0,23493352.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,3092490.0,3.0,,,,,,,,,,,,,,,,,, +166,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-04-29 16:03:44.000,2023-04-28 20:33:12,1903.0,57.0,127,44.0,395.0,99.0,242.0,893,2023-03-11 21:23:00.619,0.6.8,27.0,81.0,32,True,intake,conda-forge/intake,,,78697.0,1196.0,1078.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,118.0,71486.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,389445.0,2.0,,,,,,,,,,,,,,,,,, +167,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-04-19 04:42:53.000,2023-04-19 04:35:31,1002.0,48.0,42,15.0,74.0,2.0,84.0,745,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,32,True,natsort,conda-forge/natsort,,,3201451.0,20276.0,19085.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1191.0,3185333.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1192794.0,3.0,,,,,,,,,,,,,,,,,, +168,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-03-30 20:18:42.000,2023-03-29 16:15:54,344.0,4.0,114,60.0,332.0,53.0,247.0,361,2023-01-30 14:26:08.266,0.19.1,42.0,40.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,288.0,6679696.0,6993.0,6676.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,317.0,6655598.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1782985.0,3.0,,,,,,,,,,,,,,,,,, +169,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,328,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,34502336.0,401761.0,388388.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13373.0,34304990.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,17563843.0,3.0,,,,,,,,,,,,,,,,,, +170,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,32.0,104.0,58.0,65.0,230,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,32,False,pyasn1,conda-forge/pyasn1,,,121722727.0,342930.0,327964.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14966.0,121580811.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11495215.0,3.0,,,,,,,,,,,,,,,,,, +171,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-05-03 07:19:25.000,2023-05-03 04:46:28,6199.0,572.0,586,88.0,1130.0,143.0,544.0,3459,2023-04-12 02:29:00.815,0.3.1,63.0,236.0,31,True,toga,,,1451.0,2123.0,37.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,35.0,1900.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,16.0,,,,,,,,,,,,, +172,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-04-17 05:05:18.000,2022-12-15 14:28:13,3987.0,,233,86.0,76.0,313.0,327.0,3221,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,51.0,73693.0,3752.0,3389.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,363.0,72524.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,88871.0,3.0,,,,,,,,,,,,,,,,,, +173,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-03-28 11:36:15.290,2023-03-28 06:19:13,982.0,15.0,137,75.0,51.0,6.0,71.0,3062,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,31,True,funcy,conda-forge/funcy,,,1325478.0,8071.0,7454.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,617.0,1321192.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,325778.0,3.0,,,,,,,,,,,,,,,,,, +174,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-04-22 06:02:17.000,2023-04-22 06:02:17,441.0,42.0,272,17.0,109.0,16.0,124.0,3009,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,gdown,conda-forge/gdown,,,1075392.0,16572.0,16262.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,310.0,1071441.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,173871.0,2.0,,,,,,,,,,,,,,,,,, +175,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-04-13 14:41:54.000,2023-04-11 16:23:15,1137.0,24.0,575,176.0,457.0,89.0,475.0,2971,2023-03-13 16:24:01.128,1.81.1,92.0,80.0,31,False,arctic,conda-forge/arctic,,197.0,8296.0,243.0,208.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,35.0,7749.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,26165.0,3.0,,,,,,,,,,,,,,,,,, +176,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-02-05 07:09:09.000,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,72.0,2744,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,31,False,schema,conda-forge/schema,,,4666601.0,7147.0,6271.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,876.0,4664607.0,https://anaconda.org/conda-forge/schema,2021-12-02 07:54:56.628,91766.0,2.0,,,,,,,,,,,,,,,,,, +177,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-05-03 18:03:18.000,2023-05-01 16:38:38,1621.0,19.0,97,38.0,1213.0,60.0,338.0,2720,2023-04-21 13:14:37.000,0.20.0,22.0,42.0,31,True,returns,conda-forge/returns,,,65496.0,345.0,345.0,https://pypi.org/project/returns,,,65289.0,https://anaconda.org/conda-forge/returns,2023-04-22 19:15:30.176,4989.0,3.0,,,,,,,,,,,,,,,,,, +178,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-04-21 05:05:38.000,2023-03-31 15:01:00,1030.0,2.0,392,53.0,255.0,23.0,289.0,2230,2022-06-22 08:12:35.000,2.1.1,34.0,73.0,31,True,mysqlclient,conda-forge/mysqlclient,,5234.0,4118640.0,7199.0,,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7199.0,4113995.0,https://anaconda.org/conda-forge/mysqlclient,2023-04-06 18:27:57.286,251944.0,3.0,,,,,,,,,,,,,,,,,, +179,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,3.0,203,39.0,237.0,41.0,201.0,1764,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,31,True,voluptuous,conda-forge/voluptuous,,,2245764.0,14402.0,13048.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1354.0,2242368.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,278499.0,2.0,,,,,,,,,,,,,,,,,, +180,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1655,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,31,True,humanize,conda-forge/humanize,,,4434039.0,1967.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1967.0,4429500.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,376746.0,2.0,,,,,,,,,,,,,,,,,, +181,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,4.0,96,33.0,67.0,3.0,64.0,1332,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,11320811.0,2819.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2819.0,11302366.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1475671.0,2.0,,,,,,,,,,,,,,,,,, +182,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-04-26 15:25:38.000,2023-04-26 15:25:35,796.0,52.0,56,25.0,39.0,85.0,71.0,1232,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,31,True,strictyaml,conda-forge/strictyaml,,,454352.0,1705.0,1481.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,224.0,451114.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,197547.0,2.0,,,,,,,,,,,,,,,,,, +183,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-04-21 14:20:30.000,2022-10-28 20:07:55,384.0,,174,28.0,92.0,61.0,136.0,1087,2021-01-11 13:28:44.000,0.4.0,28.0,24.0,31,True,sshtunnel,conda-forge/sshtunnel,,,5027388.0,5670.0,5372.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,298.0,5026027.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,108944.0,3.0,,,,,,,,,,,,,,,,,, +184,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-04-25 10:38:33.000,2023-04-25 10:38:33,598.0,9.0,121,21.0,222.0,42.0,111.0,942,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,60105809.0,10323.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10323.0,59845765.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,18983231.0,2.0,,,,,,,,,,,,,,,,,, +185,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-04-16 02:45:49.000,2023-03-28 20:26:40,1267.0,7.0,239,18.0,209.0,17.0,299.0,841,2023-03-28 20:05:01.000,1.5.29,74.0,56.0,31,True,fastcore,conda-forge/fastcore,,,506434.0,3341.0,3341.0,https://pypi.org/project/fastcore,,,504060.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,40374.0,2.0,,,,,,,,,,,,,,,,,, +186,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-04-06 08:46:20.833,2023-04-06 01:53:12,854.0,26.0,87,23.0,85.0,18.0,81.0,811,2023-04-06 02:04:12.666,6.0.4,44.0,48.0,31,True,inflect,conda-forge/inflect,,,3473155.0,972.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,972.0,3468878.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,312242.0,2.0,,,,,,,,,,,,,,,5.0,,, +187,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-05-01 23:57:28.000,2023-04-25 00:03:07,1142.0,9.0,80,17.0,709.0,15.0,120.0,337,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,3376.0,68404250.0,3127.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3127.0,68279977.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,8944771.0,2.0,,,,,,,,,,,,,,,,,, +188,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-05-04 00:36:09.000,2023-05-03 23:37:59,763.0,24.0,59,19.0,368.0,173.0,231.0,318,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,31,True,param,conda-forge/param,,,451145.0,6639.0,6497.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,142.0,435690.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1128263.0,2.0,,,,,,,,,,,,,,,,,, +189,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-05-02 20:07:47.000,2023-04-18 17:00:48,736.0,19.0,41,45.0,600.0,20.0,153.0,50,2023-03-01 18:38:00.438,2.17.0,69.0,64.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4042666.0,2807.0,2797.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,10.0,4041028.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-03-02 11:27:53.568,80299.0,3.0,,,,,,,,,,,,,,,,,, +190,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2018-06-07 13:52:28.873,2023-04-18 16:36:53.000,2023-02-17 22:26:16,778.0,26.0,34,13.0,49.0,4.0,228.0,43,2023-02-17 22:33:05.683,5.12.0,61.0,34.0,31,False,importlib-resources,conda-forge/importlib_resources,,,53904907.0,1194.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1194.0,53702924.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,11917041.0,2.0,,,,,,,,,,,,,,,,,, +191,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-04-30 15:48:35.000,2023-02-21 11:02:54,236.0,2.0,409,134.0,232.0,225.0,146.0,9821,2022-08-30 17:58:44.923,0.0.8,8.0,54.0,30,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,374002.0,5875.0,5745.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,130.0,373486.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,10854.0,3.0,,,,,,,,,,,,,,,,,, +192,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-04-25 19:45:50.000,2022-12-08 17:33:49,3607.0,,590,141.0,967.0,486.0,768.0,7892,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,255.0,55203.0,494.0,470.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,53145.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,162445.0,3.0,,,,,,,,,,,,,,,,,, +193,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,90.0,180.0,11.0,420.0,4857,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,399191.0,3264.0,2997.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,267.0,390547.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,406313.0,1.0,,,,,,,,,,,,,,,,,, +194,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-03-09 03:31:41.000,2023-01-30 08:55:46,707.0,,285,101.0,134.0,27.0,259.0,4500,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,30,True,dataset,conda-forge/dataset,,,53214.0,3586.0,3008.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,578.0,53008.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5361.0,3.0,,,,,,,,,,,,,,,,,, +195,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-02-11 18:01:11.000,2023-01-31 21:17:34,775.0,,395,80.0,68.0,354.0,190.0,3382,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,30,True,keyboard,conda-forge/keyboard,,,371064.0,10894.0,10461.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,433.0,370319.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,17135.0,3.0,,,,,,,,,,,,,,,,,, +196,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3136,2021-12-15 15:22:54.705,0.6.0,14.0,65.0,30,False,blaze,conda-forge/blaze,,,7939.0,9856.0,9038.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,5022.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201316.0,3.0,,,,,,,,,,,,,,,,,, +197,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-05-04 13:11:59.000,2023-04-12 15:04:15,5543.0,175.0,287,40.0,1323.0,24.0,165.0,2841,2023-04-12 18:44:17.000,0.38.0,89.0,68.0,30,True,zenml,,,1.0,4485.0,101.0,98.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,4485.0,,,,2.0,,,,,,,,,,,,,,,,,, +198,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2555,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,148557.0,1875.0,1487.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,388.0,148008.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25276.0,3.0,,,,,,,,,,,,,,,,,, +199,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-04-20 17:09:41.000,2023-03-16 19:23:33,3815.0,12.0,305,31.0,307.0,125.0,534.0,2297,2023-01-29 21:11:26.594,2.6.2,207.0,88.0,30,True,pyinfra,,,,19941.0,89.0,78.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,19941.0,,,,3.0,,,,,,,,,,,,,,,,,, +200,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-03-13 01:27:10.000,2023-03-13 01:26:30,214.0,4.0,260,49.0,56.0,40.0,109.0,1946,2023-02-19 15:29:00.772,1.5.9,81.0,26.0,30,True,datasketch,,,19.0,988509.0,776.0,713.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,988509.0,,,,3.0,,,,,,,,,,,,,,,,,, +201,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-04-21 17:19:05.000,2023-04-20 15:32:17,760.0,2.0,194,61.0,88.0,68.0,278.0,1941,2022-10-26 03:44:13.980,2.8.4,46.0,64.0,30,True,numexpr,conda-forge/numexpr,,197.0,3116616.0,3085.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3085.0,3038634.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6316420.0,3.0,,,,,,,,,,,,,,,,,, +202,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-04-25 18:01:15.000,2023-01-30 20:16:12,9680.0,,843,87.0,1704.0,77.0,114.0,1937,,,,457.0,30,True,apache-libcloud,,,,143727.0,2921.0,2921.0,https://pypi.org/project/apache-libcloud,,,143727.0,,,,3.0,,,,,,,,,,,,,,,,,, +203,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-03-24 13:03:26.000,2022-10-18 10:59:07,785.0,,172,45.0,216.0,103.0,270.0,1847,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1416848.0,590.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,590.0,1408067.0,https://anaconda.org/conda-forge/fs,2022-03-02 15:54:00.090,597120.0,3.0,,,,,,,,,,,,,,,,,, +204,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,497,99.0,401.0,142.0,379.0,1641,,,2.0,140.0,30,True,influxdb,conda-forge/influxdb,,,1544107.0,6942.0,6942.0,https://pypi.org/project/influxdb,,,1540957.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,116552.0,3.0,,,,,,,,,,,,,,,,,, +205,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-04-10 17:16:24.000,2023-04-07 17:10:45,1024.0,4.0,310,71.0,394.0,102.0,364.0,1454,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,153601.0,234.0,209.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,152245.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,66489.0,2.0,,,,,,,,,,,,,,,,,, +206,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-02-13 22:49:48.000,2023-02-09 12:48:47,1087.0,6.0,206,46.0,175.0,52.0,334.0,1428,2022-11-30 17:34:49.000,2.0.6,18.0,87.0,30,True,pygsheets,,,,1394039.0,1884.0,1792.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,92.0,1394039.0,,,,3.0,,,,,,,,,,,,,,,,,, +207,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-05-02 04:39:45.000,2023-04-25 08:06:09,471.0,3.0,78,23.0,225.0,29.0,63.0,1052,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,30,True,cleo,conda-forge/cleo,,,10830854.0,14842.0,14617.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,225.0,10823014.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,446907.0,3.0,,,,,,,,,,,,python-poetry/cleo,,,,,, +208,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,1.0,94,69.0,94.0,49.0,59.0,976,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,30,True,appdirs,conda-forge/appdirs,,,12717772.0,250551.0,235542.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15009.0,12616417.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8716561.0,3.0,,,,,,,,,,,,,,,,,, +209,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,75.0,21.0,40.0,600.0,858,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2577383.0,7563.0,7245.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2569822.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,393216.0,3.0,,,,,,,,,,,,,,,,,, +210,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-05-01 19:15:07.000,2023-05-01 19:15:05,558.0,38.0,129,22.0,438.0,41.0,241.0,834,2023-04-23 16:17:01.440,0.12.1,42.0,40.0,30,True,aiocache,,,2.0,194033.0,1817.0,1697.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,120.0,194033.0,,,,2.0,,,,,,,,,,,,,,,,,, +211,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-05-01 05:41:01.000,2020-10-21 17:48:31,219.0,,74,14.0,255.0,46.0,25.0,668,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12482200.0,39489.0,37415.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2074.0,12417078.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,4819039.0,2.0,,,,,,,,,,,,,,,,,, +212,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-05-03 05:31:47.000,2023-05-03 05:31:46,503.0,13.0,329,36.0,248.0,37.0,122.0,637,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,228858.0,4267.0,2984.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1283.0,228585.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20525.0,3.0,,,,,,,,,,,,,,,,,, +213,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-20 12:56:54.000,2023-04-20 12:56:54,294.0,6.0,31,10.0,65.0,2.0,25.0,355,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,3974202.0,27532.0,27254.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,3951145.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1175932.0,3.0,,,,,,,,,,,,,,,,,, +214,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-04-11 14:55:32.000,2023-04-11 14:55:28,290.0,26.0,55,6.0,67.0,,75.0,163,2021-10-26 13:46:12.000,4.0.2,42.0,29.0,30,True,tzlocal,conda-forge/tzlocal,,,27006247.0,3742.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3742.0,26981647.0,https://anaconda.org/conda-forge/tzlocal,2023-03-18 16:25:29.751,2041826.0,3.0,,,,,,,,,,,,,,,,,, +215,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-04-04 13:18:36.000,2023-04-04 13:18:36,954.0,6.0,4463,642.0,744.0,200.0,100.0,22504,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,5488.0,97.0,81.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,5430.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1451.0,3.0,,,,,,,,,,,,,,,,,, +216,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-04-26 03:25:42.000,2022-05-08 04:08:19,743.0,,937,274.0,290.0,150.0,451.0,17555,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,True,gooey,conda-forge/gooey,,429.0,7457.0,817.0,739.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,6094.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,65006.0,3.0,,,,,,,,,,,,,,,,,, +217,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-05-02 15:11:50.000,2023-03-13 16:40:40,326.0,1.0,573,187.0,90.0,64.0,82.0,6969,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,236429.0,1182.0,1004.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,236107.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23510.0,3.0,,,,,,,,,,,,,,,,,, +218,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-04-27 01:44:05.000,2023-02-17 21:58:39,2685.0,1.0,847,173.0,737.0,21.0,957.0,5481,2022-07-29 04:06:03.000,0.9.9,15.0,78.0,29,True,snorkel,conda-forge/snorkel,,1015.0,48590.0,285.0,285.0,https://pypi.org/project/snorkel,,,47699.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,40416.0,2.0,,,,,,,,,,,,,,,,,, +219,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1004,221.0,90.0,200.0,43.0,5002,,,2.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,195773.0,3847.0,3847.0,https://pypi.org/project/pdfminer,,,195414.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,29129.0,2.0,,,,,,,,,,,,,,,,,, +220,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-05-01 19:29:02.000,2023-04-26 17:14:17,3005.0,15.0,210,28.0,266.0,141.0,702.0,3063,2023-04-13 23:09:00.670,0.22.3,110.0,73.0,29,True,ploomber,conda-forge/ploomber,,,7238.0,85.0,79.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,4750.0,https://anaconda.org/conda-forge/ploomber,2023-04-14 13:59:08.113,57238.0,3.0,,,,,,,,,,,,,,,,,, +221,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-04-02 07:59:22.000,2022-07-17 20:23:59,289.0,,410,94.0,108.0,31.0,127.0,2712,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,286110.0,5673.0,5517.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,284466.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,49339.0,3.0,,,,,,,,,,,,,,,,,, +222,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2357,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,17.0,3020575.0,5517.0,5151.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,366.0,3015818.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,390077.0,2.0,,,,,,,,,,,,,,,,,, +223,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-05-02 23:56:26.000,2023-05-01 20:06:29,654.0,101.0,96,30.0,882.0,23.0,332.0,2207,2023-05-02 23:54:38.000,1.1.39,228.0,21.0,29,True,whylogs,,,53.0,43177.0,91.0,85.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,6.0,43175.0,,,,3.0,,,,,,,,,,,,,,,,,, +224,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,432,98.0,159.0,,,2064,,,4.0,51.0,29,False,xlrd,conda-forge/xlrd,,,18206428.0,144968.0,144968.0,https://pypi.org/project/xlrd,,,18162593.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3243842.0,2.0,,,,,,,,,,,,,,,,,, +225,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-05-03 10:34:18.000,2023-05-02 16:15:37,2237.0,21.0,148,95.0,1927.0,162.0,1332.0,1693,2021-07-02 00:15:35.000,1.0.0,16.0,35.0,29,True,datatable,conda-forge/datatable,,1860.0,74885.0,23.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,23.0,74162.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,20215.0,3.0,,,,,,,,,,,,,,,,,, +226,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,9.0,57,23.0,98.0,111.0,66.0,1686,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1190692.0,1141.0,1033.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,108.0,1190219.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,20814.0,2.0,,,,,,,,,,,,,,,,,, +227,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-05-01 12:04:20.000,2023-04-01 12:30:24,609.0,8.0,54,15.0,217.0,3.0,51.0,1273,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,29,True,bidict,conda-forge/bidict,,,1377720.0,13660.0,13180.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,480.0,1374622.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,247892.0,2.0,,,,,,,,,,,,,,,,,, +228,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2022-11-10 14:50:05.000,2021-12-10 09:37:17,2933.0,,218,48.0,177.0,25.0,757.0,1173,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,False,py2neo,conda-forge/py2neo,,,147624.0,634.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,634.0,146821.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,57064.0,3.0,,,,,,,,,,,,,,,,,, +229,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,306,52.0,209.0,28.0,264.0,1080,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3705.0,2010600.0,1731.0,1513.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,2010564.0,,,,3.0,,,,,,,,,,,,,,,,,, +230,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-05-04 00:03:08.000,2023-05-03 07:28:53,729.0,72.0,41,12.0,187.0,8.0,78.0,1049,2023-03-22 00:31:06.222,0.30.0,57.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,572100.0,1390.0,1363.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,27.0,567960.0,https://anaconda.org/conda-forge/python-benedict,2023-03-22 03:42:51.330,124213.0,2.0,,,,,,,,,,,,,,,,,, +231,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-05-04 08:13:18.000,2023-05-04 08:13:18,1144.0,119.0,122,19.0,663.0,61.0,307.0,1014,2023-04-19 17:40:54.301,7.2.0,53.0,55.0,29,True,copier,,,,39112.0,414.0,391.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,23.0,39112.0,,,,3.0,,,,,,,,,,,,,,,,,, +232,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,117,22.0,52.0,40.0,123.0,808,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,540183.0,15450.0,15135.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,315.0,539432.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,27807.0,2.0,,,,,,,,,,,,,,,,,, +233,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-04-07 19:00:28.000,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,663,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,6708910.0,9287.0,8053.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1234.0,6707017.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,151507.0,3.0,,,,,,,,,,,,,,,,,, +234,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,27.0,45.0,5.0,90.0,510,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,4638502.0,16779.0,14589.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,4622518.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1310747.0,3.0,,,,,,,,,,,,,,,,,, +235,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-05-03 19:47:11.000,2023-05-03 19:47:11,818.0,3.0,136,25.0,105.0,64.0,59.0,507,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,29,True,beaker,conda-forge/beaker,,,305565.0,5908.0,4551.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1357.0,304642.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,68351.0,3.0,,,,,,,,,,,,,,,,,, +236,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-04-24 18:02:49.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,73.0,12.0,92.0,478,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,950713.0,4191.0,3923.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,268.0,935071.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1188847.0,3.0,,,,,,,,,,,,,,,,,, +237,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,48,8.0,43.0,17.0,21.0,125,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,64915237.0,40811.0,38602.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2209.0,64866203.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4216972.0,3.0,,,,,,,,,,,,,,,,,, +238,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-02-25 16:21:00.000,2023-02-25 16:20:56,601.0,29.0,33,4.0,36.0,2.0,56.0,37,2023-02-25 02:18:04.386,3.15.0,45.0,20.0,29,False,zipp,conda-forge/zipp,,,129715539.0,3903.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3903.0,129194208.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,26587907.0,3.0,,,,,,,,,,,,,,,,,, +239,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-04-30 21:22:04.000,2023-04-20 07:34:24,1856.0,15.0,562,132.0,1262.0,193.0,1045.0,7028,2023-02-23 18:30:37.000,1.3.2,22.0,111.0,28,True,hydra,conda-forge/hydra-core,,,23577.0,9.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,8262.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,597314.0,3.0,,,,,,,,,,,,,,,,,, +240,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,1.0,549,140.0,293.0,280.0,241.0,6539,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,28,True,faust,,,,26963.0,1540.0,1509.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,26963.0,,,,3.0,,,,,,,,,,,,,,,,,, +241,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-04-18 14:44:52.000,2023-04-18 14:44:52,516.0,8.0,719,69.0,392.0,62.0,396.0,3338,2023-01-23 22:15:52.000,0.16.0,37.0,130.0,28,True,prometheus_client,conda-forge/prometheus_client,,,18862993.0,,,https://pypi.org/project/prometheus_client,,,18728040.0,https://anaconda.org/conda-forge/prometheus_client,2023-01-24 04:49:16.134,10661333.0,3.0,,,,,,,,,,,,,,,,,, +242,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-04-21 16:44:01.127,2023-04-16 13:04:15,1085.0,1.0,240,64.0,81.0,24.0,263.0,3314,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,28,True,asciimatics,conda-forge/asciimatics,,,56380.0,952.0,837.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,54244.0,https://anaconda.org/conda-forge/asciimatics,2023-04-21 16:44:01.127,130310.0,3.0,,,,,,,,,,,,,,,,,, +243,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-04-06 05:35:33.000,2023-01-19 03:03:16,1011.0,,338,48.0,367.0,65.0,307.0,2859,2022-12-12 07:21:23.000,6.3.0,45.0,101.0,28,True,smart-open,conda-forge/smart_open,,,12868541.0,,,https://pypi.org/project/smart-open,,,12846061.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1775924.0,3.0,,,,,,,,,,,,,,,,,, +244,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-04-27 22:20:51.000,2023-04-14 13:49:36,454.0,11.0,501,124.0,202.0,49.0,918.0,2655,2023-04-14 14:03:51.000,4.0.39,27.0,54.0,28,False,pyodbc,conda-forge/pyodbc,,,24140110.0,,,https://pypi.org/project/pyodbc,,,24125862.0,https://anaconda.org/conda-forge/pyodbc,2023-04-25 17:54:19.416,983167.0,3.0,,,,,,,,,,,,,,,-6.0,,, +245,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2563,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,20090.0,2173.0,2127.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,46.0,20090.0,,,,3.0,,,,,,,,,,,,,,,4.0,,, +246,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1388,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,970871.0,10224.0,8713.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1511.0,967189.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,265147.0,3.0,,,,,,,,,,,,,,,,,, +247,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-05-03 16:13:09.000,2023-04-30 19:45:34,749.0,31.0,44,14.0,403.0,151.0,156.0,1124,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,28,True,prisma,,,,14619.0,219.0,216.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,3.0,14619.0,,,,3.0,,,,,,,,,,,,,,,,,, +248,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-04-15 22:50:29.000,2022-08-15 22:23:51,507.0,,66,17.0,164.0,34.0,79.0,1071,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,936274.0,9091.0,8766.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,935084.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,34537.0,3.0,,,,,,,,,,,,,,,,,, +249,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-05-03 22:09:20.000,2023-05-03 22:09:16,1674.0,26.0,68,11.0,386.0,97.0,214.0,1013,2023-05-03 22:05:01.233,0.111.0,229.0,39.0,28,True,piccolo,,,,11899.0,265.0,255.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,11899.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-30 23:15:24.000,2023-04-27 07:43:18,748.0,85.0,78,13.0,130.0,34.0,94.0,832,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,28,True,mss,conda-forge/python-mss,,,288319.0,241.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,241.0,287641.0,https://anaconda.org/conda-forge/python-mss,2023-04-20 07:59:29.075,23741.0,3.0,,,,,,,,,,,,,,,,,, +251,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-04-19 21:05:40.000,2023-04-19 21:04:26,165.0,40.0,83,26.0,38.0,5.0,67.0,764,2023-04-16 01:30:05.685,2.0.0,26.0,18.0,28,False,email-validator,conda-forge/email-validator,,,6556983.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,6554721.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,76929.0,3.0,,,,,,,,,,,,,,,,,, +252,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-01-20 20:04:29.828,2023-01-18 22:27:43,225.0,,68,16.0,84.0,67.0,96.0,292,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,configobj,conda-forge/configobj,,53.0,2308396.0,29149.0,25765.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3384.0,2297735.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,618373.0,3.0,,,,,,,,,,,,,,,,,, +253,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-05-03 07:41:22.000,2023-05-03 07:41:22,164.0,9.0,36,7.0,28.0,22.0,29.0,232,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,9994087.0,2763.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2763.0,9855100.0,https://anaconda.org/conda-forge/send2trash,2023-04-27 13:24:41.453,8895195.0,3.0,,,,,,,,,,,,,,,,,, +254,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,181,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,True,ordered-set,conda-forge/ordered-set,,,7484569.0,7678.0,7310.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,368.0,7480903.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,311671.0,3.0,,,,,,,,,,,,,,,,,, +255,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,148.0,292.0,119.0,175.0,6041,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,8327.0,101.0,97.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,8327.0,,,,3.0,,,,,,,,,,,,,,,,,, +256,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-05-02 20:42:18.000,2023-05-02 20:40:06,191.0,4.0,186,29.0,48.0,75.0,119.0,2990,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,400684.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,399851.0,https://anaconda.org/conda-forge/pandarallel,2023-01-16 16:36:35.644,19179.0,3.0,,,,,,,,,,,,,,,,,, +257,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-04-16 11:07:57.000,2022-10-12 16:46:46,523.0,,118,49.0,48.0,8.0,121.0,2165,2021-01-12 19:21:07.000,1.4.3,11.0,27.0,27,True,pyfunctional,,,,280376.0,598.0,598.0,https://pypi.org/project/pyfunctional,,,280376.0,,,,3.0,,,,,,,,,,,,,,,,,, +258,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-05-01 19:18:06.000,2023-05-01 19:18:06,5564.0,19.0,497,108.0,905.0,574.0,911.0,1993,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,125.0,27,False,wx,conda-forge/wxpython,,3028.0,8744.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-03-11 05:42:42.678,617417.0,3.0,,,,,,,,,,,,,,,,,, +259,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1874,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2729.0,195.0,159.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2729.0,,,,3.0,,,,,,,,,,,,,,,,,, +260,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,32.0,48.0,51.0,13.0,1869,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,retrying,conda-forge/retrying,,,7944405.0,2196.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2196.0,7927725.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1334468.0,3.0,,,,,,,,,,,,,,,,,, +261,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-04-22 20:10:46.000,2023-04-17 20:41:44,153.0,2.0,106,23.0,106.0,36.0,42.0,1793,,,3.0,24.0,27,True,gin-config,conda-forge/gin-config,,,267477.0,5865.0,5865.0,https://pypi.org/project/gin-config,,,267014.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,16694.0,3.0,,,,,,,,,,,,,,,,,, +262,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-05-04 13:11:33.000,2023-05-03 20:57:46,2697.0,22.0,131,53.0,295.0,43.0,189.0,1473,2023-02-21 20:43:04.848,0.16.0,26.0,39.0,27,False,enaml,conda-forge/enaml,,314.0,3964.0,295.0,211.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,84.0,1817.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,141450.0,3.0,,,,,,,,,,,,,,,,,, +263,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1225,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,pandasql,conda-forge/pandasql,['pandas'],,1523046.0,2077.0,1995.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1508384.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,337243.0,3.0,,,,,,,,,,,,,,,,,, +264,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,126,28.0,74.0,35.0,69.0,1014,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,206877.0,3311.0,3093.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,218.0,205584.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,69861.0,3.0,,,,,,,,,,,,,,,,,, +265,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,,115,17.0,60.0,23.0,104.0,791,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,598847.0,1852.0,1734.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,118.0,596006.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,184684.0,3.0,,,,,,,,,,,,,,,,,, +266,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-04-27 17:17:03.000,2023-04-17 15:58:45,1346.0,51.0,47,17.0,131.0,3.0,11.0,678,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,27,True,ubelt,conda-forge/ubelt,,,20108.0,2521.0,2454.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,67.0,17859.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,44989.0,3.0,,,,,,,,,,,,,,,,,, +267,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,644,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2506429.0,12836.0,11370.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1466.0,2499365.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,572193.0,3.0,,,,,,,,,,,,,,,,,, +268,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,600,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,201490.0,979.0,747.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,199836.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,137344.0,3.0,,,,,,,,,,,,,,,,,, +269,dataclasses,ericvsmith/dataclasses,An implementation of PEP 557: Data Classes.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,47,12.0,49.0,7.0,116.0,562,,,4.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,9686815.0,51900.0,51900.0,https://pypi.org/project/dataclasses,,,9520569.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,9974809.0,3.0,,,,,,,,,,,,,,,,,, +270,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,134.0,223419.0,6910.0,4521.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2389.0,220928.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,203181.0,3.0,,,,,,,,,,,,,,,,,, +271,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-05-04 11:24:00.000,2023-05-04 11:23:56,9883.0,48.0,42,13.0,9.0,6.0,8.0,469,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,27,True,pandas-summary,,['pandas'],,76012.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,76012.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,5.0,,, +272,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,463,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,pyscreenshot,,,,89637.0,2181.0,1925.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,256.0,89637.0,,,,3.0,,,,,,,,,,,,,,,,,, +273,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-05-04 03:47:02.000,2023-05-04 03:47:02,6054.0,260.0,30,10.0,226.0,35.0,518.0,341,2023-05-02 23:48:00.918,1.3.2,176.0,21.0,27,True,static-frame,conda-forge/static-frame,,,6282.0,19.0,17.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,1299.0,https://anaconda.org/conda-forge/static-frame,2023-05-03 00:34:02.838,254138.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,, +274,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,184920.0,1084.0,1010.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,74.0,184187.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,52065.0,3.0,,,,,,,,,,,,,,,,,, +275,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,53,105.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,16.0,32.0,27,False,cloudant,conda-forge/cloudant,,,106390.0,2039.0,2039.0,https://pypi.org/project/cloudant,,,105089.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,104139.0,3.0,,,,,,,,,,,,,,,,,, +276,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-20 13:13:11.000,2023-04-20 13:13:11,123.0,3.0,22,8.0,48.0,4.0,7.0,153,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,27,True,catalogue,conda-forge/catalogue,,,3887702.0,23713.0,23642.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,71.0,3864164.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,988614.0,3.0,,,,,,,,,,,,,,,,,, +277,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,358.0,3126,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1696.0,144.0,123.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,501.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,98028.0,3.0,,,,,,,,,,,,,,,,,, +278,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,99,30.0,79.0,13.0,121.0,2259,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,349148.0,944.0,901.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,43.0,345153.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,195760.0,3.0,,,,,,,,,,,,,,,,,, +279,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-05-03 18:30:49.000,2023-04-28 19:54:47,279.0,4.0,204,28.0,124.0,72.0,109.0,2130,2023-01-07 01:51:08.612,1.41.0,83.0,22.0,26,True,img2dataset,,,952.0,11607.0,38.0,37.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,11562.0,,,,3.0,,,,,,,,,,,,,,,,,, +280,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,,2014-04-02 07:01:57.000,2023-05-01 18:07:34.000,2023-04-18 15:21:13,2251.0,24.0,171,41.0,364.0,21.0,260.0,1782,2023-04-18 16:08:14.000,4.4.1,33.0,57.0,26,False,pyscaffold,conda-forge/pyscaffold,,,253828.0,,,https://pypi.org/project/pyscaffold,,,251885.0,https://anaconda.org/conda-forge/pyscaffold,2023-04-18 20:14:37.024,165168.0,3.0,,,,,,,,,,,,,,,,,, +281,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-03-21 07:56:33.000,2023-03-19 12:02:21,374.0,1.0,129,30.0,214.0,57.0,139.0,1557,2022-12-02 13:23:00.600,0.25.0,59.0,53.0,26,True,arq,conda-forge/arq,,,41281.0,406.0,389.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,17.0,41010.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,6779.0,3.0,,,,,,,,,,,,,,,,,, +282,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,219,103.0,173.0,72.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,43.0,26,True,streamparse,,,,4342.0,85.0,58.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,4342.0,,,,3.0,,,,,,,,,,,,,,,,,, +283,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,39.0,126.0,22.0,202.0,1106,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,parallel-ssh,,,344.0,445600.0,234.0,201.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,445597.0,,,,3.0,,,,,,,,,,,,,,,,,, +284,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-02-23 00:17:21.000,2023-02-23 00:17:20,1158.0,5.0,137,40.0,81.0,3.0,128.0,1049,2022-11-30 22:49:22.305,16.6.0,18.0,48.0,26,True,path,conda-forge/path,,,908206.0,127.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,127.0,898760.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,387307.0,3.0,,,,,,,,,,,,,,,,,, +285,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,52,23.0,61.0,14.0,33.0,1024,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1296143.0,5757.0,5640.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,117.0,1281003.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,908456.0,3.0,,,,,,,,,,,,,,,,,, +286,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,948,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,16924.0,2389.0,1882.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,12540.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,328836.0,3.0,,,,,,,,,,,,,,,,,, +287,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-05-01 05:07:33.000,2023-05-01 05:07:32,654.0,29.0,44,23.0,492.0,5.0,33.0,692,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,292739.0,106.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,106.0,292455.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13370.0,3.0,,,,,,,,,,,,,,,,,, +288,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-02-05 09:21:58.000,2023-02-05 09:21:57,175.0,1.0,77,25.0,49.0,11.0,33.0,668,2021-12-15 14:53:48.232,2.0.0,14.0,27.0,26,True,munch,conda-forge/munch,,,4797167.0,834.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,834.0,4759326.0,https://anaconda.org/conda-forge/munch,2019-10-30 13:10:23.404,3254403.0,3.0,,,,,,,,,,,,,,,,,, +289,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-05-02 15:38:28.000,2023-04-16 14:00:56,3347.0,60.0,30,18.0,71.0,12.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,538.0,65.0,26,True,dbnd,,,,71553.0,56.0,32.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,71553.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,188,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,30999668.0,12993.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12993.0,30849136.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,12795238.0,3.0,,,,,,,,,,,,,,,,,, +291,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,26,5.0,45.0,3.0,36.0,72,,,10.0,14.0,26,False,pathlib2,conda-forge/pathlib2,,,6481417.0,56159.0,56159.0,https://pypi.org/project/pathlib2,,,6451890.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2421245.0,3.0,,,,,,,,,,,,,,,,,, +292,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,256.0,1761.0,56,2023-03-11 17:00:14.601,3.1.2,104.0,,26,False,openpyxl,openpyxl,,,49103252.0,7652.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7622.0,49101484.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,157994.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1217.0,,30.0,,8.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +293,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-04-18 21:34:19.071,2023-02-22 03:50:44,49.0,2.0,96,33.0,97.0,16.0,137.0,2194,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,33.0,1297221.0,336.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,336.0,1290733.0,https://anaconda.org/conda-forge/python-box,2023-04-18 21:34:19.071,395769.0,3.0,,,,,,,,,,,,,,,,,, +294,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,3192.0,487.0,298.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,3192.0,,,,3.0,,,,,,,,,,,,,,,,,, +295,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-04-21 04:11:36.000,2023-04-21 04:11:28,445.0,34.0,130,29.0,427.0,4.0,107.0,1003,,,6.0,32.0,25,True,bcrypt,conda-forge/bcrypt,,,35287575.0,,,https://pypi.org/project/bcrypt,,,35227297.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3255023.0,3.0,,,,,,,,,,,,,,,-7.0,,, +296,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-04-12 21:10:58.000,2022-09-12 17:36:02,282.0,,50,9.0,26.0,16.0,69.0,584,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,288405.0,1031.0,1009.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,22.0,286394.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,62350.0,3.0,,,,,,,,,,,,,,,,,, +297,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-09 05:18:48.000,2023-04-03 13:37:05,249.0,24.0,50,7.0,53.0,15.0,50.0,442,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,13020.0,408.0,379.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,29.0,13020.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,, +298,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2022-09-21 15:09:58.000,2022-09-21 15:09:58,824.0,,64,16.0,182.0,43.0,157.0,438,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,True,umongo,conda-forge/umongo,,,31308.0,12511.0,12497.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,31108.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,4005.0,3.0,,,,,,,,,,,,,,,,,, +299,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-04-24 17:15:23.000,2023-04-24 17:14:36,354.0,27.0,28,6.0,123.0,2.0,77.0,138,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,103474.0,738.0,693.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,102736.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,33229.0,3.0,,,,,,,,,,,,,,,,,, +300,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,11,6.0,27.0,5.0,22.0,35,2021-06-27 06:37:57.000,21.6.0,7.0,16.0,25,False,contextlib2,conda-forge/contextlib2,,,11813745.0,67069.0,67069.0,https://pypi.org/project/contextlib2,,,11801313.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1081649.0,3.0,,,,,,,,,,,,,,,,,, +301,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,174,86.0,81.0,21.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,6.0,30.0,24,False,storm,,,,3921.0,55.0,55.0,https://pypi.org/project/storm,,,3921.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-05-01 14:05:11.000,2022-03-10 10:33:50,585.0,,498,83.0,240.0,95.0,129.0,3470,2021-08-21 17:09:22.000,1.6.4,16.0,40.0,24,False,textract,conda-forge/textract,,,129795.0,,,https://pypi.org/project/textract,,,129547.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,19869.0,3.0,,,,,,,,,,,,,,,,,, +303,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2022-12-08 05:45:39.000,2021-03-10 15:44:00,981.0,,138,59.0,247.0,95.0,108.0,1548,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,bonobo,,,,4725.0,193.0,159.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,34.0,4725.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +304,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-05-01 22:07:40.000,2023-05-01 22:05:49,6410.0,2.0,220,42.0,1030.0,8.0,208.0,1359,2020-07-19 03:20:20.000,2.2.32,87.0,26.0,24,True,optimuspyspark,,['spark'],,18095.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,18095.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-04-24 10:56:47.000,2023-04-20 09:57:10,314.0,10.0,69,44.0,215.0,39.0,38.0,1274,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,24,True,tasktiger,,,,685.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,685.0,,,,3.0,,,,,,,,,,,,,,,,,, +306,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,144,42.0,10.0,1.0,12.0,1053,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,577394.0,1960.0,1790.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,572956.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,284040.0,3.0,,,,,,,,,,,,,,,,,, +307,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,129,10.0,22.0,25.0,19.0,618,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,4463142.0,2716.0,2500.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,216.0,4462785.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,10003.0,3.0,,,,,,,,,,,,,,,,,, +308,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,69,22.0,66.0,9.0,98.0,452,2022-08-31 07:58:09.000,5.0.2,8.0,23.0,24,True,hickle,conda-forge/hickle,,,27657.0,496.0,496.0,https://pypi.org/project/hickle,,,27237.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,21861.0,3.0,,,,,,,,,,,,,,,,,, +309,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2022-10-22 16:47:21.000,2019-11-13 07:35:33,601.0,,104,43.0,110.0,34.0,55.0,385,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,15931.0,402.0,278.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,15931.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-05-01 07:49:30.000,2023-05-01 07:49:26,882.0,41.0,22,14.0,155.0,6.0,11.0,314,2023-05-01 07:50:49.986,17.2.2,236.0,16.0,24,True,aiomisc,,,,19908.0,340.0,304.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,36.0,19908.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,129,55.0,60.0,,90.0,304,2018-02-16 12:44:36.000,0.3.4,4.0,10.0,24,False,pyhdb,,,92.0,552863.0,164.0,164.0,https://pypi.org/project/pyhdb,,,552862.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-02-07 20:22:06.000,2022-11-21 22:08:41,73.0,,27,10.0,47.0,20.0,34.0,297,2022-08-17 14:01:02.972,0.8.0,11.0,17.0,24,True,typing_inspect,conda-forge/typing_inspect,,,19084689.0,296.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,296.0,19055324.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1438893.0,3.0,,,,,,,,,,,,,,,,,, +313,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,,2015-03-13 23:36:07.000,2022-10-31 21:40:44.000,2022-10-31 21:33:46,128.0,,48,11.0,28.0,5.0,67.0,226,,,4.0,19.0,24,False,futures,conda-forge/futures,,,9587556.0,37468.0,37468.0,https://pypi.org/project/futures,,,9572223.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1242025.0,3.0,,,,,,,,,,,,,,,,,, +314,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,89,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,109.0,109029.0,5564.0,4241.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1323.0,108402.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,52741.0,3.0,,,,,,,,,,,,,,,,,, +315,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,15785292.0,7979.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7979.0,15624516.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,13665980.0,3.0,,,,,,,,,,,,,,,,,, +316,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-05-01 16:42:27.000,2023-03-18 10:09:23,599.0,3.0,343,46.0,98.0,170.0,101.0,1932,2011-12-30 16:40:09.000,11.12.30,16.0,39.0,23,True,camelot,,,,4878.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,4878.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-03-22 14:52:28.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,39.0,21.0,46.0,1410,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,17725.0,104.0,93.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,17343.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,13009.0,3.0,,,,,,,,,,,,,,,,,, +318,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,10.0,23,False,pinject,conda-forge/pinject,,,61659.0,169.0,148.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,61494.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3315.0,3.0,,,,,,,,,,,,,,,,,, +319,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-04-26 00:23:51.000,2023-04-26 00:23:22,952.0,3.0,135,62.0,76.0,167.0,149.0,844,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1736.0,184.0,155.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1736.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,38,15.0,12.0,6.0,11.0,512,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,unipath,,,,62376.0,10776.0,8730.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,62376.0,,,,3.0,,,,,,,,,,,,,,,,,, +321,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-04-10 12:46:48.000,2020-10-16 22:20:10,123.0,,63,41.0,71.0,4.0,,346,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,106077.0,674.0,591.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,105963.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4466.0,3.0,,,,,,,,,,,,,,,,,, +322,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-05-04 11:40:21.000,2023-05-04 11:34:17,5318.0,70.0,42,13.0,586.0,33.0,78.0,188,2023-05-04 11:36:38.000,0.8.2,15.0,33.0,23,True,batchflow,,,,1070.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,1070.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-05-04 07:03:39.000,2023-05-03 22:16:56,288.0,15.0,37,7.0,36.0,8.0,36.0,144,2022-12-11 23:01:01.000,0.9.0,5.0,20.0,23,True,filedepot,,,,4021.0,770.0,770.0,https://pypi.org/project/filedepot,,,4021.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,125,65.0,19.0,18.0,15.0,3492,2018-12-24 14:09:35.000,0.2.1,3.0,10.0,22,False,pampy,,,,26628.0,347.0,347.0,https://pypi.org/project/pampy,,,26628.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2697,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,25.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,25.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,621,143.0,443.0,118.0,396.0,2636,2021-07-13 12:27:15.000,0.10.0,19.0,85.0,22,False,pandas-datareader,conda-forge/pandas-datareader,,,422980.0,,,https://pypi.org/project/pandas-datareader,,,419140.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,280391.0,3.0,,,,,,,,,,,,,,,-6.0,,, +327,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,85,45.0,34.0,18.0,11.0,1731,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,7747.0,192.0,161.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,7747.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,22,False,db.py,,,,3719.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,3719.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,72,21.0,211.0,60.0,80.0,791,2023-01-03 20:08:22.000,0.9.2,19.0,17.0,22,True,odmantic,,,,13149.0,6.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,6.0,13149.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-04-19 03:40:46.000,2023-04-19 03:40:46,109.0,2.0,116,13.0,31.0,31.0,42.0,783,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,16968.0,1197.0,1107.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,90.0,16968.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-05-03 20:10:05.000,2023-05-02 12:53:18,107.0,13.0,24,9.0,48.0,9.0,12.0,649,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,30703.0,173.0,153.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,20.0,28723.0,https://anaconda.org/conda-forge/dirty-equals,2023-05-03 14:42:32.536,27728.0,3.0,,,,,,,,,,,,,,,,,, +332,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,14.0,164.0,16.0,120.0,516,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2946.0,103.0,94.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2403.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,8694.0,3.0,,,,,,,,,,,,,,,,,, +333,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,15036.0,811.0,724.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,13966.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,83515.0,3.0,,,,,,,,,,,,,,,,,, +334,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,256,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,pysparkling,conda-forge/pysparkling,,,11144.0,164.0,156.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10984.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4168.0,3.0,,,,,,,,,,,,,,,,,, +335,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-04-28 22:31:47.179,2023-04-26 16:56:57,532.0,9.0,9,4.0,105.0,15.0,83.0,175,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,22,True,typical,conda-forge/typical,,,55178.0,61.0,57.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,54096.0,https://anaconda.org/conda-forge/typical,2023-04-28 22:31:47.179,25970.0,3.0,,,,,,,,,,,,,,,,,, +336,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,113,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,280158.0,1445.0,1392.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,53.0,278273.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,54672.0,3.0,,,,,,,,,,,,,,,,,, +337,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,,2014-12-02 00:03:24.000,2023-05-01 17:28:22.000,2020-11-28 22:30:53,264.0,,24,6.0,18.0,10.0,25.0,110,2020-10-10 13:13:09.000,0.6.0,30.0,4.0,22,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,54.0,117651.0,2379.0,2379.0,https://pypi.org/project/pyexcel-xlsx,,,117285.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,24531.0,3.0,,,,,,,,,,,,,,,,,, +338,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10574,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,26.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,26.0,,,,2.0,,,,,,,,,,,,,,,,,, +339,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,85,36.0,214.0,44.0,55.0,2397,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,21,True,,,,18519.0,771.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +340,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,39.0,22.0,16.0,11.0,1539,,,,14.0,21,False,commonregex,,,,159408.0,154.0,154.0,https://pypi.org/project/commonregex,,,159408.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-05-02 00:39:11.000,2023-02-21 10:55:54,98.0,2.0,38,16.0,63.0,6.0,4.0,992,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,21,True,asyncer,conda-forge/asyncer,,,68887.0,493.0,476.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,68695.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,3083.0,3.0,,,,,,,,,,,,,,,,,, +342,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-04-15 17:38:29.000,2020-12-13 18:58:15,709.0,,119,61.0,71.0,61.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,742.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,742.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,19.0,20.0,3.0,26.0,821,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,unsync,conda-forge/unsync,,,14582.0,198.0,179.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,14310.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,9530.0,3.0,,,,,,,,,,,,,,,,,, +344,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,43,18.0,48.0,14.0,38.0,707,2022-09-19 07:35:46.000,0.3.2,47.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,1763.0,52.0,52.0,https://pypi.org/project/pdpipe,,,1048.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,21460.0,3.0,,,,,,,,,,,,,,,,,, +345,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,14,13.0,5.0,14.0,43.0,275,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,16126.0,127.0,121.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,16126.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-05-04 13:23:12.000,2023-05-04 13:23:11,1227.0,294.0,3,3.0,547.0,15.0,15.0,28,2023-04-04 11:03:25.000,3.10.0,52.0,5.0,21,False,click-extra,,,144.0,5842.0,42.0,37.0,https://pypi.org/project/click-extra,2023-01-25 06:30:47.832,5.0,5835.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,11.0,98,58.0,67.0,18.0,16.0,1994,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,20,True,mara-pipelines,,,,176.0,,,https://pypi.org/project/mara-pipelines,,,176.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1972,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,20,False,,,['spark'],,,33.0,33.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +349,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,135,66.0,4.0,1.0,40.0,1962,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2279.0,47.0,39.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,8.0,2279.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,196,39.0,56.0,79.0,39.0,1286,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10330.0,860.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,673.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,140,44.0,53.0,20.0,18.0,1119,,,,26.0,20,False,singer-python,,,,654322.0,,,https://pypi.org/project/singer-python,,,654322.0,,,,3.0,,,,,,,,,,,,,,,-7.0,,, +352,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,608,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,True,pugsql,,,,28359.0,58.0,55.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,28359.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,260,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,16083.0,84.0,67.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,15844.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20339.0,3.0,,,,,,,,,,,,,,,,,, +354,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,1.0,26,5.0,48.0,6.0,10.0,231,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,28359.0,250.0,216.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,28359.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,17,7.0,62.0,7.0,22.0,141,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,aioprometheus,,,,77446.0,137.0,124.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,77446.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3225,,,,19.0,19,False,macropy3,,,,245.0,549.0,549.0,https://pypi.org/project/macropy3,,,245.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-04-17 14:01:46.096,2023-04-13 18:36:56,77.0,2.0,118,35.0,10.0,8.0,144.0,2980,2023-04-13 18:39:39.000,2.1.11,58.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1501.0,157.0,157.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-04-17 14:01:46.096,31537.0,3.0,,,,,,,,,,,,,,,,,, +358,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,44,15.0,33.0,16.0,9.0,264,,,,13.0,19,True,price-parser,,,,64221.0,349.0,349.0,https://pypi.org/project/price-parser,,,64221.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,254,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5500.0,148.0,121.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5500.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,Upgini,upgini/upgini,Data search library for Machine Learning Easily find and add relevant features to your ML pipeline from hundreds of..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-05-02 19:01:00.000,2023-05-02 19:01:00,503.0,54.0,16,4.0,203.0,2.0,,193,2023-05-02 18:19:00.855,1.1.124,359.0,9.0,19,True,upgini,,,,3950.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,3950.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,191,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,44014.0,698.0,694.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,44014.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-04-03 20:23:00.000,2022-09-09 19:16:24,612.0,,12,7.0,26.0,15.0,10.0,121,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,43774.0,30.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,30.0,43774.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,97,,,2.0,6.0,19,False,stopit,conda-forge/stopit,,,163741.0,1682.0,1682.0,https://pypi.org/project/stopit,,,154876.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,567401.0,3.0,,,,,,,,,,,,,,,,,, +364,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-14 13:54:12.000,2023-04-07 14:12:05,260.0,3.0,56,36.0,45.0,12.0,57.0,1080,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,colout,,,,937.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,937.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-05-03 10:14:33.000,2023-05-03 10:11:28,2637.0,53.0,101,30.0,178.0,41.0,261.0,1021,,,,37.0,18,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +366,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,22.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,550.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,550.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,40.0,39.0,11.0,256.0,921,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +368,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,42,12.0,20.0,13.0,11.0,472,2014-04-08 01:58:27.000,1.4,1.0,11.0,18,False,awesome-slugify,conda-forge/awesome-slugify,,,64306.0,3262.0,3262.0,https://pypi.org/project/awesome-slugify,,,63527.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,66224.0,3.0,,,,,,,,,,,,,,,,,, +369,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,2.0,33,17.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,fletcher,conda-forge/fletcher,['pandas'],15.0,1463.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,510.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,55311.0,3.0,,,,,,,,,,,,,,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,11620.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,11620.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,7.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,131216.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,131216.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1335,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,82.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,82.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,17.0,27.0,42.0,29.0,757,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,3202.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,3202.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:01:39.000,2021-12-28 23:01:31,1269.0,,69,54.0,23.0,21.0,8.0,1594,,,,18.0,16,False,riko,,,,156.0,,,https://pypi.org/project/riko,,,156.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,72,23.0,19.0,10.0,13.0,950,,,,13.0,16,True,d6tflow,,,,200.0,23.0,23.0,https://pypi.org/project/d6tflow,,,200.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,25.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,25.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,77.0,598,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,391.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,391.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,54.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,31.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,31.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,418,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,15,True,bodywork,,,,107.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,107.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-05-02 22:45:38.000,2023-04-03 11:11:27,111.0,8.0,6,14.0,118.0,2.0,2.0,258,2023-03-02 13:18:02.345,0.19.0,93.0,13.0,15,True,squirrel-core,squirrel-core,,,991.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,991.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,1.0,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,75,,,,,15,False,millify,,,,25913.0,398.0,398.0,https://pypi.org/project/millify,,,25913.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,706,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,supersqlite,,,,95.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,95.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,548.0,31.0,26.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,548.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,4.0,77.0,18.0,40.0,103,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,74.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,74.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,61,21.0,2.0,2.0,1.0,540,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,pandapy,,['pandas'],,41.0,2.0,2.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,41.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,71.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,71.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,348,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,759,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 2795a74..c65d484 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,25 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- fabric (πŸ₯‰35 Β· ⭐ 14K Β· πŸ“ˆ) - Simple, Pythonic remote execution and deployment. BSD-2 -- multidict (πŸ₯ˆ32 Β· ⭐ 340 Β· πŸ“ˆ) - The multidict implementation. Apache-2 -- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 -- Singer (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 -- typing_inspect (πŸ₯‰25 Β· ⭐ 300 Β· πŸ“ˆ) - Runtime inspection utilities for Python typing module. MIT +- phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 +- inflect (πŸ₯ˆ31 Β· ⭐ 810 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- Pandas Summary (πŸ₯‰27 Β· ⭐ 470 Β· πŸ“ˆ) - Engine for ML/Data tracking, visualization,.. Apache-2 +- openpyxl (πŸ₯‰26 Β· ⭐ 56 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- phonenumbers (πŸ₯ˆ28 Β· ⭐ 3.2K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 -- inflect (πŸ₯‰26 Β· ⭐ 810 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed -- Pandas Summary (πŸ₯‰22 Β· ⭐ 470 Β· πŸ“‰) - Engine for ML/Data tracking, visualization,.. Apache-2 -- openpyxl (πŸ₯‰18 Β· ⭐ 55 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - -## βž• Added Projects - -_Projects that were recently added to this best-of list._ - -- Click Extra (πŸ₯‰21 Β· ⭐ 24 Β· βž•) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- google-cloud-storage (πŸ₯ˆ36 Β· ⭐ 4.2K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 +- pyodbc (πŸ₯‰28 Β· ⭐ 2.7K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 +- bcrypt (πŸ₯‰25 Β· ⭐ 1K Β· πŸ“‰) - Modern(-ish) password hashing for your software and your servers. Apache-2 +- pandas-datareader (πŸ₯‰22 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. ❗Unlicensed +- Singer (πŸ₯‰20 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 From 98db0541ff3fcf4020be65e9836a693209d475c6 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 11 May 2023 13:58:26 +0000 Subject: [PATCH 10/70] Update best-of list for version 2023.05.11 --- README.md | 1689 ++++++++++++++++--------------- history/2023-05-11_changes.md | 20 + history/2023-05-11_projects.csv | 390 +++++++ latest-changes.md | 20 +- 4 files changed, 1293 insertions(+), 826 deletions(-) create mode 100644 history/2023-05-11_changes.md create mode 100644 history/2023-05-11_projects.csv diff --git a/README.md b/README.md index 8abd79b..18ec094 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡50 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 400K Β· πŸ“‹ 5.7K - 15% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 400K Β· πŸ“‹ 5.7K - 15% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,34 +99,34 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 190K Β· πŸ“¦ 55K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 190K Β· πŸ“¦ 56K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.4M / month Β· πŸ“¦ 280 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.6M / month Β· πŸ“¦ 280 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 670K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 680K Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 990K / month Β· πŸ“¦ 260 Β· ⏱️ 03.03.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 09.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 77K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 78K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -140,14 +140,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge marshmallow ```
+
simplejson (πŸ₯ˆ37 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT + +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.2K Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): + + ``` + git clone https://github.com/simplejson/simplejson + ``` +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): + ``` + pip install simplejson + ``` +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.5M Β· ⏱️ 10.04.2023): + ``` + conda install -c conda-forge simplejson + ``` +
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“₯ 20 Β· πŸ“¦ 77K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“₯ 20 Β· πŸ“¦ 78K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 24M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 25M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` @@ -158,44 +174,44 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
orjson (πŸ₯ˆ35 Β· ⭐ 4.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 41K Β· πŸ“‹ 310 - 0% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 42K Β· ⏱️ 07.05.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 12M / month Β· πŸ“¦ 940 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 690K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 700K Β· ⏱️ 07.05.2023): ``` conda install -c conda-forge orjson ```
-
ultrajson (πŸ₯ˆ35 Β· ⭐ 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
ultrajson (πŸ₯ˆ34 Β· ⭐ 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 - [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.3M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.4M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.4M Β· ⏱️ 31.01.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.5M Β· ⏱️ 31.01.2023): ``` conda install -c conda-forge ujson ```
-
dill (πŸ₯ˆ35 Β· ⭐ 1.9K) - serialize all of python. BSD-3 +
dill (πŸ₯ˆ34 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 94K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 96K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 23M / month Β· πŸ“¦ 3.8K Β· ⏱️ 23.10.2022): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 24M / month Β· πŸ“¦ 3.8K Β· ⏱️ 23.10.2022): ``` pip install dill ``` @@ -204,9 +220,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge dill ```
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msgpack (πŸ₯‰34 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
msgpack (πŸ₯ˆ34 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“₯ 980 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 08.04.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“₯ 990 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 08.04.2023): ``` git clone https://github.com/msgpack/msgpack-python @@ -222,12 +238,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
jsonpickle (πŸ₯‰33 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 280 - 21% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.6M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): ``` pip install jsonpickle ``` @@ -238,7 +254,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (πŸ₯‰30 Β· ⭐ 360) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 31 Β· πŸ“¦ 27K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 31 Β· πŸ“¦ 28K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/srsly @@ -254,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 3.9K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 940K / month Β· πŸ“¦ 270 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 970K / month Β· πŸ“¦ 270 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` @@ -275,23 +291,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 290K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 310K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 62K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 63K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰24 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 500 Β· πŸ“‹ 110 - 8% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 500 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 27K / month): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 29K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -307,15 +323,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 28K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 30K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ```
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Show 2 hidden projects... +
Show 1 hidden projects... -- simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON.. ❗Unlicensed -- pyasn1 (πŸ₯‰32 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰33 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -327,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 38K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -336,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 38M Β· ⏱️ 24.04.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 39M Β· ⏱️ 08.05.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 710K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 720K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/numpy/numpy @@ -357,7 +372,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge numpy ```
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h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡40 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 26.04.2023): @@ -373,90 +388,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ40 Β· ⭐ 17K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 870 Β· πŸ“¦ 1.8K Β· πŸ“‹ 3.8K - 19% open Β· ⏱️ 04.05.2023): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 490K / month Β· πŸ“¦ 160 Β· ⏱️ 05.03.2023): - ``` - pip install polars - ``` -
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Modin (πŸ₯ˆ37 Β· ⭐ 8.6K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“¦ 1K Β· πŸ“‹ 3.6K - 25% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 10.05.2023): ``` - git clone https://github.com/modin-project/modin + git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.4M / month Β· πŸ“¦ 39 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 18.01.2023): ``` - pip install modin + pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 230K Β· ⏱️ 24.04.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8M Β· ⏱️ 21.04.2023): ``` - conda install -c conda-forge modin-core + conda install -c conda-forge xarray ```
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xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 +
PyTables (πŸ₯ˆ36 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 13.04.2023): ``` - git clone https://github.com/pydata/xarray + git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 730K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` - pip install xarray + pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 7.9M Β· ⏱️ 21.04.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.9M Β· ⏱️ 08.04.2023): ``` - conda install -c conda-forge xarray + conda install -c conda-forge pytables ```
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PyTables (πŸ₯ˆ36 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
Modin (πŸ₯ˆ34 Β· ⭐ 8.6K Β· πŸ“‰) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 45K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“‹ 3.6K - 24% open Β· ⏱️ 09.05.2023): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 690K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.5M / month Β· πŸ“¦ 39 Β· ⏱️ 26.01.2023): ``` - pip install tables + pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.8M Β· ⏱️ 08.04.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 230K Β· ⏱️ 24.04.2023): ``` - conda install -c conda-forge pytables + conda install -c conda-forge modin-core ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.2K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 170 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 170 Β· πŸ“¦ 240 Β· πŸ“‹ 500 - 9% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 81K / month Β· πŸ“¦ 9 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 98K / month Β· πŸ“¦ 11 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 91K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 93K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 220 Β· πŸ“¦ 2.2K Β· πŸ“‹ 610 - 41% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.2K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 220K / month Β· πŸ“¦ 350 Β· ⏱️ 16.01.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 230K / month Β· πŸ“¦ 350 Β· ⏱️ 16.01.2023): ``` pip install zarr ``` @@ -472,7 +475,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 560K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 580K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` pip install Bottleneck ``` @@ -481,14 +484,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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TinyDB (πŸ₯ˆ32 Β· ⭐ 5.8K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
TinyDB (πŸ₯ˆ32 Β· ⭐ 5.9K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 490 Β· πŸ“¦ 10K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 490 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 400K / month Β· πŸ“¦ 860 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 14.01.2023): ``` pip install tinydb ``` @@ -499,7 +502,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 290 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 300 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): ``` git clone https://github.com/databricks/koalas @@ -515,28 +518,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 180 Β· πŸ“¦ 790 Β· πŸ“‹ 570 - 33% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 180 Β· πŸ“¦ 800 Β· πŸ“‹ 580 - 33% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 750K / month Β· πŸ“¦ 65 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 780K / month Β· πŸ“¦ 68 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 21K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 22K Β· ⏱️ 10.05.2023): ``` conda install -c conda-forge pandera-core ```
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numexpr (πŸ₯‰31 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT + +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“₯ 200 Β· πŸ“‹ 350 - 20% open Β· ⏱️ 20.04.2023): + + ``` + git clone https://github.com/pydata/numexpr + ``` +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): + ``` + pip install numexpr + ``` +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.4M Β· ⏱️ 03.04.2023): + ``` + conda install -c conda-forge numexpr + ``` +
Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 470 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 480 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 53K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 57K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -547,32 +566,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯‰30 Β· ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 710 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 720 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 990K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` pip install datasketch ```
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numexpr (πŸ₯‰30 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT - -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“₯ 200 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 20.04.2023): - - ``` - git clone https://github.com/pydata/numexpr - ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): - ``` - pip install numexpr - ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.3M Β· ⏱️ 03.04.2023): - ``` - conda install -c conda-forge numexpr - ``` -
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 02.05.2023): @@ -580,7 +583,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 74K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 79K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -591,62 +594,58 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 190 - 38% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 400K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 380K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 19K Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 20K Β· ⏱️ 06.05.2023): ``` conda install -c conda-forge pandarallel ```
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Pandas Summary (πŸ₯‰27 Β· ⭐ 470 Β· πŸ“ˆ) - Engine for ML/Data tracking, visualization,.. Apache-2 +
polars (πŸ₯‰26 Β· ⭐ 17K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 42 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 880): ``` - git clone https://github.com/polyaxon/datatile + git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 76K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 490K / month Β· πŸ“¦ 160 Β· ⏱️ 05.03.2023): ``` - pip install pandas-summary + pip install polars ```
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StaticFrame (πŸ₯‰27 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT +
swifter (πŸ₯‰26 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 17 Β· πŸ“‹ 550 - 6% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 910 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 24.03.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.3K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): ``` - pip install static-frame + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 250K Β· ⏱️ 03.05.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 200K Β· ⏱️ 17.08.2022): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge swifter ```
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swifter (πŸ₯‰26 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT +
Pandas Summary (πŸ₯‰25 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 99 Β· πŸ“¦ 900 Β· πŸ“‹ 130 - 9% open Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ”€ 42 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 04.05.2023): ``` - git clone https://github.com/jmcarpenter2/swifter - ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): - ``` - pip install swifter + git clone https://github.com/polyaxon/datatile ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 200K Β· ⏱️ 17.08.2022): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 76K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` - conda install -c conda-forge swifter + pip install pandas-summary ```
pickleDB (πŸ₯‰22 Β· ⭐ 780) - pickleDB is an open source key-value store using Pythons json module. BSD-3 @@ -661,41 +660,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install pickledb ```
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Bounter (πŸ₯‰18 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT +
Bounter (πŸ₯‰17 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): +- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 49 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 550 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 630 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ```
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fletcher (πŸ₯‰18 Β· ⭐ 230) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +
StaticFrame (πŸ₯‰15 Β· ⭐ 340 Β· πŸ“‰) - Immutable and grow-only Pandas-like DataFrames with a more.. MIT -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 15 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): +- [GitHub]() (πŸ”€ 30): ``` - git clone https://github.com/xhochy/fletcher + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 510 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.2K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` - pip install fletcher + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 55K Β· ⏱️ 04.11.2021): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 260K Β· ⏱️ 10.05.2023): ``` - conda install -c conda-forge fletcher + conda install -c conda-forge static-frame ```
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Show 6 hidden projects... +
Show 7 hidden projects... -- Arctic (πŸ₯‰31 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - Blaze (πŸ₯‰30 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 +- Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT -- bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- bcolz (πŸ₯‰25 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- fletcher (πŸ₯‰14 Β· ⭐ 210 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -704,14 +704,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pyrsistent (πŸ₯‡35 Β· ⭐ 1.8K) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡35 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 260K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 270K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 54M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 55M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -738,16 +738,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ31 Β· ⭐ 340) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 80 Β· πŸ“₯ 3.4K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 3.4K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 68M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 69M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 8.9M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ``` @@ -784,18 +784,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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python-benedict (πŸ₯ˆ29 Β· ⭐ 1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 570K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 630K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 120K Β· ⏱️ 22.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 130K Β· ⏱️ 22.03.2023): ``` conda install -c conda-forge python-benedict ``` @@ -807,7 +807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 540K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 510K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -818,16 +818,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (πŸ₯‰28 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.3K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.5K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.5M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.8M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 310K Β· ⏱️ 26.01.2022): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 320K Β· ⏱️ 26.01.2022): ``` conda install -c conda-forge ordered-set ``` @@ -839,18 +839,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 210K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 220K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 70K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 71K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ```
+
munch (πŸ₯‰27 Β· ⭐ 670) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT + +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 78 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): + + ``` + git clone https://github.com/Infinidat/munch + ``` +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.9M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): + ``` + pip install munch + ``` +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.3M Β· ⏱️ 30.10.2019): + ``` + conda install -c conda-forge munch + ``` +
immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.6K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.7K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): ``` git clone https://github.com/MagicStack/immutables @@ -864,14 +880,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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janus (πŸ₯‰26 Β· ⭐ 690) - Thread-safe asyncio-aware queue for Python. Apache-2 +
janus (πŸ₯‰26 Β· ⭐ 700) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 290K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 300K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -880,22 +896,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge janus ```
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munch (πŸ₯‰26 Β· ⭐ 670) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 77 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): - - ``` - git clone https://github.com/Infinidat/munch - ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.8M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): - ``` - pip install munch - ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.3M Β· ⏱️ 30.10.2019): - ``` - conda install -c conda-forge munch - ``` -
python-box (πŸ₯‰25 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT - [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 96 Β· πŸ“₯ 33 Β· πŸ“‹ 150 - 10% open Β· ⏱️ 22.02.2023): @@ -925,28 +925,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 14K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.2K Β· πŸ“¦ 190K Β· πŸ“‹ 2.4K - 13% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.2K Β· πŸ“¦ 190K Β· πŸ“‹ 2.4K - 12% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 60M / month Β· πŸ“¦ 6.5K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 63M / month Β· πŸ“¦ 6.7K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.7M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.8M Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 370K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 380K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 68M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 69M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): ``` pip install jsonschema ``` @@ -955,18 +955,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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validators (πŸ₯ˆ33 Β· ⭐ 740) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 750) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 67K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 68K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 13.04.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 340K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 350K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ``` @@ -994,7 +994,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 450K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 470K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1005,7 +1005,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯ˆ31 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.5K Β· πŸ“‹ 400 - 42% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.6K Β· πŸ“‹ 400 - 42% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/holoviz/param @@ -1019,14 +1019,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
-
dirty-equals (πŸ₯‰22 Β· ⭐ 650) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰22 Β· ⭐ 660) - Doing dirty (but extremely useful) things with equals. MIT - [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 24 Β· πŸ“¦ 150 Β· πŸ“‹ 21 - 42% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 29K / month Β· πŸ“¦ 20 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 26K / month Β· πŸ“¦ 20 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` @@ -1037,12 +1037,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typical (πŸ₯‰22 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 57 Β· πŸ“‹ 98 - 15% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 65 Β· πŸ“‹ 98 - 15% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 54K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 43K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): ``` pip install typical ``` @@ -1053,7 +1053,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
valideer (πŸ₯‰20 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 67 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 68 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` git clone https://github.com/podio/valideer @@ -1074,7 +1074,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 12K / month Β· πŸ“¦ 6 Β· ⏱️ 10.03.2021): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 11K / month Β· πŸ“¦ 6 Β· ⏱️ 10.03.2021): ``` pip install validr ``` @@ -1084,7 +1084,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ31 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰28 Β· ⭐ 760) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰28 Β· ⭐ 770) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1102,7 +1102,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 390K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 400K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1144,50 +1144,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 240M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 42M Β· ⏱️ 14.07.2021): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 43M Β· ⏱️ 14.07.2021): ``` conda install -c conda-forge python-dateutil ```
-
dateparser (πŸ₯ˆ37 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 +
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 19K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 49K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): ``` - pip install dateparser + pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 140K Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.6M Β· ⏱️ 05.09.2022): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge arrow ```
-
arrow (πŸ₯ˆ36 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 +
dateparser (πŸ₯ˆ37 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 630 Β· πŸ“¦ 48K Β· πŸ“‹ 480 - 16% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 19K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 10.04.2023): ``` - git clone https://github.com/arrow-py/arrow + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` - pip install arrow + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.6M Β· ⏱️ 05.09.2022): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 140K Β· ⏱️ 23.03.2023): ``` - conda install -c conda-forge arrow + conda install -c conda-forge dateparser ```
pendulum (πŸ₯ˆ34 Β· ⭐ 5.4K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 92 Β· πŸ“¦ 20K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 94 Β· πŸ“¦ 20K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1203,12 +1203,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ34 Β· ⭐ 960) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 360 - 12% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.2M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.3M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): ``` pip install holidays ``` @@ -1228,7 +1228,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 38M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 39M Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge pytz ``` @@ -1240,11 +1240,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 27M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 28M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2M Β· ⏱️ 18.03.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.1M Β· ⏱️ 18.03.2023): ``` conda install -c conda-forge tzlocal ``` @@ -1262,48 +1262,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯‡39 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 90K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 91K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8K Β· ⏱️ 02.01.2023): ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2M Β· ⏱️ 20.03.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.1M Β· ⏱️ 20.03.2023): ``` conda install -c conda-forge watchdog ```
filesystem_spec (πŸ₯‡39 Β· ⭐ 580) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 45K Β· πŸ“‹ 550 - 36% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 46K Β· πŸ“‹ 550 - 35% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 87M / month Β· πŸ“¦ 610 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 88M / month Β· πŸ“¦ 620 Β· ⏱️ 19.01.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 12M Β· ⏱️ 08.04.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 12M Β· ⏱️ 07.05.2023): ``` conda install -c conda-forge fsspec ```
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 89K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 90K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 590K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 600K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ``` @@ -1319,7 +1319,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 12M Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 13M Β· ⏱️ 18.04.2023): ``` conda install -c conda-forge filelock ``` @@ -1335,7 +1335,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 600K Β· ⏱️ 02.03.2022): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 600K Β· ⏱️ 09.05.2023): ``` conda install -c conda-forge fs ``` @@ -1351,14 +1351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.7M Β· ⏱️ 19.10.2020): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.8M Β· ⏱️ 19.10.2020): ``` conda install -c conda-forge appdirs ```
-
path (πŸ₯‰26 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰27 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/jaraco/path @@ -1374,8 +1374,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... +- zipp (πŸ₯‰31 Β· ⭐ 37) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰29 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 -- zipp (πŸ₯‰29 Β· ⭐ 37) - Backport of pathlib-compatible object wrapper for zip files. MIT - Unipath (πŸ₯‰23 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1386,12 +1386,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (πŸ₯‡38 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 270K Β· πŸ“‹ 380 - 48% open Β· ⏱️ 29.01.2023): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 270K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1400,14 +1400,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
-
six (πŸ₯ˆ36 Β· ⭐ 940 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯ˆ37 Β· ⭐ 940 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 250 Β· πŸ“¦ 1.6M Β· πŸ“‹ 270 - 32% open Β· ⏱️ 26.07.2022): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.6M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 200M / month): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 210M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1423,7 +1423,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.1M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1432,12 +1432,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typing ```
-
Show 4 hidden projects... +
futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 + +- [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 52 Β· πŸ“¦ 38K Β· πŸ“‹ 73 - 8% open Β· ⏱️ 31.10.2022): + + ``` + git clone https://github.com/agronholm/pythonfutures + ``` +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.6M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): + ``` + pip install futures + ``` +- [Conda](https://anaconda.org/conda-forge/futures) (πŸ“₯ 1.2M Β· ⏱️ 18.03.2020): + ``` + conda install -c conda-forge futures + ``` +
+
Show 3 hidden projects... -- dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - An implementation of PEP 557: Data Classes. Apache-2 -- pathlib2 (πŸ₯‰26 Β· ⭐ 72 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰25 Β· ⭐ 35 Β· πŸ’€) - contextlib2 is a backport of the standard librarys.. ❗Unlicensed -- futures (πŸ₯‰24 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and.. ❗Unlicensed +- dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- pathlib2 (πŸ₯‰27 Β· ⭐ 72 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- contextlib2 (πŸ₯‰26 Β· ⭐ 35 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1447,7 +1462,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.5K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 450K Β· πŸ“‹ 2.2K - 0% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 460K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/pyca/cryptography @@ -1461,9 +1476,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
+
pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 + +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 420 Β· πŸ“¦ 67K Β· πŸ“‹ 540 - 11% open Β· ⏱️ 07.05.2023): + + ``` + git clone https://github.com/Legrandin/pycryptodome + ``` +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.5K Β· ⏱️ 28.01.2023): + ``` + pip install pycryptodomex + ``` +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.2M Β· ⏱️ 27.11.2022): + ``` + conda install -c conda-forge pycryptodomex + ``` +
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 41 Β· πŸ“‹ 470 - 11% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 42 Β· πŸ“‹ 470 - 10% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/google/tink @@ -1477,6 +1508,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ npm install tink-crypto ```
+
keyring (πŸ₯‰33 Β· ⭐ 1K) - Store and access your passwords safely. MIT + +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 11.05.2023): + + ``` + git clone https://github.com/jaraco/keyring + ``` +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): + ``` + pip install keyring + ``` +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.1M Β· ⏱️ 22.12.2022): + ``` + conda install -c conda-forge keyring + ``` +
rsa (πŸ₯‰33 Β· ⭐ 430) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 270K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): @@ -1509,30 +1556,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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keyring (πŸ₯‰32 Β· ⭐ 1K) - Store and access your passwords safely. MIT - -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 23.02.2023): - - ``` - git clone https://github.com/jaraco/keyring - ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 23M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): - ``` - pip install keyring - ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.1M Β· ⏱️ 22.12.2022): - ``` - conda install -c conda-forge keyring - ``` -
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bcrypt (πŸ₯‰25 Β· ⭐ 1K Β· πŸ“‰) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰32 Β· ⭐ 1K Β· πŸ“ˆ) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 130 Β· πŸ“‹ 110 - 3% open Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` @@ -1541,10 +1572,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
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Show 1 hidden projects... - -- pycryptodomex (πŸ₯ˆ34 Β· ⭐ 2.3K) - A self-contained cryptographic library for Python. ❗Unlicensed -

## Infrastructure & DevOps @@ -1553,7 +1580,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/ansible/ansible @@ -1562,14 +1589,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 870K Β· ⏱️ 26.04.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 880K Β· ⏱️ 26.04.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/aws/aws-cli @@ -1578,30 +1605,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 04.05.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 11.05.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 220K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 220K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 290M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 310M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 03.05.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 10.05.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ42 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.9K - 3% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.9K - 3% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/docker/compose @@ -1617,7 +1644,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
paramiko (πŸ₯ˆ42 Β· ⭐ 8.3K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 76K Β· πŸ“‹ 1.7K - 57% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 77K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 12.04.2023): ``` git clone https://github.com/paramiko/paramiko @@ -1633,32 +1660,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“₯ 220K Β· πŸ“¦ 2.5K Β· πŸ“‹ 5.9K - 28% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 890 Β· πŸ“₯ 220K Β· πŸ“¦ 2.5K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 640K / month): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 730K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 570 Β· ⏱️ 03.05.2023): ``` npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ40 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ41 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.6K Β· πŸ“₯ 420 Β· πŸ“¦ 61K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 460 Β· πŸ“¦ 61K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 08.05.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 28M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 28M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.11.2022): ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.3M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.3M Β· ⏱️ 08.05.2023): ``` conda install -c conda-forge docker-py ``` @@ -1679,6 +1706,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
+
netmiko (πŸ₯ˆ38 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT + +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 05.05.2023): + + ``` + git clone https://github.com/ktbyers/netmiko + ``` +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): + ``` + pip install netmiko + ``` +
fabric (πŸ₯‰36 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 - [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 25% open Β· ⏱️ 02.05.2023): @@ -1711,26 +1750,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schedule ```
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netmiko (πŸ₯‰36 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT - -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.5K Β· πŸ“‹ 2K - 12% open Β· ⏱️ 03.05.2023): - - ``` - git clone https://github.com/ktbyers/netmiko - ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 170K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): - ``` - pip install netmiko - ``` -
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4K Β· πŸ“‹ 340 - 35% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.03.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): ``` pip install plumbum ``` @@ -1746,7 +1773,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5M / month Β· πŸ“¦ 300 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.9M / month Β· πŸ“¦ 300 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1778,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 8.7K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 8.9K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1803,7 +1830,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 30M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 31M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1814,7 +1841,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ37 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 9K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.1K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 08.05.2023): ``` git clone https://github.com/Supervisor/supervisor @@ -1823,19 +1850,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 240K Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 250K Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge supervisor ```
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sh (πŸ₯‰35 Β· ⭐ 6.6K) - Python process launching. MIT +
sh (πŸ₯‰36 Β· ⭐ 6.6K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 470 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 0% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 480 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 1% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4M / month): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 3.8M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` pip install sh ``` @@ -1856,7 +1883,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯‡37 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 380 Β· πŸ“¦ 76K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 380 Β· πŸ“¦ 77K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop @@ -1888,7 +1915,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ36 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 100 Β· πŸ“¦ 120K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 120K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/agronholm/anyio @@ -1897,12 +1924,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.5M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.6M Β· ⏱️ 19.10.2022): ``` conda install -c conda-forge anyio ```
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aiomisc (πŸ₯‰24 Β· ⭐ 310) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰24 Β· ⭐ 320) - aiomisc - miscellaneous utils for asyncio. MIT - [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 22 Β· πŸ“¦ 300 Β· πŸ“‹ 17 - 35% open Β· ⏱️ 01.05.2023): @@ -1914,18 +1941,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install aiomisc ```
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asyncer (πŸ₯‰21 Β· ⭐ 990) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰21 Β· ⭐ 1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 480 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 490 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 69K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 72K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.1K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.2K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ``` @@ -1933,7 +1960,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - unsync (πŸ₯‰21 Β· ⭐ 820 Β· πŸ’€) - Unsynchronize asyncio. MIT -- stopit (πŸ₯‰19 Β· ⭐ 97 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +- stopit (πŸ₯‰20 Β· ⭐ 97 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1941,30 +1968,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡38 Β· ⭐ 5.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡38 Β· ⭐ 6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 350 Β· πŸ“¦ 440K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 450K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 29M / month): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 28M / month Β· πŸ“¦ 7.9K Β· ⏱️ 21.01.2023): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.3M Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.4M Β· ⏱️ 24.02.2023): ``` conda install -c conda-forge python-dotenv ```
traitlets (πŸ₯ˆ37 Β· ⭐ 550) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 180 Β· πŸ“₯ 120 Β· πŸ“¦ 310K Β· πŸ“‹ 270 - 29% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 130 Β· πŸ“¦ 310K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 23M / month): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 23M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): ``` pip install traitlets ``` @@ -1991,96 +2018,96 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.4K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 97K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 98K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 60K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 61K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge python-decouple ```
omegaconf (πŸ₯‰32 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 79 Β· πŸ“¦ 12K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 14.04.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 83 Β· πŸ“¦ 12K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.4M / month Β· πŸ“¦ 310 Β· ⏱️ 08.12.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 310 Β· ⏱️ 08.12.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 880K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 900K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
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hydra (πŸ₯‰28 Β· ⭐ 7K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰28 Β· ⭐ 7.1K) - Hydra is a framework for elegantly configuring complex applications. MIT - [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.3K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.6K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 600K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 610K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge hydra-core ```
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configobj (πŸ₯‰28 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 +
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 53 Β· πŸ“¦ 26K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 5.9K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 17.04.2023): ``` - git clone https://github.com/DiffSK/configobj + git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 270K / month Β· πŸ“¦ 87 Β· ⏱️ 03.11.2021): ``` - pip install configobj + pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 620K Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 17K Β· ⏱️ 07.01.2022): ``` - conda install -c conda-forge configobj + conda install -c conda-forge gin-config ```
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gin-config (πŸ₯‰27 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
configobj (πŸ₯‰28 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 5.9K Β· πŸ“‹ 78 - 46% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 60 Β· πŸ“¦ 26K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` - git clone https://github.com/google/gin-config + git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 270K / month): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` - pip install gin-config + pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 17K Β· ⏱️ 07.01.2022): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 620K Β· ⏱️ 20.01.2023): ``` - conda install -c conda-forge gin-config + conda install -c conda-forge configobj ```
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 690 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 700 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 100K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 93K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 33K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 35K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge everett ``` @@ -2098,18 +2125,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 120M / month Β· πŸ“¦ 73K Β· ⏱️ 28.04.2022): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 120M / month): ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 26M Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 27M Β· ⏱️ 26.10.2022): ``` conda install -c conda-forge click ```
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 85K Β· πŸ“‹ 1.1K - 11% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 87K Β· πŸ“‹ 1.1K - 11% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/Textualize/rich @@ -2118,44 +2145,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.6M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.7M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge rich ```
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python-fire (πŸ₯ˆ38 Β· ⭐ 24K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 20K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 28.04.2023): ``` - git clone https://github.com/google/python-fire + git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): ``` - pip install fire + pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 530K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 15M Β· ⏱️ 28.02.2023): ``` - conda install -c conda-forge fire + conda install -c conda-forge prompt-toolkit ```
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python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 +
python-fire (πŸ₯ˆ37 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` - git clone https://github.com/prompt-toolkit/python-prompt-toolkit + git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` - pip install prompt_toolkit + pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 15M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 550K Β· ⏱️ 11.04.2023): ``` - conda install -c conda-forge prompt-toolkit + conda install -c conda-forge fire ```
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colorama (πŸ₯ˆ36 Β· ⭐ 3.1K) - Simple cross-platform colored terminal text in Python. BSD-3 +
colorama (πŸ₯ˆ36 Β· ⭐ 3.2K) - Simple cross-platform colored terminal text in Python. BSD-3 - [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 640K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): @@ -2173,7 +2200,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 110 Β· πŸ“₯ 250 Β· πŸ“¦ 43K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 23.04.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 110 Β· πŸ“₯ 250 Β· πŸ“¦ 43K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2210,7 +2237,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 34M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` pip install wcwidth ``` @@ -2221,7 +2248,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰30 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 78 Β· πŸ“¦ 15K Β· πŸ“‹ 92 - 31% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 78 Β· πŸ“¦ 15K Β· πŸ“‹ 93 - 32% open Β· ⏱️ 08.05.2023): ``` git clone https://github.com/sdispater/cleo @@ -2258,7 +2285,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 940K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 920K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` @@ -2274,7 +2301,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 44K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 42K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ``` @@ -2286,7 +2313,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 940 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 890 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2298,7 +2325,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - ConfigArgParse (πŸ₯‰27 Β· ⭐ 640 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - clint (πŸ₯‰24 Β· ⭐ 89 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰21 Β· ⭐ 28) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰21 Β· ⭐ 29) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2330,42 +2357,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 830) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 840) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 2 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 3 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 190K / month Β· πŸ“¦ 120 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 210K / month Β· πŸ“¦ 120 Β· ⏱️ 13.01.2023): ``` pip install aiocache ```
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beaker (πŸ₯‰29 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 +
beaker (πŸ₯‰28 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 - [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.6K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 310K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): ``` pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 68K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 69K Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge beaker ```
pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 130 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 150 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 220K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 230K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2381,7 +2408,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 13K / month Β· πŸ“¦ 29 Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 12K / month Β· πŸ“¦ 29 Β· ⏱️ 06.12.2022): ``` pip install cachier ``` @@ -2400,7 +2427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.7K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.8K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/kivy/kivy @@ -2416,12 +2443,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.1K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.2K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 280K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 320K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2432,7 +2459,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ33 Β· ⭐ 10K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 540 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 550 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/hoffstadt/DearPyGui @@ -2442,26 +2469,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install dearpygui ```
-
Eel (πŸ₯ˆ33 Β· ⭐ 5.6K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
Eel (πŸ₯ˆ32 Β· ⭐ 5.6K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.2K Β· πŸ“‹ 500 - 32% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.3K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 72K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 71K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 590 Β· πŸ“₯ 1.5K Β· πŸ“‹ 690 - 20% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 590 Β· πŸ“₯ 1.5K Β· πŸ“‹ 690 - 20% open Β· ⏱️ 08.05.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.9K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): ``` pip install toga ``` @@ -2472,12 +2499,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 430 Β· πŸ“¦ 740 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): +- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 430 Β· πŸ“¦ 750 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): ``` git clone https://github.com/chriskiehl/Gooey ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.1K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): +- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.3K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): ``` pip install gooey ``` @@ -2493,7 +2520,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 500 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 560 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2531,14 +2558,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 14K) - Collection of text processing and NLP libraries. -
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 +
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2 - [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` @@ -2562,14 +2589,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 21 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 27 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
emoji (πŸ₯‡33 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 55K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 56K Β· πŸ“‹ 150 - 8% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2578,7 +2605,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 48K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 49K Β· ⏱️ 02.11.2022): ``` conda install -c conda-forge emoji ``` @@ -2590,7 +2617,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmoiron/humanize ``` -- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2K Β· ⏱️ 29.01.2023): ``` pip install humanize ``` @@ -2601,7 +2628,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-slugify (πŸ₯ˆ31 Β· ⭐ 1.3K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 96 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 95 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): ``` git clone https://github.com/un33k/python-slugify @@ -2615,14 +2642,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
-
inflect (πŸ₯ˆ31 Β· ⭐ 810 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 810) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 87 Β· πŸ“‹ 99 - 18% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 87 Β· πŸ“‹ 99 - 18% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.5M / month Β· πŸ“¦ 970 Β· ⏱️ 20.10.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.4M / month Β· πŸ“¦ 970 Β· ⏱️ 20.10.2022): ``` pip install inflect ``` @@ -2633,16 +2660,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyahocorasick (πŸ₯‰27 Β· ⭐ 790) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.8K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 600K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 590K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` -- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 180K Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 190K Β· ⏱️ 16.01.2023): ``` conda install -c conda-forge pyahocorasick ``` @@ -2654,30 +2681,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 280K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 270K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 55K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 56K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ```
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price-parser (πŸ₯‰19 Β· ⭐ 260) - Extract price amount and currency symbol from a raw text string. BSD-3 +
price-parser (πŸ₯‰21 Β· ⭐ 260) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 44 Β· πŸ“¦ 350 Β· πŸ“‹ 25 - 64% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 44 Β· πŸ“¦ 350 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 64K / month): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 65K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
Show 2 hidden projects... -- awesome-slugify (πŸ₯‰18 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗Unlicensed +- awesome-slugify (πŸ₯‰22 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 75 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2696,55 +2723,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.2K) - The Database Toolkit for Python. MIT +
boto3 (πŸ₯‡45 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 560K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 300K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 11.05.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 70M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 590M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` - pip install SQLAlchemy + pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 01.05.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 11.05.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge boto3 ```
-
redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.2K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 14% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 560K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 10.05.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 70M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` - pip install redis + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 960K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 11.05.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge sqlalchemy ```
-
boto3 (πŸ₯‡44 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.7K Β· πŸ“¦ 300K Β· πŸ“‹ 2.9K - 4% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 11.05.2023): ``` - git clone https://github.com/boto/boto3 + git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 570M / month): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 630 Β· ⏱️ 15.06.2022): ``` - pip install boto3 + pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 03.05.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 930K Β· ⏱️ 18.04.2023): ``` - conda install -c conda-forge boto3 + conda install -c conda-forge azure-storage-blob ```
-
peewee (πŸ₯‡42 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT +
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT - [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 02.05.2023): @@ -2755,67 +2782,67 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 500K Β· ⏱️ 21.04.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 510K Β· ⏱️ 21.04.2023): ``` conda install -c conda-forge peewee ```
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azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT +
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 10.05.2023): ``` - git clone https://github.com/Azure/azure-sdk-for-python + git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 630 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 38M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): ``` - pip install azure-storage-blob + pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 930K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.4M Β· ⏱️ 05.05.2023): ``` - conda install -c conda-forge azure-storage-blob + conda install -c conda-forge google-cloud-storage ```
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PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT +
elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.3K Β· πŸ“¦ 160K Β· πŸ“‹ 630 - 3% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.9K Β· πŸ“¦ 38K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 01.05.2023): ``` - git clone https://github.com/PyMySQL/PyMySQL + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 30M / month): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.01.2023): ``` - pip install PyMySQL + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.1M Β· ⏱️ 28.03.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 830K Β· ⏱️ 06.04.2023): ``` - conda install -c conda-forge pymysql + conda install -c conda-forge elasticsearch ```
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elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Python client for Elasticsearch. Apache-2 +
PyMySQL (πŸ₯‡39 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.9K Β· πŸ“¦ 38K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 01.05.2023): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 30M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): ``` - pip install elasticsearch + pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 820K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.1M Β· ⏱️ 28.03.2023): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge pymysql ```
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MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯‡39 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT - [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 20K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): ``` pip install mongoengine ``` @@ -2824,9 +2851,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
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alembic (πŸ₯ˆ39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯‡39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 950 - 10% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 950 - 10% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/sqlalchemy/alembic @@ -2842,12 +2869,12 @@ _Libraries for connecting to, operating, and querying databases._
kafka-python (πŸ₯ˆ38 Β· ⭐ 5.2K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 17K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 18K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.03.2023): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2856,9 +2883,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
+
redis (πŸ₯ˆ37 Β· ⭐ 11K Β· πŸ“‰) - Redis Python Client. MIT + +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 10.05.2023): + + ``` + git clone https://github.com/redis/redis-py + ``` +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month): + ``` + pip install redis + ``` +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 960K Β· ⏱️ 29.03.2023): + ``` + conda install -c conda-forge redis-py + ``` +
pymongo (πŸ₯ˆ37 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 10.05.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2872,52 +2915,52 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 590) - Google BigQuery API client library. Apache-2 +
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 570 - 16% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“₯ 190K Β· πŸ“¦ 1K Β· πŸ“‹ 920 - 3% open Β· ⏱️ 10.05.2023): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 28M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 25M / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` - pip install google-cloud-bigquery + pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.6M Β· ⏱️ 20.04.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 350K Β· ⏱️ 17.04.2023): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c conda-forge awswrangler ```
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google-cloud-storage (πŸ₯ˆ36 Β· ⭐ 4.2K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 590) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 570 - 16% open Β· ⏱️ 20.04.2023): ``` - git clone https://github.com/googleapis/google-cloud-python + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 37M / month): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 28M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` - pip install google-cloud-storage + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.4M Β· ⏱️ 30.03.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.6M Β· ⏱️ 20.04.2023): ``` - conda install -c conda-forge google-cloud-storage + conda install -c conda-forge google-cloud-bigquery ```
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AWS Data Wrangler (πŸ₯ˆ36 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 +
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“₯ 190K Β· πŸ“¦ 990 Β· πŸ“‹ 910 - 3% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 830 Β· πŸ“¦ 6K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/awslabs/aws-data-wrangler + git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 24M / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.5M / month Β· πŸ“¦ 420 Β· ⏱️ 24.01.2023): ``` - pip install awswrangler + pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 350K Β· ⏱️ 17.04.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 690K Β· ⏱️ 26.04.2023): ``` - conda install -c conda-forge awswrangler + conda install -c conda-forge python-confluent-kafka ```
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 @@ -2938,7 +2981,7 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ35 Β· ⭐ 2.7K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 68 Β· πŸ“¦ 480 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 70 Β· πŸ“¦ 490 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/ibis-project/ibis @@ -2954,23 +2997,23 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ35 Β· ⭐ 680) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 93M / month Β· πŸ“¦ 610 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 94M / month Β· πŸ“¦ 620 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.5M Β· ⏱️ 08.04.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.6M Β· ⏱️ 07.05.2023): ``` conda install -c conda-forge s3fs ```
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.6K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 170 Β· πŸ“¦ 8.9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 170 Β· πŸ“¦ 9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py @@ -2986,7 +3029,7 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 10 Β· πŸ“¦ 5.4K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 10 Β· πŸ“¦ 5.5K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/tortoise/tortoise-orm @@ -3000,14 +3043,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
+
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 + +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 59K Β· ⏱️ 08.05.2023): + + ``` + git clone https://github.com/mongodb/motor + ``` +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): + ``` + pip install motor + ``` +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 56K Β· ⏱️ 06.04.2023): + ``` + conda install -c conda-forge motor + ``` +
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 4.9K Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 4.9K Β· ⏱️ 09.05.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 700 Β· ⏱️ 18.03.2021): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.5M / month Β· πŸ“¦ 700 Β· ⏱️ 18.03.2021): ``` pip install cassandra-driver ``` @@ -3016,14 +3075,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
+
s3transfer (πŸ₯ˆ34 Β· ⭐ 170) - Amazon S3 Transfer Manager for Python. Apache-2 + +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 190K Β· πŸ“‹ 79 - 58% open Β· ⏱️ 04.05.2023): + + ``` + git clone https://github.com/boto/s3transfer + ``` +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 240M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): + ``` + pip install s3transfer + ``` +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 15M Β· ⏱️ 04.05.2023): + ``` + conda install -c conda-forge s3transfer + ``` +
Databases (πŸ₯ˆ33 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 18K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 16.01.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 410K / month Β· πŸ“¦ 140 Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 140 Β· ⏱️ 18.12.2022): ``` pip install databases ``` @@ -3032,41 +3107,53 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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Motor (πŸ₯ˆ33 Β· ⭐ 2.1K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
mysqlclient (πŸ₯ˆ33 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 58K Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 10.05.2023): ``` - git clone https://github.com/mongodb/motor + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` - pip install motor + pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 56K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 250K Β· ⏱️ 06.04.2023): ``` - conda install -c conda-forge motor + conda install -c conda-forge mysqlclient + ``` +
+
libcloud (πŸ₯ˆ33 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 + +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.9K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): + + ``` + git clone https://github.com/apache/libcloud + ``` +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 140K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): + ``` + pip install apache-libcloud ```
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 790) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.3K Β· πŸ“‹ 220 - 2% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.4K Β· πŸ“‹ 220 - 2% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 170K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 160K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 170K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 28.04.2023): ``` conda install -c conda-forge neo4j-python-driver ```
minio (πŸ₯ˆ33 Β· ⭐ 630) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.4K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.5K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/minio/minio-py @@ -3075,25 +3162,25 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 120K Β· ⏱️ 24.03.2023): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 130K Β· ⏱️ 24.03.2023): ``` conda install -c conda-forge minio ```
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s3transfer (πŸ₯ˆ33 Β· ⭐ 170) - Amazon S3 Transfer Manager for Python. Apache-2 +
Prometheus Client (πŸ₯‰32 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 190K Β· πŸ“‹ 81 - 59% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 18.04.2023): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 230M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 730 Β· ⏱️ 23.01.2023): ``` - pip install s3transfer + pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 15M Β· ⏱️ 31.05.2022): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 11M Β· ⏱️ 24.01.2023): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge prometheus_client ```
PynamoDB (πŸ₯‰32 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT @@ -3107,19 +3194,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 330K Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 340K Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge pynamodb ```
pandas-gbq (πŸ₯‰32 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“₯ 290 Β· πŸ“¦ 6.7K Β· πŸ“‹ 300 - 17% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 6.8K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.7M / month Β· πŸ“¦ 320 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.8M / month Β· πŸ“¦ 320 Β· ⏱️ 30.01.2023): ``` pip install pandas-gbq ``` @@ -3130,12 +3217,12 @@ _Libraries for connecting to, operating, and querying databases._
Pony (πŸ₯‰31 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 51 Β· πŸ“¦ 3.4K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 52 Β· πŸ“¦ 3.4K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 73K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 71K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` @@ -3144,30 +3231,42 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
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mysqlclient (πŸ₯‰31 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 31.03.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` - pip install mysqlclient + pip install influxdb ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 250K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 120K Β· ⏱️ 12.11.2020): ``` - conda install -c conda-forge mysqlclient + conda install -c conda-forge influxdb + ``` +
+
pygsheets (πŸ₯‰31 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT + +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 1.8K Β· πŸ“‹ 390 - 13% open Β· ⏱️ 10.05.2023): + + ``` + git clone https://github.com/nithinmurali/pygsheets + ``` +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 92 Β· ⏱️ 30.11.2022): + ``` + pip install pygsheets ```
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sqlmodel (πŸ₯‰30 Β· ⭐ 9.8K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic +
sqlmodel (πŸ₯‰30 Β· ⭐ 9.9K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 410 Β· πŸ“¦ 5.7K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 410 Β· πŸ“¦ 5.8K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 370K / month Β· πŸ“¦ 130 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 390K / month Β· πŸ“¦ 130 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` @@ -3183,7 +3282,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 53K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 54K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): ``` pip install dataset ``` @@ -3192,49 +3291,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge dataset ```
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libcloud (πŸ₯‰30 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 840 Β· πŸ“¦ 2.9K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): - - ``` - git clone https://github.com/apache/libcloud - ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 140K / month): - ``` - pip install apache-libcloud - ``` -
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influxdb (πŸ₯‰30 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT - -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 6.9K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): - - ``` - git clone https://github.com/influxdata/influxdb-python - ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.5M / month): - ``` - pip install influxdb - ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 120K Β· ⏱️ 12.11.2020): - ``` - conda install -c conda-forge influxdb - ``` -
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pygsheets (πŸ₯‰30 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT - -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 210 Β· πŸ“¦ 1.8K Β· πŸ“‹ 390 - 13% open Β· ⏱️ 09.02.2023): - - ``` - git clone https://github.com/nithinmurali/pygsheets - ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 92 Β· ⏱️ 30.11.2022): - ``` - pip install pygsheets - ``` -
cx-Oracle (πŸ₯‰30 Β· ⭐ 860 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.2K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 08.06.2022): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.3K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 08.06.2022): ``` git clone https://github.com/oracle/python-cx_Oracle @@ -3243,19 +3302,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 390K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 400K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge cx_oracle ```
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 230K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 220K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3271,7 +3330,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): ``` pip install records ``` @@ -3280,30 +3339,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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Prometheus Client (πŸ₯‰28 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 - -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 720 Β· πŸ“‹ 460 - 13% open Β· ⏱️ 18.04.2023): - - ``` - git clone https://github.com/prometheus/client_python - ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month): - ``` - pip install prometheus_client - ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 11M Β· ⏱️ 24.01.2023): - ``` - conda install -c conda-forge prometheus_client - ``` -
prisma (πŸ₯‰28 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 220 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 30.04.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 15K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 14K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): ``` pip install prisma ``` @@ -3315,7 +3358,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 12K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): ``` pip install piccolo ``` @@ -3327,7 +3370,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 200K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 210K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3338,28 +3381,28 @@ _Libraries for connecting to, operating, and querying databases._
umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 12K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): +- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 13K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 31K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 29K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.1K Β· ⏱️ 23.12.2021): ``` conda install -c conda-forge umongo ```
filedepot (πŸ₯‰23 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 37 Β· πŸ“¦ 770 Β· πŸ“‹ 44 - 18% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 770 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4K / month): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.3K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` pip install filedepot ``` @@ -3383,7 +3426,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mcfunley/pugsql ``` -- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 28K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 25K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): ``` pip install pugsql ``` @@ -3395,12 +3438,12 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 77K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 70K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
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psycopg3 (πŸ₯‰18 Β· ⭐ 1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
psycopg3 (πŸ₯‰17 Β· ⭐ 1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 - [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 100 Β· πŸ“‹ 300 - 13% open Β· ⏱️ 03.05.2023): @@ -3408,22 +3451,21 @@ _Libraries for connecting to, operating, and querying databases._ git clone https://github.com/psycopg/psycopg ```
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Show 17 hidden projects... +
Show 16 hidden projects... -- psycopg2 (πŸ₯ˆ39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- confluent-kafka-python (πŸ₯ˆ34 Β· ⭐ 3.2K) - Confluents Kafka Python Client. ❗Unlicensed +- psycopg2 (πŸ₯‡39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 50) - Google Cloud Bigtable API client library. Apache-2 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 51) - Google Cloud Bigtable API client library. Apache-2 - py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ’€) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- pyodbc (πŸ₯‰28 Β· ⭐ 2.7K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 -- Queries (πŸ₯‰19 Β· ⭐ 250 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 +- Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT @@ -3438,23 +3480,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.7K Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 08.05.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.2M / month): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.3M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 760K Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 760K Β· ⏱️ 09.05.2023): ``` conda install -c conda-forge faker ```
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.1K Β· πŸ“¦ 15K Β· πŸ“‹ 2.2K - 25% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.1K Β· πŸ“¦ 16K Β· πŸ“‹ 2.3K - 25% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/huggingface/datasets @@ -3463,30 +3505,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 270K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 280K Β· ⏱️ 28.04.2023): ``` conda install -c conda-forge datasets ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 460 Β· πŸ“₯ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 29.04.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 470 Β· πŸ“₯ 22K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 80K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 82K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 590K Β· ⏱️ 25.04.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 590K Β· ⏱️ 05.05.2023): ``` conda install -c conda-forge xlwings ```
Tablib (πŸ₯ˆ36 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 45K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 47K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/jazzband/tablib @@ -3495,7 +3537,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 85K Β· ⏱️ 24.03.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 86K Β· ⏱️ 24.03.2023): ``` conda install -c conda-forge tablib ``` @@ -3507,7 +3549,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3532,14 +3574,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
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xmltodict (πŸ₯ˆ32 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT +
xmltodict (πŸ₯ˆ33 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 440 Β· πŸ“¦ 53K Β· πŸ“‹ 230 - 31% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 53K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 23M / month): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 23M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3548,25 +3590,41 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xmltodict ```
+
smart-open (πŸ₯ˆ32 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT + +- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 19.01.2023): + + ``` + git clone https://github.com/RaRe-Technologies/smart_open + ``` +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 610 Β· ⏱️ 12.12.2022): + ``` + pip install smart-open + ``` +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.8M Β· ⏱️ 08.01.2023): + ``` + conda install -c conda-forge smart_open + ``` +
Intake (πŸ₯ˆ32 Β· ⭐ 890) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 130 Β· πŸ“¦ 1.1K Β· πŸ“‹ 340 - 29% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 130 Β· πŸ“¦ 1.1K Β· πŸ“‹ 340 - 28% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 71K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 74K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 390K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 400K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge intake ```
gdown (πŸ₯ˆ31 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown @@ -3575,56 +3633,52 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 170K Β· ⏱️ 25.03.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 180K Β· ⏱️ 25.03.2023): ``` conda install -c conda-forge gdown ```
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snorkel (πŸ₯ˆ29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯‰29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 280 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 300 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 48K / month): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 49K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 40K Β· ⏱️ 29.07.2022): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 41K Β· ⏱️ 29.07.2022): ``` conda install -c conda-forge snorkel ```
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smart-open (πŸ₯‰28 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
img2dataset (πŸ₯‰26 Β· ⭐ 2.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 340 Β· πŸ“‹ 370 - 17% open Β· ⏱️ 19.01.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 210 Β· πŸ“₯ 960 Β· πŸ“¦ 37 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 28.04.2023): ``` - git clone https://github.com/RaRe-Technologies/smart_open - ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month): - ``` - pip install smart-open + git clone https://github.com/rom1504/img2dataset ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.8M Β· ⏱️ 08.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 13K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` - conda install -c conda-forge smart_open + pip install img2dataset ```
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img2dataset (πŸ₯‰26 Β· ⭐ 2.1K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“₯ 950 Β· πŸ“¦ 37 Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 26.04.2023): ``` - git clone https://github.com/rom1504/img2dataset + git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 12K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.5K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` - pip install img2dataset + pip install rows ```
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camelot (πŸ₯‰23 Β· ⭐ 1.9K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰22 Β· ⭐ 1.9K) - A Python library to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 340 Β· πŸ“‹ 270 - 62% open Β· ⏱️ 18.03.2023): @@ -3636,26 +3690,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install camelot ```
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rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
Upgini (πŸ₯‰19 Β· ⭐ 210) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 26.04.2023): - - ``` - git clone https://github.com/turicas/rows - ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.7K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): - ``` - pip install rows - ``` -
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Upgini (πŸ₯‰19 Β· ⭐ 190) - Data search library for Machine Learning Easily find and add relevant.. BSD-3 - -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 16 Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 18 Β· πŸ“¦ 1 Β· ⏱️ 09.05.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.2K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ``` @@ -3667,7 +3709,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 990 / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): ``` pip install squirrel-core ``` @@ -3678,18 +3720,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 14 hidden projects... +- xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ32 Β· ⭐ 1.4K) - Synthetic Data Generation for tabular, relational and time series data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯ˆ29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- xlrd (πŸ₯ˆ29 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... ❗Unlicensed +- PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT -- textract (πŸ₯‰24 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT +- Singer (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT -- pandas-datareader (πŸ₯‰22 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. ❗Unlicensed +- pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 -- pyexcel-xlsx (πŸ₯‰22 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- Singer (πŸ₯‰20 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - borb (πŸ₯‰19 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2
@@ -3701,14 +3743,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡46 Β· ⭐ 30K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡47 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 470K Β· πŸ“¦ 6.6K Β· πŸ“‹ 7.3K - 11% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 470K Β· πŸ“¦ 6.7K Β· πŸ“‹ 7.4K - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 8.5M / month Β· πŸ“¦ 260 Β· ⏱️ 14.03.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 7.3M / month Β· πŸ“¦ 270 Β· ⏱️ 30.04.2023): ``` pip install apache-airflow ``` @@ -3716,19 +3758,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 440 Β· ⏱️ 30.04.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 450 Β· ⏱️ 11.05.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡45 Β· ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.3M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.5M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): ``` pip install celery ``` @@ -3739,92 +3781,92 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.8K Β· πŸ“‹ 3.7K - 12% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.8K Β· πŸ“‹ 3.7K - 13% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 610K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 430K Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 440K Β· ⏱️ 08.05.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡42 Β· ⭐ 6.8K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 74% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.8K - 74% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 190 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 190 Β· ⏱️ 13.01.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 41K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 42K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
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Dagster (πŸ₯‡40 Β· ⭐ 7.3K) - An orchestration platform for the development, production, and.. Apache-2 +
rq (πŸ₯‡40 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 910 Β· πŸ“¦ 1.1K Β· πŸ“‹ 5.3K - 25% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 13K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 05.05.2023): ``` - git clone https://github.com/dagster-io/dagster + git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 530K / month): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 740K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` - pip install dagster + pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 860K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 91K Β· ⏱️ 30.06.2021): ``` - conda install -c conda-forge dagster + conda install -c conda-forge rq ```
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rq (πŸ₯ˆ39 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 +
Dagster (πŸ₯‡40 Β· ⭐ 7.4K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 13K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 930 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.6K - 29% open Β· ⏱️ 11.05.2023): ``` - git clone https://github.com/rq/rq + git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 700K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 510K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): ``` - pip install rq + pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 90K Β· ⏱️ 30.06.2021): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 870K Β· ⏱️ 04.05.2023): ``` - conda install -c conda-forge rq + conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.3K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.8M / month Β· πŸ“¦ 31 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 10M / month Β· πŸ“¦ 31 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 640K Β· ⏱️ 29.04.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 640K Β· ⏱️ 05.05.2023): ``` conda install -c conda-forge great-expectations ```
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dbt (πŸ₯ˆ38 Β· ⭐ 6.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.4K Β· πŸ“¦ 2.6K Β· πŸ“‹ 3.9K - 9% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.5K Β· πŸ“¦ 2.6K Β· πŸ“‹ 4K - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 410K / month): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 530K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3851,40 +3893,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.1K Β· πŸ“‹ 960 - 8% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.1K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 650K / month): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 630K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· πŸ“¦ 2 Β· ⏱️ 17.03.2023): ``` conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 8.3K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 +
Kedro (πŸ₯ˆ37 Β· ⭐ 8.4K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 790 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.2K - 22% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 790 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 510K / month Β· πŸ“¦ 65 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 490K / month Β· πŸ“¦ 65 Β· ⏱️ 06.03.2023): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 5.8K) - AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 5.9K) - AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“¦ 170 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“¦ 190 Β· πŸ“‹ 420 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 6.7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7.3K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3896,7 +3938,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 70K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 75K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -3907,12 +3949,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
petl (πŸ₯ˆ32 Β· ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 780K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 810K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -3921,9 +3963,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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zenml (πŸ₯ˆ30 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ31 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 290 Β· πŸ“₯ 1 Β· πŸ“¦ 98 Β· πŸ“‹ 190 - 12% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 290 Β· πŸ“₯ 1 Β· πŸ“¦ 98 Β· πŸ“‹ 190 - 10% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/zenml-io/zenml @@ -3935,7 +3977,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 470 - 21% open Β· ⏱️ 07.04.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 470 - 21% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/combust/mleap @@ -3944,7 +3986,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 66K Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 67K Β· ⏱️ 24.02.2023): ``` conda install -c conda-forge mleap ``` @@ -3956,23 +3998,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.8K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.9K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 57K Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 58K Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge ploomber ```
whylogs (πŸ₯‰29 Β· ⭐ 2.2K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 96 Β· πŸ“₯ 53 Β· πŸ“¦ 85 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 48 Β· πŸ“¦ 88 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 43K / month Β· πŸ“¦ 6 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 45K / month Β· πŸ“¦ 7 Β· ⏱️ 08.03.2023): ``` pip install whylogs ``` @@ -3984,7 +4026,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 27K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 26K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -3996,7 +4038,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 280K / month): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 280K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4008,11 +4050,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 41K / month Β· πŸ“¦ 17 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 42K / month Β· πŸ“¦ 17 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.8K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.9K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ``` @@ -4024,19 +4066,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4.3K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4.4K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 30 Β· πŸ“¦ 32 Β· πŸ“‹ 16 - 75% open Β· ⏱️ 16.04.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 32 Β· πŸ“¦ 32 Β· πŸ“‹ 21 - 80% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 72K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 70K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4060,7 +4102,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 680 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 620 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ``` @@ -4072,7 +4114,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 17K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 19K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4088,7 +4130,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.1K / month Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1K / month Β· ⏱️ 02.01.2023): ``` pip install batchflow ``` @@ -4111,28 +4153,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pdpipe (πŸ₯‰21 Β· ⭐ 710) - Easy pipelines for pandas DataFrames. MIT -- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 43 Β· πŸ“¦ 52 Β· πŸ“‹ 52 - 26% open Β· ⏱️ 24.12.2022): +- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 53 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1K / month): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.1K / month Β· πŸ“¦ 7 Β· ⏱️ 20.09.2022): ``` pip install pdpipe ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 21K Β· ⏱️ 24.09.2022): +- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 22K Β· ⏱️ 24.09.2022): ``` conda install -c conda-forge pdpipe ```
Mara Pipelines (πŸ₯‰20 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 98 Β· πŸ“‹ 34 - 52% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 180 / month): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 170 / month Β· πŸ“¦ 1 Β· ⏱️ 22.09.2022): ``` pip install mara-pipelines ``` @@ -4149,14 +4191,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install flupy ```
-
Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +
Databolt Flow (πŸ₯‰17 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 72 Β· πŸ“¦ 23 Β· πŸ“‹ 23 - 43% open Β· ⏱️ 26.10.2022): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 23 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 200 / month): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 120 / month Β· ⏱️ 26.10.2022): ``` pip install d6tflow ``` @@ -4180,7 +4222,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 74 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 46 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4192,7 +4234,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 71 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 96 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4204,7 +4246,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰20 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- riko (πŸ₯‰16 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 600 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
@@ -4216,7 +4258,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 790K Β· πŸ“‹ 540 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 790K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4225,14 +4267,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 33M Β· ⏱️ 09.11.2022): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 34M Β· ⏱️ 09.11.2022): ``` conda install -c conda-forge pyyaml ```
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 59K Β· πŸ“‹ 870 - 2% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 60K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4253,7 +4295,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 140M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 150M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4270,12 +4312,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.6K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.8K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.9K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 13M / month Β· πŸ“¦ 750 Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 750 Β· ⏱️ 06.01.2023): ``` pip install deepdiff ``` @@ -4302,7 +4344,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 43) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 45) - Backport of the importlib.resources module. MIT - entrypoints (πŸ₯‰24 Β· ⭐ 71 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4313,7 +4355,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡40 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 700K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 700K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4322,7 +4364,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 27M Β· ⏱️ 03.05.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 28M Β· ⏱️ 07.05.2023): ``` conda install -c conda-forge attrs ``` @@ -4334,7 +4376,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 34M / month Β· πŸ“¦ 8.7K Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 35M / month Β· πŸ“¦ 8.7K Β· ⏱️ 18.10.2022): ``` pip install more-itertools ``` @@ -4343,9 +4385,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge more-itertools ```
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boltons (πŸ₯ˆ36 Β· ⭐ 6.1K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
boltons (πŸ₯ˆ36 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.2K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.3K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons @@ -4354,14 +4396,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.6M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.7M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 92K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 93K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4393,12 +4435,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-dependency-injector (πŸ₯ˆ33 Β· ⭐ 2.9K) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 490 - 28% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 220 Β· πŸ“¦ 2K Β· πŸ“‹ 490 - 29% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 980K / month Β· πŸ“¦ 93 Β· ⏱️ 19.12.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 990K / month Β· πŸ“¦ 93 Β· ⏱️ 19.12.2022): ``` pip install dependency-injector ``` @@ -4407,7 +4449,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dependency_injector ```
-
natsort (πŸ₯‰32 Β· ⭐ 740) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰32 Β· ⭐ 750) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 19K Β· πŸ“‹ 86 - 2% open Β· ⏱️ 19.04.2023): @@ -4425,12 +4467,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰31 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.5K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.5K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.3M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): ``` pip install funcy ``` @@ -4441,16 +4483,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 2.7K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 97 Β· πŸ“¦ 340 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 97 Β· πŸ“¦ 350 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 05.05.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 65K / month): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 78K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5K Β· ⏱️ 22.04.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.1K Β· ⏱️ 22.04.2023): ``` conda install -c conda-forge returns ``` @@ -4462,11 +4504,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 67 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 15K / month Β· πŸ“¦ 67 Β· ⏱️ 03.12.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 45K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 46K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ``` @@ -4475,9 +4517,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 620 Β· πŸ’€) - API Rate Limit Decorator. MIT +- CommonRegex (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT -- CommonRegex (πŸ₯‰21 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT

@@ -4485,14 +4527,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡42 Β· ⭐ 52K) - The Python programming language. MIT +
cpython (πŸ₯‡42 Β· ⭐ 53K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 54K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 55K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4505,9 +4547,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
-
micropython (πŸ₯ˆ35 Β· ⭐ 16K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 60K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 61K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/micropython/micropython @@ -4539,12 +4581,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 520 Β· πŸ“¦ 510K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 520 Β· πŸ“¦ 510K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 08.05.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 53M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 54M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): ``` pip install pygments ``` @@ -4555,12 +4597,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡39 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“₯ 7.8K Β· πŸ“¦ 770K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“₯ 7.8K Β· πŸ“¦ 770K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 73M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 74M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` pip install pyparsing ``` @@ -4569,14 +4611,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
-
cookiecutter (πŸ₯‡38 Β· ⭐ 19K Β· πŸ’€) - A cross-platform command-line utility that creates projects.. BSD-3 +
cookiecutter (πŸ₯‡38 Β· ⭐ 20K Β· πŸ’€) - A cross-platform command-line utility that creates projects.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.8K Β· πŸ“¦ 20K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): ``` pip install cookiecutter ``` @@ -4585,9 +4627,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge cookiecutter ```
-
pycparser (πŸ₯ˆ36 Β· ⭐ 2.8K) - Complete C99 parser in pure Python. BSD-3 +
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 550K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 560K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/eliben/pycparser @@ -4603,16 +4645,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯ˆ34 Β· ⭐ 30K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 970 Β· πŸ“‹ 510 - 64% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 980 Β· πŸ“‹ 510 - 64% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 93K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 97K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): ``` pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 150K Β· ⏱️ 07.04.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 160K Β· ⏱️ 07.04.2023): ``` conda install -c conda-forge diagrams ``` @@ -4644,19 +4686,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.7M Β· ⏱️ 13.08.2022): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.8M Β· ⏱️ 13.08.2022): ``` conda install -c conda-forge py4j ```
decorator (πŸ₯ˆ33 Β· ⭐ 760) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 98 Β· πŸ“¦ 420K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 99 Β· πŸ“¦ 420K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 65M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 64M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4665,6 +4707,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
+
pyscaffold (πŸ₯ˆ31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT + +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 9% open Β· ⏱️ 18.04.2023): + + ``` + git clone https://github.com/pyscaffold/pyscaffold + ``` +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 260K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): + ``` + pip install pyscaffold + ``` +- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 170K Β· ⏱️ 18.04.2023): + ``` + conda install -c conda-forge pyscaffold + ``` +
pluggy (πŸ₯ˆ31 Β· ⭐ 940) - A minimalist production ready plugin system. MIT - [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 25.04.2023): @@ -4683,28 +4741,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯ˆ31 Β· ⭐ 840) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.3K Β· πŸ“‹ 320 - 5% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.4K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 500K / month): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 530K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 40K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 41K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge fastcore ```
keyboard (πŸ₯‰30 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 10K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 370K / month Β· πŸ“¦ 430 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 420K / month Β· πŸ“¦ 430 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4715,16 +4773,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰29 Β· ⭐ 1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 390 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 400 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 39K / month Β· πŸ“¦ 23 Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 41K / month Β· πŸ“¦ 23 Β· ⏱️ 29.12.2022): ``` pip install copier ```
+
powerline-shell (πŸ₯‰28 Β· ⭐ 6K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT + +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 98 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): + + ``` + git clone https://github.com/b-ryan/powerline-shell + ``` +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 11K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): + ``` + pip install powerline-shell + ``` +
python-mss (πŸ₯‰28 Β· ⭐ 830) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): @@ -4743,32 +4813,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Send2Trash (πŸ₯‰28 Β· ⭐ 230) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 36 Β· πŸ“‹ 51 - 43% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 36 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.9M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 8.9M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge send2trash ```
-
powerline-shell (πŸ₯‰27 Β· ⭐ 6K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 97 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): - - ``` - git clone https://github.com/b-ryan/powerline-shell - ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 8.3K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): - ``` - pip install powerline-shell - ``` -
pyscreenshot (πŸ₯‰27 Β· ⭐ 460) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 - [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· πŸ“¦ 1.9K Β· ⏱️ 12.03.2023): @@ -4776,7 +4834,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 90K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 94K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` @@ -4788,21 +4846,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 71 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 72 Β· ⏱️ 18.10.2022): ``` pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 990K Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1M Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge catalogue ```
-
Show 4 hidden projects... +
Show 3 hidden projects... -- pyscaffold (πŸ₯‰26 Β· ⭐ 1.8K) - Python project template generator with batteries included. ❗Unlicensed -- openpyxl (πŸ₯‰26 Β· ⭐ 56 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 57) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- macropy (πŸ₯‰19 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. ❗Unlicensed +- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
--- diff --git a/history/2023-05-11_changes.md b/history/2023-05-11_changes.md new file mode 100644 index 0000000..e1ff542 --- /dev/null +++ b/history/2023-05-11_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 +- bcrypt (πŸ₯‰32 Β· ⭐ 1K Β· πŸ“ˆ) - Modern(-ish) password hashing for your software and your servers. Apache-2 +- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- Singer (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- redis (πŸ₯ˆ37 Β· ⭐ 11K Β· πŸ“‰) - Redis Python Client. MIT +- Modin (πŸ₯ˆ34 Β· ⭐ 8.6K Β· πŸ“‰) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 +- polars (πŸ₯‰26 Β· ⭐ 17K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +- StaticFrame (πŸ₯‰15 Β· ⭐ 340 Β· πŸ“‰) - Immutable and grow-only Pandas-like DataFrames with a more.. MIT +- fletcher (πŸ₯‰14 Β· ⭐ 210 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT + diff --git a/history/2023-05-11_projects.csv b/history/2023-05-11_projects.csv new file mode 100644 index 0000000..dbd1617 --- /dev/null +++ b/history/2023-05-11_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-04 22:16:38.000,2023-05-04 22:16:37,373.0,25.0,2000,374.0,191.0,15.0,31.0,13603,2023-05-04 22:16:46.000,2023.05.04,96.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-05-04 22:16:19.000,2023-05-04 22:16:17,227.0,25.0,143,51.0,139.0,1.0,2.0,1889,2023-05-04 22:16:23.000,2023.05.04,88.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-05-04 22:17:44.000,2023-05-04 22:17:43,225.0,26.0,38,22.0,136.0,1.0,5.0,716,2023-05-04 22:17:49.000,2023.05.04,87.0,6.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-05-04 22:16:19.000,2023-05-04 22:16:17,227.0,25.0,143,51.0,139.0,1.0,2.0,1889,2023-05-04 22:16:23.000,2023.05.04,88.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-04 22:16:38.000,2023-05-04 22:16:37,373.0,25.0,2000,374.0,191.0,15.0,31.0,13603,2023-05-04 22:16:46.000,2023.05.04,96.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-01-27 22:41:14.000,2023-01-27 22:41:14,830.0,,6752,1669.0,320.0,9.0,73.0,37308,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-04 22:16:38.000,2023-05-04 22:16:37,373.0,25.0,2000,374.0,191.0,15.0,31.0,13603,2023-05-04 22:16:46.000,2023.05.04,96.0,36.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-05-11 13:09:18.000,2023-05-11 01:04:35,32365.0,855.0,16187,1115.0,28630.0,3575.0,21121.0,38306,2023-04-24 10:21:06.442,2.0.1,114.0,3343.0,53,True,pandas,conda-forge/pandas,['pandas'],192540.0,113109142.0,1185003.0,1116562.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,68441.0,112647498.0,https://anaconda.org/conda-forge/pandas,2023-05-08 01:07:59.394,38633735.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-05-10 21:42:13.000,2023-05-10 15:26:45,32276.0,709.0,7997,584.0,12270.0,2170.0,9442.0,23462,2023-04-22 21:58:39.000,1.24.3,140.0,1622.0,51,True,numpy,conda-forge/numpy,,715759.0,148466041.0,1739264.0,1607301.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,131963.0,147797270.0,https://anaconda.org/conda-forge/numpy,2023-04-23 01:54:47.993,55406050.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-05-11 11:01:58.000,2023-05-10 22:04:08,11708.0,699.0,14993,2073.0,7042.0,876.0,4863.0,59291,2023-05-10 04:28:28.498,4.22.5,136.0,1087.0,50,True,protobuf,conda-forge/protobuf,,32508942.0,123978770.0,422199.0,403070.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15780.0,117540226.0,https://anaconda.org/conda-forge/protobuf,2023-04-16 21:48:53.645,13825495.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3349.0,5602362.0,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-05-11 12:36:37.000,2023-05-11 12:36:36,53693.0,280.0,23330,1951.0,49120.0,983.0,30735.0,57301,2023-04-26 07:55:04.192,7.5.0,324.0,6728.0,48,True,ansible,conda-forge/ansible,,,4191714.0,31785.0,27707.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4078.0,4178994.0,https://anaconda.org/conda-forge/ansible,2023-04-26 10:12:03.270,877741.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-05-11 13:11:18.000,2023-05-11 10:30:53,19674.0,863.0,12331,757.0,20915.0,829.0,6551.0,30591,2023-04-30 13:06:10.000,2.6.0,149.0,2840.0,47,True,apache-airflow,conda-forge/airflow,,470319.0,8530407.0,6981.0,6713.0,https://pypi.org/project/apache-airflow,2023-04-30 11:50:51.959,268.0,7336968.0,https://anaconda.org/conda-forge/airflow,2023-04-01 12:31:40.959,882375.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-05-11 09:37:53.346176,447.0,114084402.0,,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-05-11 13:12:20.000,2023-05-11 13:12:12,10363.0,518.0,1160,122.0,6681.0,25.0,2182.0,5520,2023-04-14 12:36:24.397,40.0.2,113.0,289.0,46,True,cryptography,conda-forge/cryptography,,,167761327.0,476085.0,455142.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,20943.0,167227830.0,https://anaconda.org/conda-forge/cryptography,2023-04-14 22:18:08.631,37878332.0,1.0,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-05-11 11:49:20.000,2023-05-11 11:45:05,12187.0,67.0,4482,480.0,2923.0,619.0,4293.0,21480,2023-05-11 13:24:00.000,5.3.0rc1,195.0,1276.0,45,True,celery,conda-forge/celery,,,6475930.0,116212.0,101157.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15055.0,6461757.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1218952.0,1.0,,,,,,,,,,,,,,,,,, +14,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-05-11 13:18:07.000,2023-05-11 08:00:17,1801.0,288.0,1245,101.0,2231.0,298.0,2113.0,13618,2023-03-22 20:03:45.780,1.10.7,102.0,358.0,45,True,pydantic,conda-forge/pydantic,,,62664870.0,198788.0,192079.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6709.0,62572957.0,https://anaconda.org/conda-forge/pydantic,2023-03-23 10:12:25.306,4779485.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,, +15,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-05-11 00:03:51.000,2023-05-11 00:03:50,5138.0,209.0,1755,242.0,668.0,168.0,2787.0,8073,2023-05-10 19:25:50.382,1.26.132,1305.0,142.0,45,True,boto3,conda-forge/boto3,,,589088777.0,318265.0,300951.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17314.0,588891233.0,https://anaconda.org/conda-forge/boto3,2023-05-11 00:03:26.771,15408479.0,1.0,,,,,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-05-11 04:31:24.285,2023-05-10 22:30:29,16278.0,297.0,1124,91.0,617.0,181.0,7111.0,7205,2023-05-10 22:30:21.000,rel_2_0_13,282.0,621.0,45,True,SQLAlchemy,conda-forge/sqlalchemy,,41415.0,70586831.0,611153.0,564058.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,47095.0,70429760.0,https://anaconda.org/conda-forge/sqlalchemy,2023-05-11 04:31:24.285,11865906.0,1.0,,,,,,,,,,,,,,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-05-10 14:04:36.000,2023-05-03 16:27:35,2259.0,24.0,1320,183.0,1011.0,126.0,1358.0,13818,2022-04-28 17:37:47.000,8.1.3,16.0,339.0,44,True,click,conda-forge/click,,,125139359.0,1218873.0,1218873.0,https://pypi.org/project/click,,,124816071.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,26509633.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-05-11 08:44:46.765,2023-05-10 18:08:57,11168.0,236.0,3602,569.0,3350.0,527.0,3839.0,13742,2023-05-09 19:20:41.176,1.27.131,1709.0,413.0,44,True,awscli,conda-forge/awscli,,1322.0,131913465.0,3049.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3047.0,131680482.0,https://anaconda.org/conda-forge/awscli,2023-05-11 08:44:46.765,19102662.0,1.0,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-05-11 00:03:37.000,2023-05-11 00:03:37,9861.0,276.0,1005,65.0,1942.0,137.0,881.0,1274,2023-05-10 19:25:18.089,1.29.132,1692.0,192.0,44,True,botocore,conda-forge/botocore,,,312249260.0,231669.0,223296.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8373.0,311992949.0,https://anaconda.org/conda-forge/botocore,2023-05-10 22:52:28.240,21017554.0,1.0,,,,,,,,,,,,,,,,,, +20,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-05-09 07:56:03.000,2023-05-09 07:55:58,3760.0,78.0,1552,542.0,959.0,123.0,982.0,43225,2023-04-27 16:00:07.000,13.3.5,181.0,221.0,43,True,rich,conda-forge/rich,,,23322396.0,90887.0,86756.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,4131.0,23213625.0,https://anaconda.org/conda-forge/rich,2023-04-27 19:38:00.684,3698242.0,1.0,,,,,,,,,,,,,,,,,, +21,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-05-11 11:38:42.000,2023-05-11 04:35:58,2954.0,75.0,3084,639.0,2325.0,128.0,2087.0,20421,2023-05-09 16:36:58.000,23.5.9,34.0,643.0,43,True,flatbuffers,conda-forge/flatbuffers,,194957.0,10657836.0,56054.0,55520.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,276.0,9609185.0,https://anaconda.org/conda-forge/flatbuffers,2023-03-17 08:01:52.765,683541.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-09 15:11:17.976,258.0,1038692.0,,,,,,,,,,,,, +22,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-05-10 08:53:03.000,2023-05-08 18:07:07,3334.0,83.0,1762,224.0,1220.0,26.0,618.0,15765,2023-05-08 18:08:07.733,18.7.0,286.0,523.0,43,True,Faker,conda-forge/faker,,,7351320.0,134972.0,131907.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3065.0,7340986.0,https://anaconda.org/conda-forge/faker,2023-05-09 11:15:53.054,764732.0,1.0,,,,,,,,,,,,,,,,,, +23,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-05-11 12:44:27.000,2023-05-11 07:06:01,14468.0,856.0,2341,366.0,22220.0,979.0,7225.0,3640,2023-05-09 19:49:14.000,azure-monitor-query_1.2.0,100.0,578.0,43,True,azure-storage-blob,conda-forge/azure-storage-blob,,,36713169.0,2834.0,2202.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,632.0,36697112.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-04-18 01:20:03.450,931333.0,1.0,,,,,,,,,,,,,,,,,, +24,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-05-08 16:14:38.000,2023-05-08 16:14:29,6376.0,101.0,524,32.0,718.0,406.0,1335.0,1284,2023-04-18 18:51:04.629,2.15.1,59.0,776.0,43,True,pygments,conda-forge/pygments,,,54211777.0,548286.0,511430.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36856.0,53959867.0,https://anaconda.org/conda-forge/pygments,2023-04-19 11:39:51.285,21412410.0,1.0,,,,,,,,,,,,,,,,,, +25,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-05-11 13:16:41.000,2023-05-11 13:01:05,116922.0,917.0,26590,1487.0,40616.0,8332.0,56456.0,52659,2020-07-22 03:00:52.000,0.0.6,11.0,2484.0,42,True,cpython,conda-forge/typing,,,85530.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,54930.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2631643.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +26,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-05-11 13:10:05.000,2023-05-10 14:57:21,4135.0,166.0,4840,704.0,3609.0,255.0,6629.0,29407,2023-04-20 12:54:32.000,2.17.3,144.0,472.0,42,True,docker-compose,conda-forge/docker-compose,,138010111.0,4025385.0,13499.0,12256.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1243.0,1719573.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,321728.0,2.0,,,,,,,,,,,,,,,,,, +27,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-05-10 20:23:03.000,2023-05-10 20:23:02,3417.0,110.0,2143,269.0,3540.0,564.0,1687.0,16127,2023-04-28 10:09:04.000,2.12.0,67.0,508.0,42,True,datasets,conda-forge/datasets,,,3596798.0,15976.0,15537.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,439.0,3587108.0,https://anaconda.org/conda-forge/datasets,2023-04-28 14:33:19.813,281022.0,1.0,,,,,,,,,,,,,,,,,, +28,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-05-11 13:52:42.000,2023-05-10 21:59:45,14459.0,557.0,1212,152.0,5326.0,490.0,3209.0,11896,2023-05-08 17:31:02.396,2.10.8,209.0,321.0,42,True,prefect,conda-forge/prefect,,,615451.0,2961.0,2821.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,140.0,606677.0,https://anaconda.org/conda-forge/prefect,2023-05-08 21:49:30.135,438722.0,1.0,,,,,,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-05-10 23:19:11.000,2023-04-12 23:07:28,3862.0,24.0,1930,317.0,745.0,980.0,740.0,8316,2023-03-10 21:24:11.689,3.1.0,141.0,183.0,42,True,paramiko,conda-forge/paramiko,,,35412359.0,89510.0,76649.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12861.0,35373473.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,3110927.0,2.0,,,,,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-05-11 13:27:20.000,2023-05-11 13:07:53,39151.0,710.0,3927,258.0,21082.0,4286.0,1492.0,6845,2023-05-10 17:58:10.000,2.47.0,86.0,1472.0,42,True,apache-beam,conda-forge/apache-beam-with-aws,,,6510671.0,194.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,192.0,6508588.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-03-12 14:02:35.756,41675.0,1.0,,,,,,,,,,,,,,,,,, +31,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-05-11 11:04:21.000,2023-05-11 10:26:51,9871.0,694.0,890,171.0,6084.0,1782.0,4270.0,15931,2023-05-03 22:20:06.339,3.66.0,3883.0,227.0,41,True,pulumi,,,219528.0,1823590.0,3213.0,2513.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,129.0,734225.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-05-03 22:18:14.105,571.0,1078912.0,,,,,,,,,,,,, +32,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-05-02 17:47:19.000,2023-05-02 17:47:07,4514.0,40.0,1370,202.0,457.0,,2261.0,10028,2023-04-21 20:18:22.000,3.16.2,183.0,150.0,41,True,peewee,conda-forge/peewee,,,1061397.0,25328.0,21652.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3676.0,1055218.0,https://anaconda.org/conda-forge/peewee,2023-04-21 22:34:26.236,506713.0,1.0,,,,,,,,,,,,,,,,,, +33,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-05-11 12:57:04.000,2023-05-08 17:01:19,3304.0,9.0,1632,197.0,1549.0,426.0,1199.0,6225,2023-05-08 00:02:11.000,6.1.1,82.0,437.0,41,True,docker,conda-forge/docker-py,,456.0,28429292.0,64766.0,61001.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3765.0,28388946.0,https://anaconda.org/conda-forge/docker-py,2023-05-08 12:41:24.501,3308086.0,2.0,,,,,,,,,,,,,,,,,, +34,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-05-11 13:11:08.000,2023-05-10 20:47:33,9383.0,90.0,1454,309.0,7219.0,238.0,3378.0,4190,2023-05-09 14:21:24.000,google-maps-places-v0.1.0,100.0,329.0,41,True,google-cloud-storage,conda-forge/google-cloud-storage,,,38045240.0,1893.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1893.0,37997272.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-05-05 07:42:12.019,3405762.0,1.0,,,,,,,,,,,,,5.0,,,,, +35,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-05-10 18:39:10.000,2023-05-10 18:39:10,12787.0,57.0,3024,617.0,3454.0,977.0,3842.0,15849,2022-03-06 10:55:38.000,2.1.0,42.0,586.0,40,True,kivy,conda-forge/kivy,,30499.0,96646.0,10425.0,9819.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,606.0,91219.0,https://anaconda.org/conda-forge/kivy,2023-02-06 04:38:21.801,297635.0,1.0,,,,,,,,,,,,,,,,,, +36,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-05-10 20:49:01.000,2023-05-05 14:00:49,1759.0,56.0,1351,208.0,813.0,159.0,910.0,8898,2023-05-05 14:07:01.631,1.14.1,74.0,289.0,40,True,rq,conda-forge/rq,,,745304.0,15235.0,13467.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1768.0,744198.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,90704.0,1.0,,,,,,,,,,,,,,,,,, +37,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-05-11 03:02:36.000,2023-05-11 01:26:56,14420.0,1285.0,928,95.0,8375.0,1642.0,3941.0,7374,2023-05-04 18:20:28.000,1.3.3,537.0,309.0,40,True,dagster,conda-forge/dagster,,,532415.0,1273.0,1157.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,116.0,511662.0,https://anaconda.org/conda-forge/dagster,2023-05-04 23:24:19.010,871648.0,1.0,,,,,,,,,,,,,,,,,, +38,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-05-07 01:50:52.108,2023-05-06 20:09:10,1296.0,35.0,336,61.0,506.0,110.0,518.0,4739,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,40,True,attrs,conda-forge/attrs,,,118747592.0,721671.0,703929.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17742.0,118373371.0,https://anaconda.org/conda-forge/attrs,2023-05-07 01:50:52.108,27692403.0,1.0,,,,,,,,,,,,,,,,,, +39,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-04-27 14:49:45.000,2023-04-27 14:48:40,2470.0,80.0,558,59.0,312.0,28.0,710.0,4118,2023-04-27 15:26:32.000,4.18.0a6,85.0,108.0,40,True,jsonschema,conda-forge/jsonschema,,,69481764.0,393660.0,375109.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18551.0,69255674.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,19217691.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +40,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-05-11 12:38:26.000,2023-05-01 18:03:50,1512.0,12.0,1142,394.0,1194.0,36.0,976.0,3928,2023-04-06 20:59:42.000,8.7.0,129.0,193.0,40,True,elasticsearch,conda-forge/elasticsearch,,2874.0,13731861.0,43816.0,37751.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6065.0,13721827.0,https://anaconda.org/conda-forge/elasticsearch,2023-04-06 20:53:44.818,825210.0,1.0,,,,,,,,,,,,,,,,,, +41,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-05-02 14:09:28.000,2023-05-02 14:09:14,1446.0,63.0,243,36.0,460.0,27.0,230.0,3032,2023-03-02 16:32:43.000,9.1.1,42.0,102.0,40,True,more-itertools,conda-forge/more-itertools,,2646.0,34657202.0,185593.0,176920.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8673.0,34503158.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11242778.0,1.0,,,,,,,,,,,,,,,,,, +42,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-05-01 13:47:12.000,2023-04-26 15:46:47,4209.0,39.0,493,57.0,864.0,242.0,1172.0,1871,2023-01-23 10:26:08.294,3.8.0,33.0,193.0,40,True,h5py,conda-forge/h5py,,2686.0,12183562.0,227261.0,212639.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14622.0,12047277.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,11717450.0,1.0,,,,,,,,,,,,,,,,,, +43,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-05-06 09:10:57.000,2023-04-28 08:22:02,2699.0,21.0,675,151.0,713.0,555.0,545.0,8328,2023-02-28 10:10:24.464,3.0.38,122.0,215.0,39,True,prompt_toolkit,conda-forge/prompt-toolkit,,,24726496.0,1406.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1406.0,24323499.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,15313904.0,2.0,,,,,,,,,,,,,,,,,, +44,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-05-11 13:52:39.000,2023-05-11 13:40:20,10886.0,568.0,1309,73.0,6119.0,161.0,1491.0,8309,2023-05-04 23:27:01.055,0.16.11,216.0,383.0,39,True,great_expectations,conda-forge/great-expectations,,,10160171.0,31.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,31.0,10149845.0,https://anaconda.org/conda-forge/great-expectations,2023-05-05 00:44:46.708,640252.0,2.0,,,,,,,,,,,,,,,,,, +45,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-05-01 10:22:40.000,2023-05-01 10:22:22,1050.0,9.0,1396,232.0,458.0,32.0,608.0,7298,2023-03-28 03:56:56.000,1.0.3,37.0,119.0,39,True,PyMySQL,conda-forge/pymysql,,,30047441.0,175082.0,164440.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10642.0,30030870.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1110266.0,1.0,,,,,,,,,,,,,,,,,, +46,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-05-10 18:02:09.000,2023-04-22 13:29:39,1440.0,48.0,671,130.0,377.0,169.0,449.0,5799,2023-03-20 09:22:33.000,3.0.0,44.0,143.0,39,True,watchdog,conda-forge/watchdog,,,13669252.0,99203.0,91164.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8039.0,13643798.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,2061853.0,1.0,,,,,,,,,,,,,,,,,, +47,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-04-27 00:59:01.000,2023-04-18 19:22:32,4081.0,27.0,1211,136.0,1099.0,378.0,1309.0,3991,2023-03-03 10:28:06.959,0.27.0,72.0,385.0,39,True,mongoengine,conda-forge/mongoengine,,,1041617.0,23753.0,20176.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3577.0,1039093.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,204511.0,1.0,,,,,,,,,,,,,,,,,, +48,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-04-23 20:47:26.000,2023-04-23 20:47:26,3044.0,19.0,475,74.0,283.0,21.0,1205.0,2938,2023-04-03 11:33:15.441,2.9.6,56.0,129.0,39,False,psycopg2,psycopg2,,,14350698.0,648824.0,587391.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61413.0,14348423.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,204784.0,1.0,,,,,,,,,,,,,,20.0,,,, +49,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-05-04 21:28:55.000,2022-12-03 20:07:04,1571.0,,426,42.0,611.0,327.0,396.0,2050,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34905.0,237476348.0,1034933.0,1030830.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,236966196.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,42822924.0,1.0,,,,,,,,,,,,,,,,,, +50,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-05-09 23:36:58.000,2023-05-09 23:36:42,1681.0,68.0,182,20.0,116.0,104.0,849.0,1921,2023-04-24 15:12:27.005,1.10.4,113.0,164.0,39,True,alembic,conda-forge/alembic,,,23304147.0,170500.0,159064.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11436.0,23264130.0,https://anaconda.org/conda-forge/alembic,2023-04-24 20:53:19.825,3281407.0,1.0,,,,,,,,,,,,,,,,,, +51,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-05-07 01:47:35.000,2023-05-07 01:47:31,1132.0,47.0,250,23.0,162.0,32.0,270.0,1833,2022-05-10 23:30:45.000,pyparsing_3.0.9,68.0,55.0,39,True,pyparsing,conda-forge/pyparsing,,7843.0,73993814.0,806367.0,774427.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31940.0,73574961.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,34753216.0,1.0,,,,,,,,,,,,,,,,,, +52,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-05-11 09:34:58.000,2023-05-07 19:04:21,2139.0,45.0,248,24.0,712.0,197.0,352.0,584,2023-05-07 19:05:45.190,2023.5.0,68.0,177.0,39,True,fsspec,conda-forge/fsspec,,,88392758.0,46264.0,45645.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,619.0,88161980.0,https://anaconda.org/conda-forge/fsspec,2023-05-07 21:30:49.626,11769701.0,1.0,,,,,,,,,,,,,,,,,, +53,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-05-10 22:32:29.000,2022-09-09 12:04:10,2962.0,,1808,226.0,1038.0,270.0,570.0,19544,2022-06-01 17:01:17.000,2.1.1,34.0,286.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2163986.0,21466.0,19909.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1557.0,2155845.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,683912.0,1.0,,,,,,,,,,,,,,,,,, +54,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-05-11 13:42:57.000,2023-05-11 01:24:04,6062.0,181.0,1230,136.0,3372.0,441.0,3520.0,6956,2023-04-27 13:29:39.000,1.5.0,173.0,279.0,38,True,dbt,conda-forge/dbt,,1470.0,530273.0,2675.0,2645.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,527187.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,236368.0,2.0,,,,,,,,,,,,,,,dbt,,, +55,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-05-11 08:30:13.000,2023-05-11 08:30:12,3176.0,28.0,627,82.0,965.0,162.0,1026.0,6537,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,38,True,marshmallow,conda-forge/marshmallow,,,22348716.0,88322.0,78090.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10232.0,22327379.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1706971.0,2.0,,,,,,,,,,,,,,,,,, +56,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-04-17 15:12:57.000,2023-04-17 15:12:57,354.0,7.0,358,34.0,220.0,30.0,214.0,5966,2023-02-24 06:47:13.294,1.0.0,44.0,91.0,38,True,python-dotenv,conda-forge/python-dotenv,,,28095474.0,456548.0,448673.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,7875.0,28065336.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2350788.0,1.0,,,,,,,,,,,,,,,,,, +57,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-05-07 22:45:13.000,2023-04-10 19:57:15,1640.0,16.0,3082,136.0,827.0,101.0,1139.0,5684,2023-02-16 01:06:58.000,26.1.0,84.0,176.0,38,True,kubernetes,conda-forge/kubernetes,,,13924513.0,1316.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1316.0,13917876.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,411514.0,2.0,,,,,,,,,,,,,,,,,, +58,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-04-05 23:32:33.000,2023-03-02 20:25:13,2157.0,1.0,1338,154.0,946.0,282.0,1174.0,5192,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1828.0,7615271.0,18920.0,17523.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1397.0,7609796.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,392984.0,2.0,,,,,,,,,,,,,,,,,, +59,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-05-05 17:34:54.000,2023-04-30 23:13:29,1461.0,29.0,367,62.0,672.0,380.0,442.0,3245,2022-10-10 12:56:17.006,1.1.1,104.0,120.0,38,True,joblib,conda-forge/joblib,,,26925118.0,288672.0,282678.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5994.0,26706482.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,17928201.0,2.0,,,,,,,,,,,,,,,,,, +60,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-05-08 10:22:24.000,2023-05-05 18:11:52,2696.0,99.0,1170,197.0,1173.0,179.0,1747.0,3098,2023-05-05 16:39:25.000,4.2.0,42.0,217.0,38,True,netmiko,,,,180139.0,3811.0,3551.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,260.0,180139.0,,,,2.0,,,,,,,,,,,,,,,,,, +61,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-05-02 11:58:24.000,2023-04-02 16:48:18,1600.0,23.0,459,96.0,300.0,183.0,290.0,2375,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,38,True,pexpect,conda-forge/pexpect,,4326.0,31053026.0,288177.0,272111.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16066.0,30891284.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,13744936.0,1.0,,,,,,,,,,,,,,,,,, +62,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-04-25 19:40:25.000,2022-09-13 22:22:16,316.0,,442,51.0,244.0,259.0,287.0,2163,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,182787929.0,868772.0,794195.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74577.0,182383099.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,33600890.0,1.0,,,,,,,,,,,,,,,,,, +63,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-04-03 02:37:50.000,2023-01-29 03:07:44,1874.0,,278,38.0,236.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,32805840.0,289348.0,271969.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17379.0,32668660.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,11248782.0,1.0,,,,,,,,,,,,,,,,,, +64,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-04-11 22:58:48.175,2023-02-13 20:24:46,287.0,2.0,1369,381.0,162.0,131.0,170.0,24502,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,6342605.0,22256.0,20575.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1681.0,6334898.0,https://anaconda.org/conda-forge/fire,2023-04-11 22:58:48.175,547228.0,2.0,,,,,,,,,,,,,,,,,, +65,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-05-09 08:37:29.000,2023-05-04 09:47:52,4078.0,8.0,2371,484.0,2270.0,114.0,876.0,16530,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,628975.0,2528.0,2113.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,413.0,628828.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,12821.0,2.0,,,,,,,stable/luigi,,,,,,,2.0,,,, +66,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-05-11 06:37:34.000,2023-05-10 10:25:41,2185.0,50.0,2364,327.0,1326.0,194.0,1269.0,11444,2023-05-08 11:53:57.000,4.5.5,49.0,397.0,37,True,redis,conda-forge/redis-py,,,27699709.0,,,https://pypi.org/project/redis,,,27687958.0,https://anaconda.org/conda-forge/redis-py,2023-03-29 15:36:35.839,963637.0,2.0,,,,,,,,,,,,,-7.0,,,,, +67,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-04-07 20:33:17.000,2023-01-15 16:27:26,925.0,,540,224.0,229.0,71.0,249.0,9301,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,381.0,6850312.0,78869.0,77017.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1852.0,6841610.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,582805.0,1.0,,,,,,,,,,,,,,,,,, +68,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-05-11 13:25:22.000,2023-05-11 11:27:43,2242.0,82.0,787,105.0,1099.0,276.0,981.0,8353,2023-05-02 12:19:01.486,0.18.8,40.0,187.0,37,True,kedro,,,,487279.0,1644.0,1579.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,65.0,487279.0,,,,2.0,,,,,,,,,,,,,,,,,, +69,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-05-07 09:45:40.000,2022-11-15 16:25:22,1396.0,,639,133.0,667.0,95.0,398.0,8299,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,10965116.0,54221.0,49485.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4736.0,10946027.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1603541.0,2.0,,,,,,,,,,,,,,,,,, +70,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-05-08 02:16:51.000,2023-05-08 02:16:35,2421.0,18.0,1207,235.0,473.0,146.0,995.0,7762,2022-12-24 01:04:06.789,4.2.5,50.0,174.0,37,True,supervisor,conda-forge/supervisor,,,1226152.0,11044.0,9092.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1223221.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,246274.0,2.0,,,,,,,,,,,,,,,,,, +71,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-05-11 12:10:35.000,2023-05-10 06:19:44,5259.0,51.0,1095,239.0,1205.0,5.0,,3835,2022-11-17 21:50:05.000,4.3.3,131.0,198.0,37,True,pymongo,conda-forge/pymongo,,,18920997.0,19903.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19903.0,18908388.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1046578.0,2.0,,,,,,,,,,,,,,,,,, +72,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-05-10 18:09:08.000,2023-05-10 17:44:46,2142.0,185.0,600,62.0,1281.0,31.0,885.0,3427,2023-04-13 16:54:05.000,3.0.0,135.0,129.0,37,True,awswrangler,conda-forge/awswrangler,['pandas'],188349.0,25040409.0,1049.0,998.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,51.0,25028104.0,https://anaconda.org/conda-forge/awswrangler,2023-04-17 14:21:31.804,353129.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +73,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-05-08 00:16:13.000,2023-05-04 00:00:04,1318.0,20.0,594,121.0,117.0,22.0,853.0,3236,2023-04-13 16:14:05.799,3.1.0,157.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11198602.0,63394.0,59528.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3866.0,11162170.0,https://anaconda.org/conda-forge/xlsxwriter,2023-04-27 06:09:01.067,2623155.0,3.0,,,,,,,,,,,,,,,,,, +74,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-05-11 06:39:51.000,2023-05-10 02:43:22,4593.0,114.0,928,106.0,3455.0,1115.0,2722.0,2961,2023-04-21 04:05:09.505,2023.4.2,78.0,426.0,37,True,xarray,conda-forge/xarray,,,2402899.0,1812.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1811.0,2310448.0,https://anaconda.org/conda-forge/xarray,2023-04-21 13:01:21.817,7950834.0,2.0,,,,,,,,,,,,,,,,,, +75,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-05-07 15:19:54.000,2023-05-07 10:14:03,2592.0,64.0,468,120.0,523.0,269.0,1460.0,2588,2023-05-05 17:10:52.944,0.30.6,151.0,60.0,37,True,xlwings,conda-forge/xlwings,,22336.0,91282.0,28750.0,28110.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,640.0,82347.0,https://anaconda.org/conda-forge/xlwings,2023-05-05 21:27:13.918,594900.0,1.0,,,,,,,,,,,,,,,,,, +76,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-05-09 09:33:09.000,2023-05-07 22:11:06,2787.0,16.0,424,60.0,191.0,59.0,476.0,2360,2023-01-28 00:19:28.000,3.17.0x,45.0,135.0,37,True,pycryptodomex,conda-forge/pycryptodomex,,,29277035.0,68775.0,67235.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1540.0,29258042.0,https://anaconda.org/conda-forge/pycryptodomex,2022-11-27 20:49:06.507,1234608.0,2.0,,,,,,,,,,,,,,,,,, +77,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-05-03 07:01:28.000,2023-04-10 14:48:56,1495.0,12.0,438,133.0,549.0,291.0,368.0,2268,2023-03-23 14:03:04.308,1.1.8,29.0,127.0,37,True,dateparser,conda-forge/dateparser,,,5090069.0,20671.0,19452.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1219.0,5088242.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,138860.0,2.0,,,,,,,,,,,,,,,,,, +78,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-04-10 11:30:34.098,2023-04-06 19:00:56,650.0,12.0,329,67.0,122.0,18.0,175.0,1578,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,37,True,simplejson,conda-forge/simplejson,,6157.0,18945066.0,124199.0,103297.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20902.0,18909140.0,https://anaconda.org/conda-forge/simplejson,2023-04-10 11:30:34.098,2509981.0,2.0,,,,,,,,,,,,,,,,,, +79,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-05-02 14:48:50.000,2023-01-28 14:19:39,895.0,,223,52.0,150.0,23.0,183.0,1467,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,37,True,greenlet,conda-forge/greenlet,,,56079649.0,249429.0,239111.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10318.0,55986004.0,https://anaconda.org/conda-forge/greenlet,2023-01-28 20:52:05.920,6742482.0,1.0,,,,,,,,,,,,,,,,,, +80,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,943,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,213192742.0,1783371.0,1647813.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135558.0,212701299.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,41281285.0,2.0,,,,,,,,,,,,,,,,,, +81,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-05-04 14:56:14.000,2023-04-20 16:31:32,1645.0,33.0,239,57.0,1003.0,92.0,479.0,594,2023-04-19 13:44:05.497,3.10.0,142.0,126.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,27943517.0,20159.0,19063.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1096.0,27907191.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-04-20 00:24:02.749,2579186.0,2.0,,,,,,,,,,,,,,,,,, +82,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-05-06 13:39:42.000,2023-05-06 13:39:39,1959.0,10.0,190,26.0,574.0,89.0,190.0,553,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,126.0,23660594.0,326745.0,312097.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14648.0,23423189.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,20178652.0,2.0,,,,,,,,,,,,,,,,,, +83,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-05-10 23:18:18.000,2023-05-02 22:01:10,1560.0,9.0,1923,466.0,548.0,451.0,1302.0,14033,2023-04-29 19:00:50.276,3.0.1,125.0,136.0,36,True,fabric,conda-forge/fabric,,,3404063.0,91.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,91.0,3403280.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,63469.0,3.0,,,,,,,,,,,,,,,,,, +84,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-05-02 19:29:05.212,2023-04-28 22:03:07,6342.0,406.0,1211,353.0,224.0,51.0,417.0,13136,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,,1054.0,131998.0,46.0,42.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,131681.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,302.0,,,,,,,,,,,,, +85,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-05-09 13:21:30.000,2023-05-09 13:21:30,6760.0,86.0,1708,224.0,3026.0,705.0,2590.0,11611,2022-10-10 23:14:01.867,4.60.4,180.0,18.0,36,True,pysimplegui,conda-forge/pysimplegui,,,325384.0,8524.0,8229.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,295.0,323098.0,https://anaconda.org/conda-forge/pysimplegui,2022-10-17 23:43:38.474,102885.0,2.0,,,,,,,,,,,,,,,,,, +86,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-04-28 14:14:50.000,2023-04-11 15:40:50,389.0,8.0,913,208.0,175.0,148.0,279.0,10768,2023-04-10 10:14:03.842,1.2.0,25.0,57.0,36,True,schedule,conda-forge/schedule,,,2282023.0,26736.0,25322.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1414.0,2281214.0,https://anaconda.org/conda-forge/schedule,2023-04-11 03:15:46.375,33209.0,3.0,,,,,,,,,,,,,,,,,, +87,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-04-03 07:23:39.000,2023-04-03 07:23:39,1422.0,18.0,483,142.0,226.0,5.0,439.0,6573,2023-03-20 20:01:03.746,2.0.3,41.0,92.0,36,True,sh,conda-forge/sh,,,3842355.0,14868.0,12255.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2613.0,3840260.0,https://anaconda.org/conda-forge/sh,2023-03-20 22:08:43.456,167676.0,3.0,,,,,,,,,,,,,,,,,, +88,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-05-06 17:25:39.000,2023-05-06 17:25:38,1519.0,11.0,340,149.0,191.0,60.0,101.0,6163,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,36,True,boltons,conda-forge/boltons,,23.0,4021364.0,4709.0,4287.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,422.0,4001356.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,1680746.0,2.0,,,,,,,,,,,,,,,,,, +89,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-04-11 12:17:55.000,2023-04-11 12:17:55,1165.0,10.0,578,140.0,306.0,35.0,214.0,4249,2023-03-24 12:15:01.094,3.4.0,43.0,121.0,36,True,tablib,conda-forge/tablib,,,1590421.0,47855.0,46576.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1279.0,1589325.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,85511.0,2.0,,,,,,,,,,,,,,,,,, +90,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-05-05 09:37:55.000,2023-05-03 23:41:26,836.0,15.0,831,276.0,506.0,244.0,824.0,3236,2023-05-04 18:21:10.000,2.1.1,29.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,8497358.0,6436.0,6020.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,416.0,8488020.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-04-26 16:07:01.103,691030.0,2.0,,,,,,,,,,,,,,,,,, +91,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-04-17 03:11:21.000,2022-11-04 10:01:12,370.0,,232,44.0,140.0,110.0,138.0,3151,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,126052828.0,665723.0,644776.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20947.0,125802700.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,21260888.0,2.0,,,,,,,,,,,,,,,,,, +92,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-04-17 13:39:38.000,2023-04-17 13:39:38,547.0,5.0,564,96.0,174.0,26.0,300.0,2853,,,21.0,82.0,36,True,pycparser,conda-forge/pycparser,,,102544530.0,572391.0,555344.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17047.0,102173909.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,30020349.0,2.0,,,,,,,,,,,,,,,,,, +93,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-04-17 15:55:17.000,2023-03-25 23:08:27,422.0,1.0,149,28.0,272.0,82.0,161.0,1378,2023-01-19 09:28:09.524,2.2.1,38.0,54.0,36,True,cloudpickle,conda-forge/cloudpickle,,20.0,24786800.0,80766.0,77945.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2821.0,24635956.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,12972666.0,2.0,,,,,,,,,,,,,,,,,, +94,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-05-11 12:08:22.000,2023-05-11 12:08:21,824.0,39.0,105,26.0,250.0,58.0,245.0,1265,2022-10-19 11:58:38.453,3.6.2,43.0,41.0,36,True,anyio,conda-forge/anyio,,,27632439.0,121550.0,121168.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,382.0,27481312.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,6649607.0,2.0,,,,,,,,,,,,,,,,,, +95,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-04-13 06:00:56.000,2023-04-13 06:00:56,4412.0,26.0,237,58.0,340.0,155.0,524.0,1206,2022-12-23 13:29:42.000,3.8.0,36.0,116.0,36,True,tables,conda-forge/pytables,,172.0,805497.0,48084.0,45558.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2526.0,733225.0,https://anaconda.org/conda-forge/pytables,2023-04-08 17:21:15.847,5853894.0,2.0,,,,,,,,,,,,,,,,,, +96,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-05-07 04:24:56.000,2023-05-07 04:24:42,720.0,81.0,110,36.0,195.0,51.0,183.0,1204,2023-04-23 21:47:00.480,3.0.8,115.0,63.0,36,True,argcomplete,conda-forge/argcomplete,,254.0,21116362.0,45029.0,42982.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,2047.0,21102391.0,https://anaconda.org/conda-forge/argcomplete,2023-04-24 08:19:16.875,1047640.0,2.0,,,,,,,,,,,,,,,,,, +97,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-04-27 15:27:44.038,2023-04-27 11:28:21,1377.0,32.0,309,32.0,322.0,179.0,236.0,1085,2023-05-02 07:31:50.000,0.41.1,214.0,115.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4548049.0,24318.0,22205.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2113.0,4542319.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-04-27 15:27:44.038,458473.0,2.0,,,,,,,,,,,,,,,,,, +98,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-05-11 10:49:43.000,2023-05-11 06:18:39,14720.0,250.0,6386,729.0,5236.0,1559.0,3451.0,16535,2023-04-26 15:20:33.000,1.20.0,14.0,568.0,35,True,micropython-_markupbase,,,60567.0,877.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +99,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-05-09 00:58:55.000,2023-05-02 06:15:57,457.0,29.0,455,66.0,257.0,207.0,158.0,11171,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,typer,conda-forge/typer,,,11981156.0,2795.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2795.0,11945837.0,https://anaconda.org/conda-forge/typer,2023-05-02 12:12:32.753,1306830.0,2.0,,,,,,,,,,,,,,,,,, +100,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,162.0,109.0,260.0,184.0,7787,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,12110097.0,104841.0,92443.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12398.0,12089843.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1721658.0,2.0,,,,,,,,,,,,,,,,,, +101,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-05-09 13:56:53.000,2023-05-07 17:54:51,558.0,25.0,165,31.0,73.0,,309.0,4537,2023-05-07 18:13:08.589,3.8.12,104.0,18.0,35,True,orjson,conda-forge/orjson,,,11568563.0,43337.0,42400.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,937.0,11549718.0,https://anaconda.org/conda-forge/orjson,2023-05-07 23:04:12.106,697300.0,2.0,,,,,,,,,,,,,,,,,, +102,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-04-07 19:09:31.000,2022-11-03 19:39:10,1206.0,,249,84.0,346.0,114.0,142.0,4237,2022-07-10 04:30:45.196,0.12.0,26.0,74.0,35,True,toolz,conda-forge/toolz,,,18192882.0,96267.0,92798.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3469.0,18008632.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,15292824.0,2.0,,,,,,,,,,,,,,,,,, +103,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-04-27 19:27:41.591,2023-04-27 12:19:21,1562.0,22.0,413,86.0,105.0,5.0,160.0,3228,2023-04-27 12:25:05.318,8.13.11,220.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4518884.0,1409.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1409.0,4509974.0,https://anaconda.org/conda-forge/phonenumbers,2023-04-27 19:27:41.591,739544.0,1.0,,,,,,,,,,,,,,,,,, +104,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-05-11 12:44:38.000,2023-05-11 12:23:07,5235.0,649.0,401,76.0,4041.0,71.0,2026.0,2684,2023-04-11 17:45:32.960,5.1.0,36.0,138.0,35,True,ibis-framework,conda-forge/ibis-framework,,70.0,104603.0,541.0,490.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,101287.0,https://anaconda.org/conda-forge/ibis-framework,2023-04-11 19:20:15.448,281600.0,2.0,,,,,,,,,,,,,,,,,, +105,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-05-03 03:58:16.000,2023-03-23 15:50:32,1252.0,10.0,181,49.0,303.0,126.0,220.0,2591,2023-01-02 21:27:10.757,1.8.1,27.0,108.0,35,True,plumbum,conda-forge/plumbum,,,1057836.0,4516.0,4046.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,470.0,1045451.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,953713.0,3.0,,,,,,,,,,,,,,,,,, +106,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-04-10 16:43:27.000,2022-12-29 07:29:09,696.0,,140,43.0,108.0,23.0,143.0,1852,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,35,True,pyrsistent,conda-forge/pyrsistent,,,55755151.0,269992.0,267720.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2272.0,55438194.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,17432670.0,1.0,,,,,,,,,,,,,,,,,, +107,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-05-10 07:19:08.000,2023-05-10 07:18:57,976.0,12.0,192,28.0,149.0,63.0,183.0,1650,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,11917967.0,7606.0,6852.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,754.0,11914101.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,259088.0,1.0,,,,,,,,,,,,,,,,,, +108,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-05-07 23:54:59.372,2023-05-07 19:13:33,985.0,14.0,225,22.0,350.0,104.0,278.0,682,2023-05-07 19:15:42.558,2023.5.0,58.0,119.0,35,True,s3fs,conda-forge/s3fs,,,94127752.0,13805.0,13188.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,617.0,94061577.0,https://anaconda.org/conda-forge/s3fs,2023-05-07 23:54:59.372,5558764.0,2.0,,,,,,,,,,,,,,,,,, +109,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-05-02 20:04:12.000,2023-01-13 00:58:19,511.0,,1864,366.0,441.0,328.0,178.0,29907,2023-01-13 01:02:27.000,0.23.3,44.0,127.0,34,True,diagrams,conda-forge/diagrams,,,101764.0,1018.0,982.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,36.0,97433.0,https://anaconda.org/conda-forge/diagrams,2023-04-07 13:33:12.269,155928.0,2.0,,,,,,,,,,,,,,,,,, +110,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-05-11 12:26:49.000,2023-05-09 22:11:09,2395.0,183.0,605,111.0,2564.0,896.0,2695.0,8630,2023-04-24 13:54:59.000,0.20.1,73.0,114.0,34,True,modin,conda-forge/modin-core,['pandas'],196592.0,1511424.0,39.0,,https://pypi.org/project/modin,2023-01-26 06:32:01.151,39.0,1497533.0,https://anaconda.org/conda-forge/modin-core,2023-04-24 15:28:22.404,231064.0,2.0,,,,,,,,,,,,,-3.0,,,,, +111,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-05-09 02:53:43.000,2023-02-25 00:51:39,793.0,9.0,323,63.0,235.0,238.0,264.0,5442,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,94.0,11023304.0,20893.0,19720.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1173.0,11013162.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,720030.0,2.0,,,,,,,,,,,,,,,,,, +112,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-05-01 04:36:34.000,2023-05-01 04:36:33,856.0,8.0,363,87.0,251.0,22.0,314.0,4047,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,34,True,ujson,conda-forge/ujson,,,7410145.0,4368.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4368.0,7358567.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3455784.0,2.0,,,,,,,,,,,,,,,,,, +113,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,1.0,777,413.0,366.0,145.0,1144.0,3646,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,168.0,2805327.0,9931.0,8954.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,977.0,2805216.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7255.0,2.0,,,,,,,,,,,,,,,,,, +114,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-05-10 13:18:02.000,2023-05-10 13:18:02,1172.0,14.0,308,40.0,460.0,427.0,477.0,3537,2023-01-30 02:35:01.295,0.19.3,150.0,120.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,84400.0,5583.0,5486.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,97.0,83881.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,11942.0,2.0,,,,,,,,,,,,,,,,,, +115,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-05-10 21:05:17.000,2023-04-29 19:11:53,681.0,38.0,262,34.0,466.0,106.0,331.0,3020,2023-03-02 15:20:46.983,3.1.12,81.0,109.0,34,True,dynaconf,conda-forge/dynaconf,,,1814749.0,6652.0,6411.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,241.0,1813157.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,49360.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +116,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,230,49.0,261.0,49.0,295.0,2976,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5854243.0,14697.0,13573.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1124.0,5850383.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,312701.0,2.0,,,,,,,,,,,,,,,,,, +117,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2933,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,34,True,sortedcontainers,conda-forge/sortedcontainers,,,19713071.0,113924.0,111771.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2153.0,19593229.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9827108.0,1.0,,,,,,,,,,,,,,,,,, +118,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-05-09 06:02:11.000,2023-04-14 13:49:36,454.0,11.0,525,124.0,202.0,61.0,919.0,2659,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,34,False,pyodbc,conda-forge/pyodbc,,,24331295.0,2113.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2113.0,24316935.0,https://anaconda.org/conda-forge/pyodbc,2023-04-25 17:54:19.416,990848.0,2.0,,,,,,,,,,,,,6.0,,,,, +119,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,3.0,264,48.0,98.0,36.0,157.0,2329,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5672578.0,44594.0,41339.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3255.0,5669729.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,208002.0,2.0,,,,,,,,,,,,,,,,,, +120,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-03-20 14:37:47.000,2023-02-09 01:15:40,210.0,,142,36.0,56.0,48.0,60.0,2267,2023-02-09 01:16:46.619,23.1.0,13.0,30.0,34,True,aiofiles,conda-forge/aiofiles,,,9264046.0,92148.0,90307.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1841.0,9255023.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,604604.0,2.0,,,,,,,,,,,,,,,,,, +121,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-05-11 08:35:47.000,2023-05-11 07:10:32,1245.0,215.0,171,40.0,1014.0,50.0,453.0,2176,2023-05-08 16:31:28.000,0.31.1,582.0,61.0,34,True,docarray,conda-forge/docarray,,,103310.0,248.0,237.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,11.0,97504.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,92910.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,, +122,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-05-08 18:36:42.000,2023-05-08 18:36:41,1722.0,11.0,189,88.0,200.0,,,2151,2023-04-03 20:26:32.000,3.1.2,42.0,42.0,34,True,motor,conda-forge/motor,,,1102924.0,60000.0,58857.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1143.0,1101865.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,56150.0,2.0,,,,,,,,,,,,,,,,,, +123,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-04-03 11:31:20.000,2023-04-03 11:31:20,979.0,9.0,157,23.0,143.0,159.0,311.0,1910,2022-10-23 22:50:21.000,dill-0.3.6,25.0,41.0,34,True,dill,conda-forge/dill,,290406.0,23677777.0,99429.0,95679.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3750.0,23626847.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,4017640.0,2.0,,,,,,,,,,,,,,,,,, +124,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-04-08 05:18:25.000,2023-04-08 05:18:25,850.0,7.0,223,47.0,271.0,7.0,260.0,1743,2023-03-09 02:43:32.000,1.0.5,20.0,76.0,34,True,msgpack,conda-forge/msgpack-python,,988.0,31435023.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,31283463.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,11820530.0,2.0,,,,,,,,,,,,,,,,,, +125,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-05-10 22:29:54.000,2023-05-09 14:38:02,6004.0,28.0,522,80.0,1078.0,20.0,,1331,2023-05-02 14:35:04.205,3.27.0,74.0,191.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1486265.0,5619.0,4920.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,699.0,1484066.0,https://anaconda.org/conda-forge/cassandra-driver,2023-05-02 21:59:51.719,160591.0,2.0,,,,,,,,,,,,,,,,,, +126,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-05-11 07:25:52.000,2023-05-01 17:48:14,1801.0,193.0,376,18.0,797.0,46.0,317.0,963,2023-05-01 17:59:02.000,.0.24,51.0,208.0,34,True,holidays,conda-forge/holidays,,173.0,5330127.0,425.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,425.0,5271718.0,https://anaconda.org/conda-forge/holidays,2023-05-02 00:33:50.139,3037231.0,2.0,,,,,,,,,,,,,,,,,, +127,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-05-08 17:40:59.000,2023-05-03 22:39:51,242.0,32.0,82,14.0,141.0,13.0,82.0,541,2023-04-18 16:57:10.527,3.12.0,59.0,35.0,34,True,filelock,conda-forge/filelock,,,58556776.0,245666.0,243089.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2577.0,58405973.0,https://anaconda.org/conda-forge/filelock,2023-04-18 17:42:19.822,12516713.0,2.0,,,,,,,,,,,,,,,,,, +128,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,9.0,71,15.0,31.0,28.0,44.0,260,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,34,True,pytz,conda-forge/pytz,,,114373530.0,1560735.0,1478008.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82727.0,113912666.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,38712628.0,2.0,,,,,,,,,,,,,,,,,, +129,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-05-04 23:16:20.874,2023-05-04 19:39:46,551.0,8.0,121,16.0,210.0,46.0,33.0,166,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,240760481.0,196305.0,192003.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4302.0,240576602.0,https://anaconda.org/conda-forge/s3transfer,2023-05-04 23:16:20.874,15078136.0,2.0,,,,,,,,,,,,,,,,,, +130,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-05-06 04:40:02.000,2023-05-06 04:39:56,2755.0,18.0,548,140.0,464.0,194.0,969.0,10181,2023-05-06 04:09:50.000,1.9.1,218.0,59.0,33,True,dearpygui,,,,20987.0,1916.0,1879.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,37.0,20987.0,,,,2.0,,,,,,,,,,,,,,,,,, +131,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-04-18 05:24:18.000,2023-03-07 20:01:07,1828.0,19.0,584,131.0,327.0,64.0,809.0,5450,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,33,True,csvkit,conda-forge/csvkit,,,144204.0,1708.0,1340.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,368.0,143025.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,87284.0,2.0,,,,,,,,,,,,,,,,,, +132,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,461,108.0,93.0,80.0,160.0,5133,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,33,True,xmltodict,conda-forge/xmltodict,,,23246762.0,58816.0,53372.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5444.0,23213531.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2691770.0,2.0,,,,,,,,,,,,,,,,,, +133,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-04-19 18:24:00.000,2023-03-20 14:32:03,469.0,5.0,230,47.0,187.0,85.0,140.0,4733,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,25286750.0,1220.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1220.0,25224282.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4497765.0,2.0,,,,,,,,,,,,,,,,,, +134,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-05-09 22:33:31.000,2023-01-16 12:56:18,319.0,,232,52.0,193.0,133.0,184.0,3408,2022-12-18 09:18:01.579,0.7.0,41.0,52.0,33,True,databases,conda-forge/databases,,,404038.0,18712.0,18577.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,135.0,400585.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,176116.0,2.0,,,,,,,,,,,,,,,,,, +135,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-03-21 14:26:46.000,2022-12-19 03:14:24,1998.0,,216,47.0,184.0,144.0,350.0,2883,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,33,True,dependency-injector,conda-forge/dependency_injector,,,996131.0,2121.0,2028.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,93.0,994976.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,23103.0,2.0,,,,,,,,,,,,,,,,,, +136,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-05-04 15:16:59.000,2023-04-17 23:37:12,196.0,6.0,172,27.0,72.0,4.0,81.0,2416,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1245249.0,100866.0,97568.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3298.0,1244354.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,60902.0,2.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +137,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-05-10 08:15:23.000,2023-05-10 08:15:22,1042.0,14.0,392,53.0,265.0,23.0,296.0,2236,2022-06-22 08:12:35.000,2.1.1,34.0,75.0,33,True,mysqlclient,conda-forge/mysqlclient,,5242.0,4131942.0,7199.0,,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7199.0,4127253.0,https://anaconda.org/conda-forge/mysqlclient,2023-04-06 18:27:57.286,254337.0,2.0,,,,,,,,,,,,,,,,,, +138,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-05-10 18:07:22.000,2023-01-30 20:16:12,9680.0,,894,87.0,1706.0,77.0,114.0,1940,2023-01-09 20:58:01.975,3.7.0,70.0,457.0,33,True,apache-libcloud,,,,137213.0,3797.0,2942.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,855.0,137213.0,,,,2.0,,,,,,,,,,,,,,,,,, +139,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,83.0,1900,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,52379844.0,39176.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39173.0,52111788.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,20102178.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,27.0,,,,,,,,,,,,, +140,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,4.0,209,45.0,69.0,32.0,134.0,1847,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,wrapt,conda-forge/wrapt,,,73453660.0,11766.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11766.0,73314848.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,11243802.0,2.0,,,,,,,,,,,,,,,,,, +141,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-31 03:02:53.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,157.0,53.0,84.0,1800,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,154490374.0,6917.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6917.0,154309193.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,14856858.0,3.0,,,,,,,,,,,,,,,,,, +142,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-03-12 20:31:41.000,2023-03-12 20:24:25,450.0,3.0,251,26.0,106.0,12.0,137.0,1673,2023-03-12 20:27:37.000,2.4.0,35.0,60.0,33,True,emoji,conda-forge/emoji,,,1689711.0,57093.0,55676.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1417.0,1688748.0,https://anaconda.org/conda-forge/emoji,2022-11-02 16:35:36.450,49148.0,1.0,,,,,,,,,,,,,,,,,, +143,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,3.0,216,63.0,389.0,121.0,596.0,1402,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,33,True,typing,conda-forge/typing,,,8059472.0,5976.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5976.0,8028872.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2631636.0,2.0,,,,,,,,,,,,,,,,,, +144,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-05-11 07:21:09.000,2023-05-11 07:21:09,1778.0,40.0,216,47.0,769.0,257.0,360.0,1138,2023-02-24 18:17:02.569,2.14.2,67.0,87.0,33,True,zarr,conda-forge/zarr,,,254900.0,2598.0,2247.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,351.0,227578.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2295118.0,2.0,,,,,,,,,,,,,,,,,, +145,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-02-22 17:53:44.000,2023-02-22 17:53:44,1346.0,3.0,155,34.0,156.0,61.0,225.0,1129,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,33,True,jsonpickle,conda-forge/jsonpickle,,,8614185.0,2364.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2364.0,8595211.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1309263.0,3.0,,,,,,,,,,,,,,,,,, +146,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-04-25 19:09:00.000,2023-02-12 00:08:39,785.0,1.0,192,42.0,110.0,139.0,269.0,1063,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,33,True,py4j,conda-forge/py4j,,,29269699.0,22902.0,22218.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,684.0,29235442.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2774819.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,, +147,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-05-11 01:11:39.000,2023-05-11 01:11:38,1967.0,11.0,136,18.0,153.0,50.0,425.0,1016,2022-12-18 20:26:01.606,23.13.1,186.0,113.0,33,True,keyring,conda-forge/keyring,,,23803028.0,3970.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3970.0,23765893.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,3119370.0,3.0,,,,,,,,,,,,,,,,,, +148,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-05-08 04:10:09.000,2023-04-04 11:45:40,1273.0,9.0,93,32.0,203.0,42.0,191.0,902,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,618034.0,41851.0,40213.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1638.0,577613.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3395426.0,2.0,,,,,,,,,,,,,,,,,, +149,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-05-11 10:31:04.000,2023-04-28 05:59:51,1445.0,27.0,174,97.0,686.0,5.0,219.0,790,2023-04-28 09:38:03.000,5.8.0,121.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,167100.0,4594.0,4368.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,164626.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-04-28 10:20:18.936,175712.0,2.0,,,,,,,,,,,,,,,,,, +150,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,99,23.0,54.0,11.0,93.0,760,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,decorator,conda-forge/decorator,,,64397183.0,444262.0,419972.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24290.0,64151202.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,20170509.0,2.0,,,,,,,,,,,,,,,,,, +151,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-04-13 01:34:09.000,2023-04-13 01:33:02,311.0,75.0,131,16.0,138.0,14.0,119.0,746,2023-04-13 01:35:07.000,0.21.1,38.0,43.0,33,True,validators,conda-forge/validators,,,5402515.0,69372.0,67709.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1663.0,5394071.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,354675.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,, +152,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-04-26 06:23:40.000,2023-04-06 14:56:18,1101.0,5.0,272,31.0,778.0,4.0,494.0,631,2023-03-24 05:45:10.000,7.1.14,103.0,111.0,33,True,minio,conda-forge/minio,,,1019908.0,4867.0,4469.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,398.0,1017246.0,https://anaconda.org/conda-forge/minio,2023-03-24 06:44:38.269,125132.0,2.0,,,,,,,,,,,,,,,,,, +153,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-04-25 14:03:00.000,2023-04-25 14:03:00,581.0,13.0,100,11.0,105.0,24.0,98.0,431,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,121350688.0,277383.0,270377.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7006.0,121214147.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,11196369.0,3.0,,,,,,,,,,,,,,,,,, +154,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-05-07 20:38:00.000,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,129.0,291,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,47102088.0,106925.0,99873.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,46989745.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,7976380.0,3.0,,,,,,,,,,,,,,,,,, +155,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,32.0,104.0,58.0,65.0,231,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,pyasn1,conda-forge/pyasn1,,,124283594.0,346764.0,331798.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14966.0,124140713.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11573420.0,3.0,,,,,,,,,,,,,,,,,, +156,Activeloop,activeloopai/Hub,"AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for Deep Learning. Store, query, version, & visualize..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-05-11 12:45:39.000,2023-05-11 09:42:23,7410.0,482.0,459,69.0,1894.0,49.0,367.0,5877,2023-05-09 10:11:40.000,3.4.1,154.0,109.0,32,True,hub,,,,7275.0,242.0,188.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,7275.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,, +157,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-05-08 20:05:31.000,2023-04-04 09:31:55,689.0,4.0,494,105.0,151.0,15.0,285.0,5856,2023-01-14 16:25:06.868,4.7.1,67.0,80.0,32,True,tinydb,conda-forge/tinydb,,,393775.0,11393.0,10536.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,857.0,390305.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,288011.0,2.0,,,,,,,,,,,,,,,,,, +158,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-25 18:23:04.000,2023-03-04 17:45:05,299.0,8.0,557,132.0,186.0,166.0,336.0,5620,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,71048.0,5378.0,5303.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,71048.0,,,,2.0,,,,,,,,,,,,python-eel/Eel,,,,,, +159,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-05-02 12:47:21.000,2023-05-02 12:47:08,965.0,10.0,362,86.0,166.0,,571.0,4472,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,75690.0,1352.0,1179.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,173.0,75197.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,30101.0,2.0,,,,,,,,,,,,,,,,,, +160,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-04-18 14:44:52.000,2023-04-18 14:44:52,516.0,6.0,726,69.0,392.0,79.0,396.0,3348,2023-01-23 22:15:52.000,0.16.0,45.0,131.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19292004.0,726.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,726.0,19155527.0,https://anaconda.org/conda-forge/prometheus_client,2023-01-24 04:49:16.134,10781723.0,3.0,,,,,,,,,,,,,,,,,, +161,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-03-30 20:13:54.000,2022-12-14 22:13:47,1548.0,,338,264.0,1629.0,108.0,485.0,3261,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1016.0,1812293.0,311.0,295.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1806369.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,283419.0,2.0,,,,,,,,,,,,,,,,,, +162,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-04-06 05:35:33.000,2023-01-19 03:03:16,1011.0,,351,47.0,367.0,80.0,307.0,2864,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,32,True,smart-open,conda-forge/smart_open,,,12943628.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,12920955.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1791234.0,2.0,,,,,,,,,,,,,,,,,, +163,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2600,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,75971.0,1390.0,1276.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,69596.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,510024.0,2.0,,,,,,,,,,,,,,,,,, +164,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-05-10 05:08:32.000,2023-05-09 18:02:46,542.0,31.0,185,15.0,501.0,191.0,384.0,2309,2023-05-09 22:05:37.574,0.15.1,65.0,90.0,32,True,pandera,conda-forge/pandera-core,['pandas'],,784072.0,873.0,805.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,68.0,783371.0,https://anaconda.org/conda-forge/pandera-core,2023-05-10 01:20:35.721,21733.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,, +165,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-04-30 16:05:20.000,2023-04-21 01:44:53,819.0,7.0,412,40.0,617.0,265.0,357.0,2173,2023-04-26 00:01:37.000,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1289489.0,1564.0,1406.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,158.0,1282031.0,https://anaconda.org/conda-forge/pynamodb,2023-04-27 17:47:44.657,335654.0,3.0,,,,,,,,,,,,,,,,,, +166,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,438,98.0,159.0,3.0,,2067,2020-12-11 10:14:20.000,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,18397423.0,155044.0,146583.0,https://pypi.org/project/xlrd,2020-12-11 10:14:20.000,8461.0,18353406.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3257297.0,2.0,,,,,,,,,,,,,,,,,, +167,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-04-21 06:47:01.000,2022-03-15 11:17:01,1020.0,,245,37.0,347.0,134.0,246.0,2014,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2380869.0,13026.0,12947.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,79.0,2380764.0,https://anaconda.org/conda-forge/pypika,2023-04-15 15:29:51.129,2000.0,3.0,,,,,,,,,,,,,,,,,, +168,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-04-30 16:42:54.000,2023-03-17 22:10:49,264.0,3.0,140,27.0,47.0,6.0,217.0,1660,2023-01-22 22:31:46.730,5.3.0,44.0,9.0,32,True,cachetools,conda-forge/cachetools,,,73445671.0,3277.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3277.0,73337704.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8529432.0,1.0,,,,,,,,,,,,,,,,,, +169,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-05-06 02:54:13.000,2023-05-06 02:54:13,1042.0,8.0,83,16.0,553.0,72.0,422.0,1472,2022-12-08 21:01:02.889,2.3.0,144.0,30.0,32,True,omegaconf,conda-forge/omegaconf,,,4629232.0,12753.0,12443.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,310.0,4606809.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,896924.0,3.0,,,,,,,,,,,,,,,,,, +170,SDV,sdv-dev/SDV,"Synthetic Data Generation for tabular, relational and time series data.",,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-05-10 23:42:15.989,2023-05-10 21:10:57,1303.0,182.0,220,40.0,542.0,128.0,707.0,1450,2023-05-10 21:12:06.000,1.1.0,96.0,43.0,32,False,sdv,conda-forge/sdv,,,64345.0,217.0,201.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,16.0,63815.0,https://anaconda.org/conda-forge/sdv,2023-05-10 23:42:15.989,9018.0,2.0,,,,,,,,,,,,,,,,,, +171,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,180,50.0,196.0,80.0,370.0,1116,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,807832.0,3454.0,3370.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,805649.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,174658.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +172,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-05-09 10:55:34.000,2023-05-09 10:55:25,448.0,36.0,136,29.0,430.0,7.0,107.0,1008,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,bcrypt,conda-forge/bcrypt,,,35346237.0,8001.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8001.0,35285355.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3287633.0,3.0,,,,,,,,,,,,,7.0,,,,, +173,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-05-09 18:20:37.000,2023-05-09 18:20:37,1924.0,78.0,128,45.0,396.0,99.0,243.0,894,2023-03-11 21:23:00.619,0.6.8,27.0,81.0,32,True,intake,conda-forge/intake,,,81011.0,1222.0,1104.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,118.0,73682.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,395794.0,2.0,,,,,,,,,,,,,,,,,, +174,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-04-19 04:42:53.000,2023-04-19 04:35:31,1002.0,48.0,42,15.0,74.0,2.0,84.0,747,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,32,True,natsort,conda-forge/natsort,,,3214251.0,20506.0,19315.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1191.0,3198000.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1202644.0,3.0,,,,,,,,,,,,,,,,,, +175,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-05-10 16:01:26.000,2023-05-10 16:01:05,348.0,7.0,119,60.0,334.0,50.0,248.0,361,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,289.0,6845355.0,7105.0,6786.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,319.0,6821191.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1787892.0,3.0,,,,,,,,,,,,,,,,,, +176,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,328,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,35369003.0,405347.0,391974.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13373.0,35169894.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,17720742.0,3.0,,,,,,,,,,,,,,,,,, +177,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-05-11 00:25:05.000,2023-05-08 00:53:55,6204.0,568.0,586,89.0,1136.0,143.0,546.0,3472,2023-04-12 02:29:00.815,0.3.1,63.0,237.0,31,True,toga,,,1483.0,2182.0,37.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,35.0,1955.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,16.0,,,,,,,,,,,,, +178,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-04-17 05:05:18.000,2022-12-15 14:28:13,3987.0,,233,86.0,76.0,313.0,327.0,3226,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,52.0,71742.0,3770.0,3407.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,363.0,70566.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,89385.0,3.0,,,,,,,,,,,,,,,,,, +179,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-05-11 06:40:13.000,2023-05-11 06:39:41,983.0,15.0,138,75.0,52.0,6.0,71.0,3067,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,31,True,funcy,conda-forge/funcy,,,1374366.0,8154.0,7537.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,617.0,1370046.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,328339.0,3.0,,,,,,,,,,,,,,,,,, +180,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-04-22 06:02:17.000,2023-04-22 06:02:17,441.0,39.0,272,17.0,109.0,16.0,124.0,3022,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,gdown,conda-forge/gdown,,,1067205.0,16888.0,16578.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,310.0,1063196.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,176408.0,2.0,,,,,,,,,,,,,,,,,, +181,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-05-11 12:21:25.000,2023-05-10 09:16:15,5582.0,198.0,294,40.0,1337.0,20.0,166.0,2850,2023-05-10 10:58:02.805,0.39.1,91.0,68.0,31,True,zenml,,,1.0,4487.0,101.0,98.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,4487.0,,,,2.0,,,,,,,,,,,,,,,,,, +182,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-02-05 07:09:09.000,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,72.0,2745,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,31,False,schema,conda-forge/schema,,,4818246.0,7200.0,6324.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,876.0,4816226.0,https://anaconda.org/conda-forge/schema,2021-12-02 07:54:56.628,92925.0,2.0,,,,,,,,,,,,,,,,,, +183,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-05-05 16:27:50.000,2023-05-05 16:27:49,1624.0,22.0,97,38.0,1216.0,64.0,338.0,2735,2023-04-21 13:15:57.804,0.20.0,22.0,43.0,31,True,returns,conda-forge/returns,,,78208.0,403.0,347.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,56.0,77997.0,https://anaconda.org/conda-forge/returns,2023-04-22 19:15:30.176,5086.0,3.0,,,,,,,,,,,,,,,,,, +184,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-04-21 17:19:05.000,2023-04-20 15:32:17,760.0,2.0,194,61.0,88.0,70.0,278.0,1942,2022-10-26 03:44:13.980,2.8.4,46.0,64.0,31,True,numexpr,conda-forge/numexpr,,205.0,3461581.0,3089.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3089.0,3383101.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6356740.0,3.0,,,,,,,,,,,,,,,,,, +185,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-05-09 08:50:04.000,2023-04-18 15:21:13,2251.0,24.0,176,41.0,364.0,26.0,260.0,1787,2023-04-18 16:10:45.643,4.4.1,180.0,57.0,31,True,pyscaffold,conda-forge/pyscaffold,,,261618.0,62.0,,https://pypi.org/project/pyscaffold,2023-01-23 12:15:02.953,62.0,259668.0,https://anaconda.org/conda-forge/pyscaffold,2023-04-18 20:14:37.024,165816.0,2.0,,,,,,,,,,,,,,,,,, +186,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,3.0,203,39.0,237.0,41.0,201.0,1765,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,31,True,voluptuous,conda-forge/voluptuous,,,2224793.0,14478.0,13124.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1354.0,2221376.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,280223.0,2.0,,,,,,,,,,,,,,,,,, +187,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1656,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,31,True,humanize,conda-forge/humanize,,,4473931.0,1967.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1967.0,4469354.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,379899.0,2.0,,,,,,,,,,,,,,,,,, +188,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,497,99.0,401.0,142.0,379.0,1641,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1577187.0,8237.0,6982.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1255.0,1574021.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,117177.0,3.0,,,,,,,,,,,,,,,,,, +189,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-10 16:17:16.000,2023-05-10 16:17:15,1092.0,5.0,206,46.0,176.0,52.0,335.0,1429,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1390898.0,1896.0,1804.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,92.0,1390898.0,,,,3.0,,,,,,,,,,,,,,,,,, +190,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,4.0,95,33.0,67.0,3.0,64.0,1336,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,10974770.0,2819.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2819.0,10956166.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1488332.0,2.0,,,,,,,,,,,,,,,,,, +191,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-04-26 15:25:38.000,2023-04-26 15:25:35,796.0,52.0,56,25.0,39.0,85.0,71.0,1232,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,31,True,strictyaml,conda-forge/strictyaml,,,471239.0,1721.0,1497.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,224.0,467991.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,198129.0,2.0,,,,,,,,,,,,,,,,,, +192,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-05-11 10:46:11.000,2022-10-28 20:07:55,384.0,,174,28.0,92.0,61.0,136.0,1088,2021-01-11 13:28:44.000,0.4.0,28.0,24.0,31,True,sshtunnel,conda-forge/sshtunnel,,,4871038.0,5707.0,5409.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,298.0,4869669.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,109586.0,3.0,,,,,,,,,,,,,,,,,, +193,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-05-09 05:14:36.000,2023-04-25 10:38:33,598.0,8.0,121,21.0,223.0,42.0,111.0,942,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,60631214.0,10323.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10323.0,60368882.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,19150279.0,2.0,,,,,,,,,,,,,,,,,, +194,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-04-16 02:45:49.000,2023-03-28 20:26:40,1267.0,7.0,240,18.0,209.0,24.0,300.0,845,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,31,True,fastcore,conda-forge/fastcore,,,534811.0,3692.0,3407.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,285.0,532379.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,41353.0,2.0,,,,,,,,,,,,,,,,,, +195,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-05-11 01:19:43.000,2023-05-11 01:19:42,858.0,28.0,87,23.0,85.0,18.0,81.0,813,2023-04-06 02:04:12.666,6.0.4,44.0,49.0,31,True,inflect,conda-forge/inflect,,,3393475.0,972.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,972.0,3389175.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,313933.0,2.0,,,,,,,,,,,,,,,,,, +196,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-05-10 23:57:21.000,2023-04-25 00:03:07,1142.0,9.0,81,17.0,711.0,15.0,121.0,337,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,3414.0,69116766.0,3127.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3127.0,68991279.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,9032158.0,2.0,,,,,,,,,,,,,,,,,, +197,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-05-04 00:36:09.000,2023-05-03 23:37:59,763.0,24.0,59,20.0,368.0,173.0,231.0,320,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,31,True,param,conda-forge/param,,,452768.0,6747.0,6605.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,142.0,437169.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1138752.0,2.0,,,,,,,,,,,,,,,,,, +198,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-05-11 04:01:11.315,2023-05-10 23:13:17,739.0,21.0,45,45.0,602.0,26.0,153.0,51,2023-05-10 23:17:00.767,2.18.0,70.0,64.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4124030.0,2832.0,2820.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,12.0,4122373.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-05-11 04:01:11.315,81239.0,3.0,,,,,,,,,,,,,,,,,, +199,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2018-06-07 13:52:28.873,2023-05-11 01:12:32.000,2023-05-11 01:12:31,782.0,23.0,34,13.0,49.0,4.0,228.0,45,2023-02-17 22:33:05.683,5.12.0,61.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,54259214.0,1194.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1194.0,54054216.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,12094897.0,2.0,,,,,,,,,,,,,,,,,, +200,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-05-11 01:20:59.000,2023-05-11 01:20:58,605.0,23.0,33,4.0,36.0,2.0,56.0,37,2023-02-25 02:18:04.386,3.15.0,45.0,21.0,31,False,zipp,conda-forge/zipp,,,131754831.0,3903.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3903.0,131227812.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,26878010.0,3.0,,,,,,,,,,,,,,,,,, +201,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-05-10 20:58:27.000,2023-02-21 11:02:54,236.0,2.0,411,133.0,233.0,225.0,146.0,9871,2022-08-30 17:58:44.923,0.0.8,8.0,54.0,30,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,391891.0,5956.0,5826.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,130.0,391363.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,11088.0,3.0,,,,,,,,,,,,,,,,,, +202,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-04-25 19:45:50.000,2022-12-08 17:33:49,3607.0,,590,141.0,967.0,486.0,769.0,7895,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,258.0,59444.0,508.0,484.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,57377.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,163171.0,3.0,,,,,,,,,,,,,,,,,, +203,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,90.0,180.0,11.0,420.0,4865,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,408605.0,3274.0,3007.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,267.0,399801.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,413800.0,1.0,,,,,,,,,,,,,,,,,, +204,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-03-09 03:31:41.000,2023-01-30 08:55:46,707.0,,285,101.0,134.0,27.0,259.0,4512,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,30,True,dataset,conda-forge/dataset,,,54454.0,3603.0,3025.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,578.0,54245.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5449.0,3.0,,,,,,,,,,,,,,,,,, +205,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-02-11 18:01:11.000,2023-01-31 21:17:34,775.0,,395,80.0,68.0,354.0,190.0,3385,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,30,True,keyboard,conda-forge/keyboard,,,417746.0,11036.0,10603.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,433.0,416989.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,17424.0,3.0,,,,,,,,,,,,,,,,,, +206,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3140,2021-12-15 15:22:54.705,0.6.0,14.0,65.0,30,False,blaze,conda-forge/blaze,,,7627.0,9874.0,9056.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,4709.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201357.0,3.0,,,,,,,,,,,,,,,,,, +207,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-05-11 09:30:18.000,2023-04-11 16:23:15,1137.0,24.0,575,176.0,457.0,89.0,475.0,2969,2023-03-13 16:24:01.128,1.81.1,92.0,53.0,30,False,arctic,conda-forge/arctic,,197.0,7833.0,251.0,216.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,35.0,7282.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,26362.0,3.0,,,,,,,,,,,,,,,,,, +208,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2554,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,150229.0,1886.0,1498.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,388.0,149679.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25306.0,3.0,,,,,,,,,,,,,,,,,, +209,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-05-06 21:56:08.000,2023-03-16 19:23:33,3815.0,12.0,304,31.0,308.0,125.0,534.0,2305,2023-01-29 21:11:26.594,2.6.2,207.0,88.0,30,True,pyinfra,,,,20218.0,89.0,78.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,20218.0,,,,3.0,,,,,,,,,,,,,,,,,, +210,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-05-04 19:55:11.000,2023-05-04 19:54:25,215.0,5.0,260,49.0,56.0,40.0,109.0,1948,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,30,True,datasketch,,,19.0,996641.0,780.0,717.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,996641.0,,,,3.0,,,,,,,,,,,,,,,,,, +211,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-05-09 16:38:48.222,2022-10-18 10:59:07,785.0,,172,44.0,216.0,103.0,271.0,1849,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1438409.0,590.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,590.0,1429573.0,https://anaconda.org/conda-forge/fs,2023-05-09 16:38:48.222,600895.0,3.0,,,,,,,,,,,,,,,,,, +212,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-05-09 15:25:56.000,2023-05-09 15:25:51,1025.0,5.0,310,71.0,394.0,102.0,364.0,1454,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,150271.0,234.0,209.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,148904.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,66990.0,2.0,,,,,,,,,,,,,,,,,, +213,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-05-09 05:19:27.000,2023-05-08 08:10:43,472.0,4.0,78,23.0,226.0,30.0,63.0,1054,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,30,True,cleo,conda-forge/cleo,,,10977677.0,14914.0,14689.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,225.0,10969752.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,451777.0,3.0,,,,,,,,,,,,python-poetry/cleo,,,,,, +214,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,1.0,94,69.0,94.0,49.0,59.0,977,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,30,True,appdirs,conda-forge/appdirs,,,12942508.0,251771.0,236756.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15015.0,12840672.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8757935.0,3.0,,,,,,,,,,,,,,,,,, +215,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,75.0,21.0,40.0,600.0,858,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2620357.0,7591.0,7273.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2612737.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,396287.0,3.0,,,,,,,,,,,,,,,,,, +216,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-05-10 19:09:52.000,2023-05-09 19:10:35,559.0,33.0,129,22.0,444.0,41.0,241.0,837,2023-04-23 16:17:01.440,0.12.1,42.0,40.0,30,True,aiocache,,,3.0,205127.0,1833.0,1713.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,120.0,205127.0,,,,2.0,,,,,,,,,,,,,,,,,, +217,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-05-01 05:41:01.000,2020-10-21 17:48:31,219.0,,74,14.0,255.0,46.0,25.0,668,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12802560.0,39793.0,37719.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2074.0,12735916.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,4931725.0,2.0,,,,,,,,,,,,,,,,,, +218,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-05-09 09:18:24.000,2023-05-09 09:18:23,504.0,14.0,329,36.0,249.0,37.0,122.0,638,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,224714.0,4279.0,2996.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1283.0,224440.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20586.0,3.0,,,,,,,,,,,,,,,,,, +219,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-20 12:56:54.000,2023-04-20 12:56:54,294.0,6.0,31,10.0,65.0,2.0,25.0,356,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,4038992.0,27871.0,27593.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,4015796.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1183032.0,3.0,,,,,,,,,,,,,,,,,, +220,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-04-11 14:55:32.000,2023-04-11 14:55:28,290.0,26.0,55,6.0,67.0,,75.0,163,2021-10-26 13:46:12.000,4.0.2,42.0,29.0,30,True,tzlocal,conda-forge/tzlocal,,,27551322.0,3742.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3742.0,27526495.0,https://anaconda.org/conda-forge/tzlocal,2023-03-18 16:25:29.751,2060679.0,3.0,,,,,,,,,,,,,,,,,, +221,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-05-06 08:45:48.000,2023-04-04 13:18:36,954.0,6.0,4463,642.0,745.0,200.0,100.0,22535,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,5497.0,97.0,81.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,5439.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1468.0,3.0,,,,,,,,,,,,,,,,,, +222,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-04-26 03:25:42.000,2022-05-08 04:08:19,743.0,,937,275.0,290.0,150.0,451.0,17569,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,True,gooey,conda-forge/gooey,,432.0,7627.0,828.0,750.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,6256.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,65391.0,3.0,,,,,,,,,,,,,,,,,, +223,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-05-02 15:11:50.000,2023-03-13 16:40:40,326.0,1.0,573,187.0,90.0,64.0,82.0,6971,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,232624.0,1187.0,1009.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,232302.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23575.0,3.0,,,,,,,,,,,,,,,,,, +224,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-04-27 01:44:05.000,2023-02-17 21:58:39,2685.0,1.0,847,173.0,737.0,21.0,957.0,5490,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,29,True,snorkel,conda-forge/snorkel,,1016.0,49555.0,309.0,296.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,48658.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,40701.0,3.0,,,,,,,,,,,,,,,,,, +225,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,221.0,90.0,231.0,43.0,5009,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,199429.0,4669.0,3867.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,802.0,199067.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,29326.0,3.0,,,,,,,,,,,,,,,,,, +226,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-05-04 15:10:37.000,2023-04-26 17:14:17,3005.0,15.0,210,28.0,266.0,141.0,702.0,3067,2023-04-13 23:09:00.670,0.22.3,110.0,73.0,29,True,ploomber,conda-forge/ploomber,,,7406.0,85.0,79.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,4872.0,https://anaconda.org/conda-forge/ploomber,2023-04-14 13:59:08.113,58295.0,3.0,,,,,,,,,,,,,,,,,, +227,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-04-02 07:59:22.000,2022-07-17 20:23:59,289.0,,410,94.0,108.0,31.0,127.0,2712,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,261117.0,5743.0,5587.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,259433.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,50542.0,3.0,,,,,,,,,,,,,,,,,, +228,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2359,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,17.0,3041647.0,5638.0,5271.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,367.0,3036869.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,391808.0,2.0,,,,,,,,,,,,,,,,,, +229,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-05-11 02:58:00.000,2023-05-10 14:36:53,658.0,100.0,95,30.0,887.0,23.0,332.0,2210,2023-05-09 21:36:19.000,1.1.40,229.0,21.0,29,True,whylogs,,,48.0,45039.0,95.0,88.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,7.0,45037.0,,,,3.0,,,,,,,,,,,,,,,,,, +230,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-05-06 22:32:19.000,2023-05-02 16:15:37,2237.0,20.0,148,95.0,1927.0,162.0,1332.0,1699,2021-07-02 00:15:35.000,1.0.0,16.0,35.0,29,True,datatable,conda-forge/datatable,,1866.0,79543.0,23.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,23.0,78814.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,20367.0,3.0,,,,,,,,,,,,,,,,,, +231,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,9.0,57,23.0,98.0,111.0,66.0,1688,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1218487.0,1148.0,1040.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,108.0,1218008.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,21076.0,2.0,,,,,,,,,,,,,,,,,, +232,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-05-01 12:04:20.000,2023-04-01 12:30:24,609.0,8.0,54,15.0,217.0,3.0,51.0,1275,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,29,True,bidict,conda-forge/bidict,,,1420686.0,13862.0,13382.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,480.0,1417501.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,254820.0,2.0,,,,,,,,,,,,,,,,,, +233,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2022-11-10 14:50:05.000,2021-12-10 09:37:17,2933.0,,218,48.0,177.0,25.0,757.0,1174,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,False,py2neo,conda-forge/py2neo,,,154181.0,634.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,634.0,153374.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,57301.0,3.0,,,,,,,,,,,,,,,,,, +234,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,306,52.0,209.0,28.0,265.0,1081,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3714.0,2039881.0,1746.0,1528.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,2039845.0,,,,3.0,,,,,,,,,,,,,,,,,, +235,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-05-08 00:03:21.000,2023-05-07 07:21:56,733.0,66.0,41,12.0,191.0,8.0,78.0,1058,2023-03-22 00:31:06.222,0.30.0,57.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,632542.0,1399.0,1372.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,27.0,628367.0,https://anaconda.org/conda-forge/python-benedict,2023-03-22 03:42:51.330,125257.0,2.0,,,,,,,,,,,,,,,,,, +236,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-05-10 03:43:25.000,2023-05-10 03:43:23,1145.0,114.0,123,19.0,664.0,61.0,307.0,1043,2023-04-19 17:40:54.301,7.2.0,53.0,55.0,29,True,copier,,,,41262.0,427.0,404.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,23.0,41262.0,,,,3.0,,,,,,,,,,,,,,,,,, +237,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,117,22.0,52.0,40.0,123.0,810,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,513598.0,15653.0,15338.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,315.0,512838.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,28129.0,2.0,,,,,,,,,,,,,,,,,, +238,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-04-07 19:00:28.000,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,664,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,6846783.0,9342.0,8108.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1234.0,6844876.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,152625.0,3.0,,,,,,,,,,,,,,,,,, +239,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,27.0,45.0,5.0,90.0,510,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,4591018.0,16809.0,14619.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,4575010.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1312708.0,3.0,,,,,,,,,,,,,,,,,, +240,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-04-24 18:02:49.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,73.0,12.0,92.0,478,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,985806.0,4225.0,3957.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,268.0,970053.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1197240.0,3.0,,,,,,,,,,,,,,,,,, +241,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,48,8.0,43.0,17.0,21.0,125,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,64713842.0,41390.0,39181.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2209.0,64664545.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4239605.0,3.0,,,,,,,,,,,,,,,,,, +242,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-04-30 21:22:04.000,2023-04-20 07:34:24,1856.0,11.0,562,133.0,1262.0,193.0,1045.0,7064,2023-02-23 18:30:37.000,1.3.2,22.0,111.0,28,True,hydra,conda-forge/hydra-core,,,24173.0,9.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,8595.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,607558.0,3.0,,,,,,,,,,,,,,,,,, +243,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,1.0,549,140.0,293.0,280.0,241.0,6543,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,28,True,faust,,,,26463.0,1557.0,1526.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,26463.0,,,,3.0,,,,,,,,,,,,,,,,,, +244,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,149.0,292.0,119.0,175.0,6046,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,28,True,powerline-shell,,,,10754.0,102.0,98.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,10754.0,,,,3.0,,,,,,,,,,,,,,,,,, +245,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-04-21 16:44:01.127,2023-04-16 13:04:15,1085.0,1.0,241,64.0,81.0,24.0,263.0,3320,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,28,True,asciimatics,conda-forge/asciimatics,,,56496.0,955.0,840.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,54351.0,https://anaconda.org/conda-forge/asciimatics,2023-04-21 16:44:01.127,130885.0,3.0,,,,,,,,,,,,,,,,,, +246,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,637,143.0,443.0,135.0,396.0,2644,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,28,False,pandas-datareader,conda-forge/pandas-datareader,,,425506.0,839.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,839.0,421638.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,282409.0,3.0,,,,,,,,,,,,,6.0,,,,, +247,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2563,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,20870.0,2183.0,2137.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,46.0,20870.0,,,,3.0,,,,,,,,,,,,,,,,,, +248,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-04-22 20:10:46.000,2023-04-17 20:41:44,153.0,2.0,114,23.0,106.0,48.0,42.0,1793,2021-11-03 08:11:33.000,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,275134.0,6032.0,5945.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,87.0,274667.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,16845.0,3.0,,,,,,,,,,,,,,,,,, +249,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1388,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,920850.0,10258.0,8747.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1511.0,917160.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,265750.0,3.0,,,,,,,,,,,,,,,,,, +250,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-05-10 10:14:16.000,2023-05-09 16:24:07,751.0,30.0,44,14.0,405.0,151.0,156.0,1131,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,28,True,prisma,,,,14275.0,233.0,230.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,3.0,14275.0,,,,3.0,,,,,,,,,,,,,,,,,, +251,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-04-15 22:50:29.000,2022-08-15 22:23:51,507.0,,66,17.0,164.0,34.0,79.0,1075,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,924932.0,9156.0,8831.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,923712.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,35393.0,3.0,,,,,,,,,,,,,,,,,, +252,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-05-10 20:50:15.000,2023-05-03 22:09:16,1674.0,26.0,68,11.0,387.0,97.0,214.0,1022,2023-05-03 22:05:01.233,0.111.0,229.0,39.0,28,True,piccolo,,,,12589.0,265.0,255.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,12589.0,,,,3.0,,,,,,,,,,,,,,,,,, +253,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-30 23:15:24.000,2023-04-27 07:43:18,748.0,85.0,78,13.0,130.0,34.0,94.0,834,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,28,True,mss,conda-forge/python-mss,,,295411.0,241.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,241.0,294727.0,https://anaconda.org/conda-forge/python-mss,2023-04-20 07:59:29.075,23943.0,3.0,,,,,,,,,,,,,,,,,, +254,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-04-19 21:05:40.000,2023-04-19 21:04:26,165.0,33.0,83,26.0,38.0,5.0,67.0,769,2023-04-16 01:30:05.685,2.0.0,26.0,18.0,28,False,email-validator,conda-forge/email-validator,,,6721612.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,6719323.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,77850.0,3.0,,,,,,,,,,,,,,,,,, +255,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-05-03 19:47:11.000,2023-05-03 19:47:11,818.0,2.0,136,25.0,105.0,64.0,59.0,507,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,307755.0,5929.0,4572.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1357.0,306829.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,68531.0,3.0,,,,,,,,,,,,,,,,,, +256,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-01-20 20:04:29.828,2023-01-18 22:27:43,225.0,,68,16.0,84.0,67.0,96.0,292,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,configobj,conda-forge/configobj,,60.0,2348453.0,29333.0,25949.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3384.0,2337688.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,624376.0,3.0,,,,,,,,,,,,,,,,,, +257,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-05-03 07:41:22.000,2023-05-03 07:41:22,164.0,9.0,36,7.0,28.0,23.0,29.0,232,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10275401.0,2763.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2763.0,10134506.0,https://anaconda.org/conda-forge/send2trash,2023-04-27 13:24:41.453,9017337.0,3.0,,,,,,,,,,,,,,,,,, +258,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,181,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,True,ordered-set,conda-forge/ordered-set,,,7797429.0,7827.0,7459.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,368.0,7793714.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,315842.0,3.0,,,,,,,,,,,,,,,,,, +259,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-05-08 12:40:09.000,2022-03-10 10:33:50,585.0,,498,83.0,240.0,96.0,129.0,3485,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,137779.0,120.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,120.0,137529.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,20009.0,3.0,,,,,,,,,,,,,,,,,, +260,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-05-06 17:03:04.371,2023-05-02 20:40:06,191.0,4.0,186,29.0,48.0,75.0,121.0,3022,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,382072.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,381223.0,https://anaconda.org/conda-forge/pandarallel,2023-05-06 17:03:04.371,19535.0,3.0,,,,,,,,,,,,,,,,,, +261,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-04-16 11:07:57.000,2022-10-12 16:46:46,523.0,,118,49.0,48.0,9.0,121.0,2164,2021-01-12 19:21:07.000,1.4.3,14.0,27.0,27,True,pyfunctional,,,,275201.0,622.0,603.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,275201.0,,,,3.0,,,,,,,,,,,,,,,,,, +262,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-05-01 19:18:06.000,2023-05-01 19:18:06,5564.0,17.0,497,108.0,905.0,574.0,911.0,1993,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,125.0,27,False,wx,conda-forge/wxpython,,3052.0,8814.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-03-11 05:42:42.678,622345.0,3.0,,,,,,,,,,,,,,,,,, +263,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1873,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2661.0,195.0,159.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2661.0,,,,3.0,,,,,,,,,,,,,,,,,, +264,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,32.0,48.0,51.0,13.0,1870,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,retrying,conda-forge/retrying,,,7803047.0,2196.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2196.0,7786306.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1339337.0,3.0,,,,,,,,,,,,,,,,,, +265,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-05-05 07:35:14.000,2023-05-05 07:35:03,2700.0,15.0,132,52.0,295.0,42.0,189.0,1474,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,27,False,enaml,conda-forge/enaml,,330.0,4337.0,296.0,212.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,84.0,2179.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,142144.0,3.0,,,,,,,,,,,,,,,,,, +266,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1231,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,pandasql,conda-forge/pandasql,['pandas'],,1523421.0,2102.0,2020.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1508680.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,339058.0,3.0,,,,,,,,,,,,,,,,,, +267,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-05-11 01:19:25.000,2023-05-11 01:19:24,1162.0,7.0,137,40.0,81.0,3.0,128.0,1049,2022-11-30 22:49:22.305,16.6.0,18.0,49.0,27,True,path,conda-forge/path,,,907404.0,127.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,127.0,897885.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,390294.0,3.0,,,,,,,,,,,,,,,,,, +268,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,126,28.0,74.0,35.0,69.0,1018,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,216624.0,3354.0,3136.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,218.0,215315.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,70710.0,3.0,,,,,,,,,,,,,,,,,, +269,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,,115,17.0,60.0,23.0,104.0,794,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,594281.0,1875.0,1757.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,118.0,591427.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,185538.0,3.0,,,,,,,,,,,,,,,,,, +270,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-04-27 17:17:03.000,2023-04-17 15:58:45,1346.0,51.0,47,17.0,131.0,3.0,11.0,679,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,27,True,ubelt,conda-forge/ubelt,,,17375.0,2559.0,2492.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,67.0,15075.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,46004.0,3.0,,,,,,,,,,,,,,,,,, +271,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-02-05 09:21:58.000,2023-02-05 09:21:57,175.0,,78,25.0,49.0,11.0,33.0,668,2021-12-15 14:53:48.232,2.0.0,14.0,27.0,27,True,munch,conda-forge/munch,,,4967998.0,834.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,834.0,4929878.0,https://anaconda.org/conda-forge/munch,2019-10-30 13:10:23.404,3278379.0,3.0,,,,,,,,,,,,,,,,,, +272,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,643,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2577528.0,12943.0,11477.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1466.0,2570402.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,577254.0,3.0,,,,,,,,,,,,,,,,,, +273,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,600,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,207817.0,980.0,748.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,206147.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,138666.0,3.0,,,,,,,,,,,,,,,,,, +274,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,563,,,8.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,9521467.0,54566.0,52195.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2371.0,9354525.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,10016557.0,3.0,,,,,,,,,,,,,,,,,, +275,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,147.0,232078.0,6928.0,4539.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2389.0,229576.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,203875.0,3.0,,,,,,,,,,,,,,,,,, +276,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,463,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,pyscreenshot,,,,93695.0,2187.0,1931.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,256.0,93695.0,,,,3.0,,,,,,,,,,,,,,,,,, +277,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,180990.0,1091.0,1017.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,74.0,180256.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,52178.0,3.0,,,,,,,,,,,,,,,,,, +278,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,11.0,28.0,6.0,67.0,226,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,futures,conda-forge/futures,,,9621364.0,45595.0,37559.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8036.0,9606023.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1242667.0,3.0,,,,,,,,,,,,,,,,,, +279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,53,105.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,cloudant,conda-forge/cloudant,,,104937.0,2334.0,2045.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,289.0,103632.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,104407.0,3.0,,,,,,,,,,,,,,,,,, +280,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-20 13:13:11.000,2023-04-20 13:13:11,123.0,3.0,22,8.0,48.0,4.0,7.0,153,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,27,True,catalogue,conda-forge/catalogue,,,3952208.0,24041.0,23969.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,72.0,3928496.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,995904.0,3.0,,,,,,,,,,,,,,,,,, +281,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,26,5.0,45.0,4.0,36.0,72,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,6406572.0,60605.0,56262.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4343.0,6376956.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2428530.0,3.0,,,,,,,,,,,,,,,,,, +282,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-05-08 12:33:37.000,,,,880,,,752.0,,16938,2023-05-05 16:55:55.149,0.17.12,287.0,120.0,26,True,polars,,,,494842.0,163.0,,https://pypi.org/project/polars,2023-03-05 18:16:01.213,163.0,494842.0,,,,3.0,,,,,,,,,,,,,-14.0,,,,, +283,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3126,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1756.0,144.0,123.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,558.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,98268.0,3.0,,,,,,,,,,,,,,,,,, +284,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,100,30.0,79.0,13.0,122.0,2266,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,361701.0,955.0,912.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,43.0,357662.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,197958.0,3.0,,,,,,,,,,,,,,,,,, +285,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-05-08 20:07:23.000,2023-04-28 19:54:47,279.0,4.0,213,29.0,125.0,73.0,109.0,2173,2023-01-07 01:51:08.612,1.41.0,83.0,22.0,26,True,img2dataset,,,964.0,13430.0,38.0,37.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,13385.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-05-10 09:20:53.000,2023-03-19 12:02:21,374.0,1.0,129,30.0,215.0,57.0,139.0,1565,2022-12-02 13:23:00.600,0.25.0,59.0,53.0,26,True,arq,conda-forge/arq,,,42394.0,411.0,394.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,17.0,42118.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,6903.0,3.0,,,,,,,,,,,,,,,,,, +287,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,219,103.0,173.0,72.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,43.0,26,True,streamparse,,,,4373.0,85.0,58.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,4373.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,20.0,18.0,1122,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,26,False,singer-python,,,,668841.0,351.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,351.0,668841.0,,,,3.0,,,,,,,,,,,,,6.0,,,,, +289,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,39.0,126.0,22.0,202.0,1106,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,parallel-ssh,,,348.0,446881.0,234.0,201.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,446878.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,52,23.0,61.0,14.0,33.0,1025,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1301289.0,5795.0,5678.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,117.0,1286123.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,909967.0,3.0,,,,,,,,,,,,,,,,,, +291,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-05-11 05:04:04.000,2023-05-11 05:04:03,656.0,29.0,44,23.0,494.0,5.0,33.0,695,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,304827.0,106.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,106.0,304541.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13462.0,3.0,,,,,,,,,,,,,,,,,, +292,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-05-10 11:42:02.000,2023-05-10 10:30:05,3369.0,82.0,32,17.0,73.0,17.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,539.0,65.0,26,True,dbnd,,,,69772.0,56.0,32.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,69772.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,188,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,31694152.0,12993.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12993.0,31542362.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,12902219.0,3.0,,,,,,,,,,,,,,,,,, +294,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,259.0,1761.0,57,2023-03-11 17:00:14.601,3.1.2,104.0,,26,False,openpyxl,openpyxl,,,50012422.0,7652.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7622.0,50010631.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,160065.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1217.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,12,6.0,27.0,7.0,22.0,35,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11754599.0,70058.0,67333.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2725.0,11742134.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1084458.0,3.0,,,,,,,,,,,,,,,,,, +296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-04-18 21:34:19.071,2023-02-22 03:50:44,49.0,1.0,96,33.0,97.0,16.0,137.0,2196,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,33.0,1326995.0,336.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,336.0,1320430.0,https://anaconda.org/conda-forge/python-box,2023-04-18 21:34:19.071,400477.0,3.0,,,,,,,,,,,,,,,,,, +297,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2440.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2440.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,948,2018-04-13 07:44:26.000,1.2.1,23.0,30.0,25,False,bcolz,conda-forge/bcolz,,,16615.0,507.0,,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,12225.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,329281.0,3.0,,,,,,,,,,,,,,,,,, +299,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-04-12 21:10:58.000,2022-09-12 17:36:02,282.0,,50,9.0,26.0,16.0,69.0,585,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,313149.0,1053.0,1031.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,22.0,311110.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,63234.0,3.0,,,,,,,,,,,,,,,,,, +300,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-05-04 11:24:00.000,2023-05-04 11:23:56,9883.0,38.0,42,13.0,9.0,6.0,8.0,470,2021-11-25 22:52:42.000,0.2.0,10.0,,25,True,pandas-summary,,['pandas'],,76242.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,76242.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,,,, +301,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-09 05:18:48.000,2023-04-03 13:37:05,249.0,24.0,50,7.0,53.0,15.0,50.0,442,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,11676.0,410.0,381.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,29.0,11676.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2022-09-21 15:09:58.000,2022-09-21 15:09:58,824.0,,64,16.0,182.0,43.0,157.0,438,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,True,umongo,conda-forge/umongo,,,29170.0,12765.0,12751.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,28967.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,4072.0,3.0,,,,,,,,,,,,,,,,,, +303,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-04-24 17:15:23.000,2023-04-24 17:14:36,354.0,27.0,28,6.0,123.0,2.0,77.0,138,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,94147.0,747.0,702.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,93372.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,34884.0,3.0,,,,,,,,,,,,,,,,,, +304,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,174,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,3952.0,132.0,56.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,76.0,3952.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2022-12-08 05:45:39.000,2021-03-10 15:44:00,981.0,,138,59.0,247.0,95.0,108.0,1547,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,bonobo,,,,4539.0,193.0,159.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,34.0,4539.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +306,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-05-10 23:52:48.000,2023-05-01 22:05:49,6410.0,2.0,221,42.0,1030.0,8.0,208.0,1361,2020-07-19 03:20:20.000,2.2.32,87.0,26.0,24,True,optimuspyspark,,['spark'],,17745.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,17745.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-04-24 10:56:47.000,2023-04-20 09:57:10,314.0,10.0,69,44.0,215.0,39.0,38.0,1275,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,24,True,tasktiger,,,,622.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,622.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,144,42.0,10.0,1.0,12.0,1053,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,583701.0,1970.0,1800.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,579240.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,285551.0,3.0,,,,,,,,,,,,,,,,,, +309,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,129,10.0,22.0,25.0,19.0,621,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,4161981.0,2745.0,2529.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,216.0,4161619.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,10154.0,3.0,,,,,,,,,,,,,,,,,, +310,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,10.0,98.0,452,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,24,True,hickle,conda-forge/hickle,,,29352.0,592.0,501.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,28931.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,21938.0,3.0,,,,,,,,,,,,,,,,,, +311,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2022-10-22 16:47:21.000,2019-11-13 07:35:33,601.0,,105,43.0,110.0,34.0,55.0,385,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,14684.0,403.0,279.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,14684.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-05-01 07:49:30.000,2023-05-01 07:49:26,882.0,41.0,22,14.0,155.0,6.0,11.0,315,2023-05-01 07:50:49.986,17.2.2,236.0,16.0,24,True,aiomisc,,,,20021.0,341.0,305.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,36.0,20021.0,,,,3.0,,,,,,,,,,,,,,,,,, +313,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,55.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,pyhdb,,,92.0,551306.0,185.0,164.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,21.0,551305.0,,,,3.0,,,,,,,,,,,,,,,,,, +314,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-02-07 20:22:06.000,2022-11-21 22:08:41,73.0,,27,10.0,47.0,20.0,34.0,299,2022-08-17 14:01:02.972,0.8.0,11.0,17.0,24,True,typing_inspect,conda-forge/typing_inspect,,,19227356.0,296.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,296.0,19197804.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1448069.0,3.0,,,,,,,,,,,,,,,,,, +315,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-05-01 17:28:22.000,2020-11-28 22:30:53,264.0,,24,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,55.0,120357.0,2580.0,2385.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,119990.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,24637.0,3.0,,,,,,,,,,,,,,,,,, +316,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,89,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,110.0,102530.0,5579.0,4256.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1323.0,101901.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,52888.0,3.0,,,,,,,,,,,,,,,,,, +317,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,16021566.0,7979.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7979.0,15859068.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,13812366.0,3.0,,,,,,,,,,,,,,,,,, +318,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,39.0,22.0,20.0,11.0,1540,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,commonregex,,,,158283.0,176.0,154.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,158283.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-03-22 14:52:28.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,39.0,21.0,46.0,1411,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,19882.0,104.0,93.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,19498.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,13088.0,3.0,,,,,,,,,,,,,,,,,, +320,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,10.0,23,False,pinject,conda-forge/pinject,,,61953.0,171.0,150.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,61785.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3374.0,3.0,,,,,,,,,,,,,,,,,, +321,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-04-26 00:23:51.000,2023-04-26 00:23:22,952.0,3.0,135,62.0,76.0,167.0,149.0,844,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1519.0,184.0,155.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1519.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,38,15.0,12.0,6.0,11.0,512,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,unipath,,,,61491.0,10795.0,8749.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,61491.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-04-10 12:46:48.000,2020-10-16 22:20:10,123.0,,63,41.0,71.0,4.0,,346,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,106690.0,676.0,593.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,106575.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4497.0,3.0,,,,,,,,,,,,,,,,,, +324,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-05-04 11:40:21.000,2023-05-04 11:34:17,5318.0,70.0,42,13.0,586.0,33.0,78.0,188,2023-05-04 11:36:38.000,0.8.2,15.0,33.0,23,True,batchflow,,,,1004.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,1004.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-05-07 18:34:25.000,2023-05-07 18:34:25,289.0,15.0,40,7.0,37.0,11.0,36.0,144,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,23,True,filedepot,,,,4304.0,822.0,773.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,4304.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3493,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,31295.0,383.0,350.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,31295.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3225,,,4.0,19.0,22,False,macropy3,,,,206.0,580.0,550.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,206.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2697,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,21.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,21.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-05-10 17:59:49.000,2023-03-18 10:09:23,599.0,2.0,345,46.0,100.0,170.0,101.0,1939,2011-12-30 16:40:09.000,11.12.30,16.0,39.0,22,True,camelot,,,,4891.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,4891.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,85,45.0,34.0,18.0,11.0,1734,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,7157.0,193.0,162.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,7157.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,22,False,db.py,,,,3679.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,3679.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,72,21.0,211.0,60.0,80.0,792,2023-01-03 20:08:22.000,0.9.2,19.0,17.0,22,True,odmantic,,,,13297.0,6.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,6.0,13297.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-04-19 03:40:46.000,2023-04-19 03:40:46,109.0,2.0,116,13.0,31.0,31.0,42.0,784,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,16719.0,1202.0,1112.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,90.0,16719.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-05-03 20:10:05.000,2023-05-02 12:53:18,107.0,13.0,24,9.0,48.0,9.0,12.0,655,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,27779.0,173.0,153.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,20.0,25759.0,https://anaconda.org/conda-forge/dirty-equals,2023-05-03 14:42:32.536,28281.0,3.0,,,,,,,,,,,,,,,,,, +335,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,14.0,164.0,16.0,120.0,519,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2918.0,103.0,94.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2363.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,8884.0,3.0,,,,,,,,,,,,,,,,,, +336,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,42,12.0,20.0,18.0,11.0,474,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,68600.0,4448.0,3263.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1185.0,67820.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,66362.0,3.0,,,,,,,,,,,,,,,,,, +337,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,15711.0,817.0,730.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,14636.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,83902.0,3.0,,,,,,,,,,,,,,,,,, +338,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,256,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,pysparkling,conda-forge/pysparkling,,,11397.0,165.0,157.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,11237.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4184.0,3.0,,,,,,,,,,,,,,,,,, +339,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-04-28 22:31:47.179,2023-04-26 16:56:57,532.0,9.0,9,5.0,105.0,15.0,83.0,175,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,22,True,typical,conda-forge/typical,,,44033.0,69.0,65.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,42935.0,https://anaconda.org/conda-forge/typical,2023-04-28 22:31:47.179,26360.0,3.0,,,,,,,,,,,,,,,,,, +340,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,113,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,276336.0,1470.0,1417.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,53.0,274420.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,55578.0,3.0,,,,,,,,,,,,,,,,,, +341,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10575,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,33.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,33.0,,,,2.0,,,,,,,,,,,,,,,,,, +342,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,85,36.0,214.0,44.0,55.0,2402,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,21,True,,,,18626.0,776.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +343,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-05-09 00:58:40.000,2023-02-21 10:55:54,98.0,2.0,38,16.0,63.0,6.0,4.0,1004,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,21,True,asyncer,conda-forge/asyncer,,,72680.0,508.0,491.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,72480.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,3205.0,3.0,,,,,,,,,,,,,,,,,, +344,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-05-09 16:15:10.000,2020-12-13 18:58:15,709.0,,120,61.0,72.0,62.0,119.0,872,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,783.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,783.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,19.0,20.0,3.0,26.0,822,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,unsync,conda-forge/unsync,,,16596.0,201.0,182.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,16321.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,9639.0,3.0,,,,,,,,,,,,,,,,,, +346,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,706,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,1781.0,60.0,53.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,7.0,1055.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,21796.0,3.0,,,,,,,,,,,,,,,,,, +347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,14,13.0,5.0,14.0,43.0,277,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,17533.0,130.0,124.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,17533.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,44,15.0,33.0,19.0,9.0,265,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,64955.0,356.0,349.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,64955.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-05-11 13:00:28.000,2023-05-11 09:13:07,1291.0,351.0,3,3.0,566.0,18.0,18.0,29,2023-05-08 19:31:06.231,4.0.0,53.0,5.0,21,False,click-extra,,,148.0,6191.0,42.0,37.0,https://pypi.org/project/click-extra,2023-01-25 06:30:47.832,5.0,6184.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,11.0,103,57.0,67.0,24.0,16.0,2000,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,20,True,mara-pipelines,,,,172.0,1.0,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,1.0,172.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,155.0,142.0,78.0,27.0,1972,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,20,False,,,['spark'],,,33.0,33.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,135,66.0,4.0,1.0,40.0,1968,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2360.0,48.0,40.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,8.0,2360.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,198,39.0,56.0,79.0,39.0,1287,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10367.0,834.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,646.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,609,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,True,pugsql,,,,25145.0,58.0,55.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,25145.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,261,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,15849.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,15610.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20387.0,3.0,,,,,,,,,,,,,,,,,, +356,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,1.0,26,5.0,48.0,6.0,10.0,232,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,30291.0,254.0,220.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,30291.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,17,7.0,62.0,7.0,22.0,142,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,aioprometheus,,,,69811.0,137.0,124.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,69811.0,,,,3.0,,,,,,,,,,,,,,,,,, +358,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,97,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,166945.0,1824.0,1699.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,157915.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,577965.0,3.0,,,,,,,,,,,,,,,,,, +359,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-04-17 14:01:46.096,2023-04-13 18:36:56,77.0,2.0,117,35.0,10.0,8.0,145.0,2991,2023-04-13 18:39:39.000,2.1.11,58.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1535.0,158.0,158.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-04-17 14:01:46.096,32239.0,3.0,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,255,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5506.0,148.0,121.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5506.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-05-09 20:28:27.000,2023-05-09 20:28:12,514.0,62.0,18,4.0,205.0,2.0,,211,2023-05-09 20:30:01.549,1.1.129,364.0,9.0,19,True,upgini,,,,4242.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,4242.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,191,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,50343.0,708.0,704.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,50343.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-04-03 20:23:00.000,2022-09-09 19:16:24,612.0,,12,7.0,26.0,15.0,10.0,120,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,42130.0,30.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,30.0,42130.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-14 13:54:12.000,2023-04-07 14:12:05,260.0,3.0,56,36.0,45.0,12.0,57.0,1080,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,colout,,,,890.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,890.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,40.0,39.0,11.0,256.0,922,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +366,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,11241.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,11241.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,7.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,132821.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,132821.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,54.0,23.0,22.0,8.0,1594,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,riko,,,,116.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,116.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1334,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,57.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,57.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-05-11 03:10:49.000,2023-05-03 10:11:28,2637.0,34.0,101,30.0,180.0,41.0,264.0,1029,,,,37.0,17,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +371,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,73,23.0,19.0,11.0,13.0,949,2022-10-26 17:01:00.596,0.2.6,23.0,13.0,17,True,d6tflow,,,,122.0,23.0,23.0,https://pypi.org/project/d6tflow,2022-10-26 17:01:00.596,,122.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,22.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,7.0,17,True,bounter,,,,628.0,8.0,,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,628.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,17.0,27.0,42.0,29.0,759,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,3160.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,3160.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,21.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,21.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,77.0,598,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,362.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,362.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,54.0,28.0,3.0,2.0,1190,2018-09-14 14:38:32.000,0.2.0,5.0,8.0,15,False,botflow,,,,28.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,28.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,418,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,15,True,bodywork,,,,107.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,107.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,,https://github.com/static-frame/static-frame,MIT,2019-02-21 00:00:16.446,2023-05-10 17:05:28.631,,,,30,,,,,341,2023-05-09 01:51:00.971,1.4.2,179.0,,15,True,static-frame,conda-forge/static-frame,,,7253.0,2.0,,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,2223.0,https://anaconda.org/conda-forge/static-frame,2023-05-10 17:05:28.631,256556.0,3.0,,,,,,,,,,,,,-12.0,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-05-02 22:45:38.000,2023-04-03 11:11:27,111.0,6.0,6,14.0,118.0,2.0,2.0,258,2023-03-02 13:18:02.345,0.19.0,93.0,13.0,15,True,squirrel-core,squirrel-core,,,1005.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,1005.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +380,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,75,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,25575.0,414.0,405.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,25575.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,707,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,supersqlite,,,,94.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,94.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2021-11-04 09:30:27.570,,,,33,,,34.0,,213,2021-01-17 20:11:01.000,0.7.2,16.0,19.0,14,False,fletcher,conda-forge/fletcher,['pandas'],,1435.0,1.0,,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,475.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,55697.0,3.0,,,,,,,,,,,,,-4.0,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,448.0,31.0,26.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,448.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,4.0,77.0,18.0,40.0,103,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,46.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,46.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,61,21.0,2.0,2.0,1.0,541,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,pandapy,,['pandas'],,31.0,2.0,2.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,31.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,96.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,96.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,348,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,758,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index c65d484..e1ff542 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 -- inflect (πŸ₯ˆ31 Β· ⭐ 810 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 -- Pandas Summary (πŸ₯‰27 Β· ⭐ 470 Β· πŸ“ˆ) - Engine for ML/Data tracking, visualization,.. Apache-2 -- openpyxl (πŸ₯‰26 Β· ⭐ 56 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 +- bcrypt (πŸ₯‰32 Β· ⭐ 1K Β· πŸ“ˆ) - Modern(-ish) password hashing for your software and your servers. Apache-2 +- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- Singer (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- google-cloud-storage (πŸ₯ˆ36 Β· ⭐ 4.2K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 -- pyodbc (πŸ₯‰28 Β· ⭐ 2.7K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 -- bcrypt (πŸ₯‰25 Β· ⭐ 1K Β· πŸ“‰) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- pandas-datareader (πŸ₯‰22 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. ❗Unlicensed -- Singer (πŸ₯‰20 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- redis (πŸ₯ˆ37 Β· ⭐ 11K Β· πŸ“‰) - Redis Python Client. MIT +- Modin (πŸ₯ˆ34 Β· ⭐ 8.6K Β· πŸ“‰) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 +- polars (πŸ₯‰26 Β· ⭐ 17K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +- StaticFrame (πŸ₯‰15 Β· ⭐ 340 Β· πŸ“‰) - Immutable and grow-only Pandas-like DataFrames with a more.. MIT +- fletcher (πŸ₯‰14 Β· ⭐ 210 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT From 7a38e652572aba72a8648116064f9631599a06af Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 18 May 2023 13:38:04 +0000 Subject: [PATCH 11/70] Update best-of list for version 2023.05.18 --- README.md | 1423 ++++++++++++++++--------------- history/2023-05-18_changes.md | 20 + history/2023-05-18_projects.csv | 390 +++++++++ latest-changes.md | 20 +- 4 files changed, 1139 insertions(+), 714 deletions(-) create mode 100644 history/2023-05-18_changes.md create mode 100644 history/2023-05-18_projects.csv diff --git a/README.md b/README.md index 18ec094..86b8d3a 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡50 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 400K Β· πŸ“‹ 5.7K - 15% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 31M Β· πŸ“¦ 410K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,34 +99,34 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 190K Β· πŸ“¦ 56K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 200K Β· πŸ“¦ 57K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.6M / month Β· πŸ“¦ 280 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.9M / month Β· πŸ“¦ 280 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 680K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 690K Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 09.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 11.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 78K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 79K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -158,7 +158,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“₯ 20 Β· πŸ“¦ 78K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 20 Β· πŸ“¦ 79K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/cloudpipe/cloudpickle @@ -172,23 +172,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge cloudpickle ```
-
orjson (πŸ₯ˆ35 Β· ⭐ 4.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ35 Β· ⭐ 4.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 42K Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 43K Β· πŸ“‹ 310 - 0% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 12M / month Β· πŸ“¦ 940 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 940 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 700K Β· ⏱️ 07.05.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 710K Β· ⏱️ 07.05.2023): ``` conda install -c conda-forge orjson ```
-
ultrajson (πŸ₯ˆ34 Β· ⭐ 4K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
ultrajson (πŸ₯ˆ34 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 - [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 01.05.2023): @@ -206,7 +206,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
dill (πŸ₯ˆ34 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 96K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 97K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/uqfoundation/dill @@ -215,7 +215,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4M Β· ⏱️ 24.10.2022): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.1M Β· ⏱️ 24.10.2022): ``` conda install -c conda-forge dill ``` @@ -238,12 +238,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
jsonpickle (πŸ₯‰33 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 20% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.6M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.4M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): ``` pip install jsonpickle ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 970K / month Β· πŸ“¦ 270 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1M / month Β· πŸ“¦ 270 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` @@ -284,18 +284,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge python-rapidjson ```
-
pysimdjson (πŸ₯‰25 Β· ⭐ 580 Β· πŸ’€) - Python bindings for the simdjson project. MIT +
pysimdjson (πŸ₯‰25 Β· ⭐ 590 Β· πŸ’€) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1K Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 310K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 350K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 63K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 64K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 29K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 30K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 30K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 32K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -340,9 +340,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M _General-purpose data containers as well as utilities & extensions for pandas._ -
pandas (πŸ₯‡53 Β· ⭐ 38K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +
pandas (πŸ₯‡52 Β· ⭐ 38K Β· πŸ“‰) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -356,9 +356,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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numpy (πŸ₯‡51 Β· ⭐ 23K) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 720K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 720K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/numpy/numpy @@ -367,14 +367,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 55M Β· ⏱️ 23.04.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 56M Β· ⏱️ 23.04.2023): ``` conda install -c conda-forge numpy ```
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h5py (πŸ₯‡40 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/h5py/h5py @@ -388,14 +388,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
+
polars (πŸ₯ˆ40 Β· ⭐ 17K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 890 Β· πŸ“¦ 2K Β· πŸ“‹ 3.9K - 19% open Β· ⏱️ 18.05.2023): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 500K / month Β· πŸ“¦ 170 Β· ⏱️ 05.03.2023): + ``` + pip install polars + ``` +
+
Modin (πŸ₯ˆ37 Β· ⭐ 8.6K Β· πŸ“ˆ) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 + +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1K Β· πŸ“‹ 3.6K - 25% open Β· ⏱️ 17.05.2023): + + ``` + git clone https://github.com/modin-project/modin + ``` +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.4M / month Β· πŸ“¦ 40 Β· ⏱️ 26.01.2023): + ``` + pip install modin + ``` +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 230K Β· ⏱️ 24.04.2023): + ``` + conda install -c conda-forge modin-core + ``` +
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 18.01.2023): ``` pip install xarray ``` @@ -406,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ36 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 730K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 770K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` pip install tables ``` @@ -420,41 +448,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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Modin (πŸ₯ˆ34 Β· ⭐ 8.6K Β· πŸ“‰) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 - -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“₯ 200K Β· πŸ“‹ 3.6K - 24% open Β· ⏱️ 09.05.2023): - - ``` - git clone https://github.com/modin-project/modin - ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.5M / month Β· πŸ“¦ 39 Β· ⏱️ 26.01.2023): - ``` - pip install modin - ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 230K Β· ⏱️ 24.04.2023): - ``` - conda install -c conda-forge modin-core - ``` -
docarray (πŸ₯ˆ34 Β· ⭐ 2.2K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 170 Β· πŸ“¦ 240 Β· πŸ“‹ 500 - 9% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 170 Β· πŸ“¦ 250 Β· πŸ“‹ 520 - 10% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 98K / month Β· πŸ“¦ 11 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 12 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 93K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 94K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.2K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/zarr-developers/zarr-python @@ -475,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 580K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 600K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` pip install Bottleneck ``` @@ -518,12 +530,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 180 Β· πŸ“¦ 800 Β· πŸ“‹ 580 - 33% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 190 Β· πŸ“¦ 820 Β· πŸ“‹ 580 - 33% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 780K / month Β· πŸ“¦ 68 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 810K / month Β· πŸ“¦ 70 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` @@ -534,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯‰31 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“₯ 200 Β· πŸ“‹ 350 - 20% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“₯ 210 Β· πŸ“‹ 350 - 20% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` @@ -550,12 +562,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 480 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 490 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 57K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 55K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -564,30 +576,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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datasketch (πŸ₯‰30 Β· ⭐ 1.9K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
datasketch (πŸ₯‰30 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 720 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 730 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 990K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` pip install datasketch ```
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 79K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 81K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 20K Β· ⏱️ 23.12.2020): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 21K Β· ⏱️ 23.12.2020): ``` conda install -c conda-forge datatable ``` @@ -599,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 380K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 360K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` @@ -608,26 +620,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandarallel ```
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polars (πŸ₯‰26 Β· ⭐ 17K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +
StaticFrame (πŸ₯‰27 Β· ⭐ 340 Β· πŸ“ˆ) - Immutable and grow-only Pandas-like DataFrames with a more.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 880): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 560 - 6% open Β· ⏱️ 17.05.2023): ``` - git clone https://github.com/pola-rs/polars + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 490K / month Β· πŸ“¦ 160 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.3K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` - pip install polars + pip install static-frame + ``` +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 260K Β· ⏱️ 10.05.2023): + ``` + conda install -c conda-forge static-frame ```
swifter (πŸ₯‰26 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 910 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 920 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 24.03.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` @@ -636,14 +652,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge swifter ```
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Pandas Summary (πŸ₯‰25 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 +
Pandas Summary (πŸ₯‰26 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ”€ 42 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 42 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 12.05.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 76K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 75K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -655,14 +671,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 17K / month Β· πŸ“¦ 90 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 18K / month Β· πŸ“¦ 90 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
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Bounter (πŸ₯‰17 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT +
Bounter (πŸ₯‰18 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 49 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): +- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): ``` git clone https://github.com/RaRe-Technologies/bounter @@ -672,31 +688,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install bounter ```
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StaticFrame (πŸ₯‰15 Β· ⭐ 340 Β· πŸ“‰) - Immutable and grow-only Pandas-like DataFrames with a more.. MIT +
fletcher (πŸ₯‰18 Β· ⭐ 220 Β· πŸ“ˆ) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- [GitHub]() (πŸ”€ 30): +- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 15 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.2K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 380 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` - pip install static-frame + pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 260K Β· ⏱️ 10.05.2023): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 56K Β· ⏱️ 04.11.2021): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge fletcher ```
-
Show 7 hidden projects... +
Show 6 hidden projects... - Blaze (πŸ₯‰30 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT -- bcolz (πŸ₯‰25 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 -- fletcher (πŸ₯‰14 Β· ⭐ 210 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -711,11 +726,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 55M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 56M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 17M Β· ⏱️ 02.01.2023): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 18M Β· ⏱️ 02.01.2023): ``` conda install -c conda-forge pyrsistent ``` @@ -731,7 +746,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.8M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.9M Β· ⏱️ 17.05.2021): ``` conda install -c conda-forge sortedcontainers ``` @@ -747,7 +762,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.1M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ``` @@ -759,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.2M / month Β· πŸ“¦ 110 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 19.01.2023): ``` pip install glom ``` @@ -770,28 +785,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ29 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 54 Β· πŸ“¦ 13K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 01.04.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 55 Β· πŸ“¦ 14K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 01.04.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 250K Β· ⏱️ 01.01.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 260K Β· ⏱️ 01.01.2023): ``` conda install -c conda-forge bidict ```
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 86 - 9% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 88 - 10% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 630K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 730K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` @@ -802,12 +817,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anytree (πŸ₯ˆ29 Β· ⭐ 810 Β· πŸ’€) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 15K Β· πŸ“‹ 160 - 24% open Β· ⏱️ 20.09.2022): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 160 - 24% open Β· ⏱️ 20.09.2022): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 510K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 500K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -816,14 +831,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
+
munch (πŸ₯ˆ29 Β· ⭐ 670) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT + +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 79 Β· πŸ“‹ 49 - 22% open Β· ⏱️ 14.05.2023): + + ``` + git clone https://github.com/Infinidat/munch + ``` +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.8M / month Β· πŸ“¦ 840 Β· ⏱️ 09.03.2020): + ``` + pip install munch + ``` +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.3M Β· ⏱️ 15.05.2023): + ``` + conda install -c conda-forge munch + ``` +
ordered-set (πŸ₯‰28 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.5K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.6K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 7.8M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 8.1M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` @@ -834,12 +865,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sqlitedict (πŸ₯‰27 Β· ⭐ 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.1K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.2K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 220K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` @@ -848,22 +879,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sqlitedict ```
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munch (πŸ₯‰27 Β· ⭐ 670) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 78 Β· πŸ“‹ 44 - 25% open Β· ⏱️ 05.02.2023): - - ``` - git clone https://github.com/Infinidat/munch - ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.9M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): - ``` - pip install munch - ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.3M Β· ⏱️ 30.10.2019): - ``` - conda install -c conda-forge munch - ``` -
immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 - [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.7K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): @@ -882,23 +897,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 700) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 300K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 310K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 13K Β· ⏱️ 17.12.2021): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 14K Β· ⏱️ 17.12.2021): ``` conda install -c conda-forge janus ```
python-box (πŸ₯‰25 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 96 Β· πŸ“₯ 33 Β· πŸ“‹ 150 - 10% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 96 Β· πŸ“₯ 33 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/cdgriffith/Box @@ -925,12 +940,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 14K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.2K Β· πŸ“¦ 190K Β· πŸ“‹ 2.4K - 12% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.2K Β· πŸ“¦ 200K Β· πŸ“‹ 2.4K - 10% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 63M / month Β· πŸ“¦ 6.7K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 65M / month Β· πŸ“¦ 6.8K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` @@ -941,12 +956,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (πŸ₯‡40 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 380K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 380K Β· πŸ“‹ 740 - 4% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 69M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 70M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): ``` pip install jsonschema ``` @@ -955,46 +970,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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validators (πŸ₯ˆ33 Β· ⭐ 750) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 760) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 130 Β· πŸ“¦ 68K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 13.04.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 69K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 350K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 370K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ```
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voluptuous (πŸ₯ˆ31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
param (πŸ₯ˆ32 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.7K Β· πŸ“‹ 400 - 42% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 430K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): ``` - pip install voluptuous + pip install param ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 280K Β· ⏱️ 07.04.2022): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.1M Β· ⏱️ 14.03.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge param ```
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strictyaml (πŸ₯ˆ31 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰31 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT - [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 470K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 490K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1003,20 +1018,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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param (πŸ₯ˆ31 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
voluptuous (πŸ₯‰30 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.6K Β· πŸ“‹ 400 - 42% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 22.02.2023): ``` - git clone https://github.com/holoviz/param + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 440K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` - pip install param + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.1M Β· ⏱️ 14.03.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 280K Β· ⏱️ 07.04.2022): ``` - conda install -c conda-forge param + conda install -c conda-forge voluptuous ```
dirty-equals (πŸ₯‰22 Β· ⭐ 660) - Doing dirty (but extremely useful) things with equals. MIT @@ -1026,27 +1041,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 26K / month Β· πŸ“¦ 20 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 22K / month Β· πŸ“¦ 20 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 28K Β· ⏱️ 03.05.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 29K Β· ⏱️ 03.05.2023): ``` conda install -c conda-forge dirty-equals ```
typical (πŸ₯‰22 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 65 Β· πŸ“‹ 98 - 15% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 68 Β· πŸ“‹ 98 - 15% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 43K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 33K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): ``` pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 26K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 27K Β· ⏱️ 28.04.2023): ``` conda install -c conda-forge typical ``` @@ -1082,7 +1097,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC -- schema (πŸ₯ˆ31 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT +- schema (πŸ₯ˆ32 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 - python-email-validator (πŸ₯‰28 Β· ⭐ 770) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed @@ -1102,23 +1117,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 400K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 410K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 420K Β· ⏱️ 02.09.2022): ``` conda install -c conda-forge transitions ```
algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 81 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 82 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 5.4K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1137,14 +1152,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dateutil (πŸ₯‡39 Β· ⭐ 2K) - Useful extensions to the standard Python datetime features. Apache-2 +
python-dateutil (πŸ₯‡39 Β· ⭐ 2.1K) - Useful extensions to the standard Python datetime features. Apache-2 - [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 1M Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 240M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 250M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1155,7 +1170,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 49K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 51K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1171,12 +1186,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ37 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 19K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 20K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` @@ -1185,9 +1200,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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pendulum (πŸ₯ˆ34 Β· ⭐ 5.4K) - Python datetimes made easy. MIT +
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 94 Β· πŸ“¦ 20K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 96 Β· πŸ“¦ 20K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1196,30 +1211,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 720K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 730K Β· ⏱️ 04.02.2023): ``` conda install -c conda-forge pendulum ```
-
holidays (πŸ₯ˆ34 Β· ⭐ 960) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯ˆ34 Β· ⭐ 970) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 360 - 12% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 380 - 16% open Β· ⏱️ 15.05.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.3M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.2M / month Β· πŸ“¦ 430 Β· ⏱️ 30.01.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3M Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.1M Β· ⏱️ 15.05.2023): ``` conda install -c conda-forge holidays ```
pytz (πŸ₯ˆ34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 71 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/stub42/pytz @@ -1233,9 +1248,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytz ```
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tzlocal (πŸ₯‰30 Β· ⭐ 160) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰31 Β· ⭐ 160) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 55 Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 15.05.2023): ``` git clone https://github.com/regebro/tzlocal @@ -1244,14 +1259,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.1M Β· ⏱️ 18.03.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.1M Β· ⏱️ 16.05.2023): ``` conda install -c conda-forge tzlocal ```
Show 2 hidden projects... -- parsedatetime (πŸ₯‰29 Β· ⭐ 660 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 +- parsedatetime (πŸ₯‰29 Β· ⭐ 670 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 - isodate (πŸ₯‰29 Β· ⭐ 120 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3

@@ -1262,7 +1277,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯‡39 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 91K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 92K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1276,14 +1291,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filesystem_spec (πŸ₯‡39 Β· ⭐ 580) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 590) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 46K Β· πŸ“‹ 550 - 35% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 47K Β· πŸ“‹ 550 - 35% open Β· ⏱️ 12.05.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 88M / month Β· πŸ“¦ 620 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 89M / month Β· πŸ“¦ 620 Β· ⏱️ 19.01.2023): ``` pip install fsspec ``` @@ -1294,28 +1309,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 90K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 91K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 600K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 620K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 540) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 240K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 250K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 58M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.12.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 59M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.12.2022): ``` pip install filelock ``` @@ -1324,36 +1339,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge filelock ```
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pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.8K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +
appdirs (πŸ₯‰31 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT -- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 170 Β· πŸ“‹ 370 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 240K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` - git clone https://github.com/pyfilesystem/pyfilesystem2 + git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.4M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` - pip install fs + pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 600K Β· ⏱️ 09.05.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.8M Β· ⏱️ 19.10.2020): ``` - conda install -c conda-forge fs + conda install -c conda-forge appdirs ```
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appdirs (πŸ₯‰30 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT +
pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 240K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): +- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 170 Β· πŸ“‹ 370 - 27% open Β· ⏱️ 18.10.2022): ``` - git clone https://github.com/ActiveState/appdirs + git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.4M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): ``` - pip install appdirs + pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.8M Β· ⏱️ 19.10.2020): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 600K Β· ⏱️ 09.05.2023): ``` - conda install -c conda-forge appdirs + conda install -c conda-forge fs ```
path (πŸ₯‰27 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT @@ -1363,7 +1378,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 900K / month Β· πŸ“¦ 130 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 880K / month Β· πŸ“¦ 130 Β· ⏱️ 30.11.2022): ``` pip install path ``` @@ -1376,7 +1391,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - zipp (πŸ₯‰31 Β· ⭐ 37) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰29 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 -- Unipath (πŸ₯‰23 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT +- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1391,7 +1406,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 32M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1402,16 +1417,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
six (πŸ₯ˆ37 Β· ⭐ 940 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.6M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.7M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 210M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 220M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 41M Β· ⏱️ 05.05.2021): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 42M Β· ⏱️ 05.05.2021): ``` conda install -c conda-forge six ``` @@ -1439,7 +1454,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.6M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.7M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1452,7 +1467,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - pathlib2 (πŸ₯‰27 Β· ⭐ 72 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰26 Β· ⭐ 35 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- contextlib2 (πŸ₯‰26 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1462,7 +1477,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.5K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 460K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 460K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/pyca/cryptography @@ -1478,7 +1493,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 420 Β· πŸ“¦ 67K Β· πŸ“‹ 540 - 11% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 420 Β· πŸ“¦ 68K Β· πŸ“‹ 540 - 10% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1494,7 +1509,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 42 Β· πŸ“‹ 470 - 10% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 43 Β· πŸ“‹ 470 - 10% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/google/tink @@ -1503,27 +1518,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 300 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 280 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
-
keyring (πŸ₯‰33 Β· ⭐ 1K) - Store and access your passwords safely. MIT - -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 11.05.2023): - - ``` - git clone https://github.com/jaraco/keyring - ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): - ``` - pip install keyring - ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.1M Β· ⏱️ 22.12.2022): - ``` - conda install -c conda-forge keyring - ``` -
rsa (πŸ₯‰33 Β· ⭐ 430) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 270K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): @@ -1556,9 +1555,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
-
bcrypt (πŸ₯‰32 Β· ⭐ 1K Β· πŸ“ˆ) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
keyring (πŸ₯‰32 Β· ⭐ 1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 11.05.2023): + + ``` + git clone https://github.com/jaraco/keyring + ``` +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): + ``` + pip install keyring + ``` +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.1M Β· ⏱️ 22.12.2022): + ``` + conda install -c conda-forge keyring + ``` +
+
bcrypt (πŸ₯‰32 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 + +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1580,12 +1595,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.1M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): ``` pip install ansible ``` @@ -1596,39 +1611,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 130M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 11.05.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 18.05.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 220K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 230K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 310M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 320M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 10.05.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 17.05.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ42 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.8K Β· πŸ“₯ 140M Β· πŸ“¦ 12K Β· πŸ“‹ 6.9K - 3% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 2% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/docker/compose @@ -1658,41 +1673,53 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
+
docker (πŸ₯ˆ42 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 + +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 480 Β· πŸ“¦ 61K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 11.05.2023): + + ``` + git clone https://github.com/docker/docker-py + ``` +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 29M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.11.2022): + ``` + pip install docker + ``` +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.3M Β· ⏱️ 08.05.2023): + ``` + conda install -c conda-forge docker-py + ``` +
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 890 Β· πŸ“₯ 220K Β· πŸ“¦ 2.5K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 900 Β· πŸ“₯ 220K Β· πŸ“¦ 2.5K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 730K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 570 Β· ⏱️ 03.05.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 580 Β· ⏱️ 15.05.2023): ``` npm install @pulumi/pulumi ```
-
docker (πŸ₯ˆ41 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 +
netmiko (πŸ₯ˆ39 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 460 Β· πŸ“¦ 61K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 08.05.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 05.05.2023): ``` - git clone https://github.com/docker/docker-py - ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 28M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.11.2022): - ``` - pip install docker + git clone https://github.com/ktbyers/netmiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.3M Β· ⏱️ 08.05.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): ``` - conda install -c conda-forge docker-py + pip install netmiko ```
-
kubernetes (πŸ₯ˆ38 Β· ⭐ 5.7K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯‰38 Β· ⭐ 5.7K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 8% open Β· ⏱️ 10.04.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 8% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1706,37 +1733,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
-
netmiko (πŸ₯ˆ38 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT - -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 05.05.2023): - - ``` - git clone https://github.com/ktbyers/netmiko - ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): - ``` - pip install netmiko - ``` -
-
fabric (πŸ₯‰36 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 +
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 25% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 25% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.4M / month Β· πŸ“¦ 91 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.3M / month Β· πŸ“¦ 91 Β· ⏱️ 20.01.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 63K Β· ⏱️ 22.01.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 64K Β· ⏱️ 22.01.2023): ``` conda install -c conda-forge fabric ```
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 910 Β· πŸ“¦ 25K Β· πŸ“‹ 430 - 34% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 910 Β· πŸ“¦ 26K Β· πŸ“‹ 430 - 34% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/dbader/schedule @@ -1745,35 +1760,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 33K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 34K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge schedule ```
-
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰34 Β· ⭐ 2.6K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.03.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.1K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 12.05.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 950K Β· ⏱️ 04.01.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 960K Β· ⏱️ 04.01.2023): ``` conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K Β· πŸ’€) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰33 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 170 Β· πŸ“¦ 5.4K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 28.10.2022): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.4K Β· πŸ“‹ 200 - 29% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.9M / month Β· πŸ“¦ 300 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.7M / month Β· πŸ“¦ 300 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1782,38 +1797,38 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰30 Β· ⭐ 2.3K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT +
pyinfra (πŸ₯‰29 Β· ⭐ 2.3K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 300 Β· πŸ“¦ 78 Β· πŸ“‹ 660 - 18% open Β· ⏱️ 16.03.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 310 Β· πŸ“¦ 79 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 15.05.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 20K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): ``` pip install pyinfra ```
pypyr (πŸ₯‰22 Β· ⭐ 520) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 94 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 95 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.4K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.3K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 8.9K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.1K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ```
Show 4 hidden projects... -- parallel-ssh (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 +- parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT
@@ -1841,7 +1856,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ37 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.1K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 08.05.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.2K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 08.05.2023): ``` git clone https://github.com/Supervisor/supervisor @@ -1857,16 +1872,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (πŸ₯‰36 Β· ⭐ 6.6K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 480 Β· πŸ“¦ 12K Β· πŸ“‹ 440 - 1% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 490 Β· πŸ“¦ 12K Β· πŸ“‹ 450 - 1% open Β· ⏱️ 13.05.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 3.8M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 170K Β· ⏱️ 20.03.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 170K Β· ⏱️ 16.05.2023): ``` conda install -c conda-forge sh ``` @@ -1883,7 +1898,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯‡37 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 380 Β· πŸ“¦ 77K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 380 Β· πŸ“¦ 78K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop @@ -1892,7 +1907,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 580K Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 590K Β· ⏱️ 26.10.2022): ``` conda install -c conda-forge uvloop ``` @@ -1908,51 +1923,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.7M Β· ⏱️ 28.01.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.8M Β· ⏱️ 14.05.2023): ``` conda install -c conda-forge greenlet ```
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anyio (πŸ₯ˆ36 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯‡37 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 120K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 120K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 380 Β· ⏱️ 19.10.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 28M / month Β· πŸ“¦ 380 Β· ⏱️ 19.10.2022): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.6M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.8M Β· ⏱️ 19.10.2022): ``` conda install -c conda-forge anyio ```
aiomisc (πŸ₯‰24 Β· ⭐ 320) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 22 Β· πŸ“¦ 300 Β· πŸ“‹ 17 - 35% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 22 Β· πŸ“¦ 310 Β· πŸ“‹ 17 - 35% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 20K / month Β· πŸ“¦ 36 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 36 Β· ⏱️ 14.06.2022): ``` pip install aiomisc ```
asyncer (πŸ₯‰21 Β· ⭐ 1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 490 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 510 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 72K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 74K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.2K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.4K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ``` @@ -1970,12 +1985,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 450K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 460K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 28M / month Β· πŸ“¦ 7.9K Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 27M / month Β· πŸ“¦ 7.9K Β· ⏱️ 21.01.2023): ``` pip install python-dotenv ``` @@ -1984,14 +1999,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dotenv ```
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traitlets (πŸ₯ˆ37 Β· ⭐ 550) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯ˆ36 Β· ⭐ 550 Β· πŸ“‰) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 130 Β· πŸ“¦ 310K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 130 Β· πŸ“¦ 320K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 23M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 24M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): ``` pip install traitlets ``` @@ -2002,7 +2017,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.4K Β· πŸ“‹ 440 - 24% open Β· ⏱️ 29.04.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.5K Β· πŸ“‹ 440 - 24% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2011,14 +2026,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 49K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 50K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge dynaconf ```
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.4K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 170 Β· πŸ“₯ 11 Β· πŸ“¦ 98K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 11 Β· πŸ“¦ 98K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple @@ -2034,20 +2049,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯‰32 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 83 Β· πŸ“¦ 12K Β· πŸ“‹ 490 - 14% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 83 Β· πŸ“¦ 13K Β· πŸ“‹ 500 - 14% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 310 Β· ⏱️ 08.12.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.7M / month Β· πŸ“¦ 310 Β· ⏱️ 08.12.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 900K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 910K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
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configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 + +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 69 Β· πŸ“₯ 68 Β· πŸ“¦ 26K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): + + ``` + git clone https://github.com/DiffSK/configobj + ``` +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): + ``` + pip install configobj + ``` +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 630K Β· ⏱️ 20.01.2023): + ``` + conda install -c conda-forge configobj + ``` +
hydra (πŸ₯‰28 Β· ⭐ 7.1K) - Hydra is a framework for elegantly configuring complex applications. MIT - [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 20.04.2023): @@ -2055,23 +2086,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.6K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.9K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 610K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 620K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge hydra-core ```
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 5.9K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 6K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 270K / month Β· πŸ“¦ 87 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 87 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2080,34 +2111,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge gin-config ```
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configobj (πŸ₯‰28 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 - -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 68 Β· πŸ“₯ 60 Β· πŸ“¦ 26K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): - - ``` - git clone https://github.com/DiffSK/configobj - ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): - ``` - pip install configobj - ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 620K Β· ⏱️ 20.01.2023): - ``` - conda install -c conda-forge configobj - ``` -
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 700 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 710 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 93K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 83K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 35K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 36K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge everett ``` @@ -2125,7 +2140,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 120M / month): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 130M / month Β· πŸ“¦ 73K Β· ⏱️ 28.04.2022): ``` pip install click ``` @@ -2136,28 +2151,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 87K Β· πŸ“‹ 1.1K - 11% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 89K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 4.1K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 4.3K Β· ⏱️ 28.01.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.7M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.8M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge rich ```
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 25M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): ``` pip install prompt_toolkit ``` @@ -2166,30 +2181,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge prompt-toolkit ```
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python-fire (πŸ₯ˆ37 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-fire (πŸ₯ˆ38 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 - [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 550K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 560K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge fire ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.2K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 640K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 650K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 130M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 120M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2200,7 +2215,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 110 Β· πŸ“₯ 250 Β· πŸ“¦ 43K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 110 Β· πŸ“₯ 260 Β· πŸ“¦ 43K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2209,19 +2224,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1M Β· ⏱️ 24.04.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.1M Β· ⏱️ 24.04.2023): ``` conda install -c conda-forge argcomplete ```
Typer (πŸ₯ˆ35 Β· ⭐ 11K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 460 Β· πŸ“‹ 360 - 56% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 460 Β· πŸ“‹ 360 - 55% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 05.11.2022): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 05.11.2022): ``` pip install typer ``` @@ -2232,7 +2247,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯‰32 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 390K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 400K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/jquast/wcwidth @@ -2248,28 +2263,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰30 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 78 Β· πŸ“¦ 15K Β· πŸ“‹ 93 - 32% open Β· ⏱️ 08.05.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 93 - 31% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 11M / month Β· πŸ“¦ 220 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 11M / month Β· πŸ“¦ 230 Β· ⏱️ 22.11.2022): ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 450K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 460K Β· ⏱️ 23.11.2022): ``` conda install -c conda-forge cleo ```
asciimatics (πŸ₯‰28 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 840 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 850 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 54K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 55K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` pip install asciimatics ``` @@ -2280,16 +2295,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 66 Β· πŸ“¦ 8.8K Β· πŸ“‹ 110 - 30% open Β· ⏱️ 15.08.2022): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 66 Β· πŸ“¦ 8.9K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 15.08.2022): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 920K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 900K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 35K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 36K Β· ⏱️ 14.03.2022): ``` conda install -c conda-forge questionary ``` @@ -2301,19 +2316,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 42K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 39K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ```
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colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 69 - 17% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 890 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 920 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2325,7 +2340,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - ConfigArgParse (πŸ₯‰27 Β· ⭐ 640 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - clint (πŸ₯‰24 Β· ⭐ 89 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰21 Β· ⭐ 29) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰21 Β· ⭐ 30) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2343,23 +2358,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡32 Β· ⭐ 1.7K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 2% open Β· ⏱️ 17.03.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 2% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 73M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 74M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.5M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.6M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
-
aiocache (πŸ₯ˆ30 Β· ⭐ 840) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 850) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 3 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 4 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2387,7 +2402,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 150 Β· πŸ“¦ 4.5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 150 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc @@ -2427,12 +2442,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 30K Β· πŸ“¦ 9.8K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 9.9K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 91K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 89K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2443,12 +2458,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.2K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.3K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 320K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 350K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2464,26 +2479,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 21K / month Β· πŸ“¦ 37 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 22K / month Β· πŸ“¦ 37 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
Eel (πŸ₯ˆ32 Β· ⭐ 5.6K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.3K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.4K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 71K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 590 Β· πŸ“₯ 1.5K Β· πŸ“‹ 690 - 20% open Β· ⏱️ 08.05.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 590 Β· πŸ“₯ 1.5K Β· πŸ“‹ 690 - 20% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/beeware/toga @@ -2492,23 +2507,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 16 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 5 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 430 Β· πŸ“¦ 750 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): +- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 430 Β· πŸ“¦ 760 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): ``` git clone https://github.com/chriskiehl/Gooey ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 6.3K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): +- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 5.9K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): ``` pip install gooey ``` -- [Conda](https://anaconda.org/conda-forge/gooey) (πŸ“₯ 65K Β· ⏱️ 29.12.2021): +- [Conda](https://anaconda.org/conda-forge/gooey) (πŸ“₯ 66K Β· ⏱️ 29.12.2021): ``` conda install -c conda-forge gooey ``` @@ -2520,11 +2535,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 560 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 590 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` -- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 98K Β· ⏱️ 12.04.2022): +- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 99K Β· ⏱️ 12.04.2022): ``` conda install -c conda-forge flexx ``` @@ -2589,7 +2604,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 27 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 23 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2605,7 +2620,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 49K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 50K Β· ⏱️ 02.11.2022): ``` conda install -c conda-forge emoji ``` @@ -2653,19 +2668,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 310K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 320K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge inflect ```
-
pyahocorasick (πŸ₯‰27 Β· ⭐ 790) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰27 Β· ⭐ 800) - Python module (C extension and plain python) implementing Aho-.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.8K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 590K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2681,7 +2696,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 270K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 280K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2697,7 +2712,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 65K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 62K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2705,7 +2720,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - awesome-slugify (πŸ₯‰22 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 75 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2725,28 +2740,28 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡45 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 300K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 300K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 590M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 600M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 11.05.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 17.05.2023): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.2K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 41K Β· πŸ“¦ 560K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 42K Β· πŸ“¦ 570K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 70M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 71M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` pip install SQLAlchemy ``` @@ -2755,25 +2770,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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azure-storage-blob (πŸ₯‡43 Β· ⭐ 3.6K) - This repository is for active development of the Azure SDK.. MIT +
redis (πŸ₯‡44 Β· ⭐ 11K Β· πŸ“ˆ) - Redis Python Client. MIT + +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 16.05.2023): + + ``` + git clone https://github.com/redis/redis-py + ``` +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): + ``` + pip install redis + ``` +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 970K Β· ⏱️ 29.03.2023): + ``` + conda install -c conda-forge redis-py + ``` +
+
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K Β· πŸ“‰) - This repository is for active development of the Azure.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 630 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 36M / month Β· πŸ“¦ 640 Β· ⏱️ 15.06.2022): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 930K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 940K Β· ⏱️ 18.04.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 14.05.2023): ``` git clone https://github.com/coleifer/peewee @@ -2787,14 +2818,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
-
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 38M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 39M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): ``` pip install google-cloud-storage ``` @@ -2819,9 +2850,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge elasticsearch ```
-
PyMySQL (πŸ₯‡39 Β· ⭐ 7.3K) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 160K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/PyMySQL/PyMySQL @@ -2835,7 +2866,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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MongoEngine (πŸ₯‡39 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT - [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 20K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): @@ -2846,14 +2877,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 200K Β· ⏱️ 21.01.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 210K Β· ⏱️ 21.01.2023): ``` conda install -c conda-forge mongoengine ```
-
alembic (πŸ₯‡39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 950 - 10% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/sqlalchemy/alembic @@ -2862,7 +2893,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.3M Β· ⏱️ 24.04.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.3M Β· ⏱️ 18.05.2023): ``` conda install -c conda-forge alembic ``` @@ -2874,7 +2905,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2883,25 +2914,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
-
redis (πŸ₯ˆ37 Β· ⭐ 11K Β· πŸ“‰) - Redis Python Client. MIT - -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 10.05.2023): - - ``` - git clone https://github.com/redis/redis-py - ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month): - ``` - pip install redis - ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 960K Β· ⏱️ 29.03.2023): - ``` - conda install -c conda-forge redis-py - ``` -
pymongo (πŸ₯ˆ37 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 15.05.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2910,30 +2925,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1M Β· ⏱️ 18.11.2022): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 18.11.2022): ``` conda install -c conda-forge pymongo ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“₯ 190K Β· πŸ“¦ 1K Β· πŸ“‹ 920 - 3% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 610 Β· πŸ“₯ 190K Β· πŸ“¦ 1K Β· πŸ“‹ 920 - 3% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 25M / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 27M / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 350K Β· ⏱️ 17.04.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 360K Β· ⏱️ 16.05.2023): ``` conda install -c conda-forge awswrangler ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 590) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 600) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 570 - 16% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 570 - 15% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2949,16 +2964,16 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 830 Β· πŸ“¦ 6K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 830 Β· πŸ“¦ 6.1K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.5M / month Β· πŸ“¦ 420 Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.7M / month Β· πŸ“¦ 420 Β· ⏱️ 24.01.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 690K Β· ⏱️ 26.04.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 700K Β· ⏱️ 26.04.2023): ``` conda install -c conda-forge python-confluent-kafka ``` @@ -2970,7 +2985,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): ``` pip install sqlalchemy-utils ``` @@ -2981,7 +2996,7 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ35 Β· ⭐ 2.7K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 70 Β· πŸ“¦ 490 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 71 Β· πŸ“¦ 490 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/ibis-project/ibis @@ -2995,14 +3010,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 680) - S3 Filesystem. BSD-3 +
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 + +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“¦ 120K Β· πŸ“‹ 330 - 6% open Β· ⏱️ 18.05.2023): + + ``` + git clone https://github.com/PyMySQL/mysqlclient + ``` +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): + ``` + pip install mysqlclient + ``` +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 260K Β· ⏱️ 06.04.2023): + ``` + conda install -c conda-forge mysqlclient + ``` +
+
s3fs (πŸ₯ˆ35 Β· ⭐ 690) - S3 Filesystem. BSD-3 - [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 94M / month Β· πŸ“¦ 620 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 95M / month Β· πŸ“¦ 620 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` @@ -3029,12 +3060,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 10 Β· πŸ“¦ 5.5K Β· πŸ“‹ 900 - 47% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 10 Β· πŸ“¦ 5.5K Β· πŸ“‹ 920 - 48% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 84K / month Β· πŸ“¦ 97 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 83K / month Β· πŸ“¦ 98 Β· ⏱️ 30.01.2023): ``` pip install tortoise-orm ``` @@ -3045,12 +3076,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 59K Β· ⏱️ 08.05.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 60K Β· ⏱️ 16.05.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` @@ -3061,7 +3092,7 @@ _Libraries for connecting to, operating, and querying databases._
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 4.9K Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5K Β· ⏱️ 12.05.2023): ``` git clone https://github.com/datastax/python-driver @@ -3082,7 +3113,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 240M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` pip install s3transfer ``` @@ -3091,7 +3122,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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Databases (πŸ₯ˆ33 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 +
Databases (πŸ₯‰33 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 16.01.2023): @@ -3107,37 +3138,21 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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mysqlclient (πŸ₯ˆ33 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
libcloud (πŸ₯‰33 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 10.05.2023): - - ``` - git clone https://github.com/PyMySQL/mysqlclient - ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): - ``` - pip install mysqlclient - ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 250K Β· ⏱️ 06.04.2023): - ``` - conda install -c conda-forge mysqlclient - ``` -
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libcloud (πŸ₯ˆ33 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 2.9K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 3K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 140K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 130K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): ``` pip install apache-libcloud ```
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neo4j-driver (πŸ₯ˆ33 Β· ⭐ 790) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 790) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.4K Β· πŸ“‹ 220 - 2% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.4K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3146,19 +3161,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 18.05.2023): ``` conda install -c conda-forge neo4j-python-driver ```
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minio (πŸ₯ˆ33 Β· ⭐ 630) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯‰33 Β· ⭐ 630) - MinIO Client SDK for Python. Apache-2 - [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.5K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1M / month Β· πŸ“¦ 400 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 400 Β· ⏱️ 07.01.2023): ``` pip install minio ``` @@ -3167,7 +3182,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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Prometheus Client (πŸ₯‰32 Β· ⭐ 3.3K) - Prometheus instrumentation library for Python.. Apache-2 +
Prometheus Client (πŸ₯‰32 Β· ⭐ 3.4K) - Prometheus instrumentation library for Python.. Apache-2 - [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 18.04.2023): @@ -3201,12 +3216,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰32 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 6.8K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 6.9K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.8M / month Β· πŸ“¦ 320 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.9M / month Β· πŸ“¦ 320 Β· ⏱️ 30.01.2023): ``` pip install pandas-gbq ``` @@ -3222,11 +3237,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 71K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 70K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 89K Β· ⏱️ 28.01.2022): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 90K Β· ⏱️ 28.01.2022): ``` conda install -c conda-forge pony ``` @@ -3261,7 +3276,7 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯‰30 Β· ⭐ 9.9K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 410 Β· πŸ“¦ 5.8K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 410 Β· πŸ“¦ 5.9K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel @@ -3282,11 +3297,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 54K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 55K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.4K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.5K Β· ⏱️ 01.02.2023): ``` conda install -c conda-forge dataset ``` @@ -3298,7 +3313,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.7M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): ``` pip install cx-Oracle ``` @@ -3309,7 +3324,7 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3341,19 +3356,19 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰28 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 240 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 13.05.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 14K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 17K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 68 Β· πŸ“¦ 260 Β· πŸ“‹ 310 - 31% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 31% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/piccolo-orm/piccolo @@ -3379,7 +3394,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +
umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 13K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): @@ -3397,19 +3412,19 @@ _Libraries for connecting to, operating, and querying databases._
filedepot (πŸ₯‰23 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 770 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 780 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.3K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.1K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
ODMantic (πŸ₯‰22 Β· ⭐ 790) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic @@ -3426,26 +3441,26 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mcfunley/pugsql ``` -- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 25K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 20K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): ``` pip install pugsql ```
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aioprometheus (πŸ₯‰20 Β· ⭐ 140) - A Prometheus Python client library for asyncio-based applications. MIT +
aioprometheus (πŸ₯‰19 Β· ⭐ 140) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 120 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 130 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 70K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 59K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰17 Β· ⭐ 1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 100 Β· πŸ“‹ 300 - 13% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 100 Β· πŸ“‹ 310 - 13% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3453,8 +3468,8 @@ _Libraries for connecting to, operating, and querying databases._
Show 16 hidden projects... -- psycopg2 (πŸ₯‡39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 +- psycopg2 (πŸ₯ˆ39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 51) - Google Cloud Bigtable API client library. Apache-2 - py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ’€) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 @@ -3467,7 +3482,7 @@ _Libraries for connecting to, operating, and querying databases._ - db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3480,55 +3495,55 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 08.05.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.3M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 760K Β· ⏱️ 09.05.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 770K Β· ⏱️ 16.05.2023): ``` conda install -c conda-forge faker ```
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.1K Β· πŸ“¦ 16K Β· πŸ“‹ 2.3K - 25% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.1K Β· πŸ“¦ 16K Β· πŸ“‹ 2.3K - 24% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.6M / month Β· πŸ“¦ 440 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.5M / month Β· πŸ“¦ 440 Β· ⏱️ 26.01.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 280K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 290K Β· ⏱️ 28.04.2023): ``` conda install -c conda-forge datasets ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 470 Β· πŸ“₯ 22K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 470 Β· πŸ“₯ 22K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 82K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 84K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 590K Β· ⏱️ 05.05.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 600K Β· ⏱️ 05.05.2023): ``` conda install -c conda-forge xlwings ```
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Tablib (πŸ₯ˆ36 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 47K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/jazzband/tablib @@ -3544,7 +3559,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 41K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 42K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3558,9 +3573,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.4K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
csvkit (πŸ₯ˆ33 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 580 Β· πŸ“¦ 1.3K Β· πŸ“‹ 870 - 7% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 580 Β· πŸ“¦ 1.4K Β· πŸ“‹ 870 - 7% open Β· ⏱️ 07.03.2023): ``` git clone https://github.com/wireservice/csvkit @@ -3569,19 +3584,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 87K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 88K Β· ⏱️ 22.02.2023): ``` conda install -c conda-forge csvkit ```
xmltodict (πŸ₯ˆ33 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 53K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 54K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 23M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 24M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3590,6 +3605,22 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xmltodict ```
+
gdown (πŸ₯ˆ32 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT + +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): + + ``` + git clone https://github.com/wkentaro/gdown + ``` +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 310 Β· ⏱️ 05.12.2022): + ``` + pip install gdown + ``` +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 180K Β· ⏱️ 25.03.2023): + ``` + conda install -c conda-forge gdown + ``` +
smart-open (πŸ₯ˆ32 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 19.01.2023): @@ -3606,14 +3637,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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Intake (πŸ₯ˆ32 Β· ⭐ 890) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ32 Β· ⭐ 900) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 130 Β· πŸ“¦ 1.1K Β· πŸ“‹ 340 - 28% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 130 Β· πŸ“¦ 1.1K Β· πŸ“‹ 340 - 28% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 74K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 77K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): ``` pip install intake ``` @@ -3622,22 +3653,6 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge intake ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT - -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): - - ``` - git clone https://github.com/wkentaro/gdown - ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 310 Β· ⏱️ 05.12.2022): - ``` - pip install gdown - ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 180K Β· ⏱️ 25.03.2023): - ``` - conda install -c conda-forge gdown - ``` -
snorkel (πŸ₯‰29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 300 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): @@ -3656,12 +3671,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰26 Β· ⭐ 2.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 210 Β· πŸ“₯ 960 Β· πŸ“¦ 37 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 210 Β· πŸ“₯ 980 Β· πŸ“¦ 40 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 13K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 18K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ``` @@ -3673,31 +3688,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.5K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.3K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
camelot (πŸ₯‰22 Β· ⭐ 1.9K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 340 Β· πŸ“‹ 270 - 62% open Β· ⏱️ 18.03.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 350 Β· πŸ“‹ 270 - 62% open Β· ⏱️ 18.03.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.9K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.8K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` pip install camelot ```
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Upgini (πŸ₯‰19 Β· ⭐ 210) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰19 Β· ⭐ 220) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 18 Β· πŸ“¦ 1 Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 18 Β· πŸ“¦ 1 Β· ⏱️ 17.05.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.2K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.3K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ``` @@ -3709,7 +3724,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 740 / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): ``` pip install squirrel-core ``` @@ -3721,7 +3736,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 14 hidden projects... - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ32 Β· ⭐ 1.4K) - Synthetic Data Generation for tabular, relational and time series data. ❗️SSPL-1.0 +- SDV (πŸ₯ˆ32 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 - textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT @@ -3745,27 +3760,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 470K Β· πŸ“¦ 6.7K Β· πŸ“‹ 7.4K - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 470K Β· πŸ“¦ 6.8K Β· πŸ“‹ 7.4K - 11% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 7.3M / month Β· πŸ“¦ 270 Β· ⏱️ 30.04.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 6.3M / month Β· πŸ“¦ 270 Β· ⏱️ 30.04.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 880K Β· ⏱️ 01.04.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 890K Β· ⏱️ 17.05.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 110M Β· ⭐ 450 Β· ⏱️ 11.05.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 120M Β· ⭐ 450 Β· ⏱️ 16.05.2023): ``` docker pull apache/airflow ```
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Celery (πŸ₯‡45 Β· ⭐ 21K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 +
Celery (πŸ₯‡45 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/celery/celery @@ -3781,44 +3796,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.8K Β· πŸ“‹ 3.7K - 13% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.9K Β· πŸ“‹ 3.8K - 13% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 610K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 620K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 440K Β· ⏱️ 08.05.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 440K Β· ⏱️ 11.05.2023): ``` conda install -c conda-forge prefect ```
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Beam (πŸ₯‡42 Β· ⭐ 6.8K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡42 Β· ⭐ 6.9K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.8K - 74% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.8K - 73% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 190 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.4M / month Β· πŸ“¦ 190 Β· ⏱️ 13.01.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 42K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 43K Β· ⏱️ 11.05.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 13K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 05.05.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 740K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 770K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` @@ -3829,7 +3844,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Dagster (πŸ₯‡40 Β· ⭐ 7.4K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 930 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.6K - 29% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 940 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.6K - 29% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/dagster-io/dagster @@ -3838,35 +3853,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 870K Β· ⏱️ 04.05.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 880K Β· ⏱️ 12.05.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.3K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 10M / month Β· πŸ“¦ 31 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 11M / month Β· πŸ“¦ 31 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 640K Β· ⏱️ 05.05.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 640K Β· ⏱️ 11.05.2023): ``` conda install -c conda-forge great-expectations ```
dbt (πŸ₯ˆ38 Β· ⭐ 7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.5K Β· πŸ“¦ 2.6K Β· πŸ“‹ 4K - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.6K Β· πŸ“¦ 2.7K Β· πŸ“‹ 4K - 11% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 530K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 630K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3875,14 +3890,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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joblib (πŸ₯ˆ38 Β· ⭐ 3.2K) - Computing with Python functions. BSD-3 +
joblib (πŸ₯ˆ38 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 280K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 30.04.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 290K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 30.04.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 27M / month Β· πŸ“¦ 6K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 26M / month Β· πŸ“¦ 6K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` @@ -3898,7 +3913,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 630K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 580K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` @@ -3909,24 +3924,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 8.4K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 790 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 790 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 490K / month Β· πŸ“¦ 65 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 460K / month Β· πŸ“¦ 65 Β· ⏱️ 06.03.2023): ``` pip install kedro ```
Activeloop (πŸ₯ˆ32 Β· ⭐ 5.9K) - AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“¦ 190 Β· πŸ“‹ 420 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“¦ 210 Β· πŸ“‹ 420 - 11% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7.3K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7.5K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3938,7 +3953,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 75K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 76K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -3954,23 +3969,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 810K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 840K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` pip install petl ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 170K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 180K Β· ⏱️ 23.11.2022): ``` conda install -c conda-forge petl ```
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zenml (πŸ₯ˆ31 Β· ⭐ 2.8K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ30 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 290 Β· πŸ“₯ 1 Β· πŸ“¦ 98 Β· πŸ“‹ 190 - 10% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 290 Β· πŸ“₯ 1 Β· πŸ“¦ 100 Β· πŸ“‹ 190 - 10% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.5K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.7K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): ``` pip install zenml ``` @@ -3982,7 +3997,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 150K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 140K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` @@ -3998,23 +4013,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.9K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.1K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 58K Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 59K Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge ploomber ```
whylogs (πŸ₯‰29 Β· ⭐ 2.2K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 48 Β· πŸ“¦ 88 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 42 Β· πŸ“¦ 89 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 17.05.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 45K / month Β· πŸ“¦ 7 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 48K / month Β· πŸ“¦ 7 Β· ⏱️ 08.03.2023): ``` pip install whylogs ``` @@ -4033,52 +4048,52 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K Β· πŸ’€) - Python library for creating data pipelines with chain.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 600 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 610 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 280K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 270K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰26 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 390 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 19.03.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 400 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 19.03.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 42K / month Β· πŸ“¦ 17 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 43K / month Β· πŸ“¦ 17 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 6.9K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ```
streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 -- [GitHub](https://github.com/Parsely/streamparse) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 220 Β· πŸ“¦ 58 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 18.07.2022): +- [GitHub](https://github.com/Parsely/streamparse) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 220 Β· πŸ“¦ 59 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 18.07.2022): ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4.4K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4.2K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 32 Β· πŸ“¦ 32 Β· πŸ“‹ 21 - 80% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 34 Β· πŸ“‹ 21 - 80% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 70K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 71K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4090,21 +4105,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 18K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 17K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ```
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TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
BatchFlow (πŸ₯‰24 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 69 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 04.05.2023): ``` - git clone https://github.com/closeio/tasktiger + git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 620 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.2K / month Β· ⏱️ 02.01.2023): ``` - pip install tasktiger + pip install batchflow ```
Pypeline (πŸ₯‰23 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT @@ -4114,7 +4129,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 19K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4123,16 +4138,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 70 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 20.04.2023): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1K / month Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 600 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` - pip install batchflow + pip install tasktiger ```
pysparkling (πŸ₯‰22 Β· ⭐ 260) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT @@ -4158,7 +4173,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.1K / month Β· πŸ“¦ 7 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1K / month Β· πŸ“¦ 7 Β· ⏱️ 20.09.2022): ``` pip install pdpipe ``` @@ -4198,7 +4213,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 120 / month Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 110 / month Β· ⏱️ 26.10.2022): ``` pip install d6tflow ``` @@ -4210,45 +4225,45 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 110 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 100 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ```
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datajob (πŸ₯‰13 Β· ⭐ 100) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +
RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 -- [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): ``` - git clone https://github.com/vincentclaes/datajob + git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 46 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 110 / month Β· ⏱️ 05.07.2022): ``` - pip install datajob + pip install rasgoql ```
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RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +
datajob (πŸ₯‰12 Β· ⭐ 100) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 -- [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): +- [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): ``` - git clone https://github.com/rasgointelligence/RasgoQL + git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 96 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 9 / month Β· ⏱️ 22.11.2022): ``` - pip install rasgoql + pip install datajob ```
Show 8 hidden projects... - mrjob (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 -- bonobo (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 -- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- bonobo (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 +- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰20 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 600 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

@@ -4258,7 +4273,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 790K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 800K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4295,7 +4310,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 150M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 160M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4310,18 +4325,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡35 Β· ⭐ 1.6K) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT - [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.9K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 750 Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 750 Β· ⏱️ 06.01.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 260K Β· ⏱️ 18.03.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 270K Β· ⏱️ 18.03.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4337,14 +4352,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install typing_inspect ``` -- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.4M Β· ⏱️ 19.01.2023): +- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.5M Β· ⏱️ 19.01.2023): ``` conda install -c conda-forge typing_inspect ```
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 45) - Backport of the importlib.resources module. MIT +- importlib-resources (πŸ₯ˆ30 Β· ⭐ 45) - Backport of the importlib.resources module. MIT - entrypoints (πŸ₯‰24 Β· ⭐ 71 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4355,7 +4370,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡40 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 700K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 710K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4371,7 +4386,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 180K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 180K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4396,14 +4411,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.7M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.8M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 250 Β· πŸ“¦ 93K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 94K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4417,14 +4432,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 4.7K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 4.8K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 37% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 25M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.09.2022): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 26M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.09.2022): ``` pip install tenacity ``` @@ -4435,23 +4450,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-dependency-injector (πŸ₯ˆ33 Β· ⭐ 2.9K) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 220 Β· πŸ“¦ 2K Β· πŸ“‹ 490 - 29% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 500 - 29% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 990K / month Β· πŸ“¦ 93 Β· ⏱️ 19.12.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 93 Β· ⏱️ 19.12.2022): ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 23K Β· ⏱️ 19.12.2022): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 24K Β· ⏱️ 19.12.2022): ``` conda install -c conda-forge dependency_injector ```
natsort (πŸ₯‰32 Β· ⭐ 750) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 42 Β· πŸ“¦ 19K Β· πŸ“‹ 86 - 2% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 20K Β· πŸ“‹ 86 - 2% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/SethMMorton/natsort @@ -4467,7 +4482,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰31 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.5K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.6K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy @@ -4483,16 +4498,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 2.7K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 97 Β· πŸ“¦ 350 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 05.05.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 97 Β· πŸ“¦ 350 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 78K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 85K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.1K Β· ⏱️ 22.04.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.2K Β· ⏱️ 22.04.2023): ``` conda install -c conda-forge returns ``` @@ -4508,7 +4523,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 46K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 47K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ``` @@ -4529,12 +4544,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 53K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 55K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 62K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4549,7 +4564,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 61K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 61K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/micropython/micropython @@ -4581,7 +4596,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 520 Β· πŸ“¦ 510K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 08.05.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 530 Β· πŸ“¦ 520K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/pygments/pygments @@ -4590,14 +4605,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 21M Β· ⏱️ 19.04.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 22M Β· ⏱️ 19.04.2023): ``` conda install -c conda-forge pygments ```
pyparsing (πŸ₯‡39 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“₯ 7.8K Β· πŸ“¦ 770K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“₯ 7.9K Β· πŸ“¦ 780K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/pyparsing/pyparsing @@ -4618,18 +4633,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 680K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 690K Β· ⏱️ 01.06.2022): ``` conda install -c conda-forge cookiecutter ```
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 560K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 560K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/eliben/pycparser @@ -4645,12 +4660,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯ˆ34 Β· ⭐ 30K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 980 Β· πŸ“‹ 510 - 64% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 990 Β· πŸ“‹ 510 - 64% open Β· ⏱️ 13.01.2023): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 97K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 99K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): ``` pip install diagrams ``` @@ -4659,36 +4674,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
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wrapt (πŸ₯ˆ33 Β· ⭐ 1.8K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 19% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 23K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): ``` - git clone https://github.com/GrahamDumpleton/wrapt + git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 73M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 29M / month Β· πŸ“¦ 680 Β· ⏱️ 12.08.2022): ``` - pip install wrapt + pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 11M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.8M Β· ⏱️ 13.08.2022): ``` - conda install -c conda-forge wrapt + conda install -c conda-forge py4j ```
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py4j (πŸ₯ˆ33 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 +
wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 22K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 19% open Β· ⏱️ 27.02.2023): ``` - git clone https://github.com/bartdag/py4j + git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 29M / month Β· πŸ“¦ 680 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 73M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): ``` - pip install py4j + pip install wrapt ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.8M Β· ⏱️ 13.08.2022): +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 11M Β· ⏱️ 27.02.2023): ``` - conda install -c conda-forge py4j + conda install -c conda-forge wrapt ```
decorator (πŸ₯ˆ33 Β· ⭐ 760) - Decorators for Humans. BSD-2 @@ -4698,7 +4713,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 64M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 63M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4707,6 +4722,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
+
keyboard (πŸ₯ˆ31 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT + +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): + + ``` + git clone https://github.com/boppreh/keyboard + ``` +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 460K / month Β· πŸ“¦ 430 Β· ⏱️ 23.03.2020): + ``` + pip install keyboard + ``` +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 18K Β· ⏱️ 01.11.2022): + ``` + conda install -c conda-forge keyboard + ``` +
pyscaffold (πŸ₯ˆ31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 9% open Β· ⏱️ 18.04.2023): @@ -4714,7 +4745,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 260K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 270K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): ``` pip install pyscaffold ``` @@ -4725,7 +4756,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ31 Β· ⭐ 940) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/pytest-dev/pluggy @@ -4739,46 +4770,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
-
fastcore (πŸ₯ˆ31 Β· ⭐ 840) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯ˆ31 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.4K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.5K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 530K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 570K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 41K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 42K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge fastcore ```
-
keyboard (πŸ₯‰30 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT - -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): - - ``` - git clone https://github.com/boppreh/keyboard - ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 420K / month Β· πŸ“¦ 430 Β· ⏱️ 23.03.2020): - ``` - pip install keyboard - ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 17K Β· ⏱️ 01.11.2022): - ``` - conda install -c conda-forge keyboard - ``` -
-
Copier (πŸ₯‰29 Β· ⭐ 1K) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯‰29 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 120 Β· πŸ“¦ 400 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 120 Β· πŸ“¦ 410 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 41K / month Β· πŸ“¦ 23 Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 40K / month Β· πŸ“¦ 23 Β· ⏱️ 29.12.2022): ``` pip install copier ``` @@ -4790,19 +4805,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 11K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 9.5K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
-
python-mss (πŸ₯‰28 Β· ⭐ 830) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰28 Β· ⭐ 840) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 290K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 300K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4822,7 +4837,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.1M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge send2trash ``` @@ -4834,19 +4849,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 94K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 93K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
-
catalogue (πŸ₯‰27 Β· ⭐ 150) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰26 Β· ⭐ 150) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 24K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 72 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4M / month Β· πŸ“¦ 72 Β· ⏱️ 18.10.2022): ``` pip install catalogue ``` diff --git a/history/2023-05-18_changes.md b/history/2023-05-18_changes.md new file mode 100644 index 0000000..fea11b8 --- /dev/null +++ b/history/2023-05-18_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- redis (πŸ₯‡44 Β· ⭐ 11K Β· πŸ“ˆ) - Redis Python Client. MIT +- polars (πŸ₯ˆ40 Β· ⭐ 17K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +- Modin (πŸ₯ˆ37 Β· ⭐ 8.6K Β· πŸ“ˆ) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 +- StaticFrame (πŸ₯‰27 Β· ⭐ 340 Β· πŸ“ˆ) - Immutable and grow-only Pandas-like DataFrames with a more.. MIT +- fletcher (πŸ₯‰18 Β· ⭐ 220 Β· πŸ“ˆ) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- pandas (πŸ₯‡52 Β· ⭐ 38K Β· πŸ“‰) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +- azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K Β· πŸ“‰) - This repository is for active development of the Azure.. MIT +- traitlets (πŸ₯ˆ36 Β· ⭐ 550 Β· πŸ“‰) - A lightweight Traits like module. BSD-3 +- Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +- plumbum (πŸ₯‰34 Β· ⭐ 2.6K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT + diff --git a/history/2023-05-18_projects.csv b/history/2023-05-18_projects.csv new file mode 100644 index 0000000..b0b1f88 --- /dev/null +++ b/history/2023-05-18_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,trending,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-17 17:01:29.000,2023-05-17 17:01:28,376.0,25.0,2050,374.0,195.0,16.0,31.0,13630,2023-05-11 17:25:44.000,2023.05.11,97.0,37.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-05-11 17:24:09.000,2023-05-11 17:24:08,229.0,24.0,145,52.0,140.0,1.0,2.0,1896,2023-05-11 17:24:17.000,2023.05.11,89.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-05-14 22:13:09.000,2023-05-14 22:13:09,229.0,27.0,40,23.0,139.0,3.0,5.0,720,2023-05-04 22:17:49.000,2023.05.04,87.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-05-11 17:24:09.000,2023-05-11 17:24:08,229.0,24.0,145,52.0,140.0,1.0,2.0,1896,2023-05-11 17:24:17.000,2023.05.11,89.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-17 17:01:29.000,2023-05-17 17:01:28,376.0,25.0,2050,374.0,195.0,16.0,31.0,13630,2023-05-11 17:25:44.000,2023.05.11,97.0,37.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-01-27 22:41:14.000,2023-01-27 22:41:14,830.0,,6752,1670.0,320.0,10.0,73.0,37350,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-17 17:01:29.000,2023-05-17 17:01:28,376.0,25.0,2050,374.0,195.0,16.0,31.0,13631,2023-05-11 17:25:44.000,2023.05.11,97.0,37.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-05-18 12:21:41.000,2023-05-18 11:17:45,32410.0,815.0,16187,1116.0,28695.0,3575.0,21180.0,38373,2023-04-24 10:21:06.442,2.0.1,114.0,3347.0,52,True,pandas,conda-forge/pandas,['pandas'],193440.0,113661700.0,1198865.0,1130424.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,68441.0,113193052.0,https://anaconda.org/conda-forge/pandas,2023-05-08 01:07:59.394,39221380.0,1.0,-1.0,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-05-18 12:11:06.000,2023-05-18 11:22:25,32347.0,727.0,7997,589.0,12289.0,2170.0,9457.0,23525,2023-04-22 21:58:39.000,1.24.3,140.0,1623.0,51,True,numpy,conda-forge/numpy,,721062.0,148841550.0,1757334.0,1625371.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,131963.0,148163557.0,https://anaconda.org/conda-forge/numpy,2023-04-23 01:54:47.993,56174985.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-05-18 04:40:52.000,2023-05-18 00:03:48,11784.0,693.0,15011,2071.0,7119.0,888.0,4869.0,59385,2023-05-17 18:25:34.330,4.23.1,137.0,1090.0,50,True,protobuf,conda-forge/protobuf,,31152420.0,125828494.0,428261.0,409104.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15808.0,119298448.0,https://anaconda.org/conda-forge/protobuf,2023-04-16 21:48:53.645,13922078.0,1.0,,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3349.0,5707206.0,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-05-18 12:58:20.000,2023-05-17 22:17:25,53702.0,271.0,23330,1954.0,49159.0,983.0,30763.0,57390,2023-05-15 17:41:36.000,2.15.0,325.0,6728.0,48,True,ansible,conda-forge/ansible,,,4112498.0,31947.0,27868.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4079.0,4099704.0,https://anaconda.org/conda-forge/ansible,2023-04-26 10:12:03.270,882823.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-05-18 13:18:37.000,2023-05-18 13:18:37,19758.0,881.0,12366,757.0,21020.0,847.0,6587.0,30672,2023-05-16 14:38:31.000,2.6.1,152.0,2844.0,47,True,apache-airflow,conda-forge/airflow,,474133.0,7508246.0,7076.0,6807.0,https://pypi.org/project/apache-airflow,2023-04-30 11:50:51.959,269.0,6303188.0,https://anaconda.org/conda-forge/airflow,2023-05-17 04:44:24.599,885959.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-05-16 13:48:11.084374,447.0,115202660.0,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-05-18 00:36:35.000,2023-05-18 00:32:29,10388.0,497.0,1160,122.0,6709.0,27.0,2184.0,5538,2023-04-14 12:36:24.397,40.0.2,113.0,289.0,46,True,cryptography,conda-forge/cryptography,,,165902943.0,481862.0,460919.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,20943.0,165364493.0,https://anaconda.org/conda-forge/cryptography,2023-04-14 22:18:08.631,38230020.0,1.0,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-05-18 06:58:12.000,2023-05-18 06:58:12,12193.0,68.0,4482,479.0,2930.0,619.0,4295.0,21524,2023-05-11 13:24:00.000,5.3.0rc1,195.0,1277.0,45,True,celery,conda-forge/celery,,,6490871.0,116953.0,101898.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15055.0,6476568.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1230066.0,1.0,,,,,,,,,,,,,,,,,, +14,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-05-18 00:06:41.000,2023-05-17 21:45:09,1830.0,313.0,1246,104.0,2259.0,261.0,2156.0,13696,2023-03-22 20:03:45.780,1.10.7,102.0,361.0,45,True,pydantic,conda-forge/pydantic,,,64630709.0,202473.0,195690.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6783.0,64537592.0,https://anaconda.org/conda-forge/pydantic,2023-03-23 10:12:25.306,4842116.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +15,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-05-17 09:38:14.267,2023-05-16 18:12:11,5147.0,203.0,1758,243.0,669.0,169.0,2794.0,8085,2023-05-16 19:26:09.769,1.26.135,1308.0,142.0,45,True,boto3,conda-forge/boto3,,,600203876.0,321691.0,304346.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17345.0,600005202.0,https://anaconda.org/conda-forge/boto3,2023-05-17 09:38:14.267,15496573.0,1.0,,,,,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-05-17 23:56:03.000,2023-05-17 15:15:42,16292.0,280.0,1124,92.0,619.0,181.0,7123.0,7237,2023-05-10 22:30:21.000,rel_2_0_13,282.0,621.0,45,True,SQLAlchemy,conda-forge/sqlalchemy,,41544.0,71253239.0,615818.0,568723.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,47095.0,71095235.0,https://anaconda.org/conda-forge/sqlalchemy,2023-05-11 04:31:24.285,11936592.0,1.0,,,,,,,,,,,,,,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-05-16 14:50:10.000,2023-05-03 16:27:35,2259.0,24.0,1320,183.0,1013.0,126.0,1359.0,13847,2022-04-28 17:37:47.000,8.1.3,49.0,339.0,44,True,click,conda-forge/click,,,126302458.0,1303047.0,1230060.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72987.0,125976671.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,26714602.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-05-18 09:00:47.542,2023-05-16 18:12:03,11179.0,228.0,3602,570.0,3353.0,527.0,3847.0,13760,2023-05-15 20:17:05.551,1.27.134,1712.0,413.0,44,True,awscli,conda-forge/awscli,,1336.0,137903861.0,3049.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3047.0,137669456.0,https://anaconda.org/conda-forge/awscli,2023-05-18 09:00:47.542,19219278.0,1.0,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-05-17 20:08:30.000,2023-05-16 10:52:09,2186.0,50.0,2364,327.0,1334.0,194.0,1272.0,11466,2023-05-08 12:06:06.998,4.5.5,112.0,397.0,44,True,redis,conda-forge/redis-py,,,27816450.0,27393.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27393.0,27804638.0,https://anaconda.org/conda-forge/redis-py,2023-03-29 15:36:35.839,968649.0,1.0,7.0,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-05-17 23:05:45.000,2023-05-16 18:11:51,9879.0,274.0,1004,66.0,1946.0,133.0,884.0,1277,2023-05-16 19:25:25.456,1.29.135,1695.0,193.0,44,True,botocore,conda-forge/botocore,,,322681250.0,234453.0,226077.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8376.0,322423524.0,https://anaconda.org/conda-forge/botocore,2023-05-17 01:02:13.475,21133611.0,1.0,,,,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-05-15 14:03:44.000,2023-05-09 07:55:58,3760.0,69.0,1557,542.0,962.0,135.0,982.0,43287,2023-04-27 16:00:07.000,13.3.5,181.0,221.0,43,True,rich,conda-forge/rich,,,23013991.0,93069.0,88791.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,4278.0,22903319.0,https://anaconda.org/conda-forge/rich,2023-04-27 19:38:00.684,3762878.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-05-18 04:13:16.000,2023-05-18 04:13:16,2977.0,97.0,3091,637.0,2336.0,125.0,2096.0,20465,2023-05-11 17:39:04.372,23.5.9,34.0,644.0,43,True,flatbuffers,conda-forge/flatbuffers,,198700.0,10940371.0,57041.0,56506.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,276.0,9902640.0,https://anaconda.org/conda-forge/flatbuffers,2023-03-17 08:01:52.765,691733.0,1.0,,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-11 17:37:17.890,259.0,1027640.0,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-05-18 02:38:14.000,2023-05-16 16:38:32,3340.0,80.0,1765,223.0,1221.0,25.0,619.0,15796,2023-05-16 16:40:47.215,18.9.0,288.0,525.0,43,True,Faker,conda-forge/faker,,,7455502.0,137524.0,134456.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3068.0,7445103.0,https://anaconda.org/conda-forge/faker,2023-05-16 18:50:11.472,769561.0,1.0,,,,,,,,,,,,,,,,,, +24,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-05-18 13:23:24.000,2023-05-18 13:23:24,6380.0,92.0,526,32.0,723.0,407.0,1338.0,1292,2023-04-18 18:51:04.629,2.15.1,59.0,778.0,43,True,pygments,conda-forge/pygments,,,53979122.0,553279.0,516414.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36865.0,53724914.0,https://anaconda.org/conda-forge/pygments,2023-04-19 11:39:51.285,21607737.0,1.0,,,,,,,,,,,,,,,,,, +25,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-05-18 13:29:21.000,2023-05-18 09:10:15,117012.0,960.0,26804,1487.0,40758.0,8205.0,56548.0,52966,2020-07-22 03:00:52.000,0.0.6,11.0,2486.0,42,True,cpython,conda-forge/typing,,,92671.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,61923.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2644336.0,1.0,,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,, +26,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-05-18 10:14:12.000,2023-05-18 10:14:10,4151.0,165.0,4866,705.0,3619.0,176.0,6665.0,29460,2023-05-17 17:13:14.000,2.18.1,144.0,472.0,42,True,docker-compose,conda-forge/docker-compose,,130433059.0,3989464.0,13567.0,12323.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1244.0,1734930.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,324287.0,2.0,,,,,,,,,,,,,,,,,, +27,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-05-17 18:39:36.000,2023-05-17 18:39:35,3423.0,103.0,2143,271.0,3552.0,564.0,1693.0,16206,2023-04-28 10:09:04.000,2.12.0,67.0,508.0,42,True,datasets,conda-forge/datasets,,,3544273.0,16538.0,16099.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,439.0,3534348.0,https://anaconda.org/conda-forge/datasets,2023-04-28 14:33:19.813,287834.0,1.0,,,,,,,,,,,,,,,,,, +28,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-05-18 07:13:40.000,2023-05-17 22:29:05,14511.0,520.0,1218,152.0,5384.0,515.0,3248.0,11953,2023-05-11 19:45:57.764,2.10.9,210.0,321.0,42,True,prefect,conda-forge/prefect,,,627096.0,3009.0,2868.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,141.0,618239.0,https://anaconda.org/conda-forge/prefect,2023-05-11 23:08:43.721,442878.0,1.0,,,,,,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-05-17 04:12:31.000,2023-04-12 23:07:28,3862.0,16.0,1930,317.0,746.0,980.0,741.0,8325,2023-03-10 21:24:11.689,3.1.0,141.0,183.0,42,True,paramiko,conda-forge/paramiko,,,35118097.0,89954.0,77093.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12861.0,35078819.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,3142258.0,2.0,,,,,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-05-18 13:34:51.000,2023-05-18 13:32:13,39219.0,724.0,3932,259.0,21143.0,4275.0,1528.0,6867,2023-05-10 17:58:10.000,2.47.0,86.0,1475.0,42,True,apache-beam,conda-forge/apache-beam-with-aws,,,6431901.0,194.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,192.0,6429769.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-05-11 14:37:09.479,42641.0,1.0,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-05-16 15:12:45.000,2023-05-11 20:05:16,3307.0,10.0,1639,197.0,1553.0,429.0,1201.0,6241,2023-05-11 20:18:21.000,6.1.2,83.0,437.0,42,True,docker,conda-forge/docker-py,,484.0,28648778.0,65209.0,61431.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3778.0,28608129.0,https://anaconda.org/conda-forge/docker-py,2023-05-08 12:41:24.501,3332904.0,2.0,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-05-18 13:15:27.000,2023-05-18 10:30:15,14534.0,823.0,2349,368.0,22297.0,963.0,7243.0,3668,2023-05-18 03:09:13.000,azure-mgmt-resource_23.0.1,100.0,586.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,36354942.0,2845.0,2210.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,635.0,36338819.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-04-18 01:20:03.450,935148.0,1.0,-1.0,,,,,,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-05-18 00:45:43.000,2023-05-18 00:02:14,9941.0,711.0,895,171.0,6165.0,1797.0,4276.0,16008,2023-05-15 20:28:03.467,3.67.1,3885.0,227.0,41,True,pulumi,,,224649.0,2094936.0,3254.0,2549.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,130.0,1003992.0,,,,2.0,,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-05-15 20:26:54.147,575.0,1080247.0,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-05-14 20:34:49.000,2023-05-14 20:34:49,4516.0,33.0,1370,202.0,458.0,,2263.0,10043,2023-04-21 20:18:22.000,3.16.2,183.0,151.0,41,True,peewee,conda-forge/peewee,,,1063897.0,25447.0,21771.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3676.0,1057682.0,https://anaconda.org/conda-forge/peewee,2023-04-21 22:34:26.236,509657.0,1.0,,,,,,,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-05-17 18:40:32.000,2023-05-17 18:40:31,9394.0,97.0,1457,308.0,7231.0,236.0,3378.0,4199,2023-05-17 17:22:53.000,google-cloud-workstations-v0.4.0,100.0,329.0,41,True,google-cloud-storage,conda-forge/google-cloud-storage,,,39279192.0,1893.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1893.0,39230815.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-05-05 07:42:12.019,3434779.0,1.0,,,,,,,,,,,,,,,,,, +36,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-05-18 08:06:40.000,2023-05-18 08:04:01,4241.0,63.0,493,57.0,866.0,242.0,1173.0,1874,2023-01-23 10:26:08.294,3.8.0,33.0,194.0,41,True,h5py,conda-forge/h5py,,2694.0,12281424.0,228786.0,214164.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14622.0,12144312.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,11788589.0,1.0,,,,,,,,,,,,,,,,,, +37,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-05-18 09:28:59.000,2023-05-18 09:27:09,6344.0,932.0,894,127.0,5019.0,775.0,3104.0,17162,2023-05-16 18:35:42.534,0.17.14,289.0,215.0,40,True,polars,,,,500281.0,2137.0,1968.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,169.0,500281.0,,,,2.0,14.0,,,,,,,,,,,,,,,,, +38,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-05-15 17:13:28.000,2023-05-10 18:39:10,12787.0,53.0,3024,616.0,3456.0,977.0,3859.0,15870,2022-03-06 10:55:38.000,2.1.0,42.0,586.0,40,True,kivy,conda-forge/kivy,,30600.0,94458.0,10496.0,9890.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,606.0,89005.0,https://anaconda.org/conda-forge/kivy,2023-02-06 04:38:21.801,299080.0,1.0,,,,,,,,,,,,,,,,,, +39,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-05-18 12:53:11.000,2023-05-18 11:01:01,1766.0,53.0,1351,210.0,817.0,159.0,911.0,8911,2023-05-05 14:07:01.631,1.14.1,74.0,292.0,40,True,rq,conda-forge/rq,,,772300.0,15318.0,13550.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1768.0,771190.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,91077.0,1.0,,,,,,,,,,,,,,,,,, +40,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-05-18 04:17:31.000,2023-05-18 00:52:14,14477.0,1228.0,937,95.0,8454.0,1657.0,3946.0,7430,2023-05-11 17:28:27.000,1.3.4,538.0,310.0,40,True,dagster,conda-forge/dagster,,,534623.0,1292.0,1176.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,116.0,513663.0,https://anaconda.org/conda-forge/dagster,2023-05-12 01:44:37.166,880334.0,1.0,,,,,,,,,,,,,,,,,, +41,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-05-07 01:50:52.108,2023-05-06 20:09:10,1296.0,31.0,336,62.0,506.0,110.0,518.0,4748,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,40,True,attrs,conda-forge/attrs,,,118689241.0,730286.0,712544.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17742.0,118311965.0,https://anaconda.org/conda-forge/attrs,2023-05-07 01:50:52.108,27918470.0,1.0,,,,,,,,,,,,,,,,,, +42,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-05-16 17:53:35.000,2023-05-16 17:52:27,2471.0,79.0,559,58.0,312.0,30.0,710.0,4122,2023-05-16 18:31:41.000,4.18.0a7,86.0,108.0,40,True,jsonschema,conda-forge/jsonschema,,,69859884.0,398195.0,379607.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18588.0,69631531.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,19410083.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-05-12 15:02:20.000,2023-05-01 18:03:50,1512.0,10.0,1142,395.0,1194.0,36.0,976.0,3933,2023-04-06 20:59:42.000,8.7.0,129.0,193.0,40,True,elasticsearch,conda-forge/elasticsearch,,2892.0,13774896.0,44035.0,37970.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6065.0,13764814.0,https://anaconda.org/conda-forge/elasticsearch,2023-04-06 20:53:44.818,829151.0,1.0,,,,,,,,,,,,,,,,,, +44,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-05-17 21:59:52.000,2023-05-16 21:28:50,1449.0,66.0,243,36.0,463.0,27.0,231.0,3039,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,40,True,more-itertools,conda-forge/more-itertools,,2647.0,34885184.0,186566.0,177893.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8673.0,34730657.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11277993.0,1.0,,,,,,,,,,,,,,,,,, +45,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-05-06 09:10:57.000,2023-04-28 08:22:02,2699.0,10.0,675,152.0,713.0,555.0,545.0,8345,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,39,True,prompt_toolkit,conda-forge/prompt-toolkit,,,25114545.0,1406.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1406.0,24707454.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,15469474.0,2.0,,,,,,,,,,,,,,,,,, +46,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-05-18 13:25:38.000,2023-05-18 13:03:32,10935.0,573.0,1309,73.0,6177.0,163.0,1495.0,8340,2023-05-11 21:48:51.000,0.16.12,217.0,385.0,39,True,great_expectations,conda-forge/great-expectations,,,10524511.0,31.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,31.0,10514113.0,https://anaconda.org/conda-forge/great-expectations,2023-05-11 21:09:28.947,644711.0,2.0,,,,,,,,,,,,,,,,,, +47,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-05-01 10:22:40.000,2023-05-01 10:22:22,1050.0,9.0,1396,232.0,458.0,32.0,608.0,7301,2023-03-28 03:56:56.000,1.0.3,37.0,119.0,39,True,PyMySQL,conda-forge/pymysql,,,30436747.0,176384.0,165742.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10642.0,30420081.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1116657.0,2.0,,,,,,,,,,,,,,,,,, +48,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-05-14 21:27:17.000,2023-05-14 21:27:17,1441.0,49.0,671,130.0,377.0,169.0,450.0,5813,2023-03-20 09:22:33.000,3.0.0,44.0,144.0,39,True,watchdog,conda-forge/watchdog,,,13529635.0,100273.0,92234.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8039.0,13503833.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,2090041.0,1.0,,,,,,,,,,,,,,,,,, +49,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-04-27 00:59:01.000,2023-04-18 19:22:32,4081.0,27.0,1211,136.0,1099.0,378.0,1309.0,3992,2023-03-03 10:28:06.959,0.27.0,72.0,385.0,39,True,mongoengine,conda-forge/mongoengine,,,1035770.0,23850.0,20273.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3577.0,1033232.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,205635.0,2.0,,,,,,,,,,,,,,,,,, +50,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-05-16 16:30:05.000,2023-05-05 18:11:52,2696.0,93.0,1170,197.0,1176.0,179.0,1748.0,3105,2023-05-05 16:39:25.000,4.2.0,42.0,218.0,39,True,netmiko,,,,176936.0,3836.0,3576.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,260.0,176936.0,,,,2.0,,,,,,,,,,,,,,,,,, +51,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-04-23 20:47:26.000,2023-04-23 20:47:26,3044.0,19.0,475,74.0,283.0,21.0,1207.0,2940,2023-04-03 11:33:15.441,2.9.6,56.0,129.0,39,False,psycopg2,psycopg2,,,14297528.0,653085.0,591652.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61413.0,14295235.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,206422.0,2.0,,,,,,,,,,,,,,20.0,,,, +52,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-05-04 21:28:55.000,2022-12-03 20:07:04,1571.0,,426,42.0,611.0,327.0,397.0,2057,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34909.0,247626598.0,1044927.0,1040824.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,247108979.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,43450126.0,1.0,,,,,,,,,,,,,,,,,, +53,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-05-18 02:34:43.779,2023-05-17 22:09:45,1702.0,76.0,185,19.0,116.0,96.0,859.0,1933,2023-05-17 22:10:39.727,1.11.1,115.0,165.0,39,True,alembic,conda-forge/alembic,,,23318361.0,172035.0,160588.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11447.0,23278112.0,https://anaconda.org/conda-forge/alembic,2023-05-18 02:34:43.779,3300477.0,2.0,,,,,,,,,,,,,,,,,, +54,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-05-07 01:47:35.000,2023-05-07 01:47:31,1132.0,46.0,250,23.0,162.0,32.0,271.0,1834,2022-05-10 23:30:45.000,pyparsing_3.0.9,68.0,55.0,39,True,pyparsing,conda-forge/pyparsing,,7855.0,73927687.0,812589.0,780649.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31940.0,73502585.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,35271891.0,1.0,,,,,,,,,,,,,,,,,, +55,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-05-16 10:13:06.000,2023-05-12 21:06:13,2145.0,46.0,248,24.0,716.0,197.0,355.0,586,2023-05-07 19:05:45.190,2023.5.0,68.0,178.0,39,True,fsspec,conda-forge/fsspec,,,89597448.0,47145.0,46526.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,619.0,89364143.0,https://anaconda.org/conda-forge/fsspec,2023-05-07 21:30:49.626,11898559.0,1.0,,,,,,,,,,,,,,,,,, +56,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-04-11 22:58:48.175,2023-02-13 20:24:46,287.0,,1369,381.0,162.0,131.0,170.0,24543,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,38,True,fire,conda-forge/fire,,,6673010.0,22547.0,20866.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1681.0,6665072.0,https://anaconda.org/conda-forge/fire,2023-04-11 22:58:48.175,563614.0,2.0,,,,,,,,,,,,,,,,,, +57,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-05-10 22:32:29.000,2022-09-09 12:04:10,2962.0,,1808,228.0,1038.0,270.0,570.0,19586,2022-06-01 17:01:17.000,2.1.1,34.0,286.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2152025.0,21625.0,20068.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1557.0,2143795.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,691390.0,1.0,,,,,,,,,,,,,,,,,, +58,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-05-18 13:34:31.000,2023-05-17 21:20:26,6076.0,170.0,1244,136.0,3403.0,478.0,3535.0,6975,2023-04-27 13:29:39.000,1.5.0,173.0,279.0,38,True,dbt,conda-forge/dbt,,1570.0,633338.0,2704.0,2674.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,630238.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,237134.0,2.0,,,,,,,,,,,,,,,dbt,,, +59,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-05-16 07:24:02.000,2023-05-16 07:24:00,3178.0,29.0,627,82.0,967.0,162.0,1026.0,6544,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,38,True,marshmallow,conda-forge/marshmallow,,,22205102.0,89465.0,79233.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10232.0,22183522.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1726478.0,2.0,,,,,,,,,,,,,,,,,, +60,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-04-17 15:12:57.000,2023-04-17 15:12:57,354.0,7.0,358,36.0,220.0,30.0,215.0,6002,2023-02-24 06:47:13.294,1.0.0,44.0,91.0,38,True,python-dotenv,conda-forge/python-dotenv,,,26965240.0,463708.0,455833.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,7875.0,26934831.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2371949.0,1.0,,,,,,,,,,,,,,,,,, +61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-05-18 03:56:57.000,2023-05-17 22:58:34,1644.0,17.0,3082,136.0,830.0,101.0,1141.0,5698,2023-02-16 01:06:58.000,26.1.0,84.0,177.0,38,True,kubernetes,conda-forge/kubernetes,,,14065460.0,1316.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1316.0,14058787.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,413736.0,3.0,,,,,,,,,,,,,,,,,, +62,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-04-05 23:32:33.000,2023-03-02 20:25:13,2157.0,1.0,1338,154.0,946.0,282.0,1174.0,5195,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1829.0,7761617.0,19082.0,17685.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1397.0,7756122.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,394439.0,2.0,,,,,,,,,,,,,,,,,, +63,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-05-05 17:34:54.000,2023-04-30 23:13:29,1461.0,20.0,367,62.0,672.0,380.0,442.0,3257,2022-10-10 12:56:17.006,1.1.1,104.0,120.0,38,True,joblib,conda-forge/joblib,,,26673451.0,292904.0,286910.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5994.0,26448923.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,18411351.0,2.0,,,,,,,,,,,,,,,,,, +64,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-05-02 11:58:24.000,2023-04-02 16:48:18,1600.0,14.0,459,96.0,300.0,183.0,290.0,2379,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,38,True,pexpect,conda-forge/pexpect,,4327.0,31287769.0,290680.0,274614.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16066.0,31124739.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,13854468.0,1.0,,,,,,,,,,,,,,,,,, +65,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-04-25 19:40:25.000,2022-09-13 22:22:16,316.0,,442,51.0,244.0,259.0,287.0,2167,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,183554660.0,878002.0,803425.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74577.0,183146633.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,33866264.0,1.0,,,,,,,,,,,,,,,,,, +66,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-05-17 12:53:36.000,2023-01-29 03:07:44,1874.0,,278,38.0,237.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,32133984.0,290801.0,273422.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17379.0,31996141.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,11303135.0,1.0,,,,,,,,,,,,,,,,,, +67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-05-09 08:37:29.000,2023-05-04 09:47:52,4078.0,8.0,2371,484.0,2270.0,114.0,876.0,16543,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,580463.0,2536.0,2121.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,413.0,580315.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,12931.0,2.0,,,,,,,,stable/luigi,,,,,,2.0,,,, +68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-05-12 17:44:51.000,2023-05-11 20:35:09,1562.0,10.0,1923,466.0,548.0,451.0,1302.0,14043,2023-04-29 19:00:50.276,3.0.1,125.0,136.0,37,True,fabric,conda-forge/fabric,,,3342600.0,91.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,91.0,3341813.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,63826.0,3.0,,,,,,,,,,,,,,,,,, +69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-04-07 20:33:17.000,2023-01-15 16:27:26,925.0,,540,224.0,229.0,71.0,249.0,9313,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,384.0,6813404.0,79936.0,78084.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1852.0,6804662.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,585492.0,1.0,,,,,,,,,,,,,,,,,, +70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-05-18 04:13:15.000,2023-05-17 20:42:22,2407.0,186.0,610,111.0,2585.0,924.0,2710.0,8642,2023-04-24 13:54:59.000,0.20.1,74.0,114.0,37,True,modin,conda-forge/modin-core,['pandas'],196595.0,1425024.0,1078.0,1038.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,40.0,1411051.0,https://anaconda.org/conda-forge/modin-core,2023-04-24 15:28:22.404,232859.0,2.0,3.0,,,,,,,,,,,,,,,,, +71,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-05-17 16:53:10.000,2023-05-16 14:29:53,2245.0,70.0,787,106.0,1105.0,276.0,986.0,8368,2023-05-02 12:19:01.486,0.18.8,40.0,187.0,37,True,kedro,,,,459478.0,1666.0,1601.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,65.0,459478.0,,,,2.0,,,,,,,,,,,,,,,,,, +72,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-05-07 09:45:40.000,2022-11-15 16:25:22,1396.0,,639,134.0,667.0,95.0,398.0,8299,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11140772.0,55336.0,50600.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4736.0,11121534.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1616051.0,2.0,,,,,,,,,,,,,,,,,, +73,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-05-08 02:16:51.000,2023-05-08 02:16:35,2421.0,18.0,1207,234.0,473.0,146.0,995.0,7770,2022-12-24 01:04:06.789,4.2.5,50.0,174.0,37,True,supervisor,conda-forge/supervisor,,,1233668.0,11112.0,9160.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1230713.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,248257.0,2.0,,,,,,,,,,,,,,,,,, +74,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-05-17 18:21:01.000,2023-05-15 11:36:36,5267.0,51.0,1095,239.0,1213.0,5.0,,3838,2022-11-17 21:50:05.000,4.3.3,131.0,198.0,37,True,pymongo,conda-forge/pymongo,,,19203482.0,19903.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19903.0,19190805.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1052243.0,2.0,,,,,,,,,,,,,,,,,, +75,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-05-18 13:03:50.000,2023-05-16 17:50:44,2153.0,186.0,613,61.0,1293.0,29.0,892.0,3450,2023-05-16 00:12:01.000,3.1.1,137.0,130.0,37,True,awswrangler,conda-forge/awswrangler,['pandas'],189137.0,26569695.0,1066.0,1015.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,51.0,26557280.0,https://anaconda.org/conda-forge/awswrangler,2023-05-16 02:55:23.066,357153.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +76,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-05-08 00:16:13.000,2023-05-04 00:00:04,1318.0,19.0,594,121.0,117.0,22.0,853.0,3239,2023-04-13 16:14:05.799,3.1.0,157.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11320660.0,63845.0,59979.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3866.0,11284011.0,https://anaconda.org/conda-forge/xlsxwriter,2023-04-27 06:09:01.067,2638796.0,3.0,,,,,,,,,,,,,,,,,, +77,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-05-18 03:48:49.000,2023-05-17 16:05:59,4597.0,114.0,928,106.0,3460.0,1115.0,2725.0,2967,2023-04-21 04:05:09.505,2023.4.2,78.0,427.0,37,True,xarray,conda-forge/xarray,,,2531049.0,1812.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1811.0,2437921.0,https://anaconda.org/conda-forge/xarray,2023-04-21 13:01:21.817,8009085.0,2.0,,,,,,,,,,,,,,,,,, +78,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-05-18 09:53:29.000,2023-05-18 09:44:51,2601.0,72.0,468,120.0,526.0,271.0,1460.0,2597,2023-05-18 10:10:03.067,0.30.7,152.0,61.0,37,True,xlwings,conda-forge/xlwings,,21866.0,93247.0,28830.0,28190.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,640.0,84265.0,https://anaconda.org/conda-forge/xlwings,2023-05-05 21:27:13.918,598215.0,1.0,,,,,,,,,,,,,,,,,, +79,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-05-17 20:56:57.000,2023-05-17 20:48:57,2802.0,31.0,425,60.0,193.0,59.0,481.0,2361,2023-05-17 21:03:16.000,3.18.0x,45.0,138.0,37,True,pycryptodomex,conda-forge/pycryptodomex,,,28913236.0,69463.0,67923.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1540.0,28894081.0,https://anaconda.org/conda-forge/pycryptodomex,2022-11-27 20:49:06.507,1245081.0,2.0,,,,,,,,,,,,,,,,,, +80,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-05-16 10:59:01.000,2023-05-16 10:59:01,1496.0,13.0,438,132.0,549.0,291.0,369.0,2274,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,37,True,dateparser,conda-forge/dateparser,,,5020966.0,20850.0,19631.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1219.0,5019117.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,140534.0,2.0,,,,,,,,,,,,,,,,,, +81,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-04-10 11:30:34.098,2023-04-06 19:00:56,650.0,12.0,329,67.0,122.0,18.0,175.0,1579,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,37,True,simplejson,conda-forge/simplejson,,6163.0,18709180.0,124701.0,103799.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20902.0,18672958.0,https://anaconda.org/conda-forge/simplejson,2023-04-10 11:30:34.098,2530673.0,2.0,,,,,,,,,,,,,,,,,, +82,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-05-18 01:42:46.000,2023-01-28 14:19:39,895.0,,223,52.0,151.0,23.0,183.0,1468,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,37,True,greenlet,conda-forge/greenlet,,,56194326.0,252500.0,242182.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10318.0,56099745.0,https://anaconda.org/conda-forge/greenlet,2023-05-14 17:00:17.987,6809863.0,1.0,,,,,,,,,,,,,,,,,, +83,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-05-17 21:46:22.000,2023-05-16 20:20:44,832.0,45.0,106,26.0,253.0,58.0,245.0,1269,2022-10-19 11:58:38.453,3.6.2,43.0,41.0,37,True,anyio,conda-forge/anyio,,,27834711.0,124684.0,124302.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,382.0,27680755.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,6774079.0,1.0,,,,,,,,,,,,,,,,,, +84,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,944,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,223360433.0,1796800.0,1661242.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135558.0,222861487.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,41911517.0,2.0,,,,,,,,,,,,,,,,,, +85,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-05-17 22:22:47.000,2023-05-17 19:57:28,1646.0,32.0,244,57.0,1005.0,91.0,480.0,599,2023-04-19 13:44:05.497,3.10.0,142.0,127.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,28083815.0,20379.0,19269.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1110.0,28047352.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-04-20 00:24:02.749,2588906.0,2.0,,,,,,,,,,,,,,,,,, +86,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-05-02 19:29:05.212,2023-04-28 22:03:07,6342.0,351.0,1211,351.0,224.0,51.0,423.0,13144,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,,1054.0,132235.0,47.0,43.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,131943.0,,,,2.0,,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,277.0,,,,,,,,,,,, +87,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-05-16 16:52:52.000,2023-05-16 16:52:52,6766.0,82.0,1708,226.0,3028.0,707.0,2597.0,11636,2022-10-10 23:14:01.867,4.60.4,180.0,18.0,36,True,pysimplegui,conda-forge/pysimplegui,,,356319.0,8620.0,8325.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,295.0,354011.0,https://anaconda.org/conda-forge/pysimplegui,2022-10-17 23:43:38.474,103875.0,2.0,,,,,,,,,,,,,,,,,, +88,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-04-28 14:14:50.000,2023-04-11 15:40:50,389.0,8.0,913,208.0,175.0,148.0,279.0,10783,2023-04-10 10:14:03.842,1.2.0,25.0,57.0,36,True,schedule,conda-forge/schedule,,,2295275.0,26956.0,25542.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1414.0,2294457.0,https://anaconda.org/conda-forge/schedule,2023-04-11 03:15:46.375,33557.0,3.0,,,,,,,,,,,,,,,,,, +89,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-05-16 04:58:18.019,2023-05-13 18:42:58,1427.0,12.0,486,142.0,228.0,6.0,441.0,6582,2023-05-15 15:25:45.070,2.0.4,42.0,93.0,36,True,sh,conda-forge/sh,,,3720355.0,14915.0,12301.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2614.0,3718245.0,https://anaconda.org/conda-forge/sh,2023-05-16 04:58:18.019,168813.0,3.0,,,,,,,,,,,,,,,,,, +90,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-05-06 17:25:39.000,2023-05-06 17:25:38,1519.0,11.0,340,149.0,191.0,60.0,102.0,6186,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,36,True,boltons,conda-forge/boltons,,23.0,4062176.0,4744.0,4322.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,422.0,4040851.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,1791361.0,2.0,,,,,,,,,,,,,,,,,, +91,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-05-18 12:53:16.000,2023-05-03 23:41:26,836.0,14.0,831,274.0,506.0,244.0,824.0,3246,2023-05-04 18:21:10.000,2.1.1,29.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,8752984.0,6508.0,6092.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,416.0,8743582.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-04-26 16:07:01.103,695816.0,2.0,,,,,,,,,,,,,,,,,, +92,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-04-17 03:11:21.000,2022-11-04 10:01:12,370.0,,232,44.0,140.0,110.0,138.0,3153,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,123531249.0,672769.0,651822.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20947.0,123278412.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,21491216.0,2.0,,,,,,,,,,,,,,,,,, +93,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-05-17 18:19:01.000,2023-04-17 13:39:38,547.0,5.0,564,96.0,175.0,27.0,300.0,2854,,,21.0,82.0,36,True,pycparser,conda-forge/pycparser,,,102967893.0,579209.0,562162.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17047.0,102593820.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,30299928.0,2.0,,,,,,,,,,,,,,,,,, +94,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-04-17 15:55:17.000,2023-03-25 23:08:27,422.0,1.0,149,28.0,272.0,82.0,161.0,1379,2023-01-19 09:28:09.524,2.2.1,38.0,55.0,36,True,cloudpickle,conda-forge/cloudpickle,,20.0,25290837.0,81401.0,78580.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2821.0,25138945.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,13062784.0,2.0,,,,,,,,,,,,,,,,,, +95,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-05-16 10:43:27.000,2023-05-14 13:38:44,4415.0,29.0,237,58.0,341.0,155.0,525.0,1206,2022-12-23 13:29:42.000,3.8.0,36.0,116.0,36,True,tables,conda-forge/pytables,,172.0,840321.0,48292.0,45766.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2526.0,767619.0,https://anaconda.org/conda-forge/pytables,2023-04-08 17:21:15.847,5888711.0,2.0,,,,,,,,,,,,,,,,,, +96,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-05-15 08:24:25.000,2023-05-07 04:24:42,720.0,80.0,110,36.0,196.0,51.0,183.0,1205,2023-04-23 21:47:00.480,3.0.8,115.0,63.0,36,True,argcomplete,conda-forge/argcomplete,,259.0,20659656.0,45251.0,43204.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,2047.0,20645540.0,https://anaconda.org/conda-forge/argcomplete,2023-04-24 08:19:16.875,1058481.0,2.0,,,,,,,,,,,,,,,,,, +97,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-04-27 15:27:44.038,2023-04-27 11:28:21,1377.0,12.0,309,32.0,322.0,179.0,236.0,1090,2023-05-02 07:31:50.000,0.41.1,214.0,115.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4556192.0,24484.0,22371.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2113.0,4550438.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-04-27 15:27:44.038,460324.0,2.0,,,,,,,,,,,,,,,,,, +98,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-05-06 13:39:42.000,2023-05-06 13:39:39,1959.0,9.0,190,26.0,574.0,89.0,190.0,553,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,36,True,traitlets,conda-forge/traitlets,,130.0,23854592.0,329735.0,315087.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14648.0,23615309.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,20338274.0,2.0,-1.0,,,,,,,,,,,,,,,,, +99,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-05-18 05:12:17.000,2023-05-18 04:52:28,14726.0,237.0,6386,729.0,5255.0,1559.0,3452.0,16581,2023-04-26 15:20:33.000,1.20.0,14.0,570.0,35,True,micropython-_markupbase,,,60819.0,881.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +100,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-05-09 00:58:55.000,2023-05-02 06:15:57,457.0,29.0,459,66.0,257.0,202.0,163.0,11228,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12274181.0,2867.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2867.0,12238342.0,https://anaconda.org/conda-forge/typer,2023-05-02 12:12:32.753,1326044.0,2.0,,,,,,,,,,,,,,,,,, +101,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,184.0,7794,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,12147513.0,105494.0,93096.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12398.0,12127141.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1731659.0,2.0,,,,,,,,,,,,,,,,,, +102,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-05-17 14:25:30.000,2023-05-07 17:54:51,558.0,25.0,165,31.0,73.0,1.0,310.0,4561,2023-05-07 18:13:08.589,3.8.12,104.0,18.0,35,True,orjson,conda-forge/orjson,,,11457812.0,44158.0,43221.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,937.0,11438693.0,https://anaconda.org/conda-forge/orjson,2023-05-07 23:04:12.106,707428.0,2.0,,,,,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-04-11 12:17:55.000,2023-04-11 12:17:55,1165.0,8.0,578,140.0,306.0,35.0,214.0,4248,2023-03-24 12:15:01.094,3.4.0,43.0,121.0,35,True,tablib,conda-forge/tablib,,,1585271.0,49491.0,48212.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1279.0,1584171.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,85817.0,2.0,-1.0,,,,,,,,,,,,,,,,, +104,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-04-07 19:09:31.000,2022-11-03 19:39:10,1206.0,,249,84.0,346.0,114.0,142.0,4240,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,18533530.0,97395.0,93926.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3469.0,18347333.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,15454383.0,2.0,,,,,,,,,,,,,,,,,, +105,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-04-27 19:27:41.591,2023-04-27 12:19:21,1562.0,22.0,413,86.0,105.0,5.0,160.0,3228,2023-04-27 12:25:05.318,8.13.11,220.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4558194.0,1409.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1409.0,4549243.0,https://anaconda.org/conda-forge/phonenumbers,2023-04-27 19:27:41.591,742946.0,1.0,,,,,,,,,,,,,,,,,, +106,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-05-18 11:26:18.000,2023-05-18 11:10:50,5282.0,640.0,401,77.0,4079.0,68.0,2034.0,2702,2023-04-11 17:45:32.960,5.1.0,36.0,138.0,35,True,ibis-framework,conda-forge/ibis-framework,,71.0,104945.0,545.0,494.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,101614.0,https://anaconda.org/conda-forge/ibis-framework,2023-04-11 19:20:15.448,282859.0,2.0,,,,,,,,,,,,,,,,,, +107,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-05-18 11:21:12.000,2023-05-18 11:21:11,1053.0,25.0,392,54.0,275.0,23.0,306.0,2240,2022-06-22 08:12:35.000,2.1.1,34.0,77.0,35,True,mysqlclient,conda-forge/mysqlclient,,5242.0,4131290.0,131595.0,124396.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7199.0,4126563.0,https://anaconda.org/conda-forge/mysqlclient,2023-04-06 18:27:57.286,256422.0,2.0,,,,,,,,,,,,,,,,,, +108,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-04-10 16:43:27.000,2022-12-29 07:29:09,696.0,,140,43.0,108.0,23.0,143.0,1855,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,35,True,pyrsistent,conda-forge/pyrsistent,,,56701586.0,274525.0,272253.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2272.0,56381071.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,17628332.0,1.0,,,,,,,,,,,,,,,,,, +109,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-05-10 07:19:08.000,2023-05-10 07:18:57,976.0,11.0,192,28.0,149.0,63.0,183.0,1659,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,10856093.0,7672.0,6918.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,754.0,10852134.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,265254.0,1.0,,,,,,,,,,,,,,,,,, +110,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-05-15 14:40:43.000,2023-05-07 19:13:33,985.0,13.0,225,22.0,350.0,104.0,277.0,686,2023-05-07 19:15:42.558,2023.5.0,58.0,119.0,35,True,s3fs,conda-forge/s3fs,,,95233753.0,13897.0,13280.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,617.0,95167240.0,https://anaconda.org/conda-forge/s3fs,2023-05-07 23:54:59.372,5587105.0,2.0,,,,,,,,,,,,,,,,,, +111,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-05-02 20:04:12.000,2023-01-13 00:58:19,511.0,,1864,365.0,441.0,328.0,179.0,29946,2023-01-13 01:02:27.000,0.23.3,44.0,127.0,34,True,diagrams,conda-forge/diagrams,,,103781.0,1026.0,990.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,36.0,99423.0,https://anaconda.org/conda-forge/diagrams,2023-04-07 13:33:12.269,156918.0,2.0,,,,,,,,,,,,,,,,,, +112,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-05-16 02:12:45.000,2023-02-25 00:51:39,793.0,9.0,323,63.0,236.0,238.0,264.0,5452,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,96.0,10975044.0,21062.0,19889.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1173.0,10964812.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,726457.0,2.0,,,,,,,,,,,,,,,,,, +113,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-05-01 04:36:34.000,2023-05-01 04:36:33,856.0,8.0,363,88.0,251.0,23.0,314.0,4055,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,34,True,ujson,conda-forge/ujson,,,7437714.0,4368.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4368.0,7385488.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3499169.0,2.0,,,,,,,,,,,,,,,,,, +114,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,1.0,777,414.0,366.0,145.0,1144.0,3647,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,169.0,2806322.0,9972.0,8995.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,977.0,2806210.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7299.0,2.0,,,,,,,,,,,,,,,,,, +115,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-05-17 16:10:01.000,2023-05-16 08:31:42,1173.0,14.0,311,41.0,463.0,443.0,477.0,3545,2023-01-30 02:35:01.295,0.19.3,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,83711.0,5619.0,5521.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,98.0,83184.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,12128.0,2.0,,,,,,,,,,,,,,,,,, +116,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-05-16 17:34:41.000,2023-05-16 17:34:23,684.0,41.0,264,35.0,466.0,106.0,331.0,3027,2023-03-02 15:20:46.983,3.1.12,81.0,110.0,34,True,dynaconf,conda-forge/dynaconf,,,1826228.0,6704.0,6463.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,241.0,1824622.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,49806.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +117,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,230,50.0,261.0,49.0,295.0,2977,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5642518.0,14736.0,13612.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1124.0,5638638.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,314334.0,2.0,,,,,,,,,,,,,,,,,, +118,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2944,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,34,True,sortedcontainers,conda-forge/sortedcontainers,,,20000838.0,115128.0,112975.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2153.0,19880200.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9892330.0,1.0,,,,,,,,,,,,,,,,,, +119,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-05-09 06:02:11.000,2023-04-14 13:49:36,454.0,11.0,525,125.0,202.0,61.0,919.0,2661,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,34,False,pyodbc,conda-forge/pyodbc,,,24296341.0,2113.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2113.0,24281861.0,https://anaconda.org/conda-forge/pyodbc,2023-04-25 17:54:19.416,999175.0,2.0,,,,,,,,,,,,,,,,,, +120,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-05-17 10:58:09.000,2023-05-12 12:47:08,1253.0,6.0,181,49.0,304.0,126.0,220.0,2593,2023-01-02 21:27:10.757,1.8.1,27.0,108.0,34,True,plumbum,conda-forge/plumbum,,,1073076.0,4548.0,4078.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,470.0,1060669.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,955369.0,3.0,-1.0,,,,,,,,,,,,,,,,, +121,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,3.0,264,48.0,98.0,36.0,157.0,2333,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5692442.0,44948.0,41693.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3255.0,5689576.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,209284.0,2.0,,,,,,,,,,,,,,,,,, +122,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-03-20 14:37:47.000,2023-02-09 01:15:40,210.0,,142,36.0,56.0,48.0,60.0,2274,2023-02-09 01:16:46.619,23.1.0,13.0,30.0,34,True,aiofiles,conda-forge/aiofiles,,,9133193.0,93243.0,91402.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1841.0,9123914.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,621695.0,2.0,,,,,,,,,,,,,,,,,, +123,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-05-18 06:33:06.000,2023-05-16 16:53:33,1254.0,214.0,174,40.0,1024.0,54.0,462.0,2200,2023-05-16 11:30:43.921,0.32.0,592.0,61.0,34,True,docarray,conda-forge/docarray,,,106813.0,266.0,254.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,12.0,100922.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,94266.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +124,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-05-16 12:28:04.000,2023-05-16 12:28:04,1728.0,15.0,189,88.0,206.0,,,2153,2023-04-03 20:26:32.000,3.1.2,42.0,42.0,34,True,motor,conda-forge/motor,,,1003563.0,60828.0,59685.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1143.0,1002499.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,56394.0,2.0,,,,,,,,,,,,,,,,,, +125,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-04-03 11:31:20.000,2023-04-03 11:31:20,979.0,9.0,157,23.0,143.0,159.0,311.0,1912,2022-10-23 22:50:21.000,dill-0.3.6,25.0,41.0,34,True,dill,conda-forge/dill,,290436.0,23821490.0,100847.0,97097.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3750.0,23770041.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,4060716.0,2.0,,,,,,,,,,,,,,,,,, +126,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-04-08 05:18:25.000,2023-04-08 05:18:25,850.0,7.0,223,47.0,271.0,7.0,260.0,1747,2023-03-09 02:43:32.000,1.0.5,20.0,76.0,34,True,msgpack,conda-forge/msgpack-python,,989.0,31325136.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,31172213.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,11926830.0,2.0,,,,,,,,,,,,,,,,,, +127,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-05-12 19:48:54.000,2023-05-12 14:54:04,6005.0,29.0,522,80.0,1079.0,20.0,,1331,2023-05-02 14:35:04.205,3.27.0,74.0,191.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1506820.0,5667.0,4968.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,699.0,1504601.0,https://anaconda.org/conda-forge/cassandra-driver,2023-05-02 21:59:51.719,161988.0,2.0,,,,,,,,,,,,,,,,,, +128,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-04-25 19:09:00.000,2023-02-12 00:08:39,785.0,,192,42.0,110.0,139.0,269.0,1064,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,29314941.0,23338.0,22654.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,684.0,29279951.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2834246.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +129,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-05-18 03:55:38.000,2023-05-15 16:39:30,1834.0,226.0,378,19.0,808.0,63.0,320.0,968,2023-05-15 17:01:08.000,.0.25,52.0,210.0,34,True,holidays,conda-forge/holidays,,173.0,5308493.0,426.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,426.0,5249525.0,https://anaconda.org/conda-forge/holidays,2023-05-15 23:25:18.899,3066324.0,2.0,,,,,,,,,,,,,,,,,, +130,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-05-15 17:34:52.000,2023-05-03 22:39:51,242.0,32.0,82,15.0,142.0,13.0,82.0,542,2023-04-18 16:57:10.527,3.12.0,59.0,35.0,34,True,filelock,conda-forge/filelock,,,58883903.0,250122.0,247545.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2577.0,58731585.0,https://anaconda.org/conda-forge/filelock,2023-04-18 17:42:19.822,12642433.0,2.0,,,,,,,,,,,,,,,,,, +131,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,9.0,70,15.0,31.0,28.0,44.0,261,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,34,True,pytz,conda-forge/pytz,,,113987400.0,1573181.0,1490454.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82727.0,113518931.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,39351438.0,2.0,,,,,,,,,,,,,,,,,, +132,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-05-04 23:16:20.874,2023-05-04 19:39:46,551.0,8.0,121,16.0,210.0,46.0,33.0,166,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,250591190.0,198954.0,194652.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4302.0,250406387.0,https://anaconda.org/conda-forge/s3transfer,2023-05-04 23:16:20.874,15153926.0,2.0,,,,,,,,,,,,,,,,,, +133,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-05-06 04:40:02.000,2023-05-06 04:39:56,2755.0,17.0,553,141.0,464.0,198.0,969.0,10203,2023-05-06 04:09:50.000,1.9.1,218.0,59.0,33,True,dearpygui,,,,22302.0,1942.0,1905.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,37.0,22302.0,,,,2.0,,,,,,,,,,,,,,,,,, +134,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-04-18 05:24:18.000,2023-03-07 20:01:07,1828.0,19.0,584,131.0,327.0,64.0,809.0,5455,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,33,True,csvkit,conda-forge/csvkit,,,143925.0,1718.0,1350.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,368.0,142737.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,87913.0,2.0,,,,,,,,,,,,,,,,,, +135,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,461,108.0,93.0,80.0,160.0,5140,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,33,True,xmltodict,conda-forge/xmltodict,,,23565821.0,59120.0,53676.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5444.0,23532151.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2727314.0,2.0,,,,,,,,,,,,,,,,,, +136,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-04-19 18:24:00.000,2023-03-20 14:32:03,469.0,5.0,230,47.0,187.0,85.0,140.0,4753,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,25709645.0,1220.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1220.0,25646549.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4542945.0,2.0,,,,,,,,,,,,,,,,,, +137,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-05-09 22:33:31.000,2023-01-16 12:56:18,319.0,,232,52.0,193.0,133.0,184.0,3412,2022-12-18 09:18:01.579,0.7.0,41.0,52.0,33,True,databases,conda-forge/databases,,,402671.0,18870.0,18735.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,135.0,399200.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,177048.0,3.0,,,,,,,,,,,,,,,,,, +138,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-05-16 15:06:35.000,2022-12-19 03:14:24,1998.0,,220,48.0,186.0,145.0,351.0,2901,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,33,True,dependency-injector,conda-forge/dependency_injector,,,1010250.0,2152.0,2059.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,93.0,1009069.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,23624.0,2.0,,,,,,,,,,,,,,,,,, +139,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-05-04 15:16:59.000,2023-04-17 23:37:12,196.0,5.0,175,27.0,72.0,4.0,81.0,2424,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1214415.0,101645.0,98347.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3298.0,1213512.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,61452.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +140,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-05-15 18:02:23.000,2023-01-30 20:16:12,9680.0,,894,87.0,1708.0,77.0,114.0,1941,2023-01-09 20:58:01.975,3.7.0,70.0,457.0,33,True,apache-libcloud,,,,130732.0,3813.0,2958.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,855.0,130732.0,,,,3.0,,,,,,,,,,,,,,,,,, +141,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,83.0,1906,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,51907150.0,39176.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39173.0,51637870.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,20194300.0,1.0,,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,23.0,,,,,,,,,,,, +142,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,4.0,209,45.0,69.0,32.0,134.0,1853,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,wrapt,conda-forge/wrapt,,,72868602.0,11766.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11766.0,72728674.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,11334193.0,2.0,,,,,,,,,,,,,,,,,, +143,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-31 03:02:53.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,157.0,53.0,84.0,1805,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,163363320.0,6917.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6917.0,163181137.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,14939081.0,3.0,,,,,,,,,,,,,,,,,, +144,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-05-13 21:24:26.000,2023-03-12 20:24:25,450.0,3.0,251,26.0,107.0,13.0,137.0,1677,2023-03-12 20:27:37.000,2.4.0,35.0,60.0,33,True,emoji,conda-forge/emoji,,,1686023.0,57367.0,55950.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1417.0,1685047.0,https://anaconda.org/conda-forge/emoji,2022-11-02 16:35:36.450,49785.0,1.0,,,,,,,,,,,,,,,,,, +145,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,3.0,216,62.0,389.0,121.0,597.0,1403,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,33,True,typing,conda-forge/typing,,,8042291.0,5976.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5976.0,8011544.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2644297.0,2.0,,,,,,,,,,,,,,,,,, +146,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-05-16 11:10:14.000,2023-05-16 11:10:10,1780.0,39.0,216,47.0,770.0,257.0,360.0,1143,2023-02-24 18:17:02.569,2.14.2,67.0,87.0,33,True,zarr,conda-forge/zarr,,,260187.0,2629.0,2278.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,351.0,232615.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2316114.0,2.0,,,,,,,,,,,,,,,,,, +147,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-02-22 17:53:44.000,2023-02-22 17:53:44,1346.0,3.0,155,34.0,156.0,60.0,226.0,1131,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,33,True,jsonpickle,conda-forge/jsonpickle,,,8440355.0,2364.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2364.0,8421154.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1324923.0,3.0,,,,,,,,,,,,,,,,,, +148,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-05-14 21:13:01.000,2023-05-14 21:12:56,446.0,60.0,179,28.0,92.0,59.0,139.0,1090,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,33,True,sshtunnel,conda-forge/sshtunnel,,,4665377.0,5745.0,5443.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,302.0,4663999.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,110279.0,3.0,,,,,,,,,,,,,,,,,, +149,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-05-08 04:10:09.000,2023-04-04 11:45:40,1273.0,9.0,93,32.0,203.0,42.0,191.0,902,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,638186.0,42032.0,40394.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1638.0,597550.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3413488.0,2.0,,,,,,,,,,,,,,,,,, +150,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-05-18 02:45:07.856,2023-05-16 16:33:24,1447.0,29.0,174,97.0,690.0,7.0,219.0,792,2023-05-17 11:02:01.000,5.8.1,122.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,167107.0,4643.0,4417.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,164618.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-05-18 02:45:07.856,176719.0,3.0,,,,,,,,,,,,,,,,,, +151,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,99,23.0,54.0,11.0,93.0,761,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,decorator,conda-forge/decorator,,,63138663.0,448103.0,423813.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24290.0,62890543.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,20345892.0,2.0,,,,,,,,,,,,,,,,,, +152,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-05-16 04:44:06.000,2023-05-16 04:43:58,313.0,74.0,131,16.0,139.0,14.0,120.0,756,2023-04-13 01:35:07.000,0.21.1,38.0,44.0,33,True,validators,conda-forge/validators,,,5535048.0,70283.0,68620.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1663.0,5526309.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,367050.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +153,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-04-26 06:23:40.000,2023-04-06 14:56:18,1101.0,5.0,272,31.0,778.0,4.0,497.0,634,2023-03-24 05:45:10.000,7.1.14,103.0,111.0,33,True,minio,conda-forge/minio,,,1055604.0,4908.0,4510.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,398.0,1052918.0,https://anaconda.org/conda-forge/minio,2023-03-24 06:44:38.269,126268.0,3.0,,,,,,,,,,,,,,,,,, +154,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-04-25 14:03:00.000,2023-04-25 14:03:00,581.0,13.0,100,12.0,105.0,24.0,98.0,430,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,122143285.0,281360.0,274354.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7006.0,122005856.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,11269180.0,3.0,,,,,,,,,,,,,,,,,, +155,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-05-07 20:38:00.000,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,129.0,291,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,47281084.0,107190.0,100138.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,47168519.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,7992136.0,3.0,,,,,,,,,,,,,,,,,, +156,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,32.0,104.0,58.0,65.0,231,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,pyasn1,conda-forge/pyasn1,,,125896647.0,351101.0,336135.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14966.0,125752890.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11644348.0,3.0,,,,,,,,,,,,,,,,,, +157,Activeloop,activeloopai/Hub,"AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for Deep Learning. Store, query, version, & visualize..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-05-18 13:26:02.000,2023-05-17 18:28:58,7455.0,489.0,463,71.0,1910.0,49.0,368.0,5942,2023-05-17 18:26:06.000,3.5.0,154.0,109.0,32,True,hub,,,,7481.0,262.0,208.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,7481.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +158,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-05-13 08:43:22.000,2023-04-04 09:31:55,689.0,4.0,494,105.0,151.0,15.0,285.0,5866,2023-01-14 16:25:06.868,4.7.1,67.0,80.0,32,True,tinydb,conda-forge/tinydb,,,392658.0,11481.0,10624.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,857.0,389153.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,290934.0,2.0,,,,,,,,,,,,,,,,,, +159,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-25 18:23:04.000,2023-03-04 17:45:05,299.0,4.0,557,132.0,186.0,168.0,336.0,5628,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,70065.0,5442.0,5367.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,70065.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +160,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-05-16 13:15:22.000,2023-05-02 12:47:08,965.0,10.0,362,86.0,167.0,,572.0,4480,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,76774.0,1359.0,1186.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,173.0,76279.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,30239.0,2.0,,,,,,,,,,,,,,,,,, +161,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-04-18 14:44:52.000,2023-04-18 14:44:52,516.0,6.0,726,69.0,392.0,79.0,396.0,3361,2023-01-23 22:15:52.000,0.16.0,45.0,131.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19618905.0,726.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,726.0,19481032.0,https://anaconda.org/conda-forge/prometheus_client,2023-01-24 04:49:16.134,10892035.0,3.0,,,,,,,,,,,,,,,,,, +162,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-05-12 20:23:33.000,2022-12-14 22:13:47,1548.0,,340,268.0,1629.0,108.0,485.0,3264,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1016.0,1855399.0,312.0,296.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1849443.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,284935.0,2.0,,,,,,,,,,,,,,,,,, +163,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-04-22 06:02:17.000,2023-04-22 06:02:17,441.0,28.0,272,17.0,109.0,16.0,125.0,3040,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,32,True,gdown,conda-forge/gdown,,,1068407.0,17173.0,16863.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,310.0,1064345.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,178754.0,2.0,,,,,,,,,,,,,,,,,, +164,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-05-15 05:46:43.000,2023-01-19 03:03:16,1011.0,,351,48.0,367.0,80.0,307.0,2868,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,32,True,smart-open,conda-forge/smart_open,,,13077843.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,13054986.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1805742.0,2.0,,,,,,,,,,,,,,,,,, +165,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-05-16 12:46:40.069,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,72.0,2745,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,4951760.0,7248.0,6372.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,876.0,4949715.0,https://anaconda.org/conda-forge/schema,2023-05-16 12:46:40.069,94092.0,2.0,,,,,,,,,,,,,,,,,, +166,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2601,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,77242.0,1398.0,1284.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,70861.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,510503.0,2.0,,,,,,,,,,,,,,,,,, +167,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-05-18 11:43:20.000,2023-05-09 18:02:46,542.0,31.0,187,16.0,506.0,193.0,384.0,2325,2023-05-09 22:05:37.574,0.15.1,66.0,90.0,32,True,pandera,conda-forge/pandera-core,['pandas'],,809779.0,887.0,817.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,70.0,809067.0,https://anaconda.org/conda-forge/pandera-core,2023-05-10 01:20:35.721,22097.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +168,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-05-16 03:51:24.000,2023-04-21 01:44:53,819.0,7.0,412,40.0,618.0,265.0,358.0,2176,2023-04-26 00:01:37.000,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1299930.0,1572.0,1414.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,158.0,1292307.0,https://anaconda.org/conda-forge/pynamodb,2023-04-27 17:47:44.657,343065.0,3.0,,,,,,,,,,,,,,,,,, +169,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,438,98.0,159.0,3.0,,2067,2020-12-11 10:14:20.000,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,18361442.0,157124.0,148663.0,https://pypi.org/project/xlrd,2020-12-11 10:14:20.000,8461.0,18317255.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3269882.0,2.0,,,,,,,,,,,,,,,,,, +170,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-04-21 06:47:01.000,2022-03-15 11:17:01,1020.0,,245,37.0,347.0,134.0,246.0,2020,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2269903.0,13105.0,13026.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,79.0,2269796.0,https://anaconda.org/conda-forge/pypika,2023-04-15 15:29:51.129,2041.0,3.0,,,,,,,,,,,,,,,,,, +171,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-05-16 05:50:13.000,2023-05-16 05:50:12,268.0,7.0,142,27.0,47.0,5.0,219.0,1663,2023-01-22 22:31:46.730,5.3.0,44.0,10.0,32,True,cachetools,conda-forge/cachetools,,,73794211.0,3297.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3297.0,73685271.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8606282.0,1.0,,,,,,,,,,,,,,,,,, +172,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-05-06 02:54:13.000,2023-05-06 02:54:13,1042.0,8.0,83,16.0,553.0,72.0,425.0,1479,2022-12-08 21:01:02.889,2.3.0,144.0,30.0,32,True,omegaconf,conda-forge/omegaconf,,,4694028.0,13091.0,12781.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,310.0,4671268.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,910404.0,3.0,,,,,,,,,,,,,,,,,, +173,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-05-18 13:02:06.000,2023-05-17 19:45:57,1307.0,186.0,220,41.0,548.0,128.0,715.0,1465,2023-05-10 21:12:06.000,1.1.0,96.0,43.0,32,False,sdv,conda-forge/sdv,,,69054.0,226.0,210.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,16.0,68511.0,https://anaconda.org/conda-forge/sdv,2023-05-10 23:42:15.989,9245.0,2.0,,,,,,,,,,,,,,,,,, +174,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,180,50.0,196.0,80.0,370.0,1120,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,837755.0,3459.0,3375.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,835554.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,176127.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +175,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-05-11 01:11:39.000,2023-05-11 01:11:38,1967.0,5.0,136,18.0,153.0,50.0,425.0,1022,2022-12-18 20:26:01.606,23.13.1,186.0,113.0,32,True,keyring,conda-forge/keyring,,,23940770.0,3970.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3970.0,23903308.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,3146883.0,3.0,,,,,,,,,,,,,,,,,, +176,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-05-18 04:47:17.000,2023-05-18 04:47:08,451.0,35.0,136,29.0,433.0,7.0,107.0,1010,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,bcrypt,conda-forge/bcrypt,,,35014015.0,8001.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8001.0,34952503.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3321662.0,3.0,,,,,,,,,,,,,,,,,, +177,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-05-18 01:23:28.000,2023-05-17 00:57:00,1938.0,85.0,129,45.0,401.0,99.0,243.0,897,2023-03-11 21:23:00.619,0.6.8,27.0,81.0,32,True,intake,conda-forge/intake,,,84304.0,1238.0,1120.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,118.0,76889.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,400439.0,2.0,,,,,,,,,,,,,,,,,, +178,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-04-19 04:42:53.000,2023-04-19 04:35:31,1002.0,48.0,43,15.0,74.0,2.0,84.0,748,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,32,True,natsort,conda-forge/natsort,,,3183566.0,20693.0,19502.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1191.0,3167158.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1214237.0,3.0,,,,,,,,,,,,,,,,,, +179,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-05-10 16:01:26.000,2023-05-10 16:01:05,348.0,7.0,119,60.0,334.0,50.0,250.0,363,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,290.0,6947330.0,7186.0,6867.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,319.0,6923108.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1792176.0,3.0,,,,,,,,,,,,,,,,,, +180,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,331,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,35666877.0,409138.0,395765.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13373.0,35466013.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,17876911.0,3.0,,,,,,,,,,,,,,,,,, +181,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-05-16 19:47:14.000,2023-05-03 23:37:59,763.0,24.0,59,21.0,368.0,173.0,232.0,323,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,32,True,param,conda-forge/param,,,446792.0,6832.0,6690.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,142.0,431062.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1148362.0,2.0,,,,,,,,,,,,,,,,,, +182,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-05-18 06:57:01.000,2023-05-14 23:41:19,6210.0,562.0,586,89.0,1139.0,143.0,549.0,3478,2023-04-12 02:29:00.815,0.3.1,63.0,237.0,31,True,toga,,,1510.0,2245.0,37.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,35.0,2025.0,,,,3.0,,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,5.0,,,,,,,,,,,, +183,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-02-11 18:01:11.000,2023-01-31 21:17:34,775.0,,395,79.0,68.0,354.0,190.0,3389,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,31,True,keyboard,conda-forge/keyboard,,,456631.0,11177.0,10744.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,433.0,455860.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,17736.0,2.0,,,,,,,,,,,,,,,,,, +184,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-04-17 05:05:18.000,2022-12-15 14:28:13,3987.0,,233,86.0,76.0,313.0,327.0,3231,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,52.0,71390.0,3791.0,3428.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,363.0,70209.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,89770.0,3.0,,,,,,,,,,,,,,,,,, +185,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-05-11 06:40:13.000,2023-05-11 06:39:41,983.0,15.0,138,75.0,52.0,6.0,71.0,3071,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,31,True,funcy,conda-forge/funcy,,,1394642.0,8219.0,7602.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,617.0,1390287.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,330990.0,3.0,,,,,,,,,,,,,,,,,, +186,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-05-15 15:03:38.000,2023-05-11 21:16:52,1625.0,23.0,97,39.0,1219.0,64.0,339.0,2746,2023-04-21 13:15:57.804,0.20.0,22.0,43.0,31,True,returns,conda-forge/returns,,,85206.0,405.0,349.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,56.0,84991.0,https://anaconda.org/conda-forge/returns,2023-04-22 19:15:30.176,5177.0,3.0,,,,,,,,,,,,,,,,,, +187,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-04-21 17:19:05.000,2023-04-20 15:32:17,760.0,2.0,194,61.0,88.0,70.0,278.0,1945,2022-10-26 03:44:13.980,2.8.4,46.0,64.0,31,True,numexpr,conda-forge/numexpr,,208.0,3622569.0,3089.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3089.0,3543577.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6398203.0,3.0,,,,,,,,,,,,,,,,,, +188,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-05-15 18:03:11.000,2023-04-18 15:21:13,2251.0,24.0,176,41.0,364.0,26.0,260.0,1793,2023-04-18 16:10:45.643,4.4.1,180.0,57.0,31,True,pyscaffold,conda-forge/pyscaffold,,,267318.0,62.0,,https://pypi.org/project/pyscaffold,2023-01-23 12:15:02.953,62.0,265360.0,https://anaconda.org/conda-forge/pyscaffold,2023-04-18 20:14:37.024,166464.0,2.0,,,,,,,,,,,,,,,,,, +189,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1656,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,31,True,humanize,conda-forge/humanize,,,4524748.0,1967.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1967.0,4520125.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,383758.0,2.0,,,,,,,,,,,,,,,,,, +190,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,497,99.0,401.0,142.0,379.0,1641,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1598356.0,8285.0,7030.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1255.0,1595170.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,117886.0,3.0,,,,,,,,,,,,,,,,,, +191,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-10 16:17:16.000,2023-05-10 16:17:15,1092.0,5.0,206,46.0,176.0,52.0,335.0,1433,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1379398.0,1917.0,1825.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,92.0,1379398.0,,,,3.0,,,,,,,,,,,,,,,,,, +192,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,4.0,95,33.0,67.0,3.0,64.0,1335,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,10584416.0,2819.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2819.0,10565648.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1501490.0,2.0,,,,,,,,,,,,,,,,,, +193,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-04-26 15:25:38.000,2023-04-26 15:25:35,796.0,52.0,56,25.0,39.0,85.0,71.0,1234,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,31,True,strictyaml,conda-forge/strictyaml,,,491654.0,1728.0,1504.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,224.0,488397.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,198695.0,3.0,,,,,,,,,,,,,,,,,, +194,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,,94,69.0,94.0,49.0,59.0,977,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,appdirs,conda-forge/appdirs,,,13058242.0,252913.0,237898.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15015.0,12955941.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8797937.0,3.0,,,,,,,,,,,,,,,,,, +195,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-05-16 11:06:40.000,2023-05-16 11:00:21,599.0,8.0,121,21.0,223.0,42.0,111.0,943,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,60617912.0,10323.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10323.0,60353342.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,19313641.0,2.0,,,,,,,,,,,,,,,,,, +196,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-04-16 02:45:49.000,2023-03-28 20:26:40,1267.0,7.0,240,18.0,209.0,24.0,300.0,846,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,31,True,fastcore,conda-forge/fastcore,,,574074.0,3762.0,3477.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,285.0,571590.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,42238.0,2.0,,,,,,,,,,,,,,,,,, +197,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-05-11 01:19:43.000,2023-05-11 01:19:42,858.0,26.0,87,23.0,85.0,18.0,81.0,814,2023-04-06 02:04:12.666,6.0.4,44.0,49.0,31,True,inflect,conda-forge/inflect,,,3405621.0,972.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,972.0,3401295.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,315821.0,2.0,,,,,,,,,,,,,,,,,, +198,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-05-12 23:58:03.000,2023-04-25 00:03:07,1142.0,9.0,81,17.0,712.0,15.0,121.0,339,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,3444.0,69600571.0,3127.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3127.0,69473917.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,9116068.0,2.0,,,,,,,,,,,,,,,,,, +199,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-05-16 11:22:48.576,2023-05-15 12:10:27,298.0,34.0,56,6.0,68.0,2.0,77.0,163,2023-05-15 12:10:46.030,5.0.1,44.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,28148074.0,3749.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3749.0,28122982.0,https://anaconda.org/conda-forge/tzlocal,2023-05-16 11:22:48.576,2082690.0,3.0,,,,,,,,,,,,,,,,,, +200,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-05-17 19:18:47.000,2023-05-16 09:56:46,742.0,23.0,45,45.0,607.0,25.0,156.0,51,2023-05-16 10:05:00.731,2.18.1,71.0,64.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4158506.0,2851.0,2839.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,12.0,4156831.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-05-16 14:29:31.176,82116.0,3.0,,,,,,,,,,,,,,,,,, +201,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-05-11 01:20:59.000,2023-05-11 01:20:58,605.0,19.0,33,4.0,36.0,2.0,56.0,37,2023-02-25 02:18:04.386,3.15.0,45.0,21.0,31,False,zipp,conda-forge/zipp,,,133272872.0,3903.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3903.0,132740405.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,27155847.0,3.0,,,,,,,,,,,,,,,,,, +202,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-05-10 20:58:27.000,2023-02-21 11:02:54,236.0,2.0,410,133.0,233.0,225.0,146.0,9899,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,30,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,394449.0,6039.0,5909.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,130.0,393905.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,11428.0,3.0,,,,,,,,,,,,,,,,,, +203,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-04-25 19:45:50.000,2022-12-08 17:33:49,3607.0,,590,142.0,967.0,486.0,769.0,7905,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,258.0,57263.0,516.0,492.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,55187.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,163918.0,3.0,,,,,,,,,,,,,,,,,, +204,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,91.0,180.0,11.0,420.0,4883,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,414377.0,3280.0,3013.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,267.0,405396.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,422138.0,1.0,,,,,,,,,,,,,,,,,, +205,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-03-09 03:31:41.000,2023-01-30 08:55:46,707.0,,285,101.0,134.0,27.0,259.0,4523,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,30,True,dataset,conda-forge/dataset,,,55201.0,3619.0,3041.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,578.0,54989.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5528.0,3.0,,,,,,,,,,,,,,,,,, +206,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3141,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,30,False,blaze,conda-forge/blaze,,,7450.0,9882.0,9064.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,4531.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201417.0,3.0,,,,,,,,,,,,,,,,,, +207,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-05-16 07:34:58.000,2023-05-15 16:19:03,1139.0,24.0,579,176.0,458.0,94.0,475.0,2971,2023-05-16 09:35:39.748,1.81.2,93.0,80.0,30,False,arctic,conda-forge/arctic,,199.0,7469.0,254.0,219.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,35.0,6915.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,26510.0,3.0,,,,,,,,,,,,,,,,,, +208,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-05-18 12:43:20.000,2023-05-10 09:16:15,5582.0,181.0,294,40.0,1347.0,20.0,167.0,2860,2023-05-10 10:58:02.805,0.39.1,91.0,67.0,30,True,zenml,,,1.0,4670.0,104.0,101.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,4670.0,,,,2.0,,,,,,,,,,,,,,,,,, +209,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2555,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,152280.0,1894.0,1506.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,388.0,151730.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25340.0,3.0,,,,,,,,,,,,,,,,,, +210,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-05-04 19:55:11.000,2023-05-04 19:54:25,215.0,5.0,260,49.0,56.0,40.0,109.0,1955,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,30,True,datasketch,,,19.0,992772.0,792.0,729.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,992772.0,,,,3.0,,,,,,,,,,,,,,,,,, +211,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-05-17 08:25:54.000,2022-10-18 10:59:07,785.0,,172,44.0,217.0,103.0,271.0,1852,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1448230.0,590.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,590.0,1439343.0,https://anaconda.org/conda-forge/fs,2023-05-09 16:38:48.222,604349.0,3.0,,,,,,,,,,,,,,,,,, +212,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,1.0,203,39.0,237.0,41.0,201.0,1767,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,30,True,voluptuous,conda-forge/voluptuous,,,2195186.0,14548.0,13194.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1354.0,2191744.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,282260.0,3.0,,,,,,,,,,,,,,,,,, +213,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-05-09 15:25:56.000,2023-05-09 15:25:51,1025.0,5.0,310,71.0,394.0,102.0,364.0,1452,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,143744.0,236.0,211.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,142369.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,67407.0,2.0,,,,,,,,,,,,,,,,,, +214,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-05-16 07:49:12.000,2023-05-16 07:49:10,477.0,9.0,81,23.0,230.0,29.0,64.0,1057,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,30,True,cleo,conda-forge/cleo,,,11138205.0,14996.0,14769.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,227.0,11130181.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,457370.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +215,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,75.0,21.0,40.0,600.0,858,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2699833.0,7618.0,7300.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2692150.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,399517.0,3.0,,,,,,,,,,,,,,,,,, +216,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-05-15 22:07:12.000,2023-05-11 19:38:11,563.0,35.0,129,22.0,447.0,41.0,241.0,846,2023-04-23 16:17:01.440,0.12.1,42.0,40.0,30,True,aiocache,,,4.0,213717.0,1849.0,1729.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,120.0,213717.0,,,,2.0,,,,,,,,,,,,,,,,,, +217,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-05-01 05:41:01.000,2020-10-21 17:48:31,219.0,,74,14.0,255.0,46.0,25.0,668,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12954695.0,40127.0,38053.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2074.0,12887415.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,4978751.0,2.0,,,,,,,,,,,,,,,,,, +218,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-05-16 06:22:31.000,2023-05-16 06:22:29,505.0,15.0,329,36.0,250.0,37.0,122.0,638,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,221176.0,4295.0,3012.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1283.0,220901.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20644.0,3.0,,,,,,,,,,,,,,,,,, +219,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-20 12:56:54.000,2023-04-20 12:56:54,294.0,5.0,31,10.0,65.0,2.0,25.0,359,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,4058548.0,28204.0,27926.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,4035236.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1188939.0,3.0,,,,,,,,,,,,,,,,,, +220,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2018-06-07 13:52:28.873,2023-05-11 01:12:32.000,2023-05-11 01:12:31,782.0,9.0,34,12.0,49.0,3.0,229.0,45,2023-02-17 22:33:05.683,5.12.0,61.0,35.0,30,False,importlib-resources,conda-forge/importlib_resources,,,54613421.0,1194.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1194.0,54405423.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,12271923.0,2.0,,,,,,,,,,,,,,,,,, +221,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-05-06 08:45:48.000,2023-04-04 13:18:36,954.0,6.0,4463,641.0,745.0,200.0,100.0,22559,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,6021.0,98.0,82.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,5962.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1484.0,3.0,,,,,,,,,,,,,,,,,, +222,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-04-26 03:25:42.000,2022-05-08 04:08:19,743.0,,937,275.0,290.0,150.0,451.0,17579,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,True,gooey,conda-forge/gooey,,434.0,7241.0,835.0,757.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,5861.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,65822.0,3.0,,,,,,,,,,,,,,,,,, +223,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-05-02 15:11:50.000,2023-03-13 16:40:40,326.0,1.0,573,187.0,90.0,64.0,82.0,6972,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,233964.0,1193.0,1015.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,233641.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23640.0,3.0,,,,,,,,,,,,,,,,,, +224,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-04-27 01:44:05.000,2023-02-17 21:58:39,2685.0,1.0,847,174.0,737.0,21.0,958.0,5495,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,29,True,snorkel,conda-forge/snorkel,,1019.0,49423.0,314.0,301.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,48520.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,40976.0,3.0,,,,,,,,,,,,,,,,,, +225,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,221.0,90.0,231.0,43.0,5012,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,202659.0,4701.0,3899.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,802.0,202294.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,29581.0,3.0,,,,,,,,,,,,,,,,,, +226,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-05-04 15:10:37.000,2023-04-26 17:14:17,3005.0,15.0,210,29.0,266.0,141.0,703.0,3074,2023-04-13 23:09:00.670,0.22.3,110.0,73.0,29,True,ploomber,conda-forge/ploomber,,,7655.0,85.0,79.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,5077.0,https://anaconda.org/conda-forge/ploomber,2023-04-14 13:59:08.113,59316.0,3.0,,,,,,,,,,,,,,,,,, +227,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-05-14 07:49:12.000,2022-07-17 20:23:59,289.0,,410,95.0,109.0,31.0,127.0,2714,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,232239.0,5793.0,5637.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,230523.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,51488.0,3.0,,,,,,,,,,,,,,,,,, +228,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2360,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,17.0,2950614.0,5738.0,5371.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,367.0,2945812.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,393814.0,2.0,,,,,,,,,,,,,,,,,, +229,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-05-15 21:06:21.000,2023-05-15 20:46:13,3835.0,29.0,308,31.0,309.0,135.0,534.0,2316,2023-05-15 21:07:09.000,2.7,208.0,91.0,29,True,pyinfra,,,,21917.0,90.0,79.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,21917.0,,,,3.0,,,,,,,,,,,,,,,,,, +230,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-05-17 22:08:08.000,2023-05-17 00:01:38,660.0,97.0,95,30.0,891.0,23.0,334.0,2218,2023-05-16 23:53:00.556,1.1.41,232.0,21.0,29,True,whylogs,,,42.0,48246.0,96.0,89.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,7.0,48245.0,,,,3.0,,,,,,,,,,,,,,,,,, +231,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-05-18 12:17:09.000,2023-05-17 03:48:06,2238.0,20.0,148,95.0,1928.0,162.0,1332.0,1698,2021-07-02 00:15:35.000,1.0.0,16.0,35.0,29,True,datatable,conda-forge/datatable,,1874.0,81367.0,23.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,23.0,80633.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,20519.0,3.0,,,,,,,,,,,,,,,,,, +232,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,9.0,57,23.0,98.0,111.0,66.0,1692,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1299894.0,1157.0,1049.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,108.0,1299410.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,21318.0,2.0,,,,,,,,,,,,,,,,,, +233,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-05-01 12:04:20.000,2023-04-01 12:30:24,609.0,8.0,55,15.0,217.0,3.0,51.0,1276,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,29,True,bidict,conda-forge/bidict,,,1453426.0,14013.0,13533.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,480.0,1450171.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,260444.0,2.0,,,,,,,,,,,,,,,,,, +234,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2022-11-10 14:50:05.000,2021-12-10 09:37:17,2933.0,,218,48.0,177.0,25.0,757.0,1176,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,False,py2neo,conda-forge/py2neo,,,157809.0,634.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,634.0,156999.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,57525.0,3.0,,,,,,,,,,,,,,,,,, +235,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,306,52.0,209.0,28.0,265.0,1084,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3723.0,2024673.0,1777.0,1559.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,2024637.0,,,,3.0,,,,,,,,,,,,,,,,,, +236,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-05-17 00:03:03.000,2023-05-16 07:39:04,737.0,68.0,41,12.0,195.0,9.0,79.0,1066,2023-05-16 07:42:01.096,0.30.1,58.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,734311.0,1408.0,1381.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,27.0,730105.0,https://anaconda.org/conda-forge/python-benedict,2023-03-22 03:42:51.330,126197.0,2.0,,,,,,,,,,,,,,,,,, +237,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-05-18 10:30:12.000,2023-05-18 10:30:12,1158.0,121.0,124,19.0,675.0,61.0,311.0,1051,2023-04-19 17:40:54.301,7.2.0,53.0,56.0,29,True,copier,,,,40200.0,432.0,409.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,23.0,40200.0,,,,3.0,,,,,,,,,,,,,,,,,, +238,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,117,22.0,52.0,40.0,123.0,812,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,502387.0,15836.0,15521.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,315.0,501619.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,28442.0,2.0,,,,,,,,,,,,,,,,,, +239,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-05-15 11:44:51.739,2023-05-14 12:42:48,178.0,3.0,79,25.0,50.0,11.0,38.0,669,2023-05-14 12:30:42.281,3.0.0,15.0,27.0,29,True,munch,conda-forge/munch,,,4866206.0,836.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,836.0,4827813.0,https://anaconda.org/conda-forge/munch,2023-05-15 11:44:51.739,3301879.0,2.0,,,,,,,,,,,,,,,,,, +240,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-04-07 19:00:28.000,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,667,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,7226297.0,9383.0,8149.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1234.0,7224377.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,153657.0,3.0,,,,,,,,,,,,,,,,,, +241,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,27.0,45.0,5.0,90.0,510,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,4270653.0,16831.0,14641.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,4254613.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1315360.0,3.0,,,,,,,,,,,,,,,,,, +242,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-04-24 18:02:49.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,73.0,12.0,92.0,478,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,1027188.0,4249.0,3981.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,268.0,1011314.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1206476.0,3.0,,,,,,,,,,,,,,,,,, +243,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-05-17 11:04:38.000,2023-01-18 22:27:43,225.0,,69,16.0,85.0,67.0,96.0,292,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,configobj,conda-forge/configobj,,68.0,2359111.0,29522.0,26138.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3384.0,2348257.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,629547.0,3.0,,,,,,,,,,,,,,,,,, +244,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,48,8.0,43.0,17.0,21.0,125,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,64713597.0,41922.0,39713.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2209.0,64664031.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4262683.0,3.0,,,,,,,,,,,,,,,,,, +245,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-05-16 12:29:45.000,2023-04-20 07:34:24,1856.0,11.0,562,131.0,1263.0,193.0,1047.0,7089,2023-02-23 18:30:37.000,1.3.2,22.0,111.0,28,True,hydra,conda-forge/hydra-core,,,24712.0,9.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,8853.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,618525.0,3.0,,,,,,,,,,,,,,,,,, +246,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,1.0,549,141.0,293.0,280.0,241.0,6544,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,28,True,faust,,,,26126.0,1564.0,1533.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,26126.0,,,,3.0,,,,,,,,,,,,,,,,,, +247,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,149.0,292.0,119.0,175.0,6044,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,28,True,powerline-shell,,,,9460.0,102.0,98.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,9460.0,,,,3.0,,,,,,,,,,,,,,,,,, +248,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-04-21 16:44:01.127,2023-04-16 13:04:15,1085.0,1.0,241,65.0,81.0,24.0,263.0,3322,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,28,True,asciimatics,conda-forge/asciimatics,,,56793.0,961.0,846.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,54634.0,https://anaconda.org/conda-forge/asciimatics,2023-04-21 16:44:01.127,131745.0,3.0,,,,,,,,,,,,,,,,,, +249,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,637,143.0,443.0,135.0,396.0,2650,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,28,False,pandas-datareader,conda-forge/pandas-datareader,,,429654.0,839.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,839.0,425760.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,284283.0,3.0,,,,,,,,,,,,,,,,,, +250,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2564,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,21814.0,2192.0,2146.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,46.0,21814.0,,,,3.0,,,,,,,,,,,,,,,,,, +251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-04-22 20:10:46.000,2023-04-17 20:41:44,153.0,2.0,114,23.0,106.0,48.0,42.0,1800,2021-11-03 08:11:33.000,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,279488.0,6106.0,6019.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,87.0,279016.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,17009.0,3.0,,,,,,,,,,,,,,,,,, +252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1387,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,891345.0,10292.0,8781.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1511.0,887645.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,266405.0,3.0,,,,,,,,,,,,,,,,,, +253,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-05-18 10:59:11.000,2023-05-13 22:43:54,752.0,25.0,44,15.0,405.0,151.0,157.0,1143,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,28,True,prisma,,,,17193.0,241.0,238.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,3.0,17193.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-05-16 22:41:28.000,2022-08-15 22:23:51,507.0,,66,17.0,164.0,34.0,80.0,1080,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,898329.0,9201.0,8876.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,897087.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,36024.0,3.0,,,,,,,,,,,,,,,,,, +255,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-05-16 18:20:44.000,2023-05-16 15:37:54,1676.0,28.0,69,11.0,389.0,101.0,215.0,1024,2023-05-16 15:45:41.440,0.111.1,230.0,40.0,28,True,piccolo,,,,12968.0,266.0,256.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,12968.0,,,,3.0,,,,,,,,,,,,,,,,,, +256,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-30 23:15:24.000,2023-04-27 07:43:18,748.0,85.0,78,13.0,130.0,34.0,94.0,836,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,28,True,mss,conda-forge/python-mss,,,297003.0,241.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,241.0,296314.0,https://anaconda.org/conda-forge/python-mss,2023-04-20 07:59:29.075,24132.0,3.0,,,,,,,,,,,,,,,,,, +257,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-05-15 15:15:15.000,2023-04-19 21:04:26,165.0,30.0,83,26.0,39.0,5.0,67.0,771,2023-04-16 01:30:05.685,2.0.0,26.0,18.0,28,False,email-validator,conda-forge/email-validator,,,6891731.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,6889414.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,78794.0,3.0,,,,,,,,,,,,,,,,,, +258,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-05-03 19:47:11.000,2023-05-03 19:47:11,818.0,2.0,136,25.0,105.0,64.0,59.0,509,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,307029.0,5939.0,4582.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1357.0,306101.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,68741.0,3.0,,,,,,,,,,,,,,,,,, +259,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-05-03 07:41:22.000,2023-05-03 07:41:22,164.0,9.0,36,8.0,28.0,23.0,29.0,234,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10550336.0,2763.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2763.0,10407712.0,https://anaconda.org/conda-forge/send2trash,2023-04-27 13:24:41.453,9127963.0,3.0,,,,,,,,,,,,,,,,,, +260,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,181,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,True,ordered-set,conda-forge/ordered-set,,,8147918.0,7959.0,7591.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,368.0,8144125.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,322481.0,3.0,,,,,,,,,,,,,,,,,, +261,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-05-15 21:35:32.000,2022-03-10 10:33:50,585.0,,498,84.0,240.0,96.0,129.0,3497,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,139531.0,120.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,120.0,139280.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,20126.0,3.0,,,,,,,,,,,,,,,,,, +262,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-05-06 17:03:04.371,2023-05-02 20:40:06,191.0,3.0,186,30.0,48.0,75.0,121.0,3041,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,364010.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,363144.0,https://anaconda.org/conda-forge/pandarallel,2023-05-06 17:03:04.371,19928.0,3.0,,,,,,,,,,,,,,,,,, +263,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-05-17 22:19:53.000,2022-10-12 16:46:46,523.0,,120,48.0,49.0,9.0,121.0,2170,2021-01-12 19:21:07.000,1.4.3,14.0,27.0,27,True,pyfunctional,,,,271074.0,629.0,610.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,271074.0,,,,3.0,,,,,,,,,,,,,,,,,, +264,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-05-01 19:18:06.000,2023-05-01 19:18:06,5564.0,15.0,497,108.0,905.0,574.0,913.0,1992,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,125.0,27,False,wx,conda-forge/wxpython,,3067.0,8881.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-03-11 05:42:42.678,627106.0,3.0,,,,,,,,,,,,,,,,,, +265,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1874,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2593.0,195.0,159.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2593.0,,,,3.0,,,,,,,,,,,,,,,,,, +266,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,32.0,48.0,51.0,13.0,1871,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,retrying,conda-forge/retrying,,,7689997.0,2196.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2196.0,7673186.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1344940.0,3.0,,,,,,,,,,,,,,,,,, +267,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-05-05 07:35:14.000,2023-05-05 07:35:03,2700.0,15.0,132,52.0,295.0,42.0,189.0,1477,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,27,False,enaml,conda-forge/enaml,,366.0,4371.0,297.0,213.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,84.0,2200.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,142979.0,3.0,,,,,,,,,,,,,,,,,, +268,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1234,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,pandasql,conda-forge/pandasql,['pandas'],,1494492.0,2117.0,2035.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1479649.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,341389.0,3.0,,,,,,,,,,,,,,,,,, +269,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-05-11 01:19:25.000,2023-05-11 01:19:24,1162.0,5.0,137,40.0,81.0,3.0,128.0,1049,2022-11-30 22:49:22.305,16.6.0,18.0,49.0,27,True,path,conda-forge/path,,,890857.0,127.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,127.0,881259.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,393555.0,3.0,,,,,,,,,,,,,,,,,, +270,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,126,29.0,74.0,35.0,69.0,1019,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,227029.0,3386.0,3168.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,218.0,225707.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,71441.0,3.0,,,,,,,,,,,,,,,,,, +271,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,,115,17.0,60.0,23.0,104.0,797,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,586112.0,1899.0,1781.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,118.0,583244.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,186441.0,3.0,,,,,,,,,,,,,,,,,, +272,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-04-27 17:17:03.000,2023-04-17 15:58:45,1346.0,51.0,47,17.0,131.0,3.0,11.0,680,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,27,True,ubelt,conda-forge/ubelt,,,17043.0,2596.0,2529.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,67.0,14694.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,46980.0,3.0,,,,,,,,,,,,,,,,,, +273,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,643,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2603650.0,13044.0,11578.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1466.0,2596450.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,583280.0,3.0,,,,,,,,,,,,,,,,,, +274,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,600,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,208739.0,984.0,752.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,207053.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,139991.0,3.0,,,,,,,,,,,,,,,,,, +275,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,563,,,8.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,9332928.0,54902.0,52531.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2371.0,9165262.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,10059973.0,3.0,,,,,,,,,,,,,,,,,, +276,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,154.0,232595.0,6948.0,4559.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2389.0,230085.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,204507.0,3.0,,,,,,,,,,,,,,,,,, +277,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,463,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,pyscreenshot,,,,92892.0,2195.0,1939.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,256.0,92892.0,,,,3.0,,,,,,,,,,,,,,,,,, +278,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-05-17 17:33:14.000,2023-05-17 00:58:32,6103.0,266.0,30,10.0,234.0,35.0,525.0,341,2023-05-09 01:51:38.000,1.4.2,179.0,21.0,27,True,static-frame,conda-forge/static-frame,,,7426.0,20.0,18.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,2347.0,https://anaconda.org/conda-forge/static-frame,2023-05-10 17:05:28.631,259052.0,3.0,12.0,,,,,,,,,,,,static-frame/static-frame,,,,, +279,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,175176.0,1102.0,1028.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,74.0,174440.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,52289.0,3.0,,,,,,,,,,,,,,,,,, +280,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,11.0,28.0,6.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,futures,conda-forge/futures,,,9679928.0,45671.0,37635.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8036.0,9664578.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1243395.0,3.0,,,,,,,,,,,,,,,,,, +281,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,53,105.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,cloudant,conda-forge/cloudant,,,102918.0,2341.0,2052.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,289.0,101610.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,104708.0,3.0,,,,,,,,,,,,,,,,,, +282,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,26,6.0,45.0,4.0,36.0,72,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,6271486.0,60727.0,56384.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4343.0,6241775.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2436305.0,3.0,,,,,,,,,,,,,,,,,, +283,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3126,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1787.0,144.0,123.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,586.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,98514.0,3.0,,,,,,,,,,,,,,,,,, +284,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,100,30.0,79.0,13.0,122.0,2268,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,352382.0,968.0,925.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,43.0,348299.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,200081.0,3.0,,,,,,,,,,,,,,,,,, +285,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-05-16 19:09:56.000,2023-04-28 19:54:47,279.0,4.0,214,28.0,126.0,74.0,109.0,2218,2023-01-07 01:51:08.612,1.41.0,83.0,22.0,26,True,img2dataset,,,976.0,18164.0,41.0,40.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,18118.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-05-10 09:20:53.000,2023-03-19 12:02:21,374.0,1.0,129,30.0,215.0,57.0,139.0,1572,2022-12-02 13:23:00.600,0.25.0,59.0,53.0,26,True,arq,conda-forge/arq,,,42966.0,413.0,396.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,17.0,42686.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,7007.0,3.0,,,,,,,,,,,,,,,,,, +287,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,219,103.0,173.0,72.0,264.0,1483,2022-01-10 21:46:17.000,4.1.2,50.0,43.0,26,True,streamparse,,,,4235.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,4235.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,20.0,18.0,1124,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,26,False,singer-python,,,,675050.0,351.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,351.0,675050.0,,,,3.0,,,,,,,,,,,,,,,,,, +289,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,52,24.0,61.0,14.0,33.0,1028,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1291624.0,5836.0,5719.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,117.0,1276426.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,911889.0,3.0,,,,,,,,,,,,,,,,,, +290,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,949,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,16478.0,2396.0,1889.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,12080.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,329901.0,3.0,,,,,,,,,,,,,,,,,, +291,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-05-17 05:02:53.000,2023-05-17 05:02:52,657.0,30.0,44,22.0,495.0,5.0,33.0,698,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,313845.0,106.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,106.0,313557.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13536.0,3.0,,,,,,,,,,,,,,,,,, +292,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-05-12 13:15:56.000,2023-05-12 13:15:42,9885.0,39.0,42,14.0,9.0,6.0,8.0,470,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,pandas-summary,,['pandas'],,74785.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,74785.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +293,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-05-16 22:47:55.000,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,437,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,28972.0,12994.0,12980.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,28765.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,4141.0,3.0,,,,,,,,,,,,,,,,,, +294,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-05-18 10:00:57.000,2023-05-18 08:56:44,3376.0,83.0,32,17.0,73.0,17.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,540.0,66.0,26,True,dbnd,,,,70838.0,58.0,34.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,70838.0,,,,3.0,,,,,,,,,,,,,,,,,, +295,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,188,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,31950530.0,12993.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12993.0,31797497.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,13007864.0,3.0,,,,,,,,,,,,,,,,,, +296,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-20 13:13:11.000,2023-04-20 13:13:11,123.0,2.0,22,8.0,48.0,4.0,7.0,154,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,3981839.0,24373.0,24301.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,72.0,3957973.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,1002395.0,3.0,,,,,,,,,,,,,,,,,, +297,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,263.0,1762.0,57,2023-03-11 17:00:14.601,3.1.2,104.0,,26,False,openpyxl,openpyxl,,,51106247.0,7652.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7622.0,51104436.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,161825.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1217.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +298,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,12,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11736676.0,70352.0,67627.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2725.0,11724175.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1087594.0,3.0,,,,,,,,,,,,,,,,,, +299,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-04-18 21:34:19.071,2023-02-22 03:50:44,49.0,1.0,96,34.0,97.0,18.0,137.0,2200,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,33.0,1347977.0,336.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,336.0,1341353.0,https://anaconda.org/conda-forge/python-box,2023-04-18 21:34:19.071,404119.0,3.0,,,,,,,,,,,,,,,,,, +300,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1549,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,4648.0,193.0,159.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,34.0,4648.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2436.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2436.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,39.0,126.0,22.0,202.0,1107,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,348.0,391645.0,235.0,202.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,391642.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-04-12 21:10:58.000,2022-09-12 17:36:02,282.0,,50,9.0,26.0,16.0,69.0,586,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,352663.0,1068.0,1046.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,22.0,350596.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,64088.0,3.0,,,,,,,,,,,,,,,,,, +304,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-09 05:18:48.000,2023-04-03 13:37:05,249.0,24.0,50,7.0,53.0,15.0,50.0,442,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,11821.0,414.0,385.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,29.0,11821.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +305,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-04-24 17:15:23.000,2023-04-24 17:14:36,354.0,27.0,28,6.0,123.0,2.0,77.0,138,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,83816.0,758.0,713.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,83022.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,35734.0,3.0,,,,,,,,,,,,,,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,174,86.0,81.0,22.0,82.0,3939,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,3618.0,132.0,56.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,76.0,3618.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-05-15 21:35:18.000,2023-05-01 22:05:49,6410.0,2.0,221,42.0,1031.0,8.0,208.0,1362,2020-07-19 03:20:20.000,2.2.32,87.0,26.0,24,True,optimuspyspark,,['spark'],,16602.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,16602.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,144,42.0,10.0,1.0,12.0,1054,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,585316.0,1983.0,1813.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,580829.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,287182.0,3.0,,,,,,,,,,,,,,,,,, +309,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,129,10.0,22.0,25.0,19.0,622,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,3950423.0,2767.0,2551.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,216.0,3950056.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,10290.0,3.0,,,,,,,,,,,,,,,,,, +310,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,10.0,98.0,452,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,24,True,hickle,conda-forge/hickle,,,30081.0,596.0,505.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,29658.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,22010.0,3.0,,,,,,,,,,,,,,,,,, +311,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2022-10-22 16:47:21.000,2019-11-13 07:35:33,601.0,,105,43.0,110.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,14087.0,404.0,280.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,14087.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-05-17 04:25:11.000,2023-05-01 07:49:26,882.0,16.0,22,14.0,157.0,6.0,11.0,316,2023-05-01 07:50:49.986,17.2.2,236.0,16.0,24,True,aiomisc,,,,18935.0,349.0,313.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,36.0,18935.0,,,,3.0,,,,,,,,,,,,,,,,,, +313,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,55.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,pyhdb,,,92.0,544561.0,186.0,165.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,21.0,544560.0,,,,3.0,,,,,,,,,,,,,,,,,, +314,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-02-07 20:22:06.000,2022-11-21 22:08:41,73.0,,27,10.0,47.0,20.0,34.0,300,2022-08-17 14:01:02.972,0.8.0,11.0,17.0,24,True,typing_inspect,conda-forge/typing_inspect,,,19103618.0,296.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,296.0,19073849.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1458725.0,3.0,,,,,,,,,,,,,,,,,, +315,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-05-12 13:45:55.000,2023-05-04 11:34:17,5318.0,68.0,42,13.0,587.0,33.0,78.0,188,2023-05-04 11:36:38.000,0.8.2,15.0,33.0,24,True,batchflow,,,,1210.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,1210.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-05-01 17:28:22.000,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,56.0,122088.0,2590.0,2395.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,121719.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,24777.0,3.0,,,,,,,,,,,,,,,,,, +317,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,89,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,110.0,102638.0,5598.0,4275.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1323.0,102007.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,53013.0,3.0,,,,,,,,,,,,,,,,,, +318,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,15921051.0,7979.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7979.0,15756993.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,13944992.0,3.0,,,,,,,,,,,,,,,,,, +319,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,39.0,22.0,20.0,11.0,1540,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,commonregex,,,,162141.0,177.0,155.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,162141.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-05-15 20:54:47.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,40.0,21.0,46.0,1413,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,22081.0,104.0,93.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,21694.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,13161.0,3.0,,,,,,,,,,,,,,,,,, +321,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1346,2021-12-15 14:38:46.326,0.10.1,14.0,10.0,23,False,pinject,conda-forge/pinject,,,62533.0,171.0,150.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,62362.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3428.0,3.0,,,,,,,,,,,,,,,,,, +322,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-05-15 10:56:46.000,2023-04-20 09:57:10,314.0,7.0,70,44.0,216.0,39.0,38.0,1279,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,23,True,tasktiger,,,,604.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,604.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-04-26 00:23:51.000,2023-04-26 00:23:22,952.0,3.0,135,62.0,76.0,167.0,149.0,844,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1299.0,185.0,156.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1299.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-04-10 12:46:48.000,2020-10-16 22:20:10,123.0,,63,41.0,71.0,4.0,,346,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,101580.0,680.0,597.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,101464.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4527.0,3.0,,,,,,,,,,,,,,,,,, +325,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-05-07 18:34:25.000,2023-05-07 18:34:25,289.0,15.0,40,7.0,37.0,11.0,36.0,145,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,23,True,filedepot,,,,4113.0,829.0,780.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,4113.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3491,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,32628.0,385.0,352.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,32628.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3225,,,4.0,19.0,22,False,macropy3,,,,192.0,582.0,552.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,192.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-05-18 11:17:10.000,2023-03-18 10:09:23,599.0,2.0,349,46.0,102.0,171.0,101.0,1948,2011-12-30 16:40:09.000,11.12.30,16.0,39.0,22,True,camelot,,,,4802.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,4802.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,85,45.0,34.0,18.0,11.0,1734,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,5967.0,193.0,162.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,5967.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,22,False,db.py,,,,3646.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,3646.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,72,21.0,211.0,60.0,80.0,794,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,22,True,odmantic,,,,12636.0,6.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,6.0,12636.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,2.0,117,13.0,32.0,31.0,42.0,784,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,17823.0,1206.0,1116.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,90.0,17823.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-05-03 20:10:05.000,2023-05-02 12:53:18,107.0,13.0,24,9.0,48.0,9.0,12.0,665,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,24369.0,174.0,154.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,20.0,22305.0,https://anaconda.org/conda-forge/dirty-equals,2023-05-03 14:42:32.536,28896.0,3.0,,,,,,,,,,,,,,,,,, +334,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,14.0,164.0,16.0,120.0,521,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2862.0,104.0,95.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2296.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,9070.0,3.0,,,,,,,,,,,,,,,,,, +335,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,38,15.0,12.0,6.0,11.0,512,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,58978.0,10822.0,8776.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,58978.0,,,,3.0,,,,,,,,,,,,,,,,,, +336,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,42,12.0,20.0,18.0,11.0,474,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,70434.0,4450.0,3265.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1185.0,69652.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,66525.0,3.0,,,,,,,,,,,,,,,,,, +337,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,15197.0,819.0,732.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,14116.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,84387.0,3.0,,,,,,,,,,,,,,,,,, +338,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,256,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,pysparkling,conda-forge/pysparkling,,,11433.0,167.0,159.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,11272.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4200.0,3.0,,,,,,,,,,,,,,,,,, +339,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-05-15 20:53:18.000,2023-04-26 16:56:57,532.0,9.0,9,5.0,106.0,15.0,83.0,175,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,22,True,typical,conda-forge/typical,,,33836.0,72.0,68.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,32722.0,https://anaconda.org/conda-forge/typical,2023-04-28 22:31:47.179,26744.0,3.0,,,,,,,,,,,,,,,,,, +340,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,114,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,280052.0,1496.0,1443.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,53.0,278105.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,56490.0,3.0,,,,,,,,,,,,,,,,,, +341,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10577,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,27.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,27.0,,,,2.0,,,,,,,,,,,,,,,,,, +342,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2698,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,dpark,,['spark'],,12.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,12.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,85,36.0,214.0,44.0,55.0,2406,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,21,True,,,,18806.0,783.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +344,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-05-09 00:58:40.000,2023-02-21 10:55:54,98.0,2.0,38,16.0,63.0,6.0,4.0,1017,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,21,True,asyncer,conda-forge/asyncer,,,74042.0,523.0,506.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,73832.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,3363.0,3.0,,,,,,,,,,,,,,,,,, +345,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-05-17 15:30:02.000,2020-12-13 18:58:15,709.0,,120,61.0,73.0,62.0,119.0,872,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,682.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,682.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,19.0,20.0,3.0,26.0,824,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,unsync,conda-forge/unsync,,,17536.0,204.0,185.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,17258.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,9749.0,3.0,,,,,,,,,,,,,,,,,, +347,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,707,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,1749.0,60.0,53.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,7.0,1012.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,22122.0,3.0,,,,,,,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,14,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,17039.0,136.0,130.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,17039.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,44,15.0,33.0,19.0,9.0,265,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,61790.0,359.0,352.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,61790.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-05-18 09:22:09.000,2023-05-18 09:14:29,1351.0,388.0,3,3.0,583.0,18.0,18.0,30,2023-05-12 08:43:08.478,4.1.0,54.0,5.0,21,False,click-extra,,,152.0,5763.0,42.0,37.0,https://pypi.org/project/click-extra,2023-01-25 06:30:47.832,5.0,5755.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,10.0,103,57.0,67.0,24.0,16.0,2003,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,20,True,mara-pipelines,,,,168.0,1.0,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,1.0,168.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,155.0,142.0,78.0,27.0,1972,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,20,False,,,['spark'],,,34.0,34.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,135,67.0,4.0,1.0,40.0,1969,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2298.0,48.0,40.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,8.0,2298.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,199,39.0,56.0,79.0,39.0,1288,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10404.0,866.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,677.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,610,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,True,pugsql,,,,19700.0,58.0,55.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,19700.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,261,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,15932.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,15692.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20428.0,3.0,,,,,,,,,,,,,,,,,, +357,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,1.0,26,5.0,48.0,6.0,10.0,234,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,31564.0,254.0,220.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,31564.0,,,,3.0,,,,,,,,,,,,,,,,,, +358,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,97,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,172020.0,1840.0,1715.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,162808.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,589579.0,3.0,,,,,,,,,,,,,,,,,, +359,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-04-17 14:01:46.096,2023-04-13 18:36:56,77.0,2.0,117,36.0,10.0,9.0,146.0,3000,2023-04-13 18:39:39.000,2.1.11,58.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1563.0,161.0,161.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-04-17 14:01:46.096,32834.0,3.0,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,256,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5741.0,148.0,121.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5741.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-05-17 20:25:57.000,2023-05-17 20:25:56,526.0,67.0,18,4.0,208.0,2.0,,215,2023-05-17 18:44:02.414,1.1.132,372.0,9.0,19,True,upgini,,,,5347.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,5347.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,192,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,56176.0,710.0,706.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,56176.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,17,7.0,62.0,7.0,22.0,144,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,58840.0,139.0,126.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,58840.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-04-03 20:23:00.000,2022-09-09 19:16:24,612.0,,12,8.0,26.0,15.0,10.0,120,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,39179.0,30.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,30.0,39179.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,629.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,629.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,40.0,39.0,11.0,256.0,924,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +367,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,2.0,33,17.0,147.0,34.0,74.0,225,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,fletcher,conda-forge/fletcher,['pandas'],15.0,1352.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,385.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,56094.0,3.0,4.0,,,,,,,,,,,,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,10655.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10655.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,7.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,129524.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,129524.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,54.0,23.0,22.0,8.0,1595,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,riko,,,,47.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,47.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1337,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,62.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,62.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-14 13:54:12.000,2023-04-07 14:12:05,260.0,1.0,56,36.0,45.0,12.0,57.0,1080,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,colout,,,,916.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,916.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-05-16 13:11:40.000,2023-05-16 00:17:51,2638.0,33.0,101,30.0,181.0,41.0,267.0,1032,,,,37.0,17,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,73,23.0,19.0,11.0,13.0,949,2022-10-26 17:01:00.596,0.2.6,23.0,13.0,17,True,d6tflow,,,,106.0,23.0,23.0,https://pypi.org/project/d6tflow,2022-10-26 17:01:00.596,,106.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,17.0,27.0,42.0,29.0,759,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,3107.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,3107.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,77.0,598,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,282.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,282.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,lazydata,,,,13.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,13.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,419,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,15,True,bodywork,,,,104.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,104.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-05-12 15:56:08.000,2023-04-03 11:11:27,111.0,4.0,6,14.0,119.0,2.0,2.0,260,2023-03-02 13:18:02.345,0.19.0,93.0,13.0,15,True,squirrel-core,squirrel-core,,,741.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,741.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +380,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,76,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,26805.0,424.0,415.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,26805.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,54.0,28.0,3.0,2.0,1190,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,botflow,,,,16.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,16.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,708,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,supersqlite,,,,100.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,100.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,392.0,31.0,26.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,392.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,61,21.0,2.0,2.0,1.0,541,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,['pandas'],,27.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,27.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,112.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,112.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,5.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,12,True,datajob,,,,9.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,9.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,349,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,758,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index e1ff542..fea11b8 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 -- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 -- bcrypt (πŸ₯‰32 Β· ⭐ 1K Β· πŸ“ˆ) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 -- Singer (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- redis (πŸ₯‡44 Β· ⭐ 11K Β· πŸ“ˆ) - Redis Python Client. MIT +- polars (πŸ₯ˆ40 Β· ⭐ 17K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +- Modin (πŸ₯ˆ37 Β· ⭐ 8.6K Β· πŸ“ˆ) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 +- StaticFrame (πŸ₯‰27 Β· ⭐ 340 Β· πŸ“ˆ) - Immutable and grow-only Pandas-like DataFrames with a more.. MIT +- fletcher (πŸ₯‰18 Β· ⭐ 220 Β· πŸ“ˆ) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- redis (πŸ₯ˆ37 Β· ⭐ 11K Β· πŸ“‰) - Redis Python Client. MIT -- Modin (πŸ₯ˆ34 Β· ⭐ 8.6K Β· πŸ“‰) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 -- polars (πŸ₯‰26 Β· ⭐ 17K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT -- StaticFrame (πŸ₯‰15 Β· ⭐ 340 Β· πŸ“‰) - Immutable and grow-only Pandas-like DataFrames with a more.. MIT -- fletcher (πŸ₯‰14 Β· ⭐ 210 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +- pandas (πŸ₯‡52 Β· ⭐ 38K Β· πŸ“‰) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +- azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K Β· πŸ“‰) - This repository is for active development of the Azure.. MIT +- traitlets (πŸ₯ˆ36 Β· ⭐ 550 Β· πŸ“‰) - A lightweight Traits like module. BSD-3 +- Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +- plumbum (πŸ₯‰34 Β· ⭐ 2.6K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT From 47831ce8533ce21096401557e9afb033d6fa169d Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 25 May 2023 13:33:29 +0000 Subject: [PATCH 12/70] Update best-of list for version 2023.05.25 --- README.md | 1538 +++++++++++++++---------------- history/2023-05-25_changes.md | 20 + history/2023-05-25_projects.csv | 390 ++++++++ latest-changes.md | 20 +- 4 files changed, 1189 insertions(+), 779 deletions(-) create mode 100644 history/2023-05-25_changes.md create mode 100644 history/2023-05-25_projects.csv diff --git a/README.md b/README.md index 86b8d3a..365d113 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡50 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 31M Β· πŸ“¦ 410K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 32M Β· πŸ“¦ 410K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,18 +95,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 14M Β· ⏱️ 16.04.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 14M Β· ⏱️ 24.05.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 200K Β· πŸ“¦ 57K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 200K Β· πŸ“¦ 58K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 690K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 700K Β· ⏱️ 17.03.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -124,14 +124,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M npm install flatbuffers ```
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marshmallow (πŸ₯ˆ38 Β· ⭐ 6.5K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 79K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 80K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 22M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 21M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): ``` pip install marshmallow ``` @@ -151,7 +151,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.5M Β· ⏱️ 10.04.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.6M Β· ⏱️ 10.04.2023): ``` conda install -c conda-forge simplejson ``` @@ -174,16 +174,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
orjson (πŸ₯ˆ35 Β· ⭐ 4.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 160 Β· πŸ“¦ 43K Β· πŸ“‹ 310 - 0% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 170 Β· πŸ“¦ 44K Β· πŸ“‹ 310 - 0% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 940 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 960 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 710K Β· ⏱️ 07.05.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 720K Β· ⏱️ 07.05.2023): ``` conda install -c conda-forge orjson ``` @@ -206,7 +206,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
dill (πŸ₯ˆ34 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 97K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 98K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/uqfoundation/dill @@ -220,9 +220,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge dill ```
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msgpack (πŸ₯ˆ34 Β· ⭐ 1.7K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
msgpack (πŸ₯ˆ34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“₯ 990 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 08.04.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 990 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/msgpack/msgpack-python @@ -236,14 +236,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge msgpack-python ```
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jsonpickle (πŸ₯‰33 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯ˆ34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 20% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.4M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.2M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): ``` pip install jsonpickle ``` @@ -286,28 +286,28 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
pysimdjson (πŸ₯‰25 Β· ⭐ 590 Β· πŸ’€) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1K Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.1K Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 350K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 370K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 64K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 65K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰24 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 500 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 510 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 30K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 30K / month): ``` pip install hickle ``` @@ -316,7 +316,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰20 Β· ⭐ 230) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰20 Β· ⭐ 240) - A fast TOML library for python implemented in rust. MIT - [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 220 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): @@ -340,25 +340,25 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M _General-purpose data containers as well as utilities & extensions for pandas._ -
pandas (πŸ₯‡52 Β· ⭐ 38K Β· πŸ“‰) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +
pandas (πŸ₯‡52 Β· ⭐ 38K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 16K Β· πŸ“₯ 190K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 110M / month Β· πŸ“¦ 68K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 110M / month Β· πŸ“¦ 69K Β· ⏱️ 19.01.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 39M Β· ⏱️ 08.05.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 40M Β· ⏱️ 08.05.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 720K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 730K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/numpy/numpy @@ -367,14 +367,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 56M Β· ⏱️ 23.04.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 57M Β· ⏱️ 23.04.2023): ``` conda install -c conda-forge numpy ```
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/h5py/h5py @@ -388,53 +388,53 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ40 Β· ⭐ 17K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT +
polars (πŸ₯ˆ40 Β· ⭐ 17K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 890 Β· πŸ“¦ 2K Β· πŸ“‹ 3.9K - 19% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 910 Β· πŸ“¦ 2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 500K / month Β· πŸ“¦ 170 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 520K / month Β· πŸ“¦ 180 Β· ⏱️ 05.03.2023): ``` pip install polars ```
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Modin (πŸ₯ˆ37 Β· ⭐ 8.6K Β· πŸ“ˆ) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 +
Modin (πŸ₯ˆ38 Β· ⭐ 8.7K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1K Β· πŸ“‹ 3.6K - 25% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.4M / month Β· πŸ“¦ 40 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.3M / month Β· πŸ“¦ 40 Β· ⏱️ 26.01.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 230K Β· ⏱️ 24.04.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 230K Β· ⏱️ 25.05.2023): ``` conda install -c conda-forge modin-core ```
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.8K - 29% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 18.01.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8M Β· ⏱️ 21.04.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.1M Β· ⏱️ 19.05.2023): ``` conda install -c conda-forge xarray ```
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PyTables (πŸ₯ˆ36 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/PyTables/PyTables @@ -450,28 +450,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ34 Β· ⭐ 2.2K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 170 Β· πŸ“¦ 250 Β· πŸ“‹ 520 - 10% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 170 Β· πŸ“¦ 280 Β· πŸ“‹ 530 - 11% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 12 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 95K / month Β· πŸ“¦ 12 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 94K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 96K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ```
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zarr (πŸ₯ˆ33 Β· ⭐ 1.1K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
numexpr (πŸ₯ˆ33 Β· ⭐ 2K Β· πŸ“ˆ) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT + +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 220 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 23.05.2023): + + ``` + git clone https://github.com/pydata/numexpr + ``` +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): + ``` + pip install numexpr + ``` +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.4M Β· ⏱️ 03.04.2023): + ``` + conda install -c conda-forge numexpr + ``` +
+
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT - [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 230K / month Β· πŸ“¦ 350 Β· ⏱️ 16.01.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 240K / month Β· πŸ“¦ 350 Β· ⏱️ 16.01.2023): ``` pip install zarr ``` @@ -482,12 +498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bottleneck (πŸ₯ˆ33 Β· ⭐ 900) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 93 Β· πŸ“¦ 40K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 93 Β· πŸ“¦ 41K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 600K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 610K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` pip install Bottleneck ``` @@ -498,7 +514,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
TinyDB (πŸ₯ˆ32 Β· ⭐ 5.9K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 490 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 490 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/msiemens/tinydb @@ -523,19 +539,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 280K Β· ⏱️ 20.10.2021): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 290K Β· ⏱️ 20.10.2021): ``` conda install -c conda-forge koalas ```
pandera (πŸ₯ˆ32 Β· ⭐ 2.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 190 Β· πŸ“¦ 820 Β· πŸ“‹ 580 - 33% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 190 Β· πŸ“¦ 830 Β· πŸ“‹ 580 - 33% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 810K / month Β· πŸ“¦ 70 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 820K / month Β· πŸ“¦ 70 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` @@ -544,30 +560,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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numexpr (πŸ₯‰31 Β· ⭐ 1.9K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT - -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“₯ 210 Β· πŸ“‹ 350 - 20% open Β· ⏱️ 20.04.2023): - - ``` - git clone https://github.com/pydata/numexpr - ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): - ``` - pip install numexpr - ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.4M Β· ⏱️ 03.04.2023): - ``` - conda install -c conda-forge numexpr - ``` -
Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 490 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 500 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 55K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 52K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -578,24 +578,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯‰30 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 730 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 750 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 990K / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` pip install datasketch ```
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 21.05.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 81K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 88K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -604,46 +604,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
StaticFrame (πŸ₯‰28 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 560 - 6% open Β· ⏱️ 17.05.2023): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 360K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` - pip install pandarallel + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 20K Β· ⏱️ 06.05.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 260K Β· ⏱️ 10.05.2023): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge static-frame ```
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StaticFrame (πŸ₯‰27 Β· ⭐ 340 Β· πŸ“ˆ) - Immutable and grow-only Pandas-like DataFrames with a more.. MIT +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 560 - 6% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.3K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 350K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` - pip install static-frame + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 260K Β· ⏱️ 10.05.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 20K Β· ⏱️ 06.05.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge pandarallel ```
swifter (πŸ₯‰26 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 920 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 940 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 24.03.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` @@ -654,54 +654,54 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (πŸ₯‰26 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 42 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 12.05.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.05.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 75K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 74K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
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pickleDB (πŸ₯‰22 Β· ⭐ 780) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰22 Β· ⭐ 790) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.1K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 18K / month Β· πŸ“¦ 90 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 20K / month Β· πŸ“¦ 92 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
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Bounter (πŸ₯‰18 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT +
fletcher (πŸ₯‰19 Β· ⭐ 220) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): +- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 15 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` - git clone https://github.com/RaRe-Technologies/bounter + git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 630 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 320 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` - pip install bounter + pip install fletcher + ``` +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 57K Β· ⏱️ 04.11.2021): + ``` + conda install -c conda-forge fletcher ```
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fletcher (πŸ₯‰18 Β· ⭐ 220 Β· πŸ“ˆ) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +
Bounter (πŸ₯‰18 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 15 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): ``` - git clone https://github.com/xhochy/fletcher - ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 380 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): - ``` - pip install fletcher + git clone https://github.com/RaRe-Technologies/bounter ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 56K Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 640 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` - conda install -c conda-forge fletcher + pip install bounter ```
Show 6 hidden projects... @@ -711,7 +711,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 -- PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -721,7 +721,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyrsistent (πŸ₯‡35 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 270K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 280K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent @@ -735,7 +735,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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python-sortedcontainers (πŸ₯‡34 Β· ⭐ 2.9K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 110K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): @@ -746,14 +746,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 9.9M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 10M Β· ⏱️ 17.05.2021): ``` conda install -c conda-forge sortedcontainers ```
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multidict (πŸ₯ˆ31 Β· ⭐ 340) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ32 Β· ⭐ 340) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 3.4K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 3.5K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/aio-libs/multidict @@ -762,41 +762,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.1M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.2M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ```
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glom (πŸ₯ˆ29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 55 Β· πŸ“¦ 14K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 20.05.2023): ``` - git clone https://github.com/mahmoud/glom + git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2023): ``` - pip install glom + pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 21K Β· ⏱️ 03.04.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 270K Β· ⏱️ 01.01.2023): ``` - conda install -c conda-forge glom + conda install -c conda-forge bidict ```
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bidict (πŸ₯ˆ29 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 +
glom (πŸ₯ˆ29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 55 Β· πŸ“¦ 14K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 01.04.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/jab/bidict + git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 19.01.2023): ``` - pip install bidict + pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 260K Β· ⏱️ 01.01.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 22K Β· ⏱️ 03.04.2023): ``` - conda install -c conda-forge bidict + conda install -c conda-forge glom ```
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT @@ -806,27 +806,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 730K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 820K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 130K Β· ⏱️ 22.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 130K Β· ⏱️ 23.05.2023): ``` conda install -c conda-forge python-benedict ```
-
anytree (πŸ₯ˆ29 Β· ⭐ 810 Β· πŸ’€) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ29 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 160 - 24% open Β· ⏱️ 20.09.2022): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 160 - 25% open Β· ⏱️ 20.09.2022): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 500K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 480K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 28K Β· ⏱️ 19.04.2020): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 29K Β· ⏱️ 19.04.2020): ``` conda install -c conda-forge anytree ``` @@ -838,7 +838,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.8M / month Β· πŸ“¦ 840 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.1M / month Β· πŸ“¦ 840 Β· ⏱️ 09.03.2020): ``` pip install munch ``` @@ -849,16 +849,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (πŸ₯‰28 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.6K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.7K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 8.1M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 8.3M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 320K Β· ⏱️ 26.01.2022): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 330K Β· ⏱️ 26.01.2022): ``` conda install -c conda-forge ordered-set ``` @@ -874,19 +874,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 71K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 72K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ```
+
python-box (πŸ₯‰26 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT + +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 96 Β· πŸ“₯ 34 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): + + ``` + git clone https://github.com/cdgriffith/Box + ``` +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.4M / month Β· πŸ“¦ 340 Β· ⏱️ 02.04.2022): + ``` + pip install python-box + ``` +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 410K Β· ⏱️ 18.04.2023): + ``` + conda install -c conda-forge python-box + ``` +
immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.7K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.8K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.2M / month Β· πŸ“¦ 120 Β· ⏱️ 19.09.2022): ``` pip install immutables ``` @@ -897,12 +913,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 700) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 310K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 320K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -911,22 +927,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge janus ```
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python-box (πŸ₯‰25 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT - -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 96 Β· πŸ“₯ 33 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 22.02.2023): - - ``` - git clone https://github.com/cdgriffith/Box - ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.3M / month Β· πŸ“¦ 340 Β· ⏱️ 02.04.2022): - ``` - pip install python-box - ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 400K Β· ⏱️ 18.04.2023): - ``` - conda install -c conda-forge python-box - ``` -
Show 2 hidden projects... - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT @@ -940,39 +940,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 14K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.2K Β· πŸ“¦ 200K Β· πŸ“‹ 2.4K - 10% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.2K Β· πŸ“¦ 200K Β· πŸ“‹ 2.4K - 10% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 65M / month Β· πŸ“¦ 6.8K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 66M / month Β· πŸ“¦ 6.9K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.8M Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.9M Β· ⏱️ 23.05.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 380K Β· πŸ“‹ 740 - 4% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 380K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 70M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 68M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 19M Β· ⏱️ 30.11.2022): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 20M Β· ⏱️ 30.11.2022): ``` conda install -c conda-forge jsonschema ```
validators (πŸ₯ˆ33 Β· ⭐ 760) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 69K Β· πŸ“‹ 130 - 10% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 70K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/kvesteri/validators @@ -981,35 +981,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 370K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 380K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ```
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param (πŸ₯ˆ32 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
voluptuous (πŸ₯ˆ31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.7K Β· πŸ“‹ 400 - 42% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 22.02.2023): ``` - git clone https://github.com/holoviz/param + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 430K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` - pip install param + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.1M Β· ⏱️ 14.03.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 280K Β· ⏱️ 07.04.2022): ``` - conda install -c conda-forge param + conda install -c conda-forge voluptuous ```
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strictyaml (πŸ₯‰31 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯ˆ31 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 490K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 500K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1018,34 +1018,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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voluptuous (πŸ₯‰30 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
param (πŸ₯ˆ31 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.8K Β· πŸ“‹ 410 - 42% open Β· ⏱️ 24.05.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 420K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): ``` - pip install voluptuous + pip install param ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 280K Β· ⏱️ 07.04.2022): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.2M Β· ⏱️ 14.03.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge param ```
-
dirty-equals (πŸ₯‰22 Β· ⭐ 660) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰22 Β· ⭐ 670) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 24 Β· πŸ“¦ 150 Β· πŸ“‹ 21 - 42% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 25 Β· πŸ“¦ 150 Β· πŸ“‹ 21 - 42% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 22K / month Β· πŸ“¦ 20 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 21K / month Β· πŸ“¦ 20 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 29K Β· ⏱️ 03.05.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 30K Β· ⏱️ 03.05.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1057,7 +1057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 33K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 16K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): ``` pip install typical ``` @@ -1068,7 +1068,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
valideer (πŸ₯‰20 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 68 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 68 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` git clone https://github.com/podio/valideer @@ -1089,7 +1089,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 11K / month Β· πŸ“¦ 6 Β· ⏱️ 10.03.2021): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 10K / month Β· πŸ“¦ 6 Β· ⏱️ 10.03.2021): ``` pip install validr ``` @@ -1099,7 +1099,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰28 Β· ⭐ 770) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰28 Β· ⭐ 780) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1121,7 +1121,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 420K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 430K Β· ⏱️ 02.09.2022): ``` conda install -c conda-forge transitions ``` @@ -1133,7 +1133,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1154,7 +1154,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯‡39 Β· ⭐ 2.1K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 1M Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 1.1M Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/dateutil/dateutil @@ -1163,14 +1163,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 43M Β· ⏱️ 14.07.2021): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 44M Β· ⏱️ 14.07.2021): ``` conda install -c conda-forge python-dateutil ```
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 51K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 52K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1191,7 +1191,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` @@ -1202,7 +1202,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 96 Β· πŸ“¦ 20K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 98 Β· πŸ“¦ 20K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1218,7 +1218,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ34 Β· ⭐ 970) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 380 - 16% open Β· ⏱️ 15.05.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 400 - 19% open Β· ⏱️ 15.05.2023): ``` git clone https://github.com/dr-prodigy/python-holidays @@ -1243,19 +1243,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 39M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 40M Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge pytz ```
-
tzlocal (πŸ₯‰31 Β· ⭐ 160) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰31 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT - [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 15.05.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 28M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 28M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.04.2022): ``` pip install tzlocal ``` @@ -1267,7 +1267,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - parsedatetime (πŸ₯‰29 Β· ⭐ 670 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 -- isodate (πŸ₯‰29 Β· ⭐ 120 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 +- isodate (πŸ₯‰29 Β· ⭐ 130 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3

@@ -1277,12 +1277,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯‡39 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 92K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 93K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8.1K Β· ⏱️ 02.01.2023): ``` pip install watchdog ``` @@ -1293,7 +1293,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡39 Β· ⭐ 590) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 47K Β· πŸ“‹ 550 - 35% open Β· ⏱️ 12.05.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 47K Β· πŸ“‹ 550 - 35% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1307,36 +1307,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
-
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 +
filelock (πŸ₯ˆ34 Β· ⭐ 540) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 140 Β· πŸ“¦ 91K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 09.02.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 250K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/Tinche/aiofiles + git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 58M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.12.2022): ``` - pip install aiofiles + pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 620K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 13M Β· ⏱️ 18.04.2023): ``` - conda install -c conda-forge aiofiles + conda install -c conda-forge filelock ```
-
filelock (πŸ₯ˆ34 Β· ⭐ 540) - A platform-independent file lock for Python. Unlicense +
aiofiles (πŸ₯ˆ33 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 250K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 93K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 18.05.2023): ``` - git clone https://github.com/tox-dev/py-filelock + git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 59M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.12.2022): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` - pip install filelock + pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 13M Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 630K Β· ⏱️ 23.02.2023): ``` - conda install -c conda-forge filelock + conda install -c conda-forge aiofiles ```
appdirs (πŸ₯‰31 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT @@ -1362,11 +1362,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.4M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.5M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 600K Β· ⏱️ 09.05.2023): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 610K Β· ⏱️ 09.05.2023): ``` conda install -c conda-forge fs ``` @@ -1378,11 +1378,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 880K / month Β· πŸ“¦ 130 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 860K / month Β· πŸ“¦ 130 Β· ⏱️ 30.11.2022): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 390K Β· ⏱️ 26.12.2022): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 400K Β· ⏱️ 26.12.2022): ``` conda install -c conda-forge path ``` @@ -1401,7 +1401,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (πŸ₯‡38 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 270K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 280K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future @@ -1422,7 +1422,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 220M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 230M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1431,18 +1431,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge six ```
-
typing (πŸ₯ˆ33 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ32 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 - [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“‹ 720 - 16% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 7.9M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.6M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.7M Β· ⏱️ 01.05.2021): ``` conda install -c conda-forge typing ``` @@ -1454,7 +1454,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.7M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.6M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1467,7 +1467,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - pathlib2 (πŸ₯‰27 Β· ⭐ 72 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰26 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- contextlib2 (πŸ₯‰26 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1477,55 +1477,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.5K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 460K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 470K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 170M / month Β· πŸ“¦ 21K Β· ⏱️ 07.02.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 160M / month Β· πŸ“¦ 21K Β· ⏱️ 07.02.2023): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 38M Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 39M Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge cryptography ```
-
pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 420 Β· πŸ“¦ 68K Β· πŸ“‹ 540 - 10% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“¦ 69K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.5K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.01.2023): ``` pip install pycryptodomex ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.2M Β· ⏱️ 27.11.2022): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.3M Β· ⏱️ 19.05.2023): ``` conda install -c conda-forge pycryptodomex ```
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 43 Β· πŸ“‹ 470 - 10% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 44 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 130K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 140K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 280 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 270 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
+
keyring (πŸ₯‰33 Β· ⭐ 1K) - Store and access your passwords safely. MIT + +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 24.05.2023): + + ``` + git clone https://github.com/jaraco/keyring + ``` +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): + ``` + pip install keyring + ``` +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.2M Β· ⏱️ 22.12.2022): + ``` + conda install -c conda-forge keyring + ``` +
rsa (πŸ₯‰33 Β· ⭐ 430) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 270K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 280K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1555,25 +1571,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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keyring (πŸ₯‰32 Β· ⭐ 1K) - Store and access your passwords safely. MIT - -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 11.05.2023): - - ``` - git clone https://github.com/jaraco/keyring - ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): - ``` - pip install keyring - ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.1M Β· ⏱️ 22.12.2022): - ``` - conda install -c conda-forge keyring - ``` -
bcrypt (πŸ₯‰32 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1582,7 +1582,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.3M Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.4M Β· ⏱️ 27.10.2022): ``` conda install -c conda-forge bcrypt ``` @@ -1595,39 +1595,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.1M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 880K Β· ⏱️ 26.04.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 890K Β· ⏱️ 26.04.2023): ``` conda install -c conda-forge ansible ```
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awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 +
awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 180M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 18.05.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 25.05.2023): ``` conda install -c conda-forge awscli ```
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botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 +
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 230K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 230K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/boto/botocore @@ -1636,14 +1636,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 17.05.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 24.05.2023): ``` conda install -c conda-forge botocore ```
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docker-compose (πŸ₯ˆ42 Β· ⭐ 29K) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ42 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 12K Β· πŸ“‹ 6.8K - 2% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 12K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/docker/compose @@ -1652,62 +1652,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 320K Β· ⏱️ 04.11.2022): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 330K Β· ⏱️ 04.11.2022): ``` conda install -c conda-forge docker-compose ```
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paramiko (πŸ₯ˆ42 Β· ⭐ 8.3K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
pulumi (πŸ₯ˆ42 Β· ⭐ 16K Β· πŸ“ˆ) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 77K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 900 Β· πŸ“₯ 230K Β· πŸ“¦ 2.6K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 25.05.2023): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 2.3M / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` - pip install paramiko + pip install pulumi ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.1M Β· ⏱️ 13.03.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 580 Β· ⏱️ 19.05.2023): ``` - conda install -c conda-forge paramiko + npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.2K) - A Python library for the Docker Engine API. Apache-2 +
paramiko (πŸ₯ˆ42 Β· ⭐ 8.3K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 480 Β· πŸ“¦ 61K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 78K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 12.04.2023): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 29M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): ``` - pip install docker + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.3M Β· ⏱️ 08.05.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.2M Β· ⏱️ 13.03.2023): ``` - conda install -c conda-forge docker-py + conda install -c conda-forge paramiko ```
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pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
docker (πŸ₯ˆ41 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 900 Β· πŸ“₯ 220K Β· πŸ“¦ 2.5K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 510 Β· πŸ“¦ 62K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 11.05.2023): ``` - git clone https://github.com/pulumi/pulumi + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 29M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.11.2022): ``` - pip install pulumi + pip install docker ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 580 Β· ⏱️ 15.05.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.4M Β· ⏱️ 08.05.2023): ``` - npm install @pulumi/pulumi + conda install -c conda-forge docker-py ```
netmiko (πŸ₯ˆ39 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 05.05.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.6K Β· πŸ“‹ 2K - 9% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1719,7 +1719,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯‰38 Β· ⭐ 5.7K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 8% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 8% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1728,7 +1728,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 410K Β· ⏱️ 20.10.2022): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 420K Β· ⏱️ 20.10.2022): ``` conda install -c conda-forge kubernetes ``` @@ -1756,7 +1756,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): ``` pip install schedule ``` @@ -1765,7 +1765,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schedule ```
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plumbum (πŸ₯‰34 Β· ⭐ 2.6K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰34 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT - [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.1K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 12.05.2023): @@ -1783,12 +1783,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰33 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.4K Β· πŸ“‹ 200 - 29% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.5K Β· πŸ“‹ 200 - 29% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.7M / month Β· πŸ“¦ 300 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.4M / month Β· πŸ“¦ 300 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1799,12 +1799,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.3K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 310 Β· πŸ“¦ 79 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 15.05.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 310 Β· πŸ“¦ 80 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 15.05.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 23K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): ``` pip install pyinfra ``` @@ -1820,7 +1820,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.1K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.2K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1838,46 +1838,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡38 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
supervisor (πŸ₯‡37 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 270K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.2K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 08.05.2023): ``` - git clone https://github.com/pexpect/pexpect + git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 31M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` - pip install pexpect + pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 14M Β· ⏱️ 01.11.2022): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 250K Β· ⏱️ 29.12.2022): ``` - conda install -c conda-forge pexpect + conda install -c conda-forge supervisor ```
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supervisor (πŸ₯ˆ37 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.2K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 08.05.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 280K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): ``` - git clone https://github.com/Supervisor/supervisor + git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 31M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` - pip install supervisor + pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 250K Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 14M Β· ⏱️ 01.11.2022): ``` - conda install -c conda-forge supervisor + conda install -c conda-forge pexpect ```
sh (πŸ₯‰36 Β· ⭐ 6.6K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 490 Β· πŸ“¦ 12K Β· πŸ“‹ 450 - 1% open Β· ⏱️ 13.05.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 12K Β· πŸ“‹ 450 - 1% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` pip install sh ``` @@ -1898,12 +1898,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯‡37 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 380 Β· πŸ“¦ 78K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 380 Β· πŸ“¦ 79K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` @@ -1914,7 +1914,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 240K Β· πŸ“‹ 210 - 11% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 250K Β· πŸ“‹ 210 - 11% open Β· ⏱️ 28.01.2023): ``` git clone https://github.com/python-greenlet/greenlet @@ -1923,51 +1923,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.8M Β· ⏱️ 14.05.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.9M Β· ⏱️ 14.05.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯‡37 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 120K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 130K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 28M / month Β· πŸ“¦ 380 Β· ⏱️ 19.10.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 410 Β· ⏱️ 19.10.2022): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.8M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.9M Β· ⏱️ 19.10.2022): ``` conda install -c conda-forge anyio ```
aiomisc (πŸ₯‰24 Β· ⭐ 320) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 22 Β· πŸ“¦ 310 Β· πŸ“‹ 17 - 35% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 22 Β· πŸ“¦ 320 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 36 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 37 Β· ⏱️ 14.06.2022): ``` pip install aiomisc ```
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asyncer (πŸ₯‰21 Β· ⭐ 1K) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰22 Β· ⭐ 1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 510 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 520 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 74K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 76K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.4K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.5K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ``` @@ -1975,7 +1975,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - unsync (πŸ₯‰21 Β· ⭐ 820 Β· πŸ’€) - Unsynchronize asyncio. MIT -- stopit (πŸ₯‰20 Β· ⭐ 97 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +- stopit (πŸ₯‰20 Β· ⭐ 98 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1983,7 +1983,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡38 Β· ⭐ 6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡37 Β· ⭐ 6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 - [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 460K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): @@ -1999,7 +1999,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dotenv ```
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traitlets (πŸ₯ˆ36 Β· ⭐ 550 Β· πŸ“‰) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯ˆ36 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 - [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 130 Β· πŸ“¦ 320K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 06.05.2023): @@ -2010,14 +2010,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 20M Β· ⏱️ 30.01.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 21M Β· ⏱️ 30.01.2023): ``` conda install -c conda-forge traitlets ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.5K Β· πŸ“‹ 440 - 24% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.5K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2033,16 +2033,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.4K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 11 Β· πŸ“¦ 98K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 11 Β· πŸ“¦ 99K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 61K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 62K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge python-decouple ``` @@ -2058,14 +2058,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 910K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 920K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 69 Β· πŸ“₯ 68 Β· πŸ“¦ 26K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 69 Β· πŸ“₯ 73 Β· πŸ“¦ 26K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2081,23 +2081,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (πŸ₯‰28 Β· ⭐ 7.1K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.9K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.8K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 620K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 630K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge hydra-core ```
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 6K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 6.1K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/google/gin-config @@ -2113,12 +2113,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 710 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 730 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 83K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 79K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): ``` pip install everett ``` @@ -2151,12 +2151,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 89K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 91K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 09.05.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 4.3K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 22M / month Β· πŸ“¦ 4.3K Β· ⏱️ 28.01.2023): ``` pip install rich ``` @@ -2165,41 +2165,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.3K) - Library for building powerful interactive command.. BSD-3 +
python-fire (πŸ₯ˆ38 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` - git clone https://github.com/prompt-toolkit/python-prompt-toolkit + git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 25M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` - pip install prompt_toolkit + pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 15M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 580K Β· ⏱️ 11.04.2023): ``` - conda install -c conda-forge prompt-toolkit + conda install -c conda-forge fire ```
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python-fire (πŸ₯ˆ38 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.4K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 28.04.2023): ``` - git clone https://github.com/google/python-fire + git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 25M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): ``` - pip install fire + pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 560K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 16M Β· ⏱️ 28.02.2023): ``` - conda install -c conda-forge fire + conda install -c conda-forge prompt-toolkit ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.2K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 650K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 660K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2208,19 +2208,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 21M Β· ⏱️ 25.10.2022): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 22M Β· ⏱️ 25.10.2022): ``` conda install -c conda-forge colorama ```
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 110 Β· πŸ“₯ 260 Β· πŸ“¦ 43K Β· πŸ“‹ 230 - 21% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 110 Β· πŸ“₯ 260 Β· πŸ“¦ 43K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2K Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 06.03.2023): ``` pip install argcomplete ``` @@ -2261,9 +2261,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge wcwidth ```
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cleo (πŸ₯‰30 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 93 - 31% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 94 - 30% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/sdispater/cleo @@ -2277,14 +2277,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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asciimatics (πŸ₯‰28 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰29 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 - [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 850 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 55K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 58K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` pip install asciimatics ``` @@ -2295,16 +2295,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 66 Β· πŸ“¦ 8.9K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 15.08.2022): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 67 Β· πŸ“¦ 8.9K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 15.08.2022): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 900K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 890K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 36K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 37K Β· ⏱️ 14.03.2022): ``` conda install -c conda-forge questionary ``` @@ -2316,7 +2316,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 39K / month Β· πŸ“¦ 30 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 39K / month Β· πŸ“¦ 33 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ``` @@ -2328,7 +2328,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 920 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 880 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2338,7 +2338,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ35 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - ConfigArgParse (πŸ₯‰27 Β· ⭐ 640 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT -- clint (πŸ₯‰24 Β· ⭐ 89 Β· πŸ’€) - Python Command-line Application Tools. ISC +- clint (πŸ₯‰24 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT - Click Extra (πŸ₯‰21 Β· ⭐ 30) - Extra colorization and configuration loading for Click. ❗️GPL-2.0
@@ -2363,23 +2363,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 74M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 73M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.6M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.7M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ30 Β· ⭐ 850) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 4 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 4 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 210K / month Β· πŸ“¦ 120 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 220K / month Β· πŸ“¦ 120 Β· ⏱️ 13.01.2023): ``` pip install aiocache ``` @@ -2391,7 +2391,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 310K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): ``` pip install beaker ``` @@ -2402,23 +2402,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 150 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 160 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 230K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 220K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` -- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 200K Β· ⏱️ 30.10.2022): +- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 210K Β· ⏱️ 30.10.2022): ``` conda install -c conda-forge pylibmc ```
cachier (πŸ₯‰25 Β· ⭐ 440) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 380 Β· πŸ“‹ 65 - 23% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 390 Β· πŸ“‹ 65 - 23% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/shaypal5/cachier @@ -2440,34 +2440,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-web-python - Web UI ( ⭐ 1.9K) - Collection of libraries to implement web-based UIs. -
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT +
kivy (πŸ₯‡41 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 9.9K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 10K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 89K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 90K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 300K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 300K Β· ⏱️ 20.05.2023): ``` conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.3K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.4K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 350K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 360K / month Β· πŸ“¦ 310 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 100K Β· ⏱️ 17.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 100K Β· ⏱️ 25.05.2023): ``` conda install -c conda-forge pysimplegui ``` @@ -2479,31 +2479,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 22K / month Β· πŸ“¦ 37 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 26K / month Β· πŸ“¦ 37 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
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Eel (πŸ₯ˆ32 Β· ⭐ 5.6K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
Eel (πŸ₯ˆ31 Β· ⭐ 5.6K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT - [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.4K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 69K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
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toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯ˆ31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 590 Β· πŸ“₯ 1.5K Β· πŸ“‹ 690 - 20% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 590 Β· πŸ“₯ 1.5K Β· πŸ“‹ 690 - 20% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.1K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): ``` pip install toga ``` @@ -2514,12 +2514,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 430 Β· πŸ“¦ 760 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): +- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 440 Β· πŸ“¦ 760 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): ``` git clone https://github.com/chriskiehl/Gooey ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 5.9K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): +- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 5.6K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): ``` pip install gooey ``` @@ -2535,7 +2535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 590 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 610 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2547,7 +2547,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - Phoenix (πŸ₯‰27 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows -- enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2580,11 +2580,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 740K Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 750K Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2596,7 +2596,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 52M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 50M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` pip install chardet ``` @@ -2604,14 +2604,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 23 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 18 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
emoji (πŸ₯‡33 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 250 Β· πŸ“¦ 56K Β· πŸ“‹ 150 - 8% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 56K Β· πŸ“‹ 150 - 9% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2620,7 +2620,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 50K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 50K Β· ⏱️ 24.05.2023): ``` conda install -c conda-forge emoji ``` @@ -2636,19 +2636,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install humanize ``` -- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 380K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 390K Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge humanize ```
python-slugify (πŸ₯ˆ31 Β· ⭐ 1.3K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 95 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 96 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 11M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): ``` pip install python-slugify ``` @@ -2657,14 +2657,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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inflect (πŸ₯ˆ31 Β· ⭐ 810) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 820) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 87 Β· πŸ“‹ 99 - 18% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 88 Β· πŸ“‹ 100 - 19% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.4M / month Β· πŸ“¦ 970 Β· ⏱️ 20.10.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.4M / month Β· πŸ“¦ 980 Β· ⏱️ 20.10.2022): ``` pip install inflect ``` @@ -2680,7 +2680,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 600K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2689,9 +2689,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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coolname (πŸ₯‰22 Β· ⭐ 110) - Random Name and Slug Generator. BSD-2 +
coolname (πŸ₯‰22 Β· ⭐ 120) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.4K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.5K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname @@ -2700,26 +2700,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 56K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 58K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ```
-
price-parser (πŸ₯‰21 Β· ⭐ 260) - Extract price amount and currency symbol from a raw text string. BSD-3 +
price-parser (πŸ₯‰20 Β· ⭐ 270) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 44 Β· πŸ“¦ 350 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 45 Β· πŸ“¦ 360 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 62K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 58K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
Show 2 hidden projects... -- awesome-slugify (πŸ₯‰22 Β· ⭐ 470 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- awesome-slugify (πŸ₯‰22 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2738,39 +2738,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡45 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.3K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 300K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.2K Β· πŸ“₯ 42K Β· πŸ“¦ 570K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 24.05.2023): ``` - git clone https://github.com/boto/boto3 + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 600M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 71M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` - pip install boto3 + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 15M Β· ⏱️ 17.05.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 20.05.2023): ``` - conda install -c conda-forge boto3 + conda install -c conda-forge sqlalchemy ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.2K) - The Database Toolkit for Python. MIT +
boto3 (πŸ₯‡45 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.1K Β· πŸ“₯ 42K Β· πŸ“¦ 570K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 310K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 24.05.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 71M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 600M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` - pip install SQLAlchemy + pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 11.05.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 24.05.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge boto3 ```
-
redis (πŸ₯‡44 Β· ⭐ 11K Β· πŸ“ˆ) - Redis Python Client. MIT +
redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT - [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 16.05.2023): @@ -2786,9 +2786,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
-
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K Β· πŸ“‰) - This repository is for active development of the Azure.. MIT +
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2804,7 +2804,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 22.05.2023): ``` git clone https://github.com/coleifer/peewee @@ -2825,45 +2825,45 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 39M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 40M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.4M Β· ⏱️ 05.05.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.5M Β· ⏱️ 05.05.2023): ``` conda install -c conda-forge google-cloud-storage ```
-
elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Python client for Elasticsearch. Apache-2 +
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.9K Β· πŸ“¦ 38K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 25.05.2023): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 30M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): ``` - pip install elasticsearch + pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 830K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.1M Β· ⏱️ 28.03.2023): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge pymysql ```
-
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.3K) - MySQL client library for Python. MIT +
elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.9K Β· πŸ“¦ 38K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 23.05.2023): ``` - git clone https://github.com/PyMySQL/PyMySQL + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 30M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.01.2023): ``` - pip install PyMySQL + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.1M Β· ⏱️ 28.03.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 830K Β· ⏱️ 06.04.2023): ``` - conda install -c conda-forge pymysql + conda install -c conda-forge elasticsearch ```
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT @@ -2873,7 +2873,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 990K / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): ``` pip install mongoengine ``` @@ -2905,11 +2905,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 390K Β· ⏱️ 30.09.2020): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 400K Β· ⏱️ 30.09.2020): ``` conda install -c conda-forge kafka-python ``` @@ -2930,9 +2930,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
-
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.4K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 +
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 610 Β· πŸ“₯ 190K Β· πŸ“¦ 1K Β· πŸ“‹ 920 - 3% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 610 Β· πŸ“₯ 190K Β· πŸ“¦ 1K Β· πŸ“‹ 920 - 3% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2948,7 +2948,7 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ37 Β· ⭐ 600) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 570 - 15% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 580 - 15% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2964,12 +2964,12 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 830 Β· πŸ“¦ 6.1K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 830 Β· πŸ“¦ 6.2K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.7M / month Β· πŸ“¦ 420 Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.9M / month Β· πŸ“¦ 420 Β· ⏱️ 24.01.2023): ``` pip install confluent-kafka ``` @@ -2980,12 +2980,12 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 22K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 23K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): ``` pip install sqlalchemy-utils ``` @@ -2996,12 +2996,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ35 Β· ⭐ 2.7K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 71 Β· πŸ“¦ 490 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 75 Β· πŸ“¦ 500 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 94K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): ``` pip install ibis-framework ``` @@ -3012,12 +3012,12 @@ _Libraries for connecting to, operating, and querying databases._
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 390 Β· πŸ“₯ 5.2K Β· πŸ“¦ 120K Β· πŸ“‹ 330 - 6% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 410 Β· πŸ“₯ 5.2K Β· πŸ“¦ 130K Β· πŸ“‹ 310 - 2% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` pip install mysqlclient ``` @@ -3033,7 +3033,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 95M / month Β· πŸ“¦ 620 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 94M / month Β· πŸ“¦ 620 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` @@ -3042,7 +3042,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
-
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.6K) - High level Python client for Elasticsearch. Apache-2 +
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 - [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 170 Β· πŸ“¦ 9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): @@ -3058,9 +3058,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c anaconda elasticsearch-dsl ```
-
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.5K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 10 Β· πŸ“¦ 5.5K Β· πŸ“‹ 920 - 48% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 10 Β· πŸ“¦ 5.6K Β· πŸ“‹ 920 - 48% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/tortoise/tortoise-orm @@ -3076,23 +3076,23 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 60K Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 61K Β· ⏱️ 16.05.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 920K / month Β· πŸ“¦ 1.2K Β· ⏱️ 25.10.2022): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 56K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 57K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge motor ```
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5K Β· ⏱️ 12.05.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5K Β· ⏱️ 24.05.2023): ``` git clone https://github.com/datastax/python-driver @@ -3106,36 +3106,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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s3transfer (πŸ₯ˆ34 Β· ⭐ 170) - Amazon S3 Transfer Manager for Python. Apache-2 +
minio (πŸ₯ˆ34 Β· ⭐ 640) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 190K Β· πŸ“‹ 79 - 58% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 4.6K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 21.05.2023): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 410 Β· ⏱️ 07.01.2023): ``` - pip install s3transfer + pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 15M Β· ⏱️ 04.05.2023): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 130K Β· ⏱️ 20.05.2023): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge minio ```
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Databases (πŸ₯‰33 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 +
s3transfer (πŸ₯ˆ34 Β· ⭐ 170) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 230 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 16.01.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 200K Β· πŸ“‹ 79 - 58% open Β· ⏱️ 04.05.2023): ``` - git clone https://github.com/encode/databases + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 140 Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` - pip install databases + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 180K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 15M Β· ⏱️ 04.05.2023): ``` - conda install -c conda-forge databases + conda install -c conda-forge s3transfer ```
libcloud (πŸ₯‰33 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 @@ -3150,50 +3150,34 @@ _Libraries for connecting to, operating, and querying databases._ pip install apache-libcloud ```
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neo4j-driver (πŸ₯‰33 Β· ⭐ 790) - Neo4j Bolt driver for Python. Apache-2 - -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.4K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 16.05.2023): - - ``` - git clone https://github.com/neo4j/neo4j-python-driver - ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 160K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): - ``` - pip install neo4j-driver - ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 18.05.2023): - ``` - conda install -c conda-forge neo4j-python-driver - ``` -
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minio (πŸ₯‰33 Β· ⭐ 630) - MinIO Client SDK for Python. Apache-2 +
Databases (πŸ₯‰32 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.5K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 230 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 24.05.2023): ``` - git clone https://github.com/minio/minio-py + git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 400 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 140 Β· ⏱️ 18.12.2022): ``` - pip install minio + pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 130K Β· ⏱️ 24.03.2023): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 180K Β· ⏱️ 02.11.2022): ``` - conda install -c conda-forge minio + conda install -c conda-forge databases ```
Prometheus Client (πŸ₯‰32 Β· ⭐ 3.4K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 730 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 740 Β· ⏱️ 23.01.2023): ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 11M Β· ⏱️ 24.01.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 11M Β· ⏱️ 24.05.2023): ``` conda install -c conda-forge prometheus_client ``` @@ -3209,14 +3193,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 340K Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 350K Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge pynamodb ```
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pandas-gbq (πŸ₯‰32 Β· ⭐ 360) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯‰32 Β· ⭐ 370) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 6.9K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 7K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3230,6 +3214,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
+
sqlmodel (πŸ₯‰31 Β· ⭐ 9.9K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic + +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 410 Β· πŸ“¦ 6K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): + + ``` + git clone https://github.com/tiangolo/sqlmodel + ``` +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 400K / month Β· πŸ“¦ 130 Β· ⏱️ 30.08.2022): + ``` + pip install sqlmodel + ``` +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 12K Β· ⏱️ 30.08.2022): + ``` + conda install -c conda-forge sqlmodel + ``` +
Pony (πŸ₯‰31 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 - [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 52 Β· πŸ“¦ 3.4K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): @@ -3237,7 +3237,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 70K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 72K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` @@ -3248,7 +3248,7 @@ _Libraries for connecting to, operating, and querying databases._
influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7.1K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/influxdata/influxdb-python @@ -3274,34 +3274,18 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
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sqlmodel (πŸ₯‰30 Β· ⭐ 9.9K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic - -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 410 Β· πŸ“¦ 5.9K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): - - ``` - git clone https://github.com/tiangolo/sqlmodel - ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 390K / month Β· πŸ“¦ 130 Β· ⏱️ 30.08.2022): - ``` - pip install sqlmodel - ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 11K Β· ⏱️ 30.08.2022): - ``` - conda install -c conda-forge sqlmodel - ``` -
dataset (πŸ₯‰30 Β· ⭐ 4.5K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 3K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 3.1K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 55K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 57K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.5K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.6K Β· ⏱️ 01.02.2023): ``` conda install -c conda-forge dataset ``` @@ -3324,7 +3308,7 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3356,36 +3340,36 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰28 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 240 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 13.05.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 250 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 13.05.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 17K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 18K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 31% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 31% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): ``` pip install piccolo ```
HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 160 Β· πŸ“¦ 750 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 12.07.2022): +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 160 Β· πŸ“¦ 760 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 12.07.2022): ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 210K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 180K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3401,28 +3385,44 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 29K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.1K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.2K Β· ⏱️ 23.12.2021): ``` conda install -c conda-forge umongo ```
+
py2neo (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 + +- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 200 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): + + ``` + git clone https://github.com/py2neo-org/py2neo + ``` +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 160K / month): + ``` + pip install py2neo + ``` +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 58K Β· ⏱️ 14.10.2021): + ``` + conda install -c conda-forge py2neo + ``` +
filedepot (πŸ₯‰23 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 780 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 790 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 07.05.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.1K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.3K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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ODMantic (πŸ₯‰22 Β· ⭐ 790) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰22 Β· ⭐ 800) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): @@ -3441,7 +3441,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mcfunley/pugsql ``` -- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 20K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 14K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): ``` pip install pugsql ``` @@ -3453,14 +3453,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 59K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 55K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰17 Β· ⭐ 1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 100 Β· πŸ“‹ 310 - 13% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 100 Β· πŸ“‹ 310 - 13% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3471,19 +3471,19 @@ _Libraries for connecting to, operating, and querying databases._ - psycopg2 (πŸ₯ˆ39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +- neo4j-driver (πŸ₯‰31 Β· ⭐ 790 Β· πŸ“‰) - Neo4j Bolt driver for Python. ❗Unlicensed - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 51) - Google Cloud Bigtable API client library. Apache-2 -- py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ’€) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed - pyhdb (πŸ₯‰24 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- gsheets-db-api (πŸ₯‰20 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- lazydata (πŸ₯‰13 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3495,12 +3495,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 140K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2023): ``` pip install Faker ``` @@ -3511,12 +3511,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.1K Β· πŸ“¦ 16K Β· πŸ“‹ 2.3K - 24% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.2K Β· πŸ“¦ 17K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.5M / month Β· πŸ“¦ 440 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.5M / month Β· πŸ“¦ 480 Β· ⏱️ 26.01.2023): ``` pip install datasets ``` @@ -3527,23 +3527,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 470 Β· πŸ“₯ 22K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 470 Β· πŸ“₯ 22K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 84K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 88K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 600K Β· ⏱️ 05.05.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 600K Β· ⏱️ 20.05.2023): ``` conda install -c conda-forge xlwings ```
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Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 50K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/jazzband/tablib @@ -3573,36 +3573,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
xmltodict (πŸ₯ˆ33 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 580 Β· πŸ“¦ 1.4K Β· πŸ“‹ 870 - 7% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 54K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/wireservice/csvkit + git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 24M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): ``` - pip install csvkit + pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 88K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.8M Β· ⏱️ 08.05.2022): ``` - conda install -c conda-forge csvkit + conda install -c conda-forge xmltodict ```
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xmltodict (πŸ₯ˆ33 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT +
csvkit (πŸ₯ˆ32 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 54K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 580 Β· πŸ“¦ 1.4K Β· πŸ“‹ 870 - 7% open Β· ⏱️ 07.03.2023): ``` - git clone https://github.com/martinblech/xmltodict + git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 24M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 03.01.2023): ``` - pip install xmltodict + pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.7M Β· ⏱️ 08.05.2022): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 88K Β· ⏱️ 22.02.2023): ``` - conda install -c conda-forge xmltodict + conda install -c conda-forge csvkit ```
gdown (πŸ₯ˆ32 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT @@ -3639,28 +3639,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ32 Β· ⭐ 900) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 130 Β· πŸ“¦ 1.1K Β· πŸ“‹ 340 - 28% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.1K Β· πŸ“‹ 340 - 28% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 77K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 78K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 400K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 410K Β· ⏱️ 12.03.2023): ``` conda install -c conda-forge intake ```
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snorkel (πŸ₯‰29 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯‰30 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 300 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 310 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 49K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 48K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3669,9 +3669,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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img2dataset (πŸ₯‰26 Β· ⭐ 2.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 2.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 210 Β· πŸ“₯ 980 Β· πŸ“¦ 40 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 220 Β· πŸ“₯ 1K Β· πŸ“¦ 43 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/rom1504/img2dataset @@ -3681,38 +3681,38 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install img2dataset ```
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rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
camelot (πŸ₯‰23 Β· ⭐ 2K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 350 Β· πŸ“‹ 280 - 63% open Β· ⏱️ 23.05.2023): ``` - git clone https://github.com/turicas/rows + git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.3K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.9K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` - pip install rows + pip install camelot ```
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camelot (πŸ₯‰22 Β· ⭐ 1.9K) - A Python library to extract tabular data from PDFs. MIT +
rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 350 Β· πŸ“‹ 270 - 62% open Β· ⏱️ 18.03.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/camelot-dev/camelot + git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.8K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.1K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` - pip install camelot + pip install rows ```
Upgini (πŸ₯‰19 Β· ⭐ 220) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 18 Β· πŸ“¦ 1 Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 18 Β· πŸ“¦ 1 Β· ⏱️ 25.05.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.3K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 7K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ``` @@ -3724,7 +3724,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 740 / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): ``` pip install squirrel-core ``` @@ -3738,11 +3738,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ32 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.7K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 - textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 -- messytables (πŸ₯‰24 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT +- messytables (πŸ₯‰25 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 @@ -3760,12 +3760,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 470K Β· πŸ“¦ 6.8K Β· πŸ“‹ 7.4K - 11% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 480K Β· πŸ“¦ 6.9K Β· πŸ“‹ 7.5K - 11% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 6.3M / month Β· πŸ“¦ 270 Β· ⏱️ 30.04.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 4.9M / month Β· πŸ“¦ 280 Β· ⏱️ 30.04.2023): ``` pip install apache-airflow ``` @@ -3780,7 +3780,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡45 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/celery/celery @@ -3796,23 +3796,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.9K Β· πŸ“‹ 3.8K - 13% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.9K Β· πŸ“‹ 3.8K - 13% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 620K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 630K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 440K Β· ⏱️ 11.05.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 450K Β· ⏱️ 19.05.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡42 Β· ⭐ 6.9K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.8K - 73% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.8K - 73% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/apache/beam @@ -3821,14 +3821,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 43K Β· ⏱️ 11.05.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 44K Β· ⏱️ 11.05.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/rq/rq @@ -3837,14 +3837,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 91K Β· ⏱️ 30.06.2021): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 92K Β· ⏱️ 30.06.2021): ``` conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 7.4K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 7.5K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 940 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.6K - 29% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 940 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.7K - 29% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/dagster-io/dagster @@ -3853,35 +3853,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 880K Β· ⏱️ 12.05.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 890K Β· ⏱️ 21.05.2023): ``` conda install -c conda-forge dagster ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.3K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.4K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 10% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 11M / month Β· πŸ“¦ 31 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 10M / month Β· πŸ“¦ 31 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 640K Β· ⏱️ 11.05.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 650K Β· ⏱️ 18.05.2023): ``` conda install -c conda-forge great-expectations ```
dbt (πŸ₯ˆ38 Β· ⭐ 7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.6K Β· πŸ“¦ 2.7K Β· πŸ“‹ 4K - 11% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.6K Β· πŸ“¦ 2.7K Β· πŸ“‹ 4K - 11% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 630K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 560K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3897,11 +3897,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 26M / month Β· πŸ“¦ 6K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 26M / month Β· πŸ“¦ 6.1K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 18M Β· ⏱️ 10.10.2022): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 19M Β· ⏱️ 10.10.2022): ``` conda install -c conda-forge joblib ``` @@ -3913,7 +3913,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 580K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` @@ -3922,38 +3922,38 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 8.4K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 +
Kedro (πŸ₯ˆ36 Β· ⭐ 8.4K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 790 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 790 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 460K / month Β· πŸ“¦ 65 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 440K / month Β· πŸ“¦ 65 Β· ⏱️ 06.03.2023): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 5.9K) - AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 6K) - AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“¦ 210 Β· πŸ“‹ 420 - 11% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“¦ 220 Β· πŸ“‹ 420 - 11% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7.5K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7.6K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 20.05.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 76K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 80K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -3969,7 +3969,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 840K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 850K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -3985,7 +3985,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.7K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.8K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): ``` pip install zenml ``` @@ -4001,51 +4001,51 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 67K Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 68K Β· ⏱️ 24.02.2023): ``` conda install -c conda-forge mleap ```
+
faust (πŸ₯‰29 Β· ⭐ 6.5K) - Python Stream Processing. BSD-3 + +- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.5K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): + + ``` + git clone https://github.com/robinhood/faust + ``` +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 25K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): + ``` + pip install faust + ``` +
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 79 Β· πŸ“‹ 840 - 16% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 81 Β· πŸ“‹ 850 - 16% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.1K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.3K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 59K Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 60K Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge ploomber ```
whylogs (πŸ₯‰29 Β· ⭐ 2.2K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 42 Β· πŸ“¦ 89 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 96 Β· πŸ“₯ 35 Β· πŸ“¦ 94 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 48K / month Β· πŸ“¦ 7 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 54K / month Β· πŸ“¦ 7 Β· ⏱️ 08.03.2023): ``` pip install whylogs ```
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faust (πŸ₯‰28 Β· ⭐ 6.5K) - Python Stream Processing. BSD-3 - -- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.5K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): - - ``` - git clone https://github.com/robinhood/faust - ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 26K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): - ``` - pip install faust - ``` -
PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K Β· πŸ’€) - Python library for creating data pipelines with chain.. MIT - [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 610 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): @@ -4053,14 +4053,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 270K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 260K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰26 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“¦ 400 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 19.03.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“¦ 400 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq @@ -4069,19 +4069,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.1K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ```
streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 -- [GitHub](https://github.com/Parsely/streamparse) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 220 Β· πŸ“¦ 59 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 18.07.2022): +- [GitHub](https://github.com/Parsely/streamparse) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 220 Β· πŸ“¦ 59 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 18.07.2022): ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4.2K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 3.7K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): ``` pip install streamparse ``` @@ -4093,43 +4093,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 71K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 73K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
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Optimus (πŸ₯‰24 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark +
Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 17K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 16K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ```
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BatchFlow (πŸ₯‰24 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 - -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 04.05.2023): - - ``` - git clone https://github.com/analysiscenter/batchflow - ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.2K / month Β· ⏱️ 02.01.2023): - ``` - pip install batchflow - ``` -
Pypeline (πŸ₯‰23 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 93 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 94 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 24K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4140,16 +4128,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 70 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 600 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 740 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ```
+
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 + +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 19.05.2023): + + ``` + git clone https://github.com/analysiscenter/batchflow + ``` +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.6K / month Β· ⏱️ 02.01.2023): + ``` + pip install batchflow + ``` +
pysparkling (πŸ₯‰22 Β· ⭐ 260) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 160 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): @@ -4173,7 +4173,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1K / month Β· πŸ“¦ 7 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.3K / month Β· πŸ“¦ 7 Β· ⏱️ 20.09.2022): ``` pip install pdpipe ``` @@ -4182,14 +4182,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Mara Pipelines (πŸ₯‰20 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰19 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 170 / month Β· πŸ“¦ 1 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 160 / month Β· πŸ“¦ 1 Β· ⏱️ 22.09.2022): ``` pip install mara-pipelines ``` @@ -4213,7 +4213,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 110 / month Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 120 / month Β· ⏱️ 26.10.2022): ``` pip install d6tflow ``` @@ -4225,19 +4225,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 100 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 92 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ```
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RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +
RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 110 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 170 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4249,7 +4249,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 9 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 4 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4273,7 +4273,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 440 Β· πŸ“¦ 800K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 810K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4289,7 +4289,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 590 Β· πŸ“¦ 60K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 60K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 21.05.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4298,7 +4298,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.6M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.7M Β· ⏱️ 22.05.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4327,12 +4327,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 6.9K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 7K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 750 Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 10M / month Β· πŸ“¦ 760 Β· ⏱️ 06.01.2023): ``` pip install deepdiff ``` @@ -4341,14 +4341,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰24 Β· ⭐ 300) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰26 Β· ⭐ 300 Β· πŸ“ˆ) - Runtime inspection utilities for Python typing module. MIT -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 27 Β· πŸ“‹ 54 - 37% open Β· ⏱️ 21.11.2022): +- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 28 Β· πŸ“‹ 55 - 36% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 300 Β· ⏱️ 17.08.2022): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month Β· πŸ“¦ 310 Β· ⏱️ 17.08.2022): ``` pip install typing_inspect ``` @@ -4368,9 +4368,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡40 Β· ⭐ 4.7K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡40 Β· ⭐ 4.8K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 710K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 720K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4386,7 +4386,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.6K Β· πŸ“¦ 180K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.7K Β· πŸ“¦ 180K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 21.05.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4400,25 +4400,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge more-itertools ```
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boltons (πŸ₯ˆ36 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
boltons (πŸ₯ˆ35 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.3K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.4K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 430 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.8M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.9M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 94K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 95K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4427,7 +4427,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 15M Β· ⏱️ 10.07.2022): +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 16M Β· ⏱️ 10.07.2022): ``` conda install -c conda-forge toolz ``` @@ -4443,7 +4443,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.5M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.6M Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge tenacity ``` @@ -4471,7 +4471,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): ``` pip install natsort ``` @@ -4482,7 +4482,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰31 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.6K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.7K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy @@ -4496,34 +4496,34 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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returns (πŸ₯‰31 Β· ⭐ 2.7K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰31 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 97 Β· πŸ“¦ 350 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 97 Β· πŸ“¦ 350 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 85K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 91K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.2K Β· ⏱️ 22.04.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.3K Β· ⏱️ 22.04.2023): ``` conda install -c conda-forge returns ```
ubelt (πŸ₯‰27 Β· ⭐ 680) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.5K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.6K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 15K / month Β· πŸ“¦ 67 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 67 Β· ⏱️ 03.12.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 47K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 48K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ``` @@ -4533,8 +4533,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 620 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT -- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT +- pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2

@@ -4544,16 +4544,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 53K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 62K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 69K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.6M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.7M Β· ⏱️ 01.05.2021): ``` conda install -c conda-forge typing ``` @@ -4564,7 +4564,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 61K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 61K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/micropython/micropython @@ -4584,8 +4584,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯ˆ21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰18 Β· ⭐ 920 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- grumpy (πŸ₯‰20 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- stackless (πŸ₯‰18 Β· ⭐ 930 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 350 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4596,12 +4596,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 530 Β· πŸ“¦ 520K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 530 Β· πŸ“¦ 520K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 54M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 52M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): ``` pip install pygments ``` @@ -4612,16 +4612,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡39 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“₯ 7.9K Β· πŸ“¦ 780K Β· πŸ“‹ 300 - 10% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 7.9K Β· πŸ“¦ 790K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 74M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 73M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 35M Β· ⏱️ 14.07.2022): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 36M Β· ⏱️ 14.07.2022): ``` conda install -c conda-forge pyparsing ``` @@ -4637,14 +4637,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 690K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 700K Β· ⏱️ 01.06.2022): ``` conda install -c conda-forge cookiecutter ```
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 560K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 570K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/eliben/pycparser @@ -4653,19 +4653,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 30M Β· ⏱️ 07.11.2021): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 31M Β· ⏱️ 07.11.2021): ``` conda install -c conda-forge pycparser ```
diagrams (πŸ₯ˆ34 Β· ⭐ 30K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 990 Β· πŸ“‹ 510 - 64% open Β· ⏱️ 13.01.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 1K Β· πŸ“‹ 510 - 64% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 99K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 98K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): ``` pip install diagrams ``` @@ -4681,11 +4681,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 29M / month Β· πŸ“¦ 680 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 29M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.8M Β· ⏱️ 13.08.2022): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.9M Β· ⏱️ 13.08.2022): ``` conda install -c conda-forge py4j ``` @@ -4708,28 +4708,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ33 Β· ⭐ 760) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 99 Β· πŸ“¦ 420K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 430K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 63M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 61M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 20M Β· ⏱️ 07.01.2022): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 21M Β· ⏱️ 07.01.2022): ``` conda install -c conda-forge decorator ```
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keyboard (πŸ₯ˆ31 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT +
keyboard (πŸ₯ˆ32 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 540 - 64% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 460K / month Β· πŸ“¦ 430 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 470K / month Β· πŸ“¦ 430 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4738,14 +4738,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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pyscaffold (πŸ₯ˆ31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 9% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 270K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 260K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): ``` pip install pyscaffold ``` @@ -4754,7 +4754,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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pluggy (πŸ₯ˆ31 Β· ⭐ 940) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯‰31 Β· ⭐ 940) - A minimalist production ready plugin system. MIT - [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 16.05.2023): @@ -4770,25 +4770,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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fastcore (πŸ₯ˆ31 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰31 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 - [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.5K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 570K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 42K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 43K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge fastcore ```
Copier (πŸ₯‰29 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 120 Β· πŸ“¦ 410 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 120 Β· πŸ“¦ 410 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/copier-org/copier @@ -4798,26 +4798,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install copier ```
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powerline-shell (πŸ₯‰28 Β· ⭐ 6K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +
powerline-shell (πŸ₯‰28 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 98 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 9.5K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 8.4K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
python-mss (πŸ₯‰28 Β· ⭐ 840) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 27% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 300K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 290K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4837,31 +4837,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.1M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.2M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge send2trash ```
pyscreenshot (πŸ₯‰27 Β· ⭐ 460) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· πŸ“¦ 1.9K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· πŸ“¦ 2K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 93K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 92K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
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catalogue (πŸ₯‰26 Β· ⭐ 150) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰26 Β· ⭐ 160) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 24K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 25K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4M / month Β· πŸ“¦ 72 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 72 Β· ⏱️ 18.10.2022): ``` pip install catalogue ``` diff --git a/history/2023-05-25_changes.md b/history/2023-05-25_changes.md new file mode 100644 index 0000000..1f46abe --- /dev/null +++ b/history/2023-05-25_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.3K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- pulumi (πŸ₯ˆ42 Β· ⭐ 16K Β· πŸ“ˆ) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +- numexpr (πŸ₯ˆ33 Β· ⭐ 2K Β· πŸ“ˆ) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT +- typing_inspect (πŸ₯‰26 Β· ⭐ 300 Β· πŸ“ˆ) - Runtime inspection utilities for Python typing module. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- docker (πŸ₯ˆ41 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +- neo4j-driver (πŸ₯‰31 Β· ⭐ 790 Β· πŸ“‰) - Neo4j Bolt driver for Python. ❗Unlicensed +- py2neo (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed +- lazydata (πŸ₯‰13 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 + diff --git a/history/2023-05-25_projects.csv b/history/2023-05-25_projects.csv new file mode 100644 index 0000000..0d5c068 --- /dev/null +++ b/history/2023-05-25_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-18 16:05:18.000,2023-05-18 16:05:17,378.0,26.0,2050,376.0,196.0,16.0,31.0,13670,2023-05-18 16:05:25.000,2023.05.18,98.0,37.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-05-18 17:59:18.000,2023-05-18 17:59:16,231.0,25.0,145,53.0,141.0,1.0,2.0,1902,2023-05-18 17:59:25.000,2023.05.18,90.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-05-18 16:04:36.000,2023-05-18 16:04:35,231.0,28.0,40,23.0,140.0,3.0,5.0,724,2023-05-18 16:04:42.000,2023.05.18,88.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-05-18 17:59:18.000,2023-05-18 17:59:16,231.0,25.0,145,53.0,141.0,1.0,2.0,1902,2023-05-18 17:59:25.000,2023.05.18,90.0,10.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-18 16:05:18.000,2023-05-18 16:05:17,378.0,26.0,2050,376.0,196.0,16.0,31.0,13670,2023-05-18 16:05:25.000,2023.05.18,98.0,37.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6752,1668.0,321.0,10.0,73.0,37390,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-18 16:05:18.000,2023-05-18 16:05:17,378.0,26.0,2050,376.0,196.0,16.0,31.0,13670,2023-05-18 16:05:25.000,2023.05.18,98.0,37.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-05-25 09:33:45.000,2023-05-25 09:33:44,32453.0,782.0,16187,1120.0,28765.0,3575.0,21213.0,38457,2023-04-24 10:21:06.442,2.0.1,114.0,3352.0,52,True,pandas,conda-forge/pandas,['pandas'],195723.0,114292762.0,1212919.0,1143570.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,69349.0,113819201.0,https://anaconda.org/conda-forge/pandas,2023-05-08 01:07:59.394,39632385.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-05-25 11:51:01.000,2023-05-25 01:47:25,32406.0,691.0,7997,588.0,12304.0,2170.0,9469.0,23574,2023-04-22 21:58:39.000,1.24.3,140.0,1628.0,51,True,numpy,conda-forge/numpy,,727304.0,148838470.0,1776022.0,1642733.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,133289.0,148153472.0,https://anaconda.org/conda-forge/numpy,2023-04-23 01:54:47.993,56756620.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-05-25 12:36:15.000,2023-05-25 04:25:23,11874.0,723.0,15014,2070.0,7162.0,886.0,4876.0,59475,2023-05-17 18:25:34.330,4.23.1,137.0,1093.0,50,True,protobuf,conda-forge/protobuf,,31557462.0,126228482.0,433987.0,414813.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15825.0,119626146.0,https://anaconda.org/conda-forge/protobuf,2023-05-24 06:45:26.007,14017445.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3349.0,5769781.0,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-05-25 12:04:33.000,2023-05-24 18:58:42,53728.0,264.0,23360,1950.0,49185.0,984.0,30785.0,57461,2023-05-23 11:10:42.305,7.6.0,327.0,6733.0,48,True,ansible,conda-forge/ansible,,,4003130.0,32128.0,28048.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4080.0,3990232.0,https://anaconda.org/conda-forge/ansible,2023-04-26 10:12:03.270,889988.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-05-25 13:29:42.000,2023-05-25 10:50:46,19827.0,863.0,12398,757.0,21107.0,871.0,6622.0,30778,2023-05-16 14:38:31.000,2.6.1,152.0,2849.0,47,True,apache-airflow,conda-forge/airflow,,477879.0,6119444.0,7173.0,6895.0,https://pypi.org/project/apache-airflow,2023-04-30 11:50:51.959,278.0,4903410.0,https://anaconda.org/conda-forge/airflow,2023-05-17 04:44:24.599,890090.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-05-16 13:48:11.084374,448.0,116257889.0,,,,,,, +12,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-05-25 07:31:52.000,2023-05-24 13:17:24,16312.0,290.0,1153,93.0,622.0,182.0,7132.0,7267,2023-05-20 01:04:48.774,2.0.15,284.0,622.0,46,True,SQLAlchemy,conda-forge/sqlalchemy,,41594.0,71626880.0,620676.0,573530.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,47146.0,71467927.0,https://anaconda.org/conda-forge/sqlalchemy,2023-05-20 08:23:49.724,12008623.0,1.0,,,,,,,,,,,,1.0,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-05-25 00:46:48.000,2023-05-25 00:18:07,10407.0,455.0,1160,122.0,6729.0,26.0,2188.0,5548,2023-04-14 12:36:24.397,40.0.2,113.0,290.0,46,True,cryptography,conda-forge/cryptography,,,163066899.0,487497.0,466463.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,21034.0,162524021.0,https://anaconda.org/conda-forge/cryptography,2023-04-14 22:18:08.631,38544374.0,1.0,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-05-24 16:24:26.000,2023-05-24 16:24:25,12202.0,74.0,4482,480.0,2935.0,619.0,4295.0,21573,2023-05-11 13:24:00.000,5.3.0rc1,195.0,1278.0,45,True,celery,conda-forge/celery,,,6480484.0,117674.0,102615.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15059.0,6466042.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1242040.0,1.0,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-05-25 12:51:28.000,2023-05-25 07:24:45,1860.0,338.0,1247,104.0,2304.0,256.0,2185.0,13806,2023-05-23 18:23:55.714,1.10.8,103.0,362.0,45,True,pydantic,conda-forge/pydantic,,,65941169.0,206361.0,199448.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6913.0,65846772.0,https://anaconda.org/conda-forge/pydantic,2023-05-23 22:37:45.440,4908672.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +16,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-05-25 00:13:05.669,2023-05-24 18:08:53,11202.0,234.0,3602,570.0,3360.0,527.0,3851.0,13792,2023-05-23 20:56:11.458,1.27.139,1717.0,415.0,45,True,awscli,conda-forge/awscli,,1337.0,180733190.0,3050.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3048.0,180497089.0,https://anaconda.org/conda-forge/awscli,2023-05-25 00:13:05.669,19358317.0,1.0,,,,,,,,,,,,1.0,,,,,, +17,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-05-24 23:34:39.179,2023-05-24 18:09:01,5162.0,203.0,1761,241.0,670.0,171.0,2800.0,8097,2023-05-24 20:39:39.593,1.26.140,1313.0,142.0,45,True,boto3,conda-forge/boto3,,,597116431.0,324851.0,307459.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17392.0,596916479.0,https://anaconda.org/conda-forge/boto3,2023-05-24 23:34:39.179,15596269.0,1.0,,,,,,,,,,,,,,,,,, +18,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-05-18 13:53:30.000,2023-05-03 16:27:35,2259.0,24.0,1320,183.0,1014.0,126.0,1360.0,13893,2022-04-28 17:37:47.000,8.1.3,49.0,339.0,44,True,click,conda-forge/click,,,126109541.0,1314923.0,1241431.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,73492.0,125781257.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,26919363.0,1.0,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-05-25 12:25:28.000,2023-05-16 10:52:09,2186.0,49.0,2364,326.0,1336.0,194.0,1277.0,11490,2023-05-08 12:06:06.998,4.5.5,112.0,397.0,44,True,redis,conda-forge/redis-py,,,27609437.0,27428.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27428.0,27597559.0,https://anaconda.org/conda-forge/redis-py,2023-03-29 15:36:35.839,974073.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-05-24 22:33:29.000,2023-05-24 18:09:04,9901.0,278.0,1008,66.0,1954.0,140.0,885.0,1282,2023-05-24 20:38:15.398,1.29.140,1700.0,193.0,44,True,botocore,conda-forge/botocore,,,323213406.0,237049.0,228664.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8385.0,322954074.0,https://anaconda.org/conda-forge/botocore,2023-05-24 21:50:38.343,21265256.0,2.0,,,,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-05-19 07:31:06.000,2023-05-09 07:55:58,3760.0,66.0,1557,541.0,964.0,135.0,982.0,43366,2023-04-27 16:00:07.000,13.3.5,181.0,221.0,43,True,rich,conda-forge/rich,,,22390991.0,95016.0,90738.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,4278.0,22278428.0,https://anaconda.org/conda-forge/rich,2023-04-27 19:38:00.684,3827159.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-05-25 09:19:23.000,2023-05-22 07:18:37,2978.0,97.0,3091,637.0,2341.0,125.0,2100.0,20495,2023-05-11 17:39:04.372,23.5.9,34.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,,203327.0,10881470.0,58118.0,57583.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,276.0,9871862.0,https://anaconda.org/conda-forge/flatbuffers,2023-03-17 08:01:52.765,700125.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-11 17:37:17.890,259.0,999374.0,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-05-18 02:38:14.000,2023-05-16 16:38:32,3340.0,75.0,1767,224.0,1221.0,25.0,620.0,15827,2023-05-16 16:40:47.215,18.9.0,288.0,525.0,43,True,Faker,conda-forge/faker,,,7543028.0,139954.0,136884.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3070.0,7532564.0,https://anaconda.org/conda-forge/faker,2023-05-16 18:50:11.472,774385.0,1.0,,,,,,,,,,,,,,,,,, +24,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-05-25 12:20:54.000,2023-05-25 12:20:54,6390.0,91.0,526,32.0,729.0,407.0,1343.0,1298,2023-04-18 18:51:04.629,2.15.1,59.0,782.0,43,True,pygments,conda-forge/pygments,,,52399255.0,558125.0,521250.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36875.0,52142769.0,https://anaconda.org/conda-forge/pygments,2023-04-19 11:39:51.285,21801340.0,1.0,,,,,,,,,,,,,,,,,, +25,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-05-25 13:26:52.000,2023-05-25 13:05:43,117148.0,1037.0,26854,1487.0,40983.0,8199.0,56644.0,53311,2020-07-22 03:00:52.000,0.0.6,11.0,2495.0,42,True,cpython,conda-forge/typing,,,99528.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,68595.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2660304.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +26,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-05-25 13:14:11.000,2023-05-25 12:16:17,4168.0,178.0,4869,701.0,3633.0,177.0,6691.0,29508,2023-05-17 17:13:14.000,2.18.1,144.0,472.0,42,True,docker-compose,conda-forge/docker-compose,,131287800.0,4003097.0,13635.0,12391.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1244.0,1733774.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,327247.0,2.0,,,,,,,,,,,,,,,,,, +27,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-05-25 13:16:49.000,2023-05-25 08:46:15,3428.0,88.0,2184,270.0,3557.0,614.0,1696.0,16262,2023-04-28 10:09:04.000,2.12.0,67.0,510.0,42,True,datasets,conda-forge/datasets,,,3493286.0,17139.0,16662.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,477.0,3483138.0,https://anaconda.org/conda-forge/datasets,2023-04-28 14:33:19.813,294293.0,1.0,,,,,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-05-25 13:07:34.000,2023-05-25 08:30:29,9991.0,749.0,903,171.0,6186.0,1803.0,4287.0,16066,2023-05-19 00:55:02.666,3.68.0,3886.0,226.0,42,True,pulumi,,,228772.0,3412544.0,3283.0,2577.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,130.0,2302440.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-05-19 00:53:34.953,576.0,1098666.0,,,,,,,1.0,,,,,, +29,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-05-25 12:59:13.000,2023-05-25 12:59:11,14564.0,540.0,1227,152.0,5450.0,514.0,3280.0,12015,2023-05-18 20:54:01.392,2.10.10,211.0,321.0,42,True,prefect,conda-forge/prefect,,,634741.0,3058.0,2917.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,141.0,625796.0,https://anaconda.org/conda-forge/prefect,2023-05-19 00:46:25.401,447257.0,1.0,,,,,,,,,,,,,,,,,, +30,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-05-24 20:12:16.000,2023-04-12 23:07:28,3862.0,16.0,1930,316.0,747.0,980.0,742.0,8346,2023-03-10 21:24:11.689,3.1.0,141.0,183.0,42,True,paramiko,conda-forge/paramiko,,,34693143.0,90467.0,77584.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12883.0,34653466.0,https://anaconda.org/conda-forge/paramiko,2023-03-13 21:04:24.021,3174195.0,2.0,,,,,,,,,,,,,,,,,, +31,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-05-25 13:29:43.000,2023-05-25 13:29:43,39277.0,729.0,3932,259.0,21236.0,4275.0,1561.0,6885,2023-05-10 17:58:10.000,2.47.0,87.0,1482.0,42,True,apache-beam,conda-forge/apache-beam-with-aws,,,6404161.0,195.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,193.0,6401981.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-05-11 14:37:09.479,43611.0,1.0,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-05-25 09:48:58.000,2023-05-25 05:10:31,14589.0,825.0,2357,368.0,22357.0,949.0,7259.0,3680,2023-05-25 06:55:53.000,azure-mgmt-compute_30.0.0,100.0,586.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,36415386.0,2853.0,2214.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,639.0,36399192.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-04-18 01:20:03.450,939302.0,1.0,,,,,,,,,,,,,,,,,, +33,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-05-23 12:54:54.000,2023-05-20 14:22:47,12791.0,52.0,3024,616.0,3462.0,971.0,3862.0,15899,2023-05-20 14:20:47.000,2.2.0,43.0,586.0,41,True,kivy,conda-forge/kivy,,30719.0,95414.0,10584.0,9975.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,609.0,89921.0,https://anaconda.org/conda-forge/kivy,2023-05-20 16:42:24.729,301348.0,1.0,,,,,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-05-22 12:32:26.000,2023-05-22 12:32:23,4519.0,35.0,1370,202.0,458.0,,2267.0,10060,2023-04-21 20:18:22.000,3.16.2,183.0,151.0,41,True,peewee,conda-forge/peewee,,,1066856.0,25579.0,21898.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3681.0,1060606.0,https://anaconda.org/conda-forge/peewee,2023-04-21 22:34:26.236,512551.0,1.0,,,,,,,,,,,,,,,,,, +35,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-05-23 04:33:48.000,2023-05-11 20:05:16,3307.0,8.0,1639,197.0,1554.0,429.0,1201.0,6253,2023-05-11 20:18:21.000,6.1.2,83.0,437.0,41,True,docker,conda-forge/docker-py,,513.0,28664817.0,65736.0,61958.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3778.0,28623872.0,https://anaconda.org/conda-forge/docker-py,2023-05-08 12:41:24.501,3357172.0,2.0,,,,,,,,,,,,-1.0,,,,,, +36,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-05-24 21:22:06.000,2023-05-17 18:40:31,9394.0,96.0,1457,308.0,7234.0,236.0,3380.0,4208,2023-05-17 17:22:53.000,google-cloud-workstations-v0.4.0,100.0,329.0,41,True,google-cloud-storage,conda-forge/google-cloud-storage,,,39935221.0,1893.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1893.0,39886469.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-05-05 07:42:12.019,3461427.0,1.0,,,,,,,,,,,,,,,,,, +37,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-05-24 14:45:37.000,2023-05-24 14:41:11,4243.0,60.0,493,57.0,867.0,242.0,1175.0,1874,2023-01-23 10:26:08.294,3.8.0,33.0,194.0,41,True,h5py,conda-forge/h5py,,2702.0,12252118.0,230521.0,215829.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14692.0,12113299.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,11935404.0,1.0,,,,,,,,,,,,,,,,,, +38,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-05-25 13:08:22.000,2023-05-25 11:52:30,6413.0,901.0,906,127.0,5086.0,799.0,3147.0,17323,2023-05-23 08:45:58.100,0.17.15,290.0,220.0,40,True,polars,,,,520410.0,2220.0,2044.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,176.0,520410.0,,,,2.0,,,,,,,,,,,,,,,,,, +39,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-05-25 02:08:18.000,2023-05-25 02:08:17,1776.0,60.0,1351,210.0,825.0,159.0,913.0,8922,2023-05-05 14:07:01.631,1.14.1,74.0,292.0,40,True,rq,conda-forge/rq,,,768220.0,15389.0,13620.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1769.0,767104.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,91534.0,1.0,,,,,,,,,,,,,,,,,, +40,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-05-25 13:24:19.000,2023-05-25 13:23:09,14537.0,1216.0,945,96.0,8513.0,1691.0,4001.0,7480,2023-05-18 21:08:44.000,1.3.5,539.0,311.0,40,True,dagster,conda-forge/dagster,,,530521.0,1318.0,1201.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,117.0,509333.0,https://anaconda.org/conda-forge/dagster,2023-05-21 16:39:11.621,889904.0,1.0,,,,,,,,,,,,,,,,,, +41,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-05-25 07:36:53.000,2023-05-25 07:36:52,1073.0,32.0,1405,233.0,473.0,15.0,623.0,7309,2023-03-28 03:56:56.000,1.0.3,37.0,120.0,40,True,PyMySQL,conda-forge/pymysql,,,29901398.0,177665.0,167016.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10649.0,29884588.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1126300.0,1.0,,,,,,,,,,,,,,,,,, +42,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-05-22 05:57:04.000,2023-05-22 05:46:02,1298.0,33.0,336,62.0,506.0,110.0,519.0,4755,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,40,True,attrs,conda-forge/attrs,,,116788748.0,738657.0,720838.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17819.0,116408447.0,https://anaconda.org/conda-forge/attrs,2023-05-07 01:50:52.108,28142312.0,1.0,,,,,,,,,,,,,,,,,, +43,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-05-24 18:03:42.000,2023-05-24 18:03:34,2491.0,71.0,559,58.0,312.0,28.0,712.0,4139,2023-05-16 18:31:41.000,4.18.0a7,86.0,108.0,40,True,jsonschema,conda-forge/jsonschema,,,68109027.0,402573.0,383971.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18602.0,67878384.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,19604673.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-05-25 09:24:30.000,2023-05-23 16:48:15,1513.0,11.0,1142,397.0,1197.0,37.0,977.0,3947,2023-04-06 20:59:42.000,8.7.0,129.0,193.0,40,True,elasticsearch,conda-forge/elasticsearch,,2902.0,13644983.0,44274.0,38196.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6078.0,13634842.0,https://anaconda.org/conda-forge/elasticsearch,2023-04-06 20:53:44.818,834017.0,1.0,,,,,,,,,,,,,,,,,, +45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-05-21 17:47:12.000,2023-05-21 17:47:12,1462.0,71.0,243,36.0,466.0,27.0,236.0,3048,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,40,True,more-itertools,conda-forge/more-itertools,,2653.0,35101550.0,187548.0,178875.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8673.0,34946508.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11315614.0,1.0,,,,,,,,,,,,,,,,,, +46,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-05-25 13:25:34.000,2023-05-25 13:02:50,10990.0,592.0,1322,74.0,6235.0,169.0,1507.0,8378,2023-05-18 20:35:55.000,0.16.13,218.0,388.0,39,True,great_expectations,conda-forge/great-expectations,,,10427845.0,31.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,31.0,10417370.0,https://anaconda.org/conda-forge/great-expectations,2023-05-18 22:52:41.684,649451.0,2.0,,,,,,,,,,,,,,,,,, +47,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-05-14 21:27:17.000,2023-05-14 21:27:17,1441.0,45.0,671,131.0,377.0,169.0,451.0,5828,2023-03-20 09:22:33.000,3.0.0,44.0,144.0,39,True,watchdog,conda-forge/watchdog,,,13470427.0,101366.0,93310.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8056.0,13444329.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,2113944.0,1.0,,,,,,,,,,,,,,,,,, +48,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-04-27 00:59:01.000,2023-04-18 19:22:32,4081.0,27.0,1211,137.0,1099.0,378.0,1309.0,3994,2023-03-03 10:28:06.959,0.27.0,72.0,385.0,39,True,mongoengine,conda-forge/mongoengine,,,995170.0,23963.0,20384.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3579.0,992616.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,206905.0,2.0,,,,,,,,,,,,,,,,,, +49,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-05-25 07:40:49.000,2023-05-19 21:16:04,2701.0,97.0,1170,197.0,1182.0,179.0,1774.0,3114,2023-05-05 16:39:25.000,4.2.0,42.0,219.0,39,True,netmiko,,,,175273.0,3855.0,3595.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,260.0,175273.0,,,,2.0,,,,,,,,,,,,,,,,,, +50,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-05-24 19:20:19.000,2023-04-23 20:47:26,3044.0,19.0,475,73.0,284.0,21.0,1208.0,2943,2023-04-03 11:33:15.441,2.9.6,56.0,129.0,39,False,psycopg2,psycopg2,,,14260295.0,657381.0,595911.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61450.0,14257988.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,207716.0,2.0,,,,,,,,,,,,,,20.0,,,, +51,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-05-04 21:28:55.000,2022-12-03 20:07:04,1571.0,,426,42.0,611.0,327.0,397.0,2069,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34913.0,249257576.0,1054771.0,1050668.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,248734590.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,43900969.0,1.0,,,,,,,,,,,,,,,,,, +52,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-05-24 20:41:44.000,2023-05-17 22:09:45,1702.0,75.0,185,19.0,117.0,97.0,861.0,1938,2023-05-17 22:10:39.727,1.11.1,115.0,165.0,39,True,alembic,conda-forge/alembic,,,23325407.0,173418.0,161970.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11448.0,23284932.0,https://anaconda.org/conda-forge/alembic,2023-05-18 02:34:43.779,3318981.0,2.0,,,,,,,,,,,,,,,,,, +53,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-05-20 02:51:14.000,2023-05-20 02:10:41,1137.0,51.0,257,23.0,162.0,29.0,272.0,1838,2022-05-10 23:30:45.000,pyparsing_3.0.9,69.0,55.0,39,True,pyparsing,conda-forge/pyparsing,,7869.0,73213946.0,819254.0,787229.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,32025.0,72785629.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,35538731.0,1.0,,,,,,,,,,,,,,,,,, +54,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-05-24 22:32:16.000,2023-05-19 14:39:58,2146.0,46.0,248,24.0,717.0,197.0,356.0,587,2023-05-07 19:05:45.190,2023.5.0,68.0,178.0,39,True,fsspec,conda-forge/fsspec,,,89680572.0,48102.0,47483.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,619.0,89444500.0,https://anaconda.org/conda-forge/fsspec,2023-05-07 21:30:49.626,12039695.0,1.0,,,,,,,,,,,,,,,,,, +55,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-04-11 22:58:48.175,2023-02-13 20:24:46,287.0,,1369,381.0,162.0,131.0,170.0,24593,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,38,True,fire,conda-forge/fire,,,6766336.0,22825.0,21116.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1709.0,6758216.0,https://anaconda.org/conda-forge/fire,2023-04-11 22:58:48.175,576556.0,2.0,,,,,,,,,,,,,,,,,, +56,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-05-18 22:29:17.000,2022-09-09 12:04:10,2962.0,,1836,228.0,1039.0,272.0,570.0,19628,2022-06-01 17:01:17.000,2.1.1,34.0,286.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2120235.0,21834.0,20267.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1567.0,2111919.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,698611.0,1.0,,,,,,,,,,,,,,,,,, +57,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-05-25 13:15:11.000,2023-05-24 20:45:48,2444.0,212.0,611,112.0,2619.0,907.0,2748.0,8662,2023-05-24 21:27:58.000,0.21.0,75.0,114.0,38,True,modin,conda-forge/modin-core,['pandas'],196595.0,1334710.0,1084.0,1044.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,40.0,1320649.0,https://anaconda.org/conda-forge/modin-core,2023-05-25 08:27:43.978,234785.0,2.0,,,,,,,,,,,,,,,,,, +58,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-05-06 09:10:57.000,2023-04-28 08:22:02,2699.0,9.0,675,152.0,713.0,555.0,545.0,8359,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,25161972.0,1406.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1406.0,24750781.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,15625266.0,2.0,,,,,,,,,,,,,,,,,, +59,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-05-25 09:09:20.000,2023-05-24 17:54:58,6092.0,173.0,1244,134.0,3422.0,478.0,3555.0,7008,2023-04-27 13:29:39.000,1.5.0,173.0,280.0,38,True,dbt,conda-forge/dbt,,1607.0,562257.0,2730.0,2700.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,559145.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,238054.0,2.0,,,,,,,,,,,,,,,dbt,,, +60,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-05-16 07:24:02.000,2023-05-16 07:24:00,3178.0,20.0,627,82.0,967.0,162.0,1026.0,6556,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,38,True,marshmallow,conda-forge/marshmallow,,,21202755.0,90617.0,80377.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10240.0,21180925.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1746422.0,2.0,,,,,,,,,,,,,,,,,, +61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-05-24 19:42:50.000,2023-05-24 19:42:50,1652.0,23.0,3082,136.0,831.0,101.0,1147.0,5721,2023-02-16 01:06:58.000,26.1.0,84.0,179.0,38,True,kubernetes,conda-forge/kubernetes,,,13955117.0,1316.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1316.0,13948404.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,416207.0,3.0,,,,,,,,,,,,,,,,,, +62,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-04-05 23:32:33.000,2023-03-02 20:25:13,2157.0,1.0,1338,154.0,946.0,282.0,1174.0,5204,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,38,True,kafka-python,conda-forge/kafka-python,,1829.0,7685184.0,19278.0,17881.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1397.0,7679674.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,395548.0,2.0,,,,,,,,,,,,,,,,,, +63,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-05-05 17:34:54.000,2023-04-30 23:13:29,1461.0,15.0,367,62.0,672.0,380.0,443.0,3269,2022-10-10 12:56:17.006,1.1.1,104.0,120.0,38,True,joblib,conda-forge/joblib,,,26628850.0,296535.0,290482.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,6053.0,26401380.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,18652609.0,2.0,,,,,,,,,,,,,,,,,, +64,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-05-24 01:06:31.000,2023-05-19 06:30:46,2803.0,32.0,439,60.0,194.0,59.0,488.0,2372,2023-05-19 08:13:05.062,3.18.0,46.0,138.0,38,True,pycryptodomex,conda-forge/pycryptodomex,,,28652404.0,70197.0,68642.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1555.0,28633050.0,https://anaconda.org/conda-forge/pycryptodomex,2023-05-19 21:46:31.448,1258025.0,2.0,,,,,,,,,,,,,,,,,, +65,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-04-25 19:40:25.000,2022-09-13 22:22:16,316.0,,449,51.0,244.0,264.0,287.0,2173,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,183156241.0,887283.0,812372.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74911.0,182744971.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,34135416.0,1.0,,,,,,,,,,,,,,,,,, +66,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-05-18 13:58:21.000,2023-01-29 03:07:44,1874.0,,278,38.0,237.0,198.0,198.0,1167,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,32253801.0,292422.0,275024.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17398.0,32115252.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,11361028.0,1.0,,,,,,,,,,,,,,,,,, +67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-05-09 08:37:29.000,2023-05-04 09:47:52,4078.0,7.0,2371,483.0,2270.0,114.0,876.0,16554,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,558341.0,2539.0,2124.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,413.0,558193.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,12961.0,2.0,,,,,,,stable/luigi,,,,,,,2.0,,,, +68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-05-25 00:46:25.000,2023-05-11 20:35:09,1562.0,10.0,1923,466.0,548.0,451.0,1303.0,14049,2023-04-29 19:00:50.276,3.0.1,125.0,136.0,37,True,fabric,conda-forge/fabric,,,3283030.0,91.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,91.0,3282238.0,https://anaconda.org/conda-forge/fabric,2023-01-22 21:45:38.236,64194.0,3.0,,,,,,,,,,,,,,,,,, +69,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-05-25 06:25:10.742,2023-05-24 17:30:18,6774.0,65.0,1737,225.0,3031.0,711.0,2600.0,11661,2023-05-21 23:32:04.378,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,363876.0,8739.0,8433.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,306.0,361545.0,https://anaconda.org/conda-forge/pysimplegui,2023-05-25 06:25:10.742,104926.0,2.0,,,,,,,,,,,,,,,,,, +70,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-04-07 20:33:17.000,2023-01-15 16:27:26,925.0,,540,224.0,229.0,71.0,249.0,9334,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,384.0,6677484.0,80934.0,79082.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1852.0,6668695.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,588635.0,1.0,,,,,,,,,,,,,,,,,, +71,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-05-07 09:45:40.000,2022-11-15 16:25:22,1396.0,,639,135.0,667.0,95.0,398.0,8302,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11242915.0,56318.0,51576.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4742.0,11223525.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1628826.0,2.0,,,,,,,,,,,,,,,,,, +72,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-05-08 02:16:51.000,2023-05-08 02:16:35,2421.0,18.0,1207,234.0,473.0,146.0,996.0,7775,2022-12-24 01:04:06.789,4.2.5,50.0,174.0,37,True,supervisor,conda-forge/supervisor,,,1222928.0,11161.0,9208.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1953.0,1219929.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,251919.0,1.0,,,,,,,,,,,,,,,,,, +73,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-04-17 15:12:57.000,2023-04-17 15:12:57,354.0,2.0,358,36.0,220.0,30.0,215.0,6026,2023-02-24 06:47:13.294,1.0.0,44.0,91.0,37,True,python-dotenv,conda-forge/python-dotenv,,,27016058.0,471118.0,463243.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,7875.0,26985391.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2392102.0,1.0,,,,,,,,,,,,,,,,,, +74,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-05-24 22:43:30.000,2023-05-15 11:36:36,5267.0,48.0,1095,239.0,1217.0,5.0,,3842,2022-11-17 21:50:05.000,4.3.3,131.0,198.0,37,True,pymongo,conda-forge/pymongo,,,19119445.0,19949.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19949.0,19106693.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1058430.0,2.0,,,,,,,,,,,,,,,,,, +75,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-05-24 21:25:05.000,2023-05-24 15:43:24,2159.0,182.0,613,60.0,1300.0,29.0,895.0,3459,2023-05-16 00:12:01.000,3.1.1,137.0,130.0,37,True,awswrangler,conda-forge/awswrangler,['pandas'],190306.0,26812165.0,1080.0,1029.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,51.0,26799546.0,https://anaconda.org/conda-forge/awswrangler,2023-05-16 02:55:23.066,364948.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +76,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-05-22 21:28:06.531,2023-05-21 19:43:18,1324.0,22.0,602,121.0,117.0,19.0,856.0,3250,2023-05-21 19:45:26.375,3.1.1,158.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11317528.0,64313.0,60428.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3885.0,11280651.0,https://anaconda.org/conda-forge/xlsxwriter,2023-05-22 21:28:06.531,2655182.0,3.0,,,,,,,,,,,,,,,,,, +77,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-05-25 13:04:05.000,2023-05-24 16:22:01,4607.0,119.0,933,106.0,3472.0,1126.0,2729.0,2972,2023-05-19 02:39:12.589,2023.5.0,79.0,428.0,37,True,xarray,conda-forge/xarray,,,2624042.0,1855.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1854.0,2530205.0,https://anaconda.org/conda-forge/xarray,2023-05-19 22:53:13.631,8070014.0,2.0,,,,,,,,,,,,,,,,,, +78,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-05-25 13:02:21.000,2023-05-25 09:33:24,2605.0,75.0,468,120.0,530.0,271.0,1465.0,2602,2023-05-18 10:10:03.067,0.30.7,152.0,61.0,37,True,xlwings,conda-forge/xlwings,,21923.0,97518.0,28959.0,28319.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,640.0,88485.0,https://anaconda.org/conda-forge/xlwings,2023-05-20 11:51:24.230,601719.0,1.0,,,,,,,,,,,,,,,,,, +79,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-05-02 11:58:24.000,2023-04-02 16:48:18,1600.0,7.0,459,96.0,300.0,183.0,290.0,2382,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,pexpect,conda-forge/pexpect,,4328.0,31333879.0,293148.0,277073.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16075.0,31169546.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,13965219.0,1.0,,,,,,,,,,,,,,,,,, +80,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-05-16 10:59:01.000,2023-05-16 10:59:01,1496.0,11.0,438,132.0,549.0,291.0,369.0,2281,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,37,True,dateparser,conda-forge/dateparser,,,4885107.0,21068.0,19834.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1234.0,4883234.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,142418.0,2.0,,,,,,,,,,,,,,,,,, +81,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-04-10 11:30:34.098,2023-04-06 19:00:56,650.0,12.0,329,67.0,122.0,18.0,175.0,1580,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,37,True,simplejson,conda-forge/simplejson,,6170.0,18566352.0,125309.0,104400.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20909.0,18529802.0,https://anaconda.org/conda-forge/simplejson,2023-04-10 11:30:34.098,2553629.0,2.0,,,,,,,,,,,,,,,,,, +82,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-05-18 01:42:46.000,2023-01-28 14:19:39,895.0,,223,52.0,151.0,23.0,183.0,1470,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,37,True,greenlet,conda-forge/greenlet,,,55755779.0,255546.0,245214.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10332.0,55660282.0,https://anaconda.org/conda-forge/greenlet,2023-05-14 17:00:17.987,6875790.0,1.0,,,,,,,,,,,,,,,,,, +83,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-05-22 21:18:11.000,2023-05-22 21:18:10,833.0,45.0,106,26.0,254.0,58.0,245.0,1272,2022-10-19 11:58:38.453,3.6.2,44.0,41.0,37,True,anyio,conda-forge/anyio,,,27355674.0,127809.0,127402.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,407.0,27198775.0,https://anaconda.org/conda-forge/anyio,2022-10-19 14:55:24.394,6903587.0,1.0,,,,,,,,,,,,,,,,,, +84,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-05-20 16:31:40.000,2023-05-20 16:31:40,4430.0,44.0,237,58.0,342.0,155.0,531.0,1207,2022-12-23 13:29:42.000,3.8.0,36.0,116.0,37,True,tables,conda-forge/pytables,,172.0,839043.0,48555.0,46020.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2535.0,765870.0,https://anaconda.org/conda-forge/pytables,2023-04-08 17:21:15.847,5926885.0,2.0,,,,,,,,,,,,,,,,,, +85,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,945,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,226785898.0,1810491.0,1674823.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135668.0,226281566.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,42363909.0,2.0,,,,,,,,,,,,,,,,,, +86,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-05-24 22:08:39.000,2023-05-19 22:03:04,1648.0,31.0,244,57.0,1008.0,91.0,485.0,602,2023-04-19 13:44:05.497,3.10.0,142.0,128.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,28106091.0,20544.0,19434.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1110.0,28069486.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-04-20 00:24:02.749,2599005.0,2.0,,,,,,,,,,,,,,,,,, +87,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-05-23 06:33:46.000,2023-04-28 22:03:07,6342.0,324.0,1211,349.0,226.0,51.0,426.0,13151,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,,1057.0,140575.0,48.0,44.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,140294.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,266.0,,,,,,,,,,,,, +88,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-04-28 14:14:50.000,2023-04-11 15:40:50,389.0,8.0,913,208.0,175.0,148.0,279.0,10800,2023-04-10 10:14:03.842,1.2.0,25.0,57.0,36,True,schedule,conda-forge/schedule,,,2731150.0,27219.0,25799.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1420.0,2730322.0,https://anaconda.org/conda-forge/schedule,2023-04-11 03:15:46.375,33961.0,3.0,,,,,,,,,,,,,,,,,, +89,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-05-25 13:18:29.000,2023-05-22 22:03:46,2251.0,71.0,787,105.0,1112.0,276.0,995.0,8377,2023-05-02 12:19:01.486,0.18.8,40.0,188.0,36,True,kedro,,,,442093.0,1682.0,1617.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,65.0,442093.0,,,,2.0,,,,,,,,,,,,,,,,,, +90,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-05-22 16:29:34.000,2023-05-22 16:29:34,1429.0,14.0,486,142.0,229.0,6.0,442.0,6584,2023-05-15 15:25:45.070,2.0.4,42.0,94.0,36,True,sh,conda-forge/sh,,,3637131.0,14994.0,12375.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2619.0,3635006.0,https://anaconda.org/conda-forge/sh,2023-05-16 04:58:18.019,170023.0,3.0,,,,,,,,,,,,,,,,,, +91,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-05-25 06:57:22.000,2023-05-03 23:41:26,836.0,14.0,831,274.0,506.0,244.0,826.0,3250,2023-05-04 18:21:10.000,2.1.1,29.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,8885373.0,6571.0,6155.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,416.0,8875910.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-04-26 16:07:01.103,700331.0,2.0,,,,,,,,,,,,,,,,,, +92,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-04-17 03:11:21.000,2022-11-04 10:01:12,370.0,,232,44.0,140.0,110.0,138.0,3159,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,120737838.0,679996.0,658984.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21012.0,120482217.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,21727811.0,2.0,,,,,,,,,,,,,,,,,, +93,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-05-17 18:19:01.000,2023-04-17 13:39:38,547.0,4.0,564,96.0,175.0,26.0,301.0,2856,,,21.0,82.0,36,True,pycparser,conda-forge/pycparser,,,102554584.0,585891.0,568823.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17068.0,102177318.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,30558572.0,2.0,,,,,,,,,,,,,,,,,, +94,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-04-17 15:55:17.000,2023-03-25 23:08:27,422.0,1.0,149,28.0,272.0,82.0,161.0,1379,2023-01-19 09:28:09.524,2.2.1,38.0,55.0,36,True,cloudpickle,conda-forge/cloudpickle,,20.0,25412566.0,82196.0,79375.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2821.0,25259621.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,13153282.0,2.0,,,,,,,,,,,,,,,,,, +95,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-05-22 10:27:38.000,2023-05-07 04:24:42,720.0,80.0,110,36.0,197.0,51.0,184.0,1206,2023-04-23 21:47:00.480,3.0.8,115.0,63.0,36,True,argcomplete,conda-forge/argcomplete,,261.0,20117550.0,45603.0,43436.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,2167.0,20103261.0,https://anaconda.org/conda-forge/argcomplete,2023-04-24 08:19:16.875,1071461.0,2.0,,,,,,,,,,,,,,,,,, +96,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-05-22 12:36:24.000,2023-04-27 11:28:21,1377.0,12.0,309,32.0,323.0,179.0,236.0,1095,2023-05-02 07:31:50.000,0.41.1,214.0,115.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4517043.0,24648.0,22535.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2113.0,4511263.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-04-27 15:27:44.038,462410.0,2.0,,,,,,,,,,,,,,,,,, +97,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-05-06 13:39:42.000,2023-05-06 13:39:39,1959.0,8.0,190,26.0,574.0,89.0,190.0,557,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,36,True,traitlets,conda-forge/traitlets,,130.0,23935931.0,332719.0,318060.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14659.0,23694744.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,20500098.0,2.0,,,,,,,,,,,,,,,,,, +98,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-05-25 02:21:07.000,2023-05-24 02:00:32,14769.0,262.0,6386,734.0,5268.0,1559.0,3460.0,16630,2023-04-26 15:20:33.000,1.20.0,14.0,572.0,35,True,micropython-_markupbase,,,61049.0,884.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +99,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-05-09 00:58:55.000,2023-05-02 06:15:57,457.0,27.0,459,66.0,257.0,202.0,163.0,11277,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12334209.0,2867.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2867.0,12297805.0,https://anaconda.org/conda-forge/typer,2023-05-02 12:12:32.753,1346973.0,2.0,,,,,,,,,,,,,,,,,, +100,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,184.0,7802,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,12080832.0,106196.0,93780.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12416.0,12060337.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1742117.0,2.0,,,,,,,,,,,,,,,,,, +101,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-05-06 17:25:39.000,2023-05-06 17:25:38,1519.0,4.0,340,149.0,191.0,60.0,102.0,6204,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,35,True,boltons,conda-forge/boltons,,23.0,4059582.0,4797.0,4371.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,426.0,4036950.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,1901100.0,2.0,,,,,,,,,,,,,,,,,, +102,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-05-25 10:57:27.000,2023-05-23 22:50:14,563.0,30.0,166,32.0,74.0,1.0,312.0,4590,2023-05-23 23:01:13.813,3.8.13,105.0,18.0,35,True,orjson,conda-forge/orjson,,,11412312.0,44957.0,43997.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,960.0,11392927.0,https://anaconda.org/conda-forge/orjson,2023-05-07 23:04:12.106,717254.0,2.0,,,,,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-04-11 12:17:55.000,2023-04-11 12:17:55,1165.0,8.0,577,140.0,306.0,35.0,214.0,4248,2023-03-24 12:15:01.094,3.4.0,43.0,121.0,35,True,tablib,conda-forge/tablib,,,1595292.0,50949.0,49668.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1281.0,1594188.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,86175.0,2.0,,,,,,,,,,,,,,,,,, +104,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-04-07 19:09:31.000,2022-11-03 19:39:10,1206.0,,249,84.0,346.0,114.0,142.0,4247,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,18579097.0,98545.0,95069.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3476.0,18390981.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,15613673.0,2.0,,,,,,,,,,,,,,,,,, +105,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-04-27 19:27:41.591,2023-04-27 12:19:21,1562.0,22.0,413,86.0,105.0,5.0,160.0,3233,2023-04-27 12:25:05.318,8.13.11,220.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4625092.0,1417.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1417.0,4616100.0,https://anaconda.org/conda-forge/phonenumbers,2023-04-27 19:27:41.591,746396.0,1.0,,,,,,,,,,,,,,,,,, +106,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-05-25 13:13:21.000,2023-05-25 12:50:33,5362.0,674.0,401,77.0,4136.0,68.0,2045.0,2730,2023-04-11 17:45:32.960,5.1.0,36.0,138.0,35,True,ibis-framework,conda-forge/ibis-framework,,75.0,97767.0,552.0,501.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,51.0,94419.0,https://anaconda.org/conda-forge/ibis-framework,2023-04-11 19:20:15.448,284250.0,2.0,,,,,,,,,,,,,,,,,, +107,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-05-20 17:46:16.000,2023-05-20 17:46:16,1059.0,31.0,408,54.0,279.0,8.0,306.0,2245,2022-06-22 08:12:35.000,2.1.1,35.0,78.0,35,True,mysqlclient,conda-forge/mysqlclient,,5245.0,3997206.0,132563.0,125357.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7206.0,3992438.0,https://anaconda.org/conda-forge/mysqlclient,2023-04-06 18:27:57.286,258684.0,2.0,,,,,,,,,,,,,,,,,, +108,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-04-10 16:43:27.000,2022-12-29 07:29:09,696.0,,140,43.0,108.0,23.0,143.0,1861,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,35,True,pyrsistent,conda-forge/pyrsistent,,,55982742.0,278840.0,276560.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2280.0,55658572.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,17829370.0,1.0,,,,,,,,,,,,,,,,,, +109,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-05-10 07:19:08.000,2023-05-10 07:18:57,976.0,10.0,193,28.0,149.0,63.0,183.0,1667,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,10078420.0,7750.0,6987.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,763.0,10074400.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,269392.0,1.0,,,,,,,,,,,,,,,,,, +110,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-05-15 14:40:43.000,2023-05-07 19:13:33,985.0,12.0,225,22.0,350.0,104.0,278.0,687,2023-05-07 19:15:42.558,2023.5.0,58.0,119.0,35,True,s3fs,conda-forge/s3fs,,,93663732.0,13995.0,13378.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,617.0,93596745.0,https://anaconda.org/conda-forge/s3fs,2023-05-07 23:54:59.372,5626946.0,2.0,,,,,,,,,,,,,,,,,, +111,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-05-23 08:57:48.000,2023-05-22 23:51:10,520.0,9.0,1864,361.0,443.0,328.0,180.0,29978,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,34,True,diagrams,conda-forge/diagrams,,,102306.0,1041.0,1005.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,36.0,97917.0,https://anaconda.org/conda-forge/diagrams,2023-04-07 13:33:12.269,158024.0,2.0,,,,,,,,,,,,,,,,,, +112,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-05-16 02:12:45.000,2023-02-25 00:51:39,793.0,9.0,323,64.0,236.0,238.0,264.0,5467,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,98.0,10871590.0,21267.0,20094.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1173.0,10861279.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,732052.0,2.0,,,,,,,,,,,,,,,,,, +113,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-05-01 04:36:34.000,2023-05-01 04:36:33,856.0,8.0,363,88.0,251.0,23.0,314.0,4069,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,34,True,ujson,conda-forge/ujson,,,7431328.0,4391.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4391.0,7378472.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3541373.0,2.0,,,,,,,,,,,,,,,,,, +114,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,1.0,777,415.0,366.0,145.0,1144.0,3654,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,170.0,2786064.0,10012.0,9035.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,977.0,2785952.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7306.0,2.0,,,,,,,,,,,,,,,,,, +115,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-05-18 15:46:27.000,2023-05-16 08:31:42,1173.0,14.0,311,41.0,463.0,443.0,477.0,3560,2023-01-30 02:35:01.295,0.19.3,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,83694.0,5677.0,5579.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,98.0,83158.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,12332.0,2.0,,,,,,,,,,,,,,,,,, +116,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-05-24 19:46:05.000,2023-05-24 19:46:05,685.0,42.0,265,35.0,467.0,104.0,334.0,3037,2023-03-02 15:20:46.983,3.1.12,81.0,111.0,34,True,dynaconf,conda-forge/dynaconf,,,1781353.0,6744.0,6503.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,241.0,1779732.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,50262.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +117,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,230,50.0,261.0,49.0,295.0,2980,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5556671.0,14770.0,13642.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1128.0,5552771.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,315970.0,2.0,,,,,,,,,,,,,,,,,, +118,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2951,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,34,True,sortedcontainers,conda-forge/sortedcontainers,,,19769327.0,116411.0,114245.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2166.0,19647845.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,9961555.0,1.0,,,,,,,,,,,,,,,,,, +119,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-05-09 06:02:11.000,2023-04-14 13:49:36,454.0,11.0,525,125.0,202.0,61.0,920.0,2666,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,34,False,pyodbc,conda-forge/pyodbc,,,24566994.0,2124.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2124.0,24552408.0,https://anaconda.org/conda-forge/pyodbc,2023-04-25 17:54:19.416,1006498.0,2.0,,,,,,,,,,,,,,,,,, +120,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-05-17 10:58:09.000,2023-05-12 12:47:08,1253.0,6.0,181,49.0,304.0,126.0,220.0,2595,2023-01-02 21:27:10.757,1.8.1,27.0,108.0,34,True,plumbum,conda-forge/plumbum,,,1104520.0,4581.0,4111.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,470.0,1092076.0,https://anaconda.org/conda-forge/plumbum,2023-01-04 04:10:33.749,958254.0,3.0,,,,,,,,,,,,,,,,,, +121,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,3.0,264,48.0,98.0,36.0,157.0,2336,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5705074.0,45385.0,42130.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3255.0,5702184.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,210981.0,2.0,,,,,,,,,,,,,,,,,, +122,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-05-25 10:37:22.000,2023-05-24 14:21:27,1258.0,201.0,174,41.0,1034.0,61.0,468.0,2223,2023-05-16 11:30:43.921,0.32.0,596.0,62.0,34,True,docarray,conda-forge/docarray,,,101437.0,297.0,285.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,12.0,95442.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,95934.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +123,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-05-16 12:28:04.000,2023-05-16 12:28:04,1728.0,15.0,189,88.0,206.0,,,2157,2023-04-03 20:26:32.000,3.1.2,42.0,42.0,34,True,motor,conda-forge/motor,,,916654.0,61786.0,60632.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1154.0,915585.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,56674.0,2.0,,,,,,,,,,,,,,,,,, +124,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-05-23 15:12:23.000,2023-05-23 15:12:14,980.0,7.0,157,23.0,144.0,159.0,312.0,1918,2022-10-23 22:50:21.000,dill-0.3.6,25.0,42.0,34,True,dill,conda-forge/dill,,290458.0,23711703.0,102191.0,98413.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3778.0,23659716.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,4105400.0,2.0,,,,,,,,,,,,,,,,,, +125,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-05-23 16:41:08.000,2023-05-23 16:41:08,852.0,9.0,223,47.0,272.0,7.0,262.0,1751,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,msgpack,conda-forge/msgpack-python,,989.0,31120663.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,30966347.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,12035536.0,2.0,,,,,,,,,,,,,,,,,, +126,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-05-24 20:48:35.000,2023-05-24 20:48:05,6012.0,35.0,522,79.0,1083.0,20.0,,1333,2023-05-02 14:35:04.205,3.27.0,74.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1524688.0,5702.0,5003.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,699.0,1522448.0,https://anaconda.org/conda-forge/cassandra-driver,2023-05-02 21:59:51.719,163586.0,2.0,,,,,,,,,,,,,,,,,, +127,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-05-23 08:47:23.000,2023-05-23 03:58:58,1350.0,4.0,155,34.0,157.0,61.0,227.0,1134,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,8231111.0,2375.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2375.0,8211728.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1337431.0,2.0,,,,,,,,,,,,,,,,,, +128,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-04-25 19:09:00.000,2023-02-12 00:08:39,785.0,,192,42.0,110.0,139.0,269.0,1068,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,29288979.0,23755.0,23067.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,688.0,29253247.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2894294.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +129,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-05-25 10:07:17.000,2023-05-15 16:39:30,1834.0,210.0,378,19.0,822.0,77.0,324.0,972,2023-05-15 17:01:08.000,.0.25,52.0,210.0,34,True,holidays,conda-forge/holidays,,173.0,5244282.0,427.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,427.0,5184756.0,https://anaconda.org/conda-forge/holidays,2023-05-15 23:25:18.899,3095338.0,2.0,,,,,,,,,,,,,,,,,, +130,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-05-21 02:51:58.000,2023-05-21 02:51:57,1107.0,11.0,275,31.0,779.0,5.0,498.0,635,2023-05-20 18:50:38.000,7.1.15,104.0,114.0,34,True,minio,conda-forge/minio,,,1073059.0,4973.0,4565.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,408.0,1070352.0,https://anaconda.org/conda-forge/minio,2023-05-20 19:46:02.632,127261.0,2.0,,,,,,,,,,,,,,,,,, +131,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-05-15 17:34:52.000,2023-05-03 22:39:51,242.0,32.0,82,15.0,142.0,13.0,82.0,545,2023-04-18 16:57:10.527,3.12.0,59.0,35.0,34,True,filelock,conda-forge/filelock,,,57838704.0,254327.0,251715.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2612.0,57684742.0,https://anaconda.org/conda-forge/filelock,2023-04-18 17:42:19.822,12778895.0,2.0,,,,,,,,,,,,,,,,,, +132,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,9.0,70,15.0,31.0,28.0,44.0,261,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,34,True,pytz,conda-forge/pytz,,,113254510.0,1585964.0,1503132.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82832.0,112780523.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,39814983.0,2.0,,,,,,,,,,,,,,,,,, +133,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-05-04 23:16:20.874,2023-05-04 19:39:46,551.0,8.0,121,16.0,210.0,46.0,33.0,170,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,251574414.0,201394.0,197092.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4302.0,251388569.0,https://anaconda.org/conda-forge/s3transfer,2023-05-04 23:16:20.874,15239338.0,2.0,,,,,,,,,,,,,,,,,, +134,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-05-06 04:40:02.000,2023-05-06 04:39:56,2755.0,17.0,553,143.0,464.0,198.0,970.0,10319,2023-05-06 04:09:50.000,1.9.1,218.0,59.0,33,True,dearpygui,,,,25738.0,1965.0,1928.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,37.0,25738.0,,,,2.0,,,,,,,,,,,,,,,,,, +135,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,461,107.0,93.0,80.0,160.0,5146,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,33,True,xmltodict,conda-forge/xmltodict,,,23635178.0,59486.0,54018.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5468.0,23601076.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2762327.0,2.0,,,,,,,,,,,,,,,,,, +136,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-04-19 18:24:00.000,2023-03-20 14:32:03,469.0,4.0,230,47.0,187.0,85.0,140.0,4774,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,25792153.0,1220.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1220.0,25728426.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4588399.0,2.0,,,,,,,,,,,,,,,,,, +137,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-05-24 13:46:26.000,2022-12-19 03:14:24,1998.0,,220,48.0,187.0,145.0,351.0,2918,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,33,True,dependency-injector,conda-forge/dependency_injector,,,1029161.0,2176.0,2083.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,93.0,1027954.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,24150.0,2.0,,,,,,,,,,,,,,,,,, +138,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-05-04 15:16:59.000,2023-04-17 23:37:12,196.0,5.0,176,27.0,72.0,4.0,81.0,2434,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,11.0,1309948.0,102522.0,99224.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3298.0,1309039.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,61874.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +139,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-05-18 21:33:23.000,2023-05-18 21:33:23,211.0,1.0,142,36.0,57.0,48.0,60.0,2285,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,33,True,aiofiles,conda-forge/aiofiles,,,8830846.0,94465.0,92624.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1841.0,8821387.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,633819.0,2.0,,,,,,,,,,,,,,,,,, +140,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-05-23 21:47:21.000,2023-05-23 21:47:18,771.0,13.0,194,61.0,90.0,70.0,284.0,1950,2022-10-26 03:44:13.980,2.8.4,46.0,65.0,33,True,numexpr,conda-forge/numexpr,,225.0,3907597.0,3096.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3096.0,3828109.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6438411.0,2.0,,,,,,,,,,,,2.0,,,,,, +141,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-05-23 18:25:32.000,2023-01-30 20:16:12,9680.0,,894,87.0,1711.0,78.0,114.0,1942,2023-01-09 20:58:01.975,3.7.0,70.0,457.0,33,True,apache-libcloud,,,,126198.0,3820.0,2965.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,855.0,126198.0,,,,3.0,,,,,,,,,,,,,,,,,, +142,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,83.0,1914,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,50514209.0,39210.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39207.0,50243681.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,20288261.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,18.0,,,,,,,,,,,,, +143,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,4.0,209,45.0,69.0,33.0,134.0,1855,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,wrapt,conda-forge/wrapt,,,72718973.0,11782.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11782.0,72577923.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,11425079.0,2.0,,,,,,,,,,,,,,,,,, +144,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-31 03:02:53.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,157.0,53.0,85.0,1810,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,164433590.0,6928.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6928.0,164250337.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,15026821.0,3.0,,,,,,,,,,,,,,,,,, +145,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-05-24 16:04:34.164,2023-03-12 20:24:25,450.0,3.0,255,26.0,107.0,14.0,138.0,1682,2023-05-24 14:23:00.601,2.4.0,37.0,60.0,33,True,emoji,conda-forge/emoji,,,1661972.0,57784.0,56353.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1431.0,1660984.0,https://anaconda.org/conda-forge/emoji,2023-05-24 16:04:34.164,50428.0,1.0,,,,,,,,,,,,,,,,,, +146,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-05-25 04:58:43.000,2023-05-16 11:10:10,1780.0,37.0,216,46.0,771.0,257.0,360.0,1153,2023-02-24 18:17:02.569,2.14.2,67.0,87.0,33,True,zarr,conda-forge/zarr,,,268999.0,2650.0,2299.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,351.0,241165.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2338100.0,2.0,,,,,,,,,,,,,,,,,, +147,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-05-14 21:13:01.000,2023-05-14 21:12:56,446.0,60.0,179,28.0,92.0,59.0,139.0,1093,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,33,True,sshtunnel,conda-forge/sshtunnel,,,4366799.0,5772.0,5470.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,302.0,4365412.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,110984.0,3.0,,,,,,,,,,,,,,,,,, +148,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-05-24 23:38:19.000,2023-05-24 23:38:19,1974.0,11.0,136,18.0,153.0,50.0,426.0,1027,2022-12-18 20:26:01.606,23.13.1,186.0,113.0,33,True,keyring,conda-forge/keyring,,,23915417.0,3994.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,3994.0,23877609.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,3175873.0,3.0,,,,,,,,,,,,,,,,,, +149,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-05-08 04:10:09.000,2023-04-04 11:45:40,1273.0,7.0,93,32.0,203.0,42.0,191.0,903,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,655421.0,42257.0,40613.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1644.0,614582.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3430527.0,2.0,,,,,,,,,,,,,,,,,, +150,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-05-23 06:40:50.000,2023-05-23 06:40:42,315.0,71.0,131,16.0,140.0,14.0,121.0,762,2023-04-13 01:35:07.000,0.21.1,38.0,44.0,33,True,validators,conda-forge/validators,,,5545984.0,71260.0,69579.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1681.0,5537032.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,376017.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +151,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,100,23.0,54.0,11.0,93.0,762,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,decorator,conda-forge/decorator,,,61581649.0,451908.0,427607.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24301.0,61331344.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,20525088.0,2.0,,,,,,,,,,,,,,,,,, +152,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-05-23 06:39:38.000,2023-04-25 14:03:00,581.0,13.0,100,12.0,107.0,24.0,98.0,432,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,121688448.0,285238.0,278221.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7017.0,121550071.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,11346927.0,3.0,,,,,,,,,,,,,,,,,, +153,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-05-07 20:38:00.000,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,129.0,292,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,47067218.0,107478.0,100426.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7052.0,46954392.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,8010690.0,3.0,,,,,,,,,,,,,,,,,, +154,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,65.0,232,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,pyasn1,conda-forge/pyasn1,,,125284725.0,355343.0,340370.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14973.0,125139998.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11722946.0,3.0,,,,,,,,,,,,,,,,,, +155,Activeloop,activeloopai/Hub,"AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for Deep Learning. Store, query, version, & visualize..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-05-25 09:09:05.000,2023-05-25 09:09:02,7473.0,480.0,465,71.0,1922.0,49.0,369.0,5985,2023-05-19 16:10:41.000,3.5.2,154.0,109.0,32,True,hub,,,,7586.0,276.0,222.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,7586.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +156,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-05-23 05:32:13.000,2023-05-20 20:27:23,692.0,4.0,494,105.0,152.0,15.0,286.0,5874,2023-01-14 16:25:06.868,4.7.1,67.0,81.0,32,True,tinydb,conda-forge/tinydb,,,391817.0,11607.0,10744.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,863.0,388279.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,293707.0,2.0,,,,,,,,,,,,,,,,,, +157,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-04-18 05:24:18.000,2023-03-07 20:01:07,1828.0,5.0,584,131.0,327.0,64.0,809.0,5464,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,32,True,csvkit,conda-forge/csvkit,,,142693.0,1721.0,1352.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,369.0,141498.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,88486.0,2.0,,,,,,,,,,,,,,,,,, +158,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-05-20 16:08:38.000,2023-05-20 16:08:31,966.0,10.0,362,86.0,167.0,,573.0,4492,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,80129.0,1362.0,1187.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,175.0,79631.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,30388.0,2.0,,,,,,,,,,,,,,,,,, +159,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-05-24 07:33:50.000,2023-05-24 07:33:50,320.0,1.0,232,52.0,193.0,133.0,185.0,3419,2022-12-18 09:18:01.579,0.7.0,41.0,53.0,32,True,databases,conda-forge/databases,,,402048.0,19005.0,18870.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,135.0,398557.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,178076.0,3.0,,,,,,,,,,,,,,,,,, +160,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-05-24 09:44:59.000,2023-01-31 21:17:34,775.0,,395,78.0,69.0,354.0,191.0,3400,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,32,True,keyboard,conda-forge/keyboard,,,469476.0,11318.0,10885.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,433.0,468691.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,18069.0,2.0,,,,,,,,,,,,,,,,,, +161,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-05-24 23:31:27.059,2023-05-24 21:16:19,517.0,6.0,729,69.0,392.0,78.0,397.0,3371,2023-05-24 21:38:33.000,0.17.0,46.0,131.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19495262.0,741.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,741.0,19355907.0,https://anaconda.org/conda-forge/prometheus_client,2023-05-24 23:31:27.059,11009085.0,3.0,,,,,,,,,,,,,,,,,, +162,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-05-12 20:23:33.000,2022-12-14 22:13:47,1548.0,,340,269.0,1629.0,108.0,485.0,3266,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1016.0,1844957.0,314.0,298.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1838972.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,286333.0,2.0,,,,,,,,,,,,,,,,,, +163,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-04-22 06:02:17.000,2023-04-22 06:02:17,441.0,24.0,272,17.0,109.0,16.0,125.0,3046,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,32,True,gdown,conda-forge/gdown,,,1063933.0,17470.0,17160.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,310.0,1059817.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,181114.0,2.0,,,,,,,,,,,,,,,,,, +164,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-05-15 05:46:43.000,2023-01-19 03:03:16,1011.0,,351,48.0,367.0,80.0,307.0,2873,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,32,True,smart-open,conda-forge/smart_open,,,13051545.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,13028463.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1823524.0,2.0,,,,,,,,,,,,,,,,,, +165,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-05-16 12:46:40.069,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,73.0,2748,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,4965760.0,7303.0,6421.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,882.0,4963691.0,https://anaconda.org/conda-forge/schema,2023-05-16 12:46:40.069,95177.0,2.0,,,,,,,,,,,,,,,,,, +166,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2602,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,77178.0,1406.0,1292.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,70790.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,511054.0,2.0,,,,,,,,,,,,,,,,,, +167,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-05-25 12:43:35.000,2023-05-09 18:02:46,542.0,30.0,187,16.0,509.0,198.0,385.0,2336,2023-05-09 22:05:37.574,0.15.1,66.0,90.0,32,True,pandera,conda-forge/pandera-core,['pandas'],,822308.0,903.0,833.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,70.0,821583.0,https://anaconda.org/conda-forge/pandera-core,2023-05-10 01:20:35.721,22490.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +168,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-05-16 03:51:24.000,2023-04-21 01:44:53,819.0,4.0,412,40.0,618.0,265.0,358.0,2176,2023-04-26 00:04:01.470,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1317144.0,1583.0,1423.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,160.0,1309352.0,https://anaconda.org/conda-forge/pynamodb,2023-04-27 17:47:44.657,350647.0,3.0,,,,,,,,,,,,,,,,,, +169,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,438,98.0,159.0,3.0,,2070,2020-12-11 10:14:20.000,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,18210009.0,159090.0,150612.0,https://pypi.org/project/xlrd,2020-12-11 10:14:20.000,8478.0,18165647.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3282841.0,2.0,,,,,,,,,,,,,,,,,, +170,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-04-21 06:47:01.000,2022-03-15 11:17:01,1020.0,,245,37.0,347.0,135.0,246.0,2021,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2308683.0,13153.0,13074.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,79.0,2308574.0,https://anaconda.org/conda-forge/pypika,2023-04-15 15:29:51.129,2081.0,3.0,,,,,,,,,,,,,,,,,, +171,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-05-16 05:50:13.000,2023-05-16 05:50:12,268.0,7.0,142,27.0,47.0,5.0,219.0,1668,2023-01-22 22:31:46.730,5.3.0,44.0,10.0,32,True,cachetools,conda-forge/cachetools,,,73202740.0,3303.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3303.0,73092855.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8680957.0,1.0,,,,,,,,,,,,,,,,,, +172,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-05-25 13:23:11.000,2023-05-06 02:54:13,1042.0,8.0,83,16.0,555.0,72.0,425.0,1488,2022-12-08 21:01:02.889,2.3.0,144.0,30.0,32,True,omegaconf,conda-forge/omegaconf,,,4761723.0,13427.0,13117.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,310.0,4738623.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,924037.0,3.0,,,,,,,,,,,,,,,,,, +173,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-05-25 09:30:40.000,2023-05-19 12:58:09,1309.0,188.0,220,41.0,549.0,128.0,719.0,1475,2023-05-10 21:12:06.000,1.1.0,96.0,43.0,32,False,sdv,conda-forge/sdv,,,77666.0,232.0,216.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,16.0,77108.0,https://anaconda.org/conda-forge/sdv,2023-05-10 23:42:15.989,9491.0,2.0,,,,,,,,,,,,,,,,,, +174,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,2.0,216,62.0,389.0,118.0,601.0,1405,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,32,True,typing,conda-forge/typing,,,7951306.0,5990.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5990.0,7920373.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2660287.0,2.0,,,,,,,,,,,,,,,,,, +175,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,181,50.0,196.0,80.0,370.0,1124,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,854038.0,3469.0,3385.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,851807.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,178541.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +176,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-05-25 04:09:47.000,2023-05-25 04:09:39,460.0,41.0,136,29.0,441.0,7.0,107.0,1013,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,bcrypt,conda-forge/bcrypt,,,34597152.0,8013.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8013.0,34534973.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3357691.0,3.0,,,,,,,,,,,,,,,,,, +177,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-05-25 09:29:13.000,2023-05-23 13:46:25,1949.0,75.0,130,45.0,404.0,99.0,245.0,901,2023-03-11 21:23:00.619,0.6.8,27.0,82.0,32,True,intake,conda-forge/intake,,,85284.0,1263.0,1145.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,118.0,77778.0,https://anaconda.org/conda-forge/intake,2023-03-12 10:55:23.345,405344.0,2.0,,,,,,,,,,,,,,,,,, +178,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-04-19 04:42:53.000,2023-04-19 04:35:31,1002.0,48.0,43,15.0,74.0,2.0,84.0,752,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,32,True,natsort,conda-forge/natsort,,,3054613.0,20925.0,19721.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1204.0,3038047.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1225947.0,3.0,,,,,,,,,,,,,,,,,, +179,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-05-23 04:47:10.000,2023-05-10 16:01:05,348.0,7.0,119,60.0,335.0,50.0,251.0,367,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,292.0,6902535.0,7272.0,6953.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,319.0,6878244.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1797255.0,3.0,,,,,,,,,,,,,,,,,, +180,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-05-25 00:03:53.000,2023-05-25 00:03:52,1145.0,11.0,81,17.0,715.0,15.0,121.0,341,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,32,True,multidict,conda-forge/multidict,,3465.0,69316741.0,3127.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3127.0,69188888.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,9202402.0,2.0,,,,,,,,,,,,,,,,,, +181,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,331,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,35641140.0,412896.0,399512.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13384.0,35438499.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,18035074.0,3.0,,,,,,,,,,,,,,,,,, +182,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-05-20 02:39:18.000,2023-02-21 11:02:54,236.0,,411,132.0,234.0,225.0,146.0,9926,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,400176.0,6126.0,5996.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,130.0,399622.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,11650.0,3.0,,,,,,,,,,,,,,,,,, +183,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-25 18:23:04.000,2023-03-04 17:45:05,299.0,2.0,557,132.0,186.0,168.0,337.0,5639,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,eel,,,,68570.0,5505.0,5430.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,68570.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +184,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-05-25 06:55:33.000,2023-05-24 18:42:19,6220.0,553.0,586,89.0,1144.0,143.0,551.0,3484,2023-04-12 02:29:00.815,0.3.1,63.0,238.0,31,True,toga,,,1512.0,2327.0,37.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,35.0,2106.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,5.0,,,,,,,,,,,,, +185,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-04-17 05:05:18.000,2022-12-15 14:28:13,3987.0,,233,86.0,76.0,313.0,327.0,3242,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,52.0,72808.0,3807.0,3444.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,363.0,71622.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,90199.0,3.0,,,,,,,,,,,,,,,,,, +186,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-05-11 06:40:13.000,2023-05-11 06:39:41,983.0,14.0,138,75.0,52.0,6.0,71.0,3075,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,31,True,funcy,conda-forge/funcy,,,1386332.0,8302.0,7681.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,621.0,1381941.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,333784.0,3.0,,,,,,,,,,,,,,,,,, +187,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-05-24 17:32:56.000,2023-05-24 17:32:55,1628.0,26.0,97,39.0,1223.0,64.0,339.0,2761,2023-04-21 13:15:57.804,0.20.0,22.0,43.0,31,True,returns,conda-forge/returns,,,91539.0,405.0,349.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,56.0,91319.0,https://anaconda.org/conda-forge/returns,2023-04-22 19:15:30.176,5283.0,3.0,,,,,,,,,,,,,,,,,, +188,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-05-15 18:03:11.000,2023-04-18 15:21:13,2251.0,10.0,176,40.0,364.0,27.0,260.0,1796,2023-04-18 16:10:45.643,4.4.1,180.0,57.0,31,True,pyscaffold,conda-forge/pyscaffold,,,263884.0,62.0,,https://pypi.org/project/pyscaffold,2023-01-23 12:15:02.953,62.0,261917.0,https://anaconda.org/conda-forge/pyscaffold,2023-04-18 20:14:37.024,167201.0,3.0,,,,,,,,,,,,,,,,,, +189,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,,203,39.0,237.0,41.0,201.0,1768,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,31,True,voluptuous,conda-forge/voluptuous,,,2159357.0,14611.0,13253.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1358.0,2155890.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,284364.0,2.0,,,,,,,,,,,,,,,,,, +190,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1657,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,31,True,humanize,conda-forge/humanize,,,4530285.0,1977.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1977.0,4525605.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,388492.0,2.0,,,,,,,,,,,,,,,,,, +191,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,495,99.0,401.0,142.0,379.0,1641,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1599817.0,8323.0,7067.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1256.0,1596620.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,118307.0,3.0,,,,,,,,,,,,,,,,,, +192,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-10 16:17:16.000,2023-05-10 16:17:15,1092.0,5.0,206,46.0,176.0,52.0,335.0,1435,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1350016.0,1940.0,1848.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,92.0,1350016.0,,,,3.0,,,,,,,,,,,,,,,,,, +193,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,,96,33.0,67.0,3.0,64.0,1337,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,10010569.0,2819.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2819.0,9991619.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1516010.0,2.0,,,,,,,,,,,,,,,,,, +194,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-05-25 11:08:46.000,2023-05-25 11:08:41,797.0,46.0,56,25.0,39.0,85.0,71.0,1236,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,31,True,strictyaml,conda-forge/strictyaml,,,504119.0,1742.0,1518.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,224.0,500851.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,199351.0,2.0,,,,,,,,,,,,,,,,,, +195,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-05-23 07:43:21.000,2023-05-23 07:43:21,479.0,11.0,81,24.0,232.0,29.0,65.0,1061,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11369812.0,15107.0,14878.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,229.0,11361681.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,463490.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +196,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,,94,69.0,94.0,49.0,59.0,979,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,appdirs,conda-forge/appdirs,,,13446569.0,254172.0,239143.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15029.0,13343771.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8840635.0,3.0,,,,,,,,,,,,,,,,,, +197,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-05-16 11:06:40.000,2023-05-16 11:00:21,599.0,8.0,121,21.0,223.0,42.0,111.0,944,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,60114286.0,10323.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10323.0,59847483.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,19476666.0,3.0,,,,,,,,,,,,,,,,,, +198,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-05-18 22:58:59.000,2023-03-28 20:26:40,1267.0,7.0,241,18.0,210.0,24.0,300.0,847,2023-03-28 20:05:01.000,1.5.29,74.0,56.0,31,True,fastcore,conda-forge/fastcore,,,592237.0,3544.0,3544.0,https://pypi.org/project/fastcore,,,589698.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,43169.0,3.0,,,,,,,,,,,,,,,,,, +199,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-05-20 13:35:07.000,2023-05-11 01:19:42,858.0,25.0,88,23.0,86.0,19.0,81.0,818,2023-04-06 02:04:12.666,6.0.4,44.0,49.0,31,True,inflect,conda-forge/inflect,,,3363652.0,980.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,980.0,3359297.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,317955.0,2.0,,,,,,,,,,,,,,,,,, +200,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,,2015-05-05 13:08:20.000,2023-05-25 12:43:51.000,2023-05-25 09:21:37,1451.0,33.0,174,97.0,692.0,7.0,220.0,794,2023-05-17 11:02:01.000,5.8.1,87.0,41.0,31,False,neo4j-driver,conda-forge/neo4j-python-driver,,,166815.0,4461.0,4461.0,https://pypi.org/project/neo4j-driver,,,164310.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-05-18 02:45:07.856,177886.0,3.0,,,,,,,,,,,,-2.0,,,,,, +201,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-05-25 00:09:21.000,2023-05-24 23:09:39,770.0,31.0,59,21.0,372.0,173.0,236.0,324,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,31,True,param,conda-forge/param,,,438314.0,6926.0,6782.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,144.0,422422.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1160168.0,2.0,,,,,,,,,,,,,,,,,, +202,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-05-16 11:22:48.576,2023-05-15 12:10:27,298.0,34.0,56,6.0,68.0,2.0,77.0,166,2023-05-15 12:10:46.030,5.0.1,44.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,28464377.0,3755.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3755.0,28439066.0,https://anaconda.org/conda-forge/tzlocal,2023-05-16 11:22:48.576,2100826.0,3.0,,,,,,,,,,,,,,,,,, +203,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-05-25 00:21:20.000,2023-05-16 09:56:46,742.0,22.0,45,45.0,611.0,25.0,156.0,51,2023-05-16 10:05:00.731,2.18.1,71.0,64.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4178642.0,2870.0,2858.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,12.0,4176947.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-05-16 14:29:31.176,83061.0,3.0,,,,,,,,,,,,,,,,,, +204,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-05-11 01:20:59.000,2023-05-11 01:20:58,605.0,15.0,34,4.0,36.0,2.0,56.0,37,2023-02-25 02:18:04.386,3.15.0,45.0,21.0,31,False,zipp,conda-forge/zipp,,,133777525.0,3903.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3903.0,133239613.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,27433520.0,3.0,,,,,,,,,,,,,,,,,, +205,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-04-25 19:45:50.000,2022-12-08 17:33:49,3607.0,,590,142.0,967.0,486.0,769.0,7908,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,258.0,54002.0,524.0,500.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,51915.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,164768.0,3.0,,,,,,,,,,,,,,,,,, +206,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-04-27 01:44:05.000,2023-02-17 21:58:39,2685.0,,847,174.0,737.0,21.0,958.0,5495,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1020.0,48626.0,322.0,309.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,47716.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,41287.0,3.0,,,,,,,,,,,,,,,,,, +207,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,91.0,180.0,11.0,420.0,4887,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,416037.0,3291.0,3024.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,267.0,406880.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,430403.0,1.0,,,,,,,,,,,,,,,,,, +208,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-05-21 15:12:56.000,2023-01-30 08:55:46,707.0,,285,101.0,135.0,27.0,259.0,4531,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,30,True,dataset,conda-forge/dataset,,,57315.0,3641.0,3063.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,578.0,57100.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5614.0,3.0,,,,,,,,,,,,,,,,,, +209,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3145,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,30,False,blaze,conda-forge/blaze,,,7427.0,9896.0,9078.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,4508.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201478.0,3.0,,,,,,,,,,,,,,,,,, +210,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-05-16 07:34:58.000,2023-05-15 16:19:03,1139.0,22.0,579,176.0,458.0,94.0,475.0,2974,2023-05-16 09:35:39.748,1.81.2,93.0,80.0,30,False,arctic,conda-forge/arctic,,199.0,7836.0,254.0,219.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,35.0,7278.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,26692.0,3.0,,,,,,,,,,,,,,,,,, +211,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-05-25 13:28:33.000,2023-05-10 09:16:15,5582.0,170.0,294,40.0,1366.0,20.0,168.0,2867,2023-05-10 10:58:02.805,0.39.1,91.0,67.0,30,True,zenml,,,1.0,4812.0,106.0,103.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,4812.0,,,,2.0,,,,,,,,,,,,,,,,,, +212,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2557,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,153036.0,1900.0,1512.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,388.0,152485.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25375.0,3.0,,,,,,,,,,,,,,,,,, +213,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-05-22 20:39:54.000,2023-05-04 19:54:25,215.0,3.0,260,49.0,56.0,40.0,109.0,1964,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,30,True,datasketch,,,19.0,1038039.0,810.0,747.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,1038039.0,,,,3.0,,,,,,,,,,,,,,,,,, +214,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-05-17 08:25:54.000,2022-10-18 10:59:07,785.0,,172,44.0,217.0,103.0,271.0,1857,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1459901.0,592.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,592.0,1450955.0,https://anaconda.org/conda-forge/fs,2023-05-09 16:38:48.222,608353.0,3.0,,,,,,,,,,,,,,,,,, +215,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-05-09 15:25:56.000,2023-05-09 15:25:51,1025.0,3.0,310,71.0,394.0,102.0,364.0,1454,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,138621.0,236.0,211.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,137237.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,67825.0,2.0,,,,,,,,,,,,,,,,,, +216,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-05-20 18:54:31.000,2023-05-20 18:54:30,613.0,10.0,55,15.0,218.0,3.0,51.0,1282,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,30,True,bidict,conda-forge/bidict,,,1439983.0,14219.0,13736.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,483.0,1436661.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,265839.0,2.0,,,,,,,,,,,,,,,,,, +217,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,75.0,21.0,40.0,600.0,858,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2720752.0,7649.0,7331.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2713000.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,403107.0,3.0,,,,,,,,,,,,,,,,,, +218,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-05-24 19:12:00.000,2023-05-24 19:11:59,564.0,31.0,129,22.0,448.0,41.0,241.0,850,2023-04-23 16:17:01.440,0.12.1,42.0,40.0,30,True,aiocache,,,4.0,217262.0,1858.0,1738.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,120.0,217262.0,,,,2.0,,,,,,,,,,,,,,,,,, +219,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-05-25 13:11:29.000,2020-10-21 17:48:31,219.0,,75,14.0,256.0,46.0,25.0,669,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,13033701.0,40452.0,38378.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2074.0,12964768.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,5101083.0,2.0,,,,,,,,,,,,,,,,,, +220,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-05-23 04:57:46.000,2023-05-23 03:57:29,506.0,16.0,329,35.0,252.0,37.0,122.0,639,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,216355.0,4305.0,3022.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1283.0,216079.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20721.0,3.0,,,,,,,,,,,,,,,,,, +221,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-20 12:56:54.000,2023-04-20 12:56:54,294.0,5.0,31,11.0,65.0,2.0,25.0,359,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,4001164.0,28560.0,28282.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,3977728.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1195280.0,3.0,,,,,,,,,,,,,,,,,, +222,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2018-06-07 13:52:28.873,2023-05-11 01:12:32.000,2023-05-11 01:12:31,782.0,4.0,34,12.0,49.0,3.0,229.0,45,2023-02-17 22:33:05.683,5.12.0,61.0,35.0,30,False,importlib-resources,conda-forge/importlib_resources,,,53111289.0,1194.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1194.0,52900303.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,12448193.0,2.0,,,,,,,,,,,,,,,,,, +223,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-05-06 08:45:48.000,2023-04-04 13:18:36,954.0,6.0,4463,640.0,745.0,200.0,100.0,22585,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,6666.0,98.0,82.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6606.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1500.0,3.0,,,,,,,,,,,,,,,,,, +224,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-04-26 03:25:42.000,2022-05-08 04:08:19,743.0,,937,275.0,290.0,150.0,451.0,17595,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,True,gooey,conda-forge/gooey,,438.0,7022.0,837.0,759.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,5633.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,66247.0,3.0,,,,,,,,,,,,,,,,,, +225,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-05-02 15:11:50.000,2023-03-13 16:40:40,326.0,1.0,573,187.0,90.0,64.0,82.0,6974,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,233162.0,1197.0,1019.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,232838.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23711.0,3.0,,,,,,,,,,,,,,,,,, +226,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,549,141.0,293.0,280.0,241.0,6544,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,29,True,faust,,,,25439.0,1578.0,1547.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,31.0,25439.0,,,,3.0,,,,,,,,,,,,,,,,,, +227,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,221.0,90.0,231.0,43.0,5016,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,200327.0,4741.0,3937.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,804.0,199959.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,29861.0,3.0,,,,,,,,,,,,,,,,,, +228,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-04-21 16:44:01.127,2023-04-16 13:04:15,1085.0,1.0,241,65.0,81.0,24.0,264.0,3325,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,29,True,asciimatics,conda-forge/asciimatics,,,60340.0,961.0,846.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,115.0,58164.0,https://anaconda.org/conda-forge/asciimatics,2023-04-21 16:44:01.127,132757.0,3.0,,,,,,,,,,,,,,,,,, +229,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-05-24 18:04:43.000,2023-04-26 17:14:17,3005.0,15.0,210,29.0,266.0,141.0,708.0,3078,2023-04-13 23:09:00.670,0.22.3,110.0,73.0,29,True,ploomber,conda-forge/ploomber,,,7921.0,87.0,81.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,5296.0,https://anaconda.org/conda-forge/ploomber,2023-04-14 13:59:08.113,60379.0,3.0,,,,,,,,,,,,,,,,,, +230,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-05-14 07:49:12.000,2022-07-17 20:23:59,289.0,,410,95.0,109.0,31.0,127.0,2716,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,234837.0,5838.0,5682.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,233077.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,52812.0,3.0,,,,,,,,,,,,,,,,,, +231,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2361,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,17.0,2853580.0,5838.0,5468.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,370.0,2848757.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,395510.0,2.0,,,,,,,,,,,,,,,,,, +232,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-05-15 21:06:21.000,2023-05-15 20:46:13,3835.0,28.0,308,32.0,309.0,135.0,534.0,2323,2023-05-15 21:07:09.000,2.7,208.0,91.0,29,True,pyinfra,,,,23330.0,91.0,80.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,23330.0,,,,3.0,,,,,,,,,,,,,,,,,, +233,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-05-24 22:03:05.000,2023-05-24 16:46:56,663.0,89.0,96,30.0,901.0,23.0,335.0,2233,2023-05-23 19:13:02.874,1.1.42,247.0,21.0,29,True,whylogs,,,35.0,53858.0,101.0,94.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,7.0,53857.0,,,,3.0,,,,,,,,,,,,,,,,,, +234,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-05-21 22:56:12.000,2023-05-21 22:56:11,2239.0,21.0,148,94.0,1928.0,162.0,1332.0,1701,2021-07-02 00:15:35.000,1.0.0,16.0,36.0,29,True,datatable,conda-forge/datatable,,1877.0,88835.0,23.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,23.0,88095.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,20685.0,3.0,,,,,,,,,,,,,,,,,, +235,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,9.0,57,23.0,98.0,111.0,66.0,1694,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1296897.0,1163.0,1055.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,108.0,1296407.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,21573.0,2.0,,,,,,,,,,,,,,,,,, +236,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,306,52.0,209.0,28.0,265.0,1086,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3728.0,1998304.0,1785.0,1567.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1998268.0,,,,3.0,,,,,,,,,,,,,,,,,, +237,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-05-25 00:03:08.000,2023-05-16 07:39:04,737.0,66.0,41,12.0,198.0,9.0,79.0,1068,2023-05-16 07:42:01.096,0.30.1,58.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,826354.0,1425.0,1398.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,27.0,822114.0,https://anaconda.org/conda-forge/python-benedict,2023-05-23 05:50:15.733,127202.0,2.0,,,,,,,,,,,,,,,,,, +238,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-05-25 13:00:30.000,2023-05-24 17:58:57,1171.0,117.0,124,19.0,689.0,61.0,313.0,1057,2023-04-19 17:40:54.301,7.2.0,53.0,56.0,29,True,copier,,,,39572.0,433.0,410.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,23.0,39572.0,,,,3.0,,,,,,,,,,,,,,,,,, +239,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,117,22.0,52.0,41.0,123.0,816,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,483574.0,16096.0,15781.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,315.0,482799.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,28683.0,2.0,,,,,,,,,,,,,,,,,, +240,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-05-15 11:44:51.739,2023-05-14 12:42:48,178.0,3.0,79,25.0,50.0,11.0,38.0,671,2023-05-14 12:30:42.281,3.0.0,15.0,27.0,29,True,munch,conda-forge/munch,,,4123408.0,838.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,838.0,4084717.0,https://anaconda.org/conda-forge/munch,2023-05-15 11:44:51.739,3327494.0,2.0,,,,,,,,,,,,,,,,,, +241,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-04-07 19:00:28.000,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,668,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,7184366.0,9413.0,8179.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1234.0,7182435.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,154508.0,3.0,,,,,,,,,,,,,,,,,, +242,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,27.0,45.0,5.0,90.0,510,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,4053367.0,16856.0,14666.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,4037298.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1317678.0,3.0,,,,,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-04-24 18:02:49.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,73.0,12.0,92.0,480,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,1064364.0,4285.0,4017.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,268.0,1048367.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1215797.0,3.0,,,,,,,,,,,,,,,,,, +244,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-05-17 11:04:38.000,2023-01-18 22:27:43,225.0,,69,16.0,85.0,67.0,96.0,294,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,configobj,conda-forge/configobj,,73.0,2358154.0,29722.0,26337.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3385.0,2347216.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,634458.0,3.0,,,,,,,,,,,,,,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,48,8.0,43.0,17.0,21.0,126,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,64894842.0,42421.0,40205.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2216.0,64844961.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4289842.0,3.0,,,,,,,,,,,,,,,,,, +246,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-05-20 15:16:58.000,2023-05-20 15:16:57,1857.0,11.0,562,131.0,1263.0,193.0,1047.0,7122,2023-02-23 18:30:37.000,1.3.2,22.0,112.0,28,True,hydra,conda-forge/hydra-core,,,24939.0,9.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,8798.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,629523.0,3.0,,,,,,,,,,,,,,,,,, +247,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,150.0,292.0,119.0,175.0,6065,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,28,True,powerline-shell,,,,8369.0,102.0,98.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,8369.0,,,,3.0,,,,,,,,,,,,,,,,,, +248,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,637,143.0,443.0,135.0,396.0,2655,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,28,False,pandas-datareader,conda-forge/pandas-datareader,,,427933.0,839.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,839.0,424005.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,286779.0,3.0,,,,,,,,,,,,,,,,,, +249,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-04-22 20:10:46.000,2023-04-17 20:41:44,153.0,2.0,114,23.0,106.0,48.0,42.0,1805,2021-11-03 08:11:33.000,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,278213.0,6167.0,6080.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,87.0,277735.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,17225.0,3.0,,,,,,,,,,,,,,,,,, +250,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1387,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,872612.0,10325.0,8814.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1511.0,868900.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,267286.0,3.0,,,,,,,,,,,,,,,,,, +251,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-05-25 11:31:47.000,2023-05-13 22:43:54,752.0,24.0,44,16.0,405.0,151.0,157.0,1149,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,28,True,prisma,,,,18272.0,252.0,249.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,3.0,18272.0,,,,3.0,,,,,,,,,,,,,,,,,, +252,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-05-25 12:43:01.000,2022-08-15 22:23:51,507.0,,67,17.0,165.0,34.0,85.0,1082,2021-07-15 10:11:00.000,1.10.0,20.0,33.0,28,True,questionary,conda-forge/questionary,,,895719.0,9258.0,8933.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,894449.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,36834.0,3.0,,,,,,,,,,,,,,,,,, +253,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-05-24 14:51:52.000,2023-05-24 14:51:09,1681.0,30.0,69,11.0,391.0,100.0,217.0,1026,2023-05-24 15:05:41.379,0.112.1,232.0,40.0,28,True,piccolo,,,,14202.0,269.0,259.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,14202.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-30 23:15:24.000,2023-04-27 07:43:18,748.0,85.0,80,13.0,130.0,35.0,94.0,839,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,28,True,mss,conda-forge/python-mss,,,291537.0,246.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,246.0,290843.0,https://anaconda.org/conda-forge/python-mss,2023-04-20 07:59:29.075,24311.0,3.0,,,,,,,,,,,,,,,,,, +255,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-05-15 15:15:15.000,2023-04-19 21:04:26,165.0,30.0,83,26.0,39.0,5.0,67.0,775,2023-04-16 01:30:05.685,2.0.0,26.0,18.0,28,False,email-validator,conda-forge/email-validator,,,6933502.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,6931153.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,79869.0,3.0,,,,,,,,,,,,,,,,,, +256,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-05-03 19:47:11.000,2023-05-03 19:47:11,818.0,2.0,136,25.0,105.0,64.0,59.0,509,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,299108.0,5950.0,4593.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1357.0,298176.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,69030.0,3.0,,,,,,,,,,,,,,,,,, +257,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-05-25 00:34:46.000,2023-05-17 00:58:32,6103.0,242.0,30,10.0,235.0,34.0,526.0,343,2023-05-09 01:51:38.000,1.4.2,179.0,21.0,28,True,static-frame,conda-forge/static-frame,,,8106.0,20.0,18.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,2975.0,https://anaconda.org/conda-forge/static-frame,2023-05-10 17:05:28.631,261728.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +258,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-05-03 07:41:22.000,2023-05-03 07:41:22,164.0,9.0,36,8.0,28.0,23.0,29.0,234,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10506039.0,2765.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2765.0,10361638.0,https://anaconda.org/conda-forge/send2trash,2023-04-27 13:24:41.453,9241692.0,3.0,,,,,,,,,,,,,,,,,, +259,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,182,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,True,ordered-set,conda-forge/ordered-set,,,8347090.0,8115.0,7747.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,368.0,8343243.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,327042.0,3.0,,,,,,,,,,,,,,,,,, +260,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-05-15 21:35:32.000,2022-03-10 10:33:50,585.0,,498,84.0,240.0,96.0,129.0,3504,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,147482.0,126.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,126.0,147229.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,20262.0,3.0,,,,,,,,,,,,,,,,,, +261,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-05-23 10:52:52.000,2023-05-02 20:40:06,191.0,3.0,186,30.0,49.0,75.0,121.0,3049,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,347799.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,346918.0,https://anaconda.org/conda-forge/pandarallel,2023-05-06 17:03:04.371,20283.0,3.0,,,,,,,,,,,,,,,,,, +262,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-05-19 10:56:54.000,2023-04-28 19:54:47,279.0,4.0,219,28.0,126.0,74.0,110.0,2245,2023-01-07 01:51:08.612,1.41.0,83.0,22.0,27,True,img2dataset,,,995.0,18125.0,44.0,43.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,18078.0,,,,3.0,,,,,,,,,,,,,,,,,, +263,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-05-24 01:13:00.000,2022-10-12 16:46:46,523.0,,120,49.0,49.0,9.0,121.0,2176,2021-01-12 19:21:07.000,1.4.3,14.0,27.0,27,True,pyfunctional,,,,263826.0,631.0,612.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,263826.0,,,,3.0,,,,,,,,,,,,,,,,,, +264,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-05-24 20:00:39.000,2023-05-24 20:00:38,5567.0,15.0,497,108.0,908.0,574.0,918.0,1990,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,127.0,27,False,wx,conda-forge/wxpython,,3097.0,8952.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-05-19 12:26:45.424,632156.0,3.0,,,,,,,,,,,,,,,,,, +265,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1874,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2512.0,195.0,159.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2512.0,,,,3.0,,,,,,,,,,,,,,,,,, +266,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,32.0,48.0,51.0,13.0,1871,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,retrying,conda-forge/retrying,,,7599050.0,2200.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2200.0,7582173.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1350171.0,3.0,,,,,,,,,,,,,,,,,, +267,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1235,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,pandasql,conda-forge/pandasql,['pandas'],,1465456.0,2138.0,2056.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1450469.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,344721.0,3.0,,,,,,,,,,,,,,,,,, +268,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-05-11 01:19:25.000,2023-05-11 01:19:24,1162.0,4.0,137,40.0,81.0,3.0,128.0,1050,2022-11-30 22:49:22.305,16.6.0,18.0,49.0,27,True,path,conda-forge/path,,,871919.0,130.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,130.0,862234.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,397105.0,3.0,,,,,,,,,,,,,,,,,, +269,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,127,29.0,74.0,35.0,69.0,1022,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,231758.0,3424.0,3205.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,219.0,230426.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,71937.0,3.0,,,,,,,,,,,,,,,,,, +270,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-01-16 12:32:59.978,2023-01-14 15:17:31,518.0,,115,18.0,60.0,23.0,104.0,800,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,599664.0,1928.0,1809.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,119.0,596780.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,187507.0,3.0,,,,,,,,,,,,,,,,,, +271,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-04-27 17:17:03.000,2023-04-17 15:58:45,1346.0,51.0,47,17.0,131.0,3.0,11.0,681,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,27,True,ubelt,conda-forge/ubelt,,,15287.0,2643.0,2576.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,67.0,12888.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,47992.0,3.0,,,,,,,,,,,,,,,,,, +272,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,643,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2561831.0,13152.0,11683.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1469.0,2554548.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,589943.0,3.0,,,,,,,,,,,,,,,,,, +273,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,601,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,185356.0,987.0,755.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,183653.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,141378.0,3.0,,,,,,,,,,,,,,,,,, +274,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,564,,,8.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,9297016.0,55293.0,52922.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2371.0,9128604.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,10104754.0,3.0,,,,,,,,,,,,,,,,,, +275,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,157.0,220584.0,6957.0,4568.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2389.0,218063.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,205371.0,3.0,,,,,,,,,,,,,,,,,, +276,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,15.0,90,15.0,26.0,,67.0,465,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,pyscreenshot,,,,91929.0,2212.0,1956.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,256.0,91929.0,,,,3.0,,,,,,,,,,,,,,,,,, +277,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,171818.0,1111.0,1037.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,74.0,171080.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,52421.0,3.0,,,,,,,,,,,,,,,,,, +278,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,11.0,28.0,6.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,futures,conda-forge/futures,,,9590758.0,45765.0,37728.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8037.0,9575399.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1244138.0,3.0,,,,,,,,,,,,,,,,,, +279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,54,105.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,cloudant,conda-forge/cloudant,,,100223.0,2347.0,2056.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,291.0,98910.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,105058.0,3.0,,,,,,,,,,,,,,,,,, +280,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,26,6.0,45.0,4.0,36.0,72,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,6070980.0,60871.0,56527.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4344.0,6041177.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2443869.0,3.0,,,,,,,,,,,,,,,,,, +281,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3128,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1818.0,144.0,123.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,614.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,98786.0,3.0,,,,,,,,,,,,,,,,,, +282,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,100,29.0,79.0,13.0,122.0,2272,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,26,True,swifter,conda-forge/swifter,['pandas'],,361145.0,987.0,944.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,43.0,357017.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,202309.0,3.0,,,,,,,,,,,,,,,,,, +283,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-04-18 21:34:19.071,2023-02-22 03:50:44,49.0,,96,34.0,97.0,19.0,137.0,2210,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,34.0,1361556.0,336.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,336.0,1354876.0,https://anaconda.org/conda-forge/python-box,2023-04-18 21:34:19.071,407517.0,3.0,,,,,,,,,,,,,,,,,, +284,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-05-23 04:40:20.000,2023-05-20 15:36:34,375.0,2.0,129,30.0,218.0,57.0,139.0,1583,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,26,True,arq,conda-forge/arq,,,43587.0,416.0,399.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,17.0,43302.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,7131.0,3.0,,,,,,,,,,,,,,,,,, +285,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,219,103.0,173.0,72.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,True,streamparse,,,,3726.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,3726.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-05-24 18:39:27.000,2023-05-24 18:39:09,2701.0,7.0,132,52.0,296.0,42.0,190.0,1477,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,374.0,4661.0,298.0,213.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,85.0,2477.0,https://anaconda.org/conda-forge/enaml,2022-08-20 12:30:13.529,143869.0,3.0,,,,,,,,,,,,,,,,,, +287,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,21.0,18.0,1126,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,26,False,singer-python,,,,681743.0,351.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,351.0,681743.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-03-04 20:44:26.000,2022-11-18 21:43:07,115.0,,52,24.0,61.0,14.0,33.0,1029,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1257162.0,5869.0,5752.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,117.0,1241934.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,913718.0,3.0,,,,,,,,,,,,,,,,,, +289,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,949,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,17056.0,2401.0,1894.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,12648.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,330631.0,3.0,,,,,,,,,,,,,,,,,, +290,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-05-25 05:02:10.000,2023-05-25 05:02:08,659.0,29.0,44,22.0,497.0,5.0,33.0,699,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,318913.0,106.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,106.0,318624.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13625.0,3.0,,,,,,,,,,,,,,,,,, +291,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-05-21 22:26:12.000,2023-05-21 22:25:48,9888.0,41.0,43,14.0,9.0,6.0,8.0,471,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,pandas-summary,,['pandas'],,74175.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,74175.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +292,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-05-16 22:47:55.000,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,438,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,28349.0,13248.0,13234.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,14.0,28138.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,4237.0,3.0,,,,,,,,,,,,,,,,,, +293,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-05-24 20:27:40.000,2023-05-24 20:24:04,76.0,3.0,28,10.0,50.0,20.0,35.0,301,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,18298442.0,306.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,306.0,18268439.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1470159.0,3.0,,,,,,,,,,,,2.0,,,,,, +294,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-05-23 04:11:43.000,2023-05-18 08:56:44,3376.0,78.0,32,17.0,75.0,17.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,540.0,66.0,26,True,dbnd,,,,72681.0,58.0,34.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,24.0,72681.0,,,,3.0,,,,,,,,,,,,,,,,,, +295,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,189,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,32002211.0,12997.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,12997.0,31847920.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,13114787.0,3.0,,,,,,,,,,,,,,,,,, +296,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-20 13:13:11.000,2023-04-20 13:13:11,123.0,2.0,22,9.0,48.0,4.0,7.0,155,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,3924749.0,24711.0,24639.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,72.0,3900718.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,1009303.0,3.0,,,,,,,,,,,,,,,,,, +297,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,264.0,1764.0,57,2023-03-11 17:00:14.601,3.1.2,104.0,,26,False,openpyxl,openpyxl,,,52827593.0,7736.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7706.0,52825764.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,163486.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1218.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +298,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11386764.0,70646.0,67921.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2725.0,11374229.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1090594.0,3.0,,,,,,,,,,,,,,,,,, +299,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1549,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,5099.0,193.0,159.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,34.0,5099.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-05-22 18:17:53.000,2023-05-19 04:32:00,6411.0,3.0,221,42.0,1031.0,8.0,208.0,1376,2020-07-19 03:20:20.000,2.2.32,87.0,26.0,25,True,optimuspyspark,,['spark'],,16068.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,16068.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2394.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2394.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-05-20 04:56:42.000,2023-05-19 06:52:31,2934.0,1.0,203,48.0,178.0,22.0,760.0,1175,2021-10-14 07:45:50.000,2021.2.3,22.0,33.0,25,True,py2neo,conda-forge/py2neo,,,164899.0,,,https://pypi.org/project/py2neo,,,164086.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,57751.0,3.0,,,,,,,,,,,,-4.0,,,,,, +303,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,39.0,126.0,23.0,202.0,1109,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,349.0,353323.0,235.0,202.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,353320.0,,,,3.0,,,,,,,,,,,,,,,,,, +304,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-04-12 21:10:58.000,2022-09-12 17:36:02,282.0,,50,9.0,26.0,16.0,69.0,586,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,369640.0,1080.0,1058.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,22.0,367539.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,65158.0,3.0,,,,,,,,,,,,,,,,,, +305,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-09 05:18:48.000,2023-04-03 13:37:05,249.0,24.0,51,7.0,53.0,15.0,50.0,442,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,11577.0,418.0,389.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,29.0,11577.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +306,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,25,False,messytables,,,,13548.0,406.0,282.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,13548.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-04-24 17:15:23.000,2023-04-24 17:14:36,354.0,27.0,28,6.0,123.0,2.0,77.0,138,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,79384.0,773.0,728.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,78583.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,36084.0,3.0,,,,,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3939,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,3151.0,132.0,56.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,76.0,3151.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,,2017-07-21 04:27:01.000,2022-02-12 20:35:18.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2566,,,,46.0,24,False,gino,,,,23607.0,2167.0,2167.0,https://pypi.org/project/gino,,,23607.0,,,,3.0,,,,,,,,,,,,-4.0,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,146,42.0,10.0,1.0,12.0,1055,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,545325.0,1996.0,1826.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,540799.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,289687.0,3.0,,,,,,,,,,,,,,,,,, +311,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,129,10.0,22.0,25.0,19.0,623,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,3758818.0,2786.0,2570.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,216.0,3758446.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,10430.0,3.0,,,,,,,,,,,,,,,,,, +312,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,69,22.0,66.0,10.0,98.0,454,2022-08-31 07:58:09.000,5.0.2,8.0,23.0,24,True,hickle,conda-forge/hickle,,,30904.0,511.0,511.0,https://pypi.org/project/hickle,,,30480.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,22093.0,3.0,,,,,,,,,,,,,,,,,, +313,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-05-24 09:12:39.000,2023-05-24 09:12:08,904.0,35.0,22,15.0,162.0,7.0,11.0,319,2023-05-24 09:15:01.068,17.3.0,244.0,18.0,24,True,aiomisc,,,,18681.0,352.0,315.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,37.0,18681.0,,,,3.0,,,,,,,,,,,,,,,,,, +314,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,55.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,pyhdb,,,93.0,552337.0,186.0,165.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,21.0,552336.0,,,,3.0,,,,,,,,,,,,,,,,,, +315,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-05-01 17:28:22.000,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,56.0,120197.0,2601.0,2406.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,119826.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,24900.0,3.0,,,,,,,,,,,,,,,,,, +316,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,110.0,102032.0,5622.0,4299.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1323.0,101400.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,53151.0,3.0,,,,,,,,,,,,,,,,,, +317,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,15370767.0,7979.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7979.0,15205088.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,14082755.0,3.0,,,,,,,,,,,,,,,,,, +318,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-05-23 07:09:38.000,2023-05-23 07:09:38,600.0,3.0,349,47.0,103.0,175.0,102.0,1961,2011-12-30 16:40:09.000,11.12.30,16.0,40.0,23,True,camelot,,,,4896.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,4896.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,39.0,22.0,20.0,11.0,1541,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,commonregex,,,,160682.0,179.0,157.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,160682.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-05-15 20:54:47.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,40.0,21.0,46.0,1413,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,24011.0,105.0,94.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,23622.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,13239.0,3.0,,,,,,,,,,,,,,,,,, +321,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-05-15 10:56:46.000,2023-04-20 09:57:10,314.0,7.0,71,44.0,216.0,39.0,38.0,1281,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,23,True,tasktiger,,,,745.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,745.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-05-19 01:10:02.000,2023-05-19 01:09:54,953.0,3.0,135,62.0,76.0,167.0,149.0,845,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1144.0,186.0,157.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1144.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-04-10 12:46:48.000,2020-10-16 22:20:10,123.0,,64,41.0,71.0,4.0,,346,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,96665.0,684.0,601.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,96548.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4563.0,3.0,,,,,,,,,,,,,,,,,, +324,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-05-25 10:30:26.000,2023-05-19 11:54:38,5328.0,78.0,42,13.0,592.0,33.0,78.0,188,2023-05-19 10:45:03.000,0.8.4a,17.0,33.0,23,True,batchflow,,,,1563.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,1563.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-05-07 18:34:25.000,2023-05-07 18:34:25,289.0,15.0,40,7.0,37.0,11.0,36.0,145,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,23,True,filedepot,,,,4321.0,837.0,788.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,4321.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3490,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,32044.0,391.0,358.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,32044.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3224,,,4.0,19.0,22,False,macropy3,,,,188.0,584.0,554.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,188.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,85,45.0,34.0,18.0,11.0,1736,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,5186.0,194.0,163.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,5186.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1346,2021-12-15 14:38:46.326,0.10.1,14.0,10.0,22,False,pinject,conda-forge/pinject,,,59701.0,172.0,151.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,59528.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3478.0,3.0,,,,,,,,,,,,,,,,,, +330,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-05-09 00:58:40.000,2023-02-21 10:55:54,98.0,,38,16.0,63.0,6.0,4.0,1023,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,22,True,asyncer,conda-forge/asyncer,,,76346.0,542.0,525.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,76130.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,3457.0,3.0,,,,,,,,,,,,,,,,,, +331,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,72,21.0,211.0,60.0,80.0,796,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,22,True,odmantic,,,,12651.0,6.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,6.0,12651.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,2.0,119,13.0,32.0,31.0,42.0,787,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,20437.0,1215.0,1123.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,92.0,20437.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-05-03 20:10:05.000,2023-05-02 12:53:18,107.0,13.0,25,9.0,48.0,9.0,12.0,669,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,23512.0,174.0,154.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,20.0,21403.0,https://anaconda.org/conda-forge/dirty-equals,2023-05-03 14:42:32.536,29539.0,3.0,,,,,,,,,,,,,,,,,, +334,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,14.0,164.0,16.0,120.0,520,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2894.0,104.0,95.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2318.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,9231.0,3.0,,,,,,,,,,,,,,,,,, +335,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,56987.0,10884.0,8838.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,56987.0,,,,3.0,,,,,,,,,,,,,,,,,, +336,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,475,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,70667.0,4458.0,3273.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1185.0,69883.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,66700.0,3.0,,,,,,,,,,,,,,,,,, +337,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,256,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,14713.0,824.0,737.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,13626.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,84786.0,3.0,,,,,,,,,,,,,,,,,, +338,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,256,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,pysparkling,conda-forge/pysparkling,,,11450.0,167.0,159.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,11288.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4217.0,3.0,,,,,,,,,,,,,,,,,, +339,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-05-23 06:48:32.000,2023-04-26 16:56:57,532.0,9.0,9,5.0,107.0,15.0,83.0,175,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,22,True,typical,conda-forge/typical,,,17257.0,72.0,68.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,16125.0,https://anaconda.org/conda-forge/typical,2023-04-28 22:31:47.179,27181.0,3.0,,,,,,,,,,,,,,,,,, +340,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,118,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,286347.0,1520.0,1467.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,53.0,284362.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,57590.0,3.0,,,,,,,,,,,,,,,,,, +341,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2698,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,dpark,,['spark'],,8.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,8.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,2.0,85,36.0,214.0,44.0,55.0,2405,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,21,True,,,,18903.0,787.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +343,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,874.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,874.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-05-22 21:34:21.000,2020-12-13 18:58:15,709.0,,120,61.0,74.0,62.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,402.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,402.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,19.0,20.0,3.0,26.0,823,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,unsync,conda-forge/unsync,,,18917.0,205.0,186.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,18636.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,9861.0,3.0,,,,,,,,,,,,,,,,,, +346,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,708,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,2010.0,60.0,53.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,7.0,1262.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,22454.0,3.0,,,,,,,,,,,,,,,,,, +347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,16303.0,136.0,130.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,16303.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-05-25 13:29:59.000,2023-05-25 13:12:06,1376.0,389.0,3,3.0,599.0,17.0,18.0,30,2023-05-24 07:58:00.499,4.2.0,55.0,5.0,21,False,click-extra,,,154.0,5572.0,42.0,37.0,https://pypi.org/project/click-extra,2023-01-25 06:30:47.832,5.0,5564.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10577,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,20,False,grumpy-tools,,,,17.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,17.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,136,67.0,4.0,1.0,40.0,1976,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2227.0,48.0,40.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,8.0,2227.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,155.0,142.0,78.0,27.0,1972,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,20,False,,,['spark'],,,34.0,34.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +352,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,199,39.0,56.0,79.0,39.0,1290,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10430.0,925.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,736.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,610,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,True,pugsql,,,,14332.0,58.0,55.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,14332.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,45,15.0,33.0,19.0,9.0,267,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,price-parser,,,,58482.0,363.0,356.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,58482.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,16105.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,15865.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20473.0,3.0,,,,,,,,,,,,,,,,,, +356,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,1.0,26,5.0,48.0,6.0,10.0,236,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,32047.0,256.0,222.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,32047.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,193,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,20,False,gsheetsdb,,,,60907.0,725.0,721.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,60907.0,,,,3.0,,,,,,,,,,,,,,,,,, +358,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,98,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,168836.0,1860.0,1734.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,159433.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,601841.0,3.0,,,,,,,,,,,,,,,,,, +359,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-04-17 14:01:46.096,2023-04-13 18:36:56,77.0,2.0,121,36.0,10.0,10.0,146.0,3014,2023-04-13 18:39:39.000,2.1.11,58.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1593.0,161.0,161.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-04-17 14:01:46.096,33473.0,3.0,,,,,,,,,,,,,,,,,, +360,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,8.0,104,57.0,67.0,24.0,16.0,2003,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,19,True,mara-pipelines,,,,165.0,1.0,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,1.0,165.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5814.0,150.0,123.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5814.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,,33,17.0,147.0,34.0,74.0,225,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],15.0,1296.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,322.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,56502.0,3.0,,,,,,,,,,,,,,,,,, +363,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-05-25 11:28:24.000,2023-05-25 11:28:15,542.0,77.0,18,4.0,213.0,2.0,,218,2023-05-25 11:30:01.286,1.1.139,388.0,9.0,19,True,upgini,,,,7018.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,7018.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,17,7.0,62.0,7.0,22.0,145,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,54793.0,142.0,129.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,54793.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-04-03 20:23:00.000,2022-09-09 19:16:24,612.0,,12,8.0,26.0,15.0,10.0,121,2022-05-31 20:56:31.000,0.8.1,5.0,47.0,19,True,docopt-ng,,,,38811.0,33.0,,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,33.0,38811.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,636.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,636.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,926,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,True,validr,,,,10043.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10043.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,7.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,126320.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,126320.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,54.0,23.0,22.0,8.0,1594,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,riko,,,,69.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,69.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1337,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,57.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,57.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-14 13:54:12.000,2023-04-07 14:12:05,260.0,1.0,56,36.0,45.0,12.0,57.0,1080,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,colout,,,,875.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,875.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-05-25 13:07:45.000,2023-05-22 00:15:28,2639.0,34.0,102,30.0,183.0,41.0,269.0,1035,,,,37.0,17,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,73,23.0,19.0,11.0,13.0,949,2022-10-26 17:01:00.596,0.2.6,23.0,13.0,17,True,d6tflow,,,,123.0,23.0,23.0,https://pypi.org/project/d6tflow,2022-10-26 17:01:00.596,,123.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,18.0,27.0,42.0,29.0,758,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,3102.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,3102.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,78.0,598,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,346.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,346.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,710,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,232.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,232.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,419,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,15,True,bodywork,,,,92.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,92.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-05-23 06:28:10.000,2023-04-03 11:11:27,111.0,4.0,6,13.0,120.0,2.0,2.0,260,2023-03-02 13:18:02.345,0.19.0,93.0,13.0,15,True,squirrel-core,squirrel-core,,,1002.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,1002.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +380,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,76,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,27961.0,433.0,424.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,27961.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,54.0,28.0,3.0,2.0,1189,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,botflow,,,,12.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,12.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,291.0,31.0,26.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,291.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:24:41.000,1.0.19,1.0,6.0,13,False,lazydata,,,,12.0,9.0,9.0,https://pypi.org/project/lazydata,,,12.0,,,,3.0,,,,,,,,,,,,-2.0,,,,,, +384,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,13,True,rasgoql,,,,172.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,172.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,540,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,pandapy,,['pandas'],,19.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,19.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,5.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,12,True,datajob,,,,4.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,4.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,353,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,758,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index fea11b8..1f46abe 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- redis (πŸ₯‡44 Β· ⭐ 11K Β· πŸ“ˆ) - Redis Python Client. MIT -- polars (πŸ₯ˆ40 Β· ⭐ 17K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust |.. MIT -- Modin (πŸ₯ˆ37 Β· ⭐ 8.6K Β· πŸ“ˆ) - Modin: Scale your Pandas workflows by changing a single line.. Apache-2 -- StaticFrame (πŸ₯‰27 Β· ⭐ 340 Β· πŸ“ˆ) - Immutable and grow-only Pandas-like DataFrames with a more.. MIT -- fletcher (πŸ₯‰18 Β· ⭐ 220 Β· πŸ“ˆ) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.3K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- pulumi (πŸ₯ˆ42 Β· ⭐ 16K Β· πŸ“ˆ) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +- numexpr (πŸ₯ˆ33 Β· ⭐ 2K Β· πŸ“ˆ) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT +- typing_inspect (πŸ₯‰26 Β· ⭐ 300 Β· πŸ“ˆ) - Runtime inspection utilities for Python typing module. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- pandas (πŸ₯‡52 Β· ⭐ 38K Β· πŸ“‰) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K Β· πŸ“‰) - This repository is for active development of the Azure.. MIT -- traitlets (πŸ₯ˆ36 Β· ⭐ 550 Β· πŸ“‰) - A lightweight Traits like module. BSD-3 -- Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- plumbum (πŸ₯‰34 Β· ⭐ 2.6K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT +- docker (πŸ₯ˆ41 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +- neo4j-driver (πŸ₯‰31 Β· ⭐ 790 Β· πŸ“‰) - Neo4j Bolt driver for Python. ❗Unlicensed +- py2neo (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed +- lazydata (πŸ₯‰13 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 From d27c3fa4c7c51f613f729e764ddf6a8b88c45642 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 1 Jun 2023 13:38:57 +0000 Subject: [PATCH 13/70] Update best-of list for version 2023.06.01 --- README.md | 1883 +++++++++++++++---------------- history/2023-06-01_changes.md | 20 + history/2023-06-01_projects.csv | 390 +++++++ latest-changes.md | 20 +- 4 files changed, 1343 insertions(+), 970 deletions(-) create mode 100644 history/2023-06-01_changes.md create mode 100644 history/2023-06-01_projects.csv diff --git a/README.md b/README.md index 365d113..1fd4277 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M Back to top -
protobuf (πŸ₯‡50 Β· ⭐ 59K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡50 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 32M Β· πŸ“¦ 410K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 32M Β· πŸ“¦ 420K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,38 +95,38 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 14M Β· ⏱️ 24.05.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 14M Β· ⏱️ 31.05.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.3K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡43 Β· ⭐ 20K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 200K Β· πŸ“¦ 58K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 210K Β· πŸ“¦ 59K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.9M / month Β· πŸ“¦ 280 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 10M / month Β· πŸ“¦ 280 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 700K Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 710K Β· ⏱️ 28.05.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 11.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 900K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 80K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 81K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -135,30 +135,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.7M Β· ⏱️ 13.11.2022): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.8M Β· ⏱️ 13.11.2022): ``` conda install -c conda-forge marshmallow ```
-
simplejson (πŸ₯ˆ37 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.2K Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): - - ``` - git clone https://github.com/simplejson/simplejson - ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): - ``` - pip install simplejson - ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.6M Β· ⏱️ 10.04.2023): - ``` - conda install -c conda-forge simplejson - ``` -
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 20 Β· πŸ“¦ 79K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 21 Β· πŸ“¦ 80K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/cloudpipe/cloudpickle @@ -174,7 +158,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
orjson (πŸ₯ˆ35 Β· ⭐ 4.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 170 Β· πŸ“¦ 44K Β· πŸ“‹ 310 - 0% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 170 Β· πŸ“¦ 45K Β· πŸ“‹ 320 - 0% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/ijl/orjson @@ -183,30 +167,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 720K Β· ⏱️ 07.05.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 730K Β· ⏱️ 27.05.2023): ``` conda install -c conda-forge orjson ```
ultrajson (πŸ₯ˆ34 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.4M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.3M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.5M Β· ⏱️ 31.01.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.6M Β· ⏱️ 31.01.2023): ``` conda install -c conda-forge ujson ```
dill (πŸ₯ˆ34 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 98K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 100K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/uqfoundation/dill @@ -238,12 +222,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
jsonpickle (πŸ₯ˆ34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 20% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.2M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): ``` pip install jsonpickle ``` @@ -254,7 +238,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (πŸ₯‰30 Β· ⭐ 360) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 31 Β· πŸ“¦ 28K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 31 Β· πŸ“¦ 29K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/srsly @@ -275,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1M / month Β· πŸ“¦ 270 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 270 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` @@ -291,23 +275,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 370K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 390K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 65K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 66K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ```
-
hickle (πŸ₯‰24 Β· ⭐ 450 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰24 Β· ⭐ 460 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 510 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 520 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 31.08.2022): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 30K / month): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 30K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,13 +307,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 32K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 29K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ```
-
Show 1 hidden projects... +
Show 2 hidden projects... +- simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K Β· πŸ“‰) - simplejson is a simple, fast, extensible JSON.. ❗Unlicensed - pyasn1 (πŸ₯‰33 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -340,25 +325,25 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M _General-purpose data containers as well as utilities & extensions for pandas._ -
pandas (πŸ₯‡52 Β· ⭐ 38K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.1M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 110M / month Β· πŸ“¦ 69K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 110M / month Β· πŸ“¦ 70K Β· ⏱️ 19.01.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 40M Β· ⏱️ 08.05.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 40M Β· ⏱️ 29.05.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 730K Β· πŸ“¦ 1.6M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 730K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/numpy/numpy @@ -367,14 +352,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 57M Β· ⏱️ 23.04.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 58M Β· ⏱️ 23.04.2023): ``` conda install -c conda-forge numpy ```
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 27.05.2023): ``` git clone https://github.com/h5py/h5py @@ -390,40 +375,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯ˆ40 Β· ⭐ 17K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 910 Β· πŸ“¦ 2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 920 Β· πŸ“¦ 2.1K Β· πŸ“‹ 4K - 20% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 520K / month Β· πŸ“¦ 180 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 560K / month Β· πŸ“¦ 180 Β· ⏱️ 05.03.2023): ``` pip install polars ```
Modin (πŸ₯ˆ38 Β· ⭐ 8.7K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.3M / month Β· πŸ“¦ 40 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.2M / month Β· πŸ“¦ 40 Β· ⏱️ 26.01.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 230K Β· ⏱️ 25.05.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 240K Β· ⏱️ 25.05.2023): ``` conda install -c conda-forge modin-core ```
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 18.01.2023): ``` pip install xarray ``` @@ -432,66 +417,66 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
PyTables (πŸ₯ˆ36 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“₯ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 770K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 730K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 5.9M Β· ⏱️ 08.04.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6M Β· ⏱️ 08.04.2023): ``` conda install -c conda-forge pytables ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.2K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 170 Β· πŸ“¦ 280 Β· πŸ“‹ 530 - 11% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 170 Β· πŸ“¦ 320 Β· πŸ“‹ 550 - 11% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 95K / month Β· πŸ“¦ 12 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 98K / month Β· πŸ“¦ 13 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 96K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 97K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ```
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numexpr (πŸ₯ˆ33 Β· ⭐ 2K Β· πŸ“ˆ) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT +
numexpr (πŸ₯ˆ33 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 220 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 230 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.2M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.4M Β· ⏱️ 03.04.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.5M Β· ⏱️ 03.04.2023): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 610 - 41% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 240K / month Β· πŸ“¦ 350 Β· ⏱️ 16.01.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 250K / month Β· πŸ“¦ 370 Β· ⏱️ 16.01.2023): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.3M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.4M Β· ⏱️ 16.03.2023): ``` conda install -c conda-forge zarr ``` @@ -503,7 +488,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 610K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 620K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): ``` pip install Bottleneck ``` @@ -519,11 +504,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 380K / month Β· πŸ“¦ 860 Β· ⏱️ 14.01.2023): ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 290K Β· ⏱️ 14.01.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 300K Β· ⏱️ 14.01.2023): ``` conda install -c conda-forge tinydb ``` @@ -535,7 +520,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 16 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.9M / month Β· πŸ“¦ 16 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -546,56 +531,56 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 190 Β· πŸ“¦ 830 Β· πŸ“‹ 580 - 33% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 190 Β· πŸ“¦ 850 Β· πŸ“‹ 590 - 34% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 820K / month Β· πŸ“¦ 70 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 840K / month Β· πŸ“¦ 70 Β· ⏱️ 02.11.2022): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 22K Β· ⏱️ 10.05.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 23K Β· ⏱️ 10.05.2023): ``` conda install -c conda-forge pandera-core ```
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Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT +
datasketch (πŸ₯‰30 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 500 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 750 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 31.05.2023): ``` - git clone https://github.com/vaexio/vaex - ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 52K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): - ``` - pip install vaex + git clone https://github.com/ekzhu/datasketch ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 160K Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` - conda install -c conda-forge vaex + pip install datasketch ```
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datasketch (πŸ₯‰30 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT +
Vaex (πŸ₯‰29 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 750 Β· πŸ“‹ 150 - 26% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 510 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): ``` - git clone https://github.com/ekzhu/datasketch + git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 51K / month Β· πŸ“¦ 25 Β· ⏱️ 02.12.2022): ``` - pip install datasketch + pip install vaex + ``` +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 170K Β· ⏱️ 02.12.2022): + ``` + conda install -c conda-forge vaex ```
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 21.05.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 88K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 84K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -606,62 +591,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 560 - 6% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 560 - 6% open Β· ⏱️ 28.05.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.5K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 260K Β· ⏱️ 10.05.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 260K Β· ⏱️ 28.05.2023): ``` conda install -c conda-forge static-frame ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.1K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 350K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 340K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 20K Β· ⏱️ 06.05.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 21K Β· ⏱️ 06.05.2023): ``` conda install -c conda-forge pandarallel ```
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swifter (πŸ₯‰26 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT +
Pandas Summary (πŸ₯‰26 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 940 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.05.2023): ``` - git clone https://github.com/jmcarpenter2/swifter - ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): - ``` - pip install swifter + git clone https://github.com/polyaxon/datatile ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 200K Β· ⏱️ 17.08.2022): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 75K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` - conda install -c conda-forge swifter + pip install pandas-summary ```
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Pandas Summary (πŸ₯‰26 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 +
swifter (πŸ₯‰25 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.05.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 960 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 24.03.2023): ``` - git clone https://github.com/polyaxon/datatile + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 74K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): ``` - pip install pandas-summary + pip install swifter + ``` +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 200K Β· ⏱️ 17.08.2022): + ``` + conda install -c conda-forge swifter ```
pickleDB (πŸ₯‰22 Β· ⭐ 790) - pickleDB is an open source key-value store using Pythons json module. BSD-3 @@ -671,7 +656,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 20K / month Β· πŸ“¦ 92 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 23K / month Β· πŸ“¦ 92 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +668,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 320 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 420 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -692,7 +677,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fletcher ```
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Bounter (πŸ₯‰18 Β· ⭐ 940) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT +
Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): @@ -719,50 +704,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pyrsistent (πŸ₯‡35 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT +
python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 280K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 120K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): ``` - git clone https://github.com/tobgu/pyrsistent + git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 56M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` - pip install pyrsistent + pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 18M Β· ⏱️ 02.01.2023): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 10M Β· ⏱️ 17.05.2021): ``` - conda install -c conda-forge pyrsistent + conda install -c conda-forge sortedcontainers ```
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python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
pyrsistent (πŸ₯‡34 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 110K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 280K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): ``` - git clone https://github.com/grantjenks/python-sortedcontainers + git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 55M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` - pip install sortedcontainers + pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 10M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 18M Β· ⏱️ 02.01.2023): ``` - conda install -c conda-forge sortedcontainers + conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯ˆ32 Β· ⭐ 340) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ31 Β· ⭐ 340) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 3.5K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 3.5K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 69M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 69M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.2M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.3M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ``` @@ -801,12 +786,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 88 - 10% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 88 - 10% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 820K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 950K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` @@ -815,22 +800,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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anytree (πŸ₯ˆ29 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 - -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 160 - 25% open Β· ⏱️ 20.09.2022): - - ``` - git clone https://github.com/c0fec0de/anytree - ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 480K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): - ``` - pip install anytree - ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 29K Β· ⏱️ 19.04.2020): - ``` - conda install -c conda-forge anytree - ``` -
munch (πŸ₯ˆ29 Β· ⭐ 670) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 79 Β· πŸ“‹ 49 - 22% open Β· ⏱️ 14.05.2023): @@ -838,45 +807,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 4.1M / month Β· πŸ“¦ 840 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 3.3M / month Β· πŸ“¦ 840 Β· ⏱️ 09.03.2020): ``` pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.3M Β· ⏱️ 15.05.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.4M Β· ⏱️ 15.05.2023): ``` conda install -c conda-forge munch ```
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ordered-set (πŸ₯‰28 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
anytree (πŸ₯‰28 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.7K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 160 - 25% open Β· ⏱️ 20.09.2022): ``` - git clone https://github.com/rspeer/ordered-set + git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 8.3M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 490K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` - pip install ordered-set + pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 330K Β· ⏱️ 26.01.2022): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 29K Β· ⏱️ 19.04.2020): ``` - conda install -c conda-forge ordered-set + conda install -c conda-forge anytree ```
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sqlitedict (πŸ₯‰27 Β· ⭐ 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 +
ordered-set (πŸ₯‰28 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.2K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.9K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` - git clone https://github.com/RaRe-Technologies/sqlitedict + git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 8.5M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): ``` - pip install sqlitedict + pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 72K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 330K Β· ⏱️ 26.01.2022): ``` - conda install -c conda-forge sqlitedict + conda install -c conda-forge ordered-set ```
python-box (πŸ₯‰26 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT @@ -895,30 +864,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-box ```
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immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 +
immutables (πŸ₯‰26 Β· ⭐ 1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 52 Β· πŸ“¦ 5.8K Β· πŸ“‹ 47 - 29% open Β· ⏱️ 18.11.2022): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 53 Β· πŸ“¦ 5.8K Β· πŸ“‹ 49 - 32% open Β· ⏱️ 18.11.2022): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.2M / month Β· πŸ“¦ 120 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 19.09.2022): ``` pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 910K Β· ⏱️ 30.10.2022): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 920K Β· ⏱️ 30.10.2022): ``` conda install -c conda-forge immutables ```
+
sqlitedict (πŸ₯‰26 Β· ⭐ 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 + +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.2K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): + + ``` + git clone https://github.com/RaRe-Technologies/sqlitedict + ``` +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): + ``` + pip install sqlitedict + ``` +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 72K Β· ⏱️ 04.03.2022): + ``` + conda install -c conda-forge sqlitedict + ``` +
janus (πŸ₯‰26 Β· ⭐ 700) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 320K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 330K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -940,28 +925,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 14K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.2K Β· πŸ“¦ 200K Β· πŸ“‹ 2.4K - 10% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.2K Β· πŸ“¦ 200K Β· πŸ“‹ 2.5K - 10% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 66M / month Β· πŸ“¦ 6.9K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 68M / month Β· πŸ“¦ 7K Β· ⏱️ 02.01.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 4.9M Β· ⏱️ 23.05.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5M Β· ⏱️ 23.05.2023): ``` conda install -c conda-forge pydantic ```
-
jsonschema (πŸ₯‡40 Β· ⭐ 4.1K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡40 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 380K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 390K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 68M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 67M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): ``` pip install jsonschema ``` @@ -972,76 +957,76 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 760) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 70K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 71K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 380K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 390K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ```
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voluptuous (πŸ₯ˆ31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
param (πŸ₯ˆ32 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.9K Β· πŸ“‹ 410 - 42% open Β· ⏱️ 26.05.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 430K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): ``` - pip install voluptuous + pip install param ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 280K Β· ⏱️ 07.04.2022): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.2M Β· ⏱️ 14.03.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge param ```
-
strictyaml (πŸ₯ˆ31 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
voluptuous (πŸ₯‰31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 22.02.2023): ``` - git clone https://github.com/crdoconnor/strictyaml + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 500K / month Β· πŸ“¦ 220 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` - pip install strictyaml + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 200K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 290K Β· ⏱️ 07.04.2022): ``` - conda install -c conda-forge strictyaml + conda install -c conda-forge voluptuous ```
-
param (πŸ₯ˆ31 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
strictyaml (πŸ₯‰30 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.8K Β· πŸ“‹ 410 - 42% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` - git clone https://github.com/holoviz/param + git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 420K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 510K / month Β· πŸ“¦ 230 Β· ⏱️ 08.10.2022): ``` - pip install param + pip install strictyaml ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.2M Β· ⏱️ 14.03.2023): +- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 200K Β· ⏱️ 12.03.2023): ``` - conda install -c conda-forge param + conda install -c conda-forge strictyaml ```
dirty-equals (πŸ₯‰22 Β· ⭐ 670) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 25 Β· πŸ“¦ 150 Β· πŸ“‹ 21 - 42% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 25 Β· πŸ“¦ 160 Β· πŸ“‹ 21 - 42% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 21K / month Β· πŸ“¦ 20 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 23K / month Β· πŸ“¦ 20 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` @@ -1057,11 +1042,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 16K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 8.2K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): ``` pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 27K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 28K Β· ⏱️ 28.04.2023): ``` conda install -c conda-forge typical ``` @@ -1073,33 +1058,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 16K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 17K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` -- [Conda](https://anaconda.org/conda-forge/valideer) (πŸ“₯ 20K Β· ⏱️ 06.07.2018): +- [Conda](https://anaconda.org/conda-forge/valideer) (πŸ“₯ 21K Β· ⏱️ 06.07.2018): ``` conda install -c conda-forge valideer ```
-
validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - -- [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 13 Β· πŸ“‹ 24 - 12% open Β· ⏱️ 03.05.2022): - - ``` - git clone https://github.com/guyskk/validr - ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 10K / month Β· πŸ“¦ 6 Β· ⏱️ 10.03.2021): - ``` - pip install validr - ``` -
-
Show 5 hidden projects... +
Show 6 hidden projects... - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC -- schema (πŸ₯ˆ32 Β· ⭐ 2.7K Β· πŸ’€) - Schema validation just got Pythonic. MIT +- schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 - python-email-validator (πŸ₯‰28 Β· ⭐ 780) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1110,36 +1084,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 37K) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡30 Β· ⭐ 4.9K) - A lightweight, object-oriented finite state machine implementation.. MIT +
algorithms (πŸ₯‡29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 82 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/pytransitions/transitions + git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` - pip install transitions + pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 430K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.5K Β· ⏱️ 23.04.2021): ``` - conda install -c conda-forge transitions + conda install -c conda-forge algorithms ```
-
algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT +
transitions (πŸ₯‡29 Β· ⭐ 4.9K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 82 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): ``` - git clone https://github.com/keon/algorithms + git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` - pip install algorithms + pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.5K Β· ⏱️ 23.04.2021): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 440K Β· ⏱️ 02.09.2022): ``` - conda install -c conda-forge algorithms + conda install -c conda-forge transitions ```
Show 1 hidden projects... @@ -1163,14 +1137,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 44M Β· ⏱️ 14.07.2021): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 45M Β· ⏱️ 14.07.2021): ``` conda install -c conda-forge python-dateutil ```
-
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 52K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 53K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1191,7 +1165,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` @@ -1202,7 +1176,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 98 Β· πŸ“¦ 20K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 100 Β· πŸ“¦ 20K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1211,51 +1185,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 730K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 740K Β· ⏱️ 04.02.2023): ``` conda install -c conda-forge pendulum ```
-
holidays (πŸ₯ˆ34 Β· ⭐ 970) - Generate and work with holidays in Python. MIT +
pytz (πŸ₯ˆ34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 400 - 19% open Β· ⏱️ 15.05.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.2M / month Β· πŸ“¦ 430 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): ``` - pip install holidays + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.1M Β· ⏱️ 15.05.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 40M Β· ⏱️ 29.03.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pytz ```
-
pytz (πŸ₯ˆ34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT +
holidays (πŸ₯‰33 Β· ⭐ 980) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 410 - 19% open Β· ⏱️ 15.05.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.1M / month Β· πŸ“¦ 430 Β· ⏱️ 30.01.2023): ``` - pip install pytz + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 40M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.1M Β· ⏱️ 15.05.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge holidays ```
tzlocal (πŸ₯‰31 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 15.05.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 28M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 29M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.04.2022): ``` pip install tzlocal ``` @@ -1275,46 +1249,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
watchdog (πŸ₯‡39 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 590) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 93K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 48K Β· πŸ“‹ 560 - 35% open Β· ⏱️ 31.05.2023): ``` - git clone https://github.com/gorakhargosh/watchdog + git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8.1K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 91M / month Β· πŸ“¦ 640 Β· ⏱️ 19.01.2023): ``` - pip install watchdog + pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.1M Β· ⏱️ 20.03.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 12M Β· ⏱️ 07.05.2023): ``` - conda install -c conda-forge watchdog + conda install -c conda-forge fsspec ```
-
filesystem_spec (πŸ₯‡39 Β· ⭐ 590) - A specification that python filesystems should adhere to. BSD-3 +
watchdog (πŸ₯ˆ38 Β· ⭐ 5.8K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 47K Β· πŸ“‹ 550 - 35% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 94K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 14.05.2023): ``` - git clone https://github.com/fsspec/filesystem_spec + git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 89M / month Β· πŸ“¦ 620 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8.1K Β· ⏱️ 02.01.2023): ``` - pip install fsspec + pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 12M Β· ⏱️ 07.05.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.1M Β· ⏱️ 20.03.2023): ``` - conda install -c conda-forge fsspec + conda install -c conda-forge watchdog ```
filelock (πŸ₯ˆ34 Β· ⭐ 540) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 250K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 260K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 58M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.12.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 57M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.12.2022): ``` pip install filelock ``` @@ -1325,16 +1299,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ33 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 93K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 94K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 630K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 650K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ``` @@ -1350,7 +1324,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.8M Β· ⏱️ 19.10.2020): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.9M Β· ⏱️ 19.10.2020): ``` conda install -c conda-forge appdirs ``` @@ -1362,7 +1336,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.5M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.4M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): ``` pip install fs ``` @@ -1371,9 +1345,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fs ```
-
path (πŸ₯‰27 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰28 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/jaraco/path @@ -1389,7 +1363,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... -- zipp (πŸ₯‰31 Β· ⭐ 37) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰31 Β· ⭐ 38) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰29 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1415,7 +1389,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
-
six (πŸ₯ˆ37 Β· ⭐ 940 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯ˆ37 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT - [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.7M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): @@ -1426,19 +1400,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 42M Β· ⏱️ 05.05.2021): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 43M Β· ⏱️ 05.05.2021): ``` conda install -c conda-forge six ```
-
typing (πŸ₯ˆ32 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ31 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 - [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“‹ 720 - 16% open Β· ⏱️ 29.03.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 7.9M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 7.8M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1475,9 +1449,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡46 Β· ⭐ 5.5K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡46 Β· ⭐ 5.6K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 470K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 470K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/pyca/cryptography @@ -1486,7 +1460,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 39M Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 39M Β· ⏱️ 30.05.2023): ``` conda install -c conda-forge cryptography ``` @@ -1509,12 +1483,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 44 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 46 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 28.04.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 140K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 150K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` @@ -1523,20 +1497,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ npm install tink-crypto ```
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keyring (πŸ₯‰33 Β· ⭐ 1K) - Store and access your passwords safely. MIT +
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 01.06.2023): ``` - git clone https://github.com/jaraco/keyring + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` - pip install keyring + pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.2M Β· ⏱️ 22.12.2022): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.4M Β· ⏱️ 27.10.2022): ``` - conda install -c conda-forge keyring + conda install -c conda-forge bcrypt ```
rsa (πŸ₯‰33 Β· ⭐ 430) - Python-RSA is a pure-Python RSA implementation. Apache-2 @@ -1571,20 +1545,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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bcrypt (πŸ₯‰32 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
keyring (πŸ₯‰32 Β· ⭐ 1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 29.05.2023): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): ``` - pip install bcrypt + pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.4M Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.2M Β· ⏱️ 22.12.2022): ``` - conda install -c conda-forge bcrypt + conda install -c conda-forge keyring ```

@@ -1593,41 +1567,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
ansible (πŸ₯‡48 Β· ⭐ 57K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 +
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 3.9M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 890K Β· ⏱️ 26.04.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 900K Β· ⏱️ 26.04.2023): ``` conda install -c conda-forge ansible ```
-
awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 +
awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.3K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.4K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 180M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 240M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 25.05.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 01.06.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 230K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 230K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/boto/botocore @@ -1636,14 +1610,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 24.05.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 31.05.2023): ``` conda install -c conda-forge botocore ```
+
paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 + +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 78K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 26.05.2023): + + ``` + git clone https://github.com/paramiko/paramiko + ``` +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): + ``` + pip install paramiko + ``` +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.2M Β· ⏱️ 26.05.2023): + ``` + conda install -c conda-forge paramiko + ``` +
docker-compose (πŸ₯ˆ42 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 12K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 12K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/docker/compose @@ -1657,9 +1647,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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pulumi (πŸ₯ˆ42 Β· ⭐ 16K Β· πŸ“ˆ) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
pulumi (πŸ₯ˆ42 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 900 Β· πŸ“₯ 230K Β· πŸ“¦ 2.6K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 900 Β· πŸ“₯ 230K Β· πŸ“¦ 2.6K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/pulumi/pulumi @@ -1673,34 +1663,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ npm install @pulumi/pulumi ```
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paramiko (πŸ₯ˆ42 Β· ⭐ 8.3K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker (πŸ₯ˆ41 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 78K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 12.04.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 550 Β· πŸ“¦ 62K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 11.05.2023): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 29M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.11.2022): ``` - pip install paramiko + pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.2M Β· ⏱️ 13.03.2023): - ``` - conda install -c conda-forge paramiko - ``` -
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docker (πŸ₯ˆ41 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 - -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 510 Β· πŸ“¦ 62K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 11.05.2023): - - ``` - git clone https://github.com/docker/docker-py - ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 29M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.11.2022): - ``` - pip install docker - ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.4M Β· ⏱️ 08.05.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.4M Β· ⏱️ 08.05.2023): ``` conda install -c conda-forge docker-py ``` @@ -1712,14 +1686,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 200K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): ``` pip install netmiko ```
kubernetes (πŸ₯‰38 Β· ⭐ 5.7K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 8% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1735,16 +1709,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 25% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.3M / month Β· πŸ“¦ 91 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.3M / month Β· πŸ“¦ 96 Β· ⏱️ 20.01.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 64K Β· ⏱️ 22.01.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 65K Β· ⏱️ 26.05.2023): ``` conda install -c conda-forge fabric ``` @@ -1756,7 +1730,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): ``` pip install schedule ``` @@ -1765,9 +1739,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schedule ```
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plumbum (πŸ₯‰34 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.1K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 12.05.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.1K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/tomerfiliba/plumbum @@ -1776,7 +1750,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 960K Β· ⏱️ 04.01.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 960K Β· ⏱️ 30.05.2023): ``` conda install -c conda-forge plumbum ``` @@ -1788,7 +1762,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.4M / month Β· πŸ“¦ 300 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.4M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1799,19 +1773,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.3K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 310 Β· πŸ“¦ 80 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 15.05.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 310 Β· πŸ“¦ 81 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 15.05.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 23K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 25K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): ``` pip install pyinfra ```
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pypyr (πŸ₯‰22 Β· ⭐ 520) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰21 Β· ⭐ 520) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 95 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 96 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr @@ -1820,7 +1794,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.2K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.4K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1838,39 +1812,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
supervisor (πŸ₯‡37 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.2K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 08.05.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 280K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): ``` - git clone https://github.com/Supervisor/supervisor + git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 31M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` - pip install supervisor + pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 250K Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 14M Β· ⏱️ 01.11.2022): ``` - conda install -c conda-forge supervisor + conda install -c conda-forge pexpect ```
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pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
supervisor (πŸ₯ˆ36 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 280K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.2K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.05.2023): ``` - git clone https://github.com/pexpect/pexpect + git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 31M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` - pip install pexpect + pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 14M Β· ⏱️ 01.11.2022): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 250K Β· ⏱️ 29.12.2022): ``` - conda install -c conda-forge pexpect + conda install -c conda-forge supervisor ```
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sh (πŸ₯‰36 Β· ⭐ 6.6K) - Python process launching. MIT +
sh (πŸ₯ˆ36 Β· ⭐ 6.6K) - Python process launching. MIT - [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 12K Β· πŸ“‹ 450 - 1% open Β· ⏱️ 22.05.2023): @@ -1896,14 +1870,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡37 Β· ⭐ 9.3K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 380 Β· πŸ“¦ 79K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 390 Β· πŸ“¦ 80K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` @@ -1935,11 +1909,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 410 Β· ⏱️ 19.10.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 420 Β· ⏱️ 19.10.2022): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 6.9M Β· ⏱️ 19.10.2022): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7M Β· ⏱️ 30.05.2023): ``` conda install -c conda-forge anyio ``` @@ -1951,31 +1925,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 37 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 37 Β· ⏱️ 14.06.2022): ``` pip install aiomisc ```
asyncer (πŸ₯‰22 Β· ⭐ 1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 520 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 540 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 76K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 79K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.5K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.6K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ```
Show 2 hidden projects... -- unsync (πŸ₯‰21 Β· ⭐ 820 Β· πŸ’€) - Unsynchronize asyncio. MIT -- stopit (πŸ₯‰20 Β· ⭐ 98 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +- unsync (πŸ₯‰21 Β· ⭐ 830 Β· πŸ’€) - Unsynchronize asyncio. MIT +- stopit (πŸ₯‰20 Β· ⭐ 99 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1985,12 +1959,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡37 Β· ⭐ 6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 460K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 470K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 27M / month Β· πŸ“¦ 7.9K Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 27M / month Β· πŸ“¦ 8.1K Β· ⏱️ 21.01.2023): ``` pip install python-dotenv ``` @@ -2006,7 +1980,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 24M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 23M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): ``` pip install traitlets ``` @@ -2017,28 +1991,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.5K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.6K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 240 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 250 Β· ⏱️ 22.09.2022): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 50K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 51K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge dynaconf ```
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python-decouple (πŸ₯ˆ33 Β· ⭐ 2.4K) - Strict separation of config from code. MIT +
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.4K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 11 Β· πŸ“¦ 99K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 11 Β· πŸ“¦ 100K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): ``` pip install python-decouple ``` @@ -2047,9 +2021,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯‰32 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰31 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 83 Β· πŸ“¦ 13K Β· πŸ“‹ 500 - 14% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 83 Β· πŸ“¦ 13K Β· πŸ“‹ 500 - 14% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/omry/omegaconf @@ -2058,14 +2032,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 920K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 940K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 69 Β· πŸ“₯ 73 Β· πŸ“¦ 26K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 69 Β· πŸ“₯ 81 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2074,7 +2048,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 630K Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 640K Β· ⏱️ 20.01.2023): ``` conda install -c conda-forge configobj ``` @@ -2086,11 +2060,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.8K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.7K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 630K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 640K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2102,7 +2076,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 87 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 270K / month Β· πŸ“¦ 87 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2113,16 +2087,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 730 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 750 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 79K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 82K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 36K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 37K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge everett ``` @@ -2135,12 +2109,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡44 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.2M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 130M / month Β· πŸ“¦ 73K Β· ⏱️ 28.04.2022): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 130M / month Β· πŸ“¦ 74K Β· ⏱️ 28.04.2022): ``` pip install click ``` @@ -2151,55 +2125,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 91K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 93K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 22M / month Β· πŸ“¦ 4.3K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 22M / month Β· πŸ“¦ 4.4K Β· ⏱️ 28.01.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.8M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.9M Β· ⏱️ 31.05.2023): ``` conda install -c conda-forge rich ```
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python-fire (πŸ₯ˆ38 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.4K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 28.04.2023): ``` - git clone https://github.com/google/python-fire + git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): ``` - pip install fire + pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 580K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 16M Β· ⏱️ 28.02.2023): ``` - conda install -c conda-forge fire + conda install -c conda-forge prompt-toolkit ```
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python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.4K) - Library for building powerful interactive command.. BSD-3 +
python-fire (πŸ₯ˆ37 Β· ⭐ 25K Β· πŸ“‰) - Python Fire is a library for automatically generating.. Apache-2 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` - git clone https://github.com/prompt-toolkit/python-prompt-toolkit + git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 25M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` - pip install prompt_toolkit + pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 16M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 590K Β· ⏱️ 11.04.2023): ``` - conda install -c conda-forge prompt-toolkit + conda install -c conda-forge fire ```
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colorama (πŸ₯ˆ36 Β· ⭐ 3.2K) - Simple cross-platform colored terminal text in Python. BSD-3 +
colorama (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ’€) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 660K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 670K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2215,7 +2189,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 110 Β· πŸ“₯ 260 Β· πŸ“¦ 43K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 110 Β· πŸ“₯ 270 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2240,7 +2214,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.3M Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.4M Β· ⏱️ 02.05.2023): ``` conda install -c conda-forge typer ``` @@ -2263,7 +2237,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 94 - 30% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 94 - 30% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/sdispater/cleo @@ -2272,7 +2246,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 460K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 470K Β· ⏱️ 23.11.2022): ``` conda install -c conda-forge cleo ``` @@ -2284,7 +2258,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 58K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 62K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): ``` pip install asciimatics ``` @@ -2293,14 +2267,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python library to build pretty command line user prompts Easy to.. MIT +
questionary (πŸ₯‰28 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 67 Β· πŸ“¦ 8.9K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 15.08.2022): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 9K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 890K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 880K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` @@ -2309,14 +2283,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge questionary ```
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docopt-ng (πŸ₯‰19 Β· ⭐ 120 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT +
docopt-ng (πŸ₯‰21 Β· ⭐ 120 Β· πŸ“ˆ) - Humane command line arguments parser. Now with maintenance,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 150 Β· πŸ“‹ 25 - 48% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 39K / month Β· πŸ“¦ 33 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 35K / month Β· πŸ“¦ 33 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ``` @@ -2328,7 +2302,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 880 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 960 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2340,7 +2314,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - ConfigArgParse (πŸ₯‰27 Β· ⭐ 640 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - clint (πŸ₯‰24 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰21 Β· ⭐ 30) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 32) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2348,7 +2322,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 720) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 730) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2358,21 +2332,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡32 Β· ⭐ 1.7K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 2% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 2% open Β· ⏱️ 27.05.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 73M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 74M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.7M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.8M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 850) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 860) - Asyncio cache manager for redis, memcached and memory. BSD-3 - [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 4 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 24.05.2023): @@ -2407,7 +2381,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 220K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 210K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2418,12 +2392,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰25 Β· ⭐ 440) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 390 Β· πŸ“‹ 65 - 23% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 390 Β· πŸ“‹ 65 - 24% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 12K / month Β· πŸ“¦ 29 Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 11K / month Β· πŸ“¦ 29 Β· ⏱️ 06.12.2022): ``` pip install cachier ``` @@ -2442,12 +2416,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡41 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 10K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 10K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 90K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 89K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2458,35 +2432,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.4K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.5K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 360K / month Β· πŸ“¦ 310 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 340K / month Β· πŸ“¦ 310 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 100K Β· ⏱️ 25.05.2023): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 110K Β· ⏱️ 25.05.2023): ``` conda install -c conda-forge pysimplegui ```
DearPyGui (πŸ₯ˆ33 Β· ⭐ 10K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 550 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 550 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 26K / month Β· πŸ“¦ 37 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 27K / month Β· πŸ“¦ 37 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 5.6K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.4K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.5K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2498,12 +2472,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
toga (πŸ₯ˆ31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 590 Β· πŸ“₯ 1.5K Β· πŸ“‹ 690 - 20% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 590 Β· πŸ“₯ 1.5K Β· πŸ“‹ 700 - 20% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.1K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.3K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): ``` pip install toga ``` @@ -2512,22 +2486,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ npm install @pybee/toga ```
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Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - -- [GitHub](https://github.com/chriskiehl/Gooey) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 940 Β· πŸ“₯ 440 Β· πŸ“¦ 760 Β· πŸ“‹ 600 - 24% open Β· ⏱️ 08.05.2022): - - ``` - git clone https://github.com/chriskiehl/Gooey - ``` -- [PyPi](https://pypi.org/project/gooey) (πŸ“₯ 5.6K / month Β· πŸ“¦ 78 Β· ⏱️ 29.01.2022): - ``` - pip install gooey - ``` -- [Conda](https://anaconda.org/conda-forge/gooey) (πŸ“₯ 66K Β· ⏱️ 29.12.2021): - ``` - conda install -c conda-forge gooey - ``` -
flexx (πŸ₯‰26 Β· ⭐ 3.1K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 - [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 120 Β· πŸ“‹ 450 - 19% open Β· ⏱️ 22.07.2022): @@ -2535,7 +2493,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 610 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 670 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2544,8 +2502,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge flexx ```
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Show 2 hidden projects... +
Show 3 hidden projects... +- Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰27 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed
@@ -2575,54 +2534,54 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 750K Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 750K Β· ⏱️ 30.05.2023): ``` conda install -c conda-forge phonenumbers ```
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chardet (πŸ₯‡33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 +
emoji (πŸ₯‡33 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 240 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 02.12.2022): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 57K Β· πŸ“‹ 150 - 9% open Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/chardet/chardet - ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 50M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): - ``` - pip install chardet + git clone https://github.com/carpedm20/emoji ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 20M Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): ``` - conda install -c conda-forge chardet + pip install emoji ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 18 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 51K Β· ⏱️ 24.05.2023): ``` - npm install @pypi/chardet + conda install -c conda-forge emoji ```
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emoji (πŸ₯‡33 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 +
chardet (πŸ₯ˆ32 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 56K Β· πŸ“‹ 150 - 9% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 240 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 02.12.2022): ``` - git clone https://github.com/carpedm20/emoji + git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 49M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` - pip install emoji + pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 50K Β· ⏱️ 24.05.2023): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 20M Β· ⏱️ 02.12.2022): ``` - conda install -c conda-forge emoji + conda install -c conda-forge chardet + ``` +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 18 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): + ``` + npm install @pypi/chardet ```
humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT @@ -2641,7 +2600,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge humanize ```
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python-slugify (πŸ₯ˆ31 Β· ⭐ 1.3K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯ˆ30 Β· ⭐ 1.3K) - Returns unicode slugs. MIT - [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 96 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): @@ -2657,14 +2616,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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inflect (πŸ₯ˆ31 Β· ⭐ 820) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ30 Β· ⭐ 820) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 88 Β· πŸ“‹ 100 - 19% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 88 Β· πŸ“‹ 100 - 19% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.4M / month Β· πŸ“¦ 980 Β· ⏱️ 20.10.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3M / month Β· πŸ“¦ 980 Β· ⏱️ 20.10.2022): ``` pip install inflect ``` @@ -2673,14 +2632,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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pyahocorasick (πŸ₯‰27 Β· ⭐ 800) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰28 Β· ⭐ 800) - Python module (C extension and plain python) implementing Aho-.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.8K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 600K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2696,23 +2655,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 280K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 280K / month Β· πŸ“¦ 54 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 58K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 59K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ```
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price-parser (πŸ₯‰20 Β· ⭐ 270) - Extract price amount and currency symbol from a raw text string. BSD-3 +
price-parser (πŸ₯‰20 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 45 Β· πŸ“¦ 360 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 58K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 57K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2738,41 +2697,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.3K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +
boto3 (πŸ₯‡46 Β· ⭐ 8.1K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 1.2K Β· πŸ“₯ 42K Β· πŸ“¦ 570K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 310K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 31.05.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 71M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 590M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` - pip install SQLAlchemy + pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 20.05.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 01.06.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge boto3 ```
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boto3 (πŸ₯‡45 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.3K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 310K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 1.2K Β· πŸ“₯ 43K Β· πŸ“¦ 580K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 31.05.2023): ``` - git clone https://github.com/boto/boto3 + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 600M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 72M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` - pip install boto3 + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 24.05.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 20.05.2023): ``` - conda install -c conda-forge boto3 + conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡44 Β· ⭐ 11K) - Redis Python Client. MIT +
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 28.05.2023): ``` git clone https://github.com/redis/redis-py @@ -2781,19 +2740,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 970K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 980K Β· ⏱️ 29.05.2023): ``` conda install -c conda-forge redis-py ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 36M / month Β· πŸ“¦ 640 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 640 Β· ⏱️ 15.06.2022): ``` pip install azure-storage-blob ``` @@ -2804,7 +2763,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 30.05.2023): ``` git clone https://github.com/coleifer/peewee @@ -2813,19 +2772,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 510K Β· ⏱️ 21.04.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 520K Β· ⏱️ 21.04.2023): ``` conda install -c conda-forge peewee ```
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 40M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 41M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): ``` pip install google-cloud-storage ``` @@ -2841,7 +2800,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 30M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 29M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): ``` pip install PyMySQL ``` @@ -2850,9 +2809,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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elasticsearch (πŸ₯‡40 Β· ⭐ 3.9K) - Official Python client for Elasticsearch. Apache-2 +
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 2.9K Β· πŸ“¦ 38K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.2K Β· πŸ“₯ 2.9K Β· πŸ“¦ 38K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2861,30 +2820,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 830K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 840K Β· ⏱️ 28.05.2023): ``` conda install -c conda-forge elasticsearch ```
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MongoEngine (πŸ₯ˆ39 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.2K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 20K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 18K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.03.2023): ``` - git clone https://github.com/MongoEngine/mongoengine + git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 990K / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` - pip install mongoengine + pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 210K Β· ⏱️ 21.01.2023): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 400K Β· ⏱️ 30.09.2020): ``` - conda install -c conda-forge mongoengine + conda install -c conda-forge kafka-python ```
alembic (πŸ₯ˆ39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 17.05.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/sqlalchemy/alembic @@ -2898,25 +2857,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge alembic ```
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kafka-python (πŸ₯ˆ38 Β· ⭐ 5.2K) - Python client for Apache Kafka. Apache-2 +
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 18K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 20K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): ``` - git clone https://github.com/dpkp/kafka-python + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 990K / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): ``` - pip install kafka-python + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 400K Β· ⏱️ 30.09.2020): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 210K Β· ⏱️ 21.01.2023): ``` - conda install -c conda-forge kafka-python + conda install -c conda-forge mongoengine ```
pymongo (πŸ₯ˆ37 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 15.05.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 31.05.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2932,23 +2891,39 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 610 Β· πŸ“₯ 190K Β· πŸ“¦ 1K Β· πŸ“‹ 920 - 3% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 190K Β· πŸ“¦ 1.1K Β· πŸ“‹ 930 - 2% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 27M / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 27M / month Β· πŸ“¦ 54 Β· ⏱️ 09.01.2023): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 360K Β· ⏱️ 16.05.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 370K Β· ⏱️ 16.05.2023): ``` conda install -c conda-forge awswrangler ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 600) - Google BigQuery API client library. Apache-2 +
SQLAlchemy-Utils (πŸ₯ˆ37 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 + +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 23K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 01.06.2023): + + ``` + git clone https://github.com/kvesteri/sqlalchemy-utils + ``` +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): + ``` + pip install sqlalchemy-utils + ``` +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 460K Β· ⏱️ 27.04.2023): + ``` + conda install -c conda-forge sqlalchemy-utils + ``` +
+
python-bigquery (πŸ₯ˆ37 Β· ⭐ 610) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 580 - 15% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 20K Β· πŸ“‹ 580 - 15% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2962,14 +2937,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.2K) - Confluents Kafka Python Client. Apache-2 +
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 - [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 830 Β· πŸ“¦ 6.2K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 8.9M / month Β· πŸ“¦ 420 Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9M / month Β· πŸ“¦ 420 Β· ⏱️ 24.01.2023): ``` pip install confluent-kafka ``` @@ -2978,39 +2953,23 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
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SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
Ibis (πŸ₯ˆ35 Β· ⭐ 2.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 23K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 27.04.2023): - - ``` - git clone https://github.com/kvesteri/sqlalchemy-utils - ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): - ``` - pip install sqlalchemy-utils - ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 460K Β· ⏱️ 27.04.2023): - ``` - conda install -c conda-forge sqlalchemy-utils - ``` -
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Ibis (πŸ₯ˆ35 Β· ⭐ 2.7K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 - -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 75 Β· πŸ“¦ 500 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 76 Β· πŸ“¦ 510 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 94K / month Β· πŸ“¦ 51 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 80K / month Β· πŸ“¦ 53 Β· ⏱️ 25.01.2023): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 280K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 290K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge ibis-framework ```
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mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 - [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 410 Β· πŸ“₯ 5.2K Β· πŸ“¦ 130K Β· πŸ“‹ 310 - 2% open Β· ⏱️ 20.05.2023): @@ -3028,23 +2987,23 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ35 Β· ⭐ 690) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 07.05.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 94M / month Β· πŸ“¦ 620 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 93M / month Β· πŸ“¦ 630 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.6M Β· ⏱️ 07.05.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.7M Β· ⏱️ 07.05.2023): ``` conda install -c conda-forge s3fs ```
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 170 Β· πŸ“¦ 9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 170 Β· πŸ“¦ 9.1K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py @@ -3053,7 +3012,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.3K Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.4K Β· ⏱️ 16.03.2023): ``` conda install -c anaconda elasticsearch-dsl ``` @@ -3069,7 +3028,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 12K Β· ⏱️ 03.02.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 13K Β· ⏱️ 03.02.2023): ``` conda install -c conda-forge tortoise-orm ``` @@ -3081,7 +3040,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 920K / month Β· πŸ“¦ 1.2K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 880K / month Β· πŸ“¦ 1.2K Β· ⏱️ 25.10.2022): ``` pip install motor ``` @@ -3090,9 +3049,21 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge motor ```
+
libcloud (πŸ₯ˆ34 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 + +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 3K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): + + ``` + git clone https://github.com/apache/libcloud + ``` +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 120K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): + ``` + pip install apache-libcloud + ``` +
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5K Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5K Β· ⏱️ 31.05.2023): ``` git clone https://github.com/datastax/python-driver @@ -3138,37 +3109,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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libcloud (πŸ₯‰33 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 3K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): - - ``` - git clone https://github.com/apache/libcloud - ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 130K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): - ``` - pip install apache-libcloud - ``` -
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Databases (πŸ₯‰32 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 800 Β· πŸ“ˆ) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 230 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.5K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 29.05.2023): ``` - git clone https://github.com/encode/databases + git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 140 Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 170K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): ``` - pip install databases + pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 180K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 26.05.2023): ``` - conda install -c conda-forge databases + conda install -c conda-forge neo4j-python-driver ```
Prometheus Client (πŸ₯‰32 Β· ⭐ 3.4K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/prometheus/client_python @@ -3184,7 +3143,7 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (πŸ₯‰32 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 21.04.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/pynamodb/PynamoDB @@ -3193,19 +3152,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 350K Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 360K Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge pynamodb ```
pandas-gbq (πŸ₯‰32 Β· ⭐ 370) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 7K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 7K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.9M / month Β· πŸ“¦ 320 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7M / month Β· πŸ“¦ 320 Β· ⏱️ 30.01.2023): ``` pip install pandas-gbq ``` @@ -3214,9 +3173,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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sqlmodel (πŸ₯‰31 Β· ⭐ 9.9K) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic +
sqlmodel (πŸ₯‰31 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 410 Β· πŸ“¦ 6K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 430 Β· πŸ“¦ 6.1K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel @@ -3230,30 +3189,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlmodel ```
+
Databases (πŸ₯‰31 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 + +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 230 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 24.05.2023): + + ``` + git clone https://github.com/encode/databases + ``` +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 140 Β· ⏱️ 18.12.2022): + ``` + pip install databases + ``` +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 180K Β· ⏱️ 02.11.2022): + ``` + conda install -c conda-forge databases + ``` +
Pony (πŸ₯‰31 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 52 Β· πŸ“¦ 3.4K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 53 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 72K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 73K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 90K Β· ⏱️ 28.01.2022): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 91K Β· ⏱️ 28.01.2022): ``` conda install -c conda-forge pony ```
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influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT +
influxdb (πŸ₯‰31 Β· ⭐ 1.6K Β· πŸ’€) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7.1K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3264,12 +3239,12 @@ _Libraries for connecting to, operating, and querying databases._
pygsheets (πŸ₯‰31 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 1.8K Β· πŸ“‹ 390 - 13% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 1.9K Β· πŸ“‹ 390 - 13% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 92 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 92 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ``` @@ -3281,39 +3256,39 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 57K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 60K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.6K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.7K Β· ⏱️ 01.02.2023): ``` conda install -c conda-forge dataset ```
cx-Oracle (πŸ₯‰30 Β· ⭐ 860 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.3K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 08.06.2022): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.4K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 08.06.2022): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.7M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.8M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 400K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 410K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge cx_oracle ```
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 220K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 210K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3329,7 +3304,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): ``` pip install records ``` @@ -3338,26 +3313,42 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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prisma (πŸ₯‰28 Β· ⭐ 1.1K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ“ˆ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 250 Β· πŸ“‹ 310 - 49% open Β· ⏱️ 13.05.2023): +- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): + + ``` + git clone https://github.com/py2neo-org/py2neo + ``` +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 180K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): + ``` + pip install py2neo + ``` +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 58K Β· ⏱️ 14.10.2021): + ``` + conda install -c conda-forge py2neo + ``` +
+
prisma (πŸ₯‰28 Β· ⭐ 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 + +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 48 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 50% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 18K / month Β· πŸ“¦ 3 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 20K / month Β· πŸ“¦ 4 Β· ⏱️ 02.01.2023): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 31% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 31% open Β· ⏱️ 28.05.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 15K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): ``` pip install piccolo ``` @@ -3369,7 +3360,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 180K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 170K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3385,82 +3376,54 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 14 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.2K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.3K Β· ⏱️ 23.12.2021): ``` conda install -c conda-forge umongo ```
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py2neo (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - -- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 200 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): - - ``` - git clone https://github.com/py2neo-org/py2neo - ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 160K / month): - ``` - pip install py2neo - ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 58K Β· ⏱️ 14.10.2021): - ``` - conda install -c conda-forge py2neo - ``` -
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filedepot (πŸ₯‰23 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT - -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 790 Β· πŸ“‹ 47 - 23% open Β· ⏱️ 07.05.2023): - - ``` - git clone https://github.com/amol-/depot - ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 4.3K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): - ``` - pip install filedepot - ``` -
ODMantic (πŸ₯‰22 Β· ⭐ 800) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 72 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 73 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 13K / month Β· πŸ“¦ 6 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 03.01.2023): ``` pip install odmantic ```
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PugSQL (πŸ₯‰20 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +
filedepot (πŸ₯‰22 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/mcfunley/pugsql) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 55 Β· πŸ“‹ 42 - 52% open Β· ⏱️ 27.05.2022): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 800 Β· πŸ“‹ 48 - 22% open Β· ⏱️ 31.05.2023): ``` - git clone https://github.com/mcfunley/pugsql + git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/pugsql) (πŸ“₯ 14K / month Β· πŸ“¦ 3 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` - pip install pugsql + pip install filedepot ```
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aioprometheus (πŸ₯‰19 Β· ⭐ 140) - A Prometheus Python client library for asyncio-based applications. MIT +
aioprometheus (πŸ₯‰18 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT - [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 130 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 55K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 54K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰17 Β· ⭐ 1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 100 Β· πŸ“‹ 310 - 13% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 100 Β· πŸ“‹ 320 - 13% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3471,19 +3434,19 @@ _Libraries for connecting to, operating, and querying databases._ - psycopg2 (πŸ₯ˆ39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- neo4j-driver (πŸ₯‰31 Β· ⭐ 790 Β· πŸ“‰) - Neo4j Bolt driver for Python. ❗Unlicensed - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 51) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed -- pyhdb (πŸ₯‰24 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- pyhdb (πŸ₯‰25 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- PugSQL (πŸ₯‰20 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - gsheets-db-api (πŸ₯‰20 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT -- lazydata (πŸ₯‰13 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰14 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3493,57 +3456,57 @@ _Libraries for connecting to, operating, and querying databases._ _Libraries for loading, collecting, and extracting data from a variety of data sources and formats._ -
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT +
Datasets (πŸ₯‡43 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.8K Β· πŸ“¦ 140K Β· πŸ“‹ 640 - 3% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.2K Β· πŸ“¦ 17K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 01.06.2023): ``` - git clone https://github.com/joke2k/faker + git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.4M / month Β· πŸ“¦ 480 Β· ⏱️ 26.01.2023): ``` - pip install Faker + pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 770K Β· ⏱️ 16.05.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 300K Β· ⏱️ 28.04.2023): ``` - conda install -c conda-forge faker + conda install -c conda-forge datasets ```
-
Datasets (πŸ₯‡42 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 +
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.2K Β· πŸ“¦ 17K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 140K Β· πŸ“‹ 650 - 3% open Β· ⏱️ 31.05.2023): ``` - git clone https://github.com/huggingface/datasets + git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.5M / month Β· πŸ“¦ 480 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2023): ``` - pip install datasets + pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 290K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 780K Β· ⏱️ 16.05.2023): ``` - conda install -c conda-forge datasets + conda install -c conda-forge faker ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 470 Β· πŸ“₯ 22K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 88K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 93K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 600K Β· ⏱️ 20.05.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 610K Β· ⏱️ 30.05.2023): ``` conda install -c conda-forge xlwings ```
Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 50K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 51K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/jazzband/tablib @@ -3557,14 +3520,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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python-magic (πŸ₯ˆ34 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT +
python-magic (πŸ₯ˆ33 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 42K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 43K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3573,46 +3536,46 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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xmltodict (πŸ₯ˆ33 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT +
csvkit (πŸ₯ˆ32 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 54K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 580 Β· πŸ“¦ 1.4K Β· πŸ“‹ 870 - 7% open Β· ⏱️ 07.03.2023): ``` - git clone https://github.com/martinblech/xmltodict + git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 24M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 03.01.2023): ``` - pip install xmltodict + pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.8M Β· ⏱️ 08.05.2022): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 89K Β· ⏱️ 22.02.2023): ``` - conda install -c conda-forge xmltodict + conda install -c conda-forge csvkit ```
-
csvkit (πŸ₯ˆ32 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
xmltodict (πŸ₯ˆ32 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 580 Β· πŸ“¦ 1.4K Β· πŸ“‹ 870 - 7% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 54K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/wireservice/csvkit + git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 24M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): ``` - pip install csvkit + pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 88K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.8M Β· ⏱️ 08.05.2022): ``` - conda install -c conda-forge csvkit + conda install -c conda-forge xmltodict ```
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gdown (πŸ₯ˆ32 Β· ⭐ 3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
gdown (πŸ₯ˆ32 Β· ⭐ 3.1K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT - [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 310 Β· ⏱️ 05.12.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 330 Β· ⏱️ 05.12.2022): ``` pip install gdown ``` @@ -3621,36 +3584,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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smart-open (πŸ₯ˆ32 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
Intake (πŸ₯ˆ32 Β· ⭐ 900) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 19.01.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.2K Β· πŸ“‹ 350 - 29% open Β· ⏱️ 29.05.2023): ``` - git clone https://github.com/RaRe-Technologies/smart_open + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 610 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 78K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): ``` - pip install smart-open + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.8M Β· ⏱️ 08.01.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 410K Β· ⏱️ 29.05.2023): ``` - conda install -c conda-forge smart_open + conda install -c conda-forge intake ```
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Intake (πŸ₯ˆ32 Β· ⭐ 900) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
smart-open (πŸ₯ˆ31 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.1K Β· πŸ“‹ 340 - 28% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 19.01.2023): ``` - git clone https://github.com/intake/intake + git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 78K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 610 Β· ⏱️ 12.12.2022): ``` - pip install intake + pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 410K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.8M Β· ⏱️ 08.01.2023): ``` - conda install -c conda-forge intake + conda install -c conda-forge smart_open ```
snorkel (πŸ₯‰30 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 @@ -3660,18 +3623,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 48K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 43K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 41K Β· ⏱️ 29.07.2022): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 42K Β· ⏱️ 29.07.2022): ``` conda install -c conda-forge snorkel ```
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img2dataset (πŸ₯‰27 Β· ⭐ 2.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 2.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 220 Β· πŸ“₯ 1K Β· πŸ“¦ 43 Β· πŸ“‹ 180 - 40% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 220 Β· πŸ“₯ 1K Β· πŸ“¦ 45 Β· πŸ“‹ 190 - 40% open Β· ⏱️ 28.05.2023): ``` git clone https://github.com/rom1504/img2dataset @@ -3681,45 +3644,45 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install img2dataset ```
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camelot (πŸ₯‰23 Β· ⭐ 2K) - A Python library to extract tabular data from PDFs. MIT +
rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 350 Β· πŸ“‹ 280 - 63% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/camelot-dev/camelot + git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.9K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.1K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` - pip install camelot + pip install rows ```
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rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
camelot (πŸ₯‰22 Β· ⭐ 2K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 350 Β· πŸ“‹ 280 - 63% open Β· ⏱️ 23.05.2023): ``` - git clone https://github.com/turicas/rows + git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.1K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.1K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` - pip install rows + pip install camelot ```
Upgini (πŸ₯‰19 Β· ⭐ 220) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 18 Β· πŸ“¦ 1 Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 19 Β· πŸ“¦ 1 Β· ⏱️ 01.06.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 7K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 7.9K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ```
Squirrel (πŸ₯‰15 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 4 - 50% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 9 - 77% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core @@ -3735,19 +3698,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 14 hidden projects... +- SDV (πŸ₯ˆ33 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ32 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - pandas-datareader (πŸ₯‰28 Β· ⭐ 2.7K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 - textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT -- Singer (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰25 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- borb (πŸ₯‰19 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed +- borb (πŸ₯‰20 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed +- excalibur (πŸ₯‰19 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3760,12 +3723,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 12K Β· πŸ“₯ 480K Β· πŸ“¦ 6.9K Β· πŸ“‹ 7.5K - 11% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 12K Β· πŸ“₯ 480K Β· πŸ“¦ 7K Β· πŸ“‹ 7.5K - 11% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 4.9M / month Β· πŸ“¦ 280 Β· ⏱️ 30.04.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 5.6M / month Β· πŸ“¦ 280 Β· ⏱️ 30.04.2023): ``` pip install apache-airflow ``` @@ -3780,7 +3743,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡45 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/celery/celery @@ -3789,30 +3752,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install celery ``` -- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.2M Β· ⏱️ 29.05.2022): +- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.3M Β· ⏱️ 29.05.2022): ``` conda install -c conda-forge celery ```
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.9K Β· πŸ“‹ 3.8K - 13% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 3K Β· πŸ“‹ 3.8K - 13% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 630K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 610K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 450K Β· ⏱️ 19.05.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 450K Β· ⏱️ 26.05.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡42 Β· ⭐ 6.9K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 3.9K Β· πŸ“¦ 2 Β· πŸ“‹ 5.8K - 73% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 72% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/apache/beam @@ -3828,12 +3791,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
rq (πŸ₯‡40 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 27.05.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 770K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 750K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` @@ -3844,23 +3807,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Dagster (πŸ₯‡40 Β· ⭐ 7.5K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 940 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.7K - 29% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 950 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.7K - 29% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 510K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 490K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 890K Β· ⏱️ 21.05.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 900K Β· ⏱️ 31.05.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.4K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 10% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 10% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/great-expectations/great_expectations @@ -3869,35 +3832,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 650K Β· ⏱️ 18.05.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 650K Β· ⏱️ 26.05.2023): ``` conda install -c conda-forge great-expectations ```
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dbt (πŸ₯ˆ38 Β· ⭐ 7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 - -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.6K Β· πŸ“¦ 2.7K Β· πŸ“‹ 4K - 11% open Β· ⏱️ 24.05.2023): - - ``` - git clone https://github.com/dbt-labs/dbt-core - ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 560K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): - ``` - pip install dbt - ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 240K Β· ⏱️ 09.12.2021): - ``` - conda install -c conda-forge dbt - ``` -
joblib (πŸ₯ˆ38 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“¦ 290K Β· πŸ“‹ 820 - 46% open Β· ⏱️ 30.04.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 290K Β· πŸ“‹ 830 - 46% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 26M / month Β· πŸ“¦ 6.1K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 27M / month Β· πŸ“¦ 6.1K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` @@ -3913,7 +3860,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 550K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` @@ -3922,26 +3869,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
+
dbt (πŸ₯ˆ37 Β· ⭐ 7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 + +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.7K Β· πŸ“¦ 2.7K Β· πŸ“‹ 4.1K - 11% open Β· ⏱️ 01.06.2023): + + ``` + git clone https://github.com/dbt-labs/dbt-core + ``` +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 410K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): + ``` + pip install dbt + ``` +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 240K Β· ⏱️ 09.12.2021): + ``` + conda install -c conda-forge dbt + ``` +
Kedro (πŸ₯ˆ36 Β· ⭐ 8.4K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 790 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 790 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.3K - 22% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 440K / month Β· πŸ“¦ 65 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 400K / month Β· πŸ“¦ 66 Β· ⏱️ 06.03.2023): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 6K) - AI Vector Database for LLMs/LangChain. Doubles as a Data Lake for.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“¦ 220 Β· πŸ“‹ 420 - 11% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7.6K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3953,41 +3916,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 80K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 81K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): ``` pip install huey ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 30K Β· ⏱️ 16.10.2019): +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 31K Β· ⏱️ 16.10.2019): ``` conda install -c conda-forge huey ```
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petl (πŸ₯ˆ32 Β· ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT +
zenml (πŸ₯ˆ31 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 300 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 190 - 12% open Β· ⏱️ 01.06.2023): ``` - git clone https://github.com/petl-developers/petl - ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 850K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): - ``` - pip install petl + git clone https://github.com/zenml-io/zenml ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 180K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): ``` - conda install -c conda-forge petl + pip install zenml ```
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zenml (πŸ₯ˆ30 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
petl (πŸ₯ˆ31 Β· ⭐ 1.1K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 290 Β· πŸ“₯ 1 Β· πŸ“¦ 100 Β· πŸ“‹ 190 - 10% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): ``` - git clone https://github.com/zenml-io/zenml + git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 4.8K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 870K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` - pip install zenml + pip install petl + ``` +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 180K Β· ⏱️ 23.11.2022): + ``` + conda install -c conda-forge petl ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 @@ -3997,7 +3960,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 140K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 130K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` @@ -4008,47 +3971,47 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
faust (πŸ₯‰29 Β· ⭐ 6.5K) - Python Stream Processing. BSD-3 -- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.5K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.6K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 25K / month Β· πŸ“¦ 31 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 25K / month Β· πŸ“¦ 32 Β· ⏱️ 25.02.2020): ``` pip install faust ```
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 81 Β· πŸ“‹ 850 - 16% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 82 Β· πŸ“‹ 860 - 16% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.3K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.4K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 60K Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 61K Β· ⏱️ 14.04.2023): ``` conda install -c conda-forge ploomber ```
whylogs (πŸ₯‰29 Β· ⭐ 2.2K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 96 Β· πŸ“₯ 35 Β· πŸ“¦ 94 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 30 Β· πŸ“¦ 100 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 54K / month Β· πŸ“¦ 7 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 58K / month Β· πŸ“¦ 7 Β· ⏱️ 08.03.2023): ``` pip install whylogs ```
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PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K Β· πŸ’€) - Python library for creating data pipelines with chain.. MIT +
PyFunctional (πŸ₯‰26 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 610 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 12.10.2022): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 620 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/EntilZha/PyFunctional @@ -4058,46 +4021,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install pyfunctional ```
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arq (πŸ₯‰26 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 + +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 25 - 84% open Β· ⏱️ 28.05.2023): + + ``` + git clone https://github.com/databand-ai/dbnd + ``` +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 74K / month Β· πŸ“¦ 25 Β· ⏱️ 06.07.2022): + ``` + pip install dbnd + ``` +
+
arq (πŸ₯‰25 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT - [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“¦ 400 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 43K / month Β· πŸ“¦ 17 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 46K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.1K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.2K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ```
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streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 +
streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - [GitHub](https://github.com/Parsely/streamparse) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 220 Β· πŸ“¦ 59 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 18.07.2022): ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 3.7K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 3.4K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
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dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 34 Β· πŸ“‹ 21 - 80% open Β· ⏱️ 18.05.2023): - - ``` - git clone https://github.com/databand-ai/dbnd - ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 73K / month Β· πŸ“¦ 24 Β· ⏱️ 06.07.2022): - ``` - pip install dbnd - ``` -
Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark - [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): @@ -4105,7 +4068,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 16K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 15K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4133,26 +4096,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 740 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 760 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ```
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BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 19.05.2023): - - ``` - git clone https://github.com/analysiscenter/batchflow - ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.6K / month Β· ⏱️ 02.01.2023): - ``` - pip install batchflow - ``` -
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pysparkling (πŸ₯‰22 Β· ⭐ 260) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - -- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 160 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): +- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 170 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): ``` git clone https://github.com/svenkreiss/pysparkling @@ -4166,30 +4117,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pysparkling ```
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pdpipe (πŸ₯‰21 Β· ⭐ 710) - Easy pipelines for pandas DataFrames. MIT +
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 53 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 19.05.2023): + + ``` + git clone https://github.com/analysiscenter/batchflow + ``` +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.8K / month Β· ⏱️ 02.01.2023): + ``` + pip install batchflow + ``` +
+
pdpipe (πŸ₯‰20 Β· ⭐ 710) - Easy pipelines for pandas DataFrames. MIT + +- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 55 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.3K / month Β· πŸ“¦ 7 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.2K / month Β· πŸ“¦ 7 Β· ⏱️ 20.09.2022): ``` pip install pdpipe ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 22K Β· ⏱️ 24.09.2022): +- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 23K Β· ⏱️ 24.09.2022): ``` conda install -c conda-forge pdpipe ```
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Mara Pipelines (πŸ₯‰19 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 160 / month Β· πŸ“¦ 1 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 22.09.2022): ``` pip install mara-pipelines ``` @@ -4213,55 +4176,55 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 120 / month Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 130 / month Β· ⏱️ 26.10.2022): ``` pip install d6tflow ```
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bodywork-core (πŸ₯‰15 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +
bodywork-core (πŸ₯‰16 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - [GitHub](https://github.com/bodywork-ml/bodywork-core) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 17 Β· πŸ“¦ 11 Β· πŸ“‹ 77 - 25% open Β· ⏱️ 04.07.2022): ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 92 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 180 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ```
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RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +
RasgoQL (πŸ₯‰13 Β· ⭐ 260 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 170 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 220 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ```
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datajob (πŸ₯‰12 Β· ⭐ 100) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +
datajob (πŸ₯‰12 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 4 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 18 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ```
Show 8 hidden projects... -- mrjob (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 +- mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT -- spark-deep-learning (πŸ₯‰20 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark +- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 600 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3
@@ -4273,7 +4236,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 810K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 820K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4287,9 +4250,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyyaml ```
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XlsxWriter (πŸ₯‰37 Β· ⭐ 3.2K) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 60K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 21.05.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 61K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4298,12 +4261,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.7M Β· ⏱️ 22.05.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.7M Β· ⏱️ 28.05.2023): ``` conda install -c conda-forge xlsxwriter ```
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jmespath (πŸ₯‰33 Β· ⭐ 1.8K) - JMESPath is a query language for JSON. MIT +
jmespath (πŸ₯‰32 Β· ⭐ 1.8K) - JMESPath is a query language for JSON. MIT - [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 140 - 38% open Β· ⏱️ 31.03.2023): @@ -4327,12 +4290,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 7K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 7.1K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 10M / month Β· πŸ“¦ 760 Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.4M / month Β· πŸ“¦ 770 Β· ⏱️ 06.01.2023): ``` pip install deepdiff ``` @@ -4341,14 +4304,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰26 Β· ⭐ 300 Β· πŸ“ˆ) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰26 Β· ⭐ 300) - Runtime inspection utilities for Python typing module. MIT - [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 28 Β· πŸ“‹ 55 - 36% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month Β· πŸ“¦ 310 Β· ⏱️ 17.08.2022): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 310 Β· ⏱️ 17.08.2022): ``` pip install typing_inspect ``` @@ -4359,7 +4322,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ30 Β· ⭐ 45) - Backport of the importlib.resources module. MIT +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 46) - Backport of the importlib.resources module. MIT - entrypoints (πŸ₯‰24 Β· ⭐ 71 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4370,7 +4333,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡40 Β· ⭐ 4.8K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 720K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 730K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4384,9 +4347,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
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more-itertools (πŸ₯‡40 Β· ⭐ 3K) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡40 Β· ⭐ 3.1K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.7K Β· πŸ“¦ 180K Β· πŸ“‹ 260 - 10% open Β· ⏱️ 21.05.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.7K Β· πŸ“¦ 180K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 21.05.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4407,18 +4370,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 430 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.1M / month Β· πŸ“¦ 430 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 1.9M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
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toolz (πŸ₯ˆ35 Β· ⭐ 4.2K) - A functional standard library for Python. BSD-3 +
toolz (πŸ₯ˆ35 Β· ⭐ 4.3K Β· πŸ’€) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 95K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 96K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4439,7 +4402,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 26M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.09.2022): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 26M / month Β· πŸ“¦ 1.3K Β· ⏱️ 21.09.2022): ``` pip install tenacity ``` @@ -4448,7 +4411,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
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python-dependency-injector (πŸ₯ˆ33 Β· ⭐ 2.9K) - Dependency injection framework for Python. BSD-3 +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 2.9K) - Dependency injection framework for Python. BSD-3 - [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 500 - 29% open Β· ⏱️ 19.12.2022): @@ -4459,27 +4422,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 24K Β· ⏱️ 19.12.2022): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 25K Β· ⏱️ 19.12.2022): ``` conda install -c conda-forge dependency_injector ```
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natsort (πŸ₯‰32 Β· ⭐ 750) - Simple yet flexible natural sorting in Python. MIT - -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 20K Β· πŸ“‹ 86 - 2% open Β· ⏱️ 19.04.2023): - - ``` - git clone https://github.com/SethMMorton/natsort - ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): - ``` - pip install natsort - ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.2M Β· ⏱️ 02.03.2023): - ``` - conda install -c conda-forge natsort - ``` -
funcy (πŸ₯‰31 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 - [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.7K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): @@ -4491,39 +4438,55 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 330K Β· ⏱️ 28.03.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 340K Β· ⏱️ 28.03.2023): ``` conda install -c conda-forge funcy ```
returns (πŸ₯‰31 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 97 Β· πŸ“¦ 350 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 98 Β· πŸ“¦ 350 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 91K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 94K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.3K Β· ⏱️ 22.04.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.4K Β· ⏱️ 22.04.2023): ``` conda install -c conda-forge returns ```
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ubelt (πŸ₯‰27 Β· ⭐ 680) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
natsort (πŸ₯‰30 Β· ⭐ 750 Β· πŸ“‰) - Simple yet flexible natural sorting in Python. MIT + +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 20K Β· πŸ“‹ 87 - 3% open Β· ⏱️ 19.04.2023): + + ``` + git clone https://github.com/SethMMorton/natsort + ``` +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): + ``` + pip install natsort + ``` +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.2M Β· ⏱️ 02.03.2023): + ``` + conda install -c conda-forge natsort + ``` +
+
ubelt (πŸ₯‰26 Β· ⭐ 680) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 - [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.6K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 67 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 68 Β· ⏱️ 03.12.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 48K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 49K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ``` @@ -4542,9 +4505,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡42 Β· ⭐ 53K) - The Python programming language. MIT +
cpython (πŸ₯‡42 Β· ⭐ 54K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/python/cpython @@ -4564,7 +4527,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 61K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 61K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/micropython/micropython @@ -4574,7 +4537,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install micropython-_markupbase ```
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pyston (πŸ₯ˆ21 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 +
pyston (πŸ₯ˆ22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 - [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 85 Β· πŸ“₯ 19K Β· πŸ“‹ 99 - 44% open Β· ⏱️ 28.02.2023): @@ -4584,7 +4547,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯‰20 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰18 Β· ⭐ 930 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 350 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4596,12 +4559,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 530 Β· πŸ“¦ 520K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 530 Β· πŸ“¦ 530K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 52M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 51M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): ``` pip install pygments ``` @@ -4617,7 +4580,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 73M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 72M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` pip install pyparsing ``` @@ -4644,7 +4607,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 560 Β· πŸ“¦ 570K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 570K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/eliben/pycparser @@ -4665,7 +4628,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 98K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): ``` pip install diagrams ``` @@ -4697,16 +4660,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 73M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 74M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): ``` pip install wrapt ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 11M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 12M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge wrapt ```
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decorator (πŸ₯ˆ33 Β· ⭐ 760) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ33 Β· ⭐ 760 Β· πŸ’€) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 430K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): @@ -4729,7 +4692,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 470K / month Β· πŸ“¦ 430 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 470K / month Β· πŸ“¦ 450 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4738,6 +4701,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
+
fastcore (πŸ₯ˆ32 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 + +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.6K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): + + ``` + git clone https://github.com/fastai/fastcore + ``` +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): + ``` + pip install fastcore + ``` +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 44K Β· ⏱️ 29.03.2023): + ``` + conda install -c conda-forge fastcore + ``` +
pyscaffold (πŸ₯‰31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 9% open Β· ⏱️ 18.04.2023): @@ -4745,7 +4724,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 260K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 270K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): ``` pip install pyscaffold ``` @@ -4754,41 +4733,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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pluggy (πŸ₯‰31 Β· ⭐ 940) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯‰31 Β· ⭐ 950) - A minimalist production ready plugin system. MIT - [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 60M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 61M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 19M Β· ⏱️ 31.10.2022): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 20M Β· ⏱️ 31.10.2022): ``` conda install -c conda-forge pluggy ```
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fastcore (πŸ₯‰31 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 - -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.5K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): - - ``` - git clone https://github.com/fastai/fastcore - ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month): - ``` - pip install fastcore - ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 43K Β· ⏱️ 29.03.2023): - ``` - conda install -c conda-forge fastcore - ``` -
Copier (πŸ₯‰29 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 120 Β· πŸ“¦ 410 Β· πŸ“‹ 370 - 16% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 120 Β· πŸ“¦ 410 Β· πŸ“‹ 380 - 16% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/copier-org/copier @@ -4798,30 +4761,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install copier ```
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powerline-shell (πŸ₯‰28 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 98 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): - - ``` - git clone https://github.com/b-ryan/powerline-shell - ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 8.4K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): - ``` - pip install powerline-shell - ``` -
python-mss (πŸ₯‰28 Β· ⭐ 840) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 27% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 290K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 360K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 24K Β· ⏱️ 20.04.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 25K Β· ⏱️ 20.04.2023): ``` conda install -c conda-forge python-mss ``` @@ -4837,19 +4788,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.2M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.3M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge send2trash ```
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pyscreenshot (πŸ₯‰27 Β· ⭐ 460) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 +
powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT + +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 98 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): + + ``` + git clone https://github.com/b-ryan/powerline-shell + ``` +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 6.7K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): + ``` + pip install powerline-shell + ``` +
+
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 - [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· πŸ“¦ 2K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 92K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 170K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` @@ -4872,7 +4835,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- openpyxl (πŸ₯‰26 Β· ⭐ 57) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰25 Β· ⭐ 57) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-06-01_changes.md b/history/2023-06-01_changes.md new file mode 100644 index 0000000..b69a99e --- /dev/null +++ b/history/2023-06-01_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- boto3 (πŸ₯‡46 Β· ⭐ 8.1K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +- neo4j-driver (πŸ₯‰33 Β· ⭐ 800 Β· πŸ“ˆ) - Neo4j Bolt driver for Python. Apache-2 +- py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ“ˆ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- docopt-ng (πŸ₯‰21 Β· ⭐ 120 Β· πŸ“ˆ) - Humane command line arguments parser. Now with maintenance,.. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- watchdog (πŸ₯ˆ38 Β· ⭐ 5.8K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 +- MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +- python-fire (πŸ₯ˆ37 Β· ⭐ 25K Β· πŸ“‰) - Python Fire is a library for automatically generating.. Apache-2 +- simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K Β· πŸ“‰) - simplejson is a simple, fast, extensible JSON.. ❗Unlicensed +- natsort (πŸ₯‰30 Β· ⭐ 750 Β· πŸ“‰) - Simple yet flexible natural sorting in Python. MIT + diff --git a/history/2023-06-01_projects.csv b/history/2023-06-01_projects.csv new file mode 100644 index 0000000..1f07b21 --- /dev/null +++ b/history/2023-06-01_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-26 19:39:30.000,2023-05-26 19:39:30,383.0,28.0,2050,373.0,200.0,16.0,31.0,13718,2023-05-25 15:24:58.000,2023.05.25,99.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-05-25 21:49:12.000,2023-05-25 21:49:11,234.0,25.0,146,53.0,143.0,1.0,2.0,1912,2023-05-25 21:49:43.000,2023.05.25,91.0,11.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-05-25 15:24:34.000,2023-05-25 15:24:33,233.0,27.0,40,23.0,141.0,3.0,5.0,726,2023-05-25 15:24:39.000,2023.05.25,89.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-05-25 21:49:12.000,2023-05-25 21:49:11,234.0,25.0,146,53.0,143.0,1.0,2.0,1912,2023-05-25 21:49:43.000,2023.05.25,91.0,11.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-26 19:39:30.000,2023-05-26 19:39:30,383.0,28.0,2050,373.0,200.0,16.0,31.0,13718,2023-05-25 15:24:58.000,2023.05.25,99.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6752,1665.0,321.0,10.0,73.0,37425,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-05-26 19:39:30.000,2023-05-26 19:39:30,383.0,28.0,2050,373.0,200.0,16.0,31.0,13719,2023-05-25 15:24:58.000,2023.05.25,99.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-06-01 12:57:06.000,2023-06-01 06:32:03,32492.0,762.0,16187,1109.0,28834.0,3575.0,21236.0,38541,2023-05-28 21:06:46.000,2.0.2,114.0,3355.0,52,True,pandas,conda-forge/pandas,['pandas'],196640.0,114618824.0,1224206.0,1154651.0,https://pypi.org/project/pandas,2023-01-19 08:32:09.738,69555.0,114143540.0,https://anaconda.org/conda-forge/pandas,2023-05-29 10:39:52.426,40251282.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-06-01 11:56:15.000,2023-06-01 11:56:15,32482.0,718.0,7997,585.0,12348.0,2170.0,9480.0,23640,2023-04-22 21:58:39.000,1.24.3,141.0,1626.0,51,True,numpy,conda-forge/numpy,,732640.0,148691385.0,1790888.0,1657308.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,133580.0,148005137.0,https://anaconda.org/conda-forge/numpy,2023-04-23 01:54:47.993,57542917.0,1.0,,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-06-01 11:42:56.000,2023-06-01 07:32:38,11966.0,751.0,15025,2071.0,7202.0,900.0,4881.0,59555,2023-05-26 17:27:38.234,4.23.2,138.0,1093.0,50,True,protobuf,conda-forge/protobuf,,31932564.0,127056914.0,439456.0,420241.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15847.0,120430244.0,https://anaconda.org/conda-forge/protobuf,2023-05-31 04:41:48.037,14116619.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3368.0,5786838.0,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-05-31 21:17:07.000,2023-05-31 15:57:20,53742.0,255.0,23389,1946.0,49218.0,979.0,30807.0,57530,2023-05-30 19:15:05.064,8.0.0,328.0,6735.0,48,True,ansible,conda-forge/ansible,,,3918504.0,32245.0,28165.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4080.0,3905708.0,https://anaconda.org/conda-forge/ansible,2023-04-26 10:12:03.270,895787.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-06-01 13:07:36.000,2023-06-01 13:07:36,19892.0,862.0,12409,759.0,21188.0,861.0,6657.0,30867,2023-05-16 14:38:31.000,2.6.1,152.0,2856.0,47,True,apache-airflow,conda-forge/airflow,,481717.0,6783984.0,7253.0,6972.0,https://pypi.org/project/apache-airflow,2023-04-30 11:50:51.959,281.0,5570033.0,https://anaconda.org/conda-forge/airflow,2023-05-17 04:44:24.599,893794.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-05-16 13:48:11.084374,449.0,117265247.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-06-01 00:42:14.379,2023-05-31 18:13:12,5175.0,197.0,1766,241.0,672.0,176.0,2803.0,8113,2023-05-31 19:32:07.064,1.26.144,1316.0,142.0,46,True,boto3,conda-forge/boto3,,,594676604.0,327921.0,310506.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17415.0,594478067.0,https://anaconda.org/conda-forge/boto3,2023-06-01 00:42:14.379,15684456.0,1.0,,,,,,,,,,,,1.0,,,,,, +13,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-05-31 19:54:19.000,2023-05-31 19:54:19,16328.0,277.0,1161,93.0,628.0,184.0,7138.0,7301,2023-05-20 01:04:48.774,2.0.15,284.0,627.0,46,True,SQLAlchemy,conda-forge/sqlalchemy,,42871.0,71832075.0,624675.0,577502.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,47173.0,71674333.0,https://anaconda.org/conda-forge/sqlalchemy,2023-05-20 08:23:49.724,12072888.0,1.0,,,,,,,,,,,,,,,,,, +14,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-06-01 12:33:05.000,2023-06-01 12:33:05,10438.0,458.0,1170,123.0,6765.0,34.0,2198.0,5565,2023-06-01 12:31:21.662,41.0.1,115.0,290.0,46,True,cryptography,conda-forge/cryptography,,,159857887.0,492520.0,471455.0,https://pypi.org/project/cryptography,2023-02-07 19:41:51.172,21065.0,159318873.0,https://anaconda.org/conda-forge/cryptography,2023-05-30 23:27:20.053,38809016.0,1.0,,,,,,,,,,,,,,,,,, +15,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-06-01 12:47:21.000,2023-05-31 14:45:59,12216.0,80.0,4489,480.0,2948.0,622.0,4298.0,21620,2023-05-31 14:47:57.000,5.3.0rc2,196.0,1279.0,45,True,celery,conda-forge/celery,,,6493011.0,118296.0,103232.0,https://pypi.org/project/celery,2022-08-01 11:23:05.584,15064.0,6478598.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1253941.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-06-01 12:29:01.000,2023-06-01 12:19:13,1925.0,402.0,1247,106.0,2367.0,250.0,2216.0,13899,2023-05-23 18:23:55.714,1.10.8,103.0,362.0,45,True,pydantic,conda-forge/pydantic,,,67885585.0,209655.0,202667.0,https://pypi.org/project/pydantic,2023-01-02 16:59:44.111,6988.0,67791783.0,https://anaconda.org/conda-forge/pydantic,2023-05-23 22:37:45.440,4971508.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-06-01 07:50:35.513,2023-05-31 18:13:04,11214.0,227.0,3602,571.0,3374.0,527.0,3857.0,13821,2023-05-31 19:31:05.497,1.27.144,1721.0,415.0,45,True,awscli,conda-forge/awscli,,1351.0,238229422.0,3050.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3048.0,237994815.0,https://anaconda.org/conda-forge/awscli,2023-06-01 07:50:35.513,19470459.0,1.0,,,,,,,,,,,,,,,,,, +18,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-05-30 13:27:32.000,2023-05-03 16:27:35,2259.0,20.0,1346,184.0,1016.0,132.0,1363.0,13923,2022-04-28 17:37:47.000,8.1.3,49.0,339.0,44,True,click,conda-forge/click,,,126038950.0,1324804.0,1251227.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,73577.0,125712089.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,27129493.0,1.0,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-06-01 12:41:21.000,2023-05-28 02:13:10,2188.0,51.0,2373,326.0,1343.0,203.0,1284.0,11510,2023-05-08 12:06:06.998,4.5.5,113.0,397.0,44,True,redis,conda-forge/redis-py,,,27680646.0,27442.0,,https://pypi.org/project/redis,2023-01-11 14:04:09.369,27442.0,27668841.0,https://anaconda.org/conda-forge/redis-py,2023-05-29 13:34:40.711,979835.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-05-31 23:53:59.455,2023-05-31 18:12:53,9919.0,273.0,1007,66.0,1959.0,143.0,886.0,1283,2023-05-31 19:31:06.661,1.29.144,1704.0,193.0,44,True,botocore,conda-forge/botocore,,,322419779.0,239488.0,231095.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8393.0,322162188.0,https://anaconda.org/conda-forge/botocore,2023-05-31 23:53:59.455,21380067.0,2.0,,,,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-06-01 06:48:14.000,2023-05-31 17:25:20,3780.0,79.0,1564,541.0,971.0,142.0,985.0,43447,2023-05-31 17:26:35.000,13.4.1,183.0,221.0,43,True,rich,conda-forge/rich,,,22027093.0,97051.0,92685.0,https://pypi.org/project/rich,2023-01-28 10:19:14.092,4366.0,21915587.0,https://anaconda.org/conda-forge/rich,2023-05-31 20:35:13.419,3902714.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-05-31 23:44:02.000,2023-05-31 19:31:47,2986.0,94.0,3103,638.0,2346.0,121.0,2102.0,20529,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,,207450.0,10880486.0,59045.0,58503.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,281.0,9965451.0,https://anaconda.org/conda-forge/flatbuffers,2023-05-28 20:03:40.815,708031.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,261.0,904786.0,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-06-01 12:35:15.000,2023-06-01 12:35:13,3440.0,91.0,2184,270.0,3571.0,614.0,1702.0,16342,2023-04-28 10:09:04.000,2.12.0,67.0,513.0,43,True,datasets,conda-forge/datasets,,,3388923.0,17697.0,17215.0,https://pypi.org/project/datasets,2023-01-26 19:34:02.926,482.0,3378917.0,https://anaconda.org/conda-forge/datasets,2023-04-28 14:33:19.813,300190.0,1.0,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-05-31 16:13:16.000,2023-05-31 16:13:15,3341.0,60.0,1768,224.0,1223.0,25.0,623.0,15857,2023-05-16 16:40:47.215,18.9.0,288.0,526.0,43,True,Faker,conda-forge/faker,,,7530077.0,142016.0,138943.0,https://pypi.org/project/Faker,2023-01-24 16:59:03.778,3073.0,7519681.0,https://anaconda.org/conda-forge/faker,2023-05-16 18:50:11.472,779757.0,1.0,,,,,,,,,,,,,,,,,, +25,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-05-26 14:16:06.000,2023-05-26 14:15:52,3922.0,66.0,1932,316.0,747.0,976.0,742.0,8359,2023-05-25 18:13:14.411,3.2.0,142.0,183.0,43,True,paramiko,conda-forge/paramiko,,,35159067.0,90976.0,78089.0,https://pypi.org/project/paramiko,2023-01-20 22:40:17.813,12887.0,35119451.0,https://anaconda.org/conda-forge/paramiko,2023-05-26 04:16:06.050,3208940.0,2.0,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-05-31 07:15:54.000,2023-05-31 07:15:44,6394.0,77.0,526,32.0,732.0,407.0,1344.0,1308,2023-04-18 18:51:04.629,2.15.1,59.0,782.0,43,True,pygments,conda-forge/pygments,,,51268159.0,562518.0,525629.0,https://pypi.org/project/pygments,2023-01-02 18:49:49.016,36889.0,51012405.0,https://anaconda.org/conda-forge/pygments,2023-04-19 11:39:51.285,21994887.0,1.0,,,,,,,,,,,,,,,,,, +27,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-06-01 12:56:48.000,2023-06-01 12:06:32,117252.0,1093.0,26900,1490.0,41167.0,8196.0,56733.0,53670,2020-07-22 03:00:52.000,0.0.6,11.0,2499.0,42,True,cpython,conda-forge/typing,,,99879.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,69156.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2672927.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +28,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-06-01 10:09:13.000,2023-06-01 10:09:13,4185.0,178.0,4880,702.0,3644.0,183.0,6704.0,29569,2023-05-17 17:13:14.000,2.18.1,144.0,472.0,42,True,docker-compose,conda-forge/docker-compose,,132110623.0,3983930.0,13679.0,12435.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1244.0,1739081.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,329809.0,2.0,,,,,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-06-01 12:49:16.000,2023-06-01 11:58:40,10056.0,749.0,903,171.0,6212.0,1807.0,4292.0,16128,2023-05-19 00:55:02.666,3.68.0,3886.0,226.0,42,True,pulumi,,,233149.0,3413928.0,3300.0,2592.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,130.0,2301323.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-05-19 00:53:34.953,578.0,1101503.0,,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-06-01 07:09:14.000,2023-06-01 02:02:14,14607.0,546.0,1232,152.0,5493.0,509.0,3300.0,12062,2023-05-25 20:15:41.794,2.10.11,212.0,321.0,42,True,prefect,conda-forge/prefect,,,615344.0,3117.0,2975.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,142.0,606497.0,https://anaconda.org/conda-forge/prefect,2023-05-26 01:32:27.815,451228.0,1.0,,,,,,,,,,,,,,,,,, +31,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-06-01 13:34:53.000,2023-06-01 02:50:06,39329.0,749.0,3950,259.0,21286.0,4270.0,1582.0,6898,2023-05-31 20:18:43.000,2.48.0,89.0,1489.0,42,True,apache-beam,conda-forge/apache-beam-with-aws,,,6430753.0,195.0,2.0,https://pypi.org/project/apache-beam,2023-01-13 19:50:02.294,193.0,6428634.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-05-11 14:37:09.479,44500.0,1.0,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-06-01 09:50:48.000,2023-06-01 08:09:19,14628.0,796.0,2365,366.0,22406.0,948.0,7268.0,3697,2023-05-26 03:36:35.000,azure-mgmt-databox_2.0.0,100.0,587.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,37193221.0,2866.0,2223.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,643.0,37177225.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-04-18 01:20:03.450,943797.0,1.0,,,,,,,,,,,,,,,,,, +33,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-05-31 23:51:05.000,2023-05-31 18:49:39,12792.0,52.0,3024,615.0,3468.0,971.0,3867.0,15917,2023-05-20 14:20:47.000,2.2.0,43.0,586.0,41,True,kivy,conda-forge/kivy,,30862.0,94616.0,10655.0,10045.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,610.0,89180.0,https://anaconda.org/conda-forge/kivy,2023-05-20 16:42:24.729,303261.0,1.0,,,,,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-06-01 10:36:27.000,2023-05-30 15:14:37,4522.0,32.0,1370,202.0,461.0,,2272.0,10077,2023-04-21 20:18:22.000,3.16.2,183.0,152.0,41,True,peewee,conda-forge/peewee,,,1090033.0,25663.0,21981.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3682.0,1083819.0,https://anaconda.org/conda-forge/peewee,2023-04-21 22:34:26.236,515787.0,1.0,,,,,,,,,,,,,,,,,, +35,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-05-23 04:33:48.000,2023-05-11 20:05:16,3307.0,8.0,1639,197.0,1554.0,429.0,1202.0,6258,2023-05-11 20:18:21.000,6.1.2,83.0,437.0,41,True,docker,conda-forge/docker-py,,551.0,28863678.0,66191.0,62397.0,https://pypi.org/project/docker,2022-11-02 19:44:38.922,3794.0,28822995.0,https://anaconda.org/conda-forge/docker-py,2023-05-08 12:41:24.501,3376281.0,2.0,,,,,,,,,,,,,,,,,, +36,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-05-31 23:54:49.000,2023-05-31 23:52:00,9719.0,123.0,1463,307.0,7254.0,234.0,3381.0,4212,2023-05-29 15:21:31.000,google-cloud-rapidmigrationassessment-v0.1.0,100.0,330.0,41,True,google-cloud-storage,conda-forge/google-cloud-storage,,,41254693.0,1910.0,,https://pypi.org/project/google-cloud-storage,2022-12-07 01:22:12.046,1910.0,41206278.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-05-05 07:42:12.019,3485922.0,1.0,,,,,,,,,,,,,,,,,, +37,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-05-31 17:58:17.000,2023-05-27 11:57:41,4245.0,59.0,493,57.0,868.0,242.0,1176.0,1876,2023-01-23 10:26:08.294,3.8.0,33.0,194.0,41,True,h5py,conda-forge/h5py,,2707.0,12169242.0,231906.0,217197.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14709.0,12031014.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,12022790.0,1.0,,,,,,,,,,,,,,,,,, +38,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-06-01 13:29:12.000,2023-06-01 12:38:39,6471.0,868.0,925,128.0,5150.0,815.0,3184.0,17497,2023-05-29 20:34:00.694,0.18.0,291.0,222.0,40,True,polars,,,,558600.0,2320.0,2140.0,https://pypi.org/project/polars,2023-03-05 18:16:01.213,180.0,558600.0,,,,2.0,,,,,,,,,,,,,,,,,, +39,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-05-29 08:23:57.000,2023-05-27 02:26:09,1778.0,55.0,1356,209.0,827.0,157.0,916.0,8929,2023-05-27 02:29:02.468,1.15.0,75.0,293.0,40,True,rq,conda-forge/rq,,,753518.0,15447.0,13678.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1769.0,752412.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,91865.0,1.0,,,,,,,,,,,,,,,,,, +40,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-06-01 05:09:42.000,2023-05-31 23:09:06,14592.0,1178.0,949,97.0,8587.0,1670.0,4018.0,7544,2023-05-25 17:46:36.000,1.3.6,540.0,312.0,40,True,dagster,conda-forge/dagster,,,507036.0,1335.0,1218.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,117.0,486119.0,https://anaconda.org/conda-forge/dagster,2023-05-31 15:32:33.931,899445.0,1.0,,,,,,,,,,,,,,,,,, +41,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-05-25 07:36:53.000,2023-05-25 07:36:52,1073.0,32.0,1405,233.0,473.0,15.0,623.0,7310,2023-03-28 03:56:56.000,1.0.3,37.0,120.0,40,True,PyMySQL,conda-forge/pymysql,,,29339298.0,178792.0,168142.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10650.0,29322607.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1135046.0,1.0,,,,,,,,,,,,,,,,,, +42,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-05-22 05:57:04.000,2023-05-22 05:46:02,1298.0,32.0,336,62.0,506.0,111.0,520.0,4763,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,40,True,attrs,conda-forge/attrs,,,115758297.0,745839.0,727996.0,https://pypi.org/project/attrs,2022-12-21 10:13:31.679,17843.0,115380188.0,https://anaconda.org/conda-forge/attrs,2023-05-07 01:50:52.108,28358243.0,1.0,,,,,,,,,,,,,,,,,, +43,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-05-30 21:02:39.000,2023-05-30 21:02:36,2500.0,79.0,557,59.0,313.0,27.0,713.0,4150,2023-05-30 19:48:59.000,4.18.0a8,87.0,108.0,40,True,jsonschema,conda-forge/jsonschema,,,67142186.0,406529.0,387908.0,https://pypi.org/project/jsonschema,2022-11-29 20:39:18.560,18621.0,66911958.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,19799664.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-05-28 15:43:09.397,2023-05-26 20:22:28,1515.0,13.0,1153,397.0,1199.0,49.0,977.0,3954,2023-05-25 17:46:27.000,8.8.0,130.0,193.0,40,True,elasticsearch,conda-forge/elasticsearch,,2928.0,13620254.0,44450.0,38368.0,https://pypi.org/project/elasticsearch,2023-01-27 23:26:34.295,6082.0,13610179.0,https://anaconda.org/conda-forge/elasticsearch,2023-05-28 15:43:09.397,838674.0,1.0,,,,,,,,,,,,,,,,,, +45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-05-28 14:44:26.000,2023-05-21 17:47:12,1462.0,53.0,243,36.0,467.0,27.0,240.0,3057,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,40,True,more-itertools,conda-forge/more-itertools,,2667.0,35140809.0,188507.0,179794.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8713.0,34987162.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11367392.0,1.0,,,,,,,,,,,,,,,,,, +46,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-06-01 13:30:28.000,2023-06-01 00:24:22,11024.0,580.0,1326,76.0,6276.0,169.0,1513.0,8410,2023-05-26 02:15:16.000,0.16.14,219.0,390.0,39,True,great_expectations,conda-forge/great-expectations,,,10035869.0,31.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,31.0,10025486.0,https://anaconda.org/conda-forge/great-expectations,2023-05-26 03:25:54.189,654150.0,2.0,,,,,,,,,,,,,,,,,, +47,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-04-05 23:32:33.000,2023-03-02 20:25:13,2157.0,,1338,154.0,946.0,282.0,1174.0,5208,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1830.0,7531338.0,19480.0,18078.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1402.0,7525887.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,396733.0,2.0,,,,,,,,,,,,,,,,,, +48,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-06-01 08:48:20.000,2023-05-19 21:16:04,2701.0,97.0,1170,197.0,1183.0,179.0,1775.0,3122,2023-05-05 16:39:25.000,4.2.0,42.0,219.0,39,True,netmiko,,,,196661.0,3877.0,3617.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,260.0,196661.0,,,,2.0,,,,,,,,,,,,,,,,,, +49,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-05-29 15:42:42.000,2023-05-29 15:42:42,3046.0,18.0,475,73.0,285.0,21.0,1210.0,2947,2023-04-03 11:33:15.441,2.9.6,56.0,131.0,39,False,psycopg2,psycopg2,,,14197219.0,661056.0,599583.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61453.0,14194923.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,209020.0,2.0,,,,,,,,,,,,,,20.0,,,, +50,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-05-04 21:28:55.000,2022-12-03 20:07:04,1571.0,,426,42.0,611.0,327.0,397.0,2071,2021-07-14 08:19:18.000,2.8.2,24.0,130.0,39,True,python-dateutil,conda-forge/python-dateutil,,34915.0,246891521.0,1063337.0,1059234.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,246366966.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,44557259.0,1.0,,,,,,,,,,,,,,,,,, +51,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-05-27 13:56:55.000,2023-05-26 20:01:48,1703.0,64.0,185,19.0,117.0,98.0,862.0,1944,2023-05-17 22:10:39.727,1.11.1,115.0,165.0,39,True,alembic,conda-forge/alembic,,,23312566.0,174577.0,163125.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11452.0,23272375.0,https://anaconda.org/conda-forge/alembic,2023-05-18 02:34:43.779,3335878.0,2.0,,,,,,,,,,,,,,,,,, +52,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-05-20 02:51:14.000,2023-05-20 02:10:41,1137.0,51.0,257,24.0,162.0,29.0,273.0,1843,2022-05-10 23:30:45.000,pyparsing_3.0.9,69.0,55.0,39,True,pyparsing,conda-forge/pyparsing,,7903.0,72670051.0,824664.0,792629.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,32035.0,72240471.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,36073161.0,1.0,,,,,,,,,,,,,,,,,, +53,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-06-01 13:19:33.000,2023-05-31 13:39:52,2156.0,51.0,252,24.0,727.0,200.0,361.0,589,2023-05-07 19:05:45.190,2023.5.0,68.0,180.0,39,True,fsspec,conda-forge/fsspec,,,90777531.0,48983.0,48344.0,https://pypi.org/project/fsspec,2023-01-19 20:58:04.649,639.0,90543612.0,https://anaconda.org/conda-forge/fsspec,2023-05-07 21:30:49.626,12163825.0,1.0,,,,,,,,,,,,,,,,,, +54,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-05-18 22:29:17.000,2022-09-09 12:04:10,2962.0,,1836,228.0,1039.0,272.0,571.0,19677,2022-06-01 17:01:17.000,2.1.1,34.0,286.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2114507.0,22011.0,20440.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1571.0,2106214.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,704916.0,1.0,,,,,,,,,,,,,,,,,, +55,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-06-01 13:20:09.000,2023-06-01 08:27:03,2455.0,208.0,611,112.0,2627.0,907.0,2761.0,8679,2023-05-24 21:27:58.000,0.21.0,75.0,115.0,38,True,modin,conda-forge/modin-core,['pandas'],196601.0,1190810.0,1093.0,1053.0,https://pypi.org/project/modin,2023-01-26 06:32:01.151,40.0,1177166.0,https://anaconda.org/conda-forge/modin-core,2023-05-25 08:27:43.978,237179.0,2.0,,,,,,,,,,,,,,,,,, +56,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-05-28 09:13:44.000,2023-04-28 08:22:02,2699.0,5.0,675,152.0,714.0,555.0,546.0,8374,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,24819241.0,1406.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1406.0,24414547.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,15783101.0,2.0,,,,,,,,,,,,,,,,,, +57,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-05-26 12:38:24.000,2023-05-16 07:24:00,3178.0,20.0,627,82.0,968.0,162.0,1026.0,6559,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,38,True,marshmallow,conda-forge/marshmallow,,,20565239.0,91625.0,81383.0,https://pypi.org/project/marshmallow,2022-11-11 16:12:09.790,10242.0,20543442.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1765633.0,2.0,,,,,,,,,,,,,,,,,, +58,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-05-14 21:27:17.000,2023-05-14 21:27:17,1441.0,38.0,671,131.0,377.0,169.0,451.0,5833,2023-03-20 09:22:33.000,3.0.0,44.0,144.0,38,True,watchdog,conda-forge/watchdog,,,13054486.0,102352.0,94291.0,https://pypi.org/project/watchdog,2023-01-02 18:52:33.375,8061.0,13028351.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,2143112.0,2.0,,,,,,,,,,,,-1.0,,,,,, +59,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-05-31 21:11:27.000,2023-05-24 19:42:50,1652.0,15.0,3089,137.0,833.0,91.0,1147.0,5731,2023-02-16 01:06:58.000,26.1.0,84.0,180.0,38,True,kubernetes,conda-forge/kubernetes,,,13844730.0,1339.0,,https://pypi.org/project/kubernetes,2023-01-31 21:46:45.223,1339.0,13838086.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,418580.0,3.0,,,,,,,,,,,,,,,,,, +60,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-05-28 05:24:49.000,2023-04-18 19:22:32,4081.0,6.0,1211,137.0,1100.0,378.0,1309.0,3998,2023-03-03 10:28:06.959,0.27.0,72.0,385.0,38,True,mongoengine,conda-forge/mongoengine,,,990145.0,24067.0,20488.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3579.0,987605.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,208339.0,2.0,,,,,,,,,,,,-1.0,,,,,, +61,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-06-01 00:30:06.000,2023-06-01 00:00:40,1462.0,16.0,380,62.0,673.0,383.0,446.0,3276,2022-10-10 12:56:17.006,1.1.1,104.0,120.0,38,True,joblib,conda-forge/joblib,,,26763514.0,299528.0,293460.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,6068.0,26532608.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,19165214.0,2.0,,,,,,,,,,,,,,,,,, +62,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-06-01 07:03:28.000,2023-05-19 06:30:46,2803.0,32.0,439,60.0,195.0,59.0,488.0,2381,2023-05-19 08:13:05.062,3.18.0,46.0,138.0,38,True,pycryptodomex,conda-forge/pycryptodomex,,,28707040.0,70773.0,69215.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1558.0,28687801.0,https://anaconda.org/conda-forge/pycryptodomex,2023-05-19 21:46:31.448,1269831.0,2.0,,,,,,,,,,,,,,,,,, +63,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-04-25 19:40:25.000,2022-09-13 22:22:16,316.0,,449,51.0,244.0,264.0,288.0,2173,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,182498542.0,895199.0,820199.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,75000.0,182089013.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,34400517.0,1.0,,,,,,,,,,,,,,,,,, +64,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-05-18 13:58:21.000,2023-01-29 03:07:44,1874.0,,278,38.0,237.0,198.0,198.0,1167,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,32443077.0,293720.0,276322.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17398.0,32305476.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,11420911.0,1.0,,,,,,,,,,,,,,,,,, +65,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-04-11 22:58:48.175,2023-02-13 20:24:46,287.0,,1369,381.0,162.0,131.0,170.0,24617,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,6886525.0,23079.0,21363.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1716.0,6878263.0,https://anaconda.org/conda-forge/fire,2023-04-11 22:58:48.175,594921.0,2.0,,,,,,,,,,,,-1.0,,,,,, +66,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-05-09 08:37:29.000,2023-05-04 09:47:52,4078.0,6.0,2371,483.0,2270.0,114.0,876.0,16559,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,552431.0,2552.0,2136.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,414.0,552283.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,13052.0,2.0,,,,,,,stable/luigi,,,,,,,2.0,,,, +67,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-05-26 16:10:00.460,2023-05-25 18:13:19,1579.0,27.0,1924,465.0,548.0,458.0,1303.0,14061,2023-05-25 18:14:00.894,3.1.0,126.0,136.0,37,True,fabric,conda-forge/fabric,,,3276290.0,96.0,,https://pypi.org/project/fabric,2023-01-20 23:15:06.982,96.0,3275502.0,https://anaconda.org/conda-forge/fabric,2023-05-26 16:10:00.460,64669.0,3.0,,,,,,,,,,,,,,,,,, +68,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-05-29 15:31:38.000,2023-05-29 15:31:38,6780.0,65.0,1737,226.0,3033.0,716.0,2603.0,11685,2023-05-21 23:32:04.378,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,343195.0,8831.0,8525.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,306.0,340890.0,https://anaconda.org/conda-forge/pysimplegui,2023-05-25 06:25:10.742,106056.0,2.0,,,,,,,,,,,,,,,,,, +69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-04-07 20:33:17.000,2023-01-15 16:27:26,925.0,,540,225.0,229.0,71.0,249.0,9352,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,387.0,6501481.0,81890.0,80026.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1864.0,6492776.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,591723.0,1.0,,,,,,,,,,,,,,,,,, +70,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-05-07 09:45:40.000,2022-11-15 16:25:22,1396.0,,639,135.0,667.0,95.0,398.0,8308,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11238369.0,57311.0,52564.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4747.0,11219074.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1640087.0,2.0,,,,,,,,,,,,,,,,,, +71,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-06-01 13:26:01.000,2023-06-01 13:25:59,6105.0,172.0,1256,135.0,3449.0,487.0,3572.0,7035,2023-05-30 15:24:14.000,1.5.1,173.0,280.0,37,True,dbt,conda-forge/dbt,,1681.0,409010.0,2761.0,2731.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,405918.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,239025.0,2.0,,,,,,,,,,,,,,,dbt,,, +72,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-04-17 15:12:57.000,2023-04-17 15:12:57,354.0,2.0,358,36.0,220.0,30.0,215.0,6050,2023-02-24 06:47:13.294,1.0.0,44.0,91.0,37,True,python-dotenv,conda-forge/python-dotenv,,,27525262.0,477368.0,469310.0,https://pypi.org/project/python-dotenv,2023-01-21 10:24:11.993,8058.0,27494744.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2410963.0,1.0,,,,,,,,,,,,,,,,,, +73,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-06-01 10:45:59.000,2023-05-31 23:48:34,5270.0,48.0,1095,239.0,1217.0,5.0,,3846,2022-11-17 21:50:05.000,4.3.3,131.0,199.0,37,True,pymongo,conda-forge/pymongo,,,19372711.0,19960.0,,https://pypi.org/project/pymongo,2023-01-25 23:36:17.395,19960.0,19360040.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1064447.0,2.0,,,,,,,,,,,,,,,,,, +74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-06-01 12:13:07.000,2023-06-01 12:13:01,2172.0,162.0,618,59.0,1313.0,26.0,900.0,3466,2023-05-16 00:12:01.000,3.1.1,137.0,130.0,37,True,awswrangler,conda-forge/awswrangler,['pandas'],191274.0,26700547.0,1105.0,1051.0,https://pypi.org/project/awswrangler,2023-01-09 23:04:56.199,54.0,26688026.0,https://anaconda.org/conda-forge/awswrangler,2023-05-16 02:55:23.066,372206.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +75,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-05-29 09:54:44.000,2023-05-29 09:51:38,1328.0,25.0,605,121.0,117.0,18.0,858.0,3257,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11349071.0,64767.0,60875.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3892.0,11312551.0,https://anaconda.org/conda-forge/xlsxwriter,2023-05-28 18:05:12.698,2665970.0,3.0,,,,,,,,,,,,,,,,,, +76,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-06-01 12:46:34.000,2023-05-31 12:43:06,4616.0,123.0,933,106.0,3480.0,1126.0,2735.0,2979,2023-05-19 02:39:12.589,2023.5.0,79.0,429.0,37,True,xarray,conda-forge/xarray,,,2810319.0,1876.0,1.0,https://pypi.org/project/xarray,2023-01-18 21:34:04.804,1875.0,2716953.0,https://anaconda.org/conda-forge/xarray,2023-05-19 22:53:13.631,8122899.0,2.0,,,,,,,,,,,,,,,,,, +77,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-05-30 09:08:06.000,2023-05-30 07:44:51,2608.0,74.0,469,120.0,532.0,272.0,1470.0,2607,2023-05-27 08:03:01.304,0.30.8,153.0,61.0,37,True,xlwings,conda-forge/xlwings,,21445.0,102296.0,29060.0,28420.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,640.0,93345.0,https://anaconda.org/conda-forge/xlwings,2023-05-30 08:06:07.040,605742.0,1.0,,,,,,,,,,,,,,,,,, +78,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-05-02 11:58:24.000,2023-04-02 16:48:18,1600.0,5.0,459,96.0,300.0,183.0,290.0,2385,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,pexpect,conda-forge/pexpect,,4328.0,30927869.0,295293.0,279209.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16084.0,30764167.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,14075271.0,1.0,,,,,,,,,,,,,,,,,, +79,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-05-16 10:59:01.000,2023-05-16 10:59:01,1496.0,11.0,438,132.0,549.0,291.0,369.0,2291,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,37,True,dateparser,conda-forge/dateparser,,,4779264.0,21250.0,20016.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1234.0,4777391.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,144271.0,2.0,,,,,,,,,,,,,,,,,, +80,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-05-30 16:14:31.000,2023-01-28 14:19:39,895.0,,223,52.0,151.0,23.0,184.0,1472,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,37,True,greenlet,conda-forge/greenlet,,,55877897.0,258074.0,247738.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10336.0,55782926.0,https://anaconda.org/conda-forge/greenlet,2023-05-14 17:00:17.987,6932923.0,1.0,,,,,,,,,,,,,,,,,, +81,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-05-30 22:43:41.409,2023-05-22 21:18:10,833.0,44.0,106,26.0,255.0,58.0,246.0,1278,2022-10-19 11:58:38.453,3.6.2,45.0,41.0,37,True,anyio,conda-forge/anyio,,,27147487.0,130471.0,130048.0,https://pypi.org/project/anyio,2022-10-19 11:58:38.453,423.0,26990995.0,https://anaconda.org/conda-forge/anyio,2023-05-30 22:43:41.409,7042148.0,1.0,,,,,,,,,,,,,,,,,, +82,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-01 10:34:06.000,2023-06-01 10:34:06,1382.0,14.0,309,32.0,324.0,179.0,236.0,1100,2023-05-02 07:31:50.000,0.41.1,214.0,116.0,37,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4494522.0,24810.0,22691.0,https://pypi.org/project/sqlalchemy-utils,2022-12-23 15:11:11.707,2119.0,4488789.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-04-27 15:27:44.038,464436.0,2.0,,,,,,,,,,,,,,,,,, +83,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,947,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,226609221.0,1822160.0,1686457.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135703.0,226103051.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,43024509.0,2.0,,,,,,,,,,,,,,,,,, +84,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-06-01 11:59:07.000,2023-06-01 11:58:41,1653.0,30.0,244,57.0,1011.0,91.0,486.0,606,2023-04-19 13:44:05.497,3.10.0,142.0,128.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,28497233.0,20709.0,19597.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1112.0,28461022.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-04-20 00:24:02.749,2607242.0,2.0,,,,,,,,,,,,,,,,,, +85,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-05-23 06:33:46.000,2023-04-28 22:03:07,6342.0,278.0,1211,349.0,226.0,51.0,427.0,13156,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,,1057.0,147680.0,50.0,46.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,147397.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,268.0,,,,,,,,,,,,, +86,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-04-28 14:14:50.000,2023-04-11 15:40:50,389.0,8.0,913,208.0,175.0,148.0,279.0,10817,2023-04-10 10:14:03.842,1.2.0,25.0,57.0,36,True,schedule,conda-forge/schedule,,,2757754.0,27425.0,26001.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1424.0,2756938.0,https://anaconda.org/conda-forge/schedule,2023-04-11 03:15:46.375,34299.0,3.0,,,,,,,,,,,,,,,,,, +87,Kedro,kedro-org/kedro,"A Python framework for creating reproducible, maintainable and modular data science code.",,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-06-01 13:30:27.000,2023-05-31 16:36:08,2257.0,73.0,792,105.0,1119.0,287.0,1001.0,8393,2023-05-31 17:00:41.778,0.18.9,41.0,189.0,36,True,kedro,,,,399697.0,1698.0,1632.0,https://pypi.org/project/kedro,2023-03-06 11:57:01.414,66.0,399697.0,,,,2.0,,,,,,,,,,,,,,,,,, +88,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-05-27 18:14:41.000,2023-05-27 18:14:41,2423.0,20.0,1207,234.0,473.0,146.0,996.0,7778,2022-12-24 01:04:06.789,4.2.5,50.0,175.0,36,True,supervisor,conda-forge/supervisor,,,1215011.0,11199.0,9246.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1953.0,1212027.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,253666.0,2.0,,,,,,,,,,,,,,,,,, +89,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-05-22 16:29:34.000,2023-05-22 16:29:34,1429.0,14.0,486,142.0,229.0,6.0,442.0,6588,2023-05-15 15:25:45.070,2.0.4,42.0,94.0,36,True,sh,conda-forge/sh,,,3614573.0,15065.0,12444.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2621.0,3612461.0,https://anaconda.org/conda-forge/sh,2023-05-16 04:58:18.019,171103.0,2.0,,,,,,,,,,,,,,,,,, +90,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-05-30 17:56:28.000,2023-05-03 23:41:26,836.0,12.0,831,275.0,508.0,244.0,827.0,3261,2023-05-04 18:21:10.000,2.1.1,29.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9040314.0,6637.0,6212.0,https://pypi.org/project/confluent-kafka,2023-01-24 12:50:02.873,425.0,9030924.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-04-26 16:07:01.103,704310.0,2.0,,,,,,,,,,,,,,,,,, +91,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-04-17 03:11:21.000,2022-11-04 10:01:12,370.0,,232,44.0,140.0,110.0,138.0,3166,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,118522116.0,686207.0,665170.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21037.0,118266964.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,21943124.0,2.0,,,,,,,,,,,,,,,,,, +92,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-05-31 00:00:47.000,2023-05-31 00:00:47,551.0,7.0,579,96.0,176.0,27.0,303.0,2866,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,101554581.0,591877.0,574799.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17078.0,101179157.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,30784789.0,2.0,,,,,,,,,,,,,,,,,, +93,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-04-17 15:55:17.000,2023-03-25 23:08:27,422.0,1.0,149,28.0,272.0,82.0,161.0,1380,2023-01-19 09:28:09.524,2.2.1,38.0,55.0,36,True,cloudpickle,conda-forge/cloudpickle,,21.0,25616004.0,82912.0,80074.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2838.0,25463849.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,13237566.0,2.0,,,,,,,,,,,,,,,,,, +94,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-05-30 07:58:00.000,2023-05-29 16:34:04,721.0,81.0,110,36.0,201.0,51.0,185.0,1211,2023-04-23 21:47:00.480,3.0.8,115.0,64.0,36,True,argcomplete,conda-forge/argcomplete,,271.0,19784238.0,45775.0,43604.0,https://pypi.org/project/argcomplete,2023-03-06 19:50:09.507,2171.0,19769938.0,https://anaconda.org/conda-forge/argcomplete,2023-04-24 08:19:16.875,1086641.0,2.0,,,,,,,,,,,,,,,,,, +95,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-05-31 19:28:05.000,2023-05-31 19:28:05,4480.0,47.0,250,58.0,342.0,152.0,532.0,1208,2022-12-23 13:29:42.000,3.8.0,36.0,118.0,36,True,tables,conda-forge/pytables,,172.0,806437.0,48792.0,46255.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2537.0,733737.0,https://anaconda.org/conda-forge/pytables,2023-04-08 17:21:15.847,5961315.0,2.0,,,,,,,,,,,,,,,,,, +96,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-05-06 13:39:42.000,2023-05-06 13:39:39,1959.0,8.0,190,26.0,574.0,89.0,190.0,557,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,36,True,traitlets,conda-forge/traitlets,,130.0,23708889.0,335310.0,320649.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14661.0,23468629.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,20661510.0,2.0,,,,,,,,,,,,,,,,,, +97,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-06-01 12:59:21.000,2023-06-01 06:22:04,14791.0,265.0,6386,733.0,5282.0,1559.0,3468.0,16665,2023-04-26 15:20:33.000,1.20.0,14.0,572.0,35,True,micropython-_markupbase,,,61270.0,875.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +98,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-05-09 00:58:55.000,2023-05-02 06:15:57,457.0,27.0,459,67.0,257.0,202.0,163.0,11325,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12499233.0,2867.0,,https://pypi.org/project/typer,2022-11-05 19:45:18.017,2867.0,12463229.0,https://anaconda.org/conda-forge/typer,2023-05-02 12:12:32.753,1368189.0,2.0,,,,,,,,,,,,,,,,,, +99,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,184.0,7803,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,11893811.0,106835.0,94414.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12421.0,11873437.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1752173.0,2.0,,,,,,,,,,,,,,,,,, +100,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-05-06 17:25:39.000,2023-05-06 17:25:38,1519.0,4.0,340,149.0,191.0,60.0,102.0,6208,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,35,True,boltons,conda-forge/boltons,,23.0,4073810.0,4851.0,4424.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,427.0,4050281.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,2000026.0,2.0,,,,,,,,,,,,,,,,,, +101,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-06-01 11:52:52.000,2023-05-25 22:59:29,567.0,29.0,167,32.0,74.0,2.0,313.0,4621,2023-05-25 23:18:09.402,3.8.14,106.0,18.0,35,True,orjson,conda-forge/orjson,,,11374640.0,45707.0,44744.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,963.0,11355425.0,https://anaconda.org/conda-forge/orjson,2023-05-27 15:38:28.779,730175.0,2.0,,,,,,,,,,,,,,,,,, +102,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-05-27 22:35:49.000,2022-11-03 19:39:10,1206.0,,249,84.0,347.0,114.0,142.0,4252,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,18449516.0,99641.0,96160.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3481.0,18261794.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,15768723.0,2.0,,,,,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-04-11 12:17:55.000,2023-04-11 12:17:55,1165.0,7.0,577,140.0,306.0,35.0,214.0,4248,2023-03-24 12:15:01.094,3.4.0,43.0,121.0,35,True,tablib,conda-forge/tablib,,,1596279.0,52331.0,51050.0,https://pypi.org/project/tablib,2022-12-10 14:07:11.794,1281.0,1595185.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,86493.0,2.0,,,,,,,,,,,,,,,,,, +104,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-05-30 09:50:04.287,2023-05-30 07:30:51,1568.0,25.0,412,86.0,105.0,5.0,160.0,3238,2023-05-30 07:55:44.822,8.13.13,221.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4696633.0,1418.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1418.0,4687708.0,https://anaconda.org/conda-forge/phonenumbers,2023-05-30 09:50:04.287,749702.0,1.0,,,,,,,,,,,,,,,,,, +105,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-06-01 13:08:09.000,2023-06-01 12:52:32,5397.0,655.0,401,77.0,4165.0,68.0,2057.0,2760,2023-04-11 17:45:32.960,5.1.0,36.0,138.0,35,True,ibis-framework,conda-forge/ibis-framework,,76.0,83696.0,565.0,512.0,https://pypi.org/project/ibis-framework,2023-01-25 17:15:23.039,53.0,80372.0,https://anaconda.org/conda-forge/ibis-framework,2023-04-11 19:20:15.448,285590.0,2.0,,,,,,,,,,,,,,,,,, +106,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-05-30 14:43:53.540,2023-05-30 10:38:03,1260.0,12.0,184,49.0,307.0,126.0,221.0,2597,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,35,True,plumbum,conda-forge/plumbum,,,1116255.0,4620.0,4148.0,https://pypi.org/project/plumbum,2023-01-02 21:27:10.757,472.0,1103941.0,https://anaconda.org/conda-forge/plumbum,2023-05-30 14:43:53.540,960494.0,3.0,,,,,,,,,,,,,,,,,, +107,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-05-20 17:46:16.000,2023-05-20 17:46:16,1059.0,31.0,408,54.0,279.0,8.0,306.0,2251,2022-06-22 08:12:35.000,2.1.1,35.0,78.0,35,True,mysqlclient,conda-forge/mysqlclient,,5245.0,4011581.0,133478.0,126269.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7209.0,4006857.0,https://anaconda.org/conda-forge/mysqlclient,2023-04-06 18:27:57.286,261013.0,2.0,,,,,,,,,,,,,,,,,, +108,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-05-10 07:19:08.000,2023-05-10 07:18:57,976.0,10.0,193,28.0,149.0,63.0,183.0,1671,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,9390948.0,7820.0,7054.0,https://pypi.org/project/deepdiff,2023-01-06 05:06:12.647,766.0,9386935.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,272937.0,1.0,,,,,,,,,,,,,,,,,, +109,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,,2011-02-06 05:47:45.000,2023-04-10 11:30:34.098,2023-04-06 19:00:56,650.0,12.0,329,67.0,122.0,18.0,175.0,1577,2023-04-06 19:02:44.000,3.19.1,28.0,42.0,35,False,simplejson,conda-forge/simplejson,,6186.0,18485266.0,104878.0,104878.0,https://pypi.org/project/simplejson,,,18448915.0,https://anaconda.org/conda-forge/simplejson,2023-04-10 11:30:34.098,2575967.0,2.0,,,,,,,,,,,,-2.0,,,,,, +110,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-05-31 13:40:12.000,2023-05-31 13:40:12,989.0,16.0,225,22.0,354.0,104.0,281.0,690,2023-05-07 19:15:42.558,2023.5.0,58.0,119.0,35,True,s3fs,conda-forge/s3fs,,,93483751.0,14096.0,13470.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,626.0,93417179.0,https://anaconda.org/conda-forge/s3fs,2023-05-07 23:54:59.372,5658680.0,2.0,,,,,,,,,,,,,,,,,, +111,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-05-23 08:57:48.000,2023-05-22 23:51:10,520.0,9.0,1864,361.0,443.0,328.0,180.0,30011,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,34,True,diagrams,conda-forge/diagrams,,,105284.0,1048.0,1012.0,https://pypi.org/project/diagrams,2023-01-13 01:01:01.459,36.0,100985.0,https://anaconda.org/conda-forge/diagrams,2023-04-07 13:33:12.269,159094.0,2.0,,,,,,,,,,,,,,,,,, +112,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-05-16 02:12:45.000,2023-02-25 00:51:39,793.0,,323,65.0,236.0,238.0,264.0,5471,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,102.0,10944340.0,21426.0,20240.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1186.0,10934100.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,737220.0,2.0,,,,,,,,,,,,,,,,,, +113,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-06-01 06:22:24.000,2023-06-01 06:22:23,857.0,9.0,363,88.0,252.0,23.0,314.0,4078,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,34,True,ujson,conda-forge/ujson,,,7318206.0,4396.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4396.0,7265524.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3582395.0,2.0,,,,,,,,,,,,,,,,,, +114,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,,777,415.0,366.0,145.0,1144.0,3655,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,170.0,2758322.0,10050.0,9069.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,981.0,2758211.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7355.0,2.0,,,,,,,,,,,,,,,,,, +115,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-05-31 12:54:46.000,2023-05-16 08:31:42,1173.0,14.0,311,41.0,464.0,443.0,477.0,3567,2023-01-30 02:35:01.295,0.19.3,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,83358.0,5720.0,5622.0,https://pypi.org/project/tortoise-orm,2023-01-30 02:35:01.295,98.0,82837.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,12516.0,2.0,,,,,,,,,,,,,,,,,, +116,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-06-01 01:13:05.000,2023-05-24 19:46:05,685.0,31.0,265,35.0,468.0,104.0,334.0,3049,2023-03-02 15:20:46.983,3.1.12,81.0,111.0,34,True,dynaconf,conda-forge/dynaconf,,,1758000.0,6808.0,6558.0,https://pypi.org/project/dynaconf,2022-09-22 17:03:06.261,250.0,1756419.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,50614.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +117,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,230,49.0,261.0,49.0,295.0,2980,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,5226056.0,14816.0,13688.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1128.0,5222185.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,317462.0,2.0,,,,,,,,,,,,,,,,,, +118,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2950,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,34,True,sortedcontainers,conda-forge/sortedcontainers,,,20595180.0,117539.0,115371.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2168.0,20474368.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,10027467.0,1.0,,,,,,,,,,,,,,,,,, +119,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-05-09 06:02:11.000,2023-04-14 13:49:36,454.0,11.0,525,125.0,202.0,61.0,922.0,2675,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,34,False,pyodbc,conda-forge/pyodbc,,,24861172.0,2127.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2127.0,24846689.0,https://anaconda.org/conda-forge/pyodbc,2023-04-25 17:54:19.416,1013849.0,2.0,,,,,,,,,,,,,,,,,, +120,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-06-01 13:36:08.000,2023-06-01 08:07:24,1274.0,204.0,174,42.0,1047.0,65.0,483.0,2242,2023-05-26 14:52:01.945,0.32.1,613.0,63.0,34,True,docarray,conda-forge/docarray,,,103306.0,328.0,315.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,13.0,97583.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,97302.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +121,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-05-16 12:28:04.000,2023-05-16 12:28:04,1728.0,15.0,189,88.0,206.0,,,2161,2023-04-03 20:26:32.000,3.1.2,42.0,42.0,34,True,motor,conda-forge/motor,,,881713.0,62468.0,61312.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1156.0,880659.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,56951.0,2.0,,,,,,,,,,,,,,,,,, +122,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-05-31 18:01:41.000,2023-01-30 20:16:12,9680.0,,894,87.0,1715.0,78.0,114.0,1943,2023-01-09 20:58:01.975,3.7.0,70.0,457.0,34,True,apache-libcloud,,,,123740.0,3834.0,2979.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,855.0,123740.0,,,,2.0,,,,,,,,,,,,,,,,,, +123,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-05-29 00:26:35.000,2023-05-29 00:26:22,982.0,9.0,157,23.0,144.0,159.0,313.0,1921,2022-10-23 22:50:21.000,dill-0.3.6,25.0,42.0,34,True,dill,conda-forge/dill,,290479.0,23825929.0,103445.0,99647.0,https://pypi.org/project/dill,2022-10-23 22:48:22.233,3798.0,23774048.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,4147676.0,2.0,,,,,,,,,,,,,,,,,, +124,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-04-10 16:43:27.000,2022-12-29 07:29:09,696.0,,140,43.0,108.0,23.0,144.0,1865,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,54878841.0,282782.0,280496.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2286.0,54556835.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,18032371.0,1.0,,,,,,,,,,,,,,,,,, +125,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-05-23 16:41:08.000,2023-05-23 16:41:08,852.0,9.0,223,47.0,272.0,7.0,262.0,1754,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,msgpack,conda-forge/msgpack-python,,992.0,31352569.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,31198871.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,12140999.0,2.0,,,,,,,,,,,,,,,,,, +126,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-05-31 17:56:14.000,2023-05-31 17:56:14,6013.0,35.0,522,79.0,1085.0,20.0,,1335,2023-05-02 14:35:04.205,3.27.0,74.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1464736.0,5731.0,5030.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,701.0,1462508.0,https://anaconda.org/conda-forge/cassandra-driver,2023-05-02 21:59:51.719,164941.0,2.0,,,,,,,,,,,,,,,,,, +127,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-05-26 20:00:08.000,2023-05-26 20:00:07,1357.0,11.0,155,34.0,158.0,60.0,228.0,1135,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,8068368.0,2375.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2375.0,8049137.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1346199.0,2.0,,,,,,,,,,,,,,,,,, +128,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-05-31 02:31:31.000,2023-02-12 00:08:39,785.0,,192,42.0,111.0,139.0,269.0,1071,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,29440028.0,24176.0,23488.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,688.0,29404056.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,2949740.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +129,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-05-21 02:51:58.000,2023-05-21 02:51:57,1107.0,11.0,275,31.0,779.0,5.0,498.0,636,2023-05-20 18:50:38.000,7.1.15,104.0,114.0,34,True,minio,conda-forge/minio,,,1088730.0,5027.0,4618.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,409.0,1086061.0,https://anaconda.org/conda-forge/minio,2023-05-20 19:46:02.632,128126.0,2.0,,,,,,,,,,,,,,,,,, +130,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-05-30 14:54:57.000,2023-05-30 14:54:57,243.0,33.0,82,15.0,144.0,13.0,82.0,545,2023-04-18 16:57:10.527,3.12.0,59.0,35.0,34,True,filelock,conda-forge/filelock,,,57248587.0,258246.0,255627.0,https://pypi.org/project/filelock,2022-12-28 16:34:06.213,2619.0,57094794.0,https://anaconda.org/conda-forge/filelock,2023-04-18 17:42:19.822,12918680.0,2.0,,,,,,,,,,,,,,,,,, +131,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,9.0,70,15.0,31.0,28.0,44.0,261,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,34,True,pytz,conda-forge/pytz,,,113125697.0,1596867.0,1514009.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82858.0,112649411.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,40484347.0,2.0,,,,,,,,,,,,,,,,,, +132,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-05-04 23:16:20.874,2023-05-04 19:39:46,551.0,7.0,122,16.0,210.0,46.0,33.0,171,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,248325028.0,203710.0,199403.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4307.0,248140584.0,https://anaconda.org/conda-forge/s3transfer,2023-05-04 23:16:20.874,15308933.0,2.0,,,,,,,,,,,,,,,,,, +133,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-05-30 02:04:07.000,2023-05-30 02:03:57,2756.0,16.0,553,143.0,464.0,198.0,980.0,10394,2023-05-06 04:09:50.000,1.9.1,218.0,59.0,33,True,dearpygui,,,,26510.0,1983.0,1946.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,37.0,26510.0,,,,2.0,,,,,,,,,,,,,,,,,, +134,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-04-19 18:24:00.000,2023-03-20 14:32:03,469.0,3.0,230,47.0,187.0,85.0,140.0,4797,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,26026176.0,1271.0,,https://pypi.org/project/tenacity,2022-09-21 12:25:32.626,1271.0,25962709.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4633157.0,2.0,,,,,,,,,,,,,,,,,, +135,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,3.0,264,48.0,98.0,36.0,157.0,2339,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,33,True,python-magic,conda-forge/python-magic,,,5462337.0,45770.0,42501.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3269.0,5459468.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,212360.0,2.0,,,,,,,,,,,,,,,,,, +136,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-05-18 21:33:23.000,2023-05-18 21:33:23,211.0,1.0,142,36.0,57.0,49.0,60.0,2291,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,33,True,aiofiles,conda-forge/aiofiles,,,8607247.0,95465.0,93600.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1865.0,8597745.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,646166.0,2.0,,,,,,,,,,,,,,,,,, +137,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-05-23 21:47:21.000,2023-05-23 21:47:18,771.0,13.0,194,61.0,90.0,70.0,284.0,1952,2022-10-26 03:44:13.980,2.8.4,46.0,65.0,33,True,numexpr,conda-forge/numexpr,,233.0,4253310.0,3100.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3100.0,4174330.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6476157.0,2.0,,,,,,,,,,,,,,,,,, +138,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,,209,45.0,69.0,33.0,134.0,1856,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,wrapt,conda-forge/wrapt,,,73823761.0,11785.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11785.0,73683355.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,11513373.0,2.0,,,,,,,,,,,,,,,,,, +139,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-05-24 16:04:34.164,2023-03-12 20:24:25,450.0,3.0,255,26.0,107.0,14.0,138.0,1686,2023-05-24 14:23:00.601,2.4.0,37.0,60.0,33,True,emoji,conda-forge/emoji,,,1660238.0,58065.0,56633.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1432.0,1659256.0,https://anaconda.org/conda-forge/emoji,2023-05-24 16:04:34.164,51075.0,1.0,,,,,,,,,,,,,,,,,, +140,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-06-01 03:01:48.000,2023-05-30 18:48:57,1313.0,192.0,220,40.0,553.0,128.0,738.0,1485,2023-05-10 21:12:06.000,1.1.0,96.0,43.0,33,False,sdv,conda-forge/sdv,,,81290.0,237.0,221.0,https://pypi.org/project/sdv,2023-01-24 21:09:01.129,16.0,80751.0,https://anaconda.org/conda-forge/sdv,2023-05-10 23:42:15.989,9715.0,2.0,,,,,,,,,,,,,,,,,, +141,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-05-31 16:15:55.000,2023-05-29 07:18:08,1782.0,39.0,215,46.0,778.0,252.0,360.0,1156,2023-02-24 18:17:02.569,2.14.2,68.0,87.0,33,True,zarr,conda-forge/zarr,,,279618.0,2696.0,2328.0,https://pypi.org/project/zarr,2023-01-16 16:17:03.272,368.0,251877.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2358033.0,2.0,,,,,,,,,,,,,,,,,, +142,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-05-14 21:13:01.000,2023-05-14 21:12:56,446.0,60.0,179,28.0,92.0,59.0,139.0,1094,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,33,True,sshtunnel,conda-forge/sshtunnel,,,4403584.0,5811.0,5505.0,https://pypi.org/project/sshtunnel,2021-01-11 13:26:29.000,306.0,4402206.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,111633.0,3.0,,,,,,,,,,,,,,,,,, +143,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-06-01 04:48:14.000,2023-06-01 04:10:55,464.0,44.0,136,29.0,446.0,7.0,107.0,1014,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,34834405.0,8017.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8017.0,34772746.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3391258.0,3.0,,,,,,,,,,,,,,,,,, +144,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-06-01 00:21:54.000,2023-05-15 16:39:30,1834.0,190.0,379,19.0,835.0,81.0,327.0,981,2023-05-15 17:01:08.000,.0.25,52.0,210.0,33,True,holidays,conda-forge/holidays,,173.0,5166900.0,429.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,429.0,5108006.0,https://anaconda.org/conda-forge/holidays,2023-05-15 23:25:18.899,3121329.0,3.0,,,,,,,,,,,,,,,,,, +145,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-05-08 04:10:09.000,2023-04-04 11:45:40,1273.0,7.0,93,32.0,203.0,42.0,191.0,905,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,663007.0,42442.0,40798.0,https://pypi.org/project/Bottleneck,2023-01-20 14:31:35.319,1644.0,622470.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3445702.0,2.0,,,,,,,,,,,,,,,,,, +146,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-06-01 11:36:19.000,2023-05-29 07:45:57,1454.0,35.0,175,97.0,695.0,6.0,220.0,798,2023-05-26 10:38:07.000,5.9.0,123.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,167978.0,4751.0,4525.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,226.0,165492.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-05-26 23:04:34.310,179000.0,3.0,,,,,,,,,,,,2.0,,,,,, +147,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-05-23 06:40:50.000,2023-05-23 06:40:42,315.0,61.0,131,16.0,140.0,14.0,121.0,764,2023-04-13 01:35:07.000,0.21.1,38.0,44.0,33,True,validators,conda-forge/validators,,,5388579.0,72220.0,70532.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1688.0,5379468.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,391793.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +148,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,100,23.0,54.0,11.0,93.0,764,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,decorator,conda-forge/decorator,,,61083701.0,455266.0,430959.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24307.0,60834299.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,20700377.0,2.0,,,,,,,,,,,,,,,,,, +149,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-05-23 06:39:38.000,2023-04-25 14:03:00,581.0,13.0,100,12.0,107.0,24.0,98.0,434,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,121315135.0,288903.0,281881.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7022.0,121177649.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,11411345.0,3.0,,,,,,,,,,,,,,,,,, +150,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-05-07 20:38:00.000,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,130.0,292,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,46986690.0,107738.0,100684.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7054.0,46875208.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,8026719.0,3.0,,,,,,,,,,,,,,,,,, +151,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,65.0,232,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,pyasn1,conda-forge/pyasn1,,,124598891.0,359327.0,344350.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14977.0,124455134.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11788107.0,3.0,,,,,,,,,,,,,,,,,, +152,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-06-01 13:31:38.000,2023-06-01 08:44:10,7487.0,464.0,467,72.0,1943.0,44.0,376.0,6041,2023-05-26 16:32:41.000,3.5.3,154.0,110.0,32,True,hub,,,,7025.0,303.0,249.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,7025.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +153,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-05-23 05:32:13.000,2023-05-20 20:27:23,692.0,4.0,494,105.0,152.0,15.0,286.0,5887,2023-01-14 16:25:06.868,4.7.1,67.0,81.0,32,True,tinydb,conda-forge/tinydb,,,385673.0,11680.0,10816.0,https://pypi.org/project/tinydb,2023-01-14 16:25:06.868,864.0,382145.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,296427.0,2.0,,,,,,,,,,,,,,,,,, +154,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-04-18 05:24:18.000,2023-03-07 20:01:07,1828.0,5.0,584,131.0,327.0,64.0,809.0,5466,2023-02-22 18:29:02.053,1.1.1,37.0,105.0,32,True,csvkit,conda-forge/csvkit,,,140732.0,1730.0,1361.0,https://pypi.org/project/csvkit,2023-01-03 18:21:21.104,369.0,139545.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,89082.0,2.0,,,,,,,,,,,,,,,,,, +155,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,461,107.0,93.0,80.0,160.0,5148,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,32,True,xmltodict,conda-forge/xmltodict,,,23865684.0,59788.0,54316.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5472.0,23831565.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2797763.0,2.0,,,,,,,,,,,,,,,,,, +156,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-05-20 16:08:38.000,2023-05-20 16:08:31,966.0,10.0,362,86.0,167.0,,576.0,4501,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,81872.0,1369.0,1194.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,175.0,81380.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,30516.0,2.0,,,,,,,,,,,,,,,,,, +157,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-05-24 09:44:59.000,2023-01-31 21:17:34,775.0,,395,78.0,69.0,354.0,191.0,3410,2020-03-23 21:47:05.000,0.13.5,35.0,41.0,32,True,keyboard,conda-forge/keyboard,,,471941.0,11481.0,11035.0,https://pypi.org/project/keyboard,2020-03-23 21:47:05.000,446.0,471176.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,18370.0,2.0,,,,,,,,,,,,,,,,,, +158,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-05-31 00:43:44.000,2023-05-30 15:08:11,519.0,7.0,729,69.0,394.0,78.0,397.0,3377,2023-05-24 21:38:33.000,0.17.0,46.0,132.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19228332.0,741.0,,https://pypi.org/project/prometheus_client,2023-01-23 22:10:53.742,741.0,19089200.0,https://anaconda.org/conda-forge/prometheus_client,2023-05-24 23:31:27.059,11130612.0,3.0,,,,,,,,,,,,,,,,,, +159,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-05-12 20:23:33.000,2022-12-14 22:13:47,1548.0,,339,270.0,1629.0,108.0,485.0,3269,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1016.0,1880332.0,318.0,302.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1874448.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,287414.0,2.0,,,,,,,,,,,,,,,,,, +160,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-04-22 06:02:17.000,2023-04-22 06:02:17,441.0,24.0,272,18.0,109.0,16.0,125.0,3068,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,32,True,gdown,conda-forge/gdown,,,1059988.0,17732.0,17400.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,332.0,1055908.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,183610.0,2.0,,,,,,,,,,,,,,,,,, +161,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-05-24 13:46:26.000,2022-12-19 03:14:24,1998.0,,222,48.0,187.0,148.0,351.0,2936,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1047005.0,2196.0,2103.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,93.0,1045831.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,24665.0,2.0,,,,,,,,,,,,,,,,,, +162,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-05-16 12:46:40.069,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,73.0,2751,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,4967433.0,7362.0,6477.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,885.0,4965388.0,https://anaconda.org/conda-forge/schema,2023-05-16 12:46:40.069,96142.0,2.0,,,,,,,,,,,,,,,,,, +163,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-05-04 15:16:59.000,2023-04-17 23:37:12,196.0,2.0,176,27.0,72.0,4.0,81.0,2441,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,python-decouple,conda-forge/python-decouple,,11.0,1352640.0,103368.0,100059.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3309.0,1351738.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,62242.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +164,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-06-01 11:42:40.000,2023-06-01 11:42:40,545.0,33.0,189,16.0,512.0,200.0,388.0,2349,2023-05-09 22:05:37.574,0.15.1,66.0,91.0,32,True,pandera,conda-forge/pandera-core,['pandas'],,841555.0,923.0,853.0,https://pypi.org/project/pandera,2022-11-02 15:34:01.586,70.0,840842.0,https://anaconda.org/conda-forge/pandera-core,2023-05-10 01:20:35.721,22827.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +165,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-05-26 12:43:29.000,2023-05-26 12:43:27,820.0,4.0,412,41.0,618.0,265.0,360.0,2179,2023-04-26 00:04:01.470,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1333952.0,1588.0,1428.0,https://pypi.org/project/pynamodb,2023-01-30 19:00:02.545,160.0,1326156.0,https://anaconda.org/conda-forge/pynamodb,2023-04-27 17:47:44.657,358630.0,3.0,,,,,,,,,,,,,,,,,, +166,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,444,98.0,159.0,3.0,,2070,2020-12-11 10:14:20.000,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,18138031.0,160957.0,152473.0,https://pypi.org/project/xlrd,2020-12-11 10:14:20.000,8484.0,18094103.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3294610.0,2.0,,,,,,,,,,,,,,,,,, +167,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-04-21 06:47:01.000,2022-03-15 11:17:01,1020.0,,245,37.0,347.0,135.0,246.0,2023,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2309772.0,13184.0,13102.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,82.0,2309666.0,https://anaconda.org/conda-forge/pypika,2023-04-15 15:29:51.129,2122.0,3.0,,,,,,,,,,,,,,,,,, +168,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,83.0,1914,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,32,True,chardet,conda-forge/chardet,,,49710757.0,39219.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39216.0,49442505.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,20385819.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,18.0,,,,,,,,,,,,, +169,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-03-31 03:02:53.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,157.0,53.0,85.0,1814,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,jmespath,conda-forge/jmespath,,,160860521.0,6932.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6932.0,160678551.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,15103579.0,3.0,,,,,,,,,,,,,,,,,, +170,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-05-27 20:35:58.000,2023-05-27 20:35:28,269.0,8.0,141,27.0,47.0,6.0,219.0,1675,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,73772905.0,3309.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3309.0,73663442.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8757101.0,1.0,,,,,,,,,,,,,,,,,, +171,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-05-29 00:30:24.000,2023-05-29 00:30:23,1980.0,17.0,136,18.0,153.0,50.0,426.0,1032,2022-12-18 20:26:01.606,23.13.1,186.0,113.0,32,True,keyring,conda-forge/keyring,,,23609276.0,4003.0,,https://pypi.org/project/keyring,2022-12-18 20:26:01.606,4003.0,23571602.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,3202315.0,3.0,,,,,,,,,,,,,,,,,, +172,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-06-01 01:22:57.000,2023-05-29 19:21:47,1951.0,73.0,131,45.0,406.0,104.0,245.0,904,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,32,True,intake,conda-forge/intake,,,85734.0,1299.0,1178.0,https://pypi.org/project/intake,2022-08-26 16:09:00.741,121.0,78273.0,https://anaconda.org/conda-forge/intake,2023-05-29 20:24:26.750,410388.0,2.0,,,,,,,,,,,,,,,,,, +173,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-05-29 08:10:33.000,2023-03-28 20:26:40,1267.0,7.0,241,18.0,211.0,24.0,301.0,846,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,32,True,fastcore,conda-forge/fastcore,,,595977.0,3891.0,3606.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,285.0,593539.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,43899.0,2.0,,,,,,,,,,,,,,,,,, +174,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-05-25 17:23:23.000,2023-05-25 17:23:08,349.0,7.0,119,60.0,336.0,50.0,251.0,368,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,294.0,7016016.0,7337.0,7018.0,https://pypi.org/project/pandas-gbq,2023-01-30 14:26:08.266,319.0,6992001.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1800849.0,3.0,,,,,,,,,,,,,,,,,, +175,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,331,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,35191410.0,416159.0,402770.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13389.0,34989242.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,18195155.0,3.0,,,,,,,,,,,,,,,,,, +176,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-05-26 14:35:09.000,2023-05-26 14:35:09,772.0,32.0,59,21.0,372.0,173.0,237.0,325,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,32,True,param,conda-forge/param,,,442487.0,7026.0,6882.0,https://pypi.org/project/param,2022-12-09 08:15:01.318,144.0,426672.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1170324.0,2.0,,,,,,,,,,,,,,,,,, +177,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-05-31 21:04:00.000,2023-02-21 11:02:54,236.0,,426,132.0,237.0,228.0,146.0,9959,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,400197.0,6191.0,6057.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,134.0,399658.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,11861.0,3.0,,,,,,,,,,,,,,,,,, +178,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-25 18:23:04.000,2023-03-04 17:45:05,299.0,1.0,557,132.0,186.0,169.0,337.0,5648,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,eel,,,,69291.0,5542.0,5467.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,69291.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +179,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-06-01 13:09:54.000,2023-05-29 23:44:26,6315.0,588.0,586,88.0,1150.0,143.0,554.0,3496,2023-04-12 02:29:00.815,0.3.1,63.0,238.0,31,True,toga,,,1520.0,2501.0,37.0,,https://pypi.org/project/toga,2023-01-30 03:31:02.910,35.0,2306.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,5.0,,,,,,,,,,,,, +180,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-05-29 21:50:24.000,2023-05-24 07:33:50,320.0,1.0,232,51.0,193.0,133.0,185.0,3426,2022-12-18 09:18:01.579,0.7.0,41.0,53.0,31,True,databases,conda-forge/databases,,,399384.0,19088.0,18953.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,135.0,395940.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,179133.0,3.0,,,,,,,,,,,,,,,,,, +181,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-04-17 05:05:18.000,2022-12-15 14:28:13,3987.0,,233,86.0,76.0,313.0,327.0,3241,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,31,True,pony,conda-forge/pony,,53.0,74600.0,3819.0,3456.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,363.0,73424.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,90557.0,3.0,,,,,,,,,,,,,,,,,, +182,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-05-11 06:40:13.000,2023-05-11 06:39:41,983.0,11.0,139,74.0,52.0,6.0,71.0,3082,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,31,True,funcy,conda-forge/funcy,,,1364278.0,8365.0,7744.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,621.0,1359912.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,336205.0,3.0,,,,,,,,,,,,,,,,,, +183,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-06-01 13:25:52.000,2023-06-01 12:01:47,5685.0,249.0,296,40.0,1383.0,25.0,168.0,2881,2023-05-26 20:55:26.000,0.40.1,93.0,68.0,31,True,zenml,,,1.0,4977.0,111.0,108.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,3.0,4977.0,,,,2.0,,,,,,,,,,,,,,,,,, +184,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-06-01 08:10:00.000,2023-01-19 03:03:16,1011.0,,351,48.0,368.0,80.0,307.0,2876,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,31,True,smart-open,conda-forge/smart_open,,,12978043.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,12955079.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1837131.0,2.0,,,,,,,,,,,,,,,,,, +185,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-05-31 15:51:50.000,2023-05-31 15:51:49,1639.0,37.0,98,39.0,1232.0,64.0,341.0,2771,2023-04-21 13:15:57.804,0.20.0,22.0,43.0,31,True,returns,conda-forge/returns,,,94168.0,408.0,352.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,56.0,93954.0,https://anaconda.org/conda-forge/returns,2023-04-22 19:15:30.176,5372.0,3.0,,,,,,,,,,,,,,,,,, +186,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2601,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,mrjob,conda-forge/mrjob,,,76979.0,1414.0,1300.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,70662.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,511688.0,2.0,,,,,,,,,,,,,,,,,, +187,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-05-30 12:29:05.000,2023-04-18 15:21:13,2251.0,10.0,176,40.0,365.0,28.0,260.0,1798,2023-04-18 16:10:45.643,4.4.1,180.0,57.0,31,True,pyscaffold,conda-forge/pyscaffold,,,274539.0,62.0,,https://pypi.org/project/pyscaffold,2023-01-23 12:15:02.953,62.0,272588.0,https://anaconda.org/conda-forge/pyscaffold,2023-04-18 20:14:37.024,167844.0,3.0,,,,,,,,,,,,,,,,,, +188,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,,203,39.0,237.0,41.0,201.0,1769,2022-04-07 16:00:25.000,0.13.1,46.0,90.0,31,True,voluptuous,conda-forge/voluptuous,,,2121845.0,14661.0,13303.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1358.0,2118398.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,286182.0,3.0,,,,,,,,,,,,,,,,,, +189,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1656,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,31,True,humanize,conda-forge/humanize,,,4496523.0,1980.0,,https://pypi.org/project/humanize,2023-01-29 14:14:05.331,1980.0,4491833.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,394028.0,2.0,,,,,,,,,,,,,,,,,, +190,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,496,99.0,401.0,142.0,379.0,1641,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1665896.0,8360.0,7104.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1256.0,1662767.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,118918.0,3.0,,,,,,,,,,,,,,,,,, +191,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-06-01 08:00:19.000,2023-06-01 03:22:42,1043.0,9.0,83,16.0,555.0,72.0,427.0,1496,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,31,True,omegaconf,conda-forge/omegaconf,,,4750276.0,13706.0,13396.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,310.0,4727388.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,938441.0,3.0,,,,,,,,,,,,,,,,,, +192,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,5.0,207,46.0,177.0,52.0,335.0,1437,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1322312.0,1954.0,1862.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,92.0,1322312.0,,,,3.0,,,,,,,,,,,,,,,,,, +193,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,2.0,216,62.0,389.0,118.0,601.0,1408,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,31,True,typing,conda-forge/typing,,,7879279.0,5992.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5992.0,7848556.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2672914.0,2.0,,,,,,,,,,,,,,,,,, +194,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,181,50.0,196.0,80.0,370.0,1124,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,31,True,petl,conda-forge/petl,,,870129.0,3478.0,3394.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,867881.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,182098.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +195,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-06-01 04:35:23.000,2023-06-01 04:35:21,482.0,14.0,81,24.0,235.0,29.0,65.0,1063,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11477338.0,15185.0,14953.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,232.0,11469264.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,468305.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +196,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,,94,69.0,94.0,49.0,59.0,979,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,appdirs,conda-forge/appdirs,,,13451566.0,255377.0,240342.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15035.0,13349452.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8883943.0,3.0,,,,,,,,,,,,,,,,,, +197,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-05-16 11:06:40.000,2023-05-16 11:00:21,599.0,7.0,121,21.0,223.0,42.0,111.0,947,2021-08-25 16:25:59.000,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,60850099.0,10366.0,,https://pypi.org/project/pluggy,2021-08-25 16:25:59.000,10366.0,60584864.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,19627460.0,3.0,,,,,,,,,,,,,,,,,, +198,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-05-30 00:01:42.000,2023-05-30 00:01:40,1146.0,12.0,81,17.0,716.0,15.0,121.0,341,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,3514.0,69425918.0,3153.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3153.0,69298733.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,9281440.0,2.0,,,,,,,,,,,,,,,,,, +199,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-05-31 09:44:31.000,2023-05-31 09:44:31,300.0,32.0,56,6.0,68.0,2.0,77.0,166,2023-05-15 12:10:46.030,5.0.1,44.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,29130009.0,3758.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3758.0,29104671.0,https://anaconda.org/conda-forge/tzlocal,2023-05-16 11:22:48.576,2128399.0,3.0,,,,,,,,,,,,,,,,,, +200,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-06-01 00:32:32.000,2023-05-25 16:59:46,745.0,18.0,45,45.0,614.0,25.0,156.0,51,2023-05-16 10:05:00.731,2.18.1,71.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4196834.0,2891.0,2879.0,https://pypi.org/project/google-cloud-bigtable,2023-01-10 19:30:12.187,12.0,4195156.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-05-16 14:29:31.176,83910.0,3.0,,,,,,,,,,,,,,,,,, +201,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2018-06-07 13:52:28.873,2023-05-29 00:30:58.000,2023-05-29 00:30:57,788.0,10.0,34,12.0,49.0,3.0,229.0,46,2023-02-17 22:33:05.683,5.12.0,61.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,51520790.0,1194.0,,https://pypi.org/project/importlib-resources,2023-02-17 22:33:05.683,1194.0,51310358.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,12625934.0,2.0,,,,,,,,,,,,,,,,,, +202,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-05-29 00:30:08.000,2023-05-29 00:30:07,611.0,10.0,34,4.0,36.0,2.0,56.0,38,2023-02-25 02:18:04.386,3.15.0,45.0,21.0,31,False,zipp,conda-forge/zipp,,,135206225.0,3903.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3903.0,134673465.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,27703547.0,3.0,,,,,,,,,,,,,,,,,, +203,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-04-27 01:44:05.000,2023-02-17 21:58:39,2685.0,,847,174.0,737.0,21.0,959.0,5501,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1023.0,43617.0,325.0,312.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,42721.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,41540.0,3.0,,,,,,,,,,,,,,,,,, +204,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-05-21 15:12:56.000,2023-01-30 08:55:46,707.0,,285,101.0,135.0,27.0,259.0,4543,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,30,True,dataset,conda-forge/dataset,,,59750.0,3655.0,3077.0,https://pypi.org/project/dataset,2023-01-30 08:58:00.754,578.0,59540.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5692.0,3.0,,,,,,,,,,,,,,,,,, +205,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3146,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,30,False,blaze,conda-forge/blaze,,,7213.0,9903.0,9085.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,4335.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201524.0,3.0,,,,,,,,,,,,,,,,,, +206,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-05-16 07:34:58.000,2023-05-15 16:19:03,1139.0,21.0,579,176.0,458.0,94.0,475.0,2980,2023-05-16 09:35:39.748,1.81.2,93.0,80.0,30,False,arctic,conda-forge/arctic,,199.0,7452.0,255.0,220.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,35.0,6903.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,26849.0,3.0,,,,,,,,,,,,,,,,,, +207,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2558,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,152441.0,1904.0,1516.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,388.0,151901.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25403.0,3.0,,,,,,,,,,,,,,,,,, +208,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-05-31 13:09:33.000,2023-05-31 13:08:42,216.0,4.0,261,49.0,56.0,41.0,110.0,1969,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,30,True,datasketch,,,19.0,1058952.0,816.0,753.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,1058952.0,,,,3.0,,,,,,,,,,,,,,,,,, +209,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-05-17 08:25:54.000,2022-10-18 10:59:07,785.0,,172,44.0,217.0,103.0,271.0,1858,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1441905.0,593.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,593.0,1433031.0,https://anaconda.org/conda-forge/fs,2023-05-09 16:38:48.222,612368.0,3.0,,,,,,,,,,,,,,,,,, +210,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-05-09 15:25:56.000,2023-05-09 15:25:51,1025.0,3.0,310,71.0,394.0,102.0,364.0,1457,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,132757.0,237.0,212.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,25.0,131394.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,68185.0,2.0,,,,,,,,,,,,,,,,,, +211,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,,96,33.0,67.0,3.0,64.0,1338,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,python-slugify,conda-forge/python-slugify,,,10171940.0,2832.0,,https://pypi.org/project/python-slugify,2023-01-28 20:03:06.441,2832.0,10153056.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1529645.0,2.0,,,,,,,,,,,,,,,,,, +212,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-06-01 12:03:54.000,2023-05-20 18:54:30,613.0,10.0,55,15.0,219.0,3.0,51.0,1289,2023-01-02 18:35:41.085,0.22.1,41.0,13.0,30,True,bidict,conda-forge/bidict,,,1441148.0,14370.0,13886.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,484.0,1437810.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,270454.0,2.0,,,,,,,,,,,,,,,,,, +213,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-05-25 11:08:46.000,2023-05-25 11:08:41,797.0,35.0,56,25.0,39.0,85.0,71.0,1239,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,30,True,strictyaml,conda-forge/strictyaml,,,508376.0,1759.0,1531.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,228.0,505152.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,199899.0,3.0,,,,,,,,,,,,,,,,,, +214,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,353,75.0,21.0,40.0,600.0,858,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2768661.0,7671.0,7353.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2760992.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,406478.0,3.0,,,,,,,,,,,,,,,,,, +215,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-05-29 19:44:14.000,2023-05-24 19:11:59,564.0,25.0,129,22.0,449.0,41.0,241.0,855,2023-04-23 16:17:01.440,0.12.1,42.0,40.0,30,True,aiocache,,,4.0,219580.0,1873.0,1748.0,https://pypi.org/project/aiocache,2023-01-13 20:56:00.725,125.0,219580.0,,,,2.0,,,,,,,,,,,,,,,,,, +216,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-05-29 00:31:22.000,2023-05-29 00:31:22,864.0,31.0,88,23.0,86.0,19.0,81.0,819,2023-04-06 02:04:12.666,6.0.4,44.0,49.0,30,True,inflect,conda-forge/inflect,,,3052482.0,981.0,,https://pypi.org/project/inflect,2022-10-20 17:00:36.485,981.0,3048159.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,319918.0,2.0,,,,,,,,,,,,,,,,,, +217,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-04-19 04:42:53.000,2023-04-19 04:35:31,1002.0,5.0,44,15.0,74.0,3.0,84.0,753,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,30,True,natsort,conda-forge/natsort,,,3059609.0,21139.0,19930.0,https://pypi.org/project/natsort,2023-03-02 05:29:04.952,1209.0,3043074.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1240156.0,3.0,,,,,,,,,,,,-2.0,,,,,, +218,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-05-30 13:38:34.000,2020-10-21 17:48:31,219.0,,75,14.0,257.0,46.0,25.0,669,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12951562.0,40762.0,38678.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2084.0,12882714.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,5163651.0,2.0,,,,,,,,,,,,,,,,,, +219,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-05-30 06:40:39.000,2023-05-30 06:40:38,507.0,17.0,329,35.0,252.0,37.0,122.0,639,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,212609.0,4313.0,3030.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1283.0,212336.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20778.0,3.0,,,,,,,,,,,,,,,,,, +220,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-20 12:56:54.000,2023-04-20 12:56:54,294.0,3.0,31,11.0,65.0,2.0,25.0,359,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,3984236.0,28872.0,28594.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,3961122.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1201961.0,3.0,,,,,,,,,,,,,,,,,, +221,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-05-06 08:45:48.000,2023-04-04 13:18:36,954.0,6.0,4463,640.0,745.0,200.0,100.0,22613,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,6296.0,98.0,82.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6238.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1515.0,1.0,,,,,,,,,,,,,,,,,, +222,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-04-26 03:25:42.000,2022-05-08 04:08:19,743.0,,937,275.0,290.0,150.0,451.0,17614,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,gooey,conda-forge/gooey,,439.0,7099.0,839.0,761.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,5730.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,66652.0,3.0,,,,,,,,,,,,,,,,,, +223,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-04-25 19:45:50.000,2022-12-08 17:33:49,3607.0,,590,142.0,967.0,486.0,770.0,7913,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,29,True,vaex,conda-forge/vaex,,258.0,53072.0,531.0,506.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,25.0,51001.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,165541.0,3.0,,,,,,,,,,,,,,,,,, +224,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-05-02 15:11:50.000,2023-03-13 16:40:40,326.0,1.0,573,187.0,90.0,64.0,82.0,6976,2019-02-21 13:34:41.000,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,218762.0,1201.0,1023.0,https://pypi.org/project/records,2019-02-21 13:34:41.000,178.0,218441.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23777.0,3.0,,,,,,,,,,,,,,,,,, +225,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,549,141.0,293.0,280.0,241.0,6547,2020-02-25 22:57:18.000,1.10.4,46.0,95.0,29,True,faust,,,,25424.0,1588.0,1556.0,https://pypi.org/project/faust,2020-02-25 22:57:18.000,32.0,25424.0,,,,3.0,,,,,,,,,,,,,,,,,, +226,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5018,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,192290.0,4762.0,3958.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,804.0,191924.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,30058.0,3.0,,,,,,,,,,,,,,,,,, +227,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,91.0,180.0,11.0,420.0,4894,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,29,True,transitions,conda-forge/transitions,,,420915.0,3305.0,3038.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,267.0,411780.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,438485.0,1.0,,,,,,,,,,,,,,,,,, +228,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-04-21 16:44:01.127,2023-04-16 13:04:15,1085.0,1.0,241,65.0,81.0,24.0,264.0,3331,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,29,True,asciimatics,conda-forge/asciimatics,,,63992.0,966.0,850.0,https://pypi.org/project/asciimatics,2022-04-23 14:50:37.000,116.0,61839.0,https://anaconda.org/conda-forge/asciimatics,2023-04-21 16:44:01.127,133515.0,3.0,,,,,,,,,,,,,,,,,, +229,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-05-31 18:28:03.000,2023-04-26 17:14:17,3005.0,15.0,210,29.0,266.0,141.0,719.0,3082,2023-04-13 23:09:00.670,0.22.3,110.0,73.0,29,True,ploomber,conda-forge/ploomber,,,7922.0,88.0,82.0,https://pypi.org/project/ploomber,2023-01-30 22:04:00.750,6.0,5368.0,https://anaconda.org/conda-forge/ploomber,2023-04-14 13:59:08.113,61317.0,3.0,,,,,,,,,,,,,,,,,, +230,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-05-14 07:49:12.000,2022-07-17 20:23:59,289.0,,410,95.0,109.0,31.0,127.0,2720,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,232284.0,5886.0,5729.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,230549.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,53804.0,3.0,,,,,,,,,,,,,,,,,, +231,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2363,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,18.0,2776612.0,5924.0,5553.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,371.0,2771828.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,397092.0,2.0,,,,,,,,,,,,,,,,,, +232,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-05-15 21:06:21.000,2023-05-15 20:46:13,3835.0,26.0,308,32.0,309.0,135.0,534.0,2326,2023-05-15 21:07:09.000,2.7,208.0,91.0,29,True,pyinfra,,,,25204.0,92.0,81.0,https://pypi.org/project/pyinfra,2023-01-29 21:11:26.594,11.0,25204.0,,,,3.0,,,,,,,,,,,,,,,,,, +233,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-05-31 19:33:22.000,2023-05-30 22:03:27,670.0,89.0,95,30.0,907.0,23.0,338.0,2239,2023-05-30 21:45:28.000,1.1.43,249.0,21.0,29,True,whylogs,,,30.0,57686.0,108.0,101.0,https://pypi.org/project/whylogs,2023-03-08 01:17:01.616,7.0,57685.0,,,,3.0,,,,,,,,,,,,,,,,,, +234,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-05-31 15:44:59.000,2023-05-31 15:44:58,2242.0,19.0,148,94.0,1931.0,162.0,1335.0,1704,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,datatable,conda-forge/datatable,,1884.0,84508.0,23.0,,https://pypi.org/project/datatable,2021-07-01 23:36:34.000,23.0,83788.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,20839.0,3.0,,,,,,,,,,,,,,,,,, +235,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,8.0,57,23.0,98.0,111.0,66.0,1699,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1317640.0,1170.0,1062.0,https://pypi.org/project/glom,2023-01-19 08:15:52.055,108.0,1317154.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,21874.0,2.0,,,,,,,,,,,,,,,,,, +236,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-05-20 04:56:42.000,2023-05-19 06:52:31,2934.0,1.0,218,48.0,178.0,22.0,760.0,1177,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,py2neo,conda-forge/py2neo,,,184274.0,636.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,636.0,183469.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,57976.0,3.0,,,,,,,,,,,,4.0,,,,,, +237,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,306,52.0,209.0,28.0,265.0,1087,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3737.0,1971727.0,1799.0,1580.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,1971691.0,,,,3.0,,,,,,,,,,,,,,,,,, +238,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-06-01 00:03:31.000,2023-05-31 16:41:28,743.0,67.0,41,12.0,198.0,9.0,79.0,1072,2023-05-16 07:42:01.096,0.30.1,58.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,953120.0,1435.0,1408.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,27.0,948995.0,https://anaconda.org/conda-forge/python-benedict,2023-05-23 05:50:15.733,127887.0,2.0,,,,,,,,,,,,,,,,,, +239,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-05-30 18:35:16.000,2023-05-30 18:35:15,1179.0,112.0,124,19.0,694.0,61.0,316.0,1067,2023-04-19 17:40:54.301,7.2.0,53.0,57.0,29,True,copier,,,,40289.0,436.0,413.0,https://pypi.org/project/copier,2022-12-29 11:25:01.598,23.0,40289.0,,,,3.0,,,,,,,,,,,,,,,,,, +240,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-05-15 11:44:51.739,2023-05-14 12:42:48,178.0,3.0,79,25.0,50.0,11.0,38.0,673,2023-05-14 12:30:42.281,3.0.0,15.0,27.0,29,True,munch,conda-forge/munch,,,3288801.0,839.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,839.0,3250287.0,https://anaconda.org/conda-forge/munch,2023-05-15 11:44:51.739,3350799.0,2.0,,,,,,,,,,,,,,,,,, +241,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-04-07 19:00:28.000,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,669,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,7197014.0,9454.0,8219.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1235.0,7195095.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,155444.0,3.0,,,,,,,,,,,,,,,,,, +242,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,510,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,3880787.0,16890.0,14700.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,3864889.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1319556.0,3.0,,,,,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-05-29 18:01:42.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,74.0,12.0,92.0,481,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,1116282.0,4319.0,4049.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,270.0,1100366.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1225576.0,3.0,,,,,,,,,,,,,,,,,, +244,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-05-17 11:04:38.000,2023-01-18 22:27:43,225.0,,69,16.0,85.0,67.0,96.0,294,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,configobj,conda-forge/configobj,,81.0,2337049.0,29888.0,26502.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3386.0,2326211.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,639499.0,3.0,,,,,,,,,,,,,,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,48,8.0,43.0,17.0,21.0,126,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,65271261.0,42885.0,40668.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2217.0,65221644.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4316703.0,3.0,,,,,,,,,,,,,,,,,, +246,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-05-20 15:16:58.000,2023-05-20 15:16:57,1857.0,10.0,562,130.0,1263.0,193.0,1051.0,7148,2023-02-23 18:30:37.000,1.3.2,22.0,112.0,28,True,hydra,conda-forge/hydra-core,,,24743.0,9.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,8734.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,640394.0,3.0,,,,,,,,,,,,,,,,,, +247,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-01-15 20:34:04.000,2022-03-16 23:35:07,810.0,,637,143.0,443.0,135.0,396.0,2659,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,28,False,pandas-datareader,conda-forge/pandas-datareader,,,424106.0,839.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,839.0,420203.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,288870.0,3.0,,,,,,,,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2567,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,24278.0,2217.0,2171.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,46.0,24278.0,,,,3.0,,,,,,,,,,,,4.0,,,,,, +249,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-04-22 20:10:46.000,2023-04-17 20:41:44,153.0,2.0,114,23.0,106.0,48.0,42.0,1804,2021-11-03 08:11:33.000,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,274909.0,6227.0,6140.0,https://pypi.org/project/gin-config,2021-11-03 08:11:33.000,87.0,274440.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,17364.0,3.0,,,,,,,,,,,,,,,,,, +250,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1387,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,895068.0,10357.0,8846.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1511.0,891398.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,267957.0,3.0,,,,,,,,,,,,,,,,,, +251,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-05-31 21:49:17.000,2023-05-31 21:34:57,754.0,21.0,48,16.0,407.0,164.0,158.0,1167,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,28,True,prisma,,,,20414.0,262.0,258.0,https://pypi.org/project/prisma,2023-01-02 21:19:23.141,4.0,20414.0,,,,3.0,,,,,,,,,,,,,,,,,, +252,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-06-01 09:44:05.000,2023-05-25 19:34:02,513.0,6.0,68,17.0,173.0,34.0,85.0,1089,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,28,True,questionary,conda-forge/questionary,,,876671.0,9322.0,8997.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,875422.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,37490.0,3.0,,,,,,,,,,,,,,,,,, +253,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-05-29 00:32:41.000,2023-05-29 00:32:40,1168.0,10.0,137,40.0,81.0,3.0,128.0,1049,2022-11-30 22:49:22.305,16.6.0,18.0,49.0,28,True,path,conda-forge/path,,,872981.0,130.0,,https://pypi.org/project/path,2022-11-30 22:49:22.305,130.0,863441.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,400696.0,3.0,,,,,,,,,,,,,,,,,, +254,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-05-30 11:53:48.000,2023-05-28 17:03:38,1684.0,27.0,69,11.0,394.0,100.0,218.0,1031,2023-05-28 17:52:50.000,0.113.0,233.0,40.0,28,True,piccolo,,,,15397.0,272.0,262.0,https://pypi.org/project/piccolo,2023-01-07 16:09:11.820,10.0,15397.0,,,,3.0,,,,,,,,,,,,,,,,,, +255,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-30 23:15:24.000,2023-04-27 07:43:18,748.0,85.0,80,13.0,130.0,35.0,95.0,840,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,28,True,mss,conda-forge/python-mss,,,362497.0,246.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,246.0,361816.0,https://anaconda.org/conda-forge/python-mss,2023-04-20 07:59:29.075,24519.0,3.0,,,,,,,,,,,,,,,,,, +256,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,117,22.0,52.0,41.0,123.0,817,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,28,True,anytree,conda-forge/anytree,,,487994.0,16264.0,15942.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,322.0,487235.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,28853.0,3.0,,,,,,,,,,,,,,,,,, +257,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-05-31 03:24:46.000,2023-01-14 15:17:31,518.0,,115,18.0,62.0,23.0,104.0,801,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,28,True,pyahocorasick,conda-forge/pyahocorasick,,,638003.0,1948.0,1829.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,119.0,635144.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,188722.0,3.0,,,,,,,,,,,,,,,,,, +258,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-05-15 15:15:15.000,2023-04-19 21:04:26,165.0,26.0,84,26.0,39.0,5.0,67.0,779,2023-04-16 01:30:05.685,2.0.0,26.0,18.0,28,False,email-validator,conda-forge/email-validator,,,6945133.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,6942828.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,80695.0,3.0,,,,,,,,,,,,,,,,,, +259,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-05-03 19:47:11.000,2023-05-03 19:47:11,818.0,2.0,136,25.0,105.0,64.0,59.0,508,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,297587.0,5968.0,4611.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1357.0,296664.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,69234.0,3.0,,,,,,,,,,,,,,,,,, +260,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-05-31 01:00:49.000,2023-05-28 22:44:02,6144.0,254.0,30,10.0,237.0,35.0,530.0,343,2023-05-28 22:23:00.400,1.4.4,181.0,21.0,28,True,static-frame,conda-forge/static-frame,,,8563.0,20.0,18.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,3486.0,https://anaconda.org/conda-forge/static-frame,2023-05-28 22:35:43.867,264026.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +261,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-05-03 07:41:22.000,2023-05-03 07:41:22,164.0,9.0,36,8.0,28.0,23.0,29.0,234,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10145333.0,2766.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2766.0,10001498.0,https://anaconda.org/conda-forge/send2trash,2023-04-27 13:24:41.453,9349278.0,3.0,,,,,,,,,,,,,,,,,, +262,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,182,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,True,ordered-set,conda-forge/ordered-set,,,8533529.0,8240.0,7866.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,374.0,8529685.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,330647.0,3.0,,,,,,,,,,,,,,,,,, +263,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,150.0,292.0,119.0,175.0,6067,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,6681.0,102.0,98.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,6681.0,,,,3.0,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-05-15 21:35:32.000,2022-03-10 10:33:50,585.0,,499,84.0,240.0,96.0,129.0,3513,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,147882.0,127.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,147631.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,20380.0,3.0,,,,,,,,,,,,,,,,,, +265,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-05-23 10:52:52.000,2023-05-02 20:40:06,191.0,3.0,186,30.0,49.0,75.0,121.0,3090,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,339197.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,338338.0,https://anaconda.org/conda-forge/pandarallel,2023-05-06 17:03:04.371,20618.0,3.0,,,,,,,,,,,,,,,,,, +266,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-05-28 19:33:41.000,2023-05-28 19:33:41,281.0,6.0,222,28.0,126.0,75.0,111.0,2270,2023-01-07 01:51:08.612,1.41.0,83.0,24.0,27,True,img2dataset,,,1010.0,18045.0,46.0,45.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,18000.0,,,,3.0,,,,,,,,,,,,,,,,,, +267,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-06-01 03:55:41.000,2023-06-01 03:55:41,5577.0,22.0,497,108.0,910.0,574.0,919.0,1999,2022-08-14 02:00:56.000,wxPython-4.2.0,13.0,127.0,27,False,wx,conda-forge/wxpython,,3134.0,8895.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-05-19 12:26:45.424,636940.0,3.0,,,,,,,,,,,,,,,,,, +268,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1874,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2594.0,196.0,160.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2594.0,,,,3.0,,,,,,,,,,,,,,,,,, +269,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,32.0,48.0,51.0,13.0,1873,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,retrying,conda-forge/retrying,,,7608705.0,2201.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2201.0,7591973.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1355320.0,3.0,,,,,,,,,,,,,,,,,, +270,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1237,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,pandasql,conda-forge/pandasql,['pandas'],,1456720.0,2154.0,2072.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1442208.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,348292.0,3.0,,,,,,,,,,,,,,,,,, +271,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,644,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2443369.0,13247.0,11778.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1469.0,2436111.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,595232.0,3.0,,,,,,,,,,,,,,,,,, +272,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,36.0,48.0,31.0,184.0,602,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,174460.0,988.0,756.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,172757.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,143096.0,3.0,,,,,,,,,,,,,,,,,, +273,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,564,,,8.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,9425003.0,55622.0,53234.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2388.0,9258552.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,10153530.0,3.0,,,,,,,,,,,,,,,,,, +274,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,161.0,208373.0,6967.0,4578.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2389.0,205874.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,206155.0,3.0,,,,,,,,,,,,,,,,,, +275,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,182933.0,1120.0,1046.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,74.0,182204.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,52557.0,3.0,,,,,,,,,,,,,,,,,, +276,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,52,11.0,28.0,6.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,futures,conda-forge/futures,,,9595525.0,45837.0,37800.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8037.0,9580345.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1244778.0,3.0,,,,,,,,,,,,,,,,,, +277,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,54,105.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,cloudant,conda-forge/cloudant,,,104387.0,2353.0,2062.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,291.0,103087.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,105367.0,3.0,,,,,,,,,,,,,,,,,, +278,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,26,6.0,45.0,4.0,36.0,72,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,6002732.0,61005.0,56661.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4344.0,5973203.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2450965.0,3.0,,,,,,,,,,,,,,,,,, +279,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3129,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1866.0,144.0,123.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,673.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,99035.0,3.0,,,,,,,,,,,,,,,,,, +280,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-04-18 21:34:19.071,2023-02-22 03:50:44,49.0,,96,34.0,97.0,19.0,137.0,2215,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,34.0,1378336.0,339.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,339.0,1371697.0,https://anaconda.org/conda-forge/python-box,2023-04-18 21:34:19.071,411638.0,3.0,,,,,,,,,,,,,,,,,, +281,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-06-01 06:11:34.000,2023-05-31 14:47:15,525.0,2.0,121,49.0,51.0,9.0,121.0,2179,2021-01-12 19:21:07.000,1.4.3,14.0,28.0,26,True,pyfunctional,,,,257050.0,639.0,620.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,257050.0,,,,3.0,,,,,,,,,,,,,,,,,, +282,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-06-01 07:35:24.656,2023-05-24 18:39:09,2701.0,7.0,132,51.0,296.0,42.0,190.0,1478,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,386.0,4578.0,298.0,213.0,https://pypi.org/project/enaml,2022-08-19 14:07:01.509,85.0,2409.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,145016.0,3.0,,,,,,,,,,,,,,,,,, +283,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-05-29 13:51:14.000,2022-11-18 21:43:07,115.0,,53,24.0,62.0,16.0,33.0,1028,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1331062.0,5906.0,5787.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,119.0,1316050.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,915781.0,3.0,,,,,,,,,,,,,,,,,, +284,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,127,29.0,74.0,35.0,69.0,1024,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,26,True,sqlitedict,conda-forge/sqlitedict,,,232809.0,3450.0,3231.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,219.0,231492.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,72466.0,3.0,,,,,,,,,,,,,,,,,, +285,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,949,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,16934.0,2411.0,1903.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,12578.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,331128.0,3.0,,,,,,,,,,,,,,,,,, +286,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-05-30 05:01:13.000,2023-05-30 05:01:12,661.0,29.0,44,22.0,499.0,5.0,33.0,701,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,326516.0,108.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,108.0,326231.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13686.0,3.0,,,,,,,,,,,,,,,,,, +287,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-05-31 22:13:04.000,2023-04-17 15:58:45,1346.0,23.0,47,17.0,131.0,3.0,11.0,681,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,26,True,ubelt,conda-forge/ubelt,,,14921.0,2679.0,2611.0,https://pypi.org/project/ubelt,2022-12-03 05:27:00.595,68.0,12580.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,49161.0,3.0,,,,,,,,,,,,,,,,,, +288,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-05-21 22:26:12.000,2023-05-21 22:25:48,9888.0,41.0,43,14.0,9.0,6.0,8.0,473,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,pandas-summary,,['pandas'],,74574.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,74574.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +289,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,12.0,90,15.0,26.0,,67.0,467,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,pyscreenshot,,,,173120.0,2246.0,1989.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,257.0,173120.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-05-31 14:37:31.000,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,438,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,28215.0,13437.0,13421.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28011.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,4289.0,3.0,,,,,,,,,,,,,,,,,, +291,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-05-24 20:27:40.000,2023-05-24 20:24:04,76.0,3.0,28,10.0,50.0,20.0,35.0,301,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,18742250.0,308.0,,https://pypi.org/project/typing_inspect,2022-08-17 14:01:02.972,308.0,18712687.0,https://anaconda.org/conda-forge/typing_inspect,2023-01-19 05:13:56.956,1478190.0,3.0,,,,,,,,,,,,,,,,,, +292,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-05-28 09:05:20.000,2023-05-28 07:57:36,3381.0,68.0,32,17.0,77.0,21.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,26,True,dbnd,,,,74162.0,60.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,25.0,74162.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,189,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,31598889.0,13004.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13004.0,31445151.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,13221493.0,3.0,,,,,,,,,,,,,,,,,, +294,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-20 13:13:11.000,2023-04-20 13:13:11,123.0,2.0,22,9.0,48.0,4.0,7.0,156,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,3925228.0,25010.0,24938.0,https://pypi.org/project/catalogue,2022-10-18 07:02:35.916,72.0,3901608.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,1015686.0,3.0,,,,,,,,,,,,,,,,,, +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11224997.0,70904.0,68179.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2725.0,11212571.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1093571.0,3.0,,,,,,,,,,,,,,,,,, +296,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,100,29.0,79.0,13.0,122.0,2275,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,25,True,swifter,conda-forge/swifter,['pandas'],,360627.0,1001.0,958.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,43.0,356550.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,203855.0,3.0,,,,,,,,,,,,,,,,,, +297,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-05-26 23:18:23.000,2023-05-20 15:36:34,375.0,2.0,129,30.0,219.0,57.0,139.0,1597,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,45865.0,423.0,404.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,45588.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,7227.0,3.0,,,,,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1549,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,5803.0,194.0,160.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,34.0,5803.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,219,103.0,173.0,72.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,True,streamparse,,,,3402.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-10 21:43:49.000,27.0,3402.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-05-30 20:07:30.000,2023-05-19 04:32:00,6411.0,3.0,221,42.0,1031.0,8.0,208.0,1379,2020-07-19 03:20:20.000,2.2.32,87.0,26.0,25,True,optimuspyspark,,['spark'],,15252.0,,,https://pypi.org/project/optimuspyspark,2020-07-19 03:20:20.000,,15252.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2248.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2248.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,43.0,53.0,20.0,19.0,1131,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,690984.0,352.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,690984.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,39.0,126.0,23.0,202.0,1107,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,350.0,361915.0,237.0,204.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,361912.0,,,,3.0,,,,,,,,,,,,,,,,,, +304,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-04-12 21:10:58.000,2022-09-12 17:36:02,282.0,,50,9.0,26.0,16.0,69.0,587,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,388257.0,1086.0,1064.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,22.0,386190.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,66160.0,3.0,,,,,,,,,,,,,,,,,, +305,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-09 05:18:48.000,2023-04-03 13:37:05,249.0,24.0,52,7.0,53.0,16.0,49.0,444,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,11484.0,419.0,390.0,https://pypi.org/project/cachier,2022-12-06 19:51:04.634,29.0,11484.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +306,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,25,False,messytables,,,,13435.0,406.0,282.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,13435.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,55.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,93.0,552690.0,191.0,169.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,552689.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-04-24 17:15:23.000,2023-04-24 17:14:36,354.0,27.0,28,6.0,123.0,2.0,77.0,138,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,82669.0,792.0,747.0,https://pypi.org/project/everett,2022-10-26 15:17:01.027,45.0,81867.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,36915.0,3.0,,,,,,,,,,,,,,,,,, +309,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,264.0,1766.0,57,2023-03-11 17:00:14.601,3.1.2,104.0,,25,False,openpyxl,openpyxl,,,54240339.0,7754.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7724.0,54238512.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,165161.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1218.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +310,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,21.0,82.0,3939,2018-08-24 22:08:05.000,0.7.0,6.0,30.0,24,False,storm,,,,2767.0,56.0,56.0,https://pypi.org/project/storm,,,2767.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,146,42.0,10.0,1.0,12.0,1056,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,538187.0,2007.0,1837.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,533686.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,292579.0,3.0,,,,,,,,,,,,,,,,,, +312,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,130,10.0,22.0,25.0,19.0,624,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,3687998.0,2814.0,2594.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,220.0,3687631.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,10650.0,3.0,,,,,,,,,,,,,,,,,, +313,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,11.0,98.0,456,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,24,True,hickle,conda-forge/hickle,,,30471.0,607.0,516.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,30053.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,22174.0,3.0,,,,,,,,,,,,,,,,,, +314,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-05-24 09:12:39.000,2023-05-24 09:12:08,904.0,35.0,22,15.0,162.0,7.0,11.0,320,2023-05-24 09:15:01.068,17.3.0,244.0,18.0,24,True,aiomisc,,,,17225.0,352.0,315.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,37.0,17225.0,,,,3.0,,,,,,,,,,,,,,,,,, +315,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-05-01 17:28:22.000,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,57.0,117014.0,2613.0,2418.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,116647.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,24997.0,3.0,,,,,,,,,,,,,,,,,, +316,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,110.0,103122.0,5639.0,4316.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1323.0,102496.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,53274.0,3.0,,,,,,,,,,,,,,,,,, +317,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,71,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,14846595.0,7986.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7986.0,14681323.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,14213466.0,3.0,,,,,,,,,,,,,,,,,, +318,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,39.0,22.0,20.0,11.0,1543,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,commonregex,,,,156613.0,181.0,159.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,156613.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-05-15 20:54:47.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,40.0,21.0,46.0,1414,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,23936.0,105.0,94.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,23556.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,13307.0,3.0,,,,,,,,,,,,,,,,,, +320,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-05-15 10:56:46.000,2023-04-20 09:57:10,314.0,5.0,71,44.0,216.0,39.0,38.0,1282,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,23,True,tasktiger,,,,764.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,764.0,,,,3.0,,,,,,,,,,,,,,,,,, +321,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-05-19 01:10:02.000,2023-05-19 01:09:54,953.0,3.0,135,62.0,76.0,167.0,149.0,845,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,rows,,,38.0,1120.0,186.0,157.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,1120.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-04-10 12:46:48.000,2020-10-16 22:20:10,123.0,,64,41.0,71.0,4.0,,348,2020-04-30 18:52:35.000,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,93601.0,689.0,606.0,https://pypi.org/project/pymodm,2020-04-30 18:52:35.000,83.0,93487.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4589.0,3.0,,,,,,,,,,,,,,,,,, +323,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3490,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,30655.0,392.0,359.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,30655.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3227,,,4.0,19.0,22,False,macropy3,,,,196.0,586.0,556.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,196.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,85,36.0,214.0,44.0,55.0,2408,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19031.0,761.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +326,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-05-26 23:59:16.000,2023-05-23 07:09:38,600.0,2.0,350,47.0,103.0,176.0,102.0,1970,2011-12-30 16:40:09.000,11.12.30,16.0,40.0,22,True,camelot,,,,5109.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,5109.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,85,45.0,34.0,18.0,11.0,1738,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,4771.0,196.0,165.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4771.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,10.0,22,False,pinject,conda-forge/pinject,,,57399.0,173.0,152.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,57232.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3525.0,3.0,,,,,,,,,,,,,,,,,, +329,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-05-09 00:58:40.000,2023-02-21 10:55:54,98.0,,38,16.0,63.0,6.0,4.0,1026,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,22,True,asyncer,conda-forge/asyncer,,,79241.0,558.0,541.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,79031.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,3584.0,3.0,,,,,,,,,,,,,,,,,, +330,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,73,22.0,211.0,60.0,80.0,799,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,22,True,odmantic,,,,13548.0,6.0,,https://pypi.org/project/odmantic,2023-01-03 19:19:00.841,6.0,13548.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,2.0,119,13.0,32.0,31.0,42.0,788,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,22839.0,1228.0,1136.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,92.0,22839.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-05-03 20:10:05.000,2023-05-02 12:53:18,107.0,13.0,25,10.0,48.0,9.0,12.0,670,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,24965.0,175.0,155.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,20.0,22952.0,https://anaconda.org/conda-forge/dirty-equals,2023-05-03 14:42:32.536,30195.0,3.0,,,,,,,,,,,,,,,,,, +333,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,55907.0,10920.0,8874.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,55907.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,475,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,65714.0,4462.0,3277.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1185.0,64937.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,66839.0,3.0,,,,,,,,,,,,,,,,,, +335,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,56,19.0,13.0,17.0,24.0,257,2021-09-24 05:07:55.000,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,14085.0,830.0,743.0,https://pypi.org/project/deepdish,2021-09-24 05:07:55.000,87.0,13009.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,85026.0,3.0,,,,,,,,,,,,,,,,,, +336,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,257,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,pysparkling,conda-forge/pysparkling,,,11122.0,176.0,168.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10966.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4234.0,3.0,,,,,,,,,,,,,,,,,, +337,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-05-26 11:13:37.000,2023-05-19 11:54:38,5328.0,32.0,42,13.0,593.0,33.0,78.0,188,2023-05-19 10:45:03.000,0.8.4a,17.0,33.0,22,True,batchflow,,,,1825.0,3.0,3.0,https://pypi.org/project/batchflow,2023-01-02 17:01:22.382,,1825.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-05-23 06:48:32.000,2023-04-26 16:56:57,532.0,9.0,9,5.0,107.0,15.0,83.0,175,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,22,True,typical,conda-forge/typical,,,9299.0,72.0,68.0,https://pypi.org/project/typical,2021-12-23 15:22:44.000,4.0,8197.0,https://anaconda.org/conda-forge/typical,2023-04-28 22:31:47.179,27553.0,3.0,,,,,,,,,,,,,,,,,, +339,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-05-31 17:54:07.000,2023-05-31 17:54:04,292.0,18.0,40,7.0,38.0,11.0,37.0,145,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,22,True,filedepot,,,,5021.0,844.0,795.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,5021.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,119,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,282261.0,1547.0,1493.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,54.0,280302.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,58772.0,3.0,,,,,,,,,,,,,,,,,, +341,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-06-01 06:43:46.000,2023-06-01 06:33:12,1416.0,412.0,3,3.0,605.0,17.0,18.0,32,2023-05-24 07:58:00.499,4.2.0,55.0,5.0,22,False,click-extra,,,156.0,6206.0,44.0,39.0,https://pypi.org/project/click-extra,2023-01-25 06:30:47.832,5.0,6199.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10579,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,27.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,27.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2698,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,dpark,,['spark'],,14.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,14.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,683.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,683.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-05-30 16:18:56.000,2020-12-13 18:58:15,709.0,,121,61.0,75.0,63.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,277.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,277.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,19.0,20.0,3.0,26.0,833,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,unsync,conda-forge/unsync,,,19603.0,205.0,186.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,19327.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,9959.0,3.0,,,,,,,,,,,,,,,,,, +347,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,23,14.0,164.0,16.0,120.0,522,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,21,True,pypyr,conda-forge/pypyr,,,2861.0,105.0,96.0,https://pypi.org/project/pypyr,2022-10-25 13:39:00.999,9.0,2310.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,9377.0,3.0,,,,,,,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,15074.0,137.0,131.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15074.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-05-30 20:43:09.000,2023-05-30 20:38:46,620.0,8.0,12,8.0,29.0,12.0,13.0,121,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,21,True,docopt-ng,,,,34566.0,185.0,152.0,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,33.0,34566.0,,,,3.0,,,,,,,,,,,,2.0,,,,,, +350,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-05-27 18:18:22.000,2023-05-27 18:11:34,78.0,3.0,121,35.0,10.0,10.0,147.0,3021,2023-05-27 18:18:22.000,2.1.13,59.0,1.0,20,False,ptext-joris-schellekens,conda-forge/borb,,,1551.0,165.0,165.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,5.0,https://anaconda.org/conda-forge/borb,2023-04-17 14:01:46.096,34032.0,3.0,,,,,,,,,,,,,,,,,, +351,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,137,68.0,4.0,1.0,40.0,1982,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2203.0,48.0,40.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,8.0,2203.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,709,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,pdpipe,conda-forge/pdpipe,['pandas'],,1961.0,62.0,55.0,https://pypi.org/project/pdpipe,2022-09-20 06:06:25.216,7.0,1228.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,22731.0,3.0,,,,,,,,,,,,,,,,,, +353,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,610,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,pugsql,,,,8351.0,58.0,55.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,8351.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,45,15.0,33.0,19.0,9.0,267,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,price-parser,,,,56605.0,365.0,358.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,56605.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,16877.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,16639.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20520.0,3.0,,,,,,,,,,,,,,,,,, +356,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,1.0,26,6.0,48.0,6.0,10.0,238,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,29417.0,259.0,225.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,29417.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,4.0,9.0,14.0,5.0,193,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,20,False,gsheetsdb,,,,59968.0,733.0,729.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,59968.0,,,,3.0,,,,,,,,,,,,,,,,,, +358,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,99,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,169028.0,1877.0,1751.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,159578.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,614281.0,3.0,,,,,,,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1973,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,['spark'],,,35.0,35.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +360,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,200,39.0,56.0,79.0,39.0,1292,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,19,False,excalibur-py,,,10456.0,984.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,798.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,9.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5552.0,150.0,123.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5552.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,,33,17.0,147.0,34.0,74.0,225,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],15.0,1387.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,424.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,56861.0,3.0,,,,,,,,,,,,,,,,,, +363,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-06-01 11:21:34.000,2023-06-01 07:52:17,552.0,82.0,19,4.0,219.0,3.0,,221,2023-06-01 07:54:00.432,1.1.146,411.0,9.0,19,True,upgini,,,,7856.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,7856.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,3.0,104,57.0,67.0,24.0,16.0,2003,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,mara-pipelines,,,,112.0,1.0,,https://pypi.org/project/mara-pipelines,2022-09-22 07:18:21.982,1.0,112.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,54.0,23.0,22.0,8.0,1594,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,200.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,200.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,642.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,642.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,931,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,13,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,validr,,,,9555.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,9555.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,7.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,125275.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,125275.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,17,7.0,62.0,7.0,22.0,146,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,18,True,aioprometheus,,,,53876.0,146.0,133.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,13.0,53876.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1337,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,57.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,57.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-14 13:54:12.000,2023-04-07 14:12:05,260.0,1.0,56,36.0,45.0,12.0,57.0,1083,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,colout,,,,957.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,957.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-05-26 13:07:27.000,2023-05-22 00:15:28,2639.0,34.0,102,30.0,183.0,41.0,274.0,1047,,,,37.0,17,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,73,23.0,19.0,11.0,13.0,949,2022-10-26 17:01:00.596,0.2.6,23.0,13.0,17,True,d6tflow,,,,133.0,23.0,23.0,https://pypi.org/project/d6tflow,2022-10-26 17:01:00.596,,133.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,18.0,27.0,42.0,29.0,759,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,2981.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2981.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,78.0,599,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,297.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,297.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,420,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,180.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,180.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,710,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,289.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,289.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-05-30 18:26:57.000,2023-05-26 09:13:05,112.0,3.0,6,13.0,122.0,7.0,2.0,262,2023-03-02 13:18:02.345,0.19.0,94.0,14.0,15,True,squirrel-core,squirrel-core,,,1050.0,4.0,2.0,https://pypi.org/project/squirrel-core,2023-01-31 15:49:02.373,1.0,1050.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +380,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,76,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,36049.0,438.0,429.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,36049.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,54.0,28.0,3.0,2.0,1190,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,botflow,,,,11.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,11.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,14,False,lazydata,,,,2.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,2.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,274.0,31.0,26.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,274.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,265,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,13,True,rasgoql,,,,216.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,216.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,540,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,pandapy,,['pandas'],,20.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,20.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,5.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,12,True,datajob,,,,18.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,18.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,353,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,760,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 1f46abe..b69a99e 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.3K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- pulumi (πŸ₯ˆ42 Β· ⭐ 16K Β· πŸ“ˆ) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- numexpr (πŸ₯ˆ33 Β· ⭐ 2K Β· πŸ“ˆ) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- typing_inspect (πŸ₯‰26 Β· ⭐ 300 Β· πŸ“ˆ) - Runtime inspection utilities for Python typing module. MIT +- boto3 (πŸ₯‡46 Β· ⭐ 8.1K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +- neo4j-driver (πŸ₯‰33 Β· ⭐ 800 Β· πŸ“ˆ) - Neo4j Bolt driver for Python. Apache-2 +- py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ“ˆ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- docopt-ng (πŸ₯‰21 Β· ⭐ 120 Β· πŸ“ˆ) - Humane command line arguments parser. Now with maintenance,.. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- docker (πŸ₯ˆ41 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 -- neo4j-driver (πŸ₯‰31 Β· ⭐ 790 Β· πŸ“‰) - Neo4j Bolt driver for Python. ❗Unlicensed -- py2neo (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed -- lazydata (πŸ₯‰13 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- watchdog (πŸ₯ˆ38 Β· ⭐ 5.8K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 +- MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +- python-fire (πŸ₯ˆ37 Β· ⭐ 25K Β· πŸ“‰) - Python Fire is a library for automatically generating.. Apache-2 +- simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K Β· πŸ“‰) - simplejson is a simple, fast, extensible JSON.. ❗Unlicensed +- natsort (πŸ₯‰30 Β· ⭐ 750 Β· πŸ“‰) - Simple yet flexible natural sorting in Python. MIT From d42bd79b716be988b2d72b4847f498c42a5f36ad Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 8 Jun 2023 13:32:02 +0000 Subject: [PATCH 14/70] Update best-of list for version 2023.06.08 --- README.md | 1533 +++++++++++++++---------------- history/2023-06-08_changes.md | 20 + history/2023-06-08_projects.csv | 390 ++++++++ latest-changes.md | 20 +- 4 files changed, 1173 insertions(+), 790 deletions(-) create mode 100644 history/2023-06-08_changes.md create mode 100644 history/2023-06-08_projects.csv diff --git a/README.md b/README.md index 1fd4277..cd6ef67 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M Back to top -
protobuf (πŸ₯‡50 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡51 Β· ⭐ 60K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 32M Β· πŸ“¦ 420K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 32M Β· πŸ“¦ 430K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,7 +99,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ``` @@ -115,23 +115,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 710K Β· ⏱️ 28.05.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 730K Β· ⏱️ 28.05.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 900K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 860K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 81K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 82K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 21M / month Β· πŸ“¦ 10K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 21M / month Β· πŸ“¦ 10K Β· ⏱️ 05.09.2016): ``` pip install marshmallow ``` @@ -140,14 +140,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge marshmallow ```
+
simplejson (πŸ₯ˆ37 Β· ⭐ 1.6K Β· πŸ“ˆ) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT + +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.2K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): + + ``` + git clone https://github.com/simplejson/simplejson + ``` +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): + ``` + pip install simplejson + ``` +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.6M Β· ⏱️ 10.04.2023): + ``` + conda install -c conda-forge simplejson + ``` +
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 21 Β· πŸ“¦ 80K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 22 Β· πŸ“¦ 81K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 25M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 26M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` @@ -158,23 +174,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
orjson (πŸ₯ˆ35 Β· ⭐ 4.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 170 Β· πŸ“¦ 45K Β· πŸ“‹ 320 - 0% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 170 Β· πŸ“¦ 45K Β· πŸ“‹ 320 - 0% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 960 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 12M / month Β· πŸ“¦ 980 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 730K Β· ⏱️ 27.05.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 740K Β· ⏱️ 01.06.2023): ``` conda install -c conda-forge orjson ```
-
ultrajson (πŸ₯ˆ34 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/ultrajson/ultrajson @@ -188,30 +204,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge ujson ```
-
dill (πŸ₯ˆ34 Β· ⭐ 1.9K) - serialize all of python. BSD-3 +
dill (πŸ₯ˆ35 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 100K Β· πŸ“‹ 470 - 33% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 100K Β· πŸ“‹ 480 - 34% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 24M / month Β· πŸ“¦ 3.8K Β· ⏱️ 23.10.2022): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 24M / month Β· πŸ“¦ 3.8K Β· ⏱️ 20.05.2022): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.1M Β· ⏱️ 24.10.2022): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.2M Β· ⏱️ 24.10.2022): ``` conda install -c conda-forge dill ```
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msgpack (πŸ₯ˆ34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 990 Β· πŸ“‹ 270 - 2% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1K Β· πŸ“‹ 270 - 2% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 31M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 32M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): ``` pip install msgpack ``` @@ -220,18 +236,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge msgpack-python ```
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jsonpickle (πŸ₯ˆ34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯‰34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 20% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.1M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): ``` pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.3M Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.4M Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge jsonpickle ``` @@ -254,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.1K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 270 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` @@ -270,16 +286,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
pysimdjson (πŸ₯‰25 Β· ⭐ 590 Β· πŸ’€) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.1K Β· πŸ“‹ 85 - 18% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.1K Β· πŸ“‹ 84 - 17% open Β· ⏱️ 12.09.2022): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 390K / month Β· πŸ“¦ 22 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 390K / month Β· πŸ“¦ 24 Β· ⏱️ 21.06.2021): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 66K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 67K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ``` @@ -291,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 30K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 29K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -302,19 +318,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
rtoml (πŸ₯‰20 Β· ⭐ 240) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 220 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 230 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 29K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 31K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ```
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Show 2 hidden projects... +
Show 1 hidden projects... -- simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K Β· πŸ“‰) - simplejson is a simple, fast, extensible JSON.. ❗Unlicensed - pyasn1 (πŸ₯‰33 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -327,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 110M / month Β· πŸ“¦ 70K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 120M / month Β· πŸ“¦ 69K Β· ⏱️ 23.06.2022): ``` pip install pandas ``` @@ -343,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 730K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 740K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/numpy/numpy @@ -359,7 +374,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 27.05.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/h5py/h5py @@ -373,58 +388,58 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ40 Β· ⭐ 17K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT +
polars (πŸ₯ˆ39 Β· ⭐ 18K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 920 Β· πŸ“¦ 2.1K Β· πŸ“‹ 4K - 20% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 950 Β· πŸ“¦ 2.2K Β· πŸ“‹ 4.1K - 20% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 560K / month Β· πŸ“¦ 180 Β· ⏱️ 05.03.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 610K / month Β· πŸ“¦ 160 Β· ⏱️ 01.05.2022): ``` pip install polars ```
Modin (πŸ₯ˆ38 Β· ⭐ 8.7K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.2M / month Β· πŸ“¦ 40 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.1M / month Β· πŸ“¦ 37 Β· ⏱️ 25.06.2022): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 240K Β· ⏱️ 25.05.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 240K Β· ⏱️ 01.06.2023): ``` conda install -c conda-forge modin-core ```
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 930 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 940 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.7K Β· ⏱️ 09.06.2022): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.1M Β· ⏱️ 19.05.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.2M Β· ⏱️ 19.05.2023): ``` conda install -c conda-forge xarray ```
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PyTables (πŸ₯ˆ36 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 - [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 730K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): ``` pip install tables ``` @@ -433,30 +448,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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docarray (πŸ₯ˆ34 Β· ⭐ 2.2K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 +
docarray (πŸ₯ˆ34 Β· ⭐ 2.3K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 170 Β· πŸ“¦ 320 Β· πŸ“‹ 550 - 11% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 180 Β· πŸ“¦ 350 Β· πŸ“‹ 560 - 11% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 98K / month Β· πŸ“¦ 13 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 93K / month Β· πŸ“¦ 11 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 97K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 99K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ```
numexpr (πŸ₯ˆ33 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 230 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 270 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.2M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` @@ -467,12 +482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 610 - 41% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 250K / month Β· πŸ“¦ 370 Β· ⏱️ 16.01.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 280K / month Β· πŸ“¦ 320 Β· ⏱️ 23.06.2022): ``` pip install zarr ``` @@ -483,28 +498,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bottleneck (πŸ₯ˆ33 Β· ⭐ 900) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 93 Β· πŸ“¦ 41K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 96 Β· πŸ“¦ 41K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 620K / month Β· πŸ“¦ 1.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 630K / month Β· πŸ“¦ 1.6K Β· ⏱️ 02.07.2022): ``` pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.4M Β· ⏱️ 09.03.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.5M Β· ⏱️ 09.03.2023): ``` conda install -c conda-forge bottleneck ```
TinyDB (πŸ₯ˆ32 Β· ⭐ 5.9K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 490 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 500 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 380K / month Β· πŸ“¦ 860 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 19.02.2022): ``` pip install tinydb ``` @@ -529,14 +544,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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pandera (πŸ₯ˆ32 Β· ⭐ 2.3K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ32 Β· ⭐ 2.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 190 Β· πŸ“¦ 850 Β· πŸ“‹ 590 - 34% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 190 Β· πŸ“¦ 870 Β· πŸ“‹ 590 - 33% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 840K / month Β· πŸ“¦ 70 Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 860K / month Β· πŸ“¦ 70 Β· ⏱️ 01.05.2022): ``` pip install pandera ``` @@ -547,51 +562,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯‰30 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 260 Β· πŸ“₯ 19 Β· πŸ“¦ 750 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 770 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.1M / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.1M / month Β· πŸ“¦ 61 Β· ⏱️ 16.12.2021): ``` pip install datasketch ```
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Vaex (πŸ₯‰29 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT +
datatable (πŸ₯‰30 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 510 Β· πŸ“‹ 1.3K - 38% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): ``` - git clone https://github.com/vaexio/vaex + git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 51K / month Β· πŸ“¦ 25 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 84K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): ``` - pip install vaex + pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 170K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 21K Β· ⏱️ 23.12.2020): ``` - conda install -c conda-forge vaex + conda install -c conda-forge datatable ```
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datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
Vaex (πŸ₯‰29 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 510 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 08.12.2022): ``` - git clone https://github.com/h2oai/datatable + git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 84K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 47K / month Β· πŸ“¦ 25 Β· ⏱️ 02.12.2022): ``` - pip install datatable + pip install vaex ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 21K Β· ⏱️ 23.12.2020): +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 170K Β· ⏱️ 02.12.2022): ``` - conda install -c conda-forge datatable + conda install -c conda-forge vaex ```
StaticFrame (πŸ₯‰28 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 560 - 6% open Β· ⏱️ 28.05.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 570 - 6% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/InvestmentSystems/static-frame @@ -600,7 +615,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 260K Β· ⏱️ 28.05.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 270K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge static-frame ``` @@ -612,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 340K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 320K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` @@ -621,30 +636,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandarallel ```
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Pandas Summary (πŸ₯‰26 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 +
Pandas Summary (πŸ₯‰27 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.05.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 75K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 79K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
swifter (πŸ₯‰25 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 960 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 24.03.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 970 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 24.03.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 300K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 200K Β· ⏱️ 17.08.2022): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 210K Β· ⏱️ 17.08.2022): ``` conda install -c conda-forge swifter ``` @@ -656,19 +671,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 23K / month Β· πŸ“¦ 92 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 26K / month Β· πŸ“¦ 92 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
fletcher (πŸ₯‰19 Β· ⭐ 220) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 15 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 16 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 420 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 390 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -684,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 640 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 600 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -696,7 +711,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 -- PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -711,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 22M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -738,44 +753,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ31 Β· ⭐ 340) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 3.5K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 3.7K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 69M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.3M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.4M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 55 Β· πŸ“¦ 14K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 56 Β· πŸ“¦ 14K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 04.06.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 480 Β· ⏱️ 23.03.2022): ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 270K Β· ⏱️ 01.01.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 280K Β· ⏱️ 01.01.2023): ``` conda install -c conda-forge bidict ```
glom (πŸ₯ˆ29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): ``` pip install glom ``` @@ -786,60 +801,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 88 - 10% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 93 - 12% open Β· ⏱️ 02.06.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 950K / month Β· πŸ“¦ 27 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 950K / month Β· πŸ“¦ 26 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 130K Β· ⏱️ 23.05.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 130K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge python-benedict ```
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munch (πŸ₯ˆ29 Β· ⭐ 670) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
anytree (πŸ₯‰28 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 79 Β· πŸ“‹ 49 - 22% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 160 - 25% open Β· ⏱️ 20.09.2022): ``` - git clone https://github.com/Infinidat/munch + git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 3.3M / month Β· πŸ“¦ 840 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 500K / month Β· πŸ“¦ 310 Β· ⏱️ 15.01.2020): ``` - pip install munch + pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.4M Β· ⏱️ 15.05.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 29K Β· ⏱️ 19.04.2020): ``` - conda install -c conda-forge munch + conda install -c conda-forge anytree ```
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anytree (πŸ₯‰28 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 +
munch (πŸ₯‰28 Β· ⭐ 680) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 160 - 25% open Β· ⏱️ 20.09.2022): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 44 - 13% open Β· ⏱️ 14.05.2023): ``` - git clone https://github.com/c0fec0de/anytree + git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 490K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2.4M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): ``` - pip install anytree + pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 29K Β· ⏱️ 19.04.2020): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.4M Β· ⏱️ 15.05.2023): ``` - conda install -c conda-forge anytree + conda install -c conda-forge munch ```
ordered-set (πŸ₯‰28 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 7.9K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 8K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 8.5M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 8.8M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` @@ -850,16 +865,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-box (πŸ₯‰26 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 96 Β· πŸ“₯ 34 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 35 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.4M / month Β· πŸ“¦ 340 Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.4M / month Β· πŸ“¦ 330 Β· ⏱️ 02.04.2022): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 410K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 420K Β· ⏱️ 18.04.2023): ``` conda install -c conda-forge python-box ``` @@ -871,7 +886,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 22.05.2022): ``` pip install immutables ``` @@ -882,28 +897,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sqlitedict (πŸ₯‰26 Β· ⭐ 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.2K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.3K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 240K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 72K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 73K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ```
janus (πŸ₯‰26 Β· ⭐ 700) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 330K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 320K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -925,12 +940,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 14K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.2K Β· πŸ“¦ 200K Β· πŸ“‹ 2.5K - 10% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“¦ 210K Β· πŸ“‹ 2.5K - 10% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 68M / month Β· πŸ“¦ 7K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 69M / month Β· πŸ“¦ 6.6K Β· ⏱️ 19.05.2022): ``` pip install pydantic ``` @@ -941,12 +956,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (πŸ₯‡40 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 390K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 540 Β· πŸ“₯ 5 Β· πŸ“¦ 390K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 05.06.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 67M / month Β· πŸ“¦ 19K Β· ⏱️ 29.11.2022): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 68M / month): ``` pip install jsonschema ``` @@ -955,7 +970,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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validators (πŸ₯ˆ33 Β· ⭐ 760) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 770) - Python Data Validation for Humans. MIT - [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 71K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 23.05.2023): @@ -966,19 +981,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 390K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 400K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ```
-
param (πŸ₯ˆ32 Β· ⭐ 320) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯ˆ32 Β· ⭐ 330) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 59 Β· πŸ“¦ 6.9K Β· πŸ“‹ 410 - 42% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7K Β· πŸ“‹ 400 - 40% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 430K / month Β· πŸ“¦ 140 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 440K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): ``` pip install param ``` @@ -994,7 +1009,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.1M / month): ``` pip install voluptuous ``` @@ -1003,14 +1018,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
-
strictyaml (πŸ₯‰30 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰28 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT - [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 510K / month Β· πŸ“¦ 230 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 500K / month): ``` pip install strictyaml ``` @@ -1021,28 +1036,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 670) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 25 Β· πŸ“¦ 160 Β· πŸ“‹ 21 - 42% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 26 Β· πŸ“¦ 160 Β· πŸ“‹ 22 - 45% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 23K / month Β· πŸ“¦ 20 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 24K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 30K Β· ⏱️ 03.05.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 31K Β· ⏱️ 03.05.2023): ``` conda install -c conda-forge dirty-equals ```
typical (πŸ₯‰22 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 68 Β· πŸ“‹ 98 - 15% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 68 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 8.2K / month Β· πŸ“¦ 4 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 7.9K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1051,14 +1066,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
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valideer (πŸ₯‰20 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT +
valideer (πŸ₯‰18 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 68 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 68 Β· πŸ“‹ 15 - 26% open Β· ⏱️ 05.01.2023): ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 17K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 17K / month): ``` pip install valideer ``` @@ -1069,10 +1084,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects... -- cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC +- cerberus (πŸ₯ˆ33 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT -- schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰28 Β· ⭐ 780) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- schematics (πŸ₯‰26 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. ❗Unlicensed +- python-email-validator (πŸ₯‰24 Β· ⭐ 780 Β· πŸ“‰) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1084,36 +1099,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 37K) - Collection of design patterns/idioms in Python. -
algorithms (πŸ₯‡29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT +
transitions (πŸ₯‡29 Β· ⭐ 4.9K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 82 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): ``` - git clone https://github.com/keon/algorithms + git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` - pip install algorithms + pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.5K Β· ⏱️ 23.04.2021): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 450K Β· ⏱️ 02.09.2022): ``` - conda install -c conda-forge algorithms + conda install -c conda-forge transitions ```
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transitions (πŸ₯‡29 Β· ⭐ 4.9K) - A lightweight, object-oriented finite state machine implementation.. MIT +
algorithms (πŸ₯‰28 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 83 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/pytransitions/transitions + git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` - pip install transitions + pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 440K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.5K Β· ⏱️ 23.04.2021): ``` - conda install -c conda-forge transitions + conda install -c conda-forge algorithms ```
Show 1 hidden projects... @@ -1128,12 +1143,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯‡39 Β· ⭐ 2.1K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 1.1M Β· πŸ“‹ 720 - 45% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 1.1M Β· πŸ“‹ 720 - 45% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 250M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 240M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1144,16 +1159,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 53K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 54K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month Β· πŸ“¦ 4.7K Β· ⏱️ 27.01.2022): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.6M Β· ⏱️ 05.09.2022): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.7M Β· ⏱️ 05.09.2022): ``` conda install -c conda-forge arrow ``` @@ -1169,19 +1184,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 140K Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 150K Β· ⏱️ 23.03.2023): ``` conda install -c conda-forge dateparser ```
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 320 Β· πŸ“₯ 100 Β· πŸ“¦ 20K Β· πŸ“‹ 500 - 47% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 330 Β· πŸ“₯ 110 Β· πŸ“¦ 20K Β· πŸ“‹ 510 - 48% open Β· ⏱️ 25.02.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.07.2020): ``` pip install pendulum ``` @@ -1190,36 +1205,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pendulum ```
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pytz (πŸ₯ˆ34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT +
holidays (πŸ₯ˆ34 Β· ⭐ 980) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 180 Β· πŸ“‹ 440 - 23% open Β· ⏱️ 05.06.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): ``` - pip install pytz + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 40M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.2M Β· ⏱️ 05.06.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge holidays ```
-
holidays (πŸ₯‰33 Β· ⭐ 980) - Generate and work with holidays in Python. MIT +
pytz (πŸ₯ˆ34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 170 Β· πŸ“‹ 410 - 19% open Β· ⏱️ 15.05.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.1M / month Β· πŸ“¦ 430 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): ``` - pip install holidays + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.1M Β· ⏱️ 15.05.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 41M Β· ⏱️ 29.03.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pytz ```
tzlocal (πŸ₯‰31 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT @@ -1229,7 +1244,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 29M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 30M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): ``` pip install tzlocal ``` @@ -1249,14 +1264,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡39 Β· ⭐ 590) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 600) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 48K Β· πŸ“‹ 560 - 35% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 49K Β· πŸ“‹ 560 - 35% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 91M / month Β· πŸ“¦ 640 Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 93M / month Β· πŸ“¦ 580 Β· ⏱️ 19.05.2022): ``` pip install fsspec ``` @@ -1265,30 +1280,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
-
watchdog (πŸ₯ˆ38 Β· ⭐ 5.8K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ38 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“¦ 94K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 95K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8.1K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8K Β· ⏱️ 10.06.2022): ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.1M Β· ⏱️ 20.03.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.2M Β· ⏱️ 20.03.2023): ``` conda install -c conda-forge watchdog ```
-
filelock (πŸ₯ˆ34 Β· ⭐ 540) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ34 Β· ⭐ 550) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 82 Β· πŸ“¦ 260K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 83 Β· πŸ“¦ 260K Β· πŸ“‹ 97 - 15% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 57M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.12.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 58M / month Β· πŸ“¦ 2.6K Β· ⏱️ 31.05.2022): ``` pip install filelock ``` @@ -1299,16 +1314,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ33 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 94K Β· πŸ“‹ 110 - 44% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 95K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 18.05.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 650K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 660K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ``` @@ -1336,23 +1351,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.4M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.5M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 610K Β· ⏱️ 09.05.2023): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 620K Β· ⏱️ 09.05.2023): ``` conda install -c conda-forge fs ```
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path (πŸ₯‰28 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰29 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT - [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 860K / month Β· πŸ“¦ 130 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 890K / month Β· πŸ“¦ 130 Β· ⏱️ 07.01.2022): ``` pip install path ``` @@ -1380,7 +1395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 32M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1396,7 +1411,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 230M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 220M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1412,7 +1427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 7.8M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 7.9M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1423,7 +1438,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 -- [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 52 Β· πŸ“¦ 38K Β· πŸ“‹ 73 - 8% open Β· ⏱️ 31.10.2022): +- [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 38K Β· πŸ“‹ 74 - 9% open Β· ⏱️ 31.10.2022): ``` git clone https://github.com/agronholm/pythonfutures @@ -1440,7 +1455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 -- pathlib2 (πŸ₯‰27 Β· ⭐ 72 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰27 Β· ⭐ 73 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰26 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1451,60 +1466,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.6K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 470K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 480K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 160M / month Β· πŸ“¦ 21K Β· ⏱️ 07.02.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 160M / month Β· πŸ“¦ 21K Β· ⏱️ 05.07.2022): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 39M Β· ⏱️ 30.05.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 39M Β· ⏱️ 01.06.2023): ``` conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 - -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“¦ 69K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 19.05.2023): - - ``` - git clone https://github.com/Legrandin/pycryptodome - ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.01.2023): - ``` - pip install pycryptodomex - ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.3M Β· ⏱️ 19.05.2023): - ``` - conda install -c conda-forge pycryptodomex - ``` -
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 46 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 46 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 150K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 160K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 270 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 200 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 6% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 35M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 36M / month Β· πŸ“¦ 8K Β· ⏱️ 01.05.2022): ``` pip install bcrypt ``` @@ -1513,9 +1512,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
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rsa (πŸ₯‰33 Β· ⭐ 430) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰33 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 280K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 290K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1524,7 +1523,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rsa ``` -- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 11M Β· ⏱️ 20.07.2022): +- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 12M Β· ⏱️ 20.07.2022): ``` conda install -c conda-forge rsa ``` @@ -1536,7 +1535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 47M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 48M / month Β· πŸ“¦ 7K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1552,7 +1551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 08.06.2022): ``` pip install keyring ``` @@ -1561,6 +1560,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge keyring ```
+
Show 1 hidden projects... + +- pycryptodomex (πŸ₯ˆ35 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. ❗Unlicensed +

## Infrastructure & DevOps @@ -1569,7 +1572,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/ansible/ansible @@ -1578,51 +1581,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 900K Β· ⏱️ 26.04.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 900K Β· ⏱️ 04.06.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.6K Β· πŸ“₯ 1.4K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 12% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 240M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 300M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 19M Β· ⏱️ 01.06.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 07.06.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 230K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 230K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 320M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 310M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 21M Β· ⏱️ 31.05.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 06.06.2023): ``` conda install -c conda-forge botocore ```
paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 78K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 79K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): ``` pip install paramiko ``` @@ -1633,7 +1636,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ42 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 12K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 12K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/docker/compose @@ -1649,7 +1652,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ42 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 900 Β· πŸ“₯ 230K Β· πŸ“¦ 2.6K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 910 Β· πŸ“₯ 240K Β· πŸ“¦ 2.6K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/pulumi/pulumi @@ -1658,19 +1661,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 580 Β· ⏱️ 19.05.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 580 Β· ⏱️ 01.06.2023): ``` npm install @pulumi/pulumi ```
-
docker (πŸ₯ˆ41 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ42 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 550 Β· πŸ“¦ 62K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 580 Β· πŸ“¦ 63K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 29M / month Β· πŸ“¦ 3.8K Β· ⏱️ 02.11.2022): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 30M / month Β· πŸ“¦ 3.7K Β· ⏱️ 07.10.2021): ``` pip install docker ``` @@ -1681,7 +1684,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯ˆ39 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.6K Β· πŸ“‹ 2K - 9% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1693,12 +1696,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯‰38 Β· ⭐ 5.7K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 05.06.2023): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.06.2022): ``` pip install kubernetes ``` @@ -1714,7 +1717,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.3M / month Β· πŸ“¦ 96 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.4M / month Β· πŸ“¦ 81 Β· ⏱️ 07.04.2022): ``` pip install fabric ``` @@ -1734,19 +1737,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 34K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 35K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge schedule ```
plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.1K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.2K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month Β· πŸ“¦ 460 Β· ⏱️ 23.12.2021): ``` pip install plumbum ``` @@ -1762,7 +1765,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.4M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.6M / month Β· πŸ“¦ 300 Β· ⏱️ 25.09.2020): ``` pip install sshtunnel ``` @@ -1778,23 +1781,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 25K / month Β· πŸ“¦ 11 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 24K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ```
pypyr (πŸ₯‰21 Β· ⭐ 520) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 96 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 97 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.3K / month Β· πŸ“¦ 9 Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.2K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.4K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.6K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1830,16 +1833,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ36 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.2K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.05.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.05.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): ``` pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 250K Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 260K Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge supervisor ``` @@ -1851,7 +1854,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` pip install sh ``` @@ -1872,32 +1875,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯‡37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 540 Β· πŸ“₯ 390 Β· πŸ“¦ 80K Β· πŸ“‹ 320 - 22% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 400 Β· πŸ“¦ 81K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 10.08.2021): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 590K Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 600K Β· ⏱️ 26.10.2022): ``` conda install -c conda-forge uvloop ```
greenlet (πŸ₯‡37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 220 Β· πŸ“¦ 250K Β· πŸ“‹ 210 - 11% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 230 Β· πŸ“¦ 250K Β· πŸ“‹ 210 - 12% open Β· ⏱️ 28.01.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 56M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 57M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 6.9M Β· ⏱️ 14.05.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7M Β· ⏱️ 14.05.2023): ``` conda install -c conda-forge greenlet ``` @@ -1909,46 +1912,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 420 Β· ⏱️ 19.10.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 410 Β· ⏱️ 13.05.2022): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7M Β· ⏱️ 30.05.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7.2M Β· ⏱️ 30.05.2023): ``` conda install -c conda-forge anyio ```
aiomisc (πŸ₯‰24 Β· ⭐ 320) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 22 Β· πŸ“¦ 320 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 22 Β· πŸ“¦ 320 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 37 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 35 Β· ⏱️ 14.06.2022): ``` pip install aiomisc ```
asyncer (πŸ₯‰22 Β· ⭐ 1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 540 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 550 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 79K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 81K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.6K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.7K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ```
Show 2 hidden projects... -- unsync (πŸ₯‰21 Β· ⭐ 830 Β· πŸ’€) - Unsynchronize asyncio. MIT +- unsync (πŸ₯‰21 Β· ⭐ 840 Β· πŸ’€) - Unsynchronize asyncio. MIT - stopit (πŸ₯‰20 Β· ⭐ 99 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1957,14 +1960,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡37 Β· ⭐ 6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡37 Β· ⭐ 6.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 360 Β· πŸ“¦ 470K Β· πŸ“‹ 240 - 12% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 370 Β· πŸ“¦ 470K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 27M / month Β· πŸ“¦ 8.1K Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 29M / month Β· πŸ“¦ 8K Β· ⏱️ 24.03.2022): ``` pip install python-dotenv ``` @@ -1975,12 +1978,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯ˆ36 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 130 Β· πŸ“¦ 320K Β· πŸ“‹ 280 - 31% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 130 Β· πŸ“¦ 320K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 23M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 24M / month): ``` pip install traitlets ``` @@ -1989,14 +1992,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge traitlets ```
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Dynaconf (πŸ₯ˆ34 Β· ⭐ 3K) - Configuration Management for Python. MIT +
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.1K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“¦ 6.6K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 6.6K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 250 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.7M / month Β· πŸ“¦ 240 Β· ⏱️ 06.06.2022): ``` pip install dynaconf ``` @@ -2012,39 +2015,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 62K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 63K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge python-decouple ```
omegaconf (πŸ₯‰31 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 83 Β· πŸ“¦ 13K Β· πŸ“‹ 500 - 14% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 83 Β· πŸ“¦ 14K Β· πŸ“‹ 510 - 15% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.7M / month Β· πŸ“¦ 310 Β· ⏱️ 08.12.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 320 Β· ⏱️ 27.05.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 940K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 950K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 69 Β· πŸ“₯ 81 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 69 Β· πŸ“₯ 92 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2053,50 +2056,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configobj ```
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hydra (πŸ₯‰28 Β· ⭐ 7.1K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰28 Β· ⭐ 7.2K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.7K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.8K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 640K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 650K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge hydra-core ```
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 6.1K Β· πŸ“‹ 90 - 53% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.2K Β· πŸ“‹ 91 - 53% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 270K / month Β· πŸ“¦ 87 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 17K Β· ⏱️ 07.01.2022): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 18K Β· ⏱️ 07.01.2022): ``` conda install -c conda-forge gin-config ```
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 28 Β· πŸ“¦ 750 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 29 Β· πŸ“¦ 760 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 82K / month Β· πŸ“¦ 45 Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 88K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 37K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 38K Β· ⏱️ 21.03.2023): ``` conda install -c conda-forge everett ``` @@ -2109,12 +2112,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡44 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 130M / month Β· πŸ“¦ 74K Β· ⏱️ 28.04.2022): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 130M / month Β· πŸ“¦ 73K Β· ⏱️ 28.04.2022): ``` pip install click ``` @@ -2123,18 +2126,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡43 Β· ⭐ 43K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡42 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 93K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 94K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 22M / month Β· πŸ“¦ 4.4K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.05.2022): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 3.9M Β· ⏱️ 31.05.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4M Β· ⏱️ 31.05.2023): ``` conda install -c conda-forge rich ``` @@ -2155,18 +2158,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge prompt-toolkit ```
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python-fire (πŸ₯ˆ37 Β· ⭐ 25K Β· πŸ“‰) - Python Fire is a library for automatically generating.. Apache-2 +
python-fire (πŸ₯ˆ37 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 21K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 590K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 610K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge fire ``` @@ -2189,12 +2192,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 110 Β· πŸ“₯ 270 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 120 Β· πŸ“₯ 280 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 22% open Β· ⏱️ 05.06.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.1K Β· ⏱️ 13.02.2018): ``` pip install argcomplete ``` @@ -2210,7 +2213,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 05.11.2022): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 06.07.2022): ``` pip install typer ``` @@ -2221,7 +2224,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯‰32 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 400K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 410K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/jquast/wcwidth @@ -2242,7 +2245,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 11M / month Β· πŸ“¦ 230 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 12M / month Β· πŸ“¦ 230 Β· ⏱️ 22.11.2022): ``` pip install cleo ``` @@ -2253,12 +2256,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asciimatics (πŸ₯‰29 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 850 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 860 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 62K / month Β· πŸ“¦ 120 Β· ⏱️ 23.04.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 63K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2267,42 +2270,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰28 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT +
questionary (πŸ₯‰29 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT - [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 9K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 880K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 900K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 37K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 38K Β· ⏱️ 14.03.2022): ``` conda install -c conda-forge questionary ```
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docopt-ng (πŸ₯‰21 Β· ⭐ 120 Β· πŸ“ˆ) - Humane command line arguments parser. Now with maintenance,.. MIT +
docopt-ng (πŸ₯‰22 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 150 Β· πŸ“‹ 25 - 48% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 150 Β· πŸ“‹ 26 - 46% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 35K / month Β· πŸ“¦ 33 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 34K / month Β· πŸ“¦ 29 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ```
colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 69 - 17% open Β· ⏱️ 07.04.2023): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 71 - 19% open Β· ⏱️ 07.04.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 960 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 970 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2337,7 +2340,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 74M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 75M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` @@ -2348,12 +2351,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 860) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 4 Β· πŸ“¦ 1.7K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 5 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 05.06.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 220K / month Β· πŸ“¦ 120 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 230K / month Β· πŸ“¦ 120 Β· ⏱️ 23.07.2017): ``` pip install aiocache ``` @@ -2365,7 +2368,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): ``` pip install beaker ``` @@ -2376,12 +2379,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 160 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 170 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 210K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 200K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2392,12 +2395,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰25 Β· ⭐ 440) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 390 Β· πŸ“‹ 65 - 24% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 53 Β· πŸ“¦ 390 Β· πŸ“‹ 65 - 24% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 11K / month Β· πŸ“¦ 29 Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 11K / month Β· πŸ“¦ 28 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2414,30 +2417,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-web-python - Web UI ( ⭐ 1.9K) - Collection of libraries to implement web-based UIs. -
kivy (πŸ₯‡41 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT +
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT - [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 10K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 89K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 86K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 300K Β· ⏱️ 20.05.2023): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 310K Β· ⏱️ 20.05.2023): ``` conda install -c conda-forge kivy ```
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.5K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.6K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 340K / month Β· πŸ“¦ 310 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 330K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2448,40 +2451,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ33 Β· ⭐ 10K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 550 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 560 Β· πŸ“¦ 2K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 27K / month Β· πŸ“¦ 37 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 28K / month): ``` pip install dearpygui ```
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Eel (πŸ₯ˆ31 Β· ⭐ 5.6K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
Eel (πŸ₯ˆ32 Β· ⭐ 5.7K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT - [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.5K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 69K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
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toga (πŸ₯ˆ31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 590 Β· πŸ“₯ 1.5K Β· πŸ“‹ 700 - 20% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.6K Β· πŸ“‹ 690 - 19% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.3K / month Β· πŸ“¦ 35 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.4K / month Β· πŸ“¦ 35 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 5 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 4 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2505,7 +2508,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- Phoenix (πŸ₯‰27 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- Phoenix (πŸ₯‰28 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2534,12 +2537,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 160 - 3% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 3% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` @@ -2548,9 +2551,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge phonenumbers ```
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emoji (πŸ₯‡33 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 57K Β· πŸ“‹ 150 - 9% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 57K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2559,7 +2562,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 51K Β· ⏱️ 24.05.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 52K Β· ⏱️ 24.05.2023): ``` conda install -c conda-forge emoji ``` @@ -2575,11 +2578,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 20M Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 21M Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 18 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 20 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2591,23 +2594,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmoiron/humanize ``` -- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2K Β· ⏱️ 30.06.2022): ``` pip install humanize ``` -- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 390K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 400K Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge humanize ```
python-slugify (πŸ₯ˆ30 Β· ⭐ 1.3K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 96 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 100 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 11M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2022): ``` pip install python-slugify ``` @@ -2618,12 +2621,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
inflect (πŸ₯ˆ30 Β· ⭐ 820) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 88 Β· πŸ“‹ 100 - 19% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 92 Β· πŸ“‹ 100 - 20% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3M / month Β· πŸ“¦ 980 Β· ⏱️ 20.10.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.1M / month Β· πŸ“¦ 970 Β· ⏱️ 01.05.2022): ``` pip install inflect ``` @@ -2634,12 +2637,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyahocorasick (πŸ₯‰28 Β· ⭐ 800) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.8K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.9K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 670K / month Β· πŸ“¦ 120 Β· ⏱️ 04.05.2022): ``` pip install pyahocorasick ``` @@ -2655,11 +2658,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 280K / month Β· πŸ“¦ 54 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 290K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 59K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 60K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ``` @@ -2697,30 +2700,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡46 Β· ⭐ 8.1K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡46 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 310K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 310K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 590M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 600M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 01.06.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 06.06.2023): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.3K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 1.2K Β· πŸ“₯ 43K Β· πŸ“¦ 580K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 1.2K Β· πŸ“₯ 44K Β· πŸ“¦ 580K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 72M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 73M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` pip install SQLAlchemy ``` @@ -2729,34 +2732,34 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT +
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.2K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 28.05.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 07.06.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month Β· πŸ“¦ 27K Β· ⏱️ 11.01.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 42M / month Β· πŸ“¦ 1.9K Β· ⏱️ 08.06.2022): ``` - pip install redis + pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 980K Β· ⏱️ 29.05.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.5M Β· ⏱️ 05.05.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 37M / month Β· πŸ“¦ 640 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 38M / month Β· πŸ“¦ 610 Β· ⏱️ 15.06.2022): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 940K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 950K Β· ⏱️ 18.04.2023): ``` conda install -c conda-forge azure-storage-blob ``` @@ -2777,22 +2780,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 - -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 6% open Β· ⏱️ 31.05.2023): - - ``` - git clone https://github.com/googleapis/google-cloud-python - ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 41M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.12.2022): - ``` - pip install google-cloud-storage - ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.5M Β· ⏱️ 05.05.2023): - ``` - conda install -c conda-forge google-cloud-storage - ``` -
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT - [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 25.05.2023): @@ -2800,7 +2787,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 29M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 32M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): ``` pip install PyMySQL ``` @@ -2811,12 +2798,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.2K Β· πŸ“₯ 2.9K Β· πŸ“¦ 38K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 3K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month): ``` pip install elasticsearch ``` @@ -2832,7 +2819,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2841,30 +2828,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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alembic (πŸ₯ˆ39 Β· ⭐ 1.9K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ39 Β· ⭐ 2K) - A database migrations tool for SQLAlchemy. MIT - [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 23M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 24M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.3M Β· ⏱️ 18.05.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.4M Β· ⏱️ 18.05.2023): ``` conda install -c conda-forge alembic ```
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MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 20K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 990K / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): ``` pip install mongoengine ``` @@ -2873,34 +2860,34 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
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pymongo (πŸ₯ˆ37 Β· ⭐ 3.8K) - PyMongo - the Official MongoDB Python driver. Apache-2 +
redis (πŸ₯ˆ37 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 11% open Β· ⏱️ 28.05.2023): ``` - git clone https://github.com/mongodb/mongo-python-driver + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 19M / month Β· πŸ“¦ 20K Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month): ``` - pip install pymongo + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 18.11.2022): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 990K Β· ⏱️ 29.05.2023): ``` - conda install -c conda-forge pymongo + conda install -c conda-forge redis-py ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 190K Β· πŸ“¦ 1.1K Β· πŸ“‹ 930 - 2% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 190K Β· πŸ“¦ 1.1K Β· πŸ“‹ 930 - 2% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 27M / month Β· πŸ“¦ 54 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 27M / month Β· πŸ“¦ 54 Β· ⏱️ 28.06.2022): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 370K Β· ⏱️ 16.05.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 380K Β· ⏱️ 16.05.2023): ``` conda install -c conda-forge awswrangler ``` @@ -2912,55 +2899,55 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 11.07.2022): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 460K Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 470K Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
python-bigquery (πŸ₯ˆ37 Β· ⭐ 610) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 20K Β· πŸ“‹ 580 - 15% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 20K Β· πŸ“‹ 570 - 14% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 28M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 29M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.6M Β· ⏱️ 20.04.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.6M Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 830 Β· πŸ“¦ 6.2K Β· πŸ“‹ 1.1K - 22% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 840 Β· πŸ“¦ 6.3K Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9M / month Β· πŸ“¦ 420 Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.2M / month Β· πŸ“¦ 410 Β· ⏱️ 25.07.2017): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 700K Β· ⏱️ 26.04.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 710K Β· ⏱️ 26.04.2023): ``` conda install -c conda-forge python-confluent-kafka ```
Ibis (πŸ₯ˆ35 Β· ⭐ 2.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 400 Β· πŸ“₯ 76 Β· πŸ“¦ 510 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 420 Β· πŸ“₯ 79 Β· πŸ“¦ 520 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 80K / month Β· πŸ“¦ 53 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 79K / month Β· πŸ“¦ 50 Β· ⏱️ 30.03.2018): ``` pip install ibis-framework ``` @@ -2969,7 +2956,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
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mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 - [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 410 Β· πŸ“₯ 5.2K Β· πŸ“¦ 130K Β· πŸ“‹ 310 - 2% open Β· ⏱️ 20.05.2023): @@ -2987,12 +2974,12 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ35 Β· ⭐ 690) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 13K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 14K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 05.06.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 93M / month Β· πŸ“¦ 630 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 97M / month Β· πŸ“¦ 580 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` @@ -3003,12 +2990,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 170 Β· πŸ“¦ 9.1K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 770 Β· πŸ“₯ 170 Β· πŸ“¦ 9.1K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 980 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month): ``` pip install elasticsearch-dsl ``` @@ -3019,12 +3006,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 10 Β· πŸ“¦ 5.6K Β· πŸ“‹ 920 - 48% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 10 Β· πŸ“¦ 5.7K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 05.06.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 83K / month Β· πŸ“¦ 98 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 83K / month Β· πŸ“¦ 100 Β· ⏱️ 23.10.2020): ``` pip install tortoise-orm ``` @@ -3035,7 +3022,7 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 61K Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 62K Β· ⏱️ 16.05.2023): ``` git clone https://github.com/mongodb/motor @@ -3056,35 +3043,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 120K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 130K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): ``` pip install apache-libcloud ```
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5K Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5.1K Β· ⏱️ 06.06.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.5M / month Β· πŸ“¦ 700 Β· ⏱️ 18.03.2021): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 690 Β· ⏱️ 18.03.2021): ``` pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 160K Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 170K Β· ⏱️ 08.06.2023): ``` conda install -c conda-forge cassandra-driver ```
minio (πŸ₯ˆ34 Β· ⭐ 640) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 4.6K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 21.05.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.7K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 21.05.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 410 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month): ``` pip install minio ``` @@ -3100,7 +3087,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 240M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` pip install s3transfer ``` @@ -3109,62 +3096,62 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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neo4j-driver (πŸ₯‰33 Β· ⭐ 800 Β· πŸ“ˆ) - Neo4j Bolt driver for Python. Apache-2 +
Prometheus Client (πŸ₯‰32 Β· ⭐ 3.4K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.5K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 30.05.2023): ``` - git clone https://github.com/neo4j/neo4j-python-driver + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 170K / month Β· πŸ“¦ 230 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 710 Β· ⏱️ 08.04.2022): ``` - pip install neo4j-driver + pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 26.05.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 11M Β· ⏱️ 24.05.2023): ``` - conda install -c conda-forge neo4j-python-driver + conda install -c conda-forge prometheus_client ```
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Prometheus Client (πŸ₯‰32 Β· ⭐ 3.4K) - Prometheus instrumentation library for Python.. Apache-2 +
Pony (πŸ₯‰32 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 54 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 740 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 75K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` - pip install prometheus_client + pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 11M Β· ⏱️ 24.05.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 91K Β· ⏱️ 28.01.2022): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge pony ```
PynamoDB (πŸ₯‰32 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 410 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 360K Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 370K Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge pynamodb ```
pandas-gbq (πŸ₯‰32 Β· ⭐ 370) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 7K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 300 Β· πŸ“¦ 7.1K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 04.06.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7M / month Β· πŸ“¦ 320 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.1M / month Β· πŸ“¦ 310 Β· ⏱️ 09.06.2022): ``` pip install pandas-gbq ``` @@ -3180,7 +3167,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 400K / month Β· πŸ“¦ 130 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 410K / month Β· πŸ“¦ 130 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` @@ -3191,12 +3178,12 @@ _Libraries for connecting to, operating, and querying databases._
Databases (πŸ₯‰31 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 230 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 42% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 140 Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 390K / month Β· πŸ“¦ 140 Β· ⏱️ 30.05.2022): ``` pip install databases ``` @@ -3205,22 +3192,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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Pony (πŸ₯‰31 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 - -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 53 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): - - ``` - git clone https://github.com/ponyorm/pony - ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 73K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): - ``` - pip install pony - ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 91K Β· ⏱️ 28.01.2022): - ``` - conda install -c conda-forge pony - ``` -
influxdb (πŸ₯‰31 Β· ⭐ 1.6K Β· πŸ’€) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7.1K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): @@ -3244,41 +3215,25 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 92 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 92 Β· ⏱️ 05.02.2021): ``` pip install pygsheets ```
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dataset (πŸ₯‰30 Β· ⭐ 4.5K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 3.1K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): - - ``` - git clone https://github.com/pudo/dataset - ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 60K / month Β· πŸ“¦ 580 Β· ⏱️ 30.01.2023): - ``` - pip install dataset - ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.7K Β· ⏱️ 01.02.2023): - ``` - conda install -c conda-forge dataset - ``` -
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cx-Oracle (πŸ₯‰30 Β· ⭐ 860 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 +
pymongo (πŸ₯‰30 Β· ⭐ 3.8K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.4K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 08.06.2022): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· ⏱️ 06.06.2023): ``` - git clone https://github.com/oracle/python-cx_Oracle + git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.8M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month): ``` - pip install cx-Oracle + pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 410K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 18.11.2022): ``` - conda install -c conda-forge cx_oracle + conda install -c conda-forge pymongo ```
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 @@ -3299,12 +3254,12 @@ _Libraries for connecting to, operating, and querying databases._
Records (πŸ₯‰29 Β· ⭐ 7K) - SQL for Humans. ISC -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 570 Β· πŸ“¦ 1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 21.02.2019): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 210K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3313,42 +3268,42 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ“ˆ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +
dataset (πŸ₯‰29 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 290 Β· πŸ“¦ 3.1K Β· πŸ“‹ 290 - 11% open Β· ⏱️ 30.01.2023): ``` - git clone https://github.com/py2neo-org/py2neo + git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 180K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 62K / month): ``` - pip install py2neo + pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 58K Β· ⏱️ 14.10.2021): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.8K Β· ⏱️ 01.02.2023): ``` - conda install -c conda-forge py2neo + conda install -c conda-forge dataset ```
prisma (πŸ₯‰28 Β· ⭐ 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 48 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 50% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 49 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 51% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 20K / month Β· πŸ“¦ 4 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 21K / month Β· πŸ“¦ 4 Β· ⏱️ 21.05.2022): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 31% open Β· ⏱️ 28.05.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 31% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 15K / month Β· πŸ“¦ 10 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 16K / month Β· πŸ“¦ 10 Β· ⏱️ 06.07.2022): ``` pip install piccolo ``` @@ -3360,7 +3315,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 170K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 160K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3371,28 +3326,44 @@ _Libraries for connecting to, operating, and querying databases._
umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 13K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): +- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 14K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 25K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.3K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.4K Β· ⏱️ 23.12.2021): ``` conda install -c conda-forge umongo ```
+
py2neo (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 + +- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 200 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): + + ``` + git clone https://github.com/py2neo-org/py2neo + ``` +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 190K / month): + ``` + pip install py2neo + ``` +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 58K Β· ⏱️ 14.10.2021): + ``` + conda install -c conda-forge py2neo + ``` +
ODMantic (πŸ₯‰22 Β· ⭐ 800) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 73 Β· πŸ“‹ 140 - 42% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 76 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 8 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3404,49 +3375,51 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5.9K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
aioprometheus (πŸ₯‰18 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 130 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 130 Β· πŸ“‹ 27 - 18% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 54K / month Β· πŸ“¦ 13 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 53K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
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psycopg3 (πŸ₯‰17 Β· ⭐ 1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
psycopg3 (πŸ₯‰17 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 100 Β· πŸ“‹ 320 - 13% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 110 Β· πŸ“‹ 330 - 15% open Β· ⏱️ 04.06.2023): ``` git clone https://github.com/psycopg/psycopg ```
-
Show 16 hidden projects... +
Show 18 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +- neo4j-driver (πŸ₯‰31 Β· ⭐ 800) - Neo4j Bolt driver for Python. ❗Unlicensed - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 51) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- cx-Oracle (πŸ₯‰28 Β· ⭐ 860 Β· πŸ’€) - Python interface to Oracle Database now superseded by.. ❗Unlicensed - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (πŸ₯‰25 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 -- PugSQL (πŸ₯‰20 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- gsheets-db-api (πŸ₯‰20 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- PugSQL (πŸ₯‰19 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 +- gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT -- lazydata (πŸ₯‰14 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰13 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3458,44 +3431,44 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.2K Β· πŸ“¦ 17K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.2K Β· πŸ“¦ 18K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.4M / month Β· πŸ“¦ 480 Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.3M / month Β· πŸ“¦ 450 Β· ⏱️ 15.06.2022): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 300K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 310K Β· ⏱️ 28.04.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 140K Β· πŸ“‹ 650 - 3% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 140K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 02.06.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.7M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 780K Β· ⏱️ 16.05.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 790K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 28K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 470 Β· πŸ“₯ 22K Β· πŸ“¦ 29K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 93K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 92K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` @@ -3504,22 +3477,38 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xlwings ```
-
Tablib (πŸ₯ˆ35 Β· ⭐ 4.2K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 51K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 53K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.12.2022): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 09.04.2022): ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 86K Β· ⏱️ 24.03.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 87K Β· ⏱️ 24.03.2023): ``` conda install -c conda-forge tablib ```
+
xmltodict (πŸ₯ˆ33 Β· ⭐ 5.2K) - Python module that makes working with XML feel like you are working.. MIT + +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 55K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): + + ``` + git clone https://github.com/martinblech/xmltodict + ``` +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 24M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): + ``` + pip install xmltodict + ``` +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.8M Β· ⏱️ 08.05.2022): + ``` + conda install -c conda-forge xmltodict + ``` +
python-magic (πŸ₯ˆ33 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT - [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 43K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): @@ -3527,7 +3516,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3538,64 +3527,48 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
csvkit (πŸ₯ˆ32 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 580 Β· πŸ“¦ 1.4K Β· πŸ“‹ 870 - 7% open Β· ⏱️ 07.03.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 05.06.2023): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 89K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 90K Β· ⏱️ 22.02.2023): ``` conda install -c conda-forge csvkit ```
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xmltodict (πŸ₯ˆ32 Β· ⭐ 5.1K) - Python module that makes working with XML feel like you are working.. MIT - -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 54K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/martinblech/xmltodict - ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 24M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): - ``` - pip install xmltodict - ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.8M Β· ⏱️ 08.05.2022): - ``` - conda install -c conda-forge xmltodict - ``` -
gdown (πŸ₯ˆ32 Β· ⭐ 3.1K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 330 Β· ⏱️ 05.12.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 320 Β· ⏱️ 05.12.2022): ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 180K Β· ⏱️ 25.03.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 190K Β· ⏱️ 25.03.2023): ``` conda install -c conda-forge gdown ```
Intake (πŸ₯ˆ32 Β· ⭐ 900) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.2K Β· πŸ“‹ 350 - 29% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.2K Β· πŸ“‹ 350 - 30% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 78K / month Β· πŸ“¦ 120 Β· ⏱️ 26.08.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 78K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 410K Β· ⏱️ 29.05.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 420K Β· ⏱️ 29.05.2023): ``` conda install -c conda-forge intake ``` @@ -3611,19 +3584,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.8M Β· ⏱️ 08.01.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.9M Β· ⏱️ 08.01.2023): ``` conda install -c conda-forge smart_open ```
snorkel (πŸ₯‰30 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 310 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 43K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 37K / month Β· πŸ“¦ 10 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3634,48 +3607,48 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰27 Β· ⭐ 2.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 220 Β· πŸ“₯ 1K Β· πŸ“¦ 45 Β· πŸ“‹ 190 - 40% open Β· ⏱️ 28.05.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 220 Β· πŸ“₯ 1K Β· πŸ“¦ 47 Β· πŸ“‹ 190 - 40% open Β· ⏱️ 28.05.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 18K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 19K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ```
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rows (πŸ₯‰23 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
camelot (πŸ₯‰22 Β· ⭐ 2K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 350 Β· πŸ“‹ 280 - 63% open Β· ⏱️ 23.05.2023): ``` - git clone https://github.com/turicas/rows + git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.1K / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.1K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` - pip install rows + pip install camelot ```
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camelot (πŸ₯‰22 Β· ⭐ 2K) - A Python library to extract tabular data from PDFs. MIT +
rows (πŸ₯‰22 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 350 Β· πŸ“‹ 280 - 63% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 300 - 49% open Β· ⏱️ 06.06.2023): ``` - git clone https://github.com/camelot-dev/camelot + git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.1K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 970 / month): ``` - pip install camelot + pip install rows ```
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Upgini (πŸ₯‰19 Β· ⭐ 220) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰20 Β· ⭐ 220) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 19 Β· πŸ“¦ 1 Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 19 Β· πŸ“¦ 1 Β· ⏱️ 07.06.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 7.9K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.3K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ``` @@ -3687,7 +3660,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1K / month Β· πŸ“¦ 1 Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.2K / month Β· πŸ“¦ 1 Β· ⏱️ 06.07.2022): ``` pip install squirrel-core ``` @@ -3701,16 +3674,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - SDV (πŸ₯ˆ33 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- pandas-datareader (πŸ₯‰28 Β· ⭐ 2.7K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 - textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 -- messytables (πŸ₯‰25 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 -- datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- borb (πŸ₯‰20 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed +- messytables (πŸ₯‰22 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now.. ❗Unlicensed +- deepdish (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 +- borb (πŸ₯‰19 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed - excalibur (πŸ₯‰19 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT +- datatest (πŸ₯‰19 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3723,16 +3696,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 12K Β· πŸ“₯ 480K Β· πŸ“¦ 7K Β· πŸ“‹ 7.5K - 11% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 12K Β· πŸ“₯ 490K Β· πŸ“¦ 7K Β· πŸ“‹ 7.5K - 11% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 5.6M / month Β· πŸ“¦ 280 Β· ⏱️ 30.04.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 6.8M / month Β· πŸ“¦ 260 Β· ⏱️ 23.01.2019): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 890K Β· ⏱️ 17.05.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 900K Β· ⏱️ 17.05.2023): ``` conda install -c conda-forge airflow ``` @@ -3741,14 +3714,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched docker pull apache/airflow ```
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Celery (πŸ₯‡45 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 +
Celery (πŸ₯‡46 Β· ⭐ 22K Β· πŸ“ˆ) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.5M / month Β· πŸ“¦ 15K Β· ⏱️ 01.08.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.6M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): ``` pip install celery ``` @@ -3759,44 +3732,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 3K Β· πŸ“‹ 3.8K - 13% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.2K Β· πŸ“¦ 3K Β· πŸ“‹ 3.8K - 12% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 610K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 670K / month): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 450K Β· ⏱️ 26.05.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 460K Β· ⏱️ 01.06.2023): ``` conda install -c conda-forge prefect ```
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Beam (πŸ₯‡42 Β· ⭐ 6.9K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 6.9K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 72% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 72% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.4M / month Β· πŸ“¦ 190 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 27.06.2022): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 44K Β· ⏱️ 11.05.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 45K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 27.05.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 750K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 770K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` @@ -3805,41 +3778,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 7.5K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 7.6K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 950 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.7K - 29% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 960 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.7K - 29% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 490K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 500K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 900K Β· ⏱️ 31.05.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 910K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.4K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 10% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 10% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 10M / month Β· πŸ“¦ 31 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.8M / month Β· πŸ“¦ 28 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 650K Β· ⏱️ 26.05.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 660K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ38 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 290K Β· πŸ“‹ 830 - 46% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 300K Β· πŸ“‹ 830 - 46% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/joblib/joblib @@ -3860,7 +3833,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 550K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 580K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` @@ -3869,14 +3842,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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dbt (πŸ₯ˆ37 Β· ⭐ 7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ37 Β· ⭐ 7.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.7K Β· πŸ“¦ 2.7K Β· πŸ“‹ 4.1K - 11% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 2.8K Β· πŸ“‹ 4.1K - 12% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 410K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 300K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3885,38 +3858,38 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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Kedro (πŸ₯ˆ36 Β· ⭐ 8.4K) - A Python framework for creating reproducible, maintainable and modular.. Apache-2 +
Kedro (πŸ₯ˆ36 Β· ⭐ 8.4K) - A Python framework for creating maintainable and modular data science.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 790 Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.3K - 22% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 800 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.3K - 23% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 400K / month Β· πŸ“¦ 66 Β· ⏱️ 06.03.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 390K / month Β· πŸ“¦ 56 Β· ⏱️ 08.04.2019): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 6.1K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“¦ 260 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 5.9K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): ``` pip install hub ```
huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 06.06.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 81K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 82K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -3927,12 +3900,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ31 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 300 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 190 - 12% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 300 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 200 - 14% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5K / month Β· πŸ“¦ 3 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5.5K / month Β· πŸ“¦ 1 Β· ⏱️ 28.06.2022): ``` pip install zenml ``` @@ -3944,7 +3917,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 870K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 890K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -3960,51 +3933,51 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 130K / month Β· πŸ“¦ 25 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 130K / month Β· πŸ“¦ 23 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 68K Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 69K Β· ⏱️ 24.02.2023): ``` conda install -c conda-forge mleap ```
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faust (πŸ₯‰29 Β· ⭐ 6.5K) - Python Stream Processing. BSD-3 +
faust (πŸ₯‰29 Β· ⭐ 6.6K) - Python Stream Processing. BSD-3 - [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.6K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 25K / month Β· πŸ“¦ 32 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 25K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 82 Β· πŸ“‹ 860 - 16% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 82 Β· πŸ“‹ 840 - 14% open Β· ⏱️ 02.06.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.4K / month Β· πŸ“¦ 6 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.1K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 61K Β· ⏱️ 14.04.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 63K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge ploomber ```
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whylogs (πŸ₯‰29 Β· ⭐ 2.2K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
whylogs (πŸ₯‰29 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 30 Β· πŸ“¦ 100 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 94 Β· πŸ“₯ 32 Β· πŸ“¦ 100 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 58K / month Β· πŸ“¦ 7 Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 59K / month Β· πŸ“¦ 6 Β· ⏱️ 31.03.2022): ``` pip install whylogs ``` @@ -4016,35 +3989,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 260K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 250K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 25 - 84% open Β· ⏱️ 28.05.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 28.05.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 74K / month Β· πŸ“¦ 25 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 76K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
arq (πŸ₯‰25 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“¦ 400 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 410 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 46K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 48K / month Β· πŸ“¦ 18 Β· ⏱️ 09.03.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.2K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.3K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ``` @@ -4056,7 +4029,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 3.4K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 3.7K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): ``` pip install streamparse ``` @@ -4068,7 +4041,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 15K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 15K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4091,12 +4064,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 26 Β· πŸ“‹ 77 - 50% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 26 Β· πŸ“‹ 78 - 50% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 760 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 870 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ``` @@ -4112,19 +4085,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pysparkling ``` -- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.2K Β· ⏱️ 23.03.2021): +- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.3K Β· ⏱️ 23.03.2021): ``` conda install -c conda-forge pysparkling ```
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 3 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 26% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.8K / month Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.5K / month): ``` pip install batchflow ``` @@ -4136,7 +4109,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.2K / month Β· πŸ“¦ 7 Β· ⏱️ 20.09.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.2K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4145,6 +4118,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
+
Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT + +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 23 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): + + ``` + git clone https://github.com/d6t/d6tflow + ``` +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 240 / month Β· ⏱️ 22.01.2019): + ``` + pip install d6tflow + ``` +
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 01.05.2023): @@ -4152,7 +4137,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 22.09.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 92 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4169,18 +4154,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install flupy ```
-
Databolt Flow (πŸ₯‰17 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT - -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 73 Β· πŸ“¦ 23 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): - - ``` - git clone https://github.com/d6t/d6tflow - ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 130 / month Β· ⏱️ 26.10.2022): - ``` - pip install d6tflow - ``` -
bodywork-core (πŸ₯‰16 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - [GitHub](https://github.com/bodywork-ml/bodywork-core) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 17 Β· πŸ“¦ 11 Β· πŸ“‹ 77 - 25% open Β· ⏱️ 04.07.2022): @@ -4205,14 +4178,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install rasgoql ```
-
datajob (πŸ₯‰12 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +
datajob (πŸ₯‰13 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 18 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 48 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4220,13 +4193,13 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 8 hidden projects... - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 -- bonobo (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 +- bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 600 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- Botflow (πŸ₯‰10 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed

@@ -4236,7 +4209,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 820K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 830K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4245,7 +4218,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 34M Β· ⏱️ 09.11.2022): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 35M Β· ⏱️ 09.11.2022): ``` conda install -c conda-forge pyyaml ``` @@ -4266,14 +4239,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge xlsxwriter ```
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jmespath (πŸ₯‰32 Β· ⭐ 1.8K) - JMESPath is a query language for JSON. MIT +
jmespath (πŸ₯‰33 Β· ⭐ 1.8K) - JMESPath is a query language for JSON. MIT - [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 140 - 38% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 160M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 150M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4290,16 +4263,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 190 Β· πŸ“¦ 7.1K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“¦ 7.1K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.4M / month Β· πŸ“¦ 770 Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.2M / month Β· πŸ“¦ 760 Β· ⏱️ 10.04.2022): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 270K Β· ⏱️ 18.03.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 280K Β· ⏱️ 18.03.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4311,11 +4284,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 310 Β· ⏱️ 17.08.2022): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 300 Β· ⏱️ 07.06.2021): ``` pip install typing_inspect ``` -- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.5M Β· ⏱️ 19.01.2023): +- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.5M Β· ⏱️ 03.06.2023): ``` conda install -c conda-forge typing_inspect ``` @@ -4323,7 +4296,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... - importlib-resources (πŸ₯ˆ31 Β· ⭐ 46) - Backport of the importlib.resources module. MIT -- entrypoints (πŸ₯‰24 Β· ⭐ 71 Β· πŸ’€) - Discover and load entry points from installed packages. MIT +- entrypoints (πŸ₯‰24 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4333,28 +4306,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡40 Β· ⭐ 4.8K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 730K Β· πŸ“‹ 630 - 17% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 730K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 120M / month Β· πŸ“¦ 18K Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 120M / month Β· πŸ“¦ 18K Β· ⏱️ 08.11.2017): ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 28M Β· ⏱️ 07.05.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 29M Β· ⏱️ 07.05.2023): ``` conda install -c conda-forge attrs ```
more-itertools (πŸ₯‡40 Β· ⭐ 3.1K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.7K Β· πŸ“¦ 180K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 21.05.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.7K Β· πŸ“¦ 180K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 35M / month Β· πŸ“¦ 8.7K Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 35M / month Β· πŸ“¦ 8.6K Β· ⏱️ 18.10.2022): ``` pip install more-itertools ``` @@ -4363,62 +4336,62 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge more-itertools ```
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boltons (πŸ₯ˆ35 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
toolz (πŸ₯ˆ35 Β· ⭐ 4.3K Β· πŸ’€) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.4K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 97K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` - git clone https://github.com/mahmoud/boltons + git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.1M / month Β· πŸ“¦ 430 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 18M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` - pip install boltons + pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 16M Β· ⏱️ 10.07.2022): ``` - conda install -c conda-forge boltons + conda install -c conda-forge toolz ```
-
toolz (πŸ₯ˆ35 Β· ⭐ 4.3K Β· πŸ’€) - A functional standard library for Python. BSD-3 +
boltons (πŸ₯ˆ34 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 96K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.5K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): ``` - git clone https://github.com/pytoolz/toolz + git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 18M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.9M / month Β· πŸ“¦ 430 Β· ⏱️ 17.05.2021): ``` - pip install toolz + pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 16M Β· ⏱️ 10.07.2022): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.1M Β· ⏱️ 27.02.2023): ``` - conda install -c conda-forge toolz + conda install -c conda-forge boltons ```
tenacity (πŸ₯ˆ33 Β· ⭐ 4.8K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 37% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 230 Β· πŸ“‹ 230 - 38% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 26M / month Β· πŸ“¦ 1.3K Β· ⏱️ 21.09.2022): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 27M / month Β· πŸ“¦ 1.2K Β· ⏱️ 12.07.2021): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.6M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.7M Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge tenacity ```
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 2.9K) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 500 - 29% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 510 - 30% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 93 Β· ⏱️ 19.12.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.1M / month Β· πŸ“¦ 99 Β· ⏱️ 30.03.2022): ``` pip install dependency-injector ``` @@ -4427,50 +4400,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dependency_injector ```
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funcy (πŸ₯‰31 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 +
returns (πŸ₯‰31 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.7K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 99 Β· πŸ“¦ 360 Β· πŸ“‹ 410 - 15% open Β· ⏱️ 05.06.2023): ``` - git clone https://github.com/Suor/funcy + git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 89K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): ``` - pip install funcy + pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 340K Β· ⏱️ 28.03.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.5K Β· ⏱️ 22.04.2023): ``` - conda install -c conda-forge funcy + conda install -c conda-forge returns ```
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returns (πŸ₯‰31 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
funcy (πŸ₯‰30 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 98 Β· πŸ“¦ 350 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.8K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): ``` - git clone https://github.com/dry-python/returns + git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 94K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.3M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): ``` - pip install returns + pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.4K Β· ⏱️ 22.04.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 340K Β· ⏱️ 28.03.2023): ``` - conda install -c conda-forge returns + conda install -c conda-forge funcy ```
-
natsort (πŸ₯‰30 Β· ⭐ 750 Β· πŸ“‰) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰30 Β· ⭐ 760) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 44 Β· πŸ“¦ 20K Β· πŸ“‹ 87 - 3% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 20K Β· πŸ“‹ 87 - 3% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 02.03.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.04.2018): ``` pip install natsort ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.2M Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.3M Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge natsort ``` @@ -4482,11 +4455,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 68 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 53 Β· ⏱️ 01.07.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 49K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 51K Β· ⏱️ 02.03.2023): ``` conda install -c conda-forge ubelt ``` @@ -4507,12 +4480,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 54K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 69K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 73K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4527,7 +4500,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 61K Β· πŸ“‹ 5K - 31% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 62K Β· πŸ“‹ 5K - 30% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/micropython/micropython @@ -4547,7 +4520,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- grumpy (πŸ₯‰20 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰18 Β· ⭐ 930 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 350 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4559,12 +4532,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 530 Β· πŸ“¦ 530K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 530 Β· πŸ“¦ 530K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 51M / month Β· πŸ“¦ 37K Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 51M / month Β· πŸ“¦ 37K Β· ⏱️ 24.04.2022): ``` pip install pygments ``` @@ -4575,12 +4548,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡39 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 7.9K Β· πŸ“¦ 790K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 7.9K Β· πŸ“¦ 800K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 72M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 73M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` pip install pyparsing ``` @@ -4591,7 +4564,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡38 Β· ⭐ 20K Β· πŸ’€) - A cross-platform command-line utility that creates projects.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.8K Β· πŸ“¦ 20K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): ``` git clone https://github.com/cookiecutter/cookiecutter @@ -4600,14 +4573,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 700K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 710K Β· ⏱️ 01.06.2022): ``` conda install -c conda-forge cookiecutter ```
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 570K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 580K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/eliben/pycparser @@ -4628,7 +4601,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 36 Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 37 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` @@ -4639,28 +4612,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 23K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 24K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 29M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 30M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 2.9M Β· ⏱️ 13.08.2022): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3M Β· ⏱️ 13.08.2022): ``` conda install -c conda-forge py4j ```
wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 19% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 20% open Β· ⏱️ 27.02.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 74M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 75M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): ``` pip install wrapt ``` @@ -4676,7 +4649,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 61M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 62M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4687,32 +4660,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
keyboard (πŸ₯ˆ32 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 540 - 64% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 470K / month Β· πŸ“¦ 450 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 480K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 18K Β· ⏱️ 01.11.2022): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 19K Β· ⏱️ 01.11.2022): ``` conda install -c conda-forge keyboard ```
fastcore (πŸ₯ˆ32 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.6K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.7K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 630K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 44K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 45K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge fastcore ``` @@ -4724,7 +4697,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 270K / month Β· πŸ“¦ 62 Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 280K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4735,12 +4708,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯‰31 Β· ⭐ 950) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 28% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 61M / month Β· πŸ“¦ 10K Β· ⏱️ 25.08.2021): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): ``` pip install pluggy ``` @@ -4751,12 +4724,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰29 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 120 Β· πŸ“¦ 410 Β· πŸ“‹ 380 - 16% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 120 Β· πŸ“¦ 420 Β· πŸ“‹ 370 - 14% open Β· ⏱️ 04.06.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 40K / month Β· πŸ“¦ 23 Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 41K / month Β· πŸ“¦ 22 Β· ⏱️ 13.06.2022): ``` pip install copier ``` @@ -4768,7 +4741,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 360K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 430K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4777,18 +4750,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge python-mss ```
-
Send2Trash (πŸ₯‰28 Β· ⭐ 230) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
Send2Trash (πŸ₯‰28 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 36 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.9M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.3M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.5M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge send2trash ``` @@ -4800,19 +4773,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 6.7K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 4.5K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 90 Β· πŸ“¦ 2K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 170K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 250K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` @@ -4824,7 +4797,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 72 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4M / month Β· πŸ“¦ 70 Β· ⏱️ 06.07.2022): ``` pip install catalogue ``` diff --git a/history/2023-06-08_changes.md b/history/2023-06-08_changes.md new file mode 100644 index 0000000..823276c --- /dev/null +++ b/history/2023-06-08_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- protobuf (πŸ₯‡51 Β· ⭐ 60K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +- Celery (πŸ₯‡46 Β· ⭐ 22K Β· πŸ“ˆ) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 +- google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.2K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +- simplejson (πŸ₯ˆ37 Β· ⭐ 1.6K Β· πŸ“ˆ) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +- Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- redis (πŸ₯ˆ37 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- pymongo (πŸ₯‰30 Β· ⭐ 3.8K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 +- schematics (πŸ₯‰26 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. ❗Unlicensed +- py2neo (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- python-email-validator (πŸ₯‰24 Β· ⭐ 780 Β· πŸ“‰) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 + diff --git a/history/2023-06-08_projects.csv b/history/2023-06-08_projects.csv new file mode 100644 index 0000000..f64d59f --- /dev/null +++ b/history/2023-06-08_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-01 19:56:11.000,2023-06-01 19:56:09,385.0,28.0,2050,374.0,201.0,16.0,31.0,13776,2023-06-01 19:56:16.000,2023.06.01,100.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-02 00:49:44.000,2023-06-02 00:49:44,237.0,26.0,146,53.0,144.0,1.0,2.0,1923,2023-06-01 17:23:48.000,2023.06.01,92.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-06-01 15:40:12.000,2023-06-01 15:40:10,235.0,27.0,40,23.0,142.0,3.0,5.0,733,2023-06-01 15:40:24.000,2023.06.01,90.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-02 00:49:44.000,2023-06-02 00:49:44,237.0,26.0,146,53.0,144.0,1.0,2.0,1923,2023-06-01 17:23:48.000,2023.06.01,92.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-01 19:56:11.000,2023-06-01 19:56:09,385.0,28.0,2050,374.0,201.0,16.0,31.0,13776,2023-06-01 19:56:16.000,2023.06.01,100.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6752,1665.0,321.0,10.0,73.0,37472,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-01 19:56:11.000,2023-06-01 19:56:09,385.0,28.0,2050,374.0,201.0,16.0,31.0,13776,2023-06-01 19:56:16.000,2023.06.01,100.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-06-08 12:45:45.000,2023-06-07 21:34:39,32540.0,751.0,16187,1111.0,28880.0,3575.0,21261.0,38608,2023-05-28 21:06:46.000,2.0.2,114.0,3358.0,52,True,pandas,conda-forge/pandas,['pandas'],197511.0,116732199.0,1233040.0,1164524.0,https://pypi.org/project/pandas,2022-06-23 13:30:09.000,68516.0,116253982.0,https://anaconda.org/conda-forge/pandas,2023-05-29 10:39:52.426,40499958.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-06-08 13:20:42.000,2023-06-08 13:20:36,12003.0,722.0,15047,2072.0,7243.0,918.0,4888.0,59657,2023-05-26 17:27:38.234,4.23.2,138.0,1097.0,51,True,protobuf,conda-forge/protobuf,,32352084.0,129649239.0,444245.0,425249.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15623.0,122828740.0,https://anaconda.org/conda-forge/protobuf,2023-05-31 04:41:48.037,14227082.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3373.0,5970486.0,1.0,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-06-08 10:52:29.000,2023-06-08 10:52:29,32500.0,675.0,7997,588.0,12368.0,2170.0,9489.0,23706,2023-04-22 21:58:39.000,1.24.3,141.0,1627.0,51,True,numpy,conda-forge/numpy,,739045.0,150886117.0,1803395.0,1669815.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,133580.0,150194508.0,https://anaconda.org/conda-forge/numpy,2023-04-23 01:54:47.993,57991669.0,1.0,,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-06-08 13:08:01.000,2023-06-08 08:08:52,53766.0,258.0,23399,1944.0,49253.0,990.0,30833.0,57630,2023-05-30 19:15:05.064,8.0.0,328.0,6738.0,48,True,ansible,conda-forge/ansible,,,3916443.0,32320.0,28252.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4068.0,3903575.0,https://anaconda.org/conda-forge/ansible,2023-06-04 12:18:42.232,900798.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-06-08 13:23:27.000,2023-06-08 12:55:16,19971.0,873.0,12420,761.0,21264.0,858.0,6680.0,30958,2023-05-16 14:38:31.000,2.6.1,152.0,2863.0,47,True,apache-airflow,conda-forge/airflow,,485462.0,8065709.0,7290.0,7031.0,https://pypi.org/project/apache-airflow,2019-01-23 00:14:38.000,259.0,6842543.0,https://anaconda.org/conda-forge/airflow,2023-05-17 04:44:24.599,896541.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-05-16 13:48:11.084374,451.0,118160694.0,,,,,, +12,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-06-08 13:19:37.000,2023-06-08 09:57:22,12233.0,90.0,4493,479.0,2964.0,629.0,4301.0,21666,2023-06-06 06:05:13.589,5.3.0,197.0,1279.0,46,True,celery,conda-forge/celery,,,6619125.0,118813.0,103801.0,https://pypi.org/project/celery,2022-06-29 11:38:16.000,15012.0,6604583.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1265215.0,1.0,,,,,,1.0,,,,,,,,,,,, +13,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-06-07 21:03:12.000,2023-06-07 18:08:45,5190.0,197.0,1766,240.0,672.0,176.0,2810.0,8128,2023-06-06 19:31:49.959,1.26.148,1320.0,142.0,46,True,boto3,conda-forge/boto3,,,597526263.0,330644.0,313485.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17159.0,597326427.0,https://anaconda.org/conda-forge/boto3,2023-06-06 23:51:13.605,15787122.0,1.0,,,,,,,,,,,,,,,,,, +14,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-06-07 18:55:01.000,2023-06-07 15:46:33,16344.0,254.0,1161,93.0,631.0,184.0,7146.0,7336,2023-05-20 01:04:48.774,2.0.15,284.0,628.0,46,True,SQLAlchemy,conda-forge/sqlalchemy,,43521.0,73244440.0,628185.0,581012.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,47173.0,73085781.0,https://anaconda.org/conda-forge/sqlalchemy,2023-05-20 08:23:49.724,12142347.0,1.0,,,,,,,,,,,,,,,,,, +15,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-06-08 13:14:36.000,2023-06-08 13:13:47,10462.0,428.0,1171,123.0,6795.0,37.0,2201.0,5581,2023-06-01 12:31:21.662,41.0.1,115.0,290.0,46,True,cryptography,conda-forge/cryptography,,,160096878.0,497011.0,476054.0,https://pypi.org/project/cryptography,2022-07-05 13:33:24.000,20957.0,159553383.0,https://anaconda.org/conda-forge/cryptography,2023-06-01 23:16:02.015,39131681.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-06-08 12:56:53.000,2023-06-08 12:47:31,1966.0,433.0,1261,106.0,2414.0,262.0,2237.0,14012,2023-06-07 17:36:30.979,1.10.9,106.0,364.0,45,True,pydantic,conda-forge/pydantic,,,69494873.0,212176.0,205551.0,https://pypi.org/project/pydantic,2022-05-19 11:28:33.000,6625.0,69399787.0,https://anaconda.org/conda-forge/pydantic,2023-05-23 22:37:45.440,5039601.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-06-07 20:10:57.183,2023-06-07 18:08:36,11231.0,224.0,3717,570.0,3377.0,504.0,3861.0,13855,2023-06-06 19:31:05.470,1.27.148,1726.0,415.0,45,True,awscli,conda-forge/awscli,,1361.0,297952309.0,3032.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3030.0,297716444.0,https://anaconda.org/conda-forge/awscli,2023-06-07 20:10:57.183,19574818.0,1.0,,,,,,,,,,,,,,,,,, +18,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-06-08 13:17:59.000,2023-06-01 18:49:11,2278.0,39.0,1345,185.0,1020.0,132.0,1363.0,13941,2022-04-28 17:37:47.000,8.1.3,49.0,346.0,44,True,click,conda-forge/click,,,127603576.0,1333228.0,1259915.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,73313.0,127273879.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,27364879.0,1.0,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-06-07 20:54:34.000,2023-06-07 18:08:24,9938.0,272.0,1009,66.0,1961.0,141.0,890.0,1289,2023-06-07 19:34:17.370,1.29.149,1709.0,193.0,44,True,botocore,conda-forge/botocore,,,312197308.0,241888.0,233547.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8341.0,311938079.0,https://anaconda.org/conda-forge/botocore,2023-06-06 23:27:29.330,21516070.0,2.0,,,,,,,,,,,,,,,,,, +20,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-06-07 16:09:45.000,2023-05-31 19:31:47,2986.0,89.0,3105,637.0,2350.0,125.0,2103.0,20568,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,,211588.0,10964967.0,59864.0,59328.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,275.0,10089936.0,https://anaconda.org/conda-forge/flatbuffers,2023-05-28 20:03:40.815,733689.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,261.0,864441.0,,,,,,,,,,,,, +21,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-06-08 08:38:56.000,2023-06-06 16:49:14,3445.0,88.0,2202,271.0,3576.0,615.0,1705.0,16396,2023-04-28 10:09:04.000,2.12.0,67.0,514.0,43,True,datasets,conda-forge/datasets,,,3356234.0,18186.0,17740.0,https://pypi.org/project/datasets,2022-06-15 18:05:26.000,446.0,3345987.0,https://anaconda.org/conda-forge/datasets,2023-04-28 14:33:19.813,307429.0,1.0,,,,,,,,,,,,,,,,,, +22,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-06-02 21:31:13.212,2023-06-02 19:07:07,3349.0,68.0,1772,225.0,1224.0,26.0,624.0,15882,2023-06-02 19:09:03.796,18.10.1,291.0,527.0,43,True,Faker,conda-forge/faker,,,7695894.0,143908.0,140880.0,https://pypi.org/project/Faker,2022-07-06 15:19:06.000,3028.0,7685426.0,https://anaconda.org/conda-forge/faker,2023-06-02 21:31:13.212,785140.0,1.0,,,,,,,,,,,,,,,,,, +23,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-06-02 10:30:25.000,2023-05-26 14:15:52,3922.0,63.0,1931,316.0,747.0,977.0,743.0,8362,2023-05-25 18:13:14.411,3.2.0,142.0,183.0,43,True,paramiko,conda-forge/paramiko,,,36160029.0,91384.0,78563.0,https://pypi.org/project/paramiko,2022-05-17 01:07:00.000,12821.0,36119976.0,https://anaconda.org/conda-forge/paramiko,2023-05-26 04:16:06.050,3244344.0,2.0,,,,,,,,,,,,,,,,,, +24,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-06-07 19:47:53.000,2023-06-07 16:38:58,21540.0,1227.0,1462,304.0,7424.0,163.0,3456.0,4217,2023-06-07 15:33:35.000,google-cloud-discoveryengine-v0.8.1,100.0,381.0,43,True,google-cloud-storage,conda-forge/google-cloud-storage,,,42515217.0,1852.0,,https://pypi.org/project/google-cloud-storage,2022-06-08 18:12:00.000,1852.0,42466443.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-05-05 07:42:12.019,3511799.0,1.0,,,,,,2.0,,,,,,,,,,,, +25,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-06-08 09:39:42.000,2023-06-07 12:56:03,6400.0,79.0,529,33.0,734.0,406.0,1344.0,1312,2023-04-18 18:51:04.629,2.15.1,59.0,782.0,43,True,pygments,conda-forge/pygments,,,51229095.0,566253.0,529501.0,https://pypi.org/project/pygments,2022-04-24 13:37:38.000,36752.0,50971042.0,https://anaconda.org/conda-forge/pygments,2023-04-19 11:39:51.285,22192593.0,1.0,,,,,,,,,,,,,,,,,, +26,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-06-08 12:11:03.000,2023-06-08 11:35:34,117350.0,1133.0,26952,1491.0,41388.0,8208.0,56799.0,53830,2020-07-22 03:00:52.000,0.0.6,11.0,2501.0,42,True,cpython,conda-forge/typing,,,103772.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,72875.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2688084.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +27,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-06-01 15:56:52.000,2023-05-31 17:25:20,3780.0,37.0,1567,541.0,972.0,148.0,985.0,43540,2023-05-31 17:26:35.000,13.4.1,183.0,221.0,42,True,rich,conda-forge/rich,,,22624956.0,98619.0,94479.0,https://pypi.org/project/rich,2022-05-24 06:40:55.000,4140.0,22511391.0,https://anaconda.org/conda-forge/rich,2023-05-31 20:35:13.419,3974809.0,1.0,,,,,,,,,,,,,,,,,, +28,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-06-08 13:17:59.000,2023-06-08 10:16:46,4200.0,188.0,4880,702.0,3655.0,183.0,6718.0,29633,2023-05-17 17:13:14.000,2.18.1,144.0,472.0,42,True,docker-compose,conda-forge/docker-compose,,132976149.0,4004538.0,13727.0,12484.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1243.0,1744972.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,332518.0,2.0,,,,,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-06-08 10:49:43.000,2023-06-08 10:18:42,10123.0,725.0,907,171.0,6244.0,1821.0,4301.0,16197,2023-06-01 16:37:05.320,3.69.0,3887.0,226.0,42,True,pulumi,,,237894.0,3422052.0,3329.0,2619.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,130.0,2333918.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-06-01 16:36:25.355,580.0,1076806.0,,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-06-08 13:18:31.000,2023-06-08 13:18:29,14635.0,546.0,1204,152.0,5524.0,484.0,3322.0,12102,2023-06-01 20:52:56.000,2.10.12,170.0,158.0,42,True,prefect,conda-forge/prefect,,,678248.0,3037.0,3037.0,https://pypi.org/project/prefect,,,669306.0,https://anaconda.org/conda-forge/prefect,2023-06-01 22:35:28.397,456081.0,1.0,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-06-06 18:28:15.000,2023-06-06 18:28:15,3309.0,10.0,1641,197.0,1554.0,428.0,1207.0,6267,2023-06-01 14:27:42.000,6.1.3,84.0,439.0,42,True,docker,conda-forge/docker-py,,576.0,29617837.0,66464.0,62762.0,https://pypi.org/project/docker,2021-10-07 22:54:50.000,3702.0,29576922.0,https://anaconda.org/conda-forge/docker-py,2023-05-08 12:41:24.501,3395530.0,2.0,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-06-08 12:06:13.000,2023-06-08 05:31:26,14670.0,762.0,2379,366.0,22476.0,948.0,7284.0,3708,2023-06-01 18:57:18.000,azure-core_1.27.0,100.0,590.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,38157396.0,2842.0,2230.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,612.0,38141314.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-04-18 01:20:03.450,948894.0,1.0,,,,,,,,,,,,,,,,,, +33,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-06-06 09:48:33.000,2023-05-30 15:14:37,4522.0,28.0,1370,201.0,462.0,,2275.0,10095,2023-04-21 20:18:22.000,3.16.2,183.0,152.0,41,True,peewee,conda-forge/peewee,,,1091392.0,25769.0,22087.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3682.0,1085138.0,https://anaconda.org/conda-forge/peewee,2023-04-21 22:34:26.236,519131.0,1.0,,,,,,,,,,,,,,,,,, +34,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-06-08 13:13:19.000,2023-06-08 02:48:33,39378.0,761.0,3951,260.0,21360.0,4264.0,1623.0,6912,2023-05-31 20:18:43.000,2.48.0,89.0,1493.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,6613077.0,184.0,2.0,https://pypi.org/project/apache-beam,2022-06-27 21:50:53.000,182.0,6610914.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-06-02 04:31:25.621,45440.0,1.0,,,,,,,,,,,,,,,,,, +35,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-06-08 00:10:48.000,2023-06-08 00:07:59,4249.0,62.0,493,57.0,871.0,242.0,1176.0,1881,2023-01-23 10:26:08.294,3.8.0,33.0,195.0,41,True,h5py,conda-forge/h5py,,2712.0,12280367.0,233057.0,218348.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14709.0,12141125.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,12111003.0,1.0,,,,,,,,,,,,,,,,,, +36,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-06-06 20:05:49.000,2023-05-31 18:49:39,12792.0,42.0,3024,613.0,3471.0,977.0,3868.0,15948,2023-05-20 14:20:47.000,2.2.0,43.0,586.0,40,True,kivy,conda-forge/kivy,,30971.0,91590.0,10700.0,10096.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,604.0,86123.0,https://anaconda.org/conda-forge/kivy,2023-05-20 16:42:24.729,305088.0,1.0,,,,,,,,,,,,,,,,,, +37,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-06-08 08:55:58.000,2023-06-08 08:55:58,1780.0,46.0,1356,210.0,828.0,157.0,917.0,8942,2023-05-27 02:29:02.468,1.15.0,75.0,295.0,40,True,rq,conda-forge/rq,,,767947.0,15512.0,13743.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1769.0,766836.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,92258.0,1.0,,,,,,,,,,,,,,,,,, +38,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-06-08 12:52:46.000,2023-06-07 21:26:34,14672.0,1133.0,959,97.0,8672.0,1687.0,4032.0,7597,2023-06-01 18:44:49.000,1.3.7,541.0,315.0,40,True,dagster,conda-forge/dagster,,,516397.0,1348.0,1231.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,117.0,495272.0,https://anaconda.org/conda-forge/dagster,2023-06-02 12:55:03.630,908377.0,1.0,,,,,,,,,,,,,,,,,, +39,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-05-25 07:36:53.000,2023-05-25 07:36:52,1073.0,32.0,1405,232.0,473.0,15.0,623.0,7313,2023-03-28 03:56:56.000,1.0.3,37.0,120.0,40,True,PyMySQL,conda-forge/pymysql,,,31961809.0,179806.0,169219.0,https://pypi.org/project/PyMySQL,2021-01-09 11:33:39.000,10587.0,31945039.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1140366.0,1.0,,,,,,,,,,,,,,,,,, +40,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-06-08 00:35:49.000,2023-06-06 05:57:23,1303.0,37.0,338,64.0,511.0,114.0,521.0,4766,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,40,True,attrs,conda-forge/attrs,,,116769900.0,752252.0,734609.0,https://pypi.org/project/attrs,2017-11-08 17:57:49.000,17643.0,116388660.0,https://anaconda.org/conda-forge/attrs,2023-05-07 01:50:52.108,28593069.0,1.0,,,,,,,,,,,,,,,,,, +41,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-06-05 20:04:51.000,2023-06-05 20:04:34,2503.0,77.0,537,59.0,313.0,24.0,717.0,4155,2023-06-05 20:20:44.000,4.18.0a9,47.0,108.0,40,True,jsonschema,conda-forge/jsonschema,,5.0,67817596.0,391724.0,391724.0,https://pypi.org/project/jsonschema,,,67584919.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,20010228.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +42,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-06-08 10:15:47.000,2023-06-07 20:36:46,1517.0,13.0,1119,395.0,1203.0,37.0,978.0,3967,2023-05-25 17:46:27.000,8.8.0,66.0,193.0,40,True,elasticsearch,conda-forge/elasticsearch,,2991.0,13624173.0,38520.0,38520.0,https://pypi.org/project/elasticsearch,,,13614035.0,https://anaconda.org/conda-forge/elasticsearch,2023-05-28 15:43:09.397,843822.0,1.0,,,,,,,,,,,,,,,,,, +43,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-06-04 22:28:13.000,2023-06-03 11:41:23,1467.0,52.0,243,36.0,469.0,27.0,242.0,3067,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,40,True,more-itertools,conda-forge/more-itertools,,2687.0,35531041.0,189189.0,180555.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8634.0,35376590.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11426892.0,1.0,,,,,,,,,,,,,,,,,, +44,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-06-08 13:27:53.000,2023-06-08 11:06:58,6539.0,868.0,948,127.0,5223.0,841.0,3228.0,17666,2023-06-07 18:08:36.000,py-0.18.1,292.0,224.0,39,True,polars,,,,607049.0,2378.0,2219.0,https://pypi.org/project/polars,2022-05-01 21:13:18.000,159.0,607049.0,,,,2.0,,,,,,,,,,,,,,,,,, +45,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-06-08 13:29:28.000,2023-06-07 23:25:43,11058.0,572.0,1329,76.0,6311.0,174.0,1520.0,8435,2023-06-01 21:05:38.000,0.16.15,220.0,391.0,39,True,great_expectations,conda-forge/great-expectations,,,9856450.0,28.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,28.0,9845985.0,https://anaconda.org/conda-forge/great-expectations,2023-06-02 00:33:01.705,659346.0,2.0,,,,,,,,,,,,,,,,,, +46,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-04-05 23:32:33.000,2023-03-02 20:25:13,2157.0,,1338,154.0,946.0,282.0,1174.0,5211,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1830.0,7361586.0,19602.0,18206.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1396.0,7356116.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,398105.0,2.0,,,,,,,,,,,,,,,,,, +47,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-06-02 20:30:03.000,2023-05-19 21:16:04,2701.0,97.0,1177,199.0,1184.0,168.0,1775.0,3127,2023-05-05 16:39:25.000,4.2.0,42.0,219.0,39,True,netmiko,,,,196190.0,3892.0,3633.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,259.0,196190.0,,,,2.0,,,,,,,,,,,,,,,,,, +48,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-06-07 10:09:23.000,2023-06-07 10:09:12,3047.0,19.0,475,73.0,285.0,21.0,1213.0,2949,2023-04-03 11:33:15.441,2.9.6,56.0,131.0,39,False,psycopg2,psycopg2,,,14378102.0,664416.0,602943.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61453.0,14375789.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,210551.0,2.0,,,,,,,,,,,,,,20.0,,,, +49,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-06-06 19:08:37.000,2023-06-06 19:08:37,1575.0,4.0,428,43.0,614.0,327.0,398.0,2076,2021-07-14 08:19:18.000,2.8.2,24.0,131.0,39,True,python-dateutil,conda-forge/python-dateutil,,34920.0,237606126.0,1071111.0,1067008.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,237078217.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,44842424.0,1.0,,,,,,,,,,,,,,,,,, +50,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-05-27 13:56:55.000,2023-05-26 20:01:48,1703.0,52.0,185,19.0,117.0,99.0,862.0,1954,2023-05-17 22:10:39.727,1.11.1,115.0,165.0,39,True,alembic,conda-forge/alembic,,,23847810.0,175601.0,164149.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11452.0,23807398.0,https://anaconda.org/conda-forge/alembic,2023-05-18 02:34:43.779,3354278.0,2.0,,,,,,,,,,,,,,,,,, +51,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-06-03 03:41:21.000,2023-06-03 03:41:15,1143.0,48.0,260,24.0,162.0,28.0,273.0,1848,2022-05-10 23:30:45.000,pyparsing_3.0.9,69.0,55.0,39,True,pyparsing,conda-forge/pyparsing,,7922.0,73565190.0,828973.0,796990.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31983.0,73133546.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,36246525.0,1.0,,,,,,,,,,,,,,,,,, +52,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-06-08 01:14:56.000,2023-06-08 01:14:56,2160.0,53.0,253,24.0,731.0,197.0,361.0,595,2023-05-07 19:05:45.190,2023.5.0,68.0,183.0,39,True,fsspec,conda-forge/fsspec,,,93689202.0,49710.0,49128.0,https://pypi.org/project/fsspec,2022-05-19 18:14:36.000,582.0,93452464.0,https://anaconda.org/conda-forge/fsspec,2023-05-07 21:30:49.626,12310379.0,1.0,,,,,,,,,,,,,,,,,, +53,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-06-07 08:35:43.000,2022-09-09 12:04:10,2962.0,,1836,228.0,1040.0,272.0,571.0,19710,2022-06-01 17:01:17.000,2.1.1,34.0,286.0,38,True,cookiecutter,conda-forge/cookiecutter,,,2119008.0,22167.0,20596.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1571.0,2110614.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,713552.0,1.0,,,,,,,,,,,,,,,,,, +54,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-06-08 12:43:14.000,2023-06-07 19:18:20,2463.0,201.0,611,112.0,2632.0,906.0,2768.0,8692,2023-06-07 17:39:27.000,0.22.1,77.0,115.0,38,True,modin,conda-forge/modin-core,['pandas'],196622.0,1105472.0,1097.0,1060.0,https://pypi.org/project/modin,2022-06-25 00:04:51.000,37.0,1091715.0,https://anaconda.org/conda-forge/modin-core,2023-06-01 21:18:33.606,239796.0,2.0,,,,,,,,,,,,,,,,,, +55,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-05-28 09:13:44.000,2023-04-28 08:22:02,2699.0,3.0,675,151.0,714.0,555.0,546.0,8387,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,24860864.0,1406.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1406.0,24452074.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,15942820.0,2.0,,,,,,,,,,,,,,,,,, +56,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-06-06 07:00:34.000,2023-06-06 07:00:33,3179.0,20.0,627,81.0,969.0,163.0,1026.0,6569,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,38,True,marshmallow,conda-forge/marshmallow,,,20964680.0,92455.0,82251.0,https://pypi.org/project/marshmallow,2016-09-05 18:17:34.000,10204.0,20942626.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1786426.0,2.0,,,,,,,,,,,,,,,,,, +57,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-05-14 21:27:17.000,2023-05-14 21:27:17,1441.0,34.0,677,132.0,377.0,165.0,451.0,5840,2023-03-20 09:22:33.000,3.0.0,44.0,144.0,38,True,watchdog,conda-forge/watchdog,,,12959004.0,103310.0,95301.0,https://pypi.org/project/watchdog,2022-06-10 10:28:22.000,8009.0,12932574.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,2167282.0,2.0,,,,,,,,,,,,,,,,,, +58,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-06-07 12:30:33.000,2023-06-05 16:37:25,1661.0,24.0,3095,138.0,838.0,96.0,1148.0,5744,2023-02-16 01:06:58.000,26.1.0,85.0,180.0,38,True,kubernetes,conda-forge/kubernetes,,,14056385.0,1312.0,,https://pypi.org/project/kubernetes,2022-06-22 18:33:29.000,1312.0,14049702.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,421038.0,3.0,,,,,,,,,,,,,,,,,, +59,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-05-28 05:24:49.000,2023-04-18 19:22:32,4081.0,6.0,1211,137.0,1100.0,378.0,1309.0,4003,2023-03-03 10:28:06.959,0.27.0,72.0,385.0,38,True,mongoengine,conda-forge/mongoengine,,,1010514.0,24130.0,20551.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3579.0,1007960.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,209504.0,2.0,,,,,,,,,,,,,,,,,, +60,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-06-01 00:30:06.000,2023-06-01 00:00:40,1462.0,16.0,380,62.0,673.0,383.0,447.0,3282,2022-10-10 12:56:17.006,1.1.1,104.0,120.0,38,True,joblib,conda-forge/joblib,,,27052525.0,302108.0,296040.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,6068.0,26819639.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,19329597.0,2.0,,,,,,,,,,,,,,,,,, +61,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-04-25 19:40:25.000,2022-09-13 22:22:16,316.0,,449,51.0,244.0,264.0,288.0,2183,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,182998801.0,902451.0,827451.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,75000.0,182586015.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,34674092.0,1.0,,,,,,,,,,,,,,,,,, +62,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-05 18:23:33.000,2023-01-29 03:07:44,1874.0,,278,38.0,238.0,198.0,198.0,1167,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,32803990.0,294891.0,277493.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17398.0,32665627.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,11484161.0,1.0,,,,,,,,,,,,,,,,,, +63,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-04-11 22:58:48.175,2023-02-13 20:24:46,287.0,,1369,381.0,162.0,131.0,171.0,24659,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,7039179.0,23306.0,21590.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1716.0,7030748.0,https://anaconda.org/conda-forge/fire,2023-04-11 22:58:48.175,607078.0,2.0,,,,,,,,,,,,,,,,,, +64,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-05-09 08:37:29.000,2023-05-04 09:47:52,4078.0,6.0,2371,482.0,2270.0,114.0,876.0,16565,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,582486.0,2559.0,2143.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,414.0,582338.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,13063.0,2.0,,,,,,,,stable/luigi,,,,,,2.0,,,, +65,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-05-26 16:10:00.460,2023-05-25 18:13:19,1579.0,27.0,1924,466.0,548.0,460.0,1303.0,14067,2023-05-25 18:14:00.894,3.1.0,126.0,136.0,37,True,fabric,conda-forge/fabric,,,3390048.0,81.0,,https://pypi.org/project/fabric,2022-04-07 17:07:25.000,81.0,3389255.0,https://anaconda.org/conda-forge/fabric,2023-05-26 16:10:00.460,65050.0,3.0,,,,,,,,,,,,,,,,,, +66,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-05-29 15:31:38.000,2023-05-29 15:31:38,6780.0,55.0,1738,226.0,3033.0,716.0,2605.0,11704,2023-05-21 23:32:04.378,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,333313.0,8901.0,8597.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,304.0,330981.0,https://anaconda.org/conda-forge/pysimplegui,2023-05-25 06:25:10.742,107273.0,2.0,,,,,,,,,,,,,,,,,, +67,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-06-08 11:21:44.000,2023-05-28 02:13:10,2188.0,51.0,2282,327.0,1345.0,163.0,1286.0,11535,2023-05-08 11:53:57.000,4.5.5,50.0,397.0,37,True,redis,conda-forge/redis-py,,,27747020.0,,,https://pypi.org/project/redis,,,27735142.0,https://anaconda.org/conda-forge/redis-py,2023-05-29 13:34:40.711,985911.0,2.0,,,,,,-7.0,,,,,,,,,,,, +68,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-06-02 16:30:51.000,2023-01-15 16:27:26,925.0,,550,226.0,230.0,81.0,249.0,9361,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,395.0,6463006.0,82680.0,80857.0,https://pypi.org/project/uvloop,2021-08-10 19:41:14.000,1823.0,6454242.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,595706.0,1.0,,,,,,,,,,,,,,,,,, +69,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-05-07 09:45:40.000,2022-11-15 16:25:22,1396.0,,642,135.0,667.0,96.0,398.0,8319,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11459532.0,58258.0,53533.0,https://pypi.org/project/arrow,2022-01-27 15:47:11.000,4725.0,11440076.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1653801.0,2.0,,,,,,,,,,,,,,,,,, +70,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-06-08 13:21:47.000,2023-06-07 23:19:09,6124.0,182.0,1262,134.0,3476.0,494.0,3612.0,7073,2023-05-30 15:24:14.000,1.5.1,173.0,281.0,37,True,dbt,conda-forge/dbt,,1775.0,305642.0,2791.0,2761.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,302535.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,239852.0,2.0,,,,,,,,,,,,,,,dbt,,, +71,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-04-17 15:12:57.000,2023-04-17 15:12:57,354.0,2.0,366,36.0,220.0,34.0,216.0,6077,2023-02-24 06:47:13.294,1.0.0,44.0,91.0,37,True,python-dotenv,conda-forge/python-dotenv,,,28664033.0,482506.0,474468.0,https://pypi.org/project/python-dotenv,2022-03-24 21:32:35.000,8038.0,28633243.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2432456.0,1.0,,,,,,,,,,,,,,,,,, +72,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-06-08 13:12:35.000,2023-06-06 15:25:31,2180.0,149.0,621,59.0,1323.0,27.0,904.0,3476,2023-05-16 00:12:01.000,3.1.1,137.0,131.0,37,True,awswrangler,conda-forge/awswrangler,['pandas'],192527.0,26670366.0,1113.0,1059.0,https://pypi.org/project/awswrangler,2022-06-28 15:58:16.000,54.0,26657679.0,https://anaconda.org/conda-forge/awswrangler,2023-05-16 02:55:23.066,378427.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +73,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-08 06:36:14.000,2023-05-29 09:51:38,1328.0,21.0,605,121.0,118.0,18.0,859.0,3262,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11222217.0,65129.0,61237.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3892.0,11185449.0,https://anaconda.org/conda-forge/xlsxwriter,2023-05-28 18:05:12.698,2684132.0,3.0,,,,,,,,,,,,,,,,,, +74,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-06-08 08:39:44.000,2023-06-06 15:14:36,4621.0,123.0,939,107.0,3488.0,1134.0,2740.0,2987,2023-05-19 02:39:12.589,2023.5.0,79.0,429.0,37,True,xarray,conda-forge/xarray,,,2952913.0,1714.0,1.0,https://pypi.org/project/xarray,2022-06-09 14:56:37.000,1713.0,2858858.0,https://anaconda.org/conda-forge/xarray,2023-05-19 22:53:13.631,8182852.0,2.0,,,,,,,,,,,,,,,,,, +75,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-06-08 11:18:30.000,2023-06-08 11:18:28,2609.0,69.0,469,120.0,533.0,272.0,1471.0,2617,2023-05-27 08:03:01.304,0.30.8,153.0,61.0,37,True,xlwings,conda-forge/xlwings,,21517.0,101150.0,29156.0,28516.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,640.0,92143.0,https://anaconda.org/conda-forge/xlwings,2023-05-30 08:06:07.040,609647.0,1.0,,,,,,,,,,,,,,,,,, +76,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-05-02 11:58:24.000,2023-04-02 16:48:18,1600.0,5.0,459,95.0,300.0,183.0,290.0,2385,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,pexpect,conda-forge/pexpect,,4329.0,31223753.0,297202.0,281118.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16084.0,31058751.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,14187064.0,1.0,,,,,,,,,,,,,,,,,, +77,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-06-01 20:14:54.000,2023-05-16 10:59:01,1496.0,10.0,439,132.0,549.0,296.0,369.0,2294,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,37,True,dateparser,conda-forge/dateparser,,,4790634.0,21359.0,20135.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1224.0,4788730.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,146621.0,2.0,,,,,,,,,,,,,,,,,, +78,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-04-10 11:30:34.098,2023-04-06 19:00:56,650.0,12.0,329,67.0,122.0,18.0,175.0,1582,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,37,True,simplejson,conda-forge/simplejson,,6197.0,18444159.0,126211.0,105295.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20916.0,18407485.0,https://anaconda.org/conda-forge/simplejson,2023-04-10 11:30:34.098,2598906.0,2.0,,,,,,2.0,,,,,,,,,,,, +79,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-05-30 16:14:31.000,2023-01-28 14:19:39,895.0,,226,52.0,151.0,27.0,184.0,1474,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,37,True,greenlet,conda-forge/greenlet,,,56728590.0,260311.0,249977.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10334.0,56632776.0,https://anaconda.org/conda-forge/greenlet,2023-05-14 17:00:17.987,6994424.0,1.0,,,,,,,,,,,,,,,,,, +80,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-06-06 00:06:01.000,2023-05-22 21:18:10,833.0,42.0,106,27.0,256.0,58.0,247.0,1287,2023-05-27 11:13:03.102,3.7.0,45.0,41.0,37,True,anyio,conda-forge/anyio,,,27435950.0,132865.0,132456.0,https://pypi.org/project/anyio,2022-05-13 12:50:47.000,409.0,27275772.0,https://anaconda.org/conda-forge/anyio,2023-05-30 22:43:41.409,7208029.0,1.0,,,,,,,,,,,,,,,,,, +81,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-01 14:27:41.000,2023-06-01 10:34:06,1382.0,14.0,312,32.0,325.0,181.0,236.0,1102,2023-05-02 07:31:50.000,0.41.1,214.0,116.0,37,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4586862.0,24883.0,22790.0,https://pypi.org/project/sqlalchemy-utils,2022-07-11 07:34:08.517,2093.0,4581095.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-04-27 15:27:44.038,467130.0,2.0,,,,,,,,,,,,,,,,,, +82,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,947,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,219080035.0,1832220.0,1696517.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135703.0,218570211.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,43335102.0,2.0,,,,,,,,,,,,,,,,,, +83,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2017-06-26 15:29:47.549,2023-06-04 00:04:42.000,2023-06-03 23:22:05,1656.0,31.0,245,57.0,1013.0,82.0,492.0,607,2023-06-01 16:45:46.863,3.11.0,143.0,128.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,29033847.0,20815.0,19732.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1083.0,28997506.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-06-02 04:59:19.128,2616566.0,2.0,,,,,,,,,,,,,,,,,, +84,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-06-08 12:50:16.000,2023-06-08 10:12:07,6549.0,433.0,1211,350.0,226.0,51.0,428.0,13164,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,,1063.0,158510.0,50.0,46.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,158299.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,196.0,,,,,,,,,,,,, +85,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-06-06 11:54:43.000,2023-04-11 15:40:50,389.0,8.0,913,208.0,176.0,148.0,279.0,10833,2023-04-10 10:14:03.842,1.2.0,25.0,57.0,36,True,schedule,conda-forge/schedule,,,2754961.0,27592.0,26168.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1424.0,2754136.0,https://anaconda.org/conda-forge/schedule,2023-04-11 03:15:46.375,34679.0,3.0,,,,,,,,,,,,,,,,,, +86,Kedro,kedro-org/kedro,A Python framework for creating maintainable and modular data science code.,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-06-08 13:22:27.000,2023-06-08 12:28:41,2268.0,75.0,795,105.0,1142.0,303.0,1003.0,8418,2023-05-31 17:00:41.778,0.18.9,41.0,191.0,36,True,kedro,,,,387776.0,1712.0,1656.0,https://pypi.org/project/kedro,2019-04-08 14:53:35.000,56.0,387776.0,,,,2.0,,,,,,,,,,,,,,,,,, +87,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-05-27 18:14:41.000,2023-05-27 18:14:41,2423.0,14.0,1207,234.0,473.0,146.0,998.0,7789,2022-12-24 01:04:06.789,4.2.5,50.0,175.0,36,True,supervisor,conda-forge/supervisor,,,1237223.0,11224.0,9273.0,https://pypi.org/project/supervisor,2021-12-30 20:46:21.000,1951.0,1234213.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,255902.0,2.0,,,,,,,,,,,,,,,,,, +88,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-06-05 10:47:40.000,2023-05-22 16:29:34,1429.0,14.0,486,140.0,230.0,8.0,442.0,6598,2023-05-15 15:25:45.070,2.0.4,42.0,94.0,36,True,sh,conda-forge/sh,,,3744244.0,15118.0,12497.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2621.0,3742116.0,https://anaconda.org/conda-forge/sh,2023-05-16 04:58:18.019,172389.0,2.0,,,,,,,,,,,,,,,,,, +89,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-06-02 08:37:06.000,2023-05-03 23:41:26,836.0,12.0,836,338.0,509.0,256.0,827.0,3274,2023-05-04 18:21:10.000,2.1.1,29.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9229667.0,6687.0,6278.0,https://pypi.org/project/confluent-kafka,2017-07-25 21:54:37.000,409.0,9220218.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-04-26 16:07:01.103,708712.0,2.0,,,,,,,,,,,,,,,,,, +90,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-04-17 03:11:21.000,2022-11-04 10:01:12,370.0,,232,44.0,140.0,110.0,138.0,3169,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,117174992.0,691672.0,670635.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21037.0,116917106.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,22178208.0,2.0,,,,,,,,,,,,,,,,,, +91,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-05-31 00:00:47.000,2023-05-31 00:00:47,551.0,7.0,579,97.0,176.0,27.0,303.0,2874,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,102156983.0,597305.0,580227.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17078.0,101778305.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,31051660.0,2.0,,,,,,,,,,,,,,,,,, +92,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-04-17 15:55:17.000,2023-03-25 23:08:27,422.0,1.0,149,29.0,272.0,82.0,161.0,1384,2023-01-19 09:28:09.524,2.2.1,38.0,55.0,36,True,cloudpickle,conda-forge/cloudpickle,,22.0,25979431.0,83501.0,80668.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2833.0,25826187.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,13332310.0,2.0,,,,,,,,,,,,,,,,,, +93,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-06-05 01:43:41.000,2023-06-05 01:43:41,723.0,60.0,115,35.0,201.0,53.0,187.0,1213,2023-04-23 21:47:00.480,3.0.8,115.0,64.0,36,True,argcomplete,conda-forge/argcomplete,,276.0,20036725.0,45894.0,43760.0,https://pypi.org/project/argcomplete,2018-02-13 15:41:12.000,2134.0,20022238.0,https://anaconda.org/conda-forge/argcomplete,2023-04-24 08:19:16.875,1100846.0,2.0,,,,,,,,,,,,,,,,,, +94,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-06-06 16:42:18.000,2023-06-06 16:42:16,1960.0,8.0,195,26.0,575.0,91.0,190.0,557,2023-01-30 14:16:04.000,5.9.0,25.0,110.0,36,True,traitlets,conda-forge/traitlets,,134.0,23916517.0,323021.0,323021.0,https://pypi.org/project/traitlets,,,23674357.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,20824973.0,2.0,,,,,,,,,,,,,,,,,, +95,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-06-08 13:21:40.000,2023-06-08 13:12:56,14839.0,265.0,6386,732.0,5297.0,1559.0,3477.0,16710,2023-04-26 15:20:33.000,1.20.0,14.0,573.0,35,True,micropython-_markupbase,,,61540.0,879.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +96,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-06-05 07:46:05.000,2023-05-02 06:15:57,457.0,27.0,465,67.0,258.0,202.0,163.0,11379,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12761845.0,2820.0,,https://pypi.org/project/typer,2022-07-06 18:56:31.000,2820.0,12725247.0,https://anaconda.org/conda-forge/typer,2023-05-02 12:12:32.753,1390747.0,2.0,,,,,,,,,,,,,,,,,, +97,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,184.0,7805,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,11864339.0,107411.0,94990.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12421.0,11843852.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1761967.0,2.0,,,,,,,,,,,,,,,,,, +98,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-06-01 23:33:00.678,2023-06-01 14:37:05,571.0,33.0,167,32.0,74.0,3.0,313.0,4635,2023-06-01 14:59:14.157,3.9.0,107.0,18.0,35,True,orjson,conda-forge/orjson,,,11701153.0,46451.0,45475.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,976.0,11681611.0,https://anaconda.org/conda-forge/orjson,2023-06-01 23:33:00.678,742616.0,2.0,,,,,,,,,,,,,,,,,, +99,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-05-27 22:35:49.000,2022-11-03 19:39:10,1206.0,,249,83.0,347.0,114.0,142.0,4257,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,18595180.0,100706.0,97225.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3481.0,18405506.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,15932661.0,2.0,,,,,,,,,,,,,,,,,, +100,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-04-11 12:17:55.000,2023-04-11 12:17:55,1165.0,5.0,576,139.0,306.0,35.0,214.0,4251,2023-03-24 12:15:01.094,3.4.0,43.0,121.0,35,True,tablib,conda-forge/tablib,,,1587612.0,53816.0,52542.0,https://pypi.org/project/tablib,2022-04-09 14:18:50.000,1274.0,1586513.0,https://anaconda.org/conda-forge/tablib,2023-03-24 14:13:35.261,86891.0,2.0,,,,,,,,,,,,,,,,,, +101,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-06-07 20:24:28.000,2023-06-07 20:24:28,875.0,26.0,363,88.0,256.0,23.0,314.0,4087,2023-01-06 20:01:18.498,5.7.0,35.0,85.0,35,True,ujson,conda-forge/ujson,,,7314279.0,4396.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4396.0,7260873.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3631664.0,2.0,,,,,,,,,,,,,,,,,, +102,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-05-30 09:50:04.287,2023-05-30 07:30:51,1568.0,25.0,412,86.0,105.0,6.0,160.0,3241,2023-05-30 07:55:44.822,8.13.13,221.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4768722.0,1418.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1418.0,4759747.0,https://anaconda.org/conda-forge/phonenumbers,2023-05-30 09:50:04.287,753978.0,1.0,,,,,,,,,,,,,,,,,, +103,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-06-08 13:11:18.000,2023-06-08 12:30:10,5454.0,654.0,417,77.0,4204.0,76.0,2069.0,2771,2023-04-11 17:45:32.960,5.1.0,36.0,141.0,35,True,ibis-framework,conda-forge/ibis-framework,,79.0,82402.0,565.0,515.0,https://pypi.org/project/ibis-framework,2018-03-30 23:37:34.000,50.0,79060.0,https://anaconda.org/conda-forge/ibis-framework,2023-04-11 19:20:15.448,287093.0,2.0,,,,,,,,,,,,,,,,,, +104,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-05-30 14:43:53.540,2023-05-30 10:38:03,1260.0,12.0,185,48.0,307.0,126.0,221.0,2599,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,35,True,plumbum,conda-forge/plumbum,,,1157128.0,4649.0,4189.0,https://pypi.org/project/plumbum,2021-12-23 19:58:48.000,460.0,1144785.0,https://anaconda.org/conda-forge/plumbum,2023-05-30 14:43:53.540,962770.0,3.0,,,,,,,,,,,,,,,,,, +105,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,,2014-05-02 15:11:38.000,2023-06-06 15:28:34.000,2023-06-03 21:17:44,2805.0,34.0,428,61.0,195.0,43.0,488.0,2386,2023-05-17 21:03:16.000,3.18.0x,33.0,138.0,35,False,pycryptodomex,conda-forge/pycryptodomex,,,29130502.0,69740.0,69740.0,https://pypi.org/project/pycryptodomex,,,29111064.0,https://anaconda.org/conda-forge/pycryptodomex,2023-05-19 21:46:31.448,1282954.0,2.0,,,,,,,,,,,,,,,,,, +106,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-05-20 17:46:16.000,2023-05-20 17:46:16,1059.0,31.0,408,54.0,279.0,8.0,306.0,2250,2022-06-22 08:12:35.000,2.1.1,35.0,78.0,35,True,mysqlclient,conda-forge/mysqlclient,,5246.0,4040008.0,134225.0,127016.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7209.0,4035243.0,https://anaconda.org/conda-forge/mysqlclient,2023-04-06 18:27:57.286,263275.0,2.0,,,,,,,,,,,,,,,,,, +107,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-06-07 00:15:36.000,2023-06-07 00:15:35,983.0,9.0,160,23.0,145.0,164.0,313.0,1929,2022-10-23 22:50:21.000,dill-0.3.6,25.0,43.0,35,True,dill,conda-forge/dill,,290507.0,24476213.0,104568.0,100794.0,https://pypi.org/project/dill,2022-05-20 11:21:11.000,3774.0,24423789.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,4193315.0,2.0,,,,,,,,,,,,,,,,,, +108,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-06-04 18:33:55.000,2023-05-10 07:18:57,976.0,10.0,197,28.0,149.0,64.0,183.0,1676,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,35,True,deepdiff,conda-forge/deepdiff,,,9249075.0,7871.0,7115.0,https://pypi.org/project/deepdiff,2022-04-10 06:29:15.000,756.0,9245005.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,276787.0,1.0,,,,,,,,,,,,,,,,,, +109,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-05-31 19:28:05.000,2023-05-31 19:28:05,4480.0,36.0,250,58.0,342.0,151.0,532.0,1211,2022-12-23 13:29:42.000,3.8.0,36.0,118.0,35,True,tables,conda-forge/pytables,,172.0,786087.0,48963.0,46447.0,https://pypi.org/project/tables,2021-12-28 21:42:08.000,2516.0,712954.0,https://anaconda.org/conda-forge/pytables,2023-04-08 17:21:15.847,5996783.0,2.0,,,,,,,,,,,,,,,,,, +110,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-06-05 15:34:56.000,2023-06-05 15:34:56,990.0,16.0,225,22.0,355.0,104.0,281.0,690,2023-05-07 19:15:42.558,2023.5.0,58.0,119.0,35,True,s3fs,conda-forge/s3fs,,,96738589.0,14109.0,13532.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,577.0,96671577.0,https://anaconda.org/conda-forge/s3fs,2023-05-07 23:54:59.372,5696079.0,2.0,,,,,,,,,,,,,,,,,, +111,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-06-05 20:06:45.000,2023-05-22 23:51:10,520.0,9.0,1867,361.0,444.0,328.0,180.0,30048,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,34,True,diagrams,conda-forge/diagrams,,,104463.0,1067.0,1030.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,37.0,100131.0,https://anaconda.org/conda-forge/diagrams,2023-04-07 13:33:12.269,160287.0,2.0,,,,,,,,,,,,,,,,,, +112,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-05-06 17:25:39.000,2023-05-06 17:25:38,1519.0,4.0,340,147.0,191.0,60.0,102.0,6213,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,34,True,boltons,conda-forge/boltons,,23.0,3928168.0,4893.0,4466.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,427.0,3903449.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,2101199.0,2.0,,,,,,,,,,,,,,,,,, +113,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-06-06 02:06:39.000,2023-02-25 00:51:39,793.0,,331,65.0,236.0,245.0,264.0,5481,2020-07-24 18:17:05.000,2.1.2,53.0,88.0,34,True,pendulum,conda-forge/pendulum,,114.0,11285429.0,21534.0,20368.0,https://pypi.org/project/pendulum,2020-07-24 18:16:40.000,1166.0,11275104.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,743339.0,2.0,,,,,,,,,,,,,,,,,, +114,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-03-20 14:09:46.000,2023-03-01 20:59:31,1023.0,,767,415.0,366.0,125.0,1144.0,3660,2023-03-01 21:00:10.000,7.4.1,9.0,129.0,34,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,171.0,2802121.0,9107.0,9107.0,https://pypi.org/project/elasticsearch-dsl,,,2802009.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7410.0,2.0,,,,,,,,,,,,,,,,,, +115,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-06-06 03:04:27.000,2023-06-05 08:51:50,1175.0,16.0,313,41.0,464.0,452.0,479.0,3587,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,83607.0,5756.0,5656.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,100.0,83077.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,12729.0,2.0,,,,,,,,,,,,,,,,,, +116,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-06-07 22:45:29.000,2023-05-24 19:46:05,685.0,29.0,271,35.0,469.0,105.0,334.0,3066,2023-03-02 15:20:46.983,3.1.12,81.0,111.0,34,True,dynaconf,conda-forge/dynaconf,,,1721277.0,6851.0,6609.0,https://pypi.org/project/dynaconf,2022-06-06 18:03:52.000,242.0,1719682.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,51062.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +117,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2955,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,34,True,sortedcontainers,conda-forge/sortedcontainers,,,22162116.0,118548.0,116380.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2168.0,22040404.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,10102104.0,1.0,,,,,,,,,,,,,,,,,, +118,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-05-09 06:02:11.000,2023-04-14 13:49:36,454.0,11.0,525,125.0,202.0,61.0,925.0,2677,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,34,False,pyodbc,conda-forge/pyodbc,,,25106549.0,2127.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2127.0,25091944.0,https://anaconda.org/conda-forge/pyodbc,2023-04-25 17:54:19.416,1022373.0,2.0,,,,,,,,,,,,,,,,,, +119,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-06-08 07:47:05.000,2023-06-08 07:47:05,1287.0,210.0,177,42.0,1059.0,66.0,494.0,2261,2023-06-06 15:25:28.021,0.33.0,627.0,63.0,34,True,docarray,conda-forge/docarray,,,98981.0,364.0,353.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,11.0,93153.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,99089.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +120,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-05-16 12:28:04.000,2023-05-16 12:28:04,1728.0,15.0,189,87.0,206.0,,,2163,2023-04-03 20:26:32.000,3.1.2,42.0,42.0,34,True,motor,conda-forge/motor,,,880933.0,63007.0,61851.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1156.0,879871.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,57364.0,2.0,,,,,,,,,,,,,,,,,, +121,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-06-01 18:03:33.000,2023-01-30 20:16:12,9680.0,,894,87.0,1716.0,78.0,114.0,1944,2023-01-09 20:58:01.975,3.7.0,70.0,457.0,34,True,apache-libcloud,,,,128728.0,3844.0,2989.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,855.0,128728.0,,,,2.0,,,,,,,,,,,,,,,,,, +122,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-04-10 16:43:27.000,2022-12-29 07:29:09,696.0,,140,43.0,108.0,23.0,144.0,1865,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,55083680.0,286659.0,284373.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2286.0,54757787.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,18250029.0,1.0,,,,,,,,,,,,,,,,,, +123,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-05-23 16:41:08.000,2023-05-23 16:41:08,852.0,4.0,223,47.0,272.0,8.0,262.0,1754,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,msgpack,conda-forge/msgpack-python,,1025.0,31975457.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,31820258.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,12259554.0,3.0,,,,,,,,,,,,,,,,,, +124,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-06-08 08:58:35.000,2023-06-08 08:44:35,460.0,13.0,255,26.0,108.0,11.0,140.0,1688,2023-06-08 08:54:53.000,2.5.0,38.0,60.0,34,True,emoji,conda-forge/emoji,,,1713202.0,58284.0,56859.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1425.0,1712206.0,https://anaconda.org/conda-forge/emoji,2023-05-24 16:04:34.164,51801.0,1.0,,,,,,,,,,,,,,,,,, +125,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-06-08 02:12:47.961,2023-06-06 21:24:28,6024.0,40.0,520,79.0,1088.0,8.0,,1335,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1337455.0,5754.0,5060.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,694.0,1335206.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,166432.0,2.0,,,,,,,,,,,,,,,,,, +126,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-05-26 20:00:08.000,2023-05-26 20:00:07,1357.0,11.0,158,34.0,158.0,61.0,228.0,1137,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,8076415.0,2362.0,,https://pypi.org/project/jsonpickle,2022-05-11 16:03:32.000,2362.0,8057045.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1355964.0,3.0,,,,,,,,,,,,,,,,,, +127,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-06-07 12:02:00.000,2023-02-12 00:08:39,785.0,,192,42.0,112.0,142.0,269.0,1073,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,30006405.0,24573.0,23885.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,688.0,29969516.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,3024898.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +128,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-06-08 10:37:34.000,2023-06-05 15:45:36,1882.0,219.0,383,19.0,846.0,103.0,338.0,984,2023-06-05 15:58:05.000,.0.26,53.0,211.0,34,True,holidays,conda-forge/holidays,,175.0,5103011.0,421.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,421.0,5043415.0,https://anaconda.org/conda-forge/holidays,2023-06-05 17:55:13.513,3158566.0,2.0,,,,,,,,,,,,,,,,,, +129,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-05-21 02:51:58.000,2023-05-21 02:51:57,1107.0,11.0,273,31.0,779.0,3.0,498.0,638,2023-05-20 18:50:38.000,7.1.15,87.0,114.0,34,True,minio,conda-forge/minio,,,1112206.0,4665.0,4665.0,https://pypi.org/project/minio,,,1109517.0,https://anaconda.org/conda-forge/minio,2023-05-20 19:46:02.632,129108.0,2.0,,,,,,,,,,,,,,,,,, +130,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-05-30 14:54:57.000,2023-05-30 14:54:57,243.0,33.0,83,15.0,144.0,15.0,82.0,549,2023-04-18 16:57:10.527,3.12.0,59.0,35.0,34,True,filelock,conda-forge/filelock,,,57942149.0,261933.0,259369.0,https://pypi.org/project/filelock,2022-05-31 20:21:36.000,2564.0,57786710.0,https://anaconda.org/conda-forge/filelock,2023-04-18 17:42:19.822,13056902.0,2.0,,,,,,,,,,,,,,,,,, +131,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,9.0,70,15.0,31.0,28.0,44.0,261,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,34,True,pytz,conda-forge/pytz,,,114822200.0,1606227.0,1523369.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82858.0,114342240.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,40796641.0,2.0,,,,,,,,,,,,,,,,,, +132,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-05-04 23:16:20.874,2023-05-04 19:39:46,551.0,7.0,122,16.0,210.0,46.0,33.0,172,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,238341159.0,206037.0,201732.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4305.0,238155645.0,https://anaconda.org/conda-forge/s3transfer,2023-05-04 23:16:20.874,15397692.0,2.0,,,,,,,,,,,,,,,,,, +133,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-05-30 02:04:07.000,2023-05-30 02:03:57,2756.0,16.0,558,144.0,464.0,198.0,980.0,10459,2023-05-06 04:09:50.000,1.9.1,33.0,59.0,33,True,dearpygui,,,,28310.0,1956.0,1956.0,https://pypi.org/project/dearpygui,,,28310.0,,,,2.0,,,,,,,,,,,,,,,,,, +134,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,1.0,461,107.0,93.0,80.0,160.0,5155,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,33,True,xmltodict,conda-forge/xmltodict,,,24531339.0,60057.0,54585.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5472.0,24496790.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2833039.0,2.0,,,,,,,,,,,,,,,,,, +135,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-04-19 18:24:00.000,2023-03-20 14:32:03,469.0,3.0,232,48.0,187.0,86.0,140.0,4820,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,27122856.0,1210.0,,https://pypi.org/project/tenacity,2021-07-12 09:36:20.000,1210.0,27058712.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4682536.0,2.0,,,,,,,,,,,,,,,,,, +136,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,227,49.0,261.0,43.0,295.0,2985,,,7.0,63.0,33,False,cerberus,conda-forge/cerberus,,,5093831.0,13722.0,13722.0,https://pypi.org/project/cerberus,,,5089939.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,319144.0,2.0,,,,,,,,,,,,,,,,,, +137,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,3.0,264,48.0,98.0,36.0,157.0,2340,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,33,True,python-magic,conda-forge/python-magic,,,5475286.0,46022.0,42790.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3232.0,5472391.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,214232.0,2.0,,,,,,,,,,,,,,,,,, +138,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-05-18 21:33:23.000,2023-05-18 21:33:23,211.0,1.0,143,36.0,57.0,50.0,60.0,2294,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,33,True,aiofiles,conda-forge/aiofiles,,,8343299.0,96362.0,94527.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1835.0,8333615.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,658547.0,2.0,,,,,,,,,,,,,,,,,, +139,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-05-23 21:47:21.000,2023-05-23 21:47:18,771.0,13.0,194,61.0,90.0,70.0,284.0,1956,2022-10-26 03:44:13.980,2.8.4,46.0,65.0,33,True,numexpr,conda-forge/numexpr,,270.0,4511131.0,3100.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3100.0,4431606.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6520874.0,2.0,,,,,,,,,,,,,,,,,, +140,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,,209,45.0,69.0,34.0,134.0,1857,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,wrapt,conda-forge/wrapt,,,75496208.0,11785.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11785.0,75354477.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,11621976.0,2.0,,,,,,,,,,,,,,,,,, +141,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-01 19:51:27.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,158.0,53.0,85.0,1820,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,150107627.0,6932.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6932.0,149924559.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,15194657.0,3.0,,,,,,,,,,,,,,,,,, +142,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-06-07 20:46:27.000,2023-06-07 20:46:27,1326.0,205.0,225,40.0,558.0,118.0,746.0,1493,2023-06-07 20:48:52.000,1.2.0,99.0,43.0,33,False,sdv,conda-forge/sdv,,,88070.0,234.0,222.0,https://pypi.org/project/sdv,2022-07-01 17:15:22.000,12.0,87516.0,https://anaconda.org/conda-forge/sdv,2023-05-10 23:42:15.989,9984.0,2.0,,,,,,,,,,,,,,,,,, +143,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-05-31 16:15:55.000,2023-05-29 07:18:08,1782.0,32.0,215,46.0,778.0,258.0,360.0,1159,2023-02-24 18:17:02.569,2.14.2,68.0,87.0,33,True,zarr,conda-forge/zarr,,,312852.0,2680.0,2363.0,https://pypi.org/project/zarr,2022-06-23 08:47:31.000,317.0,284866.0,https://anaconda.org/conda-forge/zarr,2023-03-16 15:26:06.063,2378880.0,2.0,,,,,,,,,,,,,,,,,, +144,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-01 21:47:35.000,2023-05-14 21:12:56,446.0,60.0,181,28.0,93.0,57.0,139.0,1096,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,33,True,sshtunnel,conda-forge/sshtunnel,,,4579002.0,5830.0,5535.0,https://pypi.org/project/sshtunnel,2020-09-25 15:00:54.000,295.0,4577615.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,112420.0,3.0,,,,,,,,,,,,,,,,,, +145,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-06-07 11:05:29.000,2023-06-07 11:05:20,469.0,44.0,143,29.0,452.0,5.0,107.0,1014,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,35672289.0,8000.0,,https://pypi.org/project/bcrypt,2022-05-01 17:58:52.000,8000.0,35609994.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3426266.0,3.0,,,,,,,,,,,,,,,,,, +146,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-05-08 04:10:09.000,2023-04-04 11:45:40,1273.0,7.0,96,32.0,203.0,43.0,191.0,904,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,667928.0,42609.0,40972.0,https://pypi.org/project/Bottleneck,2022-07-02 20:04:56.000,1637.0,627214.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3460741.0,2.0,,,,,,,,,,,,,,,,,, +147,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-05-23 06:40:50.000,2023-05-23 06:40:42,315.0,49.0,131,16.0,140.0,14.0,121.0,766,2023-04-13 01:35:07.000,0.21.1,38.0,44.0,33,True,validators,conda-forge/validators,,,5437566.0,73095.0,71407.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1688.0,5428279.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,399356.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +148,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,100,23.0,54.0,11.0,93.0,765,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,decorator,conda-forge/decorator,,,62097166.0,458382.0,434075.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24307.0,61845479.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,20890069.0,2.0,,,,,,,,,,,,,,,,,, +149,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-06-04 14:41:38.000,2023-04-25 14:03:00,581.0,13.0,100,12.0,108.0,24.0,98.0,437,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,121148361.0,292267.0,285245.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7022.0,121009804.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,11500282.0,3.0,,,,,,,,,,,,,,,,,, +150,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-05-07 20:38:00.000,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,130.0,292,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,47868313.0,107922.0,100876.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7046.0,47756638.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,8040634.0,3.0,,,,,,,,,,,,,,,,,, +151,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,66.0,232,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,pyasn1,conda-forge/pyasn1,,,124302511.0,362963.0,347986.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14977.0,124157661.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11877731.0,3.0,,,,,,,,,,,,,,,,,, +152,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-06-08 13:21:50.000,2023-06-08 13:12:16,7589.0,536.0,476,74.0,1967.0,43.0,377.0,6094,2023-06-08 04:33:07.000,3.6.1,154.0,112.0,32,True,hub,,,,5905.0,315.0,262.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,53.0,5905.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +153,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-05-23 05:32:13.000,2023-05-20 20:27:23,692.0,4.0,504,104.0,152.0,14.0,287.0,5901,2023-01-14 16:25:06.868,4.7.1,67.0,81.0,32,True,tinydb,conda-forge/tinydb,,,389880.0,11756.0,10897.0,https://pypi.org/project/tinydb,2022-02-19 16:17:56.000,859.0,386314.0,https://anaconda.org/conda-forge/tinydb,2023-01-14 18:12:16.450,299580.0,2.0,,,,,,,,,,,,,,,,,, +154,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-25 18:23:04.000,2023-03-04 17:45:05,299.0,,557,132.0,186.0,169.0,337.0,5659,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,69883.0,5578.0,5503.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,69883.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +155,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-06-06 08:16:52.000,2023-06-05 23:19:10,1832.0,4.0,588,132.0,328.0,67.0,811.0,5472,2023-02-22 18:29:02.053,1.1.1,37.0,106.0,32,True,csvkit,conda-forge/csvkit,,,142250.0,1736.0,1367.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,369.0,141055.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,89650.0,2.0,,,,,,,,,,,,,,,,,, +156,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-06-06 16:30:38.000,2023-06-06 16:30:29,968.0,10.0,362,85.0,168.0,,576.0,4506,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,82829.0,1373.0,1198.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,175.0,82335.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,30678.0,2.0,,,,,,,,,,,,,,,,,, +157,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-05-24 09:44:59.000,2023-01-31 21:17:34,775.0,,402,78.0,69.0,365.0,191.0,3421,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,True,keyboard,conda-forge/keyboard,,,483642.0,11565.0,11124.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,441.0,482864.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,18681.0,2.0,,,,,,,,,,,,,,,,,, +158,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-05-31 00:43:44.000,2023-05-30 15:08:11,519.0,7.0,731,69.0,394.0,79.0,397.0,3389,2023-05-24 21:38:33.000,0.17.0,46.0,132.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19173046.0,707.0,,https://pypi.org/project/prometheus_client,2022-04-08 16:07:14.000,707.0,19032145.0,https://anaconda.org/conda-forge/prometheus_client,2023-05-24 23:31:27.059,11272102.0,3.0,,,,,,,,,,,,,,,,,, +159,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-05-12 20:23:33.000,2022-12-14 22:13:47,1548.0,,340,270.0,1629.0,108.0,485.0,3270,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1016.0,1880580.0,319.0,303.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1874666.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,288901.0,2.0,,,,,,,,,,,,,,,,,, +160,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-04-17 05:05:18.000,2022-12-15 14:28:13,3987.0,,233,85.0,76.0,313.0,328.0,3248,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,pony,conda-forge/pony,,54.0,75859.0,3843.0,3480.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,363.0,74678.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,90973.0,3.0,,,,,,,,,,,,,,,,,, +161,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-06-04 12:34:35.000,2023-04-22 06:02:17,441.0,24.0,272,18.0,110.0,16.0,125.0,3083,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,32,True,gdown,conda-forge/gdown,,,1069295.0,17942.0,17626.0,https://pypi.org/project/gdown,2022-12-05 14:12:51.736,316.0,1065156.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,186266.0,2.0,,,,,,,,,,,,,,,,,, +162,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-05-24 13:46:26.000,2022-12-19 03:14:24,1998.0,,224,48.0,187.0,157.0,351.0,2945,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1060481.0,2217.0,2118.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,99.0,1059286.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,25099.0,2.0,,,,,,,,,,,,,,,,,, +163,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-05-16 12:46:40.069,2021-12-01 20:49:12,400.0,,189,59.0,146.0,76.0,73.0,2757,2021-12-01 20:51:57.000,0.7.5,11.0,62.0,32,False,schema,conda-forge/schema,,,5037064.0,6512.0,6512.0,https://pypi.org/project/schema,,,5034992.0,https://anaconda.org/conda-forge/schema,2023-05-16 12:46:40.069,97392.0,2.0,,,,,,,,,,,,,,,,,, +164,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-05-04 15:16:59.000,2023-04-17 23:37:12,196.0,2.0,176,27.0,72.0,4.0,81.0,2444,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,python-decouple,conda-forge/python-decouple,,11.0,1336728.0,104012.0,100710.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3302.0,1335818.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,62828.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +165,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-06-08 08:10:06.000,2023-06-07 17:30:48,549.0,34.0,192,16.0,514.0,198.0,394.0,2366,2023-05-09 22:05:37.574,0.15.1,66.0,95.0,32,True,pandera,conda-forge/pandera-core,['pandas'],,856599.0,939.0,869.0,https://pypi.org/project/pandera,2022-05-01 00:31:53.000,70.0,855872.0,https://anaconda.org/conda-forge/pandera-core,2023-05-10 01:20:35.721,23267.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +166,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-05-26 12:43:29.000,2023-05-26 12:43:27,820.0,4.0,424,42.0,618.0,260.0,361.0,2186,2023-04-26 00:04:01.470,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1521822.0,1590.0,1432.0,https://pypi.org/project/pynamodb,2022-02-09 20:57:35.000,158.0,1513818.0,https://anaconda.org/conda-forge/pynamodb,2023-04-27 17:47:44.657,368207.0,3.0,,,,,,,,,,,,,,,,,, +167,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,444,98.0,159.0,3.0,,2071,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,18528146.0,162765.0,154358.0,https://pypi.org/project/xlrd,2018-12-15 17:47:45.000,8407.0,18484050.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3307251.0,2.0,,,,,,,,,,,,,,,,,, +168,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-06-07 14:58:46.000,2022-03-15 11:17:01,1020.0,,246,38.0,348.0,137.0,246.0,2030,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2296401.0,13206.0,13126.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,80.0,2296293.0,https://anaconda.org/conda-forge/pypika,2023-04-15 15:29:51.129,2164.0,3.0,,,,,,,,,,,,,,,,,, +169,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,84.0,1917,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,32,True,chardet,conda-forge/chardet,,,49730450.0,39219.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39216.0,49460622.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,20505453.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,20.0,,,,,,,,,,,,, +170,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-05-27 20:35:58.000,2023-05-27 20:35:28,269.0,8.0,141,27.0,47.0,6.0,219.0,1677,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,75050645.0,3309.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3309.0,74940066.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8846386.0,1.0,,,,,,,,,,,,,,,,,, +171,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-05-29 00:30:24.000,2023-05-29 00:30:23,1980.0,17.0,139,19.0,153.0,52.0,426.0,1039,2022-12-18 20:26:01.606,23.13.1,186.0,113.0,32,True,keyring,conda-forge/keyring,,,23655268.0,3986.0,,https://pypi.org/project/keyring,2022-06-08 12:36:04.000,3986.0,23617225.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,3233709.0,3.0,,,,,,,,,,,,,,,,,, +172,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-06-08 02:01:33.000,2023-06-06 15:01:27,1965.0,74.0,131,45.0,406.0,108.0,246.0,905,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,32,True,intake,conda-forge/intake,,,85936.0,1332.0,1219.0,https://pypi.org/project/intake,2022-01-09 22:33:59.000,113.0,78376.0,https://anaconda.org/conda-forge/intake,2023-05-29 20:24:26.750,415848.0,2.0,,,,,,,,,,,,,,,,,, +173,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-05-29 08:10:33.000,2023-03-28 20:26:40,1267.0,7.0,245,18.0,211.0,26.0,301.0,847,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,32,True,fastcore,conda-forge/fastcore,,,633541.0,3935.0,3656.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,279.0,631047.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,44894.0,2.0,,,,,,,,,,,,,,,,,, +174,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-06-04 00:01:32.000,2023-06-04 00:01:09,350.0,8.0,119,60.0,338.0,50.0,251.0,369,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,303.0,7075480.0,7385.0,7074.0,https://pypi.org/project/pandas-gbq,2022-06-09 14:31:04.000,311.0,7051417.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1804456.0,3.0,,,,,,,,,,,,,,,,,, +175,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,331,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,35204435.0,419130.0,405741.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13389.0,35000464.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,18357469.0,3.0,,,,,,,,,,,,,,,,,, +176,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-06-01 17:04:23.000,2023-05-26 14:35:09,772.0,32.0,60,21.0,373.0,159.0,237.0,328,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,32,True,param,conda-forge/param,,,453956.0,7114.0,6978.0,https://pypi.org/project/param,2017-04-26 13:48:49.000,136.0,437993.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1181329.0,2.0,,,,,,,,,,,,,,,,,, +177,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-05-31 21:04:00.000,2023-02-21 11:02:54,236.0,,426,133.0,237.0,228.0,146.0,9990,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,406308.0,6248.0,6114.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,134.0,405759.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,12096.0,3.0,,,,,,,,,,,,,,,,,, +178,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-06-08 08:11:20.000,2023-06-06 06:48:37,6360.0,615.0,596,88.0,1155.0,134.0,558.0,3502,2023-04-12 02:29:00.815,0.3.1,63.0,238.0,31,True,toga,,,1556.0,2568.0,37.0,,https://pypi.org/project/toga,2014-08-01 21:41:47.000,35.0,2370.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,4.0,,,,,,,,,,,,, +179,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-05-29 21:50:24.000,2023-05-24 07:33:50,320.0,1.0,243,51.0,193.0,138.0,185.0,3433,2022-12-18 09:18:01.579,0.7.0,41.0,53.0,31,True,databases,conda-forge/databases,,,391841.0,19165.0,19029.0,https://pypi.org/project/databases,2022-05-30 16:08:56.000,136.0,388379.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,180047.0,3.0,,,,,,,,,,,,,,,,,, +180,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-06-08 07:41:43.000,2023-06-06 16:31:33,5705.0,240.0,300,40.0,1398.0,30.0,171.0,2892,2023-06-05 18:35:16.000,0.40.2,94.0,68.0,31,True,zenml,,,1.0,5502.0,109.0,108.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,1.0,5502.0,,,,2.0,,,,,,,,,,,,,,,,,, +181,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-06-06 09:24:02.000,2023-01-19 03:03:16,1011.0,,351,48.0,369.0,80.0,307.0,2880,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,31,True,smart-open,conda-forge/smart_open,,,13343170.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,13320010.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1852853.0,2.0,,,,,,,,,,,,,,,,,, +182,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-06-05 15:21:42.000,2023-06-05 15:20:30,1643.0,41.0,99,39.0,1236.0,64.0,342.0,2782,2023-04-21 13:15:57.804,0.20.0,22.0,44.0,31,True,returns,conda-forge/returns,,,89345.0,413.0,357.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,56.0,89126.0,https://anaconda.org/conda-forge/returns,2023-04-22 19:15:30.176,5476.0,3.0,,,,,,,,,,,,,,,,,, +183,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2601,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,mrjob,conda-forge/mrjob,,,79155.0,1423.0,1309.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,72832.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,512222.0,2.0,,,,,,,,,,,,,,,,,, +184,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-05-30 12:29:05.000,2023-04-18 15:21:13,2251.0,10.0,176,40.0,365.0,28.0,260.0,1802,2023-04-18 16:10:45.643,4.4.1,180.0,57.0,31,True,pyscaffold,conda-forge/pyscaffold,,,282224.0,58.0,,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,58.0,280264.0,https://anaconda.org/conda-forge/pyscaffold,2023-04-18 20:14:37.024,168599.0,3.0,,,,,,,,,,,,,,,,,, +185,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-02-22 19:29:07.000,2023-02-22 19:29:06,461.0,,203,39.0,237.0,39.0,201.0,1769,2022-04-07 15:40:18.000,0.13.1,12.0,90.0,31,True,voluptuous,conda-forge/voluptuous,,,2107193.0,13367.0,13367.0,https://pypi.org/project/voluptuous,,,2103718.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,288499.0,3.0,,,,,,,,,,,,,,,,,, +186,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1657,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,31,True,humanize,conda-forge/humanize,,,4518679.0,1964.0,,https://pypi.org/project/humanize,2022-06-30 08:40:54.000,1964.0,4513934.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,398595.0,2.0,,,,,,,,,,,,,,,,,, +187,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,497,99.0,401.0,142.0,379.0,1645,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1709549.0,8384.0,7128.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1256.0,1706403.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,119572.0,3.0,,,,,,,,,,,,,,,,,, +188,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-06-01 08:00:19.000,2023-06-01 03:22:42,1043.0,9.0,83,16.0,555.0,80.0,427.0,1503,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,31,True,omegaconf,conda-forge/omegaconf,,,4663849.0,14026.0,13701.0,https://pypi.org/project/omegaconf,2022-05-27 21:48:35.000,325.0,4640596.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,953413.0,3.0,,,,,,,,,,,,,,,,,, +189,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,5.0,212,46.0,177.0,54.0,336.0,1439,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1327975.0,1963.0,1871.0,https://pypi.org/project/pygsheets,2021-02-05 22:34:35.000,92.0,1327975.0,,,,3.0,,,,,,,,,,,,,,,,,, +190,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,2.0,216,62.0,389.0,118.0,601.0,1411,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,31,True,typing,conda-forge/typing,,,7897262.0,5992.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5992.0,7866365.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2688077.0,2.0,,,,,,,,,,,,,,,,,, +191,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,181,50.0,196.0,80.0,370.0,1125,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,31,True,petl,conda-forge/petl,,,895866.0,3481.0,3397.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,893591.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,184344.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +192,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-06-05 17:03:16.000,2023-06-01 04:35:21,482.0,14.0,81,24.0,236.0,29.0,65.0,1069,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11669494.0,15249.0,15017.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,232.0,11661322.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,474004.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +193,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,,94,69.0,94.0,49.0,59.0,978,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,appdirs,conda-forge/appdirs,,,13565751.0,256510.0,241475.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15035.0,13463149.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8926389.0,3.0,,,,,,,,,,,,,,,,,, +194,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-05-16 11:06:40.000,2023-05-16 11:00:21,599.0,7.0,121,21.0,223.0,44.0,111.0,951,2021-08-25 16:31:04.413,1.0.0,18.0,46.0,31,True,pluggy,conda-forge/pluggy,,,62013127.0,10345.0,,https://pypi.org/project/pluggy,2018-07-28 22:45:29.000,10345.0,61745752.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,19785795.0,3.0,,,,,,,,,,,,,,,,,, +195,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,,2015-05-05 13:08:20.000,2023-06-01 11:36:19.000,2023-05-29 07:45:57,1454.0,35.0,171,98.0,695.0,1.0,220.0,799,2023-05-26 10:38:07.000,5.9.0,88.0,41.0,31,False,neo4j-driver,conda-forge/neo4j-python-driver,,,168107.0,4564.0,4564.0,https://pypi.org/project/neo4j-driver,,,165605.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-05-26 23:04:34.310,180189.0,3.0,,,,,,,,,,,,,,,,,, +196,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-06-07 23:58:08.000,2023-06-03 00:03:42,1147.0,12.0,81,17.0,718.0,15.0,121.0,343,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,3743.0,70432364.0,3149.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3149.0,70303862.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,9377429.0,2.0,,,,,,,,,,,,,,,,,, +197,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-05-31 09:44:31.000,2023-05-31 09:44:31,300.0,32.0,56,6.0,68.0,2.0,77.0,167,2023-05-15 12:10:46.030,5.0.1,44.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,29833790.0,3721.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3721.0,29808211.0,https://anaconda.org/conda-forge/tzlocal,2023-05-16 11:22:48.576,2148668.0,3.0,,,,,,,,,,,,,,,,,, +198,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-06-08 00:01:48.000,2023-06-03 22:32:05,746.0,18.0,46,45.0,616.0,34.0,156.0,51,2023-05-16 10:05:00.731,2.18.1,71.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4113710.0,2901.0,2890.0,https://pypi.org/project/google-cloud-bigtable,2022-11-18 18:58:01.560,11.0,4112012.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-05-16 14:29:31.176,84919.0,3.0,,,,,,,,,,,,,,,,,, +199,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2018-06-07 13:52:28.873,2023-05-29 00:30:58.000,2023-05-29 00:30:57,788.0,10.0,35,12.0,49.0,3.0,229.0,46,2023-02-17 22:33:05.683,5.12.0,61.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,51677717.0,1087.0,,https://pypi.org/project/importlib-resources,2018-11-01 17:42:19.000,1087.0,51464302.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,12804914.0,2.0,,,,,,,,,,,,,,,,,, +200,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-05-29 00:30:08.000,2023-05-29 00:30:07,611.0,10.0,35,4.0,36.0,3.0,56.0,38,2023-02-25 02:18:04.386,3.15.0,45.0,21.0,31,False,zipp,conda-forge/zipp,,,137044579.0,3934.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3934.0,136506213.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,27995035.0,3.0,,,,,,,,,,,,,,,,,, +201,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-04-27 01:44:05.000,2023-02-17 21:58:39,2685.0,,847,174.0,737.0,21.0,959.0,5503,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1027.0,37647.0,327.0,317.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,10.0,36744.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,41870.0,3.0,,,,,,,,,,,,,,,,,, +202,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-06-08 01:09:07.000,2023-06-06 19:06:08,5274.0,51.0,997,238.0,1220.0,,,3850,2022-11-17 21:50:05.000,4.3.3,25.0,200.0,30,True,pymongo,conda-forge/pymongo,,,19617830.0,,,https://pypi.org/project/pymongo,,,19605072.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1071713.0,3.0,,,,,,-7.0,,,,,,,,,,,, +203,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3148,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,30,False,blaze,conda-forge/blaze,,,7412.0,9906.0,9088.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,4533.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201566.0,3.0,,,,,,,,,,,,,,,,,, +204,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-05-11 06:40:13.000,2023-05-11 06:39:41,983.0,3.0,139,74.0,52.0,6.0,71.0,3084,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,30,True,funcy,conda-forge/funcy,,,1344587.0,8425.0,7804.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,621.0,1340186.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,338899.0,3.0,,,,,,,,,,,,,,,,,, +205,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-05-16 07:34:58.000,2023-05-15 16:19:03,1139.0,16.0,583,176.0,458.0,95.0,476.0,2978,2023-05-16 09:35:39.748,1.81.2,93.0,80.0,30,False,arctic,conda-forge/arctic,,201.0,7611.0,255.0,220.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,35.0,7057.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,27069.0,3.0,,,,,,,,,,,,,,,,,, +206,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-06-06 05:58:46.000,2023-06-06 05:58:00,217.0,5.0,267,49.0,57.0,43.0,111.0,1984,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,30,True,datasketch,,,19.0,1069843.0,827.0,766.0,https://pypi.org/project/datasketch,2021-12-16 06:00:34.000,61.0,1069843.0,,,,3.0,,,,,,,,,,,,,,,,,, +207,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-05-17 08:25:54.000,2022-10-18 10:59:07,785.0,,172,44.0,217.0,103.0,271.0,1859,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1475999.0,593.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,593.0,1467061.0,https://anaconda.org/conda-forge/fs,2023-05-09 16:38:48.222,616787.0,3.0,,,,,,,,,,,,,,,,,, +208,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-05-31 15:44:59.000,2023-05-31 15:44:58,2242.0,17.0,149,94.0,1931.0,160.0,1335.0,1702,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,30,True,datatable,conda-forge/datatable,,1915.0,84662.0,22.0,,https://pypi.org/project/datatable,2018-05-08 01:27:26.000,22.0,83935.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,21020.0,3.0,,,,,,,,,,,,,,,,,, +209,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-05-09 15:25:56.000,2023-05-09 15:25:51,1025.0,3.0,310,71.0,394.0,102.0,364.0,1458,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,133573.0,235.0,212.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,23.0,132200.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,68658.0,2.0,,,,,,,,,,,,,,,,,, +210,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,,100,34.0,67.0,3.0,64.0,1342,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,python-slugify,conda-forge/python-slugify,,,10545755.0,2823.0,,https://pypi.org/project/python-slugify,2022-04-27 16:08:59.000,2823.0,10526682.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1544944.0,2.0,,,,,,,,,,,,,,,,,, +211,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-06-04 00:47:10.000,2023-06-04 00:47:09,616.0,11.0,56,14.0,220.0,3.0,51.0,1292,2023-01-02 18:35:41.085,0.22.1,41.0,14.0,30,True,bidict,conda-forge/bidict,,,1465145.0,14518.0,14042.0,https://pypi.org/project/bidict,2022-03-23 22:21:10.000,476.0,1461749.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,275125.0,2.0,,,,,,,,,,,,,,,,,, +212,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-06-05 19:21:44.000,2023-06-05 19:21:43,567.0,24.0,133,22.0,451.0,40.0,241.0,861,2023-04-23 16:17:01.440,0.12.1,42.0,40.0,30,True,aiocache,,,5.0,228564.0,1873.0,1756.0,https://pypi.org/project/aiocache,2017-07-23 17:43:22.000,117.0,228564.0,,,,2.0,,,,,,,,,,,,,,,,,, +213,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-05-29 00:31:22.000,2023-05-29 00:31:22,864.0,29.0,92,23.0,86.0,21.0,81.0,821,2023-04-06 02:04:12.666,6.0.4,44.0,49.0,30,True,inflect,conda-forge/inflect,,,3075440.0,970.0,,https://pypi.org/project/inflect,2022-05-01 18:29:04.000,970.0,3071089.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,322016.0,2.0,,,,,,,,,,,,,,,,,, +214,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-04-19 04:42:53.000,2023-04-19 04:35:31,1002.0,5.0,46,15.0,74.0,3.0,84.0,756,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,30,True,natsort,conda-forge/natsort,,,3095729.0,21259.0,20105.0,https://pypi.org/project/natsort,2018-04-21 03:59:11.000,1154.0,3079020.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1253190.0,3.0,,,,,,,,,,,,,,,,,, +215,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-05-30 13:38:34.000,2020-10-21 17:48:31,219.0,,75,14.0,257.0,46.0,25.0,669,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,13097484.0,40992.0,38921.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2071.0,13027792.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,5226945.0,2.0,,,,,,,,,,,,,,,,,, +216,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-05-30 06:40:39.000,2023-05-30 06:40:38,507.0,17.0,329,35.0,252.0,37.0,122.0,640,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,215249.0,4321.0,3038.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1283.0,214975.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20839.0,3.0,,,,,,,,,,,,,,,,,, +217,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-20 12:56:54.000,2023-04-20 12:56:54,294.0,3.0,31,12.0,65.0,2.0,25.0,360,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,4072135.0,29105.0,28827.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,4048863.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1210163.0,3.0,,,,,,,,,,,,,,,,,, +218,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-04-26 03:25:42.000,2022-05-08 04:08:19,743.0,,937,274.0,290.0,150.0,451.0,17634,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,gooey,conda-forge/gooey,,444.0,7041.0,841.0,765.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,76.0,5663.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,67127.0,3.0,,,,,,,,,,,,,,,,,, +219,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-04-25 19:45:50.000,2022-12-08 17:33:49,3607.0,,593,141.0,967.0,495.0,770.0,7916,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,29,True,vaex,conda-forge/vaex,,260.0,49371.0,532.0,507.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,25.0,47288.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,166520.0,3.0,,,,,,,,,,,,,,,,,, +220,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-05-02 15:11:50.000,2023-03-13 16:40:40,326.0,1.0,578,187.0,90.0,64.0,82.0,6977,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,records,conda-forge/records,,,208904.0,1205.0,1028.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,208582.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23860.0,3.0,,,,,,,,,,,,,,,,,, +221,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,241.0,6554,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,faust,,,,24654.0,1588.0,1558.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,24654.0,,,,3.0,,,,,,,,,,,,,,,,,, +222,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5021,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,194702.0,4792.0,3988.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,804.0,194333.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,30336.0,3.0,,,,,,,,,,,,,,,,,, +223,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,91.0,180.0,11.0,420.0,4903,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,29,True,transitions,conda-forge/transitions,,,421526.0,3313.0,3046.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,267.0,412212.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,447077.0,1.0,,,,,,,,,,,,,,,,,, +224,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-05-21 15:12:56.000,2023-01-30 08:55:46,707.0,,293,101.0,135.0,35.0,259.0,4550,,,4.0,76.0,29,True,dataset,conda-forge/dataset,,,62578.0,3094.0,3094.0,https://pypi.org/project/dataset,,,62365.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5777.0,3.0,,,,,,,,,,,,,,,,,, +225,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-04-21 16:44:01.127,2023-04-16 13:04:15,1085.0,1.0,242,65.0,81.0,24.0,265.0,3338,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,29,True,asciimatics,conda-forge/asciimatics,,,64705.0,974.0,859.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,115.0,62541.0,https://anaconda.org/conda-forge/asciimatics,2023-04-21 16:44:01.127,134178.0,3.0,,,,,,,,,,,,,,,,,, +226,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-06-02 04:46:56.471,2023-06-02 02:45:47,3009.0,19.0,210,28.0,267.0,121.0,721.0,3088,2023-06-02 03:12:00.509,0.22.4,111.0,73.0,29,True,ploomber,conda-forge/ploomber,,,7752.0,87.0,82.0,https://pypi.org/project/ploomber,2022-07-04 15:54:06.000,5.0,5145.0,https://anaconda.org/conda-forge/ploomber,2023-06-02 04:46:56.471,62576.0,3.0,,,,,,,,,,,,,,,,,, +227,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-08 06:48:29.000,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2722,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,235696.0,5924.0,5770.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,154.0,233931.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,54729.0,3.0,,,,,,,,,,,,,,,,,, +228,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-06-03 14:04:20.000,2022-03-16 23:35:07,810.0,,637,143.0,444.0,135.0,396.0,2660,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,29,False,pandas-datareader,conda-forge/pandas-datareader,,,421407.0,839.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,839.0,417475.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,291024.0,3.0,,,,,,,,,,,,,,,,,, +229,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,132,55.0,73.0,15.0,64.0,2362,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,18.0,2621579.0,5990.0,5619.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,371.0,2616780.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,398339.0,2.0,,,,,,,,,,,,,,,,,, +230,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-05-15 21:06:21.000,2023-05-15 20:46:13,3835.0,23.0,308,32.0,309.0,135.0,534.0,2331,2023-05-15 21:07:09.000,2.7,208.0,91.0,29,True,pyinfra,,,,23947.0,92.0,81.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,23947.0,,,,3.0,,,,,,,,,,,,,,,,,, +231,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-06-08 03:45:52.000,2023-06-07 20:12:20,678.0,85.0,94,30.0,916.0,23.0,339.0,2252,2023-06-06 22:28:00.831,1.1.44,252.0,21.0,29,True,whylogs,,,32.0,59008.0,111.0,105.0,https://pypi.org/project/whylogs,2022-03-31 09:53:27.000,6.0,59007.0,,,,3.0,,,,,,,,,,,,,,,,,, +232,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,8.0,59,23.0,98.0,113.0,66.0,1701,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1323270.0,1174.0,1070.0,https://pypi.org/project/glom,2022-01-24 09:34:02.000,104.0,1322777.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,22189.0,2.0,,,,,,,,,,,,,,,,,, +233,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-06-08 11:00:25.000,2023-05-25 19:34:02,513.0,6.0,68,17.0,174.0,34.0,86.0,1097,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,29,True,questionary,conda-forge/questionary,,,901627.0,9369.0,9044.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,900354.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,38201.0,3.0,,,,,,,,,,,,,,,,,, +234,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,306,52.0,209.0,28.0,265.0,1087,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3747.0,1970273.0,1811.0,1592.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,1970237.0,,,,3.0,,,,,,,,,,,,,,,,,, +235,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-06-08 00:03:15.000,2023-06-02 08:36:30,744.0,52.0,41,13.0,201.0,12.0,81.0,1079,2023-06-02 08:39:00.455,0.30.2,59.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,955350.0,1439.0,1413.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,26.0,951191.0,https://anaconda.org/conda-forge/python-benedict,2023-06-02 10:25:58.900,128933.0,2.0,,,,,,,,,,,,,,,,,, +236,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-06-08 12:58:58.000,2023-06-04 15:38:00,1183.0,109.0,124,19.0,698.0,52.0,316.0,1079,2023-06-04 16:00:40.488,8.0.0,54.0,57.0,29,True,copier,,,,40959.0,441.0,419.0,https://pypi.org/project/copier,2022-06-13 09:59:15.000,22.0,40959.0,,,,3.0,,,,,,,,,,,,,,,,,, +237,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-05-29 00:32:41.000,2023-05-29 00:32:40,1168.0,10.0,141,40.0,81.0,3.0,128.0,1049,2023-01-31 16:28:20.612,15.1.2,18.0,49.0,29,True,path,conda-forge/path,,,895141.0,128.0,,https://pypi.org/project/path,2022-01-07 02:04:26.000,128.0,885512.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,404418.0,3.0,,,,,,,,,,,,,,,,,, +238,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-04-07 19:00:28.000,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,670,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,7438565.0,9490.0,8255.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1235.0,7436635.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,156339.0,3.0,,,,,,,,,,,,,,,,,, +239,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,510,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,3775046.0,16905.0,14715.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,3759118.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1322055.0,3.0,,,,,,,,,,,,,,,,,, +240,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-06-05 18:00:56.000,2023-03-15 12:18:18,689.0,16.0,44,11.0,75.0,12.0,92.0,482,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,python-rapidjson,conda-forge/python-rapidjson,,,1162057.0,4339.0,4080.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,259.0,1145989.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1237269.0,3.0,,,,,,,,,,,,,,,,,, +241,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-05-17 11:04:38.000,2023-01-18 22:27:43,225.0,,69,16.0,85.0,67.0,96.0,294,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,configobj,conda-forge/configobj,,92.0,2377609.0,30020.0,26634.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3386.0,2366687.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,644450.0,3.0,,,,,,,,,,,,,,,,,, +242,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,48,8.0,43.0,17.0,21.0,127,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,66058498.0,43350.0,41133.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2217.0,66008602.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4340980.0,3.0,,,,,,,,,,,,,,,,,, +243,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-05-06 08:45:48.000,2023-04-04 13:18:36,954.0,1.0,4463,640.0,745.0,200.0,100.0,22641,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,28,True,algorithms,conda-forge/algorithms,,,6193.0,99.0,83.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6134.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1534.0,3.0,,,,,,,,,,,,,,,,,, +244,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-06-08 11:06:00.000,2023-05-20 15:16:57,1857.0,10.0,586,130.0,1265.0,202.0,1052.0,7177,2023-02-23 18:30:37.000,1.3.2,22.0,112.0,28,True,hydra,conda-forge/hydra-core,,,25058.0,9.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,8754.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,652173.0,3.0,,,,,,,,,,,,,,,,,, +245,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2570,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,25084.0,2223.0,2177.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,46.0,25084.0,,,,3.0,,,,,,,,,,,,,,,,,, +246,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-06-08 02:30:00.000,2023-06-08 02:27:55,5590.0,34.0,504,108.0,912.0,591.0,921.0,2001,2023-06-08 01:40:26.000,wxPython-4.2.1,13.0,127.0,28,False,wx,conda-forge/wxpython,,3166.0,8973.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-05-19 12:26:45.424,642510.0,3.0,,,,,,,,,,,,,,,,,, +247,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-04-22 20:10:46.000,2023-04-17 20:41:44,153.0,2.0,116,23.0,106.0,49.0,42.0,1809,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,282131.0,6272.0,6187.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,85.0,281657.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,17541.0,3.0,,,,,,,,,,,,,,,,,, +248,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1388,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,891115.0,10383.0,8872.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1511.0,887435.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,268646.0,3.0,,,,,,,,,,,,,,,,,, +249,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-05-25 11:08:46.000,2023-05-25 11:08:41,797.0,26.0,56,25.0,39.0,84.0,71.0,1243,,,33.0,20.0,28,True,strictyaml,conda-forge/strictyaml,,,504861.0,1536.0,1536.0,https://pypi.org/project/strictyaml,,,501626.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,200596.0,3.0,,,,,,,,,,,,,,,,,, +250,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-06-07 21:06:26.000,2023-05-31 21:34:57,754.0,19.0,49,16.0,409.0,166.0,159.0,1176,2023-03-05 18:55:00.324,0.8.2,28.0,21.0,28,True,prisma,,,,21410.0,266.0,262.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,4.0,21410.0,,,,3.0,,,,,,,,,,,,,,,,,, +251,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-06-03 21:49:15.000,2023-06-03 21:47:42,1688.0,29.0,69,11.0,394.0,99.0,218.0,1035,2023-06-03 21:58:00.994,0.114.0,234.0,40.0,28,True,piccolo,,,,15983.0,272.0,262.0,https://pypi.org/project/piccolo,2022-07-06 21:02:22.000,10.0,15983.0,,,,3.0,,,,,,,,,,,,,,,,,, +252,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,,2017-03-07 04:03:36.000,2022-10-29 11:15:52.926,2022-06-08 19:12:35,1176.0,,348,75.0,21.0,32.0,600.0,860,2021-11-04 22:07:30.000,8.3.0,32.0,17.0,28,False,cx-Oracle,conda-forge/cx_oracle,,,2786769.0,7370.0,7370.0,https://pypi.org/project/cx-Oracle,,,2779027.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,410337.0,3.0,,,,,,,,,,,,,,,,,, +253,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-30 23:15:24.000,2023-04-27 07:43:18,748.0,85.0,80,13.0,130.0,35.0,95.0,842,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,28,True,mss,conda-forge/python-mss,,,425729.0,246.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,246.0,425042.0,https://anaconda.org/conda-forge/python-mss,2023-04-20 07:59:29.075,24736.0,3.0,,,,,,,,,,,,,,,,,, +254,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,117,22.0,52.0,41.0,123.0,819,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,28,True,anytree,conda-forge/anytree,,,502038.0,16343.0,16035.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,308.0,501273.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,29104.0,3.0,,,,,,,,,,,,,,,,,, +255,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-05-31 03:24:46.000,2023-01-14 15:17:31,518.0,,118,18.0,62.0,25.0,104.0,803,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,28,True,pyahocorasick,conda-forge/pyahocorasick,,,667957.0,1969.0,1853.0,https://pypi.org/project/pyahocorasick,2022-05-04 14:25:29.000,116.0,665081.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,189828.0,3.0,,,,,,,,,,,,,,,,,, +256,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-05-15 11:44:51.739,2023-05-14 12:42:48,178.0,3.0,80,25.0,50.0,6.0,38.0,675,2023-05-14 12:30:42.281,3.0.0,15.0,27.0,28,True,munch,conda-forge/munch,,,2477925.0,828.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,828.0,2439128.0,https://anaconda.org/conda-forge/munch,2023-05-15 11:44:51.739,3375380.0,3.0,,,,,,,,,,,,,,,,,, +257,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-05-03 19:47:11.000,2023-05-03 19:47:11,818.0,2.0,136,25.0,105.0,64.0,59.0,508,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,294650.0,5984.0,4627.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1357.0,293725.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,69417.0,3.0,,,,,,,,,,,,,,,,,, +258,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-06-08 01:53:34.000,2023-06-08 02:03:54,6154.0,220.0,30,10.0,238.0,34.0,532.0,345,2023-06-02 14:32:07.000,1.4.5,182.0,21.0,28,True,static-frame,conda-forge/static-frame,,,8589.0,20.0,18.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,3454.0,https://anaconda.org/conda-forge/static-frame,2023-06-02 22:46:50.865,267036.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +259,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-05-03 07:41:22.000,2023-05-03 07:41:22,164.0,9.0,37,8.0,28.0,23.0,29.0,235,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10013014.0,2760.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2760.0,9867193.0,https://anaconda.org/conda-forge/send2trash,2023-04-27 13:24:41.453,9478373.0,3.0,,,,,,,,,,,,,,,,,, +260,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,182,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,True,ordered-set,conda-forge/ordered-set,,,8835721.0,8358.0,7989.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,369.0,8831830.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,334661.0,3.0,,,,,,,,,,,,,,,,,, +261,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,150.0,292.0,119.0,175.0,6070,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,4462.0,102.0,98.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,4462.0,,,,3.0,,,,,,,,,,,,,,,,,, +262,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-06-05 14:05:13.000,2022-03-10 10:33:50,585.0,,499,84.0,241.0,97.0,129.0,3519,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,143553.0,127.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,143300.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,20503.0,3.0,,,,,,,,,,,,,,,,,, +263,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-08 07:56:26.000,2023-05-02 20:40:06,191.0,3.0,187,30.0,50.0,75.0,122.0,3104,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,323470.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,322595.0,https://anaconda.org/conda-forge/pandarallel,2023-05-06 17:03:04.371,21023.0,3.0,,,,,,,,,,,,,,,,,, +264,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-05-28 19:33:41.000,2023-05-28 19:33:41,281.0,6.0,222,28.0,126.0,77.0,111.0,2306,2023-01-07 01:51:08.612,1.41.0,83.0,24.0,27,True,img2dataset,,,1050.0,19302.0,48.0,47.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,19255.0,,,,3.0,,,,,,,,,,,,,,,,,, +265,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1876,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,retrying,conda-forge/retrying,,,7755248.0,2201.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2201.0,7738449.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1360728.0,3.0,,,,,,,,,,,,,,,,,, +266,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1873,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2624.0,197.0,161.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2624.0,,,,3.0,,,,,,,,,,,,,,,,,, +267,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1242,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,pandasql,conda-forge/pandasql,['pandas'],,1453570.0,2180.0,2098.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1438910.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,351840.0,3.0,,,,,,,,,,,,,,,,,, +268,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,645,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2429627.0,13315.0,11846.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1469.0,2422296.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,601183.0,3.0,,,,,,,,,,,,,,,,,, +269,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,602,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,158039.0,989.0,757.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,156320.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,144441.0,3.0,,,,,,,,,,,,,,,,,, +270,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,564,,,8.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,9741933.0,55716.0,53470.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2246.0,9574656.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,10203957.0,3.0,,,,,,,,,,,,,,,,,, +271,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-06-07 14:56:30.000,2023-06-07 14:56:26,9890.0,43.0,43,14.0,9.0,6.0,8.0,473,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,27,True,pandas-summary,,['pandas'],,78583.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,78583.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +272,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,173.0,206110.0,6975.0,4586.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2389.0,203599.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,207034.0,3.0,,,,,,,,,,,,,,,,,, +273,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,41,22.0,162.0,,178.0,235,2021-03-21 07:42:12.000,1.53.5,100.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,190191.0,1050.0,1050.0,https://pypi.org/project/tabulator,,,189459.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,52717.0,3.0,,,,,,,,,,,,,,,,,, +274,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,futures,conda-forge/futures,,,9665123.0,45828.0,37845.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7983.0,9649934.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1245515.0,3.0,,,,,,,,,,,,,,,,,, +275,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,54,105.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,cloudant,conda-forge/cloudant,,,105582.0,2366.0,2075.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,291.0,104278.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,105654.0,3.0,,,,,,,,,,,,,,,,,, +276,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,26,6.0,45.0,4.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,6042858.0,61024.0,56733.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4291.0,6013228.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2459308.0,3.0,,,,,,,,,,,,,,,,,, +277,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3128,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1862.0,145.0,124.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,666.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,99308.0,3.0,,,,,,,,,,,,,,,,,, +278,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,269,63.0,304.0,90.0,238.0,2558,,,1.0,119.0,26,False,schematics,conda-forge/schematics,,,153981.0,1519.0,1519.0,https://pypi.org/project/schematics,,,153440.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25437.0,3.0,,,,,,-4.0,,,,,,,,,,,, +279,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-06-03 10:46:29.000,2023-02-22 03:50:44,49.0,,100,34.0,98.0,20.0,137.0,2218,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,35.0,1432959.0,331.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,331.0,1426251.0,https://anaconda.org/conda-forge/python-box,2023-04-18 21:34:19.071,415943.0,3.0,,,,,,,,,,,,,,,,,, +280,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-06-02 07:19:12.000,2023-05-31 14:47:15,525.0,2.0,121,48.0,51.0,9.0,121.0,2180,2021-01-12 19:21:07.000,1.4.3,14.0,28.0,26,True,pyfunctional,,,,254285.0,643.0,624.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,254285.0,,,,3.0,,,,,,,,,,,,,,,,,, +281,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-06-07 18:26:11.000,2023-05-24 18:39:09,2701.0,7.0,132,51.0,297.0,44.0,190.0,1478,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,433.0,4475.0,299.0,214.0,https://pypi.org/project/enaml,2022-06-13 19:19:59.000,85.0,2289.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,146124.0,3.0,,,,,,,,,,,,,,,,,, +282,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-05-29 13:51:14.000,2022-11-18 21:43:07,115.0,,53,24.0,62.0,16.0,33.0,1034,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1307903.0,5930.0,5811.0,https://pypi.org/project/immutables,2022-05-22 07:46:18.000,119.0,1292857.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,917854.0,3.0,,,,,,,,,,,,,,,,,, +283,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,127,29.0,74.0,35.0,69.0,1026,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,26,True,sqlitedict,conda-forge/sqlitedict,,,237828.0,3476.0,3257.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,219.0,236493.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,73460.0,3.0,,,,,,,,,,,,,,,,,, +284,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,949,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,17393.0,2417.0,1909.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,13030.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,331598.0,3.0,,,,,,,,,,,,,,,,,, +285,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-06-06 05:00:27.000,2023-06-06 05:00:25,662.0,27.0,44,22.0,500.0,5.0,33.0,705,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,324899.0,106.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,106.0,324612.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13784.0,3.0,,,,,,,,,,,,,,,,,, +286,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-05-31 22:13:04.000,2023-04-17 15:58:45,1346.0,23.0,47,17.0,131.0,3.0,11.0,681,2023-02-28 21:47:03.799,1.2.4,68.0,4.0,26,True,ubelt,conda-forge/ubelt,,,15053.0,2687.0,2634.0,https://pypi.org/project/ubelt,2022-07-01 03:06:55.000,53.0,12642.0,https://anaconda.org/conda-forge/ubelt,2023-03-02 06:17:37.080,50632.0,3.0,,,,,,,,,,,,,,,,,, +287,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,12.0,91,15.0,26.0,,67.0,467,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,pyscreenshot,,,,253842.0,2291.0,2034.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,257.0,253842.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-05-31 14:37:31.000,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,25098.0,13580.0,13564.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,24890.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,4376.0,3.0,,,,,,,,,,,,,,,,,, +289,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,10.0,50.0,20.0,35.0,305,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,19434378.0,295.0,,https://pypi.org/project/typing_inspect,2021-06-07 16:12:08.000,295.0,19404595.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1489174.0,3.0,,,,,,,,,,,,,,,,,, +290,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-06-02 19:10:59.000,2023-05-28 07:57:36,3381.0,59.0,32,17.0,79.0,23.0,4.0,240,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,26,True,dbnd,,,,76296.0,58.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,76296.0,,,,3.0,,,,,,,,,,,,,,,,,, +291,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,189,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,31923133.0,13004.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13004.0,31768137.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,13329667.0,3.0,,,,,,,,,,,,,,,,,, +292,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-20 13:13:11.000,2023-04-20 13:13:11,123.0,2.0,22,9.0,48.0,4.0,7.0,156,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,4023507.0,25233.0,25163.0,https://pypi.org/project/catalogue,2022-07-06 07:43:27.000,70.0,3999708.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,1023377.0,3.0,,,,,,,,,,,,,,,,,, +293,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11270963.0,71121.0,68396.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2725.0,11258500.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1096814.0,3.0,,,,,,,,,,,,,,,,,, +294,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-03-24 21:16:07.000,2023-03-24 21:16:06,474.0,2.0,100,29.0,79.0,13.0,122.0,2277,2022-08-16 23:32:02.827,1.3.4,84.0,17.0,25,True,swifter,conda-forge/swifter,['pandas'],,308217.0,1010.0,967.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,43.0,304067.0,https://anaconda.org/conda-forge/swifter,2022-08-17 15:26:16.515,207535.0,3.0,,,,,,,,,,,,,,,,,, +295,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-05-26 23:18:23.000,2023-05-20 15:36:34,375.0,2.0,135,30.0,219.0,57.0,139.0,1603,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,48748.0,425.0,407.0,https://pypi.org/project/arq,2022-03-09 17:53:27.000,18.0,48466.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,7349.0,3.0,,,,,,,,,,,,,,,,,, +296,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1550,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,6263.0,194.0,161.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6263.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +297,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,True,streamparse,,,,3671.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,3671.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-06-05 14:10:27.000,2023-05-19 04:32:00,6411.0,3.0,221,41.0,1032.0,8.0,208.0,1382,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,optimuspyspark,,['spark'],,15053.0,,,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,15053.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2204.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2204.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-05-20 04:56:42.000,2023-05-19 06:52:31,2934.0,1.0,203,48.0,178.0,22.0,760.0,1179,2021-10-14 07:45:50.000,2021.2.3,22.0,33.0,25,True,py2neo,conda-forge/py2neo,,,189514.0,,,https://pypi.org/project/py2neo,,,188705.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,58264.0,3.0,,,,,,-4.0,,,,,,,,,,,, +301,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,43.0,53.0,20.0,19.0,1135,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,696618.0,350.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,350.0,696618.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,39.0,126.0,24.0,202.0,1109,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,362.0,363137.0,238.0,205.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,363134.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-04-12 21:10:58.000,2022-09-12 17:36:02,282.0,,50,9.0,26.0,15.0,69.0,587,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,389062.0,1095.0,1071.0,https://pypi.org/project/pysimdjson,2021-06-21 14:56:08.000,24.0,386962.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,67217.0,3.0,,,,,,,,,,,,,,,,,, +304,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-09 05:18:48.000,2023-04-03 13:37:05,249.0,24.0,53,7.0,53.0,16.0,49.0,445,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,11116.0,419.0,391.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,28.0,11116.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +305,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,55.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,93.0,568864.0,192.0,170.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,568863.0,,,,3.0,,,,,,,,,,,,,,,,,, +306,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-04-24 17:15:23.000,2023-04-24 17:14:36,354.0,27.0,29,5.0,123.0,2.0,77.0,138,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,88997.0,800.0,755.0,https://pypi.org/project/everett,2022-01-13 16:31:48.000,45.0,88177.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,37757.0,3.0,,,,,,,,,,,,,,,,,, +307,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,265.0,1768.0,57,2023-03-11 17:00:14.601,3.1.2,104.0,,25,False,openpyxl,openpyxl,,,55984076.0,7754.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7724.0,55982231.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,166787.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1218.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3940,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,2410.0,133.0,57.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,76.0,2410.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,146,42.0,10.0,1.0,12.0,1058,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,540303.0,2021.0,1851.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,535759.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,295404.0,3.0,,,,,,,,,,,,,,,,,, +310,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-06-05 14:53:15.000,2023-06-05 14:52:29,167.0,22.0,84,26.0,39.0,4.0,67.0,784,2023-04-16 01:27:24.000,2.0.0,9.0,19.0,24,False,email-validator,conda-forge/email-validator,,,7123985.0,,,https://pypi.org/project/email-validator,,,7121654.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,81593.0,3.0,,,,,,-4.0,,,,,,,,,,,, +311,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,131,10.0,22.0,25.0,19.0,625,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,3726964.0,2820.0,2608.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,212.0,3726593.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,10772.0,3.0,,,,,,,,,,,,,,,,,, +312,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,11.0,98.0,456,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,24,True,hickle,conda-forge/hickle,,,29421.0,614.0,523.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,29001.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,22268.0,3.0,,,,,,,,,,,,,,,,,, +313,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-06-01 15:14:25.000,2023-06-01 15:14:21,906.0,37.0,22,16.0,163.0,7.0,11.0,321,2023-06-01 15:15:41.205,17.3.2,245.0,18.0,24,True,aiomisc,,,,16700.0,351.0,316.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,35.0,16700.0,,,,3.0,,,,,,,,,,,,,,,,,, +314,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-05-01 17:28:22.000,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,58.0,109784.0,2623.0,2428.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,109415.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,25111.0,3.0,,,,,,,,,,,,,,,,,, +315,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,111.0,109307.0,5647.0,4324.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1323.0,108679.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,53416.0,3.0,,,,,,,,,,,,,,,,,, +316,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,14490602.0,7984.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7984.0,14323548.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,14366702.0,3.0,,,,,,,,,,,,,,,,,, +317,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,39.0,22.0,20.0,11.0,1543,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,commonregex,,,,165549.0,181.0,159.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,165549.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-05-15 20:54:47.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,40.0,21.0,46.0,1417,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,24849.0,105.0,94.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,24467.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,13397.0,3.0,,,,,,,,,,,,,,,,,, +319,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-05-15 10:56:46.000,2023-04-20 09:57:10,314.0,5.0,71,44.0,216.0,39.0,39.0,1281,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,23,True,tasktiger,,,,867.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,867.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-04-10 12:46:48.000,2020-10-16 22:20:10,123.0,,64,41.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,91908.0,689.0,606.0,https://pypi.org/project/pymodm,2017-03-10 23:55:29.000,83.0,91793.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4625.0,3.0,,,,,,,,,,,,,,,,,, +321,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3490,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,30362.0,394.0,361.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,30362.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2021-07-12 12:01:58.000,2020-03-03 22:30:21,885.0,,164,98.0,30.0,18.0,58.0,3227,,,4.0,19.0,22,False,macropy3,,,,214.0,587.0,557.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,214.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,85,36.0,214.0,44.0,55.0,2410,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19118.0,764.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +324,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-06-05 16:41:11.000,2023-05-23 07:09:38,600.0,2.0,352,48.0,103.0,176.0,102.0,1985,2011-12-30 16:40:09.000,11.12.30,16.0,40.0,22,True,camelot,,,,5097.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,5097.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1739,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,5129.0,196.0,165.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,5129.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,10.0,22,False,pinject,conda-forge/pinject,,,57703.0,176.0,155.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,57533.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3574.0,3.0,,,,,,,,,,,,,,,,,, +327,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-05-09 00:58:40.000,2023-02-21 10:55:54,98.0,,38,16.0,63.0,6.0,4.0,1030,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,22,True,asyncer,conda-forge/asyncer,,,80985.0,567.0,550.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,80765.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,3749.0,3.0,,,,,,,,,,,,,,,,,, +328,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,4.0,133,62.0,76.0,146.0,149.0,845,2019-02-14 21:20:15.000,0.4.1,7.0,31.0,22,True,rows,,,38.0,967.0,157.0,157.0,https://pypi.org/project/rows,,,967.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,76,22.0,211.0,72.0,80.0,798,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,22,True,odmantic,,,,13929.0,8.0,,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,8.0,13929.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,2.0,119,13.0,32.0,31.0,42.0,787,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,25529.0,1234.0,1142.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,92.0,25529.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-05-03 20:10:05.000,2023-05-02 12:53:18,107.0,13.0,26,10.0,48.0,10.0,12.0,673,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,26339.0,166.0,156.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,10.0,24288.0,https://anaconda.org/conda-forge/dirty-equals,2023-05-03 14:42:32.536,30775.0,3.0,,,,,,,,,,,,,,,,,, +332,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,55528.0,10942.0,8896.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,55528.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,60477.0,4464.0,3279.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1185.0,59699.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,66979.0,3.0,,,,,,,,,,,,,,,,,, +334,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,32.0,55.0,384,2016-09-29 14:15:14.000,0.15.1,1.0,44.0,22,False,messytables,,,,12895.0,282.0,282.0,https://pypi.org/project/messytables,,,12895.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,257,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,pysparkling,conda-forge/pysparkling,,,10821.0,177.0,169.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10664.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4253.0,3.0,,,,,,,,,,,,,,,,,, +336,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-06-02 16:17:15.000,2023-05-19 11:54:38,5328.0,32.0,42,13.0,594.0,28.0,78.0,188,2023-05-19 10:45:03.000,0.8.4a,17.0,33.0,22,True,batchflow,,,,1487.0,4.0,4.0,https://pypi.org/project/batchflow,,,1487.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-05-23 06:48:32.000,2023-04-26 16:56:57,532.0,9.0,9,5.0,107.0,17.0,83.0,175,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,22,True,typical,conda-forge/typical,,,8982.0,72.0,68.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,7861.0,https://anaconda.org/conda-forge/typical,2023-04-28 22:31:47.179,28026.0,3.0,,,,,,,,,,,,,,,,,, +338,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-05-31 17:54:07.000,2023-05-31 17:54:04,292.0,18.0,40,7.0,38.0,11.0,37.0,145,2022-12-11 23:04:00.529,0.9.0,24.0,20.0,22,True,filedepot,,,,5866.0,850.0,801.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,49.0,5866.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-06-01 18:46:39.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,30.0,12.0,14.0,122,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,docopt-ng,,,,33801.0,181.0,152.0,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,29.0,33801.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,120,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,289528.0,1561.0,1510.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,51.0,287530.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,59956.0,3.0,,,,,,,,,,,,,,,,,, +341,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-06-05 12:56:40.000,2023-06-05 12:35:01,1457.0,447.0,3,3.0,616.0,17.0,18.0,32,2023-06-02 16:35:21.000,4.3.0,56.0,5.0,22,False,click-extra,,,159.0,4533.0,44.0,39.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,5.0,4526.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2698,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,dpark,,['spark'],,14.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,14.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-07 14:32:21.000,2020-12-13 18:58:15,709.0,,121,61.0,75.0,63.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,407.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,407.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,19.0,20.0,3.0,26.0,835,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,unsync,conda-forge/unsync,,,20671.0,207.0,188.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,20391.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,10092.0,3.0,,,,,,,,,,,,,,,,,, +345,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,5.0,25,15.0,164.0,16.0,120.0,523,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,21,True,pypyr,conda-forge/pypyr,,,2805.0,106.0,97.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,2243.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,9561.0,3.0,,,,,,,,,,,,,,,,,, +346,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,49,19.0,13.0,13.0,24.0,257,,,3.0,10.0,21,False,deepdish,conda-forge/deepdish,,,13445.0,745.0,745.0,https://pypi.org/project/deepdish,,,12365.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,85343.0,3.0,,,,,,,,,,,,,,,,,, +347,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10576,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,20,False,grumpy-tools,,,,19.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,19.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,137,68.0,4.0,1.0,40.0,1991,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2113.0,48.0,40.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,8.0,2113.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,711,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,pdpipe,conda-forge/pdpipe,['pandas'],,1915.0,61.0,55.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1170.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,23116.0,3.0,,,,,,,,,,,,,,,,,, +350,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,45,15.0,33.0,19.0,9.0,267,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,price-parser,,,,56761.0,366.0,359.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,56761.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,1.0,26,6.0,48.0,6.0,10.0,239,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,30760.0,263.0,229.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,30760.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-06-08 05:49:02.000,2023-06-07 15:03:35,568.0,97.0,19,4.0,220.0,2.0,,221,2023-06-07 15:04:00.789,1.1.154,421.0,9.0,20,True,upgini,,,,8337.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,8337.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,99,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,171244.0,1886.0,1760.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,161577.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,628406.0,3.0,,,,,,,,,,,,,,,,,, +354,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-05-27 18:18:22.000,2023-05-27 18:11:34,78.0,2.0,121,35.0,10.0,10.0,147.0,3036,2023-05-27 18:18:22.000,2.1.13,59.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1599.0,165.0,165.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,20.0,https://anaconda.org/conda-forge/borb,2023-04-17 14:01:46.096,34741.0,3.0,,,,,,,,,,,,,,,,,, +355,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1975,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,['spark'],,,35.0,35.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,200,40.0,56.0,80.0,39.0,1294,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,19,False,excalibur-py,,,10503.0,1051.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,864.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,74,23.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,19,True,d6tflow,,,,241.0,23.0,23.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,241.0,,,,3.0,,,,,,2.0,,,,,,,,,,,, +358,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,610,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,pugsql,,,,4904.0,59.0,56.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,4904.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,16.0,7.0,19,False,datatest,,,,14116.0,133.0,133.0,https://pypi.org/project/datatest,,,14116.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5096.0,151.0,124.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5096.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,,33,17.0,147.0,34.0,74.0,225,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],16.0,1364.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,394.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,57270.0,3.0,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,5.0,9.0,14.0,5.0,193,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,57126.0,744.0,740.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,57126.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,3.0,105,57.0,67.0,24.0,16.0,2005,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,mara-pipelines,,,,92.0,1.0,,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,92.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1595,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,218.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,218.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,603.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,603.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,933,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +367,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,24,49.0,14.0,4.0,11.0,262,,,1.0,9.0,18,True,valideer,conda-forge/valideer,,,17410.0,68.0,68.0,https://pypi.org/project/valideer,,,17171.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20584.0,3.0,,,,,,,,,,,,,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,validr,,,,9437.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,9437.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,7.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,133532.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,133532.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,2.0,17,7.0,62.0,5.0,22.0,146,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,18,True,aioprometheus,,,,52883.0,145.0,133.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,52883.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1337,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,56.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,56.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,30.0,22.0,1222,,,,24.0,17,False,db.py,,,,720.0,,,https://pypi.org/project/db.py,,,720.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-14 13:54:12.000,2023-04-07 14:12:05,260.0,1.0,56,36.0,45.0,14.0,57.0,1083,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,colout,,,,972.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,972.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-06-04 23:20:19.000,2023-06-04 23:18:03,2642.0,37.0,107,30.0,183.0,51.0,280.0,1056,,,,38.0,17,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,18.0,27.0,42.0,29.0,758,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,2943.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2943.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,78.0,603,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,334.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,334.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,421,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,179.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,179.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,710,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,301.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,301.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-06-07 18:27:29.000,2023-05-26 09:13:05,112.0,2.0,6,13.0,123.0,7.0,2.0,264,2023-03-02 13:18:02.345,0.19.0,94.0,14.0,15,True,squirrel-core,squirrel-core,,,1188.0,4.0,2.0,https://pypi.org/project/squirrel-core,2022-07-06 12:13:21.000,1.0,1188.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +380,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,76,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,40733.0,443.0,434.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,40733.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,342.0,31.0,26.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,342.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:24:41.000,1.0.19,1.0,6.0,13,False,lazydata,,,,7.0,9.0,9.0,https://pypi.org/project/lazydata,,,7.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,540,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,['pandas'],,37.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,37.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,265,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,13,True,rasgoql,,,,223.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,223.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,48.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,48.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,353,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +387,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,54.0,28.0,3.0,2.0,1190,,,,11.0,10,False,botflow,,,,7.0,1.0,1.0,https://pypi.org/project/botflow,,,7.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,760,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index b69a99e..823276c 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- boto3 (πŸ₯‡46 Β· ⭐ 8.1K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 -- neo4j-driver (πŸ₯‰33 Β· ⭐ 800 Β· πŸ“ˆ) - Neo4j Bolt driver for Python. Apache-2 -- py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ“ˆ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 -- docopt-ng (πŸ₯‰21 Β· ⭐ 120 Β· πŸ“ˆ) - Humane command line arguments parser. Now with maintenance,.. MIT +- protobuf (πŸ₯‡51 Β· ⭐ 60K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +- Celery (πŸ₯‡46 Β· ⭐ 22K Β· πŸ“ˆ) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 +- google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.2K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +- simplejson (πŸ₯ˆ37 Β· ⭐ 1.6K Β· πŸ“ˆ) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +- Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- watchdog (πŸ₯ˆ38 Β· ⭐ 5.8K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 -- MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT -- python-fire (πŸ₯ˆ37 Β· ⭐ 25K Β· πŸ“‰) - Python Fire is a library for automatically generating.. Apache-2 -- simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K Β· πŸ“‰) - simplejson is a simple, fast, extensible JSON.. ❗Unlicensed -- natsort (πŸ₯‰30 Β· ⭐ 750 Β· πŸ“‰) - Simple yet flexible natural sorting in Python. MIT +- redis (πŸ₯ˆ37 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- pymongo (πŸ₯‰30 Β· ⭐ 3.8K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 +- schematics (πŸ₯‰26 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. ❗Unlicensed +- py2neo (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- python-email-validator (πŸ₯‰24 Β· ⭐ 780 Β· πŸ“‰) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 From 07be42511c177fa08ff0c11bd57f6b68bc565010 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 15 Jun 2023 13:37:38 +0000 Subject: [PATCH 15/70] Update best-of list for version 2023.06.15 --- README.md | 1476 ++++++++++++++++--------------- history/2023-06-15_changes.md | 20 + history/2023-06-15_projects.csv | 390 ++++++++ latest-changes.md | 20 +- 4 files changed, 1179 insertions(+), 727 deletions(-) create mode 100644 history/2023-06-15_changes.md create mode 100644 history/2023-06-15_projects.csv diff --git a/README.md b/README.md index cd6ef67..d534dd0 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M Back to top -
protobuf (πŸ₯‡51 Β· ⭐ 60K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡51 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 32M Β· πŸ“¦ 430K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 32M Β· πŸ“¦ 430K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 210K Β· πŸ“¦ 59K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 220K Β· πŸ“¦ 60K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,18 +115,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 730K Β· ⏱️ 28.05.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 740K Β· ⏱️ 28.05.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 860K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 900K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 82K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 83K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -140,7 +140,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge marshmallow ```
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simplejson (πŸ₯ˆ37 Β· ⭐ 1.6K Β· πŸ“ˆ) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.2K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): @@ -158,7 +158,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 22 Β· πŸ“¦ 81K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 23 Β· πŸ“¦ 81K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/cloudpipe/cloudpickle @@ -172,34 +172,34 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge cloudpickle ```
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orjson (πŸ₯ˆ35 Β· ⭐ 4.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ35 Β· ⭐ 4.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 170 Β· πŸ“¦ 45K Β· πŸ“‹ 320 - 0% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 320 - 0% open Β· ⏱️ 09.06.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 12M / month Β· πŸ“¦ 980 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 12M / month Β· πŸ“¦ 910 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 740K Β· ⏱️ 01.06.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 760K Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge orjson ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 6% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 11.06.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.3M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.3M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.6M Β· ⏱️ 31.01.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.7M Β· ⏱️ 31.01.2023): ``` conda install -c conda-forge ujson ``` @@ -211,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 24M / month Β· πŸ“¦ 3.8K Β· ⏱️ 20.05.2022): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 25M / month Β· πŸ“¦ 3.7K Β· ⏱️ 20.05.2022): ``` pip install dill ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.1M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): ``` pip install jsonpickle ``` @@ -268,14 +268,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge srsly ```
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python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰28 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.1K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 15.03.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.1K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.2M / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` @@ -291,11 +291,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 390K / month Β· πŸ“¦ 24 Β· ⏱️ 21.06.2021): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 360K / month Β· πŸ“¦ 23 Β· ⏱️ 21.06.2021): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 67K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 68K Β· ⏱️ 29.10.2022): ``` conda install -c conda-forge pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 29K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 28K / month Β· πŸ“¦ 88 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 31K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 33K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,23 +342,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 120M / month Β· πŸ“¦ 69K Β· ⏱️ 23.06.2022): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 120M / month Β· πŸ“¦ 68K Β· ⏱️ 23.06.2022): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 40M Β· ⏱️ 29.05.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 41M Β· ⏱️ 29.05.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 740K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 750K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/numpy/numpy @@ -379,7 +379,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 12M / month Β· πŸ“¦ 15K Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 12M / month Β· πŸ“¦ 14K Β· ⏱️ 23.01.2023): ``` pip install h5py ``` @@ -390,35 +390,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯ˆ39 Β· ⭐ 18K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 950 Β· πŸ“¦ 2.2K Β· πŸ“‹ 4.1K - 20% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 970 Β· πŸ“¦ 2.3K Β· πŸ“‹ 4.1K - 20% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 610K / month Β· πŸ“¦ 160 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 660K / month Β· πŸ“¦ 160 Β· ⏱️ 01.05.2022): ``` pip install polars ```
Modin (πŸ₯ˆ38 Β· ⭐ 8.7K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.1M / month Β· πŸ“¦ 37 Β· ⏱️ 25.06.2022): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.1M / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2022): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 240K Β· ⏱️ 01.06.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 240K Β· ⏱️ 14.06.2023): ``` conda install -c conda-forge modin-core ```
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 940 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 940 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/pydata/xarray @@ -434,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 170 Β· πŸ“¦ 47K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 700K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): ``` pip install tables ``` @@ -450,48 +450,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ34 Β· ⭐ 2.3K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 180 Β· πŸ“¦ 350 Β· πŸ“‹ 560 - 11% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 180 Β· πŸ“¦ 400 Β· πŸ“‹ 570 - 11% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 93K / month Β· πŸ“¦ 11 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 86K / month Β· πŸ“¦ 10 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 99K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 100K Β· ⏱️ 08.09.2022): ``` conda install -c conda-forge docarray ```
numexpr (πŸ₯ˆ33 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 270 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 290 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.5M Β· ⏱️ 03.04.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.6M Β· ⏱️ 03.04.2023): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 280K / month Β· πŸ“¦ 320 Β· ⏱️ 23.06.2022): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 290K / month Β· πŸ“¦ 320 Β· ⏱️ 23.06.2022): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.4M Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.4M Β· ⏱️ 14.06.2023): ``` conda install -c conda-forge zarr ``` @@ -514,16 +514,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
TinyDB (πŸ₯ˆ32 Β· ⭐ 5.9K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 500 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 500 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 19.02.2022): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 400K / month Β· πŸ“¦ 850 Β· ⏱️ 19.02.2022): ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 300K Β· ⏱️ 14.01.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 300K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tinydb ``` @@ -546,23 +546,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 190 Β· πŸ“¦ 870 Β· πŸ“‹ 590 - 33% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 200 Β· πŸ“¦ 880 Β· πŸ“‹ 590 - 33% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 860K / month Β· πŸ“¦ 70 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 850K / month Β· πŸ“¦ 66 Β· ⏱️ 01.05.2022): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 23K Β· ⏱️ 10.05.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 24K Β· ⏱️ 10.05.2023): ``` conda install -c conda-forge pandera-core ```
datasketch (πŸ₯‰30 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 770 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 780 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 84K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 81K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): ``` pip install datatable ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 47K / month Β· πŸ“¦ 25 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 48K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -604,14 +604,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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StaticFrame (πŸ₯‰28 Β· ⭐ 340) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT +
swifter (πŸ₯‰28 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT + +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 980 Β· πŸ“‹ 130 - 7% open Β· ⏱️ 13.06.2023): + + ``` + git clone https://github.com/jmcarpenter2/swifter + ``` +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 300K / month Β· πŸ“¦ 41 Β· ⏱️ 16.08.2022): + ``` + pip install swifter + ``` +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 210K Β· ⏱️ 13.06.2023): + ``` + conda install -c conda-forge swifter + ``` +
+
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT - [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 570 - 6% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.5K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.7K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` pip install static-frame ``` @@ -638,32 +654,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (πŸ₯‰27 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 09.06.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 79K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 80K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
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swifter (πŸ₯‰25 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT - -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 970 Β· πŸ“‹ 140 - 9% open Β· ⏱️ 24.03.2023): - - ``` - git clone https://github.com/jmcarpenter2/swifter - ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 300K / month Β· πŸ“¦ 43 Β· ⏱️ 16.08.2022): - ``` - pip install swifter - ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 210K Β· ⏱️ 17.08.2022): - ``` - conda install -c conda-forge swifter - ``` -
pickleDB (πŸ₯‰22 Β· ⭐ 790) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.1K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): @@ -671,23 +671,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 26K / month Β· πŸ“¦ 92 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 25K / month Β· πŸ“¦ 92 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
fletcher (πŸ₯‰19 Β· ⭐ 220) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 16 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 17 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 390 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 400 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 57K Β· ⏱️ 04.11.2021): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 58K Β· ⏱️ 04.11.2021): ``` conda install -c conda-forge fletcher ``` @@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 600 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 550 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 22M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 23M / month Β· πŸ“¦ 2.1K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -737,7 +737,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyrsistent (πŸ₯‡34 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 280K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 290K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent @@ -751,25 +751,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯ˆ31 Β· ⭐ 340) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ31 Β· ⭐ 350) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 3.7K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 4K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.4M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.5M Β· ⏱️ 29.12.2022): ``` conda install -c conda-forge multidict ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 56 Β· πŸ“¦ 14K Β· πŸ“‹ 54 - 5% open Β· ⏱️ 04.06.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 56 Β· πŸ“¦ 14K Β· πŸ“‹ 55 - 7% open Β· ⏱️ 04.06.2023): ``` git clone https://github.com/jab/bidict @@ -790,7 +790,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.2M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): ``` pip install glom ``` @@ -801,12 +801,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 41 Β· πŸ“¦ 1.4K Β· πŸ“‹ 93 - 12% open Β· ⏱️ 02.06.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 94 - 13% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 950K / month Β· πŸ“¦ 26 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 830K / month Β· πŸ“¦ 25 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` @@ -822,7 +822,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 500K / month Β· πŸ“¦ 310 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 520K / month Β· πŸ“¦ 310 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -833,12 +833,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (πŸ₯‰28 Β· ⭐ 680) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 44 - 13% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 15% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2.4M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): ``` pip install munch ``` @@ -849,28 +849,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (πŸ₯‰28 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 8K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 8.1K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 8.8M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 330K Β· ⏱️ 26.01.2022): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 340K Β· ⏱️ 26.01.2022): ``` conda install -c conda-forge ordered-set ```
python-box (πŸ₯‰26 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 35 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 37 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.4M / month Β· πŸ“¦ 330 Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.5M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): ``` pip install python-box ``` @@ -886,7 +886,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 22.05.2022): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 22.05.2022): ``` pip install immutables ``` @@ -902,23 +902,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 240K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 210 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 73K Β· ⏱️ 04.03.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 75K Β· ⏱️ 04.03.2022): ``` conda install -c conda-forge sqlitedict ```
janus (πŸ₯‰26 Β· ⭐ 700) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 320K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 350K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -940,28 +940,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 14K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“¦ 210K Β· πŸ“‹ 2.5K - 10% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“¦ 210K Β· πŸ“‹ 2.5K - 10% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 69M / month Β· πŸ“¦ 6.6K Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 71M / month Β· πŸ“¦ 6.6K Β· ⏱️ 19.05.2022): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5M Β· ⏱️ 23.05.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.1M Β· ⏱️ 10.06.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 540 Β· πŸ“₯ 5 Β· πŸ“¦ 390K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 9 Β· πŸ“¦ 400K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 68M / month): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 68M / month Β· πŸ“¦ 18K Β· ⏱️ 30.09.2018): ``` pip install jsonschema ``` @@ -970,30 +970,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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validators (πŸ₯ˆ33 Β· ⭐ 770) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ32 Β· ⭐ 770) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 71K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 72K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 400K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 410K Β· ⏱️ 19.02.2023): ``` conda install -c conda-forge validators ```
param (πŸ₯ˆ32 Β· ⭐ 330) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7K Β· πŸ“‹ 400 - 40% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.1K Β· πŸ“‹ 400 - 40% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 440K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 450K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): ``` pip install param ``` @@ -1004,12 +1004,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
voluptuous (πŸ₯‰31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.1M / month): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -1018,14 +1018,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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strictyaml (πŸ₯‰28 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰30 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.6K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 500K / month): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 490K / month Β· πŸ“¦ 230 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1034,14 +1034,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰22 Β· ⭐ 670) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰22 Β· ⭐ 680) - Doing dirty (but extremely useful) things with equals. MIT - [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 26 Β· πŸ“¦ 160 Β· πŸ“‹ 22 - 45% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 24K / month Β· πŸ“¦ 10 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 31K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` @@ -1057,7 +1057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 7.9K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 7.2K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1066,14 +1066,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
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valideer (πŸ₯‰18 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT +
valideer (πŸ₯‰20 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 68 Β· πŸ“‹ 15 - 26% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 68 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 17K / month): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 18K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1084,10 +1084,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects... -- cerberus (πŸ₯ˆ33 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC +- cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT -- schematics (πŸ₯‰26 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. ❗Unlicensed -- python-email-validator (πŸ₯‰24 Β· ⭐ 780 Β· πŸ“‰) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 +- python-email-validator (πŸ₯‰28 Β· ⭐ 790 Β· πŸ“ˆ) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1097,16 +1097,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— python-patterns ( ⭐ 37K) - Collection of design patterns/idioms in Python. +πŸ”— python-patterns ( ⭐ 38K) - Collection of design patterns/idioms in Python.
transitions (πŸ₯‡29 Β· ⭐ 4.9K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3.1K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1117,16 +1117,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
algorithms (πŸ₯‰28 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 83 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 87 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.5K Β· ⏱️ 23.04.2021): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.6K Β· ⏱️ 23.04.2021): ``` conda install -c conda-forge algorithms ``` @@ -1143,12 +1143,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯‡39 Β· ⭐ 2.1K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 1.1M Β· πŸ“‹ 720 - 45% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 1.1M Β· πŸ“‹ 730 - 45% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 240M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1159,12 +1159,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 54K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 55K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 11M / month Β· πŸ“¦ 4.7K Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 12M / month Β· πŸ“¦ 4.7K Β· ⏱️ 27.01.2022): ``` pip install arrow ``` @@ -1173,7 +1173,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge arrow ```
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dateparser (πŸ₯ˆ37 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K Β· πŸ“‰) - python parser for human readable dates. BSD-3 - [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 20K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 16.05.2023): @@ -1191,64 +1191,64 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 330 Β· πŸ“₯ 110 Β· πŸ“¦ 20K Β· πŸ“‹ 510 - 48% open Β· ⏱️ 25.02.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 130 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 10.06.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 11M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.07.2020): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.07.2020): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 740K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 750K Β· ⏱️ 04.02.2023): ``` conda install -c conda-forge pendulum ```
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holidays (πŸ₯ˆ34 Β· ⭐ 980) - Generate and work with holidays in Python. MIT +
pytz (πŸ₯ˆ34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 180 Β· πŸ“‹ 440 - 23% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): ``` - pip install holidays + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.2M Β· ⏱️ 05.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 41M Β· ⏱️ 29.03.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pytz ```
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pytz (πŸ₯ˆ34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT +
holidays (πŸ₯‰33 Β· ⭐ 990) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 180 Β· πŸ“‹ 440 - 23% open Β· ⏱️ 05.06.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 110M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): ``` - pip install pytz + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 41M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.2M Β· ⏱️ 05.06.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge holidays ```
tzlocal (πŸ₯‰31 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 80 - 3% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 30M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 31M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.1M Β· ⏱️ 16.05.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.2M Β· ⏱️ 16.05.2023): ``` conda install -c conda-forge tzlocal ``` @@ -1266,23 +1266,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡39 Β· ⭐ 600) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 49K Β· πŸ“‹ 560 - 35% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 50K Β· πŸ“‹ 560 - 35% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 93M / month Β· πŸ“¦ 580 Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 96M / month Β· πŸ“¦ 550 Β· ⏱️ 19.05.2022): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 12M Β· ⏱️ 07.05.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 12M Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge fsspec ```
watchdog (πŸ₯ˆ38 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 95K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 96K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1298,16 +1298,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (πŸ₯ˆ34 Β· ⭐ 550) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 83 Β· πŸ“¦ 260K Β· πŸ“‹ 97 - 15% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 260K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 58M / month Β· πŸ“¦ 2.6K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 58M / month Β· πŸ“¦ 2.5K Β· ⏱️ 31.05.2022): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 13M Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 13M Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge filelock ``` @@ -1319,11 +1319,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 660K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 670K Β· ⏱️ 23.02.2023): ``` conda install -c conda-forge aiofiles ``` @@ -1339,7 +1339,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 8.9M Β· ⏱️ 19.10.2020): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9M Β· ⏱️ 19.10.2020): ``` conda install -c conda-forge appdirs ``` @@ -1367,11 +1367,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 890K / month Β· πŸ“¦ 130 Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 880K / month Β· πŸ“¦ 130 Β· ⏱️ 07.01.2022): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 400K Β· ⏱️ 26.12.2022): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 410K Β· ⏱️ 26.12.2022): ``` conda install -c conda-forge path ``` @@ -1399,7 +1399,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install future ``` -- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 11M Β· ⏱️ 13.01.2023): +- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 12M Β· ⏱️ 13.01.2023): ``` conda install -c conda-forge future ``` @@ -1411,11 +1411,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 220M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 210M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 43M Β· ⏱️ 05.05.2021): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 44M Β· ⏱️ 05.05.2021): ``` conda install -c conda-forge six ``` @@ -1427,7 +1427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 7.9M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 7.9M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1443,7 +1443,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.6M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.7M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1466,7 +1466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.6K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 480K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 480K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/pyca/cryptography @@ -1480,36 +1480,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
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tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 46 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“¦ 70K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 03.06.2023): ``` - git clone https://github.com/google/tink + git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 160K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.5K Β· ⏱️ 28.01.2023): ``` - pip install tink + pip install pycryptodomex ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 200 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.3M Β· ⏱️ 19.05.2023): ``` - npm install tink-crypto + conda install -c conda-forge pycryptodomex ```
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bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 47 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 14.06.2023): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 36M / month Β· πŸ“¦ 8K Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 160K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` - pip install bcrypt + pip install tink ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.4M Β· ⏱️ 27.10.2022): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 200 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` - conda install -c conda-forge bcrypt + npm install tink-crypto ```
rsa (πŸ₯‰33 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 @@ -1539,14 +1539,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8M Β· ⏱️ 15.03.2022): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.1M Β· ⏱️ 15.03.2022): ``` conda install -c conda-forge asn1crypto ```
keyring (πŸ₯‰32 Β· ⭐ 1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 11% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/jaraco/keyring @@ -1555,14 +1555,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.2M Β· ⏱️ 22.12.2022): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.3M Β· ⏱️ 22.12.2022): ``` conda install -c conda-forge keyring ```
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Show 1 hidden projects... +
bcrypt (πŸ₯‰32 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 + +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 12.06.2023): -- pycryptodomex (πŸ₯ˆ35 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. ❗Unlicensed + ``` + git clone https://github.com/pyca/bcrypt + ``` +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 37M / month Β· πŸ“¦ 8K Β· ⏱️ 01.05.2022): + ``` + pip install bcrypt + ``` +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.5M Β· ⏱️ 27.10.2022): + ``` + conda install -c conda-forge bcrypt + ```

@@ -1572,7 +1584,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/ansible/ansible @@ -1581,78 +1593,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 900K Β· ⏱️ 04.06.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 910K Β· ⏱️ 04.06.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 300M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 360M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 07.06.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 14.06.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 230K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 240K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 310M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 300M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 06.06.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 13.06.2023): ``` conda install -c conda-forge botocore ```
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paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker-compose (πŸ₯ˆ43 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 79K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 13K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 13.06.2023): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` - pip install paramiko + pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.2M Β· ⏱️ 26.05.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 330K Β· ⏱️ 04.11.2022): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-compose ```
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docker-compose (πŸ₯ˆ42 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 +
paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 12K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 79K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 09.06.2023): ``` - git clone https://github.com/docker/compose + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 38M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): ``` - pip install docker-compose + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 330K Β· ⏱️ 04.11.2022): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.3M Β· ⏱️ 26.05.2023): ``` - conda install -c conda-forge docker-compose + conda install -c conda-forge paramiko ```
pulumi (πŸ₯ˆ42 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 910 Β· πŸ“₯ 240K Β· πŸ“¦ 2.6K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 910 Β· πŸ“₯ 240K Β· πŸ“¦ 2.6K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/pulumi/pulumi @@ -1661,14 +1673,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 580 Β· ⏱️ 01.06.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 590 Β· ⏱️ 12.06.2023): ``` npm install @pulumi/pulumi ```
docker (πŸ₯ˆ42 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 580 Β· πŸ“¦ 63K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 590 Β· πŸ“¦ 63K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/docker/docker-py @@ -1684,7 +1696,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯ˆ39 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 09.06.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1694,9 +1706,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install netmiko ```
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kubernetes (πŸ₯‰38 Β· ⭐ 5.7K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯‰38 Β· ⭐ 5.8K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1717,7 +1729,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.4M / month Β· πŸ“¦ 81 Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.5M / month Β· πŸ“¦ 79 Β· ⏱️ 07.04.2022): ``` pip install fabric ``` @@ -1728,12 +1740,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 910 Β· πŸ“¦ 26K Β· πŸ“‹ 430 - 34% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 910 Β· πŸ“¦ 26K Β· πŸ“‹ 430 - 34% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): ``` pip install schedule ``` @@ -1742,14 +1754,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schedule ```
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plumbum (πŸ₯‰35 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰34 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT - [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.2K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month Β· πŸ“¦ 460 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.2M / month Β· πŸ“¦ 460 Β· ⏱️ 23.12.2021): ``` pip install plumbum ``` @@ -1758,14 +1770,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰33 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰34 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.5K Β· πŸ“‹ 200 - 29% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.6K Β· πŸ“‹ 200 - 29% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.6M / month Β· πŸ“¦ 300 Β· ⏱️ 25.09.2020): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.7M / month Β· πŸ“¦ 300 Β· ⏱️ 25.09.2020): ``` pip install sshtunnel ``` @@ -1781,12 +1793,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 24K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ```
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pypyr (πŸ₯‰21 Β· ⭐ 520) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰21 Β· ⭐ 530) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 97 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): @@ -1797,7 +1809,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.6K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.7K Β· ⏱️ 13.03.2023): ``` conda install -c conda-forge pypyr ``` @@ -1815,52 +1827,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
supervisor (πŸ₯‡36 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 280K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): ``` - git clone https://github.com/pexpect/pexpect + git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 31M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): ``` - pip install pexpect + pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 14M Β· ⏱️ 01.11.2022): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 260K Β· ⏱️ 29.12.2022): ``` - conda install -c conda-forge pexpect + conda install -c conda-forge supervisor ```
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supervisor (πŸ₯ˆ36 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
sh (πŸ₯‡36 Β· ⭐ 6.6K) - Python process launching. MIT -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.05.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 13K Β· πŸ“‹ 450 - 1% open Β· ⏱️ 22.05.2023): ``` - git clone https://github.com/Supervisor/supervisor + git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 3.9M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` - pip install supervisor + pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 260K Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 170K Β· ⏱️ 16.05.2023): ``` - conda install -c conda-forge supervisor + conda install -c conda-forge sh ```
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sh (πŸ₯ˆ36 Β· ⭐ 6.6K) - Python process launching. MIT +
pexpect (πŸ₯‡36 Β· ⭐ 2.4K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 12K Β· πŸ“‹ 450 - 1% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 280K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): ``` - git clone https://github.com/amoffat/sh + git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 32M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` - pip install sh + pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 170K Β· ⏱️ 16.05.2023): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 14M Β· ⏱️ 01.11.2022): ``` - conda install -c conda-forge sh + conda install -c conda-forge pexpect ```
Show 1 hidden projects... @@ -1875,7 +1887,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯‡37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 400 Β· πŸ“¦ 81K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 400 Β· πŸ“¦ 82K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop @@ -1900,23 +1912,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7M Β· ⏱️ 14.05.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.1M Β· ⏱️ 14.05.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯‡37 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 130K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 140K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 27M / month Β· πŸ“¦ 410 Β· ⏱️ 13.05.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 28M / month Β· πŸ“¦ 410 Β· ⏱️ 13.05.2022): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7.2M Β· ⏱️ 30.05.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7.4M Β· ⏱️ 30.05.2023): ``` conda install -c conda-forge anyio ``` @@ -1935,16 +1947,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰22 Β· ⭐ 1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 550 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 570 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 81K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 82K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.7K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.9K Β· ⏱️ 05.11.2022): ``` conda install -c conda-forge asyncer ``` @@ -1962,7 +1974,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡37 Β· ⭐ 6.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 370 Β· πŸ“¦ 470K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 370 Β· πŸ“¦ 480K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/theskumar/python-dotenv @@ -1971,19 +1983,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.4M Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.5M Β· ⏱️ 24.02.2023): ``` conda install -c conda-forge python-dotenv ```
traitlets (πŸ₯ˆ36 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 130 Β· πŸ“¦ 320K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 24M / month): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 24M / month Β· πŸ“¦ 15K Β· ⏱️ 01.07.2016): ``` pip install traitlets ``` @@ -1994,7 +2006,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.1K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 6.6K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 6.6K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2003,19 +2015,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 51K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 52K Β· ⏱️ 06.03.2023): ``` conda install -c conda-forge dynaconf ```
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.4K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 11 Β· πŸ“¦ 100K Β· πŸ“‹ 85 - 4% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 11 Β· πŸ“¦ 100K Β· πŸ“‹ 86 - 5% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): ``` pip install python-decouple ``` @@ -2031,27 +2043,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 320 Β· ⏱️ 27.05.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 950K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 970K Β· ⏱️ 09.12.2022): ``` conda install -c conda-forge omegaconf ```
configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 69 Β· πŸ“₯ 92 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 99 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 640K Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 650K Β· ⏱️ 20.01.2023): ``` conda install -c conda-forge configobj ``` @@ -2063,11 +2075,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.8K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.6K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 650K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 660K Β· ⏱️ 28.02.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2079,7 +2091,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 300K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2095,7 +2107,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 88K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 91K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): ``` pip install everett ``` @@ -2121,14 +2133,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 27M Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 28M Β· ⏱️ 26.10.2022): ``` conda install -c conda-forge click ```
rich (πŸ₯‡42 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 94K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 96K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/Textualize/rich @@ -2137,7 +2149,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4M Β· ⏱️ 31.05.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4M Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge rich ``` @@ -2149,7 +2161,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 24M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 25M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): ``` pip install prompt_toolkit ``` @@ -2165,23 +2177,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 7.1M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 610K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 620K Β· ⏱️ 11.04.2023): ``` conda install -c conda-forge fire ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ’€) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 670K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 680K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 120M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 110M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2192,7 +2204,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 120 Β· πŸ“₯ 280 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 22% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 120 Β· πŸ“₯ 280 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 11.06.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2201,19 +2213,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.1M Β· ⏱️ 24.04.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.1M Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge argcomplete ```
Typer (πŸ₯ˆ35 Β· ⭐ 11K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 460 Β· πŸ“‹ 360 - 55% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 460 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 06.07.2022): ``` pip install typer ``` @@ -2233,14 +2245,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 18M Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 19M Β· ⏱️ 16.01.2023): ``` conda install -c conda-forge wcwidth ```
cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 94 - 30% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 94 - 30% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/sdispater/cleo @@ -2249,7 +2261,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 470K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 480K Β· ⏱️ 23.11.2022): ``` conda install -c conda-forge cleo ``` @@ -2261,7 +2273,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 63K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 63K / month Β· πŸ“¦ 110 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2272,16 +2284,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰29 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 9K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 9.1K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 900K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 950K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 38K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 39K Β· ⏱️ 14.03.2022): ``` conda install -c conda-forge questionary ``` @@ -2305,7 +2317,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 970 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2314,10 +2326,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ35 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- ConfigArgParse (πŸ₯‰27 Β· ⭐ 640 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT +- ConfigArgParse (πŸ₯‰27 Β· ⭐ 650 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - clint (πŸ₯‰24 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 32) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 34) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2340,18 +2352,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 75M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 76M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.8M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.9M Β· ⏱️ 23.01.2023): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ30 Β· ⭐ 860) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“₯ 5 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 130 Β· πŸ“₯ 5 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2368,18 +2380,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): ``` pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 69K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 70K Β· ⏱️ 06.02.2023): ``` conda install -c conda-forge beaker ```
pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 170 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 190 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc @@ -2393,7 +2405,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰25 Β· ⭐ 440) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰25 Β· ⭐ 450) - Persistent, stale-free, local and cross-machine caching for Python.. MIT - [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 53 Β· πŸ“¦ 390 Β· πŸ“‹ 65 - 24% open Β· ⏱️ 03.04.2023): @@ -2419,12 +2431,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 10K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 10K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 10.06.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 86K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 84K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2435,12 +2447,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.6K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.7K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 330K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 320K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2449,14 +2461,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ33 Β· ⭐ 10K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT - [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 560 Β· πŸ“¦ 2K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 28K / month): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 30K / month Β· πŸ“¦ 37 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ``` @@ -2475,16 +2487,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.6K Β· πŸ“‹ 690 - 19% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.6K Β· πŸ“‹ 690 - 19% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.4K / month Β· πŸ“¦ 35 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.5K / month Β· πŸ“¦ 35 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 4 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 3 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2496,11 +2508,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 670 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 560 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` -- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 99K Β· ⏱️ 12.04.2022): +- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 100K Β· ⏱️ 12.04.2022): ``` conda install -c conda-forge flexx ``` @@ -2537,7 +2549,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 3% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers @@ -2546,14 +2558,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 750K Β· ⏱️ 30.05.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 760K Β· ⏱️ 13.06.2023): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 57K Β· πŸ“‹ 150 - 7% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 57K Β· πŸ“‹ 150 - 8% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2562,7 +2574,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 52K Β· ⏱️ 24.05.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 53K Β· ⏱️ 08.06.2023): ``` conda install -c conda-forge emoji ``` @@ -2582,7 +2594,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 20 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 17 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2614,19 +2626,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.5M Β· ⏱️ 25.02.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.6M Β· ⏱️ 25.02.2023): ``` conda install -c conda-forge python-slugify ```
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inflect (πŸ₯ˆ30 Β· ⭐ 820) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ30 Β· ⭐ 830) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 92 Β· πŸ“‹ 100 - 20% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.1M / month Β· πŸ“¦ 970 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3M / month Β· πŸ“¦ 970 Β· ⏱️ 01.05.2022): ``` pip install inflect ``` @@ -2635,14 +2647,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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pyahocorasick (πŸ₯‰28 Β· ⭐ 800) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰28 Β· ⭐ 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.9K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 670K / month Β· πŸ“¦ 120 Β· ⏱️ 04.05.2022): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 670K / month Β· πŸ“¦ 110 Β· ⏱️ 04.05.2022): ``` pip install pyahocorasick ``` @@ -2658,11 +2670,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 290K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 300K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 60K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 61K Β· ⏱️ 09.01.2023): ``` conda install -c conda-forge coolname ``` @@ -2674,14 +2686,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 57K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 58K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
Show 2 hidden projects... -- awesome-slugify (πŸ₯‰22 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2702,44 +2714,60 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡46 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 310K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 320K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 600M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 610M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 06.06.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 13.06.2023): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.3K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.4K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 1.2K Β· πŸ“₯ 44K Β· πŸ“¦ 580K Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 1.2K Β· πŸ“₯ 44K Β· πŸ“¦ 580K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 73M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 74M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 20.05.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 10.06.2023): ``` conda install -c conda-forge sqlalchemy ```
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google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.2K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +
redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT + +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 28.05.2023): + + ``` + git clone https://github.com/redis/redis-py + ``` +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 27.06.2022): + ``` + pip install redis + ``` +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 990K Β· ⏱️ 29.05.2023): + ``` + conda install -c conda-forge redis-py + ``` +
+
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 42M / month Β· πŸ“¦ 1.9K Β· ⏱️ 08.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 43M / month Β· πŸ“¦ 1.9K Β· ⏱️ 08.06.2022): ``` pip install google-cloud-storage ``` @@ -2750,12 +2778,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 38M / month Β· πŸ“¦ 610 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 39M / month Β· πŸ“¦ 620 Β· ⏱️ 15.06.2022): ``` pip install azure-storage-blob ``` @@ -2766,7 +2794,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 14.06.2023): ``` git clone https://github.com/coleifer/peewee @@ -2782,12 +2810,12 @@ _Libraries for connecting to, operating, and querying databases._
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 32M / month Β· πŸ“¦ 11K Β· ⏱️ 09.01.2021): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 33M / month Β· πŸ“¦ 180 Β· ⏱️ 15.06.2023): ``` pip install PyMySQL ``` @@ -2798,50 +2826,50 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.1K Β· πŸ“₯ 3K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.1K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 07.06.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 13M / month Β· πŸ“¦ 6K Β· ⏱️ 30.06.2022): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 840K Β· ⏱️ 28.05.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 850K Β· ⏱️ 28.05.2023): ``` conda install -c conda-forge elasticsearch ```
-
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.2K) - Python client for Apache Kafka. Apache-2 +
alembic (πŸ₯‡40 Β· ⭐ 2K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 18K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 08.06.2023): ``` - git clone https://github.com/dpkp/kafka-python + git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 24M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): ``` - pip install kafka-python + pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 400K Β· ⏱️ 30.09.2020): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.4M Β· ⏱️ 18.05.2023): ``` - conda install -c conda-forge kafka-python + conda install -c conda-forge alembic ```
-
alembic (πŸ₯ˆ39 Β· ⭐ 2K) - A database migrations tool for SQLAlchemy. MIT +
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.2K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 180 Β· πŸ“¦ 160K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 18K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.03.2023): ``` - git clone https://github.com/sqlalchemy/alembic + git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 24M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` - pip install alembic + pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.4M Β· ⏱️ 18.05.2023): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 400K Β· ⏱️ 30.09.2020): ``` - conda install -c conda-forge alembic + conda install -c conda-forge kafka-python ```
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT @@ -2860,34 +2888,34 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
-
redis (πŸ₯ˆ37 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +
pymongo (πŸ₯ˆ38 Β· ⭐ 3.9K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.4K - 11% open Β· ⏱️ 28.05.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 14.06.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month Β· πŸ“¦ 20K Β· ⏱️ 07.12.2021): ``` - pip install redis + pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 990K Β· ⏱️ 29.05.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 18.11.2022): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge pymongo ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 190K Β· πŸ“¦ 1.1K Β· πŸ“‹ 930 - 2% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 190K Β· πŸ“¦ 1.1K Β· πŸ“‹ 940 - 2% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 27M / month Β· πŸ“¦ 54 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 26M / month Β· πŸ“¦ 55 Β· ⏱️ 28.06.2022): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 380K Β· ⏱️ 16.05.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 380K Β· ⏱️ 15.06.2023): ``` conda install -c conda-forge awswrangler ``` @@ -2910,7 +2938,7 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ37 Β· ⭐ 610) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 20K Β· πŸ“‹ 570 - 14% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 570 - 13% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2919,35 +2947,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.6M Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.6M Β· ⏱️ 14.06.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 840 Β· πŸ“¦ 6.3K Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 840 Β· πŸ“¦ 6.3K Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.2M / month Β· πŸ“¦ 410 Β· ⏱️ 25.07.2017): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.2M / month Β· πŸ“¦ 400 Β· ⏱️ 25.07.2017): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 710K Β· ⏱️ 26.04.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 710K Β· ⏱️ 08.06.2023): ``` conda install -c conda-forge python-confluent-kafka ```
-
Ibis (πŸ₯ˆ35 Β· ⭐ 2.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
Ibis (πŸ₯ˆ36 Β· ⭐ 2.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 420 Β· πŸ“₯ 79 Β· πŸ“¦ 520 Β· πŸ“‹ 2.1K - 3% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 420 Β· πŸ“₯ 83 Β· πŸ“¦ 520 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 79K / month Β· πŸ“¦ 50 Β· ⏱️ 30.03.2018): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 80K / month Β· πŸ“¦ 45 Β· ⏱️ 30.03.2018): ``` pip install ibis-framework ``` @@ -2956,52 +2984,52 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
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mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.2K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 410 Β· πŸ“₯ 5.2K Β· πŸ“¦ 130K Β· πŸ“‹ 310 - 2% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 790 Β· πŸ“₯ 170 Β· πŸ“¦ 9.1K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): ``` - pip install mysqlclient + pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 260K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.5K Β· ⏱️ 16.03.2023): ``` - conda install -c conda-forge mysqlclient + conda install -c anaconda elasticsearch-dsl ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 690) - S3 Filesystem. BSD-3 +
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 220 Β· πŸ“¦ 14K Β· πŸ“‹ 380 - 27% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 410 Β· πŸ“₯ 5.2K Β· πŸ“¦ 130K Β· πŸ“‹ 310 - 2% open Β· ⏱️ 20.05.2023): ``` - git clone https://github.com/fsspec/s3fs + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 97M / month Β· πŸ“¦ 580 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` - pip install s3fs + pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.7M Β· ⏱️ 07.05.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 270K Β· ⏱️ 06.04.2023): ``` - conda install -c conda-forge s3fs + conda install -c conda-forge mysqlclient ```
-
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 +
s3fs (πŸ₯ˆ35 Β· ⭐ 690) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 770 Β· πŸ“₯ 170 Β· πŸ“¦ 9.1K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 390 - 27% open Β· ⏱️ 09.06.2023): ``` - git clone https://github.com/elastic/elasticsearch-dsl-py + git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 100M / month Β· πŸ“¦ 580 Β· ⏱️ 20.01.2023): ``` - pip install elasticsearch-dsl + pip install s3fs ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.4K Β· ⏱️ 16.03.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.7M Β· ⏱️ 09.06.2023): ``` - conda install -c anaconda elasticsearch-dsl + conda install -c conda-forge s3fs ```
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 @@ -3011,7 +3039,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 83K / month Β· πŸ“¦ 100 Β· ⏱️ 23.10.2020): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 85K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): ``` pip install tortoise-orm ``` @@ -3022,16 +3050,16 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 190 Β· πŸ“¦ 62K Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 62K Β· ⏱️ 14.06.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 880K / month Β· πŸ“¦ 1.2K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 870K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 57K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 58K Β· ⏱️ 06.04.2023): ``` conda install -c conda-forge motor ``` @@ -3043,7 +3071,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 130K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 130K / month Β· πŸ“¦ 850 Β· ⏱️ 09.01.2023): ``` pip install apache-libcloud ``` @@ -3066,12 +3094,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ34 Β· ⭐ 640) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.7K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 21.05.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 4.7K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 21.05.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 400 Β· ⏱️ 07.01.2023): ``` pip install minio ``` @@ -3087,7 +3115,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 240M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` pip install s3transfer ``` @@ -3096,14 +3124,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
+
neo4j-driver (πŸ₯‰33 Β· ⭐ 800) - Neo4j Bolt driver for Python. Apache-2 + +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.6K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 29.05.2023): + + ``` + git clone https://github.com/neo4j/neo4j-python-driver + ``` +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 160K / month Β· πŸ“¦ 220 Β· ⏱️ 27.01.2023): + ``` + pip install neo4j-driver + ``` +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 26.05.2023): + ``` + conda install -c conda-forge neo4j-python-driver + ``` +
Prometheus Client (πŸ₯‰32 Β· ⭐ 3.4K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 16% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 17% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 710 Β· ⏱️ 08.04.2022): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 700 Β· ⏱️ 08.04.2022): ``` pip install prometheus_client ``` @@ -3112,14 +3156,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge prometheus_client ```
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Pony (πŸ₯‰32 Β· ⭐ 3.2K) - Pony Object Relational Mapper. Apache-2 +
Pony (πŸ₯‰32 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 54 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 56 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 75K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 79K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` @@ -3135,7 +3179,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): ``` pip install pynamodb ``` @@ -3146,7 +3190,7 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰32 Β· ⭐ 370) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 300 Β· πŸ“¦ 7.1K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 04.06.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 7.1K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 04.06.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3162,7 +3206,7 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯‰31 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 430 Β· πŸ“¦ 6.1K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 430 Β· πŸ“¦ 6.2K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel @@ -3176,6 +3220,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlmodel ```
+
dataset (πŸ₯‰31 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT + +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 290 Β· πŸ“¦ 3.1K Β· πŸ“‹ 290 - 11% open Β· ⏱️ 30.01.2023): + + ``` + git clone https://github.com/pudo/dataset + ``` +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 66K / month Β· πŸ“¦ 580 Β· ⏱️ 16.12.2021): + ``` + pip install dataset + ``` +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.9K Β· ⏱️ 01.02.2023): + ``` + conda install -c conda-forge dataset + ``` +
Databases (πŸ₯‰31 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 42% open Β· ⏱️ 24.05.2023): @@ -3183,7 +3243,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 390K / month Β· πŸ“¦ 140 Β· ⏱️ 30.05.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): ``` pip install databases ``` @@ -3199,7 +3259,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3210,100 +3270,100 @@ _Libraries for connecting to, operating, and querying databases._
pygsheets (πŸ₯‰31 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 1.9K Β· πŸ“‹ 390 - 13% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 1.9K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 92 Β· ⏱️ 05.02.2021): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 91 Β· ⏱️ 05.02.2021): ``` pip install pygsheets ```
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pymongo (πŸ₯‰30 Β· ⭐ 3.8K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 +
Records (πŸ₯‰30 Β· ⭐ 7K) - SQL for Humans. ISC -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): ``` - git clone https://github.com/mongodb/mongo-python-driver + git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 210K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` - pip install pymongo + pip install records ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 18.11.2022): +- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 24K Β· ⏱️ 30.05.2021): ``` - conda install -c conda-forge pymongo + conda install -c conda-forge records ```
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pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 +
cx-Oracle (πŸ₯‰30 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.4K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 03.06.2023): ``` - git clone https://github.com/django-haystack/pysolr + git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 210K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.7M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): ``` - pip install pysolr + pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 21K Β· ⏱️ 28.04.2020): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 410K Β· ⏱️ 29.10.2022): ``` - conda install -c conda-forge pysolr + conda install -c conda-forge cx_oracle ```
-
Records (πŸ₯‰29 Β· ⭐ 7K) - SQL for Humans. ISC +
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 30.05.2023): ``` - git clone https://github.com/kennethreitz/records + git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 210K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 220K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` - pip install records + pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 24K Β· ⏱️ 30.05.2021): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 21K Β· ⏱️ 28.04.2020): ``` - conda install -c conda-forge records + conda install -c conda-forge pysolr ```
-
dataset (πŸ₯‰29 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT +
py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ“ˆ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 290 Β· πŸ“¦ 3.1K Β· πŸ“‹ 290 - 11% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/pudo/dataset + git clone https://github.com/py2neo-org/py2neo ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 62K / month): +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 200K / month Β· πŸ“¦ 630 Β· ⏱️ 14.10.2021): ``` - pip install dataset + pip install py2neo ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.8K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 59K Β· ⏱️ 14.10.2021): ``` - conda install -c conda-forge dataset + conda install -c conda-forge py2neo ```
prisma (πŸ₯‰28 Β· ⭐ 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 49 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 51% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 51 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 50% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 21K / month Β· πŸ“¦ 4 Β· ⏱️ 21.05.2022): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 22K / month Β· πŸ“¦ 4 Β· ⏱️ 21.05.2022): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 31% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 30% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 16K / month Β· πŸ“¦ 10 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 17K / month Β· πŸ“¦ 10 Β· ⏱️ 06.07.2022): ``` pip install piccolo ``` @@ -3315,11 +3375,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 160K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` -- [Conda](https://anaconda.org/conda-forge/happybase) (πŸ“₯ 140K Β· ⏱️ 01.07.2019): +- [Conda](https://anaconda.org/conda-forge/happybase) (πŸ“₯ 150K Β· ⏱️ 01.07.2019): ``` conda install -c conda-forge happybase ``` @@ -3335,25 +3395,21 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.4K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.5K Β· ⏱️ 23.12.2021): ``` conda install -c conda-forge umongo ```
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py2neo (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +
filedepot (πŸ₯‰25 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 200 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 810 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` - git clone https://github.com/py2neo-org/py2neo - ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 190K / month): - ``` - pip install py2neo + git clone https://github.com/amol-/depot ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 58K Β· ⏱️ 14.10.2021): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 9.5K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` - conda install -c conda-forge py2neo + pip install filedepot ```
ODMantic (πŸ₯‰22 Β· ⭐ 800) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC @@ -3363,63 +3419,49 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 8 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ```
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filedepot (πŸ₯‰22 Β· ⭐ 140) - Toolkit for storing files and attachments in web applications. MIT +
aioprometheus (πŸ₯‰19 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 800 Β· πŸ“‹ 48 - 22% open Β· ⏱️ 31.05.2023): - - ``` - git clone https://github.com/amol-/depot - ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 5.9K / month Β· πŸ“¦ 49 Β· ⏱️ 11.12.2022): - ``` - pip install filedepot - ``` -
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aioprometheus (πŸ₯‰18 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT - -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 130 Β· πŸ“‹ 27 - 18% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 27 - 18% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 53K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 52K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰17 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 110 Β· πŸ“‹ 330 - 15% open Β· ⏱️ 04.06.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 110 Β· πŸ“‹ 330 - 14% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/psycopg/psycopg ```
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Show 18 hidden projects... +
Show 16 hidden projects... -- psycopg2 (πŸ₯ˆ39 Β· ⭐ 2.9K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- neo4j-driver (πŸ₯‰31 Β· ⭐ 800) - Neo4j Bolt driver for Python. ❗Unlicensed - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 51) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 -- cx-Oracle (πŸ₯‰28 Β· ⭐ 860 Β· πŸ’€) - Python interface to Oracle Database now superseded by.. ❗Unlicensed - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (πŸ₯‰25 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- PugSQL (πŸ₯‰19 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- PugSQL (πŸ₯‰20 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT -- lazydata (πŸ₯‰13 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3431,16 +3473,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 2.2K Β· πŸ“¦ 18K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 18K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.3M / month Β· πŸ“¦ 450 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.3M / month Β· πŸ“¦ 470 Β· ⏱️ 15.06.2022): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 310K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 320K Β· ⏱️ 28.04.2023): ``` conda install -c conda-forge datasets ``` @@ -3452,7 +3494,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.7M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.8M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install Faker ``` @@ -3463,23 +3505,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 470 Β· πŸ“₯ 22K Β· πŸ“¦ 29K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 92K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 96K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 610K Β· ⏱️ 30.05.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 610K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge xlwings ```
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 53K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 54K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.06.2023): ``` git clone https://github.com/jazzband/tablib @@ -3488,23 +3530,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 87K Β· ⏱️ 24.03.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 87K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tablib ```
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xmltodict (πŸ₯ˆ33 Β· ⭐ 5.2K) - Python module that makes working with XML feel like you are working.. MIT +
xmltodict (πŸ₯ˆ34 Β· ⭐ 5.2K) - Python module that makes working with XML feel like you are working.. MIT - [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 55K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 24M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 26M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.8M Β· ⏱️ 08.05.2022): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.9M Β· ⏱️ 08.05.2022): ``` conda install -c conda-forge xmltodict ``` @@ -3516,18 +3558,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 210K Β· ⏱️ 03.11.2022): +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 220K Β· ⏱️ 03.11.2022): ``` conda install -c conda-forge python-magic ```
csvkit (πŸ₯ˆ32 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/wireservice/csvkit @@ -3543,12 +3585,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ32 Β· ⭐ 3.1K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 280 Β· πŸ“¦ 18K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 320 Β· ⏱️ 05.12.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 320 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3557,14 +3599,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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Intake (πŸ₯ˆ32 Β· ⭐ 900) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ32 Β· ⭐ 910) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.2K Β· πŸ“‹ 350 - 30% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.3K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 09.06.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 78K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 77K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): ``` pip install intake ``` @@ -3596,7 +3638,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 37K / month Β· πŸ“¦ 10 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 32K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3607,7 +3649,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰27 Β· ⭐ 2.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 220 Β· πŸ“₯ 1K Β· πŸ“¦ 47 Β· πŸ“‹ 190 - 40% open Β· ⏱️ 28.05.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“¦ 49 Β· πŸ“‹ 190 - 41% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/rom1504/img2dataset @@ -3624,43 +3666,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.1K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.4K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` pip install camelot ```
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rows (πŸ₯‰22 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰22 Β· ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 300 - 49% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 970 / month): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 910 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
Upgini (πŸ₯‰20 Β· ⭐ 220) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 19 Β· πŸ“¦ 1 Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 15.06.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.3K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.6K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ```
Squirrel (πŸ₯‰15 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 9 - 77% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 8 - 75% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.2K / month Β· πŸ“¦ 1 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 06.07.2022): ``` pip install squirrel-core ``` @@ -3676,14 +3718,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 - textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- tabulator-py (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- messytables (πŸ₯‰25 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- messytables (πŸ₯‰22 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now.. ❗Unlicensed -- deepdish (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 +- deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 +- datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT - borb (πŸ₯‰19 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed -- excalibur (πŸ₯‰19 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- datatest (πŸ₯‰19 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3694,14 +3736,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡47 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡46 Β· ⭐ 31K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 12K Β· πŸ“₯ 490K Β· πŸ“¦ 7K Β· πŸ“‹ 7.5K - 11% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 12K Β· πŸ“₯ 490K Β· πŸ“¦ 7.1K Β· πŸ“‹ 7.6K - 11% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 6.8M / month Β· πŸ“¦ 260 Β· ⏱️ 23.01.2019): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 8.1M / month Β· πŸ“¦ 240 Β· ⏱️ 23.01.2019): ``` pip install apache-airflow ``` @@ -3709,19 +3751,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 120M Β· ⭐ 450 Β· ⏱️ 16.05.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 120M Β· ⭐ 450 Β· ⏱️ 14.06.2023): ``` docker pull apache/airflow ```
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Celery (πŸ₯‡46 Β· ⭐ 22K Β· πŸ“ˆ) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 +
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.6M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.7M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): ``` pip install celery ``` @@ -3732,39 +3774,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.2K Β· πŸ“¦ 3K Β· πŸ“‹ 3.8K - 12% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.1K Β· πŸ“‹ 3.9K - 13% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 670K / month): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 130 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 460K Β· ⏱️ 01.06.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 460K Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 6.9K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 72% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 72% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 27.06.2022): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 170 Β· ⏱️ 27.06.2022): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 45K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 46K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
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rq (πŸ₯‡40 Β· ⭐ 8.9K) - Simple job queues for Python. BSD-3 +
rq (πŸ₯‡40 Β· ⭐ 9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/rq/rq @@ -3773,51 +3815,51 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 92K Β· ⏱️ 30.06.2021): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 93K Β· ⏱️ 30.06.2021): ``` conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 7.6K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 7.7K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 960 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.7K - 29% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 960 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.8K - 29% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 500K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 520K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 910K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 920K Β· ⏱️ 10.06.2023): ``` conda install -c conda-forge dagster ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.4K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.5K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 10% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.8M / month Β· πŸ“¦ 28 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.8M / month Β· πŸ“¦ 29 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 660K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 660K Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ38 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 300K Β· πŸ“‹ 830 - 46% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 300K Β· πŸ“‹ 830 - 46% open Β· ⏱️ 08.06.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 27M / month Β· πŸ“¦ 6.1K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 27M / month Β· πŸ“¦ 5.9K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` @@ -3833,7 +3875,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 580K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 590K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` @@ -3844,12 +3886,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (πŸ₯ˆ37 Β· ⭐ 7.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 2.8K Β· πŸ“‹ 4.1K - 12% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.9K Β· πŸ“¦ 2.8K Β· πŸ“‹ 4.1K - 11% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 300K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 190K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3858,38 +3900,38 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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Kedro (πŸ₯ˆ36 Β· ⭐ 8.4K) - A Python framework for creating maintainable and modular data science.. Apache-2 +
Kedro (πŸ₯ˆ36 Β· ⭐ 8.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 800 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.3K - 23% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 800 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.3K - 22% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 390K / month Β· πŸ“¦ 56 Β· ⏱️ 08.04.2019): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 380K / month Β· πŸ“¦ 55 Β· ⏱️ 08.04.2019): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 6.1K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 6.2K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“¦ 260 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“¦ 280 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 5.9K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 5.3K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): ``` pip install hub ```
huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 10.06.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 82K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 84K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -3900,12 +3942,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ31 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 300 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 200 - 14% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 300 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 200 - 14% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5.5K / month Β· πŸ“¦ 1 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5.4K / month Β· ⏱️ 28.06.2022): ``` pip install zenml ``` @@ -3921,11 +3963,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install petl ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 180K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 190K Β· ⏱️ 23.11.2022): ``` conda install -c conda-forge petl ```
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whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 + +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 38 Β· πŸ“¦ 110 Β· πŸ“‹ 370 - 8% open Β· ⏱️ 14.06.2023): + + ``` + git clone https://github.com/whylabs/whylogs + ``` +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 60K / month Β· πŸ“¦ 5 Β· ⏱️ 31.03.2022): + ``` + pip install whylogs + ``` +
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 - [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 470 - 21% open Β· ⏱️ 09.05.2023): @@ -3949,7 +4003,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 25K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 24K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -3961,30 +4015,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.1K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.2K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 63K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 64K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge ploomber ```
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whylogs (πŸ₯‰29 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 - -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 94 Β· πŸ“₯ 32 Β· πŸ“¦ 100 Β· πŸ“‹ 360 - 6% open Β· ⏱️ 07.06.2023): - - ``` - git clone https://github.com/whylabs/whylogs - ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 59K / month Β· πŸ“¦ 6 Β· ⏱️ 31.03.2022): - ``` - pip install whylogs - ``` -
PyFunctional (πŸ₯‰26 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 620 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 630 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/EntilZha/PyFunctional @@ -4001,7 +4043,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 76K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 80K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4013,11 +4055,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 48K / month Β· πŸ“¦ 18 Β· ⏱️ 09.03.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 50K / month Β· πŸ“¦ 18 Β· ⏱️ 09.03.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.3K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.5K Β· ⏱️ 02.12.2022): ``` conda install -c conda-forge arq ``` @@ -4029,7 +4071,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 3.7K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 3.8K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): ``` pip install streamparse ``` @@ -4041,7 +4083,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 15K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 14K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4053,7 +4095,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 24K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 25K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4064,12 +4106,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 26 Β· πŸ“‹ 78 - 50% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 26 Β· πŸ“‹ 78 - 50% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 870 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 940 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ``` @@ -4092,12 +4134,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 26% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.5K / month): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.3K / month Β· ⏱️ 07.07.2022): ``` pip install batchflow ``` @@ -4109,7 +4151,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.2K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.4K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4120,12 +4162,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 23 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 24 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 240 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 230 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4137,7 +4179,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 92 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 84 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4149,7 +4191,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 130K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4161,7 +4203,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 180 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 410 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ``` @@ -4173,7 +4215,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 220 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 210 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4185,7 +4227,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 48 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 58 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4194,12 +4236,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 -- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 600 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- Botflow (πŸ₯‰10 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed +- Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

@@ -4214,7 +4256,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 75K Β· ⏱️ 13.10.2021): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 74K Β· ⏱️ 13.10.2021): ``` pip install pyyaml ``` @@ -4225,7 +4267,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 61K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 62K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4246,7 +4288,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 150M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 140M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4261,14 +4303,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡33 Β· ⭐ 1.7K Β· πŸ“‰) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“¦ 7.1K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“¦ 7.2K Β· πŸ“‹ 250 - 26% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.2M / month Β· πŸ“¦ 760 Β· ⏱️ 10.04.2022): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.1M / month Β· πŸ“¦ 740 Β· ⏱️ 10.04.2022): ``` pip install deepdiff ``` @@ -4277,14 +4319,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰26 Β· ⭐ 300) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰26 Β· ⭐ 310) - Runtime inspection utilities for Python typing module. MIT -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 28 Β· πŸ“‹ 55 - 36% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 28 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 300 Β· ⏱️ 07.06.2021): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 20M / month Β· πŸ“¦ 300 Β· ⏱️ 07.06.2021): ``` pip install typing_inspect ``` @@ -4304,9 +4346,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡40 Β· ⭐ 4.8K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡41 Β· ⭐ 4.8K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 730K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 740K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4327,7 +4369,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 35M / month Β· πŸ“¦ 8.6K Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 36M / month Β· πŸ“¦ 8.6K Β· ⏱️ 18.10.2022): ``` pip install more-itertools ``` @@ -4338,12 +4380,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
toolz (πŸ₯ˆ35 Β· ⭐ 4.3K Β· πŸ’€) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 97K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 98K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 18M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 19M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` @@ -4359,23 +4401,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.9M / month Β· πŸ“¦ 430 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.7M / month Β· πŸ“¦ 410 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.1M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.2M Β· ⏱️ 27.02.2023): ``` conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 4.8K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 4.9K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 230 Β· πŸ“‹ 230 - 38% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 230 Β· πŸ“‹ 230 - 37% open Β· ⏱️ 20.03.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 27M / month Β· πŸ“¦ 1.2K Β· ⏱️ 12.07.2021): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 28M / month Β· πŸ“¦ 1.2K Β· ⏱️ 12.07.2021): ``` pip install tenacity ``` @@ -4384,7 +4426,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
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python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 2.9K) - Dependency injection framework for Python. BSD-3 +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3K) - Dependency injection framework for Python. BSD-3 - [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 510 - 30% open Β· ⏱️ 19.12.2022): @@ -4400,66 +4442,66 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dependency_injector ```
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returns (πŸ₯‰31 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯ˆ32 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 99 Β· πŸ“¦ 360 Β· πŸ“‹ 410 - 15% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 100 Β· πŸ“¦ 360 Β· πŸ“‹ 410 - 15% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 89K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 91K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.5K Β· ⏱️ 22.04.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.6K Β· ⏱️ 22.04.2023): ``` conda install -c conda-forge returns ```
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funcy (πŸ₯‰30 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 +
natsort (πŸ₯‰30 Β· ⭐ 760) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.8K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 20K Β· πŸ“‹ 87 - 3% open Β· ⏱️ 19.04.2023): ``` - git clone https://github.com/Suor/funcy + git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.3M / month Β· πŸ“¦ 620 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.04.2018): ``` - pip install funcy + pip install natsort ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 340K Β· ⏱️ 28.03.2023): +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.3M Β· ⏱️ 02.03.2023): ``` - conda install -c conda-forge funcy + conda install -c conda-forge natsort ```
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natsort (πŸ₯‰30 Β· ⭐ 760) - Simple yet flexible natural sorting in Python. MIT +
funcy (πŸ₯‰29 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 20K Β· πŸ“‹ 87 - 3% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.9K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): ``` - git clone https://github.com/SethMMorton/natsort + git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.04.2018): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.3M / month Β· πŸ“¦ 600 Β· ⏱️ 27.01.2023): ``` - pip install natsort + pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.3M Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 340K Β· ⏱️ 28.03.2023): ``` - conda install -c conda-forge natsort + conda install -c conda-forge funcy ```
ubelt (πŸ₯‰26 Β· ⭐ 680) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.6K Β· πŸ“‹ 14 - 21% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.7K Β· πŸ“‹ 16 - 25% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 53 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 12K / month Β· πŸ“¦ 54 Β· ⏱️ 01.07.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 51K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 52K Β· ⏱️ 15.06.2023): ``` conda install -c conda-forge ubelt ``` @@ -4467,7 +4509,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 620 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰24 Β· ⭐ 630 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 @@ -4480,12 +4522,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 54K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 73K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 70K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4500,7 +4542,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 6.4K Β· πŸ“₯ 62K Β· πŸ“‹ 5K - 30% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.5K Β· πŸ“₯ 62K Β· πŸ“‹ 5.1K - 31% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/micropython/micropython @@ -4520,7 +4562,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯‰20 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰18 Β· ⭐ 930 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 350 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4532,7 +4574,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 530 Β· πŸ“¦ 530K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 530 Β· πŸ“¦ 530K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/pygments/pygments @@ -4546,41 +4588,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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pyparsing (πŸ₯‡39 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT +
cookiecutter (πŸ₯‡39 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 7.9K Β· πŸ“¦ 800K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 860 - 31% open Β· ⏱️ 13.06.2023): ``` - git clone https://github.com/pyparsing/pyparsing + git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 73M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): ``` - pip install pyparsing + pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 36M Β· ⏱️ 14.07.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 720K Β· ⏱️ 01.06.2022): ``` - conda install -c conda-forge pyparsing + conda install -c conda-forge cookiecutter ```
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cookiecutter (πŸ₯‡38 Β· ⭐ 20K Β· πŸ’€) - A cross-platform command-line utility that creates projects.. BSD-3 +
pyparsing (πŸ₯‡39 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 840 - 32% open Β· ⏱️ 09.09.2022): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 7.9K Β· πŸ“¦ 800K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 03.06.2023): ``` - git clone https://github.com/cookiecutter/cookiecutter + git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 74M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` - pip install cookiecutter + pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 710K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 36M Β· ⏱️ 14.07.2022): ``` - conda install -c conda-forge cookiecutter + conda install -c conda-forge pyparsing ```
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 580K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 590K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/eliben/pycparser @@ -4601,7 +4643,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 37 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 99K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` @@ -4617,23 +4659,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 30M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 30M / month Β· πŸ“¦ 680 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3M Β· ⏱️ 13.08.2022): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.1M Β· ⏱️ 13.08.2022): ``` conda install -c conda-forge py4j ```
wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 20% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 21% open Β· ⏱️ 27.02.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 75M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): ``` pip install wrapt ``` @@ -4644,12 +4686,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ33 Β· ⭐ 760 Β· πŸ’€) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 430K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 440K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 62M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 63M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4665,7 +4707,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 480K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 490K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4674,6 +4716,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
+
pluggy (πŸ₯ˆ32 Β· ⭐ 950) - A minimalist production ready plugin system. MIT + +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 28% open Β· ⏱️ 13.06.2023): + + ``` + git clone https://github.com/pytest-dev/pluggy + ``` +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): + ``` + pip install pluggy + ``` +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 20M Β· ⏱️ 31.10.2022): + ``` + conda install -c conda-forge pluggy + ``` +
fastcore (πŸ₯ˆ32 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 - [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.7K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 28.03.2023): @@ -4681,23 +4739,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 630K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 640K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 45K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 46K Β· ⏱️ 29.03.2023): ``` conda install -c conda-forge fastcore ```
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pyscaffold (πŸ₯‰31 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰30 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 9% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 280K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 280K / month Β· πŸ“¦ 57 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4706,42 +4764,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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pluggy (πŸ₯‰31 Β· ⭐ 950) - A minimalist production ready plugin system. MIT +
Copier (πŸ₯‰30 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 28% open Β· ⏱️ 16.05.2023): - - ``` - git clone https://github.com/pytest-dev/pluggy - ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): - ``` - pip install pluggy - ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 20M Β· ⏱️ 31.10.2022): - ``` - conda install -c conda-forge pluggy - ``` -
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Copier (πŸ₯‰29 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT - -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 120 Β· πŸ“¦ 420 Β· πŸ“‹ 370 - 14% open Β· ⏱️ 04.06.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 130 Β· πŸ“¦ 420 Β· πŸ“‹ 370 - 14% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 41K / month Β· πŸ“¦ 22 Β· ⏱️ 13.06.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 44K / month Β· πŸ“¦ 21 Β· ⏱️ 13.06.2022): ``` pip install copier ```
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python-mss (πŸ₯‰28 Β· ⭐ 840) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰29 Β· ⭐ 840) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 430K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 490K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4757,11 +4799,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.9M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.8M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.5M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.6M Β· ⏱️ 27.04.2023): ``` conda install -c conda-forge send2trash ``` @@ -4773,23 +4815,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 4.5K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.8K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
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pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 - -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2K Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/ponty/pyscreenshot - ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 250K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): - ``` - pip install pyscreenshot - ``` -
catalogue (πŸ₯‰26 Β· ⭐ 160) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 25K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): @@ -4806,11 +4836,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
+
pyscreenshot (πŸ₯‰25 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 + +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.1K Β· ⏱️ 12.03.2023): + + ``` + git clone https://github.com/ponty/pyscreenshot + ``` +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 340K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): + ``` + pip install pyscreenshot + ``` +
Show 3 hidden projects... - openpyxl (πŸ₯‰25 Β· ⭐ 57) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- macropy (πŸ₯‰23 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
--- diff --git a/history/2023-06-15_changes.md b/history/2023-06-15_changes.md new file mode 100644 index 0000000..813633d --- /dev/null +++ b/history/2023-06-15_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +- pymongo (πŸ₯ˆ38 Β· ⭐ 3.9K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +- schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 +- py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ“ˆ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- python-email-validator (πŸ₯‰28 Β· ⭐ 790 Β· πŸ“ˆ) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- Airflow (πŸ₯‡46 Β· ⭐ 31K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.4K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- pexpect (πŸ₯‡36 Β· ⭐ 2.4K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +- dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K Β· πŸ“‰) - python parser for human readable dates. BSD-3 +- deepdiff (πŸ₯‡33 Β· ⭐ 1.7K Β· πŸ“‰) - DeepDiff: Deep Difference and search of any Python object/data... MIT + diff --git a/history/2023-06-15_projects.csv b/history/2023-06-15_projects.csv new file mode 100644 index 0000000..fd5206a --- /dev/null +++ b/history/2023-06-15_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-09 00:33:21.000,2023-06-09 00:33:20,387.0,29.0,2050,372.0,202.0,16.0,31.0,13833,2023-06-09 00:33:28.000,2023.06.08,100.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-09 00:31:34.000,2023-06-09 00:31:33,239.0,27.0,146,53.0,145.0,1.0,2.0,1930,2023-06-09 00:31:41.000,2023.06.08,93.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-06-09 00:32:56.000,2023-06-09 00:32:55,237.0,28.0,40,22.0,143.0,3.0,5.0,732,2023-06-09 00:33:02.000,2023.06.08,91.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-09 00:31:34.000,2023-06-09 00:31:33,239.0,27.0,146,53.0,145.0,1.0,2.0,1930,2023-06-09 00:31:41.000,2023.06.08,93.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-09 00:33:21.000,2023-06-09 00:33:20,387.0,29.0,2050,372.0,202.0,16.0,31.0,13833,2023-06-09 00:33:28.000,2023.06.08,100.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6752,1666.0,321.0,10.0,73.0,37511,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-09 00:33:21.000,2023-06-09 00:33:20,387.0,29.0,2050,372.0,202.0,16.0,31.0,13833,2023-06-09 00:33:28.000,2023.06.08,100.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-06-15 12:52:27.000,2023-06-15 02:08:09,32590.0,714.0,16187,1109.0,28947.0,3575.0,21295.0,38694,2023-05-28 21:06:46.000,2.0.2,114.0,3364.0,52,True,pandas,conda-forge/pandas,['pandas'],198313.0,119243634.0,1242887.0,1174643.0,https://pypi.org/project/pandas,2022-06-23 13:30:09.000,68244.0,118762801.0,https://anaconda.org/conda-forge/pandas,2023-05-29 10:39:52.426,40721795.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-06-15 13:11:49.000,2023-06-15 03:56:29,12044.0,727.0,15052,2073.0,7307.0,926.0,4897.0,59743,2023-06-14 20:20:40.596,4.23.3,139.0,1100.0,51,True,protobuf,conda-forge/protobuf,,32216078.0,129873933.0,449395.0,430335.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15682.0,122924694.0,https://anaconda.org/conda-forge/protobuf,2023-05-31 04:41:48.037,14318748.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3378.0,6086177.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-06-15 08:23:29.000,2023-06-15 08:23:29,32598.0,727.0,7997,586.0,12407.0,2170.0,9505.0,23757,2023-04-22 21:58:39.000,1.24.3,141.0,1633.0,51,True,numpy,conda-forge/numpy,,745400.0,153598289.0,1813996.0,1682571.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,131425.0,152901934.0,https://anaconda.org/conda-forge/numpy,2023-04-23 01:54:47.993,58388268.0,1.0,,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-06-15 13:20:48.000,2023-06-15 01:16:28,53785.0,269.0,23414,1941.0,49299.0,974.0,30867.0,57700,2023-05-30 19:15:05.064,8.0.0,328.0,6739.0,48,True,ansible,conda-forge/ansible,,,3915517.0,32407.0,28343.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4064.0,3902572.0,https://anaconda.org/conda-forge/ansible,2023-06-04 12:18:42.232,906209.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-06-15 13:03:53.000,2023-06-15 10:57:39,20040.0,854.0,12428,762.0,21355.0,851.0,6706.0,31042,2023-05-16 14:38:31.000,2.6.1,154.0,2870.0,46,True,apache-airflow,conda-forge/airflow,,488797.0,9377936.0,7336.0,7091.0,https://pypi.org/project/apache-airflow,2019-01-23 00:14:38.000,245.0,8145300.0,https://anaconda.org/conda-forge/airflow,2023-05-17 04:44:24.599,901123.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-06-14 23:19:09.274939,451.0,119079193.0,-1.0,,,,,, +12,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-06-15 13:35:00.000,2023-06-15 12:52:02,12238.0,92.0,4493,481.0,2969.0,624.0,4302.0,21698,2023-06-06 06:05:13.589,5.3.0,197.0,1282.0,46,True,celery,conda-forge/celery,,,6717190.0,119259.0,104280.0,https://pypi.org/project/celery,2022-06-29 11:38:16.000,14979.0,6702536.0,https://anaconda.org/conda-forge/celery,2022-05-29 18:35:32.713,1274958.0,1.0,,,,,,,,,,,,,,,,,, +13,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-06-13 23:37:29.232,2023-06-13 18:08:47,5202.0,192.0,1766,239.0,672.0,176.0,2819.0,8141,2023-06-12 19:23:43.543,1.26.152,1324.0,142.0,46,True,boto3,conda-forge/boto3,,,611701250.0,333743.0,316548.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17195.0,611500267.0,https://anaconda.org/conda-forge/boto3,2023-06-13 23:37:29.232,15877662.0,1.0,,,,,,,,,,,,,,,,,, +14,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-06-15 11:05:48.000,2023-06-14 23:19:57,10486.0,408.0,1172,123.0,6818.0,41.0,2208.0,5597,2023-06-01 12:31:21.662,41.0.1,115.0,290.0,46,True,cryptography,conda-forge/cryptography,,,160860899.0,501581.0,480666.0,https://pypi.org/project/cryptography,2022-07-05 13:33:24.000,20915.0,160313424.0,https://anaconda.org/conda-forge/cryptography,2023-06-01 23:16:02.015,39418220.0,1.0,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-06-15 13:17:37.000,2023-06-15 11:18:20,2028.0,477.0,1262,106.0,2493.0,265.0,2249.0,14096,2023-06-07 17:36:30.979,1.10.9,106.0,365.0,45,True,pydantic,conda-forge/pydantic,,,71432156.0,215382.0,208810.0,https://pypi.org/project/pydantic,2022-05-19 11:28:33.000,6572.0,71335805.0,https://anaconda.org/conda-forge/pydantic,2023-06-10 08:46:04.703,5106634.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +16,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-06-14 21:46:16.000,2023-06-13 18:08:27,11243.0,220.0,3733,573.0,3385.0,508.0,3867.0,13877,2023-06-13 19:16:52.534,1.27.153,1730.0,415.0,45,True,awscli,conda-forge/awscli,,1366.0,355286178.0,3031.0,2.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3029.0,355049091.0,https://anaconda.org/conda-forge/awscli,2023-06-14 00:50:40.819,19676262.0,1.0,,,,,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-06-14 12:57:24.000,2023-06-14 12:57:08,16367.0,256.0,1168,92.0,635.0,187.0,7172.0,7368,2023-06-10 20:03:56.000,rel_2_0_16,284.0,632.0,45,True,SQLAlchemy,conda-forge/sqlalchemy,,44042.0,74439766.0,631145.0,584342.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46803.0,74280180.0,https://anaconda.org/conda-forge/sqlalchemy,2023-06-10 23:09:36.424,12212891.0,1.0,,,,,,,,,,,,-1.0,,,,,, +18,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-06-09 04:17:09.000,2023-06-01 18:49:11,2278.0,39.0,1346,185.0,1021.0,132.0,1364.0,13969,2022-04-28 17:37:47.000,8.1.3,49.0,346.0,44,True,click,conda-forge/click,,,127041719.0,1341183.0,1268261.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72922.0,126709441.0,https://anaconda.org/conda-forge/click,2022-10-26 15:38:39.946,27579087.0,1.0,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-06-15 00:20:56.000,2023-06-13 18:08:35,9953.0,264.0,1010,65.0,1962.0,143.0,891.0,1292,2023-06-13 19:17:04.596,1.29.153,1713.0,193.0,44,True,botocore,conda-forge/botocore,,,297854046.0,244488.0,236133.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8355.0,297593428.0,https://anaconda.org/conda-forge/botocore,2023-06-13 23:14:03.621,21631302.0,2.0,,,,,,,,,,,,,,,,,, +20,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-06-15 10:00:22.000,2023-06-13 12:46:52,4220.0,201.0,4880,707.0,3676.0,183.0,6726.0,29712,2023-05-17 17:13:14.000,2.18.1,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,133844560.0,4026927.0,13760.0,12521.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1239.0,1752608.0,https://anaconda.org/conda-forge/docker-compose,2022-11-04 13:24:13.104,334589.0,2.0,,,,,,,,,,,,,,,,,, +21,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-06-15 01:38:07.000,2023-06-15 01:12:55,2988.0,87.0,3107,637.0,2353.0,128.0,2104.0,20606,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,,215530.0,10906182.0,60748.0,60210.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,277.0,9993733.0,https://anaconda.org/conda-forge/flatbuffers,2023-05-28 20:03:40.815,741491.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,261.0,901731.0,,,,,,,,,,,,, +22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-06-14 16:26:52.000,2023-06-14 16:26:51,3460.0,94.0,2215,271.0,3589.0,622.0,1714.0,16453,2023-06-14 16:25:14.000,2.13.0,68.0,516.0,43,True,datasets,conda-forge/datasets,,,3360376.0,18694.0,18225.0,https://pypi.org/project/datasets,2022-06-15 18:05:26.000,469.0,3349852.0,https://anaconda.org/conda-forge/datasets,2023-04-28 14:33:19.813,315739.0,1.0,,,,,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-06-12 09:25:32.000,2023-06-02 19:07:07,3349.0,67.0,1772,225.0,1225.0,26.0,624.0,15905,2023-06-02 19:09:03.796,18.10.1,291.0,527.0,43,True,Faker,conda-forge/faker,,,7772026.0,145876.0,142842.0,https://pypi.org/project/Faker,2022-07-06 15:19:06.000,3034.0,7761493.0,https://anaconda.org/conda-forge/faker,2023-06-02 21:31:13.212,790001.0,1.0,,,,,,,,,,,,,,,,,, +24,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-06-15 09:44:54.000,2023-05-28 02:13:10,2188.0,38.0,2377,327.0,1348.0,206.0,1289.0,11553,2023-05-08 12:06:06.998,4.5.5,113.0,397.0,43,True,redis,conda-forge/redis-py,,,27430590.0,27325.0,,https://pypi.org/project/redis,2022-06-27 13:11:51.000,27325.0,27418637.0,https://anaconda.org/conda-forge/redis-py,2023-05-29 13:34:40.711,992115.0,1.0,,,,,,,,,,,,6.0,,,,,, +25,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-06-12 21:48:49.000,2023-06-09 17:41:13,3928.0,68.0,1932,316.0,748.0,978.0,748.0,8371,2023-05-25 18:13:14.411,3.2.0,142.0,185.0,43,True,paramiko,conda-forge/paramiko,,,37596384.0,91771.0,78943.0,https://pypi.org/project/paramiko,2022-05-17 01:07:00.000,12828.0,37555872.0,https://anaconda.org/conda-forge/paramiko,2023-05-26 04:16:06.050,3281511.0,2.0,,,,,,,,,,,,,,,,,, +26,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-06-14 19:06:33.000,2023-06-14 14:48:27,21552.0,1135.0,1465,303.0,7444.0,157.0,3462.0,4227,2023-06-14 14:48:47.000,google-cloud-orchestration-airflow-v1.9.0,100.0,381.0,43,True,google-cloud-storage,conda-forge/google-cloud-storage,,,42881488.0,1863.0,,https://pypi.org/project/google-cloud-storage,2022-06-08 18:12:00.000,1863.0,42832386.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-05-05 07:42:12.019,3535358.0,1.0,,,,,,,,,,,,,,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-06-15 13:13:49.000,2023-06-15 09:48:00,6412.0,89.0,529,33.0,740.0,406.0,1346.0,1318,2023-04-18 18:51:04.629,2.15.1,59.0,783.0,43,True,pygments,conda-forge/pygments,,,51244080.0,569900.0,533175.0,https://pypi.org/project/pygments,2022-04-24 13:37:38.000,36725.0,50983768.0,https://anaconda.org/conda-forge/pygments,2023-04-19 11:39:51.285,22386853.0,1.0,,,,,,,,,,,,,,,,,, +28,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-06-15 13:30:47.000,2023-06-15 12:22:01,117462.0,1173.0,27010,1491.0,41624.0,8244.0,56853.0,53976,2020-07-22 03:00:52.000,0.0.6,11.0,2506.0,42,True,cpython,conda-forge/typing,,,101131.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,70072.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2702174.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +29,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-06-12 17:36:05.280,2023-06-12 13:57:04,3783.0,40.0,1569,542.0,975.0,153.0,987.0,43605,2023-06-12 13:57:22.000,13.4.2,184.0,221.0,42,True,rich,conda-forge/rich,,,23417489.0,100547.0,96457.0,https://pypi.org/project/rich,2022-05-24 06:40:55.000,4090.0,23301810.0,https://anaconda.org/conda-forge/rich,2023-06-12 17:36:05.280,4048799.0,1.0,,,,,,,,,,,,,,,,,, +30,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-06-15 12:03:56.000,2023-06-14 20:42:07,10209.0,763.0,910,173.0,6267.0,1830.0,4313.0,16266,2023-06-12 16:37:03.301,3.71.0,3889.0,226.0,42,True,pulumi,,,243624.0,3357819.0,3354.0,2638.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,128.0,2265776.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-06-12 16:35:19.478,588.0,1080442.0,,,,,,,,,,,,, +31,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-06-15 11:46:05.000,2023-06-15 00:36:32,14677.0,552.0,1236,153.0,5575.0,520.0,3345.0,12149,2023-06-08 22:30:15.618,2.10.13,214.0,321.0,42,True,prefect,conda-forge/prefect,,,730515.0,3257.0,3127.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,130.0,721488.0,https://anaconda.org/conda-forge/prefect,2023-06-09 01:51:33.831,460380.0,1.0,,,,,,,,,,,,,,,,,, +32,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-06-11 02:16:06.000,2023-06-06 18:28:15,3309.0,10.0,1641,197.0,1554.0,428.0,1207.0,6277,2023-06-01 14:27:42.000,6.1.3,84.0,439.0,42,True,docker,conda-forge/docker-py,,590.0,30224049.0,66836.0,63127.0,https://pypi.org/project/docker,2021-10-07 22:54:50.000,3709.0,30182897.0,https://anaconda.org/conda-forge/docker-py,2023-05-08 12:41:24.501,3415236.0,2.0,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-06-15 12:54:22.000,2023-06-14 22:00:09,14730.0,747.0,2386,366.0,22556.0,950.0,7298.0,3717,2023-06-14 02:28:25.000,azure-mgmt-dns_8.1.0,100.0,594.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,38700174.0,2854.0,2235.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,619.0,38684012.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-04-18 01:20:03.450,953560.0,1.0,,,,,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-06-14 12:51:16.000,2023-06-14 12:49:54,4524.0,27.0,1370,200.0,464.0,,2275.0,10112,2023-04-21 20:18:22.000,3.16.2,183.0,152.0,41,True,peewee,conda-forge/peewee,,,1094681.0,25840.0,22160.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3680.0,1088394.0,https://anaconda.org/conda-forge/peewee,2023-04-21 22:34:26.236,521847.0,1.0,,,,,,,,,,,,,,,,,, +35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-06-15 13:13:09.000,2023-06-15 01:13:49,39422.0,748.0,3955,261.0,21421.0,4261.0,1634.0,6928,2023-05-31 20:18:43.000,2.48.0,89.0,1496.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,6510847.0,170.0,2.0,https://pypi.org/project/apache-beam,2022-06-27 21:50:53.000,168.0,6508647.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-06-02 04:31:25.621,46206.0,1.0,,,,,,,,,,,,,,,,,, +36,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-06-14 15:17:37.000,2023-06-14 15:11:06,1314.0,45.0,338,65.0,513.0,114.0,525.0,4767,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,41,True,attrs,conda-forge/attrs,,,117267433.0,758609.0,740959.0,https://pypi.org/project/attrs,2017-11-08 17:57:49.000,17650.0,116883354.0,https://anaconda.org/conda-forge/attrs,2023-05-07 01:50:52.108,28805941.0,1.0,,,,,,,,,,,,,,,,,, +37,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-06-08 17:59:05.000,2023-06-08 17:59:05,4251.0,64.0,493,57.0,871.0,242.0,1177.0,1883,2023-01-23 10:26:08.294,3.8.0,33.0,195.0,41,True,h5py,conda-forge/h5py,,2725.0,12229629.0,233939.0,219504.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14435.0,12089585.0,https://anaconda.org/conda-forge/h5py,2023-02-06 18:20:39.743,12180701.0,1.0,,,,,,,,,,,,,,,,,, +38,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-06-15 08:39:53.000,2023-06-10 09:34:23,12793.0,40.0,3024,613.0,3473.0,977.0,3871.0,15974,2023-05-20 14:20:47.000,2.2.0,43.0,586.0,40,True,kivy,conda-forge/kivy,,31170.0,89394.0,10752.0,10151.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,601.0,83901.0,https://anaconda.org/conda-forge/kivy,2023-05-20 16:42:24.729,306461.0,1.0,,,,,,,,,,,,,,,,,, +39,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-06-14 08:04:23.000,2023-06-13 05:01:24,1783.0,48.0,1356,210.0,834.0,157.0,922.0,8952,2023-05-27 02:29:02.468,1.15.0,75.0,295.0,40,True,rq,conda-forge/rq,,,774470.0,15559.0,13796.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1763.0,773355.0,https://anaconda.org/conda-forge/rq,2021-06-30 09:49:43.099,92552.0,1.0,,,,,,,,,,,,,,,,,, +40,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-06-15 13:02:26.000,2023-06-15 13:02:25,14730.0,1101.0,960,98.0,8747.0,1688.0,4065.0,7651,2023-06-08 19:13:03.000,1.3.9,544.0,315.0,40,True,dagster,conda-forge/dagster,,,544517.0,1365.0,1248.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,117.0,523226.0,https://anaconda.org/conda-forge/dagster,2023-06-10 13:55:46.861,915537.0,1.0,,,,,,,,,,,,,,,,,, +41,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-15 08:01:03.119,2023-06-15 07:58:17,1077.0,36.0,1409,232.0,477.0,16.0,624.0,7318,2023-03-28 03:57:00.552,1.0.3,11.0,121.0,40,True,PyMySQL,conda-forge/pymysql,,,32809968.0,170440.0,170255.0,https://pypi.org/project/PyMySQL,2023-06-15 08:01:03.119,185.0,32793129.0,https://anaconda.org/conda-forge/pymysql,2023-03-28 11:38:25.865,1145055.0,1.0,,,,,,,,,,,,,,,,,, +42,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-06-12 21:54:31.000,2023-06-12 20:26:33,2504.0,61.0,558,59.0,314.0,24.0,719.0,4163,2023-06-12 21:24:06.000,4.18.0a10,89.0,108.0,40,True,jsonschema,conda-forge/jsonschema,,9.0,68156038.0,413918.0,395446.0,https://pypi.org/project/jsonschema,2018-09-30 14:03:06.000,18472.0,67920879.0,https://anaconda.org/conda-forge/jsonschema,2022-11-30 12:18:06.679,20223697.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-06-14 11:45:42.000,2023-06-07 20:36:46,1517.0,13.0,1154,397.0,1204.0,47.0,978.0,3971,2023-05-25 17:46:27.000,8.8.0,130.0,193.0,40,True,elasticsearch,conda-forge/elasticsearch,,3051.0,13488736.0,44716.0,38672.0,https://pypi.org/project/elasticsearch,2022-06-30 16:35:35.000,6044.0,13478539.0,https://anaconda.org/conda-forge/elasticsearch,2023-05-28 15:43:09.397,848649.0,1.0,,,,,,,,,,,,,,,,,, +44,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-06-04 22:28:13.000,2023-06-03 11:41:23,1467.0,48.0,243,36.0,469.0,27.0,242.0,3074,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,40,True,more-itertools,conda-forge/more-itertools,,2706.0,35767796.0,189955.0,181312.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8643.0,35612693.0,https://anaconda.org/conda-forge/more-itertools,2023-02-27 16:26:05.293,11475075.0,1.0,,,,,,,,,,,,,,,,,, +45,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-06-14 21:52:25.000,2023-06-08 19:42:44,1704.0,53.0,187,19.0,118.0,100.0,862.0,1964,2023-05-17 22:10:39.727,1.11.1,115.0,165.0,40,True,alembic,conda-forge/alembic,,,24211420.0,176579.0,165161.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11418.0,24170755.0,https://anaconda.org/conda-forge/alembic,2023-05-18 02:34:43.779,3375269.0,1.0,,,,,,,,,,,,,,,,,, +46,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-06-13 16:26:10.000,2023-06-13 13:53:16,2977.0,15.0,1836,225.0,1048.0,272.0,589.0,19745,2022-06-01 17:01:17.000,2.1.1,34.0,295.0,39,True,cookiecutter,conda-forge/cookiecutter,,,2153990.0,22286.0,20741.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1545.0,2145508.0,https://anaconda.org/conda-forge/cookiecutter,2022-06-01 22:24:42.468,721016.0,1.0,,,,,,,,,,,,,,,,,, +47,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-06-15 13:16:20.000,2023-06-15 09:05:49,6576.0,837.0,966,128.0,5264.0,855.0,3252.0,17926,2023-06-09 08:58:01.257,0.18.2,293.0,227.0,39,True,polars,,,,655541.0,2478.0,2319.0,https://pypi.org/project/polars,2022-05-01 21:13:18.000,159.0,655541.0,,,,2.0,,,,,,,,,,,,,,,,,, +48,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-06-15 13:35:02.000,2023-06-15 03:06:50,11091.0,561.0,1337,76.0,6344.0,166.0,1529.0,8473,2023-06-09 00:17:25.000,0.16.16,221.0,392.0,39,True,great_expectations,conda-forge/great-expectations,,,9820981.0,29.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,29.0,9810446.0,https://anaconda.org/conda-forge/great-expectations,2023-06-09 01:24:26.007,663713.0,2.0,,,,,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-06-08 15:41:03.000,2023-03-02 20:25:13,2157.0,,1338,154.0,946.0,282.0,1174.0,5214,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1830.0,7160544.0,19700.0,18309.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1391.0,7155052.0,https://anaconda.org/conda-forge/kafka-python,2020-09-30 13:01:38.284,399690.0,2.0,,,,,,,,,,,,,,,,,, +50,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-06-14 06:32:47.000,2023-06-09 20:24:44,2708.0,101.0,1177,199.0,1188.0,168.0,1776.0,3132,2023-05-05 16:39:25.000,4.2.0,42.0,221.0,39,True,netmiko,,,,197340.0,3900.0,3641.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,259.0,197340.0,,,,2.0,,,,,,,,,,,,,,,,,, +51,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-06-07 10:09:23.000,2023-06-07 10:09:12,3047.0,19.0,475,73.0,285.0,21.0,1215.0,2959,2023-04-03 11:33:15.441,2.9.6,56.0,131.0,39,False,psycopg2,psycopg2,,,14322034.0,667524.0,606226.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61278.0,14319704.0,https://anaconda.org/anaconda/psycopg2,2023-03-17 13:15:55.557,212040.0,2.0,,,,,,,,,,,,,,20.0,,,, +52,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-06-06 19:08:37.000,2023-06-06 19:08:37,1575.0,4.0,428,43.0,614.0,327.0,399.0,2082,2021-07-14 08:19:18.000,2.8.2,24.0,131.0,39,True,python-dateutil,conda-forge/python-dateutil,,34923.0,223632948.0,1078790.0,1074687.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,223101896.0,https://anaconda.org/conda-forge/python-dateutil,2021-07-14 18:14:54.171,45109507.0,1.0,,,,,,,,,,,,,,,,,, +53,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2016-06-12 20:32:44.411,2023-06-03 03:41:21.000,2023-06-03 03:41:15,1143.0,45.0,260,24.0,162.0,28.0,273.0,1850,2022-05-10 23:30:45.000,pyparsing_3.0.9,69.0,55.0,39,True,pyparsing,conda-forge/pyparsing,,7949.0,74354640.0,832897.0,800917.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31980.0,73921080.0,https://anaconda.org/conda-forge/pyparsing,2022-07-14 23:32:36.332,36407431.0,1.0,,,,,,,,,,,,,,,,,, +54,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-06-15 13:16:29.000,2023-06-15 13:16:29,2163.0,47.0,254,24.0,734.0,196.0,364.0,596,2023-06-09 17:34:09.999,2023.6.0,69.0,184.0,39,True,fsspec,conda-forge/fsspec,,,96379764.0,50493.0,49939.0,https://pypi.org/project/fsspec,2022-05-19 18:14:36.000,554.0,96140484.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,12442572.0,1.0,,,,,,,,,,,,,,,,,, +55,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-06-15 12:30:58.000,2023-06-14 12:17:29,2472.0,201.0,613,114.0,2644.0,910.0,2777.0,8709,2023-06-14 20:44:01.000,0.22.2,78.0,115.0,38,True,modin,conda-forge/modin-core,['pandas'],196632.0,1142807.0,1101.0,1069.0,https://pypi.org/project/modin,2022-06-25 00:04:51.000,32.0,1128933.0,https://anaconda.org/conda-forge/modin-core,2023-06-14 23:05:30.282,242470.0,2.0,,,,,,,,,,,,,,,,,, +56,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-05-28 09:13:44.000,2023-04-28 08:22:02,2699.0,3.0,675,151.0,714.0,555.0,546.0,8400,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,24960228.0,1406.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1406.0,24547497.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-02-28 16:19:28.469,16096529.0,2.0,,,,,,,,,,,,,,,,,, +57,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-06-13 07:00:19.000,2023-06-13 07:00:18,3180.0,19.0,627,81.0,971.0,163.0,1026.0,6577,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,38,True,marshmallow,conda-forge/marshmallow,,,21335978.0,93309.0,83102.0,https://pypi.org/project/marshmallow,2016-09-05 18:17:34.000,10207.0,21313664.0,https://anaconda.org/conda-forge/marshmallow,2022-11-13 17:10:45.183,1807474.0,2.0,,,,,,,,,,,,,,,,,, +58,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-05-14 21:27:17.000,2023-05-14 21:27:17,1441.0,16.0,677,132.0,377.0,166.0,451.0,5843,2023-03-20 09:22:33.000,3.0.0,44.0,144.0,38,True,watchdog,conda-forge/watchdog,,,12793459.0,104227.0,96243.0,https://pypi.org/project/watchdog,2022-06-10 10:28:22.000,7984.0,12766767.0,https://anaconda.org/conda-forge/watchdog,2023-03-20 17:50:58.389,2188787.0,2.0,,,,,,,,,,,,,,,,,, +59,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-06-13 22:53:51.000,2023-06-13 20:45:59,1670.0,29.0,3113,138.0,840.0,94.0,1151.0,5763,2023-02-16 01:06:58.000,26.1.0,86.0,182.0,38,True,kubernetes,conda-forge/kubernetes,,,14108196.0,1322.0,,https://pypi.org/project/kubernetes,2022-06-22 18:33:29.000,1322.0,14101478.0,https://anaconda.org/conda-forge/kubernetes,2022-10-20 23:48:13.035,423285.0,3.0,,,,,,,,,,,,,,,,,, +60,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-05-28 05:24:49.000,2023-04-18 19:22:32,4081.0,6.0,1211,137.0,1100.0,378.0,1309.0,4006,2023-03-03 10:28:06.959,0.27.0,72.0,385.0,38,True,mongoengine,conda-forge/mongoengine,,,1038188.0,24169.0,20595.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3574.0,1035619.0,https://anaconda.org/conda-forge/mongoengine,2023-01-21 18:15:52.380,210712.0,2.0,,,,,,,,,,,,,,,,,, +61,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-06-14 23:53:52.000,2023-06-14 23:11:26,5282.0,57.0,1113,239.0,1233.0,10.0,,3858,2022-11-17 21:50:05.000,4.3.3,131.0,201.0,38,True,pymongo,conda-forge/pymongo,,,19650339.0,19848.0,,https://pypi.org/project/pymongo,2021-12-07 23:55:30.000,19848.0,19637504.0,https://anaconda.org/conda-forge/pymongo,2022-11-18 03:33:39.845,1078171.0,2.0,,,,,,,,,,,,8.0,,,,,, +62,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-06-09 18:33:38.000,2023-06-08 14:20:09,1463.0,17.0,380,62.0,674.0,383.0,447.0,3290,2022-10-10 12:56:17.006,1.1.1,104.0,120.0,38,True,joblib,conda-forge/joblib,,,27158275.0,304603.0,298668.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5935.0,26923617.0,https://anaconda.org/conda-forge/joblib,2022-10-10 13:51:08.859,19476618.0,2.0,,,,,,,,,,,,,,,,,, +63,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-06-08 18:51:35.000,2023-06-03 21:17:44,2805.0,34.0,439,61.0,195.0,59.0,488.0,2396,2023-05-19 08:13:05.062,3.18.0,46.0,138.0,38,True,pycryptodomex,conda-forge/pycryptodomex,,,29533199.0,71752.0,70211.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1541.0,29513580.0,https://anaconda.org/conda-forge/pycryptodomex,2023-05-19 21:46:31.448,1294871.0,2.0,,,,,,,,,,,,,,,,,, +64,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-04-25 19:40:25.000,2022-09-13 22:22:16,316.0,,449,52.0,244.0,264.0,289.0,2189,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,181760188.0,909033.0,834830.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74203.0,181344207.0,https://anaconda.org/conda-forge/pyyaml,2022-11-09 14:14:51.185,34942432.0,1.0,,,,,,,,,,,,,,,,,, +65,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-05 18:23:33.000,2023-01-29 03:07:44,1874.0,,278,38.0,238.0,198.0,198.0,1167,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,33205711.0,295727.0,278557.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17170.0,33066643.0,https://anaconda.org/conda-forge/future,2023-01-13 07:59:51.508,11542720.0,1.0,,,,,,,,,,,,,,,,,, +66,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-04-11 22:58:48.175,2023-02-13 20:24:46,287.0,,1369,380.0,162.0,131.0,171.0,24692,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,7080159.0,23494.0,21813.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1681.0,7071596.0,https://anaconda.org/conda-forge/fire,2023-04-11 22:58:48.175,616546.0,2.0,,,,,,,,,,,,,,,,,, +67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-06-14 14:34:32.000,2023-05-04 09:47:52,4078.0,4.0,2371,482.0,2270.0,114.0,876.0,16580,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,586601.0,2557.0,2146.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,409.0,586453.0,https://anaconda.org/anaconda/luigi,2023-03-17 13:09:51.279,13075.0,2.0,,,,,,,stable/luigi,,,,,,,2.0,,,, +68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-05-26 16:10:00.460,2023-05-25 18:13:19,1579.0,27.0,1924,466.0,548.0,460.0,1303.0,14077,2023-05-25 18:14:00.894,3.1.0,126.0,136.0,37,True,fabric,conda-forge/fabric,,,3520312.0,79.0,,https://pypi.org/project/fabric,2022-04-07 17:07:25.000,79.0,3519515.0,https://anaconda.org/conda-forge/fabric,2023-05-26 16:10:00.460,65413.0,3.0,,,,,,,,,,,,,,,,,, +69,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-06-14 16:43:08.000,2023-06-14 16:43:08,6786.0,49.0,1739,226.0,3036.0,715.0,2624.0,11715,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,323484.0,8962.0,8664.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,298.0,321129.0,https://anaconda.org/conda-forge/pysimplegui,2023-05-25 06:25:10.742,108338.0,2.0,,,,,,,,,,,,,,,,,, +70,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-06-13 21:53:08.000,2023-01-15 16:27:26,925.0,,550,226.0,231.0,81.0,249.0,9378,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,401.0,6468268.0,83721.0,81891.0,https://pypi.org/project/uvloop,2021-08-10 19:41:14.000,1830.0,6459461.0,https://anaconda.org/conda-forge/uvloop,2022-10-26 18:33:13.711,598667.0,1.0,,,,,,,,,,,,,,,,,, +71,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-05-07 09:45:40.000,2022-11-15 16:25:22,1396.0,,642,135.0,667.0,96.0,398.0,8320,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11658038.0,59298.0,54593.0,https://pypi.org/project/arrow,2022-01-27 15:47:11.000,4705.0,11638420.0,https://anaconda.org/conda-forge/arrow,2022-09-05 12:57:22.106,1667580.0,2.0,,,,,,,,,,,,,,,,,, +72,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-06-15 09:09:47.000,2023-06-14 21:56:47,6141.0,190.0,1266,134.0,3501.0,478.0,3645.0,7124,2023-05-30 15:24:14.000,1.5.1,173.0,282.0,37,True,dbt,conda-forge/dbt,,1864.0,197680.0,2824.0,2794.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,194559.0,https://anaconda.org/conda-forge/dbt,2021-12-09 22:07:39.668,240515.0,2.0,,,,,,,,,,,,,,,dbt,,, +73,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-06-12 06:42:32.000,2023-04-17 15:12:57,354.0,1.0,367,36.0,220.0,35.0,216.0,6097,2023-02-24 06:47:13.294,1.0.0,44.0,91.0,37,True,python-dotenv,conda-forge/python-dotenv,,,29523276.0,487547.0,479546.0,https://pypi.org/project/python-dotenv,2022-03-24 21:32:35.000,8001.0,29492257.0,https://anaconda.org/conda-forge/python-dotenv,2023-02-24 08:27:48.566,2450505.0,1.0,,,,,,,,,,,,,,,,,, +74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-06-15 13:20:02.000,2023-06-14 21:47:57,2196.0,157.0,623,58.0,1336.0,27.0,908.0,3492,2023-06-14 21:59:06.000,3.2.1,139.0,131.0,37,True,awswrangler,conda-forge/awswrangler,['pandas'],193612.0,26360199.0,1120.0,1065.0,https://pypi.org/project/awswrangler,2022-06-28 15:58:16.000,55.0,26345588.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,381440.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +75,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-08 06:36:14.000,2023-05-29 09:51:38,1328.0,15.0,605,121.0,118.0,18.0,862.0,3267,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11181376.0,65477.0,61624.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3853.0,11144449.0,https://anaconda.org/conda-forge/xlsxwriter,2023-05-28 18:05:12.698,2695694.0,3.0,,,,,,,,,,,,,,,,,, +76,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-06-15 13:18:21.000,2023-06-13 00:09:43,4624.0,114.0,944,107.0,3493.0,1141.0,2745.0,2998,2023-05-19 02:39:12.589,2023.5.0,79.0,429.0,37,True,xarray,conda-forge/xarray,,,3027639.0,1716.0,1.0,https://pypi.org/project/xarray,2022-06-09 14:56:37.000,1715.0,2932866.0,https://anaconda.org/conda-forge/xarray,2023-05-19 22:53:13.631,8245334.0,2.0,,,,,,,,,,,,,,,,,, +77,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-06-12 17:14:38.065,2023-06-12 17:01:15,2613.0,61.0,469,120.0,534.0,274.0,1473.0,2618,2023-06-12 10:08:01.061,0.30.9,154.0,61.0,37,True,xlwings,conda-forge/xlwings,,20970.0,105046.0,29224.0,28588.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,636.0,95988.0,https://anaconda.org/conda-forge/xlwings,2023-06-12 17:14:38.065,613409.0,1.0,,,,,,,,,,,,,,,,,, +78,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-13 22:57:55.000,2023-01-28 14:19:39,895.0,,226,52.0,152.0,27.0,184.0,1480,2023-01-28 14:21:04.349,2.0.2,43.0,63.0,37,True,greenlet,conda-forge/greenlet,,,57463280.0,262631.0,252303.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10328.0,57366573.0,https://anaconda.org/conda-forge/greenlet,2023-05-14 17:00:17.987,7059639.0,1.0,,,,,,,,,,,,,,,,,, +79,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-06-12 20:49:48.000,2023-05-22 21:18:10,833.0,41.0,106,27.0,256.0,58.0,247.0,1292,2023-05-27 11:13:03.102,3.7.0,45.0,41.0,37,True,anyio,conda-forge/anyio,,,27825332.0,135616.0,135206.0,https://pypi.org/project/anyio,2022-05-13 12:50:47.000,410.0,27661266.0,https://anaconda.org/conda-forge/anyio,2023-05-30 22:43:41.409,7383010.0,1.0,,,,,,,,,,,,,,,,,, +80,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-12 15:55:13.000,2023-06-01 10:34:06,1382.0,12.0,312,32.0,326.0,183.0,237.0,1105,2023-05-02 07:31:50.000,0.41.1,214.0,116.0,37,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4634355.0,25000.0,22912.0,https://pypi.org/project/sqlalchemy-utils,2022-07-11 07:34:08.517,2088.0,4628547.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-04-27 15:27:44.038,470506.0,2.0,,,,,,,,,,,,,,,,,, +81,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2022-07-26 21:04:07.000,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,947,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,True,six,conda-forge/six,,,206897897.0,1841147.0,1706102.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135045.0,206384797.0,https://anaconda.org/conda-forge/six,2021-05-05 18:46:13.986,43613549.0,2.0,,,,,,,,,,,,,,,,,, +82,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-06-14 06:42:19.818,2023-06-13 15:11:38,1658.0,29.0,247,56.0,1015.0,78.0,496.0,610,2023-06-13 15:16:49.378,3.11.1,144.0,128.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,29476282.0,20998.0,19914.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1084.0,29401294.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-06-14 06:42:19.818,2624586.0,2.0,,,,,,,,,,,,,,,,,, +83,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-06-14 23:07:34.000,2023-06-14 10:41:22,6582.0,422.0,1211,349.0,227.0,51.0,432.0,13194,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,,1065.0,164977.0,51.0,47.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,164759.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,203.0,,,,,,,,,,,,, +84,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-06-06 11:54:43.000,2023-04-11 15:40:50,389.0,8.0,913,208.0,176.0,148.0,279.0,10847,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,schedule,conda-forge/schedule,,,2714305.0,27734.0,26326.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1408.0,2713470.0,https://anaconda.org/conda-forge/schedule,2023-04-11 03:15:46.375,35071.0,3.0,,,,,,,,,,,,,,,,,, +85,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-06-15 13:13:29.000,2023-06-15 12:46:09,2278.0,80.0,795,105.0,1155.0,301.0,1012.0,8436,2023-06-08 17:54:00.908,0.18.10,42.0,192.0,36,True,kedro,,,,379114.0,1729.0,1674.0,https://pypi.org/project/kedro,2019-04-08 14:53:35.000,55.0,379114.0,,,,2.0,,,,,,,,,,,,,,,,,, +86,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-06-14 15:12:55.000,2023-06-14 15:11:05,2424.0,11.0,1207,234.0,473.0,146.0,998.0,7795,2022-12-24 01:04:06.789,4.2.5,50.0,175.0,36,True,supervisor,conda-forge/supervisor,,,1255243.0,11256.0,9305.0,https://pypi.org/project/supervisor,2021-12-30 20:46:21.000,1951.0,1252219.0,https://anaconda.org/conda-forge/supervisor,2022-12-29 19:10:14.732,257096.0,1.0,,,,,,,,,,,,,,,,,, +87,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-06-05 10:47:40.000,2023-05-22 16:29:34,1429.0,11.0,486,139.0,230.0,9.0,442.0,6622,2023-05-15 15:25:45.070,2.0.4,42.0,94.0,36,True,sh,conda-forge/sh,,,3906173.0,15140.0,12536.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2604.0,3904035.0,https://anaconda.org/conda-forge/sh,2023-05-16 04:58:18.019,173213.0,1.0,,,,,,,,,,,,,,,,,, +88,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-06-15 12:55:50.000,2023-06-13 04:07:02,837.0,13.0,842,336.0,512.0,260.0,827.0,3292,2023-05-04 18:21:10.000,2.1.1,29.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9206393.0,6739.0,6334.0,https://pypi.org/project/confluent-kafka,2017-07-25 21:54:37.000,405.0,9196872.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-06-08 17:39:11.027,714141.0,2.0,,,,,,,,,,,,,,,,,, +89,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-04-17 03:11:21.000,2022-11-04 10:01:12,370.0,,232,45.0,140.0,110.0,138.0,3171,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,115108190.0,696919.0,676022.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20897.0,114847660.0,https://anaconda.org/conda-forge/colorama,2022-10-25 12:26:53.938,22405645.0,2.0,,,,,,,,,,,,,,,,,, +90,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-05-31 00:00:47.000,2023-05-31 00:00:47,551.0,7.0,579,97.0,176.0,27.0,303.0,2880,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,102503171.0,602662.0,585588.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17074.0,102121424.0,https://anaconda.org/conda-forge/pycparser,2021-11-07 03:53:42.470,31303293.0,2.0,,,,,,,,,,,,,,,,,, +91,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-06-15 13:20:49.000,2023-06-15 13:20:49,5512.0,666.0,421,78.0,4243.0,82.0,2078.0,2788,2023-04-11 17:45:32.960,5.1.0,38.0,151.0,36,True,ibis-framework,conda-forge/ibis-framework,,83.0,82918.0,567.0,522.0,https://pypi.org/project/ibis-framework,2018-03-30 23:37:34.000,45.0,79563.0,https://anaconda.org/conda-forge/ibis-framework,2023-04-11 19:20:15.448,288268.0,2.0,,,,,,,,,,,,,,,,,, +92,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-05-02 11:58:24.000,2023-04-02 16:48:18,1600.0,2.0,459,95.0,300.0,183.0,290.0,2390,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,36,True,pexpect,conda-forge/pexpect,,4331.0,31702315.0,299056.0,282997.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16059.0,31536026.0,https://anaconda.org/conda-forge/pexpect,2022-11-01 10:14:03.072,14297682.0,1.0,,,,,,,,,,,,-1.0,,,,,, +93,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-06-01 20:14:54.000,2023-05-16 10:59:01,1496.0,5.0,439,131.0,549.0,296.0,369.0,2298,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,36,True,dateparser,conda-forge/dateparser,,,4839420.0,21468.0,20256.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1212.0,4837488.0,https://anaconda.org/conda-forge/dateparser,2023-03-23 15:19:11.445,148806.0,2.0,,,,,,,,,,,,-1.0,,,,,, +94,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-04-10 11:30:34.098,2023-04-06 19:00:56,650.0,9.0,329,67.0,122.0,18.0,175.0,1581,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,36,True,simplejson,conda-forge/simplejson,,6214.0,18376732.0,126519.0,105658.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20861.0,18339781.0,https://anaconda.org/conda-forge/simplejson,2023-04-10 11:30:34.098,2618604.0,2.0,,,,,,,,,,,,,,,,,, +95,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-04-17 15:55:17.000,2023-03-25 23:08:27,422.0,1.0,149,29.0,272.0,82.0,161.0,1384,2023-01-19 09:28:09.524,2.2.1,38.0,55.0,36,True,cloudpickle,conda-forge/cloudpickle,,23.0,26112044.0,84018.0,81235.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2783.0,25957840.0,https://anaconda.org/conda-forge/cloudpickle,2023-01-20 08:13:47.706,13415792.0,2.0,,,,,,,,,,,,,,,,,, +96,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-06-15 05:12:05.000,2023-06-11 23:37:42,733.0,67.0,115,35.0,205.0,50.0,189.0,1216,2023-06-11 23:38:46.083,3.1.1,117.0,65.0,36,True,argcomplete,conda-forge/argcomplete,,283.0,20313410.0,46042.0,43905.0,https://pypi.org/project/argcomplete,2018-02-13 15:41:12.000,2137.0,20298665.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1120415.0,2.0,,,,,,,,,,,,,,,,,, +97,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-06-06 16:42:18.000,2023-06-06 16:42:16,1960.0,8.0,195,26.0,575.0,91.0,190.0,558,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,36,True,traitlets,conda-forge/traitlets,,144.0,24045345.0,339827.0,325212.0,https://pypi.org/project/traitlets,2016-07-01 09:15:24.000,14615.0,23801285.0,https://anaconda.org/conda-forge/traitlets,2023-01-30 20:31:53.570,20988216.0,2.0,,,,,,,,,,,,,,,,,, +98,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-06-15 13:18:41.000,2023-06-15 02:19:57,14871.0,293.0,6529,730.0,5310.0,1611.0,3489.0,16744,2023-04-26 15:20:33.000,1.20.0,14.0,575.0,35,True,micropython-_markupbase,,,61792.0,882.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +99,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-06-13 00:55:52.000,2023-05-02 06:15:57,457.0,27.0,465,68.0,258.0,203.0,163.0,11429,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12868017.0,2279.0,,https://pypi.org/project/typer,2022-07-06 18:56:31.000,2279.0,12830839.0,https://anaconda.org/conda-forge/typer,2023-05-02 12:12:32.753,1412784.0,2.0,,,,,,,,,,,,,,,,,, +100,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2022-12-20 14:16:15.000,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,184.0,7808,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,docopt,conda-forge/docopt,,,11633479.0,107809.0,95468.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12341.0,11612875.0,https://anaconda.org/conda-forge/docopt,2018-07-06 22:39:53.718,1772027.0,2.0,,,,,,,,,,,,,,,,,, +101,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-06-09 22:59:22.392,2023-06-09 14:08:40,574.0,36.0,169,32.0,75.0,3.0,316.0,4657,2023-06-09 14:25:17.760,3.9.1,108.0,19.0,35,True,orjson,conda-forge/orjson,,,11756698.0,47365.0,46452.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,913.0,11736774.0,https://anaconda.org/conda-forge/orjson,2023-06-09 22:59:22.392,757138.0,2.0,,,,,,,,,,,,,,,,,, +102,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-05-27 22:35:49.000,2022-11-03 19:39:10,1206.0,,249,83.0,347.0,114.0,142.0,4261,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,18800526.0,101655.0,98218.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3437.0,18608854.0,https://anaconda.org/conda-forge/toolz,2022-07-10 20:41:15.066,16100467.0,2.0,,,,,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-06-12 13:40:38.968,2023-06-11 16:59:41,1168.0,8.0,576,138.0,309.0,35.0,214.0,4252,2023-06-11 17:09:02.366,3.5.0,44.0,121.0,35,True,tablib,conda-forge/tablib,,,1606306.0,55323.0,54057.0,https://pypi.org/project/tablib,2022-04-09 14:18:50.000,1266.0,1605202.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,87246.0,2.0,,,,,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-06-11 08:34:13.000,2023-06-11 08:05:55,877.0,28.0,367,88.0,257.0,25.0,314.0,4091,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,ujson,conda-forge/ujson,,,7354379.0,4348.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4348.0,7300263.0,https://anaconda.org/conda-forge/ujson,2023-01-31 19:23:53.049,3679952.0,2.0,,,,,,,,,,,,,,,,,, +105,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-06-14 13:59:57.000,2023-03-01 20:59:31,1023.0,,790,417.0,367.0,148.0,1144.0,3666,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,174.0,2867292.0,10103.0,9131.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,972.0,2867179.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-03-16 14:06:04.459,7461.0,2.0,,,,,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-06-14 00:29:40.000,2023-06-13 17:57:52,1571.0,28.0,411,87.0,106.0,4.0,162.0,3243,2023-06-13 18:03:00.518,8.13.14,222.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4763618.0,1408.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1408.0,4754580.0,https://anaconda.org/conda-forge/phonenumbers,2023-06-13 22:27:29.454,759257.0,1.0,,,,,,,,,,,,,,,,,, +107,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-06-09 04:50:07.000,2023-05-20 17:46:16,1059.0,30.0,408,54.0,280.0,8.0,306.0,2253,2022-06-22 08:12:35.000,2.1.1,35.0,78.0,35,True,mysqlclient,conda-forge/mysqlclient,,5247.0,4010299.0,134950.0,127786.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7164.0,4005488.0,https://anaconda.org/conda-forge/mysqlclient,2023-04-06 18:27:57.286,265846.0,2.0,,,,,,,,,,,,,,,,,, +108,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-06-07 00:15:36.000,2023-06-07 00:15:35,983.0,8.0,161,23.0,145.0,164.0,313.0,1933,2022-10-23 22:50:21.000,dill-0.3.6,25.0,43.0,35,True,dill,conda-forge/dill,,290533.0,24973547.0,105724.0,102005.0,https://pypi.org/project/dill,2022-05-20 11:21:11.000,3719.0,24920526.0,https://anaconda.org/conda-forge/dill,2022-10-24 09:21:13.641,4243481.0,2.0,,,,,,,,,,,,,,,,,, +109,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-05-31 19:28:05.000,2023-05-31 19:28:05,4480.0,29.0,250,59.0,342.0,151.0,533.0,1213,2022-12-23 13:29:42.000,3.8.0,36.0,118.0,35,True,tables,conda-forge/pytables,,172.0,771617.0,49139.0,46659.0,https://pypi.org/project/tables,2021-12-28 21:42:08.000,2480.0,698113.0,https://anaconda.org/conda-forge/pytables,2023-04-08 17:21:15.847,6027219.0,2.0,,,,,,,,,,,,,,,,,, +110,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-06-09 21:29:13.035,2023-06-09 17:43:47,992.0,17.0,226,21.0,357.0,105.0,281.0,692,2023-06-09 17:45:04.039,2023.6.0,59.0,119.0,35,True,s3fs,conda-forge/s3fs,,,100948762.0,14202.0,13621.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,581.0,100881397.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,5726091.0,2.0,,,,,,,,,,,,,,,,,, +111,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-06-12 08:57:37.000,2023-05-22 23:51:10,520.0,9.0,1869,362.0,445.0,328.0,180.0,30092,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,34,True,diagrams,conda-forge/diagrams,,,103183.0,1069.0,1034.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,98831.0,https://anaconda.org/conda-forge/diagrams,2023-04-07 13:33:12.269,161041.0,2.0,,,,,,,,,,,,,,,,,, +112,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-05-06 17:25:39.000,2023-05-06 17:25:38,1519.0,4.0,340,147.0,191.0,60.0,102.0,6218,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,34,True,boltons,conda-forge/boltons,,23.0,3728853.0,4916.0,4504.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,412.0,3702852.0,https://anaconda.org/conda-forge/boltons,2023-02-27 12:14:40.904,2210104.0,2.0,,,,,,,,,,,,,,,,,, +113,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-06-14 22:59:15.000,2023-06-10 10:48:45,796.0,3.0,331,65.0,240.0,246.0,274.0,5491,2020-07-24 18:17:05.000,2.1.2,53.0,89.0,34,True,pendulum,conda-forge/pendulum,,126.0,11514361.0,21683.0,20511.0,https://pypi.org/project/pendulum,2020-07-24 18:16:40.000,1172.0,11503941.0,https://anaconda.org/conda-forge/pendulum,2023-02-04 04:46:37.602,750199.0,2.0,,,,,,,,,,,,,,,,,, +114,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-03-24 14:33:59.000,2023-03-12 19:26:01,221.0,,461,107.0,93.0,80.0,160.0,5157,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,xmltodict,conda-forge/xmltodict,,,25664852.0,60266.0,54851.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5415.0,25629870.0,https://anaconda.org/conda-forge/xmltodict,2022-05-08 14:42:37.794,2868605.0,2.0,,,,,,,,,,,,,,,,,, +115,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-06-14 21:32:24.000,2023-06-05 08:51:50,1175.0,16.0,313,41.0,465.0,452.0,479.0,3597,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,85846.0,5779.0,5682.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,97.0,85308.0,https://anaconda.org/conda-forge/tortoise-orm,2023-02-03 17:07:05.059,12913.0,2.0,,,,,,,,,,,,,,,,,, +116,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-06-14 17:35:02.000,2023-06-14 17:35:02,687.0,24.0,271,36.0,469.0,105.0,334.0,3074,2023-03-02 15:20:46.983,3.1.12,81.0,111.0,34,True,dynaconf,conda-forge/dynaconf,,,1690177.0,6892.0,6650.0,https://pypi.org/project/dynaconf,2022-06-06 18:03:52.000,242.0,1688567.0,https://anaconda.org/conda-forge/dynaconf,2023-03-06 08:48:00.176,51525.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +117,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-04-06 10:22:58.000,2021-05-05 20:47:21,1145.0,,230,49.0,261.0,49.0,295.0,2988,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,4902020.0,14857.0,13745.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1112.0,4898107.0,https://anaconda.org/conda-forge/cerberus,2021-12-10 19:41:57.511,320868.0,2.0,,,,,,,,,,,,,,,,,, +118,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-02-09 15:51:10.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2967,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,34,True,sortedcontainers,conda-forge/sortedcontainers,,,23608632.0,119612.0,117484.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2128.0,23486132.0,https://anaconda.org/conda-forge/sortedcontainers,2021-05-17 02:06:34.364,10167512.0,1.0,,,,,,,,,,,,,,,,,, +119,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-05-09 06:02:11.000,2023-04-14 13:49:36,454.0,11.0,525,125.0,202.0,61.0,928.0,2684,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,34,False,pyodbc,conda-forge/pyodbc,,,25236071.0,2107.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2107.0,25221343.0,https://anaconda.org/conda-forge/pyodbc,2023-04-25 17:54:19.416,1031021.0,2.0,,,,,,,,,,,,,,,,,, +120,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-05-30 14:43:53.540,2023-05-30 10:38:03,1260.0,9.0,185,48.0,307.0,126.0,221.0,2601,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,plumbum,conda-forge/plumbum,,,1193604.0,4680.0,4221.0,https://pypi.org/project/plumbum,2021-12-23 19:58:48.000,459.0,1181241.0,https://anaconda.org/conda-forge/plumbum,2023-05-30 14:43:53.540,964360.0,3.0,,,,,,,,,,,,,,,,,, +121,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-06-15 12:47:34.000,2023-06-15 07:11:06,1313.0,232.0,179,42.0,1075.0,63.0,503.0,2274,2023-06-06 15:25:28.021,0.33.0,639.0,63.0,34,True,docarray,conda-forge/docarray,,,92138.0,411.0,401.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,10.0,86222.0,https://anaconda.org/conda-forge/docarray,2022-09-08 23:46:46.557,100579.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +122,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-06-14 18:06:45.000,2023-06-14 18:06:44,1730.0,13.0,189,88.0,208.0,,,2169,2023-04-03 20:26:32.000,3.1.2,42.0,43.0,34,True,motor,conda-forge/motor,,,868884.0,63469.0,62324.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1145.0,867817.0,https://anaconda.org/conda-forge/motor,2023-04-06 01:22:31.740,57661.0,2.0,,,,,,,,,,,,,,,,,, +123,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-06-13 09:01:15.000,2023-01-30 20:16:12,9680.0,,894,87.0,1716.0,78.0,114.0,1945,2023-01-09 20:58:01.975,3.7.0,70.0,457.0,34,True,apache-libcloud,,,,134102.0,3859.0,3005.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,854.0,134102.0,,,,2.0,,,,,,,,,,,,,,,,,, +124,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-04-10 16:43:27.000,2022-12-29 07:29:09,696.0,,140,43.0,108.0,23.0,144.0,1867,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,55169476.0,290528.0,288248.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2280.0,54839619.0,https://anaconda.org/conda-forge/pyrsistent,2023-01-02 18:12:58.057,18472000.0,1.0,,,,,,,,,,,,,,,,,, +125,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-05-23 16:41:08.000,2023-05-23 16:41:08,852.0,4.0,223,47.0,272.0,8.0,262.0,1756,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,msgpack,conda-forge/msgpack-python,,1049.0,32494313.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,32337693.0,https://anaconda.org/conda-forge/msgpack-python,2023-03-08 22:28:46.106,12371752.0,3.0,,,,,,,,,,,,,,,,,, +126,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-06-08 16:58:50.939,2023-06-08 14:54:38,463.0,13.0,255,26.0,109.0,13.0,141.0,1694,2023-06-08 08:54:53.000,2.5.0,38.0,60.0,34,True,emoji,conda-forge/emoji,,,1747723.0,58479.0,57054.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1425.0,1746712.0,https://anaconda.org/conda-forge/emoji,2023-06-08 16:58:50.939,52603.0,1.0,,,,,,,,,,,,,,,,,, +127,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-06-08 02:12:47.961,2023-06-06 21:24:28,6024.0,35.0,520,80.0,1088.0,7.0,,1336,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1262780.0,5791.0,5097.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,694.0,1260510.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,168014.0,2.0,,,,,,,,,,,,,,,,,, +128,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-05-26 20:00:08.000,2023-05-26 20:00:07,1357.0,11.0,158,34.0,158.0,62.0,228.0,1137,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,8042436.0,2350.0,,https://pypi.org/project/jsonpickle,2022-05-11 16:03:32.000,2350.0,8022912.0,https://anaconda.org/conda-forge/jsonpickle,2022-12-02 13:10:59.505,1366723.0,3.0,,,,,,,,,,,,,,,,,, +129,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-01 21:47:35.000,2023-05-14 21:12:56,446.0,60.0,181,28.0,93.0,57.0,139.0,1099,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,34,True,sshtunnel,conda-forge/sshtunnel,,,4721086.0,5860.0,5565.0,https://pypi.org/project/sshtunnel,2020-09-25 15:00:54.000,295.0,4719690.0,https://anaconda.org/conda-forge/sshtunnel,2021-11-08 08:54:58.940,113128.0,3.0,,,,,,,,,,,,,,,,,, +130,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-06-09 06:40:01.000,2023-02-12 00:08:39,785.0,,192,42.0,112.0,142.0,269.0,1076,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,30300599.0,25038.0,24353.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,685.0,30262760.0,https://anaconda.org/conda-forge/py4j,2022-08-13 09:08:16.459,3102798.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +131,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-05-21 02:51:58.000,2023-05-21 02:51:57,1107.0,11.0,275,31.0,779.0,5.0,498.0,637,2023-05-20 18:50:38.000,7.1.15,104.0,114.0,34,True,minio,conda-forge/minio,,,1138126.0,5103.0,4700.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,403.0,1135420.0,https://anaconda.org/conda-forge/minio,2023-05-20 19:46:02.632,129898.0,2.0,,,,,,,,,,,,,,,,,, +132,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-06-13 20:34:05.000,2023-06-13 20:34:04,249.0,35.0,85,15.0,147.0,13.0,82.0,553,2023-06-12 22:04:06.461,3.12.2,61.0,36.0,34,True,filelock,conda-forge/filelock,,,58516849.0,265731.0,263196.0,https://pypi.org/project/filelock,2022-05-31 20:21:36.000,2535.0,58359691.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,13201323.0,2.0,,,,,,,,,,,,,,,,,, +133,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-04-03 23:11:42.000,2023-04-03 23:11:42,649.0,9.0,70,15.0,31.0,28.0,44.0,263,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,34,True,pytz,conda-forge/pytz,,,116025410.0,1614770.0,1532078.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82692.0,115542079.0,https://anaconda.org/conda-forge/pytz,2023-03-29 11:22:15.065,41083188.0,2.0,,,,,,,,,,,,,,,,,, +134,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-06-09 04:52:00.000,2023-05-04 19:39:46,551.0,7.0,122,16.0,211.0,46.0,33.0,173,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,223853961.0,208514.0,204204.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4310.0,223667523.0,https://anaconda.org/conda-forge/s3transfer,2023-05-04 23:16:20.874,15474403.0,2.0,,,,,,,,,,,,,,,,,, +135,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-05-30 02:04:07.000,2023-05-30 02:03:57,2756.0,15.0,562,146.0,464.0,198.0,981.0,10522,2023-05-06 04:09:50.000,1.9.1,218.0,59.0,33,True,dearpygui,,,,29825.0,2011.0,1974.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,37.0,29825.0,,,,2.0,,,,,,,,,,,,,,,,,, +136,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-04-19 18:24:00.000,2023-03-20 14:32:03,469.0,3.0,232,48.0,187.0,86.0,141.0,4852,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,27570967.0,1223.0,,https://pypi.org/project/tenacity,2021-07-12 09:36:20.000,1223.0,27506155.0,https://anaconda.org/conda-forge/tenacity,2023-02-28 16:14:40.584,4731307.0,2.0,,,,,,,,,,,,,,,,,, +137,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-03-30 18:29:04.000,2023-03-30 18:24:09,324.0,3.0,264,48.0,98.0,36.0,157.0,2344,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,33,True,python-magic,conda-forge/python-magic,,,5412177.0,46334.0,43096.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3238.0,5409263.0,https://anaconda.org/conda-forge/python-magic,2022-11-03 15:21:15.546,215674.0,2.0,,,,,,,,,,,,,,,,,, +138,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-05-18 21:33:23.000,2023-05-18 21:33:23,211.0,1.0,143,35.0,57.0,50.0,60.0,2296,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,33,True,aiofiles,conda-forge/aiofiles,,,8171653.0,97161.0,95319.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1842.0,8161759.0,https://anaconda.org/conda-forge/aiofiles,2023-02-23 17:31:48.393,672856.0,2.0,,,,,,,,,,,,,,,,,, +139,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-05-23 21:47:21.000,2023-05-23 21:47:18,771.0,12.0,194,61.0,90.0,70.0,284.0,1957,2022-10-26 03:44:13.980,2.8.4,46.0,65.0,33,True,numexpr,conda-forge/numexpr,,288.0,4743488.0,3073.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3073.0,4663484.0,https://anaconda.org/conda-forge/numexpr,2023-04-03 18:12:25.600,6560104.0,2.0,,,,,,,,,,,,,,,,,, +140,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-02-27 08:22:21.045,2023-02-27 01:08:18,699.0,,209,44.0,69.0,36.0,134.0,1864,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,wrapt,conda-forge/wrapt,,,76657441.0,11752.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11752.0,76514657.0,https://anaconda.org/conda-forge/wrapt,2023-02-27 08:22:21.045,11708357.0,2.0,,,,,,,,,,,,,,,,,, +141,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-01 19:51:27.000,2023-03-31 03:02:29,558.0,8.0,168,35.0,158.0,53.0,85.0,1824,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,135434392.0,6922.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6922.0,135250330.0,https://anaconda.org/conda-forge/jmespath,2022-06-18 16:06:23.319,15277222.0,3.0,,,,,,,,,,,,,,,,,, +142,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-06-04 18:33:55.000,2023-05-10 07:18:57,976.0,1.0,197,28.0,149.0,65.0,183.0,1677,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,33,True,deepdiff,conda-forge/deepdiff,,,9066773.0,7905.0,7168.0,https://pypi.org/project/deepdiff,2022-04-10 06:29:15.000,737.0,9062646.0,https://anaconda.org/conda-forge/deepdiff,2023-03-18 01:46:06.475,280641.0,1.0,,,,,,,,,,,,-2.0,,,,,, +143,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-06-13 17:48:17.000,2023-06-07 20:46:27,1326.0,203.0,225,40.0,558.0,117.0,752.0,1509,2023-06-07 20:48:52.000,1.2.0,99.0,43.0,33,False,sdv,conda-forge/sdv,,,97582.0,236.0,224.0,https://pypi.org/project/sdv,2022-07-01 17:15:22.000,12.0,97011.0,https://anaconda.org/conda-forge/sdv,2023-06-09 04:42:48.816,10284.0,2.0,,,,,,,,,,,,,,,,,, +144,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-06-15 08:55:04.000,2023-06-15 08:54:15,1786.0,33.0,217,47.0,783.0,264.0,360.0,1162,2023-06-14 14:44:03.868,2.15.0,69.0,87.0,33,True,zarr,conda-forge/zarr,,,359905.0,2718.0,2396.0,https://pypi.org/project/zarr,2022-06-23 08:47:31.000,322.0,291375.0,https://anaconda.org/conda-forge/zarr,2023-06-14 20:28:31.564,2398583.0,2.0,,,,,,,,,,,,,,,,,, +145,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-06-15 09:00:30.000,2023-06-05 15:45:36,1882.0,183.0,383,19.0,864.0,103.0,338.0,986,2023-06-05 15:58:05.000,.0.26,53.0,211.0,33,True,holidays,conda-forge/holidays,,175.0,5104871.0,421.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,421.0,5044485.0,https://anaconda.org/conda-forge/holidays,2023-06-05 17:55:13.513,3200407.0,3.0,,,,,,,,,,,,,,,,,, +146,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-05-08 04:10:09.000,2023-04-04 11:45:40,1273.0,7.0,96,32.0,203.0,43.0,191.0,904,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,667619.0,42767.0,41137.0,https://pypi.org/project/Bottleneck,2022-07-02 20:04:56.000,1630.0,626717.0,https://anaconda.org/conda-forge/bottleneck,2023-03-09 02:46:45.044,3476672.0,2.0,,,,,,,,,,,,,,,,,, +147,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-06-01 11:36:19.000,2023-05-29 07:45:57,1454.0,34.0,175,99.0,695.0,6.0,220.0,801,2023-05-26 10:38:07.000,5.9.0,123.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,167485.0,4829.0,4604.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,225.0,164969.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-05-26 23:04:34.310,181160.0,3.0,,,,,,,,,,,,,,,,,, +148,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-02-27 10:29:28.000,2022-11-25 10:32:48,386.0,,100,23.0,54.0,11.0,93.0,765,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,decorator,conda-forge/decorator,,,63132018.0,461211.0,436943.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24268.0,62878034.0,https://anaconda.org/conda-forge/decorator,2022-01-07 11:42:17.811,21080728.0,2.0,,,,,,,,,,,,,,,,,, +149,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-06-04 14:41:38.000,2023-04-25 14:03:00,581.0,13.0,100,12.0,108.0,24.0,98.0,438,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,119408173.0,295899.0,288883.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7016.0,119268817.0,https://anaconda.org/conda-forge/rsa,2022-07-20 14:57:46.531,11566573.0,3.0,,,,,,,,,,,,,,,,,, +150,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-05-07 20:38:00.000,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,130.0,292,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,48551721.0,108108.0,101061.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7047.0,48439870.0,https://anaconda.org/conda-forge/asn1crypto,2022-03-15 18:34:25.294,8053314.0,3.0,,,,,,,,,,,,,,,,,, +151,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2022-09-20 06:02:15.000,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,66.0,232,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,pyasn1,conda-forge/pyasn1,,,122535442.0,366834.0,351870.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14964.0,122389773.0,https://anaconda.org/conda-forge/pyasn1,2019-11-17 02:42:05.143,11944868.0,3.0,,,,,,,,,,,,,,,,,, +152,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-06-15 13:29:03.000,2023-06-13 18:25:12,7633.0,531.0,476,76.0,1979.0,45.0,377.0,6162,2023-06-13 18:21:43.000,3.6.3,154.0,112.0,32,True,hub,,,,5340.0,332.0,279.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,53.0,5340.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +153,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-06-12 22:06:12.645,2023-06-12 18:55:10,694.0,6.0,505,104.0,152.0,14.0,287.0,5916,2023-06-12 19:08:02.174,4.8.0,68.0,81.0,32,True,tinydb,conda-forge/tinydb,,,399484.0,11809.0,10956.0,https://pypi.org/project/tinydb,2022-02-19 16:17:56.000,853.0,395879.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,302862.0,2.0,,,,,,,,,,,,,,,,,, +154,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-25 18:23:04.000,2023-03-04 17:45:05,299.0,,557,132.0,186.0,169.0,337.0,5668,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,70494.0,5621.0,5546.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,70494.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +155,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-06-13 22:59:12.000,2023-06-13 22:59:11,1835.0,7.0,589,132.0,329.0,65.0,811.0,5477,2023-02-22 18:29:02.053,1.1.1,37.0,106.0,32,True,csvkit,conda-forge/csvkit,,,144230.0,1743.0,1374.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,369.0,143027.0,https://anaconda.org/conda-forge/csvkit,2023-02-22 21:02:11.903,90258.0,2.0,,,,,,,,,,,,,,,,,, +156,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-06-13 18:57:29.000,2023-06-10 21:33:08,969.0,10.0,362,85.0,169.0,,578.0,4512,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,84890.0,1377.0,1202.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,175.0,84394.0,https://anaconda.org/conda-forge/huey,2019-10-16 15:34:27.487,30807.0,2.0,,,,,,,,,,,,,,,,,, +157,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-05-24 09:44:59.000,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,191.0,3428,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,True,keyboard,conda-forge/keyboard,,,493343.0,11643.0,11201.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,442.0,492554.0,https://anaconda.org/conda-forge/keyboard,2022-11-01 00:19:22.929,18954.0,2.0,,,,,,,,,,,,,,,,,, +158,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-05-31 00:43:44.000,2023-05-30 15:08:11,519.0,7.0,732,69.0,394.0,82.0,399.0,3405,2023-05-24 21:38:33.000,0.17.0,46.0,132.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19025080.0,703.0,,https://pypi.org/project/prometheus_client,2022-04-08 16:07:14.000,703.0,18882302.0,https://anaconda.org/conda-forge/prometheus_client,2023-05-24 23:31:27.059,11422300.0,3.0,,,,,,,,,,,,,,,,,, +159,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-05-12 20:23:33.000,2022-12-14 22:13:47,1548.0,,339,271.0,1629.0,108.0,485.0,3270,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1016.0,1880549.0,319.0,303.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1874602.0,https://anaconda.org/conda-forge/koalas,2021-10-20 00:43:43.868,290483.0,2.0,,,,,,,,,,,,,,,,,, +160,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-15 13:20:08.000,2022-12-15 14:28:13,3987.0,,233,85.0,77.0,313.0,328.0,3253,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,pony,conda-forge/pony,,56.0,79801.0,3854.0,3496.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,358.0,78615.0,https://anaconda.org/conda-forge/pony,2022-01-28 03:00:41.910,91358.0,3.0,,,,,,,,,,,,,,,,,, +161,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-06-04 12:34:35.000,2023-04-22 06:02:17,441.0,24.0,285,18.0,110.0,11.0,125.0,3098,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,32,True,gdown,conda-forge/gdown,,,1070062.0,18164.0,17846.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,318.0,1065869.0,https://anaconda.org/conda-forge/gdown,2023-03-25 06:48:12.938,188691.0,2.0,,,,,,,,,,,,,,,,,, +162,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-05-24 13:46:26.000,2022-12-19 03:14:24,1998.0,,224,48.0,187.0,157.0,351.0,2961,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1057197.0,2238.0,2139.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,99.0,1055985.0,https://anaconda.org/conda-forge/dependency_injector,2022-12-19 15:06:59.670,25453.0,2.0,,,,,,,,,,,,,,,,,, +163,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-06-13 17:25:13.000,2023-06-13 17:25:12,1647.0,45.0,100,39.0,1241.0,64.0,342.0,2791,2023-04-21 13:15:57.804,0.20.0,22.0,44.0,32,True,returns,conda-forge/returns,,,91627.0,418.0,362.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,56.0,91405.0,https://anaconda.org/conda-forge/returns,2023-04-22 19:15:30.176,5559.0,2.0,,,,,,,,,,,,,,,,,, +164,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-05-16 12:46:40.069,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,73.0,2760,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,5035643.0,7437.0,6571.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,866.0,5033544.0,https://anaconda.org/conda-forge/schema,2023-05-16 12:46:40.069,98699.0,2.0,,,,,,,,,,,,,,,,,, +165,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-05-04 15:16:59.000,2023-04-17 23:37:12,196.0,2.0,176,27.0,72.0,5.0,81.0,2448,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,python-decouple,conda-forge/python-decouple,,11.0,1383294.0,104564.0,101261.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3303.0,1382378.0,https://anaconda.org/conda-forge/python-decouple,2023-03-02 20:01:30.392,63213.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +166,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-06-14 04:52:05.000,2023-06-12 20:57:05,550.0,26.0,196,16.0,517.0,200.0,394.0,2377,2023-05-09 22:05:37.574,0.15.1,67.0,96.0,32,True,pandera,conda-forge/pandera-core,['pandas'],,849631.0,944.0,878.0,https://pypi.org/project/pandera,2022-05-01 00:31:53.000,66.0,848893.0,https://anaconda.org/conda-forge/pandera-core,2023-05-10 01:20:35.721,23623.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +167,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-06-14 05:33:08.000,2023-05-26 12:43:27,820.0,4.0,424,42.0,618.0,259.0,361.0,2189,2023-04-26 00:04:01.470,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1759755.0,1593.0,1435.0,https://pypi.org/project/pynamodb,2022-02-09 20:57:35.000,158.0,1751686.0,https://anaconda.org/conda-forge/pynamodb,2023-04-27 17:47:44.657,371200.0,3.0,,,,,,,,,,,,,,,,,, +168,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2022-03-07 22:18:34.000,2021-08-21 19:45:33,503.0,,444,98.0,159.0,3.0,,2072,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,xlrd,conda-forge/xlrd,,,19190579.0,164680.0,156271.0,https://pypi.org/project/xlrd,2018-12-15 17:47:45.000,8409.0,19146313.0,https://anaconda.org/conda-forge/xlrd,2021-01-09 20:35:27.639,3319966.0,2.0,,,,,,,,,,,,,,,,,, +169,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-06-14 09:43:50.000,2022-03-15 11:17:01,1020.0,,247,38.0,349.0,137.0,246.0,2047,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2332353.0,13227.0,13146.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,81.0,2332243.0,https://anaconda.org/conda-forge/pypika,2023-04-15 15:29:51.129,2205.0,3.0,,,,,,,,,,,,,,,,,, +170,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2022-12-02 19:42:35.000,2022-12-02 19:42:35,380.0,,245,49.0,146.0,54.0,84.0,1923,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,32,True,chardet,conda-forge/chardet,,,49585797.0,39170.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39167.0,49314851.0,https://anaconda.org/conda-forge/chardet,2022-12-02 14:37:03.567,20590647.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,17.0,,,,,,,,,,,,, +171,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-05-27 20:35:58.000,2023-05-27 20:35:28,269.0,8.0,141,27.0,47.0,6.0,219.0,1686,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,75964390.0,3262.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3262.0,75853000.0,https://anaconda.org/conda-forge/cachetools,2023-01-23 13:58:45.618,8911216.0,1.0,,,,,,,,,,,,,,,,,, +172,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-05-29 00:30:24.000,2023-05-29 00:30:23,1980.0,17.0,139,19.0,153.0,54.0,426.0,1048,2022-12-18 20:26:01.606,23.13.1,186.0,113.0,32,True,keyring,conda-forge/keyring,,,23655159.0,3963.0,,https://pypi.org/project/keyring,2022-06-08 12:36:04.000,3963.0,23616767.0,https://anaconda.org/conda-forge/keyring,2022-12-22 17:11:11.559,3263348.0,3.0,,,,,,,,,,,,,,,,,, +173,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-06-12 04:22:14.000,2023-06-12 04:22:07,471.0,42.0,143,29.0,454.0,5.0,108.0,1014,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,bcrypt,conda-forge/bcrypt,,,36962439.0,7992.0,,https://pypi.org/project/bcrypt,2022-05-01 17:58:52.000,7992.0,36899433.0,https://anaconda.org/conda-forge/bcrypt,2022-10-27 01:12:26.256,3465381.0,3.0,,,,,,,,,,,,,,,,,, +174,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-06-13 06:38:39.000,2023-06-13 05:59:45,619.0,26.0,121,21.0,234.0,44.0,111.0,954,2021-08-25 16:31:04.413,1.0.0,18.0,46.0,32,True,pluggy,conda-forge/pluggy,,,62111337.0,10348.0,,https://pypi.org/project/pluggy,2018-07-28 22:45:29.000,10348.0,61841666.0,https://anaconda.org/conda-forge/pluggy,2022-10-31 16:13:17.980,19955711.0,2.0,,,,,,,,,,,,,,,,,, +175,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-06-13 19:58:13.000,2023-06-09 21:25:17,1969.0,73.0,131,45.0,407.0,108.0,247.0,906,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,32,True,intake,conda-forge/intake,,,84582.0,1376.0,1263.0,https://pypi.org/project/intake,2022-01-09 22:33:59.000,113.0,76935.0,https://anaconda.org/conda-forge/intake,2023-05-29 20:24:26.750,420600.0,2.0,,,,,,,,,,,,,,,,,, +176,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-05-29 08:10:33.000,2023-03-28 20:26:40,1267.0,7.0,245,18.0,211.0,26.0,301.0,850,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,32,True,fastcore,conda-forge/fastcore,,,646804.0,3989.0,3710.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,279.0,644262.0,https://anaconda.org/conda-forge/fastcore,2023-03-29 07:30:30.550,45760.0,2.0,,,,,,,,,,,,,,,,,, +177,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-06-12 17:11:22.000,2023-05-23 06:40:42,315.0,38.0,131,16.0,143.0,14.0,121.0,771,2023-04-13 01:35:07.000,0.21.1,38.0,44.0,32,True,validators,conda-forge/validators,,,5355384.0,73935.0,72272.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1663.0,5345910.0,https://anaconda.org/conda-forge/validators,2023-02-19 20:08:27.207,407384.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +178,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-06-14 20:57:21.000,2023-06-04 00:01:09,350.0,7.0,119,60.0,338.0,50.0,253.0,370,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,308.0,7169757.0,7451.0,7137.0,https://pypi.org/project/pandas-gbq,2022-06-09 14:31:04.000,314.0,7145656.0,https://anaconda.org/conda-forge/pandas-gbq,2023-02-08 14:34:37.622,1807306.0,3.0,,,,,,,,,,,,,,,,,, +179,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-01-16 10:26:13.162,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,331,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,35240860.0,421747.0,408357.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13390.0,35035160.0,https://anaconda.org/conda-forge/wcwidth,2023-01-16 10:26:13.162,18513028.0,3.0,,,,,,,,,,,,,,,,,, +180,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-06-14 10:38:32.000,2023-06-12 14:36:17,774.0,24.0,60,21.0,375.0,159.0,237.0,329,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,32,True,param,conda-forge/param,,,463403.0,7227.0,7091.0,https://pypi.org/project/param,2017-04-26 13:48:49.000,136.0,447293.0,https://anaconda.org/conda-forge/param,2023-03-14 10:49:19.530,1192165.0,2.0,,,,,,,,,,,,,,,,,, +181,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-05-31 21:04:00.000,2023-02-21 11:02:54,236.0,,426,136.0,237.0,228.0,146.0,10021,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,409806.0,6312.0,6178.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,134.0,409243.0,https://anaconda.org/conda-forge/sqlmodel,2022-08-30 18:07:46.217,12388.0,3.0,,,,,,,,,,,,,,,,,, +182,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-05-21 15:12:56.000,2023-01-30 08:55:46,707.0,,293,101.0,135.0,35.0,259.0,4556,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,31,True,dataset,conda-forge/dataset,,,66359.0,3678.0,3103.0,https://pypi.org/project/dataset,2021-12-16 10:12:08.000,575.0,66143.0,https://anaconda.org/conda-forge/dataset,2023-02-01 02:01:04.422,5858.0,3.0,,,,,,,,,,,,,,,,,, +183,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-06-15 08:03:47.000,2023-06-14 23:05:45,6416.0,651.0,596,87.0,1165.0,133.0,558.0,3513,2023-04-12 02:29:00.815,0.3.1,63.0,238.0,31,True,toga,,,1584.0,2676.0,37.0,,https://pypi.org/project/toga,2014-08-01 21:41:47.000,35.0,2475.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,3.0,,,,,,,,,,,,, +184,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-05-29 21:50:24.000,2023-05-24 07:33:50,320.0,1.0,244,51.0,193.0,138.0,185.0,3444,2022-12-18 09:18:01.579,0.7.0,41.0,53.0,31,True,databases,conda-forge/databases,,,399251.0,19242.0,19113.0,https://pypi.org/project/databases,2022-05-30 16:08:56.000,129.0,395776.0,https://anaconda.org/conda-forge/databases,2022-11-02 18:46:14.471,180744.0,3.0,,,,,,,,,,,,,,,,,, +185,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-06-15 13:23:36.000,2023-06-15 13:05:52,5707.0,228.0,302,41.0,1425.0,30.0,171.0,2905,2023-06-05 18:35:16.000,0.40.2,94.0,68.0,31,True,zenml,,,1.0,5409.0,108.0,108.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,,5409.0,,,,2.0,,,,,,,,,,,,,,,,,, +186,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-06-06 09:24:02.000,2023-01-19 03:03:16,1011.0,,351,48.0,369.0,80.0,307.0,2886,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,31,True,smart-open,conda-forge/smart_open,,,13350905.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,13327550.0,https://anaconda.org/conda-forge/smart_open,2023-01-08 18:45:26.163,1868416.0,2.0,,,,,,,,,,,,,,,,,, +187,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-03-24 10:20:24.000,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2601,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,mrjob,conda-forge/mrjob,,,79113.0,1424.0,1310.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,72783.0,https://anaconda.org/conda-forge/mrjob,2022-02-06 18:33:13.189,512802.0,2.0,,,,,,,,,,,,,,,,,, +188,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-06-13 22:26:18.000,2023-06-13 11:54:28,462.0,1.0,203,39.0,239.0,41.0,201.0,1771,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,voluptuous,conda-forge/voluptuous,,,2088987.0,14749.0,13417.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1332.0,2085482.0,https://anaconda.org/conda-forge/voluptuous,2022-04-07 20:13:26.332,290955.0,3.0,,,,,,,,,,,,,,,,,, +189,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-02-06 14:16:16.574,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1657,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,31,True,humanize,conda-forge/humanize,,,4496780.0,1951.0,,https://pypi.org/project/humanize,2022-06-30 08:40:54.000,1951.0,4491974.0,https://anaconda.org/conda-forge/humanize,2023-02-06 14:16:16.574,403769.0,2.0,,,,,,,,,,,,,,,,,, +190,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2022-11-15 21:25:31.000,2022-11-15 21:25:21,970.0,,497,99.0,401.0,142.0,379.0,1645,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1729341.0,8398.0,7149.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1249.0,1726179.0,https://anaconda.org/conda-forge/influxdb,2020-11-12 02:29:15.949,120187.0,3.0,,,,,,,,,,,,,,,,,, +191,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-06-15 09:16:54.000,2023-06-01 03:22:42,1043.0,9.0,83,16.0,556.0,80.0,427.0,1509,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,31,True,omegaconf,conda-forge/omegaconf,,,4610150.0,14288.0,13990.0,https://pypi.org/project/omegaconf,2022-05-27 21:48:35.000,298.0,4586569.0,https://anaconda.org/conda-forge/omegaconf,2022-12-09 08:46:04.748,966837.0,3.0,,,,,,,,,,,,,,,,,, +192,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,5.0,212,46.0,177.0,55.0,336.0,1440,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1340948.0,1972.0,1881.0,https://pypi.org/project/pygsheets,2021-02-05 22:34:35.000,91.0,1340948.0,,,,3.0,,,,,,,,,,,,,,,,,, +193,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-03-29 07:38:18.000,2023-03-29 07:38:18,676.0,2.0,216,62.0,389.0,119.0,601.0,1421,2019-06-19 22:31:20.000,3.7.4,16.0,90.0,31,True,typing,conda-forge/typing,,,7933386.0,5854.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5854.0,7902327.0,https://anaconda.org/conda-forge/typing,2021-05-01 20:36:02.905,2702154.0,2.0,,,,,,,,,,,,,,,,,, +194,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-03-06 12:56:28.000,2022-11-23 19:30:21,1274.0,,181,50.0,196.0,80.0,370.0,1126,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,31,True,petl,conda-forge/petl,,,888298.0,3482.0,3398.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,885986.0,https://anaconda.org/conda-forge/petl,2022-11-23 22:16:41.153,187341.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +195,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-06-14 23:02:01.000,2023-06-13 09:42:40,484.0,15.0,81,24.0,237.0,29.0,65.0,1079,2022-11-22 23:32:02.583,2.0.1,33.0,31.0,31,True,cleo,conda-forge/cleo,,,11902861.0,15338.0,15105.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,233.0,11894590.0,https://anaconda.org/conda-forge/cleo,2022-11-23 08:58:01.633,479750.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +196,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-02-10 23:42:40.000,2023-02-10 23:42:40,225.0,,94,69.0,94.0,49.0,59.0,978,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,appdirs,conda-forge/appdirs,,,13574502.0,257313.0,242400.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14913.0,13471365.0,https://anaconda.org/conda-forge/appdirs,2020-10-19 11:55:35.692,8972981.0,3.0,,,,,,,,,,,,,,,,,, +197,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-06-12 23:56:50.000,2023-06-03 00:03:42,1147.0,12.0,81,17.0,720.0,15.0,121.0,346,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,3961.0,70608984.0,3153.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3153.0,70479367.0,https://anaconda.org/conda-forge/multidict,2022-12-29 19:06:37.370,9458666.0,2.0,,,,,,,,,,,,,,,,,, +198,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-05-31 09:44:31.000,2023-05-31 09:44:31,300.0,32.0,56,6.0,68.0,3.0,77.0,168,2023-05-15 12:10:46.030,5.0.1,44.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,30551316.0,3722.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3722.0,30525504.0,https://anaconda.org/conda-forge/tzlocal,2023-05-16 11:22:48.576,2168287.0,3.0,,,,,,,,,,,,,,,,,, +199,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-06-14 21:13:04.000,2023-06-08 22:02:10,748.0,18.0,46,45.0,617.0,32.0,156.0,51,2023-06-08 22:10:14.951,2.19.0,72.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4199398.0,2919.0,2910.0,https://pypi.org/project/google-cloud-bigtable,2017-11-02 20:09:23.000,9.0,4197680.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-06-09 04:10:20.956,85906.0,3.0,,,,,,,,,,,,,,,,,, +200,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2018-06-07 13:52:28.873,2023-05-29 00:30:58.000,2023-05-29 00:30:57,788.0,10.0,35,12.0,49.0,3.0,229.0,46,2023-02-17 22:33:05.683,5.12.0,61.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,51738325.0,1089.0,,https://pypi.org/project/importlib-resources,2018-11-01 17:42:19.000,1089.0,51522000.0,https://anaconda.org/conda-forge/importlib_resources,2023-02-20 18:52:29.824,12979538.0,2.0,,,,,,,,,,,,,,,,,, +201,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-05-29 00:30:08.000,2023-05-29 00:30:07,611.0,10.0,35,4.0,36.0,3.0,56.0,38,2023-02-25 02:18:04.386,3.15.0,45.0,21.0,31,False,zipp,conda-forge/zipp,,,137704000.0,3934.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3934.0,137160575.0,https://anaconda.org/conda-forge/zipp,2023-02-25 08:26:29.085,28258139.0,3.0,,,,,,,,,,,,,,,,,, +202,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-05-02 15:11:50.000,2023-03-13 16:40:40,326.0,,578,187.0,90.0,64.0,82.0,6981,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,records,conda-forge/records,,,205766.0,1212.0,1035.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,205443.0,https://anaconda.org/conda-forge/records,2021-05-30 20:31:56.812,23913.0,3.0,,,,,,,,,,,,,,,,,, +203,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-04-27 01:44:05.000,2023-02-17 21:58:39,2685.0,,847,174.0,737.0,21.0,959.0,5509,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1036.0,33280.0,332.0,320.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,32371.0,https://anaconda.org/conda-forge/snorkel,2022-07-29 17:25:18.088,42142.0,3.0,,,,,,,,,,,,,,,,,, +204,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2022-11-26 22:19:57.000,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3147,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,30,False,blaze,conda-forge/blaze,,,7672.0,9909.0,9091.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,4792.0,https://anaconda.org/conda-forge/blaze,2018-07-15 22:16:17.685,201619.0,3.0,,,,,,,,,,,,,,,,,, +205,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-05-16 07:34:58.000,2023-05-15 16:19:03,1139.0,12.0,583,176.0,458.0,95.0,476.0,2978,2023-05-16 09:35:39.748,1.81.2,93.0,80.0,30,False,arctic,conda-forge/arctic,,201.0,7892.0,253.0,220.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,33.0,7333.0,https://anaconda.org/conda-forge/arctic,2023-03-16 12:27:06.845,27317.0,3.0,,,,,,,,,,,,,,,,,, +206,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2022-10-21 01:11:31.000,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2558,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,schematics,conda-forge/schematics,,,154758.0,1911.0,1524.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,154217.0,https://anaconda.org/conda-forge/schematics,2019-07-17 17:13:38.920,25465.0,3.0,,,,,,,,,,,,4.0,,,,,, +207,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-06-15 07:10:11.000,2023-06-14 19:21:02,681.0,85.0,95,30.0,920.0,32.0,341.0,2257,2023-06-14 18:38:45.000,1.1.45,259.0,21.0,30,True,whylogs,,,38.0,60188.0,115.0,110.0,https://pypi.org/project/whylogs,2022-03-31 09:53:27.000,5.0,60187.0,,,,2.0,,,,,,,,,,,,,,,,,, +208,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-06-06 05:58:46.000,2023-06-06 05:58:00,217.0,3.0,267,49.0,57.0,43.0,111.0,2005,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,30,True,datasketch,,,19.0,1079976.0,840.0,779.0,https://pypi.org/project/datasketch,2021-12-16 06:00:34.000,61.0,1079976.0,,,,3.0,,,,,,,,,,,,,,,,,, +209,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-05-17 08:25:54.000,2022-10-18 10:59:07,785.0,,172,44.0,217.0,103.0,271.0,1862,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1554563.0,586.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,586.0,1545565.0,https://anaconda.org/conda-forge/fs,2023-05-09 16:38:48.222,620898.0,3.0,,,,,,,,,,,,,,,,,, +210,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-06-15 08:16:16.000,2023-04-18 15:21:13,2251.0,6.0,176,40.0,365.0,27.0,260.0,1804,2023-04-18 16:10:45.643,4.4.1,180.0,57.0,30,True,pyscaffold,conda-forge/pyscaffold,,,281349.0,57.0,,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,57.0,279382.0,https://anaconda.org/conda-forge/pyscaffold,2023-04-18 20:14:37.024,169190.0,3.0,,,,,,,,,,,,,,,,,, +211,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-05-31 15:44:59.000,2023-05-31 15:44:58,2242.0,15.0,149,94.0,1931.0,160.0,1335.0,1702,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,30,True,datatable,conda-forge/datatable,,1940.0,82145.0,22.0,,https://pypi.org/project/datatable,2018-05-08 01:27:26.000,22.0,81413.0,https://anaconda.org/conda-forge/datatable,2020-12-23 12:48:44.694,21157.0,3.0,,,,,,,,,,,,,,,,,, +212,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-06-09 21:49:40.000,2023-05-09 15:25:51,1025.0,3.0,310,71.0,395.0,102.0,364.0,1459,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,134737.0,235.0,212.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,23.0,133355.0,https://anaconda.org/conda-forge/mleap,2023-02-24 20:55:52.407,69134.0,2.0,,,,,,,,,,,,,,,,,, +213,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-03-05 06:23:07.000,2023-02-24 16:19:12,264.0,,100,34.0,67.0,3.0,64.0,1343,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,python-slugify,conda-forge/python-slugify,,,10760995.0,2809.0,,https://pypi.org/project/python-slugify,2022-04-27 16:08:59.000,2809.0,10741716.0,https://anaconda.org/conda-forge/python-slugify,2023-02-25 13:50:19.788,1561639.0,2.0,,,,,,,,,,,,,,,,,, +214,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-06-04 00:47:10.000,2023-06-04 00:47:09,616.0,10.0,56,14.0,220.0,4.0,51.0,1299,2023-01-02 18:35:41.085,0.22.1,41.0,14.0,30,True,bidict,conda-forge/bidict,,,1507002.0,14662.0,14186.0,https://pypi.org/project/bidict,2022-03-23 22:21:10.000,476.0,1503540.0,https://anaconda.org/conda-forge/bidict,2023-01-01 03:42:36.505,280486.0,2.0,,,,,,,,,,,,,,,,,, +215,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-05-25 11:08:46.000,2023-05-25 11:08:41,797.0,13.0,56,25.0,39.0,85.0,71.0,1242,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,30,True,strictyaml,conda-forge/strictyaml,,,491792.0,1790.0,1560.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,230.0,488548.0,https://anaconda.org/conda-forge/strictyaml,2023-03-12 23:54:52.235,201174.0,3.0,,,,,,,,,,,,,,,,,, +216,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-06-15 12:34:26.000,2023-06-14 15:19:40,1191.0,114.0,126,21.0,707.0,54.0,319.0,1092,2023-06-04 16:00:40.488,8.0.0,54.0,57.0,30,True,copier,,,,44364.0,442.0,421.0,https://pypi.org/project/copier,2022-06-13 09:59:15.000,21.0,44364.0,,,,3.0,,,,,,,,,,,,,,,,,, +217,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-06-14 18:01:29.000,2023-06-14 18:01:28,570.0,26.0,133,22.0,455.0,40.0,242.0,863,2023-04-23 16:17:01.440,0.12.1,42.0,41.0,30,True,aiocache,,,5.0,232801.0,1878.0,1763.0,https://pypi.org/project/aiocache,2017-07-23 17:43:22.000,115.0,232801.0,,,,2.0,,,,,,,,,,,,,,,,,, +218,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-06-13 16:25:47.000,2023-06-03 15:37:29,1177.0,1.0,353,74.0,21.0,40.0,600.0,861,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2746207.0,7705.0,7387.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2738379.0,https://anaconda.org/conda-forge/cx_oracle,2022-10-29 11:15:52.926,414903.0,3.0,,,,,,,,,,,,,,,,,, +219,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-05-29 00:31:22.000,2023-05-29 00:31:22,864.0,29.0,92,23.0,86.0,21.0,81.0,827,2023-04-06 02:04:12.666,6.0.4,44.0,49.0,30,True,inflect,conda-forge/inflect,,,3032636.0,967.0,,https://pypi.org/project/inflect,2022-05-01 18:29:04.000,967.0,3028260.0,https://anaconda.org/conda-forge/inflect,2023-04-06 08:46:20.833,323859.0,2.0,,,,,,,,,,,,,,,,,, +220,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-04-19 04:42:53.000,2023-04-19 04:35:31,1002.0,5.0,46,15.0,74.0,3.0,84.0,757,2023-03-02 05:29:04.952,8.3.1,58.0,21.0,30,True,natsort,conda-forge/natsort,,,3129077.0,21461.0,20307.0,https://pypi.org/project/natsort,2018-04-21 03:59:11.000,1154.0,3112193.0,https://anaconda.org/conda-forge/natsort,2023-03-02 13:27:47.422,1266307.0,3.0,,,,,,,,,,,,,,,,,, +221,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-06-11 15:31:15.000,2020-10-21 17:48:31,219.0,,75,14.0,257.0,46.0,25.0,669,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,13041541.0,41138.0,39107.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2031.0,12971236.0,https://anaconda.org/conda-forge/cached-property,2021-03-08 13:20:13.927,5272899.0,2.0,,,,,,,,,,,,,,,,,, +222,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-06-13 05:59:52.000,2023-05-30 06:40:38,507.0,17.0,329,35.0,253.0,37.0,122.0,640,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,215430.0,4328.0,3048.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,215156.0,https://anaconda.org/conda-forge/pysolr,2020-04-28 01:47:13.562,20891.0,3.0,,,,,,,,,,,,,,,,,, +223,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-04-20 12:56:54.000,2023-04-20 12:56:54,294.0,3.0,31,12.0,65.0,2.0,25.0,361,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,4051085.0,29339.0,29061.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,4027678.0,https://anaconda.org/conda-forge/srsly,2023-03-01 08:13:01.732,1217185.0,3.0,,,,,,,,,,,,,,,,,, +224,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-04-26 03:25:42.000,2022-05-08 04:08:19,743.0,,937,274.0,290.0,150.0,458.0,17653,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,gooey,conda-forge/gooey,,447.0,7052.0,844.0,770.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,74.0,5667.0,https://anaconda.org/conda-forge/gooey,2021-12-29 23:17:46.447,67470.0,3.0,,,,,,,,,,,,,,,,,, +225,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-04-25 19:45:50.000,2022-12-08 17:33:49,3607.0,,593,142.0,967.0,495.0,771.0,7923,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,29,True,vaex,conda-forge/vaex,,261.0,50182.0,538.0,514.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,48090.0,https://anaconda.org/conda-forge/vaex,2022-12-02 21:35:34.004,167204.0,3.0,,,,,,,,,,,,,,,,,, +226,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,241.0,6554,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,faust,,,,24314.0,1590.0,1560.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,24314.0,,,,3.0,,,,,,,,,,,,,,,,,, +227,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2022-12-07 11:28:01.000,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5026,,,26.0,28.0,29,False,pdfminer,conda-forge/pdfminer,,,194335.0,4817.0,4014.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,803.0,193962.0,https://anaconda.org/conda-forge/pdfminer,2021-02-15 15:07:18.804,30647.0,3.0,,,,,,,,,,,,,,,,,, +228,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-03-30 12:45:03.000,2023-01-06 09:03:57,998.0,,512,91.0,180.0,11.0,420.0,4908,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,29,True,transitions,conda-forge/transitions,,,422679.0,3315.0,3052.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,263.0,413226.0,https://anaconda.org/conda-forge/transitions,2022-09-02 13:47:08.099,453787.0,1.0,,,,,,,,,,,,,,,,,, +229,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-06-12 14:48:05.000,2023-04-16 13:04:15,1085.0,1.0,242,64.0,83.0,24.0,265.0,3342,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,29,True,asciimatics,conda-forge/asciimatics,,,65073.0,975.0,861.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,114.0,62898.0,https://anaconda.org/conda-forge/asciimatics,2023-04-21 16:44:01.127,134904.0,3.0,,,,,,,,,,,,,,,,,, +230,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-05-11 06:40:13.000,2023-05-11 06:39:41,983.0,2.0,139,74.0,52.0,6.0,71.0,3088,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,funcy,conda-forge/funcy,,,1310244.0,8458.0,7854.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,604.0,1305803.0,https://anaconda.org/conda-forge/funcy,2023-03-28 11:36:15.290,341978.0,3.0,,,,,,,,,,,,,,,,,, +231,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-06-02 04:46:56.471,2023-06-02 02:45:47,3009.0,19.0,210,28.0,267.0,121.0,721.0,3088,2023-06-02 03:12:00.509,0.22.4,111.0,73.0,29,True,ploomber,conda-forge/ploomber,,,7849.0,87.0,82.0,https://pypi.org/project/ploomber,2022-07-04 15:54:06.000,5.0,5200.0,https://anaconda.org/conda-forge/ploomber,2023-06-02 04:46:56.471,63577.0,3.0,,,,,,,,,,,,,,,,,, +232,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-08 06:48:29.000,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2727,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,237323.0,5982.0,5828.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,154.0,235523.0,https://anaconda.org/conda-forge/sklearn-pandas,2021-05-08 14:16:36.778,55811.0,3.0,,,,,,,,,,,,,,,,,, +233,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-06-03 14:04:20.000,2022-03-16 23:35:07,810.0,,637,143.0,444.0,135.0,396.0,2664,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,29,False,pandas-datareader,conda-forge/pandas-datareader,,,413039.0,838.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,838.0,409081.0,https://anaconda.org/conda-forge/pandas-datareader,2021-07-14 09:19:08.289,292948.0,3.0,,,,,,,,,,,,,,,,,, +234,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2022-08-19 21:31:46.000,2021-01-05 07:16:38,229.0,,132,55.0,73.0,15.0,64.0,2365,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,addict,conda-forge/addict,,19.0,2510290.0,6046.0,5685.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,361.0,2505474.0,https://anaconda.org/conda-forge/addict,2021-11-13 15:52:14.136,399790.0,2.0,,,,,,,,,,,,,,,,,, +235,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-05-15 21:06:21.000,2023-05-15 20:46:13,3835.0,20.0,308,32.0,309.0,135.0,534.0,2335,2023-05-15 21:07:09.000,2.7,208.0,91.0,29,True,pyinfra,,,,22073.0,92.0,81.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,22073.0,,,,3.0,,,,,,,,,,,,,,,,,, +236,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-04-04 06:37:59.000,2023-04-04 06:37:59,1001.0,7.0,59,23.0,98.0,113.0,66.0,1701,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1219983.0,1181.0,1077.0,https://pypi.org/project/glom,2022-01-24 09:34:02.000,104.0,1219485.0,https://anaconda.org/conda-forge/glom,2023-04-03 18:44:16.793,22414.0,2.0,,,,,,,,,,,,,,,,,, +237,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-05-20 04:56:42.000,2023-05-19 06:52:31,2934.0,1.0,218,48.0,178.0,22.0,760.0,1180,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,py2neo,conda-forge/py2neo,,,196470.0,633.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,633.0,195658.0,https://anaconda.org/conda-forge/py2neo,2021-10-14 10:46:07.862,58504.0,3.0,,,,,,,,,,,,4.0,,,,,, +238,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-06-14 11:01:13.000,2023-06-12 21:18:27,514.0,7.0,68,17.0,176.0,34.0,86.0,1104,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,29,True,questionary,conda-forge/questionary,,,948372.0,9401.0,9076.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,947072.0,https://anaconda.org/conda-forge/questionary,2022-03-14 23:00:39.523,39017.0,3.0,,,,,,,,,,,,,,,,,, +239,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-06-15 00:03:26.000,2023-06-14 21:19:35,749.0,52.0,42,13.0,202.0,13.0,81.0,1089,2023-06-02 08:39:00.455,0.30.2,59.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,832839.0,1440.0,1415.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,25.0,828640.0,https://anaconda.org/conda-forge/python-benedict,2023-06-02 10:25:58.900,130187.0,2.0,,,,,,,,,,,,,,,,,, +240,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2022-12-05 18:51:05.000,2022-03-12 11:50:41,744.0,,306,52.0,209.0,28.0,265.0,1087,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,redis-py-cluster,,,3758.0,1975432.0,1815.0,1596.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,1975396.0,,,,3.0,,,,,,,,,,,,,,,,,, +241,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-05-29 00:32:41.000,2023-05-29 00:32:40,1168.0,10.0,141,40.0,81.0,3.0,128.0,1049,2023-01-31 16:28:20.612,15.1.2,18.0,49.0,29,True,path,conda-forge/path,,,886879.0,126.0,,https://pypi.org/project/path,2022-01-07 02:04:26.000,126.0,877175.0,https://anaconda.org/conda-forge/path,2022-12-26 16:46:33.727,407600.0,3.0,,,,,,,,,,,,,,,,,, +242,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-04-30 23:15:24.000,2023-04-27 07:43:18,748.0,85.0,80,13.0,130.0,35.0,95.0,843,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,29,True,mss,conda-forge/python-mss,,,488067.0,243.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,243.0,487368.0,https://anaconda.org/conda-forge/python-mss,2023-04-20 07:59:29.075,25181.0,3.0,,,,,,,,,,,,,,,,,, +243,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-04-07 19:00:28.000,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,670,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,7339104.0,9531.0,8299.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,7337164.0,https://anaconda.org/conda-forge/parsedatetime,2020-06-10 17:26:40.760,157192.0,3.0,,,,,,,,,,,,,,,,,, +244,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2022-10-28 08:59:37.821,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,511,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,29,False,scandir,conda-forge/scandir,,,3773333.0,16911.0,14729.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2182.0,3757385.0,https://anaconda.org/conda-forge/scandir,2022-10-28 08:59:37.821,1323684.0,3.0,,,,,,,,,,,,,,,,,, +245,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-11 15:22:19.000,2023-01-18 22:27:43,225.0,,70,16.0,86.0,67.0,96.0,294,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,configobj,conda-forge/configobj,,99.0,2360220.0,30146.0,26777.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3369.0,2349205.0,https://anaconda.org/conda-forge/configobj,2023-01-20 20:04:29.828,649906.0,3.0,,,,,,,,,,,,,,,,,, +246,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2022-11-01 19:03:09.000,2022-03-13 00:04:41,186.0,,48,8.0,43.0,17.0,21.0,128,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,isodate,conda-forge/isodate,,,66506758.0,43869.0,41674.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2195.0,66456678.0,https://anaconda.org/conda-forge/isodate,2021-12-15 15:41:17.138,4356964.0,3.0,,,,,,,,,,,,,,,,,, +247,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-05-06 08:45:48.000,2023-04-04 13:18:36,954.0,1.0,4463,641.0,745.0,200.0,100.0,22659,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,28,True,algorithms,conda-forge/algorithms,,,6394.0,103.0,87.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6335.0,https://anaconda.org/conda-forge/algorithms,2021-04-23 14:22:33.326,1550.0,3.0,,,,,,,,,,,,,,,,,, +248,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-06-15 05:04:22.000,2023-05-20 15:16:57,1857.0,10.0,586,130.0,1268.0,207.0,1053.0,7206,2023-02-23 18:30:37.000,1.3.2,22.0,112.0,28,True,hydra,conda-forge/hydra-core,,,25168.0,8.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8604.0,https://anaconda.org/conda-forge/hydra-core,2023-02-28 00:27:29.604,662564.0,3.0,,,,,,,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2572,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,25341.0,2236.0,2190.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,46.0,25341.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-06-13 21:26:28.294,2023-06-13 03:03:37,478.0,6.0,101,30.0,81.0,10.0,124.0,2282,2023-06-13 03:05:02.225,1.3.5,85.0,17.0,28,True,swifter,conda-forge/swifter,['pandas'],,307371.0,1025.0,984.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,41.0,303200.0,https://anaconda.org/conda-forge/swifter,2023-06-13 21:26:28.294,208582.0,3.0,,,,,,,,,,,,,,,,,, +251,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-06-13 19:04:31.000,2023-06-13 19:04:31,5594.0,38.0,504,108.0,916.0,588.0,931.0,2001,2023-06-08 01:40:26.000,wxPython-4.2.1,13.0,128.0,28,False,wx,conda-forge/wxpython,,3197.0,9039.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-05-19 12:26:45.424,647223.0,3.0,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-04-22 20:10:46.000,2023-04-17 20:41:44,153.0,1.0,116,23.0,106.0,49.0,42.0,1810,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,297261.0,6334.0,6249.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,85.0,296782.0,https://anaconda.org/conda-forge/gin-config,2022-01-07 04:22:23.890,17735.0,3.0,,,,,,,,,,,,,,,,,, +253,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-01-06 06:15:26.000,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1390,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,blessings,conda-forge/blessings,,,894442.0,10390.0,8886.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1504.0,890754.0,https://anaconda.org/conda-forge/blessings,2022-10-29 01:29:23.732,269246.0,3.0,,,,,,,,,,,,,,,,,, +254,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-06-15 13:03:36.000,2023-06-15 13:03:36,759.0,19.0,51,16.0,414.0,165.0,161.0,1182,2023-06-12 02:16:47.000,0.9.0,29.0,23.0,28,True,prisma,,,,22026.0,273.0,269.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,4.0,22026.0,,,,3.0,,,,,,,,,,,,,,,,,, +255,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-06-03 21:49:15.000,2023-06-03 21:47:42,1688.0,27.0,69,12.0,394.0,99.0,221.0,1040,2023-06-03 21:58:00.994,0.114.0,234.0,40.0,28,True,piccolo,,,,16783.0,272.0,262.0,https://pypi.org/project/piccolo,2022-07-06 21:02:22.000,10.0,16783.0,,,,3.0,,,,,,,,,,,,,,,,,, +256,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-03-11 14:48:08.000,2022-09-20 20:58:59,434.0,,117,22.0,52.0,41.0,123.0,818,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,28,True,anytree,conda-forge/anytree,,,518892.0,16441.0,16132.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,309.0,518121.0,https://anaconda.org/conda-forge/anytree,2020-04-19 21:51:50.756,29335.0,3.0,,,,,,,,,,,,,,,,,, +257,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-05-31 03:24:46.000,2023-01-14 15:17:31,518.0,,118,18.0,62.0,25.0,104.0,806,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,28,True,pyahocorasick,conda-forge/pyahocorasick,,,671753.0,1987.0,1876.0,https://pypi.org/project/pyahocorasick,2022-05-04 14:25:29.000,111.0,668861.0,https://anaconda.org/conda-forge/pyahocorasick,2023-01-16 12:32:59.978,190901.0,3.0,,,,,,,,,,,,,,,,,, +258,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-06-05 14:53:15.000,2023-06-05 14:52:29,167.0,19.0,85,26.0,39.0,5.0,67.0,788,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,28,False,email-validator,conda-forge/email-validator,,,7169150.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,7166750.0,https://anaconda.org/conda-forge/email-validator,2023-01-22 00:13:48.052,84022.0,3.0,,,,,,,,,,,,4.0,,,,,, +259,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-05-15 11:44:51.739,2023-05-14 12:42:48,178.0,3.0,80,25.0,50.0,7.0,38.0,677,2023-05-14 12:30:42.281,3.0.0,15.0,27.0,28,True,munch,conda-forge/munch,,,1784940.0,828.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,828.0,1745884.0,https://anaconda.org/conda-forge/munch,2023-05-15 11:44:51.739,3397958.0,3.0,,,,,,,,,,,,,,,,,, +260,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-05-03 19:47:11.000,2023-05-03 19:47:11,818.0,2.0,136,25.0,105.0,64.0,59.0,507,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,297297.0,5985.0,4634.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1351.0,296370.0,https://anaconda.org/conda-forge/beaker,2023-02-06 08:50:20.183,69594.0,3.0,,,,,,,,,,,,,,,,,, +261,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-06-14 07:30:37.000,2023-06-14 07:26:45,692.0,3.0,44,11.0,76.0,12.0,92.0,482,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,python-rapidjson,conda-forge/python-rapidjson,,,1172640.0,4370.0,4110.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,260.0,1156511.0,https://anaconda.org/conda-forge/python-rapidjson,2023-03-15 18:33:33.705,1241996.0,3.0,,,,,,,,,,,,,,,,,, +262,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-06-08 19:10:58.000,2023-06-08 19:10:53,6156.0,219.0,30,10.0,238.0,34.0,532.0,346,2023-06-02 14:32:07.000,1.4.5,182.0,21.0,28,True,static-frame,conda-forge/static-frame,,,8930.0,20.0,18.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,3747.0,https://anaconda.org/conda-forge/static-frame,2023-06-02 22:46:50.865,269536.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +263,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-05-03 07:41:22.000,2023-05-03 07:41:22,164.0,9.0,37,8.0,28.0,23.0,29.0,235,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,9916601.0,2759.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2759.0,9768646.0,https://anaconda.org/conda-forge/send2trash,2023-04-27 13:24:41.453,9617109.0,3.0,,,,,,,,,,,,,,,,,, +264,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-02-14 13:09:32.000,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,182,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,True,ordered-set,conda-forge/ordered-set,,,8990510.0,8462.0,8104.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,358.0,8986572.0,https://anaconda.org/conda-forge/ordered-set,2022-01-26 18:24:17.544,338697.0,3.0,,,,,,,,,,,,,,,,,, +265,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,150.0,292.0,119.0,175.0,6070,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,3825.0,102.0,98.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3825.0,,,,3.0,,,,,,,,,,,,,,,,,, +266,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-06-05 14:05:13.000,2022-03-10 10:33:50,585.0,,499,84.0,241.0,98.0,129.0,3522,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,142515.0,125.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,125.0,142261.0,https://anaconda.org/conda-forge/textract,2022-03-10 14:00:02.289,20607.0,3.0,,,,,,,,,,,,,,,,,, +267,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-08 19:27:42.000,2023-05-02 20:40:06,191.0,3.0,187,30.0,51.0,75.0,122.0,3116,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,317721.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,316832.0,https://anaconda.org/conda-forge/pandarallel,2023-05-06 17:03:04.371,21355.0,3.0,,,,,,,,,,,,,,,,,, +268,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-06-12 10:56:25.000,2023-06-12 10:56:25,282.0,7.0,224,29.0,127.0,79.0,112.0,2325,2023-01-07 01:51:08.612,1.41.0,83.0,25.0,27,True,img2dataset,,,1073.0,19256.0,50.0,49.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,19208.0,,,,3.0,,,,,,,,,,,,,,,,,, +269,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1878,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,retrying,conda-forge/retrying,,,7856490.0,2185.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2185.0,7839621.0,https://anaconda.org/conda-forge/retrying,2018-07-16 11:28:10.934,1366411.0,3.0,,,,,,,,,,,,,,,,,, +270,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1874,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2701.0,197.0,161.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2701.0,,,,3.0,,,,,,,,,,,,,,,,,, +271,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1245,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,pandasql,conda-forge/pandasql,['pandas'],,1467460.0,2198.0,2116.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1452663.0,https://anaconda.org/conda-forge/pandasql,2021-06-14 19:49:10.558,355148.0,3.0,,,,,,,,,,,,,,,,,, +272,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2022-08-25 22:03:21.000,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,646,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,27,False,configargparse,conda-forge/configargparse,,,2395983.0,13370.0,11913.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1457.0,2388570.0,https://anaconda.org/conda-forge/configargparse,2021-10-04 14:51:00.922,607892.0,3.0,,,,,,,,,,,,,,,,,, +273,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2022-07-12 08:02:24.000,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,601,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,True,happybase,conda-forge/happybase,,,138405.0,987.0,759.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,228.0,136671.0,https://anaconda.org/conda-forge/happybase,2019-07-01 13:37:04.756,145731.0,3.0,,,,,,,,,,,,,,,,,, +274,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2022-03-22 00:57:51.000,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,564,,,8.0,12.0,27,False,dataclasses,conda-forge/dataclasses,,,10050853.0,55923.0,53677.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2246.0,9882681.0,https://anaconda.org/conda-forge/dataclasses,2021-08-14 16:30:22.806,10258531.0,3.0,,,,,,,,,,,,,,,,,, +275,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-06-09 20:30:01.000,2023-06-09 20:25:56,9891.0,43.0,43,14.0,9.0,6.0,8.0,474,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,27,True,pandas-summary,,['pandas'],,80444.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,80444.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +276,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-01-25 13:39:41.000,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,27,True,pylibmc,conda-forge/pylibmc,,193.0,205696.0,6973.0,4593.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2380.0,203175.0,https://anaconda.org/conda-forge/pylibmc,2022-10-30 09:50:56.819,207741.0,3.0,,,,,,,,,,,,,,,,,, +277,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2021-06-01 12:40:01.000,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,tabulator,conda-forge/tabulator-py,,,202236.0,1125.0,1052.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,201503.0,https://anaconda.org/conda-forge/tabulator-py,2018-07-24 12:57:07.018,52811.0,3.0,,,,,,,,,,,,,,,,,, +278,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2022-10-31 21:42:18.266,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,futures,conda-forge/futures,,,9757210.0,45868.0,37885.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7983.0,9742011.0,https://anaconda.org/conda-forge/futures,2020-03-18 16:57:48.065,1246330.0,3.0,,,,,,,,,,,,,,,,,, +279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2022-03-10 16:40:38.000,2022-03-10 16:40:38,835.0,,54,105.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,cloudant,conda-forge/cloudant,,,106680.0,2368.0,2079.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,289.0,105373.0,https://anaconda.org/conda-forge/cloudant,2021-08-26 14:15:46.968,105892.0,3.0,,,,,,,,,,,,,,,,,, +280,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2022-10-27 06:41:36.453,2022-02-10 18:16:02,489.0,,26,6.0,45.0,4.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,27,False,pathlib2,conda-forge/pathlib2,,,6276956.0,61084.0,56793.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4291.0,6247228.0,https://anaconda.org/conda-forge/pathlib2,2022-10-27 06:41:36.453,2467438.0,3.0,,,,,,,,,,,,,,,,,, +281,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2022-07-22 16:41:15.000,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3131,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,flexx,conda-forge/flexx,,,1753.0,145.0,124.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,555.0,https://anaconda.org/conda-forge/flexx,2022-04-12 22:15:39.560,99516.0,3.0,,,,,,,,,,,,,,,,,, +282,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-06-15 02:26:02.000,2023-02-22 03:50:44,49.0,,100,34.0,99.0,20.0,138.0,2218,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,37.0,1482719.0,319.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,319.0,1475961.0,https://anaconda.org/conda-forge/python-box,2023-04-18 21:34:19.071,419026.0,3.0,,,,,,,,,,,,,,,,,, +283,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-06-02 07:19:12.000,2023-05-31 14:47:15,525.0,2.0,121,48.0,51.0,9.0,121.0,2181,2021-01-12 19:21:07.000,1.4.3,14.0,28.0,26,True,pyfunctional,,,,254241.0,646.0,627.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,254241.0,,,,3.0,,,,,,,,,,,,,,,,,, +284,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-06-07 18:26:11.000,2023-05-24 18:39:09,2701.0,7.0,132,51.0,297.0,46.0,190.0,1479,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,474.0,4389.0,298.0,215.0,https://pypi.org/project/enaml,2022-06-13 19:19:59.000,83.0,2191.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,146839.0,3.0,,,,,,,,,,,,,,,,,, +285,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-05-29 13:51:14.000,2022-11-18 21:43:07,115.0,,53,24.0,62.0,16.0,33.0,1035,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1271333.0,5942.0,5828.0,https://pypi.org/project/immutables,2022-05-22 07:46:18.000,114.0,1256258.0,https://anaconda.org/conda-forge/immutables,2022-10-30 03:30:55.553,919583.0,3.0,,,,,,,,,,,,,,,,,, +286,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2022-12-07 16:37:05.000,2022-12-03 13:41:59,312.0,,127,29.0,74.0,35.0,69.0,1032,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,26,True,sqlitedict,conda-forge/sqlitedict,,,231471.0,3494.0,3281.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,213.0,230116.0,https://anaconda.org/conda-forge/sqlitedict,2022-03-04 16:01:23.014,74551.0,3.0,,,,,,,,,,,,,,,,,, +287,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2022-10-27 17:33:11.000,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,949,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,bcolz,conda-forge/bcolz,,,17868.0,2418.0,1911.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,13498.0,https://anaconda.org/conda-forge/bcolz,2022-06-20 11:21:54.775,332126.0,3.0,,,,,,,,,,,,,,,,,, +288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-06-12 05:04:41.000,2023-06-12 05:04:40,663.0,25.0,44,22.0,501.0,5.0,33.0,705,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,351434.0,106.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,106.0,351145.0,https://anaconda.org/conda-forge/janus,2021-12-17 16:01:40.259,13893.0,3.0,,,,,,,,,,,,,,,,,, +289,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-06-15 05:03:19.000,2023-06-15 02:15:14,1363.0,39.0,47,17.0,133.0,4.0,12.0,684,2023-06-15 02:34:02.801,1.3.0,69.0,4.0,26,True,ubelt,conda-forge/ubelt,,,14707.0,2725.0,2671.0,https://pypi.org/project/ubelt,2022-07-01 03:06:55.000,54.0,12250.0,https://anaconda.org/conda-forge/ubelt,2023-06-15 04:17:20.621,51602.0,3.0,,,,,,,,,,,,,,,,,, +290,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-05-31 14:37:31.000,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,440,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,25163.0,13719.0,13703.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,24951.0,https://anaconda.org/conda-forge/umongo,2021-12-23 11:43:01.519,4463.0,3.0,,,,,,,,,,,,,,,,,, +291,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,10.0,50.0,21.0,35.0,306,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,19749622.0,298.0,,https://pypi.org/project/typing_inspect,2021-06-07 16:12:08.000,298.0,19719665.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1497871.0,3.0,,,,,,,,,,,,,,,,,, +292,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-06-09 22:54:49.000,2023-05-28 07:57:36,3381.0,53.0,32,17.0,80.0,23.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,26,True,dbnd,,,,79513.0,58.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,79513.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2022-11-16 16:31:46.000,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,ptyprocess,conda-forge/ptyprocess,,,32419365.0,13005.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13005.0,32263126.0,https://anaconda.org/conda-forge/ptyprocess,2020-12-31 12:57:25.227,13436621.0,3.0,,,,,,,,,,,,,,,,,, +294,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-04-20 13:13:11.000,2023-04-20 13:13:11,123.0,2.0,22,9.0,48.0,4.0,7.0,156,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,4009092.0,25462.0,25392.0,https://pypi.org/project/catalogue,2022-07-06 07:43:27.000,70.0,3985118.0,https://anaconda.org/conda-forge/catalogue,2022-10-27 17:41:54.620,1030911.0,3.0,,,,,,,,,,,,,,,,,, +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-04-03 20:17:24.000,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11247010.0,71309.0,68605.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2704.0,11234512.0,https://anaconda.org/conda-forge/contextlib2,2021-06-28 02:52:34.203,1099861.0,3.0,,,,,,,,,,,,,,,,,, +296,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-06-11 13:20:54.000,2023-05-20 15:36:34,375.0,2.0,137,30.0,221.0,57.0,139.0,1611,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,50407.0,427.0,409.0,https://pypi.org/project/arq,2022-03-09 17:53:27.000,18.0,50120.0,https://anaconda.org/conda-forge/arq,2022-12-02 21:20:48.722,7462.0,3.0,,,,,,,,,,,,,,,,,, +297,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1551,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,6791.0,194.0,161.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6791.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +298,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,True,streamparse,,,,3821.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,3821.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-06-05 14:10:27.000,2023-05-19 04:32:00,6411.0,3.0,221,41.0,1032.0,7.0,209.0,1383,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,optimuspyspark,,['spark'],,13654.0,,,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,13654.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2099.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2099.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,43.0,53.0,20.0,19.0,1135,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,710509.0,350.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,350.0,710509.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,39.0,126.0,24.0,202.0,1112,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,365.0,368330.0,238.0,205.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,368327.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-04-12 21:10:58.000,2022-09-12 17:36:02,282.0,,50,9.0,26.0,15.0,69.0,587,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,359016.0,1112.0,1089.0,https://pypi.org/project/pysimdjson,2021-06-21 14:56:08.000,23.0,356892.0,https://anaconda.org/conda-forge/pysimdjson,2022-10-29 13:50:38.655,67997.0,3.0,,,,,,,,,,,,,,,,,, +304,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,467,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,25,True,pyscreenshot,,,,335732.0,2336.0,2079.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,257.0,335732.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-04-09 05:18:48.000,2023-04-03 13:37:05,249.0,22.0,53,7.0,53.0,16.0,49.0,449,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,11352.0,421.0,393.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,28.0,11352.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +306,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,25,False,messytables,,,,14069.0,406.0,282.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,14069.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,55.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,94.0,581428.0,193.0,171.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,581427.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-06-15 13:15:37.000,2023-06-15 13:15:37,294.0,20.0,40,7.0,38.0,8.0,37.0,146,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,25,True,filedepot,,,,9543.0,857.0,810.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,9543.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-04-24 17:15:23.000,2023-04-24 17:14:36,354.0,23.0,29,5.0,123.0,2.0,77.0,138,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,91870.0,807.0,762.0,https://pypi.org/project/everett,2022-01-13 16:31:48.000,45.0,91039.0,https://anaconda.org/conda-forge/everett,2023-03-21 15:47:40.504,38228.0,3.0,,,,,,,,,,,,,,,,,, +310,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-03-16 14:09:10.030,,,,0,,,268.0,1768.0,57,2023-03-11 17:00:14.601,3.1.2,104.0,,25,False,openpyxl,openpyxl,,,57522771.0,7628.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7598.0,57520905.0,https://anaconda.org/anaconda/openpyxl,2023-03-16 14:09:10.030,168657.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1218.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +311,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,2415.0,133.0,58.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,2415.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2021-05-16 16:25:40.000,2021-05-16 16:12:48,56.0,,146,43.0,10.0,1.0,12.0,1059,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,pluginbase,conda-forge/pluginbase,,,531849.0,2031.0,1862.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,527297.0,https://anaconda.org/conda-forge/pluginbase,2019-02-04 15:40:32.059,295905.0,3.0,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2022-06-17 11:55:26.000,2019-02-06 21:53:36,36.0,,131,10.0,22.0,25.0,19.0,627,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,ratelimit,conda-forge/ratelimit,,,3707139.0,2838.0,2624.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,214.0,3706766.0,https://anaconda.org/conda-forge/ratelimit,2021-01-20 00:15:09.937,10832.0,3.0,,,,,,,,,,,,,,,,,, +314,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-02-01 01:09:42.000,2022-08-31 07:55:38,488.0,,70,22.0,66.0,11.0,98.0,457,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,24,True,hickle,conda-forge/hickle,,,28537.0,613.0,525.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,88.0,28116.0,https://anaconda.org/conda-forge/hickle,2019-07-11 01:30:06.807,22344.0,3.0,,,,,,,,,,,,,,,,,, +315,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-06-01 15:14:25.000,2023-06-01 15:14:21,906.0,37.0,22,16.0,163.0,7.0,11.0,321,2023-06-01 15:15:41.205,17.3.2,245.0,18.0,24,True,aiomisc,,,,17040.0,355.0,320.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,35.0,17040.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-05-01 17:28:22.000,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,110,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,60.0,101515.0,2642.0,2450.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,192.0,101145.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2020-10-10 15:53:49.660,25227.0,3.0,,,,,,,,,,,,,,,,,, +317,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,24,False,clint,conda-forge/clint,,111.0,121655.0,5656.0,4334.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1322.0,121026.0,https://anaconda.org/conda-forge/clint,2018-07-09 09:37:09.782,53536.0,3.0,,,,,,,,,,,,,,,,,, +318,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-01-26 11:48:05.000,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,entrypoints,conda-forge/entrypoints,,,14316654.0,7973.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7973.0,14147748.0,https://anaconda.org/conda-forge/entrypoints,2022-02-03 11:39:53.101,14525917.0,3.0,,,,,,,,,,,,,,,,,, +319,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,98.0,31.0,18.0,58.0,3227,,,4.0,19.0,23,False,macropy3,,,,202.0,587.0,557.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,202.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,39.0,22.0,20.0,11.0,1543,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,commonregex,,,,161435.0,181.0,159.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,161435.0,,,,3.0,,,,,,,,,,,,,,,,,, +321,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-05-15 20:54:47.000,2023-03-22 14:52:27,240.0,1.0,89,39.0,40.0,21.0,46.0,1421,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,pypeln,conda-forge/pypeln,,,25000.0,105.0,94.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,24616.0,https://anaconda.org/conda-forge/pypeln,2022-01-06 18:29:36.168,13469.0,3.0,,,,,,,,,,,,,,,,,, +322,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-06-15 13:34:31.000,2023-06-13 14:15:59,315.0,6.0,71,44.0,218.0,39.0,39.0,1283,2023-03-02 08:05:51.000,0.17.1,31.0,26.0,23,True,tasktiger,,,,945.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,945.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-04-10 12:46:48.000,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,91437.0,691.0,608.0,https://pypi.org/project/pymodm,2017-03-10 23:55:29.000,83.0,91321.0,https://anaconda.org/conda-forge/pymodm,2020-04-30 19:23:37.933,4654.0,3.0,,,,,,,,,,,,,,,,,, +324,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3491,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,29252.0,394.0,361.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,29252.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2700,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,33.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,33.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,85,36.0,214.0,44.0,55.0,2416,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19190.0,767.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +327,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-06-05 16:41:11.000,2023-05-23 07:09:38,600.0,2.0,354,48.0,103.0,176.0,102.0,1995,2011-12-30 16:40:09.000,11.12.30,16.0,40.0,22,True,camelot,,,,5398.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,5398.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1742,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,6529.0,196.0,165.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,6529.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2021-09-27 22:15:44.669,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,10.0,22,False,pinject,conda-forge/pinject,,,59330.0,177.0,156.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,59158.0,https://anaconda.org/conda-forge/pinject,2021-09-27 22:15:44.669,3622.0,3.0,,,,,,,,,,,,,,,,,, +330,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-06-13 00:55:27.000,2023-02-21 10:55:54,98.0,,38,17.0,63.0,6.0,4.0,1037,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,22,True,asyncer,conda-forge/asyncer,,,82268.0,585.0,568.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,82042.0,https://anaconda.org/conda-forge/asyncer,2022-11-05 09:55:25.159,3852.0,3.0,,,,,,,,,,,,,,,,,, +331,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,4.0,135,62.0,76.0,167.0,149.0,846,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,rows,,,38.0,913.0,187.0,158.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,913.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,76,22.0,211.0,72.0,80.0,798,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,22,True,odmantic,,,,14807.0,6.0,,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,14807.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,2.0,119,13.0,32.0,31.0,42.0,788,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,25113.0,1238.0,1146.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,92.0,25113.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-05-03 20:10:05.000,2023-05-02 12:53:18,107.0,13.0,26,10.0,48.0,10.0,12.0,675,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,32698.0,165.0,159.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,6.0,30616.0,https://anaconda.org/conda-forge/dirty-equals,2023-05-03 14:42:32.536,31241.0,3.0,,,,,,,,,,,,,,,,,, +335,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,55689.0,10956.0,8910.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,55689.0,,,,3.0,,,,,,,,,,,,,,,,,, +336,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2022-12-21 15:39:56.000,2021-09-23 16:12:06,380.0,,57,19.0,13.0,16.0,24.0,257,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,22,False,deepdish,conda-forge/deepdish,,,12872.0,834.0,750.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,84.0,11785.0,https://anaconda.org/conda-forge/deepdish,2021-09-24 13:49:09.813,85878.0,3.0,,,,,,,,,,,,,,,,,, +337,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2022-11-13 18:45:00.900,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,257,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,pysparkling,conda-forge/pysparkling,,,10821.0,177.0,169.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10663.0,https://anaconda.org/conda-forge/pysparkling,2021-03-23 19:51:42.850,4267.0,3.0,,,,,,,,,,,,,,,,,, +338,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-06-08 15:32:06.000,2023-05-19 11:54:38,5328.0,32.0,42,13.0,595.0,33.0,78.0,188,2023-05-19 10:45:03.000,0.8.4a,17.0,33.0,22,True,batchflow,,,,1256.0,4.0,4.0,https://pypi.org/project/batchflow,2022-07-07 14:33:11.000,,1256.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-05-23 06:48:32.000,2023-04-26 16:56:57,532.0,9.0,9,5.0,107.0,17.0,83.0,176,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,22,True,typical,conda-forge/typical,,,8377.0,72.0,68.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,7241.0,https://anaconda.org/conda-forge/typical,2023-04-28 22:31:47.179,28418.0,3.0,,,,,,,,,,,,,,,,,, +340,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-06-12 19:49:29.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,12.0,14.0,123,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,docopt-ng,,,,34094.0,181.0,152.0,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,29.0,34094.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-02-08 04:37:18.000,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,121,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,302133.0,1589.0,1538.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,51.0,300098.0,https://anaconda.org/conda-forge/coolname,2023-01-09 23:15:16.336,61067.0,3.0,,,,,,,,,,,,,,,,,, +342,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-06-15 11:28:53.000,2023-06-15 11:20:42,1471.0,461.0,3,3.0,626.0,15.0,20.0,34,2023-06-02 16:35:21.000,4.3.0,56.0,5.0,22,False,click-extra,,,203.0,4544.0,44.0,39.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,5.0,4534.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10576,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,46.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,46.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,789.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,789.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,872,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,837.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,837.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2022-06-07 12:30:12.000,2022-02-06 23:08:33,62.0,,51,19.0,20.0,3.0,26.0,836,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,unsync,conda-forge/unsync,,,21333.0,208.0,189.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,21050.0,https://anaconda.org/conda-forge/unsync,2022-06-06 12:29:50.760,10190.0,3.0,,,,,,,,,,,,,,,,,, +347,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-03-13 21:30:15.733,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,528,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,21,True,pypyr,conda-forge/pypyr,,,2756.0,106.0,97.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,2185.0,https://anaconda.org/conda-forge/pypyr,2023-03-13 21:30:15.733,9708.0,3.0,,,,,,,,,,,,,,,,,, +348,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2020-04-17 14:24:23.000,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,awesome-slugify,conda-forge/awesome-slugify,,,55317.0,4464.0,3280.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,54537.0,https://anaconda.org/conda-forge/awesome-slugify,2019-06-28 21:27:11.187,67120.0,3.0,,,,,,,,,,,,,,,,,, +349,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,12915.0,140.0,134.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,12915.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,137,68.0,4.0,1.0,40.0,2002,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2130.0,48.0,40.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,8.0,2130.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,200,40.0,56.0,80.0,39.0,1296,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10560.0,1126.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,938.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-03-27 17:52:21.000,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,709,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,pdpipe,conda-forge/pdpipe,['pandas'],,2163.0,61.0,55.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1408.0,https://anaconda.org/conda-forge/pdpipe,2022-09-24 21:43:31.524,23430.0,3.0,,,,,,,,,,,,,,,,,, +353,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,610,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,pugsql,,,,11711.0,59.0,56.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,11711.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,45,15.0,33.0,19.0,9.0,269,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,price-parser,,,,58108.0,370.0,363.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,58108.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-01-05 10:28:14.000,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,263,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,valideer,conda-forge/valideer,,,17857.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,17618.0,https://anaconda.org/conda-forge/valideer,2018-07-06 17:55:22.261,20618.0,3.0,,,,,,,,,,,,,,,,,, +356,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,1.0,26,6.0,48.0,6.0,10.0,239,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,33423.0,266.0,232.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,33423.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-06-15 11:59:23.000,2023-06-15 11:59:22,573.0,100.0,20,4.0,223.0,2.0,,221,2023-06-15 12:00:00.786,1.1.158,426.0,9.0,20,True,upgini,,,,8584.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,8584.0,,,,3.0,,,,,,,,,,,,,,,,,, +358,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2022-10-19 06:09:26.000,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,99,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,20,False,stopit,conda-forge/stopit,,,170022.0,1898.0,1775.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,123.0,160241.0,https://anaconda.org/conda-forge/stopit,2018-02-10 00:46:14.882,635808.0,3.0,,,,,,,,,,,,,,,,,, +359,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-05-27 18:18:22.000,2023-05-27 18:11:34,78.0,2.0,123,35.0,10.0,10.0,147.0,3038,2023-05-27 18:18:22.000,2.1.13,59.0,1.0,19,False,ptext-joris-schellekens,conda-forge/borb,,,1650.0,168.0,168.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,44.0,https://anaconda.org/conda-forge/borb,2023-04-17 14:01:46.096,35341.0,3.0,,,,,,,,,,,,,,,,,, +360,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1975,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,['spark'],,,36.0,36.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +361,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,74,23.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,19,True,d6tflow,,,,230.0,24.0,24.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,230.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,5067.0,152.0,125.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,5067.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-02-22 15:17:01.000,2023-02-22 15:16:59,522.0,,33,17.0,147.0,34.0,74.0,225,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,fletcher,conda-forge/fletcher,['pandas'],17.0,1377.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,400.0,https://anaconda.org/conda-forge/fletcher,2021-11-04 09:30:27.570,57663.0,3.0,,,,,,,,,,,,,,,,,, +364,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,5.0,9.0,14.0,5.0,193,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,54775.0,754.0,750.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,54775.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,5.0,22.0,147,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,52290.0,146.0,135.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,11.0,52290.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,3.0,105,57.0,67.0,24.0,16.0,2005,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,mara-pipelines,,,,84.0,1.0,,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,84.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1595,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,724.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,724.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,552.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,552.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,934,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,validr,,,,9297.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,9297.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,7.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,139529.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,139529.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1338,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,52.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,52.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-14 13:54:12.000,2023-04-07 14:12:05,260.0,1.0,56,36.0,45.0,14.0,57.0,1084,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,colout,,,,1056.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1056.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-06-13 16:13:13.000,2023-06-13 16:13:06,2655.0,37.0,107,30.0,185.0,48.0,285.0,1064,,,,39.0,17,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,58,18.0,27.0,42.0,29.0,759,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,2933.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2933.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,78.0,605,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,243.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,243.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,421,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,411.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,411.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,711,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,314.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,314.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,lazydata,,,,13.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,13.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-06-09 18:26:55.000,2023-05-26 09:13:05,112.0,2.0,6,13.0,123.0,6.0,2.0,264,2023-03-02 13:18:02.345,0.19.0,94.0,14.0,15,True,squirrel-core,squirrel-core,,,1265.0,3.0,2.0,https://pypi.org/project/squirrel-core,2022-07-06 12:13:21.000,,1265.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,76,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,43374.0,448.0,439.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,43374.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,54.0,28.0,3.0,2.0,1190,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,botflow,,,,15.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,15.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,411.0,31.0,26.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,411.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,540,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,['pandas'],,45.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,45.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,265,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,13,True,rasgoql,,,,211.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,211.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,58.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,58.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,354,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,760,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 823276c..813633d 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- protobuf (πŸ₯‡51 Β· ⭐ 60K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 -- Celery (πŸ₯‡46 Β· ⭐ 22K Β· πŸ“ˆ) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.2K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 -- simplejson (πŸ₯ˆ37 Β· ⭐ 1.6K Β· πŸ“ˆ) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +- pymongo (πŸ₯ˆ38 Β· ⭐ 3.9K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +- schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 +- py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ“ˆ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- python-email-validator (πŸ₯‰28 Β· ⭐ 790 Β· πŸ“ˆ) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- redis (πŸ₯ˆ37 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT -- pymongo (πŸ₯‰30 Β· ⭐ 3.8K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 -- schematics (πŸ₯‰26 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. ❗Unlicensed -- py2neo (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- python-email-validator (πŸ₯‰24 Β· ⭐ 780 Β· πŸ“‰) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- Airflow (πŸ₯‡46 Β· ⭐ 31K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.4K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- pexpect (πŸ₯‡36 Β· ⭐ 2.4K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +- dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K Β· πŸ“‰) - python parser for human readable dates. BSD-3 +- deepdiff (πŸ₯‡33 Β· ⭐ 1.7K Β· πŸ“‰) - DeepDiff: Deep Difference and search of any Python object/data... MIT From e409cc91ba2c2e85e0fcb2d9099eee778d3a93c0 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 22 Jun 2023 13:30:50 +0000 Subject: [PATCH 16/70] Update best-of list for version 2023.06.22 --- README.md | 1912 +++++++++++++++---------------- history/2023-06-22_changes.md | 20 + history/2023-06-22_projects.csv | 390 +++++++ latest-changes.md | 20 +- 4 files changed, 1376 insertions(+), 966 deletions(-) create mode 100644 history/2023-06-22_changes.md create mode 100644 history/2023-06-22_projects.csv diff --git a/README.md b/README.md index d534dd0..4f372a1 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡51 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 32M Β· πŸ“¦ 430K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 440K Β· πŸ“‹ 5.8K - 16% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,7 +95,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 14M Β· ⏱️ 31.05.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge protobuf ``` @@ -106,7 +106,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 220K Β· πŸ“¦ 60K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 220K Β· πŸ“¦ 61K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,27 +115,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 740K Β· ⏱️ 28.05.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 900K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 910K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 83K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 84K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 21M / month Β· πŸ“¦ 10K Β· ⏱️ 05.09.2016): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 22M / month Β· πŸ“¦ 10K Β· ⏱️ 05.09.2016): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.8M Β· ⏱️ 13.11.2022): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge marshmallow ``` @@ -151,14 +151,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.6M Β· ⏱️ 10.04.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge simplejson ```
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 23 Β· πŸ“¦ 81K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 23 Β· πŸ“¦ 82K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` git clone https://github.com/cloudpipe/cloudpickle @@ -167,14 +167,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 13M Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cloudpickle ```
orjson (πŸ₯ˆ35 Β· ⭐ 4.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 170 Β· πŸ“¦ 46K Β· πŸ“‹ 320 - 0% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 170 Β· πŸ“¦ 47K Β· πŸ“‹ 320 - 0% open Β· ⏱️ 09.06.2023): ``` git clone https://github.com/ijl/orjson @@ -183,14 +183,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 760K Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 770K Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge orjson ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 11.06.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/ultrajson/ultrajson @@ -199,7 +199,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.7M Β· ⏱️ 31.01.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ujson ``` @@ -211,27 +211,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 25M / month Β· πŸ“¦ 3.7K Β· ⏱️ 20.05.2022): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 26M / month Β· πŸ“¦ 3.7K Β· ⏱️ 20.05.2022): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.2M Β· ⏱️ 24.10.2022): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dill ```
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1K Β· πŸ“‹ 270 - 2% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 2% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 32M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 33M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): ``` pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 12M Β· ⏱️ 08.03.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge msgpack-python ``` @@ -243,11 +243,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.1M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): ``` pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.4M Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge jsonpickle ``` @@ -263,14 +263,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install srsly ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.2M Β· ⏱️ 01.03.2023): +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge srsly ```
python-rapidjson (πŸ₯‰28 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.1K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.1K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 16.06.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -279,7 +279,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.2M Β· ⏱️ 15.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-rapidjson ``` @@ -291,46 +291,46 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 360K / month Β· πŸ“¦ 23 Β· ⏱️ 21.06.2021): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 340K / month Β· πŸ“¦ 23 Β· ⏱️ 21.06.2021): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 68K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 69K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ```
-
hickle (πŸ₯‰24 Β· ⭐ 460 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰25 Β· ⭐ 460 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 520 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 540 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 31.08.2022): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 28K / month Β· πŸ“¦ 88 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 27K / month Β· πŸ“¦ 88 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 22K Β· ⏱️ 11.07.2019): +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hickle ```
rtoml (πŸ₯‰20 Β· ⭐ 240) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 230 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 240 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 33K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 32K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ```
Show 1 hidden projects... -- pyasn1 (πŸ₯‰33 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰34 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -351,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 41M Β· ⏱️ 29.05.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 41M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 750K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 750K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/numpy/numpy @@ -367,14 +367,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 58M Β· ⏱️ 23.04.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 59M Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge numpy ```
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 490 Β· πŸ“₯ 2.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/h5py/h5py @@ -383,26 +383,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 12M Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 12M Β· ⏱️ 20.06.2023): ``` conda install -c conda-forge h5py ```
polars (πŸ₯ˆ39 Β· ⭐ 18K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 970 Β· πŸ“¦ 2.3K Β· πŸ“‹ 4.1K - 20% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 980 Β· πŸ“¦ 2.4K Β· πŸ“‹ 4.2K - 21% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 660K / month Β· πŸ“¦ 160 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 710K / month Β· πŸ“¦ 170 Β· ⏱️ 01.05.2022): ``` pip install polars ```
-
Modin (πŸ₯ˆ38 Β· ⭐ 8.7K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 8.7K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/modin-project/modin @@ -411,83 +411,83 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 240K Β· ⏱️ 14.06.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 250K Β· ⏱️ 19.06.2023): ``` conda install -c conda-forge modin-core ```
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 940 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 940 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.7K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 09.06.2022): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.2M Β· ⏱️ 19.05.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xarray ```
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 170 Β· πŸ“¦ 47K Β· πŸ“‹ 680 - 22% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 170 Β· πŸ“¦ 47K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 17.06.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 700K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6M Β· ⏱️ 08.04.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pytables ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.3K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 180 Β· πŸ“¦ 400 Β· πŸ“‹ 570 - 11% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 180 Β· πŸ“¦ 440 Β· πŸ“‹ 570 - 10% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 86K / month Β· πŸ“¦ 10 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 10 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 100K Β· ⏱️ 08.09.2022): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 100K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge docarray ```
numexpr (πŸ₯ˆ33 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 290 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 300 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.6M Β· ⏱️ 03.04.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 290K / month Β· πŸ“¦ 320 Β· ⏱️ 23.06.2022): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 300K / month Β· πŸ“¦ 330 Β· ⏱️ 23.06.2022): ``` pip install zarr ``` @@ -496,7 +496,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
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Bottleneck (πŸ₯ˆ33 Β· ⭐ 900) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ33 Β· ⭐ 910) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 96 Β· πŸ“¦ 41K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): @@ -507,7 +507,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.5M Β· ⏱️ 09.03.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bottleneck ``` @@ -519,11 +519,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 400K / month Β· πŸ“¦ 850 Β· ⏱️ 19.02.2022): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 410K / month Β· πŸ“¦ 850 Β· ⏱️ 19.02.2022): ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 300K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 310K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tinydb ``` @@ -539,79 +539,79 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 290K Β· ⏱️ 20.10.2021): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 290K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge koalas ```
pandera (πŸ₯ˆ32 Β· ⭐ 2.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 200 Β· πŸ“¦ 880 Β· πŸ“‹ 590 - 33% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 190 Β· πŸ“¦ 890 Β· πŸ“‹ 600 - 33% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 850K / month Β· πŸ“¦ 66 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 860K / month Β· πŸ“¦ 66 Β· ⏱️ 01.05.2022): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 24K Β· ⏱️ 10.05.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandera-core ```
datasketch (πŸ₯‰30 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 780 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 790 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.1M / month Β· πŸ“¦ 61 Β· ⏱️ 16.12.2021): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1M / month Β· πŸ“¦ 61 Β· ⏱️ 16.12.2021): ``` pip install datasketch ```
datatable (πŸ₯‰30 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 1.9K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 81K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 74K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): ``` pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 21K Β· ⏱️ 23.12.2020): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge datatable ```
Vaex (πŸ₯‰29 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 510 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 520 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 08.12.2022): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 48K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 49K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 170K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge vaex ```
swifter (πŸ₯‰28 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 980 Β· πŸ“‹ 130 - 7% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 300K / month Β· πŸ“¦ 41 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 290K / month Β· πŸ“¦ 41 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.7K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` pip install static-frame ``` @@ -643,23 +643,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 320K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 310K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 21K Β· ⏱️ 06.05.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
-
Pandas Summary (πŸ₯‰27 Β· ⭐ 470) - Engine for ML/Data tracking, visualization,.. Apache-2 +
Pandas Summary (πŸ₯‰27 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 80K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,23 +671,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 25K / month Β· πŸ“¦ 92 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 23K / month Β· πŸ“¦ 93 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
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fletcher (πŸ₯‰19 Β· ⭐ 220) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +
fletcher (πŸ₯‰20 Β· ⭐ 220) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 17 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 400 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 390 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 58K Β· ⏱️ 04.11.2021): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 58K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fletcher ``` @@ -699,18 +699,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 550 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 580 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ```
Show 6 hidden projects... -- Blaze (πŸ₯‰30 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Blaze (πŸ₯‰31 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 +- Arctic (πŸ₯‰29 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn -- pandasql (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT -- bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT +- bcolz (πŸ₯‰27 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -719,18 +719,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 120K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 23M / month Β· πŸ“¦ 2.1K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 24M / month Β· πŸ“¦ 2.1K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 10M Β· ⏱️ 17.05.2021): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sortedcontainers ``` @@ -746,14 +746,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 18M Β· ⏱️ 02.01.2023): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 19M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯ˆ31 Β· ⭐ 350) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ31 Β· ⭐ 340) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 4K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 4.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/aio-libs/multidict @@ -762,23 +762,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.5M Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge multidict ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 56 Β· πŸ“¦ 14K Β· πŸ“‹ 55 - 7% open Β· ⏱️ 04.06.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 56 Β· πŸ“¦ 14K Β· πŸ“‹ 55 - 5% open Β· ⏱️ 17.06.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 480 Β· ⏱️ 23.03.2022): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.6M / month Β· πŸ“¦ 480 Β· ⏱️ 23.03.2022): ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 280K Β· ⏱️ 01.01.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 290K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bidict ``` @@ -790,47 +790,63 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.2M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 22K Β· ⏱️ 03.04.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge glom ```
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 94 - 13% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 92 - 10% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 830K / month Β· πŸ“¦ 25 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 750K / month Β· πŸ“¦ 25 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 130K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 130K Β· ⏱️ 17.06.2023): ``` conda install -c conda-forge python-benedict ```
-
anytree (πŸ₯‰28 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ29 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 - [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 160 - 25% open Β· ⏱️ 20.09.2022): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 520K / month Β· πŸ“¦ 310 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 550K / month Β· πŸ“¦ 310 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 29K Β· ⏱️ 19.04.2020): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 30K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anytree ```
+
ordered-set (πŸ₯ˆ29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT + +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 8.2K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): + + ``` + git clone https://github.com/rspeer/ordered-set + ``` +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.1M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): + ``` + pip install ordered-set + ``` +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge ordered-set + ``` +
munch (πŸ₯‰28 Β· ⭐ 680) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 15% open Β· ⏱️ 14.05.2023): @@ -838,34 +854,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): ``` pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.4M Β· ⏱️ 15.05.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge munch ```
-
ordered-set (πŸ₯‰28 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
sqlitedict (πŸ₯‰27 Β· ⭐ 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 8.1K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.3K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` - git clone https://github.com/rspeer/ordered-set + git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 220K / month Β· πŸ“¦ 210 Β· ⏱️ 03.12.2022): ``` - pip install ordered-set + pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 340K Β· ⏱️ 26.01.2022): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 75K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge ordered-set + conda install -c conda-forge sqlitedict ```
python-box (πŸ₯‰26 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 37 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 38 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/cdgriffith/Box @@ -874,14 +890,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 420K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-box ```
immutables (πŸ₯‰26 Β· ⭐ 1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 53 Β· πŸ“¦ 5.8K Β· πŸ“‹ 49 - 32% open Β· ⏱️ 18.11.2022): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 53 Β· πŸ“¦ 5.9K Β· πŸ“‹ 49 - 32% open Β· ⏱️ 18.11.2022): ``` git clone https://github.com/MagicStack/immutables @@ -890,46 +906,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 920K Β· ⏱️ 30.10.2022): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 920K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge immutables ```
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sqlitedict (πŸ₯‰26 Β· ⭐ 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 +
janus (πŸ₯‰26 Β· ⭐ 710) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.3K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): - - ``` - git clone https://github.com/RaRe-Technologies/sqlitedict - ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 210 Β· ⏱️ 03.12.2022): - ``` - pip install sqlitedict - ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 75K Β· ⏱️ 04.03.2022): - ``` - conda install -c conda-forge sqlitedict - ``` -
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janus (πŸ₯‰26 Β· ⭐ 700) - Thread-safe asyncio-aware queue for Python. Apache-2 - -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 350K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 390K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 14K Β· ⏱️ 17.12.2021): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge janus ```
Show 2 hidden projects... -- addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- addict (πŸ₯ˆ30 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -938,57 +938,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡45 Β· ⭐ 14K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡44 Β· ⭐ 14K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“¦ 210K Β· πŸ“‹ 2.5K - 10% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.3K Β· πŸ“¦ 210K Β· πŸ“‹ 2.5K - 9% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 71M / month Β· πŸ“¦ 6.6K Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 71M / month Β· πŸ“¦ 6.7K Β· ⏱️ 19.05.2022): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.1M Β· ⏱️ 10.06.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.2M Β· ⏱️ 10.06.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 9 Β· πŸ“¦ 400K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 15 Β· πŸ“¦ 400K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 68M / month Β· πŸ“¦ 18K Β· ⏱️ 30.09.2018): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 69M / month Β· πŸ“¦ 18K Β· ⏱️ 30.09.2018): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 20M Β· ⏱️ 30.11.2022): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge jsonschema ```
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validators (πŸ₯ˆ32 Β· ⭐ 770) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ32 Β· ⭐ 780) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 72K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 73K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 410K Β· ⏱️ 19.02.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge validators ```
param (πŸ₯ˆ32 Β· ⭐ 330) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.1K Β· πŸ“‹ 400 - 40% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.2K Β· πŸ“‹ 400 - 39% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/holoviz/param @@ -997,7 +997,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.2M Β· ⏱️ 14.03.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge param ``` @@ -1013,23 +1013,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 290K Β· ⏱️ 07.04.2022): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 290K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge voluptuous ```
-
strictyaml (πŸ₯‰30 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰29 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.6K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.6K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 490K / month Β· πŸ“¦ 230 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 500K / month Β· πŸ“¦ 240 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` -- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 200K Β· ⏱️ 12.03.2023): +- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge strictyaml ``` @@ -1041,53 +1041,53 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 31K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 33K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 31K Β· ⏱️ 03.05.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 32K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge dirty-equals ```
-
typical (πŸ₯‰22 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT +
valideer (πŸ₯‰21 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 68 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 68 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` - git clone https://github.com/seandstewart/typical + git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 7.2K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 18K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` - pip install typical + pip install valideer ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 28K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/valideer) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge typical + conda install -c conda-forge valideer ```
-
valideer (πŸ₯‰20 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT +
typical (πŸ₯‰21 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 68 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 70 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` - git clone https://github.com/podio/valideer + git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 18K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 6.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` - pip install valideer + pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/valideer) (πŸ“₯ 21K Β· ⏱️ 06.07.2018): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 29K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge valideer + conda install -c conda-forge typical ```
Show 6 hidden projects... - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT -- schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰28 Β· ⭐ 790 Β· πŸ“ˆ) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- schematics (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 +- python-email-validator (πŸ₯‰28 Β· ⭐ 790) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1099,18 +1099,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 38K) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡29 Β· ⭐ 4.9K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡30 Β· ⭐ 4.9K) - A lightweight, object-oriented finite state machine implementation.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3.1K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 420K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 450K Β· ⏱️ 02.09.2022): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 460K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1122,11 +1122,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.4K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.6K Β· ⏱️ 23.04.2021): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.6K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge algorithms ``` @@ -1148,18 +1148,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 210M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 45M Β· ⏱️ 14.07.2021): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 45M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-dateutil ```
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 55K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 56K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1168,73 +1168,73 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.7M Β· ⏱️ 05.09.2022): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arrow ```
-
dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K Β· πŸ“‰) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 - [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 20K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 150K Β· ⏱️ 23.03.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dateparser ```
-
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT +
holidays (πŸ₯ˆ35 Β· ⭐ 990 Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 130 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 10.06.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 180 Β· πŸ“‹ 440 - 22% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.07.2020): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): ``` - pip install pendulum + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 750K Β· ⏱️ 04.02.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.2M Β· ⏱️ 19.06.2023): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge holidays ```
-
pytz (πŸ₯ˆ34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT +
pendulum (πŸ₯‰34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.5M Β· πŸ“‹ 72 - 38% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 130 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 10.06.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.07.2020): ``` - pip install pytz + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 41M Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge pendulum ```
-
holidays (πŸ₯‰33 Β· ⭐ 990) - Generate and work with holidays in Python. MIT +
pytz (πŸ₯‰34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 180 Β· πŸ“‹ 440 - 23% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.5M Β· πŸ“‹ 73 - 39% open Β· ⏱️ 03.04.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): ``` - pip install holidays + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.2M Β· ⏱️ 05.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 41M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pytz ```
tzlocal (πŸ₯‰31 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT @@ -1248,15 +1248,15 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.2M Β· ⏱️ 16.05.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge tzlocal ```
Show 2 hidden projects... +- isodate (πŸ₯‰30 Β· ⭐ 130 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 - parsedatetime (πŸ₯‰29 Β· ⭐ 670 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 -- isodate (πŸ₯‰29 Β· ⭐ 130 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3

@@ -1266,69 +1266,69 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡39 Β· ⭐ 600) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 250 Β· πŸ“¦ 50K Β· πŸ“‹ 560 - 35% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 51K Β· πŸ“‹ 560 - 34% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 96M / month Β· πŸ“¦ 550 Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 100M / month Β· πŸ“¦ 560 Β· ⏱️ 19.05.2022): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 12M Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 13M Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge fsspec ```
-
watchdog (πŸ₯ˆ38 Β· ⭐ 5.8K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ37 Β· ⭐ 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 96K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 660 Β· πŸ“¦ 97K Β· πŸ“‹ 610 - 26% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8K Β· ⏱️ 10.06.2022): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month): ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.2M Β· ⏱️ 20.03.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ34 Β· ⭐ 550) - A platform-independent file lock for Python. Unlicense +
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 260K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 96K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 17.06.2023): ``` - git clone https://github.com/tox-dev/py-filelock + git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 58M / month Β· πŸ“¦ 2.5K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): ``` - pip install filelock + pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 13M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 690K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge filelock + conda install -c conda-forge aiofiles ```
-
aiofiles (πŸ₯ˆ33 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 +
filelock (πŸ₯ˆ34 Β· ⭐ 550) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 95K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 18.05.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 270K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 19.06.2023): ``` - git clone https://github.com/Tinche/aiofiles + git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 59M / month Β· πŸ“¦ 2.5K Β· ⏱️ 31.05.2022): ``` - pip install aiofiles + pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 670K Β· ⏱️ 23.02.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 13M Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge aiofiles + conda install -c conda-forge filelock ```
-
appdirs (πŸ₯‰31 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT +
appdirs (πŸ₯‰32 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT - [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 240K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): @@ -1339,48 +1339,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9M Β· ⏱️ 19.10.2020): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ```
-
pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 170 Β· πŸ“‹ 370 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/pyfilesystem/pyfilesystem2 + git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.5M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 900K / month Β· πŸ“¦ 120 Β· ⏱️ 07.01.2022): ``` - pip install fs + pip install path ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 620K Β· ⏱️ 09.05.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge fs + conda install -c conda-forge path ```
-
path (πŸ₯‰29 Β· ⭐ 1K) - Object-oriented file system path manipulation. MIT +
pyfilesystem2 (πŸ₯‰26 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 160 Β· πŸ“‹ 360 - 23% open Β· ⏱️ 18.10.2022): ``` - git clone https://github.com/jaraco/path + git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 880K / month Β· πŸ“¦ 130 Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.6M / month): ``` - pip install path + pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 410K Β· ⏱️ 26.12.2022): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 630K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge path + conda install -c conda-forge fs ```
Show 3 hidden projects... - zipp (πŸ₯‰31 Β· ⭐ 38) - Backport of pathlib-compatible object wrapper for zip files. MIT -- scandir (πŸ₯‰29 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 -- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT +- scandir (πŸ₯‰30 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 +- Unipath (πŸ₯‰18 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory.. ❗Unlicensed

@@ -1395,48 +1395,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 34M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` -- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 12M Β· ⏱️ 13.01.2023): +- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge future ```
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six (πŸ₯ˆ37 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT - [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.7M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 210M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 44M Β· ⏱️ 05.05.2021): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 44M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge six ```
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typing (πŸ₯ˆ31 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ33 Β· ⭐ 1.4K Β· πŸ“ˆ) - Python static typing home. Hosts the documentation and a user.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“‹ 720 - 16% open Β· ⏱️ 29.03.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 720 - 16% open Β· ⏱️ 18.06.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 7.9M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 7.9M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): ``` pip install typing ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.7M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typing ```
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futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 +
futures (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 38K Β· πŸ“‹ 74 - 9% open Β· ⏱️ 31.10.2022): @@ -1447,16 +1447,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install futures ``` -- [Conda](https://anaconda.org/conda-forge/futures) (πŸ“₯ 1.2M Β· ⏱️ 18.03.2020): +- [Conda](https://anaconda.org/conda-forge/futures) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge futures ```
Show 3 hidden projects... -- dataclasses (πŸ₯‰27 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 -- pathlib2 (πŸ₯‰27 Β· ⭐ 73 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰26 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- dataclasses (πŸ₯‰28 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- pathlib2 (πŸ₯‰28 Β· ⭐ 73 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- contextlib2 (πŸ₯‰26 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1466,7 +1466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.6K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 480K Β· πŸ“‹ 2.2K - 1% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 490K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/pyca/cryptography @@ -1475,105 +1475,105 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 39M Β· ⏱️ 01.06.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 40M Β· ⏱️ 01.06.2023): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“¦ 70K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“¦ 71K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.5K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.01.2023): ``` pip install pycryptodomex ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.3M Β· ⏱️ 19.05.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pycryptodomex ```
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 47 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 47 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 160K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 170K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 200 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 210 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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rsa (πŸ₯‰33 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
keyring (πŸ₯‰33 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 290K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 11% open Β· ⏱️ 22.06.2023): ``` - git clone https://github.com/sybrenstuvel/python-rsa + git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 120M / month Β· πŸ“¦ 7K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 08.06.2022): ``` - pip install rsa + pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 12M Β· ⏱️ 20.07.2022): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.3M Β· ⏱️ 20.06.2023): ``` - conda install -c conda-forge rsa + conda install -c conda-forge keyring ```
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asn1crypto (πŸ₯‰33 Β· ⭐ 290 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/wbond/asn1crypto + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 48M / month Β· πŸ“¦ 7K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 38M / month Β· πŸ“¦ 8K Β· ⏱️ 01.05.2022): ``` - pip install asn1crypto + pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.1M Β· ⏱️ 15.03.2022): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge asn1crypto + conda install -c conda-forge bcrypt ```
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keyring (πŸ₯‰32 Β· ⭐ 1K) - Store and access your passwords safely. MIT +
rsa (πŸ₯‰33 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 11% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 290K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): ``` - git clone https://github.com/jaraco/keyring + git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 08.06.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 120M / month Β· πŸ“¦ 7K Β· ⏱️ 20.07.2022): ``` - pip install keyring + pip install rsa ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.3M Β· ⏱️ 22.12.2022): +- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge keyring + conda install -c conda-forge rsa ```
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bcrypt (πŸ₯‰32 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
asn1crypto (πŸ₯‰33 Β· ⭐ 290 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 37M / month Β· πŸ“¦ 8K Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 49M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` - pip install bcrypt + pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.5M Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.1M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge bcrypt + conda install -c conda-forge asn1crypto ```

@@ -1584,7 +1584,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/ansible/ansible @@ -1600,39 +1600,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 2 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 360M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 380M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 14.06.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 21.06.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 240K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 240K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 300M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 290M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 13.06.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 21.06.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 13K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 13K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/docker/compose @@ -1641,7 +1641,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 330K Β· ⏱️ 04.11.2022): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge docker-compose ``` @@ -1653,50 +1653,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 38M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.3M Β· ⏱️ 26.05.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge paramiko ```
-
pulumi (πŸ₯ˆ42 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
docker (πŸ₯ˆ42 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 910 Β· πŸ“₯ 240K Β· πŸ“¦ 2.6K Β· πŸ“‹ 6.1K - 29% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 600 Β· πŸ“¦ 64K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): ``` - git clone https://github.com/pulumi/pulumi + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 2.3M / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 31M / month Β· πŸ“¦ 3.7K Β· ⏱️ 07.10.2021): ``` - pip install pulumi + pip install docker ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 590 Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): ``` - npm install @pulumi/pulumi + conda install -c conda-forge docker-py ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 +
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 590 Β· πŸ“¦ 63K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 910 Β· πŸ“₯ 250K Β· πŸ“¦ 2.7K Β· πŸ“‹ 6.2K - 29% open Β· ⏱️ 22.06.2023): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 30M / month Β· πŸ“¦ 3.7K Β· ⏱️ 07.10.2021): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.4M / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` - pip install docker + pip install pulumi ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.4M Β· ⏱️ 08.05.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 590 Β· ⏱️ 17.06.2023): ``` - conda install -c conda-forge docker-py + npm install @pulumi/pulumi ```
netmiko (πŸ₯ˆ39 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.6K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.7K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 09.06.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1717,7 +1717,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 420K Β· ⏱️ 20.10.2022): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 430K Β· ⏱️ 19.06.2023): ``` conda install -c conda-forge kubernetes ``` @@ -1729,34 +1729,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.5M / month Β· πŸ“¦ 79 Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.6M / month Β· πŸ“¦ 79 Β· ⏱️ 07.04.2022): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 65K Β· ⏱️ 26.05.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 66K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fabric ```
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 910 Β· πŸ“¦ 26K Β· πŸ“‹ 430 - 34% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 910 Β· πŸ“¦ 27K Β· πŸ“‹ 430 - 34% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 35K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 36K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge schedule ```
plumbum (πŸ₯‰34 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.2K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.3K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/tomerfiliba/plumbum @@ -1765,7 +1765,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 960K Β· ⏱️ 30.05.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 970K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge plumbum ``` @@ -1777,18 +1777,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.7M / month Β· πŸ“¦ 300 Β· ⏱️ 25.09.2020): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.8M / month Β· πŸ“¦ 300 Β· ⏱️ 25.09.2020): ``` pip install sshtunnel ``` -- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 110K Β· ⏱️ 08.11.2021): +- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 110K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sshtunnel ```
pyinfra (πŸ₯‰29 Β· ⭐ 2.3K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 310 Β· πŸ“¦ 81 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 15.05.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 310 Β· πŸ“¦ 82 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 15.05.2023): ``` git clone https://github.com/Fizzadar/pyinfra @@ -1798,9 +1798,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install pyinfra ```
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pypyr (πŸ₯‰21 Β· ⭐ 530) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 530) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 97 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 99 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr @@ -1809,7 +1809,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.7K Β· ⏱️ 13.03.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.9K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge pypyr ``` @@ -1827,57 +1827,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
supervisor (πŸ₯‡36 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
pexpect (πŸ₯‡36 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 290K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): ``` - git clone https://github.com/Supervisor/supervisor + git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 32M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` - pip install supervisor + pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 260K Β· ⏱️ 29.12.2022): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge supervisor + conda install -c conda-forge pexpect ```
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sh (πŸ₯‡36 Β· ⭐ 6.6K) - Python process launching. MIT +
supervisor (πŸ₯ˆ35 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 13K Β· πŸ“‹ 450 - 1% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): ``` - git clone https://github.com/amoffat/sh + git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 3.9M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): ``` - pip install sh + pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 170K Β· ⏱️ 16.05.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge sh + conda install -c conda-forge supervisor ```
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pexpect (πŸ₯‡36 Β· ⭐ 2.4K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +
sh (πŸ₯ˆ35 Β· ⭐ 6.6K) - Python process launching. MIT -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 280K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 13K Β· πŸ“‹ 450 - 2% open Β· ⏱️ 22.05.2023): ``` - git clone https://github.com/pexpect/pexpect + git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 32M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` - pip install pexpect + pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 14M Β· ⏱️ 01.11.2022): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pexpect + conda install -c conda-forge sh ```
Show 1 hidden projects... -- ptyprocess (πŸ₯‰26 Β· ⭐ 190 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC +- ptyprocess (πŸ₯‰27 Β· ⭐ 190 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC

@@ -1885,52 +1885,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 +
greenlet (πŸ₯‡38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 400 Β· πŸ“¦ 82K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 250K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 58M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` - pip install uvloop + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 600K Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.1M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge greenlet ```
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greenlet (πŸ₯‡37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
anyio (πŸ₯‡38 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 230 Β· πŸ“¦ 250K Β· πŸ“‹ 210 - 12% open Β· ⏱️ 28.01.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 140K Β· πŸ“‹ 310 - 18% open Β· ⏱️ 20.06.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 57M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 28M / month Β· πŸ“¦ 410 Β· ⏱️ 13.05.2022): ``` - pip install greenlet + pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.1M Β· ⏱️ 14.05.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7.6M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge anyio ```
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anyio (πŸ₯‡37 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT +
uvloop (πŸ₯ˆ37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 140K Β· πŸ“‹ 300 - 19% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 410 Β· πŸ“¦ 83K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): ``` - git clone https://github.com/agronholm/anyio + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 28M / month Β· πŸ“¦ 410 Β· ⏱️ 13.05.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 10.08.2021): ``` - pip install anyio + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7.4M Β· ⏱️ 30.05.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 600K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge anyio + conda install -c conda-forge uvloop ```
aiomisc (πŸ₯‰24 Β· ⭐ 320) - aiomisc - miscellaneous utils for asyncio. MIT @@ -1947,24 +1947,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰22 Β· ⭐ 1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 570 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 590 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 82K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 81K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.9K Β· ⏱️ 05.11.2022): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.9K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ```
Show 2 hidden projects... -- unsync (πŸ₯‰21 Β· ⭐ 840 Β· πŸ’€) - Unsynchronize asyncio. MIT -- stopit (πŸ₯‰20 Β· ⭐ 99 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +- unsync (πŸ₯‰22 Β· ⭐ 840 Β· πŸ’€) - Unsynchronize asyncio. MIT +- stopit (πŸ₯‰21 Β· ⭐ 100 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1974,23 +1974,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡37 Β· ⭐ 6.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 370 Β· πŸ“¦ 480K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 370 Β· πŸ“¦ 490K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 29M / month Β· πŸ“¦ 8K Β· ⏱️ 24.03.2022): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 8K Β· ⏱️ 24.03.2022): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.5M Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-dotenv ```
traitlets (πŸ₯ˆ36 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 150 Β· πŸ“¦ 330K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/ipython/traitlets @@ -1999,23 +1999,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 21M Β· ⏱️ 30.01.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge traitlets ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.1K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 6.6K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 6.7K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.7M / month Β· πŸ“¦ 240 Β· ⏱️ 06.06.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.6M / month Β· πŸ“¦ 250 Β· ⏱️ 06.06.2022): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 52K Β· ⏱️ 06.03.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 52K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dynaconf ``` @@ -2031,87 +2031,87 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 63K Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 64K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯‰31 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 83 Β· πŸ“¦ 14K Β· πŸ“‹ 510 - 15% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 83 Β· πŸ“¦ 14K Β· πŸ“‹ 510 - 15% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.4M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 970K Β· ⏱️ 09.12.2022): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 980K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge omegaconf ```
configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 99 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 110 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 650K Β· ⏱️ 20.01.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 660K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge configobj ```
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hydra (πŸ₯‰28 Β· ⭐ 7.2K) - Hydra is a framework for elegantly configuring complex applications. MIT +
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.3K Β· πŸ“‹ 91 - 53% open Β· ⏱️ 17.04.2023): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.6K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 320K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): ``` - pip install hydra + pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 660K Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 18K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge gin-config ```
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gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
hydra (πŸ₯‰27 Β· ⭐ 7.2K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.2K Β· πŸ“‹ 91 - 53% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 20.06.2023): ``` - git clone https://github.com/google/gin-config + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 300K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.4K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` - pip install gin-config + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 18K Β· ⏱️ 07.01.2022): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 670K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge gin-config + conda install -c conda-forge hydra-core ```
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everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 29 Β· πŸ“¦ 760 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 29 Β· πŸ“¦ 770 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 91K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 89K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 38K Β· ⏱️ 21.03.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 39K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2129,27 +2129,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 130M / month Β· πŸ“¦ 73K Β· ⏱️ 28.04.2022): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 120M / month Β· πŸ“¦ 73K Β· ⏱️ 28.04.2022): ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 28M Β· ⏱️ 26.10.2022): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge click ```
rich (πŸ₯‡42 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 96K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 98K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 23M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 24M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.05.2022): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.1M Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge rich ``` @@ -2165,7 +2165,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 16M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge prompt-toolkit ``` @@ -2177,11 +2177,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 7.1M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 620K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 620K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ``` @@ -2197,44 +2197,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 22M Β· ⏱️ 25.10.2022): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 23M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge colorama ```
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argcomplete (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 +
Typer (πŸ₯ˆ35 Β· ⭐ 11K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 120 Β· πŸ“₯ 280 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 11.06.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 460 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/kislyuk/argcomplete + git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.1K Β· ⏱️ 13.02.2018): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 06.07.2022): ``` - pip install argcomplete + pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.1M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge argcomplete + conda install -c conda-forge typer ```
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Typer (πŸ₯ˆ35 Β· ⭐ 11K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 460 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 11.06.2023): ``` - git clone https://github.com/tiangolo/typer + git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.1K Β· ⏱️ 13.02.2018): ``` - pip install typer + pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.4M Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.1M Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge typer + conda install -c conda-forge argcomplete ```
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wcwidth (πŸ₯‰32 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰33 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT - [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 410K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): @@ -2245,14 +2245,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 19M Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 19M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge wcwidth ```
cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 94 - 30% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 95 - 30% open Β· ⏱️ 17.06.2023): ``` git clone https://github.com/sdispater/cleo @@ -2261,7 +2261,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 480K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 480K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ``` @@ -2273,11 +2273,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 63K / month Β· πŸ“¦ 110 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 65K / month Β· πŸ“¦ 110 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 130K Β· ⏱️ 21.04.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge asciimatics ``` @@ -2289,28 +2289,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 950K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 990K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 39K Β· ⏱️ 14.03.2022): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 40K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge questionary ```
docopt-ng (πŸ₯‰22 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 150 Β· πŸ“‹ 26 - 46% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 150 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 34K / month Β· πŸ“¦ 29 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 36K / month Β· πŸ“¦ 29 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ```
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colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 71 - 19% open Β· ⏱️ 07.04.2023): @@ -2324,12 +2324,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects... -- docopt (πŸ₯ˆ35 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT -- blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- ConfigArgParse (πŸ₯‰27 Β· ⭐ 650 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT -- clint (πŸ₯‰24 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC +- docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT +- ConfigArgParse (πŸ₯‰28 Β· ⭐ 650 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT +- clint (πŸ₯‰25 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 34) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 35) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2337,7 +2337,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 730) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 740) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2347,23 +2347,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡32 Β· ⭐ 1.7K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 220 - 2% open Β· ⏱️ 27.05.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 27.05.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 76M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 77M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 8.9M Β· ⏱️ 23.01.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 860) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 870) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 130 Β· πŸ“₯ 5 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2384,14 +2384,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 70K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge beaker ```
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pylibmc (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 +
pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 190 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 220 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc @@ -2400,19 +2400,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pylibmc ``` -- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 210K Β· ⏱️ 30.10.2022): +- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 210K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pylibmc ```
cachier (πŸ₯‰25 Β· ⭐ 450) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 53 Β· πŸ“¦ 390 Β· πŸ“‹ 65 - 24% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 53 Β· πŸ“¦ 400 Β· πŸ“‹ 65 - 24% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 11K / month Β· πŸ“¦ 28 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 14K / month Β· πŸ“¦ 28 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2431,23 +2431,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 10K Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 10.06.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 19.06.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 84K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 81K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 310K Β· ⏱️ 20.05.2023): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 310K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge kivy ```
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.7K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.8K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 19.06.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2456,43 +2456,43 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 110K Β· ⏱️ 25.05.2023): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 110K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ32 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 560 Β· πŸ“¦ 2K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 580 Β· πŸ“¦ 2K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 30.05.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 30K / month Β· πŸ“¦ 37 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 31K / month Β· πŸ“¦ 36 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
Eel (πŸ₯ˆ32 Β· ⭐ 5.7K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.5K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.6K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 71K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.6K Β· πŸ“‹ 690 - 19% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.6K Β· πŸ“‹ 690 - 19% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.5K / month Β· πŸ“¦ 35 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.2K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` @@ -2501,18 +2501,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ npm install @pybee/toga ```
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flexx (πŸ₯‰26 Β· ⭐ 3.1K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 +
flexx (πŸ₯‰27 Β· ⭐ 3.1K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 - [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 120 Β· πŸ“‹ 450 - 19% open Β· ⏱️ 22.07.2022): ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 560 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 540 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` -- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 100K Β· ⏱️ 12.04.2022): +- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 100K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flexx ``` @@ -2554,7 +2554,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` @@ -2565,21 +2565,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 57K Β· πŸ“‹ 150 - 8% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 57K Β· πŸ“‹ 160 - 8% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 53K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 53K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge emoji ```
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chardet (πŸ₯ˆ32 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 +
chardet (πŸ₯ˆ33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 240 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 02.12.2022): @@ -2590,16 +2590,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 21M Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 17 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 13 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT +
humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - [GitHub](https://github.com/jmoiron/humanize) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 160 Β· ⏱️ 13.06.2022): @@ -2610,12 +2610,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install humanize ``` -- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 400K Β· ⏱️ 06.02.2023): +- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge humanize ```
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python-slugify (πŸ₯ˆ30 Β· ⭐ 1.3K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯ˆ31 Β· ⭐ 1.3K) - Returns unicode slugs. MIT - [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 100 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): @@ -2626,14 +2626,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.6M Β· ⏱️ 25.02.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-slugify ```
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inflect (πŸ₯ˆ30 Β· ⭐ 830) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯‰30 Β· ⭐ 830) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 92 Β· πŸ“‹ 100 - 20% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 92 Β· πŸ“‹ 100 - 20% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/jaraco/inflect @@ -2642,58 +2642,58 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 320K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge inflect ```
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pyahocorasick (πŸ₯‰28 Β· ⭐ 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰26 Β· ⭐ 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.9K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 670K / month Β· πŸ“¦ 110 Β· ⏱️ 04.05.2022): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 650K / month Β· πŸ“¦ 110 Β· ⏱️ 04.05.2022): ``` pip install pyahocorasick ``` -- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 190K Β· ⏱️ 16.01.2023): +- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pyahocorasick ```
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coolname (πŸ₯‰22 Β· ⭐ 120) - Random Name and Slug Generator. BSD-2 +
coolname (πŸ₯‰23 Β· ⭐ 120) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.5K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.6K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 300K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 310K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 61K Β· ⏱️ 09.01.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ```
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price-parser (πŸ₯‰20 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 +
price-parser (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 45 Β· πŸ“¦ 360 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 58K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 60K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
Show 2 hidden projects... -- awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- awesome-slugify (πŸ₯‰22 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2712,30 +2712,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡46 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡45 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 320K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 320K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 610M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 620M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 13.06.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 21.06.2023): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.4K Β· πŸ“‰) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.4K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 1.2K Β· πŸ“₯ 44K Β· πŸ“¦ 580K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 1.2K Β· πŸ“₯ 44K Β· πŸ“¦ 590K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 74M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 75M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` pip install SQLAlchemy ``` @@ -2744,9 +2744,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 28.05.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/redis/redis-py @@ -2755,30 +2755,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 990K Β· ⏱️ 29.05.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge redis-py ```
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 43M / month Β· πŸ“¦ 1.9K Β· ⏱️ 08.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 44M / month Β· πŸ“¦ 1.9K Β· ⏱️ 08.06.2022): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.5M Β· ⏱️ 05.05.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.2K - 11% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.3K - 11% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2787,46 +2787,46 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 950K Β· ⏱️ 18.04.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 960K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 16.06.2023): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month): ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 520K Β· ⏱️ 21.04.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge peewee ```
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 33M / month Β· πŸ“¦ 180 Β· ⏱️ 15.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 34M / month Β· πŸ“¦ 180 Β· ⏱️ 15.06.2023): ``` pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.1M Β· ⏱️ 28.03.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pymysql ```
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.1K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.1K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2835,23 +2835,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 850K Β· ⏱️ 28.05.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge elasticsearch ```
alembic (πŸ₯‡40 Β· ⭐ 2K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 24M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 25M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.4M Β· ⏱️ 18.05.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge alembic ``` @@ -2863,11 +2863,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 400K Β· ⏱️ 30.09.2020): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 400K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge kafka-python ``` @@ -2879,43 +2879,27 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): ``` pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 210K Β· ⏱️ 21.01.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 210K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge mongoengine ```
-
pymongo (πŸ₯ˆ38 Β· ⭐ 3.9K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 - -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 14.06.2023): - - ``` - git clone https://github.com/mongodb/mongo-python-driver - ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month Β· πŸ“¦ 20K Β· ⏱️ 07.12.2021): - ``` - pip install pymongo - ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 18.11.2022): - ``` - conda install -c conda-forge pymongo - ``` -
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 190K Β· πŸ“¦ 1.1K Β· πŸ“‹ 940 - 2% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 190K Β· πŸ“¦ 1.1K Β· πŸ“‹ 940 - 3% open Β· ⏱️ 16.06.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 26M / month Β· πŸ“¦ 55 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 27M / month Β· πŸ“¦ 55 Β· ⏱️ 28.06.2022): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 380K Β· ⏱️ 15.06.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 390K Β· ⏱️ 15.06.2023): ``` conda install -c conda-forge awswrangler ``` @@ -2927,23 +2911,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 11.07.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.7M / month Β· πŸ“¦ 2.1K Β· ⏱️ 11.07.2022): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 470K Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 470K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
python-bigquery (πŸ₯ˆ37 Β· ⭐ 610) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 570 - 13% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 580 - 13% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 29M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 30M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` pip install google-cloud-bigquery ``` @@ -2954,55 +2938,39 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 840 Β· πŸ“¦ 6.3K Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 840 Β· πŸ“¦ 6.4K Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.2M / month Β· πŸ“¦ 400 Β· ⏱️ 25.07.2017): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.1M / month Β· πŸ“¦ 410 Β· ⏱️ 25.07.2017): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 710K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 720K Β· ⏱️ 08.06.2023): ``` conda install -c conda-forge python-confluent-kafka ```
Ibis (πŸ₯ˆ36 Β· ⭐ 2.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 420 Β· πŸ“₯ 83 Β· πŸ“¦ 520 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 420 Β· πŸ“₯ 85 Β· πŸ“¦ 530 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 80K / month Β· πŸ“¦ 45 Β· ⏱️ 30.03.2018): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 72K / month Β· πŸ“¦ 46 Β· ⏱️ 30.03.2018): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 290K Β· ⏱️ 11.04.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 290K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ibis-framework ```
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Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 +
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 790 Β· πŸ“₯ 170 Β· πŸ“¦ 9.1K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): - - ``` - git clone https://github.com/elastic/elasticsearch-dsl-py - ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): - ``` - pip install elasticsearch-dsl - ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.5K Β· ⏱️ 16.03.2023): - ``` - conda install -c anaconda elasticsearch-dsl - ``` -
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mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 - -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 410 Β· πŸ“₯ 5.2K Β· πŸ“¦ 130K Β· πŸ“‹ 310 - 2% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 410 Β· πŸ“₯ 5.2K Β· πŸ“¦ 130K Β· πŸ“‹ 320 - 3% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/PyMySQL/mysqlclient @@ -3011,25 +2979,25 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 270K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 270K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge mysqlclient ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 690) - S3 Filesystem. BSD-3 +
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 390 - 27% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 790 Β· πŸ“₯ 180 Β· πŸ“¦ 9.2K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): ``` - git clone https://github.com/fsspec/s3fs + git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 100M / month Β· πŸ“¦ 580 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): ``` - pip install s3fs + pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.7M Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.5K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge s3fs + conda install -c anaconda elasticsearch-dsl ```
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 @@ -3039,27 +3007,27 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 85K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 87K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): ``` pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 13K Β· ⏱️ 03.02.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 13K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge tortoise-orm ```
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 62K Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 200 Β· πŸ“¦ 63K Β· ⏱️ 21.06.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 870K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 880K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 58K Β· ⏱️ 06.04.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 58K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge motor ``` @@ -3071,7 +3039,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 130K / month Β· πŸ“¦ 850 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 140K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): ``` pip install apache-libcloud ``` @@ -3083,7 +3051,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 690 Β· ⏱️ 18.03.2021): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.2M / month Β· πŸ“¦ 700 Β· ⏱️ 18.03.2021): ``` pip install cassandra-driver ``` @@ -3092,41 +3060,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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minio (πŸ₯ˆ34 Β· ⭐ 640) - MinIO Client SDK for Python. Apache-2 +
s3fs (πŸ₯ˆ34 Β· ⭐ 690) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 4.7K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 21.05.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 390 - 27% open Β· ⏱️ 09.06.2023): ``` - git clone https://github.com/minio/minio-py + git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month Β· πŸ“¦ 400 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 110M / month Β· πŸ“¦ 600 Β· ⏱️ 20.01.2023): ``` - pip install minio + pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 130K Β· ⏱️ 20.05.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.8M Β· ⏱️ 09.06.2023): ``` - conda install -c conda-forge minio + conda install -c conda-forge s3fs ```
s3transfer (πŸ₯ˆ34 Β· ⭐ 170) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 200K Β· πŸ“‹ 79 - 58% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 210K Β· πŸ“‹ 79 - 58% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 15M Β· ⏱️ 04.05.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge s3transfer ```
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neo4j-driver (πŸ₯‰33 Β· ⭐ 800) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 810) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.6K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.7K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 29.05.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3135,11 +3103,27 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 26.05.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge neo4j-python-driver ```
+
minio (πŸ₯‰33 Β· ⭐ 640) - MinIO Client SDK for Python. Apache-2 + +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.8K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 21.05.2023): + + ``` + git clone https://github.com/minio/minio-py + ``` +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month): + ``` + pip install minio + ``` +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge minio + ``` +
Prometheus Client (πŸ₯‰32 Β· ⭐ 3.4K) - Prometheus instrumentation library for Python.. Apache-2 - [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 17% open Β· ⏱️ 30.05.2023): @@ -3151,7 +3135,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 11M Β· ⏱️ 24.05.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge prometheus_client ``` @@ -3163,11 +3147,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 79K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 82K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 91K Β· ⏱️ 28.01.2022): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 92K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pony ``` @@ -3179,18 +3163,34 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 370K Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pynamodb ```
+
influxdb (πŸ₯‰32 Β· ⭐ 1.6K Β· πŸ’€) - Python client for InfluxDB. MIT + +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7.2K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): + + ``` + git clone https://github.com/influxdata/influxdb-python + ``` +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): + ``` + pip install influxdb + ``` +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 120K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge influxdb + ``` +
pandas-gbq (πŸ₯‰32 Β· ⭐ 370) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 7.1K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 04.06.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 7.2K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 04.06.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3199,14 +3199,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.8M Β· ⏱️ 08.02.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandas-gbq ```
sqlmodel (πŸ₯‰31 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 430 Β· πŸ“¦ 6.2K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 430 Β· πŸ“¦ 6.3K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel @@ -3215,59 +3215,43 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 12K Β· ⏱️ 30.08.2022): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 13K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlmodel ```
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dataset (πŸ₯‰31 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT +
pymongo (πŸ₯‰31 Β· ⭐ 3.9K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 290 Β· πŸ“¦ 3.1K Β· πŸ“‹ 290 - 11% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/pudo/dataset + git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 66K / month Β· πŸ“¦ 580 Β· ⏱️ 16.12.2021): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month): ``` - pip install dataset + pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 5.9K Β· ⏱️ 01.02.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dataset + conda install -c conda-forge pymongo ```
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Databases (πŸ₯‰31 Β· ⭐ 3.4K) - Async database support for Python. BSD-3 +
Databases (πŸ₯‰31 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 42% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 390K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): ``` pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 180K Β· ⏱️ 02.11.2022): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge databases ```
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influxdb (πŸ₯‰31 Β· ⭐ 1.6K Β· πŸ’€) - Python client for InfluxDB. MIT - -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7.1K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): - - ``` - git clone https://github.com/influxdata/influxdb-python - ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): - ``` - pip install influxdb - ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 120K Β· ⏱️ 12.11.2020): - ``` - conda install -c conda-forge influxdb - ``` -
pygsheets (πŸ₯‰31 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT - [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 1.9K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 10.05.2023): @@ -3291,7 +3275,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install records ``` -- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 24K Β· ⏱️ 30.05.2021): +- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge records ``` @@ -3307,14 +3291,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 410K Β· ⏱️ 29.10.2022): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cx_oracle ```
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3323,12 +3307,28 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 21K Β· ⏱️ 28.04.2020): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysolr ```
-
py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ“ˆ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +
dataset (πŸ₯‰29 Β· ⭐ 4.6K Β· πŸ“‰) - Easy-to-use data handling for SQL data stores with support for.. MIT + +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 3.1K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): + + ``` + git clone https://github.com/pudo/dataset + ``` +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 68K / month): + ``` + pip install dataset + ``` +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge dataset + ``` +
+
py2neo (πŸ₯‰29 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 - [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): @@ -3339,14 +3339,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install py2neo ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 59K Β· ⏱️ 14.10.2021): +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 59K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py2neo ```
prisma (πŸ₯‰28 Β· ⭐ 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 51 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 50% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 51 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 50% open Β· ⏱️ 16.06.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py @@ -3358,28 +3358,28 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 30% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 30% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 17K / month Β· πŸ“¦ 10 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 16K / month Β· πŸ“¦ 9 Β· ⏱️ 06.07.2022): ``` pip install piccolo ```
-
HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT +
HappyBase (πŸ₯‰28 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 160 Β· πŸ“¦ 760 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 12.07.2022): ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 120K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` -- [Conda](https://anaconda.org/conda-forge/happybase) (πŸ“₯ 150K Β· ⏱️ 01.07.2019): +- [Conda](https://anaconda.org/conda-forge/happybase) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge happybase ``` @@ -3391,23 +3391,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 25K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 27K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.5K Β· ⏱️ 23.12.2021): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.6K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge umongo ```
filedepot (πŸ₯‰25 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 810 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 820 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 9.5K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 14K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ``` @@ -3431,14 +3431,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 52K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 53K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰17 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 110 Β· πŸ“‹ 330 - 14% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 110 Β· πŸ“‹ 330 - 14% open Β· ⏱️ 18.06.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3448,20 +3448,20 @@ _Libraries for connecting to, operating, and querying databases._ - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 -- PyPika (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 51) - Google Cloud Bigtable API client library. Apache-2 -- redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT +- PyPika (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 52) - Google Cloud Bigtable API client library. Apache-2 +- redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 -- cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (πŸ₯‰25 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PugSQL (πŸ₯‰20 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT -- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3471,25 +3471,25 @@ _Libraries for connecting to, operating, and querying databases._ _Libraries for loading, collecting, and extracting data from a variety of data sources and formats._ -
Datasets (πŸ₯‡43 Β· ⭐ 16K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 +
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 18K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 19K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.3M / month Β· πŸ“¦ 470 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.3M / month Β· πŸ“¦ 480 Β· ⏱️ 15.06.2022): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 320K Β· ⏱️ 28.04.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 320K Β· ⏱️ 15.06.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 140K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 02.06.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 150K Β· πŸ“‹ 650 - 3% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/joke2k/faker @@ -3498,71 +3498,71 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 790K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 800K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 96K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 93K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 610K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 620K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge xlwings ```
-
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.2K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 54K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.06.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 55K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/jazzband/tablib + git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 09.04.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 27M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): ``` - pip install tablib + pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 87K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge tablib + conda install -c conda-forge xmltodict ```
-
xmltodict (πŸ₯ˆ34 Β· ⭐ 5.2K) - Python module that makes working with XML feel like you are working.. MIT +
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 55K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 56K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.06.2023): ``` - git clone https://github.com/martinblech/xmltodict + git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 26M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 09.04.2022): ``` - pip install xmltodict + pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.9M Β· ⏱️ 08.05.2022): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 88K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge xmltodict + conda install -c conda-forge tablib ```
-
python-magic (πŸ₯ˆ33 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT +
python-magic (πŸ₯ˆ34 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT - [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 43K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 220K Β· ⏱️ 03.11.2022): +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-magic ``` @@ -3578,14 +3578,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 90K Β· ⏱️ 22.02.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 91K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge csvkit ```
gdown (πŸ₯ˆ32 Β· ⭐ 3.1K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 280 Β· πŸ“¦ 18K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 18K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown @@ -3594,7 +3594,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 190K Β· ⏱️ 25.03.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gdown ``` @@ -3606,11 +3606,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 77K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 75K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 420K Β· ⏱️ 29.05.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge intake ``` @@ -3626,7 +3626,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.9M Β· ⏱️ 08.01.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge smart_open ``` @@ -3638,35 +3638,35 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 32K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 42K Β· ⏱️ 29.07.2022): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge snorkel ```
img2dataset (πŸ₯‰27 Β· ⭐ 2.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“¦ 49 Β· πŸ“‹ 190 - 41% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“¦ 50 Β· πŸ“‹ 190 - 41% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 19K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 20K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ```
camelot (πŸ₯‰22 Β· ⭐ 2K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 350 Β· πŸ“‹ 280 - 63% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 360 Β· πŸ“‹ 280 - 63% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.4K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.5K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3678,19 +3678,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 910 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 850 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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Upgini (πŸ₯‰20 Β· ⭐ 220) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰19 Β· ⭐ 220) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 21.06.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.6K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.1K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ``` @@ -3702,7 +3702,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.2K / month Β· ⏱️ 06.07.2022): ``` pip install squirrel-core ``` @@ -3713,19 +3713,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 14 hidden projects... -- SDV (πŸ₯ˆ33 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- PDFMiner (πŸ₯‰29 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 +- SDV (πŸ₯ˆ32 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- PDFMiner (πŸ₯‰30 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- tabulator-py (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- tabulator-py (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰25 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- deepdish (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 +- deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- borb (πŸ₯‰20 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed - excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- borb (πŸ₯‰19 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3736,141 +3736,141 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡46 Β· ⭐ 31K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 +
Airflow (πŸ₯‡47 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 12K Β· πŸ“₯ 490K Β· πŸ“¦ 7.1K Β· πŸ“‹ 7.6K - 11% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 12K Β· πŸ“₯ 490K Β· πŸ“¦ 7.1K Β· πŸ“‹ 7.6K - 11% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 8.1M / month Β· πŸ“¦ 240 Β· ⏱️ 23.01.2019): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9M / month Β· πŸ“¦ 250 Β· ⏱️ 23.01.2019): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 900K Β· ⏱️ 17.05.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 900K Β· ⏱️ 17.06.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 120M Β· ⭐ 450 Β· ⏱️ 14.06.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 120M Β· ⭐ 450 Β· ⏱️ 17.06.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 19.06.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.7M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.8M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): ``` pip install celery ``` -- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.3M Β· ⏱️ 29.05.2022): +- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.3M Β· ⏱️ 20.06.2023): ``` conda install -c conda-forge celery ```
Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.1K Β· πŸ“‹ 3.9K - 13% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.2K Β· πŸ“‹ 3.9K - 13% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 130 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 740K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 460K Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 470K Β· ⏱️ 15.06.2023): ``` conda install -c conda-forge prefect ```
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Beam (πŸ₯‡41 Β· ⭐ 6.9K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 72% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 71% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 170 Β· ⏱️ 27.06.2022): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.4M / month Β· πŸ“¦ 170 Β· ⏱️ 27.06.2022): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 46K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 47K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 770K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 780K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 93K Β· ⏱️ 30.06.2021): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 93K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge rq ```
Dagster (πŸ₯‡40 Β· ⭐ 7.7K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 960 Β· πŸ“¦ 1.2K Β· πŸ“‹ 5.8K - 29% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 960 Β· πŸ“¦ 1.3K Β· πŸ“‹ 5.8K - 29% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 520K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 920K Β· ⏱️ 10.06.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 930K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.5K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 9.8M / month Β· πŸ“¦ 29 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 10M / month Β· πŸ“¦ 30 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 660K Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 670K Β· ⏱️ 15.06.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ38 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 300K Β· πŸ“‹ 830 - 46% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 300K Β· πŸ“‹ 830 - 46% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 27M / month Β· πŸ“¦ 5.9K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 26M / month Β· πŸ“¦ 5.9K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 19M Β· ⏱️ 10.10.2022): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge joblib ```
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.1K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/spotify/luigi @@ -3879,110 +3879,98 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install luigi ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· πŸ“¦ 2 Β· ⏱️ 17.03.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): ``` conda install -c anaconda luigi ```
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dbt (πŸ₯ˆ37 Β· ⭐ 7.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ37 Β· ⭐ 7.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.9K Β· πŸ“¦ 2.8K Β· πŸ“‹ 4.1K - 11% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.9K Β· πŸ“¦ 2.8K Β· πŸ“‹ 4.1K - 11% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 190K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 240K Β· ⏱️ 09.12.2021): +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 240K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dbt ```
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Kedro (πŸ₯ˆ36 Β· ⭐ 8.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
Kedro (πŸ₯ˆ36 Β· ⭐ 8.5K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 800 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.3K - 22% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 800 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.3K - 23% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 380K / month Β· πŸ“¦ 55 Β· ⏱️ 08.04.2019): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 370K / month Β· πŸ“¦ 57 Β· ⏱️ 08.04.2019): ``` pip install kedro ```
Activeloop (πŸ₯ˆ32 Β· ⭐ 6.2K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“¦ 280 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“¦ 320 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 5.3K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 5.6K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): ``` pip install hub ```
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huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT +
petl (πŸ₯ˆ32 Β· ⭐ 1.1K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 10.06.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): ``` - git clone https://github.com/coleifer/huey - ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 84K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): - ``` - pip install huey + git clone https://github.com/petl-developers/petl ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 31K Β· ⏱️ 16.10.2019): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 880K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` - conda install -c conda-forge huey - ``` -
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zenml (πŸ₯ˆ31 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 - -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 300 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 200 - 14% open Β· ⏱️ 15.06.2023): - - ``` - git clone https://github.com/zenml-io/zenml + pip install petl ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5.4K / month Β· ⏱️ 28.06.2022): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): ``` - pip install zenml + conda install -c conda-forge petl ```
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petl (πŸ₯ˆ31 Β· ⭐ 1.1K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT +
huey (πŸ₯ˆ31 Β· ⭐ 4.5K) - a little task queue for python. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 10.06.2023): ``` - git clone https://github.com/petl-developers/petl + git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 890K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 87K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` - pip install petl + pip install huey ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 190K Β· ⏱️ 23.11.2022): +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge petl + conda install -c conda-forge huey ```
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whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
zenml (πŸ₯ˆ31 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 38 Β· πŸ“¦ 110 Β· πŸ“‹ 370 - 8% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 300 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 200 - 15% open Β· ⏱️ 20.06.2023): ``` - git clone https://github.com/whylabs/whylogs + git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 60K / month Β· πŸ“¦ 5 Β· ⏱️ 31.03.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5.7K / month Β· πŸ“¦ 2 Β· ⏱️ 28.06.2022): ``` - pip install whylogs + pip install zenml ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 470 - 21% open Β· ⏱️ 09.05.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 470 - 21% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/combust/mleap @@ -3991,7 +3979,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 69K Β· ⏱️ 24.02.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge mleap ``` @@ -4010,23 +3998,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 82 Β· πŸ“‹ 840 - 14% open Β· ⏱️ 02.06.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 82 Β· πŸ“‹ 870 - 13% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.2K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.8K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 64K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 65K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge ploomber ```
+
whylogs (πŸ₯‰29 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 + +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 39 Β· πŸ“¦ 120 Β· πŸ“‹ 370 - 8% open Β· ⏱️ 21.06.2023): + + ``` + git clone https://github.com/whylabs/whylogs + ``` +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 58K / month Β· πŸ“¦ 5 Β· ⏱️ 31.03.2022): + ``` + pip install whylogs + ``` +
PyFunctional (πŸ₯‰26 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 630 Β· πŸ“‹ 130 - 6% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 630 Β· πŸ“‹ 130 - 7% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/EntilZha/PyFunctional @@ -4043,7 +4043,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 80K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 84K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4059,7 +4059,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.5K Β· ⏱️ 02.12.2022): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.6K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4071,7 +4071,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 3.8K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4.1K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): ``` pip install streamparse ``` @@ -4088,9 +4088,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install optimuspyspark ```
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Pypeline (πŸ₯‰23 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT +
Pypeline (πŸ₯‰24 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 94 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 96 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln @@ -4099,24 +4099,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pypeln ``` -- [Conda](https://anaconda.org/conda-forge/pypeln) (πŸ“₯ 13K Β· ⏱️ 06.01.2022): +- [Conda](https://anaconda.org/conda-forge/pypeln) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypeln ```
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 26 Β· πŸ“‹ 78 - 50% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 940 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 920 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ```
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pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT +
pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 170 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): @@ -4127,37 +4127,37 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pysparkling ``` -- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.3K Β· ⏱️ 23.03.2021): +- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.3K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysparkling ```
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BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
pdpipe (πŸ₯‰21 Β· ⭐ 710) - Easy pipelines for pandas DataFrames. MIT -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 55 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.3K / month Β· ⏱️ 07.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.3K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` - pip install batchflow + pip install pdpipe + ``` +- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pdpipe ```
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pdpipe (πŸ₯‰20 Β· ⭐ 710) - Easy pipelines for pandas DataFrames. MIT +
BatchFlow (πŸ₯‰21 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 55 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/pdpipe/pdpipe - ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.4K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): - ``` - pip install pdpipe + git clone https://github.com/analysiscenter/batchflow ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 23K Β· ⏱️ 24.09.2022): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 770 / month Β· ⏱️ 07.07.2022): ``` - conda install -c conda-forge pdpipe + pip install batchflow ```
Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT @@ -4167,7 +4167,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 230 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 280 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4179,7 +4179,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 84 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 87 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4203,7 +4203,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 410 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 450 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ``` @@ -4215,7 +4215,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 210 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 170 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4227,21 +4227,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 58 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 100 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ```
Show 8 hidden projects... -- mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 +- mrjob (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 600 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

@@ -4251,7 +4251,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 830K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 840K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4260,14 +4260,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 35M Β· ⏱️ 09.11.2022): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 35M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pyyaml ```
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 62K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 62K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4276,7 +4276,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.7M Β· ⏱️ 28.05.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4288,11 +4288,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 140M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 130M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` -- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 15M Β· ⏱️ 18.06.2022): +- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge jmespath ``` @@ -4303,18 +4303,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡33 Β· ⭐ 1.7K Β· πŸ“‰) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡33 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT - [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“¦ 7.2K Β· πŸ“‹ 250 - 26% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.1M / month Β· πŸ“¦ 740 Β· ⏱️ 10.04.2022): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9M / month Β· πŸ“¦ 740 Β· ⏱️ 10.04.2022): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 280K Β· ⏱️ 18.03.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 280K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4338,7 +4338,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... - importlib-resources (πŸ₯ˆ31 Β· ⭐ 46) - Backport of the importlib.resources module. MIT -- entrypoints (πŸ₯‰24 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT +- entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4348,7 +4348,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.8K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 740K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 750K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4357,30 +4357,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 29M Β· ⏱️ 07.05.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 29M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge attrs ```
-
more-itertools (πŸ₯‡40 Β· ⭐ 3.1K) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡39 Β· ⭐ 3.1K) - More routines for operating on iterables, beyond itertools. MIT - [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.7K Β· πŸ“¦ 180K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 36M / month Β· πŸ“¦ 8.6K Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 36M / month Β· πŸ“¦ 8.7K Β· ⏱️ 18.10.2022): ``` pip install more-itertools ``` -- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 11M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge more-itertools ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.3K Β· πŸ’€) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 98K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 99K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4389,23 +4389,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 16M Β· ⏱️ 10.07.2022): +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge toolz ```
boltons (πŸ₯ˆ34 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.5K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.6K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.7M / month Β· πŸ“¦ 410 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.5M / month Β· πŸ“¦ 410 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.2M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ``` @@ -4421,46 +4421,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.7M Β· ⏱️ 28.02.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge tenacity ```
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3K) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 220 Β· πŸ“¦ 2.1K Β· πŸ“‹ 510 - 30% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 220 Β· πŸ“¦ 2.2K Β· πŸ“‹ 510 - 30% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.1M / month Β· πŸ“¦ 99 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 99 Β· ⏱️ 30.03.2022): ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 25K Β· ⏱️ 19.12.2022): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 26K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dependency_injector ```
returns (πŸ₯ˆ32 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 100 Β· πŸ“¦ 360 Β· πŸ“‹ 410 - 15% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 100 Β· πŸ“¦ 360 Β· πŸ“‹ 410 - 15% open Β· ⏱️ 16.06.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 91K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 94K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.6K Β· ⏱️ 22.04.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.7K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge returns ```
natsort (πŸ₯‰30 Β· ⭐ 760) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 20K Β· πŸ“‹ 87 - 3% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 21K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort @@ -4469,7 +4469,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install natsort ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.3M Β· ⏱️ 02.03.2023): +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.3M Β· ⏱️ 20.06.2023): ``` conda install -c conda-forge natsort ``` @@ -4485,34 +4485,34 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 340K Β· ⏱️ 28.03.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge funcy ```
-
ubelt (πŸ₯‰26 Β· ⭐ 680) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰26 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 - [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.7K Β· πŸ“‹ 16 - 25% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 12K / month Β· πŸ“¦ 54 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 14K / month Β· πŸ“¦ 54 Β· ⏱️ 01.07.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 52K Β· ⏱️ 15.06.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 53K Β· ⏱️ 15.06.2023): ``` conda install -c conda-forge ubelt ```
Show 5 hidden projects... -- retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 630 Β· πŸ’€) - API Rate Limit Decorator. MIT +- retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 +- ratelimit (πŸ₯‰25 Β· ⭐ 630 Β· πŸ’€) - API Rate Limit Decorator. MIT +- pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - CommonRegex (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT -- pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2

@@ -4522,16 +4522,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 54K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 70K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 63K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.7M Β· ⏱️ 01.05.2021): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typing ``` @@ -4542,7 +4542,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.5K Β· πŸ“₯ 62K Β· πŸ“‹ 5.1K - 31% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 62K Β· πŸ“‹ 5.1K - 31% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/micropython/micropython @@ -4563,8 +4563,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... - grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰18 Β· ⭐ 930 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed -- cl-python (πŸ₯‰11 Β· ⭐ 350 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed +- stackless (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4574,7 +4574,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 780 Β· πŸ”€ 530 Β· πŸ“¦ 530K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 540 Β· πŸ“¦ 540K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 16.06.2023): ``` git clone https://github.com/pygments/pygments @@ -4583,41 +4583,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 22M Β· ⏱️ 19.04.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 23M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pygments ```
-
cookiecutter (πŸ₯‡39 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
pyparsing (πŸ₯‡41 Β· ⭐ 1.9K Β· πŸ“ˆ) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 860 - 31% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 8K Β· πŸ“¦ 810K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 19.06.2023): ``` - git clone https://github.com/cookiecutter/cookiecutter + git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 75M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` - pip install cookiecutter + pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 720K Β· ⏱️ 01.06.2022): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 37M Β· ⏱️ 18.06.2023): ``` - conda install -c conda-forge cookiecutter + conda install -c conda-forge pyparsing ```
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pyparsing (πŸ₯‡39 Β· ⭐ 1.8K) - Python library for creating PEG parsers. MIT +
cookiecutter (πŸ₯‡39 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 7.9K Β· πŸ“¦ 800K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 870 - 31% open Β· ⏱️ 19.06.2023): ``` - git clone https://github.com/pyparsing/pyparsing + git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 74M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): ``` - pip install pyparsing + pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 36M Β· ⏱️ 14.07.2022): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pyparsing + conda install -c conda-forge cookiecutter ```
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 @@ -4631,163 +4631,163 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 31M Β· ⏱️ 07.11.2021): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 32M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pycparser ```
diagrams (πŸ₯ˆ34 Β· ⭐ 30K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 1K Β· πŸ“‹ 510 - 64% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 1K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 99K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 160K Β· ⏱️ 07.04.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge diagrams ```
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 24K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 25K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 30M / month Β· πŸ“¦ 680 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 30M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.1M Β· ⏱️ 13.08.2022): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
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wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
pluggy (πŸ₯ˆ34 Β· ⭐ 960 Β· πŸ“ˆ) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 21% open Β· ⏱️ 27.02.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 25% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/GrahamDumpleton/wrapt + git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 61M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): ``` - pip install wrapt + pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 12M Β· ⏱️ 27.02.2023): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 20M Β· ⏱️ 19.06.2023): ``` - conda install -c conda-forge wrapt + conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ33 Β· ⭐ 760 Β· πŸ’€) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 760 Β· πŸ’€) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 440K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 63M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 64M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 21M Β· ⏱️ 07.01.2022): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge decorator ```
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keyboard (πŸ₯ˆ32 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT +
wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 21% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/boppreh/keyboard + git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 490K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): ``` - pip install keyboard + pip install wrapt ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 19K Β· ⏱️ 01.11.2022): +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge keyboard + conda install -c conda-forge wrapt ```
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pluggy (πŸ₯ˆ32 Β· ⭐ 950) - A minimalist production ready plugin system. MIT +
keyboard (πŸ₯‰32 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 28% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` - git clone https://github.com/pytest-dev/pluggy + git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 500K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): ``` - pip install pluggy + pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 20M Β· ⏱️ 31.10.2022): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pluggy + conda install -c conda-forge keyboard ```
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fastcore (πŸ₯ˆ32 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰32 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.7K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.8K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 28.03.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 640K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 630K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 46K Β· ⏱️ 29.03.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ```
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pyscaffold (πŸ₯‰30 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT +
Copier (πŸ₯‰31 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 9% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 130 Β· πŸ“¦ 430 Β· πŸ“‹ 370 - 14% open Β· ⏱️ 22.06.2023): ``` - git clone https://github.com/pyscaffold/pyscaffold - ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 280K / month Β· πŸ“¦ 57 Β· ⏱️ 17.06.2022): - ``` - pip install pyscaffold + git clone https://github.com/copier-org/copier ``` -- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 170K Β· ⏱️ 18.04.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 50K / month Β· πŸ“¦ 21 Β· ⏱️ 13.06.2022): ``` - conda install -c conda-forge pyscaffold + pip install copier ```
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Copier (πŸ₯‰30 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT +
pyscaffold (πŸ₯‰30 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 130 Β· πŸ“¦ 420 Β· πŸ“‹ 370 - 14% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 280 - 8% open Β· ⏱️ 20.06.2023): ``` - git clone https://github.com/copier-org/copier + git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 44K / month Β· πŸ“¦ 21 Β· ⏱️ 13.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 290K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): ``` - pip install copier + pip install pyscaffold + ``` +- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pyscaffold ```
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python-mss (πŸ₯‰29 Β· ⭐ 840) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰29 Β· ⭐ 850) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 490K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 580K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 25K Β· ⏱️ 20.04.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 26K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` @@ -4799,39 +4799,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.8M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.7M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.6M Β· ⏱️ 27.04.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge send2trash ```
powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 98 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 99 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.8K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.7K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
catalogue (πŸ₯‰26 Β· ⭐ 160) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 25K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 26K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4M / month Β· πŸ“¦ 70 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 70 Β· ⏱️ 06.07.2022): ``` pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1M Β· ⏱️ 27.10.2022): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge catalogue ``` @@ -4843,15 +4843,15 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 340K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 440K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
Show 3 hidden projects... -- openpyxl (πŸ₯‰25 Β· ⭐ 57) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT -- pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 +- openpyxl (πŸ₯‰26 Β· ⭐ 57) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- pluginbase (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰23 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-06-22_changes.md b/history/2023-06-22_changes.md new file mode 100644 index 0000000..1ebe6e3 --- /dev/null +++ b/history/2023-06-22_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- pyparsing (πŸ₯‡41 Β· ⭐ 1.9K Β· πŸ“ˆ) - Python library for creating PEG parsers. MIT +- python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +- holidays (πŸ₯ˆ35 Β· ⭐ 990 Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT +- pluggy (πŸ₯ˆ34 Β· ⭐ 960 Β· πŸ“ˆ) - A minimalist production ready plugin system. MIT +- typing (πŸ₯ˆ33 Β· ⭐ 1.4K Β· πŸ“ˆ) - Python static typing home. Hosts the documentation and a user.. Python-2.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- pymongo (πŸ₯‰31 Β· ⭐ 3.9K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 +- dataset (πŸ₯‰29 Β· ⭐ 4.6K Β· πŸ“‰) - Easy-to-use data handling for SQL data stores with support for.. MIT +- pyfilesystem2 (πŸ₯‰26 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- Unipath (πŸ₯‰18 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory.. ❗Unlicensed +- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 + diff --git a/history/2023-06-22_projects.csv b/history/2023-06-22_projects.csv new file mode 100644 index 0000000..06952ed --- /dev/null +++ b/history/2023-06-22_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-15 16:10:04.000,2023-06-15 16:10:03,389.0,28.0,2050,374.0,203.0,16.0,31.0,13916,2023-06-15 16:10:11.000,2023.06.15,100.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-15 18:34:59.000,2023-06-15 18:34:57,241.0,26.0,147,53.0,146.0,1.0,2.0,1935,2023-06-15 18:35:07.000,2023.06.15,94.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-06-15 16:09:36.000,2023-06-15 16:09:35,239.0,26.0,40,23.0,144.0,3.0,5.0,739,2023-06-15 16:09:41.000,2023.06.15,92.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-15 18:34:59.000,2023-06-15 18:34:57,241.0,26.0,147,53.0,146.0,1.0,2.0,1935,2023-06-15 18:35:07.000,2023.06.15,94.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-15 16:10:04.000,2023-06-15 16:10:03,389.0,28.0,2050,374.0,203.0,16.0,31.0,13916,2023-06-15 16:10:11.000,2023.06.15,100.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6807,1664.0,321.0,11.0,73.0,37561,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-15 16:10:04.000,2023-06-15 16:10:03,389.0,28.0,2050,374.0,203.0,16.0,31.0,13916,2023-06-15 16:10:11.000,2023.06.15,100.0,38.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-06-22 13:12:50.000,2023-06-21 19:52:03,32633.0,716.0,16187,1110.0,29016.0,3575.0,21322.0,38760,2023-05-28 21:06:46.000,2.0.2,114.0,3367.0,52,True,pandas,conda-forge/pandas,['pandas'],199064.0,120155960.0,1254005.0,1185662.0,https://pypi.org/project/pandas,2022-06-23 13:30:09.000,68343.0,119672502.0,https://anaconda.org/conda-forge/pandas,2023-06-16 13:24:09.235,40944303.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-06-22 09:06:10.000,2023-06-22 09:06:04,12080.0,712.0,15063,2072.0,7343.0,936.0,4904.0,59823,2023-06-14 20:20:40.596,4.23.3,139.0,1105.0,51,True,protobuf,conda-forge/protobuf,,32623878.0,130662652.0,454907.0,435820.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15698.0,123679760.0,https://anaconda.org/conda-forge/protobuf,2023-06-16 13:15:49.474,14412079.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3389.0,6109905.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-06-22 12:25:25.000,2023-06-21 16:18:54,32693.0,785.0,7997,586.0,12447.0,2170.0,9535.0,23808,2023-06-17 15:21:07.000,1.25.0,142.0,1635.0,51,True,numpy,conda-forge/numpy,,751011.0,155452161.0,1828145.0,1696599.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,131546.0,153809420.0,https://anaconda.org/conda-forge/numpy,2023-06-18 04:28:18.375,58796473.0,1.0,,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-06-22 12:19:43.000,2023-06-21 21:41:25,53793.0,260.0,23414,1940.0,49324.0,974.0,30885.0,57756,2023-06-20 16:11:17.000,2.15.1,329.0,6739.0,48,True,ansible,conda-forge/ansible,,,3961629.0,32491.0,28428.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4063.0,3948621.0,https://anaconda.org/conda-forge/ansible,2023-06-04 12:18:42.232,910564.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-06-22 13:20:49.000,2023-06-22 00:52:20,20107.0,877.0,12477,763.0,21434.0,875.0,6739.0,31135,2023-06-17 10:19:05.000,2.6.2,155.0,2875.0,47,True,apache-airflow,conda-forge/airflow,,492300.0,10225429.0,7396.0,7147.0,https://pypi.org/project/apache-airflow,2019-01-23 00:14:38.000,249.0,8970377.0,https://anaconda.org/conda-forge/airflow,2023-06-17 18:39:01.791,904959.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-06-17 08:43:46.762455,452.0,119948133.0,,,,,,, +12,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-06-20 18:22:37.000,2023-06-19 19:37:52,12250.0,94.0,4500,481.0,2975.0,626.0,4306.0,21735,2023-06-18 14:21:14.785,5.3.1,198.0,1283.0,46,True,celery,conda-forge/celery,,,6817799.0,119878.0,104893.0,https://pypi.org/project/celery,2022-06-29 11:38:16.000,14985.0,6782151.0,https://anaconda.org/conda-forge/celery,2023-06-20 10:13:58.739,1283353.0,1.0,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-06-22 13:13:29.000,2023-06-22 13:13:22,10515.0,395.0,1234,123.0,6845.0,44.0,2214.0,5622,2023-06-01 12:31:21.662,41.0.1,115.0,291.0,46,True,cryptography,conda-forge/cryptography,,,161426415.0,506723.0,485780.0,https://pypi.org/project/cryptography,2022-07-05 13:33:24.000,20943.0,160875104.0,https://anaconda.org/conda-forge/cryptography,2023-06-01 23:16:02.015,39694395.0,1.0,,,,,,,,,,,,,,,,,, +14,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-06-21 21:17:11.579,2023-06-21 18:09:16,11258.0,214.0,3733,572.0,3392.0,508.0,3873.0,13904,2023-06-20 21:04:03.392,1.27.157,1735.0,415.0,45,True,awscli,conda-forge/awscli,,1379.0,375630913.0,3032.0,3.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3029.0,375065563.0,https://anaconda.org/conda-forge/awscli,2023-06-21 21:17:11.579,19786378.0,1.0,,,,,,,,,,,,,,,,,, +15,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-06-21 19:39:30.718,2023-06-21 18:09:24,5218.0,188.0,1766,239.0,672.0,176.0,2824.0,8147,2023-06-20 21:04:44.469,1.26.157,1329.0,142.0,45,True,boto3,conda-forge/boto3,,,625301199.0,336968.0,319721.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17247.0,624869267.0,https://anaconda.org/conda-forge/boto3,2023-06-21 19:39:30.718,15981487.0,1.0,,,,,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2017-01-02 21:50:52.207,2023-06-21 20:44:30.000,2023-06-21 19:04:37,16382.0,257.0,1172,92.0,640.0,176.0,7184.0,7401,2023-06-10 20:03:56.000,rel_2_0_16,284.0,634.0,45,True,SQLAlchemy,conda-forge/sqlalchemy,,44368.0,75536537.0,635207.0,588366.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46841.0,75376067.0,https://anaconda.org/conda-forge/sqlalchemy,2023-06-10 23:09:36.424,12280399.0,1.0,,,,,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-06-22 08:50:53.000,2023-06-22 08:41:22,2075.0,495.0,1279,105.0,2533.0,250.0,2281.0,14226,2023-06-16 23:47:58.000,2.0b3,107.0,366.0,44,True,pydantic,conda-forge/pydantic,,,71394010.0,219125.0,212420.0,https://pypi.org/project/pydantic,2022-05-19 11:28:33.000,6705.0,71296475.0,https://anaconda.org/conda-forge/pydantic,2023-06-10 08:46:04.703,5169365.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,, +18,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-06-16 13:24:41.923,2023-06-01 18:49:11,2278.0,37.0,1346,185.0,1021.0,132.0,1366.0,13990,2022-04-28 17:37:47.000,8.1.3,49.0,346.0,44,True,click,conda-forge/click,,,125188988.0,1350771.0,1277775.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,72996.0,124854192.0,https://anaconda.org/conda-forge/click,2023-06-16 13:24:41.923,27788074.0,1.0,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-06-21 19:25:07.000,2023-06-21 18:09:27,9974.0,262.0,1011,65.0,1966.0,146.0,891.0,1296,2023-06-21 19:26:22.470,1.29.158,1718.0,193.0,44,True,botocore,conda-forge/botocore,,,288821789.0,247135.0,238769.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8366.0,288119750.0,https://anaconda.org/conda-forge/botocore,2023-06-21 19:12:15.794,21763226.0,2.0,,,,,,,,,,,,,,,,,, +20,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-06-22 09:59:56.000,2023-06-21 11:02:20,4241.0,195.0,4915,707.0,3685.0,175.0,6747.0,29779,2023-06-21 12:21:02.000,2.19.0,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,134685628.0,4074801.0,13821.0,12581.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1240.0,1786174.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,337577.0,2.0,,,,,,,,,,,,,,,,,, +21,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-06-19 17:09:58.000,2023-06-15 01:12:55,2988.0,86.0,3117,636.0,2355.0,132.0,2109.0,20634,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,,219524.0,10924843.0,61701.0,61155.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,282.0,10000585.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,750101.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,264.0,913402.0,,,,,,,,,,,,, +22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-06-21 21:18:31.000,2023-06-21 13:32:22,3463.0,88.0,2215,271.0,3595.0,622.0,1723.0,16505,2023-06-14 16:25:14.000,2.13.0,68.0,516.0,43,True,datasets,conda-forge/datasets,,,3329314.0,19284.0,18804.0,https://pypi.org/project/datasets,2022-06-15 18:05:26.000,480.0,3318487.0,https://anaconda.org/conda-forge/datasets,2023-06-15 16:37:08.013,324832.0,1.0,,,,,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-06-22 13:25:46.000,2023-06-20 20:33:51,3356.0,55.0,1779,225.0,1229.0,26.0,627.0,15931,2023-06-20 20:36:07.437,18.11.1,293.0,528.0,43,True,Faker,conda-forge/faker,,,7803073.0,148199.0,145156.0,https://pypi.org/project/Faker,2022-07-06 15:19:06.000,3043.0,7792458.0,https://anaconda.org/conda-forge/faker,2023-06-02 21:31:13.212,796139.0,1.0,,,,,,,,,,,,,,,,,, +24,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-06-21 10:51:12.000,2023-06-20 11:41:53,2192.0,40.0,2377,328.0,1349.0,206.0,1293.0,11566,2023-05-08 12:06:06.998,4.5.5,113.0,399.0,43,True,redis,conda-forge/redis-py,,,27487273.0,27329.0,,https://pypi.org/project/redis,2022-06-27 13:11:51.000,27329.0,27475239.0,https://anaconda.org/conda-forge/redis-py,2023-06-16 13:16:47.021,998836.0,1.0,,,,,,,,,,,,,,,,,, +25,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-06-22 10:52:25.000,2023-06-09 17:41:13,3928.0,68.0,1932,316.0,749.0,978.0,749.0,8377,2023-05-25 18:13:14.411,3.2.0,142.0,185.0,43,True,paramiko,conda-forge/paramiko,,,38984857.0,92118.0,79290.0,https://pypi.org/project/paramiko,2022-05-17 01:07:00.000,12828.0,38943900.0,https://anaconda.org/conda-forge/paramiko,2023-06-16 13:25:05.596,3317559.0,2.0,,,,,,,,,,,,,,,,,, +26,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-06-21 20:56:00.000,2023-06-21 17:16:00,21565.0,1065.0,1465,304.0,7458.0,158.0,3464.0,4236,2023-06-21 17:16:19.000,google-cloud-deploy-v1.10.0,100.0,381.0,43,True,google-cloud-storage,conda-forge/google-cloud-storage,,,43615969.0,1870.0,,https://pypi.org/project/google-cloud-storage,2022-06-08 18:12:00.000,1870.0,43566576.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-16 13:23:48.105,3556299.0,1.0,,,,,,,,,,,,,,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-06-16 13:16:02.274,2023-06-16 09:55:44,6415.0,91.0,537,33.0,740.0,403.0,1346.0,1326,2023-04-18 18:51:04.629,2.15.1,59.0,786.0,43,True,pygments,conda-forge/pygments,,,51240810.0,574076.0,537310.0,https://pypi.org/project/pygments,2022-04-24 13:37:38.000,36766.0,50978372.0,https://anaconda.org/conda-forge/pygments,2023-06-16 13:16:02.274,22569735.0,1.0,,,,,,,,,,,,,,,,,, +28,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-06-22 13:20:01.000,2023-06-22 08:48:19,117509.0,1147.0,27085,1490.0,41723.0,8237.0,56916.0,54123,2020-07-22 03:00:52.000,0.0.6,11.0,2507.0,42,True,cpython,conda-forge/typing,,,94585.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,63380.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2714851.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +29,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-06-22 09:43:33.000,2023-06-21 14:41:18,3785.0,39.0,1569,541.0,978.0,153.0,987.0,43684,2023-06-12 13:57:22.000,13.4.2,184.0,222.0,42,True,rich,conda-forge/rich,,,23747116.0,102529.0,98439.0,https://pypi.org/project/rich,2022-05-24 06:40:55.000,4090.0,23629432.0,https://anaconda.org/conda-forge/rich,2023-06-12 17:36:05.280,4118963.0,1.0,,,,,,,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,The easiest way to orchestrate and observe your data pipelines.,,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-06-22 12:52:29.000,2023-06-21 23:54:38,14715.0,529.0,1254,152.0,5625.0,521.0,3381.0,12189,2023-06-20 20:14:01.400,2.10.16,217.0,321.0,42,True,prefect,conda-forge/prefect,,,750584.0,3341.0,3205.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,136.0,738013.0,https://anaconda.org/conda-forge/prefect,2023-06-15 23:48:04.307,465157.0,1.0,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-06-20 08:12:56.000,2023-06-06 18:28:15,3309.0,10.0,1641,197.0,1556.0,428.0,1207.0,6289,2023-06-01 14:27:42.000,6.1.3,84.0,439.0,42,True,docker,conda-forge/docker-py,,601.0,31223142.0,67288.0,63570.0,https://pypi.org/project/docker,2021-10-07 22:54:50.000,3718.0,31181753.0,https://anaconda.org/conda-forge/docker-py,2023-06-16 13:23:23.992,3434884.0,2.0,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-06-22 07:44:42.000,2023-06-21 23:24:30,14774.0,711.0,2392,367.0,22599.0,944.0,7312.0,3735,2023-06-21 06:08:52.000,azure-mgmt-storagecache_1.5.0,100.0,597.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,38937492.0,2861.0,2240.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,621.0,38921249.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-06-16 16:11:51.010,958381.0,1.0,,,,,,,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-06-22 12:42:00.000,2023-06-22 10:49:00,10275.0,758.0,910,173.0,6309.0,1831.0,4349.0,16342,2023-06-17 20:56:13.672,3.72.2,3892.0,228.0,41,True,pulumi,,,248657.0,2497278.0,3392.0,2670.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,128.0,1421024.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-06-17 20:55:02.016,594.0,1063822.0,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-06-16 13:23:55.560,2023-06-16 01:48:29,4525.0,24.0,1370,200.0,464.0,,2275.0,10130,2023-04-21 20:18:22.000,3.16.2,100.0,152.0,41,True,peewee,conda-forge/peewee,,,1077113.0,22270.0,22270.0,https://pypi.org/project/peewee,,,1070774.0,https://anaconda.org/conda-forge/peewee,2023-06-16 13:23:55.560,526177.0,1.0,,,,,,,,,,,,,,,,,, +35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-06-22 13:07:05.000,2023-06-21 21:17:47,39475.0,751.0,3965,261.0,21472.0,4246.0,1664.0,6957,2023-05-31 20:18:43.000,2.48.0,89.0,1497.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,6439617.0,170.0,2.0,https://pypi.org/project/apache-beam,2022-06-27 21:50:53.000,168.0,6437389.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-06-02 04:31:25.621,46804.0,1.0,,,,,,,,,,,,,,,,,, +36,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-06-16 13:22:51.814,2023-06-14 15:11:06,1314.0,43.0,338,65.0,513.0,114.0,526.0,4774,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,41,True,attrs,conda-forge/attrs,,,116882359.0,765981.0,748316.0,https://pypi.org/project/attrs,2017-11-08 17:57:49.000,17665.0,116495680.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,29000982.0,1.0,,,,,,,,,,,,,,,,,, +37,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-06-20 22:22:10.000,2023-06-20 22:22:09,4261.0,65.0,503,57.0,874.0,249.0,1183.0,1884,2023-06-20 09:17:29.999,3.9.0,34.0,195.0,41,True,h5py,conda-forge/h5py,,2734.0,12501511.0,235240.0,220772.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14468.0,12161075.0,https://anaconda.org/conda-forge/h5py,2023-06-20 12:44:00.237,12254422.0,1.0,,,,,,,,,,,,,,,,,, +38,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-06-19 15:27:26.000,2023-06-19 15:27:20,1146.0,48.0,259,24.0,162.0,28.0,274.0,1866,2023-06-18 22:51:11.000,3.1.0,70.0,55.0,41,True,pyparsing,conda-forge/pyparsing,,7974.0,76759689.0,837331.0,805348.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31983.0,74930301.0,https://anaconda.org/conda-forge/pyparsing,2023-06-18 23:49:52.117,36584987.0,1.0,,,,,,,,,,,,,2.0,,,,, +39,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-06-21 19:07:08.000,2023-06-19 16:36:47,12795.0,26.0,3028,612.0,3482.0,978.0,3874.0,15990,2023-06-17 17:37:56.000,2.2.1,44.0,587.0,40,True,kivy,conda-forge/kivy,,31350.0,89921.0,10804.0,10204.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,600.0,81267.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,309080.0,1.0,,,,,,,,,,,,,,,,,, +40,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-06-21 01:53:43.000,2023-06-21 01:53:42,1787.0,51.0,1358,211.0,836.0,161.0,923.0,8968,2023-06-22 02:17:03.239,1.15.1,76.0,297.0,40,True,rq,conda-forge/rq,,,783321.0,15623.0,13858.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1765.0,782202.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,92907.0,1.0,,,,,,,,,,,,,,,,,, +41,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-06-22 01:42:42.000,2023-06-21 22:43:51,14783.0,1070.0,964,97.0,8803.0,1693.0,4080.0,7702,2023-06-15 18:07:39.000,1.3.10,545.0,316.0,40,True,dagster,conda-forge/dagster,,,587198.0,1399.0,1281.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,118.0,562144.0,https://anaconda.org/conda-forge/dagster,2023-06-18 18:34:11.033,927027.0,1.0,,,,,,,,,,,,,,,,,, +42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-21 18:22:40.000,2023-06-21 18:22:40,1078.0,34.0,1409,231.0,477.0,16.0,624.0,7321,2023-03-28 03:57:00.552,1.0.3,11.0,122.0,40,True,PyMySQL,conda-forge/pymysql,,,34196553.0,171473.0,171288.0,https://pypi.org/project/PyMySQL,2023-06-15 08:01:03.119,185.0,34179647.0,https://anaconda.org/conda-forge/pymysql,2023-06-16 13:23:00.918,1149670.0,1.0,,,,,,,,,,,,,,,,,, +43,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-06-20 12:12:28.000,2023-06-20 12:12:26,2506.0,57.0,558,59.0,314.0,24.0,719.0,4166,2023-06-12 21:24:06.000,4.18.0a10,89.0,108.0,40,True,jsonschema,conda-forge/jsonschema,,15.0,69148635.0,418113.0,399633.0,https://pypi.org/project/jsonschema,2018-09-30 14:03:06.000,18480.0,68911146.0,https://anaconda.org/conda-forge/jsonschema,2023-06-16 13:17:15.166,20424075.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-06-22 06:05:42.000,2023-06-21 08:57:50,1521.0,17.0,1154,397.0,1205.0,47.0,978.0,3975,2023-05-25 17:46:27.000,8.8.0,130.0,194.0,40,True,elasticsearch,conda-forge/elasticsearch,,3095.0,13461803.0,44911.0,38869.0,https://pypi.org/project/elasticsearch,2022-06-30 16:35:35.000,6042.0,13451536.0,https://anaconda.org/conda-forge/elasticsearch,2023-06-16 13:17:52.262,854445.0,1.0,,,,,,,,,,,,,,,,,, +45,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-06-20 17:48:52.000,2023-06-20 17:48:35,1705.0,54.0,187,19.0,119.0,100.0,863.0,1976,2023-05-17 22:10:39.727,1.11.1,115.0,166.0,40,True,alembic,conda-forge/alembic,,,24732785.0,177732.0,166312.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11420.0,24691894.0,https://anaconda.org/conda-forge/alembic,2023-06-16 13:23:23.904,3393977.0,1.0,,,,,,,,,,,,,,,,,, +46,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-06-21 08:45:59.000,2023-06-19 14:59:41,2982.0,20.0,1836,223.0,1056.0,272.0,601.0,19792,2022-06-01 17:01:17.000,2.1.1,34.0,296.0,39,True,cookiecutter,conda-forge/cookiecutter,,,2202242.0,22405.0,20861.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1544.0,2193654.0,https://anaconda.org/conda-forge/cookiecutter,2023-06-16 13:16:25.174,729995.0,1.0,,,,,,,,,,,,,,,,,, +47,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-06-22 13:24:09.000,2023-06-22 08:57:34,6628.0,819.0,979,129.0,5322.0,882.0,3292.0,18085,2023-06-16 13:01:00.967,0.18.3,294.0,232.0,39,True,polars,,,,705976.0,2601.0,2429.0,https://pypi.org/project/polars,2022-05-01 21:13:18.000,172.0,705976.0,,,,2.0,,,,,,,,,,,,,,,,,, +48,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-06-22 13:19:32.000,2023-06-21 20:51:33,11116.0,541.0,1340,77.0,6378.0,143.0,1548.0,8510,2023-06-15 21:46:37.000,0.17.0,222.0,393.0,39,True,great_expectations,conda-forge/great-expectations,,,10002465.0,30.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,30.0,9984362.0,https://anaconda.org/conda-forge/great-expectations,2023-06-15 23:51:11.471,669814.0,2.0,,,,,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-06-16 13:25:06.579,2023-03-02 20:25:13,2157.0,,1338,154.0,946.0,282.0,1175.0,5216,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1830.0,6980168.0,19823.0,18433.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1390.0,6974659.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,400984.0,2.0,,,,,,,,,,,,,,,,,, +50,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-06-22 08:51:37.000,2023-06-09 20:24:44,2708.0,101.0,1177,199.0,1188.0,168.0,1777.0,3140,2023-05-05 16:39:25.000,4.2.0,42.0,221.0,39,True,netmiko,,,,201795.0,3910.0,3652.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,258.0,201795.0,,,,2.0,,,,,,,,,,,,,,,,,, +51,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-06-16 13:24:26.433,2023-06-03 11:41:23,1467.0,42.0,243,36.0,469.0,27.0,242.0,3076,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,39,True,more-itertools,conda-forge/more-itertools,,2714.0,35875540.0,190793.0,182129.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8664.0,35719766.0,https://anaconda.org/conda-forge/more-itertools,2023-06-16 13:24:26.433,11524720.0,1.0,,,,,,,,,,,,,,,,,, +52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-06-16 13:05:56.921,2023-06-07 10:09:12,3047.0,19.0,475,73.0,285.0,21.0,1217.0,2962,2023-04-03 11:33:15.441,2.9.6,56.0,131.0,39,False,psycopg2,psycopg2,,,14309367.0,671320.0,610017.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61283.0,14307020.0,https://anaconda.org/anaconda/psycopg2,2023-06-16 13:05:56.921,213585.0,2.0,,,,,,,,,,,,,,20.0,,,, +53,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-06-16 13:24:59.139,2023-06-06 19:08:37,1575.0,4.0,429,43.0,614.0,327.0,399.0,2082,2021-07-14 08:19:18.000,2.8.2,24.0,131.0,39,True,python-dateutil,conda-forge/python-dateutil,,34931.0,213361485.0,1087475.0,1083372.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,212827349.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,45371658.0,1.0,,,,,,,,,,,,,,,,,, +54,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-06-20 15:43:53.000,2023-06-20 15:43:52,2165.0,49.0,257,22.0,737.0,196.0,366.0,600,2023-06-09 17:34:09.999,2023.6.0,69.0,186.0,39,True,fsspec,conda-forge/fsspec,,,100484578.0,51506.0,50948.0,https://pypi.org/project/fsspec,2022-05-19 18:14:36.000,558.0,100242683.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,12578575.0,1.0,,,,,,,,,,,,,,,,,, +55,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-06-16 19:18:17.903,2023-04-28 08:22:02,2699.0,3.0,675,151.0,714.0,555.0,546.0,8406,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,25090944.0,1406.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1406.0,24674460.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-06-16 19:18:17.903,16242914.0,2.0,,,,,,,,,,,,,,,,,, +56,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-06-20 20:08:14.000,2023-06-20 20:08:12,3182.0,21.0,627,81.0,972.0,163.0,1026.0,6581,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,38,True,marshmallow,conda-forge/marshmallow,,,21712616.0,94402.0,84198.0,https://pypi.org/project/marshmallow,2016-09-05 18:17:34.000,10204.0,21690057.0,https://anaconda.org/conda-forge/marshmallow,2023-06-16 13:23:31.231,1827317.0,2.0,,,,,,,,,,,,,,,,,, +57,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-06-19 10:32:08.288,2023-06-13 20:45:59,1670.0,29.0,3142,138.0,843.0,96.0,1152.0,5777,2023-02-16 01:06:58.000,26.1.0,86.0,182.0,38,True,kubernetes,conda-forge/kubernetes,,,14094806.0,1325.0,,https://pypi.org/project/kubernetes,2022-06-22 18:33:29.000,1325.0,14083285.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,426307.0,3.0,,,,,,,,,,,,,,,,,, +58,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-06-16 13:25:17.779,2023-04-18 19:22:32,4081.0,6.0,1221,138.0,1100.0,383.0,1309.0,4013,2023-03-03 10:28:06.959,0.27.0,72.0,385.0,38,True,mongoengine,conda-forge/mongoengine,,,1085738.0,24222.0,20647.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3575.0,1083144.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,212711.0,2.0,,,,,,,,,,,,,,,,,, +59,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-06-22 12:23:34.000,2023-06-22 09:19:01,1466.0,19.0,380,62.0,677.0,383.0,449.0,3298,2022-10-10 12:56:17.006,1.1.1,104.0,120.0,38,True,joblib,conda-forge/joblib,,,26537783.0,307577.0,301631.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5946.0,26301360.0,https://anaconda.org/conda-forge/joblib,2023-06-16 13:25:00.851,19623150.0,2.0,,,,,,,,,,,,,,,,,, +60,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-06-16 13:24:03.696,2023-06-03 21:17:44,2805.0,34.0,439,61.0,195.0,59.0,488.0,2399,2023-05-19 08:13:05.062,3.18.0,46.0,138.0,38,True,pycryptodomex,conda-forge/pycryptodomex,,,29549579.0,72338.0,70786.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1552.0,29529764.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1307834.0,2.0,,,,,,,,,,,,,,,,,, +61,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-06-16 13:17:29.126,2022-09-13 22:22:16,316.0,,449,52.0,244.0,264.0,289.0,2197,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,179402082.0,917386.0,843081.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74305.0,178983091.0,https://anaconda.org/conda-forge/pyyaml,2023-06-16 13:17:29.126,35195311.0,1.0,,,,,,,,,,,,,,,,,, +62,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:01:55.000,2023-06-21 22:01:53,929.0,34.0,229,52.0,153.0,18.0,192.0,1487,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,38,True,greenlet,conda-forge/greenlet,,,58346134.0,265241.0,254907.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10334.0,58248575.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7121862.0,1.0,,,,,,,,,,,,,,,,,, +63,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-06-20 20:04:12.000,2023-06-20 20:04:09,838.0,46.0,105,27.0,256.0,58.0,248.0,1299,2023-05-27 11:13:03.102,3.7.0,45.0,41.0,38,True,anyio,conda-forge/anyio,,,28164665.0,138474.0,138064.0,https://pypi.org/project/anyio,2022-05-13 12:50:47.000,410.0,27996862.0,https://anaconda.org/conda-forge/anyio,2023-06-16 16:17:01.636,7551178.0,1.0,,,,,,,,,,,,,,,,,, +64,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-16 13:25:18.199,2023-01-29 03:07:44,1874.0,,278,38.0,238.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,33803125.0,296877.0,279715.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17162.0,33663369.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,11599776.0,1.0,,,,,,,,,,,,,,,,,, +65,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,946,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,True,six,conda-forge/six,,,198037478.0,1852103.0,1717079.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135024.0,197521177.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,43885596.0,1.0,,,,,,,,,,,,,,,,,, +66,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1369,380.0,162.0,131.0,171.0,24729,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,7039797.0,23751.0,22058.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1693.0,7031123.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,624559.0,2.0,,,,,,,,,,,,,,,,,, +67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-06-16 13:25:26.049,2023-05-04 09:47:52,4078.0,4.0,2371,482.0,2270.0,114.0,876.0,16595,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,591519.0,2564.0,2154.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,408.0,591370.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13136.0,2.0,,,,,,,stable/luigi,,,,,,,2.0,,,, +68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-06-16 13:21:36.749,2023-05-25 18:13:19,1579.0,27.0,1924,465.0,548.0,460.0,1304.0,14090,2023-05-25 18:14:00.894,3.1.0,126.0,136.0,37,True,fabric,conda-forge/fabric,,,3619365.0,79.0,,https://pypi.org/project/fabric,2022-04-07 17:07:25.000,79.0,3618563.0,https://anaconda.org/conda-forge/fabric,2023-06-16 13:21:36.749,65811.0,3.0,,,,,,,,,,,,,,,,,, +69,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-06-19 15:23:17.000,2023-06-19 15:23:16,6788.0,51.0,1739,228.0,3037.0,715.0,2628.0,11744,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,320249.0,9063.0,8765.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,298.0,317867.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,109575.0,2.0,,,,,,,,,,,,,,,,,, +70,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-06-16 13:24:41.536,2023-01-15 16:27:26,925.0,,550,226.0,231.0,81.0,249.0,9389,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,408.0,6508320.0,84695.0,82865.0,https://pypi.org/project/uvloop,2021-08-10 19:41:14.000,1830.0,6499471.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,601497.0,2.0,,,,,,,,,,,,,,,,,, +71,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-06-22 08:59:29.000,2023-06-20 18:15:47,2481.0,188.0,613,114.0,2649.0,904.0,2785.0,8733,2023-06-14 20:44:01.000,0.22.2,79.0,115.0,37,True,modin,conda-forge/modin-core,['pandas'],196641.0,1089194.0,1107.0,1075.0,https://pypi.org/project/modin,2022-06-25 00:04:51.000,32.0,1075172.0,https://anaconda.org/conda-forge/modin-core,2023-06-19 21:24:35.656,245878.0,2.0,,,,,,,,,,,,,,,,,, +72,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-06-16 13:17:25.298,2022-11-15 16:25:22,1396.0,,642,135.0,667.0,96.0,398.0,8321,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11688560.0,60254.0,55553.0,https://pypi.org/project/arrow,2022-01-27 15:47:11.000,4701.0,11668775.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,1681808.0,2.0,,,,,,,,,,,,,,,,,, +73,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-06-22 13:03:11.000,2023-06-21 22:31:54,6151.0,188.0,1270,132.0,3520.0,477.0,3671.0,7156,2023-05-30 15:24:14.000,1.5.1,173.0,282.0,37,True,dbt,conda-forge/dbt,,1944.0,126304.0,2853.0,2823.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,123166.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,241580.0,2.0,,,,,,,,,,,,,,,dbt,,, +74,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-06-16 13:23:12.901,2023-04-17 15:12:57,354.0,1.0,367,36.0,220.0,35.0,220.0,6129,2023-02-24 06:47:13.294,1.0.0,44.0,91.0,37,True,python-dotenv,conda-forge/python-dotenv,,,30372242.0,493737.0,485696.0,https://pypi.org/project/python-dotenv,2022-03-24 21:32:35.000,8041.0,30341022.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2466419.0,1.0,,,,,,,,,,,,,,,,,, +75,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-06-16 13:16:53.868,2023-05-14 21:27:17,1441.0,9.0,659,132.0,377.0,161.0,451.0,5854,2023-03-20 09:22:33.000,3.0.0,33.0,144.0,37,True,watchdog,conda-forge/watchdog,,,13492090.0,97216.0,97216.0,https://pypi.org/project/watchdog,,,13465149.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2209230.0,2.0,,,,,,,,,,,,,,,,,, +76,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-06-19 10:10:36.000,2023-06-16 12:45:53,2199.0,148.0,623,58.0,1343.0,29.0,910.0,3502,2023-06-14 21:59:06.000,3.2.1,139.0,131.0,37,True,awswrangler,conda-forge/awswrangler,['pandas'],194769.0,26588042.0,1131.0,1076.0,https://pypi.org/project/awswrangler,2022-06-28 15:58:16.000,55.0,26573303.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,385215.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +77,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-16 13:24:40.150,2023-06-15 23:29:54,1330.0,17.0,605,121.0,118.0,18.0,862.0,3271,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11085371.0,65891.0,62033.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3858.0,11048216.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2712379.0,3.0,,,,,,,,,,,,,,,,,, +78,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-06-22 08:56:10.000,2023-06-21 19:34:23,4631.0,111.0,944,107.0,3498.0,1141.0,2753.0,3005,2023-05-19 02:39:12.589,2023.5.0,79.0,429.0,37,True,xarray,conda-forge/xarray,,,3084095.0,1728.0,1.0,https://pypi.org/project/xarray,2022-06-09 14:56:37.000,1727.0,2988569.0,https://anaconda.org/conda-forge/xarray,2023-06-16 13:16:52.328,8310829.0,2.0,,,,,,,,,,,,,,,,,, +79,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-06-22 07:09:15.000,2023-06-22 07:09:13,2623.0,67.0,469,120.0,536.0,274.0,1475.0,2619,2023-06-12 10:08:01.061,0.30.9,154.0,62.0,37,True,xlwings,conda-forge/xlwings,,21014.0,102265.0,29304.0,28669.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,635.0,93155.0,https://anaconda.org/conda-forge/xlwings,2023-06-12 17:14:38.065,617039.0,1.0,,,,,,,,,,,,,,,,,, +80,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-16 13:25:00.101,2023-06-01 10:34:06,1382.0,12.0,312,32.0,326.0,183.0,237.0,1112,2023-05-02 07:31:50.000,0.41.1,214.0,116.0,37,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4672034.0,25151.0,23064.0,https://pypi.org/project/sqlalchemy-utils,2022-07-11 07:34:08.517,2087.0,4666188.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,473597.0,2.0,,,,,,,,,,,,,,,,,, +81,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-06-22 12:19:54.000,2023-06-22 12:19:35,1661.0,30.0,250,56.0,1019.0,77.0,499.0,611,2023-06-22 12:25:05.553,3.11.2,145.0,128.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,30065355.0,21174.0,20087.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1087.0,29990093.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-06-14 06:42:19.818,2634176.0,2.0,,,,,,,,,,,,,,,,,, +82,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-06-21 01:37:31.000,2023-06-21 01:25:53,6628.0,437.0,1211,348.0,228.0,51.0,432.0,13213,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,,1069.0,166984.0,51.0,47.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,166758.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,211.0,,,,,,,,,,,,, +83,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-06-19 12:52:56.000,2023-04-11 15:40:50,389.0,8.0,913,209.0,177.0,148.0,279.0,10856,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,schedule,conda-forge/schedule,,,2321028.0,27912.0,26503.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1409.0,2320182.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,35556.0,3.0,,,,,,,,,,,,,,,,,, +84,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-06-22 13:24:17.000,2023-06-21 14:00:06,2286.0,81.0,801,105.0,1163.0,313.0,1021.0,8459,2023-06-08 17:54:00.908,0.18.10,42.0,193.0,36,True,kedro,,,,365354.0,1751.0,1694.0,https://pypi.org/project/kedro,2019-04-08 14:53:35.000,57.0,365354.0,,,,2.0,,,,,,,,,,,,,,,,,, +85,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-06-16 13:17:10.080,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,184.0,7813,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,docopt,conda-forge/docopt,,,11409472.0,108341.0,96004.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12337.0,11388754.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1781805.0,2.0,,,,,,,,,,,,,,,,,, +86,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-06-21 21:42:05.000,2023-06-13 04:07:02,837.0,13.0,842,334.0,514.0,260.0,830.0,3299,2023-05-04 18:21:10.000,2.1.1,29.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9139670.0,6809.0,6402.0,https://pypi.org/project/confluent-kafka,2017-07-25 21:54:37.000,407.0,9130070.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-06-08 17:39:11.027,720020.0,2.0,,,,,,,,,,,,,,,,,, +87,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-06-16 13:16:09.835,2022-11-04 10:01:12,370.0,,232,45.0,140.0,110.0,138.0,3173,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,112600401.0,703106.0,682222.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20884.0,112337275.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,22628903.0,2.0,,,,,,,,,,,,,,,,,, +88,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,152.0,2966,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,sortedcontainers,conda-forge/sortedcontainers,,,24587551.0,120604.0,118479.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2125.0,24464284.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10231194.0,1.0,,,,,,,,,,,,,2.0,,,,, +89,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-06-16 13:24:40.587,2023-05-31 00:00:47,551.0,5.0,579,97.0,176.0,27.0,303.0,2886,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,102763162.0,608682.0,591603.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17079.0,102378454.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,31546062.0,2.0,,,,,,,,,,,,,,,,,, +90,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-06-22 12:24:38.000,2023-06-22 11:54:27,5569.0,674.0,423,78.0,4287.0,74.0,2085.0,2802,2023-04-11 17:45:32.960,5.1.0,39.0,156.0,36,True,ibis-framework,conda-forge/ibis-framework,,85.0,74987.0,573.0,527.0,https://pypi.org/project/ibis-framework,2018-03-30 23:37:34.000,46.0,71608.0,https://anaconda.org/conda-forge/ibis-framework,2023-06-16 13:17:09.683,290190.0,2.0,,,,,,,,,,,,,,,,,, +91,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-06-16 13:23:50.718,2023-04-02 16:48:18,1600.0,2.0,459,95.0,300.0,183.0,290.0,2392,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,36,True,pexpect,conda-forge/pexpect,,4334.0,31874300.0,301071.0,285009.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16062.0,31706750.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,14406145.0,1.0,,,,,,,,,,,,,,,,,, +92,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-06-16 13:25:35.305,2023-05-16 10:59:01,1496.0,3.0,439,131.0,549.0,296.0,369.0,2302,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,36,True,dateparser,conda-forge/dateparser,,,4639881.0,21613.0,20400.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1213.0,4637926.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,150607.0,2.0,,,,,,,,,,,,,,,,,, +93,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-06-22 13:10:49.000,2023-06-22 13:10:48,1062.0,33.0,409,54.0,282.0,10.0,307.0,2257,2023-06-22 06:12:29.713,2.2.0,36.0,80.0,36,True,mysqlclient,conda-forge/mysqlclient,,5247.0,3997094.0,135830.0,128657.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7173.0,3992237.0,https://anaconda.org/conda-forge/mysqlclient,2023-06-16 16:11:22.448,268413.0,2.0,,,,,,,,,,,,,,,,,, +94,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,9.0,329,67.0,122.0,18.0,175.0,1582,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,36,True,simplejson,conda-forge/simplejson,,6224.0,18226945.0,126990.0,106127.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20863.0,18189726.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2637623.0,2.0,,,,,,,,,,,,,,,,,, +95,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-06-16 13:22:49.606,2023-03-25 23:08:27,422.0,1.0,149,29.0,272.0,82.0,161.0,1386,2023-01-19 09:28:09.524,2.2.1,38.0,55.0,36,True,cloudpickle,conda-forge/cloudpickle,,23.0,26562741.0,84601.0,81818.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2783.0,26407598.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,13497492.0,2.0,,,,,,,,,,,,,,,,,, +96,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-06-22 13:04:26.000,2023-06-22 13:04:24,1961.0,7.0,195,26.0,577.0,91.0,190.0,559,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,36,True,traitlets,conda-forge/traitlets,,147.0,24078002.0,342183.0,327563.0,https://pypi.org/project/traitlets,2016-07-01 09:15:24.000,14620.0,23832168.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,21140778.0,2.0,,,,,,,,,,,,,,,,,, +97,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-06-22 01:18:58.000,2023-06-21 08:49:03,14882.0,279.0,6555,730.0,5323.0,1621.0,3493.0,16771,2023-04-26 15:20:33.000,1.20.0,14.0,576.0,35,True,micropython-_markupbase,,,62048.0,886.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +98,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-06-20 01:24:42.000,2023-05-02 06:15:57,457.0,27.0,465,68.0,258.0,203.0,163.0,11492,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12833371.0,2279.0,,https://pypi.org/project/typer,2022-07-06 18:56:31.000,2279.0,12795681.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1432244.0,2.0,,,,,,,,,,,,,,,,,, +99,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-06-16 13:21:47.758,2023-06-14 15:11:05,2424.0,9.0,1207,234.0,473.0,146.0,998.0,7801,2022-12-24 01:04:06.789,4.2.5,50.0,175.0,35,True,supervisor,conda-forge/supervisor,,,1251175.0,11286.0,9335.0,https://pypi.org/project/supervisor,2021-12-30 20:46:21.000,1951.0,1248120.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,259746.0,2.0,,,,,,,,,,,,,,,,,, +100,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-06-16 13:21:38.984,2023-05-22 16:29:34,1429.0,9.0,486,139.0,230.0,10.0,442.0,6629,2023-05-15 15:25:45.070,2.0.4,42.0,94.0,35,True,sh,conda-forge/sh,,,3976819.0,15189.0,12583.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2606.0,3974668.0,https://anaconda.org/conda-forge/sh,2023-06-16 13:21:38.984,174248.0,2.0,,,,,,,,,,,,,,,,,, +101,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-06-16 13:20:35.475,2023-03-12 19:26:01,221.0,,461,107.0,93.0,80.0,161.0,5164,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,xmltodict,conda-forge/xmltodict,,,26606487.0,60568.0,55146.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5422.0,26571088.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,2902757.0,2.0,,,,,,,,,,,,,,,,,, +102,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-06-09 22:59:22.392,2023-06-09 14:08:40,574.0,32.0,169,32.0,75.0,3.0,316.0,4677,2023-06-09 14:25:17.760,3.9.1,108.0,19.0,35,True,orjson,conda-forge/orjson,,,11601834.0,48119.0,47206.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,913.0,11581489.0,https://anaconda.org/conda-forge/orjson,2023-06-09 22:59:22.392,773143.0,2.0,,,,,,,,,,,,,,,,,, +103,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-06-16 13:17:29.659,2022-11-03 19:39:10,1206.0,,249,83.0,347.0,114.0,142.0,4264,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,18941203.0,102756.0,99319.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3437.0,18747706.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,16253782.0,2.0,,,,,,,,,,,,,,,,,, +104,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-06-12 13:40:38.968,2023-06-11 16:59:41,1168.0,6.0,576,138.0,309.0,35.0,214.0,4253,2023-06-11 17:09:02.366,3.5.0,44.0,121.0,35,True,tablib,conda-forge/tablib,,,1639135.0,56986.0,55720.0,https://pypi.org/project/tablib,2022-04-09 14:18:50.000,1266.0,1638025.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,87706.0,2.0,,,,,,,,,,,,,,,,,, +105,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-06-20 13:32:30.000,2023-06-20 13:32:29,879.0,28.0,367,88.0,258.0,25.0,314.0,4099,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,ujson,conda-forge/ujson,,,7396024.0,4347.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4347.0,7341201.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,3728002.0,2.0,,,,,,,,,,,,,,,,,, +106,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-06-16 13:24:30.860,2023-03-01 20:59:31,1023.0,,790,417.0,367.0,148.0,1144.0,3668,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,176.0,2875340.0,10147.0,9175.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,972.0,2875227.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7497.0,2.0,,,,,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-06-14 00:29:40.000,2023-06-13 17:57:52,1571.0,28.0,411,87.0,106.0,4.0,162.0,3245,2023-06-13 18:03:00.518,8.13.14,222.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4671627.0,1408.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1408.0,4662529.0,https://anaconda.org/conda-forge/phonenumbers,2023-06-13 22:27:29.454,764303.0,1.0,,,,,,,,,,,,,,,,,, +108,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-06-16 13:17:34.153,2023-06-07 00:15:35,983.0,7.0,161,23.0,145.0,164.0,313.0,1936,2022-10-23 22:50:21.000,dill-0.3.6,25.0,43.0,35,True,dill,conda-forge/dill,,290555.0,25582157.0,106973.0,103244.0,https://pypi.org/project/dill,2022-05-20 11:21:11.000,3729.0,25528557.0,https://anaconda.org/conda-forge/dill,2023-06-16 13:17:34.153,4292098.0,2.0,,,,,,,,,,,,,,,,,, +109,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-06-15 05:12:05.000,2023-06-11 23:37:42,733.0,42.0,115,35.0,205.0,50.0,189.0,1219,2023-06-11 23:38:46.083,3.1.1,117.0,65.0,35,True,argcomplete,conda-forge/argcomplete,,287.0,19696485.0,46219.0,44080.0,https://pypi.org/project/argcomplete,2018-02-13 15:41:12.000,2139.0,19681492.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1139297.0,2.0,,,,,,,,,,,,,,,,,, +110,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-06-17 18:23:48.000,2023-06-17 18:21:20,4484.0,27.0,250,59.0,344.0,151.0,535.0,1214,2022-12-23 13:29:42.000,3.8.0,36.0,119.0,35,True,tables,conda-forge/pytables,,172.0,779851.0,49375.0,46891.0,https://pypi.org/project/tables,2021-12-28 21:42:08.000,2484.0,705970.0,https://anaconda.org/conda-forge/pytables,2023-06-16 13:23:32.103,6058150.0,2.0,,,,,,,,,,,,,,,,,, +111,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-06-22 11:32:21.000,2023-06-21 16:13:54,1926.0,209.0,384,19.0,876.0,102.0,343.0,990,2023-06-21 16:43:02.350,0.27.1,55.0,212.0,35,True,holidays,conda-forge/holidays,,176.0,5094299.0,423.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,423.0,5001791.0,https://anaconda.org/conda-forge/holidays,2023-06-19 22:18:34.792,3237748.0,2.0,,,,,,,,,,,,,2.0,,,,, +112,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-06-16 19:19:05.750,2023-05-22 23:51:10,520.0,9.0,1912,361.0,445.0,335.0,180.0,30128,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,34,True,diagrams,conda-forge/diagrams,,,108465.0,1083.0,1048.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,104078.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,162325.0,2.0,,,,,,,,,,,,,,,,,, +113,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-06-16 13:16:27.865,2023-05-06 17:25:38,1519.0,4.0,340,147.0,191.0,60.0,102.0,6221,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,34,True,boltons,conda-forge/boltons,,23.0,3553342.0,4984.0,4571.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,413.0,3526233.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,2304267.0,2.0,,,,,,,,,,,,,,,,,, +114,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-06-20 03:17:00.000,2023-06-10 10:48:45,796.0,3.0,331,65.0,240.0,246.0,274.0,5493,2020-07-24 18:17:05.000,2.1.2,53.0,89.0,34,True,pendulum,conda-forge/pendulum,,133.0,11592206.0,21855.0,20681.0,https://pypi.org/project/pendulum,2020-07-24 18:16:40.000,1174.0,11581698.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,756530.0,3.0,,,,,,,,,,,,,,,,,, +115,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-06-16 19:26:12.766,2023-06-05 08:51:50,1175.0,16.0,313,41.0,465.0,452.0,479.0,3616,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,10.0,87652.0,5805.0,5708.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,97.0,87104.0,https://anaconda.org/conda-forge/tortoise-orm,2023-06-16 19:26:12.766,13158.0,2.0,,,,,,,,,,,,,,,,,, +116,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-06-16 19:23:27.559,2023-06-14 17:35:02,687.0,19.0,271,35.0,469.0,105.0,334.0,3089,2023-03-02 15:20:46.983,3.1.12,81.0,111.0,34,True,dynaconf,conda-forge/dynaconf,,,1606135.0,6940.0,6694.0,https://pypi.org/project/dynaconf,2022-06-06 18:03:52.000,246.0,1604510.0,https://anaconda.org/conda-forge/dynaconf,2023-06-16 19:23:27.559,52007.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +117,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-06-16 13:23:29.896,2021-05-05 20:47:21,1145.0,,230,49.0,261.0,49.0,295.0,2991,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,4865826.0,14886.0,13774.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1112.0,4861894.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,322438.0,2.0,,,,,,,,,,,,,,,,,, +118,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-06-16 13:25:40.684,2023-04-14 13:49:36,454.0,11.0,525,126.0,202.0,61.0,932.0,2686,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,34,False,pyodbc,conda-forge/pyodbc,,,24859109.0,2106.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2106.0,24844254.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1039879.0,2.0,,,,,,,,,,,,,,,,,, +119,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-06-16 13:25:23.453,2023-05-30 10:38:03,1260.0,8.0,185,48.0,307.0,126.0,221.0,2608,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,plumbum,conda-forge/plumbum,,,1188023.0,4730.0,4271.0,https://pypi.org/project/plumbum,2021-12-23 19:58:48.000,459.0,1175637.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,966153.0,3.0,,,,,,,,,,,,,,,,,, +120,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-06-16 13:23:09.631,2023-03-30 18:24:09,324.0,3.0,264,48.0,98.0,36.0,157.0,2346,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5341867.0,46637.0,43399.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3238.0,5338931.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,217323.0,2.0,,,,,,,,,,,,,,,,,, +121,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-06-17 23:19:10.000,2023-06-17 23:19:09,215.0,5.0,143,36.0,57.0,50.0,60.0,2303,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,34,True,aiofiles,conda-forge/aiofiles,,,8055674.0,98123.0,96279.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1844.0,8045546.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,688761.0,2.0,,,,,,,,,,,,,,,,,, +122,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-06-22 13:20:18.000,2023-06-22 11:31:37,1325.0,225.0,181,43.0,1085.0,59.0,510.0,2294,2023-06-21 08:17:00.577,0.34.0,652.0,63.0,34,True,docarray,conda-forge/docarray,,,110350.0,453.0,443.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,10.0,104320.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,102518.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,, +123,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-06-21 21:21:33.000,2023-06-21 21:21:16,1733.0,15.0,198,88.0,210.0,,,2173,2023-06-21 21:29:27.000,3.2.0,44.0,43.0,34,True,motor,conda-forge/motor,,,880690.0,64095.0,62951.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1144.0,879616.0,https://anaconda.org/conda-forge/motor,2023-06-16 16:12:25.302,58036.0,2.0,,,,,,,,,,,,,,,,,, +124,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-06-20 17:09:48.000,2023-01-30 20:16:12,9680.0,,894,87.0,1717.0,78.0,114.0,1945,2023-01-09 20:58:01.975,3.7.0,70.0,457.0,34,True,apache-libcloud,,,,135458.0,3867.0,3012.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,855.0,135458.0,,,,2.0,,,,,,,,,,,,,,,,,, +125,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-06-16 16:12:39.132,2022-12-29 07:29:09,696.0,,140,43.0,108.0,23.0,144.0,1870,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,55287142.0,294685.0,292403.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2282.0,54953568.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,18680167.0,1.0,,,,,,,,,,,,,,,,,, +126,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-06-16 13:23:22.471,2023-05-23 16:41:08,852.0,4.0,223,47.0,272.0,8.0,262.0,1759,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,msgpack,conda-forge/msgpack-python,,1058.0,32996152.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,32838125.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,12482872.0,3.0,,,,,,,,,,,,,,,,,, +127,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-06-21 08:37:31.000,2023-06-15 17:37:15,467.0,17.0,257,26.0,110.0,13.0,142.0,1698,2023-06-15 17:44:08.427,2.5.1,39.0,60.0,34,True,emoji,conda-forge/emoji,,,1794634.0,58732.0,57311.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1421.0,1793062.0,https://anaconda.org/conda-forge/emoji,2023-06-16 00:26:59.582,53456.0,1.0,,,,,,,,,,,,,,,,,, +128,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-06-15 16:14:37.000,2023-06-06 21:24:28,6024.0,35.0,520,80.0,1088.0,7.0,,1339,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1186382.0,5831.0,5136.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,695.0,1184089.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,169693.0,2.0,,,,,,,,,,,,,,,,,, +129,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-06-16 13:23:11.709,2023-05-26 20:00:07,1357.0,11.0,158,34.0,158.0,62.0,229.0,1137,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,8078799.0,2356.0,,https://pypi.org/project/jsonpickle,2022-05-11 16:03:32.000,2356.0,8059131.0,https://anaconda.org/conda-forge/jsonpickle,2023-06-16 13:23:11.709,1376819.0,3.0,,,,,,,,,,,,,,,,,, +130,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-16 13:24:17.374,2023-05-14 21:12:56,446.0,60.0,181,28.0,93.0,57.0,139.0,1101,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,34,True,sshtunnel,conda-forge/sshtunnel,,,4791879.0,5892.0,5595.0,https://pypi.org/project/sshtunnel,2020-09-25 15:00:54.000,297.0,4790473.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,113923.0,3.0,,,,,,,,,,,,,,,,,, +131,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-06-16 13:21:18.228,2023-02-12 00:08:39,785.0,,192,42.0,112.0,142.0,269.0,1076,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,30466763.0,25376.0,24690.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,686.0,30427939.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3183620.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,, +132,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-06-21 09:14:04.000,2023-06-21 09:14:04,651.0,54.0,122,21.0,247.0,40.0,117.0,959,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,pluggy,conda-forge/pluggy,,,61965617.0,10354.0,,https://pypi.org/project/pluggy,2018-07-28 22:45:29.000,10354.0,61337133.0,https://anaconda.org/conda-forge/pluggy,2023-06-19 13:41:56.667,20111488.0,2.0,,,,,,,,,,,,,2.0,,,,, +133,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-06-16 13:18:04.782,2022-11-25 10:32:48,386.0,,100,23.0,54.0,11.0,93.0,765,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,64336204.0,464351.0,440084.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24267.0,64079997.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,21265263.0,2.0,,,,,,,,,,,,,,,,,, +134,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-06-09 21:29:13.035,2023-06-09 17:43:47,992.0,17.0,226,20.0,357.0,105.0,281.0,693,2023-06-09 17:45:04.039,2023.6.0,59.0,119.0,34,True,s3fs,conda-forge/s3fs,,,107614733.0,14307.0,13712.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,595.0,107546939.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,5762556.0,2.0,,,,,,,,,,,,,,,,,, +135,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-06-19 23:27:09.000,2023-06-19 23:27:06,250.0,28.0,85,14.0,148.0,13.0,82.0,554,2023-06-12 22:04:06.461,3.12.2,61.0,36.0,34,True,filelock,conda-forge/filelock,,,58830999.0,270061.0,267520.0,https://pypi.org/project/filelock,2022-05-31 20:21:36.000,2541.0,58672278.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,13332573.0,2.0,,,,,,,,,,,,,,,,,, +136,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-06-16 13:24:57.783,2023-04-03 23:11:42,649.0,9.0,70,15.0,31.0,29.0,44.0,263,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,34,True,pytz,conda-forge/pytz,,,116199108.0,1625284.0,1542589.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82695.0,115712487.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,41362856.0,3.0,,,,,,,,,,,,,,,,,, +137,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,66.0,232,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,pyasn1,conda-forge/pyasn1,,,120123425.0,370825.0,355854.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14971.0,119976971.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12009289.0,3.0,,,,,,,,,,,,,,,,,, +138,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-06-16 13:18:04.019,2023-05-04 19:39:46,551.0,7.0,122,16.0,211.0,46.0,33.0,173,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,214134036.0,211018.0,206708.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4310.0,213946562.0,https://anaconda.org/conda-forge/s3transfer,2023-06-16 13:18:04.019,15560394.0,2.0,,,,,,,,,,,,,,,,,, +139,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-06-16 13:18:57.691,2023-03-20 14:32:03,469.0,,232,48.0,187.0,86.0,141.0,4881,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,27629275.0,1247.0,,https://pypi.org/project/tenacity,2021-07-12 09:36:20.000,1247.0,27563839.0,https://anaconda.org/conda-forge/tenacity,2023-06-16 13:18:57.691,4776841.0,2.0,,,,,,,,,,,,,,,,,, +140,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-06-16 13:21:36.044,2021-08-21 19:45:33,503.0,,444,98.0,159.0,3.0,,2073,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,xlrd,conda-forge/xlrd,,,20030400.0,166742.0,158337.0,https://pypi.org/project/xlrd,2018-12-15 17:47:45.000,8405.0,19985971.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3332182.0,2.0,,,,,,,,,,,,,,,,,, +141,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-06-16 13:25:16.936,2023-05-23 21:47:18,771.0,12.0,194,61.0,90.0,70.0,284.0,1965,2022-10-26 03:44:13.980,2.8.4,46.0,65.0,33,True,numexpr,conda-forge/numexpr,,301.0,4849193.0,3077.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3077.0,4768721.0,https://anaconda.org/conda-forge/numexpr,2023-06-16 13:25:16.936,6598466.0,2.0,,,,,,,,,,,,,,,,,, +142,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-06-16 15:20:12.000,2022-12-02 19:42:35,380.0,,245,49.0,147.0,54.0,84.0,1928,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,,,49426224.0,39178.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39175.0,49154307.0,https://anaconda.org/conda-forge/chardet,2023-06-16 13:21:29.198,20664774.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,13.0,,,,,,,,,,,,, +143,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-06-21 01:17:05.000,2023-06-21 01:16:59,700.0,1.0,209,44.0,69.0,37.0,134.0,1867,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,wrapt,conda-forge/wrapt,,,77305577.0,11752.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11752.0,77161731.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,11795416.0,2.0,,,,,,,,,,,,,,,,,, +144,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,8.0,168,35.0,158.0,53.0,85.0,1826,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,125294203.0,6924.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6924.0,125109008.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,15371217.0,3.0,,,,,,,,,,,,,,,,,, +145,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-06-16 13:22:02.201,2023-05-10 07:18:57,976.0,1.0,197,28.0,149.0,66.0,183.0,1684,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,33,True,deepdiff,conda-forge/deepdiff,,,8977885.0,7990.0,7249.0,https://pypi.org/project/deepdiff,2022-04-10 06:29:15.000,741.0,8973703.0,https://anaconda.org/conda-forge/deepdiff,2023-06-16 13:22:02.201,284439.0,1.0,,,,,,,,,,,,,,,,,, +146,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-21 04:32:18.000,2023-06-18 23:57:34,679.0,5.0,216,62.0,394.0,119.0,601.0,1422,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,typing,conda-forge/typing,,,7971950.0,5850.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5850.0,7940745.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2714837.0,2.0,,,,,,,,,,,,,2.0,,,,, +147,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-06-22 04:59:06.000,2023-06-21 15:54:04,1788.0,33.0,217,47.0,787.0,264.0,360.0,1167,2023-06-14 14:44:03.868,2.15.0,69.0,87.0,33,True,zarr,conda-forge/zarr,,,366777.0,2747.0,2417.0,https://pypi.org/project/zarr,2022-06-23 08:47:31.000,330.0,297711.0,https://anaconda.org/conda-forge/zarr,2023-06-14 20:28:31.564,2417327.0,2.0,,,,,,,,,,,,,,,,,, +148,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-06-22 00:21:00.000,2023-06-22 00:20:35,1996.0,32.0,139,19.0,153.0,55.0,428.0,1053,2023-06-22 00:59:09.087,24.0.1,188.0,113.0,33,True,keyring,conda-forge/keyring,,,23720318.0,3982.0,,https://pypi.org/project/keyring,2022-06-08 12:36:04.000,3982.0,23626074.0,https://anaconda.org/conda-forge/keyring,2023-06-20 17:59:05.852,3298555.0,3.0,,,,,,,,,,,,,,,,,, +149,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-06-21 04:25:35.000,2023-06-21 04:25:26,475.0,44.0,143,29.0,458.0,5.0,108.0,1020,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,38147177.0,7993.0,,https://pypi.org/project/bcrypt,2022-05-01 17:58:52.000,7993.0,38083514.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3501477.0,3.0,,,,,,,,,,,,,,,,,, +150,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-06-16 13:17:22.442,2023-04-04 11:45:40,1273.0,7.0,96,32.0,203.0,43.0,191.0,906,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,667086.0,42936.0,41303.0,https://pypi.org/project/Bottleneck,2022-07-02 20:04:56.000,1633.0,626007.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3491785.0,2.0,,,,,,,,,,,,,,,,,, +151,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-06-16 13:24:09.147,2023-05-29 07:45:57,1454.0,33.0,175,99.0,695.0,6.0,220.0,806,2023-05-26 10:38:07.000,5.9.0,123.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,166555.0,4896.0,4671.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,225.0,164021.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-06-16 13:24:09.147,182453.0,3.0,,,,,,,,,,,,,,,,,, +152,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-06-16 16:15:33.628,2023-05-21 02:51:57,1107.0,8.0,272,32.0,779.0,3.0,498.0,642,2023-05-20 18:50:38.000,7.1.15,87.0,114.0,33,True,minio,conda-forge/minio,,,1120578.0,4757.0,4757.0,https://pypi.org/project/minio,,,1117854.0,https://anaconda.org/conda-forge/minio,2023-06-16 16:15:33.628,130783.0,3.0,,,,,,,,,,,,,,,,,, +153,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-06-16 13:14:30.533,2023-04-25 14:03:00,581.0,13.0,100,12.0,108.0,24.0,98.0,440,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,117212521.0,299608.0,292588.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7020.0,117072397.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,11630309.0,3.0,,,,,,,,,,,,,,,,,, +154,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-06-16 13:05:53.574,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,331,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,33,True,wcwidth,conda-forge/wcwidth,,,35429445.0,424682.0,411291.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13391.0,35222101.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,18661026.0,3.0,,,,,,,,,,,,,,,,,, +155,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-06-16 13:20:58.043,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,130.0,292,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,49467035.0,108293.0,101242.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7051.0,49355021.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8065035.0,3.0,,,,,,,,,,,,,,,,,, +156,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-05-30 02:04:07.000,2023-05-30 02:03:57,2756.0,9.0,575,147.0,464.0,196.0,981.0,10563,2023-05-06 04:09:50.000,1.9.1,218.0,59.0,32,True,dearpygui,,,,30525.0,2028.0,1992.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,36.0,30525.0,,,,2.0,,,,,,,,,,,,,,,,,, +157,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-06-22 07:57:41.000,2023-06-20 17:46:51,7699.0,575.0,478,76.0,1989.0,45.0,378.0,6213,2023-06-20 17:43:42.000,3.6.5,154.0,112.0,32,True,hub,,,,5586.0,377.0,324.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,53.0,5586.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,, +158,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-06-12 22:06:12.645,2023-06-12 18:55:10,694.0,6.0,505,104.0,152.0,14.0,287.0,5930,2023-06-12 19:08:02.174,4.8.0,68.0,81.0,32,True,tinydb,conda-forge/tinydb,,,418143.0,11872.0,11021.0,https://pypi.org/project/tinydb,2022-02-19 16:17:56.000,851.0,414505.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,305653.0,2.0,,,,,,,,,,,,,,,,,, +159,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-25 18:23:04.000,2023-03-04 17:45:05,299.0,,557,132.0,186.0,169.0,338.0,5675,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,70778.0,5673.0,5598.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,70778.0,,,,2.0,,,,,,,,,,,,python-eel/Eel,,,,,, +160,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-06-16 13:24:11.575,2023-06-13 22:59:11,1835.0,7.0,589,132.0,329.0,65.0,811.0,5481,2023-02-22 18:29:02.053,1.1.1,37.0,106.0,32,True,csvkit,conda-forge/csvkit,,,143754.0,1750.0,1381.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,369.0,142544.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,90823.0,2.0,,,,,,,,,,,,,,,,,, +161,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,191.0,3430,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,True,keyboard,conda-forge/keyboard,,,498587.0,11756.0,11317.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,439.0,497781.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,19366.0,3.0,,,,,,,,,,,,,,,,,, +162,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-06-16 13:24:51.366,2023-05-30 15:08:11,519.0,6.0,732,68.0,394.0,82.0,399.0,3411,2023-05-24 21:38:33.000,0.17.0,46.0,132.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19015594.0,703.0,,https://pypi.org/project/prometheus_client,2022-04-08 16:07:14.000,703.0,18870983.0,https://anaconda.org/conda-forge/prometheus_client,2023-06-16 13:24:51.366,11568956.0,3.0,,,,,,,,,,,,,,,,,, +163,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-16 16:15:24.146,2022-12-14 22:13:47,1548.0,,338,272.0,1629.0,108.0,485.0,3275,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,"['spark', 'pandas']",1017.0,1873385.0,319.0,303.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1867403.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,292217.0,2.0,,,,,,,,,,,,,,,,,, +164,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,85.0,77.0,313.0,328.0,3259,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,pony,conda-forge/pony,,56.0,83218.0,3868.0,3513.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,355.0,82026.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,91839.0,3.0,,,,,,,,,,,,,,,,,, +165,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-06-16 16:16:47.757,2023-04-22 06:02:17,441.0,19.0,287,18.0,110.0,11.0,125.0,3114,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,32,True,gdown,conda-forge/gdown,,,1081306.0,18397.0,18076.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,321.0,1077060.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,191105.0,2.0,,,,,,,,,,,,,,,,,, +166,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-06-16 19:27:23.562,2022-12-19 03:14:24,1998.0,,224,48.0,187.0,157.0,351.0,2983,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1048133.0,2259.0,2160.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,99.0,1046892.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,26067.0,2.0,,,,,,,,,,,,,,,,,, +167,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-06-21 14:59:13.000,2023-06-16 14:35:56,1649.0,47.0,100,39.0,1245.0,64.0,342.0,2796,2023-04-21 13:15:57.804,0.20.0,22.0,44.0,32,True,returns,conda-forge/returns,,,94635.0,421.0,365.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,56.0,94409.0,https://anaconda.org/conda-forge/returns,2023-06-16 19:25:53.310,5666.0,2.0,,,,,,,,,,,,,,,,,, +168,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,73.0,2759,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,5139983.0,7507.0,6641.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,866.0,5137858.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,99919.0,2.0,,,,,,,,,,,,,,,,,, +169,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2601,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,84306.0,1427.0,1313.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,77965.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,513666.0,2.0,,,,,,,,,,,,,,,,,, +170,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,2.0,176,27.0,72.0,5.0,81.0,2448,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,python-decouple,conda-forge/python-decouple,,11.0,1363114.0,105217.0,101917.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3300.0,1362192.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,63654.0,2.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +171,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-06-22 09:15:41.000,2023-06-21 13:16:15,551.0,20.0,194,16.0,521.0,202.0,394.0,2393,2023-05-09 22:05:37.574,0.15.1,67.0,96.0,32,True,pandera,conda-forge/pandera-core,['pandas'],,858070.0,955.0,889.0,https://pypi.org/project/pandera,2022-05-01 00:31:53.000,66.0,857318.0,https://anaconda.org/conda-forge/pandera-core,2023-06-16 19:23:18.256,24078.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,, +172,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-06-20 16:41:45.000,2023-05-26 12:43:27,820.0,4.0,424,42.0,618.0,259.0,361.0,2196,2023-04-26 00:04:01.470,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,1999080.0,1597.0,1439.0,https://pypi.org/project/pynamodb,2022-02-09 20:57:35.000,158.0,1991000.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,371683.0,3.0,,,,,,,,,,,,,,,,,, +173,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-06-16 19:27:43.516,2022-03-15 11:17:01,1020.0,,247,38.0,349.0,137.0,246.0,2053,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2188989.0,13253.0,13170.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,83.0,2188876.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2268.0,3.0,,,,,,,,,,,,,,,,,, +174,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-06-16 13:24:19.283,2023-05-27 20:35:28,269.0,5.0,141,27.0,47.0,6.0,220.0,1693,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,76909666.0,3274.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3274.0,76797541.0,https://anaconda.org/conda-forge/cachetools,2023-06-16 13:24:19.283,8970074.0,1.0,,,,,,,,,,,,,,,,,, +175,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-06-16 13:16:45.003,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1658,2023-02-04 15:10:07.082,4.6.0,45.0,64.0,32,True,humanize,conda-forge/humanize,,,4476707.0,1957.0,,https://pypi.org/project/humanize,2022-06-30 08:40:54.000,1957.0,4471840.0,https://anaconda.org/conda-forge/humanize,2023-06-16 13:16:45.003,408898.0,2.0,,,,,,,,,,,,,,,,,, +176,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-06-16 19:18:45.040,2022-11-15 21:25:21,970.0,,496,99.0,401.0,142.0,379.0,1646,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,32,True,influxdb,conda-forge/influxdb,,,1758371.0,8424.0,7176.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1248.0,1755194.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,120728.0,3.0,,,,,,,,,,,,,,,,,, +177,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-06-21 18:54:45.000,2023-06-21 18:54:43,1328.0,70.0,225,40.0,559.0,117.0,754.0,1517,2023-06-07 20:48:52.000,1.2.0,99.0,43.0,32,False,sdv,conda-forge/sdv,,,95472.0,241.0,229.0,https://pypi.org/project/sdv,2022-07-01 17:15:22.000,12.0,94884.0,https://anaconda.org/conda-forge/sdv,2023-06-09 04:42:48.816,10588.0,2.0,,,,,,,,,,,,,,,,,, +178,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-06-22 02:37:58.000,2023-06-22 02:37:57,1044.0,10.0,83,17.0,557.0,80.0,427.0,1513,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,32,True,omegaconf,conda-forge/omegaconf,,,4446116.0,14627.0,14329.0,https://pypi.org/project/omegaconf,2022-05-27 21:48:35.000,298.0,4422248.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,978618.0,2.0,,,,,,,,,,,,,,,,,, +179,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-06-16 13:16:58.492,2022-11-23 19:30:21,1274.0,,181,49.0,196.0,80.0,370.0,1128,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,886280.0,3489.0,3405.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,883937.0,https://anaconda.org/conda-forge/petl,2023-06-16 13:16:58.492,189807.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +180,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,94,68.0,94.0,49.0,59.0,978,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,13586427.0,258378.0,243464.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14914.0,13482776.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9017662.0,3.0,,,,,,,,,,,,,,,,,, +181,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-06-17 02:23:57.000,2023-06-09 21:25:17,1969.0,73.0,131,45.0,407.0,108.0,247.0,907,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,32,True,intake,conda-forge/intake,,,83152.0,1395.0,1282.0,https://pypi.org/project/intake,2022-01-09 22:33:59.000,113.0,75414.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,425634.0,2.0,,,,,,,,,,,,,,,,,, +182,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-16 19:28:19.001,2023-03-28 20:26:40,1267.0,7.0,245,18.0,211.0,26.0,301.0,851,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,32,True,fastcore,conda-forge/fastcore,,,632892.0,4043.0,3764.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,279.0,630295.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,46751.0,3.0,,,,,,,,,,,,,,,,,, +183,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-06-17 10:12:47.000,2023-05-23 06:40:42,315.0,20.0,131,16.0,143.0,14.0,121.0,775,2023-04-13 01:35:07.000,0.21.1,38.0,44.0,32,True,validators,conda-forge/validators,,,5369623.0,74930.0,73259.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1671.0,5359990.0,https://anaconda.org/conda-forge/validators,2023-06-16 16:19:01.999,414245.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,, +184,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-06-21 16:53:43.000,2023-06-04 00:01:09,350.0,7.0,119,60.0,339.0,50.0,253.0,370,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,312.0,7103092.0,7510.0,7196.0,https://pypi.org/project/pandas-gbq,2022-06-09 14:31:04.000,314.0,7078941.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-16 13:23:27.859,1811068.0,3.0,,,,,,,,,,,,,,,,,, +185,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-06-22 13:11:57.000,2023-06-21 11:15:35,778.0,28.0,60,21.0,381.0,159.0,241.0,330,2023-03-14 09:22:38.000,1.13.0,73.0,34.0,32,True,param,conda-forge/param,,,463396.0,7311.0,7174.0,https://pypi.org/project/param,2017-04-26 13:48:49.000,137.0,447090.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1206682.0,2.0,,,,,,,,,,,,,,,,,, +186,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-06-21 00:17:30.000,2023-02-21 11:02:54,236.0,,426,138.0,238.0,228.0,146.0,10049,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,31,True,sqlmodel,conda-forge/sqlmodel,['pydantic'],,409602.0,6397.0,6263.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,134.0,409027.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,12658.0,3.0,,,,,,,,,,,,,,,,,, +187,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-06-16 16:09:17.692,2023-06-10 21:33:08,969.0,9.0,362,85.0,169.0,,578.0,4517,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,31,True,huey,conda-forge/huey,,,87049.0,1381.0,1207.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,174.0,86550.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,30982.0,2.0,,,,,,,,,,,,,,,,,, +188,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-06-22 12:35:33.000,2023-06-21 23:25:58,5297.0,70.0,1000,239.0,1250.0,,,3864,2023-06-21 18:17:54.000,4.4.0,26.0,202.0,31,True,pymongo,conda-forge/pymongo,,,19641188.0,,,https://pypi.org/project/pymongo,,,19628262.0,https://anaconda.org/conda-forge/pymongo,2023-06-16 13:17:59.108,1085845.0,3.0,,,,,,,,,,,,,-7.0,,,,, +189,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-06-22 01:26:10.000,2023-06-22 00:58:42,6467.0,604.0,596,86.0,1175.0,133.0,561.0,3513,2023-04-12 02:29:00.815,0.3.1,63.0,238.0,31,True,toga,,,1598.0,2451.0,36.0,,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,2249.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,3.0,,,,,,,,,,,,, +190,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-06-16 16:14:12.226,2023-05-24 07:33:50,320.0,1.0,244,51.0,193.0,138.0,185.0,3453,2022-12-18 09:18:01.579,0.7.0,41.0,53.0,31,True,databases,conda-forge/databases,,,391631.0,19333.0,19204.0,https://pypi.org/project/databases,2022-05-30 16:08:56.000,129.0,388131.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,182022.0,3.0,,,,,,,,,,,,,,,,,, +191,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3147,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,blaze,conda-forge/blaze,,,7645.0,9912.0,9094.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,4765.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201661.0,3.0,,,,,,,,,,,,,,,,,, +192,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-06-22 13:16:40.000,2023-06-20 05:15:41,5740.0,246.0,300,41.0,1441.0,32.0,171.0,2923,2023-06-19 20:38:42.000,0.40.3,95.0,69.0,31,True,zenml,,,1.0,5691.0,111.0,109.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,2.0,5691.0,,,,2.0,,,,,,,,,,,,,,,,,, +193,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-06-16 13:24:40.462,2023-01-19 03:03:16,1011.0,,351,48.0,369.0,80.0,307.0,2895,2022-12-12 07:24:03.639,6.3.0,55.0,101.0,31,True,smart-open,conda-forge/smart_open,,,13271860.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,13248305.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,1884410.0,2.0,,,,,,,,,,,,,,,,,, +194,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-06-16 16:16:00.762,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2559,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,schematics,conda-forge/schematics,,,151195.0,1913.0,1526.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,150652.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25522.0,3.0,,,,,,,,,,,,,,,,,, +195,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-06-16 13:24:19.491,2023-06-13 11:54:28,462.0,1.0,203,39.0,239.0,41.0,201.0,1771,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,voluptuous,conda-forge/voluptuous,,,2098961.0,14796.0,13466.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1330.0,2095428.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,293275.0,3.0,,,,,,,,,,,,,,,,,, +196,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,5.0,212,46.0,177.0,55.0,336.0,1442,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1336297.0,1984.0,1893.0,https://pypi.org/project/pygsheets,2021-02-05 22:34:35.000,91.0,1336297.0,,,,3.0,,,,,,,,,,,,,,,,,, +197,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-06-16 13:25:19.012,2023-02-24 16:19:12,264.0,,100,34.0,67.0,3.0,64.0,1346,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,10953145.0,2813.0,,https://pypi.org/project/python-slugify,2022-04-27 16:08:59.000,2813.0,10933669.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1577634.0,2.0,,,,,,,,,,,,,,,,,, +198,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-06-22 05:07:22.000,2023-06-22 05:07:20,1196.0,112.0,128,22.0,718.0,54.0,320.0,1106,2023-06-04 16:00:40.488,8.0.0,54.0,57.0,31,True,copier,,,,49786.0,450.0,429.0,https://pypi.org/project/copier,2022-06-13 09:59:15.000,21.0,49786.0,,,,3.0,,,,,,,,,,,,,,,,,, +199,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-06-17 13:42:05.000,2023-06-17 13:42:03,486.0,17.0,81,24.0,237.0,29.0,66.0,1083,2022-11-22 23:32:02.583,2.0.1,33.0,32.0,31,True,cleo,conda-forge/cleo,,,11984564.0,15434.0,15200.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,234.0,11976213.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,484398.0,3.0,,,,,,,,,,,,python-poetry/cleo,,,,,, +200,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-06-20 23:57:03.000,2023-06-03 00:03:42,1147.0,12.0,81,17.0,721.0,15.0,121.0,345,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,4086.0,70407804.0,3161.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3161.0,70277055.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,9541138.0,2.0,,,,,,,,,,,,,,,,,, +201,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:07:57.000,2023-05-31 09:44:31,300.0,22.0,56,7.0,68.0,3.0,77.0,169,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,30560280.0,3729.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3729.0,30534246.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2186922.0,3.0,,,,,,,,,,,,,,,,,, +202,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-06-22 01:15:04.000,2023-06-08 22:02:10,748.0,17.0,46,45.0,618.0,33.0,157.0,52,2023-06-08 22:10:14.951,2.19.0,72.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4133347.0,2927.0,2918.0,https://pypi.org/project/google-cloud-bigtable,2017-11-02 20:09:23.000,9.0,4131608.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-06-09 04:10:20.956,86996.0,3.0,,,,,,,,,,,,,,,,,, +203,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2018-06-07 13:52:28.873,2023-06-21 23:25:07.000,2023-06-21 23:25:06,794.0,15.0,36,12.0,49.0,3.0,229.0,46,2023-02-17 22:33:05.683,5.12.0,61.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,51849541.0,1121.0,,https://pypi.org/project/importlib-resources,2018-11-01 17:42:19.000,1121.0,51630549.0,https://anaconda.org/conda-forge/importlib_resources,2023-06-16 16:08:58.224,13139552.0,2.0,,,,,,,,,,,,,,,,,, +204,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-06-21 23:28:36.000,2023-06-21 23:28:35,617.0,15.0,35,4.0,36.0,4.0,56.0,38,2023-02-25 02:18:04.386,3.15.0,45.0,21.0,31,False,zipp,conda-forge/zipp,,,136992073.0,3934.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3934.0,136444000.0,https://anaconda.org/conda-forge/zipp,2023-06-16 16:07:26.860,28499839.0,3.0,,,,,,,,,,,,,,,,,, +205,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6983,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,records,conda-forge/records,,,208419.0,1212.0,1036.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,176.0,208095.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24006.0,3.0,,,,,,,,,,,,,,,,,, +206,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-06-16 16:15:57.668,2023-02-17 21:58:39,2685.0,,847,174.0,737.0,21.0,959.0,5513,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1040.0,28844.0,335.0,323.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,27927.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,42491.0,3.0,,,,,,,,,,,,,,,,,, +207,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5031,,,26.0,28.0,30,False,pdfminer,conda-forge/pdfminer,,,197092.0,4848.0,4045.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,803.0,196715.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,30993.0,3.0,,,,,,,,,,,,,,,,,, +208,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-06-16 16:15:31.911,2023-01-06 09:03:57,998.0,,512,91.0,180.0,11.0,420.0,4914,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,428408.0,3324.0,3062.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,262.0,418849.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,458841.0,1.0,,,,,,,,,,,,,,,,,, +209,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,55.0,73.0,15.0,64.0,2367,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,addict,conda-forge/addict,,19.0,2415933.0,6147.0,5784.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,363.0,2411097.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,401397.0,2.0,,,,,,,,,,,,,,,,,, +210,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-06-06 05:58:46.000,2023-06-06 05:58:00,217.0,3.0,267,49.0,57.0,43.0,111.0,2010,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,30,True,datasketch,,,19.0,1029369.0,851.0,790.0,https://pypi.org/project/datasketch,2021-12-16 06:00:34.000,61.0,1029369.0,,,,3.0,,,,,,,,,,,,,,,,,, +211,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-06-20 16:24:19.000,2023-06-20 15:54:36,2284.0,39.0,175,40.0,367.0,23.0,261.0,1813,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,pyscaffold,conda-forge/pyscaffold,,,289455.0,58.0,,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,58.0,287477.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-16 13:17:20.299,170147.0,3.0,,,,,,,,,,,,,,,,,, +212,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,14.0,149,94.0,1931.0,160.0,1335.0,1705,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,30,True,datatable,conda-forge/datatable,,2007.0,74727.0,22.0,,https://pypi.org/project/datatable,2018-05-08 01:27:26.000,22.0,73988.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,21333.0,3.0,,,,,,,,,,,,,,,,,, +213,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-06-21 21:05:28.000,2023-06-21 21:05:25,1026.0,4.0,310,71.0,395.0,102.0,364.0,1461,2023-02-24 19:29:46.000,0.22.0,13.0,82.0,30,True,mleap,conda-forge/mleap,,,135320.0,235.0,212.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,23.0,133930.0,https://anaconda.org/conda-forge/mleap,2023-06-16 16:14:50.915,69533.0,2.0,,,,,,,,,,,,,,,,,, +214,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-06-17 15:33:57.000,2023-06-17 15:32:01,618.0,12.0,56,15.0,220.0,3.0,52.0,1305,2023-01-02 18:35:41.085,0.22.1,41.0,14.0,30,True,bidict,conda-forge/bidict,,,1637353.0,14851.0,14376.0,https://pypi.org/project/bidict,2022-03-23 22:21:10.000,475.0,1633810.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,287044.0,2.0,,,,,,,,,,,,,,,,,, +215,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,306,52.0,210.0,28.0,265.0,1087,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,redis-py-cluster,,,3768.0,1938961.0,1820.0,1603.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,217.0,1938925.0,,,,3.0,,,,,,,,,,,,,,,,,, +216,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-06-21 18:29:56.000,2023-06-21 17:35:50,573.0,26.0,133,22.0,458.0,40.0,242.0,868,2023-04-23 16:17:01.440,0.12.1,42.0,42.0,30,True,aiocache,,,6.0,233771.0,1893.0,1778.0,https://pypi.org/project/aiocache,2017-07-23 17:43:22.000,115.0,233771.0,,,,2.0,,,,,,,,,,,,,,,,,, +217,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-06-16 16:13:42.471,2023-06-03 15:37:29,1177.0,1.0,353,74.0,21.0,40.0,601.0,861,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2690010.0,7728.0,7410.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2682106.0,https://anaconda.org/conda-forge/cx_oracle,2023-06-16 16:13:42.471,418948.0,3.0,,,,,,,,,,,,,,,,,, +218,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-06-21 23:18:35.000,2023-06-21 23:18:34,870.0,34.0,92,23.0,86.0,21.0,81.0,832,2023-04-06 02:04:12.666,6.0.4,44.0,49.0,30,True,inflect,conda-forge/inflect,,,2973466.0,967.0,,https://pypi.org/project/inflect,2022-05-01 18:29:04.000,967.0,2969058.0,https://anaconda.org/conda-forge/inflect,2023-06-16 13:20:19.176,326217.0,3.0,,,,,,,,,,,,,,,,,, +219,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,9.0,46,15.0,75.0,1.0,86.0,761,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,natsort,conda-forge/natsort,,,3154902.0,21687.0,20526.0,https://pypi.org/project/natsort,2018-04-21 03:59:11.000,1161.0,3113629.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1279486.0,3.0,,,,,,,,,,,,,,,,,, +220,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-06-16 13:24:56.403,2020-10-21 17:48:31,219.0,,76,14.0,257.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12991245.0,41375.0,39341.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2034.0,12920306.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5320494.0,2.0,,,,,,,,,,,,,,,,,, +221,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-06-20 13:15:50.000,2023-06-20 13:15:48,508.0,18.0,329,35.0,253.0,37.0,122.0,640,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,216638.0,4336.0,3055.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1281.0,216363.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,20970.0,3.0,,,,,,,,,,,,,,,,,, +222,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,512,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,scandir,conda-forge/scandir,,,3908799.0,16933.0,14752.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2181.0,3892829.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1325568.0,3.0,,,,,,,,,,,,,,,,,, +223,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-06-16 16:14:14.789,2023-04-20 12:56:54,294.0,3.0,31,12.0,65.0,2.0,25.0,362,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,3980698.0,29639.0,29361.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,3957150.0,https://anaconda.org/conda-forge/srsly,2023-06-16 16:14:14.789,1224537.0,3.0,,,,,,,,,,,,,,,,,, +224,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-06-16 13:15:39.073,2022-03-13 00:04:41,186.0,,48,8.0,43.0,17.0,21.0,128,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,isodate,conda-forge/isodate,,,67074833.0,44280.0,42085.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2195.0,67024597.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4370533.0,3.0,,,,,,,,,,,,,,,,,, +225,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-06-16 16:15:20.617,2022-05-08 04:08:19,743.0,,937,274.0,290.0,150.0,458.0,17670,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,gooey,conda-forge/gooey,,449.0,6782.0,849.0,774.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,75.0,5384.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,68068.0,3.0,,,,,,,,,,,,,,,,,, +226,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-06-16 13:20:19.053,2022-12-08 17:33:49,3607.0,,593,142.0,967.0,495.0,771.0,7936,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,29,True,vaex,conda-forge/vaex,,262.0,51091.0,544.0,521.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,23.0,48989.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,168064.0,3.0,,,,,,,,,,,,,,,,,, +227,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,241.0,6557,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,faust,,,,23598.0,1598.0,1568.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,23598.0,,,,3.0,,,,,,,,,,,,,,,,,, +228,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-06-16 19:25:17.864,2023-01-30 08:55:46,707.0,,285,101.0,135.0,27.0,260.0,4563,,,4.0,76.0,29,True,dataset,conda-forge/dataset,,,67848.0,3122.0,3122.0,https://pypi.org/project/dataset,,,67628.0,https://anaconda.org/conda-forge/dataset,2023-06-16 19:25:17.864,5955.0,3.0,,,,,,,,,,,,,-2.0,,,,, +229,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-06-16 16:08:33.392,2023-04-16 13:04:15,1085.0,1.0,242,65.0,83.0,24.0,265.0,3344,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,29,True,asciimatics,conda-forge/asciimatics,,,67324.0,978.0,864.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,114.0,65137.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,135637.0,3.0,,,,,,,,,,,,,,,,,, +230,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-06-21 22:49:12.000,2023-06-21 22:49:09,3012.0,22.0,210,28.0,271.0,121.0,747.0,3093,2023-06-02 03:12:00.509,0.22.4,111.0,73.0,29,True,ploomber,conda-forge/ploomber,,,7488.0,87.0,82.0,https://pypi.org/project/ploomber,2022-07-04 15:54:06.000,5.0,4786.0,https://anaconda.org/conda-forge/ploomber,2023-06-02 04:46:56.471,64866.0,3.0,,,,,,,,,,,,,,,,,, +231,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,2.0,139,74.0,52.0,6.0,71.0,3088,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,funcy,conda-forge/funcy,,,1322827.0,8512.0,7909.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,603.0,1318347.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,344999.0,3.0,,,,,,,,,,,,,,,,,, +232,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-06-22 11:02:00.000,2023-05-15 16:19:03,1139.0,5.0,583,176.0,458.0,95.0,476.0,2980,2023-05-16 09:35:39.748,1.81.2,93.0,80.0,29,False,arctic,conda-forge/arctic,,201.0,7559.0,255.0,222.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,33.0,6996.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,27530.0,3.0,,,,,,,,,,,,,,,,,, +233,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2729,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,233312.0,6034.0,5881.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,153.0,231488.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,56564.0,3.0,,,,,,,,,,,,,,,,,, +234,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-06-20 08:51:14.000,2022-03-16 23:35:07,810.0,,637,143.0,446.0,135.0,396.0,2667,2021-07-13 12:38:57.000,0.10.0,22.0,85.0,29,False,pandas-datareader,conda-forge/pandas-datareader,,,406809.0,837.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,837.0,402828.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,294660.0,3.0,,,,,,,,,,,,,,,,,, +235,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-06-18 13:17:48.000,2023-05-15 20:46:13,3835.0,20.0,308,32.0,310.0,135.0,534.0,2334,2023-05-15 21:07:09.000,2.7,208.0,91.0,29,True,pyinfra,,,,21871.0,93.0,82.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,21871.0,,,,3.0,,,,,,,,,,,,,,,,,, +236,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-06-21 14:38:26.000,2023-06-21 14:14:04,688.0,84.0,95,31.0,925.0,32.0,342.0,2263,2023-06-20 21:19:42.000,1.1.46,260.0,21.0,29,True,whylogs,,,39.0,57926.0,129.0,124.0,https://pypi.org/project/whylogs,2022-03-31 09:53:27.000,5.0,57925.0,,,,3.0,,,,,,,,,,,,,,,,,, +237,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-06-16 16:16:49.028,2023-04-04 06:37:59,1001.0,7.0,59,23.0,98.0,113.0,66.0,1702,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1137640.0,1189.0,1085.0,https://pypi.org/project/glom,2022-01-24 09:34:02.000,104.0,1137137.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,22672.0,2.0,,,,,,,,,,,,,,,,,, +238,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,132,31.0,80.0,34.0,54.0,1393,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,887152.0,10412.0,8909.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1503.0,883457.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,269739.0,3.0,,,,,,,,,,,,,,,,,, +239,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,5.0,57,25.0,40.0,85.0,71.0,1243,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,29,True,strictyaml,conda-forge/strictyaml,,,507808.0,1817.0,1582.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,235.0,504551.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,201983.0,3.0,,,,,,,,,,,,,,,,,, +240,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,1.0,218,48.0,178.0,22.0,760.0,1181,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,py2neo,conda-forge/py2neo,,,198955.0,633.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,633.0,198138.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,58880.0,3.0,,,,,,,,,,,,,,,,,, +241,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-06-21 11:01:00.000,2023-06-12 21:18:27,514.0,7.0,68,18.0,177.0,34.0,86.0,1115,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,29,True,questionary,conda-forge/questionary,,,994511.0,9462.0,9137.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,993186.0,https://anaconda.org/conda-forge/questionary,2023-06-16 19:23:58.654,39750.0,3.0,,,,,,,,,,,,,,,,,, +242,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-06-22 00:03:15.000,2023-06-21 08:15:55,760.0,58.0,42,13.0,207.0,10.0,82.0,1092,2023-06-17 20:40:00.830,0.31.0,60.0,5.0,29,True,python-benedict,conda-forge/python-benedict,,,756066.0,1444.0,1419.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,25.0,751827.0,https://anaconda.org/conda-forge/python-benedict,2023-06-17 21:36:17.178,131415.0,2.0,,,,,,,,,,,,,,,,,, +243,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-06-21 23:18:31.000,2023-06-21 23:18:30,1174.0,15.0,141,40.0,81.0,3.0,128.0,1051,2023-01-31 16:28:20.612,15.1.2,18.0,49.0,29,True,path,conda-forge/path,,,906721.0,125.0,,https://pypi.org/project/path,2022-01-07 02:04:26.000,125.0,896928.0,https://anaconda.org/conda-forge/path,2023-06-16 16:19:49.532,411341.0,3.0,,,,,,,,,,,,,,,,,, +244,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,85.0,80,13.0,130.0,35.0,95.0,847,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,29,True,mss,conda-forge/python-mss,,,584368.0,242.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,242.0,583655.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,25673.0,3.0,,,,,,,,,,,,,,,,,, +245,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-16 19:18:51.552,2022-09-20 20:58:59,434.0,,118,22.0,52.0,41.0,123.0,819,2020-01-15 01:22:23.000,2.8.0,26.0,23.0,29,True,anytree,conda-forge/anytree,,,547079.0,16543.0,16230.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,313.0,546303.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,29523.0,2.0,,,,,,,,,,,,,,,,,, +246,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,670,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,7460078.0,9567.0,8335.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,7458126.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,158173.0,3.0,,,,,,,,,,,,,,,,,, +247,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,16.0,87.0,67.0,96.0,294,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,configobj,conda-forge/configobj,,111.0,2383995.0,30291.0,26918.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3373.0,2372888.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,655288.0,3.0,,,,,,,,,,,,,,,,,, +248,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-06-16 13:16:17.227,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,182,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,9092635.0,8605.0,8245.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,360.0,9088650.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,342740.0,2.0,,,,,,,,,,,,,,,,,, +249,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,1.0,4491,640.0,745.0,197.0,100.0,22672,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,28,True,algorithms,conda-forge/algorithms,,,6416.0,103.0,87.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6356.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1570.0,3.0,,,,,,,,,,,,,,,,,, +250,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2573,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,24598.0,2248.0,2203.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,24598.0,,,,3.0,,,,,,,,,,,,,,,,,, +251,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-06-13 21:26:28.294,2023-06-13 03:03:37,478.0,5.0,101,30.0,81.0,10.0,124.0,2285,2023-06-13 03:05:02.225,1.3.5,85.0,17.0,28,True,swifter,conda-forge/swifter,['pandas'],,296964.0,1042.0,1001.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,41.0,292748.0,https://anaconda.org/conda-forge/swifter,2023-06-13 21:26:28.294,210825.0,3.0,,,,,,,,,,,,,,,,,, +252,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-06-16 13:22:13.480,2023-06-13 19:04:31,5594.0,38.0,504,108.0,916.0,588.0,933.0,2007,2023-06-08 01:40:26.000,wxPython-4.2.1,13.0,128.0,28,False,wx,conda-forge/wxpython,,3208.0,9103.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-06-16 13:22:13.480,651825.0,3.0,,,,,,,,,,,,,,,,,, +253,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1878,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,7934275.0,2189.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2189.0,7917327.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1372842.0,3.0,,,,,,,,,,,,,,,,,, +254,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-06-16 19:19:13.290,2023-04-17 20:41:44,153.0,1.0,116,23.0,106.0,49.0,42.0,1821,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,318076.0,6399.0,6314.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,85.0,317592.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,17933.0,3.0,,,,,,,,,,,,,,,,,, +255,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1245,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,['pandas'],,1474205.0,2217.0,2136.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1459238.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,359221.0,3.0,,,,,,,,,,,,,,,,,, +256,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-06-21 14:27:13.000,2023-06-16 03:47:23,760.0,16.0,51,16.0,414.0,165.0,161.0,1190,2023-06-12 02:16:47.000,0.9.0,29.0,24.0,28,True,prisma,,,,21840.0,278.0,274.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,4.0,21840.0,,,,3.0,,,,,,,,,,,,,,,,,, +257,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-06-20 16:24:02.000,2023-06-20 16:24:01,1694.0,33.0,69,12.0,398.0,99.0,225.0,1045,2023-06-19 20:31:01.621,0.115.0,235.0,40.0,28,True,piccolo,,,,16449.0,274.0,265.0,https://pypi.org/project/piccolo,2022-07-06 21:02:22.000,9.0,16449.0,,,,3.0,,,,,,,,,,,,,,,,,, +258,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-06-16 19:20:56.493,2023-06-05 14:52:29,167.0,19.0,86,26.0,39.0,6.0,67.0,792,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,28,False,email-validator,conda-forge/email-validator,,,7132994.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,7130542.0,https://anaconda.org/conda-forge/email-validator,2023-06-16 19:20:56.493,85823.0,3.0,,,,,,,,,,,,,,,,,, +259,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-06-16 13:15:38.086,2023-05-14 12:42:48,178.0,3.0,80,25.0,50.0,7.0,38.0,678,2023-05-14 12:30:42.281,3.0.0,15.0,27.0,28,True,munch,conda-forge/munch,,,1587021.0,830.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,830.0,1547687.0,https://anaconda.org/conda-forge/munch,2023-06-16 13:15:38.086,3422102.0,3.0,,,,,,,,,,,,,,,,,, +260,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-06-16 13:21:58.043,2021-10-06 13:53:24,314.0,,110,15.0,91.0,77.0,121.0,646,2021-10-03 23:08:01.000,1.5.3,26.0,48.0,28,False,configargparse,conda-forge/configargparse,,,2399573.0,13456.0,11999.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1457.0,2392080.0,https://anaconda.org/conda-forge/configargparse,2023-06-16 13:21:58.043,614447.0,3.0,,,,,,,,,,,,,,,,,, +261,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,601,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,True,happybase,conda-forge/happybase,,,119407.0,988.0,760.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,228.0,117656.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,147118.0,3.0,,,,,,,,,,,,,,,,,, +262,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,565,,,8.0,12.0,28,False,dataclasses,conda-forge/dataclasses,,,10211125.0,56214.0,53965.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2249.0,10042107.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10310113.0,3.0,,,,,,,,,,,,,,,,,, +263,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-06-16 13:22:23.807,2023-05-03 19:47:11,818.0,2.0,136,25.0,105.0,64.0,59.0,507,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,297594.0,5996.0,4646.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1350.0,296663.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,69847.0,3.0,,,,,,,,,,,,,,,,,, +264,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-06-16 13:23:16.139,2023-06-16 06:52:40,694.0,5.0,44,11.0,76.0,12.0,92.0,481,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,python-rapidjson,conda-forge/python-rapidjson,,,1176942.0,4391.0,4131.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,260.0,1160779.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1244557.0,3.0,,,,,,,,,,,,,,,,,, +265,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-06-16 13:25:05.988,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,222.0,203572.0,6983.0,4602.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2381.0,201037.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,208619.0,3.0,,,,,,,,,,,,,,,,,, +266,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-06-08 19:10:58.000,2023-06-08 19:10:53,6156.0,204.0,30,10.0,238.0,34.0,532.0,346,2023-06-02 14:32:07.000,1.4.5,182.0,21.0,28,True,static-frame,conda-forge/static-frame,,,9258.0,20.0,18.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,4013.0,https://anaconda.org/conda-forge/static-frame,2023-06-02 22:46:50.865,272764.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,, +267,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,9.0,37,8.0,28.0,23.0,29.0,235,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,9873303.0,2759.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2759.0,9723275.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,9751866.0,3.0,,,,,,,,,,,,,,,,,, +268,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,28,False,tabulator,conda-forge/tabulator-py,,,210634.0,1132.0,1059.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,209899.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,52969.0,3.0,,,,,,,,,,,,,,,,,, +269,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,9738790.0,45922.0,37939.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7983.0,9723582.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1247090.0,3.0,,,,,,,,,,,,,,,,,, +270,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,54,104.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,cloudant,conda-forge/cloudant,,,108086.0,2374.0,2084.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,106774.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,106304.0,3.0,,,,,,,,,,,,,,,,,, +271,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-06-16 13:25:10.381,2022-02-10 18:16:02,489.0,,26,6.0,45.0,4.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,28,False,pathlib2,conda-forge/pathlib2,,,6456112.0,61164.0,56875.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4289.0,6426292.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2475092.0,3.0,,,,,,,,,,,,,,,,,, +272,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-06-20 22:45:24.000,2023-06-20 22:45:24,1859.0,9.0,586,130.0,1270.0,207.0,1056.0,7228,2023-02-23 18:30:37.000,1.3.2,22.0,112.0,27,True,hydra,conda-forge/hydra-core,,,25171.0,8.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8393.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,671141.0,3.0,,,,,,,,,,,,,,,,,, +273,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,150.0,292.0,119.0,175.0,6073,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,3691.0,103.0,99.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3691.0,,,,3.0,,,,,,,,,,,,,,,,,, +274,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-06-19 14:05:07.000,2022-03-10 10:33:50,585.0,,501,84.0,241.0,98.0,129.0,3528,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,139732.0,125.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,125.0,139476.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,20752.0,3.0,,,,,,,,,,,,,,,,,, +275,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3133,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,True,flexx,conda-forge/flexx,,,1740.0,146.0,125.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,537.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,99860.0,3.0,,,,,,,,,,,,,,,,,, +276,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-22 07:38:23.000,2023-05-02 20:40:06,191.0,3.0,188,30.0,51.0,75.0,122.0,3129,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,311581.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,310676.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,21723.0,3.0,,,,,,,,,,,,,,,,,, +277,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-06-12 10:56:25.000,2023-06-12 10:56:25,282.0,7.0,224,29.0,127.0,80.0,112.0,2348,2023-01-07 01:51:08.612,1.41.0,83.0,25.0,27,True,img2dataset,,,1123.0,19802.0,51.0,50.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,19751.0,,,,3.0,,,,,,,,,,,,,,,,,, +278,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1873,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2686.0,199.0,163.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2686.0,,,,3.0,,,,,,,,,,,,,,,,,, +279,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,126,29.0,74.0,35.0,69.0,1033,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,226293.0,3537.0,3323.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,214.0,224925.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,75294.0,3.0,,,,,,,,,,,,,,,,,, +280,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,949,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,bcolz,conda-forge/bcolz,,,17738.0,2421.0,1914.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,13359.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,332815.0,3.0,,,,,,,,,,,,,,,,,, +281,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-06-21 18:43:43.000,2023-06-21 18:43:25,9898.0,48.0,43,14.0,9.0,6.0,8.0,475,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,27,True,pandas-summary,,['pandas'],,81690.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,81690.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,,,, +282,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,ptyprocess,conda-forge/ptyprocess,,,32622647.0,13006.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13006.0,32465191.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,13541223.0,3.0,,,,,,,,,,,,,,,,,, +283,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-06-16 16:11:49.001,2023-02-22 03:50:44,49.0,,100,34.0,99.0,20.0,138.0,2220,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,38.0,1528453.0,321.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,321.0,1521639.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,422510.0,3.0,,,,,,,,,,,,,,,,,, +284,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-06-21 23:50:12.000,2023-05-31 14:47:15,525.0,2.0,121,48.0,53.0,10.0,121.0,2182,2021-01-12 19:21:07.000,1.4.3,14.0,28.0,26,True,pyfunctional,,,,252577.0,649.0,630.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,252577.0,,,,3.0,,,,,,,,,,,,,,,,,, +285,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-06-16 13:24:46.417,2022-10-18 10:59:07,785.0,,164,44.0,217.0,84.0,271.0,1863,2022-05-02 09:26:12.000,2.4.16,50.0,47.0,26,True,fs,conda-forge/fs,,,1613434.0,,,https://pypi.org/project/fs,,,1604376.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,625044.0,3.0,,,,,,,,,,,,,-4.0,,,,, +286,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-06-07 18:26:11.000,2023-05-24 18:39:09,2701.0,7.0,132,51.0,297.0,46.0,190.0,1482,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,499.0,4750.0,298.0,215.0,https://pypi.org/project/enaml,2022-06-13 19:19:59.000,83.0,2529.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,148340.0,3.0,,,,,,,,,,,,,,,,,, +287,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-06-16 16:11:57.246,2022-11-18 21:43:07,115.0,,53,24.0,62.0,16.0,33.0,1036,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1267016.0,5967.0,5853.0,https://pypi.org/project/immutables,2022-05-22 07:46:18.000,114.0,1251900.0,https://anaconda.org/conda-forge/immutables,2023-06-16 16:11:57.246,922097.0,3.0,,,,,,,,,,,,,,,,,, +288,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,118,18.0,62.0,25.0,104.0,808,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,26,True,pyahocorasick,conda-forge/pyahocorasick,,,652259.0,112.0,,https://pypi.org/project/pyahocorasick,2022-05-04 14:25:29.000,112.0,649346.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,192320.0,3.0,,,,,,,,,,,,,,,,,, +289,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-06-21 05:01:16.000,2023-06-21 05:01:15,667.0,24.0,44,22.0,505.0,5.0,33.0,707,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,391609.0,109.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,109.0,391318.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14000.0,3.0,,,,,,,,,,,,,,,,,, +290,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-06-20 17:36:18.000,2023-06-15 02:15:14,1363.0,39.0,47,17.0,133.0,4.0,12.0,690,2023-06-15 02:34:02.801,1.3.0,69.0,4.0,26,True,ubelt,conda-forge/ubelt,,,16164.0,2765.0,2711.0,https://pypi.org/project/ubelt,2022-07-01 03:06:55.000,54.0,13651.0,https://anaconda.org/conda-forge/ubelt,2023-06-15 04:17:20.621,52775.0,3.0,,,,,,,,,,,,,,,,,, +291,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,27221.0,13872.0,13856.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,27005.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,4554.0,3.0,,,,,,,,,,,,,,,,,, +292,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,10.0,50.0,21.0,35.0,306,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,19732407.0,298.0,,https://pypi.org/project/typing_inspect,2021-06-07 16:12:08.000,298.0,19702285.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1506111.0,3.0,,,,,,,,,,,,,,,,,, +293,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-06-09 22:54:49.000,2023-05-28 07:57:36,3381.0,43.0,32,17.0,80.0,23.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,26,True,dbnd,,,,83690.0,58.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,83690.0,,,,3.0,,,,,,,,,,,,,,,,,, +294,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-06-16 16:18:51.234,2023-04-20 13:13:11,123.0,2.0,22,9.0,48.0,4.0,7.0,156,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,3941515.0,25747.0,25677.0,https://pypi.org/project/catalogue,2022-07-06 07:43:27.000,70.0,3917353.0,https://anaconda.org/conda-forge/catalogue,2023-06-16 16:18:51.234,1038975.0,3.0,,,,,,,,,,,,,,,,,, +295,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,267.0,1771.0,57,2023-03-11 17:00:14.601,3.1.2,104.0,,26,False,openpyxl,openpyxl,,,58492402.0,7647.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7617.0,58490519.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,170245.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1218.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +296,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11449689.0,71533.0,68829.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2704.0,11437158.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1102742.0,3.0,,,,,,,,,,,,,,,,,, +297,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-06-16 19:25:38.090,2023-05-20 15:36:34,375.0,1.0,137,30.0,221.0,57.0,139.0,1615,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,50225.0,428.0,410.0,https://pypi.org/project/arq,2022-03-09 17:53:27.000,18.0,49933.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,7607.0,3.0,,,,,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1552,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,6840.0,196.0,163.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6840.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,True,streamparse,,,,4061.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,4061.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-06-20 19:23:10.000,2023-05-19 04:32:00,6411.0,3.0,221,41.0,1032.0,7.0,209.0,1385,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,optimuspyspark,,['spark'],,14099.0,,,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,14099.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2081.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2081.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,20.0,19.0,1137,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,730054.0,350.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,350.0,730054.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,40.0,126.0,25.0,202.0,1114,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,367.0,358808.0,241.0,208.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,358805.0,,,,3.0,,,,,,,,,,,,,,,,,, +304,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,1.0,12.0,1062,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,pluginbase,conda-forge/pluginbase,,,532858.0,2042.0,1873.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,528302.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,296157.0,3.0,,,,,,,,,,,,,,,,,, +305,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,131,10.0,22.0,25.0,19.0,628,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,ratelimit,conda-forge/ratelimit,,,3763854.0,2852.0,2642.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,210.0,3763477.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,10957.0,3.0,,,,,,,,,,,,,,,,,, +306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-06-16 19:23:05.879,2022-09-12 17:36:02,282.0,,50,9.0,26.0,15.0,69.0,589,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,346976.0,1122.0,1099.0,https://pypi.org/project/pysimdjson,2021-06-21 14:56:08.000,23.0,344816.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,69150.0,3.0,,,,,,,,,,,,,,,,,, +307,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,467,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,25,True,pyscreenshot,,,,440135.0,2385.0,2127.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,258.0,440135.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-06-16 16:13:03.471,2022-08-31 07:55:38,488.0,,70,22.0,66.0,11.0,98.0,457,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,27787.0,623.0,535.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,88.0,27364.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,22451.0,3.0,,,,,,,,,,,,,,,,,, +309,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-06-19 23:15:35.000,2023-04-03 13:37:05,249.0,12.0,53,7.0,55.0,16.0,49.0,449,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,25,True,cachier,,,,13935.0,423.0,395.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,28.0,13935.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,, +310,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,25,False,messytables,,,,14631.0,407.0,283.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,14631.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,54.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,94.0,570236.0,193.0,171.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,570235.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-06-15 13:15:37.000,2023-06-15 13:15:37,294.0,20.0,40,7.0,38.0,8.0,37.0,146,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,25,True,filedepot,,,,13684.0,865.0,818.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,13684.0,,,,3.0,,,,,,,,,,,,,,,,,, +313,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,25,False,clint,conda-forge/clint,,111.0,118914.0,5670.0,4347.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1323.0,118283.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,53674.0,3.0,,,,,,,,,,,,,,,,,, +314,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,24,7.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,14190024.0,7972.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7972.0,14019322.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,14680407.0,3.0,,,,,,,,,,,,,,,,,, +315,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3942,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,2802.0,134.0,59.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,2802.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-06-16 19:20:56.548,2023-03-22 14:52:27,240.0,,89,40.0,40.0,21.0,46.0,1421,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,pypeln,conda-forge/pypeln,,,24891.0,107.0,96.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,24504.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,13563.0,3.0,,,,,,,,,,,,,,,,,, +317,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,10.0,24,False,pinject,conda-forge/pinject,,,60334.0,177.0,156.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,60159.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,3680.0,3.0,,,,,,,,,,,,,,,,,, +318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-06-01 15:14:25.000,2023-06-01 15:14:21,906.0,35.0,22,16.0,163.0,7.0,11.0,322,2023-06-01 15:15:41.205,17.3.2,245.0,18.0,24,True,aiomisc,,,,17117.0,355.0,320.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,35.0,17117.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,8.0,29,5.0,123.0,2.0,77.0,138,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,24,True,everett,conda-forge/everett,,,90262.0,814.0,769.0,https://pypi.org/project/everett,2022-01-13 16:31:48.000,45.0,89414.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,39017.0,3.0,,,,,,,,,,,,,,,,,, +320,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-06-16 13:23:09.620,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,111,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,61.0,98229.0,2660.0,2468.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,192.0,97857.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,25351.0,3.0,,,,,,,,,,,,,,,,,, +321,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,98.0,31.0,18.0,58.0,3230,,,4.0,19.0,23,False,macropy3,,,,205.0,587.0,557.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,205.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,39.0,22.0,20.0,11.0,1543,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,commonregex,,,,154640.0,181.0,159.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,154640.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-06-20 08:12:43.000,2023-06-20 08:09:27,318.0,8.0,74,44.0,220.0,42.0,40.0,1285,2023-06-20 08:17:02.907,0.18.0,32.0,28.0,23,True,tasktiger,,,,923.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,923.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,91604.0,691.0,608.0,https://pypi.org/project/pymodm,2017-03-10 23:55:29.000,83.0,91487.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4694.0,3.0,,,,,,,,,,,,,,,,,, +325,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-06-16 13:19:04.224,2021-09-23 16:12:06,380.0,,57,19.0,13.0,16.0,24.0,257,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,deepdish,conda-forge/deepdish,,,12461.0,839.0,755.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,84.0,11369.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,86294.0,3.0,,,,,,,,,,,,,,,,,, +326,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,8.0,140.0,9.0,21.0,257,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,10752.0,180.0,172.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10594.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4285.0,3.0,,,,,,,,,,,,,,,,,, +327,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,121,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,23,True,coolname,conda-forge/coolname,,,313379.0,1632.0,1581.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,51.0,311307.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,62170.0,3.0,,,,,,,,,,,,,,,,,, +328,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3493,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,29633.0,395.0,362.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,29633.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2700,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,['spark'],,55.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,55.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,85,36.0,214.0,44.0,55.0,2416,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19290.0,771.0,,,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +331,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-06-05 16:41:11.000,2023-05-23 07:09:38,600.0,1.0,355,49.0,103.0,178.0,102.0,2000,2011-12-30 16:40:09.000,11.12.30,16.0,40.0,22,True,camelot,,,,5475.0,9.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,9.0,5475.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1741,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,6831.0,197.0,166.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,6831.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-06-20 01:24:44.000,2023-02-21 10:55:54,98.0,,38,17.0,63.0,6.0,4.0,1046,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,22,True,asyncer,conda-forge/asyncer,,,81663.0,610.0,593.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,81432.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,3941.0,3.0,,,,,,,,,,,,,,,,,, +334,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,4.0,135,62.0,76.0,167.0,149.0,846,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,rows,,,38.0,847.0,187.0,158.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,847.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,19.0,20.0,3.0,26.0,836,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,unsync,conda-forge/unsync,,,23031.0,211.0,192.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,22744.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,10339.0,3.0,,,,,,,,,,,,,,,,,, +336,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,76,22.0,211.0,72.0,80.0,799,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,22,True,odmantic,,,,15008.0,6.0,,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15008.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,2.0,120,13.0,32.0,31.0,42.0,789,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,22853.0,1241.0,1148.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,93.0,22853.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-06-18 08:40:58.453,2023-05-02 12:53:18,107.0,13.0,26,10.0,48.0,10.0,12.0,680,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,35561.0,167.0,161.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,6.0,33426.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,32026.0,3.0,,,,,,,,,,,,,,,,,, +339,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,528,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2766.0,108.0,99.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,2182.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,9939.0,3.0,,,,,,,,,,,,,,,,,, +340,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,50264.0,4462.0,3280.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1182.0,49482.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,67301.0,3.0,,,,,,,,,,,,,,,,,, +341,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-06-12 19:49:29.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,14.0,14.0,124,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,docopt-ng,,,,35669.0,183.0,154.0,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,29.0,35669.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-06-22 11:33:30.000,2023-06-22 11:23:49,1487.0,477.0,3,3.0,631.0,17.0,20.0,35,2023-06-16 05:46:00.417,4.4.0,57.0,5.0,22,False,click-extra,,,219.0,5088.0,48.0,43.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,5.0,5078.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,394.0,276.0,81.0,80.0,10578,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,53.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,53.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,872,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,867.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,867.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,709,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,['pandas'],,2091.0,61.0,55.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1323.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,23822.0,3.0,,,,,,,,,,,,,,,,,, +346,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,13534.0,140.0,134.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13534.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,45,15.0,33.0,19.0,9.0,270,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,59900.0,371.0,364.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,59900.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,263,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,valideer,conda-forge/valideer,,,17920.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,17680.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20675.0,3.0,,,,,,,,,,,,,,,,,, +349,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-06-21 13:33:05.000,2023-06-21 13:33:01,5332.0,36.0,42,13.0,596.0,33.0,78.0,188,2023-05-19 10:45:03.000,0.8.4a,17.0,33.0,21,True,batchflow,,,,767.0,4.0,4.0,https://pypi.org/project/batchflow,2022-07-07 14:33:11.000,,767.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-06-16 19:25:53.591,2023-04-26 16:56:57,532.0,9.0,9,5.0,107.0,17.0,83.0,176,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,typical,conda-forge/typical,,,7529.0,74.0,70.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,6373.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,28916.0,3.0,,,,,,,,,,,,,,,,,, +351,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,18,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,stopit,conda-forge/stopit,,,171688.0,1911.0,1787.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,124.0,161832.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,640702.0,3.0,,,,,,,,,,,,,,,,,, +352,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-06-16 19:27:16.219,2023-05-27 18:11:34,78.0,2.0,123,35.0,10.0,10.0,149.0,3047,2023-05-27 18:18:22.000,2.1.13,59.0,1.0,20,False,ptext-joris-schellekens,conda-forge/borb,,,1699.0,169.0,169.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,57.0,https://anaconda.org/conda-forge/borb,2023-06-16 19:27:16.219,36140.0,3.0,,,,,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,136,69.0,4.0,1.0,40.0,2007,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2168.0,48.0,40.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,8.0,2168.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,200,41.0,56.0,80.0,39.0,1298,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10584.0,1113.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,924.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,11.0,31.0,22.0,20.0,610,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,pugsql,,,,17272.0,59.0,56.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,17272.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,1.0,26,7.0,48.0,6.0,10.0,242,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,32446.0,271.0,237.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,32446.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,17.0,147.0,34.0,74.0,225,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,fletcher,conda-forge/fletcher,['pandas'],17.0,1375.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,389.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,58174.0,3.0,,,,,,,,,,,,,,,,,, +358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1973,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,['spark'],,,36.0,36.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +359,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,74,23.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,19,True,d6tflow,,,,285.0,24.0,24.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,285.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,4567.0,152.0,125.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4567.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-06-21 07:12:15.000,2023-06-21 07:12:06,579.0,105.0,20,4.0,225.0,2.0,,225,2023-06-21 07:14:00.700,1.1.163,431.0,9.0,19,True,upgini,,,,8060.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,8060.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,6.0,9.0,14.0,5.0,193,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,55841.0,762.0,758.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,55841.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,5.0,22.0,147,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,53351.0,146.0,135.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,11.0,53351.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,3.0,105,57.0,67.0,24.0,16.0,2005,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,mara-pipelines,,,,87.0,1.0,,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,87.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1595,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,732.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,732.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-04-14 13:54:12.000,2023-04-07 14:12:05,260.0,1.0,56,36.0,45.0,14.0,57.0,1085,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,colout,,,,1113.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1113.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,576.0,37.0,29.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,576.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,41.0,39.0,11.0,256.0,937,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +369,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,,,,6.0,18,False,unipath,,,,56232.0,8927.0,8927.0,https://pypi.org/project/unipath,,,56232.0,,,,3.0,,,,,,,,,,,,,-4.0,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,validr,,,,9249.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,9249.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,7.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,141569.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,141569.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1338,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,61.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,61.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,30.0,22.0,1223,,,,24.0,17,False,db.py,,,,856.0,,,https://pypi.org/project/db.py,,,856.0,,,,3.0,,,,,,,,,,,,,-4.0,,,,, +374,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-06-18 18:29:37.000,2023-06-18 17:18:09,2656.0,36.0,107,30.0,185.0,48.0,286.0,1071,,,,39.0,17,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,59,18.0,27.0,42.0,29.0,759,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,2950.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2950.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,23.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,23.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,78.0,605,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,['jupyter'],,299.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,299.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,17,10.0,119.0,20.0,57.0,421,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,447.0,11.0,11.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,447.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,54.0,28.0,3.0,2.0,1190,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,22.0,1.0,1.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,22.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,12.0,3.0,6.0,1.0,711,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,270.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,270.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-06-22 06:52:39.000,2023-05-26 09:13:05,112.0,2.0,6,13.0,124.0,6.0,2.0,265,2023-03-02 13:18:02.345,0.19.0,94.0,14.0,15,True,squirrel-core,squirrel-core,,,1216.0,3.0,2.0,https://pypi.org/project/squirrel-core,2022-07-06 12:13:21.000,,1216.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,76,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,44055.0,454.0,445.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,44055.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,460.0,31.0,26.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,460.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,540,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,['pandas'],,79.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,79.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,8.0,68.0,11.0,15.0,265,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,13,True,rasgoql,,,,173.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,173.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,102.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,102.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,355,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,760,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 813633d..1ebe6e3 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT -- pymongo (πŸ₯ˆ38 Β· ⭐ 3.9K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 -- schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- py2neo (πŸ₯‰29 Β· ⭐ 1.2K Β· πŸ“ˆ) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- python-email-validator (πŸ₯‰28 Β· ⭐ 790 Β· πŸ“ˆ) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- pyparsing (πŸ₯‡41 Β· ⭐ 1.9K Β· πŸ“ˆ) - Python library for creating PEG parsers. MIT +- python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +- holidays (πŸ₯ˆ35 Β· ⭐ 990 Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT +- pluggy (πŸ₯ˆ34 Β· ⭐ 960 Β· πŸ“ˆ) - A minimalist production ready plugin system. MIT +- typing (πŸ₯ˆ33 Β· ⭐ 1.4K Β· πŸ“ˆ) - Python static typing home. Hosts the documentation and a user.. Python-2.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- Airflow (πŸ₯‡46 Β· ⭐ 31K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.4K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- pexpect (πŸ₯‡36 Β· ⭐ 2.4K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC -- dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K Β· πŸ“‰) - python parser for human readable dates. BSD-3 -- deepdiff (πŸ₯‡33 Β· ⭐ 1.7K Β· πŸ“‰) - DeepDiff: Deep Difference and search of any Python object/data... MIT +- pymongo (πŸ₯‰31 Β· ⭐ 3.9K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 +- dataset (πŸ₯‰29 Β· ⭐ 4.6K Β· πŸ“‰) - Easy-to-use data handling for SQL data stores with support for.. MIT +- pyfilesystem2 (πŸ₯‰26 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- Unipath (πŸ₯‰18 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory.. ❗Unlicensed +- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 From 73a7d8e748b2180a2239f5d2fdb638f68aed5559 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 29 Jun 2023 13:39:12 +0000 Subject: [PATCH 17/70] Update best-of list for version 2023.06.29 --- README.md | 1477 ++++++++++++++++--------------- history/2023-06-29_changes.md | 20 + history/2023-06-29_projects.csv | 390 ++++++++ latest-changes.md | 20 +- 4 files changed, 1166 insertions(+), 741 deletions(-) create mode 100644 history/2023-06-29_changes.md create mode 100644 history/2023-06-29_projects.csv diff --git a/README.md b/README.md index 4f372a1..7aedb19 100644 --- a/README.md +++ b/README.md @@ -84,49 +84,49 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M Back to top -
protobuf (πŸ₯‡51 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡52 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 440K Β· πŸ“‹ 5.8K - 16% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 440K Β· πŸ“‹ 5.8K - 16% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 120M / month Β· πŸ“¦ 16K Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 130M / month Β· πŸ“¦ 16K Β· ⏱️ 30.01.2023): ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 220K Β· πŸ“¦ 61K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 220K Β· πŸ“¦ 62K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 10M / month Β· πŸ“¦ 280 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 10M / month Β· πŸ“¦ 290 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 910K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 930K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 84K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 85K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -140,50 +140,50 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge marshmallow ```
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simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
cloudpickle (πŸ₯ˆ37 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.2K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 25 Β· πŸ“¦ 82K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): ``` - git clone https://github.com/simplejson/simplejson + git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 27M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): ``` - pip install simplejson + pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge simplejson + conda install -c conda-forge cloudpickle ```
-
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 +
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 23 Β· πŸ“¦ 82K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.3K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): ``` - git clone https://github.com/cloudpipe/cloudpickle + git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 26M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): ``` - pip install cloudpickle + pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge cloudpickle + conda install -c conda-forge simplejson ```
orjson (πŸ₯ˆ35 Β· ⭐ 4.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 170 Β· πŸ“¦ 47K Β· πŸ“‹ 320 - 0% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 170 Β· πŸ“¦ 48K Β· πŸ“‹ 320 - 0% open Β· ⏱️ 09.06.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 12M / month Β· πŸ“¦ 910 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 910 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 770K Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 790K Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge orjson ``` @@ -195,18 +195,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.3M / month Β· πŸ“¦ 4.3K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.5M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ujson ```
dill (πŸ₯ˆ35 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 100K Β· πŸ“‹ 480 - 34% open Β· ⏱️ 07.06.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 100K Β· πŸ“‹ 480 - 34% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/uqfoundation/dill @@ -231,7 +231,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge msgpack-python ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (πŸ₯‰30 Β· ⭐ 360) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 31 Β· πŸ“¦ 29K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 31 Β· πŸ“¦ 30K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 3.8M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): ``` pip install srsly ``` @@ -270,7 +270,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰28 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.1K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 16.06.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.2K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 16.06.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -286,16 +286,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
pysimdjson (πŸ₯‰25 Β· ⭐ 590 Β· πŸ’€) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.1K Β· πŸ“‹ 84 - 17% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.1K Β· πŸ“‹ 86 - 17% open Β· ⏱️ 12.09.2022): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 340K / month Β· πŸ“¦ 23 Β· ⏱️ 21.06.2021): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 330K / month Β· πŸ“¦ 23 Β· ⏱️ 21.06.2021): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 69K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ``` @@ -311,19 +311,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install hickle ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hickle ```
-
rtoml (πŸ₯‰20 Β· ⭐ 240) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰21 Β· ⭐ 240) - A fast TOML library for python implemented in rust. MIT - [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 240 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 32K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 36K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,72 +342,72 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 120M / month Β· πŸ“¦ 68K Β· ⏱️ 23.06.2022): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 120M / month Β· πŸ“¦ 69K Β· ⏱️ 23.06.2022): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 41M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 41M Β· ⏱️ 29.06.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 750K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 760K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 150M / month Β· πŸ“¦ 130K Β· ⏱️ 26.12.2022): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 160M / month Β· πŸ“¦ 130K Β· ⏱️ 26.12.2022): ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 59M Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 59M Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge numpy ```
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 480 Β· πŸ“₯ 2.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 16% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 12M / month Β· πŸ“¦ 14K Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 13M / month): ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 12M Β· ⏱️ 20.06.2023): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 12M Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ39 Β· ⭐ 18K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT +
polars (πŸ₯ˆ38 Β· ⭐ 18K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 980 Β· πŸ“¦ 2.4K Β· πŸ“‹ 4.2K - 21% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 980 Β· πŸ“¦ 2.5K Β· πŸ“‹ 4.2K - 20% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 710K / month Β· πŸ“¦ 170 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 730K / month Β· πŸ“¦ 170 Β· ⏱️ 01.05.2022): ``` pip install polars ```
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Modin (πŸ₯ˆ37 Β· ⭐ 8.7K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 8.8K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.1M / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2022): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1M / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2022): ``` pip install modin ``` @@ -418,16 +418,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 940 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 950 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.06.2022): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.4M Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge xarray ``` @@ -439,23 +439,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 760K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.1M Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge pytables ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.3K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 180 Β· πŸ“¦ 440 Β· πŸ“‹ 570 - 10% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 180 Β· πŸ“¦ 460 Β· πŸ“‹ 570 - 10% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 10 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 120K / month Β· πŸ“¦ 10 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ33 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 300 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 310 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.9M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` @@ -482,12 +482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 300K / month Β· πŸ“¦ 330 Β· ⏱️ 23.06.2022): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 290K / month Β· πŸ“¦ 340 Β· ⏱️ 23.06.2022): ``` pip install zarr ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 410K / month Β· πŸ“¦ 850 Β· ⏱️ 19.02.2022): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 430K / month Β· πŸ“¦ 850 Β· ⏱️ 19.02.2022): ``` pip install tinydb ``` @@ -535,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.9M / month Β· πŸ“¦ 16 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 16 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -546,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 190 Β· πŸ“¦ 890 Β· πŸ“‹ 600 - 33% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 200 Β· πŸ“¦ 900 Β· πŸ“‹ 600 - 34% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 860K / month Β· πŸ“¦ 66 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 890K / month Β· πŸ“¦ 69 Β· ⏱️ 01.05.2022): ``` pip install pandera ``` @@ -560,9 +560,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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datasketch (πŸ₯‰30 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT +
datasketch (πŸ₯‰31 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 790 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 810 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 74K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 75K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): ``` pip install datatable ``` @@ -590,12 +590,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰29 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 520 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 530 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 08.12.2022): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 49K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 47K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -604,74 +604,74 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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swifter (πŸ₯‰28 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.1K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 290K / month Β· πŸ“¦ 41 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 320K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` - pip install swifter + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 210K Β· ⏱️ 13.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge swifter + conda install -c conda-forge pandarallel ```
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StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT +
Pandas Summary (πŸ₯‰27 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 570 - 6% open Β· ⏱️ 08.06.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 28.06.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame - ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): - ``` - pip install static-frame + git clone https://github.com/polyaxon/datatile ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 270K Β· ⏱️ 02.06.2023): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 81K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` - conda install -c conda-forge static-frame + pip install pandas-summary ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.1K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 570 - 5% open Β· ⏱️ 26.06.2023): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 310K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.5K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` - pip install pandarallel + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 280K Β· ⏱️ 25.06.2023): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge static-frame ```
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Pandas Summary (πŸ₯‰27 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 +
swifter (πŸ₯‰26 Β· ⭐ 2.3K Β· πŸ“‰) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 13.06.2023): ``` - git clone https://github.com/polyaxon/datatile + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 280K / month): ``` - pip install pandas-summary + pip install swifter + ``` +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 210K Β· ⏱️ 13.06.2023): + ``` + conda install -c conda-forge swifter ```
pickleDB (πŸ₯‰22 Β· ⭐ 790) - pickleDB is an open source key-value store using Pythons json module. BSD-3 -- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.1K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 23K / month Β· πŸ“¦ 93 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 22K / month Β· πŸ“¦ 93 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,23 +683,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 390 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 330 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 58K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 59K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fletcher ```
Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 29 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): +- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 30 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 580 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 550 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -709,8 +709,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - Blaze (πŸ₯‰31 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰29 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn -- pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰27 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- pandasql (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 24M / month Β· πŸ“¦ 2.1K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 25M / month Β· πŸ“¦ 2.1K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -737,12 +737,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyrsistent (πŸ₯‡34 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 290K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 300K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 55M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 56M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -751,9 +751,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯ˆ31 Β· ⭐ 340) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ31 Β· ⭐ 350) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 4.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 4.2K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/aio-libs/multidict @@ -762,19 +762,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge multidict ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 56 Β· πŸ“¦ 14K Β· πŸ“‹ 55 - 5% open Β· ⏱️ 17.06.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 56 Β· πŸ“¦ 15K Β· πŸ“‹ 55 - 5% open Β· ⏱️ 17.06.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.6M / month Β· πŸ“¦ 480 Β· ⏱️ 23.03.2022): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.8M / month Β· πŸ“¦ 480 Β· ⏱️ 23.03.2022): ``` pip install bidict ``` @@ -783,30 +783,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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glom (πŸ₯ˆ29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 04.04.2023): - - ``` - git clone https://github.com/mahmoud/glom - ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): - ``` - pip install glom - ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge glom - ``` -
-
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯ˆ30 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 92 - 10% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 92 - 10% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 750K / month Β· πŸ“¦ 25 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 630K / month Β· πŸ“¦ 25 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` @@ -815,14 +799,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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anytree (πŸ₯ˆ29 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ30 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 160 - 25% open Β· ⏱️ 20.09.2022): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 180 - 30% open Β· ⏱️ 20.09.2022): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 550K / month Β· πŸ“¦ 310 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 580K / month Β· πŸ“¦ 310 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -831,22 +815,38 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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ordered-set (πŸ₯ˆ29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
ordered-set (πŸ₯‰29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 8.2K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 8.4K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.1M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.5M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ordered-set ```
+
glom (πŸ₯‰28 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 + +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 04.04.2023): + + ``` + git clone https://github.com/mahmoud/glom + ``` +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): + ``` + pip install glom + ``` +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge glom + ``` +
munch (πŸ₯‰28 Β· ⭐ 680) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 15% open Β· ⏱️ 14.05.2023): @@ -854,7 +854,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): ``` pip install munch ``` @@ -865,16 +865,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sqlitedict (πŸ₯‰27 Β· ⭐ 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.3K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.4K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 220K / month Β· πŸ“¦ 210 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 240K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 75K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 76K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -886,11 +886,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.5M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.6M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-box ``` @@ -902,7 +902,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 22.05.2022): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.2M / month Β· πŸ“¦ 110 Β· ⏱️ 22.05.2022): ``` pip install immutables ``` @@ -913,7 +913,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 710) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/aio-libs/janus @@ -940,7 +940,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡44 Β· ⭐ 14K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.3K Β· πŸ“¦ 210K Β· πŸ“‹ 2.5K - 9% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.3K Β· πŸ“¦ 220K Β· πŸ“‹ 2.5K - 9% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/samuelcolvin/pydantic @@ -956,44 +956,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (πŸ₯‡40 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 15 Β· πŸ“¦ 400K Β· πŸ“‹ 740 - 3% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 18 Β· πŸ“¦ 400K Β· πŸ“‹ 750 - 3% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 69M / month Β· πŸ“¦ 18K Β· ⏱️ 30.09.2018): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 70M / month Β· πŸ“¦ 19K Β· ⏱️ 30.09.2018): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge jsonschema ```
validators (πŸ₯ˆ32 Β· ⭐ 780) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 130 Β· πŸ“¦ 73K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 130 Β· πŸ“¦ 74K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge validators ```
param (πŸ₯ˆ32 Β· ⭐ 330) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.2K Β· πŸ“‹ 400 - 39% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.3K Β· πŸ“‹ 400 - 39% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 450K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 440K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): ``` pip install param ``` @@ -1004,7 +1004,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
voluptuous (πŸ₯‰31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 200 Β· πŸ“¦ 13K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 200 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 23.06.2023): ``` git clone https://github.com/alecthomas/voluptuous @@ -1013,19 +1013,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 290K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 300K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge voluptuous ```
strictyaml (πŸ₯‰29 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.6K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.6K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 500K / month Β· πŸ“¦ 240 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 520K / month Β· πŸ“¦ 240 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1036,16 +1036,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 680) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 26 Β· πŸ“¦ 160 Β· πŸ“‹ 22 - 45% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 27 Β· πŸ“¦ 160 Β· πŸ“‹ 22 - 45% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 33K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 36K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 32K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 33K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1057,7 +1057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 18K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 16K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1073,7 +1073,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 6.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 5.7K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1087,7 +1087,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰28 Β· ⭐ 790) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰28 Β· ⭐ 800) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1117,12 +1117,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
algorithms (πŸ₯‰28 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 87 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 88 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.4K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1152,7 +1152,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 45M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 46M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-dateutil ``` @@ -1175,12 +1175,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 20K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 21K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` @@ -1189,25 +1189,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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holidays (πŸ₯ˆ35 Β· ⭐ 990 Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯ˆ35 Β· ⭐ 990) - Generate and work with holidays in Python. MIT - [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 180 Β· πŸ“‹ 440 - 22% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5M / month Β· πŸ“¦ 420 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.1M / month Β· πŸ“¦ 430 Β· ⏱️ 30.01.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.2M Β· ⏱️ 19.06.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.3M Β· ⏱️ 29.06.2023): ``` conda install -c conda-forge holidays ```
pendulum (πŸ₯‰34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 130 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 10.06.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 140 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 10.06.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1221,9 +1221,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pendulum ```
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pytz (πŸ₯‰34 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰33 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.5M Β· πŸ“‹ 73 - 39% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.6M Β· πŸ“‹ 73 - 39% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/stub42/pytz @@ -1232,7 +1232,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 41M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 42M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pytz ``` @@ -1266,12 +1266,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡39 Β· ⭐ 600) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 51K Β· πŸ“‹ 560 - 34% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 52K Β· πŸ“‹ 560 - 34% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 100M / month Β· πŸ“¦ 560 Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 110M / month Β· πŸ“¦ 560 Β· ⏱️ 19.05.2022): ``` pip install fsspec ``` @@ -1282,12 +1282,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯ˆ37 Β· ⭐ 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 660 Β· πŸ“¦ 97K Β· πŸ“‹ 610 - 26% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 98K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8K Β· ⏱️ 10.06.2022): ``` pip install watchdog ``` @@ -1296,30 +1296,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ35 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 96K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 17.06.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 97K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 690K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 700K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
-
filelock (πŸ₯ˆ34 Β· ⭐ 550) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ34 Β· ⭐ 560) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 270K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 19.06.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 270K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 59M / month Β· πŸ“¦ 2.5K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 60M / month Β· πŸ“¦ 2.6K Β· ⏱️ 31.05.2022): ``` pip install filelock ``` @@ -1335,52 +1335,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 14M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ```
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path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 170 Β· πŸ“‹ 370 - 27% open Β· ⏱️ 18.10.2022): ``` - git clone https://github.com/jaraco/path + git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 900K / month Β· πŸ“¦ 120 Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.7M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): ``` - pip install path + pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 630K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge path + conda install -c conda-forge fs ```
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pyfilesystem2 (πŸ₯‰26 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 160 Β· πŸ“‹ 360 - 23% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 23.06.2023): ``` - git clone https://github.com/pyfilesystem/pyfilesystem2 + git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.6M / month): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 990K / month Β· πŸ“¦ 120 Β· ⏱️ 07.01.2022): ``` - pip install fs + pip install path ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 630K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge fs + conda install -c conda-forge path ```
Show 3 hidden projects... - zipp (πŸ₯‰31 Β· ⭐ 38) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰30 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 -- Unipath (πŸ₯‰18 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory.. ❗Unlicensed +- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1395,7 +1395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 34M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 36M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1420,14 +1420,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge six ```
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typing (πŸ₯ˆ33 Β· ⭐ 1.4K Β· πŸ“ˆ) - Python static typing home. Hosts the documentation and a user.. Python-2.0 +
typing (πŸ₯ˆ33 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 720 - 16% open Β· ⏱️ 18.06.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 720 - 16% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 7.9M / month Β· πŸ“¦ 5.8K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.1M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1443,7 +1443,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.7M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.8M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1466,7 +1466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.6K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“¦ 490K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“¦ 490K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/pyca/cryptography @@ -1498,7 +1498,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 47 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 47 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/google/tink @@ -1507,14 +1507,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 210 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 360 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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keyring (πŸ₯‰33 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰35 Β· ⭐ 1.1K Β· πŸ“ˆ) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 11% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 24.06.2023): ``` git clone https://github.com/jaraco/keyring @@ -1523,19 +1523,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.3M Β· ⏱️ 20.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.3M Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge keyring ```
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 38M / month Β· πŸ“¦ 8K Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 39M / month Β· πŸ“¦ 8K Β· ⏱️ 01.05.2022): ``` pip install bcrypt ``` @@ -1546,7 +1546,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rsa (πŸ₯‰33 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 290K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 300K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1567,7 +1567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 49M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 50M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1584,112 +1584,112 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 28K Β· πŸ“‹ 32K - 3% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 3.9M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 910K Β· ⏱️ 04.06.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 920K Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 380M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 390M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 21.06.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 29.06.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 240K Β· πŸ“‹ 1K - 14% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 240K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 290M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 310M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 21.06.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 28.06.2023): ``` conda install -c conda-forge botocore ```
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docker-compose (πŸ₯ˆ43 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 +
paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 130M Β· πŸ“¦ 13K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 80K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 09.06.2023): ``` - git clone https://github.com/docker/compose + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): ``` - pip install docker-compose + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge docker-compose + conda install -c conda-forge paramiko ```
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paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker-compose (πŸ₯ˆ42 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 79K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 140M Β· πŸ“¦ 13K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 27.06.2023): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` - pip install paramiko + pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-compose ```
docker (πŸ₯ˆ42 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 600 Β· πŸ“¦ 64K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 610 Β· πŸ“¦ 64K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 31M / month Β· πŸ“¦ 3.7K Β· ⏱️ 07.10.2021): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 32M / month Β· πŸ“¦ 3.7K Β· ⏱️ 07.10.2021): ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge docker-py ```
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 910 Β· πŸ“₯ 250K Β· πŸ“¦ 2.7K Β· πŸ“‹ 6.2K - 29% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 910 Β· πŸ“₯ 250K Β· πŸ“¦ 2.7K Β· πŸ“‹ 6.2K - 29% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.4M / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 880K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 590 Β· ⏱️ 17.06.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 600 Β· ⏱️ 22.06.2023): ``` npm install @pulumi/pulumi ``` @@ -1708,7 +1708,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯‰38 Β· ⭐ 5.8K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1729,7 +1729,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.6M / month Β· πŸ“¦ 79 Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.8M / month Β· πŸ“¦ 79 Β· ⏱️ 07.04.2022): ``` pip install fabric ``` @@ -1772,12 +1772,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰34 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.6K Β· πŸ“‹ 200 - 29% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.6K Β· πŸ“‹ 200 - 28% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 4.8M / month Β· πŸ“¦ 300 Β· ⏱️ 25.09.2020): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5M / month Β· πŸ“¦ 300 Β· ⏱️ 25.09.2020): ``` pip install sshtunnel ``` @@ -1793,7 +1793,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ``` @@ -1809,7 +1809,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 9.9K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 10K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge pypyr ``` @@ -1827,6 +1827,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top +
sh (πŸ₯‡36 Β· ⭐ 6.6K) - Python process launching. MIT + +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 13K Β· πŸ“‹ 450 - 2% open Β· ⏱️ 23.06.2023): + + ``` + git clone https://github.com/amoffat/sh + ``` +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.2M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): + ``` + pip install sh + ``` +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge sh + ``` +
pexpect (πŸ₯‡36 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC - [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 290K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): @@ -1838,19 +1854,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ35 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯‰35 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): ``` pip install supervisor ``` @@ -1859,22 +1875,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯ˆ35 Β· ⭐ 6.6K) - Python process launching. MIT - -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 13K Β· πŸ“‹ 450 - 2% open Β· ⏱️ 22.05.2023): - - ``` - git clone https://github.com/amoffat/sh - ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): - ``` - pip install sh - ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge sh - ``` -
Show 1 hidden projects... - ptyprocess (πŸ₯‰27 Β· ⭐ 190 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC @@ -1887,16 +1887,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 250K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 260K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 58M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 60M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge greenlet ``` @@ -1908,23 +1908,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 28M / month Β· πŸ“¦ 410 Β· ⏱️ 13.05.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 29M / month Β· πŸ“¦ 410 Β· ⏱️ 13.05.2022): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anyio ```
uvloop (πŸ₯ˆ37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 410 Β· πŸ“¦ 83K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 410 Β· πŸ“¦ 84K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 10.08.2021): ``` pip install uvloop ``` @@ -1945,18 +1945,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install aiomisc ```
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asyncer (πŸ₯‰22 Β· ⭐ 1K) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰22 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 590 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 610 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 81K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 76K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 3.9K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.1K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1972,14 +1972,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡37 Β· ⭐ 6.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡37 Β· ⭐ 6.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 370 Β· πŸ“¦ 490K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 370 Β· πŸ“¦ 490K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 24.06.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 8K Β· ⏱️ 24.03.2022): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.1K Β· ⏱️ 24.03.2022): ``` pip install python-dotenv ``` @@ -1988,7 +1988,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dotenv ```
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traitlets (πŸ₯ˆ36 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯‡37 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 - [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 150 Β· πŸ“¦ 330K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 22.06.2023): @@ -2011,7 +2011,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.6M / month Β· πŸ“¦ 250 Β· ⏱️ 06.06.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.7M / month Β· πŸ“¦ 250 Β· ⏱️ 06.06.2022): ``` pip install dynaconf ``` @@ -2020,14 +2020,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dynaconf ```
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python-decouple (πŸ₯ˆ32 Β· ⭐ 2.4K) - Strict separation of config from code. MIT +
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.5K) - Strict separation of config from code. MIT - [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 11 Β· πŸ“¦ 100K Β· πŸ“‹ 86 - 5% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): ``` pip install python-decouple ``` @@ -2038,23 +2038,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 83 Β· πŸ“¦ 14K Β· πŸ“‹ 510 - 15% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 83 Β· πŸ“¦ 15K Β· πŸ“‹ 510 - 15% open Β· ⏱️ 24.06.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.4M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.3M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 980K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 990K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge omegaconf ```
configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 110 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 130 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2070,12 +2070,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.3K Β· πŸ“‹ 91 - 53% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.4K Β· πŸ“‹ 91 - 53% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 320K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 340K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2084,30 +2084,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge gin-config ```
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hydra (πŸ₯‰27 Β· ⭐ 7.2K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰27 Β· ⭐ 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 23.06.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.4K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.1K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 670K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 680K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 29 Β· πŸ“¦ 770 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 29 Β· πŸ“¦ 780 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 89K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 92K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): ``` pip install everett ``` @@ -2122,9 +2122,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡44 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡45 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/pallets/click @@ -2138,18 +2138,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡42 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡43 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 98K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 100K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 24M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 25M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.05.2022): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.1M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.2M Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge rich ``` @@ -2181,14 +2181,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 620K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 630K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ’€) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 680K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 690K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2202,7 +2202,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge colorama ```
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Typer (πŸ₯ˆ35 Β· ⭐ 11K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT - [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 460 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 02.05.2023): @@ -2213,7 +2213,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typer ``` @@ -2225,11 +2225,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.1K Β· ⏱️ 13.02.2018): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 19M / month Β· πŸ“¦ 2.1K Β· ⏱️ 13.02.2018): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.1M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.2M Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge argcomplete ``` @@ -2241,7 +2241,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` pip install wcwidth ``` @@ -2261,19 +2261,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 480K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 490K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ```
+
ConfigArgParse (πŸ₯‰30 Β· ⭐ 650 Β· πŸ“ˆ) - A drop-in replacement for argparse that allows options to.. MIT + +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 110 Β· πŸ“¦ 12K Β· πŸ“‹ 190 - 35% open Β· ⏱️ 28.06.2023): + + ``` + git clone https://github.com/bw2/ConfigArgParse + ``` +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 03.10.2021): + ``` + pip install configargparse + ``` +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 620K Β· ⏱️ 27.06.2023): + ``` + conda install -c conda-forge configargparse + ``` +
asciimatics (πŸ₯‰29 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 860 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 870 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 65K / month Β· πŸ“¦ 110 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 68K / month Β· πŸ“¦ 110 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2284,35 +2300,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰29 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 9.1K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 9.2K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 990K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1M / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 40K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge questionary ```
docopt-ng (πŸ₯‰22 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 150 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 160 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 36K / month Β· πŸ“¦ 29 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 38K / month Β· πŸ“¦ 29 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ```
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 71 - 19% open Β· ⏱️ 07.04.2023): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/nojhan/colout @@ -2322,14 +2338,13 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install colout ```
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Show 6 hidden projects... +
Show 5 hidden projects... - docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- ConfigArgParse (πŸ₯‰28 Β· ⭐ 650 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - clint (πŸ₯‰25 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 35) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 38) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2352,7 +2367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 77M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 78M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` @@ -2363,19 +2378,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 870) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 230K / month Β· πŸ“¦ 120 Β· ⏱️ 23.07.2017): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 240K / month Β· πŸ“¦ 120 Β· ⏱️ 23.07.2017): ``` pip install aiocache ```
beaker (πŸ₯‰28 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.6K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.7K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker @@ -2391,7 +2406,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 220 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 230 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc @@ -2405,14 +2420,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰25 Β· ⭐ 450) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰24 Β· ⭐ 450) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 53 Β· πŸ“¦ 400 Β· πŸ“‹ 65 - 24% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 53 Β· πŸ“¦ 400 Β· πŸ“‹ 65 - 24% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 14K / month Β· πŸ“¦ 28 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 18K / month Β· πŸ“¦ 28 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2431,7 +2446,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 31K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 19.06.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 24.06.2023): ``` git clone https://github.com/kivy/kivy @@ -2447,12 +2462,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.8K Β· πŸ“‹ 3.3K - 21% open Β· ⏱️ 19.06.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.8K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 320K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 310K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2461,14 +2476,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ32 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 580 Β· πŸ“¦ 2K Β· πŸ“‹ 1.2K - 16% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 580 Β· πŸ“¦ 2K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 31K / month Β· πŸ“¦ 36 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 28K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ``` @@ -2480,35 +2495,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 71K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 69K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.6K Β· πŸ“‹ 690 - 19% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.6K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.2K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.1K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 3 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 8 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
flexx (πŸ₯‰27 Β· ⭐ 3.1K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 -- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 120 Β· πŸ“‹ 450 - 19% open Β· ⏱️ 22.07.2022): +- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 130 Β· πŸ“‹ 450 - 19% open Β· ⏱️ 22.07.2022): ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 540 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 500 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2549,23 +2564,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 23.06.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 760K Β· ⏱️ 13.06.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 770K Β· ⏱️ 24.06.2023): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 57K Β· πŸ“‹ 160 - 8% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“¦ 58K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2574,7 +2589,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 53K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 54K Β· ⏱️ 28.06.2023): ``` conda install -c conda-forge emoji ``` @@ -2586,7 +2601,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 49M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 50M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` pip install chardet ``` @@ -2594,7 +2609,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 13 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 22 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2610,7 +2625,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install humanize ``` -- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 410K Β· ⏱️ 28.06.2023): ``` conda install -c conda-forge humanize ``` @@ -2633,12 +2648,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
inflect (πŸ₯‰30 Β· ⭐ 830) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 92 Β· πŸ“‹ 100 - 20% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 92 Β· πŸ“‹ 100 - 20% open Β· ⏱️ 23.06.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3M / month Β· πŸ“¦ 970 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.1M / month Β· πŸ“¦ 970 Β· ⏱️ 01.05.2022): ``` pip install inflect ``` @@ -2647,14 +2662,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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pyahocorasick (πŸ₯‰26 Β· ⭐ 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰28 Β· ⭐ 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.9K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 650K / month Β· πŸ“¦ 110 Β· ⏱️ 04.05.2022): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 610K / month Β· πŸ“¦ 110 Β· ⏱️ 04.05.2022): ``` pip install pyahocorasick ``` @@ -2670,23 +2685,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 310K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 320K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 63K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ```
price-parser (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 45 Β· πŸ“¦ 360 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 45 Β· πŸ“¦ 370 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 60K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 61K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2694,7 +2709,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - awesome-slugify (πŸ₯‰22 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 76 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 77 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2712,78 +2727,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡45 Β· ⭐ 8.1K) - AWS SDK for Python. Apache-2 +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.4K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 320K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 44K Β· πŸ“¦ 590K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 28.06.2023): ``` - git clone https://github.com/boto/boto3 + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 620M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 78M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` - pip install boto3 + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 21.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 28.06.2023): ``` - conda install -c conda-forge boto3 + conda install -c conda-forge sqlalchemy ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.4K) - The Database Toolkit for Python. MIT +
boto3 (πŸ₯‡45 Β· ⭐ 8.2K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 1.2K Β· πŸ“₯ 44K Β· πŸ“¦ 590K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 320K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 28.06.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 75M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 650M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` - pip install SQLAlchemy + pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 10.06.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 29.06.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge boto3 ```
-
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT +
google-cloud-storage (πŸ₯‡44 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 27.06.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 27.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 45M / month Β· πŸ“¦ 1.9K Β· ⏱️ 08.06.2022): ``` - pip install redis + pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.6M Β· ⏱️ 27.06.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge google-cloud-storage ```
-
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 +
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 12% open Β· ⏱️ 25.06.2023): ``` - git clone https://github.com/googleapis/google-cloud-python + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 44M / month Β· πŸ“¦ 1.9K Β· ⏱️ 08.06.2022): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 27.06.2022): ``` - pip install google-cloud-storage + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge google-cloud-storage + conda install -c conda-forge redis-py ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.3K - 11% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.3K - 11% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 39M / month Β· πŸ“¦ 620 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 39M / month Β· πŸ“¦ 630 Β· ⏱️ 15.06.2022): ``` pip install azure-storage-blob ``` @@ -2794,7 +2809,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 16.06.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 23.06.2023): ``` git clone https://github.com/coleifer/peewee @@ -2810,44 +2825,44 @@ _Libraries for connecting to, operating, and querying databases._
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 34M / month Β· πŸ“¦ 180 Β· ⏱️ 15.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 36M / month Β· πŸ“¦ 230 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.2M Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge pymysql ```
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.1K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.2K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 23.06.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 13M / month Β· πŸ“¦ 6K Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6K Β· ⏱️ 30.06.2022): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 860K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge elasticsearch ```
alembic (πŸ₯‡40 Β· ⭐ 2K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 25M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 26M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): ``` pip install alembic ``` @@ -2858,12 +2873,12 @@ _Libraries for connecting to, operating, and querying databases._
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.2K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 18K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.03.2023): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2874,7 +2889,7 @@ _Libraries for connecting to, operating, and querying databases._
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/MongoEngine/mongoengine @@ -2890,7 +2905,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 190K Β· πŸ“¦ 1.1K Β· πŸ“‹ 940 - 3% open Β· ⏱️ 16.06.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 940 - 3% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2911,55 +2926,55 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.7M / month Β· πŸ“¦ 2.1K Β· ⏱️ 11.07.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.1K Β· ⏱️ 11.07.2022): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 470K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 480K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
python-bigquery (πŸ₯ˆ37 Β· ⭐ 610) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 580 - 13% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 580 - 12% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 30M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 31M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.6M Β· ⏱️ 14.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.6M Β· ⏱️ 28.06.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 840 Β· πŸ“¦ 6.4K Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 840 Β· πŸ“¦ 6.5K Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.1M / month Β· πŸ“¦ 410 Β· ⏱️ 25.07.2017): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.2M / month Β· πŸ“¦ 410 Β· ⏱️ 25.07.2017): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 720K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 730K Β· ⏱️ 08.06.2023): ``` conda install -c conda-forge python-confluent-kafka ```
Ibis (πŸ₯ˆ36 Β· ⭐ 2.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 420 Β· πŸ“₯ 85 Β· πŸ“¦ 530 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 430 Β· πŸ“₯ 85 Β· πŸ“¦ 540 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 72K / month Β· πŸ“¦ 46 Β· ⏱️ 30.03.2018): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 80K / month Β· πŸ“¦ 46 Β· ⏱️ 30.03.2018): ``` pip install ibis-framework ``` @@ -2970,12 +2985,12 @@ _Libraries for connecting to, operating, and querying databases._
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 410 Β· πŸ“₯ 5.2K Β· πŸ“¦ 130K Β· πŸ“‹ 320 - 3% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 410 Β· πŸ“₯ 5.2K Β· πŸ“¦ 130K Β· πŸ“‹ 320 - 2% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` pip install mysqlclient ``` @@ -3002,12 +3017,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 10 Β· πŸ“¦ 5.7K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 11 Β· πŸ“¦ 5.7K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 05.06.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 87K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 86K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): ``` pip install tortoise-orm ``` @@ -3018,16 +3033,16 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 200 Β· πŸ“¦ 63K Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 200 Β· πŸ“¦ 64K Β· ⏱️ 21.06.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 880K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 910K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 58K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 58K Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge motor ``` @@ -3046,12 +3061,12 @@ _Libraries for connecting to, operating, and querying databases._
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5.1K Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5.2K Β· ⏱️ 06.06.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.2M / month Β· πŸ“¦ 700 Β· ⏱️ 18.03.2021): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.1M / month Β· πŸ“¦ 700 Β· ⏱️ 18.03.2021): ``` pip install cassandra-driver ``` @@ -3060,14 +3075,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 690) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ34 Β· ⭐ 700) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 390 - 27% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 390 - 27% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 110M / month Β· πŸ“¦ 600 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 600 Β· ⏱️ 20.01.2023): ``` pip install s3fs ``` @@ -3083,7 +3098,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` pip install s3transfer ``` @@ -3094,7 +3109,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 810) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.7K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 29.05.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.7K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3110,12 +3125,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯‰33 Β· ⭐ 640) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 4.8K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 21.05.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 4.8K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.1M / month): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.2M / month): ``` pip install minio ``` @@ -3126,12 +3141,12 @@ _Libraries for connecting to, operating, and querying databases._
Prometheus Client (πŸ₯‰32 Β· ⭐ 3.4K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 17% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 17% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 700 Β· ⏱️ 08.04.2022): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 710 Β· ⏱️ 08.04.2022): ``` pip install prometheus_client ``` @@ -3142,12 +3157,12 @@ _Libraries for connecting to, operating, and querying databases._
Pony (πŸ₯‰32 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 56 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 57 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 82K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 84K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` @@ -3163,7 +3178,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.3M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): ``` pip install pynamodb ``` @@ -3179,7 +3194,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3190,7 +3205,7 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰32 Β· ⭐ 370) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 7.2K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 04.06.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 7.2K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3211,7 +3226,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 410K / month Β· πŸ“¦ 130 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 420K / month Β· πŸ“¦ 130 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` @@ -3220,9 +3235,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlmodel ```
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pymongo (πŸ₯‰31 Β· ⭐ 3.9K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 +
pymongo (πŸ₯‰31 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· ⏱️ 28.06.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -3231,7 +3246,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge pymongo ``` @@ -3243,7 +3258,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 390K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 380K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): ``` pip install databases ``` @@ -3287,7 +3302,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.7M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): ``` pip install cx-Oracle ``` @@ -3298,12 +3313,12 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 220K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 210K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3312,14 +3327,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pysolr ```
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dataset (πŸ₯‰29 Β· ⭐ 4.6K Β· πŸ“‰) - Easy-to-use data handling for SQL data stores with support for.. MIT +
dataset (πŸ₯‰29 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 3.1K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 68K / month): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 69K / month): ``` pip install dataset ``` @@ -3346,7 +3361,7 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰28 Β· ⭐ 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 51 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 50% open Β· ⏱️ 16.06.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 51 Β· πŸ“¦ 290 Β· πŸ“‹ 330 - 50% open Β· ⏱️ 16.06.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py @@ -3358,7 +3373,7 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 260 Β· πŸ“‹ 320 - 30% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 30% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/piccolo-orm/piccolo @@ -3375,7 +3390,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 120K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 94K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3407,7 +3422,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 14K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 17K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ``` @@ -3419,7 +3434,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 16K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3431,7 +3446,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 53K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 55K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ``` @@ -3449,17 +3464,17 @@ _Libraries for connecting to, operating, and querying databases._ - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 52) - Google Cloud Bigtable API client library. Apache-2 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 53) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 -- pyhdb (πŸ₯‰25 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- PugSQL (πŸ₯‰20 Β· ⭐ 610 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- PugSQL (πŸ₯‰20 Β· ⭐ 620 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT
@@ -3473,48 +3488,48 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 19K Β· πŸ“‹ 2.3K - 26% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 19K Β· πŸ“‹ 2.4K - 26% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.3M / month Β· πŸ“¦ 480 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.4M / month Β· πŸ“¦ 500 Β· ⏱️ 15.06.2022): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 320K Β· ⏱️ 15.06.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 330K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 150K Β· πŸ“‹ 650 - 3% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 150K Β· πŸ“‹ 650 - 3% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.8M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.07.2022): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 800K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 800K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.7K - 15% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 93K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 91K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 620K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 620K Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge xlwings ``` @@ -3526,7 +3541,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 27M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 28M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3537,12 +3552,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 56K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.06.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 57K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.06.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 09.04.2022): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 09.04.2022): ``` pip install tablib ``` @@ -3553,7 +3568,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 43K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 44K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3590,7 +3605,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 320 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 330 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3606,7 +3621,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 75K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 70K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): ``` pip install intake ``` @@ -3615,58 +3630,58 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge intake ```
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smart-open (πŸ₯ˆ31 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
snorkel (πŸ₯ˆ30 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 19.01.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 330 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` - git clone https://github.com/RaRe-Technologies/smart_open + git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 610 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` - pip install smart-open + pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 43K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge smart_open + conda install -c conda-forge snorkel ```
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snorkel (πŸ₯‰30 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 +
smart-open (πŸ₯‰27 Β· ⭐ 2.9K Β· πŸ“‰) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 340 Β· πŸ“‹ 370 - 17% open Β· ⏱️ 19.01.2023): ``` - git clone https://github.com/snorkel-team/snorkel + git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month): ``` - pip install snorkel + pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.9M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge snorkel + conda install -c conda-forge smart_open ```
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img2dataset (πŸ₯‰27 Β· ⭐ 2.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 2.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“¦ 50 Β· πŸ“‹ 190 - 41% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“¦ 53 Β· πŸ“‹ 190 - 42% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 20K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 23K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ```
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camelot (πŸ₯‰22 Β· ⭐ 2K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰23 Β· ⭐ 2K) - A Python library to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 360 Β· πŸ“‹ 280 - 63% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.5K / month Β· πŸ“¦ 9 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.7K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3678,31 +3693,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 850 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 750 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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Upgini (πŸ₯‰19 Β· ⭐ 220) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰20 Β· ⭐ 230) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 - [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 21.06.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.1K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.6K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ```
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Squirrel (πŸ₯‰15 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰16 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 8 - 75% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 6 - 66% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.2K / month Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.5K / month Β· ⏱️ 06.07.2022): ``` pip install squirrel-core ``` @@ -3715,16 +3730,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ32 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯‰30 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 +- PDFMiner (πŸ₯ˆ30 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - tabulator-py (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT -- textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰25 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT +- textract (πŸ₯‰24 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 +- pandas-datareader (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ“‰) - Extract data from a wide range of Internet sources.. ❗Unlicensed - deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 +- borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- borb (πŸ₯‰20 Β· ⭐ 3K) - borb is a library for reading, creating and manipulating PDF files in.. ❗Unlicensed - excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2
@@ -3736,82 +3751,82 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡47 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡46 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 12K Β· πŸ“₯ 490K Β· πŸ“¦ 7.1K Β· πŸ“‹ 7.6K - 11% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 500K Β· πŸ“¦ 7.2K Β· πŸ“‹ 7.7K - 11% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9M / month Β· πŸ“¦ 250 Β· ⏱️ 23.01.2019): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 250 Β· ⏱️ 23.01.2019): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 900K Β· ⏱️ 17.06.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 910K Β· ⏱️ 22.06.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 120M Β· ⭐ 450 Β· ⏱️ 17.06.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 120M Β· ⭐ 460 Β· ⏱️ 17.06.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 100K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 19.06.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.8M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.9M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): ``` pip install celery ``` -- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.3M Β· ⏱️ 20.06.2023): +- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.3M Β· ⏱️ 22.06.2023): ``` conda install -c conda-forge celery ```
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Prefect (πŸ₯‡42 Β· ⭐ 12K) - The easiest way to orchestrate and observe your data pipelines. Apache-2 +
Prefect (πŸ₯‡42 Β· ⭐ 12K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.2K Β· πŸ“‹ 3.9K - 13% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.2K Β· πŸ“‹ 3.9K - 12% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 740K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 760K / month): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 470K Β· ⏱️ 15.06.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 470K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 71% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 71% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.4M / month Β· πŸ“¦ 170 Β· ⏱️ 27.06.2022): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.3M / month Β· πŸ“¦ 170 Β· ⏱️ 27.06.2022): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 47K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 48K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 780K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 810K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` @@ -3820,110 +3835,126 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 7.7K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 7.8K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 960 Β· πŸ“¦ 1.3K Β· πŸ“‹ 5.8K - 29% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 970 Β· πŸ“¦ 1.3K Β· πŸ“‹ 5.8K - 30% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 590K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 930K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 930K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.5K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 10M / month Β· πŸ“¦ 30 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 10M / month Β· πŸ“¦ 32 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 670K Β· ⏱️ 15.06.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 670K Β· ⏱️ 24.06.2023): ``` conda install -c conda-forge great-expectations ```
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joblib (πŸ₯ˆ38 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 +
joblib (πŸ₯ˆ39 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 300K Β· πŸ“‹ 830 - 46% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 300K Β· πŸ“‹ 840 - 46% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 26M / month Β· πŸ“¦ 5.9K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 26M / month Β· πŸ“¦ 6K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 20M Β· ⏱️ 28.06.2023): ``` conda install -c conda-forge joblib ```
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luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 7.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“₯ 2K Β· πŸ“¦ 2.9K Β· πŸ“‹ 4.2K - 11% open Β· ⏱️ 29.06.2023): ``` - git clone https://github.com/spotify/luigi + git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 590K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` - pip install luigi + pip install dbt ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 240K Β· ⏱️ 16.06.2023): ``` - conda install -c anaconda luigi + conda install -c conda-forge dbt ```
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dbt (πŸ₯ˆ37 Β· ⭐ 7.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.9K Β· πŸ“¦ 2.8K Β· πŸ“‹ 4.1K - 11% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 04.05.2023): ``` - git clone https://github.com/dbt-labs/dbt-core + git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 580K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` - pip install dbt + pip install luigi ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 240K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dbt + conda install -c anaconda luigi ```
Kedro (πŸ₯ˆ36 Β· ⭐ 8.5K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 800 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.3K - 23% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 800 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.3K - 23% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 370K / month Β· πŸ“¦ 57 Β· ⏱️ 08.04.2019): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 380K / month Β· πŸ“¦ 57 Β· ⏱️ 08.04.2019): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 6.2K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 6.3K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“¦ 320 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“¦ 340 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 5.6K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 5.9K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): ``` pip install hub ```
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huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT + +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 23.06.2023): + + ``` + git clone https://github.com/coleifer/huey + ``` +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 89K / month): + ``` + pip install huey + ``` +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge huey + ``` +
petl (πŸ₯ˆ32 Β· ⭐ 1.1K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT - [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): @@ -3940,46 +3971,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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huey (πŸ₯ˆ31 Β· ⭐ 4.5K) - a little task queue for python. MIT +
zenml (πŸ₯ˆ31 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 10.06.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 300 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 200 - 15% open Β· ⏱️ 20.06.2023): ``` - git clone https://github.com/coleifer/huey - ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 87K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): + git clone https://github.com/zenml-io/zenml ``` - pip install huey +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5.8K / month Β· πŸ“¦ 2 Β· ⏱️ 28.06.2022): ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge huey + pip install zenml ```
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zenml (πŸ₯ˆ31 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 300 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 200 - 15% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 39 Β· πŸ“¦ 130 Β· πŸ“‹ 370 - 8% open Β· ⏱️ 28.06.2023): ``` - git clone https://github.com/zenml-io/zenml + git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5.7K / month Β· πŸ“¦ 2 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 60K / month Β· πŸ“¦ 5 Β· ⏱️ 31.03.2022): ``` - pip install zenml + pip install whylogs ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 470 - 21% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 460 - 21% open Β· ⏱️ 23.06.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 130K / month Β· πŸ“¦ 23 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 140K / month Β· πŸ“¦ 23 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 70K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge mleap ``` @@ -3991,42 +4018,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 24K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 23K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 82 Β· πŸ“‹ 870 - 13% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 210 Β· πŸ“¦ 84 Β· πŸ“‹ 870 - 13% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.8K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.6K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 65K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 66K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge ploomber ```
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whylogs (πŸ₯‰29 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 - -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 39 Β· πŸ“¦ 120 Β· πŸ“‹ 370 - 8% open Β· ⏱️ 21.06.2023): - - ``` - git clone https://github.com/whylabs/whylogs - ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 58K / month Β· πŸ“¦ 5 Β· ⏱️ 31.03.2022): - ``` - pip install whylogs - ``` -
PyFunctional (πŸ₯‰26 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 630 Β· πŸ“‹ 130 - 7% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 630 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/EntilZha/PyFunctional @@ -4036,18 +4051,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install pyfunctional ```
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dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 28.05.2023): - - ``` - git clone https://github.com/databand-ai/dbnd - ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 84K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): - ``` - pip install dbnd - ``` -
arq (πŸ₯‰25 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT - [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 410 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 20.05.2023): @@ -4055,11 +4058,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 50K / month Β· πŸ“¦ 18 Β· ⏱️ 09.03.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 48K / month Β· πŸ“¦ 18 Β· ⏱️ 09.03.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.6K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.7K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4071,7 +4074,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4.1K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4.8K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): ``` pip install streamparse ``` @@ -4083,19 +4086,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 14K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 13K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ```
+
dbnd (πŸ₯‰25 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 + +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 28.05.2023): + + ``` + git clone https://github.com/databand-ai/dbnd + ``` +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 90K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): + ``` + pip install dbnd + ``` +
Pypeline (πŸ₯‰24 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 96 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 88 Β· πŸ“¦ 100 Β· πŸ“‹ 63 - 26% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 25K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 24K / month): ``` pip install pypeln ``` @@ -4111,7 +4126,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 920 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 940 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ``` @@ -4139,7 +4154,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.3K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.2K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4150,12 +4165,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰21 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 26% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 770 / month Β· ⏱️ 07.07.2022): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 300 / month): ``` pip install batchflow ``` @@ -4167,7 +4182,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 280 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 300 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4179,7 +4194,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 87 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4191,45 +4206,45 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 150K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ```
bodywork-core (πŸ₯‰16 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- [GitHub](https://github.com/bodywork-ml/bodywork-core) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 17 Β· πŸ“¦ 11 Β· πŸ“‹ 77 - 25% open Β· ⏱️ 04.07.2022): +- [GitHub](https://github.com/bodywork-ml/bodywork-core) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 18 Β· πŸ“¦ 12 Β· πŸ“‹ 77 - 25% open Β· ⏱️ 04.07.2022): ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 450 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 360 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ```
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RasgoQL (πŸ₯‰13 Β· ⭐ 260 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +
datajob (πŸ₯‰13 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 -- [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): +- [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): ``` - git clone https://github.com/rasgointelligence/RasgoQL + git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 170 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 97 / month Β· ⏱️ 22.11.2022): ``` - pip install rasgoql + pip install datajob ```
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datajob (πŸ₯‰13 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +
RasgoQL (πŸ₯‰12 Β· ⭐ 260 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 -- [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): ``` - git clone https://github.com/vincentclaes/datajob + git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 100 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 120 / month Β· ⏱️ 05.07.2022): ``` - pip install datajob + pip install rasgoql ```
Show 8 hidden projects... @@ -4240,8 +4255,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT -- kale (πŸ₯‰16 Β· ⭐ 600 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter +- Botflow (πŸ₯‰11 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed

@@ -4251,7 +4266,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 840K Β· πŸ“‹ 550 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 850K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4305,16 +4320,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡33 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“¦ 7.2K Β· πŸ“‹ 250 - 26% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“¦ 7.3K Β· πŸ“‹ 250 - 26% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9M / month Β· πŸ“¦ 740 Β· ⏱️ 10.04.2022): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 8.9M / month Β· πŸ“¦ 750 Β· ⏱️ 10.04.2022): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 280K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 290K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4326,7 +4341,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 20M / month Β· πŸ“¦ 300 Β· ⏱️ 07.06.2021): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 300 Β· ⏱️ 07.06.2021): ``` pip install typing_inspect ``` @@ -4337,7 +4352,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 46) - Backport of the importlib.resources module. MIT +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 47) - Backport of the importlib.resources module. MIT - entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4348,7 +4363,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.8K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 750K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 750K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4380,7 +4395,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
toolz (πŸ₯ˆ35 Β· ⭐ 4.3K Β· πŸ’€) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 99K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 100K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4401,11 +4416,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.5M / month Β· πŸ“¦ 410 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.4M / month Β· πŸ“¦ 410 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ``` @@ -4417,7 +4432,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 28M / month Β· πŸ“¦ 1.2K Β· ⏱️ 12.07.2021): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 28M / month Β· πŸ“¦ 1.3K Β· ⏱️ 12.07.2021): ``` pip install tenacity ``` @@ -4428,32 +4443,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3K) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 220 Β· πŸ“¦ 2.2K Β· πŸ“‹ 510 - 30% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 230 Β· πŸ“¦ 2.2K Β· πŸ“‹ 510 - 31% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 99 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 96 Β· ⏱️ 30.03.2022): ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 26K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 27K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dependency_injector ```
returns (πŸ₯ˆ32 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 100 Β· πŸ“¦ 360 Β· πŸ“‹ 410 - 15% open Β· ⏱️ 16.06.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 100 Β· πŸ“¦ 370 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 94K / month Β· πŸ“¦ 56 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 95K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.8K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge returns ``` @@ -4465,7 +4480,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.04.2018): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.04.2018): ``` pip install natsort ``` @@ -4476,7 +4491,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰29 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 7.9K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy @@ -4485,23 +4500,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge funcy ```
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ubelt (πŸ₯‰26 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰27 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 47 Β· πŸ“¦ 2.7K Β· πŸ“‹ 16 - 25% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 2.7K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 14K / month Β· πŸ“¦ 54 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 14K / month Β· πŸ“¦ 56 Β· ⏱️ 01.07.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 53K Β· ⏱️ 15.06.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 54K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge ubelt ``` @@ -4522,12 +4537,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 54K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 63K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 64K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4542,7 +4557,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 62K Β· πŸ“‹ 5.1K - 31% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 62K Β· πŸ“‹ 5.1K - 31% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/micropython/micropython @@ -4574,12 +4589,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 540 Β· πŸ“¦ 540K Β· πŸ“‹ 1.7K - 23% open Β· ⏱️ 16.06.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 540 Β· πŸ“¦ 540K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 51M / month Β· πŸ“¦ 37K Β· ⏱️ 24.04.2022): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 52M / month Β· πŸ“¦ 37K Β· ⏱️ 24.04.2022): ``` pip install pygments ``` @@ -4588,14 +4603,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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pyparsing (πŸ₯‡41 Β· ⭐ 1.9K Β· πŸ“ˆ) - Python library for creating PEG parsers. MIT +
pyparsing (πŸ₯‡40 Β· ⭐ 1.9K) - Python library for creating PEG parsers. MIT - [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 8K Β· πŸ“¦ 810K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 19.06.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 75M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 76M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` pip install pyparsing ``` @@ -4606,23 +4621,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡39 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 870 - 31% open Β· ⏱️ 19.06.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 870 - 31% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cookiecutter ```
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 590K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 600K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/eliben/pycparser @@ -4638,12 +4653,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯ˆ34 Β· ⭐ 30K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 1K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 1.1K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 110K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` @@ -4652,6 +4667,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
+
wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 + +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 22% open Β· ⏱️ 26.06.2023): + + ``` + git clone https://github.com/GrahamDumpleton/wrapt + ``` +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 78M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): + ``` + pip install wrapt + ``` +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge wrapt + ``` +
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 - [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 25K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): @@ -4659,39 +4690,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 30M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 31M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
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pluggy (πŸ₯ˆ34 Β· ⭐ 960 Β· πŸ“ˆ) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯ˆ34 Β· ⭐ 970) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 25% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 25% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 61M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 20M Β· ⏱️ 19.06.2023): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 20M Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ34 Β· ⭐ 760 Β· πŸ’€) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 770 Β· πŸ’€) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 440K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 64M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 66M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4700,41 +4731,37 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
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wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
keyboard (πŸ₯‰32 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 21% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` - git clone https://github.com/GrahamDumpleton/wrapt + git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 510K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): ``` - pip install wrapt + pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 20K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge wrapt + conda install -c conda-forge keyboard ```
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keyboard (πŸ₯‰32 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT +
Copier (πŸ₯‰31 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 440 Β· πŸ“‹ 380 - 14% open Β· ⏱️ 29.06.2023): ``` - git clone https://github.com/boppreh/keyboard - ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 500K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): - ``` - pip install keyboard + git clone https://github.com/copier-org/copier ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 56K / month Β· πŸ“¦ 21 Β· ⏱️ 13.06.2022): ``` - conda install -c conda-forge keyboard + pip install copier ```
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fastcore (πŸ₯‰32 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰31 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.8K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 28.03.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.8K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore @@ -4743,35 +4770,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 48K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ```
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Copier (πŸ₯‰31 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT - -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 130 Β· πŸ“¦ 430 Β· πŸ“‹ 370 - 14% open Β· ⏱️ 22.06.2023): - - ``` - git clone https://github.com/copier-org/copier - ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 50K / month Β· πŸ“¦ 21 Β· ⏱️ 13.06.2022): - ``` - pip install copier - ``` -
pyscaffold (πŸ₯‰30 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 280 - 8% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 9% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 290K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 280K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` -- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 170K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge pyscaffold ``` @@ -4783,7 +4798,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 580K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 610K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4794,16 +4809,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Send2Trash (πŸ₯‰28 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 52 - 44% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 53 - 45% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 9.7M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge send2trash ``` @@ -4815,11 +4830,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.7K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.6K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
+
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 + +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.2K Β· ⏱️ 12.03.2023): + + ``` + git clone https://github.com/ponty/pyscreenshot + ``` +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 470K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): + ``` + pip install pyscreenshot + ``` +
catalogue (πŸ₯‰26 Β· ⭐ 160) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 26K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): @@ -4827,7 +4854,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.9M / month Β· πŸ“¦ 70 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.8M / month Β· πŸ“¦ 70 Β· ⏱️ 06.07.2022): ``` pip install catalogue ``` @@ -4836,18 +4863,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
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pyscreenshot (πŸ₯‰25 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 - -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.1K Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/ponty/pyscreenshot - ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 440K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): - ``` - pip install pyscreenshot - ``` -
Show 3 hidden projects... - openpyxl (πŸ₯‰26 Β· ⭐ 57) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT diff --git a/history/2023-06-29_changes.md b/history/2023-06-29_changes.md new file mode 100644 index 0000000..575d382 --- /dev/null +++ b/history/2023-06-29_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- keyring (πŸ₯‰35 Β· ⭐ 1.1K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +- pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- ConfigArgParse (πŸ₯‰30 Β· ⭐ 650 Β· πŸ“ˆ) - A drop-in replacement for argparse that allows options to.. MIT +- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- smart-open (πŸ₯‰27 Β· ⭐ 2.9K Β· πŸ“‰) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +- swifter (πŸ₯‰26 Β· ⭐ 2.3K Β· πŸ“‰) - A package which efficiently applies any function to a pandas.. MIT +- textract (πŸ₯‰24 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT +- pandas-datareader (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ“‰) - Extract data from a wide range of Internet sources.. ❗Unlicensed +- Botflow (πŸ₯‰11 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed + diff --git a/history/2023-06-29_projects.csv b/history/2023-06-29_projects.csv new file mode 100644 index 0000000..dff020d --- /dev/null +++ b/history/2023-06-29_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,npm_id,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,projectrank_placing,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,trending,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-28 12:49:40.000,2023-06-28 12:49:39,392.0,29.0,2050,377.0,205.0,16.0,31.0,13949,2023-06-25 16:13:22.000,2023.06.22,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-25 16:13:37.000,2023-06-25 16:13:35,243.0,26.0,147,53.0,147.0,1.0,2.0,1938,2023-06-25 16:13:41.000,2023.06.22,95.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-06-25 16:13:08.000,2023-06-25 16:13:07,241.0,26.0,40,24.0,145.0,3.0,5.0,742,2023-06-25 16:13:13.000,2023.06.22,93.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-25 16:13:37.000,2023-06-25 16:13:35,243.0,26.0,147,53.0,147.0,1.0,2.0,1938,2023-06-25 16:13:41.000,2023.06.22,95.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-28 12:49:40.000,2023-06-28 12:49:39,392.0,29.0,2050,377.0,205.0,16.0,31.0,13949,2023-06-25 16:13:22.000,2023.06.22,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6807,1661.0,321.0,11.0,73.0,37597,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-28 12:49:40.000,2023-06-28 12:49:39,392.0,29.0,2050,377.0,205.0,16.0,31.0,13949,2023-06-25 16:13:22.000,2023.06.22,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-06-29 12:46:53.000,2023-06-29 04:13:35,12122.0,715.0,15063,2073.0,7390.0,936.0,4906.0,59893,2023-06-14 20:20:40.596,4.23.3,139.0,1105.0,52,True,protobuf,conda-forge/protobuf,google-protobuf,33037239.0,132295398.0,459666.0,440552.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15718.0,125098249.0,https://anaconda.org/conda-forge/protobuf,2023-06-16 13:15:49.474,14504270.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3396.0,6314128.0,1.0,,,,,,,,,,,,,, +8,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-06-29 13:06:01.000,2023-06-29 10:36:59,32715.0,722.0,16399,1112.0,29109.0,3534.0,21362.0,38852,2023-06-28 23:24:00.000,2.0.3,115.0,3370.0,52,True,pandas,conda-forge/pandas,,199872.0,123043258.0,1263784.0,1194959.0,https://pypi.org/project/pandas,2022-06-23 13:30:09.000,68825.0,121755033.0,https://anaconda.org/conda-forge/pandas,2023-06-29 08:11:34.837,41166626.0,,,,,1.0,['pandas'],,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-06-29 09:02:56.000,2023-06-29 09:02:55,32743.0,759.0,8017,587.0,12483.0,2170.0,9554.0,23867,2023-06-26 13:46:47.000,1.24.4,143.0,1639.0,51,True,numpy,conda-forge/numpy,,756535.0,158252464.0,1840267.0,1708272.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,131995.0,156597994.0,https://anaconda.org/conda-forge/numpy,2023-06-26 22:57:50.098,59216197.0,,,,,1.0,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-06-29 13:06:22.000,2023-06-28 23:26:00,53812.0,246.0,23455,1938.0,49354.0,933.0,30917.0,57826,2023-06-22 16:16:09.866,8.1.0,330.0,6742.0,48,True,ansible,conda-forge/ansible,,,4023500.0,32570.0,28507.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4063.0,3998756.0,https://anaconda.org/conda-forge/ansible,2023-06-25 18:22:41.961,915546.0,,,,,1.0,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-06-29 12:28:49.000,2023-06-29 12:15:04,20206.0,946.0,12505,761.0,21534.0,870.0,6786.0,31227,2023-06-27 14:34:24.000,helm-chart/1.10.0,155.0,2887.0,46,True,apache-airflow,conda-forge/airflow,,495833.0,11841577.0,7465.0,7211.0,https://pypi.org/project/apache-airflow,2019-01-23 00:14:38.000,254.0,10579036.0,https://anaconda.org/conda-forge/airflow,2023-06-22 21:31:34.635,909348.0,,,,,1.0,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-06-17 08:43:46.762455,455.0,120666091.0,,,,,,, +12,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-06-28 12:43:59.000,2023-06-28 12:43:58,12255.0,94.0,4500,479.0,2982.0,626.0,4306.0,21764,2023-06-18 14:21:14.785,5.3.1,198.0,1284.0,46,True,celery,conda-forge/celery,,,6931838.0,120383.0,105397.0,https://pypi.org/project/celery,2022-06-29 11:38:16.000,14986.0,6895952.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1291913.0,,,,,1.0,,,,,,,,,,,,,, +13,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-06-29 00:50:59.000,2023-06-28 20:54:28,16395.0,241.0,1182,92.0,643.0,175.0,7196.0,7431,2023-06-23 15:02:10.627,2.0.17,285.0,636.0,46,True,SQLAlchemy,conda-forge/sqlalchemy,,44398.0,78016350.0,638702.0,591820.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46882.0,77603666.0,https://anaconda.org/conda-forge/sqlalchemy,2023-06-28 12:48:29.915,12350948.0,,,,,1.0,,,,,,,,,,,,,, +14,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-06-29 12:54:47.000,2023-06-29 12:54:16,10549.0,385.0,1335,123.0,6881.0,38.0,2223.0,5635,2023-06-01 12:31:21.662,41.0.1,115.0,292.0,46,True,cryptography,conda-forge/cryptography,,,163313238.0,511180.0,490191.0,https://pypi.org/project/cryptography,2022-07-05 13:33:24.000,20989.0,162758195.0,https://anaconda.org/conda-forge/cryptography,2023-06-01 23:16:02.015,39963136.0,,,,,1.0,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-06-29 11:30:03.000,2023-06-28 18:52:24,2286.0,45.0,1346,185.0,1025.0,132.0,1370.0,14017,2022-04-28 17:37:47.000,8.1.3,49.0,346.0,45,True,click,conda-forge/click,,,124057723.0,1358769.0,1285648.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,73121.0,123720486.0,https://anaconda.org/conda-forge/click,2023-06-16 13:24:41.923,27990673.0,,,,,1.0,,,,,,,,,,,,,, +16,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-06-29 08:35:23.450,2023-06-28 18:07:59,11273.0,214.0,3733,572.0,3399.0,508.0,3882.0,13921,2023-06-27 21:10:06.378,1.27.162,1740.0,415.0,45,True,awscli,conda-forge/awscli,,1391.0,390683763.0,3035.0,3.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3032.0,390115657.0,https://anaconda.org/conda-forge/awscli,2023-06-29 08:35:23.450,19882862.0,,,,,1.0,,,,,,,,,,,,,, +17,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-06-29 07:55:16.768,2023-06-28 18:08:21,5234.0,186.0,1766,238.0,672.0,176.0,2830.0,8164,2023-06-26 19:22:44.635,1.26.161,1333.0,143.0,45,True,boto3,conda-forge/boto3,,,649237611.0,340139.0,322851.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17288.0,648803076.0,https://anaconda.org/conda-forge/boto3,2023-06-29 07:55:16.768,16077816.0,,,,,1.0,,,,,,,,,,,,,, +18,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-06-28 22:29:08.000,2023-06-28 22:21:27,2119.0,511.0,1279,105.0,2585.0,245.0,2301.0,14307,2023-06-16 23:47:58.000,2.0b3,107.0,367.0,44,True,pydantic,conda-forge/pydantic,,,71058617.0,222215.0,215493.0,https://pypi.org/project/pydantic,2022-05-19 11:28:33.000,6722.0,70959848.0,https://anaconda.org/conda-forge/pydantic,2023-06-10 08:46:04.703,5234787.0,,,,,1.0,,,,,,,,pydantic/pydantic,,,,,, +19,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-06-28 23:54:02.000,2023-06-27 14:09:03,21576.0,1001.0,1466,302.0,7475.0,157.0,3464.0,4248,2023-06-26 20:35:37.254,2.10.0,100.0,381.0,44,True,google-cloud-storage,conda-forge/google-cloud-storage,,,44768845.0,1873.0,,https://pypi.org/project/google-cloud-storage,2022-06-08 18:12:00.000,1873.0,44666534.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3580916.0,,,,,1.0,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-06-28 21:38:12.087,2023-06-28 18:08:08,9994.0,260.0,1011,65.0,1969.0,143.0,891.0,1301,2023-06-28 19:30:15.305,1.29.163,1723.0,194.0,44,True,botocore,conda-forge/botocore,,,306519554.0,249740.0,241363.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8377.0,305813779.0,https://anaconda.org/conda-forge/botocore,2023-06-28 21:38:12.087,21879031.0,,,,,2.0,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-06-26 14:03:31.000,2023-06-21 14:41:18,3785.0,33.0,1569,541.0,980.0,153.0,987.0,43748,2023-06-12 13:57:22.000,13.4.2,184.0,222.0,43,True,rich,conda-forge/rich,,,24648141.0,104321.0,100231.0,https://pypi.org/project/rich,2022-05-24 06:40:55.000,4090.0,24528431.0,https://anaconda.org/conda-forge/rich,2023-06-12 17:36:05.280,4189854.0,,,,,1.0,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-06-29 05:36:41.000,2023-06-15 01:12:55,2988.0,83.0,3119,635.0,2357.0,132.0,2112.0,20676,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,flatbuffers,223355.0,11016199.0,62421.0,61869.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,288.0,10076470.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,758894.0,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,264.0,928733.0,1.0,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-06-28 18:17:34.000,2023-06-28 13:46:32,3470.0,88.0,2227,272.0,3603.0,626.0,1728.0,16561,2023-06-22 18:31:21.000,2.13.1,69.0,516.0,43,True,datasets,conda-forge/datasets,,,3365817.0,19795.0,19298.0,https://pypi.org/project/datasets,2022-06-15 18:05:26.000,497.0,3354700.0,https://anaconda.org/conda-forge/datasets,2023-06-27 17:28:29.940,333533.0,,,,,1.0,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-06-28 03:25:11.000,2023-06-27 15:23:55,3363.0,61.0,1786,224.0,1232.0,24.0,630.0,15954,2023-06-27 15:34:27.000,18.11.2,294.0,532.0,43,True,Faker,conda-forge/faker,,,7986216.0,150426.0,147374.0,https://pypi.org/project/Faker,2022-07-06 15:19:06.000,3052.0,7963963.0,https://anaconda.org/conda-forge/faker,2023-06-27 17:22:46.599,801122.0,,,,,1.0,,,,,,,,,,,,,, +25,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-06-28 15:31:05.000,2023-06-25 12:52:42,2201.0,42.0,2376,328.0,1356.0,187.0,1300.0,11577,2023-06-25 13:15:25.514,4.6.0,115.0,401.0,43,True,redis,conda-forge/redis-py,,,27506711.0,27357.0,,https://pypi.org/project/redis,2022-06-27 13:11:51.000,27357.0,27494602.0,https://anaconda.org/conda-forge/redis-py,2023-06-16 13:16:47.021,1005093.0,,,,,1.0,,,,,,,,,,,,,, +26,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-06-29 08:15:54.000,2023-06-09 17:41:13,3928.0,68.0,1932,315.0,752.0,978.0,751.0,8387,2023-05-25 18:13:14.411,3.2.0,142.0,185.0,43,True,paramiko,conda-forge/paramiko,,,39640544.0,92419.0,79581.0,https://pypi.org/project/paramiko,2022-05-17 01:07:00.000,12838.0,39599142.0,https://anaconda.org/conda-forge/paramiko,2023-06-16 13:25:05.596,3353637.0,,,,,2.0,,,,,,,,,,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-06-26 20:23:09.000,2023-06-26 19:15:27,6421.0,76.0,537,32.0,744.0,403.0,1348.0,1332,2023-04-18 18:51:04.629,2.15.1,59.0,788.0,43,True,pygments,conda-forge/pygments,,,52259089.0,577609.0,540827.0,https://pypi.org/project/pygments,2022-04-24 13:37:38.000,36782.0,51994480.0,https://anaconda.org/conda-forge/pygments,2023-06-16 13:16:02.274,22756442.0,,,,,1.0,,,,,,,,,,,,,, +28,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-06-29 13:00:09.000,2023-06-29 10:27:20,117582.0,1177.0,27120,1490.0,41893.0,8262.0,56984.0,54234,2020-07-22 03:00:52.000,0.0.6,11.0,2516.0,42,True,cpython,conda-forge/typing,@buckpkg/python,,95141.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,63770.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2729347.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,1.0,,,,,,,,,,,,,, +29,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-06-28 09:59:39.000,2023-06-27 20:48:17,4245.0,186.0,4915,707.0,3692.0,175.0,6759.0,29838,2023-06-21 12:21:02.000,2.19.0,144.0,472.0,42,True,docker-compose,conda-forge/docker-compose,,135531696.0,4122411.0,13870.0,12630.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1240.0,1819403.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,339957.0,,,,,2.0,,,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-06-29 13:03:03.000,2023-06-28 22:23:00,14752.0,525.0,1233,153.0,5674.0,489.0,3403.0,12234,2023-06-22 21:30:03.000,2.10.17,174.0,173.0,42,True,prefect,conda-forge/prefect,,,776164.0,3241.0,3241.0,https://pypi.org/project/prefect,,,763480.0,https://anaconda.org/conda-forge/prefect,2023-06-26 01:28:46.590,469320.0,,,,,1.0,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-06-27 11:51:52.000,2023-06-06 18:28:15,3309.0,10.0,1641,197.0,1557.0,428.0,1207.0,6300,2023-06-01 14:27:42.000,6.1.3,84.0,439.0,42,True,docker,conda-forge/docker-py,,606.0,32334502.0,67593.0,63875.0,https://pypi.org/project/docker,2021-10-07 22:54:50.000,3718.0,32292889.0,https://anaconda.org/conda-forge/docker-py,2023-06-16 13:23:23.992,3453482.0,,,,,2.0,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-06-29 11:14:00.000,2023-06-29 01:33:10,14819.0,685.0,2398,365.0,22673.0,966.0,7337.0,3737,2023-06-29 02:59:58.000,azure-mgmt-databricks_2.0.0,100.0,598.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,38842126.0,2875.0,2248.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,627.0,38825811.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-06-16 16:11:51.010,962621.0,,,,,1.0,,,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-06-29 13:00:02.000,2023-06-29 12:30:44,10352.0,754.0,912,173.0,6355.0,1821.0,4378.0,16395,2023-06-22 21:48:04.196,3.73.0,3893.0,228.0,41,True,pulumi,,@pulumi/pulumi,253402.0,1975483.0,3415.0,2690.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,128.0,884324.0,,,,https://www.npmjs.com/package/@pulumi/pulumi,2023-06-22 21:46:48.423,597.0,1077823.0,2.0,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-06-23 23:17:03.000,2023-06-23 23:16:45,4526.0,24.0,1370,199.0,464.0,1.0,2278.0,10152,2023-04-21 20:18:22.000,3.16.2,100.0,152.0,41,True,peewee,conda-forge/peewee,,,1066965.0,22349.0,22349.0,https://pypi.org/project/peewee,,,1060601.0,https://anaconda.org/conda-forge/peewee,2023-06-16 13:23:55.560,528252.0,,,,,1.0,,,,,,,,,,,,,, +35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-06-29 13:34:20.000,2023-06-29 10:16:40,39553.0,761.0,3973,261.0,21530.0,4219.0,1687.0,6971,2023-05-31 20:18:43.000,2.48.0,89.0,1503.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,6328122.0,172.0,2.0,https://pypi.org/project/apache-beam,2022-06-27 21:50:53.000,170.0,6325857.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-06-02 04:31:25.621,47580.0,,,,,1.0,,,,,,,,,,,,,, +36,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-06-29 11:29:10.000,2023-06-29 10:23:03,1325.0,54.0,338,65.0,518.0,114.0,527.0,4782,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,41,True,attrs,conda-forge/attrs,,,117632149.0,772313.0,754614.0,https://pypi.org/project/attrs,2017-11-08 17:57:49.000,17699.0,117242799.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,29201263.0,,,,,1.0,,,,,,,,,,,,,, +37,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-06-27 01:33:51.340,2023-06-20 22:22:09,4261.0,56.0,484,57.0,874.0,226.0,1183.0,1887,2023-06-20 09:05:59.000,3.9.0,34.0,195.0,41,True,h5py,conda-forge/h5py,,2746.0,12942153.0,221746.0,221746.0,https://pypi.org/project/h5py,,,12599726.0,https://anaconda.org/conda-forge/h5py,2023-06-27 01:33:51.340,12326103.0,,,,,1.0,,,,,,,,,,,,,, +38,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-06-29 13:28:16.000,2023-06-24 08:30:11,12796.0,23.0,3028,612.0,3489.0,978.0,3876.0,16006,2023-06-17 17:37:56.000,2.2.1,44.0,587.0,40,True,kivy,conda-forge/kivy,,31533.0,89492.0,10842.0,10241.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,601.0,80803.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,310303.0,,,,,1.0,,,,,,,,,,,,,, +39,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-06-29 02:54:45.000,2023-06-29 02:54:44,1789.0,53.0,1359,211.0,839.0,162.0,924.0,8979,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,40,True,rq,conda-forge/rq,,,807295.0,15671.0,13905.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1766.0,806172.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,93228.0,,,,,1.0,,,,,,,,,,,,,, +40,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-06-28 23:51:15.000,2023-06-28 23:46:12,14840.0,1043.0,972,97.0,8881.0,1757.0,4085.0,7758,2023-06-28 20:19:47.000,1.3.12,547.0,317.0,40,True,dagster,conda-forge/dagster,,,611606.0,1423.0,1304.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,119.0,586346.0,https://anaconda.org/conda-forge/dagster,2023-06-26 15:40:25.945,934656.0,,,,,1.0,,,,,,,,,,,,,, +41,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-26 13:59:27.383,2023-06-26 05:33:12,1080.0,31.0,1409,231.0,478.0,16.0,624.0,7324,2023-06-26 05:34:54.000,1.1.0,12.0,122.0,40,True,PyMySQL,conda-forge/pymysql,,,36295676.0,172441.0,172212.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,229.0,36262691.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1154488.0,,,,,1.0,,,,,,,,,,,,,, +42,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-06-26 21:53:32.000,2023-06-20 12:12:26,2506.0,45.0,558,59.0,315.0,25.0,721.0,4175,2023-06-12 21:24:06.000,4.18.0a10,89.0,108.0,40,True,jsonschema,conda-forge/jsonschema,,18.0,70609168.0,421995.0,403492.0,https://pypi.org/project/jsonschema,2018-09-30 14:03:06.000,18503.0,70369263.0,https://anaconda.org/conda-forge/jsonschema,2023-06-16 13:17:15.166,20631841.0,,,,,1.0,,,,,,,,python-jsonschema/jsonschema,,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-06-29 09:58:08.000,2023-06-23 08:02:39,1522.0,16.0,1154,398.0,1208.0,47.0,978.0,3980,2023-05-25 17:46:27.000,8.8.0,130.0,194.0,40,True,elasticsearch,conda-forge/elasticsearch,,3154.0,13617740.0,45050.0,39008.0,https://pypi.org/project/elasticsearch,2022-06-30 16:35:35.000,6042.0,13607413.0,https://anaconda.org/conda-forge/elasticsearch,2023-06-16 13:17:52.262,859242.0,,,,,1.0,,,,,,,,,,,,,, +44,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-06-26 19:02:04.000,2023-06-26 19:01:48,1707.0,56.0,187,19.0,119.0,100.0,864.0,1986,2023-05-17 22:10:39.727,1.11.1,115.0,166.0,40,True,alembic,conda-forge/alembic,,,25651571.0,178734.0,167310.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11424.0,25610450.0,https://anaconda.org/conda-forge/alembic,2023-06-16 13:23:23.904,3413090.0,,,,,1.0,,,,,,,,,,,,,, +45,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-06-19 15:27:26.000,2023-06-19 15:27:20,1146.0,40.0,259,25.0,162.0,28.0,274.0,1886,2023-06-18 22:51:11.000,3.1.0,70.0,55.0,40,True,pyparsing,conda-forge/pyparsing,,7986.0,78114850.0,840948.0,808952.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,31996.0,76276350.0,https://anaconda.org/conda-forge/pyparsing,2023-06-18 23:49:52.117,36767212.0,,,,,1.0,,,,,,,,,,,,,, +46,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-06-29 13:09:55.000,2023-06-26 15:28:47,2983.0,21.0,1836,223.0,1060.0,272.0,601.0,19832,2022-06-01 17:01:17.000,2.1.1,34.0,296.0,39,True,cookiecutter,conda-forge/cookiecutter,,,2282591.0,22550.0,20997.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1553.0,2273900.0,https://anaconda.org/conda-forge/cookiecutter,2023-06-16 13:16:25.174,738749.0,,,,,1.0,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-06-29 13:10:53.000,2023-06-29 13:10:27,11159.0,523.0,1345,77.0,6426.0,152.0,1556.0,8542,2023-06-22 22:53:13.000,0.17.1,223.0,394.0,39,True,great_expectations,conda-forge/great-expectations,,,10515426.0,32.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,32.0,10497215.0,https://anaconda.org/conda-forge/great-expectations,2023-06-24 23:35:42.919,673838.0,,,,,2.0,,,,,,,,,,,,,, +48,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-06-26 17:47:17.000,2023-03-02 20:25:13,2157.0,,1338,153.0,947.0,282.0,1175.0,5223,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1830.0,6755988.0,19906.0,18514.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1392.0,6750463.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,402123.0,,,,,2.0,,,,,,,,,,,,,, +49,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-06-29 13:14:54.000,2023-06-28 13:46:05,1473.0,26.0,380,61.0,684.0,388.0,451.0,3313,2023-06-28 13:34:21.290,1.3.0,105.0,122.0,39,True,joblib,conda-forge/joblib,,,26541757.0,310015.0,304022.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,5993.0,25976757.0,https://anaconda.org/conda-forge/joblib,2023-06-28 15:28:32.573,19775004.0,,,,,2.0,,,,,,,,,,,,,, +50,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-06-28 17:01:58.000,2023-06-09 20:24:44,2708.0,100.0,1177,199.0,1189.0,168.0,1777.0,3141,2023-05-05 16:39:25.000,4.2.0,42.0,221.0,39,True,netmiko,,,,197194.0,3922.0,3664.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,258.0,197194.0,,,,,,,,2.0,,,,,,,,,,,,,, +51,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-06-16 13:24:26.433,2023-06-03 11:41:23,1467.0,36.0,243,37.0,469.0,27.0,242.0,3091,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,39,True,more-itertools,conda-forge/more-itertools,,2749.0,36308035.0,191461.0,182797.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8664.0,36151326.0,https://anaconda.org/conda-forge/more-itertools,2023-06-16 13:24:26.433,11593894.0,,,,,1.0,,,,,,,,,,,,,, +52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-06-26 03:38:30.000,2023-06-07 10:09:12,3047.0,14.0,484,73.0,286.0,20.0,1219.0,2965,2023-04-03 11:33:15.441,2.9.6,56.0,131.0,39,False,psycopg2,psycopg2,,,14369731.0,674764.0,613452.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61292.0,14367369.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,215004.0,,,,,2.0,,,,,,,,,20.0,,,,, +53,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-06-27 14:12:33.000,2023-06-06 19:08:37,1575.0,4.0,430,43.0,619.0,327.0,399.0,2085,2021-07-14 08:19:18.000,2.8.2,24.0,131.0,39,True,python-dateutil,conda-forge/python-dateutil,,34966.0,214571371.0,1094983.0,1090880.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,214034182.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,45631142.0,,,,,1.0,,,,,,,,,,,,,, +54,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-06-24 16:44:38.000,2023-06-20 15:43:52,2165.0,45.0,257,22.0,737.0,196.0,366.0,605,2023-06-09 17:34:09.999,2023.6.0,69.0,186.0,39,True,fsspec,conda-forge/fsspec,,,106759464.0,52316.0,51758.0,https://pypi.org/project/fsspec,2022-05-19 18:14:36.000,558.0,106514980.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,12713203.0,,,,,1.0,,,,,,,,,,,,,, +55,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python | Node.js.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-06-29 12:44:08.000,2023-06-29 12:44:06,6678.0,804.0,981,129.0,5377.0,886.0,3344.0,18217,2023-06-23 15:05:37.000,py-0.18.4,295.0,235.0,38,True,polars,,,,732160.0,2684.0,2511.0,https://pypi.org/project/polars,2022-05-01 21:13:18.000,173.0,732160.0,,,,,,,,2.0,,,,,,,,,,,,,, +56,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-06-29 00:22:51.000,2023-04-28 08:22:02,2699.0,3.0,675,151.0,716.0,555.0,546.0,8416,2023-02-28 10:10:24.464,3.0.38,122.0,214.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,25570005.0,1406.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1406.0,25149670.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-06-16 19:18:17.903,16393100.0,,,,,2.0,,,,,,,,,,,,,, +57,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-06-29 13:21:43.000,2023-06-29 00:22:07,6182.0,206.0,1274,133.0,3552.0,460.0,3711.0,7197,2023-06-22 16:49:04.000,1.5.2,173.0,284.0,38,True,dbt,conda-forge/dbt,,1988.0,125231.0,2904.0,2874.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,122075.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,242235.0,,,,,2.0,,,,,,,,,,dbt,,,, +58,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-06-27 10:23:39.000,2023-06-27 08:35:10,3184.0,23.0,627,83.0,975.0,163.0,1026.0,6587,2022-11-11 16:12:09.790,3.19.0,169.0,204.0,38,True,marshmallow,conda-forge/marshmallow,,,22187218.0,95275.0,85065.0,https://pypi.org/project/marshmallow,2016-09-05 18:17:34.000,10210.0,22164426.0,https://anaconda.org/conda-forge/marshmallow,2023-06-16 13:23:31.231,1846223.0,,,,,2.0,,,,,,,,,,,,,, +59,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-06-27 13:27:04.000,2023-06-26 21:52:30,1672.0,31.0,3142,139.0,843.0,96.0,1153.0,5791,2023-02-16 01:06:58.000,26.1.0,86.0,182.0,38,True,kubernetes,conda-forge/kubernetes,,,14123472.0,1325.0,,https://pypi.org/project/kubernetes,2022-06-22 18:33:29.000,1325.0,14111890.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,428554.0,,,,,3.0,,,,,,,,,,,,,, +60,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-06-16 13:25:17.779,2023-04-18 19:22:32,4081.0,6.0,1221,139.0,1100.0,383.0,1309.0,4019,2023-03-03 10:28:06.959,0.27.0,72.0,386.0,38,True,mongoengine,conda-forge/mongoengine,,,1140539.0,24274.0,20699.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3575.0,1137933.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,213741.0,,,,,2.0,,,,,,,,,,,,,, +61,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-06-25 18:30:16.000,2023-06-03 21:17:44,2805.0,34.0,439,61.0,197.0,59.0,488.0,2406,2023-05-19 08:13:05.062,3.18.0,46.0,138.0,38,True,pycryptodomex,conda-forge/pycryptodomex,,,29525878.0,72844.0,71286.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1558.0,29505891.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1319204.0,,,,,2.0,,,,,,,,,,,,,, +62,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-06-26 19:24:00.000,2022-09-13 22:22:16,316.0,,453,52.0,244.0,264.0,291.0,2199,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,38,True,pyyaml,conda-forge/pyyaml,,,179652088.0,924879.0,850430.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74449.0,179229983.0,https://anaconda.org/conda-forge/pyyaml,2023-06-16 13:17:29.126,35456857.0,,,,,1.0,,,,,,,,,,,,,, +63,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:01:55.000,2023-06-21 22:01:53,929.0,34.0,229,52.0,153.0,18.0,192.0,1487,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,38,True,greenlet,conda-forge/greenlet,,,59757319.0,267481.0,257145.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10336.0,59658884.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7185761.0,,,,,1.0,,,,,,,,,,,,,, +64,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-06-26 20:48:18.000,2023-06-20 20:04:09,838.0,46.0,105,27.0,256.0,58.0,248.0,1302,2023-05-27 11:13:03.102,3.7.0,45.0,41.0,38,True,anyio,conda-forge/anyio,,,28871194.0,140884.0,140474.0,https://pypi.org/project/anyio,2022-05-13 12:50:47.000,410.0,28699375.0,https://anaconda.org/conda-forge/anyio,2023-06-16 16:17:01.636,7731869.0,,,,,1.0,,,,,,,,,,,,,, +65,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-16 13:25:18.199,2023-01-29 03:07:44,1874.0,,278,38.0,238.0,198.0,198.0,1167,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,38,True,future,conda-forge/future,,,35685179.0,297815.0,280647.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17168.0,35544736.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,11656779.0,,,,,1.0,,,,,,,,,,,,,, +66,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,946,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,True,six,conda-forge/six,,,199226675.0,1861608.0,1726536.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135072.0,198707172.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,44157780.0,,,,,1.0,,,,,,,,,,,,,, +67,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1369,379.0,162.0,131.0,171.0,24756,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,7002278.0,23994.0,22288.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1706.0,6993494.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,632452.0,,,,,2.0,,,,,,,,,,,,,, +68,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-06-16 13:25:26.049,2023-05-04 09:47:52,4078.0,4.0,2371,482.0,2270.0,114.0,876.0,16606,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,577284.0,2566.0,2156.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,408.0,577135.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13149.0,,,,,2.0,,,stable/luigi,,,,,,2.0,,,,, +69,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-06-22 23:41:39.000,2023-05-25 18:13:19,1579.0,27.0,1924,464.0,549.0,460.0,1304.0,14105,2023-05-25 18:14:00.894,3.1.0,126.0,136.0,37,True,fabric,conda-forge/fabric,,,3779529.0,79.0,,https://pypi.org/project/fabric,2022-04-07 17:07:25.000,79.0,3778723.0,https://anaconda.org/conda-forge/fabric,2023-06-16 13:21:36.749,66104.0,,,,,3.0,,,,,,,,,,,,,, +70,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-06-25 17:30:19.000,2023-06-25 17:30:19,6791.0,52.0,1739,225.0,3038.0,715.0,2639.0,11766,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,311130.0,9131.0,8833.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,298.0,308726.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,110606.0,,,,,2.0,,,,,,,,,,,,,, +71,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-06-16 13:24:41.536,2023-01-15 16:27:26,925.0,,550,226.0,231.0,81.0,249.0,9403,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,410.0,6577897.0,85521.0,83684.0,https://pypi.org/project/uvloop,2021-08-10 19:41:14.000,1837.0,6569006.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,604349.0,,,,,2.0,,,,,,,,,,,,,, +72,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-06-29 12:25:05.000,2023-06-29 11:24:42,2488.0,167.0,613,113.0,2669.0,904.0,2792.0,8767,2023-06-14 20:44:01.000,0.22.2,79.0,115.0,37,True,modin,conda-forge/modin-core,,196641.0,1038932.0,1108.0,1076.0,https://pypi.org/project/modin,2022-06-25 00:04:51.000,32.0,1024810.0,https://anaconda.org/conda-forge/modin-core,2023-06-19 21:24:35.656,248186.0,,,,,2.0,['pandas'],,,,,,,,,,,,, +73,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-06-16 13:17:25.298,2022-11-15 16:25:22,1396.0,,642,134.0,667.0,96.0,398.0,8326,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11864675.0,61162.0,56454.0,https://pypi.org/project/arrow,2022-01-27 15:47:11.000,4708.0,11844715.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,1696620.0,,,,,2.0,,,,,,,,,,,,,, +74,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-06-28 09:29:13.000,2023-06-24 08:02:12,355.0,2.0,367,36.0,222.0,35.0,220.0,6153,2023-02-24 06:47:13.294,1.0.0,44.0,92.0,37,True,python-dotenv,conda-forge/python-dotenv,,,31100420.0,499038.0,490935.0,https://pypi.org/project/python-dotenv,2022-03-24 21:32:35.000,8103.0,31069007.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2481656.0,,,,,1.0,,,,,,,,,,,,,, +75,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-06-16 13:16:53.868,2023-05-14 21:27:17,1441.0,8.0,680,133.0,377.0,166.0,451.0,5859,2023-03-20 09:22:33.000,3.0.0,44.0,144.0,37,True,watchdog,conda-forge/watchdog,,,13675489.0,106004.0,98006.0,https://pypi.org/project/watchdog,2022-06-10 10:28:22.000,7998.0,13648316.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2228188.0,,,,,2.0,,,,,,,,,,,,,, +76,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-06-29 13:03:43.000,2023-06-29 12:59:54,2202.0,129.0,623,59.0,1352.0,31.0,912.0,3506,2023-06-14 21:59:06.000,3.2.1,139.0,131.0,37,True,awswrangler,conda-forge/awswrangler,,195859.0,27440972.0,1142.0,1087.0,https://pypi.org/project/awswrangler,2022-06-28 15:58:16.000,55.0,27426111.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,388868.0,,,,,2.0,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +77,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-26 05:05:58.000,2023-06-15 23:29:54,1330.0,16.0,605,121.0,119.0,18.0,863.0,3275,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11074212.0,66216.0,62353.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3863.0,11036885.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2724892.0,,,,,3.0,,,,,,,,,,,,,, +78,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-06-29 13:13:01.000,2023-06-26 19:29:45,4639.0,102.0,950,107.0,3505.0,1140.0,2759.0,3011,2023-06-23 21:21:09.429,2023.6.0,80.0,431.0,37,True,xarray,conda-forge/xarray,,,3241698.0,1753.0,1.0,https://pypi.org/project/xarray,2022-06-09 14:56:37.000,1752.0,3002316.0,https://anaconda.org/conda-forge/xarray,2023-06-26 15:08:25.737,8378398.0,,,,,2.0,,,,,,,,,,,,,, +79,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-06-25 19:21:06.802,2023-06-25 11:07:42,2628.0,61.0,471,120.0,537.0,274.0,1477.0,2625,2023-06-23 08:09:03.318,0.30.10,155.0,62.0,37,True,xlwings,conda-forge/xlwings,,20952.0,107978.0,29353.0,28718.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,635.0,90785.0,https://anaconda.org/conda-forge/xlwings,2023-06-25 19:21:06.802,620363.0,,,,,1.0,,,,,,,,,,,,,, +80,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-06-16 13:22:49.606,2023-03-25 23:08:27,422.0,,149,29.0,272.0,82.0,161.0,1389,2023-01-19 09:28:09.524,2.2.1,38.0,55.0,37,True,cloudpickle,conda-forge/cloudpickle,,25.0,27424496.0,85109.0,82313.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2796.0,27268448.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,13576262.0,,,,,2.0,,,,,,,,,,,,,, +81,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-26 22:27:23.000,2023-06-01 10:34:06,1382.0,12.0,312,32.0,326.0,183.0,237.0,1113,2023-05-02 07:31:50.000,0.41.1,214.0,116.0,37,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4804104.0,25251.0,23160.0,https://pypi.org/project/sqlalchemy-utils,2022-07-11 07:34:08.517,2091.0,4798226.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,476176.0,,,,,2.0,,,,,,,,,,,,,, +82,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-06-29 11:43:44.000,2023-06-28 12:25:15,1665.0,28.0,250,54.0,1027.0,71.0,505.0,614,2023-06-27 16:57:07.151,3.11.3,146.0,128.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,31044661.0,21317.0,20228.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1089.0,30969113.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-06-28 07:53:19.601,2644197.0,,,,,2.0,,,,,,,,,,,,,, +83,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-06-22 13:04:26.000,2023-06-22 13:04:24,1961.0,7.0,195,26.0,577.0,91.0,190.0,559,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,147.0,24503592.0,344135.0,329507.0,https://pypi.org/project/traitlets,2016-07-01 09:15:24.000,14628.0,24255962.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,21295315.0,,,,,1.0,,,,,,,,,,,,,, +84,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-06-28 08:12:55.000,2023-06-28 07:14:47,6687.0,461.0,1211,346.0,230.0,51.0,433.0,13219,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,tink-crypto,1084.0,170753.0,51.0,47.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,170380.0,,,,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,358.0,2.0,,,,,,,,,,,,,, +85,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-06-26 17:46:59.000,2023-04-11 15:40:50,389.0,8.0,913,210.0,178.0,148.0,279.0,10878,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,schedule,conda-forge/schedule,,,2254408.0,28052.0,26642.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1410.0,2253553.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,35936.0,,,,,3.0,,,,,,,,,,,,,, +86,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-06-29 13:36:36.000,2023-06-28 16:02:27,2294.0,79.0,801,105.0,1180.0,313.0,1027.0,8477,2023-06-08 17:54:00.908,0.18.10,42.0,194.0,36,True,kedro,,,,377048.0,1776.0,1719.0,https://pypi.org/project/kedro,2019-04-08 14:53:35.000,57.0,377048.0,,,,,,,,2.0,,,,,,,,,,,,,, +87,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-06-16 13:17:10.080,2018-08-27 18:02:16,447.0,,567,162.0,109.0,260.0,184.0,7818,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,docopt,conda-forge/docopt,,,11000971.0,108765.0,96426.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12339.0,10980127.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1792640.0,,,,,2.0,,,,,,,,,,,,,, +88,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-06-23 20:43:35.000,2023-06-23 20:43:35,1431.0,11.0,486,139.0,230.0,10.0,443.0,6644,2023-05-15 15:25:45.070,2.0.4,42.0,94.0,36,True,sh,conda-forge/sh,,,4226295.0,15233.0,12626.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2607.0,4224133.0,https://anaconda.org/conda-forge/sh,2023-06-16 13:21:38.984,175200.0,,,,,1.0,,,,,,,,,,,,,, +89,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-06-29 11:06:23.000,2023-06-13 04:07:02,837.0,13.0,842,334.0,519.0,260.0,830.0,3307,2023-05-04 18:21:10.000,2.1.1,29.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9210911.0,6873.0,6465.0,https://pypi.org/project/confluent-kafka,2017-07-25 21:54:37.000,408.0,9201237.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-06-08 17:39:11.027,725599.0,,,,,2.0,,,,,,,,,,,,,, +90,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-06-16 13:16:09.835,2022-11-04 10:01:12,370.0,,232,45.0,140.0,110.0,138.0,3183,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,112810929.0,708266.0,687355.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20911.0,112545310.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,22843270.0,,,,,2.0,,,,,,,,,,,,,, +91,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,153.0,2975,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,sortedcontainers,conda-forge/sortedcontainers,,,24943847.0,121531.0,119400.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2131.0,24819854.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10291496.0,,,,,1.0,,,,,,,,,,,,,, +92,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-06-16 13:24:40.587,2023-05-31 00:00:47,551.0,5.0,579,97.0,176.0,28.0,303.0,2893,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,104132161.0,613911.0,596816.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17095.0,103744524.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,31786234.0,,,,,2.0,,,,,,,,,,,,,, +93,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-06-29 13:22:47.000,2023-06-29 13:09:46,5608.0,651.0,426,78.0,4324.0,85.0,2090.0,2817,2023-04-11 17:45:32.960,5.1.0,40.0,160.0,36,True,ibis-framework,conda-forge/ibis-framework,,85.0,83410.0,582.0,536.0,https://pypi.org/project/ibis-framework,2018-03-30 23:37:34.000,46.0,80015.0,https://anaconda.org/conda-forge/ibis-framework,2023-06-16 13:17:09.683,291554.0,,,,,2.0,,,,,,,,,,,,,, +94,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-06-23 21:38:32.000,2023-04-02 16:48:18,1600.0,2.0,459,95.0,301.0,183.0,290.0,2395,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,36,True,pexpect,conda-forge/pexpect,,4343.0,32553530.0,302732.0,286665.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16067.0,32384713.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,14515101.0,,,,,1.0,,,,,,,,,,,,,, +95,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-06-16 13:25:35.305,2023-05-16 10:59:01,1496.0,3.0,439,131.0,549.0,296.0,369.0,2305,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,36,True,dateparser,conda-forge/dateparser,,,4448603.0,21746.0,20530.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1216.0,4446624.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,152437.0,,,,,2.0,,,,,,,,,,,,,, +96,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-06-29 08:36:31.000,2023-06-29 08:36:30,1067.0,37.0,409,54.0,283.0,9.0,313.0,2259,2023-06-22 06:12:29.713,2.2.0,36.0,80.0,36,True,mysqlclient,conda-forge/mysqlclient,,5247.0,4064865.0,136526.0,129353.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7173.0,4059967.0,https://anaconda.org/conda-forge/mysqlclient,2023-06-16 16:11:22.448,270733.0,,,,,2.0,,,,,,,,,,,,,, +97,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,9.0,329,67.0,122.0,18.0,175.0,1582,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,36,True,simplejson,conda-forge/simplejson,,6291.0,18216968.0,127296.0,106428.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20868.0,18179513.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2654292.0,,,,,2.0,,,,,,,,,,,,,, +98,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-06-29 13:12:41.000,2023-06-27 05:27:29,14913.0,307.0,6558,728.0,5340.0,1624.0,3500.0,16802,2023-04-26 15:20:33.000,1.20.0,14.0,578.0,35,True,micropython-_markupbase,,,62386.0,891.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,,,,,2.0,,,,,,,,,,,,,, +99,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-06-27 00:56:07.000,2023-05-02 06:15:57,457.0,27.0,465,68.0,258.0,203.0,164.0,11537,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12707326.0,2279.0,,https://pypi.org/project/typer,2022-07-06 18:56:31.000,2279.0,12669155.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1450517.0,,,,,2.0,,,,,,,,,,,,,, +100,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-06-16 13:21:47.758,2023-06-14 15:11:05,2424.0,5.0,1207,234.0,473.0,146.0,998.0,7812,2022-12-24 01:04:06.789,4.2.5,50.0,175.0,35,True,supervisor,conda-forge/supervisor,,,1269059.0,11307.0,9356.0,https://pypi.org/project/supervisor,2021-12-30 20:46:21.000,1951.0,1265981.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,261665.0,,,,,3.0,,,,,,,,,,,,,, +101,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-06-16 13:20:35.475,2023-03-12 19:26:01,221.0,,461,107.0,93.0,80.0,161.0,5170,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,xmltodict,conda-forge/xmltodict,,,27894469.0,60797.0,55360.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5437.0,27858653.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,2936941.0,,,,,2.0,,,,,,,,,,,,,, +102,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-06-09 22:59:22.392,2023-06-09 14:08:40,574.0,29.0,169,32.0,75.0,3.0,317.0,4700,2023-06-09 14:25:17.760,3.9.1,108.0,19.0,35,True,orjson,conda-forge/orjson,,,11492618.0,48783.0,47870.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,913.0,11471829.0,https://anaconda.org/conda-forge/orjson,2023-06-09 22:59:22.392,790017.0,,,,,2.0,,,,,,,,,,,,,, +103,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-06-16 13:17:29.659,2022-11-03 19:39:10,1206.0,,249,83.0,347.0,114.0,142.0,4274,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,19296404.0,103671.0,100233.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3438.0,19101174.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,16399388.0,,,,,2.0,,,,,,,,,,,,,, +104,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-06-12 13:40:38.968,2023-06-11 16:59:41,1168.0,6.0,576,138.0,309.0,35.0,214.0,4253,2023-06-11 17:09:02.366,3.5.0,44.0,121.0,35,True,tablib,conda-forge/tablib,,,1675116.0,58651.0,57385.0,https://pypi.org/project/tablib,2022-04-09 14:18:50.000,1266.0,1674002.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,88052.0,,,,,2.0,,,,,,,,,,,,,, +105,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-06-20 13:32:30.000,2023-06-20 13:32:29,879.0,28.0,367,88.0,258.0,25.0,314.0,4100,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,ujson,conda-forge/ujson,,,7553687.0,4352.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4352.0,7498148.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,3776703.0,,,,,2.0,,,,,,,,,,,,,, +106,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-06-16 13:24:30.860,2023-03-01 20:59:31,1023.0,,790,418.0,367.0,148.0,1144.0,3673,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,183.0,2909329.0,10169.0,9197.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,972.0,2909216.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7517.0,,,,,2.0,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-06-24 20:28:12.423,2023-06-23 06:28:01,1575.0,28.0,411,87.0,106.0,4.0,162.0,3250,2023-06-23 08:21:06.135,8.13.15,223.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4584633.0,1413.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1413.0,4553905.0,https://anaconda.org/conda-forge/phonenumbers,2023-06-24 20:28:12.423,768203.0,,,,,1.0,,,,,,,,,,,,,, +108,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-06-28 23:19:21.000,2023-06-28 23:19:19,220.0,10.0,143,36.0,58.0,50.0,61.0,2305,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,35,True,aiofiles,conda-forge/aiofiles,,,8041911.0,98962.0,97108.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1854.0,8031547.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,704757.0,,,,,2.0,,,,,,,,,,,,,, +109,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-06-25 05:23:16.000,2023-06-25 05:23:08,985.0,7.0,161,23.0,145.0,164.0,313.0,1936,2022-10-23 22:50:21.000,dill-0.3.6,25.0,43.0,35,True,dill,conda-forge/dill,,290607.0,25763613.0,108055.0,104312.0,https://pypi.org/project/dill,2022-05-20 11:21:11.000,3743.0,25709399.0,https://anaconda.org/conda-forge/dill,2023-06-16 13:17:34.153,4343626.0,,,,,2.0,,,,,,,,,,,,,, +110,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-06-15 05:12:05.000,2023-06-11 23:37:42,733.0,36.0,115,35.0,205.0,50.0,189.0,1221,2023-06-11 23:38:46.083,3.1.1,117.0,65.0,35,True,argcomplete,conda-forge/argcomplete,,288.0,19390081.0,46381.0,44234.0,https://pypi.org/project/argcomplete,2018-02-13 15:41:12.000,2147.0,19374833.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1158683.0,,,,,2.0,,,,,,,,,,,,,, +111,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-06-29 10:36:44.000,2023-06-17 18:21:20,4484.0,27.0,250,59.0,345.0,151.0,535.0,1215,2022-12-23 13:29:42.000,3.8.0,36.0,119.0,35,True,tables,conda-forge/pytables,,173.0,936283.0,49532.0,47040.0,https://pypi.org/project/tables,2021-12-28 21:42:08.000,2492.0,762274.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6090269.0,,,,,2.0,,,,,,,,,,,,,, +112,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-06-25 17:18:34.687,2023-06-24 16:12:46,2015.0,51.0,140,18.0,154.0,51.0,433.0,1059,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,keyring,conda-forge/keyring,,,24204796.0,3987.0,,https://pypi.org/project/keyring,2022-06-08 12:36:04.000,3987.0,24109589.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3332253.0,,,,,3.0,,,,,,,,,,,2.0,,, +113,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-06-29 12:15:11.813,2023-06-21 16:13:54,1926.0,198.0,384,19.0,892.0,102.0,343.0,992,2023-06-21 16:43:02.350,0.27.1,55.0,212.0,35,True,holidays,conda-forge/holidays,,176.0,5172456.0,426.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,426.0,5078838.0,https://anaconda.org/conda-forge/holidays,2023-06-29 12:15:11.813,3276609.0,,,,,2.0,,,,,,,,,,,,,, +114,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-06-26 08:58:44.000,2023-05-22 23:51:10,520.0,9.0,1914,361.0,446.0,336.0,180.0,30159,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,34,True,diagrams,conda-forge/diagrams,,,109615.0,1090.0,1055.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,105207.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,163124.0,,,,,2.0,,,,,,,,,,,,,, +115,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-06-16 13:16:27.865,2023-05-06 17:25:38,1519.0,4.0,340,147.0,191.0,60.0,102.0,6225,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,34,True,boltons,conda-forge/boltons,,23.0,3421637.0,5035.0,4621.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,414.0,3393504.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,2391324.0,,,,,2.0,,,,,,,,,,,,,, +116,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-06-27 21:29:49.000,2023-06-10 10:48:45,796.0,3.0,331,65.0,242.0,246.0,274.0,5497,2020-07-24 18:17:05.000,2.1.2,53.0,89.0,34,True,pendulum,conda-forge/pendulum,,137.0,11869820.0,21992.0,20810.0,https://pypi.org/project/pendulum,2020-07-24 18:16:40.000,1182.0,11859236.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,762001.0,,,,,3.0,,,,,,,,,,,,,, +117,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-06-27 14:32:55.000,2023-06-05 08:51:50,1175.0,16.0,313,41.0,466.0,452.0,479.0,3630,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,11.0,86794.0,5845.0,5748.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,97.0,86240.0,https://anaconda.org/conda-forge/tortoise-orm,2023-06-16 19:26:12.766,13318.0,,,,,2.0,,,,,,,,,,,,,, +118,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-06-16 19:23:27.559,2023-06-14 17:35:02,687.0,15.0,271,35.0,469.0,105.0,334.0,3099,2023-03-02 15:20:46.983,3.1.12,81.0,111.0,34,True,dynaconf,conda-forge/dynaconf,,,1666555.0,6983.0,6733.0,https://pypi.org/project/dynaconf,2022-06-06 18:03:52.000,250.0,1664919.0,https://anaconda.org/conda-forge/dynaconf,2023-06-16 19:23:27.559,52361.0,,,,,2.0,,,,,,,,dynaconf/dynaconf,,,,,, +119,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-06-16 13:23:29.896,2021-05-05 20:47:21,1145.0,,230,49.0,261.0,49.0,295.0,2991,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,4856608.0,14920.0,13808.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1112.0,4852658.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,323922.0,,,,,2.0,,,,,,,,,,,,,, +120,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-06-16 13:25:40.684,2023-04-14 13:49:36,454.0,11.0,525,126.0,202.0,61.0,933.0,2690,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,34,False,pyodbc,conda-forge/pyodbc,,,24360728.0,2107.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2107.0,24345745.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1048850.0,,,,,2.0,,,,,,,,,,,,,, +121,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-06-16 13:25:23.453,2023-05-30 10:38:03,1260.0,8.0,185,49.0,307.0,126.0,221.0,2619,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,plumbum,conda-forge/plumbum,,,1198914.0,4764.0,4305.0,https://pypi.org/project/plumbum,2021-12-23 19:58:48.000,459.0,1186504.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,967984.0,,,,,3.0,,,,,,,,,,,,,, +122,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-06-16 13:23:09.631,2023-03-30 18:24:09,324.0,,264,49.0,98.0,36.0,157.0,2349,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5337397.0,46871.0,43631.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3240.0,5334441.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,218804.0,,,,,2.0,,,,,,,,,,,,,, +123,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-06-29 11:09:45.000,2023-06-28 07:18:35,1330.0,211.0,182,43.0,1094.0,59.0,514.0,2316,2023-06-26 15:52:01.423,0.21.1,658.0,63.0,34,True,docarray,conda-forge/docarray,,,123873.0,472.0,462.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,10.0,117759.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,103938.0,,,,,2.0,,,,,,,,docarray/docarray,,,,,, +124,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-06-25 13:33:35.241,2023-06-21 21:21:16,1733.0,15.0,198,88.0,210.0,,,2179,2023-06-21 21:29:27.000,3.2.0,44.0,43.0,34,True,motor,conda-forge/motor,,,909579.0,64681.0,63537.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1144.0,907757.0,https://anaconda.org/conda-forge/motor,2023-06-25 13:33:35.241,58322.0,,,,,2.0,,,,,,,,,,,,,, +125,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-06-26 18:06:34.000,2023-01-30 20:16:12,9680.0,,894,87.0,1718.0,78.0,114.0,1944,2023-01-09 20:58:01.975,3.7.0,70.0,457.0,34,True,apache-libcloud,,,,136137.0,3881.0,3026.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,855.0,136137.0,,,,,,,,2.0,,,,,,,,,,,,,, +126,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-06-23 10:43:33.000,2022-12-29 07:29:09,696.0,,140,44.0,109.0,23.0,144.0,1873,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,55867696.0,298539.0,296250.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2289.0,55530270.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,18895860.0,,,,,1.0,,,,,,,,,,,,,, +127,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-06-26 06:31:01.000,2023-06-26 06:30:54,704.0,5.0,209,44.0,69.0,39.0,134.0,1867,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,wrapt,conda-forge/wrapt,,,78301846.0,11759.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11759.0,78156948.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,11881682.0,,,,,2.0,,,,,,,,,,,,,, +128,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-06-16 13:23:22.471,2023-05-23 16:41:08,852.0,3.0,223,47.0,272.0,8.0,262.0,1763,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,msgpack,conda-forge/msgpack-python,,1106.0,33429220.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,33269777.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,12594677.0,,,,,3.0,,,,,,,,,,,,,, +129,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-06-29 11:23:12.000,2023-06-29 10:29:04,473.0,23.0,257,26.0,113.0,12.0,144.0,1700,2023-06-28 09:05:06.422,2.6.0,40.0,62.0,34,True,emoji,conda-forge/emoji,,,1821400.0,58971.0,57539.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1432.0,1819810.0,https://anaconda.org/conda-forge/emoji,2023-06-28 17:09:26.076,54074.0,,,,,1.0,,,,,,,,,,,,,, +130,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-06-28 19:15:43.000,2023-06-06 21:24:28,6024.0,34.0,520,80.0,1089.0,7.0,,1340,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1144830.0,5863.0,5168.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,695.0,1142519.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,171066.0,,,,,2.0,,,,,,,,,,,,,, +131,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-06-16 13:23:11.709,2023-05-26 20:00:07,1357.0,11.0,158,34.0,158.0,62.0,229.0,1139,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,8149825.0,2362.0,,https://pypi.org/project/jsonpickle,2022-05-11 16:03:32.000,2362.0,8130012.0,https://anaconda.org/conda-forge/jsonpickle,2023-06-16 13:23:11.709,1386920.0,,,,,3.0,,,,,,,,,,,,,, +132,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,60.0,181,28.0,94.0,57.0,140.0,1106,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,34,True,sshtunnel,conda-forge/sshtunnel,,,4966085.0,5910.0,5612.0,https://pypi.org/project/sshtunnel,2020-09-25 15:00:54.000,298.0,4964670.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,114649.0,,,,,3.0,,,,,,,,,,,,,, +133,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-06-16 13:21:18.228,2023-02-12 00:08:39,785.0,,192,42.0,112.0,142.0,269.0,1077,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,30771391.0,25716.0,25029.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,687.0,30731495.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3271527.0,,,,,2.0,,,,,,,,py4j/py4j,,,,,, +134,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-06-27 11:05:26.000,2023-06-27 11:05:25,652.0,55.0,122,21.0,248.0,40.0,117.0,967,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,pluggy,conda-forge/pluggy,,,62330724.0,10360.0,,https://pypi.org/project/pluggy,2018-07-28 22:45:29.000,10360.0,61696840.0,https://anaconda.org/conda-forge/pluggy,2023-06-26 10:48:55.333,20284294.0,,,,,2.0,,,,,,,,,,,,,, +135,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-06-16 13:18:04.782,2022-11-25 10:32:48,386.0,,100,24.0,54.0,11.0,93.0,767,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,66510297.0,467010.0,442735.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24275.0,66251758.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,21458801.0,,,,,2.0,,,,,,,,,,,,,, +136,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-06-28 19:37:32.000,2023-06-28 19:37:30,994.0,19.0,226,20.0,359.0,105.0,281.0,696,2023-06-09 17:45:04.039,2023.6.0,59.0,121.0,34,True,s3fs,conda-forge/s3fs,,,115704400.0,14405.0,13807.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,598.0,115636238.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,5793775.0,,,,,2.0,,,,,,,,,,,,,, +137,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-06-27 12:07:53.000,2023-06-27 12:07:48,252.0,26.0,85,13.0,150.0,13.0,82.0,555,2023-06-12 22:04:06.461,3.12.2,61.0,36.0,34,True,filelock,conda-forge/filelock,,,59763095.0,273884.0,271324.0,https://pypi.org/project/filelock,2022-05-31 20:21:36.000,2560.0,59602834.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,13461946.0,,,,,2.0,,,,,,,,,,,,,, +138,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,66.0,232,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,pyasn1,conda-forge/pyasn1,,,119341633.0,374417.0,359440.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14977.0,119194407.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12072569.0,,,,,3.0,,,,,,,,,,,,,, +139,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-06-16 13:18:04.019,2023-05-04 19:39:46,551.0,7.0,122,16.0,211.0,46.0,33.0,174,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,216005717.0,213516.0,209204.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4312.0,215817324.0,https://anaconda.org/conda-forge/s3transfer,2023-06-16 13:18:04.019,15636625.0,,,,,2.0,,,,,,,,,,,,,, +140,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-06-28 01:20:28.000,2023-06-28 01:20:27,2759.0,12.0,581,145.0,470.0,203.0,984.0,10610,2023-05-06 04:09:50.000,1.9.1,218.0,60.0,33,True,dearpygui,,,,28027.0,2052.0,2014.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,28027.0,,,,,,,,2.0,,,,,,,,,,,,,, +141,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-06-16 13:18:57.691,2023-03-20 14:32:03,469.0,,232,48.0,187.0,86.0,141.0,4907,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,28054551.0,1271.0,,https://pypi.org/project/tenacity,2021-07-12 09:36:20.000,1271.0,27988468.0,https://anaconda.org/conda-forge/tenacity,2023-06-16 13:18:57.691,4824122.0,,,,,2.0,,,,,,,,,,,,,, +142,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-06-16 13:21:36.044,2021-08-21 19:45:33,503.0,,444,98.0,159.0,3.0,,2078,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,xlrd,conda-forge/xlrd,,,20892891.0,168748.0,160337.0,https://pypi.org/project/xlrd,2018-12-15 17:47:45.000,8411.0,20848286.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3345385.0,,,,,2.0,,,,,,,,,,,,,, +143,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-06-29 00:00:32.000,2023-06-29 00:00:30,778.0,19.0,194,61.0,90.0,70.0,284.0,1969,2022-10-26 03:44:13.980,2.8.4,46.0,65.0,33,True,numexpr,conda-forge/numexpr,,308.0,5030022.0,3081.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3081.0,4949071.0,https://anaconda.org/conda-forge/numexpr,2023-06-16 13:25:16.936,6637662.0,,,,,2.0,,,,,,,,,,,,,, +144,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-06-16 15:20:12.000,2022-12-02 19:42:35,380.0,,245,49.0,147.0,54.0,84.0,1930,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,@pypi/chardet,,49981724.0,39183.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39180.0,49708793.0,https://anaconda.org/conda-forge/chardet,2023-06-16 13:21:29.198,20741100.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,22.0,2.0,,,,,,,,,,,,,, +145,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,,168,35.0,158.0,53.0,85.0,1835,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,126445280.0,6929.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6929.0,126259110.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,15452112.0,,,,,3.0,,,,,,,,,,,,,, +146,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-06-16 13:22:02.201,2023-05-10 07:18:57,976.0,1.0,197,28.0,149.0,67.0,183.0,1688,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,33,True,deepdiff,conda-forge/deepdiff,,,8912421.0,8061.0,7309.0,https://pypi.org/project/deepdiff,2022-04-10 06:29:15.000,752.0,8908177.0,https://anaconda.org/conda-forge/deepdiff,2023-06-16 13:22:02.201,288621.0,,,,,1.0,,,,,,,,,,,,,, +147,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-25 23:33:54.000,2023-06-25 23:33:53,680.0,4.0,216,62.0,394.0,120.0,601.0,1425,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,typing,conda-forge/typing,,,8128623.0,5856.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5856.0,8097252.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2729325.0,,,,,2.0,,,,,,,,,,,,,, +148,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-06-28 14:55:04.000,2023-06-28 13:01:59,1791.0,34.0,217,47.0,792.0,264.0,361.0,1169,2023-06-14 14:44:03.868,2.15.0,69.0,87.0,33,True,zarr,conda-forge/zarr,,,362125.0,2774.0,2437.0,https://pypi.org/project/zarr,2022-06-23 08:47:31.000,337.0,292556.0,https://anaconda.org/conda-forge/zarr,2023-06-14 20:28:31.564,2434922.0,,,,,2.0,,,,,,,,,,,,,, +149,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-06-29 03:20:49.000,2023-06-29 03:20:42,480.0,44.0,143,29.0,463.0,5.0,108.0,1022,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,38795127.0,7996.0,,https://pypi.org/project/bcrypt,2022-05-01 17:58:52.000,7996.0,38730817.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3537080.0,,,,,3.0,,,,,,,,,,,,,, +150,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-06-16 13:17:22.442,2023-04-04 11:45:40,1273.0,7.0,96,32.0,203.0,43.0,191.0,908,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,673819.0,43053.0,41419.0,https://pypi.org/project/Bottleneck,2022-07-02 20:04:56.000,1634.0,632557.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3507298.0,,,,,2.0,,,,,,,,,,,,,, +151,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-06-29 10:39:45.000,2023-06-29 09:15:41,1457.0,28.0,176,97.0,699.0,7.0,220.0,806,2023-06-29 11:24:56.000,5.10.0,124.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,164286.0,4925.0,4700.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,225.0,161740.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-06-16 13:24:09.147,183364.0,,,,,3.0,,,,,,,,,,,,,, +152,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-06-27 16:00:43.000,2023-06-26 03:17:34,1108.0,8.0,275,32.0,781.0,2.0,500.0,645,2023-05-20 18:50:38.000,7.1.15,87.0,115.0,33,True,minio,conda-forge/minio,,,1162350.0,4800.0,4800.0,https://pypi.org/project/minio,,,1159610.0,https://anaconda.org/conda-forge/minio,2023-06-16 16:15:33.628,131565.0,,,,,3.0,,,,,,,,,,,,,, +153,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-06-16 13:14:30.533,2023-04-25 14:03:00,581.0,13.0,101,12.0,108.0,24.0,98.0,441,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,116783419.0,302940.0,295915.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7025.0,116642529.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,11693944.0,,,,,3.0,,,,,,,,,,,,,, +154,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-06-16 13:05:53.574,2023-01-15 03:55:53,288.0,,49,14.0,35.0,16.0,22.0,332,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,33,True,wcwidth,conda-forge/wcwidth,,,35990638.0,427126.0,413725.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13401.0,35781610.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,18812571.0,,,,,3.0,,,,,,,,,,,,,, +155,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-06-16 13:20:58.043,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,130.0,294,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,50611468.0,108449.0,101394.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7055.0,50499276.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8077828.0,,,,,3.0,,,,,,,,,,,,,, +156,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-06-16 13:24:57.783,2023-04-03 23:11:42,649.0,1.0,70,15.0,31.0,29.0,44.0,264,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,pytz,conda-forge/pytz,,,117241381.0,1634192.0,1551462.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82730.0,116751431.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,41645751.0,,,,,3.0,,,,,,,,,,,,,, +157,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-06-29 11:40:34.000,2023-06-29 00:38:06,7756.0,597.0,483,77.0,2001.0,45.0,378.0,6303,2023-06-28 11:39:35.000,3.6.7,154.0,112.0,32,True,hub,,,,5893.0,396.0,343.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,53.0,5893.0,,,,,,,,2.0,,,,,,,,activeloopai/deeplake,,,,,, +158,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-06-12 22:06:12.645,2023-06-12 18:55:10,694.0,6.0,505,105.0,152.0,14.0,288.0,5936,2023-06-12 19:08:02.174,4.8.0,68.0,81.0,32,True,tinydb,conda-forge/tinydb,,,430552.0,11917.0,11063.0,https://pypi.org/project/tinydb,2022-02-19 16:17:56.000,854.0,426871.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,309217.0,,,,,2.0,,,,,,,,,,,,,, +159,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-04-25 18:23:04.000,2023-03-04 17:45:05,299.0,,557,131.0,186.0,170.0,338.0,5689,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,68952.0,5713.0,5638.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,68952.0,,,,,,,,2.0,,,,,,,,python-eel/Eel,,,,,, +160,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-06-16 13:24:11.575,2023-06-13 22:59:11,1835.0,7.0,589,132.0,329.0,65.0,811.0,5498,2023-02-22 18:29:02.053,1.1.1,37.0,106.0,32,True,csvkit,conda-forge/csvkit,,,145925.0,1756.0,1387.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,369.0,144707.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,91417.0,,,,,2.0,,,,,,,,,,,,,, +161,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-06-23 23:16:18.000,2023-06-23 23:15:11,973.0,11.0,362,85.0,169.0,,581.0,4522,2023-02-09 14:36:55.000,2.4.5,47.0,67.0,32,True,huey,conda-forge/huey,,,89035.0,1208.0,1208.0,https://pypi.org/project/huey,,,88534.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,31109.0,,,,,2.0,,,,,,,,,,,,,, +162,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,191.0,3432,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,True,keyboard,conda-forge/keyboard,,,512913.0,11865.0,11424.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,441.0,512097.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,19604.0,,,,,3.0,,,,,,,,,,,,,, +163,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-06-26 19:37:23.000,2023-06-26 19:37:22,523.0,8.0,733,68.0,395.0,85.0,399.0,3417,2023-05-24 21:38:33.000,0.17.0,46.0,133.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19389849.0,713.0,,https://pypi.org/project/prometheus_client,2022-04-08 16:07:14.000,713.0,19243297.0,https://anaconda.org/conda-forge/prometheus_client,2023-06-16 13:24:51.366,11724226.0,,,,,3.0,,,,,,,,,,,,,, +164,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,338,273.0,1629.0,108.0,485.0,3278,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,,1017.0,1817619.0,321.0,305.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1811607.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,293676.0,,,,,2.0,"['spark', 'pandas']",,,,,,,,,,,,, +165,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,85.0,77.0,313.0,328.0,3265,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,pony,conda-forge/pony,,57.0,85516.0,3879.0,3524.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,355.0,84320.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,92092.0,,,,,3.0,,,,,,,,,,,,,, +166,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-06-16 16:16:47.757,2023-04-22 06:02:17,441.0,10.0,287,18.0,110.0,11.0,125.0,3131,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,32,True,gdown,conda-forge/gdown,,,1104830.0,18604.0,18271.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,333.0,1100539.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,193130.0,,,,,2.0,,,,,,,,,,,,,, +167,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-06-27 13:17:38.000,2022-12-19 03:14:24,1998.0,,228,48.0,188.0,159.0,352.0,2996,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1037283.0,2273.0,2177.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,96.0,1036020.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,26537.0,,,,,2.0,,,,,,,,,,,,,, +168,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-06-28 15:15:31.000,2023-06-28 15:15:29,1660.0,58.0,100,41.0,1253.0,67.0,345.0,2813,2023-06-27 15:48:01.033,0.21.0,24.0,47.0,32,True,returns,conda-forge/returns,,,95563.0,424.0,367.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,57.0,95332.0,https://anaconda.org/conda-forge/returns,2023-06-27 18:26:27.171,5799.0,,,,,2.0,,,,,,,,,,,,,, +169,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,73.0,2762,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,5349904.0,7553.0,6683.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,870.0,5347756.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,100980.0,,,,,2.0,,,,,,,,,,,,,, +170,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2602,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,88902.0,1433.0,1319.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,82557.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,514025.0,,,,,2.0,,,,,,,,,,,,,, +171,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,2.0,176,27.0,72.0,5.0,81.0,2454,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,python-decouple,conda-forge/python-decouple,,11.0,1315079.0,105737.0,102433.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3304.0,1314151.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,64079.0,,,,,2.0,,,,,,,,HBNetwork/python-decouple,,,,,, +172,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-06-29 07:42:59.000,2023-06-28 11:55:37,558.0,26.0,195,16.0,528.0,205.0,395.0,2404,2023-05-09 22:05:37.574,0.15.1,68.0,99.0,32,True,pandera,conda-forge/pandera-core,,,892202.0,971.0,902.0,https://pypi.org/project/pandera,2022-05-01 00:31:53.000,69.0,891439.0,https://anaconda.org/conda-forge/pandera-core,2023-06-16 19:23:18.256,24417.0,,,,,2.0,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +173,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-06-20 16:41:45.000,2023-05-26 12:43:27,820.0,3.0,424,42.0,618.0,259.0,362.0,2202,2023-04-26 00:04:01.470,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,2303467.0,1601.0,1443.0,https://pypi.org/project/pynamodb,2022-02-09 20:57:35.000,158.0,2295380.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,372041.0,,,,,3.0,,,,,,,,,,,,,, +174,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-06-16 19:27:43.516,2022-03-15 11:17:01,1020.0,,247,38.0,349.0,137.0,246.0,2056,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2108090.0,13280.0,13197.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,83.0,2107975.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2304.0,,,,,3.0,,,,,,,,,,,,,, +175,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-06-16 13:24:19.283,2023-05-27 20:35:28,269.0,5.0,142,27.0,47.0,6.0,220.0,1704,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,77640739.0,3285.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3285.0,77527812.0,https://anaconda.org/conda-forge/cachetools,2023-06-16 13:24:19.283,9034233.0,,,,,1.0,,,,,,,,,,,,,, +176,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-06-28 12:27:48.236,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1659,2023-06-27 19:10:33.890,4.7.0,46.0,64.0,32,True,humanize,conda-forge/humanize,,,4515684.0,1959.0,,https://pypi.org/project/humanize,2022-06-30 08:40:54.000,1959.0,4504197.0,https://anaconda.org/conda-forge/humanize,2023-06-28 12:27:48.236,413546.0,,,,,2.0,,,,,,,,,,,,,, +177,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-06-16 19:18:45.040,2022-11-15 21:25:21,970.0,,497,99.0,401.0,142.0,379.0,1645,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,32,True,influxdb,conda-forge/influxdb,,,1718784.0,8461.0,7213.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1248.0,1715595.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,121207.0,,,,,3.0,,,,,,,,,,,,,, +178,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-06-29 10:59:45.000,2023-06-24 23:01:43,1046.0,12.0,83,17.0,559.0,80.0,429.0,1525,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,32,True,omegaconf,conda-forge/omegaconf,,,4320954.0,14967.0,14669.0,https://pypi.org/project/omegaconf,2022-05-27 21:48:35.000,298.0,4296807.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,990063.0,,,,,2.0,,,,,,,,,,,,,, +179,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-06-28 17:01:31.000,2023-06-21 18:54:43,1328.0,62.0,229,41.0,560.0,119.0,757.0,1525,2023-06-07 20:48:52.000,1.2.0,99.0,43.0,32,False,sdv,conda-forge/sdv,,,91418.0,246.0,233.0,https://pypi.org/project/sdv,2022-07-01 17:15:22.000,13.0,90818.0,https://anaconda.org/conda-forge/sdv,2023-06-09 04:42:48.816,10804.0,,,,,2.0,,,,,,,,,,,,,, +180,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-06-16 13:16:58.492,2022-11-23 19:30:21,1274.0,,181,49.0,196.0,80.0,370.0,1129,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,881298.0,3496.0,3412.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,878924.0,https://anaconda.org/conda-forge/petl,2023-06-16 13:16:58.492,192342.0,,,,,2.0,,,,,,,,,,,,http://petl.readthedocs.org,, +181,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,94,68.0,94.0,49.0,59.0,979,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,14005403.0,259162.0,244229.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14933.0,13901194.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9066250.0,,,,,3.0,,,,,,,,,,,,,, +182,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-06-27 01:45:21.000,2023-06-09 21:25:17,1969.0,73.0,131,45.0,407.0,108.0,248.0,908,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,32,True,intake,conda-forge/intake,,,77714.0,1416.0,1303.0,https://pypi.org/project/intake,2022-01-09 22:33:59.000,113.0,69888.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,430450.0,,,,,2.0,,,,,,,,,,,,,, +183,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-06-28 09:23:05.000,2023-06-27 13:03:39,316.0,12.0,131,16.0,143.0,14.0,121.0,782,2023-04-13 01:35:07.000,0.21.1,38.0,45.0,32,True,validators,conda-forge/validators,,,5469223.0,75697.0,74021.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1676.0,5459410.0,https://anaconda.org/conda-forge/validators,2023-06-16 16:19:01.999,421993.0,,,,,2.0,,,,,,,,python-validators/validators,,,,,, +184,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-06-29 01:42:35.000,2023-06-27 14:11:13,351.0,7.0,119,59.0,341.0,50.0,253.0,374,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,337.0,7150989.0,7555.0,7241.0,https://pypi.org/project/pandas-gbq,2022-06-09 14:31:04.000,314.0,7126770.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-16 13:23:27.859,1816050.0,,,,,3.0,,,,,,,,,,,,,, +185,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-06-29 12:25:12.000,2023-06-28 13:41:47,784.0,33.0,60,21.0,386.0,157.0,243.0,332,2023-03-14 09:22:38.000,1.13.0,74.0,34.0,32,True,param,conda-forge/param,,,455129.0,7394.0,7257.0,https://pypi.org/project/param,2017-04-26 13:48:49.000,137.0,438658.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1218884.0,,,,,2.0,,,,,,,,,,,,,, +186,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-06-21 00:17:30.000,2023-02-21 11:02:54,236.0,,426,136.0,238.0,228.0,146.0,10083,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,31,True,sqlmodel,conda-forge/sqlmodel,,,416161.0,6478.0,6344.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,134.0,415573.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,12949.0,,,,,3.0,['pydantic'],,,,,,,,,,,,, +187,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-06-28 22:25:48.000,2023-06-28 22:25:46,5325.0,95.0,1002,239.0,1276.0,,,3865,2023-06-21 18:17:54.000,4.4.0,26.0,202.0,31,True,pymongo,conda-forge/pymongo,,,19639588.0,,,https://pypi.org/project/pymongo,,,19608335.0,https://anaconda.org/conda-forge/pymongo,2023-06-25 12:20:56.518,1093858.0,,,,,3.0,,,,,,,,,,,,,, +188,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-06-29 11:59:24.000,2023-06-26 23:51:52,6577.0,655.0,596,86.0,1179.0,133.0,570.0,3521,2023-04-12 02:29:00.815,0.3.1,63.0,238.0,31,True,toga,,@pybee/toga,1604.0,2328.0,36.0,,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,2120.0,,,,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,8.0,3.0,,,,,,,,,,,,,, +189,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-06-16 16:14:12.226,2023-05-24 07:33:50,320.0,1.0,244,51.0,193.0,138.0,185.0,3462,2022-12-18 09:18:01.579,0.7.0,41.0,53.0,31,True,databases,conda-forge/databases,,,385382.0,19408.0,19279.0,https://pypi.org/project/databases,2022-05-30 16:08:56.000,129.0,381867.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,182781.0,,,,,3.0,,,,,,,,,,,,,, +190,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,360,199.0,943.0,250.0,501.0,3148,2016-07-19 20:40:03.000,0.11.0,14.0,67.0,31,False,blaze,conda-forge/blaze,,,7774.0,9097.0,9097.0,https://pypi.org/project/blaze,,,4893.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201698.0,,,,,3.0,,,,,,,,,,,,,, +191,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-06-29 12:22:44.000,2023-06-20 05:15:41,5740.0,226.0,301,42.0,1456.0,32.0,172.0,2933,2023-06-19 20:38:42.000,0.40.3,95.0,69.0,31,True,zenml,,,1.0,5819.0,111.0,109.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,2.0,5819.0,,,,,,,,2.0,,,,,,,,,,,,,, +192,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-06-16 16:16:00.762,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2561,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,schematics,conda-forge/schematics,,,154304.0,1914.0,1527.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,153761.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25562.0,,,,,3.0,,,,,,,,,,,,,, +193,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-06-06 05:58:46.000,2023-06-06 05:58:00,217.0,3.0,267,50.0,57.0,43.0,111.0,2023,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,31,True,datasketch,,,19.0,1015890.0,867.0,806.0,https://pypi.org/project/datasketch,2021-12-16 06:00:34.000,61.0,1015890.0,,,,,,,,3.0,,,,,,,,,,,,,, +194,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-06-23 09:38:57.000,2023-06-23 09:38:56,463.0,2.0,203,39.0,241.0,41.0,201.0,1771,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,voluptuous,conda-forge/voluptuous,,,2136472.0,14838.0,13508.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1330.0,2132909.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,295778.0,,,,,3.0,,,,,,,,,,,,,, +195,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,5.0,212,47.0,177.0,55.0,336.0,1440,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1345041.0,1991.0,1900.0,https://pypi.org/project/pygsheets,2021-02-05 22:34:35.000,91.0,1345041.0,,,,,,,,3.0,,,,,,,,,,,,,, +196,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-06-16 13:25:19.012,2023-02-24 16:19:12,264.0,,100,34.0,67.0,3.0,64.0,1348,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,11385295.0,2819.0,,https://pypi.org/project/python-slugify,2022-04-27 16:08:59.000,2819.0,11365622.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1593584.0,,,,,2.0,,,,,,,,,,,,,, +197,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-06-29 12:59:20.000,2023-06-29 05:27:50,1203.0,107.0,128,22.0,723.0,54.0,322.0,1117,2023-06-04 16:00:40.488,8.0.0,54.0,58.0,31,True,copier,,,,56366.0,456.0,435.0,https://pypi.org/project/copier,2022-06-13 09:59:15.000,21.0,56366.0,,,,,,,,3.0,,,,,,,,,,,,,, +198,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-06-27 05:11:48.000,2023-06-17 13:42:03,486.0,17.0,81,24.0,239.0,29.0,66.0,1086,2022-11-22 23:32:02.583,2.0.1,33.0,32.0,31,True,cleo,conda-forge/cleo,,,12106837.0,15511.0,15277.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,234.0,12098403.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,489204.0,,,,,3.0,,,,,,,,python-poetry/cleo,,,,,, +199,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,245,18.0,212.0,26.0,301.0,851,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,31,True,fastcore,conda-forge/fastcore,,,628618.0,4086.0,3807.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,279.0,625971.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,47658.0,,,,,3.0,,,,,,,,,,,,,, +200,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-06-29 00:00:05.000,2023-06-28 00:03:10,1149.0,13.0,81,17.0,726.0,15.0,121.0,347,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,4154.0,70537799.0,3167.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3167.0,70405921.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,9623451.0,,,,,2.0,,,,,,,,,,,,,, +201,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:07:57.000,2023-05-31 09:44:31,300.0,22.0,56,7.0,68.0,3.0,77.0,169,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,30634879.0,3731.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3731.0,30608622.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2205660.0,,,,,3.0,,,,,,,,,,,,,, +202,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-06-28 23:21:37.000,2023-06-28 07:44:12,749.0,17.0,46,44.0,626.0,36.0,161.0,53,2023-06-08 22:10:14.951,2.19.0,72.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4126959.0,2941.0,2932.0,https://pypi.org/project/google-cloud-bigtable,2017-11-02 20:09:23.000,9.0,4125202.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-06-09 04:10:20.956,87874.0,,,,,3.0,,,,,,,,,,,,,, +203,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2018-06-07 13:52:28.873,2023-06-23 18:39:20.000,2023-06-23 18:39:19,798.0,19.0,36,12.0,49.0,3.0,229.0,47,2023-02-17 22:33:05.683,5.12.0,61.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,52334492.0,1121.0,,https://pypi.org/project/importlib-resources,2018-11-01 17:42:19.000,1121.0,52112796.0,https://anaconda.org/conda-forge/importlib_resources,2023-06-16 16:08:58.224,13301802.0,,,,,2.0,,,,,,,,,,,,,, +204,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-06-23 18:37:52.000,2023-06-23 18:37:52,621.0,19.0,35,4.0,36.0,4.0,56.0,38,2023-02-25 02:18:04.386,3.15.0,45.0,21.0,31,False,zipp,conda-forge/zipp,,,136502783.0,3934.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3934.0,135949984.0,https://anaconda.org/conda-forge/zipp,2023-06-16 16:07:26.860,28745567.0,,,,,3.0,,,,,,,,,,,,,, +205,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6983,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,records,conda-forge/records,,,215290.0,1217.0,1040.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,214965.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24066.0,,,,,3.0,,,,,,,,,,,,,, +206,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-06-16 16:15:57.668,2023-02-17 21:58:39,2685.0,,847,173.0,737.0,21.0,959.0,5516,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1041.0,29098.0,344.0,332.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,28176.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,42737.0,,,,,2.0,,,,,,,,,,,,,, +207,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1008,222.0,90.0,201.0,43.0,5044,,,2.0,28.0,30,False,pdfminer,conda-forge/pdfminer,,,194246.0,4066.0,4066.0,https://pypi.org/project/pdfminer,,,193865.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,31251.0,,,,,2.0,,,,,,,,,,,,,, +208,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-06-16 16:15:31.911,2023-01-06 09:03:57,998.0,,512,91.0,180.0,11.0,420.0,4922,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,431752.0,3335.0,3072.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,263.0,422097.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,463474.0,,,,,1.0,,,,,,,,,,,,,, +209,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2368,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,addict,conda-forge/addict,,20.0,2388330.0,6214.0,5850.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,364.0,2383478.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,402730.0,,,,,2.0,,,,,,,,,,,,,, +210,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-06-29 07:16:22.000,2023-06-28 19:22:38,695.0,80.0,95,31.0,934.0,32.0,342.0,2290,2023-06-27 23:30:17.000,1.2.0,262.0,21.0,30,True,whylogs,,,39.0,60456.0,132.0,127.0,https://pypi.org/project/whylogs,2022-03-31 09:53:27.000,5.0,60455.0,,,,,,,,2.0,,,,,,,,,,,,,, +211,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-06-16 13:24:46.417,2022-10-18 10:59:07,785.0,,172,44.0,217.0,103.0,271.0,1865,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1714614.0,590.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,590.0,1705501.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,628839.0,,,,,3.0,,,,,,,,,,,4.0,,, +212,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-06-28 04:37:00.000,2023-06-20 15:54:36,2284.0,39.0,175,40.0,370.0,27.0,261.0,1814,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,pyscaffold,conda-forge/pyscaffold,,,289298.0,58.0,,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,58.0,283603.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,170857.0,,,,,3.0,,,,,,,,,,,,,, +213,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,13.0,149,94.0,1931.0,160.0,1335.0,1710,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,30,True,datatable,conda-forge/datatable,,2042.0,75515.0,22.0,,https://pypi.org/project/datatable,2018-05-08 01:27:26.000,22.0,74771.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,21456.0,,,,,3.0,,,,,,,,,,,,,, +214,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-06-29 07:27:10.000,2023-06-23 21:37:25,1027.0,5.0,312,71.0,396.0,100.0,364.0,1462,2023-06-23 21:51:00.000,0.23.0,14.0,82.0,30,True,mleap,conda-forge/mleap,,,141122.0,235.0,212.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,23.0,139235.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,69845.0,,,,,2.0,,,,,,,,,,,,,, +215,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-06-17 15:33:57.000,2023-06-17 15:32:01,618.0,11.0,56,15.0,220.0,3.0,52.0,1308,2023-01-02 18:35:41.085,0.22.1,41.0,14.0,30,True,bidict,conda-forge/bidict,,,1765479.0,14989.0,14510.0,https://pypi.org/project/bidict,2022-03-23 22:21:10.000,479.0,1761864.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,292876.0,,,,,2.0,,,,,,,,,,,,,, +216,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-06-28 00:03:28.000,2023-06-27 07:29:17,763.0,58.0,42,13.0,209.0,10.0,82.0,1099,2023-06-17 20:40:00.830,0.31.0,60.0,5.0,30,True,python-benedict,conda-forge/python-benedict,,,633100.0,1447.0,1422.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,25.0,628834.0,https://anaconda.org/conda-forge/python-benedict,2023-06-17 21:36:17.178,132272.0,,,,,2.0,,,,,,,,,,,,,, +217,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,306,52.0,210.0,28.0,265.0,1087,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,redis-py-cluster,,,3775.0,1922646.0,1834.0,1617.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,217.0,1922609.0,,,,,,,,3.0,,,,,,,,,,,,,, +218,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-06-28 19:02:57.000,2023-06-28 19:02:55,577.0,27.0,133,22.0,463.0,40.0,243.0,871,2023-04-23 16:17:01.440,0.12.1,42.0,42.0,30,True,aiocache,,,6.0,244093.0,1909.0,1794.0,https://pypi.org/project/aiocache,2017-07-23 17:43:22.000,115.0,244093.0,,,,,,,,2.0,,,,,,,,,,,,,, +219,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-06-16 16:13:42.471,2023-06-03 15:37:29,1177.0,1.0,353,74.0,21.0,40.0,602.0,861,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2618374.0,7739.0,7421.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2610408.0,https://anaconda.org/conda-forge/cx_oracle,2023-06-16 16:13:42.471,422222.0,,,,,3.0,,,,,,,,,,,,,, +220,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-06-23 18:37:41.000,2023-06-23 18:37:40,874.0,37.0,92,23.0,86.0,21.0,81.0,834,2023-04-06 02:04:12.666,6.0.4,44.0,49.0,30,True,inflect,conda-forge/inflect,,,3063112.0,970.0,,https://pypi.org/project/inflect,2022-05-01 18:29:04.000,970.0,3058682.0,https://anaconda.org/conda-forge/inflect,2023-06-16 13:20:19.176,327881.0,,,,,3.0,,,,,,,,,,,,,, +221,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-25 20:17:17.000,2022-09-20 20:58:59,434.0,,121,22.0,53.0,54.0,125.0,819,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,30,True,anytree,conda-forge/anytree,,,582653.0,16627.0,16313.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,314.0,581871.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,29721.0,,,,,2.0,,,,,,,,,,,,,, +222,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,9.0,46,15.0,75.0,1.0,86.0,765,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,natsort,conda-forge/natsort,,,3223049.0,21912.0,20740.0,https://pypi.org/project/natsort,2018-04-21 03:59:11.000,1172.0,3181349.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1292700.0,,,,,3.0,,,,,,,,,,,,,, +223,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-06-24 07:20:44.000,2020-10-21 17:48:31,219.0,,76,15.0,258.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,13109094.0,41541.0,39507.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2034.0,13037523.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5367877.0,,,,,2.0,,,,,,,,,,,,,, +224,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-06-28 02:56:48.000,2023-06-28 02:55:38,367.0,32.0,113,15.0,91.0,69.0,123.0,646,2023-06-27 20:30:59.000,1.5.5,27.0,52.0,30,True,configargparse,conda-forge/configargparse,,,2495905.0,13550.0,12092.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1458.0,2473729.0,https://anaconda.org/conda-forge/configargparse,2023-06-27 22:39:32.466,620930.0,,,,,3.0,,,,,,,,,,,2.0,,, +225,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-06-27 19:25:07.000,2023-06-27 19:25:05,510.0,20.0,329,35.0,255.0,37.0,123.0,641,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,214077.0,4339.0,3058.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1281.0,213801.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21018.0,,,,,3.0,,,,,,,,,,,,,, +226,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,512,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,scandir,conda-forge/scandir,,,3929352.0,16949.0,14768.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2181.0,3913355.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1327832.0,,,,,3.0,,,,,,,,,,,,,, +227,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-06-16 16:14:14.789,2023-04-20 12:56:54,294.0,3.0,31,12.0,65.0,2.0,25.0,362,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,30,True,srsly,conda-forge/srsly,,,3835523.0,29852.0,29574.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,3811848.0,https://anaconda.org/conda-forge/srsly,2023-06-16 16:14:14.789,1231102.0,,,,,3.0,,,,,,,,,,,,,, +228,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-06-16 13:15:39.073,2022-03-13 00:04:41,186.0,,49,8.0,43.0,18.0,21.0,128,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,isodate,conda-forge/isodate,,,67783438.0,44694.0,42498.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2196.0,67733053.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4383543.0,,,,,3.0,,,,,,,,,,,,,, +229,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-06-16 16:15:20.617,2022-05-08 04:08:19,743.0,,937,274.0,290.0,150.0,459.0,17685,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,gooey,conda-forge/gooey,,456.0,6867.0,849.0,774.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,75.0,5461.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,68421.0,,,,,3.0,,,,,,,,,,,,,, +230,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-06-16 13:20:19.053,2022-12-08 17:33:49,3607.0,,593,142.0,967.0,495.0,771.0,7939,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,29,True,vaex,conda-forge/vaex,,262.0,48740.0,552.0,529.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,23.0,46629.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,168768.0,,,,,3.0,,,,,,,,,,,,,, +231,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,142.0,293.0,282.0,241.0,6561,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,faust,,,,23092.0,1606.0,1576.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,23092.0,,,,,,,,3.0,,,,,,,,,,,,,, +232,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-06-16 19:25:17.864,2023-01-30 08:55:46,707.0,,285,102.0,135.0,27.0,260.0,4575,,,4.0,76.0,29,True,dataset,conda-forge/dataset,,,68762.0,3131.0,3131.0,https://pypi.org/project/dataset,,,68539.0,https://anaconda.org/conda-forge/dataset,2023-06-16 19:25:17.864,6023.0,,,,,3.0,,,,,,,,,,,,,, +233,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-06-16 16:08:33.392,2023-04-16 13:04:15,1085.0,1.0,242,65.0,83.0,24.0,265.0,3348,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,29,True,asciimatics,conda-forge/asciimatics,,,69868.0,983.0,869.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,114.0,67670.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,136299.0,,,,,3.0,,,,,,,,,,,,,, +234,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-06-27 04:43:13.000,2023-06-27 04:43:13,3020.0,28.0,210,28.0,274.0,121.0,750.0,3100,2023-06-02 03:12:00.509,0.22.4,111.0,75.0,29,True,ploomber,conda-forge/ploomber,,,7310.0,89.0,84.0,https://pypi.org/project/ploomber,2022-07-04 15:54:06.000,5.0,4567.0,https://anaconda.org/conda-forge/ploomber,2023-06-02 04:46:56.471,65837.0,,,,,3.0,,,,,,,,,,,,,, +235,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,1.0,139,74.0,52.0,6.0,71.0,3092,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,funcy,conda-forge/funcy,,,1341718.0,8576.0,7972.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,604.0,1337200.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,347918.0,,,,,3.0,,,,,,,,,,,,,, +236,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-06-22 11:02:00.000,2023-05-15 16:19:03,1139.0,5.0,583,176.0,458.0,95.0,476.0,2979,2023-05-16 09:35:39.748,1.81.2,93.0,80.0,29,False,arctic,conda-forge/arctic,,206.0,7149.0,256.0,223.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,33.0,6582.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,27720.0,,,,,3.0,,,,,,,,,,,,,, +237,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2732,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,,,234325.0,6066.0,5913.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,153.0,232469.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,57548.0,,,,,3.0,"['sklearn', 'pandas']",,,,,,,,,,,,, +238,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-06-18 13:17:48.000,2023-05-15 20:46:13,3835.0,20.0,308,32.0,310.0,135.0,534.0,2337,2023-05-15 21:07:09.000,2.7,208.0,91.0,29,True,pyinfra,,,,21043.0,93.0,82.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,21043.0,,,,,,,,3.0,,,,,,,,,,,,,, +239,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,132,32.0,80.0,34.0,54.0,1396,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,843576.0,10431.0,8928.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1503.0,839874.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,270311.0,,,,,3.0,,,,,,,,,,,,,, +240,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,5.0,56,25.0,40.0,85.0,71.0,1243,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,29,True,strictyaml,conda-forge/strictyaml,,,523676.0,1839.0,1602.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,237.0,520409.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,202571.0,,,,,3.0,,,,,,,,,,,,,, +241,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,1.0,218,48.0,178.0,22.0,760.0,1180,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,py2neo,conda-forge/py2neo,,,196456.0,633.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,633.0,195635.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,59145.0,,,,,3.0,,,,,,,,,,,,,, +242,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-06-26 11:00:31.000,2023-06-25 22:22:01,515.0,8.0,68,18.0,179.0,34.0,86.0,1116,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,29,True,questionary,conda-forge/questionary,,,1018522.0,9496.0,9171.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,1017171.0,https://anaconda.org/conda-forge/questionary,2023-06-16 19:23:58.654,40559.0,,,,,3.0,,,,,,,,,,,,,, +243,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-06-23 18:43:36.000,2023-06-23 18:43:35,1178.0,19.0,141,40.0,81.0,3.0,128.0,1053,2023-01-31 16:28:20.612,15.1.2,18.0,49.0,29,True,path,conda-forge/path,,,1000679.0,125.0,,https://pypi.org/project/path,2022-01-07 02:04:26.000,125.0,990816.0,https://anaconda.org/conda-forge/path,2023-06-16 16:19:49.532,414252.0,,,,,3.0,,,,,,,,,,,,,, +244,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,85.0,80,14.0,130.0,35.0,95.0,848,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,29,True,mss,conda-forge/python-mss,,,606301.0,242.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,242.0,605576.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,26109.0,,,,,3.0,,,,,,,,,,,,,, +245,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,669,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,7700069.0,9610.0,8378.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,7698104.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,159187.0,,,,,3.0,,,,,,,,,,,,,, +246,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,16.0,87.0,67.0,96.0,294,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,configobj,conda-forge/configobj,,127.0,2427098.0,30422.0,27046.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3376.0,2415894.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,661006.0,,,,,3.0,,,,,,,,,,,,,, +247,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-06-16 13:16:17.227,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,182,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,9481860.0,8726.0,8365.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,361.0,9477823.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,347206.0,,,,,3.0,,,,,,,,,,,,,, +248,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,1.0,4492,640.0,745.0,197.0,100.0,22692,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,28,True,algorithms,conda-forge/algorithms,,,7153.0,104.0,88.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7092.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1591.0,,,,,3.0,,,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2575,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,24885.0,2254.0,2209.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,24885.0,,,,,,,,3.0,,,,,,,,,,,,,, +250,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-06-27 12:11:00.000,2023-06-13 19:04:31,5594.0,38.0,504,108.0,917.0,588.0,934.0,2013,2023-06-08 01:40:26.000,wxPython-4.2.1,13.0,128.0,28,False,wx,conda-forge/wxpython,,3228.0,9168.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-06-16 13:22:13.480,656440.0,,,,,3.0,,,,,,,,,,,,,, +251,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1879,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8167288.0,2191.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2191.0,8150250.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1380125.0,,,,,3.0,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-06-16 19:19:13.290,2023-04-17 20:41:44,153.0,1.0,116,23.0,106.0,49.0,42.0,1829,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,336907.0,6437.0,6352.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,85.0,336417.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,18147.0,,,,,3.0,,,,,,,,,,,,,, +253,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-06-16 16:16:49.028,2023-04-04 06:37:59,1001.0,1.0,59,23.0,98.0,113.0,66.0,1703,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,glom,conda-forge/glom,,,1073284.0,1194.0,1090.0,https://pypi.org/project/glom,2022-01-24 09:34:02.000,104.0,1072775.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,22913.0,,,,,3.0,,,,,,,,,,,,,, +254,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-06-29 10:59:38.000,2023-06-16 03:47:23,760.0,15.0,51,16.0,415.0,165.0,161.0,1202,2023-06-12 02:16:47.000,0.9.0,29.0,24.0,28,True,prisma,,,,22492.0,290.0,286.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,4.0,22492.0,,,,,,,,3.0,,,,,,,,,,,,,, +255,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-06-28 22:38:25.000,2023-06-28 22:35:11,1697.0,36.0,69,14.0,400.0,99.0,227.0,1048,2023-06-28 22:44:00.752,0.116.0,236.0,40.0,28,True,piccolo,,,,16273.0,275.0,266.0,https://pypi.org/project/piccolo,2022-07-06 21:02:22.000,9.0,16273.0,,,,,,,,3.0,,,,,,,,,,,,,, +256,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,118,18.0,62.0,25.0,104.0,809,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,28,True,pyahocorasick,conda-forge/pyahocorasick,,,614300.0,2031.0,1919.0,https://pypi.org/project/pyahocorasick,2022-05-04 14:25:29.000,112.0,611376.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,193022.0,,,,,3.0,,,,,,,,,,,,,, +257,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-06-16 19:20:56.493,2023-06-05 14:52:29,167.0,19.0,86,27.0,39.0,6.0,67.0,797,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,28,False,email-validator,conda-forge/email-validator,,,7256379.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,7253877.0,https://anaconda.org/conda-forge/email-validator,2023-06-16 19:20:56.493,87587.0,,,,,3.0,,,,,,,,,,,,,, +258,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-06-16 13:15:38.086,2023-05-14 12:42:48,178.0,3.0,80,25.0,50.0,7.0,38.0,680,2023-05-14 12:30:42.281,3.0.0,15.0,27.0,28,True,munch,conda-forge/munch,,,1610488.0,831.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,831.0,1570891.0,https://anaconda.org/conda-forge/munch,2023-06-16 13:15:38.086,3444999.0,,,,,3.0,,,,,,,,,,,,,, +259,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,602,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,True,happybase,conda-forge/happybase,,,96139.0,988.0,760.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,228.0,94372.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,148440.0,,,,,3.0,,,,,,,,,,,,,, +260,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,565,,,8.0,12.0,28,False,dataclasses,conda-forge/dataclasses,,,10352260.0,56423.0,54167.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2256.0,10182340.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10365163.0,,,,,3.0,,,,,,,,,,,,,, +261,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-06-16 13:22:23.807,2023-05-03 19:47:11,818.0,2.0,136,25.0,105.0,65.0,59.0,507,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,304831.0,6005.0,4655.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1350.0,303898.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,70032.0,,,,,3.0,,,,,,,,,,,,,, +262,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-06-16 13:23:16.139,2023-06-16 06:52:40,694.0,5.0,44,11.0,76.0,12.0,92.0,482,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,python-rapidjson,conda-forge/python-rapidjson,,,1183202.0,4422.0,4162.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,260.0,1167014.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1246486.0,,,,,3.0,,,,,,,,,,,,,, +263,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-06-16 13:25:05.988,2022-08-26 08:23:03,611.0,,134,12.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,228.0,201514.0,7000.0,4619.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2381.0,198972.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,209182.0,,,,,3.0,,,,,,,,,,,,,, +264,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,9.0,37,8.0,28.0,24.0,29.0,236,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10175959.0,2762.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2762.0,10023705.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,9896559.0,,,,,3.0,,,,,,,,,,,,,, +265,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,28,False,tabulator,conda-forge/tabulator-py,,,217244.0,1135.0,1062.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,216507.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53073.0,,,,,3.0,,,,,,,,,,,,,, +266,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,9796223.0,45972.0,37989.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7983.0,9781006.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1247839.0,,,,,3.0,,,,,,,,,,,,,, +267,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,54,104.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,cloudant,conda-forge/cloudant,,,105743.0,2379.0,2089.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,104428.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,106576.0,,,,,3.0,,,,,,,,,,,,,, +268,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-06-16 13:25:10.381,2022-02-10 18:16:02,489.0,,26,6.0,45.0,4.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,14.0,28,False,pathlib2,conda-forge/pathlib2,,,6687022.0,61230.0,56937.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4293.0,6657106.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2483044.0,,,,,3.0,,,,,,,,,,,,,, +269,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-06-28 09:30:32.000,2023-06-23 21:30:47,1860.0,9.0,586,131.0,1271.0,207.0,1057.0,7265,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,27,True,hydra,conda-forge/hydra-core,,,25143.0,8.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8146.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,679909.0,,,,,3.0,,,,,,,,,,,,,, +270,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,150.0,292.0,119.0,175.0,6079,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,3555.0,103.0,99.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3555.0,,,,,,,,3.0,,,,,,,,,,,,,, +271,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,3.0,189,30.0,52.0,75.0,124.0,3139,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,,,319373.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,318454.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,22069.0,,,,,3.0,"['pandas', 'jupyter']",,,,,,,,,,,,, +272,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3131,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,True,flexx,conda-forge/flexx,,,1702.0,150.0,129.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,497.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,100064.0,,,,,3.0,,,,,,,,,,,,,, +273,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-06-16 13:24:40.462,2023-01-19 03:03:16,1011.0,,342,48.0,369.0,66.0,307.0,2896,2022-12-12 07:21:23.000,6.3.0,45.0,101.0,27,True,smart-open,conda-forge/smart_open,,,13364853.0,,,https://pypi.org/project/smart-open,,,13341113.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,1899238.0,,,,,3.0,,,,,,,,,,,-4.0,,, +274,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-06-25 19:15:28.000,2023-06-12 10:56:25,282.0,7.0,225,29.0,127.0,82.0,112.0,2368,2023-01-07 01:51:08.612,1.41.0,83.0,25.0,27,True,img2dataset,,,1130.0,23425.0,54.0,53.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,23374.0,,,,,,,,3.0,,,,,,,,,,,,,, +275,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1874,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2720.0,199.0,163.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2720.0,,,,,,,,3.0,,,,,,,,,,,,,, +276,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,126,29.0,74.0,35.0,69.0,1036,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,236630.0,3566.0,3351.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,215.0,235246.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,76148.0,,,,,3.0,,,,,,,,,,,,,, +277,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,949,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,bcolz,conda-forge/bcolz,,,18157.0,2423.0,1916.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,13772.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,333327.0,,,,,3.0,,,,,,,,,,,,,, +278,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-06-28 16:01:31.000,2023-06-22 22:14:53,1371.0,47.0,48,17.0,134.0,3.0,13.0,690,2023-06-22 22:41:04.790,1.3.2,70.0,4.0,27,True,ubelt,conda-forge/ubelt,,,16474.0,2792.0,2736.0,https://pypi.org/project/ubelt,2022-07-01 03:06:55.000,56.0,13896.0,https://anaconda.org/conda-forge/ubelt,2023-06-26 09:45:21.229,54146.0,,,,,3.0,,,,,,,,,,,,,, +279,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-06-28 18:36:58.000,2023-06-28 18:36:10,9906.0,54.0,43,14.0,9.0,6.0,8.0,477,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,27,True,pandas-summary,,,,80867.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,80867.0,,,,,,,,3.0,['pandas'],,,,,,,polyaxon/traceml,,,,,, +280,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-06-26 22:34:58.000,2023-06-26 00:43:42,6164.0,188.0,30,10.0,240.0,34.0,533.0,347,2023-06-25 04:41:46.000,1.4.6,183.0,21.0,27,True,static-frame,conda-forge/static-frame,,,11939.0,20.0,18.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,4506.0,https://anaconda.org/conda-forge/static-frame,2023-06-25 18:40:27.043,275036.0,,,,,3.0,,,,,,,,static-frame/static-frame,,,,,, +281,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,ptyprocess,conda-forge/ptyprocess,,,33335361.0,13010.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13010.0,33176677.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,13646895.0,,,,,3.0,,,,,,,,,,,,,, +282,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-06-13 21:26:28.294,2023-06-13 03:03:37,478.0,4.0,100,31.0,81.0,10.0,124.0,2294,,,27.0,17.0,26,True,swifter,conda-forge/swifter,,,285853.0,1007.0,1007.0,https://pypi.org/project/swifter,,,281614.0,https://anaconda.org/conda-forge/swifter,2023-06-13 21:26:28.294,211976.0,,,,,3.0,['pandas'],,,,,,,,,,-2.0,,, +283,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-06-16 16:11:49.001,2023-02-22 03:50:44,49.0,,100,35.0,99.0,20.0,138.0,2223,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,38.0,1558277.0,324.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,324.0,1551415.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,425476.0,,,,,3.0,,,,,,,,,,,,,, +284,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-06-23 12:52:45.000,2023-05-31 14:47:15,525.0,2.0,121,48.0,53.0,11.0,121.0,2184,2021-01-12 19:21:07.000,1.4.3,14.0,28.0,26,True,pyfunctional,,,,252611.0,652.0,633.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,252611.0,,,,,,,,3.0,,,,,,,,,,,,,, +285,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-06-07 18:26:11.000,2023-05-24 18:39:09,2701.0,7.0,132,51.0,297.0,46.0,190.0,1481,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,581.0,4917.0,298.0,215.0,https://pypi.org/project/enaml,2022-06-13 19:19:59.000,83.0,2682.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,149243.0,,,,,3.0,,,,,,,,,,,,,, +286,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1249,,,1.0,15.0,26,False,pandasql,conda-forge/pandasql,,,1490065.0,2152.0,2152.0,https://pypi.org/project/pandasql,,,1474952.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,362725.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +287,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-06-16 16:11:57.246,2022-11-18 21:43:07,115.0,,53,24.0,62.0,16.0,33.0,1039,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1180314.0,5993.0,5879.0,https://pypi.org/project/immutables,2022-05-22 07:46:18.000,114.0,1165173.0,https://anaconda.org/conda-forge/immutables,2023-06-16 16:11:57.246,923619.0,,,,,3.0,,,,,,,,,,,,,, +288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-06-26 05:03:57.000,2023-06-26 05:03:55,669.0,24.0,44,22.0,507.0,5.0,33.0,708,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,386278.0,109.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,109.0,385985.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14075.0,,,,,3.0,,,,,,,,,,,,,, +289,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,467,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,pyscreenshot,,,,466842.0,2422.0,2164.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,258.0,466842.0,,,,,,,,3.0,,,,,,,,,,,,,, +290,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,27598.0,14032.0,14016.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,27377.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,4649.0,,,,,3.0,,,,,,,,,,,,,, +291,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,11.0,50.0,21.0,35.0,306,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,19216902.0,299.0,,https://pypi.org/project/typing_inspect,2021-06-07 16:12:08.000,299.0,19186567.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1516771.0,,,,,3.0,,,,,,,,,,,,,, +292,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-06-16 16:18:51.234,2023-04-20 13:13:11,123.0,2.0,22,9.0,48.0,4.0,7.0,156,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,3790076.0,25957.0,25887.0,https://pypi.org/project/catalogue,2022-07-06 07:43:27.000,70.0,3765751.0,https://anaconda.org/conda-forge/catalogue,2023-06-16 16:18:51.234,1045987.0,,,,,3.0,,,,,,,,,,,,,, +293,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,268.0,1772.0,57,2023-03-11 17:00:14.601,3.1.2,104.0,,26,False,openpyxl,openpyxl,,,58999544.0,7684.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7654.0,58997640.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,172168.0,,,,,3.0,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1218.0,,30.0,,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +294,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11736116.0,71696.0,68992.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2704.0,11723550.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1105856.0,,,,,3.0,,,,,,,,,,,,,, +295,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-06-16 19:25:38.090,2023-05-20 15:36:34,375.0,1.0,137,30.0,221.0,57.0,139.0,1621,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,48587.0,429.0,411.0,https://pypi.org/project/arq,2022-03-09 17:53:27.000,18.0,48290.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,7730.0,,,,,3.0,,,,,,,,,,,,,, +296,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1553,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,6294.0,197.0,164.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6294.0,,,,,,,,3.0,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +297,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,True,streamparse,,,,4800.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,4800.0,,,,,,,,3.0,,,,,,,,,,,,,, +298,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-06-29 02:02:57.000,2023-05-19 04:32:00,6411.0,3.0,221,41.0,1032.0,7.0,209.0,1388,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,optimuspyspark,,,,12877.0,,,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,12877.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2221.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2221.0,,,,,,,,3.0,,,,,,,,,,,,,, +300,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,20.0,19.0,1140,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,744701.0,350.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,350.0,744701.0,,,,,,,,3.0,,,,,,,,,,,,,, +301,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,40.0,126.0,25.0,202.0,1113,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,372.0,339023.0,242.0,209.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,339020.0,,,,,,,,3.0,,,,,,,,,,,,,, +302,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,1.0,12.0,1063,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,pluginbase,conda-forge/pluginbase,,,542315.0,2049.0,1880.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,537755.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,296402.0,,,,,3.0,,,,,,,,,,,,,, +303,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,130,10.0,22.0,25.0,19.0,628,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,ratelimit,conda-forge/ratelimit,,,3856034.0,2876.0,2663.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,213.0,3855653.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11055.0,,,,,3.0,,,,,,,,,,,,,, +304,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-06-16 19:23:05.879,2022-09-12 17:36:02,282.0,,50,10.0,26.0,15.0,71.0,589,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,332236.0,1125.0,1102.0,https://pypi.org/project/pysimdjson,2021-06-21 14:56:08.000,23.0,330053.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,69863.0,,,,,3.0,,,,,,,,,,,,,, +305,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-06-16 16:13:03.471,2022-08-31 07:55:38,488.0,,70,22.0,66.0,11.0,98.0,458,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,27351.0,625.0,537.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,88.0,26927.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,22520.0,,,,,3.0,,,,,,,,,,,,,, +306,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,384,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,25,False,messytables,,,,14991.0,408.0,284.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,14991.0,,,,,,,,3.0,,,,,,,,,,,,,, +307,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,54.0,60.0,,90.0,306,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,95.0,568861.0,193.0,171.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,568860.0,,,,,,,,3.0,,,,,,,,,,,,,, +308,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-06-09 22:54:49.000,2023-05-28 07:57:36,3381.0,41.0,32,16.0,80.0,23.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,25,True,dbnd,,,,89596.0,58.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,89596.0,,,,,,,,3.0,,,,,,,,,,,,,, +309,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-06-15 13:15:37.000,2023-06-15 13:15:37,294.0,20.0,40,8.0,38.0,8.0,37.0,146,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,25,True,filedepot,,,,17201.0,868.0,821.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,17201.0,,,,,,,,3.0,,,,,,,,,,,,,, +310,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,25,False,clint,conda-forge/clint,,113.0,126799.0,5679.0,4355.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1324.0,126166.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,53782.0,,,,,3.0,,,,,,,,,,,,,, +311,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,24,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,14505071.0,7977.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7977.0,14332480.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,14842894.0,,,,,3.0,,,,,,,,,,,,,, +312,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,13.0,30.0,24,False,storm,,,,2870.0,135.0,60.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,2870.0,,,,,,,,3.0,,,,,,,,,,,,,, +313,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-06-27 20:05:46.000,2022-03-10 10:33:50,585.0,,506,84.0,242.0,98.0,129.0,3535,2021-08-21 17:09:22.000,1.6.4,16.0,40.0,24,False,textract,conda-forge/textract,,,139020.0,,,https://pypi.org/project/textract,,,138763.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,20871.0,,,,,3.0,,,,,,,,,,,-3.0,,, +314,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-06-16 19:20:56.548,2023-03-22 14:52:27,240.0,,88,40.0,40.0,17.0,46.0,1421,2022-01-06 15:32:49.000,0.4.9,14.0,13.0,24,True,pypeln,conda-forge/pypeln,,,24669.0,102.0,102.0,https://pypi.org/project/pypeln,,,24280.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,13636.0,,,,,3.0,,,,,,,,,,,,,, +315,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,pinject,conda-forge/pinject,,,60699.0,178.0,157.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,60521.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,3739.0,,,,,3.0,,,,,,,,,,,,,, +316,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-06-29 12:06:22.000,2023-06-29 11:57:50,250.0,6.0,53,7.0,55.0,16.0,49.0,449,2023-04-09 05:20:00.345,2.1.1,53.0,14.0,24,True,cachier,,,,17745.0,424.0,396.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,28.0,17745.0,,,,,,,,3.0,,,,,,,,python-cachier/cachier,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-06-01 15:14:25.000,2023-06-01 15:14:21,906.0,35.0,22,17.0,163.0,7.0,11.0,324,2023-06-01 15:15:41.205,17.3.2,245.0,18.0,24,True,aiomisc,,,,17404.0,358.0,323.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,35.0,17404.0,,,,,,,,3.0,,,,,,,,,,,,,, +318,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,8.0,29,5.0,123.0,2.0,77.0,139,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,24,True,everett,conda-forge/everett,,,92681.0,820.0,775.0,https://pypi.org/project/everett,2022-01-13 16:31:48.000,45.0,91824.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,39463.0,,,,,3.0,,,,,,,,,,,,,, +319,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-06-16 13:23:09.620,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,111,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,65.0,96312.0,2674.0,2482.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,192.0,95938.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,25473.0,,,,,3.0,,,,,,,,,,,,,, +320,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,98.0,31.0,18.0,58.0,3231,,,4.0,19.0,23,False,macropy3,,,,195.0,587.0,557.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,195.0,,,,,,,,3.0,,,,,,,,,,,,,, +321,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,,2015-01-15 00:34:19.000,2023-06-24 15:26:31.000,2023-06-24 15:26:30,816.0,6.0,632,143.0,446.0,124.0,396.0,2671,2021-07-13 12:27:15.000,0.10.0,19.0,87.0,23,False,pandas-datareader,conda-forge/pandas-datareader,,,401171.0,,,https://pypi.org/project/pandas-datareader,,,397169.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,296164.0,,,,,3.0,,,,,,,,,,,-6.0,,, +322,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-06-24 11:07:47.000,2023-05-23 07:09:38,600.0,1.0,356,49.0,104.0,179.0,102.0,2010,2011-12-30 16:40:09.000,11.12.30,16.0,40.0,23,True,camelot,,,,5651.0,10.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5651.0,,,,,,,,3.0,,,,,,,,,,,,,, +323,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,39.0,22.0,20.0,11.0,1544,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,commonregex,,,,161066.0,183.0,161.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,161066.0,,,,,,,,3.0,,,,,,,,,,,,,, +324,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-06-26 10:56:46.000,2023-06-20 08:09:27,318.0,7.0,74,44.0,222.0,42.0,40.0,1287,2023-06-20 08:17:02.907,0.18.0,32.0,28.0,23,True,tasktiger,,,,936.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,936.0,,,,,,,,3.0,,,,,,,,,,,,,, +325,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,91805.0,691.0,608.0,https://pypi.org/project/pymodm,2017-03-10 23:55:29.000,83.0,91687.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4722.0,,,,,3.0,,,,,,,,,,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-06-16 13:19:04.224,2021-09-23 16:12:06,380.0,,57,19.0,13.0,16.0,24.0,257,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,deepdish,conda-forge/deepdish,,,12775.0,840.0,756.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,84.0,11680.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,86572.0,,,,,3.0,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,257,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,11138.0,180.0,172.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10979.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4299.0,,,,,3.0,,,,,,,,,,,,,, +328,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,121,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,23,True,coolname,conda-forge/coolname,,,319601.0,1663.0,1612.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,51.0,317495.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,63201.0,,,,,3.0,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,29873.0,395.0,362.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,29873.0,,,,,,,,3.0,,,,,,,,,,,,,, +330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2700,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,,,52.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,52.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,85,37.0,214.0,44.0,55.0,2419,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19404.0,776.0,,,,,,,,,,,,,,2.0,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1741,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,7001.0,198.0,167.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,7001.0,,,,,,,,3.0,,,,,,,,,,,,,, +333,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-06-27 21:39:41.000,2023-02-21 10:55:54,98.0,,38,17.0,64.0,6.0,4.0,1054,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,22,True,asyncer,conda-forge/asyncer,,,76126.0,631.0,614.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,75887.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,4064.0,,,,,3.0,,,,,,,,,,,,,, +334,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,4.0,135,62.0,76.0,167.0,149.0,848,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,rows,,,38.0,751.0,187.0,158.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,751.0,,,,,,,,3.0,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,26.0,837,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,unsync,conda-forge/unsync,,,23123.0,213.0,194.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,22833.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,10457.0,,,,,3.0,,,,,,,,,,,,,, +336,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-04-18 05:29:38.000,2023-01-03 19:16:25,478.0,,76,22.0,211.0,72.0,80.0,803,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,22,True,odmantic,,,,15692.0,6.0,,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15692.0,,,,,,,,3.0,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,2.0,120,13.0,32.0,31.0,42.0,791,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,21642.0,1243.0,1150.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,93.0,21642.0,,,,,,,,3.0,,,,,,,,,,,,,, +338,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-06-24 20:43:54.000,2023-05-02 12:53:18,107.0,13.0,27,10.0,49.0,10.0,12.0,682,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,38361.0,169.0,163.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,6.0,36192.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,32545.0,,,,,3.0,,,,,,,,,,,,,, +339,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,530,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2800.0,108.0,99.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,2207.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,10094.0,,,,,3.0,,,,,,,,,,,,,, +340,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,56926.0,10996.0,8950.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,56926.0,,,,,,,,3.0,,,,,,,,,,,4.0,,, +341,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,49375.0,4469.0,3287.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1182.0,48591.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,67439.0,,,,,3.0,,,,,,,,,,,,,, +342,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-06-26 19:44:39.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,14.0,14.0,125,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,docopt-ng,,,,37979.0,186.0,157.0,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,29.0,37979.0,,,,,,,,3.0,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-06-27 10:12:08.000,2023-06-27 10:03:32,1493.0,442.0,3,3.0,636.0,17.0,20.0,38,2023-06-16 05:46:00.417,4.4.0,57.0,5.0,22,False,click-extra,,,221.0,4993.0,53.0,48.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,5.0,4982.0,,,,,,,,3.0,,,,,,,,,,,,,, +344,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,393.0,276.0,81.0,80.0,10579,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,50.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,50.0,,,,,,,,3.0,,,,,,,,,,,,,, +345,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-06-27 16:05:15.537,2023-06-23 18:04:56,79.0,3.0,123,35.0,10.0,8.0,149.0,3051,2023-06-23 18:07:07.000,2.1.14,60.0,1.0,21,False,ptext-joris-schellekens,conda-forge/borb,,,1730.0,171.0,171.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,54.0,https://anaconda.org/conda-forge/borb,2023-06-27 16:05:15.537,36882.0,,,,,3.0,,,,,,,,,,,,,, +346,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,922.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,922.0,,,,,,,,3.0,,,,,,,,,,,4.0,,, +347,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,855.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,855.0,,,,,,,,3.0,,,,,,,,,,,,,, +348,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,710,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,,,2025.0,61.0,55.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1247.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,24121.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +349,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,13545.0,141.0,135.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13545.0,,,,,,,,3.0,,,,,,,,,,,,,, +350,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,45,15.0,33.0,19.0,9.0,270,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,price-parser,,,,61433.0,374.0,367.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,61433.0,,,,,,,,3.0,,,,,,,,,,,,,, +351,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,valideer,conda-forge/valideer,,,16388.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,16148.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20715.0,,,,,3.0,,,,,,,,,,,,,, +352,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,26,7.0,48.0,6.0,10.0,243,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,rtoml,,,,36344.0,272.0,238.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,36344.0,,,,,,,,3.0,,,,,,,,,,,,,, +353,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-06-28 10:04:42.000,2023-06-21 13:33:01,5332.0,36.0,42,13.0,597.0,28.0,78.0,188,2023-05-19 10:45:03.000,0.8.4a,17.0,33.0,21,True,batchflow,,,,297.0,5.0,5.0,https://pypi.org/project/batchflow,,,297.0,,,,,,,,3.0,,,,,,,,,,,,,, +354,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-06-29 12:04:44.000,2023-04-26 16:56:57,532.0,9.0,9,6.0,107.0,17.0,83.0,176,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,typical,conda-forge/typical,,,6821.0,74.0,70.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,5651.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,29262.0,,,,,3.0,,,,,,,,,,,,,, +355,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,stopit,conda-forge/stopit,,,176747.0,1927.0,1802.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,166815.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,645614.0,,,,,3.0,,,,,,,,,,,,,, +356,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,136,69.0,4.0,1.0,40.0,2009,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2189.0,49.0,41.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,8.0,2189.0,,,,,,,,3.0,,,,,,,,,,,,,, +357,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,200,41.0,56.0,80.0,39.0,1303,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10624.0,1132.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,943.0,,,,,,,,3.0,,,,,,,,,,,,,, +358,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,11.0,31.0,22.0,20.0,618,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,pugsql,,,,17265.0,59.0,56.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,17265.0,,,,,,,,3.0,,,,,,,,,,,,,, +359,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-06-21 07:12:15.000,2023-06-21 07:12:06,579.0,100.0,20,4.0,225.0,2.0,,227,2023-06-21 07:14:00.700,1.1.163,431.0,9.0,20,True,upgini,,,,8569.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,8569.0,,,,,,,,3.0,,,,,,,,,,,,,, +360,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,17.0,147.0,34.0,74.0,225,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,fletcher,conda-forge/fletcher,,17.0,1320.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,328.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,58568.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +361,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1974,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,,,,36.0,36.0,,,,,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +362,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,19,True,d6tflow,,,,302.0,24.0,24.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,302.0,,,,,,,,3.0,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,4175.0,152.0,125.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4175.0,,,,,,,,3.0,,,,,,,,,,,,,, +364,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,6.0,9.0,14.0,5.0,193,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,53812.0,770.0,766.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,53812.0,,,,,,,,3.0,,,,,,,,,,,,,, +365,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,5.0,22.0,147,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,55025.0,149.0,138.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,11.0,55025.0,,,,,,,,3.0,,,,,,,,,,,,,, +366,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,3.0,105,58.0,67.0,24.0,16.0,2006,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,mara-pipelines,,,,106.0,1.0,,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,106.0,,,,,,,,3.0,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1596,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,626.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,626.0,,,,,,,,3.0,,,,,,,,,,,,,, +368,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-06-28 19:02:16.000,2023-06-28 19:02:09,263.0,4.0,56,36.0,45.0,14.0,58.0,1085,2022-05-12 11:29:27.000,1.0,6.0,31.0,18,True,colout,,,,1086.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1086.0,,,,,,,,3.0,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,550.0,38.0,30.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,550.0,,,,,,,,3.0,,,,,,,,,,,,,, +370,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,41.0,39.0,11.0,256.0,939,,,,1000.0,18,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +371,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,validr,,,,9194.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,9194.0,,,,,,,,3.0,,,,,,,,,,,,,, +372,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,flupy,,,,147475.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,147475.0,,,,,,,,3.0,,,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1338,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,65.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,65.0,,,,,,,,3.0,,,,,,,,,,,,,, +374,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-06-18 18:29:37.000,2023-06-18 17:18:09,2656.0,32.0,107,30.0,185.0,48.0,286.0,1073,,,,39.0,17,True,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,18.0,27.0,42.0,29.0,761,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,csvs-to-sqlite,,,,2856.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2856.0,,,,,,,,3.0,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,35.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,35.0,,,,,,,,3.0,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,78.0,606,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,,,257.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,257.0,,,,,,,,3.0,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,18,10.0,119.0,20.0,57.0,423,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,357.0,12.0,12.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,357.0,,,,,,,,3.0,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-06-28 16:15:40.000,2023-06-22 14:04:27,113.0,3.0,6,13.0,125.0,4.0,2.0,265,2023-03-02 13:18:02.345,0.19.0,95.0,14.0,16,True,squirrel-core,squirrel-core,,,1456.0,3.0,2.0,https://pypi.org/project/squirrel-core,2022-07-06 12:13:21.000,,1456.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,,,,,3.0,,,,,,,,,1.0,,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,711,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,221.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,221.0,,,,,,,,3.0,,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,77,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,39032.0,462.0,453.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,39032.0,,,,,,,,3.0,,,,,,,,,,,,,, +382,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,459.0,32.0,27.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,459.0,,,,,,,,3.0,,,,,,,,,,,,,, +383,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,540,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,,,99.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,99.0,,,,,,,,3.0,['pandas'],,,,,,,,,,,,, +384,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,97.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,97.0,,,,,,,,3.0,,,,,,,,,,,,,, +385,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,11.0,15.0,265,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,123.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,123.0,,,,,,,,3.0,,,,,,,,,,,,,, +386,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,55.0,28.0,3.0,2.0,1190,,,,11.0,11,False,botflow,,,,34.0,2.0,2.0,https://pypi.org/project/botflow,,,34.0,,,,,,,,3.0,,,,,,,,,,,-4.0,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,355,,,,12.0,11,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,758,,,,3.0,7,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 1ebe6e3..575d382 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- pyparsing (πŸ₯‡41 Β· ⭐ 1.9K Β· πŸ“ˆ) - Python library for creating PEG parsers. MIT -- python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- holidays (πŸ₯ˆ35 Β· ⭐ 990 Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT -- pluggy (πŸ₯ˆ34 Β· ⭐ 960 Β· πŸ“ˆ) - A minimalist production ready plugin system. MIT -- typing (πŸ₯ˆ33 Β· ⭐ 1.4K Β· πŸ“ˆ) - Python static typing home. Hosts the documentation and a user.. Python-2.0 +- keyring (πŸ₯‰35 Β· ⭐ 1.1K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +- pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- ConfigArgParse (πŸ₯‰30 Β· ⭐ 650 Β· πŸ“ˆ) - A drop-in replacement for argparse that allows options to.. MIT +- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- pymongo (πŸ₯‰31 Β· ⭐ 3.9K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 -- dataset (πŸ₯‰29 Β· ⭐ 4.6K Β· πŸ“‰) - Easy-to-use data handling for SQL data stores with support for.. MIT -- pyfilesystem2 (πŸ₯‰26 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- Unipath (πŸ₯‰18 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory.. ❗Unlicensed -- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- smart-open (πŸ₯‰27 Β· ⭐ 2.9K Β· πŸ“‰) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +- swifter (πŸ₯‰26 Β· ⭐ 2.3K Β· πŸ“‰) - A package which efficiently applies any function to a pandas.. MIT +- textract (πŸ₯‰24 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT +- pandas-datareader (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ“‰) - Extract data from a wide range of Internet sources.. ❗Unlicensed +- Botflow (πŸ₯‰11 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed From 858cad87b8e16e67876c714ed5001c6bb48ea254 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 6 Jul 2023 14:07:04 +0000 Subject: [PATCH 18/70] Update best-of list for version 2023.07.06 --- README.md | 1554 +++++++++++++++---------------- history/2023-07-06_changes.md | 20 + history/2023-07-06_projects.csv | 390 ++++++++ latest-changes.md | 20 +- 4 files changed, 1197 insertions(+), 787 deletions(-) create mode 100644 history/2023-07-06_changes.md create mode 100644 history/2023-07-06_projects.csv diff --git a/README.md b/README.md index 7aedb19..df53790 100644 --- a/README.md +++ b/README.md @@ -86,47 +86,47 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 440K Β· πŸ“‹ 5.8K - 16% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 450K Β· πŸ“‹ 5.8K - 16% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 130M / month Β· πŸ“¦ 16K Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 120M / month Β· πŸ“¦ 16K Β· ⏱️ 30.01.2023): ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 30.06.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 220K Β· πŸ“¦ 62K Β· πŸ“‹ 2.2K - 5% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 230K Β· πŸ“¦ 63K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 10M / month Β· πŸ“¦ 290 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.9M / month Β· πŸ“¦ 290 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 930K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 910K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 630 Β· πŸ“¦ 85K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 86K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -135,27 +135,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge marshmallow ```
-
cloudpickle (πŸ₯ˆ37 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 - -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“₯ 25 Β· πŸ“¦ 82K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 25.03.2023): - - ``` - git clone https://github.com/cloudpipe/cloudpickle - ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 27M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): - ``` - pip install cloudpickle - ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge cloudpickle - ``` -
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.3K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): @@ -183,19 +167,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 790K Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 800K Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge orjson ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.5M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.4M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` @@ -206,20 +190,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
dill (πŸ₯ˆ35 Β· ⭐ 1.9K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 100K Β· πŸ“‹ 480 - 34% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 480 - 34% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 26M / month Β· πŸ“¦ 3.7K Β· ⏱️ 20.05.2022): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 25M / month Β· πŸ“¦ 3.8K Β· ⏱️ 20.05.2022): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dill ```
+
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K Β· πŸ“‰) - Extended pickling support for Python objects. BSD-3 + +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“₯ 25 Β· πŸ“¦ 83K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 03.07.2023): + + ``` + git clone https://github.com/cloudpipe/cloudpickle + ``` +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 29M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): + ``` + pip install cloudpickle + ``` +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge cloudpickle + ``` +
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 2% open Β· ⏱️ 23.05.2023): @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.1M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): ``` pip install jsonpickle ``` @@ -252,14 +252,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge jsonpickle ```
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srsly (πŸ₯‰30 Β· ⭐ 360) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
srsly (πŸ₯‰29 Β· ⭐ 370) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 31 Β· πŸ“¦ 30K Β· πŸ“‹ 27 - 7% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 30K Β· πŸ“‹ 28 - 10% open Β· ⏱️ 20.04.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 3.8M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 3.6M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): ``` pip install srsly ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.2M / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` @@ -291,11 +291,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 330K / month Β· πŸ“¦ 23 Β· ⏱️ 21.06.2021): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 320K / month Β· πŸ“¦ 23 Β· ⏱️ 21.06.2021): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 27K / month Β· πŸ“¦ 88 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 30K / month Β· πŸ“¦ 88 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -316,7 +316,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰21 Β· ⭐ 240) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰20 Β· ⭐ 240) - A fast TOML library for python implemented in rust. MIT - [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 240 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -358,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 760K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 760K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/numpy/numpy @@ -367,19 +367,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 59M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 60M Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge numpy ```
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 480 Β· πŸ“₯ 2.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 16% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 13M / month): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 12M / month Β· πŸ“¦ 15K Β· ⏱️ 23.01.2023): ``` pip install h5py ``` @@ -388,42 +388,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ38 Β· ⭐ 18K) - Fast multi-threaded, hybrid-out-of-core DataFrame library in Rust | Python.. MIT +
polars (πŸ₯ˆ39 Β· ⭐ 18K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 980 Β· πŸ“¦ 2.5K Β· πŸ“‹ 4.2K - 20% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 990 Β· πŸ“¦ 2.6K Β· πŸ“‹ 4.3K - 21% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 730K / month Β· πŸ“¦ 170 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 730K / month Β· πŸ“¦ 180 Β· ⏱️ 01.05.2022): ``` pip install polars ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.8K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 610 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 24% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 22% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1M / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2022): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 940K / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2022): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 250K Β· ⏱️ 19.06.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 250K Β· ⏱️ 05.07.2023): ``` conda install -c conda-forge modin-core ```
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 950 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 950 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.06.2022): ``` pip install xarray ``` @@ -434,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 170 Β· πŸ“¦ 47K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 17.06.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 170 Β· πŸ“¦ 47K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 760K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 770K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): ``` pip install tables ``` @@ -450,44 +450,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ34 Β· ⭐ 2.3K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 180 Β· πŸ“¦ 460 Β· πŸ“‹ 570 - 10% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 180 Β· πŸ“¦ 500 Β· πŸ“‹ 580 - 10% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 120K / month Β· πŸ“¦ 10 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 140K / month Β· πŸ“¦ 11 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 100K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 110K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge docarray ```
numexpr (πŸ₯ˆ33 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 310 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 320 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.9M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 290K / month Β· πŸ“¦ 340 Β· ⏱️ 23.06.2022): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 250K / month Β· πŸ“¦ 340 Β· ⏱️ 23.06.2022): ``` pip install zarr ``` @@ -498,12 +498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bottleneck (πŸ₯ˆ33 Β· ⭐ 910) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 96 Β· πŸ“¦ 41K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 96 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 630K / month Β· πŸ“¦ 1.6K Β· ⏱️ 02.07.2022): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 620K / month Β· πŸ“¦ 1.6K Β· ⏱️ 02.07.2022): ``` pip install Bottleneck ``` @@ -512,14 +512,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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TinyDB (πŸ₯ˆ32 Β· ⭐ 5.9K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
TinyDB (πŸ₯ˆ32 Β· ⭐ 6K) - TinyDB is a lightweight document oriented database optimized for your.. MIT - [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 500 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 430K / month Β· πŸ“¦ 850 Β· ⏱️ 19.02.2022): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 430K / month Β· πŸ“¦ 860 Β· ⏱️ 19.02.2022): ``` pip install tinydb ``` @@ -528,9 +528,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark +
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 300 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 310 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): ``` git clone https://github.com/databricks/koalas @@ -539,14 +539,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 290K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 300K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge koalas ```
pandera (πŸ₯ˆ32 Β· ⭐ 2.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 200 Β· πŸ“¦ 900 Β· πŸ“‹ 600 - 34% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 910 Β· πŸ“‹ 600 - 34% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/pandera-dev/pandera @@ -555,14 +555,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandera-core ```
datasketch (πŸ₯‰31 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 810 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 810 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -574,28 +574,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datatable (πŸ₯‰30 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.1K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 75K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 72K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): ``` pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge datatable ```
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Vaex (πŸ₯‰29 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT +
Vaex (πŸ₯‰29 Β· ⭐ 7.9K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT - [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 530 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 08.12.2022): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 47K / month Β· πŸ“¦ 23 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 41K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -604,6 +604,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
+
swifter (πŸ₯‰28 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT + +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 13.06.2023): + + ``` + git clone https://github.com/jmcarpenter2/swifter + ``` +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 280K / month Β· πŸ“¦ 41 Β· ⏱️ 16.08.2022): + ``` + pip install swifter + ``` +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 210K Β· ⏱️ 13.06.2023): + ``` + conda install -c conda-forge swifter + ``` +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.1K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): @@ -611,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 320K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 300K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` @@ -622,12 +638,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (πŸ₯‰27 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 81K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 78K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -639,7 +655,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.5K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.1K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): ``` pip install static-frame ``` @@ -648,22 +664,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge static-frame ```
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swifter (πŸ₯‰26 Β· ⭐ 2.3K Β· πŸ“‰) - A package which efficiently applies any function to a pandas.. MIT - -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 13.06.2023): - - ``` - git clone https://github.com/jmcarpenter2/swifter - ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 280K / month): - ``` - pip install swifter - ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 210K Β· ⏱️ 13.06.2023): - ``` - conda install -c conda-forge swifter - ``` -
pickleDB (πŸ₯‰22 Β· ⭐ 790) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 22K / month Β· πŸ“¦ 93 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 20K / month Β· πŸ“¦ 94 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 330 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 180 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -699,18 +699,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 550 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 500 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ```
Show 6 hidden projects... -- Blaze (πŸ₯‰31 Β· ⭐ 3.1K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰29 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 +- Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn +- pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰27 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 -- pandasql (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 25M / month Β· πŸ“¦ 2.1K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 24M / month Β· πŸ“¦ 2.1K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -735,14 +735,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
-
pyrsistent (πŸ₯‡34 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡34 Β· ⭐ 1.9K Β· πŸ’€) - Persistent/Immutable/Functional data structures for Python. MIT - [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 300K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 56M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 55M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -758,31 +758,15 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 69M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge multidict ```
-
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 - -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 56 Β· πŸ“¦ 15K Β· πŸ“‹ 55 - 5% open Β· ⏱️ 17.06.2023): - - ``` - git clone https://github.com/jab/bidict - ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.8M / month Β· πŸ“¦ 480 Β· ⏱️ 23.03.2022): - ``` - pip install bidict - ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 290K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge bidict - ``` -
python-benedict (πŸ₯ˆ30 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT - [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 92 - 10% open Β· ⏱️ 27.06.2023): @@ -790,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 630K / month Β· πŸ“¦ 25 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 580K / month Β· πŸ“¦ 25 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` @@ -806,7 +790,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 580K / month Β· πŸ“¦ 310 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 590K / month Β· πŸ“¦ 310 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -815,41 +799,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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ordered-set (πŸ₯‰29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
glom (πŸ₯‰29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 8.4K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/rspeer/ordered-set + git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.5M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): ``` - pip install ordered-set + pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge ordered-set + conda install -c conda-forge glom ```
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glom (πŸ₯‰28 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +
bidict (πŸ₯‰29 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 56 Β· πŸ“¦ 15K Β· πŸ“‹ 55 - 5% open Β· ⏱️ 06.07.2023): ``` - git clone https://github.com/mahmoud/glom + git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.8M / month Β· πŸ“¦ 480 Β· ⏱️ 23.03.2022): ``` - pip install glom + pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 300K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge glom + conda install -c conda-forge bidict ```
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munch (πŸ₯‰28 Β· ⭐ 680) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
munch (πŸ₯‰29 Β· ⭐ 680) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 15% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch @@ -858,23 +842,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.5M Β· ⏱️ 02.07.2023): ``` conda install -c conda-forge munch ```
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sqlitedict (πŸ₯‰27 Β· ⭐ 1K) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 +
ordered-set (πŸ₯‰29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT + +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 8.5K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): + + ``` + git clone https://github.com/rspeer/ordered-set + ``` +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.7M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): + ``` + pip install ordered-set + ``` +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge ordered-set + ``` +
+
sqlitedict (πŸ₯‰27 Β· ⭐ 1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 - [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.4K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 240K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 220K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 76K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 77K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -886,7 +886,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.6M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.5M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): ``` pip install python-box ``` @@ -906,7 +906,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 920K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 930K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge immutables ``` @@ -918,7 +918,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 390K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 380K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -938,25 +938,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡44 Β· ⭐ 14K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡45 Β· ⭐ 15K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.3K Β· πŸ“¦ 220K Β· πŸ“‹ 2.5K - 9% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“¦ 220K Β· πŸ“‹ 2.6K - 10% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 71M / month Β· πŸ“¦ 6.7K Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 70M / month Β· πŸ“¦ 6.9K Β· ⏱️ 19.05.2022): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.2M Β· ⏱️ 10.06.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.3M Β· ⏱️ 06.07.2023): ``` conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡40 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 18 Β· πŸ“¦ 400K Β· πŸ“‹ 750 - 3% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 19 Β· πŸ“¦ 410K Β· πŸ“‹ 750 - 3% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/Julian/jsonschema @@ -970,62 +970,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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validators (πŸ₯ˆ32 Β· ⭐ 780) - Python Data Validation for Humans. MIT +
voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 130 Β· πŸ“¦ 74K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 200 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 04.07.2023): ``` - git clone https://github.com/kvesteri/validators + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): ``` - pip install validators + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 300K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge validators + conda install -c conda-forge voluptuous ```
-
param (πŸ₯ˆ32 Β· ⭐ 330) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
validators (πŸ₯ˆ32 Β· ⭐ 780) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.3K Β· πŸ“‹ 400 - 39% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 130 Β· πŸ“¦ 75K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.06.2023): ``` - git clone https://github.com/holoviz/param + git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 440K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` - pip install param + pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge param + conda install -c conda-forge validators ```
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voluptuous (πŸ₯‰31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
param (πŸ₯‰31 Β· ⭐ 330) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 200 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 23.06.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.3K Β· πŸ“‹ 400 - 39% open Β· ⏱️ 03.07.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 410K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): ``` - pip install voluptuous + pip install param ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 300K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge param ```
strictyaml (πŸ₯‰29 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 56 Β· πŸ“¦ 1.6K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.6K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 520K / month Β· πŸ“¦ 240 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 530K / month Β· πŸ“¦ 240 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1036,12 +1036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 680) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 27 Β· πŸ“¦ 160 Β· πŸ“‹ 22 - 45% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 27 Β· πŸ“¦ 160 Β· πŸ“‹ 23 - 47% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 36K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 43K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` @@ -1057,7 +1057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 16K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 15K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1073,11 +1073,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 5.7K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 5.6K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 29K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 30K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typical ``` @@ -1110,19 +1110,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 460K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 470K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ```
-
algorithms (πŸ₯‰28 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT +
algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 88 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 90 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1159,7 +1159,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 56K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 57K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1180,7 +1180,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` @@ -1189,41 +1189,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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holidays (πŸ₯ˆ35 Β· ⭐ 990) - Generate and work with holidays in Python. MIT +
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 380 Β· πŸ“₯ 180 Β· πŸ“‹ 440 - 22% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 140 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 10.06.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.1M / month Β· πŸ“¦ 430 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.07.2020): ``` - pip install holidays + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.3M Β· ⏱️ 29.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pendulum ```
-
pendulum (πŸ₯‰34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT +
holidays (πŸ₯ˆ34 Β· ⭐ 990) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 140 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 10.06.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 390 Β· πŸ“₯ 180 Β· πŸ“‹ 450 - 23% open Β· ⏱️ 03.07.2023): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.07.2020): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.1M / month Β· πŸ“¦ 430 Β· ⏱️ 30.01.2023): ``` - pip install pendulum + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.3M Β· ⏱️ 03.07.2023): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge holidays ```
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pytz (πŸ₯‰33 Β· ⭐ 260) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰33 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 70 Β· πŸ“¦ 1.6M Β· πŸ“‹ 73 - 39% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 71 Β· πŸ“¦ 1.6M Β· πŸ“‹ 73 - 39% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/stub42/pytz @@ -1244,7 +1244,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 31M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 29M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): ``` pip install tzlocal ``` @@ -1264,9 +1264,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡39 Β· ⭐ 600) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 610) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 52K Β· πŸ“‹ 560 - 34% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 53K Β· πŸ“‹ 560 - 34% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1282,12 +1282,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯ˆ37 Β· ⭐ 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 98K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 99K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8K Β· ⏱️ 10.06.2022): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8K Β· ⏱️ 10.06.2022): ``` pip install watchdog ``` @@ -1298,39 +1298,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ35 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 97K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 98K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 7.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 700K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 720K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 560) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 270K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 280K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 60M / month Β· πŸ“¦ 2.6K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 59M / month Β· πŸ“¦ 2.6K Β· ⏱️ 31.05.2022): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 13M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 14M Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge filelock ```
appdirs (πŸ₯‰32 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT -- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 240K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): +- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 250K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` git clone https://github.com/ActiveState/appdirs @@ -1351,7 +1351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.7M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.8M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): ``` pip install fs ``` @@ -1360,18 +1360,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fs ```
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path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰28 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 23.06.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 990K / month Β· πŸ“¦ 120 Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1M / month Β· πŸ“¦ 130 Β· ⏱️ 07.01.2022): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge path ``` @@ -1388,41 +1388,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯‡38 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT +
six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 280K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.7M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): ``` - git clone https://github.com/PythonCharmers/python-future + git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 36M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` - pip install future + pip install six ``` -- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 44M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge future + conda install -c conda-forge six ```
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six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT +
future (πŸ₯ˆ37 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.7M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 280K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` - git clone https://github.com/benjaminp/six + git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 35M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` - pip install six + pip install future ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 44M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge six + conda install -c conda-forge future ```
typing (πŸ₯ˆ33 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 720 - 16% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 720 - 16% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/python/typing @@ -1455,7 +1455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - dataclasses (πŸ₯‰28 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 -- pathlib2 (πŸ₯‰28 Β· ⭐ 73 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰27 Β· ⭐ 73) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰26 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1464,9 +1464,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡46 Β· ⭐ 5.6K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡46 Β· ⭐ 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“¦ 490K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 490K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/pyca/cryptography @@ -1480,14 +1480,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“¦ 71K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“¦ 72K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.01.2023): ``` pip install pycryptodomex ``` @@ -1498,7 +1498,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 47 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 48 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/google/tink @@ -1507,14 +1507,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 360 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 320 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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keyring (πŸ₯‰35 Β· ⭐ 1.1K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 24.06.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/jaraco/keyring @@ -1523,23 +1523,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.3M Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.4M Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge keyring ```
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 39M / month Β· πŸ“¦ 8K Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 38M / month Β· πŸ“¦ 8K Β· ⏱️ 01.05.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bcrypt ``` @@ -1551,7 +1551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 120M / month Β· πŸ“¦ 7K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 110M / month Β· πŸ“¦ 7K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1584,12 +1584,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 3.9M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): ``` pip install ansible ``` @@ -1600,32 +1600,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 390M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 380M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 29.06.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 04.07.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 240K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 240K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 310M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 320M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 28.06.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 05.07.2023): ``` conda install -c conda-forge botocore ``` @@ -1637,7 +1637,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): ``` pip install paramiko ``` @@ -1648,7 +1648,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ42 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 140M Β· πŸ“¦ 13K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/docker/compose @@ -1680,16 +1680,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 910 Β· πŸ“₯ 250K Β· πŸ“¦ 2.7K Β· πŸ“‹ 6.2K - 29% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 920 Β· πŸ“₯ 260K Β· πŸ“¦ 2.7K Β· πŸ“‹ 6.2K - 29% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 880K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 850K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 600 Β· ⏱️ 22.06.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 600 Β· ⏱️ 30.06.2023): ``` npm install @pulumi/pulumi ``` @@ -1701,14 +1701,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 200K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): ``` pip install netmiko ```
kubernetes (πŸ₯‰38 Β· ⭐ 5.8K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1733,7 +1733,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 66K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 67K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fabric ``` @@ -1745,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): ``` pip install schedule ``` @@ -1756,12 +1756,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰34 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.3K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 30.05.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.3K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.2M / month Β· πŸ“¦ 460 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month Β· πŸ“¦ 460 Β· ⏱️ 23.12.2021): ``` pip install plumbum ``` @@ -1781,7 +1781,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sshtunnel ``` -- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 110K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 120K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sshtunnel ``` @@ -1793,7 +1793,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ``` @@ -1805,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.2K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.1K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): ``` pip install pypyr ``` @@ -1827,23 +1827,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
sh (πŸ₯‡36 Β· ⭐ 6.6K) - Python process launching. MIT - -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 13K Β· πŸ“‹ 450 - 2% open Β· ⏱️ 23.06.2023): - - ``` - git clone https://github.com/amoffat/sh - ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.2M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): - ``` - pip install sh - ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge sh - ``` -
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pexpect (πŸ₯‡36 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC - [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 290K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): @@ -1859,14 +1843,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯‰35 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ35 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License - [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): ``` pip install supervisor ``` @@ -1875,6 +1859,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
+
sh (πŸ₯ˆ35 Β· ⭐ 6.6K) - Python process launching. MIT + +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 13K Β· πŸ“‹ 450 - 2% open Β· ⏱️ 23.06.2023): + + ``` + git clone https://github.com/amoffat/sh + ``` +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): + ``` + pip install sh + ``` +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge sh + ``` +
Show 1 hidden projects... - ptyprocess (πŸ₯‰27 Β· ⭐ 190 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC @@ -1885,52 +1885,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
greenlet (πŸ₯‡38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
anyio (πŸ₯‡38 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 260K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 140K Β· πŸ“‹ 310 - 18% open Β· ⏱️ 06.07.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 60M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 29M / month Β· πŸ“¦ 450 Β· ⏱️ 13.05.2022): ``` - pip install greenlet + pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7.9M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge anyio ```
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anyio (πŸ₯‡38 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT +
uvloop (πŸ₯ˆ37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 140K Β· πŸ“‹ 310 - 18% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 420 Β· πŸ“¦ 84K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): ``` - git clone https://github.com/agronholm/anyio + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 29M / month Β· πŸ“¦ 410 Β· ⏱️ 13.05.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 10.08.2021): ``` - pip install anyio + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 610K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge anyio + conda install -c conda-forge uvloop ```
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uvloop (πŸ₯ˆ37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 +
greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 410 Β· πŸ“¦ 84K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 260K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 60M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` - pip install uvloop + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 600K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.2M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge greenlet ```
aiomisc (πŸ₯‰24 Β· ⭐ 320) - aiomisc - miscellaneous utils for asyncio. MIT @@ -1947,16 +1947,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰22 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 610 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 620 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 76K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 68K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.1K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.2K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1974,12 +1974,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡37 Β· ⭐ 6.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 370 Β· πŸ“¦ 490K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 24.06.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 370 Β· πŸ“¦ 500K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 24.06.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.1K Β· ⏱️ 24.03.2022): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 8.2K Β· ⏱️ 24.03.2022): ``` pip install python-dotenv ``` @@ -2006,7 +2006,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.1K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 270 Β· πŸ“¦ 6.7K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.8K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2015,7 +2015,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 52K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 53K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dynaconf ``` @@ -2031,41 +2031,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 64K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 65K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 83 Β· πŸ“¦ 15K Β· πŸ“‹ 510 - 15% open Β· ⏱️ 24.06.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 83 Β· πŸ“¦ 15K Β· πŸ“‹ 510 - 15% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.3M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.1M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 990K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge omegaconf ```
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configobj (πŸ₯‰29 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 +
hydra (πŸ₯‰28 Β· ⭐ 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 130 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 02.07.2023): ``` - git clone https://github.com/DiffSK/configobj + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.1K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` - pip install configobj + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 660K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 690K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge configobj + conda install -c conda-forge hydra-core ```
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 @@ -2075,7 +2075,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 340K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 360K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2084,20 +2084,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge gin-config ```
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hydra (πŸ₯‰27 Β· ⭐ 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT +
configobj (πŸ₯‰28 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 23.06.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 130 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.1K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.5M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` - pip install hydra + pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 680K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 670K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge configobj ```
everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 @@ -2107,11 +2107,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 92K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 97K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 39K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 40K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2124,7 +2124,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡45 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/pallets/click @@ -2140,23 +2140,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 100K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 100K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 25M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 25M / month Β· πŸ“¦ 4.3K Β· ⏱️ 24.05.2022): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.2M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.3M Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge rich ```
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.4K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 680 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 28.04.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 690 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit @@ -2165,7 +2165,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 17M Β· ⏱️ 05.07.2023): ``` conda install -c conda-forge prompt-toolkit ``` @@ -2177,11 +2177,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 630K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 640K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ``` @@ -2209,7 +2209,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.3K Β· ⏱️ 06.07.2022): ``` pip install typer ``` @@ -2220,7 +2220,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 11.06.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2234,14 +2234,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge argcomplete ```
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wcwidth (πŸ₯‰33 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰32 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 410K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 420K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` pip install wcwidth ``` @@ -2252,12 +2252,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 95 - 30% open Β· ⏱️ 17.06.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 17.06.2023): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 12M / month Β· πŸ“¦ 230 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 12M / month Β· πŸ“¦ 240 Β· ⏱️ 22.11.2022): ``` pip install cleo ``` @@ -2266,7 +2266,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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ConfigArgParse (πŸ₯‰30 Β· ⭐ 650 Β· πŸ“ˆ) - A drop-in replacement for argparse that allows options to.. MIT +
questionary (πŸ₯‰30 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT + +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 9.2K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 30.06.2023): + + ``` + git clone https://github.com/tmbo/questionary + ``` +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 980K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): + ``` + pip install questionary + ``` +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge questionary + ``` +
+
ConfigArgParse (πŸ₯‰30 Β· ⭐ 650) - A drop-in replacement for argparse that allows options to also be.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 110 Β· πŸ“¦ 12K Β· πŸ“‹ 190 - 35% open Β· ⏱️ 28.06.2023): @@ -2277,19 +2293,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 620K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 630K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge configargparse ```
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asciimatics (πŸ₯‰29 Β· ⭐ 3.3K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰29 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 - [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 870 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 68K / month Β· πŸ“¦ 110 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 72K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2298,22 +2314,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰29 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT - -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 9.2K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 25.06.2023): - - ``` - git clone https://github.com/tmbo/questionary - ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1M / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): - ``` - pip install questionary - ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge questionary - ``` -
docopt-ng (πŸ₯‰22 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT - [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 160 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): @@ -2321,19 +2321,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 38K / month Β· πŸ“¦ 29 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 39K / month Β· πŸ“¦ 29 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ```
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colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.2K / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2343,8 +2343,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰25 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC +- Click Extra (πŸ₯‰23 Β· ⭐ 38) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 - bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 38) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2352,7 +2352,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 740) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 750) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2367,18 +2367,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 78M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 76M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.1M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ30 Β· ⭐ 870) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2411,7 +2411,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 200K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 190K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2422,12 +2422,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰24 Β· ⭐ 450) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 53 Β· πŸ“¦ 400 Β· πŸ“‹ 65 - 24% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 400 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 18K / month Β· πŸ“¦ 28 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 22K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2446,12 +2446,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 24.06.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 81K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 82K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2462,12 +2462,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.8K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.9K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 310K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 300K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2490,28 +2490,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Eel (πŸ₯ˆ32 Β· ⭐ 5.7K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.6K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.7K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 69K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 67K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.6K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.6K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.1K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 8 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 11 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2523,7 +2523,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 500 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 490 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2562,14 +2562,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 14K) - Collection of text processing and NLP libraries. -
phonenumbers (πŸ₯‡35 Β· ⭐ 3.2K) - Python port of Googles libphonenumber. Apache-2 +
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 - [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 23.06.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` @@ -2580,7 +2580,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“¦ 58K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“¦ 58K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2589,19 +2589,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 54K Β· ⏱️ 28.06.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 55K Β· ⏱️ 28.06.2023): ``` conda install -c conda-forge emoji ```
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chardet (πŸ₯ˆ33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 +
chardet (πŸ₯ˆ33 Β· ⭐ 1.9K Β· πŸ’€) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 240 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 02.12.2022): ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 50M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 49M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): ``` pip install chardet ``` @@ -2609,35 +2609,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 22 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 25 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - -- [GitHub](https://github.com/jmoiron/humanize) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 160 Β· ⏱️ 13.06.2022): - - ``` - git clone https://github.com/jmoiron/humanize - ``` -- [PyPi](https://pypi.org/project/humanize) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2K Β· ⏱️ 30.06.2022): - ``` - pip install humanize - ``` -- [Conda](https://anaconda.org/conda-forge/humanize) (πŸ“₯ 410K Β· ⏱️ 28.06.2023): - ``` - conda install -c conda-forge humanize - ``` -
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python-slugify (πŸ₯ˆ31 Β· ⭐ 1.3K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯ˆ31 Β· ⭐ 1.4K) - Returns unicode slugs. MIT - [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 100 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 11M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2022): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2022): ``` pip install python-slugify ``` @@ -2646,30 +2630,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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inflect (πŸ₯‰30 Β· ⭐ 830) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 840) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 92 Β· πŸ“‹ 100 - 20% open Β· ⏱️ 23.06.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 100 Β· πŸ“‹ 100 - 21% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.1M / month Β· πŸ“¦ 970 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.1M / month Β· πŸ“¦ 980 Β· ⏱️ 01.05.2022): ``` pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 330K Β· ⏱️ 04.07.2023): ``` conda install -c conda-forge inflect ```
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pyahocorasick (πŸ₯‰28 Β· ⭐ 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰27 Β· ⭐ 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.9K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 610K / month Β· πŸ“¦ 110 Β· ⏱️ 04.05.2022): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 570K / month Β· πŸ“¦ 110 Β· ⏱️ 04.05.2022): ``` pip install pyahocorasick ``` @@ -2678,36 +2662,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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coolname (πŸ₯‰23 Β· ⭐ 120) - Random Name and Slug Generator. BSD-2 +
coolname (πŸ₯‰22 Β· ⭐ 120) - Random Name and Slug Generator. BSD-2 - [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.6K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 320K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 310K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 63K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 64K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ```
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price-parser (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 +
price-parser (πŸ₯‰20 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 45 Β· πŸ“¦ 370 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 61K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 59K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
-
Show 2 hidden projects... +
Show 3 hidden projects... +- humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - awesome-slugify (πŸ₯‰22 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 77 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT
@@ -2727,52 +2712,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.4K) - The Database Toolkit for Python. MIT - -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 44K Β· πŸ“¦ 590K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 28.06.2023): - - ``` - git clone https://github.com/sqlalchemy/sqlalchemy - ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 78M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): - ``` - pip install SQLAlchemy - ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 28.06.2023): - ``` - conda install -c conda-forge sqlalchemy - ``` -
boto3 (πŸ₯‡45 Β· ⭐ 8.2K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 320K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 330K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 650M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 670M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 29.06.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 05.07.2023): ``` conda install -c conda-forge boto3 ```
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google-cloud-storage (πŸ₯‡44 Β· ⭐ 4.2K) - Google Cloud Client Library for Python. Apache-2 +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.5K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 44K Β· πŸ“¦ 600K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 05.07.2023): ``` - git clone https://github.com/googleapis/google-cloud-python + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 45M / month Β· πŸ“¦ 1.9K Β· ⏱️ 08.06.2022): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 78M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` - pip install google-cloud-storage + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.6M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 06.07.2023): ``` - conda install -c conda-forge google-cloud-storage + conda install -c conda-forge sqlalchemy ```
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT @@ -2791,9 +2760,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
+
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 + +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 05.07.2023): + + ``` + git clone https://github.com/googleapis/google-cloud-python + ``` +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 45M / month Β· πŸ“¦ 1.9K Β· ⏱️ 08.06.2022): + ``` + pip install google-cloud-storage + ``` +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.6M Β· ⏱️ 27.06.2023): + ``` + conda install -c conda-forge google-cloud-storage + ``` +
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 8.3K - 11% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.3K - 11% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2802,19 +2787,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 960K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 970K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 23.06.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 01.07.2023): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): ``` pip install peewee ``` @@ -2825,7 +2810,7 @@ _Libraries for connecting to, operating, and querying databases._
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/PyMySQL/PyMySQL @@ -2841,7 +2826,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.2K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 23.06.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.2K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2878,7 +2863,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2887,6 +2872,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
+
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 + +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 05.07.2023): + + ``` + git clone https://github.com/mongodb/mongo-python-driver + ``` +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 19M / month Β· πŸ“¦ 20K Β· ⏱️ 07.12.2021): + ``` + pip install pymongo + ``` +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 25.06.2023): + ``` + conda install -c conda-forge pymongo + ``` +
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT - [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): @@ -2894,23 +2895,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): ``` pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 210K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge mongoengine ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 940 - 3% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 950 - 3% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 27M / month Β· πŸ“¦ 55 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 28M / month Β· πŸ“¦ 55 Β· ⏱️ 28.06.2022): ``` pip install awswrangler ``` @@ -2921,7 +2922,7 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy-Utils (πŸ₯ˆ37 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 23K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 23K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils @@ -2935,66 +2936,50 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
-
python-bigquery (πŸ₯ˆ37 Β· ⭐ 610) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 620) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 580 - 12% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 580 - 12% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 31M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 32M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.6M Β· ⏱️ 28.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 28.06.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
-
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 - -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 840 Β· πŸ“¦ 6.5K Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 13.06.2023): - - ``` - git clone https://github.com/confluentinc/confluent-kafka-python - ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.2M / month Β· πŸ“¦ 410 Β· ⏱️ 25.07.2017): - ``` - pip install confluent-kafka - ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 730K Β· ⏱️ 08.06.2023): - ``` - conda install -c conda-forge python-confluent-kafka - ``` -
Ibis (πŸ₯ˆ36 Β· ⭐ 2.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 430 Β· πŸ“₯ 85 Β· πŸ“¦ 540 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 430 Β· πŸ“₯ 86 Β· πŸ“¦ 540 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 80K / month Β· πŸ“¦ 46 Β· ⏱️ 30.03.2018): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 79K / month Β· πŸ“¦ 46 Β· ⏱️ 30.03.2018): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 290K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 290K Β· ⏱️ 05.07.2023): ``` conda install -c conda-forge ibis-framework ```
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 410 Β· πŸ“₯ 5.2K Β· πŸ“¦ 130K Β· πŸ“‹ 320 - 2% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 410 Β· πŸ“₯ 5.3K Β· πŸ“¦ 130K Β· πŸ“‹ 320 - 2% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 270K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 270K Β· ⏱️ 02.07.2023): ``` conda install -c conda-forge mysqlclient ``` @@ -3006,7 +2991,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): ``` pip install elasticsearch-dsl ``` @@ -3015,18 +3000,34 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c anaconda elasticsearch-dsl ```
+
confluent-kafka-python (πŸ₯ˆ35 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 + +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 840 Β· πŸ“¦ 6.5K Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 30.06.2023): + + ``` + git clone https://github.com/confluentinc/confluent-kafka-python + ``` +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.1M / month Β· πŸ“¦ 410 Β· ⏱️ 25.07.2017): + ``` + pip install confluent-kafka + ``` +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 730K Β· ⏱️ 08.06.2023): + ``` + conda install -c conda-forge python-confluent-kafka + ``` +
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 11 Β· πŸ“¦ 5.7K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 11 Β· πŸ“¦ 5.8K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 05.06.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 86K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 84K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): ``` pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 13K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge tortoise-orm ``` @@ -3038,27 +3039,15 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 910K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 890K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 58K Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 59K Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge motor ```
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libcloud (πŸ₯ˆ34 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 3K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): - - ``` - git clone https://github.com/apache/libcloud - ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 140K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): - ``` - pip install apache-libcloud - ``` -
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 - [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5.2K Β· ⏱️ 06.06.2023): @@ -3098,7 +3087,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): ``` pip install s3transfer ``` @@ -3107,9 +3096,21 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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neo4j-driver (πŸ₯‰33 Β· ⭐ 810) - Neo4j Bolt driver for Python. Apache-2 +
libcloud (πŸ₯ˆ33 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.7K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 3K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): + + ``` + git clone https://github.com/apache/libcloud + ``` +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 130K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): + ``` + pip install apache-libcloud + ``` +
+
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 810) - Neo4j Bolt driver for Python. Apache-2 + +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.7K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3118,19 +3119,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 29.06.2023): ``` conda install -c conda-forge neo4j-python-driver ```
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minio (πŸ₯‰33 Β· ⭐ 640) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ33 Β· ⭐ 650) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 4.8K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 4.8K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.2M / month): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.2M / month Β· πŸ“¦ 410 Β· ⏱️ 07.01.2023): ``` pip install minio ``` @@ -3155,14 +3156,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge prometheus_client ```
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Pony (πŸ₯‰32 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 +
Pony (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 57 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 59 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 84K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 87K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` @@ -3178,7 +3179,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.3M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.5M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): ``` pip install pynamodb ``` @@ -3203,25 +3204,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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pandas-gbq (πŸ₯‰32 Β· ⭐ 370) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯‰32 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 7.2K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 7.3K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.1M / month Β· πŸ“¦ 310 Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.2M / month Β· πŸ“¦ 310 Β· ⏱️ 09.06.2022): ``` pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.8M Β· ⏱️ 29.06.2023): ``` conda install -c conda-forge pandas-gbq ```
sqlmodel (πŸ₯‰31 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 430 Β· πŸ“¦ 6.3K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 430 Β· πŸ“¦ 6.4K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel @@ -3230,27 +3231,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 13K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlmodel ```
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pymongo (πŸ₯‰31 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 - -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· ⏱️ 28.06.2023): - - ``` - git clone https://github.com/mongodb/mongo-python-driver - ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month): - ``` - pip install pymongo - ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 25.06.2023): - ``` - conda install -c conda-forge pymongo - ``` -
Databases (πŸ₯‰31 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 42% open Β· ⏱️ 24.05.2023): @@ -3258,7 +3243,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 380K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 370K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): ``` pip install databases ``` @@ -3286,7 +3271,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 210K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3295,6 +3280,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
+
dataset (πŸ₯‰30 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT + +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 290 Β· πŸ“¦ 3.1K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 30.01.2023): + + ``` + git clone https://github.com/pudo/dataset + ``` +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 68K / month Β· πŸ“¦ 580 Β· ⏱️ 16.12.2021): + ``` + pip install dataset + ``` +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.1K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge dataset + ``` +
cx-Oracle (πŸ₯‰30 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.4K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 03.06.2023): @@ -3302,18 +3303,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.5M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cx_oracle ```
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3327,22 +3328,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pysolr ```
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dataset (πŸ₯‰29 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 280 Β· πŸ“¦ 3.1K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 30.01.2023): - - ``` - git clone https://github.com/pudo/dataset - ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 69K / month): - ``` - pip install dataset - ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge dataset - ``` -
py2neo (πŸ₯‰29 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 - [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): @@ -3350,7 +3335,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/py2neo-org/py2neo ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 200K / month Β· πŸ“¦ 630 Β· ⏱️ 14.10.2021): +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 180K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): ``` pip install py2neo ``` @@ -3361,24 +3346,24 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰28 Β· ⭐ 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 51 Β· πŸ“¦ 290 Β· πŸ“‹ 330 - 50% open Β· ⏱️ 16.06.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 53 Β· πŸ“¦ 300 Β· πŸ“‹ 330 - 51% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 22K / month Β· πŸ“¦ 4 Β· ⏱️ 21.05.2022): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 24K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): ``` pip install prisma ```
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piccolos (πŸ₯‰28 Β· ⭐ 1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT +
piccolos (πŸ₯‰28 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 69 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 30% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 71 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 30% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 16K / month Β· πŸ“¦ 9 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 17K / month Β· πŸ“¦ 9 Β· ⏱️ 06.07.2022): ``` pip install piccolo ``` @@ -3390,7 +3375,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 94K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 77K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3406,35 +3391,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 27K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.6K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.7K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge umongo ```
filedepot (πŸ₯‰25 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 820 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 830 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 17K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 20K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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ODMantic (πŸ₯‰22 Β· ⭐ 800) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰21 Β· ⭐ 800) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 76 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 16K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3461,8 +3446,8 @@ _Libraries for connecting to, operating, and querying databases._
Show 16 hidden projects... -- psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 +- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3K Β· πŸ“‰) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯‰32 Β· ⭐ 2.7K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 53) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT @@ -3472,7 +3457,7 @@ _Libraries for connecting to, operating, and querying databases._ - pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 -- PugSQL (πŸ₯‰20 Β· ⭐ 620 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- PugSQL (πŸ₯‰19 Β· ⭐ 620 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 @@ -3488,32 +3473,32 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 19K Β· πŸ“‹ 2.4K - 26% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 20K Β· πŸ“‹ 2.4K - 26% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.4M / month Β· πŸ“¦ 500 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.3M / month Β· πŸ“¦ 510 Β· ⏱️ 15.06.2022): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 330K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 340K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 150K Β· πŸ“‹ 650 - 3% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 150K Β· πŸ“‹ 660 - 3% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.07.2022): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 800K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 810K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge faker ``` @@ -3536,7 +3521,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.2K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 55K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 56K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict @@ -3545,14 +3530,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xmltodict ```
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 57K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 11.06.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 59K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/jazzband/tablib @@ -3566,14 +3551,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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python-magic (πŸ₯ˆ34 Β· ⭐ 2.3K) - A python wrapper for libmagic. MIT +
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT - [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 44K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3589,11 +3574,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 91K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 92K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge csvkit ``` @@ -3605,11 +3590,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 330 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 340 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gdown ``` @@ -3621,7 +3606,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 70K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 58K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): ``` pip install intake ``` @@ -3632,7 +3617,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
snorkel (πŸ₯ˆ30 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 330 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel @@ -3646,14 +3631,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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smart-open (πŸ₯‰27 Β· ⭐ 2.9K Β· πŸ“‰) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
smart-open (πŸ₯ˆ30 Β· ⭐ 2.9K Β· πŸ“ˆ) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 340 Β· πŸ“‹ 370 - 17% open Β· ⏱️ 19.01.2023): +- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 610 Β· ⏱️ 12.12.2022): ``` pip install smart-open ``` @@ -3662,26 +3647,42 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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img2dataset (πŸ₯‰27 Β· ⭐ 2.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ“ˆ) - Extract data from a wide range of Internet sources.. BSD-3 -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“¦ 53 Β· πŸ“‹ 190 - 42% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 640 Β· πŸ“‹ 530 - 25% open Β· ⏱️ 24.06.2023): + + ``` + git clone https://github.com/pydata/pandas-datareader + ``` +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 390K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): + ``` + pip install pandas-datareader + ``` +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 300K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pandas-datareader + ``` +
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img2dataset (πŸ₯‰26 Β· ⭐ 2.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT + +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 230 Β· πŸ“₯ 1.2K Β· πŸ“¦ 53 Β· πŸ“‹ 200 - 42% open Β· ⏱️ 12.06.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 23K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 25K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ```
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camelot (πŸ₯‰23 Β· ⭐ 2K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰23 Β· ⭐ 2.2K) - A Python library to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 360 Β· πŸ“‹ 280 - 63% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.7K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.8K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3693,24 +3694,24 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 750 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 660 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
Upgini (πŸ₯‰20 Β· ⭐ 230) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 05.07.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.6K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.8K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ```
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Squirrel (πŸ₯‰16 Β· ⭐ 260) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰15 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 - [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 6 - 66% open Β· ⏱️ 22.06.2023): @@ -3726,22 +3727,21 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c anaconda squirrel-core ```
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Show 14 hidden projects... +
Show 13 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ32 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯ˆ30 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - tabulator-py (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰25 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT -- textract (πŸ₯‰24 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- pandas-datareader (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ“‰) - Extract data from a wide range of Internet sources.. ❗Unlicensed - deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3753,12 +3753,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡46 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 500K Β· πŸ“¦ 7.2K Β· πŸ“‹ 7.7K - 11% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 500K Β· πŸ“¦ 7.3K Β· πŸ“‹ 7.7K - 11% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 250 Β· ⏱️ 23.01.2019): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 260 Β· ⏱️ 23.01.2019): ``` pip install apache-airflow ``` @@ -3773,12 +3773,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.9M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.8M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): ``` pip install celery ``` @@ -3789,28 +3789,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.2K Β· πŸ“‹ 3.9K - 12% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 760K / month): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 690K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 470K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 470K Β· ⏱️ 30.06.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 71% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 71% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.3M / month Β· πŸ“¦ 170 Β· ⏱️ 27.06.2022): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6M / month Β· πŸ“¦ 170 Β· ⏱️ 27.06.2022): ``` pip install apache-beam ``` @@ -3826,71 +3826,71 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 810K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 800K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 93K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 94K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge rq ```
Dagster (πŸ₯‡40 Β· ⭐ 7.8K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 970 Β· πŸ“¦ 1.3K Β· πŸ“‹ 5.8K - 30% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 970 Β· πŸ“¦ 1.3K Β· πŸ“‹ 5.9K - 30% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 590K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 570K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 930K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 940K Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge dagster ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.5K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.6K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 10M / month Β· πŸ“¦ 32 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 11M / month Β· πŸ“¦ 32 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 670K Β· ⏱️ 24.06.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 680K Β· ⏱️ 30.06.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ39 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 300K Β· πŸ“‹ 840 - 46% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 310K Β· πŸ“‹ 840 - 46% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 26M / month Β· πŸ“¦ 6K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 25M / month Β· πŸ“¦ 6K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 20M Β· ⏱️ 28.06.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 20M Β· ⏱️ 30.06.2023): ``` conda install -c conda-forge joblib ```
dbt (πŸ₯ˆ38 Β· ⭐ 7.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.3K Β· πŸ“₯ 2K Β· πŸ“¦ 2.9K Β· πŸ“‹ 4.2K - 11% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2K Β· πŸ“¦ 2.9K Β· πŸ“‹ 4.2K - 10% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3906,7 +3906,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 580K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` @@ -3917,19 +3917,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ36 Β· ⭐ 8.5K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 800 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.3K - 23% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 800 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.4K - 23% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 380K / month Β· πŸ“¦ 57 Β· ⏱️ 08.04.2019): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 370K / month Β· πŸ“¦ 58 Β· ⏱️ 08.04.2019): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 6.3K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 6.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“¦ 340 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“¦ 360 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/activeloopai/Hub @@ -3946,7 +3946,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 89K / month): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 86K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -3962,7 +3962,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 880K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 890K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -3973,31 +3973,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ31 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 300 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 200 - 15% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 310 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 210 - 15% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 5.8K / month Β· πŸ“¦ 2 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6K / month Β· πŸ“¦ 2 Β· ⏱️ 28.06.2022): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 95 Β· πŸ“₯ 39 Β· πŸ“¦ 130 Β· πŸ“‹ 370 - 8% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 98 Β· πŸ“₯ 39 Β· πŸ“¦ 130 Β· πŸ“‹ 360 - 4% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 60K / month Β· πŸ“¦ 5 Β· ⏱️ 31.03.2022): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 69K / month Β· πŸ“¦ 5 Β· ⏱️ 31.03.2022): ``` pip install whylogs ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 460 - 21% open Β· ⏱️ 23.06.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 460 - 21% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/combust/mleap @@ -4018,30 +4018,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 23K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 25K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 210 Β· πŸ“¦ 84 Β· πŸ“‹ 870 - 13% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 210 Β· πŸ“¦ 85 Β· πŸ“‹ 870 - 13% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.6K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.4K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 66K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 67K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge ploomber ```
PyFunctional (πŸ₯‰26 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 630 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 640 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/EntilZha/PyFunctional @@ -4062,7 +4062,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.9K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4074,7 +4074,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 4.8K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 5.3K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): ``` pip install streamparse ``` @@ -4086,7 +4086,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 13K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4098,19 +4098,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 90K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 89K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
Pypeline (πŸ₯‰24 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 88 Β· πŸ“¦ 100 Β· πŸ“‹ 63 - 26% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 100 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 24K / month): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 23K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4119,14 +4119,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT - [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 940 / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 1.5K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ``` @@ -4147,42 +4147,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pysparkling ```
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pdpipe (πŸ₯‰21 Β· ⭐ 710) - Easy pipelines for pandas DataFrames. MIT +
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 55 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 05.07.2023): ``` - git clone https://github.com/pdpipe/pdpipe - ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.2K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): - ``` - pip install pdpipe + git clone https://github.com/analysiscenter/batchflow ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 390 / month Β· ⏱️ 07.07.2022): ``` - conda install -c conda-forge pdpipe + pip install batchflow ```
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BatchFlow (πŸ₯‰21 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
pdpipe (πŸ₯‰21 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 26% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 55 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 300 / month): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.2K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` - pip install batchflow + pip install pdpipe + ``` +- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pdpipe ```
Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 24 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 25 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 300 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 370 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4199,14 +4199,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install mara-pipelines ```
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flupy (πŸ₯‰18 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT +
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT - [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 13 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 150K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4218,7 +4218,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 360 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 370 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ``` @@ -4230,12 +4230,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 97 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 66 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ```
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RasgoQL (πŸ₯‰12 Β· ⭐ 260 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +
RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): @@ -4256,7 +4256,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- Botflow (πŸ₯‰11 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed +- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3

@@ -4264,36 +4264,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡38 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT +
XlsxWriter (πŸ₯‡37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 850K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 63K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 15.06.2023): ``` - git clone https://github.com/yaml/pyyaml + git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 74K Β· ⏱️ 13.10.2021): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.9K Β· ⏱️ 14.01.2023): ``` - pip install pyyaml + pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 35M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pyyaml + conda install -c conda-forge xlsxwriter ```
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XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 +
PyYAML (πŸ₯‡37 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 62K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 860K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): ``` - git clone https://github.com/jmcnamara/XlsxWriter + git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.9K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 75K Β· ⏱️ 13.10.2021): ``` - pip install xlsxwriter + pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 36M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge xlsxwriter + conda install -c conda-forge pyyaml ```
jmespath (πŸ₯‰33 Β· ⭐ 1.8K) - JMESPath is a query language for JSON. MIT @@ -4303,11 +4303,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 130M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 120M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` -- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge jmespath ``` @@ -4320,12 +4320,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡33 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“¦ 7.3K Β· πŸ“‹ 250 - 26% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“¦ 7.4K Β· πŸ“‹ 250 - 27% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 8.9M / month Β· πŸ“¦ 750 Β· ⏱️ 10.04.2022): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.2M / month Β· πŸ“¦ 750 Β· ⏱️ 10.04.2022): ``` pip install deepdiff ``` @@ -4341,7 +4341,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 300 Β· ⏱️ 07.06.2021): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month Β· πŸ“¦ 300 Β· ⏱️ 07.06.2021): ``` pip install typing_inspect ``` @@ -4363,7 +4363,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.8K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 750K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 760K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4379,7 +4379,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3.1K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.7K Β· πŸ“¦ 180K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.8K Β· πŸ“¦ 180K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4404,23 +4404,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 17M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge toolz ```
boltons (πŸ₯ˆ34 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 23 Β· πŸ“¦ 4.6K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 4.7K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.4M / month Β· πŸ“¦ 410 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.3M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ``` @@ -4432,16 +4432,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 28M / month Β· πŸ“¦ 1.3K Β· ⏱️ 12.07.2021): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 27M / month Β· πŸ“¦ 1.3K Β· ⏱️ 12.07.2021): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge tenacity ```
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python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3K) - Dependency injection framework for Python. BSD-3 +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 230 Β· πŸ“¦ 2.2K Β· πŸ“‹ 510 - 31% open Β· ⏱️ 19.12.2022): @@ -4459,21 +4459,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯ˆ32 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 100 Β· πŸ“¦ 370 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 100 Β· πŸ“¦ 370 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 95K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 96K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.8K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.9K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge returns ```
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natsort (πŸ₯‰30 Β· ⭐ 760) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰30 Β· ⭐ 770) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 21K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): @@ -4496,7 +4496,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.3M / month Β· πŸ“¦ 600 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 600 Β· ⏱️ 27.01.2023): ``` pip install funcy ``` @@ -4507,16 +4507,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (πŸ₯‰27 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 2.7K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 2.8K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 22.06.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 14K / month Β· πŸ“¦ 56 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 58 Β· ⏱️ 01.07.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 54K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 55K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge ubelt ``` @@ -4525,9 +4525,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰25 Β· ⭐ 630 Β· πŸ’€) - API Rate Limit Decorator. MIT -- pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 -- CommonRegex (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT +- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT +- CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT

@@ -4537,12 +4537,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 54K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 64K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 63K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4557,7 +4557,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 62K Β· πŸ“‹ 5.1K - 31% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 63K Β· πŸ“‹ 5.1K - 31% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/micropython/micropython @@ -4569,7 +4569,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyston (πŸ₯ˆ22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 -- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 85 Β· πŸ“₯ 19K Β· πŸ“‹ 99 - 44% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 85 Β· πŸ“₯ 20K Β· πŸ“‹ 100 - 44% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/pyston/pyston @@ -4578,7 +4578,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... - grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- stackless (πŸ₯‰17 Β· ⭐ 940 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4589,7 +4589,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 540 Β· πŸ“¦ 540K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 540 Β· πŸ“¦ 540K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/pygments/pygments @@ -4621,7 +4621,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡39 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 870 - 31% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 870 - 31% open Β· ⏱️ 05.07.2023): ``` git clone https://github.com/cookiecutter/cookiecutter @@ -4630,7 +4630,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cookiecutter ``` @@ -4651,30 +4651,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
-
diagrams (πŸ₯ˆ34 Β· ⭐ 30K) - Diagram as Code for prototyping cloud system architectures. MIT - -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 1.1K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): - - ``` - git clone https://github.com/mingrammer/diagrams - ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 110K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): - ``` - pip install diagrams - ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge diagrams - ``` -
wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 22% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 22% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 78M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 79M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): ``` pip install wrapt ``` @@ -4701,12 +4685,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ34 Β· ⭐ 970) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 25% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 25% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 60M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): ``` pip install pluggy ``` @@ -4717,7 +4701,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ34 Β· ⭐ 770 Β· πŸ’€) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 440K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 450K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator @@ -4726,19 +4710,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 22M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge decorator ```
+
diagrams (πŸ₯ˆ33 Β· ⭐ 30K) - Diagram as Code for prototyping cloud system architectures. MIT + +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 1.1K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): + + ``` + git clone https://github.com/mingrammer/diagrams + ``` +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 110K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): + ``` + pip install diagrams + ``` +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge diagrams + ``` +
keyboard (πŸ₯‰32 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 11K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 12K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 510K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 520K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4754,23 +4754,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 56K / month Β· πŸ“¦ 21 Β· ⏱️ 13.06.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 57K / month Β· πŸ“¦ 21 Β· ⏱️ 13.06.2022): ``` pip install copier ```
fastcore (πŸ₯‰31 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 240 Β· πŸ“¦ 3.8K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 3.8K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 630K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 48K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 49K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4782,7 +4782,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 280K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 270K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4798,11 +4798,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 610K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 600K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 26K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 27K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` @@ -4818,19 +4818,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 9.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge send2trash ```
-
powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +
powerline-shell (πŸ₯‰26 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 99 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 100 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.6K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.4K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ``` @@ -4842,7 +4842,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 470K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 460K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` @@ -4854,18 +4854,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.8M / month Β· πŸ“¦ 70 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.5M / month Β· πŸ“¦ 71 Β· ⏱️ 06.07.2022): ``` pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge catalogue ```
Show 3 hidden projects... -- openpyxl (πŸ₯‰26 Β· ⭐ 57) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 58) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰23 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-07-06_changes.md b/history/2023-07-06_changes.md new file mode 100644 index 0000000..20c8594 --- /dev/null +++ b/history/2023-07-06_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +- smart-open (πŸ₯ˆ30 Β· ⭐ 2.9K Β· πŸ“ˆ) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +- pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ“ˆ) - Extract data from a wide range of Internet sources.. BSD-3 +- textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT +- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.5K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 +- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3K Β· πŸ“‰) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K Β· πŸ“‰) - Extended pickling support for Python objects. BSD-3 +- pyodbc (πŸ₯‰32 Β· ⭐ 2.7K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 + diff --git a/history/2023-07-06_projects.csv b/history/2023-07-06_projects.csv new file mode 100644 index 0000000..be1d190 --- /dev/null +++ b/history/2023-07-06_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,npm_id,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,projectrank_placing,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-29 17:11:44.000,2023-06-29 17:11:42,394.0,30.0,2050,376.0,206.0,16.0,31.0,13978,2023-06-29 17:11:47.000,2023.06.29,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-29 17:12:03.000,2023-06-29 17:12:02,245.0,27.0,149,53.0,148.0,1.0,2.0,1943,2023-06-29 17:12:08.000,2023.06.29,96.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-06-29 17:11:28.000,2023-06-29 17:11:27,243.0,26.0,40,24.0,146.0,3.0,5.0,747,2023-06-29 17:11:33.000,2023.06.29,94.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-06-29 17:12:03.000,2023-06-29 17:12:02,245.0,27.0,149,53.0,148.0,1.0,2.0,1943,2023-06-29 17:12:08.000,2023.06.29,96.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-29 17:11:44.000,2023-06-29 17:11:42,394.0,30.0,2050,376.0,206.0,16.0,31.0,13978,2023-06-29 17:11:47.000,2023.06.29,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6807,1661.0,321.0,11.0,73.0,37639,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-06-29 17:11:44.000,2023-06-29 17:11:42,394.0,30.0,2050,376.0,206.0,16.0,31.0,13978,2023-06-29 17:11:47.000,2023.06.29,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-07-06 09:31:43.000,2023-07-06 00:10:53,12150.0,725.0,15063,2073.0,7431.0,936.0,4908.0,59968,2023-06-14 20:20:40.596,4.23.3,139.0,1107.0,52,True,protobuf,conda-forge/protobuf,google-protobuf,33397720.0,131449458.0,464256.0,445113.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15747.0,124253495.0,https://anaconda.org/conda-forge/protobuf,2023-06-30 10:45:11.354,14596345.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3396.0,6101260.0,1.0,,,,,,,,,,,,,, +8,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-07-06 13:47:23.000,2023-07-06 13:09:41,32745.0,678.0,16399,1115.0,29174.0,3534.0,21374.0,38917,2023-06-28 23:24:00.000,2.0.3,115.0,3373.0,52,True,pandas,conda-forge/pandas,,200696.0,122769191.0,1272243.0,1203259.0,https://pypi.org/project/pandas,2022-06-23 13:30:09.000,68984.0,121512705.0,https://anaconda.org/conda-forge/pandas,2023-06-29 08:11:34.837,41405982.0,,,,,1.0,['pandas'],,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-07-06 13:56:30.000,2023-07-06 13:56:30,32854.0,808.0,8050,590.0,12523.0,2170.0,9572.0,23940,2023-06-26 13:46:47.000,1.24.4,143.0,1643.0,51,True,numpy,conda-forge/numpy,,761724.0,157477991.0,1851245.0,1718873.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,132372.0,155856956.0,https://anaconda.org/conda-forge/numpy,2023-06-26 22:57:50.098,59626035.0,,,,,1.0,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-07-06 13:41:25.000,2023-07-06 13:41:24,53815.0,225.0,23487,1937.0,49364.0,934.0,30927.0,57910,2023-06-22 16:16:09.866,8.1.0,330.0,6742.0,48,True,ansible,conda-forge/ansible,,,3972648.0,32646.0,28582.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4064.0,3948443.0,https://anaconda.org/conda-forge/ansible,2023-06-25 18:22:41.961,919802.0,,,,,1.0,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-07-06 13:36:45.000,2023-07-06 12:20:25,20297.0,978.0,12548,760.0,21628.0,864.0,6821.0,31305,2023-06-27 14:34:24.000,helm-chart/1.10.0,155.0,2900.0,46,True,apache-airflow,conda-forge/airflow,,499197.0,12503072.0,7550.0,7290.0,https://pypi.org/project/apache-airflow,2019-01-23 00:14:38.000,260.0,11245446.0,https://anaconda.org/conda-forge/airflow,2023-06-22 21:31:34.635,913016.0,,,,,1.0,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-06-17 08:43:46.762455,455.0,121474179.0,,,,,,, +12,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-07-05 06:07:27.000,2023-07-04 10:25:03,12256.0,92.0,4500,480.0,2984.0,626.0,4309.0,21797,2023-06-18 14:21:14.785,5.3.1,198.0,1284.0,46,True,celery,conda-forge/celery,,,6840049.0,120831.0,105841.0,https://pypi.org/project/celery,2022-06-29 11:38:16.000,14990.0,6804929.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1299474.0,,,,,1.0,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-07-06 03:18:36.000,2023-07-06 03:18:28,10574.0,381.0,1437,123.0,6908.0,35.0,2226.0,5655,2023-06-01 12:31:21.662,41.0.1,115.0,292.0,46,True,cryptography,conda-forge/cryptography,,,160874551.0,515428.0,494402.0,https://pypi.org/project/cryptography,2022-07-05 13:33:24.000,21026.0,160323703.0,https://anaconda.org/conda-forge/cryptography,2023-06-01 23:16:02.015,40211957.0,,,,,1.0,,,,,,,,,,,,,, +14,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-07-06 13:27:20.000,2023-07-06 12:38:08,2194.0,534.0,1297,100.0,2665.0,269.0,2349.0,14506,2023-07-05 17:39:02.574,2.0.2,112.0,375.0,45,True,pydantic,conda-forge/pydantic,,,70014734.0,225364.0,218435.0,https://pypi.org/project/pydantic,2022-05-19 11:28:33.000,6929.0,69867439.0,https://anaconda.org/conda-forge/pydantic,2023-07-06 07:09:51.161,5302651.0,,,,,1.0,,,,,,,,pydantic/pydantic,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-07-05 18:33:07.000,2023-07-01 16:35:12,2294.0,45.0,1346,184.0,1035.0,132.0,1392.0,14036,2022-04-28 17:37:47.000,8.1.3,49.0,346.0,45,True,click,conda-forge/click,,,119847965.0,1366332.0,1293088.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,73244.0,119512671.0,https://anaconda.org/conda-forge/click,2023-06-16 13:24:41.923,28164722.0,,,,,1.0,,,,,,,,,,,,,, +16,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-07-06 06:30:49.000,2023-07-06 00:54:16,11293.0,213.0,3733,572.0,3405.0,508.0,3886.0,13950,2023-07-03 19:27:06.508,1.28.0,1744.0,417.0,45,True,awscli,conda-forge/awscli,,1406.0,382479284.0,3038.0,3.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3035.0,381924449.0,https://anaconda.org/conda-forge/awscli,2023-07-04 00:11:41.725,19973172.0,,,,,1.0,,,,,,,,,,,,,, +17,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-07-05 22:31:41.815,2023-07-05 18:09:20,5248.0,185.0,1775,238.0,674.0,165.0,2833.0,8179,2023-07-05 19:35:48.086,1.27.1,1337.0,145.0,45,True,boto3,conda-forge/boto3,,,666516032.0,343065.0,325733.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17332.0,666090119.0,https://anaconda.org/conda-forge/boto3,2023-07-05 22:31:41.815,16184712.0,,,,,1.0,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-07-06 09:04:16.590,2023-07-05 19:00:42,16423.0,256.0,1182,92.0,646.0,175.0,7206.0,7471,2023-07-05 19:00:10.000,rel_2_0_18,287.0,638.0,45,True,SQLAlchemy,conda-forge/sqlalchemy,,44415.0,78868116.0,642105.0,595159.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46946.0,78466655.0,https://anaconda.org/conda-forge/sqlalchemy,2023-07-06 09:04:16.590,12415388.0,,,,,1.0,,,,,,,,,-1.0,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-07-05 22:23:27.000,2023-07-05 22:22:07,10018.0,263.0,1011,65.0,1969.0,143.0,892.0,1303,2023-07-05 19:35:20.153,1.30.1,1727.0,194.0,44,True,botocore,conda-forge/botocore,,,316095223.0,252223.0,243829.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8394.0,315407514.0,https://anaconda.org/conda-forge/botocore,2023-07-05 21:54:00.930,22006690.0,,,,,2.0,,,,,,,,,,,,,, +20,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-07-05 23:48:17.000,2023-07-03 10:41:29,3787.0,35.0,1588,542.0,984.0,168.0,987.0,43813,2023-06-12 13:57:22.000,13.4.2,184.0,223.0,43,True,rich,conda-forge/rich,,,24651155.0,106214.0,101892.0,https://pypi.org/project/rich,2022-05-24 06:40:55.000,4322.0,24532992.0,https://anaconda.org/conda-forge/rich,2023-06-12 17:36:05.280,4253886.0,,,,,1.0,,,,,,,,,,,,,, +21,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-07-06 07:16:50.000,2023-06-15 01:12:55,2988.0,79.0,3122,637.0,2363.0,135.0,2113.0,20704,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,flatbuffers,227362.0,10844478.0,63130.0,62577.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,289.0,9924422.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,766718.0,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,264.0,909056.0,1.0,,,,,,,,,,,,,, +22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-07-06 13:06:07.000,2023-07-03 16:03:33,3473.0,88.0,2240,272.0,3608.0,634.0,1733.0,16619,2023-06-22 18:31:21.000,2.13.1,69.0,516.0,43,True,datasets,conda-forge/datasets,,,3332950.0,20255.0,19747.0,https://pypi.org/project/datasets,2022-06-15 18:05:26.000,508.0,3321921.0,https://anaconda.org/conda-forge/datasets,2023-06-27 17:28:29.940,341916.0,,,,,1.0,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-06-28 03:25:11.000,2023-06-27 15:23:55,3363.0,47.0,1786,223.0,1232.0,24.0,631.0,15986,2023-06-27 15:34:27.000,18.11.2,294.0,532.0,43,True,Faker,conda-forge/faker,,,7791222.0,152642.0,149586.0,https://pypi.org/project/Faker,2022-07-06 15:19:06.000,3056.0,7769407.0,https://anaconda.org/conda-forge/faker,2023-06-27 17:22:46.599,807191.0,,,,,1.0,,,,,,,,,,,,,, +24,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-07-06 10:40:02.000,2023-06-25 12:52:42,2201.0,42.0,2381,328.0,1362.0,192.0,1302.0,11605,2023-06-25 13:15:25.514,4.6.0,115.0,401.0,43,True,redis,conda-forge/redis-py,,,27089633.0,27375.0,,https://pypi.org/project/redis,2022-06-27 13:11:51.000,27375.0,27077597.0,https://anaconda.org/conda-forge/redis-py,2023-06-16 13:16:47.021,1011050.0,,,,,1.0,,,,,,,,,,,,,, +25,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-06-29 15:14:48.000,2023-06-09 17:41:13,3928.0,68.0,1932,316.0,752.0,978.0,753.0,8397,2023-05-25 18:13:14.411,3.2.0,142.0,185.0,43,True,paramiko,conda-forge/paramiko,,,39327938.0,92736.0,79888.0,https://pypi.org/project/paramiko,2022-05-17 01:07:00.000,12848.0,39286628.0,https://anaconda.org/conda-forge/paramiko,2023-06-16 13:25:05.596,3387478.0,,,,,2.0,,,,,,,,,,,,,, +26,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-07-06 00:58:06.000,2023-07-05 15:39:10,21590.0,997.0,1465,301.0,7491.0,157.0,3464.0,4253,2023-07-05 15:43:30.000,google-maps-routing-v0.6.1,100.0,381.0,43,True,google-cloud-storage,conda-forge/google-cloud-storage,,,44691010.0,1873.0,,https://pypi.org/project/google-cloud-storage,2022-06-08 18:12:00.000,1873.0,44590933.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3602778.0,,,,,1.0,,,,,,,,,-1.0,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-07-06 12:10:35.000,2023-06-26 19:15:27,6421.0,70.0,537,32.0,747.0,403.0,1351.0,1335,2023-04-18 18:51:04.629,2.15.1,59.0,788.0,43,True,pygments,conda-forge/pygments,,,51944125.0,580850.0,544043.0,https://pypi.org/project/pygments,2022-04-24 13:37:38.000,36807.0,51680605.0,https://anaconda.org/conda-forge/pygments,2023-06-16 13:16:02.274,22926297.0,,,,,1.0,,,,,,,,,,,,,, +28,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-07-06 13:23:02.000,2023-07-06 13:23:02,117687.0,1213.0,27120,1491.0,42065.0,8262.0,57037.0,54347,2020-07-22 03:00:52.000,0.0.6,11.0,2518.0,42,True,cpython,conda-forge/typing,@buckpkg/python,,94390.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,63220.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2742968.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,1.0,,,,,,,,,,,,,, +29,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-07-06 12:27:57.000,2023-07-06 12:27:57,4255.0,182.0,4916,707.0,3701.0,178.0,6768.0,29889,2023-06-29 22:09:39.000,2.19.1,144.0,472.0,42,True,docker-compose,conda-forge/docker-compose,,118929250.0,3835974.0,13907.0,12667.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1240.0,1779673.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,342081.0,,,,,2.0,,,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-07-06 13:24:08.000,2023-07-06 13:24:08,14776.0,466.0,1267,155.0,5703.0,534.0,3419.0,12274,2023-06-29 18:59:01.160,2.10.18,219.0,321.0,42,True,prefect,conda-forge/prefect,,,700834.0,3431.0,3294.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,137.0,688354.0,https://anaconda.org/conda-forge/prefect,2023-06-30 07:23:26.998,474276.0,,,,,1.0,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-07-04 14:04:34.000,2023-06-06 18:28:15,3309.0,10.0,1641,197.0,1561.0,428.0,1207.0,6305,2023-06-01 14:27:42.000,6.1.3,84.0,439.0,42,True,docker,conda-forge/docker-py,,608.0,32512975.0,67865.0,64147.0,https://pypi.org/project/docker,2021-10-07 22:54:50.000,3718.0,32471636.0,https://anaconda.org/conda-forge/docker-py,2023-06-16 13:23:23.992,3472087.0,,,,,2.0,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-07-06 11:30:52.000,2023-07-06 11:30:51,14850.0,661.0,2398,365.0,22722.0,966.0,7349.0,3749,2023-06-29 02:59:58.000,azure-mgmt-databricks_2.0.0,100.0,600.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,39310114.0,2882.0,2255.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,627.0,39293991.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-06-16 16:11:51.010,967406.0,,,,,1.0,,,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-07-06 12:51:12.000,2023-07-03 18:09:40,10392.0,734.0,916,173.0,6438.0,1816.0,4391.0,16478,2023-06-30 12:31:04.498,3.74.0,3894.0,228.0,41,True,pulumi,,@pulumi/pulumi,257754.0,1918713.0,3432.0,2706.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,128.0,854924.0,,,,https://www.npmjs.com/package/@pulumi/pulumi,2023-06-30 16:19:45.391,598.0,1050902.0,2.0,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-07-04 15:01:30.000,2023-07-01 14:20:29,4527.0,22.0,1370,199.0,465.0,,2284.0,10171,2023-04-21 20:18:22.000,3.16.2,183.0,152.0,41,True,peewee,conda-forge/peewee,,,1065330.0,26091.0,22410.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3681.0,1059005.0,https://anaconda.org/conda-forge/peewee,2023-06-16 13:23:55.560,531339.0,,,,,1.0,,,,,,,,,,,,,, +35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-07-06 14:04:18.000,2023-07-06 14:01:09,39596.0,735.0,3980,259.0,21595.0,4186.0,1698.0,6990,2023-05-31 20:18:43.000,2.48.0,90.0,1504.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,6026314.0,175.0,2.0,https://pypi.org/project/apache-beam,2022-06-27 21:50:53.000,173.0,6024120.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-06-02 04:31:25.621,48269.0,,,,,1.0,,,,,,,,,,,,,, +36,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-07-04 12:09:45.000,2023-07-04 06:27:56,1326.0,47.0,338,65.0,519.0,114.0,527.0,4804,2023-04-16 10:50:23.776,23.1.0,27.0,143.0,41,True,attrs,conda-forge/attrs,,,115729913.0,778331.0,760594.0,https://pypi.org/project/attrs,2017-11-08 17:57:49.000,17737.0,115343284.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,29383818.0,,,,,1.0,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-07-06 11:25:39.000,2023-07-06 11:25:31,2512.0,51.0,558,59.0,316.0,25.0,727.0,4180,2023-07-06 09:28:07.000,4.18.0,89.0,108.0,41,True,jsonschema,conda-forge/jsonschema,,19.0,70009865.0,425781.0,407243.0,https://pypi.org/project/jsonschema,2018-09-30 14:03:06.000,18538.0,69770815.0,https://anaconda.org/conda-forge/jsonschema,2023-06-16 13:17:15.166,20797398.0,,,,,1.0,,,,,,,,python-jsonschema/jsonschema,,,,,, +38,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-06-27 01:33:51.340,2023-06-20 22:22:09,4261.0,54.0,503,57.0,874.0,249.0,1185.0,1892,2023-06-20 09:17:29.999,3.9.0,34.0,195.0,41,True,h5py,conda-forge/h5py,,2750.0,12622455.0,237184.0,222657.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14527.0,12287490.0,https://anaconda.org/conda-forge/h5py,2023-06-27 01:33:51.340,12392377.0,,,,,1.0,,,,,,,,,,,,,, +39,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-07-05 15:21:10.000,2023-07-03 17:15:22,12801.0,25.0,3028,610.0,3494.0,978.0,3879.0,16025,2023-06-17 17:37:56.000,2.2.1,44.0,588.0,40,True,kivy,conda-forge/kivy,,31728.0,90484.0,10897.0,10296.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,601.0,81970.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,312060.0,,,,,1.0,,,,,,,,,,,,,, +40,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-06-29 15:41:33.000,2023-06-29 02:54:44,1789.0,49.0,1359,210.0,839.0,162.0,923.0,8990,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,40,True,rq,conda-forge/rq,,,803127.0,15710.0,13944.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1766.0,802013.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,93586.0,,,,,1.0,,,,,,,,,,,,,, +41,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-07-06 13:55:05.000,2023-07-05 23:14:17,14885.0,967.0,972,97.0,8948.0,1761.0,4099.0,7828,2023-06-29 17:07:47.000,1.3.13,548.0,320.0,40,True,dagster,conda-forge/dagster,,,596274.0,1439.0,1320.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,119.0,571455.0,https://anaconda.org/conda-forge/dagster,2023-07-01 04:11:29.653,943154.0,,,,,1.0,,,,,,,,,,,,,, +42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-30 16:30:11.000,2023-06-30 16:29:58,1081.0,32.0,1409,231.0,478.0,16.0,625.0,7328,2023-06-26 05:34:54.000,1.1.0,12.0,122.0,40,True,PyMySQL,conda-forge/pymysql,,,36365335.0,173222.0,172993.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,229.0,36333150.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1158673.0,,,,,1.0,,,,,,,,,,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-07-06 08:12:20.000,2023-07-04 06:50:27,1523.0,15.0,1154,397.0,1215.0,47.0,978.0,3986,2023-07-06 12:37:40.000,8.8.2,130.0,194.0,40,True,elasticsearch,conda-forge/elasticsearch,,3229.0,13586115.0,45201.0,39158.0,https://pypi.org/project/elasticsearch,2022-06-30 16:35:35.000,6043.0,13575850.0,https://anaconda.org/conda-forge/elasticsearch,2023-06-16 13:17:52.262,864285.0,,,,,1.0,,,,,,,,,,,,,, +44,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-06-26 19:02:04.000,2023-06-26 19:01:48,1707.0,48.0,187,19.0,119.0,100.0,865.0,1993,2023-05-17 22:10:39.727,1.11.1,115.0,166.0,40,True,alembic,conda-forge/alembic,,,25862864.0,179703.0,168274.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11429.0,25822015.0,https://anaconda.org/conda-forge/alembic,2023-06-16 13:23:23.904,3431368.0,,,,,1.0,,,,,,,,,,,,,, +45,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-07-05 19:21:03.000,2023-06-19 15:27:20,1146.0,33.0,259,25.0,163.0,29.0,274.0,1896,2023-06-18 22:51:11.000,3.1.0,70.0,55.0,40,True,pyparsing,conda-forge/pyparsing,,8005.0,77327408.0,844322.0,812313.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,32009.0,75568724.0,https://anaconda.org/conda-forge/pyparsing,2023-06-18 23:49:52.117,36929466.0,,,,,1.0,,,,,,,,,,,,,, +46,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-07-05 21:43:47.000,2023-07-05 19:27:36,2990.0,28.0,1836,223.0,1066.0,272.0,602.0,19872,2022-06-01 17:01:17.000,2.1.1,34.0,299.0,39,True,cookiecutter,conda-forge/cookiecutter,,,2306904.0,22674.0,21114.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1560.0,2298233.0,https://anaconda.org/conda-forge/cookiecutter,2023-06-16 13:16:25.174,745742.0,,,,,1.0,,,,,,,,,,,,,, +47,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-07-06 14:02:06.000,2023-07-06 12:40:45,6734.0,796.0,990,130.0,5441.0,907.0,3384.0,18391,2023-07-05 14:36:05.311,0.18.5,296.0,239.0,39,True,polars,,,,731015.0,2787.0,2604.0,https://pypi.org/project/polars,2022-05-01 21:13:18.000,183.0,731015.0,,,,,,,,2.0,,,,,,,,,,,,,, +48,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-07-06 13:56:19.000,2023-07-06 04:42:13,11183.0,498.0,1345,77.0,6449.0,149.0,1559.0,8572,2023-06-29 23:08:18.000,0.17.2,224.0,394.0,39,True,great_expectations,conda-forge/great-expectations,,,10924400.0,32.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,32.0,10906531.0,https://anaconda.org/conda-forge/great-expectations,2023-06-30 03:14:03.618,679047.0,,,,,2.0,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-06-26 17:47:17.000,2023-03-02 20:25:13,2157.0,,1338,154.0,947.0,282.0,1175.0,5226,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1830.0,6505466.0,19994.0,18602.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1392.0,6500001.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,403178.0,,,,,2.0,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-07-06 02:01:47.000,2023-07-05 16:40:20,5333.0,96.0,1114,239.0,1288.0,13.0,,3869,2023-06-21 18:17:54.000,4.4.0,132.0,203.0,39,True,pymongo,conda-forge/pymongo,,,19404952.0,19877.0,,https://pypi.org/project/pymongo,2021-12-07 23:55:30.000,19877.0,19374370.0,https://anaconda.org/conda-forge/pymongo,2023-06-25 12:20:56.518,1100980.0,,,,,2.0,,,,,,,,,8.0,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-07-06 06:38:24.000,2023-07-06 06:38:23,1475.0,28.0,380,60.0,689.0,389.0,453.0,3317,2023-06-29 15:20:22.934,1.3.1,106.0,122.0,39,True,joblib,conda-forge/joblib,,,26053953.0,312375.0,306371.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,6004.0,25499591.0,https://anaconda.org/conda-forge/joblib,2023-06-30 20:04:40.631,19957035.0,,,,,2.0,,,,,,,,,,,,,, +52,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-07-04 17:05:09.000,2023-06-09 20:24:44,2708.0,100.0,1177,201.0,1192.0,168.0,1777.0,3149,2023-05-05 16:39:25.000,4.2.0,42.0,221.0,39,True,netmiko,,,,181078.0,3933.0,3675.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,258.0,181078.0,,,,,,,,2.0,,,,,,,,,,,,,, +53,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-06-16 13:24:26.433,2023-06-03 11:41:23,1467.0,29.0,243,37.0,469.0,27.0,242.0,3099,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,39,True,more-itertools,conda-forge/more-itertools,,2756.0,35745190.0,192202.0,183518.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8684.0,35589716.0,https://anaconda.org/conda-forge/more-itertools,2023-06-16 13:24:26.433,11657986.0,,,,,1.0,,,,,,,,,,,,,, +54,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-07-04 06:58:40.000,2023-07-02 18:22:40,2814.0,43.0,439,61.0,198.0,59.0,489.0,2412,2023-05-19 08:13:05.062,3.18.0,46.0,141.0,39,True,pycryptodomex,conda-forge/pycryptodomex,,,28778384.0,73312.0,71747.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1565.0,28758539.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1329657.0,,,,,2.0,,,,,,,,,,,,,, +55,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-06-27 14:12:33.000,2023-06-06 19:08:37,1575.0,4.0,429,43.0,619.0,327.0,399.0,2088,2021-07-14 08:19:18.000,2.8.2,24.0,131.0,39,True,python-dateutil,conda-forge/python-dateutil,,34997.0,210308844.0,1102113.0,1098010.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,209774737.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,45903247.0,,,,,1.0,,,,,,,,,,,,,, +56,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-07-05 14:09:06.451,2023-07-04 10:52:46,2705.0,9.0,687,152.0,718.0,566.0,546.0,8439,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,25621878.0,1436.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1436.0,25149369.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,16537817.0,,,,,2.0,,,,,,,,,,,,,, +57,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-07-06 13:05:30.000,2023-07-06 09:06:56,6197.0,207.0,1277,134.0,3571.0,455.0,3729.0,7222,2023-06-22 16:49:04.000,1.5.2,173.0,287.0,38,True,dbt,conda-forge/dbt,,2044.0,129097.0,2949.0,2919.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,125970.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,243153.0,,,,,2.0,,,,,,,,,,dbt,,,, +58,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-07-04 06:55:57.000,2023-07-04 06:55:56,3199.0,34.0,627,83.0,976.0,163.0,1028.0,6592,2022-11-11 16:12:09.790,3.19.0,169.0,206.0,38,True,marshmallow,conda-forge/marshmallow,,,22329153.0,96141.0,85926.0,https://pypi.org/project/marshmallow,2016-09-05 18:17:34.000,10215.0,22306436.0,https://anaconda.org/conda-forge/marshmallow,2023-06-16 13:23:31.231,1862855.0,,,,,2.0,,,,,,,,,,,,,, +59,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-06-27 13:27:04.000,2023-06-26 21:52:30,1672.0,31.0,3142,139.0,843.0,96.0,1159.0,5821,2023-02-16 01:06:58.000,26.1.0,86.0,182.0,38,True,kubernetes,conda-forge/kubernetes,,,13689863.0,1332.0,,https://pypi.org/project/kubernetes,2022-06-22 18:33:29.000,1332.0,13678519.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,431097.0,,,,,3.0,,,,,,,,,,,,,, +60,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-06-16 13:25:17.779,2023-04-18 19:22:32,4081.0,6.0,1221,139.0,1100.0,383.0,1311.0,4024,2023-03-03 10:28:06.959,0.27.0,72.0,386.0,38,True,mongoengine,conda-forge/mongoengine,,,1154785.0,24335.0,20759.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3576.0,1152194.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,215056.0,,,,,2.0,,,,,,,,,,,,,, +61,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-06-26 03:38:30.000,2023-06-07 10:09:12,3047.0,6.0,484,73.0,286.0,20.0,1219.0,2969,2023-04-03 11:33:15.441,2.9.6,56.0,131.0,38,False,psycopg2,psycopg2,,,14093727.0,678134.0,616815.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61299.0,14091376.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,216296.0,,,,,2.0,,,,,,,,,-1.0,,20.0,,, +62,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-07-06 12:42:54.000,2023-07-06 12:42:53,843.0,51.0,105,27.0,257.0,58.0,248.0,1308,2023-05-27 11:13:03.102,3.7.0,46.0,41.0,38,True,anyio,conda-forge/anyio,,,28715743.0,143243.0,142793.0,https://pypi.org/project/anyio,2022-05-13 12:50:47.000,450.0,28544654.0,https://anaconda.org/conda-forge/anyio,2023-06-16 16:17:01.636,7870122.0,,,,,1.0,,,,,,,,,,,,,, +63,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,947,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,True,six,conda-forge/six,,,194337608.0,1870462.0,1735347.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135115.0,193820891.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,44437712.0,,,,,1.0,,,,,,,,,,,,,, +64,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-07-04 15:11:52.000,2023-06-20 15:43:52,2165.0,39.0,257,22.0,739.0,196.0,366.0,606,2023-06-09 17:34:09.999,2023.6.0,69.0,186.0,38,True,fsspec,conda-forge/fsspec,,,110526294.0,53082.0,52524.0,https://pypi.org/project/fsspec,2022-05-19 18:14:36.000,558.0,110283789.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,12852805.0,,,,,1.0,,,,,,,,,,,,,, +65,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1369,380.0,162.0,131.0,171.0,24808,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,6818885.0,24195.0,22483.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1712.0,6810130.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,639144.0,,,,,2.0,,,,,,,,,,,,,, +66,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-07-03 07:10:36.000,2023-05-04 09:47:52,4078.0,4.0,2371,481.0,2271.0,114.0,876.0,16622,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,558817.0,2570.0,2160.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,408.0,558670.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13167.0,,,,,2.0,,,stable/luigi,,,,,,,,2.0,,, +67,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-06-22 23:41:39.000,2023-05-25 18:13:19,1579.0,27.0,1924,464.0,549.0,460.0,1305.0,14121,2023-05-25 18:14:00.894,3.1.0,126.0,136.0,37,True,fabric,conda-forge/fabric,,,3777248.0,79.0,,https://pypi.org/project/fabric,2022-04-07 17:07:25.000,79.0,3776447.0,https://anaconda.org/conda-forge/fabric,2023-06-16 13:21:36.749,66558.0,,,,,3.0,,,,,,,,,,,,,, +68,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-07-04 13:40:56.000,2023-07-04 12:50:24,6797.0,58.0,1739,226.0,3042.0,715.0,2641.0,11786,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,303650.0,9198.0,8900.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,298.0,301266.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,112077.0,,,,,2.0,,,,,,,,,,,,,, +69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-06-16 13:24:41.536,2023-01-15 16:27:26,925.0,,550,228.0,231.0,81.0,249.0,9414,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,416.0,6469949.0,86212.0,84373.0,https://pypi.org/project/uvloop,2021-08-10 19:41:14.000,1839.0,6461148.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,607008.0,,,,,2.0,,,,,,,,,,,,,, +70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-07-06 13:38:50.000,2023-07-05 22:53:40,2510.0,169.0,615,113.0,2691.0,838.0,2880.0,8784,2023-07-04 18:16:09.000,0.22.3,80.0,116.0,37,True,modin,conda-forge/modin-core,,196662.0,958684.0,1113.0,1081.0,https://pypi.org/project/modin,2022-06-25 00:04:51.000,32.0,944952.0,https://anaconda.org/conda-forge/modin-core,2023-07-05 18:07:03.103,250921.0,,,,,2.0,['pandas'],,,,,,,,,,,,, +71,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-06-16 13:17:25.298,2022-11-15 16:25:22,1396.0,,642,134.0,667.0,96.0,398.0,8328,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11832704.0,61928.0,57215.0,https://pypi.org/project/arrow,2022-01-27 15:47:11.000,4713.0,11812826.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,1709528.0,,,,,2.0,,,,,,,,,,,,,, +72,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-06-28 09:29:13.000,2023-06-24 08:02:12,355.0,2.0,367,36.0,222.0,35.0,220.0,6178,2023-02-24 06:47:13.294,1.0.0,44.0,92.0,37,True,python-dotenv,conda-forge/python-dotenv,,,30214037.0,504018.0,495856.0,https://pypi.org/project/python-dotenv,2022-03-24 21:32:35.000,8162.0,30182841.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2495736.0,,,,,1.0,,,,,,,,,,,,,, +73,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-06-16 13:16:53.868,2023-05-14 21:27:17,1441.0,3.0,680,133.0,377.0,166.0,451.0,5871,2023-03-20 09:22:33.000,3.0.0,44.0,144.0,37,True,watchdog,conda-forge/watchdog,,,13352881.0,106830.0,98825.0,https://pypi.org/project/watchdog,2022-06-10 10:28:22.000,8005.0,13325826.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2245591.0,,,,,2.0,,,,,,,,,,,,,, +74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-07-06 13:16:37.000,2023-07-06 12:58:53,2208.0,122.0,623,58.0,1360.0,30.0,919.0,3515,2023-06-14 21:59:06.000,3.2.1,139.0,133.0,37,True,awswrangler,conda-forge/awswrangler,,196718.0,27762780.0,1159.0,1104.0,https://pypi.org/project/awswrangler,2022-06-28 15:58:16.000,55.0,27748186.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,392108.0,,,,,2.0,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +75,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-26 05:05:58.000,2023-06-15 23:29:54,1330.0,16.0,605,121.0,119.0,18.0,864.0,3280,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,10913809.0,66548.0,62678.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3870.0,10876452.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2764438.0,,,,,1.0,,,,,,,,,,,,,, +76,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-07-06 09:52:35.000,2023-07-05 20:08:19,4646.0,100.0,950,107.0,3512.0,1140.0,2759.0,3020,2023-06-23 21:21:09.429,2023.6.0,80.0,431.0,37,True,xarray,conda-forge/xarray,,,3165135.0,1773.0,1.0,https://pypi.org/project/xarray,2022-06-09 14:56:37.000,1772.0,2931000.0,https://anaconda.org/conda-forge/xarray,2023-06-26 15:08:25.737,8428879.0,,,,,2.0,,,,,,,,,,,,,, +77,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-06-25 19:21:06.802,2023-06-25 11:07:42,2628.0,57.0,471,120.0,537.0,274.0,1479.0,2629,2023-06-23 08:09:03.318,0.30.10,155.0,62.0,37,True,xlwings,conda-forge/xlwings,,21005.0,107912.0,29420.0,28785.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,635.0,91062.0,https://anaconda.org/conda-forge/xlwings,2023-06-25 19:21:06.802,624368.0,,,,,1.0,,,,,,,,,,,,,, +78,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-07-05 09:11:37.000,2023-04-02 16:48:18,1600.0,,459,95.0,301.0,183.0,290.0,2394,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,pexpect,conda-forge/pexpect,,4346.0,32412533.0,304288.0,288214.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16074.0,32244493.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,14616329.0,,,,,1.0,,,,,,,,,,,,,, +79,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-06-26 19:24:00.000,2022-09-13 22:22:16,316.0,,453,52.0,244.0,264.0,291.0,2206,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,37,True,pyyaml,conda-forge/pyyaml,,,175928388.0,932041.0,857426.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74615.0,175508511.0,https://anaconda.org/conda-forge/pyyaml,2023-06-16 13:17:29.126,35689627.0,,,,,1.0,,,,,,,,,,,,,, +80,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:01:55.000,2023-06-21 22:01:53,929.0,34.0,229,52.0,153.0,18.0,192.0,1493,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,37,True,greenlet,conda-forge/greenlet,,,60314378.0,269572.0,259228.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10344.0,60216491.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7243688.0,,,,,2.0,,,,,,,,,,,,,, +81,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-16 13:25:18.199,2023-01-29 03:07:44,1874.0,,278,38.0,238.0,198.0,198.0,1168,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,future,conda-forge/future,,,35168472.0,298857.0,281681.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17176.0,35029072.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,11709607.0,,,,,2.0,,,,,,,,,,,,,, +82,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,13.0,312,32.0,326.0,183.0,237.0,1115,2023-05-02 07:31:50.000,0.41.1,214.0,117.0,37,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4773755.0,25381.0,23290.0,https://pypi.org/project/sqlalchemy-utils,2022-07-11 07:34:08.517,2091.0,4767916.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,478841.0,,,,,2.0,,,,,,,,,,,,,, +83,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-07-06 11:56:34.000,2023-06-29 17:08:13,1667.0,28.0,250,54.0,1027.0,71.0,506.0,618,2023-06-27 16:57:07.151,3.11.3,146.0,128.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,31816958.0,21461.0,20372.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1089.0,31743243.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-06-28 07:53:19.601,2653744.0,,,,,2.0,,,,,,,,,,,,,, +84,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-07-04 06:48:25.000,2023-06-22 13:04:24,1961.0,5.0,195,26.0,578.0,91.0,190.0,562,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,147.0,24386185.0,345950.0,331316.0,https://pypi.org/project/traitlets,2016-07-01 09:15:24.000,14634.0,24139762.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,21438013.0,,,,,1.0,,,,,,,,,,,,,, +85,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-06-28 08:12:55.000,2023-06-28 07:14:47,6687.0,438.0,1211,346.0,230.0,51.0,433.0,13235,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,tink-crypto,1085.0,167318.0,52.0,48.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,166979.0,,,,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,324.0,2.0,,,,,,,,,,,,,, +86,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-06-26 17:46:59.000,2023-04-11 15:40:50,389.0,8.0,913,210.0,178.0,148.0,279.0,10894,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,schedule,conda-forge/schedule,,,2244724.0,28231.0,26820.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1411.0,2243881.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,36280.0,,,,,3.0,,,,,,,,,,,,,, +87,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-07-06 13:40:09.000,2023-07-06 11:31:54,2303.0,85.0,802,104.0,1196.0,319.0,1039.0,8496,2023-07-03 12:56:00.843,0.18.11,43.0,195.0,36,True,kedro,,,,368976.0,1796.0,1738.0,https://pypi.org/project/kedro,2019-04-08 14:53:35.000,58.0,368976.0,,,,,,,,2.0,,,,,,,,,,,,,, +88,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-06-16 13:17:10.080,2018-08-27 18:02:16,447.0,,567,162.0,109.0,260.0,184.0,7815,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,docopt,conda-forge/docopt,,,10385030.0,109221.0,96879.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12342.0,10364319.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1801912.0,,,,,2.0,,,,,,,,,,,,,, +89,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-06-16 13:16:09.835,2022-11-04 10:01:12,370.0,,232,45.0,140.0,110.0,138.0,3187,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,110566377.0,713124.0,692180.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20944.0,110301216.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,23069077.0,,,,,2.0,,,,,,,,,,,,,, +90,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,153.0,2977,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,sortedcontainers,conda-forge/sortedcontainers,,,24269695.0,122315.0,120180.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2135.0,24146529.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10345990.0,,,,,1.0,,,,,,,,,,,,,, +91,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-06-16 13:24:40.587,2023-05-31 00:00:47,551.0,5.0,579,97.0,176.0,28.0,303.0,2896,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,103205030.0,618831.0,601731.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17100.0,102819353.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,32011269.0,,,,,2.0,,,,,,,,,,,,,, +92,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-07-06 13:35:51.000,2023-07-06 11:41:51,5655.0,653.0,428,79.0,4354.0,82.0,2099.0,2840,2023-07-05 15:06:54.061,6.0.0,42.0,164.0,36,True,ibis-framework,conda-forge/ibis-framework,,86.0,87286.0,583.0,537.0,https://pypi.org/project/ibis-framework,2018-03-30 23:37:34.000,46.0,79360.0,https://anaconda.org/conda-forge/ibis-framework,2023-07-05 16:38:14.021,293138.0,,,,,2.0,,,,,,,,,,,,,, +93,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-07-04 11:35:50.000,2023-05-16 10:59:01,1496.0,3.0,439,132.0,550.0,296.0,369.0,2309,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,36,True,dateparser,conda-forge/dateparser,,,4116889.0,21890.0,20671.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1219.0,4114912.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,154234.0,,,,,2.0,,,,,,,,,,,,,, +94,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-07-02 22:11:07.672,2023-07-01 18:07:09,1070.0,40.0,409,54.0,285.0,9.0,316.0,2267,2023-06-22 06:12:29.713,2.2.0,36.0,81.0,36,True,mysqlclient,conda-forge/mysqlclient,,5252.0,4047418.0,137156.0,129982.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7174.0,4039753.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,273665.0,,,,,2.0,,,,,,,,,,,,,, +95,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,329,67.0,122.0,18.0,175.0,1584,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,36,True,simplejson,conda-forge/simplejson,,6329.0,18181708.0,127660.0,106787.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20873.0,18144553.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2670086.0,,,,,2.0,,,,,,,,,,,,,, +96,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-07-06 10:35:23.000,2023-06-27 05:27:29,14913.0,293.0,6558,730.0,5350.0,1624.0,3508.0,16837,2023-04-26 15:20:33.000,1.20.0,14.0,578.0,35,True,micropython-_markupbase,,,62679.0,882.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,,,,,2.0,,,,,,,,,,,,,, +97,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-07-06 13:02:07.000,2023-05-02 06:15:57,457.0,27.0,465,69.0,262.0,203.0,164.0,11581,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12368971.0,2279.0,,https://pypi.org/project/typer,2022-07-06 18:56:31.000,2279.0,12331363.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1466732.0,,,,,2.0,,,,,,,,,,,,,, +98,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-06-16 13:21:47.758,2023-06-14 15:11:05,2424.0,5.0,1207,234.0,473.0,146.0,998.0,7818,2022-12-24 01:04:06.789,4.2.5,50.0,175.0,35,True,supervisor,conda-forge/supervisor,,,1252949.0,11332.0,9381.0,https://pypi.org/project/supervisor,2021-12-30 20:46:21.000,1951.0,1249894.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,262800.0,,,,,2.0,,,,,,,,,,,,,, +99,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-06-29 19:30:57.000,2023-06-23 20:43:35,1431.0,9.0,486,139.0,231.0,10.0,443.0,6647,2023-05-15 15:25:45.070,2.0.4,42.0,94.0,35,True,sh,conda-forge/sh,,,4276134.0,15274.0,12666.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2608.0,4273985.0,https://anaconda.org/conda-forge/sh,2023-06-16 13:21:38.984,176218.0,,,,,2.0,,,,,,,,,,,,,, +100,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-06-16 13:20:35.475,2023-03-12 19:26:01,221.0,,461,107.0,93.0,80.0,161.0,5172,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,xmltodict,conda-forge/xmltodict,,,28268368.0,61028.0,55579.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5449.0,28232631.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,2966206.0,,,,,2.0,,,,,,,,,,,,,, +101,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-07-04 19:56:27.000,2023-06-09 14:08:40,574.0,29.0,169,32.0,77.0,3.0,320.0,4715,2023-06-09 14:25:17.760,3.9.1,108.0,19.0,35,True,orjson,conda-forge/orjson,,,10786201.0,49327.0,48414.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,913.0,10765642.0,https://anaconda.org/conda-forge/orjson,2023-06-09 22:59:22.392,801820.0,,,,,2.0,,,,,,,,,,,,,, +102,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-06-16 13:17:29.659,2022-11-03 19:39:10,1206.0,,249,83.0,347.0,114.0,142.0,4275,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,19364116.0,104552.0,101111.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3441.0,19169658.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,16528941.0,,,,,2.0,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-07-03 21:14:15.000,2023-07-03 21:14:11,1171.0,8.0,576,137.0,312.0,35.0,216.0,4253,2023-06-11 17:09:02.366,3.5.0,44.0,121.0,35,True,tablib,conda-forge/tablib,,,1683936.0,60402.0,59135.0,https://pypi.org/project/tablib,2022-04-09 14:18:50.000,1267.0,1682831.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,88462.0,,,,,2.0,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-07-03 21:18:40.000,2023-07-03 21:18:39,881.0,27.0,367,88.0,259.0,25.0,314.0,4101,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,ujson,conda-forge/ujson,,,7485544.0,4359.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4359.0,7430310.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,3811178.0,,,,,2.0,,,,,,,,,,,,,, +105,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-06-16 13:24:30.860,2023-03-01 20:59:31,1023.0,,790,417.0,367.0,148.0,1144.0,3677,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,185.0,2826799.0,10188.0,9215.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,973.0,2826687.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7544.0,,,,,2.0,,,,,,,,,,,,,, +106,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-07-06 10:41:03.000,2023-06-30 09:03:58,839.0,9.0,842,334.0,519.0,260.0,832.0,3312,2023-05-04 18:21:10.000,2.1.1,29.0,107.0,35,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9121604.0,6940.0,6532.0,https://pypi.org/project/confluent-kafka,2017-07-25 21:54:37.000,408.0,9112000.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-06-08 17:39:11.027,729950.0,,,,,2.0,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-06-24 20:28:12.423,2023-06-23 06:28:01,1575.0,28.0,411,88.0,106.0,4.0,162.0,3252,2023-06-23 08:21:06.135,8.13.15,223.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4389046.0,1418.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1418.0,4359344.0,https://anaconda.org/conda-forge/phonenumbers,2023-06-24 20:28:12.423,772258.0,,,,,1.0,,,,,,,,,,,,,, +108,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-07-04 10:38:19.000,2023-07-04 10:38:17,221.0,11.0,143,36.0,58.0,50.0,61.0,2314,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,35,True,aiofiles,conda-forge/aiofiles,,,7874460.0,99796.0,97932.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1864.0,7864075.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,716618.0,,,,,2.0,,,,,,,,,,,,,, +109,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-07-06 02:37:10.000,2023-07-06 02:37:05,988.0,9.0,161,23.0,145.0,164.0,314.0,1939,2022-10-23 22:50:21.000,dill-0.3.6,25.0,43.0,35,True,dill,conda-forge/dill,,290624.0,25113485.0,109050.0,105297.0,https://pypi.org/project/dill,2022-05-20 11:21:11.000,3753.0,25059365.0,https://anaconda.org/conda-forge/dill,2023-06-16 13:17:34.153,4389202.0,,,,,2.0,,,,,,,,,,,,,, +110,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-07-03 15:54:27.000,2023-07-03 15:54:26,423.0,1.0,149,29.0,273.0,82.0,161.0,1394,2023-01-19 09:28:09.524,2.2.1,38.0,56.0,35,True,cloudpickle,conda-forge/cloudpickle,,25.0,28660212.0,85581.0,82775.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2806.0,28505101.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,13649829.0,,,,,2.0,,,,,,,,,-2.0,,,,, +111,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-07-01 16:34:31.000,2023-07-01 16:34:31,734.0,30.0,115,35.0,205.0,50.0,189.0,1228,2023-06-11 23:38:46.083,3.1.1,117.0,65.0,35,True,argcomplete,conda-forge/argcomplete,,290.0,18834480.0,46559.0,44410.0,https://pypi.org/project/argcomplete,2018-02-13 15:41:12.000,2149.0,18819192.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1176975.0,,,,,2.0,,,,,,,,,,,,,, +112,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-07-02 08:05:06.000,2023-06-29 15:14:06,4486.0,29.0,250,60.0,345.0,151.0,535.0,1215,2022-12-23 13:29:42.000,3.8.0,36.0,120.0,35,True,tables,conda-forge/pytables,,173.0,939083.0,49703.0,47204.0,https://pypi.org/project/tables,2021-12-28 21:42:08.000,2499.0,769076.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6120182.0,,,,,2.0,,,,,,,,,,,,,, +113,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-07-05 16:25:46.000,2023-07-05 16:25:45,2020.0,56.0,140,18.0,154.0,51.0,433.0,1065,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,keyring,conda-forge/keyring,,,24213353.0,3995.0,,https://pypi.org/project/keyring,2022-06-08 12:36:04.000,3995.0,24119937.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3362976.0,,,,,3.0,,,,,,,,,,,,,, +114,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-06-16 13:16:27.865,2023-05-06 17:25:38,1519.0,3.0,340,147.0,191.0,60.0,102.0,6228,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,34,True,boltons,conda-forge/boltons,,25.0,3301712.0,5090.0,4674.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,416.0,3273003.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,2469030.0,,,,,2.0,,,,,,,,,,,,,, +115,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-07-04 03:44:10.000,2023-06-10 10:48:45,796.0,3.0,331,65.0,242.0,246.0,274.0,5506,2020-07-24 18:17:05.000,2.1.2,53.0,89.0,34,True,pendulum,conda-forge/pendulum,,138.0,11799974.0,22123.0,20941.0,https://pypi.org/project/pendulum,2020-07-24 18:16:40.000,1182.0,11789462.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,767345.0,,,,,2.0,,,,,,,,,,,,,, +116,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-07-03 03:54:08.000,2023-06-05 08:51:50,1175.0,16.0,313,42.0,467.0,452.0,479.0,3648,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,11.0,84877.0,5890.0,5793.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,97.0,84335.0,https://anaconda.org/conda-forge/tortoise-orm,2023-06-16 19:26:12.766,13551.0,,,,,2.0,,,,,,,,,,,,,, +117,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-07-05 21:43:25.000,2023-07-04 07:59:04,690.0,16.0,276,35.0,473.0,102.0,340.0,3107,2023-03-02 15:20:46.983,3.1.12,81.0,111.0,34,True,dynaconf,conda-forge/dynaconf,,,1681397.0,7023.0,6773.0,https://pypi.org/project/dynaconf,2022-06-06 18:03:52.000,250.0,1679797.0,https://anaconda.org/conda-forge/dynaconf,2023-06-16 19:23:27.559,52817.0,,,,,2.0,,,,,,,,dynaconf/dynaconf,,,,,, +118,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-06-16 13:23:29.896,2021-05-05 20:47:21,1145.0,,230,49.0,261.0,49.0,295.0,2993,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,4690286.0,14942.0,13829.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1113.0,4686367.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,325346.0,,,,,2.0,,,,,,,,,,,,,, +119,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-07-04 02:54:08.000,2023-07-04 02:54:05,1261.0,9.0,185,49.0,308.0,126.0,221.0,2632,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,plumbum,conda-forge/plumbum,,,1161054.0,4794.0,4335.0,https://pypi.org/project/plumbum,2021-12-23 19:58:48.000,459.0,1148774.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,970188.0,,,,,3.0,,,,,,,,,,,,,, +120,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-06-16 13:23:09.631,2023-03-30 18:24:09,324.0,,264,49.0,98.0,36.0,157.0,2353,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5400460.0,47108.0,43864.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3244.0,5397528.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,219912.0,,,,,2.0,,,,,,,,,,,,,, +121,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-07-06 13:57:02.000,2023-07-05 11:48:20,1335.0,206.0,182,43.0,1098.0,58.0,518.0,2332,2023-07-03 11:55:00.835,0.35.0,664.0,64.0,34,True,docarray,conda-forge/docarray,,,146980.0,506.0,495.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,11.0,141097.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,105899.0,,,,,2.0,,,,,,,,docarray/docarray,,,,,, +122,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-06-25 13:33:35.241,2023-06-21 21:21:16,1733.0,14.0,198,88.0,210.0,,,2180,2023-06-21 21:29:27.000,3.2.0,44.0,43.0,34,True,motor,conda-forge/motor,,,896194.0,65216.0,64072.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1144.0,894417.0,https://anaconda.org/conda-forge/motor,2023-06-25 13:33:35.241,58656.0,,,,,2.0,,,,,,,,,,,,,, +123,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-06-23 10:43:33.000,2022-12-29 07:29:09,696.0,,140,44.0,109.0,23.0,144.0,1876,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,55355429.0,302233.0,299940.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2293.0,55020884.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19069093.0,,,,,1.0,,,,,,,,,,,,,, +124,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-06 07:30:54.000,2023-07-06 07:30:49,707.0,8.0,209,44.0,69.0,39.0,135.0,1867,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,wrapt,conda-forge/wrapt,,,78654440.0,11766.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11766.0,78510383.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,11956761.0,,,,,2.0,,,,,,,,,,,,,, +125,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-06-16 13:23:22.471,2023-05-23 16:41:08,852.0,3.0,223,47.0,272.0,8.0,262.0,1763,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,msgpack,conda-forge/msgpack-python,,1106.0,33048361.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,32889758.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,12686984.0,,,,,3.0,,,,,,,,,,,,,, +126,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-07-05 06:50:18.000,2023-07-05 06:50:16,476.0,26.0,257,25.0,113.0,12.0,145.0,1702,2023-06-28 09:05:06.422,2.6.0,40.0,62.0,34,True,emoji,conda-forge/emoji,,,1785503.0,59190.0,57757.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1433.0,1783939.0,https://anaconda.org/conda-forge/emoji,2023-06-28 17:09:26.076,54748.0,,,,,1.0,,,,,,,,,,,,,, +127,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-07-05 19:18:48.000,2023-06-06 21:24:28,6024.0,34.0,520,80.0,1090.0,7.0,,1341,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1116637.0,5891.0,5196.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,695.0,1114340.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,172345.0,,,,,2.0,,,,,,,,,,,,,, +128,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-06-16 13:23:11.709,2023-05-26 20:00:07,1357.0,11.0,158,34.0,158.0,62.0,229.0,1141,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,7976744.0,2363.0,,https://pypi.org/project/jsonpickle,2022-05-11 16:03:32.000,2363.0,7957083.0,https://anaconda.org/conda-forge/jsonpickle,2023-06-16 13:23:11.709,1395941.0,,,,,3.0,,,,,,,,,,,,,, +129,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,60.0,181,28.0,94.0,57.0,140.0,1112,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,34,True,sshtunnel,conda-forge/sshtunnel,,,4995770.0,5936.0,5636.0,https://pypi.org/project/sshtunnel,2020-09-25 15:00:54.000,300.0,4994363.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,115442.0,,,,,3.0,,,,,,,,,,,,,, +130,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-06-16 13:21:18.228,2023-02-12 00:08:39,785.0,,192,42.0,112.0,142.0,269.0,1078,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,30711832.0,25976.0,25286.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,690.0,30671736.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3327971.0,,,,,2.0,,,,,,,,py4j/py4j,,,,,, +131,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-07-06 12:54:34.000,2023-07-03 16:13:24,1964.0,224.0,387,19.0,903.0,108.0,344.0,994,2023-07-03 16:21:54.000,.0.28,56.0,212.0,34,True,holidays,conda-forge/holidays,,185.0,5185632.0,429.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,429.0,5093916.0,https://anaconda.org/conda-forge/holidays,2023-07-03 18:27:08.751,3301747.0,,,,,2.0,,,,,,,,,,,,,, +132,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-07-04 07:49:00.000,2023-07-04 07:48:59,654.0,56.0,122,21.0,250.0,40.0,118.0,968,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,pluggy,conda-forge/pluggy,,,60898754.0,10368.0,,https://pypi.org/project/pluggy,2018-07-28 22:45:29.000,10368.0,60279204.0,https://anaconda.org/conda-forge/pluggy,2023-06-26 10:48:55.333,20445166.0,,,,,2.0,,,,,,,,,,,,,, +133,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-06-16 13:18:04.782,2022-11-25 10:32:48,386.0,,100,24.0,54.0,11.0,93.0,770,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,66729902.0,469491.0,445206.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24285.0,66472538.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,21618625.0,,,,,2.0,,,,,,,,,,,,,, +134,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-06-28 19:37:32.000,2023-06-28 19:37:30,994.0,18.0,226,20.0,359.0,105.0,283.0,698,2023-06-09 17:45:04.039,2023.6.0,59.0,121.0,34,True,s3fs,conda-forge/s3fs,,,120067009.0,14475.0,13877.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,598.0,119999022.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,5846918.0,,,,,2.0,,,,,,,,,,,,,, +135,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-06-27 12:07:53.000,2023-06-27 12:07:48,252.0,19.0,85,13.0,150.0,13.0,82.0,555,2023-06-12 22:04:06.461,3.12.2,61.0,36.0,34,True,filelock,conda-forge/filelock,,,59202181.0,277627.0,275056.0,https://pypi.org/project/filelock,2022-05-31 20:21:36.000,2571.0,59042429.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,13578963.0,,,,,2.0,,,,,,,,,,,,,, +136,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,66.0,232,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,pyasn1,conda-forge/pyasn1,,,115849926.0,377870.0,362887.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14983.0,115703733.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12134035.0,,,,,3.0,,,,,,,,,,,,,, +137,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-06-16 13:18:04.019,2023-05-04 19:39:46,551.0,7.0,122,16.0,211.0,46.0,33.0,174,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,212091803.0,215872.0,211555.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4317.0,211904589.0,https://anaconda.org/conda-forge/s3transfer,2023-06-16 13:18:04.019,15725987.0,,,,,2.0,,,,,,,,,,,,,, +138,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-07-06 09:57:27.000,2023-05-22 23:51:10,520.0,9.0,1914,361.0,449.0,336.0,180.0,30179,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,diagrams,conda-forge/diagrams,,,110245.0,1098.0,1063.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,105906.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,164915.0,,,,,2.0,,,,,,,,,,,,,, +139,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-07-05 19:39:54.000,2023-06-28 01:20:27,2759.0,11.0,581,145.0,471.0,203.0,984.0,10653,2023-05-06 04:09:50.000,1.9.1,218.0,60.0,33,True,dearpygui,,,,27659.0,2062.0,2024.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,27659.0,,,,,,,,2.0,,,,,,,,,,,,,, +140,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-07-06 06:24:08.000,2023-03-20 14:32:03,469.0,,232,49.0,188.0,86.0,141.0,4933,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,33,True,tenacity,conda-forge/tenacity,,,27480410.0,1271.0,,https://pypi.org/project/tenacity,2021-07-12 09:36:20.000,1271.0,27414663.0,https://anaconda.org/conda-forge/tenacity,2023-06-16 13:18:57.691,4865347.0,,,,,2.0,,,,,,,,,,,,,, +141,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-06-16 13:21:36.044,2021-08-21 19:45:33,503.0,,444,98.0,159.0,3.0,,2078,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,xlrd,conda-forge/xlrd,,,21142909.0,170870.0,162453.0,https://pypi.org/project/xlrd,2018-12-15 17:47:45.000,8417.0,21098743.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3356686.0,,,,,2.0,,,,,,,,,,,,,, +142,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-06-29 00:00:32.000,2023-06-29 00:00:30,778.0,19.0,194,61.0,90.0,70.0,284.0,1972,2022-10-26 03:44:13.980,2.8.4,46.0,65.0,33,True,numexpr,conda-forge/numexpr,,320.0,5697840.0,3084.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3084.0,5617418.0,https://anaconda.org/conda-forge/numexpr,2023-06-16 13:25:16.936,6674744.0,,,,,2.0,,,,,,,,,,,,,, +143,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-06-26 18:06:34.000,2023-01-30 20:16:12,9680.0,,894,87.0,1718.0,78.0,115.0,1947,2023-01-09 20:58:01.975,3.7.0,70.0,458.0,33,True,apache-libcloud,,,,130983.0,3891.0,3035.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,856.0,130983.0,,,,,,,,2.0,,,,,,,,,,,,,, +144,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-06-16 15:20:12.000,2022-12-02 19:42:35,380.0,,245,49.0,147.0,54.0,84.0,1932,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,@pypi/chardet,,49323139.0,39191.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39188.0,49052872.0,https://anaconda.org/conda-forge/chardet,2023-06-16 13:21:29.198,20808683.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,25.0,2.0,,,,,,,,,,,,,, +145,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,,168,35.0,158.0,53.0,85.0,1841,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,122412685.0,6934.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6934.0,122227624.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,15545198.0,,,,,3.0,,,,,,,,,,,,,, +146,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-07-06 13:14:27.000,2023-05-10 07:18:57,976.0,1.0,197,28.0,150.0,68.0,183.0,1688,2023-03-17 18:28:33.000,6.3.0,68.0,71.0,33,True,deepdiff,conda-forge/deepdiff,,,9197093.0,8103.0,7350.0,https://pypi.org/project/deepdiff,2022-04-10 06:29:15.000,753.0,9192858.0,https://anaconda.org/conda-forge/deepdiff,2023-06-16 13:22:02.201,292272.0,,,,,1.0,,,,,,,,,,,,,, +147,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-30 09:55:44.000,2023-06-30 09:55:43,681.0,5.0,216,62.0,395.0,123.0,601.0,1430,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,typing,conda-forge/typing,,,8085047.0,5858.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5858.0,8053878.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2742951.0,,,,,2.0,,,,,,,,,,,,,, +148,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-07-05 15:05:02.000,2023-07-05 15:04:57,1793.0,36.0,217,46.0,794.0,264.0,361.0,1172,2023-06-14 14:44:03.868,2.15.0,69.0,87.0,33,True,zarr,conda-forge/zarr,,,322213.0,2805.0,2460.0,https://pypi.org/project/zarr,2022-06-23 08:47:31.000,345.0,254184.0,https://anaconda.org/conda-forge/zarr,2023-06-14 20:28:31.564,2449063.0,,,,,2.0,,,,,,,,,,,,,, +149,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-07-06 11:56:25.000,2023-07-06 11:56:24,490.0,50.0,143,29.0,472.0,5.0,108.0,1026,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,38495719.0,7997.0,,https://pypi.org/project/bcrypt,2022-05-01 17:58:52.000,7997.0,38431954.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3570894.0,,,,,3.0,,,,,,,,,,,,,, +150,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-06-16 13:17:22.442,2023-04-04 11:45:40,1273.0,,96,32.0,203.0,43.0,191.0,908,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,659011.0,43173.0,41537.0,https://pypi.org/project/Bottleneck,2022-07-02 20:04:56.000,1636.0,618062.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3521636.0,,,,,2.0,,,,,,,,,,,,,, +151,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-07-06 11:00:53.000,2023-07-06 11:00:53,1460.0,28.0,176,98.0,701.0,7.0,220.0,809,2023-06-29 11:24:56.000,5.10.0,124.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,165953.0,4957.0,4732.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,225.0,160962.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-06-29 13:43:41.199,184698.0,,,,,2.0,,,,,,,,,,,,,, +152,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-06-29 16:10:22.000,2023-06-26 03:17:34,1108.0,7.0,276,32.0,781.0,5.0,501.0,650,2023-05-20 18:50:38.000,7.1.15,104.0,115.0,33,True,minio,conda-forge/minio,,,1167572.0,5246.0,4834.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,412.0,1164869.0,https://anaconda.org/conda-forge/minio,2023-06-16 16:15:33.628,132477.0,,,,,2.0,,,,,,,,,,,,,, +153,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-06-16 13:14:30.533,2023-04-25 14:03:00,581.0,13.0,101,12.0,108.0,24.0,98.0,442,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,113637916.0,306221.0,299190.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7031.0,113497997.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,11753264.0,,,,,3.0,,,,,,,,,,,,,, +154,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-06-16 13:20:58.043,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,130.0,294,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,50568392.0,108602.0,101547.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7055.0,50457586.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8088877.0,,,,,3.0,,,,,,,,,,,,,, +155,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-06-16 13:24:57.783,2023-04-03 23:11:42,649.0,,71,15.0,31.0,29.0,44.0,266,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,pytz,conda-forge/pytz,,,116120941.0,1642874.0,1560109.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82765.0,115633489.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,41920893.0,,,,,3.0,,,,,,,,,,,,,, +156,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-07-06 14:00:24.000,2023-07-06 14:00:22,7758.0,571.0,483,78.0,2007.0,45.0,378.0,6391,2023-06-28 11:39:35.000,3.6.7,154.0,113.0,32,True,hub,,,,5873.0,416.0,363.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,53.0,5873.0,,,,,,,,2.0,,,,,,,,activeloopai/deeplake,,,,,, +157,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-06-12 22:06:12.645,2023-06-12 18:55:10,694.0,5.0,505,105.0,152.0,14.0,288.0,5950,2023-06-12 19:08:02.174,4.8.0,68.0,81.0,32,True,tinydb,conda-forge/tinydb,,,429683.0,11960.0,11103.0,https://pypi.org/project/tinydb,2022-02-19 16:17:56.000,857.0,426002.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,312958.0,,,,,2.0,,,,,,,,,,,,,, +158,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-07-05 20:34:21.000,2023-03-04 17:45:05,299.0,,557,131.0,187.0,171.0,338.0,5702,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,66759.0,5761.0,5686.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,66759.0,,,,,,,,2.0,,,,,,,,python-eel/Eel,,,,,, +159,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-06-16 13:24:11.575,2023-06-13 22:59:11,1835.0,7.0,589,132.0,329.0,65.0,811.0,5506,2023-02-22 18:29:02.053,1.1.1,37.0,106.0,32,True,csvkit,conda-forge/csvkit,,,149640.0,1760.0,1391.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,369.0,148430.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,91971.0,,,,,2.0,,,,,,,,,,,,,, +160,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-06-23 23:16:18.000,2023-06-23 23:15:11,973.0,10.0,362,85.0,169.0,,582.0,4533,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,86843.0,1387.0,1213.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,174.0,86347.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,31277.0,,,,,2.0,,,,,,,,,,,,,, +161,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,192.0,3434,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,True,keyboard,conda-forge/keyboard,,,515914.0,11952.0,11511.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,441.0,515116.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,19970.0,,,,,3.0,,,,,,,,,,,,,, +162,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-06-26 19:37:23.000,2023-06-26 19:37:22,523.0,8.0,733,68.0,395.0,85.0,400.0,3425,2023-05-24 21:38:33.000,0.17.0,46.0,133.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19239073.0,713.0,,https://pypi.org/project/prometheus_client,2022-04-08 16:07:14.000,713.0,19092885.0,https://anaconda.org/conda-forge/prometheus_client,2023-06-16 13:24:51.366,11841228.0,,,,,3.0,,,,,,,,,,,,,, +163,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,338,273.0,1629.0,108.0,485.0,3278,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,,1017.0,1768035.0,322.0,306.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1762107.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,295480.0,,,,,2.0,"['spark', 'pandas']",,,,,,,,,,,,, +164,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,87.0,77.0,313.0,328.0,3267,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,pony,conda-forge/pony,,59.0,88244.0,3889.0,3534.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,355.0,87059.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,92495.0,,,,,3.0,,,,,,,,,,,,,, +165,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-06-16 16:16:47.757,2023-04-22 06:02:17,441.0,10.0,287,18.0,110.0,11.0,125.0,3144,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,32,True,gdown,conda-forge/gdown,,,1135650.0,18778.0,18441.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,337.0,1131407.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,195218.0,,,,,2.0,,,,,,,,,,,,,, +166,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-06-27 13:17:38.000,2022-12-19 03:14:24,1998.0,,228,48.0,188.0,159.0,352.0,3009,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1022721.0,2283.0,2187.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,96.0,1021495.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,26982.0,,,,,2.0,,,,,,,,,,,,,, +167,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-07-03 14:30:25.000,2023-07-03 14:30:24,1664.0,62.0,100,41.0,1257.0,67.0,345.0,2819,2023-06-27 15:48:01.033,0.21.0,24.0,47.0,32,True,returns,conda-forge/returns,,,96507.0,426.0,369.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,57.0,96279.0,https://anaconda.org/conda-forge/returns,2023-06-27 18:26:27.171,5931.0,,,,,2.0,,,,,,,,,,,,,, +168,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,73.0,2763,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,5514704.0,7604.0,6727.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,877.0,5512576.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,102146.0,,,,,2.0,,,,,,,,,,,,,, +169,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-06-16 13:25:40.684,2023-04-14 13:49:36,454.0,9.0,525,126.0,202.0,61.0,933.0,2694,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,32,False,pyodbc,conda-forge/pyodbc,,,23907580.0,2110.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2110.0,23892697.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1056758.0,,,,,3.0,,,,,,,,,-2.0,,,,, +170,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2602,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,90575.0,1443.0,1329.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,84299.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,514633.0,,,,,2.0,,,,,,,,,,,,,, +171,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,2.0,177,27.0,72.0,5.0,81.0,2462,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,python-decouple,conda-forge/python-decouple,,11.0,1339747.0,106320.0,103011.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3309.0,1338826.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,64514.0,,,,,2.0,,,,,,,,HBNetwork/python-decouple,,,,,, +172,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-07-06 13:48:38.000,2023-07-06 04:39:36,561.0,29.0,197,16.0,532.0,206.0,399.0,2417,2023-05-09 22:05:37.574,0.15.1,68.0,100.0,32,True,pandera,conda-forge/pandera-core,,,894182.0,983.0,914.0,https://pypi.org/project/pandera,2022-05-01 00:31:53.000,69.0,893429.0,https://anaconda.org/conda-forge/pandera-core,2023-06-16 19:23:18.256,24874.0,,,,,2.0,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +173,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-06-20 16:41:45.000,2023-05-26 12:43:27,820.0,3.0,424,42.0,618.0,259.0,361.0,2208,2023-04-26 00:04:01.470,5.5.0,89.0,103.0,32,True,pynamodb,conda-forge/pynamodb,,,2490611.0,1610.0,1450.0,https://pypi.org/project/pynamodb,2022-02-09 20:57:35.000,160.0,2482685.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,372551.0,,,,,3.0,,,,,,,,,,,,,, +174,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-06-16 19:27:43.516,2022-03-15 11:17:01,1020.0,,247,38.0,349.0,137.0,246.0,2063,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2089572.0,13302.0,13219.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,83.0,2089460.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2352.0,,,,,3.0,,,,,,,,,,,,,, +175,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,203,39.0,241.0,41.0,201.0,1772,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,voluptuous,conda-forge/voluptuous,,,2187325.0,14877.0,13547.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1330.0,2183776.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,298137.0,,,,,2.0,,,,,,,,,,,,,, +176,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-07-01 16:07:05.657,2023-05-27 20:35:28,269.0,5.0,141,27.0,47.0,6.0,221.0,1707,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,76182374.0,3301.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3301.0,75942972.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9097296.0,,,,,1.0,,,,,,,,,,,,,, +177,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-06-28 12:27:48.236,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1661,2023-06-27 19:10:33.890,4.7.0,46.0,64.0,32,False,humanize,conda-forge/humanize,,,4493182.0,1961.0,,https://pypi.org/project/humanize,2022-06-30 08:40:54.000,1961.0,4481863.0,https://anaconda.org/conda-forge/humanize,2023-06-28 12:27:48.236,418826.0,,,,,2.0,,,,,,,,,,,,,, +178,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-06-16 19:18:45.040,2022-11-15 21:25:21,970.0,,497,99.0,401.0,142.0,379.0,1647,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,32,True,influxdb,conda-forge/influxdb,,,1693784.0,8482.0,7234.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1248.0,1690664.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,121694.0,,,,,3.0,,,,,,,,,,,,,, +179,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-07-05 17:06:23.000,2023-07-05 17:06:22,1330.0,59.0,229,41.0,561.0,125.0,759.0,1537,2023-06-07 20:48:52.000,1.2.0,99.0,43.0,32,False,sdv,conda-forge/sdv,,,80614.0,250.0,237.0,https://pypi.org/project/sdv,2022-07-01 17:15:22.000,13.0,80029.0,https://anaconda.org/conda-forge/sdv,2023-06-09 04:42:48.816,11116.0,,,,,2.0,,,,,,,,,,,,,, +180,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-07-02 09:28:56.000,2023-07-02 09:28:55,1047.0,13.0,83,17.0,559.0,80.0,430.0,1532,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,32,True,omegaconf,conda-forge/omegaconf,,,4151548.0,15230.0,14932.0,https://pypi.org/project/omegaconf,2022-05-27 21:48:35.000,298.0,4127711.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1001185.0,,,,,2.0,,,,,,,,,,,,,, +181,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-06-16 13:16:58.492,2022-11-23 19:30:21,1274.0,,181,49.0,196.0,80.0,370.0,1131,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,893162.0,3496.0,3412.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,890788.0,https://anaconda.org/conda-forge/petl,2023-06-16 13:16:58.492,194726.0,,,,,2.0,,,,,,,,,,,,http://petl.readthedocs.org,, +182,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,94,68.0,94.0,49.0,59.0,980,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,14186269.0,260017.0,245073.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14944.0,14082758.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9109035.0,,,,,3.0,,,,,,,,,,,,,, +183,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-07-04 14:15:27.000,2023-06-09 21:25:17,1969.0,71.0,131,45.0,407.0,108.0,248.0,907,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,32,True,intake,conda-forge/intake,,,65899.0,1435.0,1322.0,https://pypi.org/project/intake,2022-01-09 22:33:59.000,113.0,58136.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,434767.0,,,,,2.0,,,,,,,,,,,,,, +184,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-06-28 09:23:05.000,2023-06-27 13:03:39,316.0,11.0,131,16.0,143.0,14.0,121.0,783,2023-04-13 01:35:07.000,0.21.1,38.0,45.0,32,True,validators,conda-forge/validators,,,5504668.0,76477.0,74800.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1677.0,5494914.0,https://anaconda.org/conda-forge/validators,2023-06-16 16:19:01.999,429218.0,,,,,2.0,,,,,,,,python-validators/validators,,,,,, +185,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-07-05 23:24:35.000,2023-07-05 23:24:34,353.0,9.0,119,59.0,341.0,50.0,254.0,375,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,32,True,pandas-gbq,conda-forge/pandas-gbq,,337.0,7265587.0,7613.0,7299.0,https://pypi.org/project/pandas-gbq,2022-06-09 14:31:04.000,314.0,7210423.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1820255.0,,,,,3.0,,,,,,,,,,,,,, +186,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-06-16 13:05:53.574,2023-01-15 03:55:53,288.0,,49,15.0,35.0,16.0,22.0,333,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,35640988.0,429380.0,415970.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13410.0,35432701.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,18954160.0,,,,,3.0,,,,,,,,,,,,,, +187,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-06-21 00:17:30.000,2023-02-21 11:02:54,236.0,,426,138.0,238.0,228.0,146.0,10125,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,31,True,sqlmodel,conda-forge/sqlmodel,,,417730.0,6547.0,6413.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,134.0,417143.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,13503.0,,,,,3.0,['pydantic'],,,,,,,,,,,,, +188,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-07-06 03:47:02.000,2023-07-04 22:45:02,6592.0,598.0,596,86.0,1185.0,133.0,570.0,3529,2023-04-12 02:29:00.815,0.3.1,63.0,238.0,31,True,toga,,@pybee/toga,1611.0,2175.0,36.0,,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1985.0,,,,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,11.0,3.0,,,,,,,,,,,,,, +189,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-06-16 16:14:12.226,2023-05-24 07:33:50,320.0,1.0,244,51.0,193.0,138.0,185.0,3465,2022-12-18 09:18:01.579,0.7.0,41.0,53.0,31,True,databases,conda-forge/databases,,,375376.0,19480.0,19351.0,https://pypi.org/project/databases,2022-05-30 16:08:56.000,129.0,371910.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,183700.0,,,,,3.0,,,,,,,,,,,,,, +190,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,199.0,943.0,264.0,501.0,3151,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,blaze,conda-forge/blaze,,,7969.0,9921.0,9103.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,5128.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201744.0,,,,,3.0,,,,,,,,,,,,,, +191,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-07-06 14:00:35.000,2023-07-03 17:42:05,5772.0,243.0,309,41.0,1471.0,32.0,175.0,2943,2023-07-04 10:47:41.649,0.41.0,96.0,70.0,31,True,zenml,,,1.0,6016.0,112.0,110.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,2.0,6016.0,,,,,,,,2.0,,,,,,,,,,,,,, +192,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-06-16 16:16:00.762,2021-08-17 21:08:10,1420.0,,290,63.0,304.0,107.0,238.0,2562,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,schematics,conda-forge/schematics,,,147656.0,1915.0,1528.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,147123.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25606.0,,,,,3.0,,,,,,,,,,,,,, +193,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-06-30 02:00:27.000,2023-06-30 01:59:37,218.0,4.0,267,50.0,58.0,43.0,111.0,2031,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,31,True,datasketch,,,19.0,999198.0,873.0,812.0,https://pypi.org/project/datasketch,2021-12-16 06:00:34.000,61.0,999198.0,,,,,,,,3.0,,,,,,,,,,,,,, +194,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,5.0,212,47.0,177.0,55.0,336.0,1442,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1338181.0,2000.0,1909.0,https://pypi.org/project/pygsheets,2021-02-05 22:34:35.000,91.0,1338181.0,,,,,,,,3.0,,,,,,,,,,,,,, +195,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-06-16 13:25:19.012,2023-02-24 16:19:12,264.0,,100,34.0,67.0,3.0,64.0,1350,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,11521879.0,2824.0,,https://pypi.org/project/python-slugify,2022-04-27 16:08:59.000,2824.0,11502279.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1607233.0,,,,,2.0,,,,,,,,,,,,,, +196,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-07-05 12:44:41.000,2023-06-29 15:33:48,1205.0,94.0,128,21.0,732.0,54.0,325.0,1128,2023-06-04 16:00:40.488,8.0.0,54.0,58.0,31,True,copier,,,,57453.0,463.0,442.0,https://pypi.org/project/copier,2022-06-13 09:59:15.000,21.0,57453.0,,,,,,,,3.0,,,,,,,,,,,,,, +197,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-07-04 06:46:07.000,2023-06-17 13:42:03,486.0,17.0,81,24.0,244.0,30.0,66.0,1090,2022-11-22 23:32:02.583,2.0.1,33.0,32.0,31,True,cleo,conda-forge/cleo,,,12017170.0,15611.0,15376.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,235.0,12008801.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,493811.0,,,,,3.0,,,,,,,,python-poetry/cleo,,,,,, +198,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,246,18.0,212.0,26.0,301.0,851,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,31,True,fastcore,conda-forge/fastcore,,,592547.0,4125.0,3846.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,279.0,589986.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,48667.0,,,,,3.0,,,,,,,,,,,,,, +199,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-07-05 16:22:53.000,2023-07-05 16:22:52,929.0,74.0,100,23.0,90.0,22.0,82.0,837,2023-07-04 14:19:04.678,7.0.0,49.0,51.0,31,True,inflect,conda-forge/inflect,,,3074539.0,978.0,,https://pypi.org/project/inflect,2022-05-01 18:29:04.000,978.0,3065623.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,329916.0,,,,,2.0,,,,,,,,,,,,,, +200,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-06-29 00:00:05.000,2023-06-28 00:03:10,1149.0,13.0,81,17.0,726.0,15.0,121.0,350,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,4156.0,69181836.0,3173.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3173.0,69050745.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,9697108.0,,,,,2.0,,,,,,,,,,,,,, +201,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-07-04 10:40:32.000,2023-07-03 23:06:44,788.0,37.0,60,22.0,392.0,157.0,245.0,333,2023-03-14 09:22:38.000,1.13.0,74.0,34.0,31,True,param,conda-forge/param,,,425702.0,7468.0,7330.0,https://pypi.org/project/param,2017-04-26 13:48:49.000,138.0,409326.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1228257.0,,,,,3.0,,,,,,,,,,,,,, +202,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:07:57.000,2023-05-31 09:44:31,300.0,14.0,56,7.0,68.0,3.0,77.0,169,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,29521914.0,3737.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3737.0,29495771.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2222236.0,,,,,3.0,,,,,,,,,,,,,, +203,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-07-05 21:55:48.000,2023-07-04 19:21:01,752.0,18.0,46,44.0,629.0,37.0,162.0,53,2023-06-08 22:10:14.951,2.19.0,72.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4092681.0,2962.0,2953.0,https://pypi.org/project/google-cloud-bigtable,2017-11-02 20:09:23.000,9.0,4090938.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-06-09 04:10:20.956,88925.0,,,,,3.0,,,,,,,,,,,,,, +204,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2018-06-07 13:52:28.873,2023-07-05 16:22:32.000,2023-07-05 16:22:30,804.0,25.0,36,12.0,49.0,3.0,229.0,47,2023-02-17 22:33:05.683,5.12.0,61.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,51496410.0,1121.0,,https://pypi.org/project/importlib-resources,2018-11-01 17:42:19.000,1121.0,51275925.0,https://anaconda.org/conda-forge/importlib_resources,2023-06-16 16:08:58.224,13449590.0,,,,,2.0,,,,,,,,,,,,,, +205,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-07-05 16:22:38.000,2023-07-05 16:22:37,627.0,25.0,35,4.0,36.0,4.0,56.0,38,2023-02-25 02:18:04.386,3.15.0,45.0,21.0,31,False,zipp,conda-forge/zipp,,,133353911.0,3934.0,,https://pypi.org/project/zipp,2023-02-25 02:18:04.386,3934.0,132807242.0,https://anaconda.org/conda-forge/zipp,2023-06-16 16:07:26.860,28973506.0,,,,,3.0,,,,,,,,,,,,,, +206,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6985,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,records,conda-forge/records,,,220914.0,1218.0,1041.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,220593.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24142.0,,,,,3.0,,,,,,,,,,,,,, +207,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-06-16 16:15:57.668,2023-02-17 21:58:39,2685.0,,847,173.0,737.0,21.0,959.0,5522,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1041.0,28833.0,348.0,336.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,27923.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,43083.0,,,,,2.0,,,,,,,,,,,,,, +208,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5049,,,26.0,28.0,30,False,pdfminer,conda-forge/pdfminer,,,191643.0,4899.0,4093.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,806.0,191264.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,31539.0,,,,,2.0,,,,,,,,,,,,,, +209,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512,91.0,181.0,11.0,420.0,4927,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,425490.0,3345.0,3082.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,263.0,415958.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,467080.0,,,,,1.0,,,,,,,,,,,,,, +210,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-06-16 19:25:17.864,2023-01-30 08:55:46,707.0,,293,102.0,135.0,35.0,260.0,4581,2023-01-30 08:58:00.754,1.6.0,56.0,76.0,30,True,dataset,conda-forge/dataset,,,68647.0,3713.0,3138.0,https://pypi.org/project/dataset,2021-12-16 10:12:08.000,575.0,68429.0,https://anaconda.org/conda-forge/dataset,2023-06-16 19:25:17.864,6122.0,,,,,3.0,,,,,,,,,,,,,, +211,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-06-30 15:42:00.000,2023-06-30 12:50:12,1155.0,21.0,583,176.0,459.0,95.0,476.0,2982,2023-05-16 09:35:39.748,1.81.2,93.0,82.0,30,False,arctic,conda-forge/arctic,,206.0,6497.0,256.0,223.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,33.0,5937.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,27941.0,,,,,3.0,,,,,,,,,,,,,, +212,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-07-03 10:41:11.000,2023-07-02 21:24:27,1012.0,1.0,351,48.0,371.0,80.0,308.0,2900,2022-12-12 07:24:03.639,6.3.0,55.0,102.0,30,True,smart-open,conda-forge/smart_open,,,13217194.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,13193574.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,1913239.0,,,,,2.0,,,,,,,,,3.0,,,,, +213,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2370,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,addict,conda-forge/addict,,20.0,2356256.0,6279.0,5912.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,367.0,2351443.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,404339.0,,,,,2.0,,,,,,,,,,,,,, +214,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-07-06 02:08:06.000,2023-07-06 01:58:47,700.0,67.0,98,32.0,937.0,15.0,349.0,2301,2023-07-04 19:33:13.000,1.2.1,263.0,21.0,30,True,whylogs,,,39.0,68768.0,138.0,133.0,https://pypi.org/project/whylogs,2022-03-31 09:53:27.000,5.0,68767.0,,,,,,,,2.0,,,,,,,,,,,,,, +215,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-06-16 13:24:46.417,2022-10-18 10:59:07,785.0,,172,44.0,217.0,103.0,271.0,1864,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1763435.0,590.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,590.0,1754395.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,632846.0,,,,,3.0,,,,,,,,,,,,,, +216,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-07-03 18:15:17.000,2023-06-20 15:54:36,2284.0,38.0,175,40.0,370.0,27.0,261.0,1821,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,pyscaffold,conda-forge/pyscaffold,,,275875.0,58.0,,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,58.0,270339.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,171618.0,,,,,3.0,,,,,,,,,,,,,, +217,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,13.0,149,94.0,1931.0,160.0,1335.0,1714,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,30,True,datatable,conda-forge/datatable,,2068.0,73059.0,22.0,,https://pypi.org/project/datatable,2018-05-08 01:27:26.000,22.0,72335.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,21574.0,,,,,3.0,,,,,,,,,,,,,, +218,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-06-29 16:05:07.000,2023-06-29 16:05:06,1028.0,4.0,312,71.0,396.0,100.0,365.0,1463,2023-06-23 21:51:00.000,0.23.0,14.0,83.0,30,True,mleap,conda-forge/mleap,,,144579.0,235.0,212.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,23.0,142728.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,70373.0,,,,,2.0,,,,,,,,,,,,,, +219,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-06-30 13:35:50.000,2023-06-30 09:48:45,521.0,14.0,68,18.0,181.0,34.0,86.0,1130,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,30,True,questionary,conda-forge/questionary,,,982001.0,9549.0,9224.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,980665.0,https://anaconda.org/conda-forge/questionary,2023-06-16 19:23:58.654,41420.0,,,,,3.0,,,,,,,,,,,,,, +220,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-07-05 00:03:51.000,2023-06-27 07:29:17,763.0,49.0,42,13.0,211.0,10.0,82.0,1107,2023-06-17 20:40:00.830,0.31.0,60.0,5.0,30,True,python-benedict,conda-forge/python-benedict,,,586070.0,1451.0,1426.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,25.0,581912.0,https://anaconda.org/conda-forge/python-benedict,2023-06-17 21:36:17.178,133087.0,,,,,2.0,,,,,,,,,,,,,, +221,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,306,52.0,210.0,28.0,265.0,1086,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,redis-py-cluster,,,3783.0,1876585.0,1841.0,1624.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,217.0,1876549.0,,,,,,,,3.0,,,,,,,,,,,,,, +222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-07-04 18:50:22.000,2023-07-03 18:25:59,580.0,30.0,133,22.0,466.0,40.0,243.0,874,2023-04-23 16:17:01.440,0.12.1,42.0,42.0,30,True,aiocache,,,6.0,240822.0,1920.0,1804.0,https://pypi.org/project/aiocache,2017-07-23 17:43:22.000,116.0,240822.0,,,,,,,,2.0,,,,,,,,,,,,,, +223,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-06-16 16:13:42.471,2023-06-03 15:37:29,1177.0,1.0,353,74.0,21.0,40.0,602.0,861,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2489841.0,7754.0,7436.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2481954.0,https://anaconda.org/conda-forge/cx_oracle,2023-06-16 16:13:42.471,425923.0,,,,,3.0,,,,,,,,,,,,,, +224,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-25 20:17:17.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,821,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,30,True,anytree,conda-forge/anytree,,,587766.0,16687.0,16373.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,314.0,586999.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,29942.0,,,,,2.0,,,,,,,,,,,,,, +225,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,9.0,46,16.0,75.0,1.0,86.0,769,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,natsort,conda-forge/natsort,,,3221965.0,22100.0,20917.0,https://pypi.org/project/natsort,2018-04-21 03:59:11.000,1183.0,3181197.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1304593.0,,,,,3.0,,,,,,,,,,,,,, +226,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-06-24 07:20:44.000,2020-10-21 17:48:31,219.0,,76,15.0,258.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12654753.0,41715.0,39679.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2036.0,12583538.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5412386.0,,,,,2.0,,,,,,,,,,,,,, +227,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-06-28 02:56:48.000,2023-06-28 02:55:38,367.0,32.0,113,15.0,91.0,69.0,123.0,650,2023-06-27 20:30:59.000,1.5.5,27.0,52.0,30,True,configargparse,conda-forge/configargparse,,,2530803.0,13621.0,12161.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1460.0,2509139.0,https://anaconda.org/conda-forge/configargparse,2023-06-27 22:39:32.466,628282.0,,,,,3.0,,,,,,,,,,,,,, +228,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-07-04 08:44:20.000,2023-07-04 08:44:19,511.0,19.0,329,35.0,256.0,37.0,123.0,641,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,210070.0,4347.0,3066.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1281.0,209797.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21088.0,,,,,3.0,,,,,,,,,,,,,, +229,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,512,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,scandir,conda-forge/scandir,,,3859239.0,16962.0,14780.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2182.0,3843410.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1329687.0,,,,,3.0,,,,,,,,,,,,,, +230,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-06-16 13:15:39.073,2022-03-13 00:04:41,186.0,,49,8.0,43.0,18.0,21.0,128,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,isodate,conda-forge/isodate,,,67630101.0,45041.0,42842.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2199.0,67580139.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4396658.0,,,,,3.0,,,,,,,,,,,,,, +231,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,,4496,641.0,745.0,197.0,100.0,22715,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,7542.0,106.0,90.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7483.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1608.0,,,,,3.0,,,,,,,,,,,,,, +232,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-07-01 18:46:39.000,2022-05-08 04:08:19,743.0,,945,275.0,291.0,152.0,459.0,17701,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,gooey,conda-forge/gooey,,458.0,6305.0,854.0,779.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,75.0,4918.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,68900.0,,,,,3.0,,,,,,,,,,,,,, +233,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-06-16 13:20:19.053,2022-12-08 17:33:49,3607.0,,593,142.0,967.0,495.0,772.0,7941,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,29,True,vaex,conda-forge/vaex,,262.0,43299.0,558.0,534.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,41204.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,169582.0,,,,,3.0,,,,,,,,,,,,,, +234,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,142.0,293.0,282.0,241.0,6568,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,faust,,,,24786.0,1615.0,1585.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,24786.0,,,,,,,,3.0,,,,,,,,,,,,,, +235,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-06-16 16:08:33.392,2023-04-16 13:04:15,1085.0,1.0,242,65.0,83.0,25.0,265.0,3351,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,29,True,asciimatics,conda-forge/asciimatics,,,74224.0,988.0,873.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,115.0,72051.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,136952.0,,,,,3.0,,,,,,,,,,,,,, +236,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-06-27 04:43:13.000,2023-06-27 04:43:13,3020.0,28.0,210,28.0,274.0,121.0,750.0,3104,2023-06-02 03:12:00.509,0.22.4,111.0,75.0,29,True,ploomber,conda-forge/ploomber,,,7062.0,90.0,85.0,https://pypi.org/project/ploomber,2022-07-04 15:54:06.000,5.0,4374.0,https://anaconda.org/conda-forge/ploomber,2023-06-02 04:46:56.471,67204.0,,,,,3.0,,,,,,,,,,,,,, +237,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,1.0,139,74.0,52.0,6.0,71.0,3101,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,funcy,conda-forge/funcy,,,1366242.0,8620.0,8016.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,604.0,1361744.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,350890.0,,,,,3.0,,,,,,,,,,,,,, +238,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2733,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,,,228774.0,6104.0,5951.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,153.0,226959.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,58100.0,,,,,3.0,"['sklearn', 'pandas']",,,,,,,,,,,,, +239,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-06-24 15:26:31.000,2023-06-24 15:26:30,816.0,6.0,637,143.0,446.0,135.0,396.0,2674,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,pandas-datareader,conda-forge/pandas-datareader,,,396862.0,838.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,838.0,392887.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,298169.0,,,,,3.0,,,,,,,,,6.0,,,,, +240,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-06-18 13:17:48.000,2023-05-15 20:46:13,3835.0,20.0,308,32.0,310.0,135.0,534.0,2343,2023-05-15 21:07:09.000,2.7,208.0,91.0,29,True,pyinfra,,,,21928.0,93.0,82.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,21928.0,,,,,,,,3.0,,,,,,,,,,,,,, +241,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-06-16 16:16:49.028,2023-04-04 06:37:59,1001.0,,59,23.0,98.0,113.0,66.0,1705,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1002315.0,1198.0,1094.0,https://pypi.org/project/glom,2022-01-24 09:34:02.000,104.0,1001811.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,23226.0,,,,,3.0,,,,,,,,,,,,,, +242,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,132,32.0,80.0,34.0,54.0,1396,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,831732.0,10442.0,8939.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1503.0,828072.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,270897.0,,,,,3.0,,,,,,,,,,,,,, +243,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-07-06 00:16:41.000,2023-07-06 00:16:40,621.0,12.0,56,15.0,222.0,3.0,52.0,1309,2023-01-02 18:35:41.085,0.22.1,41.0,14.0,29,True,bidict,conda-forge/bidict,,,1827653.0,15114.0,14633.0,https://pypi.org/project/bidict,2022-03-23 22:21:10.000,481.0,1824015.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,298356.0,,,,,3.0,,,,,,,,,,,,,, +244,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,5.0,57,26.0,40.0,85.0,71.0,1243,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,29,True,strictyaml,conda-forge/strictyaml,,,536348.0,1869.0,1632.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,237.0,533120.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,203365.0,,,,,3.0,,,,,,,,,,,,,, +245,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,1.0,218,48.0,178.0,22.0,760.0,1180,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,py2neo,conda-forge/py2neo,,,183028.0,636.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,636.0,182214.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,59452.0,,,,,3.0,,,,,,,,,,,,,, +246,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,73.0,80,14.0,130.0,35.0,96.0,851,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,29,True,mss,conda-forge/python-mss,,,601897.0,243.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,243.0,601178.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,26609.0,,,,,3.0,,,,,,,,,,,,,, +247,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,6.0,80,25.0,51.0,6.0,39.0,684,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,29,True,munch,conda-forge/munch,,,3285428.0,834.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,834.0,1552306.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3466245.0,,,,,3.0,,,,,,,,,,,,,, +248,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,669,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,7841090.0,9660.0,8428.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1232.0,7839138.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,160089.0,,,,,3.0,,,,,,,,,,,,,, +249,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-06-16 16:14:14.789,2023-04-20 12:56:54,294.0,2.0,32,12.0,65.0,3.0,25.0,366,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,29,True,srsly,conda-forge/srsly,,,3621629.0,30052.0,29774.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,3598291.0,https://anaconda.org/conda-forge/srsly,2023-06-16 16:14:14.789,1236917.0,,,,,3.0,,,,,,,,,,,,,, +250,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-06-16 13:16:17.227,2022-09-06 13:48:27,162.0,,43,29.0,52.0,5.0,35.0,182,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,9710182.0,8854.0,8491.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,363.0,9706148.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,350963.0,,,,,3.0,,,,,,,,,,,,,, +251,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-07-02 18:26:47.000,2023-07-02 18:26:45,1862.0,11.0,586,131.0,1272.0,207.0,1060.0,7296,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,28,True,hydra,conda-forge/hydra-core,,,24853.0,8.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8084.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,687560.0,,,,,3.0,,,,,,,,,,,,,, +252,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2577,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,25028.0,2262.0,2217.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,25028.0,,,,,,,,3.0,,,,,,,,,,,,,, +253,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-06-13 21:26:28.294,2023-06-13 03:03:37,478.0,4.0,101,31.0,81.0,11.0,124.0,2302,2023-06-13 03:05:02.225,1.3.5,85.0,17.0,28,True,swifter,conda-forge/swifter,,,287276.0,1054.0,1013.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,41.0,283089.0,https://anaconda.org/conda-forge/swifter,2023-06-13 21:26:28.294,213580.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +254,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-07-02 18:04:28.000,2023-06-29 14:07:50,5596.0,40.0,504,109.0,920.0,588.0,935.0,2016,2023-06-08 01:40:26.000,wxPython-4.2.1,13.0,128.0,28,False,wx,conda-forge/wxpython,,3245.0,9113.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-06-16 13:22:13.480,661601.0,,,,,3.0,,,,,,,,,,,,,, +255,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1879,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8273774.0,2194.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2194.0,8256833.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1389176.0,,,,,3.0,,,,,,,,,,,,,, +256,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-06-16 19:19:13.290,2023-04-17 20:41:44,153.0,1.0,116,23.0,106.0,49.0,42.0,1832,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,356112.0,6484.0,6399.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,85.0,355630.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,18322.0,,,,,3.0,,,,,,,,,,,,,, +257,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1250,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,,,1468130.0,2246.0,2165.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1453491.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,365992.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +258,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-07-05 20:08:21.000,2023-07-01 10:01:30,762.0,14.0,53,16.0,418.0,170.0,163.0,1213,2023-07-01 10:01:24.000,0.9.1,30.0,24.0,28,True,prisma,,,,23727.0,304.0,299.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,5.0,23727.0,,,,,,,,3.0,,,,,,,,,,,,,, +259,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-07-05 16:22:45.000,2023-07-05 16:22:44,1184.0,25.0,141,40.0,81.0,3.0,128.0,1054,2023-01-31 16:28:20.612,15.1.2,18.0,49.0,28,True,path,conda-forge/path,,,1022604.0,129.0,,https://pypi.org/project/path,2022-01-07 02:04:26.000,129.0,1012898.0,https://anaconda.org/conda-forge/path,2023-06-16 16:19:49.532,417393.0,,,,,3.0,,,,,,,,,,,,,, +260,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-07-02 21:18:34.000,2023-06-28 22:35:11,1697.0,36.0,71,14.0,402.0,99.0,227.0,1053,2023-06-28 22:44:00.752,0.116.0,236.0,40.0,28,True,piccolo,,,,17231.0,275.0,266.0,https://pypi.org/project/piccolo,2022-07-06 21:02:22.000,9.0,17231.0,,,,,,,,3.0,,,,,,,,,,,,,, +261,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-07-02 17:11:55.000,2023-06-05 14:52:29,167.0,19.0,86,27.0,39.0,5.0,69.0,802,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,28,False,email-validator,conda-forge/email-validator,,,7185394.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,7182908.0,https://anaconda.org/conda-forge/email-validator,2023-06-16 19:20:56.493,89499.0,,,,,3.0,,,,,,,,,,,,,, +262,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,603,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,True,happybase,conda-forge/happybase,,,78429.0,989.0,761.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,228.0,76667.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,149819.0,,,,,3.0,,,,,,,,,,,,,, +263,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,565,,,8.0,12.0,28,False,dataclasses,conda-forge/dataclasses,,,10162586.0,56611.0,54351.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2260.0,9994643.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10412498.0,,,,,3.0,,,,,,,,,,,,,, +264,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-06-16 13:22:23.807,2023-05-03 19:47:11,818.0,2.0,136,25.0,105.0,65.0,59.0,507,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,297400.0,6014.0,4664.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1350.0,296476.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,70225.0,,,,,3.0,,,,,,,,,,,,,, +265,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-06-16 13:23:16.139,2023-06-16 06:52:40,694.0,5.0,44,11.0,76.0,12.0,92.0,481,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,python-rapidjson,conda-forge/python-rapidjson,,,1149352.0,4445.0,4185.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,260.0,1133342.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1248853.0,,,,,3.0,,,,,,,,,,,,,, +266,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-06-16 13:25:05.988,2022-08-26 08:23:03,611.0,,134,13.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,233.0,194187.0,7006.0,4625.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2381.0,191669.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,209822.0,,,,,3.0,,,,,,,,,,,,,, +267,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,16.0,87.0,67.0,96.0,294,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,configobj,conda-forge/configobj,,133.0,2477328.0,30539.0,27162.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3377.0,2466225.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,666142.0,,,,,3.0,,,,,,,,,,,,,, +268,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,8.0,37,8.0,28.0,24.0,29.0,236,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10347105.0,2763.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2763.0,10195554.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,10002397.0,,,,,3.0,,,,,,,,,,,,,, +269,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,28,False,tabulator,conda-forge/tabulator-py,,,209856.0,1142.0,1069.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,209128.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53192.0,,,,,3.0,,,,,,,,,,,,,, +270,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,9794711.0,46022.0,38038.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7984.0,9779669.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1248564.0,,,,,3.0,,,,,,,,,,,,,, +271,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,54,104.0,266.0,,248.0,162,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,cloudant,conda-forge/cloudant,,,106264.0,2389.0,2099.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,104961.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,106861.0,,,,,3.0,,,,,,,,,,,,,, +272,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-07-03 14:05:13.000,2022-03-10 10:33:50,585.0,,506,84.0,244.0,99.0,129.0,3546,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,136700.0,125.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,125.0,136444.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21009.0,,,,,3.0,,,,,,,,,3.0,,,,, +273,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,3.0,189,30.0,52.0,75.0,124.0,3146,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,,,305621.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,304723.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,22463.0,,,,,3.0,"['pandas', 'jupyter']",,,,,,,,,,,,, +274,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3133,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,True,flexx,conda-forge/flexx,,,1688.0,150.0,129.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,494.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,100352.0,,,,,3.0,,,,,,,,,,,,,, +275,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2510.0,199.0,163.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2510.0,,,,,,,,3.0,,,,,,,,,,,,,, +276,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,127,30.0,74.0,35.0,69.0,1038,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,224225.0,3592.0,3376.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,216.0,222853.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,76853.0,,,,,3.0,,,,,,,,,,,,,, +277,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,948,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,bcolz,conda-forge/bcolz,,,18244.0,2423.0,1916.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,13909.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,333815.0,,,,,3.0,,,,,,,,,,,,,, +278,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,118,18.0,62.0,25.0,104.0,811,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,568364.0,2052.0,1939.0,https://pypi.org/project/pyahocorasick,2022-05-04 14:25:29.000,113.0,565469.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,194002.0,,,,,3.0,,,,,,,,,,,,,, +279,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-07-01 19:58:53.000,2023-06-22 22:14:53,1371.0,46.0,48,17.0,134.0,3.0,13.0,690,2023-06-22 22:41:04.790,1.3.2,70.0,4.0,27,True,ubelt,conda-forge/ubelt,,,15967.0,2820.0,2762.0,https://pypi.org/project/ubelt,2022-07-01 03:06:55.000,58.0,13454.0,https://anaconda.org/conda-forge/ubelt,2023-06-26 09:45:21.229,55294.0,,,,,3.0,,,,,,,,,,,,,, +280,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-07-03 18:45:17.000,2023-07-03 18:44:33,9912.0,55.0,43,14.0,9.0,6.0,8.0,478,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,27,True,pandas-summary,,,,78290.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,78290.0,,,,,,,,3.0,['pandas'],,,,,,,polyaxon/traceml,,,,,, +281,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-06-26 22:34:58.000,2023-06-26 00:43:42,6164.0,188.0,30,10.0,240.0,34.0,533.0,347,2023-06-25 04:41:46.000,1.4.6,183.0,21.0,27,True,static-frame,conda-forge/static-frame,,,11429.0,20.0,18.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,4102.0,https://anaconda.org/conda-forge/static-frame,2023-06-25 18:40:27.043,278462.0,,,,,3.0,,,,,,,,static-frame/static-frame,,,,,, +282,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,ptyprocess,conda-forge/ptyprocess,,,33181070.0,13014.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13014.0,33023086.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,13744637.0,,,,,3.0,,,,,,,,,,,,,, +283,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-07-06 07:29:56.000,2023-07-04 05:04:11,491.0,1.0,26,6.0,46.0,4.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,15.0,27,False,pathlib2,conda-forge/pathlib2,,,6646774.0,61287.0,56994.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4293.0,6617119.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2491101.0,,,,,3.0,,,,,,,,,,,,,, +284,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,150.0,292.0,119.0,175.0,6085,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,True,powerline-shell,,,,3377.0,104.0,100.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3377.0,,,,,,,,3.0,,,,,,,,,,,,,, +285,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-07-02 13:32:36.000,2023-06-12 10:56:25,282.0,7.0,227,29.0,129.0,83.0,112.0,2394,2023-01-07 01:51:08.612,1.41.0,83.0,25.0,26,True,img2dataset,,,1158.0,24906.0,54.0,53.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,24856.0,,,,,,,,3.0,,,,,,,,,,,,,, +286,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-06-16 16:11:49.001,2023-02-22 03:50:44,49.0,,100,35.0,99.0,20.0,138.0,2224,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,38.0,1532210.0,325.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,325.0,1525412.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,428286.0,,,,,3.0,,,,,,,,,,,,,, +287,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-06-23 12:52:45.000,2023-05-31 14:47:15,525.0,2.0,121,48.0,53.0,11.0,121.0,2187,2021-01-12 19:21:07.000,1.4.3,14.0,28.0,26,True,pyfunctional,,,,250682.0,655.0,636.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,250682.0,,,,,,,,3.0,,,,,,,,,,,,,, +288,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-06-07 18:26:11.000,2023-05-24 18:39:09,2701.0,7.0,132,51.0,297.0,46.0,190.0,1483,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,637.0,4624.0,298.0,215.0,https://pypi.org/project/enaml,2022-06-13 19:19:59.000,83.0,2404.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,150385.0,,,,,3.0,,,,,,,,,,,,,, +289,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-06-16 16:11:57.246,2022-11-18 21:43:07,115.0,,53,24.0,62.0,16.0,33.0,1041,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1204771.0,6016.0,5902.0,https://pypi.org/project/immutables,2022-05-22 07:46:18.000,114.0,1189847.0,https://anaconda.org/conda-forge/immutables,2023-06-16 16:11:57.246,925298.0,,,,,3.0,,,,,,,,,,,,,, +290,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-06-26 05:03:57.000,2023-06-26 05:03:55,669.0,21.0,44,22.0,507.0,5.0,33.0,711,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,381409.0,109.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,109.0,381120.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14191.0,,,,,3.0,,,,,,,,,,,,,, +291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,467,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,pyscreenshot,,,,461986.0,2482.0,2224.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,258.0,461986.0,,,,,,,,3.0,,,,,,,,,,,,,, +292,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,28322.0,14175.0,14159.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28108.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,4715.0,,,,,3.0,,,,,,,,,,,,,, +293,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,11.0,50.0,21.0,35.0,306,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,18113155.0,304.0,,https://pypi.org/project/typing_inspect,2021-06-07 16:12:08.000,304.0,18083244.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1525480.0,,,,,3.0,,,,,,,,,,,,,, +294,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-06-16 16:18:51.234,2023-04-20 13:13:11,123.0,2.0,22,9.0,48.0,4.0,7.0,156,2022-10-18 07:02:35.916,1.0.2,25.0,11.0,26,True,catalogue,conda-forge/catalogue,,,3570911.0,26157.0,26086.0,https://pypi.org/project/catalogue,2022-07-06 07:43:27.000,71.0,3547005.0,https://anaconda.org/conda-forge/catalogue,2023-06-16 16:18:51.234,1051900.0,,,,,3.0,,,,,,,,,,,,,, +295,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,269.0,1778.0,58,2023-03-11 17:00:14.601,3.1.2,104.0,,26,False,openpyxl,openpyxl,,,58753932.0,7718.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7688.0,58752031.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,173735.0,,,,,3.0,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1218.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +296,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11777707.0,71866.0,69162.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2704.0,11765247.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1109006.0,,,,,3.0,,,,,,,,,,,,,, +297,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-05 18:59:02.000,2023-05-20 15:36:34,375.0,1.0,137,30.0,222.0,57.0,139.0,1629,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,48641.0,431.0,413.0,https://pypi.org/project/arq,2022-03-09 17:53:27.000,18.0,48351.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,7853.0,,,,,3.0,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1554,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,6198.0,197.0,164.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6198.0,,,,,,,,3.0,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,True,streamparse,,,,5274.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5274.0,,,,,,,,3.0,,,,,,,,,,,,,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-07-03 14:10:19.000,2023-05-19 04:32:00,6411.0,3.0,222,40.0,1033.0,7.0,209.0,1387,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,optimuspyspark,,,,12449.0,,,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,12449.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2231.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2231.0,,,,,,,,3.0,,,,,,,,,,,,,, +302,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,20.0,19.0,1143,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,754000.0,350.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,350.0,754000.0,,,,,,,,3.0,,,,,,,,,,,,,, +303,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,40.0,126.0,26.0,202.0,1113,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,372.0,312944.0,243.0,210.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,312941.0,,,,,,,,3.0,,,,,,,,,,,,,, +304,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,1.0,12.0,1063,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,pluginbase,conda-forge/pluginbase,,,540717.0,2057.0,1888.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,536222.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,296696.0,,,,,3.0,,,,,,,,,,,,,, +305,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,131,10.0,22.0,25.0,19.0,629,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,ratelimit,conda-forge/ratelimit,,,3919691.0,2888.0,2674.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,214.0,3919319.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11163.0,,,,,3.0,,,,,,,,,,,,,, +306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-06-16 19:23:05.879,2022-09-12 17:36:02,282.0,,50,10.0,26.0,15.0,71.0,590,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,319838.0,1131.0,1108.0,https://pypi.org/project/pysimdjson,2021-06-21 14:56:08.000,23.0,317693.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,70791.0,,,,,3.0,,,,,,,,,,,,,, +307,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-06-16 16:13:03.471,2022-08-31 07:55:38,488.0,,70,22.0,66.0,11.0,98.0,459,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,30644.0,630.0,542.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,88.0,30226.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,22613.0,,,,,3.0,,,,,,,,,,,,,, +308,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,385,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,25,False,messytables,,,,16544.0,408.0,284.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,16544.0,,,,,,,,3.0,,,,,,,,,,,,,, +309,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,54.0,60.0,,90.0,306,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,95.0,556402.0,193.0,171.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,556401.0,,,,,,,,3.0,,,,,,,,,,,,,, +310,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-06-09 22:54:49.000,2023-05-28 07:57:36,3381.0,39.0,32,16.0,80.0,23.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,25,True,dbnd,,,,89459.0,58.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,89459.0,,,,,,,,3.0,,,,,,,,,,,,,, +311,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-06-15 13:15:37.000,2023-06-15 13:15:37,294.0,20.0,40,8.0,38.0,8.0,37.0,146,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,25,True,filedepot,,,,20092.0,873.0,826.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,20092.0,,,,,,,,3.0,,,,,,,,,,,,,, +312,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,25,False,clint,conda-forge/clint,,113.0,121219.0,5695.0,4368.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1327.0,120592.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,53941.0,,,,,3.0,,,,,,,,,,,,,, +313,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,24,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,15272519.0,7979.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7979.0,15100472.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,14968105.0,,,,,3.0,,,,,,,,,,,,,, +314,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3947,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,storm,,,,3147.0,135.0,60.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3147.0,,,,,,,,3.0,,,,,,,,,,,,,, +315,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-06-16 19:20:56.548,2023-03-22 14:52:27,240.0,,89,41.0,40.0,21.0,46.0,1426,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,pypeln,conda-forge/pypeln,,,23677.0,114.0,103.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,23296.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,13731.0,,,,,3.0,,,,,,,,,,,,,, +316,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-06-26 10:56:46.000,2023-06-20 08:09:27,318.0,6.0,74,44.0,222.0,42.0,40.0,1288,2023-06-20 08:17:02.907,0.18.0,32.0,28.0,24,True,tasktiger,,,,1461.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,1461.0,,,,,,,,3.0,,,,,,,,,,,,,, +317,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,451,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,cachier,,,,21902.0,423.0,396.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,21902.0,,,,,,,,3.0,,,,,,,,python-cachier/cachier,,,,,, +318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-04 16:33:44.000,2023-06-01 15:14:21,906.0,33.0,22,17.0,165.0,7.0,11.0,325,2023-06-01 15:15:41.205,17.3.2,245.0,18.0,24,True,aiomisc,,,,17360.0,360.0,325.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,35.0,17360.0,,,,,,,,3.0,,,,,,,,,,,,,, +319,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,6.0,29,5.0,123.0,2.0,77.0,139,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,24,True,everett,conda-forge/everett,,,98311.0,828.0,783.0,https://pypi.org/project/everett,2022-01-13 16:31:48.000,45.0,97463.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,39862.0,,,,,3.0,,,,,,,,,,,,,, +320,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-06-16 13:23:09.620,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,111,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,66.0,94892.0,2679.0,2487.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,192.0,94521.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,25602.0,,,,,3.0,,,,,,,,,,,,,, +321,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,98.0,31.0,18.0,58.0,3231,,,4.0,19.0,23,False,macropy3,,,,183.0,587.0,557.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,183.0,,,,,,,,3.0,,,,,,,,,,,,,, +322,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-06-24 11:07:47.000,2023-05-23 07:09:38,600.0,1.0,362,49.0,104.0,179.0,102.0,2176,2011-12-30 16:40:09.000,11.12.30,16.0,40.0,23,True,camelot,,,,5777.0,10.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5777.0,,,,,,,,3.0,,,,,,,,,,,,,, +323,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,pinject,conda-forge/pinject,,,58006.0,178.0,157.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,57834.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,3799.0,,,,,3.0,,,,,,,,,,,,,, +324,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,91369.0,691.0,608.0,https://pypi.org/project/pymodm,2017-03-10 23:55:29.000,83.0,91253.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4761.0,,,,,3.0,,,,,,,,,,,,,, +325,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,258,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,10842.0,181.0,173.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10688.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4319.0,,,,,3.0,,,,,,,,,,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-06-16 13:19:04.224,2021-09-23 16:12:06,380.0,,57,19.0,13.0,16.0,24.0,257,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,deepdish,conda-forge/deepdish,,,12338.0,841.0,757.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,84.0,11252.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,86954.0,,,,,3.0,,,,,,,,,,,,,, +327,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-07-05 09:18:14.000,2023-07-05 09:16:44,5341.0,45.0,42,14.0,597.0,33.0,78.0,189,2023-07-05 09:18:14.000,0.8.5,18.0,33.0,23,True,batchflow,,,,390.0,5.0,5.0,https://pypi.org/project/batchflow,2022-07-07 14:33:11.000,,390.0,,,,,,,,3.0,,,,,,,,,,,,,, +328,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-07-06 13:56:30.000,2023-07-06 13:40:20,1536.0,393.0,4,3.0,653.0,18.0,23.0,38,2023-07-06 06:54:03.885,4.5.0,58.0,6.0,23,False,click-extra,,,223.0,5079.0,59.0,53.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,6.0,5069.0,,,,,,,,3.0,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,28358.0,395.0,362.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,28358.0,,,,,,,,3.0,,,,,,,,,,,,,, +330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2700,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,,,53.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,53.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,85,37.0,214.0,44.0,56.0,2422,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19508.0,750.0,,,,,,,,,,,,,,2.0,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1743,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,6757.0,198.0,167.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,6757.0,,,,,,,,3.0,,,,,,,,,,,,,, +333,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,40.0,22.0,20.0,11.0,1545,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,149719.0,183.0,161.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,149719.0,,,,,,,,3.0,,,,,,,,,,,,,, +334,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-07-04 01:40:11.000,2023-02-21 10:55:54,98.0,,38,17.0,64.0,6.0,4.0,1066,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,22,True,asyncer,conda-forge/asyncer,,,67805.0,642.0,625.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,67572.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,4210.0,,,,,3.0,,,,,,,,,,,,,, +335,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,4.0,135,62.0,76.0,167.0,149.0,847,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,rows,,,38.0,661.0,187.0,158.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,661.0,,,,,,,,3.0,,,,,,,,,,,,,, +336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,26.0,837,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,unsync,conda-forge/unsync,,,21471.0,213.0,194.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,21185.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,10599.0,,,,,3.0,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,2.0,120,13.0,32.0,31.0,42.0,791,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,19606.0,1247.0,1153.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,94.0,19606.0,,,,,,,,3.0,,,,,,,,,,,,,, +338,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-06-24 20:43:54.000,2023-05-02 12:53:18,107.0,13.0,27,10.0,49.0,11.0,12.0,683,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,44871.0,170.0,164.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,6.0,42797.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,33194.0,,,,,3.0,,,,,,,,,,,,,, +339,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,531,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2637.0,108.0,99.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,2066.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,10289.0,,,,,3.0,,,,,,,,,,,,,, +340,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,57148.0,11015.0,8969.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,57148.0,,,,,,,,3.0,,,,,,,,,,,,,, +341,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,50112.0,4474.0,3291.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1183.0,49335.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,67599.0,,,,,3.0,,,,,,,,,,,,,, +342,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-07-03 20:04:08.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,14.0,14.0,125,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,docopt-ng,,,,39034.0,187.0,158.0,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,29.0,39034.0,,,,,,,,3.0,,,,,,,,,,,,,, +343,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,121,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,314015.0,1677.0,1626.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,51.0,311944.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,64217.0,,,,,3.0,,,,,,,,,,,,,, +344,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,393.0,276.0,81.0,80.0,10579,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,44.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,44.0,,,,,,,,3.0,,,,,,,,,,,,,, +345,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-06-27 16:05:15.537,2023-06-23 18:04:56,79.0,3.0,123,34.0,10.0,8.0,152.0,3057,2023-06-23 18:07:07.000,2.1.14,60.0,1.0,21,False,ptext-joris-schellekens,conda-forge/borb,,,1678.0,174.0,174.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,42.0,https://anaconda.org/conda-forge/borb,2023-06-27 16:05:15.537,37632.0,,,,,3.0,,,,,,,,,,,,,, +346,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,943.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,943.0,,,,,,,,3.0,,,,,,,,,,,,,, +347,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,873,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,784.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,784.0,,,,,,,,3.0,,,,,,,,,,,,,, +348,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-07-01 15:18:31.000,2023-01-03 19:16:25,478.0,,76,22.0,211.0,72.0,80.0,805,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,odmantic,,,,14824.0,6.0,,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,14824.0,,,,,,,,3.0,,,,,,,,,,,,,, +349,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,710,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,,,1988.0,61.0,55.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1222.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,24529.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,13644.0,141.0,135.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13644.0,,,,,,,,3.0,,,,,,,,,,,,,, +351,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,valideer,conda-forge/valideer,,,15683.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,15445.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20763.0,,,,,3.0,,,,,,,,,,,,,, +352,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-06-29 12:04:44.000,2023-04-26 16:56:57,532.0,9.0,9,6.0,107.0,17.0,83.0,177,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,typical,conda-forge/typical,,,6760.0,74.0,70.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,5616.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,29751.0,,,,,3.0,,,,,,,,,,,,,, +353,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,stopit,conda-forge/stopit,,,180338.0,1939.0,1814.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,170485.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,650357.0,,,,,3.0,,,,,,,,,,,,,, +354,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,137,69.0,4.0,1.0,40.0,2011,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2258.0,50.0,41.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2258.0,,,,,,,,3.0,,,,,,,,,,,,,, +355,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,201,41.0,56.0,80.0,39.0,1314,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10648.0,1176.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,990.0,,,,,,,,3.0,,,,,,,,,,,,,, +356,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,45,15.0,33.0,19.0,9.0,271,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,price-parser,,,,58649.0,379.0,372.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,58649.0,,,,,,,,3.0,,,,,,,,,,,,,, +357,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,26,7.0,48.0,6.0,10.0,244,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,36169.0,275.0,241.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,36169.0,,,,,,,,3.0,,,,,,,,,,,,,, +358,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-07-05 16:12:59.000,2023-07-05 16:12:57,581.0,95.0,20,4.0,227.0,2.0,,229,2023-07-05 16:15:01.052,1.1.165,433.0,9.0,20,True,upgini,,,,8800.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,8800.0,,,,,,,,3.0,,,,,,,,,,,,,, +359,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,17.0,147.0,34.0,74.0,225,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,fletcher,conda-forge/fletcher,,17.0,1163.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,181.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,58952.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +360,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1973,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,,,,37.0,37.0,,,,,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +361,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-06-28 19:02:16.000,2023-06-28 19:02:09,263.0,3.0,56,36.0,45.0,14.0,58.0,1086,2022-05-12 11:29:27.000,1.0,6.0,31.0,19,True,colout,,,,1244.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1244.0,,,,,,,,3.0,,,,,,,,,,,,,, +362,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,19,True,d6tflow,,,,372.0,25.0,25.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,372.0,,,,,,,,3.0,,,,,,,,,,,,,, +363,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,11.0,31.0,22.0,20.0,619,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,pugsql,,,,17124.0,59.0,56.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,17124.0,,,,,,,,3.0,,,,,,,,,,,,,, +364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,3818.0,152.0,125.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3818.0,,,,,,,,3.0,,,,,,,,,,,,,, +365,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,6.0,9.0,14.0,5.0,194,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,53951.0,774.0,770.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,53951.0,,,,,,,,3.0,,,,,,,,,,,,,, +366,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,5.0,22.0,147,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,54916.0,149.0,138.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,11.0,54916.0,,,,,,,,3.0,,,,,,,,,,,,,, +367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-05-01 20:04:19.000,2023-05-01 19:51:54,163.0,3.0,105,58.0,67.0,24.0,16.0,2011,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,mara-pipelines,,,,112.0,1.0,,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,112.0,,,,,,,,3.0,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,656.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,656.0,,,,,,,,3.0,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,503.0,38.0,30.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,503.0,,,,,,,,3.0,,,,,,,,,,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,validr,,,,9109.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,9109.0,,,,,,,,3.0,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1338,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,64.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,64.0,,,,,,,,3.0,,,,,,,,,,,,,, +372,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-06-18 18:29:37.000,2023-06-18 17:18:09,2656.0,32.0,107,29.0,185.0,48.0,286.0,1085,,,,39.0,17,True,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,41.0,39.0,11.0,256.0,940,,,,1000.0,17,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,flupy,,,,142920.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,142920.0,,,,,,,,3.0,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,764,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,csvs-to-sqlite,,,,2637.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2637.0,,,,,,,,3.0,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,33.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,33.0,,,,,,,,3.0,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,17.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,,,227.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,227.0,,,,,,,,3.0,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,18,10.0,119.0,20.0,57.0,423,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,371.0,12.0,12.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,371.0,,,,,,,,3.0,,,,,,,,,,,,,, +379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,55.0,28.0,3.0,2.0,1190,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,32.0,2.0,2.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,32.0,,,,,,,,3.0,,,,,,,,,4.0,,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,712,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,235.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,235.0,,,,,,,,3.0,,,,,,,,,,,,,, +381,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-06-29 14:21:13.000,2023-06-22 14:04:27,113.0,2.0,6,13.0,125.0,4.0,2.0,266,2023-03-02 13:18:02.345,0.19.0,95.0,14.0,15,True,squirrel-core,squirrel-core,,,1462.0,3.0,2.0,https://pypi.org/project/squirrel-core,2022-07-06 12:13:21.000,,1462.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,,,,,3.0,,,,,,,,,,,1.0,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,77,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,35399.0,472.0,463.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,35399.0,,,,,,,,3.0,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,482.0,32.0,27.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,482.0,,,,,,,,3.0,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,,,94.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,94.0,,,,,,,,3.0,['pandas'],,,,,,,,,,,,, +385,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,66.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,66.0,,,,,,,,3.0,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,11.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,124.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,124.0,,,,,,,,3.0,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,34,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,761,,,,3.0,7,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 575d382..20c8594 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- keyring (πŸ₯‰35 Β· ⭐ 1.1K Β· πŸ“ˆ) - Store and access your passwords safely. MIT -- pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- ConfigArgParse (πŸ₯‰30 Β· ⭐ 650 Β· πŸ“ˆ) - A drop-in replacement for argparse that allows options to.. MIT -- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT -- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +- smart-open (πŸ₯ˆ30 Β· ⭐ 2.9K Β· πŸ“ˆ) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +- pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ“ˆ) - Extract data from a wide range of Internet sources.. BSD-3 +- textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT +- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- smart-open (πŸ₯‰27 Β· ⭐ 2.9K Β· πŸ“‰) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- swifter (πŸ₯‰26 Β· ⭐ 2.3K Β· πŸ“‰) - A package which efficiently applies any function to a pandas.. MIT -- textract (πŸ₯‰24 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- pandas-datareader (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ“‰) - Extract data from a wide range of Internet sources.. ❗Unlicensed -- Botflow (πŸ₯‰11 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.5K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 +- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3K Β· πŸ“‰) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K Β· πŸ“‰) - Extended pickling support for Python objects. BSD-3 +- pyodbc (πŸ₯‰32 Β· ⭐ 2.7K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 From 97597b3b11259062f1c9d00d26f2ec1cd525a73b Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 13 Jul 2023 13:49:19 +0000 Subject: [PATCH 19/70] Update best-of list for version 2023.07.13 --- README.md | 1328 +++++++++++++++---------------- history/2023-07-13_changes.md | 20 + history/2023-07-13_projects.csv | 390 +++++++++ latest-changes.md | 20 +- 4 files changed, 1084 insertions(+), 674 deletions(-) create mode 100644 history/2023-07-13_changes.md create mode 100644 history/2023-07-13_projects.csv diff --git a/README.md b/README.md index df53790..6c9aed2 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 450K Β· πŸ“‹ 5.8K - 16% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 450K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 230K Β· πŸ“¦ 63K Β· πŸ“‹ 2.2K - 6% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 230K Β· πŸ“¦ 63K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 9.9M / month Β· πŸ“¦ 290 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 10M / month Β· πŸ“¦ 290 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` @@ -119,19 +119,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 910K / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 86K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 87K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 22M / month Β· πŸ“¦ 10K Β· ⏱️ 05.09.2016): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 23M / month Β· πŸ“¦ 10K Β· ⏱️ 05.09.2016): ``` pip install marshmallow ``` @@ -140,6 +140,22 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge marshmallow ```
+
dill (πŸ₯ˆ36 Β· ⭐ 1.9K) - serialize all of python. BSD-3 + +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 480 - 34% open Β· ⏱️ 07.07.2023): + + ``` + git clone https://github.com/uqfoundation/dill + ``` +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 25M / month Β· πŸ“¦ 3.8K Β· ⏱️ 20.05.2022): + ``` + pip install dill + ``` +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.4M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge dill + ``` +
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.3K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): @@ -158,16 +174,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
orjson (πŸ₯ˆ35 Β· ⭐ 4.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 170 Β· πŸ“¦ 48K Β· πŸ“‹ 320 - 0% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“¦ 49K Β· πŸ“‹ 330 - 0% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 910 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 10M / month Β· πŸ“¦ 970 Β· ⏱️ 10.01.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 800K Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 810K Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge orjson ``` @@ -179,32 +195,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.4M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.5M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ujson ```
-
dill (πŸ₯ˆ35 Β· ⭐ 1.9K) - serialize all of python. BSD-3 - -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 480 - 34% open Β· ⏱️ 06.07.2023): - - ``` - git clone https://github.com/uqfoundation/dill - ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 25M / month Β· πŸ“¦ 3.8K Β· ⏱️ 20.05.2022): - ``` - pip install dill - ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.4M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge dill - ``` -
-
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K Β· πŸ“‰) - Extended pickling support for Python objects. BSD-3 +
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“₯ 25 Β· πŸ“¦ 83K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 03.07.2023): @@ -220,36 +220,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge cloudpickle ```
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msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
jsonpickle (πŸ₯‰34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 2% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 26.05.2023): ``` - git clone https://github.com/msgpack/msgpack-python + git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 33M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 7.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): ``` - pip install msgpack + pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge msgpack-python + conda install -c conda-forge jsonpickle ```
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jsonpickle (πŸ₯‰34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 3% open Β· ⏱️ 23.05.2023): ``` - git clone https://github.com/jsonpickle/jsonpickle + git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 33M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): ``` - pip install jsonpickle + pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge jsonpickle + conda install -c conda-forge msgpack-python ```
srsly (πŸ₯‰29 Β· ⭐ 370) - Modern high-performance serialization utilities for Python (JSON,.. MIT @@ -279,7 +279,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-rapidjson ``` @@ -295,7 +295,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 30K / month Β· πŸ“¦ 88 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 34K / month Β· πŸ“¦ 89 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
rtoml (πŸ₯‰20 Β· ⭐ 240) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 240 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 250 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 36K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 32K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -351,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 41M Β· ⏱️ 29.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 42M Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge pandas ```
numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8K Β· πŸ“₯ 760K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8.1K Β· πŸ“₯ 770K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/numpy/numpy @@ -367,7 +367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 60M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 60M Β· ⏱️ 09.07.2023): ``` conda install -c conda-forge numpy ``` @@ -388,37 +388,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ39 Β· ⭐ 18K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT +
polars (πŸ₯ˆ38 Β· ⭐ 19K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 990 Β· πŸ“¦ 2.6K Β· πŸ“‹ 4.3K - 21% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1K Β· πŸ“¦ 2.7K Β· πŸ“‹ 4.4K - 21% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 730K / month Β· πŸ“¦ 180 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 740K / month Β· πŸ“¦ 190 Β· ⏱️ 01.05.2022): ``` pip install polars ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.8K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 22% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 22% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 940K / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2022): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 910K / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2022): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 250K Β· ⏱️ 05.07.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 250K Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge modin-core ```
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 950 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 950 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/pydata/xarray @@ -427,7 +427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.4M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.5M Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge xarray ``` @@ -439,23 +439,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 770K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 750K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.1M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.2M Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge pytables ```
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docarray (πŸ₯ˆ34 Β· ⭐ 2.3K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 +
docarray (πŸ₯ˆ33 Β· ⭐ 2.4K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 180 Β· πŸ“¦ 500 Β· πŸ“‹ 580 - 10% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 180 Β· πŸ“¦ 550 Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 140K / month Β· πŸ“¦ 11 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 150K / month Β· πŸ“¦ 12 Β· ⏱️ 27.01.2023): ``` pip install docarray ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ33 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 320 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 340 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` @@ -482,7 +482,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 620 - 42% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 630 - 42% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/zarr-developers/zarr-python @@ -491,7 +491,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.4M Β· ⏱️ 14.06.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.5M Β· ⏱️ 14.06.2023): ``` conda install -c conda-forge zarr ``` @@ -523,7 +523,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 310K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 320K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tinydb ``` @@ -546,62 +546,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 910 Β· πŸ“‹ 600 - 34% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 920 Β· πŸ“‹ 610 - 33% open Β· ⏱️ 09.07.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 890K / month Β· πŸ“¦ 69 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 900K / month Β· πŸ“¦ 73 Β· ⏱️ 01.05.2022): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 25K Β· ⏱️ 08.07.2023): ``` conda install -c conda-forge pandera-core ```
datasketch (πŸ₯‰31 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 810 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 820 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1M / month Β· πŸ“¦ 61 Β· ⏱️ 16.12.2021): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.1M / month Β· πŸ“¦ 61 Β· ⏱️ 16.12.2021): ``` pip install datasketch ```
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datatable (πŸ₯‰30 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.1K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 270 Β· πŸ“¦ 540 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 11.07.2023): ``` - git clone https://github.com/h2oai/datatable + git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 72K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 39K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): ``` - pip install datatable + pip install vaex ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge datatable + conda install -c conda-forge vaex ```
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Vaex (πŸ₯‰29 Β· ⭐ 7.9K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT +
datatable (πŸ₯‰30 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 260 Β· πŸ“¦ 530 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 08.12.2022): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.1K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): ``` - git clone https://github.com/vaexio/vaex + git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 41K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 73K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): ``` - pip install vaex + pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge vaex + conda install -c conda-forge datatable ```
swifter (πŸ₯‰28 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT @@ -611,16 +611,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 280K / month Β· πŸ“¦ 41 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 300K / month Β· πŸ“¦ 41 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 210K Β· ⏱️ 13.06.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 220K Β· ⏱️ 13.06.2023): ``` conda install -c conda-forge swifter ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.1K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): @@ -631,7 +631,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -643,14 +643,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 78K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 76K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 18 Β· πŸ“‹ 570 - 5% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 570 - 5% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/InvestmentSystems/static-frame @@ -676,14 +676,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install pickledb ```
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fletcher (πŸ₯‰20 Β· ⭐ 220) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +
fletcher (πŸ₯‰20 Β· ⭐ 230) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 17 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 180 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 210 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -694,12 +694,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 30 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): +- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 31 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 500 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 540 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -709,7 +709,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn -- pandasql (πŸ₯‰28 Β· ⭐ 1.2K Β· πŸ’€) - sqldf for pandas. MIT +- pandasql (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰27 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT
@@ -719,7 +719,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
python-sortedcontainers (πŸ₯‡35 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 120K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 55M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 50M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -753,7 +753,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ31 Β· ⭐ 350) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 81 Β· πŸ“₯ 4.2K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 82 Β· πŸ“₯ 4.4K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/aio-libs/multidict @@ -762,7 +762,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge multidict ``` @@ -810,7 +810,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge glom ``` @@ -831,36 +831,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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munch (πŸ₯‰29 Β· ⭐ 680) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
ordered-set (πŸ₯‰29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 44 Β· πŸ“¦ 8.6K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` - git clone https://github.com/Infinidat/munch + git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.8M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): ``` - pip install munch + pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.5M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge munch + conda install -c conda-forge ordered-set ```
-
ordered-set (πŸ₯‰29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
munch (πŸ₯‰28 Β· ⭐ 690) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 43 Β· πŸ“¦ 8.5K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` - git clone https://github.com/rspeer/ordered-set + git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.7M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): ``` - pip install ordered-set + pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.5M Β· ⏱️ 02.07.2023): ``` - conda install -c conda-forge ordered-set + conda install -c conda-forge munch ```
sqlitedict (πŸ₯‰27 Β· ⭐ 1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 @@ -870,11 +870,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 220K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 77K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -886,7 +886,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.5M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.6M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): ``` pip install python-box ``` @@ -911,14 +911,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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janus (πŸ₯‰26 Β· ⭐ 710) - Thread-safe asyncio-aware queue for Python. Apache-2 +
janus (πŸ₯‰26 Β· ⭐ 720) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 380K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 360K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -940,32 +940,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 15K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“¦ 220K Β· πŸ“‹ 2.6K - 10% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“¦ 220K Β· πŸ“‹ 2.7K - 11% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 70M / month Β· πŸ“¦ 6.9K Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 74M / month Β· πŸ“¦ 7K Β· ⏱️ 19.05.2022): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.3M Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.4M Β· ⏱️ 13.07.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 19 Β· πŸ“¦ 410K Β· πŸ“‹ 750 - 3% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 23 Β· πŸ“¦ 410K Β· πŸ“‹ 760 - 3% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 70M / month Β· πŸ“¦ 19K Β· ⏱️ 30.09.2018): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 71M / month Β· πŸ“¦ 19K Β· ⏱️ 30.09.2018): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 21M Β· ⏱️ 13.07.2023): ``` conda install -c conda-forge jsonschema ``` @@ -986,30 +986,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
-
validators (πŸ₯ˆ32 Β· ⭐ 780) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ32 Β· ⭐ 790) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 130 Β· πŸ“¦ 75K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 130 Β· πŸ“¦ 76K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 27.06.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.6M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge validators ```
-
param (πŸ₯‰31 Β· ⭐ 330) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰31 Β· ⭐ 340) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.3K Β· πŸ“‹ 400 - 39% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.4K Β· πŸ“‹ 410 - 38% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 410K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 400K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): ``` pip install param ``` @@ -1020,12 +1020,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (πŸ₯‰29 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.6K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.7K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 530K / month Β· πŸ“¦ 240 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 550K / month Β· πŸ“¦ 240 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1036,16 +1036,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 680) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 27 Β· πŸ“¦ 160 Β· πŸ“‹ 23 - 47% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 28 Β· πŸ“¦ 170 Β· πŸ“‹ 23 - 47% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 43K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 44K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 33K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 34K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1073,7 +1073,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 5.6K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 5.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1087,7 +1087,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰28 Β· ⭐ 800) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰28 Β· ⭐ 810) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1117,12 +1117,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 90 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 91 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.8K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1159,7 +1159,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 57K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 58K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1173,25 +1173,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge arrow ```
-
dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯ˆ35 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 - [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 21K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dateparser ```
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 140 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 10.06.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 160 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 10.06.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1205,9 +1205,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pendulum ```
-
holidays (πŸ₯ˆ34 Β· ⭐ 990) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯ˆ34 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 390 Β· πŸ“₯ 180 Β· πŸ“‹ 450 - 23% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 390 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 23% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/dr-prodigy/python-holidays @@ -1223,7 +1223,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯‰33 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 71 Β· πŸ“¦ 1.6M Β· πŸ“‹ 73 - 39% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 71 Β· πŸ“¦ 1.6M Β· πŸ“‹ 75 - 41% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/stub42/pytz @@ -1266,7 +1266,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡38 Β· ⭐ 610) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 53K Β· πŸ“‹ 560 - 34% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 53K Β· πŸ“‹ 560 - 34% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1282,7 +1282,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯ˆ37 Β· ⭐ 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 99K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 100K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1291,30 +1291,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge watchdog ```
aiofiles (πŸ₯ˆ35 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 98K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 99K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 7.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 720K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 560) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 280K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 280K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/tox-dev/py-filelock @@ -1335,11 +1335,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 14M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ``` @@ -1355,23 +1355,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 630K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 640K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fs ```
-
path (πŸ₯‰28 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ“ˆ) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1M / month Β· πŸ“¦ 130 Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.1M / month Β· πŸ“¦ 130 Β· ⏱️ 07.01.2022): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 420K Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge path ``` @@ -1399,7 +1399,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 44M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 45M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge six ``` @@ -1431,7 +1431,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typing ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typing ``` @@ -1454,8 +1454,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... -- dataclasses (πŸ₯‰28 Β· ⭐ 560 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 -- pathlib2 (πŸ₯‰27 Β· ⭐ 73) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- dataclasses (πŸ₯‰28 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- pathlib2 (πŸ₯‰28 Β· ⭐ 73) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰26 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1466,7 +1466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.4K Β· πŸ“¦ 490K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 500K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/pyca/cryptography @@ -1475,19 +1475,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 40M Β· ⏱️ 01.06.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 40M Β· ⏱️ 11.07.2023): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“¦ 72K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“₯ 5 Β· πŸ“¦ 72K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 28M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.01.2023): ``` pip install pycryptodomex ``` @@ -1498,28 +1498,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 48 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 48 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 170K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 160K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 320 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 300 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 24M / month Β· πŸ“¦ 4K Β· ⏱️ 08.06.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 25M / month Β· πŸ“¦ 4K Β· ⏱️ 08.06.2022): ``` pip install keyring ``` @@ -1530,7 +1530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1567,7 +1567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 50M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 51M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1584,12 +1584,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 23K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 3.9M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): ``` pip install ansible ``` @@ -1600,101 +1600,101 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 380M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 370M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 11.07.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 240K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 250K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 320M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 330M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 05.07.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 11.07.2023): ``` conda install -c conda-forge botocore ```
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paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker-compose (πŸ₯ˆ43 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.9K Β· πŸ“¦ 80K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` - pip install paramiko + pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-compose ```
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docker-compose (πŸ₯ˆ42 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 +
paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 6.9K - 2% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 80K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 07.07.2023): ``` - git clone https://github.com/docker/compose + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): ``` - pip install docker-compose + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge docker-compose + conda install -c conda-forge paramiko ```
docker (πŸ₯ˆ42 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 610 Β· πŸ“¦ 64K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 620 Β· πŸ“¦ 64K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 32M / month Β· πŸ“¦ 3.7K Β· ⏱️ 07.10.2021): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 33M / month Β· πŸ“¦ 3.7K Β· ⏱️ 07.10.2021): ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.5M Β· ⏱️ 08.07.2023): ``` conda install -c conda-forge docker-py ```
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pulumi (πŸ₯ˆ41 Β· ⭐ 16K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 920 Β· πŸ“₯ 260K Β· πŸ“¦ 2.7K Β· πŸ“‹ 6.2K - 29% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 920 Β· πŸ“₯ 260K Β· πŸ“¦ 2.7K Β· πŸ“‹ 6.2K - 29% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 850K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 810K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 600 Β· ⏱️ 30.06.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 600 Β· ⏱️ 12.07.2023): ``` npm install @pulumi/pulumi ```
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netmiko (πŸ₯ˆ39 Β· ⭐ 3.1K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
netmiko (πŸ₯ˆ39 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT - [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.7K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 09.06.2023): @@ -1708,7 +1708,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯‰38 Β· ⭐ 5.8K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.1K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1729,7 +1729,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.8M / month Β· πŸ“¦ 79 Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.9M / month Β· πŸ“¦ 79 Β· ⏱️ 07.04.2022): ``` pip install fabric ``` @@ -1745,18 +1745,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 36K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge schedule ```
plumbum (πŸ₯‰34 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.3K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.4K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/tomerfiliba/plumbum @@ -1772,12 +1772,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰34 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.6K Β· πŸ“‹ 200 - 28% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.7K Β· πŸ“‹ 200 - 28% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5M / month Β· πŸ“¦ 300 Β· ⏱️ 25.09.2020): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.1M / month Β· πŸ“¦ 300 Β· ⏱️ 25.09.2020): ``` pip install sshtunnel ``` @@ -1793,7 +1793,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 24K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ``` @@ -1829,12 +1829,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 290K Β· πŸ“‹ 470 - 38% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 290K Β· πŸ“‹ 480 - 38% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 32M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 33M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1843,36 +1843,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ35 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
sh (πŸ₯ˆ36 Β· ⭐ 6.7K) - Python process launching. MIT -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 490 Β· πŸ“¦ 13K Β· πŸ“‹ 450 - 2% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/Supervisor/supervisor + git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` - pip install supervisor + pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge supervisor + conda install -c conda-forge sh ```
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sh (πŸ₯ˆ35 Β· ⭐ 6.6K) - Python process launching. MIT +
supervisor (πŸ₯‰35 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 490 Β· πŸ“¦ 13K Β· πŸ“‹ 450 - 2% open Β· ⏱️ 23.06.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): ``` - git clone https://github.com/amoffat/sh + git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): ``` - pip install sh + pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge sh + conda install -c conda-forge supervisor ```
Show 1 hidden projects... @@ -1885,78 +1885,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
anyio (πŸ₯‡38 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT +
uvloop (πŸ₯‡37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 140K Β· πŸ“‹ 310 - 18% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 420 Β· πŸ“¦ 85K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): ``` - git clone https://github.com/agronholm/anyio + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 29M / month Β· πŸ“¦ 450 Β· ⏱️ 13.05.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 10.08.2021): ``` - pip install anyio + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 7.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 610K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge anyio + conda install -c conda-forge uvloop ```
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uvloop (πŸ₯ˆ37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 +
greenlet (πŸ₯‡37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 420 Β· πŸ“¦ 84K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 260K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): ``` - pip install uvloop + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 610K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.3M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge greenlet ```
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greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
anyio (πŸ₯‡37 Β· ⭐ 1.3K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 260K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 150K Β· πŸ“‹ 310 - 18% open Β· ⏱️ 11.07.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 60M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 29M / month Β· πŸ“¦ 450 Β· ⏱️ 13.05.2022): ``` - pip install greenlet + pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8M Β· ⏱️ 06.07.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge anyio ```
aiomisc (πŸ₯‰24 Β· ⭐ 320) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 22 Β· πŸ“¦ 320 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 22 Β· πŸ“¦ 320 Β· πŸ“‹ 22 - 45% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 35 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 35 Β· ⏱️ 14.06.2022): ``` pip install aiomisc ```
asyncer (πŸ₯‰22 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 620 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 640 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 68K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 62K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.2K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.3K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1972,9 +1972,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡37 Β· ⭐ 6.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡38 Β· ⭐ 6.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 370 Β· πŸ“¦ 500K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 24.06.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 500K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv @@ -1988,9 +1988,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dotenv ```
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traitlets (πŸ₯‡37 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯ˆ37 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 150 Β· πŸ“¦ 330K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 150 Β· πŸ“¦ 330K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/ipython/traitlets @@ -1999,14 +1999,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 22M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge traitlets ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.1K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.8K Β· πŸ“‹ 440 - 23% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.8K Β· πŸ“‹ 440 - 21% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2022,12 +2022,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.5K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 11 Β· πŸ“¦ 100K Β· πŸ“‹ 86 - 5% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 100K Β· πŸ“‹ 87 - 6% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): ``` pip install python-decouple ``` @@ -2043,7 +2043,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.1M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): ``` pip install omegaconf ``` @@ -2063,14 +2063,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 690K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 700K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.4K Β· πŸ“‹ 91 - 53% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.4K Β· πŸ“‹ 91 - 53% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/google/gin-config @@ -2079,14 +2079,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 18K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gin-config ```
configobj (πŸ₯‰28 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 130 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 150 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2102,16 +2102,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 29 Β· πŸ“¦ 780 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 29 Β· πŸ“¦ 790 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 97K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 40K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2122,9 +2122,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡45 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡46 Β· ⭐ 14K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.3K Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 8% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“₯ 12 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 5% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/pallets/click @@ -2133,7 +2133,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 28M Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge click ``` @@ -2145,7 +2145,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 25M / month Β· πŸ“¦ 4.3K Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 24M / month Β· πŸ“¦ 4.3K Β· ⏱️ 24.05.2022): ``` pip install rich ``` @@ -2161,7 +2161,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 25M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 26M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): ``` pip install prompt_toolkit ``` @@ -2172,7 +2172,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ37 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): ``` git clone https://github.com/google/python-fire @@ -2181,14 +2181,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 640K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 650K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ’€) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 690K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 700K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2220,12 +2220,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 120 Β· πŸ“₯ 290 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 120 Β· πŸ“₯ 300 Β· πŸ“¦ 45K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 19M / month Β· πŸ“¦ 2.1K Β· ⏱️ 13.02.2018): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 18M / month Β· πŸ“¦ 2.2K Β· ⏱️ 13.02.2018): ``` pip install argcomplete ``` @@ -2236,12 +2236,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯‰32 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 420K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 420K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` pip install wcwidth ``` @@ -2252,7 +2252,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 17.06.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/sdispater/cleo @@ -2261,35 +2261,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 490K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ```
questionary (πŸ₯‰30 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 9.2K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 69 Β· πŸ“¦ 9.3K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 980K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1M / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge questionary ```
ConfigArgParse (πŸ₯‰30 Β· ⭐ 650) - A drop-in replacement for argparse that allows options to also be.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 110 Β· πŸ“¦ 12K Β· πŸ“‹ 190 - 35% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 110 Β· πŸ“¦ 12K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 03.10.2021): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 03.10.2021): ``` pip install configargparse ``` @@ -2305,7 +2305,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 72K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 75K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2314,21 +2314,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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docopt-ng (πŸ₯‰22 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰23 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT - [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 160 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 39K / month Β· πŸ“¦ 29 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 41K / month Β· πŸ“¦ 31 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ```
colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout @@ -2343,7 +2343,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰25 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC -- Click Extra (πŸ₯‰23 Β· ⭐ 38) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰23 Β· ⭐ 40) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 - bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT

@@ -2371,14 +2371,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.1M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.2M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 870) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 880) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2395,7 +2395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): ``` pip install beaker ``` @@ -2406,7 +2406,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 230 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 240 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc @@ -2427,7 +2427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 22K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 26K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2446,7 +2446,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/kivy/kivy @@ -2462,7 +2462,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 8.9K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 9K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2478,12 +2478,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 580 Β· πŸ“¦ 2K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 580 Β· πŸ“¦ 2K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 28K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 25K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ``` @@ -2495,23 +2495,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 67K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 65K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.6K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“‹ 710 - 18% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.8K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 11 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 33 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2523,7 +2523,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 490 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 520 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2534,8 +2534,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... -- Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- Phoenix (πŸ₯‰28 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- Phoenix (πŸ₯‰29 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2564,16 +2564,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 23.06.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 770K Β· ⏱️ 24.06.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 780K Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2609,7 +2609,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 25 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 30 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2632,12 +2632,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
inflect (πŸ₯ˆ31 Β· ⭐ 840) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 100 Β· πŸ“‹ 100 - 21% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 100 Β· πŸ“‹ 100 - 21% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.1M / month Β· πŸ“¦ 980 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.2M / month Β· πŸ“¦ 980 Β· ⏱️ 01.05.2022): ``` pip install inflect ``` @@ -2646,18 +2646,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
-
pyahocorasick (πŸ₯‰27 Β· ⭐ 810) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰27 Β· ⭐ 820) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 1.9K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 570K / month Β· πŸ“¦ 110 Β· ⏱️ 04.05.2022): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 550K / month Β· πŸ“¦ 110 Β· ⏱️ 04.05.2022): ``` pip install pyahocorasick ``` -- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pyahocorasick ``` @@ -2669,11 +2669,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 310K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 320K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 64K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 65K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2685,7 +2685,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 59K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 57K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2694,7 +2694,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - awesome-slugify (πŸ₯‰22 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 77 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 78 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2712,34 +2712,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡45 Β· ⭐ 8.2K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡46 Β· ⭐ 8.2K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 330K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 330K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 670M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 690M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 05.07.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 11.07.2023): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.5K Β· πŸ“‰) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.5K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 44K Β· πŸ“¦ 600K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 45K Β· πŸ“¦ 600K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 78M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 81M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge sqlalchemy ``` @@ -2755,14 +2755,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1M Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge redis-py ```
-
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2776,25 +2776,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-storage ```
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azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.7K) - This repository is for active development of the Azure SDK.. MIT +
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.3K - 11% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 39M / month Β· πŸ“¦ 630 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 39M / month Β· πŸ“¦ 640 Β· ⏱️ 15.06.2022): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 970K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 970K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 13.07.2023): ``` git clone https://github.com/coleifer/peewee @@ -2815,7 +2815,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 36M / month Β· πŸ“¦ 230 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 37M / month Β· πŸ“¦ 230 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2826,7 +2826,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.2K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.3K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2835,35 +2835,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 860K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 870K Β· ⏱️ 06.07.2023): ``` conda install -c conda-forge elasticsearch ```
alembic (πŸ₯‡40 Β· ⭐ 2K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 960 - 10% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 970 - 10% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 26M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 27M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge alembic ```
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.2K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 02.03.2023): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2872,9 +2872,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 12.07.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2888,7 +2888,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯ˆ37 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT - [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): @@ -2906,7 +2906,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 950 - 3% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 950 - 3% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2920,46 +2920,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge awswrangler ```
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SQLAlchemy-Utils (πŸ₯ˆ37 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 620) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 23K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 580 - 12% open Β· ⏱️ 10.07.2023): ``` - git clone https://github.com/kvesteri/sqlalchemy-utils + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.1K Β· ⏱️ 11.07.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 32M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): ``` - pip install sqlalchemy-utils + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 480K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 28.06.2023): ``` - conda install -c conda-forge sqlalchemy-utils + conda install -c conda-forge google-cloud-bigquery ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 620) - Google BigQuery API client library. Apache-2 +
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 580 - 12% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 850 Β· πŸ“¦ 6.6K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 32M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.2M / month Β· πŸ“¦ 420 Β· ⏱️ 25.07.2017): ``` - pip install google-cloud-bigquery + pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 28.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 740K Β· ⏱️ 08.06.2023): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c conda-forge python-confluent-kafka ```
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Ibis (πŸ₯ˆ36 Β· ⭐ 2.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
Ibis (πŸ₯ˆ36 Β· ⭐ 2.9K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 430 Β· πŸ“₯ 86 Β· πŸ“¦ 540 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 430 Β· πŸ“₯ 88 Β· πŸ“¦ 540 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 79K / month Β· πŸ“¦ 46 Β· ⏱️ 30.03.2018): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 77K / month Β· πŸ“¦ 46 Β· ⏱️ 30.03.2018): ``` pip install ibis-framework ``` @@ -2975,15 +2975,31 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 270K Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 280K Β· ⏱️ 02.07.2023): ``` conda install -c conda-forge mysqlclient ```
+
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 + +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 23K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): + + ``` + git clone https://github.com/kvesteri/sqlalchemy-utils + ``` +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.1K Β· ⏱️ 11.07.2022): + ``` + pip install sqlalchemy-utils + ``` +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 480K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge sqlalchemy-utils + ``` +
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 - [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 790 Β· πŸ“₯ 180 Β· πŸ“¦ 9.2K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): @@ -2991,39 +3007,39 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.5K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.6K Β· ⏱️ 16.06.2023): ``` conda install -c anaconda elasticsearch-dsl ```
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confluent-kafka-python (πŸ₯ˆ35 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 +
s3fs (πŸ₯ˆ35 Β· ⭐ 700) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 840 Β· πŸ“¦ 6.5K Β· πŸ“‹ 1.1K - 23% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 390 - 27% open Β· ⏱️ 28.06.2023): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.1M / month Β· πŸ“¦ 410 Β· ⏱️ 25.07.2017): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 600 Β· ⏱️ 20.01.2023): ``` - pip install confluent-kafka + pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 730K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.9M Β· ⏱️ 09.06.2023): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c conda-forge s3fs ```
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.6K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.7K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 11 Β· πŸ“¦ 5.8K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 05.06.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 12 Β· πŸ“¦ 5.8K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 05.06.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 84K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 87K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): ``` pip install tortoise-orm ``` @@ -3034,12 +3050,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 200 Β· πŸ“¦ 64K Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 200 Β· πŸ“¦ 65K Β· ⏱️ 21.06.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 890K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 910K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` @@ -3064,22 +3080,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 700) - S3 Filesystem. BSD-3 - -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 390 - 27% open Β· ⏱️ 28.06.2023): - - ``` - git clone https://github.com/fsspec/s3fs - ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 600 Β· ⏱️ 20.01.2023): - ``` - pip install s3fs - ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.8M Β· ⏱️ 09.06.2023): - ``` - conda install -c conda-forge s3fs - ``` -
s3transfer (πŸ₯ˆ34 Β· ⭐ 170) - Amazon S3 Transfer Manager for Python. Apache-2 - [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 210K Β· πŸ“‹ 79 - 58% open Β· ⏱️ 04.05.2023): @@ -3098,7 +3098,7 @@ _Libraries for connecting to, operating, and querying databases._
libcloud (πŸ₯ˆ33 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 890 Β· πŸ“¦ 3K Β· πŸ“‹ 190 - 40% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“¦ 3K Β· πŸ“‹ 210 - 45% open Β· ⏱️ 30.01.2023): ``` git clone https://github.com/apache/libcloud @@ -3110,7 +3110,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 810) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.7K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.8K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3119,14 +3119,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 180K Β· ⏱️ 29.06.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 190K Β· ⏱️ 29.06.2023): ``` conda install -c conda-forge neo4j-python-driver ```
minio (πŸ₯ˆ33 Β· ⭐ 650) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 4.8K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 4.9K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/minio/minio-py @@ -3140,46 +3140,78 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
+
pandas-gbq (πŸ₯ˆ33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 + +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 7.3K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 06.07.2023): + + ``` + git clone https://github.com/googleapis/python-bigquery-pandas + ``` +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.2M / month Β· πŸ“¦ 310 Β· ⏱️ 09.06.2022): + ``` + pip install pandas-gbq + ``` +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.8M Β· ⏱️ 29.06.2023): + ``` + conda install -c conda-forge pandas-gbq + ``` +
+
Databases (πŸ₯‰32 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 + +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 42% open Β· ⏱️ 12.07.2023): + + ``` + git clone https://github.com/encode/databases + ``` +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 370K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): + ``` + pip install databases + ``` +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge databases + ``` +
Prometheus Client (πŸ₯‰32 Β· ⭐ 3.4K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 730 Β· πŸ“‹ 480 - 17% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 710 Β· ⏱️ 08.04.2022): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 730 Β· ⏱️ 08.04.2022): ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 12M Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge prometheus_client ```
Pony (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 59 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 61 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 87K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 91K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 92K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 93K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pony ```
PynamoDB (πŸ₯‰32 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.4K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.5M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.6M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): ``` pip install pynamodb ``` @@ -3190,7 +3222,7 @@ _Libraries for connecting to, operating, and querying databases._
influxdb (πŸ₯‰32 Β· ⭐ 1.6K Β· πŸ’€) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7.2K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7.3K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/influxdata/influxdb-python @@ -3204,30 +3236,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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pandas-gbq (πŸ₯‰32 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 - -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 7.3K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 05.07.2023): - - ``` - git clone https://github.com/googleapis/python-bigquery-pandas - ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.2M / month Β· πŸ“¦ 310 Β· ⏱️ 09.06.2022): - ``` - pip install pandas-gbq - ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.8M Β· ⏱️ 29.06.2023): - ``` - conda install -c conda-forge pandas-gbq - ``` -
sqlmodel (πŸ₯‰31 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 430 Β· πŸ“¦ 6.4K Β· πŸ“‹ 370 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 440 Β· πŸ“¦ 6.5K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 420K / month Β· πŸ“¦ 130 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 430K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` @@ -3236,20 +3252,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlmodel ```
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Databases (πŸ₯‰31 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 +
dataset (πŸ₯‰31 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 42% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.1K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/encode/databases + git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 370K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 69K / month Β· πŸ“¦ 580 Β· ⏱️ 16.12.2021): ``` - pip install databases + pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.2K Β· ⏱️ 12.07.2023): ``` - conda install -c conda-forge databases + conda install -c conda-forge dataset ```
pygsheets (πŸ₯‰31 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT @@ -3280,30 +3296,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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dataset (πŸ₯‰30 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 290 Β· πŸ“¦ 3.1K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 30.01.2023): - - ``` - git clone https://github.com/pudo/dataset - ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 68K / month Β· πŸ“¦ 580 Β· ⏱️ 16.12.2021): - ``` - pip install dataset - ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.1K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge dataset - ``` -
cx-Oracle (πŸ₯‰30 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.4K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.5K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 03.06.2023): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.5M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.4M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): ``` pip install cx-Oracle ``` @@ -3314,7 +3314,7 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3335,35 +3335,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/py2neo-org/py2neo ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 180K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 190K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): ``` pip install py2neo ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 59K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 60K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py2neo ```
prisma (πŸ₯‰28 Β· ⭐ 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 53 Β· πŸ“¦ 300 Β· πŸ“‹ 330 - 51% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 53 Β· πŸ“¦ 310 Β· πŸ“‹ 330 - 50% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 24K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 26K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 71 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 30% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 71 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 31% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 17K / month Β· πŸ“¦ 9 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 9 Β· ⏱️ 06.07.2022): ``` pip install piccolo ``` @@ -3391,11 +3391,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 29K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.8K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge umongo ``` @@ -3407,19 +3407,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 20K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 21K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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ODMantic (πŸ₯‰21 Β· ⭐ 800) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰21 Β· ⭐ 810) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 76 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3431,14 +3431,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 55K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 57K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰17 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 110 Β· πŸ“‹ 330 - 14% open Β· ⏱️ 18.06.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 110 Β· πŸ“‹ 340 - 14% open Β· ⏱️ 18.06.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3446,8 +3446,8 @@ _Libraries for connecting to, operating, and querying databases._
Show 16 hidden projects... -- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3K Β· πŸ“‰) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯‰32 Β· ⭐ 2.7K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 +- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯‰32 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 53) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT @@ -3473,7 +3473,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 20K Β· πŸ“‹ 2.4K - 26% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 20K Β· πŸ“‹ 2.4K - 26% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/huggingface/datasets @@ -3482,14 +3482,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 340K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 350K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 150K Β· πŸ“‹ 660 - 3% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 150K Β· πŸ“‹ 660 - 3% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/joke2k/faker @@ -3498,7 +3498,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 810K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 810K Β· ⏱️ 13.07.2023): ``` conda install -c conda-forge faker ``` @@ -3510,11 +3510,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 91K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 90K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 620K Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 630K Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge xlwings ``` @@ -3526,7 +3526,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 28M / month Β· πŸ“¦ 5.4K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 28M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3537,7 +3537,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 59K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 61K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/jazzband/tablib @@ -3546,7 +3546,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 88K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 89K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tablib ``` @@ -3578,39 +3578,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 92K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 93K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge csvkit ```
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gdown (πŸ₯ˆ32 Β· ⭐ 3.1K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT - -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 18K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): - - ``` - git clone https://github.com/wkentaro/gdown - ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 340 Β· ⏱️ 18.10.2022): - ``` - pip install gdown - ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge gdown - ``` -
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Intake (πŸ₯ˆ32 Β· ⭐ 910) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ31 Β· ⭐ 910) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.3K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 09.06.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 58K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 46K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge intake ``` @@ -3622,7 +3606,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 30K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3631,7 +3615,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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smart-open (πŸ₯ˆ30 Β· ⭐ 2.9K Β· πŸ“ˆ) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
gdown (πŸ₯ˆ30 Β· ⭐ 3.2K Β· πŸ“‰) - Download a large file from Google Drive (curl/wget fails because of the.. MIT + +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 19K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): + + ``` + git clone https://github.com/wkentaro/gdown + ``` +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.2M / month Β· πŸ“¦ 340 Β· ⏱️ 18.10.2022): + ``` + pip install gdown + ``` +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge gdown + ``` +
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smart-open (πŸ₯ˆ30 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 02.07.2023): @@ -3647,14 +3647,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ“ˆ) - Extract data from a wide range of Internet sources.. BSD-3 +
pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 - [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 640 Β· πŸ“‹ 530 - 25% open Β· ⏱️ 24.06.2023): ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 390K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3665,7 +3665,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰26 Β· ⭐ 2.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 230 Β· πŸ“₯ 1.2K Β· πŸ“¦ 53 Β· πŸ“‹ 200 - 42% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 230 Β· πŸ“₯ 1.2K Β· πŸ“¦ 55 Β· πŸ“‹ 200 - 42% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/rom1504/img2dataset @@ -3682,7 +3682,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.8K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.1K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3694,19 +3694,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 660 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 690 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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Upgini (πŸ₯‰20 Β· ⭐ 230) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰19 Β· ⭐ 230) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 07.07.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.8K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 7.7K / month Β· ⏱️ 30.06.2022): ``` pip install upgini ``` @@ -3718,7 +3718,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.5K / month Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 06.07.2022): ``` pip install squirrel-core ``` @@ -3732,14 +3732,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ32 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯ˆ30 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- tabulator-py (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT -- textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT +- textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT +- tabulator-py (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰25 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 -- borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- borb (πŸ₯‰20 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2
@@ -3751,29 +3751,29 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡46 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡47 Β· ⭐ 31K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 500K Β· πŸ“¦ 7.3K Β· πŸ“‹ 7.7K - 11% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 500K Β· πŸ“¦ 7.4K Β· πŸ“‹ 7.7K - 10% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 260 Β· ⏱️ 23.01.2019): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 260 Β· ⏱️ 10.07.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 910K Β· ⏱️ 22.06.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 920K Β· ⏱️ 22.06.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 120M Β· ⭐ 460 Β· ⏱️ 17.06.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 120M Β· ⭐ 460 Β· ⏱️ 10.07.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/celery/celery @@ -3789,44 +3789,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 690K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 470K Β· ⏱️ 30.06.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 480K Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 71% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 71% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6M / month Β· πŸ“¦ 170 Β· ⏱️ 27.06.2022): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 5.9M / month Β· πŸ“¦ 170 Β· ⏱️ 27.06.2022): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 48K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 49K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 09.07.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 800K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 820K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` @@ -3835,25 +3835,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 7.8K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 7.9K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 970 Β· πŸ“¦ 1.3K Β· πŸ“‹ 5.9K - 30% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 980 Β· πŸ“¦ 1.3K Β· πŸ“‹ 5.9K - 30% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 570K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 940K Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 950K Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.6K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/great-expectations/great_expectations @@ -3862,19 +3862,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 680K Β· ⏱️ 30.06.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 680K Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ39 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 310K Β· πŸ“‹ 840 - 46% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 310K Β· πŸ“‹ 840 - 46% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 25M / month Β· πŸ“¦ 6K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 26M / month Β· πŸ“¦ 6K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` @@ -3883,14 +3883,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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dbt (πŸ₯ˆ38 Β· ⭐ 7.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 7.3K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2K Β· πŸ“¦ 2.9K Β· πŸ“‹ 4.2K - 10% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.2K Β· πŸ“¦ 3K Β· πŸ“‹ 4.2K - 10% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3906,7 +3906,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 550K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): ``` pip install luigi ``` @@ -3917,24 +3917,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ36 Β· ⭐ 8.5K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 800 Β· πŸ“¦ 1.7K Β· πŸ“‹ 1.4K - 23% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 800 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 23% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 370K / month Β· πŸ“¦ 58 Β· ⏱️ 08.04.2019): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 360K / month Β· πŸ“¦ 58 Β· ⏱️ 08.04.2019): ``` pip install kedro ```
Activeloop (πŸ₯ˆ32 Β· ⭐ 6.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“¦ 360 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 490 Β· πŸ“¦ 390 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 5.9K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 5.7K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3946,7 +3946,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 86K / month Β· πŸ“¦ 170 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 86K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): ``` pip install huey ``` @@ -3962,16 +3962,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 890K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 910K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` pip install petl ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge petl ```
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zenml (πŸ₯ˆ31 Β· ⭐ 2.9K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ31 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 - [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 310 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 210 - 15% open Β· ⏱️ 03.07.2023): @@ -3985,28 +3985,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 98 Β· πŸ“₯ 39 Β· πŸ“¦ 130 Β· πŸ“‹ 360 - 4% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 99 Β· πŸ“₯ 41 Β· πŸ“¦ 140 Β· πŸ“‹ 360 - 3% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 69K / month Β· πŸ“¦ 5 Β· ⏱️ 31.03.2022): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 86K / month Β· πŸ“¦ 5 Β· ⏱️ 31.03.2022): ``` pip install whylogs ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 460 - 21% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 140K / month Β· πŸ“¦ 23 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 150K / month Β· πŸ“¦ 23 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 70K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 71K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge mleap ``` @@ -4018,23 +4018,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 25K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 26K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 210 Β· πŸ“¦ 85 Β· πŸ“‹ 870 - 13% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 210 Β· πŸ“¦ 88 Β· πŸ“‹ 870 - 13% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.4K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 3.9K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 67K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 68K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge ploomber ``` @@ -4058,11 +4058,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 48K / month Β· πŸ“¦ 18 Β· ⏱️ 09.03.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 52K / month Β· πŸ“¦ 19 Β· ⏱️ 09.03.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 7.9K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4074,7 +4074,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 5.3K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 5.7K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): ``` pip install streamparse ``` @@ -4098,7 +4098,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 89K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 87K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4126,7 +4126,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 1.5K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.3K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ``` @@ -4138,7 +4138,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 11K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 10K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4149,12 +4149,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 390 / month Β· ⏱️ 07.07.2022): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 650 / month Β· ⏱️ 07.07.2022): ``` pip install batchflow ``` @@ -4166,7 +4166,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.2K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.1K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4182,19 +4182,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 370 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 280 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ```
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Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4218,7 +4218,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 370 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 600 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ``` @@ -4230,7 +4230,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 66 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 56 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4242,7 +4242,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 120 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 77 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4282,7 +4282,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡37 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 860K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 870K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4296,7 +4296,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyyaml ```
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jmespath (πŸ₯‰33 Β· ⭐ 1.8K) - JMESPath is a query language for JSON. MIT +
jmespath (πŸ₯‰33 Β· ⭐ 1.9K) - JMESPath is a query language for JSON. MIT - [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 140 - 38% open Β· ⏱️ 31.03.2023): @@ -4318,18 +4318,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡33 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K Β· πŸ“ˆ) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“¦ 7.4K Β· πŸ“‹ 250 - 27% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.4K Β· πŸ“‹ 250 - 26% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.2M / month Β· πŸ“¦ 750 Β· ⏱️ 10.04.2022): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.4M / month Β· πŸ“¦ 760 Β· ⏱️ 10.04.2022): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 290K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 300K Β· ⏱️ 06.07.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4341,7 +4341,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month Β· πŸ“¦ 300 Β· ⏱️ 07.06.2021): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month Β· πŸ“¦ 310 Β· ⏱️ 07.06.2021): ``` pip install typing_inspect ``` @@ -4363,7 +4363,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.8K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 760K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 770K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 09.07.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4372,7 +4372,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 29M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 30M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge attrs ``` @@ -4420,14 +4420,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 4.9K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ32 Β· ⭐ 5K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 230 Β· πŸ“‹ 230 - 37% open Β· ⏱️ 20.03.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 230 Β· πŸ“‹ 230 - 37% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/jd/tenacity @@ -4452,23 +4452,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 27K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 28K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dependency_injector ```
returns (πŸ₯ˆ32 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 100 Β· πŸ“¦ 370 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 370 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 96K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 99K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 5.9K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge returns ``` @@ -4480,7 +4480,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.04.2018): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.04.2018): ``` pip install natsort ``` @@ -4491,7 +4491,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰29 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.1K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy @@ -4507,16 +4507,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (πŸ₯‰27 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 2.8K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 2.8K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 58 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 15K / month Β· πŸ“¦ 61 Β· ⏱️ 01.07.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 55K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 57K Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge ubelt ``` @@ -4537,16 +4537,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 54K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 63K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 64K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typing ``` @@ -4557,7 +4557,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 63K Β· πŸ“‹ 5.1K - 31% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 63K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/micropython/micropython @@ -4569,7 +4569,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyston (πŸ₯ˆ22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 -- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 85 Β· πŸ“₯ 20K Β· πŸ“‹ 100 - 44% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 20K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/pyston/pyston @@ -4577,7 +4577,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- grumpy (πŸ₯‰20 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 940 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4589,7 +4589,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 540 Β· πŸ“¦ 540K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 540 Β· πŸ“¦ 550K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 09.07.2023): ``` git clone https://github.com/pygments/pygments @@ -4603,41 +4603,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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pyparsing (πŸ₯‡40 Β· ⭐ 1.9K) - Python library for creating PEG parsers. MIT +
cookiecutter (πŸ₯‡40 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 8K Β· πŸ“¦ 810K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 19.06.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 21K Β· πŸ“‹ 810 - 25% open Β· ⏱️ 11.07.2023): ``` - git clone https://github.com/pyparsing/pyparsing + git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 76M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): ``` - pip install pyparsing + pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 37M Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 760K Β· ⏱️ 11.07.2023): ``` - conda install -c conda-forge pyparsing + conda install -c conda-forge cookiecutter ```
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cookiecutter (πŸ₯‡39 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
pyparsing (πŸ₯‡40 Β· ⭐ 1.9K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 870 - 31% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 8.1K Β· πŸ“¦ 820K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/cookiecutter/cookiecutter + git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 76M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` - pip install cookiecutter + pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 37M Β· ⏱️ 18.06.2023): ``` - conda install -c conda-forge cookiecutter + conda install -c conda-forge pyparsing ```
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 600K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 610K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/eliben/pycparser @@ -4669,7 +4669,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 25K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 26K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j @@ -4678,14 +4678,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
pluggy (πŸ₯ˆ34 Β· ⭐ 970) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 25% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 25% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/pytest-dev/pluggy @@ -4694,7 +4694,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 20M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 21M Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge pluggy ``` @@ -4706,7 +4706,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 66M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 67M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4726,7 +4726,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge diagrams ``` @@ -4738,7 +4738,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 520K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 460K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4747,30 +4747,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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Copier (πŸ₯‰31 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯‰32 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 440 Β· πŸ“‹ 380 - 14% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 450 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 57K / month Β· πŸ“¦ 21 Β· ⏱️ 13.06.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 61K / month Β· πŸ“¦ 31 Β· ⏱️ 13.06.2022): ``` pip install copier ```
fastcore (πŸ₯‰31 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 3.8K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 3.9K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 570K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 49K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 50K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4782,7 +4782,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 270K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 260K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4791,14 +4791,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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python-mss (πŸ₯‰29 Β· ⭐ 850) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰28 Β· ⭐ 860) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 600K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 610K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4823,49 +4823,49 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
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powerline-shell (πŸ₯‰26 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 100 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 26K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 11.07.2023): ``` - git clone https://github.com/b-ryan/powerline-shell + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.4K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.5M / month Β· πŸ“¦ 71 Β· ⏱️ 06.07.2022): ``` - pip install powerline-shell + pip install catalogue + ``` +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge catalogue ```
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pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 +
powerline-shell (πŸ₯‰26 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.2K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 100 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): ``` - git clone https://github.com/ponty/pyscreenshot + git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 460K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.6K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` - pip install pyscreenshot + pip install powerline-shell ```
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catalogue (πŸ₯‰26 Β· ⭐ 160) - Super lightweight function registries for your library. MIT +
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 26K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.3K Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/explosion/catalogue - ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.5M / month Β· πŸ“¦ 71 Β· ⏱️ 06.07.2022): - ``` - pip install catalogue + git clone https://github.com/ponty/pyscreenshot ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 470K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` - conda install -c conda-forge catalogue + pip install pyscreenshot ```
Show 3 hidden projects... -- openpyxl (πŸ₯‰26 Β· ⭐ 58) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 59) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰23 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-07-13_changes.md b/history/2023-07-13_changes.md new file mode 100644 index 0000000..037d6bf --- /dev/null +++ b/history/2023-07-13_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- Airflow (πŸ₯‡47 Β· ⭐ 31K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- click (πŸ₯‡46 Β· ⭐ 14K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 +- boto3 (πŸ₯‡46 Β· ⭐ 8.2K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +- deepdiff (πŸ₯‡35 Β· ⭐ 1.7K Β· πŸ“ˆ) - DeepDiff: Deep Difference and search of any Python object/data... MIT +- path (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ“ˆ) - Object-oriented file system path manipulation. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- polars (πŸ₯ˆ38 Β· ⭐ 19K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +- MongoEngine (πŸ₯ˆ37 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +- anyio (πŸ₯‡37 Β· ⭐ 1.3K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +- gdown (πŸ₯ˆ30 Β· ⭐ 3.2K Β· πŸ“‰) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +- tabulator-py (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT + diff --git a/history/2023-07-13_projects.csv b/history/2023-07-13_projects.csv new file mode 100644 index 0000000..af037a3 --- /dev/null +++ b/history/2023-07-13_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,npm_id,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,projectrank_placing,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-06 15:29:23.000,2023-07-06 15:29:22,396.0,29.0,2050,376.0,207.0,16.0,31.0,14012,2023-07-06 15:29:28.000,2023.07.06,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-07-06 18:30:38.000,2023-07-06 18:30:37,247.0,26.0,149,53.0,149.0,1.0,2.0,1946,2023-07-06 18:30:44.000,2023.07.06,97.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-07-06 14:40:26.000,2023-07-06 14:40:25,245.0,26.0,40,24.0,147.0,3.0,5.0,751,2023-07-06 14:40:30.000,2023.07.06,95.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-07-06 18:30:38.000,2023-07-06 18:30:37,247.0,26.0,149,53.0,149.0,1.0,2.0,1946,2023-07-06 18:30:44.000,2023.07.06,97.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-06 15:29:23.000,2023-07-06 15:29:22,396.0,29.0,2050,376.0,207.0,16.0,31.0,14012,2023-07-06 15:29:28.000,2023.07.06,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6807,1662.0,321.0,11.0,73.0,37676,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-06 15:29:23.000,2023-07-06 15:29:22,396.0,29.0,2050,376.0,207.0,16.0,31.0,14012,2023-07-06 15:29:28.000,2023.07.06,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-07-13 13:15:43.000,2023-07-13 07:02:33,12216.0,755.0,15097,2071.0,7501.0,961.0,4915.0,60036,2023-07-07 02:51:12.514,4.23.4,141.0,1113.0,52,True,protobuf,conda-forge/protobuf,google-protobuf,33263918.0,132086460.0,469553.0,450362.0,https://pypi.org/project/protobuf,2023-01-30 22:55:18.930,15785.0,124826026.0,https://anaconda.org/conda-forge/protobuf,2023-06-30 10:45:11.354,14686425.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3406.0,6150822.0,1.0,,,,,,,,,,,,,, +8,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-07-13 13:23:29.000,2023-07-13 13:12:41,32808.0,670.0,16399,1117.0,29224.0,3534.0,21420.0,38975,2023-06-28 23:24:00.000,2.0.3,115.0,3383.0,52,True,pandas,conda-forge/pandas,,202712.0,123531386.0,1281101.0,1211852.0,https://pypi.org/project/pandas,2022-06-23 13:30:09.000,69249.0,122267631.0,https://anaconda.org/conda-forge/pandas,2023-07-07 17:59:39.887,41645252.0,,,,,1.0,['pandas'],,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-07-13 13:45:47.000,2023-07-13 10:20:49,32907.0,799.0,8077,589.0,12548.0,2170.0,9591.0,24000,2023-07-08 22:12:30.000,1.25.1,144.0,1645.0,51,True,numpy,conda-forge/numpy,,768208.0,158113024.0,1862562.0,1729825.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,132737.0,156480623.0,https://anaconda.org/conda-forge/numpy,2023-07-09 08:50:04.592,60039060.0,,,,,1.0,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-07-13 12:50:15.000,2023-07-13 12:50:15,53843.0,226.0,23506,1939.0,49418.0,898.0,30955.0,57955,2023-06-22 16:16:09.866,8.1.0,330.0,6745.0,48,True,ansible,conda-forge/ansible,,,4039979.0,32736.0,28672.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4064.0,4015643.0,https://anaconda.org/conda-forge/ansible,2023-06-25 18:22:41.961,924790.0,,,,,1.0,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-07-13 13:36:31.000,2023-07-13 06:29:07,20400.0,1004.0,12574,760.0,21741.0,841.0,6865.0,31391,2023-07-10 23:02:37.000,2.6.3,157.0,2904.0,47,True,apache-airflow,conda-forge/airflow,,502872.0,12652219.0,7638.0,7377.0,https://pypi.org/project/apache-airflow,2023-07-10 20:50:03.028,261.0,11386253.0,https://anaconda.org/conda-forge/airflow,2023-06-22 21:31:34.635,917789.0,,,,,1.0,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-07-10 21:55:39.747092,455.0,122282773.0,1.0,,,,,, +12,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-07-11 16:53:22.000,2023-07-11 16:53:22,12259.0,82.0,4500,480.0,2989.0,626.0,4312.0,21832,2023-06-18 14:21:14.785,5.3.1,198.0,1286.0,46,True,celery,conda-forge/celery,,,6822947.0,121289.0,106294.0,https://pypi.org/project/celery,2022-06-29 11:38:16.000,14995.0,6787572.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1308885.0,,,,,1.0,,,,,,,,,,,,,, +13,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-07-13 12:59:05.000,2023-07-06 18:34:29,2349.0,100.0,1346,184.0,1043.0,88.0,1396.0,14055,2023-07-07 02:18:55.628,8.1.4,50.0,360.0,46,True,click,conda-forge/click,,12.0,120433601.0,1374158.0,1300802.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,73356.0,119342296.0,https://anaconda.org/conda-forge/click,2023-07-07 12:37:23.038,28373943.0,,,,,1.0,,,,,,,,1.0,,,,,, +14,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-07-11 14:18:59.416,2023-07-11 04:33:00,5258.0,180.0,1775,237.0,675.0,165.0,2839.0,8194,2023-07-07 19:32:15.371,1.28.1,1340.0,145.0,46,True,boto3,conda-forge/boto3,,,687940415.0,346599.0,329242.0,https://pypi.org/project/boto3,2022-12-09 20:19:32.901,17357.0,687511949.0,https://anaconda.org/conda-forge/boto3,2023-07-11 14:18:59.416,16281730.0,,,,,1.0,,,,,,,,1.0,,,,,, +15,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-07-12 18:58:13.000,2023-07-12 18:57:50,16446.0,254.0,1182,92.0,649.0,175.0,7218.0,7493,2023-07-05 19:01:45.207,2.0.18,287.0,640.0,46,True,SQLAlchemy,conda-forge/sqlalchemy,,44941.0,81135975.0,645542.0,598581.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,46961.0,80732321.0,https://anaconda.org/conda-forge/sqlalchemy,2023-07-07 22:07:02.650,12483024.0,,,,,1.0,,,,,,,,,,,,,, +16,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-07-13 13:29:32.000,2023-07-13 13:29:24,10607.0,376.0,1608,124.0,6947.0,38.0,2230.0,5672,2023-07-11 03:26:18.428,41.0.2,116.0,293.0,46,True,cryptography,conda-forge/cryptography,,,160733061.0,520453.0,499370.0,https://pypi.org/project/cryptography,2022-07-05 13:33:24.000,21083.0,159608342.0,https://anaconda.org/conda-forge/cryptography,2023-07-11 06:42:45.957,40489885.0,,,,,1.0,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-07-13 13:11:06.000,2023-07-13 13:06:24,2241.0,555.0,1297,99.0,2730.0,300.0,2399.0,14703,2023-07-05 17:39:02.574,2.0.2,112.0,376.0,45,True,pydantic,conda-forge/pydantic,,,73891036.0,228559.0,221575.0,https://pypi.org/project/pydantic,2022-05-19 11:28:33.000,6984.0,73741747.0,https://anaconda.org/conda-forge/pydantic,2023-07-13 05:19:03.355,5374435.0,,,,,1.0,,,,,,,,,pydantic/pydantic,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-07-11 20:46:42.000,2023-07-11 04:33:03,11306.0,206.0,3733,572.0,3410.0,508.0,3890.0,13976,2023-07-07 19:31:31.778,1.29.1,1747.0,417.0,45,True,awscli,conda-forge/awscli,,1422.0,369716948.0,3041.0,3.0,https://pypi.org/project/awscli,2022-07-06 19:08:34.000,3038.0,369158512.0,https://anaconda.org/conda-forge/awscli,2023-07-11 16:38:10.566,20102800.0,,,,,1.0,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-07-12 19:43:32.000,2023-07-11 04:32:49,10032.0,255.0,1012,65.0,1970.0,142.0,893.0,1305,2023-07-11 05:57:23.311,1.31.2,1730.0,194.0,44,True,botocore,conda-forge/botocore,,,331442086.0,255254.0,246853.0,https://pypi.org/project/botocore,2022-07-06 19:08:06.000,8401.0,330750046.0,https://anaconda.org/conda-forge/botocore,2023-07-11 13:37:20.351,22145297.0,,,,,2.0,,,,,,,,,,,,,, +20,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-07-13 11:13:37.000,2023-07-03 10:41:29,3787.0,30.0,1588,542.0,985.0,168.0,989.0,43885,2023-06-12 13:57:22.000,13.4.2,184.0,223.0,43,True,rich,conda-forge/rich,,,24606383.0,107931.0,103609.0,https://pypi.org/project/rich,2022-05-24 06:40:55.000,4322.0,24486416.0,https://anaconda.org/conda-forge/rich,2023-06-12 17:36:05.280,4318823.0,,,,,1.0,,,,,,,,,,,,,, +21,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-07-12 12:23:02.000,2023-07-12 12:23:02,4282.0,202.0,4938,708.0,3717.0,187.0,6775.0,29943,2023-07-11 13:15:50.000,2.20.0,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,119802728.0,3885943.0,13962.0,12722.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1240.0,1778289.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,345286.0,,,,,2.0,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-07-10 15:48:17.000,2023-07-10 15:48:16,2990.0,79.0,3128,639.0,2364.0,141.0,2113.0,20738,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,flatbuffers,231603.0,11130904.0,63844.0,63288.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,292.0,10085258.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,774822.0,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,264.0,1034513.0,1.0,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-07-13 13:27:56.000,2023-07-13 13:27:55,3486.0,95.0,2246,272.0,3618.0,622.0,1745.0,16656,2023-06-22 18:31:21.000,2.13.1,69.0,518.0,43,True,datasets,conda-forge/datasets,,,3357600.0,20750.0,20237.0,https://pypi.org/project/datasets,2022-06-15 18:05:26.000,513.0,3346294.0,https://anaconda.org/conda-forge/datasets,2023-06-27 17:28:29.940,350515.0,,,,,1.0,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-07-13 10:10:53.071,2023-07-12 14:10:10,3388.0,72.0,1787,223.0,1234.0,21.0,634.0,16018,2023-07-12 14:12:11.974,19.1.0,298.0,533.0,43,True,Faker,conda-forge/faker,,,7807266.0,155418.0,152357.0,https://pypi.org/project/Faker,2022-07-06 15:19:06.000,3061.0,7785294.0,https://anaconda.org/conda-forge/faker,2023-07-13 10:10:53.071,812994.0,,,,,1.0,,,,,,,,,,,,,, +25,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-07-13 12:26:06.000,2023-06-25 12:52:42,2201.0,38.0,2381,327.0,1365.0,192.0,1304.0,11625,2023-06-25 13:15:25.514,4.6.0,115.0,401.0,43,True,redis,conda-forge/redis-py,,,27044361.0,27388.0,,https://pypi.org/project/redis,2022-06-27 13:11:51.000,27388.0,27016837.0,https://anaconda.org/conda-forge/redis-py,2023-07-10 17:06:07.772,1018423.0,,,,,1.0,,,,,,,,,,,,,, +26,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-07-13 10:27:55.000,2023-07-07 18:16:33,3939.0,76.0,1932,316.0,754.0,978.0,753.0,8408,2023-05-25 18:13:14.411,3.2.0,142.0,186.0,43,True,paramiko,conda-forge/paramiko,,,38983645.0,93104.0,80246.0,https://pypi.org/project/paramiko,2022-05-17 01:07:00.000,12858.0,38941906.0,https://anaconda.org/conda-forge/paramiko,2023-06-16 13:25:05.596,3422623.0,,,,,2.0,,,,,,,,,,,,,, +27,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-07-12 23:54:22.000,2023-07-11 13:47:08,22590.0,1074.0,1465,301.0,7515.0,152.0,3470.0,4262,2023-07-11 13:47:27.000,google-cloud-deploy-v1.11.0,100.0,396.0,43,True,google-cloud-storage,conda-forge/google-cloud-storage,,,45000260.0,1880.0,,https://pypi.org/project/google-cloud-storage,2022-06-08 18:12:00.000,1880.0,44899592.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3624074.0,,,,,1.0,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-07-13 08:09:42.000,2023-07-09 04:25:51,6423.0,63.0,537,32.0,749.0,403.0,1351.0,1342,2023-04-18 18:51:04.629,2.15.1,59.0,788.0,43,True,pygments,conda-forge/pygments,,,52344482.0,584210.0,547380.0,https://pypi.org/project/pygments,2022-04-24 13:37:38.000,36830.0,52078969.0,https://anaconda.org/conda-forge/pygments,2023-06-16 13:16:02.274,23099642.0,,,,,1.0,,,,,,,,,,,,,, +29,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-07-13 13:40:26.000,2023-07-13 13:30:35,117781.0,1226.0,27224,1491.0,42222.0,8293.0,57111.0,54470,2020-07-22 03:00:52.000,0.0.6,11.0,2527.0,42,True,cpython,conda-forge/typing,@buckpkg/python,,94999.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,63669.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2757066.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,1.0,,,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-07-13 07:39:44.000,2023-07-12 21:43:22,14815.0,478.0,1274,153.0,5742.0,540.0,3434.0,12311,2023-07-07 19:28:01.462,2.10.20,221.0,321.0,42,True,prefect,conda-forge/prefect,,,669152.0,3477.0,3339.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,138.0,656553.0,https://anaconda.org/conda-forge/prefect,2023-07-10 13:48:18.377,478774.0,,,,,1.0,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-07-12 05:37:40.000,2023-06-06 18:28:15,3309.0,10.0,1641,197.0,1563.0,428.0,1208.0,6319,2023-06-01 14:27:42.000,6.1.3,84.0,439.0,42,True,docker,conda-forge/docker-py,,621.0,33303473.0,68217.0,64499.0,https://pypi.org/project/docker,2021-10-07 22:54:50.000,3718.0,33209081.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3492335.0,,,,,2.0,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-07-13 12:13:38.000,2023-07-13 09:46:43,14916.0,677.0,2417,365.0,22818.0,991.0,7370.0,3758,2023-07-12 21:31:56.000,azure-servicebus_7.11.1,100.0,602.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,39275101.0,2897.0,2259.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,638.0,39248808.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-07-12 00:27:47.803,972868.0,,,,,1.0,,,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-07-13 13:19:04.000,2023-07-13 12:34:13,10451.0,741.0,916,174.0,6470.0,1816.0,4410.0,16522,2023-07-12 23:23:34.000,3.75.0,3895.0,228.0,41,True,pulumi,,@pulumi/pulumi,262401.0,1887163.0,3450.0,2721.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,128.0,811801.0,,,,https://www.npmjs.com/package/@pulumi/pulumi,2023-07-12 23:24:38.076,601.0,1062242.0,2.0,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-07-13 13:01:41.000,2023-07-13 13:01:18,4529.0,22.0,1370,199.0,467.0,,2284.0,10192,2023-04-21 20:18:22.000,3.16.2,183.0,152.0,41,True,peewee,conda-forge/peewee,,,1068739.0,26167.0,22484.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3683.0,1062379.0,https://anaconda.org/conda-forge/peewee,2023-06-16 13:23:55.560,534301.0,,,,,1.0,,,,,,,,,,,,,, +35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-07-13 13:39:58.000,2023-07-13 12:48:31,39657.0,736.0,3994,259.0,21671.0,4208.0,1710.0,7008,2023-05-31 20:18:43.000,2.48.0,91.0,1509.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,5853979.0,176.0,2.0,https://pypi.org/project/apache-beam,2022-06-27 21:50:53.000,174.0,5851752.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-06-02 04:31:25.621,48997.0,,,,,1.0,,,,,,,,,,,,,, +36,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-07-09 13:49:01.000,2023-07-09 13:48:58,1334.0,48.0,338,65.0,519.0,114.0,529.0,4817,2023-04-16 10:50:23.776,23.1.0,27.0,144.0,41,True,attrs,conda-forge/attrs,,,116362497.0,784976.0,767207.0,https://pypi.org/project/attrs,2017-11-08 17:57:49.000,17769.0,115973426.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,29569422.0,,,,,1.0,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-07-13 09:29:19.000,2023-07-12 14:30:03,2518.0,56.0,563,59.0,319.0,28.0,731.0,4182,2023-07-12 14:51:03.463,4.18.2,92.0,108.0,41,True,jsonschema,conda-forge/jsonschema,,23.0,72015934.0,430089.0,411531.0,https://pypi.org/project/jsonschema,2018-09-30 14:03:06.000,18558.0,71379470.0,https://anaconda.org/conda-forge/jsonschema,2023-07-13 02:15:14.817,21003284.0,,,,,1.0,,,,,,,,,python-jsonschema/jsonschema,,,,, +38,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-07-08 06:03:35.000,2023-06-20 22:22:09,4261.0,54.0,503,57.0,875.0,249.0,1185.0,1895,2023-06-20 09:17:29.999,3.9.0,34.0,195.0,41,True,h5py,conda-forge/h5py,,2760.0,12762956.0,238100.0,223547.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14553.0,12426111.0,https://anaconda.org/conda-forge/h5py,2023-06-27 01:33:51.340,12461949.0,,,,,1.0,,,,,,,,,,,,,, +39,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-07-11 23:08:31.657,2023-07-11 15:59:22,3004.0,42.0,1861,223.0,1075.0,205.0,608.0,19906,2023-07-11 16:00:08.467,2.2.3,37.0,302.0,40,True,cookiecutter,conda-forge/cookiecutter,,,2374483.0,22802.0,21239.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1563.0,2345377.0,https://anaconda.org/conda-forge/cookiecutter,2023-07-11 23:08:31.657,756761.0,,,,,1.0,,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-07-13 10:33:21.000,2023-07-13 10:33:21,12802.0,24.0,3028,610.0,3496.0,978.0,3883.0,16056,2023-06-17 17:37:56.000,2.2.1,44.0,589.0,40,True,kivy,conda-forge/kivy,,31908.0,90663.0,10949.0,10347.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,602.0,82100.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,313898.0,,,,,1.0,,,,,,,,,,,,,, +41,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-07-11 20:09:54.000,2023-07-09 10:34:25,1790.0,48.0,1359,210.0,839.0,162.0,923.0,9001,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,40,True,rq,conda-forge/rq,,,826086.0,15765.0,13998.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1767.0,824967.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,94017.0,,,,,1.0,,,,,,,,,,,,,, +42,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-07-13 13:44:49.000,2023-07-13 11:35:24,14968.0,901.0,981,97.0,9027.0,1798.0,4126.0,7898,2023-06-29 17:07:47.000,1.3.13,551.0,323.0,40,True,dagster,conda-forge/dagster,,,601952.0,1468.0,1347.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,121.0,576865.0,https://anaconda.org/conda-forge/dagster,2023-07-01 04:11:29.653,953317.0,,,,,1.0,,,,,,,,,,,,,, +43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-30 16:30:11.000,2023-06-30 16:29:58,1081.0,32.0,1409,230.0,478.0,16.0,625.0,7330,2023-06-26 05:34:54.000,1.1.0,12.0,122.0,40,True,PyMySQL,conda-forge/pymysql,,,36582268.0,174100.0,173871.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,229.0,36549968.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1162826.0,,,,,1.0,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-07-13 12:55:51.000,2023-07-06 15:35:54,1525.0,17.0,1158,395.0,1222.0,51.0,978.0,3987,2023-07-07 01:26:06.521,8.8.2,132.0,195.0,40,True,elasticsearch,conda-forge/elasticsearch,,3310.0,13776087.0,45352.0,39308.0,https://pypi.org/project/elasticsearch,2022-06-30 16:35:35.000,6044.0,13753110.0,https://anaconda.org/conda-forge/elasticsearch,2023-07-06 16:00:42.877,869331.0,,,,,1.0,,,,,,,,,,,,,, +45,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-07-12 18:28:20.000,2023-07-11 20:27:15,1708.0,44.0,187,19.0,119.0,100.0,867.0,2003,2023-05-17 22:10:39.727,1.11.1,115.0,167.0,40,True,alembic,conda-forge/alembic,,,26569236.0,180682.0,169250.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11432.0,26528159.0,https://anaconda.org/conda-forge/alembic,2023-06-16 13:23:23.904,3450511.0,,,,,1.0,,,,,,,,,,,,,, +46,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-07-12 08:34:37.000,2023-07-12 08:34:31,1147.0,26.0,259,25.0,163.0,30.0,275.0,1902,2023-06-18 22:51:11.000,3.1.0,70.0,55.0,40,True,pyparsing,conda-forge/pyparsing,,8106.0,77702786.0,847770.0,815747.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,32023.0,75936050.0,https://anaconda.org/conda-forge/pyparsing,2023-06-18 23:49:52.117,37098551.0,,,,,1.0,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-07-13 13:42:33.000,2023-07-13 13:38:12,11234.0,511.0,1347,78.0,6503.0,149.0,1561.0,8593,2023-07-10 16:28:31.000,0.17.4,226.0,395.0,39,True,great_expectations,conda-forge/great-expectations,,,11272914.0,32.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,32.0,11254909.0,https://anaconda.org/conda-forge/great-expectations,2023-07-10 19:30:51.979,684224.0,,,,,2.0,,,,,,,,,,,,,, +48,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-07-13 08:18:31.000,2023-03-02 20:25:13,2157.0,,1358,154.0,950.0,295.0,1175.0,5230,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1830.0,6346076.0,20083.0,18690.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1393.0,6340591.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,404676.0,,,,,2.0,,,,,,,,,,,,,, +49,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-07-12 23:09:39.000,2023-07-12 17:48:33,5345.0,102.0,1114,238.0,1300.0,13.0,,3881,2023-06-21 18:17:54.000,4.4.0,132.0,203.0,39,True,pymongo,conda-forge/pymongo,,,19289572.0,19887.0,,https://pypi.org/project/pymongo,2021-12-07 23:55:30.000,19887.0,19258782.0,https://anaconda.org/conda-forge/pymongo,2023-06-25 12:20:56.518,1108440.0,,,,,2.0,,,,,,,,,,,,,, +50,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-07-13 11:53:30.000,2023-07-10 20:12:55,1478.0,25.0,380,60.0,689.0,389.0,455.0,3325,2023-07-10 16:07:26.000,1.3.0,106.0,123.0,39,True,joblib,conda-forge/joblib,,,26172781.0,314610.0,308569.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,6041.0,25613688.0,https://anaconda.org/conda-forge/joblib,2023-06-30 20:04:40.631,20127363.0,,,,,2.0,,,,,,,,,,,,,, +51,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-07-09 03:11:02.000,2023-06-09 20:24:44,2708.0,99.0,1177,201.0,1195.0,168.0,1777.0,3154,2023-05-05 16:39:25.000,4.2.0,42.0,221.0,39,True,netmiko,,,,177316.0,3948.0,3690.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,258.0,177316.0,,,,,,,,2.0,,,,,,,,,,,,,, +52,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-07-11 16:00:39.000,2023-06-03 11:41:23,1467.0,26.0,243,37.0,470.0,27.0,242.0,3117,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,39,True,more-itertools,conda-forge/more-itertools,,2766.0,36074493.0,192927.0,184226.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8701.0,35918160.0,https://anaconda.org/conda-forge/more-itertools,2023-06-16 13:24:26.433,11722405.0,,,,,1.0,,,,,,,,,,,,,, +53,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-07-08 22:21:27.000,2023-07-08 22:21:27,2815.0,44.0,439,61.0,198.0,59.0,493.0,2422,2023-05-19 08:13:05.062,3.18.0,46.0,142.0,39,True,pycryptodomex,conda-forge/pycryptodomex,,5.0,28492577.0,73807.0,72242.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1565.0,28472554.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1341572.0,,,,,2.0,,,,,,,,,,,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-07-12 16:09:14.000,2023-06-06 19:08:37,1575.0,4.0,429,43.0,620.0,327.0,399.0,2094,2021-07-14 08:19:18.000,2.8.2,24.0,131.0,39,True,python-dateutil,conda-forge/python-dateutil,,35004.0,210574185.0,1109816.0,1105713.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,210036758.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,46188627.0,,,,,1.0,,,,,,,,,,,,,, +55,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-07-13 12:21:52.000,2023-07-12 19:03:36,6780.0,756.0,1011,131.0,5496.0,939.0,3411.0,18564,2023-07-12 19:03:54.000,py-0.18.7,298.0,239.0,38,True,polars,,,,740941.0,2866.0,2679.0,https://pypi.org/project/polars,2022-05-01 21:13:18.000,187.0,740941.0,,,,,,,,2.0,,,,,,,,-1.0,,,,,, +56,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-07-05 14:09:06.451,2023-07-04 10:52:46,2705.0,7.0,687,150.0,718.0,566.0,546.0,8448,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,26049478.0,1436.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1436.0,25572033.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,16710596.0,,,,,2.0,,,,,,,,,,,,,, +57,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-07-13 10:51:25.000,2023-07-13 10:51:23,6220.0,201.0,1277,136.0,3600.0,455.0,3776.0,7251,2023-06-22 16:49:04.000,1.5.2,173.0,289.0,38,True,dbt,conda-forge/dbt,,2150.0,128108.0,2996.0,2966.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,124965.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,244022.0,,,,,2.0,,,,,,,,,,dbt,,,, +58,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-07-11 07:14:26.000,2023-07-11 07:14:25,3201.0,35.0,627,83.0,978.0,163.0,1028.0,6600,2022-11-11 16:12:09.790,3.19.0,169.0,206.0,38,True,marshmallow,conda-forge/marshmallow,,,22701236.0,97071.0,86851.0,https://pypi.org/project/marshmallow,2016-09-05 18:17:34.000,10220.0,22678287.0,https://anaconda.org/conda-forge/marshmallow,2023-06-16 13:23:31.231,1881830.0,,,,,2.0,,,,,,,,,,,,,, +59,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-07-07 17:27:15.000,2023-07-07 17:27:15,356.0,3.0,367,35.0,223.0,35.0,221.0,6196,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,38,True,python-dotenv,conda-forge/python-dotenv,,,30391642.0,509114.0,500952.0,https://pypi.org/project/python-dotenv,2022-03-24 21:32:35.000,8162.0,30360240.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2512208.0,,,,,1.0,,,,,,,,,,,,,, +60,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-07-12 03:38:30.000,2023-06-26 21:52:30,1672.0,30.0,3208,139.0,844.0,91.0,1159.0,5833,2023-02-16 01:06:58.000,26.1.0,86.0,182.0,38,True,kubernetes,conda-forge/kubernetes,,,13703398.0,1344.0,,https://pypi.org/project/kubernetes,2022-06-22 18:33:29.000,1344.0,13691987.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,433627.0,,,,,3.0,,,,,,,,,,,,,, +61,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-06-26 03:38:30.000,2023-06-07 10:09:12,3047.0,6.0,484,73.0,286.0,20.0,1219.0,2971,2023-04-03 11:33:15.441,2.9.6,56.0,131.0,38,False,psycopg2,psycopg2,,,13936015.0,682053.0,620723.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61310.0,13933646.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,218022.0,,,,,2.0,,,,,,,,,,,20.0,,, +62,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,257,27.0,105.0,109.0,182.0,947,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,True,six,conda-forge/six,,,193987179.0,1879997.0,1744851.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135146.0,193467226.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,44716039.0,,,,,1.0,,,,,,,,,,,,,, +63,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-07-11 13:41:28.000,2023-07-11 13:41:28,2169.0,40.0,257,22.0,744.0,196.0,367.0,609,2023-06-09 17:34:09.999,2023.6.0,69.0,187.0,38,True,fsspec,conda-forge/fsspec,,,114803052.0,53842.0,53284.0,https://pypi.org/project/fsspec,2022-05-19 18:14:36.000,558.0,114558015.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,12986994.0,,,,,1.0,,,,,,,,,,,,,, +64,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1369,380.0,162.0,131.0,171.0,24835,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,6804227.0,24436.0,22710.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1726.0,6795356.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,647629.0,,,,,2.0,,,,,,,,,,,,,, +65,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-07-03 07:10:36.000,2023-05-04 09:47:52,4078.0,4.0,2371,481.0,2271.0,114.0,876.0,16641,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,549184.0,2574.0,2164.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,408.0,549036.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13234.0,,,,,2.0,,,stable/luigi,,,,,,,,2.0,,, +66,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-06-22 23:41:39.000,2023-05-25 18:13:19,1579.0,25.0,1924,463.0,549.0,460.0,1305.0,14129,2023-05-25 18:14:00.894,3.1.0,126.0,136.0,37,True,fabric,conda-forge/fabric,,,3871327.0,79.0,,https://pypi.org/project/fabric,2022-04-07 17:07:25.000,79.0,3870520.0,https://anaconda.org/conda-forge/fabric,2023-06-16 13:21:36.749,67019.0,,,,,3.0,,,,,,,,,,,,,, +67,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-07-12 21:21:12.000,2023-07-12 21:21:12,6799.0,57.0,1739,227.0,3043.0,715.0,2647.0,11805,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,299109.0,9275.0,8977.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,298.0,296697.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,113377.0,,,,,2.0,,,,,,,,,,,,,, +68,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-06-16 13:24:41.536,2023-01-15 16:27:26,925.0,,550,229.0,231.0,81.0,250.0,9427,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,417.0,6440388.0,87009.0,85170.0,https://pypi.org/project/uvloop,2021-08-10 19:41:14.000,1839.0,6431543.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,610051.0,,,,,1.0,,,,,,,,,,,,,, +69,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-07-13 12:55:44.000,2023-07-13 06:56:55,2523.0,163.0,615,113.0,2702.0,840.0,2893.0,8804,2023-07-07 01:53:10.525,0.23.0,81.0,116.0,37,True,modin,conda-forge/modin-core,,196679.0,925331.0,1121.0,1089.0,https://pypi.org/project/modin,2022-06-25 00:04:51.000,32.0,911469.0,https://anaconda.org/conda-forge/modin-core,2023-07-07 12:06:18.356,254054.0,,,,,2.0,['pandas'],,,,,,,,,,,,, +70,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-07-08 19:07:04.000,2022-11-15 16:25:22,1396.0,,642,135.0,668.0,96.0,398.0,8329,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,11899085.0,62736.0,58019.0,https://pypi.org/project/arrow,2022-01-27 15:47:11.000,4717.0,11879022.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,1725438.0,,,,,2.0,,,,,,,,,,,,,, +71,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-06-16 13:16:53.868,2023-05-14 21:27:17,1441.0,3.0,680,134.0,377.0,166.0,452.0,5880,2023-03-20 09:22:33.000,3.0.0,44.0,144.0,37,True,watchdog,conda-forge/watchdog,,,13380430.0,107699.0,99688.0,https://pypi.org/project/watchdog,2022-06-10 10:28:22.000,8011.0,13353134.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2265621.0,,,,,2.0,,,,,,,,,,,,,, +72,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-06-16 13:25:17.779,2023-04-18 19:22:32,4081.0,2.0,1221,139.0,1100.0,383.0,1311.0,4025,2023-03-03 10:28:06.959,0.27.0,72.0,386.0,37,True,mongoengine,conda-forge/mongoengine,,,1188674.0,24399.0,20821.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3578.0,1186067.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,216455.0,,,,,2.0,,,,,,,,-1.0,,,,,, +73,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-07-11 16:19:21.000,2023-07-11 16:19:16,2214.0,117.0,623,58.0,1365.0,30.0,921.0,3524,2023-06-14 21:59:06.000,3.2.1,139.0,133.0,37,True,awswrangler,conda-forge/awswrangler,,197675.0,28451667.0,1169.0,1114.0,https://pypi.org/project/awswrangler,2022-06-28 15:58:16.000,55.0,28436983.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,394734.0,,,,,2.0,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,, +74,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-26 05:05:58.000,2023-06-15 23:29:54,1330.0,14.0,605,121.0,119.0,18.0,865.0,3284,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,10988609.0,66881.0,63003.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3878.0,10950882.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2791806.0,,,,,1.0,,,,,,,,,,,,,, +75,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-07-13 06:35:19.000,2023-07-11 14:53:32,4652.0,90.0,950,107.0,3523.0,1140.0,2763.0,3030,2023-06-23 21:21:09.429,2023.6.0,80.0,431.0,37,True,xarray,conda-forge/xarray,,,3154189.0,1773.0,1.0,https://pypi.org/project/xarray,2022-06-09 14:56:37.000,1772.0,2918526.0,https://anaconda.org/conda-forge/xarray,2023-06-26 15:08:25.737,8483901.0,,,,,2.0,,,,,,,,,,,,,, +76,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-06-25 19:21:06.802,2023-06-25 11:07:42,2628.0,50.0,471,120.0,537.0,276.0,1480.0,2636,2023-06-23 08:09:03.318,0.30.10,155.0,62.0,37,True,xlwings,conda-forge/xlwings,,21060.0,107409.0,29488.0,28853.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,635.0,90459.0,https://anaconda.org/conda-forge/xlwings,2023-06-25 19:21:06.802,628125.0,,,,,1.0,,,,,,,,,,,,,, +77,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-07-05 09:11:37.000,2023-04-02 16:48:18,1600.0,,459,95.0,301.0,183.0,292.0,2395,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,pexpect,conda-forge/pexpect,,4347.0,32671509.0,305877.0,289798.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16079.0,32502245.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,14722823.0,,,,,1.0,,,,,,,,,,,,,, +78,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-06-26 19:24:00.000,2022-09-13 22:22:16,316.0,,453,52.0,244.0,264.0,291.0,2209,2021-01-20 22:07:31.000,5.4.1,36.0,40.0,37,True,pyyaml,conda-forge/pyyaml,,,175833066.0,939869.0,865124.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74745.0,175410275.0,https://anaconda.org/conda-forge/pyyaml,2023-06-16 13:17:29.126,35937291.0,,,,,1.0,,,,,,,,,,,,,, +79,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:01:55.000,2023-06-21 22:01:53,929.0,34.0,229,52.0,153.0,18.0,193.0,1492,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,37,True,greenlet,conda-forge/greenlet,,,61684795.0,271787.0,261439.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10348.0,61586101.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7303415.0,,,,,1.0,,,,,,,,,,,,,, +80,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-07-12 12:35:50.000,2023-07-11 09:53:40,846.0,40.0,105,27.0,259.0,58.0,248.0,1315,2023-05-27 11:13:03.102,3.7.0,46.0,41.0,37,True,anyio,conda-forge/anyio,,,29367855.0,145578.0,145128.0,https://pypi.org/project/anyio,2022-05-13 12:50:47.000,450.0,29156549.0,https://anaconda.org/conda-forge/anyio,2023-07-06 13:49:04.673,8029641.0,,,,,1.0,,,,,,,,-1.0,,,,,, +81,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-16 13:25:18.199,2023-01-29 03:07:44,1874.0,,278,38.0,238.0,198.0,198.0,1168,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,future,conda-forge/future,,,35005885.0,299829.0,282644.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17185.0,34865809.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,11766424.0,,,,,2.0,,,,,,,,,,,,,, +82,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-07-12 22:35:53.000,2023-07-10 16:46:18,1670.0,31.0,250,54.0,1030.0,71.0,506.0,622,2023-06-27 16:57:07.151,3.11.3,146.0,128.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,32210732.0,21633.0,20541.0,https://pypi.org/project/google-cloud-bigquery,2022-06-09 14:43:55.000,1092.0,32136789.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-06-28 07:53:19.601,2661949.0,,,,,2.0,,,,,,,,,,,,,, +83,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-07-08 17:53:24.000,2023-07-08 17:53:22,1963.0,6.0,195,26.0,578.0,91.0,190.0,565,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,153.0,24632179.0,347783.0,333147.0,https://pypi.org/project/traitlets,2016-07-01 09:15:24.000,14636.0,24384108.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,21581311.0,,,,,2.0,,,,,,,,,,,,,, +84,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-07-07 09:41:03.000,2023-07-07 08:56:19,6733.0,455.0,1211,346.0,230.0,51.0,433.0,13245,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,tink-crypto,1089.0,161253.0,52.0,48.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,160941.0,,,,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,297.0,2.0,,,,,,,,,,,,,, +85,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-06-26 17:46:59.000,2023-04-11 15:40:50,389.0,,913,210.0,177.0,148.0,279.0,10919,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,schedule,conda-forge/schedule,,,2270485.0,28359.0,26946.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1413.0,2269634.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,36595.0,,,,,3.0,,,,,,,,,,,,,, +86,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-07-13 12:10:04.000,2023-07-13 08:27:21,2318.0,93.0,802,105.0,1208.0,319.0,1046.0,8515,2023-07-03 12:56:00.843,0.18.11,43.0,195.0,36,True,kedro,,,,364342.0,1817.0,1759.0,https://pypi.org/project/kedro,2019-04-08 14:53:35.000,58.0,364342.0,,,,,,,,2.0,,,,,,,,,,,,,, +87,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-06-16 13:17:10.080,2018-08-27 18:02:16,447.0,,567,162.0,109.0,260.0,184.0,7815,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,docopt,conda-forge/docopt,,,10117029.0,109675.0,97330.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12345.0,10096193.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1812749.0,,,,,2.0,,,,,,,,,,,,,, +88,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-07-12 10:12:10.000,2023-07-12 10:12:10,1434.0,12.0,486,139.0,231.0,10.0,443.0,6651,2023-05-15 15:25:45.070,2.0.4,42.0,95.0,36,True,sh,conda-forge/sh,,,4332208.0,15323.0,12712.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2611.0,4330046.0,https://anaconda.org/conda-forge/sh,2023-06-16 13:21:38.984,177329.0,,,,,2.0,,,,,,,,,,,,,, +89,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-07-12 10:38:49.000,2023-07-12 10:34:19,847.0,17.0,850,332.0,526.0,266.0,832.0,3320,2023-07-12 15:58:31.000,2.2.0,30.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9242068.0,7004.0,6589.0,https://pypi.org/project/confluent-kafka,2017-07-25 21:54:37.000,415.0,9232393.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-06-08 17:39:11.027,735325.0,,,,,2.0,,,,,,,,,,,,,, +90,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-06-16 13:16:09.835,2022-11-04 10:01:12,370.0,,232,45.0,140.0,110.0,137.0,3190,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,110216167.0,718070.0,697093.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,20977.0,109948184.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,23314594.0,,,,,2.0,,,,,,,,,,,,,, +91,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-06-16 13:24:40.587,2023-05-31 00:00:47,551.0,5.0,579,96.0,176.0,28.0,304.0,2902,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,103673211.0,624389.0,607283.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17106.0,103284695.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,32246860.0,,,,,2.0,,,,,,,,,,,,,, +92,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-07-13 13:39:09.000,2023-07-13 12:40:14,5684.0,610.0,429,79.0,4384.0,76.0,2105.0,2883,2023-07-05 15:06:54.061,6.0.0,43.0,166.0,36,True,ibis-framework,conda-forge/ibis-framework,,88.0,84919.0,585.0,539.0,https://pypi.org/project/ibis-framework,2018-03-30 23:37:34.000,46.0,76950.0,https://anaconda.org/conda-forge/ibis-framework,2023-07-05 16:38:14.021,294708.0,,,,,2.0,,,,,,,,,,,,,, +93,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-07-02 22:11:07.672,2023-07-01 18:07:09,1070.0,40.0,409,54.0,285.0,9.0,316.0,2272,2023-06-22 06:12:29.713,2.2.0,36.0,81.0,36,True,mysqlclient,conda-forge/mysqlclient,,5256.0,4108511.0,137876.0,130699.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7177.0,4100774.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,276260.0,,,,,2.0,,,,,,,,,,,,,, +94,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-07-07 03:05:22.000,2023-07-07 03:05:14,989.0,10.0,161,23.0,145.0,164.0,314.0,1942,2022-10-23 22:50:21.000,dill-0.3.6,25.0,43.0,36,True,dill,conda-forge/dill,,290664.0,24895787.0,110143.0,106376.0,https://pypi.org/project/dill,2022-05-20 11:21:11.000,3767.0,24841087.0,https://anaconda.org/conda-forge/dill,2023-06-16 13:17:34.153,4438392.0,,,,,2.0,,,,,,,,,,,,,, +95,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,329,67.0,122.0,18.0,175.0,1585,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,36,True,simplejson,conda-forge/simplejson,,6334.0,18392555.0,128006.0,107130.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20876.0,18355157.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2687606.0,,,,,2.0,,,,,,,,,,,,,, +96,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,7.0,312,31.0,326.0,183.0,237.0,1117,2023-05-02 07:31:50.000,0.41.1,214.0,117.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4807839.0,25526.0,23435.0,https://pypi.org/project/sqlalchemy-utils,2022-07-11 07:34:08.517,2091.0,4801955.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,482545.0,,,,,2.0,,,,,,,,,,,,,, +97,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-07-13 12:55:03.000,2023-07-13 04:56:33,14934.0,307.0,6605,730.0,5364.0,1642.0,3513.0,16868,2023-04-26 15:20:33.000,1.20.0,14.0,580.0,35,True,micropython-_markupbase,,,63061.0,888.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,,,,,2.0,,,,,,,,,,,,,, +98,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-07-13 02:52:27.000,2023-05-02 06:15:57,457.0,27.0,465,68.0,265.0,203.0,164.0,11627,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12447800.0,2279.0,,https://pypi.org/project/typer,2022-07-06 18:56:31.000,2279.0,12409702.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1485827.0,,,,,2.0,,,,,,,,,,,,,, +99,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-06-16 13:21:47.758,2023-06-14 15:11:05,2424.0,3.0,1207,234.0,473.0,146.0,998.0,7825,2022-12-24 01:04:06.789,4.2.5,50.0,175.0,35,True,supervisor,conda-forge/supervisor,,,1231828.0,11361.0,9410.0,https://pypi.org/project/supervisor,2021-12-30 20:46:21.000,1951.0,1228758.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,264046.0,,,,,3.0,,,,,,,,,,,,,, +100,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-06-16 13:20:35.475,2023-03-12 19:26:01,221.0,,461,107.0,93.0,80.0,162.0,5172,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,xmltodict,conda-forge/xmltodict,,,28429540.0,61296.0,55836.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5460.0,28393388.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3000691.0,,,,,2.0,,,,,,,,,,,,,, +101,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-07-07 21:41:20.000,2023-07-07 15:03:40,583.0,33.0,171,32.0,78.0,3.0,324.0,4738,2023-07-07 15:12:12.231,3.9.2,109.0,20.0,35,True,orjson,conda-forge/orjson,,,10519961.0,50005.0,49038.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,967.0,10498517.0,https://anaconda.org/conda-forge/orjson,2023-07-07 18:06:45.114,814879.0,,,,,2.0,,,,,,,,,,,,,, +102,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-07-10 21:59:11.000,2022-11-03 19:39:10,1206.0,,249,83.0,348.0,114.0,142.0,4278,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,19535889.0,105454.0,102009.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3445.0,19339741.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,16672635.0,,,,,2.0,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-07-03 21:14:15.000,2023-07-03 21:14:11,1171.0,6.0,577,137.0,312.0,33.0,216.0,4256,2023-06-11 17:09:02.366,3.5.0,44.0,121.0,35,True,tablib,conda-forge/tablib,,,1698303.0,62647.0,61378.0,https://pypi.org/project/tablib,2022-04-09 14:18:50.000,1269.0,1697193.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,88848.0,,,,,2.0,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-07-03 21:18:40.000,2023-07-03 21:18:39,881.0,27.0,367,88.0,259.0,25.0,314.0,4102,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,ujson,conda-forge/ujson,,,7512809.0,4361.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4361.0,7456997.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,3851037.0,,,,,2.0,,,,,,,,,,,,,, +105,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-07-09 13:53:21.000,2023-03-01 20:59:31,1023.0,,790,415.0,368.0,148.0,1144.0,3677,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,185.0,2744042.0,10215.0,9242.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,973.0,2743929.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7599.0,,,,,2.0,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-07-10 07:17:31.088,2023-07-10 05:19:21,1578.0,27.0,412,88.0,106.0,4.0,162.0,3254,2023-07-10 05:25:05.804,8.13.16,224.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4300319.0,1419.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1419.0,4270411.0,https://anaconda.org/conda-forge/phonenumbers,2023-07-10 07:17:31.088,777631.0,,,,,1.0,,,,,,,,,,,,,, +107,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,153.0,2983,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,sortedcontainers,conda-forge/sortedcontainers,,,23776176.0,123117.0,120977.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2140.0,23652288.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10406667.0,,,,,1.0,,,,,,,,,,,,,, +108,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-07-04 10:38:19.000,2023-07-04 10:38:17,221.0,11.0,143,36.0,58.0,50.0,61.0,2320,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,35,True,aiofiles,conda-forge/aiofiles,,,7746435.0,100655.0,98791.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1864.0,7735883.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,728092.0,,,,,2.0,,,,,,,,,,,,,, +109,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-07-04 11:35:50.000,2023-05-16 10:59:01,1496.0,1.0,439,132.0,550.0,296.0,369.0,2313,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,35,True,dateparser,conda-forge/dateparser,,,3875424.0,22042.0,20818.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1224.0,3873421.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,156288.0,,,,,2.0,,,,,,,,,,,,,, +110,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-07-12 18:21:50.000,2023-07-06 14:53:45,1004.0,21.0,198,27.0,152.0,66.0,187.0,1693,2023-07-07 01:42:57.652,6.3.1,69.0,74.0,35,True,deepdiff,conda-forge/deepdiff,,,9376666.0,8186.0,7427.0,https://pypi.org/project/deepdiff,2022-04-10 06:29:15.000,759.0,9368647.0,https://anaconda.org/conda-forge/deepdiff,2023-07-06 18:41:44.254,296733.0,,,,,1.0,,,,,,,,2.0,,,,,, +111,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-07-03 15:54:27.000,2023-07-03 15:54:26,423.0,1.0,149,29.0,273.0,82.0,161.0,1399,2023-01-19 09:28:09.524,2.2.1,38.0,56.0,35,True,cloudpickle,conda-forge/cloudpickle,,25.0,29549661.0,86031.0,83225.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2806.0,29393648.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,13729160.0,,,,,2.0,,,,,,,,,,,,,, +112,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-07-10 16:24:52.000,2023-07-10 16:24:51,735.0,25.0,115,35.0,206.0,50.0,189.0,1234,2023-06-11 23:38:46.083,3.1.1,117.0,66.0,35,True,argcomplete,conda-forge/argcomplete,,303.0,18502993.0,46721.0,44568.0,https://pypi.org/project/argcomplete,2018-02-13 15:41:12.000,2153.0,18487401.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1200412.0,,,,,2.0,,,,,,,,,,,,,, +113,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-07-08 04:37:47.000,2023-06-29 15:14:06,4486.0,27.0,250,60.0,345.0,151.0,535.0,1218,2022-12-23 13:29:42.000,3.8.0,36.0,120.0,35,True,tables,conda-forge/pytables,,174.0,919378.0,49853.0,47350.0,https://pypi.org/project/tables,2021-12-28 21:42:08.000,2503.0,748516.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6150972.0,,,,,2.0,,,,,,,,,,,,,, +114,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-07-08 02:55:39.000,2023-07-08 02:55:38,2022.0,57.0,140,18.0,154.0,51.0,433.0,1068,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,keyring,conda-forge/keyring,,,24696368.0,4001.0,,https://pypi.org/project/keyring,2022-06-08 12:36:04.000,4001.0,24602065.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3394913.0,,,,,3.0,,,,,,,,,,,,,, +115,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-06-28 19:37:32.000,2023-06-28 19:37:30,994.0,15.0,226,21.0,359.0,105.0,283.0,703,2023-06-09 17:45:04.039,2023.6.0,59.0,121.0,35,True,s3fs,conda-forge/s3fs,,,124233910.0,14563.0,13960.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,603.0,124165420.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,5890164.0,,,,,2.0,,,,,,,,,,,,,, +116,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-09 14:29:19.000,2023-05-06 17:25:38,1519.0,3.0,340,147.0,193.0,60.0,102.0,6230,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,34,True,boltons,conda-forge/boltons,,25.0,3282047.0,5127.0,4711.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,416.0,3252384.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,2551090.0,,,,,2.0,,,,,,,,,,,,,, +117,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-07-11 03:52:54.000,2023-06-10 10:48:45,796.0,3.0,331,66.0,242.0,246.0,275.0,5517,2020-07-24 18:17:05.000,2.1.2,53.0,89.0,34,True,pendulum,conda-forge/pendulum,,155.0,11917479.0,22253.0,21065.0,https://pypi.org/project/pendulum,2020-07-24 18:16:40.000,1188.0,11906870.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,774413.0,,,,,2.0,,,,,,,,,,,,,, +118,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-07-10 23:36:13.000,2023-06-05 08:51:50,1175.0,16.0,314,42.0,468.0,452.0,479.0,3660,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,12.0,87482.0,5945.0,5848.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,97.0,86933.0,https://anaconda.org/conda-forge/tortoise-orm,2023-06-16 19:26:12.766,13735.0,,,,,2.0,,,,,,,,,,,,,, +119,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-07-13 13:21:02.000,2023-07-12 21:24:32,696.0,19.0,276,35.0,479.0,97.0,347.0,3118,2023-03-02 15:20:46.983,3.1.12,81.0,111.0,34,True,dynaconf,conda-forge/dynaconf,,,1721140.0,7051.0,6801.0,https://pypi.org/project/dynaconf,2022-06-06 18:03:52.000,250.0,1719524.0,https://anaconda.org/conda-forge/dynaconf,2023-06-16 19:23:27.559,53347.0,,,,,2.0,,,,,,,,,dynaconf/dynaconf,,,,, +120,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-07-11 20:14:09.000,2021-05-05 20:47:21,1145.0,,230,49.0,263.0,49.0,295.0,2994,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,34,False,cerberus,conda-forge/cerberus,,,4601549.0,14962.0,13847.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1115.0,4597606.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,327271.0,,,,,2.0,,,,,,,,,,,,,, +121,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-07-04 02:54:08.000,2023-07-04 02:54:05,1261.0,9.0,185,49.0,308.0,126.0,221.0,2638,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,plumbum,conda-forge/plumbum,,,1143830.0,4835.0,4376.0,https://pypi.org/project/plumbum,2021-12-23 19:58:48.000,459.0,1131531.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,971626.0,,,,,3.0,,,,,,,,,,,,,, +122,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-06-16 13:23:09.631,2023-03-30 18:24:09,324.0,,264,49.0,98.0,36.0,157.0,2360,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5366314.0,47397.0,44153.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3244.0,5363364.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,221306.0,,,,,2.0,,,,,,,,,,,,,, +123,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-06-25 13:33:35.241,2023-06-21 21:21:16,1733.0,13.0,198,87.0,210.0,,,2181,2023-06-21 21:29:27.000,3.2.0,44.0,43.0,34,True,motor,conda-forge/motor,,,914635.0,65757.0,64612.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1145.0,912849.0,https://anaconda.org/conda-forge/motor,2023-06-25 13:33:35.241,58942.0,,,,,2.0,,,,,,,,,,,,,, +124,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-06-23 10:43:33.000,2022-12-29 07:29:09,696.0,,140,44.0,109.0,23.0,144.0,1879,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,50484358.0,305261.0,302967.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2294.0,50148036.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19170393.0,,,,,1.0,,,,,,,,,,,,,, +125,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-06 07:30:54.000,2023-07-06 07:30:49,707.0,8.0,209,44.0,69.0,39.0,135.0,1868,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,wrapt,conda-forge/wrapt,,,79183885.0,11770.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11770.0,79038875.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12035892.0,,,,,2.0,,,,,,,,,,,,,, +126,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-07-05 06:50:18.000,2023-07-05 06:50:16,476.0,26.0,257,25.0,113.0,12.0,145.0,1702,2023-06-28 09:05:06.422,2.6.0,40.0,62.0,34,True,emoji,conda-forge/emoji,,,1766590.0,59391.0,57957.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1434.0,1765009.0,https://anaconda.org/conda-forge/emoji,2023-06-28 17:09:26.076,55368.0,,,,,1.0,,,,,,,,,,,,,, +127,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-07-09 09:55:43.000,2023-06-06 21:24:28,6024.0,33.0,520,80.0,1092.0,7.0,,1342,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1095880.0,5914.0,5219.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,695.0,1093561.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,173954.0,,,,,2.0,,,,,,,,,,,,,, +128,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-06-16 13:23:11.709,2023-05-26 20:00:07,1357.0,11.0,158,34.0,158.0,62.0,230.0,1143,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,7958458.0,2367.0,,https://pypi.org/project/jsonpickle,2022-05-11 16:03:32.000,2367.0,7938661.0,https://anaconda.org/conda-forge/jsonpickle,2023-06-16 13:23:11.709,1405610.0,,,,,3.0,,,,,,,,,,,,,, +129,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,60.0,181,28.0,94.0,57.0,140.0,1111,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,34,True,sshtunnel,conda-forge/sshtunnel,,,5082308.0,5970.0,5668.0,https://pypi.org/project/sshtunnel,2020-09-25 15:00:54.000,302.0,5080889.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,116383.0,,,,,3.0,,,,,,,,,,,,,, +130,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-13 12:57:49.000,2023-02-12 00:08:39,785.0,,192,42.0,113.0,142.0,269.0,1078,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,31033243.0,26209.0,25519.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,690.0,30992342.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3394830.0,,,,,2.0,,,,,,,,,py4j/py4j,,,,, +131,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-07-13 12:08:56.000,2023-07-03 16:13:24,1964.0,192.0,387,19.0,914.0,108.0,344.0,999,2023-07-03 16:21:54.000,.0.28,56.0,212.0,34,True,holidays,conda-forge/holidays,,186.0,5218993.0,430.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,430.0,5126464.0,https://anaconda.org/conda-forge/holidays,2023-07-03 18:27:08.751,3331016.0,,,,,2.0,,,,,,,,,,,,,, +132,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-07-11 15:51:22.000,2023-07-11 15:51:22,658.0,58.0,122,21.0,253.0,40.0,119.0,972,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,pluggy,conda-forge/pluggy,,,60989572.0,10368.0,,https://pypi.org/project/pluggy,2018-07-28 22:45:29.000,10368.0,60365031.0,https://anaconda.org/conda-forge/pluggy,2023-06-26 10:48:55.333,20609874.0,,,,,2.0,,,,,,,,,,,,,, +133,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-06-16 13:18:04.782,2022-11-25 10:32:48,386.0,,100,24.0,54.0,11.0,93.0,770,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,67115449.0,471947.0,447657.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24290.0,66856043.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,21790138.0,,,,,2.0,,,,,,,,,,,,,, +134,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-07-12 12:12:48.000,2023-07-12 12:12:44,255.0,21.0,85,13.0,153.0,13.0,82.0,556,2023-06-12 22:04:06.461,3.12.2,61.0,36.0,34,True,filelock,conda-forge/filelock,,,59593452.0,282026.0,279439.0,https://pypi.org/project/filelock,2022-05-31 20:21:36.000,2587.0,59432307.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,13697356.0,,,,,2.0,,,,,,,,,,,,,, +135,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,66.0,231,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,pyasn1,conda-forge/pyasn1,,,114602504.0,381965.0,366977.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14988.0,114455286.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12219120.0,,,,,3.0,,,,,,,,,,,,,, +136,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-06-16 13:18:04.019,2023-05-04 19:39:46,551.0,5.0,122,16.0,211.0,46.0,33.0,174,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,211946005.0,218785.0,214468.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4317.0,211757569.0,https://anaconda.org/conda-forge/s3transfer,2023-06-16 13:18:04.019,15828641.0,,,,,2.0,,,,,,,,,,,,,, +137,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-07-12 12:15:00.000,2023-05-22 23:51:10,520.0,9.0,1914,361.0,450.0,336.0,180.0,30208,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,diagrams,conda-forge/diagrams,,,110301.0,1112.0,1077.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,105930.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,166115.0,,,,,2.0,,,,,,,,,,,,,, +138,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-07-13 00:00:49.000,2023-07-13 00:00:48,2761.0,10.0,581,145.0,471.0,203.0,985.0,10694,2023-05-06 04:09:50.000,1.9.1,218.0,60.0,33,True,dearpygui,,,,25109.0,2082.0,2044.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,25109.0,,,,,,,,2.0,,,,,,,,,,,,,, +139,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-07-13 13:11:37.000,2023-07-12 14:07:37,1344.0,185.0,182,44.0,1108.0,58.0,521.0,2350,2023-07-03 11:55:00.835,0.35.0,672.0,64.0,33,True,docarray,conda-forge/docarray,,,156371.0,561.0,549.0,https://pypi.org/project/docarray,2023-01-27 14:21:01.673,12.0,150405.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,107388.0,,,,,2.0,,,,,,,,,docarray/docarray,,,,, +140,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-06-16 13:21:36.044,2021-08-21 19:45:33,503.0,,444,98.0,159.0,3.0,,2080,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,xlrd,conda-forge/xlrd,,,21253812.0,173459.0,165036.0,https://pypi.org/project/xlrd,2018-12-15 17:47:45.000,8423.0,21209486.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3368807.0,,,,,2.0,,,,,,,,,,,,,, +141,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-06-29 00:00:32.000,2023-06-29 00:00:30,778.0,19.0,194,61.0,90.0,70.0,284.0,1977,2022-10-26 03:44:13.980,2.8.4,46.0,65.0,33,True,numexpr,conda-forge/numexpr,,338.0,6582228.0,3085.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3085.0,6501346.0,https://anaconda.org/conda-forge/numexpr,2023-06-16 13:25:16.936,6712933.0,,,,,2.0,,,,,,,,,,,,,, +142,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-07-11 17:14:45.000,2023-01-30 20:16:12,9680.0,,928,87.0,1721.0,96.0,115.0,1947,2023-01-09 20:58:01.975,3.7.0,70.0,458.0,33,True,apache-libcloud,,,,128219.0,3899.0,3043.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,856.0,128219.0,,,,,,,,2.0,,,,,,,,,,,,,, +143,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-06-16 15:20:12.000,2022-12-02 19:42:35,380.0,,245,49.0,147.0,54.0,84.0,1933,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,@pypi/chardet,,49051492.0,39199.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39196.0,48780310.0,https://anaconda.org/conda-forge/chardet,2023-06-16 13:21:29.198,20878763.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,30.0,2.0,,,,,,,,,,,,,, +144,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,,168,35.0,158.0,53.0,85.0,1856,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,121653000.0,6938.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6938.0,121466672.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,15651555.0,,,,,3.0,,,,,,,,,,,,,, +145,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-06-16 13:23:22.471,2023-05-23 16:41:08,852.0,2.0,223,47.0,272.0,9.0,262.0,1766,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,33,True,msgpack,conda-forge/msgpack-python,,1127.0,33290408.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,33130528.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,12789109.0,,,,,3.0,,,,,,,,,,,,,, +146,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-30 09:55:44.000,2023-06-30 09:55:43,681.0,5.0,216,62.0,395.0,122.0,602.0,1432,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,typing,conda-forge/typing,,,8132058.0,5863.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5863.0,8100729.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2757034.0,,,,,2.0,,,,,,,,,,,,,, +147,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-07-13 02:49:49.000,2023-07-10 22:51:10,1796.0,33.0,217,45.0,799.0,264.0,363.0,1177,2023-06-14 14:44:03.868,2.15.0,69.0,88.0,33,True,zarr,conda-forge/zarr,,,318749.0,2830.0,2485.0,https://pypi.org/project/zarr,2022-06-23 08:47:31.000,345.0,250230.0,https://anaconda.org/conda-forge/zarr,2023-06-14 20:28:31.564,2466705.0,,,,,2.0,,,,,,,,,,,,,, +148,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-07-12 03:31:57.000,2023-07-12 03:31:49,493.0,51.0,143,29.0,475.0,5.0,109.0,1027,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,38150785.0,7999.0,,https://pypi.org/project/bcrypt,2022-05-01 17:58:52.000,7999.0,38086367.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3607419.0,,,,,3.0,,,,,,,,,,,,,, +149,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-06-16 13:17:22.442,2023-04-04 11:45:40,1273.0,,96,32.0,203.0,43.0,191.0,910,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,659606.0,43293.0,41652.0,https://pypi.org/project/Bottleneck,2022-07-02 20:04:56.000,1641.0,618483.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3536607.0,,,,,2.0,,,,,,,,,,,,,, +150,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-07-10 14:28:27.000,2023-07-10 14:28:27,1461.0,22.0,176,98.0,702.0,7.0,220.0,813,2023-06-29 11:24:56.000,5.10.0,124.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,163267.0,4999.0,4774.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,225.0,158246.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-06-29 13:43:41.199,185786.0,,,,,2.0,,,,,,,,,,,,,, +151,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-07-11 09:33:08.000,2023-06-26 03:17:34,1108.0,7.0,277,32.0,782.0,5.0,501.0,652,2023-05-20 18:50:38.000,7.1.15,104.0,115.0,33,True,minio,conda-forge/minio,,,1153690.0,5288.0,4876.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,412.0,1150968.0,https://anaconda.org/conda-forge/minio,2023-06-16 16:15:33.628,133423.0,,,,,2.0,,,,,,,,,,,,,, +152,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-06-16 13:14:30.533,2023-04-25 14:03:00,581.0,13.0,101,12.0,108.0,24.0,98.0,442,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,112770878.0,310074.0,303034.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7040.0,112630002.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,11833637.0,,,,,3.0,,,,,,,,,,,,,, +153,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-07-13 13:26:14.000,2023-07-06 18:48:07,354.0,10.0,119,59.0,342.0,50.0,254.0,379,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,33,True,pandas-gbq,conda-forge/pandas-gbq,,344.0,7222391.0,7661.0,7347.0,https://pypi.org/project/pandas-gbq,2022-06-09 14:31:04.000,314.0,7167124.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1823657.0,,,,,2.0,,,,,,,,,,,,,, +154,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-06-16 13:20:58.043,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,130.0,294,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,50666297.0,108776.0,101721.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7055.0,50555317.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8101609.0,,,,,3.0,,,,,,,,,,,,,, +155,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-06-16 13:24:57.783,2023-04-03 23:11:42,649.0,,71,15.0,31.0,31.0,44.0,267,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,pytz,conda-forge/pytz,,,116391441.0,1652142.0,1569350.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82792.0,115900803.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,42194912.0,,,,,3.0,,,,,,,,,,,,,, +156,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-07-13 13:41:46.000,2023-07-11 22:47:05,7799.0,569.0,489,79.0,2022.0,44.0,379.0,6445,2023-07-11 22:39:30.000,3.6.10,154.0,113.0,32,True,hub,,,,5729.0,442.0,389.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,53.0,5729.0,,,,,,,,2.0,,,,,,,,,activeloopai/deeplake,,,,, +157,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-06-12 22:06:12.645,2023-06-12 18:55:10,694.0,5.0,505,105.0,152.0,14.0,288.0,5963,2023-06-12 19:08:02.174,4.8.0,68.0,81.0,32,True,tinydb,conda-forge/tinydb,,,432623.0,12015.0,11153.0,https://pypi.org/project/tinydb,2022-02-19 16:17:56.000,862.0,428907.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,315929.0,,,,,2.0,,,,,,,,,,,,,, +158,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-07-06 22:02:40.000,2023-03-04 17:45:05,299.0,,557,131.0,187.0,171.0,338.0,5706,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,64593.0,5797.0,5722.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,64593.0,,,,,,,,2.0,,,,,,,,,python-eel/Eel,,,,, +159,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-06-16 13:24:11.575,2023-06-13 22:59:11,1835.0,7.0,589,132.0,329.0,65.0,811.0,5510,2023-02-22 18:29:02.053,1.1.1,37.0,106.0,32,True,csvkit,conda-forge/csvkit,,,150566.0,1766.0,1397.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,369.0,149349.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,92545.0,,,,,2.0,,,,,,,,,,,,,, +160,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-07-12 09:14:31.000,2023-07-12 09:14:31,470.0,1.0,232,50.0,190.0,86.0,141.0,4967,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,32,True,tenacity,conda-forge/tenacity,,,27374752.0,1294.0,,https://pypi.org/project/tenacity,2021-07-12 09:36:20.000,1294.0,27308413.0,https://anaconda.org/conda-forge/tenacity,2023-06-16 13:18:57.691,4909087.0,,,,,2.0,,,,,,,,,,,,,, +161,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-07-07 14:13:29.000,2023-06-23 23:15:11,973.0,10.0,362,85.0,170.0,,583.0,4538,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,86504.0,1390.0,1215.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,175.0,86006.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,31418.0,,,,,2.0,,,,,,,,,,,,,, +162,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-07-12 01:39:41.000,2023-07-12 01:39:40,323.0,4.0,244,51.0,196.0,138.0,187.0,3469,2022-12-18 09:18:01.579,0.7.0,41.0,53.0,32,True,databases,conda-forge/databases,,,368756.0,19548.0,19419.0,https://pypi.org/project/databases,2022-05-30 16:08:56.000,129.0,365270.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,184790.0,,,,,3.0,,,,,,,,,,,,,, +163,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-07-12 00:41:21.000,2023-07-10 21:08:34,524.0,9.0,737,68.0,398.0,89.0,401.0,3440,2023-07-10 21:21:10.669,0.17.1,47.0,133.0,32,True,prometheus_client,conda-forge/prometheus_client,,,19632317.0,726.0,,https://pypi.org/project/prometheus_client,2022-04-08 16:07:14.000,726.0,19317208.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,11974174.0,,,,,3.0,,,,,,,,,,,,,, +164,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,192.0,3439,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,True,keyboard,conda-forge/keyboard,,,456514.0,12049.0,11608.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,441.0,455702.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,20308.0,,,,,3.0,,,,,,,,,,,,,, +165,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,338,274.0,1629.0,108.0,485.0,3279,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,,1019.0,1761208.0,323.0,307.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1755246.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,297174.0,,,,,2.0,"['spark', 'pandas']",,,,,,,,,,,,, +166,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,87.0,77.0,313.0,328.0,3269,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,pony,conda-forge/pony,,61.0,92280.0,3903.0,3547.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,356.0,91091.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,92816.0,,,,,3.0,,,,,,,,,,,,,, +167,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-07-09 09:33:12.000,2022-12-19 03:14:24,1998.0,,229,48.0,189.0,161.0,352.0,3029,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1023749.0,2296.0,2200.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,96.0,1022498.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,27542.0,,,,,2.0,,,,,,,,,,,,,, +168,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-07-06 15:35:54.000,2023-07-06 15:35:53,1665.0,55.0,99,41.0,1258.0,67.0,345.0,2825,2023-06-27 15:48:01.033,0.21.0,24.0,47.0,32,True,returns,conda-forge/returns,,,99353.0,429.0,372.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,57.0,99121.0,https://anaconda.org/conda-forge/returns,2023-06-27 18:26:27.171,6048.0,,,,,2.0,,,,,,,,,,,,,, +169,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,73.0,2761,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,5721704.0,7659.0,6780.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,879.0,5719553.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,103263.0,,,,,2.0,,,,,,,,,,,,,, +170,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-06-16 13:25:40.684,2023-04-14 13:49:36,454.0,,525,126.0,202.0,61.0,933.0,2694,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,32,False,pyodbc,conda-forge/pyodbc,,,23670324.0,2117.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2117.0,23655318.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1065432.0,,,,,3.0,,,,,,,,,,,,,, +171,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2604,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,92311.0,1444.0,1330.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,86027.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,515323.0,,,,,2.0,,,,,,,,,,,,,, +172,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,2.0,177,28.0,72.0,6.0,81.0,2460,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,python-decouple,conda-forge/python-decouple,,12.0,1354712.0,106832.0,103523.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3309.0,1353782.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,65131.0,,,,,2.0,,,,,,,,,HBNetwork/python-decouple,,,,, +173,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-07-10 01:25:41.000,2023-07-09 20:56:56,570.0,35.0,197,16.0,537.0,205.0,401.0,2431,2023-07-08 15:11:01.199,0.15.2,71.0,100.0,32,True,pandera,conda-forge/pandera-core,,,902206.0,997.0,924.0,https://pypi.org/project/pandera,2022-05-01 00:31:53.000,73.0,901440.0,https://anaconda.org/conda-forge/pandera-core,2023-07-08 22:22:12.171,25285.0,,,,,2.0,['pandas'],,,,,,,,unionai-oss/pandera,,,,, +174,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-07-12 05:24:56.000,2023-05-26 12:43:27,820.0,3.0,424,41.0,619.0,259.0,361.0,2216,2023-04-26 00:04:01.470,5.5.0,89.0,104.0,32,True,pynamodb,conda-forge/pynamodb,,,2620013.0,1613.0,1453.0,https://pypi.org/project/pynamodb,2022-02-09 20:57:35.000,160.0,2612078.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,372984.0,,,,,3.0,,,,,,,,,,,,,, +175,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-07-07 13:47:36.000,2022-03-15 11:17:01,1020.0,,247,38.0,352.0,137.0,246.0,2069,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2103928.0,13331.0,13248.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,83.0,2103814.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2402.0,,,,,3.0,,,,,,,,,,,,,, +176,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,203,39.0,241.0,41.0,201.0,1771,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,voluptuous,conda-forge/voluptuous,,,2228918.0,14932.0,13599.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1333.0,2225335.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,301053.0,,,,,2.0,,,,,,,,,,,,,, +177,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-07-09 04:49:11.000,2023-05-27 20:35:28,269.0,4.0,142,27.0,48.0,6.0,222.0,1715,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,75893951.0,3309.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3309.0,75652843.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9162124.0,,,,,1.0,,,,,,,,,,,,,, +178,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-06-28 12:27:48.236,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1661,2023-06-27 19:10:33.890,4.7.0,46.0,64.0,32,False,humanize,conda-forge/humanize,,,4480953.0,1966.0,,https://pypi.org/project/humanize,2022-06-30 08:40:54.000,1966.0,4469486.0,https://anaconda.org/conda-forge/humanize,2023-06-28 12:27:48.236,424300.0,,,,,2.0,,,,,,,,,,,,,, +179,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-06-16 19:18:45.040,2022-11-15 21:25:21,970.0,,497,98.0,401.0,142.0,379.0,1648,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,32,True,influxdb,conda-forge/influxdb,,,1699857.0,8504.0,7256.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1248.0,1696713.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,122649.0,,,,,3.0,,,,,,,,,,,,,, +180,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-07-12 19:02:51.000,2023-07-10 21:08:09,1332.0,59.0,231,41.0,563.0,126.0,759.0,1540,2023-06-07 20:48:52.000,1.2.0,100.0,43.0,32,False,sdv,conda-forge/sdv,,,70401.0,254.0,240.0,https://pypi.org/project/sdv,2022-07-01 17:15:22.000,14.0,69804.0,https://anaconda.org/conda-forge/sdv,2023-06-09 04:42:48.816,11355.0,,,,,2.0,,,,,,,,,,,,,, +181,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-07-02 09:28:56.000,2023-07-02 09:28:55,1047.0,11.0,83,17.0,559.0,80.0,431.0,1537,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,32,True,omegaconf,conda-forge/omegaconf,,,3979704.0,15504.0,15206.0,https://pypi.org/project/omegaconf,2022-05-27 21:48:35.000,298.0,3955566.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1013834.0,,,,,2.0,,,,,,,,,,,,,, +182,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-07-11 16:37:46.000,2023-07-11 12:39:32,1217.0,101.0,128,21.0,736.0,64.0,329.0,1140,2023-07-10 18:55:30.054,8.1.0,55.0,58.0,32,True,copier,,,,61201.0,479.0,448.0,https://pypi.org/project/copier,2022-06-13 09:59:15.000,31.0,61201.0,,,,,,,,3.0,,,,,,,,,,,,,, +183,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-07-11 17:48:12.000,2022-11-23 19:30:21,1274.0,,182,49.0,197.0,80.0,370.0,1136,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,911295.0,3499.0,3415.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,908887.0,https://anaconda.org/conda-forge/petl,2023-06-16 13:16:58.492,197462.0,,,,,2.0,,,,,,,,,,,,http://petl.readthedocs.org,, +184,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,94,68.0,94.0,49.0,59.0,982,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,14651001.0,260926.0,245970.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14956.0,14546998.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9152341.0,,,,,3.0,,,,,,,,,,,,,, +185,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-06-28 09:23:05.000,2023-06-27 13:03:39,316.0,5.0,131,16.0,143.0,15.0,121.0,788,2023-04-13 01:35:07.000,0.21.1,38.0,45.0,32,True,validators,conda-forge/validators,,,5637870.0,77289.0,75607.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1682.0,5627941.0,https://anaconda.org/conda-forge/validators,2023-06-16 16:19:01.999,436919.0,,,,,2.0,,,,,,,,,python-validators/validators,,,,, +186,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-07-06 20:34:50.000,2023-01-15 03:55:53,288.0,,50,15.0,36.0,16.0,22.0,333,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,35857682.0,431732.0,418321.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13411.0,35647830.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,19096533.0,,,,,3.0,,,,,,,,,,,,,, +187,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-07-13 08:22:14.000,2023-02-21 11:02:54,236.0,,445,138.0,241.0,234.0,146.0,10154,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,31,True,sqlmodel,conda-forge/sqlmodel,,,431564.0,6608.0,6491.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,117.0,430963.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,13823.0,,,,,3.0,['pydantic'],,,,,,,,,,,,, +188,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-07-12 10:39:31.317,2023-07-12 08:51:27,712.0,5.0,296,103.0,136.0,34.0,261.0,4588,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,dataset,conda-forge/dataset,,,69257.0,3724.0,3149.0,https://pypi.org/project/dataset,2021-12-16 10:12:08.000,575.0,69035.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6225.0,,,,,3.0,,,,,,,,,,,,,, +189,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-07-13 06:02:22.000,2023-07-12 08:18:58,6654.0,593.0,596,87.0,1188.0,133.0,578.0,3541,2023-04-12 02:29:00.815,0.3.1,63.0,238.0,31,True,toga,,@pybee/toga,1658.0,1971.0,36.0,,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1754.0,,,,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,33.0,3.0,,,,,,,,,,,,,, +190,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,198.0,943.0,264.0,501.0,3153,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,blaze,conda-forge/blaze,,,7797.0,9923.0,9105.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,4955.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201794.0,,,,,3.0,,,,,,,,,,,,,, +191,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-07-13 13:09:01.000,2023-07-03 17:42:05,5772.0,228.0,309,41.0,1479.0,32.0,181.0,2950,2023-07-04 10:47:41.649,0.41.0,96.0,70.0,31,True,zenml,,,1.0,6045.0,113.0,111.0,https://pypi.org/project/zenml,2022-06-28 08:42:11.000,2.0,6045.0,,,,,,,,2.0,,,,,,,,,,,,,, +192,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2559,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,schematics,conda-forge/schematics,,,141281.0,1918.0,1531.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,140747.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25645.0,,,,,3.0,,,,,,,,,,,,,, +193,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-06-30 02:00:27.000,2023-06-30 01:59:37,218.0,4.0,267,50.0,58.0,43.0,111.0,2038,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,31,True,datasketch,,,19.0,1052624.0,881.0,820.0,https://pypi.org/project/datasketch,2021-12-16 06:00:34.000,61.0,1052624.0,,,,,,,,3.0,,,,,,,,,,,,,, +194,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,5.0,212,47.0,177.0,55.0,336.0,1443,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1332517.0,2018.0,1927.0,https://pypi.org/project/pygsheets,2021-02-05 22:34:35.000,91.0,1332517.0,,,,,,,,3.0,,,,,,,,,,,,,, +195,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-06-16 13:25:19.012,2023-02-24 16:19:12,264.0,,100,34.0,67.0,3.0,64.0,1352,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,11782152.0,2824.0,,https://pypi.org/project/python-slugify,2022-04-27 16:08:59.000,2824.0,11762349.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1623908.0,,,,,2.0,,,,,,,,,,,,,, +196,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-07-11 07:00:09.000,2023-07-07 12:09:34,487.0,18.0,81,24.0,245.0,30.0,66.0,1091,2022-11-22 23:32:02.583,2.0.1,33.0,33.0,31,True,cleo,conda-forge/cleo,,,12198992.0,15685.0,15450.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,235.0,12190533.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,499095.0,,,,,3.0,,,,,,,,,python-poetry/cleo,,,,, +197,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-07-10 20:53:54.000,2023-06-09 21:25:17,1969.0,68.0,131,43.0,407.0,108.0,248.0,910,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,31,True,intake,conda-forge/intake,,,54340.0,1450.0,1337.0,https://pypi.org/project/intake,2022-01-09 22:33:59.000,113.0,46496.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,439267.0,,,,,2.0,,,,,,,,,,,,,, +198,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,246,18.0,212.0,26.0,301.0,851,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,31,True,fastcore,conda-forge/fastcore,,,568399.0,4159.0,3880.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,279.0,565794.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,49508.0,,,,,3.0,,,,,,,,,,,,,, +199,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-07-08 02:52:16.000,2023-07-08 02:52:15,931.0,75.0,100,23.0,91.0,22.0,82.0,841,2023-07-04 14:19:04.678,7.0.0,49.0,51.0,31,True,inflect,conda-forge/inflect,,,3192115.0,980.0,,https://pypi.org/project/inflect,2022-05-01 18:29:04.000,980.0,3183143.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,331994.0,,,,,2.0,,,,,,,,,,,,,, +200,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-07-10 23:34:38.000,2023-07-10 23:34:36,1152.0,15.0,82,17.0,728.0,15.0,121.0,353,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,4366.0,68938038.0,3173.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3173.0,68805903.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,9774265.0,,,,,2.0,,,,,,,,,,,,,, +201,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-07-12 23:39:15.000,2023-07-12 23:18:52,798.0,41.0,60,22.0,397.0,157.0,250.0,335,2023-03-14 09:22:38.000,1.13.0,74.0,34.0,31,True,param,conda-forge/param,,,419175.0,7531.0,7390.0,https://pypi.org/project/param,2017-04-26 13:48:49.000,141.0,402671.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1237832.0,,,,,3.0,,,,,,,,,,,,,, +202,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:07:57.000,2023-05-31 09:44:31,300.0,10.0,56,7.0,68.0,3.0,77.0,169,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,28897618.0,3740.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3740.0,28871258.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2240629.0,,,,,3.0,,,,,,,,,,,,,, +203,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-04-29 11:11:36.651,2023-07-12 20:52:07.000,2023-07-10 20:40:12,754.0,19.0,46,44.0,632.0,37.0,162.0,53,2023-06-08 22:10:14.951,2.19.0,72.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4035479.0,2981.0,2972.0,https://pypi.org/project/google-cloud-bigtable,2017-11-02 20:09:23.000,9.0,4033716.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-06-09 04:10:20.956,89913.0,,,,,3.0,,,,,,,,,,,,,, +204,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2020-05-18 12:28:24.318,2023-07-10 19:38:27.374,2023-07-08 02:52:10,814.0,34.0,34,12.0,50.0,2.0,232.0,47,2023-07-07 18:29:11.428,6.0.0,63.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,51905346.0,1184.0,,https://pypi.org/project/importlib-resources,2018-11-01 17:42:19.000,1184.0,51546654.0,https://anaconda.org/conda-forge/importlib_resources,2023-07-10 19:38:27.374,13630324.0,,,,,2.0,,,,,,,,,,,,,, +205,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-07-13 03:37:11.000,2023-07-13 03:19:35,644.0,41.0,36,4.0,38.0,6.0,59.0,38,2023-07-13 03:25:59.587,3.16.1,47.0,22.0,31,False,zipp,conda-forge/zipp,,,133564760.0,3967.0,,https://pypi.org/project/zipp,2023-07-13 03:25:59.587,3967.0,132704594.0,https://anaconda.org/conda-forge/zipp,2023-07-10 22:19:53.348,29245669.0,,,,,3.0,,,,,,,,,,,,,, +206,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-07-01 18:46:39.000,2022-05-08 04:08:19,743.0,,945,275.0,291.0,152.0,459.0,17704,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,gooey,conda-forge/gooey,,461.0,6191.0,858.0,783.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,75.0,4794.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,69370.0,,,,,3.0,,,,,,,,,,,,,, +207,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-07-11 15:49:46.000,2023-07-11 15:49:42,3627.0,18.0,592,143.0,967.0,497.0,772.0,7946,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,270.0,41154.0,561.0,537.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,39050.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,170328.0,,,,,3.0,,,,,,,,,,,,,, +208,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6986,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,records,conda-forge/records,,,221566.0,1221.0,1044.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,221244.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24220.0,,,,,3.0,,,,,,,,,,,,,, +209,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-06-16 16:15:57.668,2023-02-17 21:58:39,2685.0,,847,173.0,737.0,21.0,959.0,5527,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1043.0,30734.0,348.0,336.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,29818.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,43356.0,,,,,2.0,,,,,,,,,,,,,, +210,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5050,,,26.0,28.0,30,False,pdfminer,conda-forge/pdfminer,,,196620.0,4920.0,4114.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,806.0,196238.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,31783.0,,,,,2.0,,,,,,,,,,,,,, +211,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512,91.0,181.0,11.0,420.0,4936,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,427526.0,3352.0,3089.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,263.0,417889.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,472251.0,,,,,1.0,,,,,,,,,,,,,, +212,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-07-06 15:30:43.000,2023-04-22 06:02:17,441.0,1.0,287,18.0,111.0,11.0,125.0,3163,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,30,True,gdown,conda-forge/gdown,,,1181256.0,18968.0,18631.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,337.0,1176958.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,197717.0,,,,,2.0,,,,,,,,-2.0,,,,,, +213,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-06-30 15:42:00.000,2023-06-30 12:50:12,1155.0,18.0,583,176.0,459.0,95.0,476.0,2984,2023-05-16 09:35:39.748,1.81.2,93.0,82.0,30,False,arctic,conda-forge/arctic,,208.0,6279.0,257.0,224.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,33.0,5715.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,28109.0,,,,,3.0,,,,,,,,,,,,,, +214,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-07-03 10:41:11.000,2023-07-02 21:24:27,1012.0,1.0,351,48.0,371.0,80.0,308.0,2905,2022-12-12 07:24:03.639,6.3.0,55.0,102.0,30,True,smart-open,conda-forge/smart_open,,,13329096.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,13305316.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,1926195.0,,,,,2.0,,,,,,,,,,,,,, +215,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2373,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,addict,conda-forge/addict,,20.0,2344034.0,6340.0,5970.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,370.0,2339203.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,405877.0,,,,,2.0,,,,,,,,,,,,,, +216,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-07-13 05:17:17.000,2023-07-12 19:06:20,705.0,60.0,99,32.0,943.0,14.0,350.0,2303,2023-07-12 19:52:17.000,1.2.3,265.0,21.0,30,True,whylogs,,,41.0,86185.0,145.0,140.0,https://pypi.org/project/whylogs,2022-03-31 09:53:27.000,5.0,86184.0,,,,,,,,2.0,,,,,,,,,,,,,, +217,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-06-16 13:24:46.417,2022-10-18 10:59:07,785.0,,172,44.0,217.0,103.0,271.0,1864,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1766946.0,591.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,591.0,1757847.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,636954.0,,,,,3.0,,,,,,,,,,,,,, +218,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-07-10 18:18:54.000,2023-06-20 15:54:36,2284.0,38.0,175,40.0,370.0,27.0,261.0,1828,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,pyscaffold,conda-forge/pyscaffold,,,267396.0,58.0,,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,58.0,261837.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,172342.0,,,,,3.0,,,,,,,,,,,,,, +219,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,11.0,149,94.0,1931.0,160.0,1335.0,1719,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,30,True,datatable,conda-forge/datatable,,2100.0,73302.0,22.0,,https://pypi.org/project/datatable,2018-05-08 01:27:26.000,22.0,72572.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,21751.0,,,,,3.0,,,,,,,,,,,,,, +220,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-07-10 20:47:28.000,2023-06-29 16:05:06,1028.0,4.0,313,70.0,397.0,104.0,365.0,1464,2023-06-23 21:51:00.000,0.23.0,14.0,83.0,30,True,mleap,conda-forge/mleap,,,151372.0,235.0,212.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,23.0,149509.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,70805.0,,,,,2.0,,,,,,,,,,,,,, +221,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-06-30 13:35:50.000,2023-06-30 09:48:45,521.0,14.0,69,18.0,181.0,34.0,87.0,1136,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,30,True,questionary,conda-forge/questionary,,,998481.0,9591.0,9266.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,997114.0,https://anaconda.org/conda-forge/questionary,2023-06-16 19:23:58.654,42391.0,,,,,3.0,,,,,,,,,,,,,, +222,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-07-13 00:04:11.000,2023-06-27 07:29:17,763.0,48.0,42,13.0,213.0,10.0,82.0,1105,2023-06-17 20:40:00.830,0.31.0,60.0,5.0,30,True,python-benedict,conda-forge/python-benedict,,,586226.0,1459.0,1434.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,25.0,582038.0,https://anaconda.org/conda-forge/python-benedict,2023-06-17 21:36:17.178,134045.0,,,,,2.0,,,,,,,,,,,,,, +223,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,307,52.0,210.0,28.0,265.0,1086,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,redis-py-cluster,,,3795.0,1837796.0,1851.0,1634.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,217.0,1837760.0,,,,,,,,3.0,,,,,,,,,,,,,, +224,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-07-08 02:53:55.000,2023-07-08 02:53:54,1205.0,45.0,141,39.0,83.0,4.0,130.0,1055,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,30,True,path,conda-forge/path,,,1141110.0,131.0,,https://pypi.org/project/path,2022-01-07 02:04:26.000,131.0,1130024.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,421296.0,,,,,3.0,,,,,,,,2.0,,,,,, +225,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-07-12 18:37:16.000,2023-07-12 18:37:15,582.0,27.0,133,22.0,468.0,40.0,244.0,877,2023-04-23 16:17:01.440,0.12.1,42.0,42.0,30,True,aiocache,,,6.0,240433.0,1931.0,1815.0,https://pypi.org/project/aiocache,2017-07-23 17:43:22.000,116.0,240433.0,,,,,,,,2.0,,,,,,,,,,,,,, +226,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-06-16 16:13:42.471,2023-06-03 15:37:29,1177.0,1.0,353,74.0,21.0,40.0,602.0,862,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2433836.0,7776.0,7458.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2425853.0,https://anaconda.org/conda-forge/cx_oracle,2023-06-16 16:13:42.471,431105.0,,,,,3.0,,,,,,,,,,,,,, +227,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-25 20:17:17.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,823,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,30,True,anytree,conda-forge/anytree,,,587744.0,16782.0,16468.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,314.0,586970.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,30193.0,,,,,2.0,,,,,,,,,,,,,, +228,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,9.0,46,16.0,75.0,1.0,86.0,772,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,natsort,conda-forge/natsort,,,3178948.0,22280.0,21091.0,https://pypi.org/project/natsort,2018-04-21 03:59:11.000,1189.0,3137766.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1317852.0,,,,,3.0,,,,,,,,,,,,,, +229,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-06-24 07:20:44.000,2020-10-21 17:48:31,219.0,,76,15.0,258.0,46.0,25.0,669,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12372788.0,41906.0,39868.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2038.0,12300976.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5457737.0,,,,,2.0,,,,,,,,,,,,,, +230,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-06-28 02:56:48.000,2023-06-28 02:55:38,367.0,32.0,113,15.0,91.0,69.0,126.0,650,2023-06-27 20:30:59.000,1.5.5,27.0,52.0,30,True,configargparse,conda-forge/configargparse,,,2602046.0,13691.0,12230.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1461.0,2580150.0,https://anaconda.org/conda-forge/configargparse,2023-06-27 22:39:32.466,634997.0,,,,,3.0,,,,,,,,,,,,,, +231,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-07-11 08:53:22.000,2023-07-11 08:53:21,512.0,20.0,329,35.0,257.0,37.0,123.0,641,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,207272.0,4353.0,3072.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1281.0,206998.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21148.0,,,,,3.0,,,,,,,,,,,,,, +232,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,512,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,scandir,conda-forge/scandir,,,3834718.0,16975.0,14793.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2182.0,3818862.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1331918.0,,,,,3.0,,,,,,,,,,,,,, +233,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-06-16 13:15:39.073,2022-03-13 00:04:41,186.0,,49,8.0,43.0,18.0,21.0,128,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,isodate,conda-forge/isodate,,,68005724.0,45387.0,43186.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2201.0,67955598.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4411151.0,,,,,3.0,,,,,,,,,,,,,, +234,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,,4496,640.0,745.0,197.0,100.0,22733,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,7867.0,107.0,91.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7807.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1624.0,,,,,3.0,,,,,,,,,,,,,, +235,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6570,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,faust,,,,25943.0,1619.0,1589.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,25943.0,,,,,,,,3.0,,,,,,,,,,,,,, +236,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-06-16 16:08:33.392,2023-04-16 13:04:15,1085.0,1.0,242,65.0,83.0,25.0,265.0,3355,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,29,True,asciimatics,conda-forge/asciimatics,,,77161.0,989.0,874.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,115.0,74975.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,137749.0,,,,,3.0,,,,,,,,,,,,,, +237,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-07-10 17:12:10.000,2023-07-10 17:12:07,3021.0,22.0,210,28.0,276.0,121.0,750.0,3113,2023-06-02 03:12:00.509,0.22.4,111.0,75.0,29,True,ploomber,conda-forge/ploomber,,,6626.0,93.0,88.0,https://pypi.org/project/ploomber,2022-07-04 15:54:06.000,5.0,3898.0,https://anaconda.org/conda-forge/ploomber,2023-06-02 04:46:56.471,68208.0,,,,,3.0,,,,,,,,,,,,,, +238,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,1.0,139,74.0,52.0,6.0,71.0,3103,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,funcy,conda-forge/funcy,,,1376095.0,8671.0,8067.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,604.0,1371554.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,354232.0,,,,,3.0,,,,,,,,,,,,,, +239,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2734,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,,,228874.0,6126.0,5973.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,153.0,227042.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,58641.0,,,,,3.0,"['sklearn', 'pandas']",,,,,,,,,,,,, +240,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-06-24 15:26:31.000,2023-06-24 15:26:30,816.0,6.0,637,143.0,446.0,135.0,396.0,2682,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,pandas-datareader,conda-forge/pandas-datareader,,,408495.0,838.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,838.0,404495.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,300004.0,,,,,3.0,,,,,,,,,,,,,, +241,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-06-18 13:17:48.000,2023-05-15 20:46:13,3835.0,20.0,308,32.0,310.0,135.0,534.0,2347,2023-05-15 21:07:09.000,2.7,208.0,91.0,29,True,pyinfra,,,,24205.0,93.0,82.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,24205.0,,,,,,,,3.0,,,,,,,,,,,,,, +242,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-07-11 23:27:41.000,2023-07-11 23:15:56,5606.0,49.0,504,109.0,922.0,588.0,939.0,2021,2023-06-08 01:40:26.000,wxPython-4.2.1,13.0,130.0,29,False,wx,conda-forge/wxpython,,3256.0,9178.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-06-16 13:22:13.480,666364.0,,,,,3.0,,,,,,,,,,,,,, +243,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-06-16 16:16:49.028,2023-04-04 06:37:59,1001.0,,59,23.0,98.0,113.0,66.0,1708,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1022766.0,1207.0,1103.0,https://pypi.org/project/glom,2022-01-24 09:34:02.000,104.0,1022254.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,23589.0,,,,,3.0,,,,,,,,,,,,,, +244,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,132,32.0,80.0,34.0,54.0,1396,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,842729.0,10465.0,8962.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1503.0,839060.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,271574.0,,,,,3.0,,,,,,,,,,,,,, +245,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-07-06 00:16:41.000,2023-07-06 00:16:40,621.0,12.0,56,15.0,222.0,3.0,52.0,1310,2023-01-02 18:35:41.085,0.22.1,41.0,14.0,29,True,bidict,conda-forge/bidict,,,1840788.0,15251.0,14770.0,https://pypi.org/project/bidict,2022-03-23 22:21:10.000,481.0,1837084.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,303765.0,,,,,3.0,,,,,,,,,,,,,, +246,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,5.0,57,26.0,40.0,85.0,72.0,1243,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,29,True,strictyaml,conda-forge/strictyaml,,,555044.0,1893.0,1656.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,237.0,551805.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,204117.0,,,,,3.0,,,,,,,,,,,,,, +247,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,1.0,218,48.0,178.0,22.0,760.0,1184,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,py2neo,conda-forge/py2neo,,,186184.0,636.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,636.0,185366.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,59729.0,,,,,3.0,,,,,,,,,,,,,, +248,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,669,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,8181823.0,9709.0,8476.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1233.0,8179858.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,161156.0,,,,,3.0,,,,,,,,,,,,,, +249,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-06-16 16:14:14.789,2023-04-20 12:56:54,294.0,2.0,32,11.0,65.0,3.0,25.0,369,2023-02-28 13:30:30.000,2.4.6,38.0,14.0,29,True,srsly,conda-forge/srsly,,,3575444.0,30252.0,29974.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,278.0,3551989.0,https://anaconda.org/conda-forge/srsly,2023-06-16 16:14:14.789,1243125.0,,,,,3.0,,,,,,,,,,,,,, +250,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,44,29.0,53.0,5.0,35.0,182,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,9824806.0,8997.0,8634.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,363.0,9820718.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,355678.0,,,,,3.0,,,,,,,,,,,,,, +251,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-07-11 00:46:35.000,2023-07-02 18:26:45,1862.0,11.0,586,129.0,1273.0,207.0,1063.0,7309,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,28,True,hydra,conda-forge/hydra-core,,,25108.0,8.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8111.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,696910.0,,,,,3.0,,,,,,,,,,,,,, +252,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2580,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,24897.0,2266.0,2221.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,24897.0,,,,,,,,3.0,,,,,,,,,,,,,, +253,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-06-13 21:26:28.294,2023-06-13 03:03:37,478.0,4.0,101,31.0,81.0,12.0,124.0,2306,2023-06-13 03:05:02.225,1.3.5,85.0,17.0,28,True,swifter,conda-forge/swifter,,,309212.0,1057.0,1016.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,41.0,304986.0,https://anaconda.org/conda-forge/swifter,2023-06-13 21:26:28.294,215542.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +254,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1882,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8466374.0,2195.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2195.0,8449322.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1398334.0,,,,,3.0,,,,,,,,,,,,,, +255,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-07-07 16:38:10.000,2023-07-07 16:38:04,154.0,2.0,116,23.0,108.0,49.0,42.0,1839,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,356299.0,6513.0,6428.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,85.0,355809.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,18632.0,,,,,3.0,,,,,,,,,,,,,, +256,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1252,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,,,1492717.0,2270.0,2189.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1477939.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,369453.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +257,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-07-12 17:41:31.000,2023-07-01 10:01:30,762.0,14.0,53,16.0,419.0,170.0,164.0,1221,2023-07-01 10:01:24.000,0.9.1,30.0,24.0,28,True,prisma,,,,25853.0,319.0,314.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,5.0,25853.0,,,,,,,,3.0,,,,,,,,,,,,,, +258,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-07-08 06:59:50.000,2023-07-08 06:59:50,1700.0,33.0,71,14.0,403.0,105.0,229.0,1056,2023-07-07 22:07:00.961,0.117.0,237.0,41.0,28,True,piccolo,,,,17623.0,275.0,266.0,https://pypi.org/project/piccolo,2022-07-06 21:02:22.000,9.0,17623.0,,,,,,,,3.0,,,,,,,,,,,,,, +259,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,29.0,80,14.0,130.0,35.0,96.0,855,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,28,True,mss,conda-forge/python-mss,,,613303.0,243.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,243.0,612571.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,27108.0,,,,,3.0,,,,,,,,,,,,,, +260,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-07-02 17:11:55.000,2023-06-05 14:52:29,167.0,17.0,86,27.0,39.0,5.0,69.0,811,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,28,False,email-validator,conda-forge/email-validator,,,7171543.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,7168982.0,https://anaconda.org/conda-forge/email-validator,2023-06-16 19:20:56.493,92220.0,,,,,3.0,,,,,,,,,,,,,, +261,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,6.0,80,25.0,51.0,6.0,39.0,687,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,munch,conda-forge/munch,,,3265046.0,834.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,834.0,1520572.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3488948.0,,,,,3.0,,,,,,,,,,,,,, +262,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,603,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,True,happybase,conda-forge/happybase,,,78914.0,990.0,762.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,228.0,77136.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,151213.0,,,,,3.0,,,,,,,,,,,,,, +263,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,566,,,8.0,12.0,28,False,dataclasses,conda-forge/dataclasses,,,10143292.0,56839.0,54571.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2268.0,9974557.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10461581.0,,,,,3.0,,,,,,,,,,,,,, +264,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,2.0,136,25.0,106.0,65.0,59.0,506,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,294902.0,6023.0,4673.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1350.0,293976.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,70433.0,,,,,3.0,,,,,,,,,,,,,, +265,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-07-10 17:11:31.000,2023-06-16 06:52:40,694.0,5.0,44,11.0,77.0,12.0,92.0,481,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,python-rapidjson,conda-forge/python-rapidjson,,,1159077.0,4477.0,4217.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,260.0,1143033.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1251442.0,,,,,3.0,,,,,,,,,,,,,, +266,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-06-16 13:25:05.988,2022-08-26 08:23:03,611.0,,134,13.0,92.0,22.0,172.0,469,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,243.0,192963.0,7027.0,4646.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2381.0,190434.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,210598.0,,,,,3.0,,,,,,,,,,,,,, +267,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,16.0,87.0,67.0,96.0,294,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,configobj,conda-forge/configobj,,151.0,2555197.0,30662.0,27285.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3377.0,2543987.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,672543.0,,,,,3.0,,,,,,,,,,,,,, +268,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,8.0,37,8.0,28.0,24.0,29.0,238,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10564619.0,2765.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2765.0,10411287.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,10119963.0,,,,,3.0,,,,,,,,,,,,,, +269,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,9789066.0,46077.0,38093.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7984.0,9774014.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1249396.0,,,,,3.0,,,,,,,,,,,,,, +270,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,54,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,cloudant,conda-forge/cloudant,,,105891.0,2399.0,2109.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,104584.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,107186.0,,,,,3.0,,,,,,,,,,,,,, +271,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-07-06 18:56:38.000,2023-07-06 18:56:38,494.0,4.0,27,6.0,46.0,3.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,pathlib2,conda-forge/pathlib2,,,6735228.0,61342.0,57049.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4293.0,6705474.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2499419.0,,,,,3.0,,,,,,,,,,,,,, +272,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-07-03 14:05:13.000,2022-03-10 10:33:50,585.0,,507,84.0,244.0,99.0,129.0,3571,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,141719.0,125.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,125.0,141462.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21119.0,,,,,3.0,,,,,,,,,,,,,, +273,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,3.0,189,30.0,52.0,75.0,124.0,3159,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,,,303010.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,302098.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,22818.0,,,,,3.0,"['pandas', 'jupyter']",,,,,,,,,,,,, +274,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3137,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,True,flexx,conda-forge/flexx,,,1717.0,151.0,130.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,520.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,100613.0,,,,,3.0,,,,,,,,,,,,,, +275,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2490.0,200.0,164.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2490.0,,,,,,,,3.0,,,,,,,,,,,,,, +276,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,127,30.0,74.0,35.0,69.0,1040,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,228702.0,3630.0,3413.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,217.0,227313.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,77792.0,,,,,3.0,,,,,,,,,,,,,, +277,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,948,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,bcolz,conda-forge/bcolz,,,17920.0,2426.0,1919.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,507.0,13577.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,334418.0,,,,,3.0,,,,,,,,,,,,,, +278,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,118,19.0,62.0,25.0,104.0,815,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,552257.0,2072.0,1958.0,https://pypi.org/project/pyahocorasick,2022-05-04 14:25:29.000,114.0,549346.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,195048.0,,,,,3.0,,,,,,,,,,,,,, +279,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-07-10 23:55:54.174,2023-07-10 14:03:05,1386.0,61.0,48,17.0,135.0,3.0,13.0,689,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,27,True,ubelt,conda-forge/ubelt,,,17464.0,2840.0,2779.0,https://pypi.org/project/ubelt,2022-07-01 03:06:55.000,61.0,14885.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,56759.0,,,,,3.0,,,,,,,,,,,,,, +280,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-07-03 18:45:17.000,2023-07-03 18:44:33,9912.0,44.0,43,14.0,9.0,6.0,8.0,480,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,27,True,pandas-summary,,,,75647.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,75647.0,,,,,,,,3.0,['pandas'],,,,,,,,polyaxon/traceml,,,,, +281,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-07-12 23:40:06.000,2023-07-12 23:40:06,6167.0,169.0,30,10.0,241.0,34.0,533.0,348,2023-06-25 04:41:46.000,1.4.6,183.0,21.0,27,True,static-frame,conda-forge/static-frame,,,11513.0,21.0,19.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,4116.0,https://anaconda.org/conda-forge/static-frame,2023-06-25 18:40:27.043,281119.0,,,,,3.0,,,,,,,,,static-frame/static-frame,,,,, +282,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,ptyprocess,conda-forge/ptyprocess,,,33446745.0,13015.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13015.0,33287575.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,13847805.0,,,,,3.0,,,,,,,,,,,,,, +283,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-11 13:07:59.000,2023-07-11 13:07:58,124.0,3.0,22,9.0,49.0,4.0,7.0,158,2022-10-18 07:02:35.916,1.0.2,25.0,12.0,27,True,catalogue,conda-forge/catalogue,,,3521917.0,26359.0,26288.0,https://pypi.org/project/catalogue,2022-07-06 07:43:27.000,71.0,3497853.0,https://anaconda.org/conda-forge/catalogue,2023-06-16 16:18:51.234,1058841.0,,,,,3.0,,,,,,,,,,,,,, +284,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-04-14 19:21:58.000,2022-09-22 18:12:11,588.0,,744,150.0,292.0,119.0,175.0,6086,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,True,powerline-shell,,,,2646.0,106.0,102.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2646.0,,,,,,,,3.0,,,,,,,,,,,,,, +285,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-07-12 21:28:56.000,2023-07-12 21:28:56,283.0,8.0,228,29.0,130.0,83.0,112.0,2416,2023-01-07 01:51:08.612,1.41.0,83.0,25.0,26,True,img2dataset,,,1234.0,25514.0,56.0,55.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,25461.0,,,,,,,,3.0,,,,,,,,,,,,,, +286,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-06-16 16:11:49.001,2023-02-22 03:50:44,49.0,,100,35.0,99.0,20.0,138.0,2231,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,38.0,1561559.0,325.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,325.0,1554700.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,432144.0,,,,,3.0,,,,,,,,,,,,,, +287,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-06-23 12:52:45.000,2023-05-31 14:47:15,525.0,2.0,122,49.0,53.0,11.0,121.0,2189,2021-01-12 19:21:07.000,1.4.3,14.0,28.0,26,True,pyfunctional,,,,249880.0,657.0,638.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,249880.0,,,,,,,,3.0,,,,,,,,,,,,,, +288,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-06-07 18:26:11.000,2023-05-24 18:39:09,2701.0,7.0,132,51.0,297.0,46.0,190.0,1485,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,674.0,4786.0,298.0,215.0,https://pypi.org/project/enaml,2022-06-13 19:19:59.000,83.0,2551.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,151416.0,,,,,3.0,,,,,,,,,,,,,, +289,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-06-16 16:11:57.246,2022-11-18 21:43:07,115.0,,53,24.0,62.0,16.0,33.0,1043,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1260077.0,6038.0,5924.0,https://pypi.org/project/immutables,2022-05-22 07:46:18.000,114.0,1245121.0,https://anaconda.org/conda-forge/immutables,2023-06-16 16:11:57.246,927329.0,,,,,3.0,,,,,,,,,,,,,, +290,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-07-13 04:17:07.000,2023-07-13 04:17:06,672.0,22.0,44,22.0,510.0,5.0,33.0,715,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,364907.0,109.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,109.0,364616.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14285.0,,,,,3.0,,,,,,,,,,,,,, +291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,467,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,pyscreenshot,,,,466912.0,2524.0,2266.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,258.0,466912.0,,,,,,,,3.0,,,,,,,,,,,,,, +292,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,29261.0,14304.0,14288.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,29043.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,4805.0,,,,,3.0,,,,,,,,,,,,,, +293,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,11.0,50.0,21.0,35.0,306,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,18030654.0,306.0,,https://pypi.org/project/typing_inspect,2021-06-07 16:12:08.000,306.0,18000568.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1534394.0,,,,,3.0,,,,,,,,,,,,,, +294,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,26,False,tabulator,conda-forge/tabulator-py,,,203915.0,73.0,,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,203185.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53321.0,,,,,3.0,,,,,,,,-2.0,,,,,, +295,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,269.0,1779.0,59,2023-03-11 17:00:14.601,3.1.2,104.0,,26,False,openpyxl,openpyxl,,,58775909.0,7746.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7716.0,58773989.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,175463.0,,,,,3.0,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1218.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +296,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,11984164.0,72032.0,69327.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2705.0,11971668.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1112146.0,,,,,3.0,,,,,,,,,,,,,, +297,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-05 18:59:02.000,2023-05-20 15:36:34,375.0,1.0,137,30.0,222.0,57.0,139.0,1633,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,52025.0,433.0,414.0,https://pypi.org/project/arq,2022-03-09 17:53:27.000,19.0,51731.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,7955.0,,,,,3.0,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1554,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,6310.0,197.0,164.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6310.0,,,,,,,,3.0,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,True,streamparse,,,,5706.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5706.0,,,,,,,,3.0,,,,,,,,,,,,,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-07-03 14:10:19.000,2023-05-19 04:32:00,6411.0,3.0,222,40.0,1033.0,7.0,209.0,1387,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,optimuspyspark,,,,11778.0,,,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,11778.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2211.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2211.0,,,,,,,,3.0,,,,,,,,,,,,,, +302,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,139,44.0,53.0,20.0,19.0,1143,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,761604.0,352.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,761604.0,,,,,,,,3.0,,,,,,,,,,,,,, +303,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,143,40.0,126.0,26.0,202.0,1113,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,372.0,275932.0,246.0,213.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,275929.0,,,,,,,,3.0,,,,,,,,,,,,,, +304,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,1.0,12.0,1063,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,pluginbase,conda-forge/pluginbase,,,553809.0,2062.0,1893.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,549311.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,296875.0,,,,,3.0,,,,,,,,,,,,,, +305,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,131,10.0,22.0,25.0,19.0,632,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,ratelimit,conda-forge/ratelimit,,,4095942.0,2900.0,2686.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,214.0,4095568.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11226.0,,,,,3.0,,,,,,,,,,,,,, +306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-06-16 19:23:05.879,2022-09-12 17:36:02,282.0,,50,10.0,26.0,15.0,71.0,591,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,326996.0,1134.0,1111.0,https://pypi.org/project/pysimdjson,2021-06-21 14:56:08.000,23.0,324821.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,71788.0,,,,,3.0,,,,,,,,,,,,,, +307,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-06-16 16:13:03.471,2022-08-31 07:55:38,488.0,,70,22.0,66.0,11.0,98.0,459,2022-08-31 08:00:06.664,5.0.2,39.0,23.0,25,True,hickle,conda-forge/hickle,,,34296.0,634.0,545.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,89.0,33876.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,22689.0,,,,,3.0,,,,,,,,,,,,,, +308,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,385,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,25,False,messytables,,,,17090.0,409.0,285.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,17090.0,,,,,,,,3.0,,,,,,,,,,,,,, +309,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,54.0,60.0,,90.0,306,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,95.0,534288.0,194.0,172.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,534287.0,,,,,,,,3.0,,,,,,,,,,,,,, +310,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-06-09 22:54:49.000,2023-05-28 07:57:36,3381.0,36.0,32,16.0,80.0,23.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,25,True,dbnd,,,,87152.0,58.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,87152.0,,,,,,,,3.0,,,,,,,,,,,,,, +311,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-06-15 13:15:37.000,2023-06-15 13:15:37,294.0,17.0,40,8.0,38.0,8.0,37.0,146,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,25,True,filedepot,,,,21348.0,878.0,831.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,21348.0,,,,,,,,3.0,,,,,,,,,,,,,, +312,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,17,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,25,False,clint,conda-forge/clint,,113.0,107076.0,5711.0,4384.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1327.0,106448.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,54068.0,,,,,3.0,,,,,,,,,,,,,, +313,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,24,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,15445840.0,7979.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7979.0,15272188.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,15107758.0,,,,,3.0,,,,,,,,,,,,,, +314,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3947,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,storm,,,,3477.0,135.0,60.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3477.0,,,,,,,,3.0,,,,,,,,,,,,,, +315,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-06-16 19:20:56.548,2023-03-22 14:52:27,240.0,,89,41.0,40.0,21.0,46.0,1429,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,pypeln,conda-forge/pypeln,,,23042.0,114.0,103.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,22659.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,13806.0,,,,,3.0,,,,,,,,,,,,,, +316,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-07-10 10:23:16.000,2023-06-20 08:09:27,318.0,5.0,74,44.0,223.0,42.0,40.0,1290,2023-06-20 08:17:02.907,0.18.0,32.0,28.0,24,True,tasktiger,,,,2256.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,2256.0,,,,,,,,3.0,,,,,,,,,,,,,, +317,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,452,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,cachier,,,,26473.0,423.0,396.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,26473.0,,,,,,,,3.0,,,,,,,,,python-cachier/cachier,,,,, +318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-10 11:10:09.000,2023-07-10 11:10:02,908.0,34.0,22,17.0,166.0,10.0,12.0,325,2023-07-10 11:13:01.206,17.3.4,246.0,18.0,24,True,aiomisc,,,,19080.0,360.0,325.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,35.0,19080.0,,,,,,,,3.0,,,,,,,,,,,,,, +319,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,6.0,29,6.0,123.0,2.0,77.0,139,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,24,True,everett,conda-forge/everett,,,107822.0,834.0,789.0,https://pypi.org/project/everett,2022-01-13 16:31:48.000,45.0,106958.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,40626.0,,,,,3.0,,,,,,,,,,,,,, +320,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-06-16 13:23:09.620,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,111,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,66.0,96225.0,2681.0,2489.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,192.0,95852.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,25752.0,,,,,3.0,,,,,,,,,,,,,, +321,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3231,,,4.0,19.0,23,False,macropy3,,,,189.0,587.0,557.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,189.0,,,,,,,,3.0,,,,,,,,,,,,,, +322,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-06-24 11:07:47.000,2023-05-23 07:09:38,600.0,1.0,363,49.0,104.0,180.0,102.0,2197,2011-12-30 16:40:09.000,11.12.30,16.0,40.0,23,True,camelot,,,,6112.0,10.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,6112.0,,,,,,,,3.0,,,,,,,,,,,,,, +323,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,pinject,conda-forge/pinject,,,54732.0,179.0,158.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,54557.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,3851.0,,,,,3.0,,,,,,,,,,,,,, +324,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,89209.0,691.0,608.0,https://pypi.org/project/pymodm,2017-03-10 23:55:29.000,83.0,89093.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4791.0,,,,,3.0,,,,,,,,,,,,,, +325,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,258,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,10293.0,182.0,174.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10139.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4336.0,,,,,3.0,,,,,,,,,,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-06-16 13:19:04.224,2021-09-23 16:12:06,380.0,,57,19.0,13.0,16.0,24.0,257,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,deepdish,conda-forge/deepdish,,,13102.0,843.0,759.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,84.0,12011.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,87296.0,,,,,3.0,,,,,,,,,,,,,, +327,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-07-13 13:17:25.000,2023-07-13 13:17:24,5365.0,69.0,42,14.0,599.0,33.0,78.0,189,2023-07-05 09:18:14.000,0.8.5,18.0,33.0,23,True,batchflow,,,,646.0,5.0,5.0,https://pypi.org/project/batchflow,2022-07-07 14:33:11.000,,646.0,,,,,,,,3.0,,,,,,,,,,,,,, +328,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-07-10 20:09:31.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,14.0,14.0,125,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,docopt-ng,,,,40727.0,191.0,160.0,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,31.0,40727.0,,,,,,,,3.0,,,,,,,,,,,,,, +329,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-07-13 13:06:06.000,2023-07-13 11:44:55,1579.0,416.0,4,3.0,667.0,15.0,25.0,40,2023-07-12 16:28:01.330,4.6.0,59.0,6.0,23,False,click-extra,,,244.0,4949.0,60.0,54.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,6.0,4938.0,,,,,,,,3.0,,,,,,,,,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,26974.0,395.0,362.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,26974.0,,,,,,,,3.0,,,,,,,,,,,,,, +331,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2701,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,,,34.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,34.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +332,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,37.0,214.0,46.0,56.0,2424,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19606.0,754.0,,,,,,,,,,,,,,2.0,,,,,,,,,,,,,, +333,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1744,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,6216.0,198.0,167.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,6216.0,,,,,,,,3.0,,,,,,,,,,,,,, +334,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,40.0,22.0,20.0,11.0,1545,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,139892.0,185.0,163.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,139892.0,,,,,,,,3.0,,,,,,,,,,,,,, +335,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-07-11 01:49:37.000,2023-02-21 10:55:54,98.0,,38,17.0,66.0,6.0,4.0,1073,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,22,True,asyncer,conda-forge/asyncer,,,62008.0,656.0,639.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,61771.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,4280.0,,,,,3.0,,,,,,,,,,,,,, +336,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,4.0,135,62.0,76.0,167.0,149.0,846,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,rows,,,38.0,692.0,187.0,158.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,692.0,,,,,,,,3.0,,,,,,,,,,,,,, +337,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,26.0,839,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,unsync,conda-forge/unsync,,,22477.0,215.0,196.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,22188.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,10711.0,,,,,3.0,,,,,,,,,,,,,, +338,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,2.0,120,13.0,32.0,31.0,42.0,793,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,20364.0,1249.0,1155.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,94.0,20364.0,,,,,,,,3.0,,,,,,,,,,,,,, +339,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-06-24 20:43:54.000,2023-05-02 12:53:18,107.0,13.0,28,10.0,49.0,11.0,12.0,684,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,46261.0,177.0,171.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,6.0,44144.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,33881.0,,,,,3.0,,,,,,,,,,,,,, +340,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,533,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2639.0,108.0,99.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,2056.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,10497.0,,,,,3.0,,,,,,,,,,,,,, +341,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,56545.0,11026.0,8980.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,56545.0,,,,,,,,3.0,,,,,,,,,,,,,, +342,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,51251.0,4480.0,3297.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1183.0,50473.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,67757.0,,,,,3.0,,,,,,,,,,,,,, +343,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,122,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,317463.0,1697.0,1646.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,51.0,315355.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,65368.0,,,,,3.0,,,,,,,,,,,,,, +344,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,922.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,922.0,,,,,,,,3.0,,,,,,,,,,,,,, +345,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,874,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,377.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,377.0,,,,,,,,3.0,,,,,,,,,,,,,, +346,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-07-01 15:18:31.000,2023-01-03 19:16:25,478.0,,76,22.0,211.0,72.0,80.0,807,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,odmantic,,,,14128.0,6.0,,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,14128.0,,,,,,,,3.0,,,,,,,,,,,,,, +347,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,710,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,,,1835.0,61.0,55.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1059.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,24847.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,13933.0,141.0,135.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13933.0,,,,,,,,3.0,,,,,,,,,,,,,, +349,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,valideer,conda-forge/valideer,,,14904.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,14665.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20815.0,,,,,3.0,,,,,,,,,,,,,, +350,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-06-29 12:04:44.000,2023-04-26 16:56:57,532.0,9.0,9,6.0,107.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,typical,conda-forge/typical,,,6524.0,74.0,70.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,5365.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,30143.0,,,,,3.0,,,,,,,,,,,,,, +351,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,stopit,conda-forge/stopit,,,180166.0,1951.0,1826.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,170249.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,654560.0,,,,,3.0,,,,,,,,,,,,,, +352,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10579,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,20,False,grumpy-tools,,,,19.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,19.0,,,,,,,,3.0,,,,,,,,,,,,,, +353,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-06-27 16:05:15.537,2023-06-23 18:04:56,79.0,2.0,123,34.0,10.0,8.0,152.0,3066,2023-06-23 18:07:07.000,2.1.14,60.0,1.0,20,False,ptext-joris-schellekens,conda-forge/borb,,,1675.0,174.0,174.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,13.0,https://anaconda.org/conda-forge/borb,2023-06-27 16:05:15.537,38245.0,,,,,3.0,,,,,,,,,,,,,, +354,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,137,69.0,4.0,1.0,40.0,2015,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2293.0,50.0,41.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2293.0,,,,,,,,3.0,,,,,,,,,,,,,, +355,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-03-06 12:32:00.000,2020-09-07 18:32:58,236.0,,201,40.0,56.0,80.0,39.0,1319,2020-07-17 16:16:44.000,0.4.3,9.0,11.0,20,False,excalibur-py,,,10686.0,1232.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1045.0,,,,,,,,3.0,,,,,,,,,,,,,, +356,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,45,15.0,33.0,19.0,9.0,272,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,price-parser,,,,57097.0,379.0,372.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,57097.0,,,,,,,,3.0,,,,,,,,,,,,,, +357,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,26,7.0,48.0,6.0,10.0,245,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,32101.0,280.0,246.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,32101.0,,,,,,,,3.0,,,,,,,,,,,,,, +358,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,17.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,fletcher,conda-forge/fletcher,,17.0,1198.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,209.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,59345.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1972,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,,,,37.0,37.0,,,,,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +360,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1089,2022-05-12 11:29:27.000,1.0,6.0,31.0,19,True,colout,,,,1198.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1198.0,,,,,,,,3.0,,,,,,,,,,,,,, +361,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,74,24.0,19.0,11.0,13.0,950,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,19,True,d6tflow,,,,275.0,25.0,25.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,275.0,,,,,,,,3.0,,,,,,,,,,,,,, +362,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,11.0,31.0,22.0,20.0,621,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,pugsql,,,,11856.0,59.0,56.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,11856.0,,,,,,,,3.0,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,3495.0,152.0,125.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3495.0,,,,,,,,3.0,,,,,,,,,,,,,, +364,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-07-13 12:58:53.000,2023-07-07 06:45:50,582.0,90.0,20,4.0,228.0,2.0,,229,2023-07-07 06:48:04.494,1.1.166,436.0,9.0,19,True,upgini,,,,7657.0,1.0,1.0,https://pypi.org/project/upgini,2022-06-30 10:58:25.000,,7657.0,,,,,,,,3.0,,,,,,,,,,,,,, +365,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,6.0,9.0,14.0,5.0,194,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,53763.0,780.0,776.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,53763.0,,,,,,,,3.0,,,,,,,,,,,,,, +366,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,5.0,22.0,147,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,57200.0,150.0,139.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,11.0,57200.0,,,,,,,,3.0,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,599.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,599.0,,,,,,,,3.0,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,542.0,39.0,31.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,542.0,,,,,,,,3.0,,,,,,,,,,,,,, +369,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,validr,,,,9675.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,9675.0,,,,,,,,3.0,,,,,,,,,,,,,, +370,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-07-11 17:34:29.000,2023-05-01 19:51:54,163.0,2.0,105,58.0,68.0,24.0,16.0,2010,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,mara-pipelines,,,,122.0,1.0,,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,122.0,,,,,,,,3.0,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1339,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,71.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,71.0,,,,,,,,3.0,,,,,,,,,,,,,, +372,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-07-12 22:41:22.000,2023-06-18 17:18:09,2656.0,25.0,111,27.0,188.0,48.0,289.0,1096,,,,39.0,17,True,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,940,,,,1000.0,17,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,8.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,flupy,,,,139648.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,139648.0,,,,,,,,3.0,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,765,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,csvs-to-sqlite,,,,2310.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,2310.0,,,,,,,,3.0,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,26.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,26.0,,,,,,,,3.0,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,,,241.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,241.0,,,,,,,,3.0,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,18,11.0,119.0,20.0,57.0,424,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,600.0,12.0,12.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,600.0,,,,,,,,3.0,,,,,,,,,,,,,, +379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,55.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,54.0,2.0,2.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,54.0,,,,,,,,3.0,,,,,,,,,,,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,713,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,267.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,267.0,,,,,,,,3.0,,,,,,,,,,,,,, +381,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-07-12 15:04:33.000,2023-06-22 14:04:27,113.0,2.0,6,13.0,126.0,4.0,2.0,266,2023-03-02 13:18:02.345,0.19.0,95.0,14.0,15,True,squirrel-core,squirrel-core,,,1261.0,3.0,2.0,https://pypi.org/project/squirrel-core,2022-07-06 12:13:21.000,,1261.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,,,,,3.0,,,,,,,,,,,1.0,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,33753.0,479.0,470.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,33753.0,,,,,,,,3.0,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,523.0,32.0,27.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,523.0,,,,,,,,3.0,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,,,90.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,90.0,,,,,,,,3.0,['pandas'],,,,,,,,,,,,, +385,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,56.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,56.0,,,,,,,,3.0,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,11.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,77.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,77.0,,,,,,,,3.0,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,760,,,,3.0,7,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 20c8594..037d6bf 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 -- smart-open (πŸ₯ˆ30 Β· ⭐ 2.9K Β· πŸ“ˆ) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ“ˆ) - Extract data from a wide range of Internet sources.. BSD-3 -- textract (πŸ₯‰27 Β· ⭐ 3.5K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- Airflow (πŸ₯‡47 Β· ⭐ 31K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- click (πŸ₯‡46 Β· ⭐ 14K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 +- boto3 (πŸ₯‡46 Β· ⭐ 8.2K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +- deepdiff (πŸ₯‡35 Β· ⭐ 1.7K Β· πŸ“ˆ) - DeepDiff: Deep Difference and search of any Python object/data... MIT +- path (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ“ˆ) - Object-oriented file system path manipulation. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.5K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 -- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3K Β· πŸ“‰) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K Β· πŸ“‰) - Extended pickling support for Python objects. BSD-3 -- pyodbc (πŸ₯‰32 Β· ⭐ 2.7K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 +- polars (πŸ₯ˆ38 Β· ⭐ 19K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +- MongoEngine (πŸ₯ˆ37 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +- anyio (πŸ₯‡37 Β· ⭐ 1.3K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +- gdown (πŸ₯ˆ30 Β· ⭐ 3.2K Β· πŸ“‰) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +- tabulator-py (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT From 9f3c68e082e7296a2eec840bf4c6767fb79b7f30 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 20 Jul 2023 13:36:58 +0000 Subject: [PATCH 20/70] Update best-of list for version 2023.07.20 --- README.md | 1309 ++++++++++++++++--------------- history/2023-07-20_changes.md | 20 + history/2023-07-20_projects.csv | 390 +++++++++ latest-changes.md | 20 +- 4 files changed, 1080 insertions(+), 659 deletions(-) create mode 100644 history/2023-07-20_changes.md create mode 100644 history/2023-07-20_projects.csv diff --git a/README.md b/README.md index 6c9aed2..5937878 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 450K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 460K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 120M / month Β· πŸ“¦ 16K Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 130M / month Β· πŸ“¦ 16K Β· ⏱️ 18.07.2023): ``` pip install protobuf ``` @@ -99,23 +99,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 230K Β· πŸ“¦ 63K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 240K Β· πŸ“¦ 64K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 10M / month Β· πŸ“¦ 290 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 11M / month Β· πŸ“¦ 290 Β· ⏱️ 21.01.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -126,7 +126,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 87K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 88K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -151,7 +151,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dill ``` @@ -163,7 +163,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): ``` pip install simplejson ``` @@ -172,9 +172,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge simplejson ```
-
orjson (πŸ₯ˆ35 Β· ⭐ 4.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ35 Β· ⭐ 4.8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“¦ 49K Β· πŸ“‹ 330 - 0% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“¦ 50K Β· πŸ“‹ 330 - 0% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/ijl/orjson @@ -183,7 +183,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 810K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 830K Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge orjson ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.5M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.7M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): ``` pip install ujson ``` @@ -206,12 +206,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“₯ 25 Β· πŸ“¦ 83K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“₯ 25 Β· πŸ“¦ 84K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 29M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 30M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 7.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 7.8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): ``` pip install jsonpickle ``` @@ -238,7 +238,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 3% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 2% open Β· ⏱️ 23.05.2023): ``` git clone https://github.com/msgpack/msgpack-python @@ -254,16 +254,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (πŸ₯‰29 Β· ⭐ 370) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 30K Β· πŸ“‹ 28 - 10% open Β· ⏱️ 20.04.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 30K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 3.6M / month Β· πŸ“¦ 280 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 3.9M / month Β· πŸ“¦ 290 Β· ⏱️ 18.10.2022): ``` pip install srsly ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.3M Β· ⏱️ 20.07.2023): ``` conda install -c conda-forge srsly ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.2M / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): ``` pip install python-rapidjson ``` @@ -295,14 +295,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ```
-
hickle (πŸ₯‰25 Β· ⭐ 460 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰24 Β· ⭐ 460) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 70 Β· πŸ“¦ 540 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 31.08.2022): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 550 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 32K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 33K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 120M / month Β· πŸ“¦ 69K Β· ⏱️ 23.06.2022): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 120M / month Β· πŸ“¦ 70K Β· ⏱️ 23.06.2022): ``` pip install pandas ``` @@ -358,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8.1K Β· πŸ“₯ 770K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8.1K Β· πŸ“₯ 770K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/numpy/numpy @@ -379,67 +379,67 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 12M / month Β· πŸ“¦ 15K Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 23.01.2023): ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 12M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 13M Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ38 Β· ⭐ 19K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +
polars (πŸ₯ˆ39 Β· ⭐ 19K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1K Β· πŸ“¦ 2.7K Β· πŸ“‹ 4.4K - 21% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1K Β· πŸ“¦ 2.8K Β· πŸ“‹ 4.4K - 21% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 740K / month Β· πŸ“¦ 190 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 770K / month Β· πŸ“¦ 200 Β· ⏱️ 20.07.2023): ``` pip install polars ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.8K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 22% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 22% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 910K / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2022): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 890K / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2022): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 250K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 260K Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge modin-core ```
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 950 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.06.2022): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.5M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.5M Β· ⏱️ 17.07.2023): ``` conda install -c conda-forge xarray ```
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 170 Β· πŸ“¦ 47K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 48K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 750K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 780K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): ``` pip install tables ``` @@ -448,14 +448,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
+
zarr (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT + +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 630 - 42% open Β· ⏱️ 18.07.2023): + + ``` + git clone https://github.com/zarr-developers/zarr-python + ``` +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 250K / month Β· πŸ“¦ 350 Β· ⏱️ 23.06.2022): + ``` + pip install zarr + ``` +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.5M Β· ⏱️ 14.06.2023): + ``` + conda install -c conda-forge zarr + ``` +
docarray (πŸ₯ˆ33 Β· ⭐ 2.4K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 180 Β· πŸ“¦ 550 Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 180 Β· πŸ“¦ 580 Β· πŸ“‹ 590 - 9% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 150K / month Β· πŸ“¦ 12 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 160K / month Β· πŸ“¦ 12 Β· ⏱️ 19.07.2023): ``` pip install docarray ``` @@ -475,27 +491,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge numexpr ```
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zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT - -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 630 - 42% open Β· ⏱️ 10.07.2023): - - ``` - git clone https://github.com/zarr-developers/zarr-python - ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 250K / month Β· πŸ“¦ 340 Β· ⏱️ 23.06.2022): - ``` - pip install zarr - ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.5M Β· ⏱️ 14.06.2023): - ``` - conda install -c conda-forge zarr - ``` -
Bottleneck (πŸ₯ˆ33 Β· ⭐ 910) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 96 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): @@ -503,11 +503,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 620K / month Β· πŸ“¦ 1.6K Β· ⏱️ 02.07.2022): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 610K / month Β· πŸ“¦ 1.6K Β· ⏱️ 02.07.2022): ``` pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bottleneck ``` @@ -535,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 16 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.7M / month Β· πŸ“¦ 16 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -546,23 +546,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 920 Β· πŸ“‹ 610 - 33% open Β· ⏱️ 09.07.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 940 Β· πŸ“‹ 610 - 33% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 900K / month Β· πŸ“¦ 73 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 930K / month Β· πŸ“¦ 73 Β· ⏱️ 01.05.2022): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 25K Β· ⏱️ 08.07.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 26K Β· ⏱️ 17.07.2023): ``` conda install -c conda-forge pandera-core ```
datasketch (πŸ₯‰31 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 820 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 830 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -572,14 +572,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install datasketch ```
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Vaex (πŸ₯‰30 Β· ⭐ 7.9K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT +
Vaex (πŸ₯‰30 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT - [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 270 Β· πŸ“¦ 540 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 39K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 42K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): ``` pip install vaex ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 73K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 72K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): ``` pip install datatable ``` @@ -606,12 +606,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
swifter (πŸ₯‰28 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.06.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 300K / month Β· πŸ“¦ 41 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 310K / month Β· πŸ“¦ 41 Β· ⏱️ 16.08.2022): ``` pip install swifter ``` @@ -620,14 +620,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge swifter ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT + +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 570 - 6% open Β· ⏱️ 17.07.2023): + + ``` + git clone https://github.com/InvestmentSystems/static-frame + ``` +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.7K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): + ``` + pip install static-frame + ``` +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 280K Β· ⏱️ 25.06.2023): + ``` + conda install -c conda-forge static-frame + ``` +
+
PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 300K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 310K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` @@ -636,7 +652,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandarallel ```
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Pandas Summary (πŸ₯‰27 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 +
Pandas Summary (πŸ₯‰26 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 - [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 03.07.2023): @@ -648,23 +664,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install pandas-summary ```
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StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT - -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 570 - 5% open Β· ⏱️ 12.07.2023): - - ``` - git clone https://github.com/InvestmentSystems/static-frame - ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.1K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): - ``` - pip install static-frame - ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 280K Β· ⏱️ 25.06.2023): - ``` - conda install -c conda-forge static-frame - ``` -
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pickleDB (πŸ₯‰22 Β· ⭐ 790) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰23 Β· ⭐ 800) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): @@ -683,11 +683,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 210 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 240 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 59K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 60K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fletcher ``` @@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 540 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 520 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 50M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 45M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -753,7 +753,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ31 Β· ⭐ 350) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 82 Β· πŸ“₯ 4.4K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 82 Β· πŸ“₯ 4.4K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/aio-libs/multidict @@ -762,35 +762,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge multidict ```
python-benedict (πŸ₯ˆ30 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 5 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 92 - 10% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 93 - 10% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 580K / month Β· πŸ“¦ 25 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 570K / month Β· πŸ“¦ 28 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 130K Β· ⏱️ 17.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 16.07.2023): ``` conda install -c conda-forge python-benedict ```
anytree (πŸ₯ˆ30 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 180 - 30% open Β· ⏱️ 20.09.2022): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 180 - 30% open Β· ⏱️ 20.09.2022): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 590K / month Β· πŸ“¦ 310 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 630K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -806,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): ``` pip install glom ``` @@ -817,7 +817,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯‰29 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 56 Β· πŸ“¦ 15K Β· πŸ“‹ 55 - 5% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 58 Β· πŸ“¦ 15K Β· πŸ“‹ 55 - 5% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/jab/bidict @@ -826,41 +826,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 300K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bidict ```
-
ordered-set (πŸ₯‰29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
munch (πŸ₯‰29 Β· ⭐ 690) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 44 Β· πŸ“¦ 8.6K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` - git clone https://github.com/rspeer/ordered-set + git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.8M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 840 Β· ⏱️ 09.03.2020): ``` - pip install ordered-set + pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.5M Β· ⏱️ 02.07.2023): ``` - conda install -c conda-forge ordered-set + conda install -c conda-forge munch ```
-
munch (πŸ₯‰28 Β· ⭐ 690) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
ordered-set (πŸ₯‰29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 44 Β· πŸ“¦ 8.8K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): ``` - git clone https://github.com/Infinidat/munch + git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 830 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.9M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): ``` - pip install munch + pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.5M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge munch + conda install -c conda-forge ordered-set ```
sqlitedict (πŸ₯‰27 Β· ⭐ 1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 @@ -870,11 +870,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 220K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 79K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -886,11 +886,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.6M / month Β· πŸ“¦ 320 Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.5M / month Β· πŸ“¦ 330 Β· ⏱️ 02.04.2022): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-box ``` @@ -902,7 +902,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.2M / month Β· πŸ“¦ 110 Β· ⏱️ 22.05.2022): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 22.05.2022): ``` pip install immutables ``` @@ -918,7 +918,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 360K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 320K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -940,32 +940,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 15K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“¦ 220K Β· πŸ“‹ 2.7K - 11% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“¦ 220K Β· πŸ“‹ 2.8K - 11% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 74M / month Β· πŸ“¦ 7K Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 76M / month Β· πŸ“¦ 7.2K Β· ⏱️ 19.05.2022): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.4M Β· ⏱️ 13.07.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.4M Β· ⏱️ 19.07.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 23 Β· πŸ“¦ 410K Β· πŸ“‹ 760 - 3% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 27 Β· πŸ“¦ 420K Β· πŸ“‹ 770 - 3% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 71M / month Β· πŸ“¦ 19K Β· ⏱️ 30.09.2018): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 75M / month Β· πŸ“¦ 19K Β· ⏱️ 30.09.2018): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 21M Β· ⏱️ 13.07.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 21M Β· ⏱️ 18.07.2023): ``` conda install -c conda-forge jsonschema ``` @@ -977,7 +977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -993,7 +993,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.6M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` @@ -1004,12 +1004,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰31 Β· ⭐ 340) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.4K Β· πŸ“‹ 410 - 38% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.5K Β· πŸ“‹ 410 - 38% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 400K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 390K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): ``` pip install param ``` @@ -1025,7 +1025,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 550K / month Β· πŸ“¦ 240 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 560K / month Β· πŸ“¦ 240 Β· ⏱️ 08.10.2022): ``` pip install strictyaml ``` @@ -1034,14 +1034,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰22 Β· ⭐ 680) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰22 Β· ⭐ 690) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 28 Β· πŸ“¦ 170 Β· πŸ“‹ 23 - 47% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 28 Β· πŸ“¦ 170 Β· πŸ“‹ 24 - 50% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 44K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 45K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): ``` pip install dirty-equals ``` @@ -1057,7 +1057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 15K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 14K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1073,21 +1073,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 5.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 4.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 30K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typical ```
Show 6 hidden projects... -- cerberus (πŸ₯ˆ34 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC +- cerberus (πŸ₯ˆ33 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰28 Β· ⭐ 810) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰26 Β· ⭐ 820 Β· πŸ“‰) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1110,7 +1110,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 470K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 480K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1122,7 +1122,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.8K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.4K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1159,7 +1159,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 58K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 59K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1180,7 +1180,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): ``` pip install dateparser ``` @@ -1191,7 +1191,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 160 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 10.06.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 160 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1200,23 +1200,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pendulum ```
holidays (πŸ₯ˆ34 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 390 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 23% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 390 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 23% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.1M / month Β· πŸ“¦ 430 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.3M / month Β· πŸ“¦ 430 Β· ⏱️ 30.01.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.3M Β· ⏱️ 03.07.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.4M Β· ⏱️ 17.07.2023): ``` conda install -c conda-forge holidays ``` @@ -1248,7 +1248,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge tzlocal ``` @@ -1266,12 +1266,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡38 Β· ⭐ 610) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 53K Β· πŸ“‹ 560 - 34% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 54K Β· πŸ“‹ 560 - 34% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 110M / month Β· πŸ“¦ 560 Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 560 Β· ⏱️ 19.05.2022): ``` pip install fsspec ``` @@ -1298,28 +1298,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ35 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 99K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 100K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 7.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 560) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 280K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 280K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 59M / month Β· πŸ“¦ 2.6K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 62M / month Β· πŸ“¦ 2.6K Β· ⏱️ 31.05.2022): ``` pip install filelock ``` @@ -1360,25 +1360,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fs ```
-
path (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ“ˆ) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰30 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT - [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.1M / month Β· πŸ“¦ 130 Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.3M / month Β· πŸ“¦ 130 Β· ⏱️ 07.01.2022): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 420K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 430K Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge path ```
Show 3 hidden projects... -- zipp (πŸ₯‰31 Β· ⭐ 38) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰32 Β· ⭐ 38) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰30 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1390,7 +1390,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.7M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.8M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): ``` git clone https://github.com/benjaminp/six @@ -1427,7 +1427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.1M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1447,7 +1447,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install futures ``` -- [Conda](https://anaconda.org/conda-forge/futures) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/futures) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge futures ``` @@ -1466,7 +1466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 500K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 500K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/pyca/cryptography @@ -1475,23 +1475,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 40M Β· ⏱️ 11.07.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 41M Β· ⏱️ 11.07.2023): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“₯ 5 Β· πŸ“¦ 72K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“₯ 22 Β· πŸ“¦ 73K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 28M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.01.2023): ``` pip install pycryptodomex ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pycryptodomex ``` @@ -1507,7 +1507,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 300 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 280 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ``` @@ -1530,7 +1530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1546,12 +1546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rsa (πŸ₯‰33 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 300K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 310K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 110M / month Β· πŸ“¦ 7K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 110M / month Β· πŸ“¦ 7.1K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1584,55 +1584,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.1M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 920K Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 930K Β· ⏱️ 19.07.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 370M / month Β· πŸ“¦ 3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 340M / month Β· πŸ“¦ 3K Β· ⏱️ 20.07.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 11.07.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 20.07.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 250K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 250K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 330M / month Β· πŸ“¦ 8.4K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 340M / month Β· πŸ“¦ 8.4K Β· ⏱️ 20.07.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 11.07.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 20.07.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/docker/compose @@ -1648,7 +1648,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 80K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 81K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/paramiko/paramiko @@ -1657,19 +1657,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge paramiko ```
docker (πŸ₯ˆ42 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 620 Β· πŸ“¦ 64K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 620 Β· πŸ“¦ 65K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 33M / month Β· πŸ“¦ 3.7K Β· ⏱️ 07.10.2021): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 34M / month Β· πŸ“¦ 3.7K Β· ⏱️ 07.10.2021): ``` pip install docker ``` @@ -1680,7 +1680,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 920 Β· πŸ“₯ 260K Β· πŸ“¦ 2.7K Β· πŸ“‹ 6.2K - 29% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 920 Β· πŸ“₯ 270K Β· πŸ“¦ 2.7K Β· πŸ“‹ 6.3K - 29% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/pulumi/pulumi @@ -1696,7 +1696,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯ˆ39 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.7K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.7K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1708,7 +1708,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯‰38 Β· ⭐ 5.8K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1717,7 +1717,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 430K Β· ⏱️ 19.06.2023): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 440K Β· ⏱️ 19.06.2023): ``` conda install -c conda-forge kubernetes ``` @@ -1729,11 +1729,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 3.9M / month Β· πŸ“¦ 79 Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4M / month Β· πŸ“¦ 79 Β· ⏱️ 07.04.2022): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 67K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 68K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fabric ``` @@ -1761,7 +1761,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.1M / month Β· πŸ“¦ 460 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.2M / month Β· πŸ“¦ 460 Β· ⏱️ 23.12.2021): ``` pip install plumbum ``` @@ -1777,7 +1777,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.1M / month Β· πŸ“¦ 300 Β· ⏱️ 25.09.2020): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.2M / month Β· πŸ“¦ 310 Β· ⏱️ 25.09.2020): ``` pip install sshtunnel ``` @@ -1786,14 +1786,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰29 Β· ⭐ 2.3K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT +
pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 310 Β· πŸ“¦ 82 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 15.05.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 310 Β· πŸ“¦ 82 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 24K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 26K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ``` @@ -1805,11 +1805,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.1K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.9K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 10K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 11K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge pypyr ``` @@ -1850,7 +1850,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): ``` pip install sh ``` @@ -1870,7 +1870,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 270K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge supervisor ``` @@ -1887,7 +1887,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯‡37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 420 Β· πŸ“¦ 85K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 420 Β· πŸ“¦ 86K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop @@ -1912,47 +1912,47 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge greenlet ```
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anyio (πŸ₯‡37 Β· ⭐ 1.3K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +
anyio (πŸ₯‡37 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 150K Β· πŸ“‹ 310 - 18% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 150K Β· πŸ“‹ 310 - 18% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 29M / month Β· πŸ“¦ 450 Β· ⏱️ 13.05.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 32M / month Β· πŸ“¦ 450 Β· ⏱️ 13.05.2022): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8M Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8.2M Β· ⏱️ 06.07.2023): ``` conda install -c conda-forge anyio ```
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aiomisc (πŸ₯‰24 Β· ⭐ 320) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰24 Β· ⭐ 330) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 22 Β· πŸ“¦ 320 Β· πŸ“‹ 22 - 45% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 22 Β· πŸ“¦ 330 Β· πŸ“‹ 22 - 45% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 35 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 35 Β· ⏱️ 14.06.2022): ``` pip install aiomisc ```
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asyncer (πŸ₯‰22 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰21 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 640 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 660 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 62K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 58K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` @@ -1972,14 +1972,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡38 Β· ⭐ 6.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡37 Β· ⭐ 6.2K Β· πŸ“‰) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 500K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 510K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 8.2K Β· ⏱️ 24.03.2022): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.2K Β· ⏱️ 24.03.2022): ``` pip install python-dotenv ``` @@ -1988,14 +1988,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dotenv ```
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traitlets (πŸ₯ˆ37 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯‡37 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 150 Β· πŸ“¦ 330K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 160 Β· πŸ“¦ 340K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 24M / month Β· πŸ“¦ 15K Β· ⏱️ 01.07.2016): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 25M / month Β· πŸ“¦ 15K Β· ⏱️ 01.07.2016): ``` pip install traitlets ``` @@ -2006,21 +2006,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.1K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.8K Β· πŸ“‹ 440 - 21% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.8K Β· πŸ“‹ 440 - 21% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.7M / month Β· πŸ“¦ 250 Β· ⏱️ 06.06.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 250 Β· ⏱️ 06.06.2022): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 53K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 54K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dynaconf ```
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python-decouple (πŸ₯ˆ32 Β· ⭐ 2.5K) - Strict separation of config from code. MIT +
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.5K) - Strict separation of config from code. MIT - [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 100K Β· πŸ“‹ 87 - 6% open Β· ⏱️ 17.04.2023): @@ -2031,19 +2031,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 65K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 66K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯ˆ32 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰31 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 83 Β· πŸ“¦ 15K Β· πŸ“‹ 510 - 15% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 84 Β· πŸ“¦ 15K Β· πŸ“‹ 510 - 15% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 3.9M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): ``` pip install omegaconf ``` @@ -2052,57 +2052,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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hydra (πŸ₯‰28 Β· ⭐ 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT +
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.5K Β· πŸ“‹ 91 - 53% open Β· ⏱️ 07.07.2023): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.1K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 370K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): ``` - pip install hydra + pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 700K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge gin-config ```
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gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
configobj (πŸ₯‰28 Β· ⭐ 300) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.4K Β· πŸ“‹ 91 - 53% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 160 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): ``` - git clone https://github.com/google/gin-config + git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 360K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` - pip install gin-config + pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 680K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge gin-config + conda install -c conda-forge configobj ```
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configobj (πŸ₯‰28 Β· ⭐ 290) - Python 3+ compatible port of the configobj library. BSD-3 +
hydra (πŸ₯‰27 Β· ⭐ 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 150 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 14.07.2023): ``` - git clone https://github.com/DiffSK/configobj + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.5M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.2K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` - pip install configobj + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 670K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 710K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge configobj + conda install -c conda-forge hydra-core ```
everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 29 Β· πŸ“¦ 790 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 29 Β· πŸ“¦ 800 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett @@ -2122,9 +2122,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡46 Β· ⭐ 14K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“₯ 12 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 5% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“₯ 24 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 5% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/pallets/click @@ -2133,35 +2133,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 28M Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 29M Β· ⏱️ 19.07.2023): ``` conda install -c conda-forge click ```
rich (πŸ₯‡43 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 100K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 24M / month Β· πŸ“¦ 4.3K Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 25M / month Β· πŸ“¦ 4.3K Β· ⏱️ 24.05.2022): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.3M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.4M Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.4K) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.5K) - Library for building powerful interactive command.. BSD-3 - [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 690 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 26M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 27M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): ``` pip install prompt_toolkit ``` @@ -2177,11 +2177,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 650K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 660K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ``` @@ -2197,19 +2197,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 23M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 24M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge colorama ```
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 460 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 480 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 06.07.2022): ``` pip install typer ``` @@ -2225,7 +2225,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 18M / month Β· πŸ“¦ 2.2K Β· ⏱️ 13.02.2018): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 19M / month Β· πŸ“¦ 2.2K Β· ⏱️ 13.02.2018): ``` pip install argcomplete ``` @@ -2252,7 +2252,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 81 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/sdispater/cleo @@ -2266,52 +2266,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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questionary (πŸ₯‰30 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT +
asciimatics (πŸ₯‰30 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 69 Β· πŸ“¦ 9.3K Β· πŸ“‹ 120 - 28% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 880 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 18.07.2023): ``` - git clone https://github.com/tmbo/questionary + git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1M / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 77K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` - pip install questionary + pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge questionary + conda install -c conda-forge asciimatics ```
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ConfigArgParse (πŸ₯‰30 Β· ⭐ 650) - A drop-in replacement for argparse that allows options to also be.. MIT +
questionary (πŸ₯‰30 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 110 Β· πŸ“¦ 12K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 69 Β· πŸ“¦ 9.3K Β· πŸ“‹ 120 - 27% open Β· ⏱️ 30.06.2023): ``` - git clone https://github.com/bw2/ConfigArgParse + git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 03.10.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 970K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): ``` - pip install configargparse + pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 630K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 43K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge configargparse + conda install -c conda-forge questionary ```
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asciimatics (πŸ₯‰29 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
ConfigArgParse (πŸ₯‰30 Β· ⭐ 650) - A drop-in replacement for argparse that allows options to also be.. MIT -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 870 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 16.04.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 110 Β· πŸ“¦ 12K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 28.06.2023): ``` - git clone https://github.com/peterbrittain/asciimatics + git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 75K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 03.10.2021): ``` - pip install asciimatics + pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 640K Β· ⏱️ 27.06.2023): ``` - conda install -c conda-forge asciimatics + conda install -c conda-forge configargparse ```
docopt-ng (πŸ₯‰23 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT @@ -2321,7 +2321,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 41K / month Β· πŸ“¦ 31 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 45K / month Β· πŸ“¦ 31 Β· ⏱️ 31.05.2022): ``` pip install docopt-ng ``` @@ -2333,7 +2333,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.2K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.3K / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2367,7 +2367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 76M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 78M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): ``` pip install cachetools ``` @@ -2378,12 +2378,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 880) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 240K / month Β· πŸ“¦ 120 Β· ⏱️ 23.07.2017): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 250K / month Β· πŸ“¦ 120 Β· ⏱️ 23.07.2017): ``` pip install aiocache ``` @@ -2399,14 +2399,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge beaker ```
pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 240 Β· πŸ“¦ 4.6K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 240 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc @@ -2420,14 +2420,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰24 Β· ⭐ 450) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰24 Β· ⭐ 460) - Persistent, stale-free, local and cross-machine caching for Python.. MIT - [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 400 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 26K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 28K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2442,20 +2442,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-web-python - Web UI ( ⭐ 1.9K) - Collection of libraries to implement web-based UIs. +πŸ”— best-of-web-python - Web UI ( ⭐ 2K) - Collection of libraries to implement web-based UIs.
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 16.07.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 82K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 86K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 310K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 320K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge kivy ``` @@ -2478,40 +2478,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 580 Β· πŸ“¦ 2K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 580 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 25K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 24K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
Eel (πŸ₯ˆ32 Β· ⭐ 5.7K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.7K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.8K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 65K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 63K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
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toga (πŸ₯‰31 Β· ⭐ 3.5K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯‰31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“‹ 710 - 18% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“‹ 710 - 18% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.8K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.6K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 33 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 37 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2523,7 +2523,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 520 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 480 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2580,7 +2580,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“¦ 58K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 05.07.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 260 Β· πŸ“¦ 58K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2589,7 +2589,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 55K Β· ⏱️ 28.06.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 56K Β· ⏱️ 28.06.2023): ``` conda install -c conda-forge emoji ``` @@ -2609,41 +2609,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 30 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 31 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
-
python-slugify (πŸ₯ˆ31 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
inflect (πŸ₯ˆ32 Β· ⭐ 840) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 100 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 100 Β· πŸ“‹ 100 - 21% open Β· ⏱️ 08.07.2023): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.3M / month Β· πŸ“¦ 980 Β· ⏱️ 01.05.2022): ``` - pip install python-slugify + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 330K Β· ⏱️ 04.07.2023): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge inflect ```
-
inflect (πŸ₯ˆ31 Β· ⭐ 840) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
python-slugify (πŸ₯‰31 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 100 Β· πŸ“‹ 100 - 21% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 100 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.2M / month Β· πŸ“¦ 980 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2022): ``` - pip install inflect + pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 330K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.6M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge inflect + conda install -c conda-forge python-slugify ```
pyahocorasick (πŸ₯‰27 Β· ⭐ 820) - Python module (C extension and plain python) implementing Aho-.. BSD-3 @@ -2664,16 +2664,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
coolname (πŸ₯‰22 Β· ⭐ 120) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.6K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.7K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 320K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 310K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 65K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 66K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2685,7 +2685,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 57K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 56K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2702,7 +2702,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-web-python ( ⭐ 1.9K) - A ranked list of awesome python libraries for web development. Updated.. +πŸ”— best-of-web-python ( ⭐ 2K) - A ranked list of awesome python libraries for web development. Updated..
@@ -2712,41 +2712,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡46 Β· ⭐ 8.2K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡46 Β· ⭐ 8.2K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 330K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 330K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 690M / month Β· πŸ“¦ 17K Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 700M / month Β· πŸ“¦ 17K Β· ⏱️ 20.07.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 11.07.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 20.07.2023): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.5K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 45K Β· πŸ“¦ 600K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 45K Β· πŸ“¦ 600K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 81M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 83M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 12M Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 15.07.2023): ``` conda install -c conda-forge sqlalchemy ```
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 12% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 16.07.2023): ``` git clone https://github.com/redis/redis-py @@ -2762,7 +2762,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2778,7 +2778,7 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2787,14 +2787,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 970K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 980K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 22K Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· ⏱️ 18.07.2023): ``` git clone https://github.com/coleifer/peewee @@ -2803,7 +2803,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge peewee ``` @@ -2826,7 +2826,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.3K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.3K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2867,14 +2867,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 400K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge kafka-python ```
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 19.07.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2883,12 +2883,12 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 13.07.2023): ``` conda install -c conda-forge pymongo ```
-
MongoEngine (πŸ₯ˆ37 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K Β· πŸ“ˆ) - A Python Object-Document-Mapper for working with MongoDB. MIT - [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): @@ -2906,7 +2906,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 950 - 3% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 950 - 3% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2915,35 +2915,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 390K Β· ⏱️ 15.06.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 400K Β· ⏱️ 15.06.2023): ``` conda install -c conda-forge awswrangler ```
python-bigquery (πŸ₯ˆ37 Β· ⭐ 620) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 580 - 12% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 580 - 12% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 32M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 32M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 28.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 20.07.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 850 Β· πŸ“¦ 6.6K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 850 Β· πŸ“¦ 6.7K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.2M / month Β· πŸ“¦ 420 Β· ⏱️ 25.07.2017): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.5M / month Β· πŸ“¦ 420 Β· ⏱️ 25.07.2017): ``` pip install confluent-kafka ``` @@ -2954,16 +2954,16 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ36 Β· ⭐ 2.9K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 430 Β· πŸ“₯ 88 Β· πŸ“¦ 540 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 430 Β· πŸ“₯ 89 Β· πŸ“¦ 540 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 77K / month Β· πŸ“¦ 46 Β· ⏱️ 30.03.2018): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 87K / month Β· πŸ“¦ 46 Β· ⏱️ 30.03.2018): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 290K Β· ⏱️ 05.07.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 300K Β· ⏱️ 05.07.2023): ``` conda install -c conda-forge ibis-framework ``` @@ -2986,23 +2986,23 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 23K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 24K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.1K Β· ⏱️ 11.07.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.9M / month Β· πŸ“¦ 2.1K Β· ⏱️ 11.07.2022): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 480K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 490K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 790 Β· πŸ“₯ 180 Β· πŸ“¦ 9.2K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 790 Β· πŸ“₯ 180 Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py @@ -3011,43 +3011,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.6K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.7K Β· ⏱️ 16.06.2023): ``` conda install -c anaconda elasticsearch-dsl ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 700) - S3 Filesystem. BSD-3 - -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 390 - 27% open Β· ⏱️ 28.06.2023): - - ``` - git clone https://github.com/fsspec/s3fs - ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 600 Β· ⏱️ 20.01.2023): - ``` - pip install s3fs - ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.9M Β· ⏱️ 09.06.2023): - ``` - conda install -c conda-forge s3fs - ``` -
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.7K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 - -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“₯ 12 Β· πŸ“¦ 5.8K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 05.06.2023): - - ``` - git clone https://github.com/tortoise/tortoise-orm - ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 87K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): - ``` - pip install tortoise-orm - ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge tortoise-orm - ``` -
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 - [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 200 Β· πŸ“¦ 65K Β· ⏱️ 21.06.2023): @@ -3055,7 +3023,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 910K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 930K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): ``` pip install motor ``` @@ -3075,14 +3043,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 170K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): ``` conda install -c conda-forge cassandra-driver ```
+
s3fs (πŸ₯ˆ34 Β· ⭐ 710 Β· πŸ“‰) - S3 Filesystem. BSD-3 + +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 390 - 27% open Β· ⏱️ 28.06.2023): + + ``` + git clone https://github.com/fsspec/s3fs + ``` +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 610 Β· ⏱️ 20.01.2023): + ``` + pip install s3fs + ``` +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.9M Β· ⏱️ 09.06.2023): + ``` + conda install -c conda-forge s3fs + ``` +
s3transfer (πŸ₯ˆ34 Β· ⭐ 170) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 210K Β· πŸ“‹ 79 - 58% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 220K Β· πŸ“‹ 79 - 58% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/boto/s3transfer @@ -3096,9 +3080,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
+
tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.7K Β· πŸ“‰) - Familiar asyncio ORM for python, built with relations in.. Apache-2 + +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 12 Β· πŸ“¦ 6K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 20.07.2023): + + ``` + git clone https://github.com/tortoise/tortoise-orm + ``` +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 88K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): + ``` + pip install tortoise-orm + ``` +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 14K Β· ⏱️ 17.07.2023): + ``` + conda install -c conda-forge tortoise-orm + ``` +
+
Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.4K Β· πŸ“ˆ) - Prometheus instrumentation library for Python.. Apache-2 + +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 18.07.2023): + + ``` + git clone https://github.com/prometheus/client_python + ``` +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 20M / month Β· πŸ“¦ 730 Β· ⏱️ 08.04.2022): + ``` + pip install prometheus_client + ``` +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 12M Β· ⏱️ 10.07.2023): + ``` + conda install -c conda-forge prometheus_client + ``` +
libcloud (πŸ₯ˆ33 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“¦ 3K Β· πŸ“‹ 210 - 45% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“¦ 3.1K Β· πŸ“‹ 210 - 45% open Β· ⏱️ 30.01.2023): ``` git clone https://github.com/apache/libcloud @@ -3108,14 +3124,14 @@ _Libraries for connecting to, operating, and querying databases._ pip install apache-libcloud ```
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neo4j-driver (πŸ₯ˆ33 Β· ⭐ 810) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.8K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.8K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 160K / month Β· πŸ“¦ 220 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 150K / month Β· πŸ“¦ 220 Β· ⏱️ 27.01.2023): ``` pip install neo4j-driver ``` @@ -3124,14 +3140,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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minio (πŸ₯ˆ33 Β· ⭐ 650) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ33 Β· ⭐ 660) - MinIO Client SDK for Python. Apache-2 - [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 4.9K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.2M / month Β· πŸ“¦ 410 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.2M / month Β· πŸ“¦ 420 Β· ⏱️ 07.01.2023): ``` pip install minio ``` @@ -3142,12 +3158,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯ˆ33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 7.3K Β· πŸ“‹ 300 - 16% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 7.4K Β· πŸ“‹ 310 - 16% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.2M / month Β· πŸ“¦ 310 Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.2M / month Β· πŸ“¦ 320 Β· ⏱️ 09.06.2022): ``` pip install pandas-gbq ``` @@ -3163,39 +3179,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 370K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 360K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): ``` pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge databases ```
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Prometheus Client (πŸ₯‰32 Β· ⭐ 3.4K) - Prometheus instrumentation library for Python.. Apache-2 - -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 10.07.2023): - - ``` - git clone https://github.com/prometheus/client_python - ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 19M / month Β· πŸ“¦ 730 Β· ⏱️ 08.04.2022): - ``` - pip install prometheus_client - ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 12M Β· ⏱️ 10.07.2023): - ``` - conda install -c conda-forge prometheus_client - ``` -
Pony (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 61 Β· πŸ“¦ 3.5K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 62 Β· πŸ“¦ 3.6K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 91K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 96K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` @@ -3204,68 +3204,68 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
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PynamoDB (πŸ₯‰32 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT +
sqlmodel (πŸ₯‰31 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 440 Β· πŸ“¦ 6.6K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 21.02.2023): ``` - git clone https://github.com/pynamodb/PynamoDB + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.6M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 430K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` - pip install pynamodb + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pynamodb + conda install -c conda-forge sqlmodel ```
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influxdb (πŸ₯‰32 Β· ⭐ 1.6K Β· πŸ’€) - Python client for InfluxDB. MIT +
dataset (πŸ₯‰31 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7.3K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.2K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/influxdata/influxdb-python + git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 68K / month Β· πŸ“¦ 580 Β· ⏱️ 16.12.2021): ``` - pip install influxdb + pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 120K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.3K Β· ⏱️ 12.07.2023): ``` - conda install -c conda-forge influxdb + conda install -c conda-forge dataset ```
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sqlmodel (πŸ₯‰31 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
PynamoDB (πŸ₯‰31 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 440 Β· πŸ“¦ 6.5K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 18.07.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 430K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.9M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): ``` - pip install sqlmodel + pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge pynamodb ```
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dataset (πŸ₯‰31 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT +
influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.1K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7.3K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 18.07.2023): ``` - git clone https://github.com/pudo/dataset + git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 69K / month Β· πŸ“¦ 580 Β· ⏱️ 16.12.2021): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): ``` - pip install dataset + pip install influxdb ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.2K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 120K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dataset + conda install -c conda-forge influxdb ```
pygsheets (πŸ₯‰31 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT @@ -3275,7 +3275,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 91 Β· ⏱️ 05.02.2021): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 91 Β· ⏱️ 05.02.2021): ``` pip install pygsheets ``` @@ -3307,19 +3307,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cx_oracle ```
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 210K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 200K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3346,24 +3346,24 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰28 Β· ⭐ 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 53 Β· πŸ“¦ 310 Β· πŸ“‹ 330 - 50% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 53 Β· πŸ“¦ 330 Β· πŸ“‹ 330 - 50% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 26K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 30K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 71 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 31% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 72 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 30% open Β· ⏱️ 16.07.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 9 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 20K / month Β· πŸ“¦ 9 Β· ⏱️ 06.07.2022): ``` pip install piccolo ``` @@ -3375,7 +3375,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 77K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 81K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3391,18 +3391,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 29K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 27K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.8K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.9K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge umongo ```
filedepot (πŸ₯‰25 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 830 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 840 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot @@ -3426,17 +3426,17 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰19 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 27 - 18% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 28 - 21% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 57K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 59K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
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psycopg3 (πŸ₯‰17 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
psycopg3 (πŸ₯‰18 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 - [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 110 Β· πŸ“‹ 340 - 14% open Β· ⏱️ 18.06.2023): @@ -3456,10 +3456,10 @@ _Libraries for connecting to, operating, and querying databases._ - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 -- PugSQL (πŸ₯‰19 Β· ⭐ 620 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- PugSQL (πŸ₯‰18 Β· ⭐ 620 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT
@@ -3473,16 +3473,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 20K Β· πŸ“‹ 2.4K - 26% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 21K Β· πŸ“‹ 2.4K - 26% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.3M / month Β· πŸ“¦ 510 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.4M / month Β· πŸ“¦ 520 Β· ⏱️ 15.06.2022): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 350K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 360K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge datasets ``` @@ -3494,23 +3494,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 7.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.07.2022): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 810K Β· ⏱️ 13.07.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 820K Β· ⏱️ 13.07.2023): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 90K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 92K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): ``` pip install xlwings ``` @@ -3526,7 +3526,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 28M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3537,7 +3537,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 61K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 63K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/jazzband/tablib @@ -3558,7 +3558,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.2K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3574,7 +3574,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): ``` pip install csvkit ``` @@ -3585,12 +3585,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ31 Β· ⭐ 910) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.3K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.4K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 09.06.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 46K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 36K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): ``` pip install intake ``` @@ -3610,12 +3610,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 43K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 44K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge snorkel ```
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gdown (πŸ₯ˆ30 Β· ⭐ 3.2K Β· πŸ“‰) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
gdown (πŸ₯ˆ30 Β· ⭐ 3.2K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT - [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 19K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): @@ -3638,7 +3638,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 13M / month Β· πŸ“¦ 610 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 14M / month Β· πŸ“¦ 610 Β· ⏱️ 12.12.2022): ``` pip install smart-open ``` @@ -3654,7 +3654,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 410K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3665,7 +3665,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰26 Β· ⭐ 2.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 230 Β· πŸ“₯ 1.2K Β· πŸ“¦ 55 Β· πŸ“‹ 200 - 42% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“₯ 1.3K Β· πŸ“¦ 58 Β· πŸ“‹ 200 - 43% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/rom1504/img2dataset @@ -3675,14 +3675,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install img2dataset ```
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camelot (πŸ₯‰23 Β· ⭐ 2.2K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰24 Β· ⭐ 2.2K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 360 Β· πŸ“‹ 280 - 63% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 360 Β· πŸ“‹ 280 - 64% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.1K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.2K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3694,26 +3694,38 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 690 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 730 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.3K) - A web interface to extract tabular data from PDFs. MIT + +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 200 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): + + ``` + git clone https://github.com/camelot-dev/excalibur + ``` +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.1K / month Β· ⏱️ 21.03.2020): + ``` + pip install excalibur-py + ``` +
Upgini (πŸ₯‰19 Β· ⭐ 230) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 19.07.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 7.7K / month Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.8K / month Β· ⏱️ 19.07.2023): ``` pip install upgini ```
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Squirrel (πŸ₯‰15 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 6 - 66% open Β· ⏱️ 22.06.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 6 - 66% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core @@ -3727,21 +3739,20 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c anaconda squirrel-core ```
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Show 13 hidden projects... +
Show 12 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ32 Β· ⭐ 1.5K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- SDV (πŸ₯ˆ32 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯ˆ30 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 -- messytables (πŸ₯‰25 Β· ⭐ 380 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT +- messytables (πŸ₯‰25 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - borb (πŸ₯‰20 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed -- excalibur (πŸ₯‰20 Β· ⭐ 1.3K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 760 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 770 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3751,14 +3762,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡47 Β· ⭐ 31K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +
Airflow (πŸ₯‡47 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 500K Β· πŸ“¦ 7.4K Β· πŸ“‹ 7.7K - 10% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 510K Β· πŸ“¦ 7.4K Β· πŸ“‹ 7.7K - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 260 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 12M / month Β· πŸ“¦ 260 Β· ⏱️ 10.07.2023): ``` pip install apache-airflow ``` @@ -3773,12 +3784,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.8M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.9M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): ``` pip install celery ``` @@ -3789,7 +3800,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.4K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/PrefectHQ/prefect @@ -3798,35 +3809,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 480K Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 480K Β· ⏱️ 13.07.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 71% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 71% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 5.9M / month Β· πŸ“¦ 170 Β· ⏱️ 27.06.2022): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 5.8M / month Β· πŸ“¦ 180 Β· ⏱️ 27.06.2022): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 49K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 50K Β· ⏱️ 17.07.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 09.07.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 820K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 860K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): ``` pip install rq ``` @@ -3835,34 +3846,34 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 7.9K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 8K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 980 Β· πŸ“¦ 1.3K Β· πŸ“‹ 5.9K - 30% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 980 Β· πŸ“¦ 1.4K Β· πŸ“‹ 6K - 30% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 950K Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 960K Β· ⏱️ 16.07.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.6K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.3K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 11M / month Β· πŸ“¦ 32 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 11M / month Β· πŸ“¦ 33 Β· ⏱️ 04.11.2022): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 680K Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 690K Β· ⏱️ 13.07.2023): ``` conda install -c conda-forge great-expectations ``` @@ -3874,7 +3885,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 26M / month Β· πŸ“¦ 6K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 27M / month Β· πŸ“¦ 6.1K Β· ⏱️ 10.10.2022): ``` pip install joblib ``` @@ -3885,7 +3896,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (πŸ₯ˆ38 Β· ⭐ 7.3K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.2K Β· πŸ“¦ 3K Β· πŸ“‹ 4.2K - 10% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.2K Β· πŸ“¦ 3K Β· πŸ“‹ 4.2K - 10% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/dbt-labs/dbt-core @@ -3917,40 +3928,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ36 Β· ⭐ 8.5K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 800 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 23% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 800 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 23% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 360K / month Β· πŸ“¦ 58 Β· ⏱️ 08.04.2019): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 58 Β· ⏱️ 08.04.2019): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 6.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 6.5K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 490 Β· πŸ“¦ 390 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 490 Β· πŸ“¦ 410 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 5.7K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.8K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): ``` pip install hub ```
huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 23.06.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 19.07.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 86K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 84K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): ``` pip install huey ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge huey ``` @@ -3962,7 +3973,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 910K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 920K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -3973,24 +3984,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ31 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 310 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 210 - 15% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 310 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 200 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6K / month Β· πŸ“¦ 2 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6.3K / month Β· πŸ“¦ 2 Β· ⏱️ 20.07.2023): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 99 Β· πŸ“₯ 41 Β· πŸ“¦ 140 Β· πŸ“‹ 360 - 3% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 99 Β· πŸ“₯ 41 Β· πŸ“¦ 150 Β· πŸ“‹ 370 - 3% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 86K / month Β· πŸ“¦ 5 Β· ⏱️ 31.03.2022): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 94K / month Β· πŸ“¦ 5 Β· ⏱️ 19.07.2023): ``` pip install whylogs ``` @@ -4002,7 +4013,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 150K / month Β· πŸ“¦ 23 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 160K / month Β· πŸ“¦ 23 Β· ⏱️ 22.12.2022): ``` pip install mleap ``` @@ -4018,7 +4029,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 26K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 27K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -4034,14 +4045,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 68K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 69K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge ploomber ```
-
PyFunctional (πŸ₯‰26 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT +
PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 640 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 640 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 16.07.2023): ``` git clone https://github.com/EntilZha/PyFunctional @@ -4053,7 +4064,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
arq (πŸ₯‰25 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 410 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 420 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq @@ -4062,7 +4073,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.1K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4074,7 +4085,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 5.7K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 6.6K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): ``` pip install streamparse ``` @@ -4086,7 +4097,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 13K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4098,7 +4109,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 87K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 88K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4110,7 +4121,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 23K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4121,12 +4132,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.3K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.2K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ``` @@ -4138,11 +4149,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 10K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.6K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` -- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.3K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.4K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysparkling ``` @@ -4154,7 +4165,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 650 / month Β· ⏱️ 07.07.2022): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 780 / month Β· ⏱️ 07.07.2022): ``` pip install batchflow ``` @@ -4166,7 +4177,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.1K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.2K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4182,7 +4193,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 280 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 310 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4218,7 +4229,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 600 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 520 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ``` @@ -4230,7 +4241,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 56 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 80 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4242,7 +4253,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 77 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 110 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4252,7 +4263,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrjob (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- mrq (πŸ₯‰20 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter @@ -4264,36 +4275,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
XlsxWriter (πŸ₯‡37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 +
PyYAML (πŸ₯‡39 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 63K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 870K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): ``` - git clone https://github.com/jmcnamara/XlsxWriter + git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.9K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 75K Β· ⏱️ 13.10.2021): ``` - pip install xlsxwriter + pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 36M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge xlsxwriter + conda install -c conda-forge pyyaml ```
-
PyYAML (πŸ₯‡37 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT +
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 450 Β· πŸ“¦ 870K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 63K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 15.06.2023): ``` - git clone https://github.com/yaml/pyyaml + git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 75K Β· ⏱️ 13.10.2021): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.9K Β· ⏱️ 14.01.2023): ``` - pip install pyyaml + pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 36M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pyyaml + conda install -c conda-forge xlsxwriter ```
jmespath (πŸ₯‰33 Β· ⭐ 1.9K) - JMESPath is a query language for JSON. MIT @@ -4318,14 +4329,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K Β· πŸ“ˆ) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.4K Β· πŸ“‹ 250 - 26% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.5K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.4M / month Β· πŸ“¦ 760 Β· ⏱️ 10.04.2022): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.6M / month Β· πŸ“¦ 760 Β· ⏱️ 10.04.2022): ``` pip install deepdiff ``` @@ -4379,7 +4390,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3.1K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.8K Β· πŸ“¦ 180K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.8K Β· πŸ“¦ 180K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 13.07.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4409,9 +4420,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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boltons (πŸ₯ˆ34 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
boltons (πŸ₯ˆ33 Β· ⭐ 6.2K Β· πŸ“‰) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 4.7K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 4.8K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons @@ -4436,7 +4447,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 4.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge tenacity ``` @@ -4459,16 +4470,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯ˆ32 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 370 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 380 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 16.07.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 99K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 100K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.2K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge returns ``` @@ -4480,7 +4491,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.04.2018): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.04.2018): ``` pip install natsort ``` @@ -4500,23 +4511,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge funcy ```
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ubelt (πŸ₯‰27 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰26 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 - [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 2.8K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 15K / month Β· πŸ“¦ 61 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 61 Β· ⏱️ 01.07.2022): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 57K Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 58K Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge ubelt ``` @@ -4524,7 +4535,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... - retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰25 Β· ⭐ 630 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰25 Β· ⭐ 640 Β· πŸ’€) - API Rate Limit Decorator. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT @@ -4535,14 +4546,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡42 Β· ⭐ 54K) - The Python programming language. MIT +
cpython (πŸ₯‡42 Β· ⭐ 55K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 64K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 66K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4557,7 +4568,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 63K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 63K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/micropython/micropython @@ -4577,7 +4588,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯‰20 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 940 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4589,7 +4600,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 540 Β· πŸ“¦ 550K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 09.07.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 540 Β· πŸ“¦ 550K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/pygments/pygments @@ -4610,23 +4621,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 760K Β· ⏱️ 11.07.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 770K Β· ⏱️ 11.07.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 1.9K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 8.1K Β· πŸ“¦ 820K Β· πŸ“‹ 300 - 9% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 8.1K Β· πŸ“¦ 820K Β· πŸ“‹ 310 - 10% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 76M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 77M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): ``` pip install pyparsing ``` @@ -4678,19 +4689,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
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pluggy (πŸ₯ˆ34 Β· ⭐ 970) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯ˆ34 Β· ⭐ 980) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 25% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 25% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 60M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 63M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): ``` pip install pluggy ``` @@ -4715,14 +4726,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
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diagrams (πŸ₯ˆ33 Β· ⭐ 30K) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯ˆ33 Β· ⭐ 31K) - Diagram as Code for prototyping cloud system architectures. MIT - [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 1.1K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 110K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` @@ -4731,30 +4742,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
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keyboard (πŸ₯‰32 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT +
keyboard (πŸ₯‰31 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT - [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 12K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 460K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 380K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 20K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge keyboard ```
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Copier (πŸ₯‰32 Β· ⭐ 1.1K) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 450 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 450 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 61K / month Β· πŸ“¦ 31 Β· ⏱️ 13.06.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 64K / month Β· πŸ“¦ 31 Β· ⏱️ 13.06.2022): ``` pip install copier ``` @@ -4766,7 +4777,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 570K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 620K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): ``` pip install fastcore ``` @@ -4791,30 +4802,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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python-mss (πŸ₯‰28 Β· ⭐ 860) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): - - ``` - git clone https://github.com/BoboTiG/python-mss - ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 610K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): - ``` - pip install mss - ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 27K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge python-mss - ``` -
Send2Trash (πŸ₯‰28 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 53 - 45% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 54 - 44% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 11M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): ``` pip install send2trash ``` @@ -4823,32 +4818,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
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catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT +
powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 26K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 100 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): ``` - git clone https://github.com/explosion/catalogue - ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.5M / month Β· πŸ“¦ 71 Β· ⏱️ 06.07.2022): - ``` - pip install catalogue + git clone https://github.com/b-ryan/powerline-shell ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.6K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` - conda install -c conda-forge catalogue + pip install powerline-shell ```
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powerline-shell (πŸ₯‰26 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +
python-mss (πŸ₯‰27 Β· ⭐ 860) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 100 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): ``` - git clone https://github.com/b-ryan/powerline-shell + git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.6K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 630K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): ``` - pip install powerline-shell + pip install mss + ``` +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 28K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge python-mss ```
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 @@ -4858,11 +4853,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 470K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 490K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
+
catalogue (πŸ₯‰26 Β· ⭐ 160) - Super lightweight function registries for your library. MIT + +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 27K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 11.07.2023): + + ``` + git clone https://github.com/explosion/catalogue + ``` +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.7M / month Β· πŸ“¦ 71 Β· ⏱️ 06.07.2022): + ``` + pip install catalogue + ``` +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge catalogue + ``` +
Show 3 hidden projects... - openpyxl (πŸ₯‰26 Β· ⭐ 59) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT diff --git a/history/2023-07-20_changes.md b/history/2023-07-20_changes.md new file mode 100644 index 0000000..f140847 --- /dev/null +++ b/history/2023-07-20_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- polars (πŸ₯ˆ39 Β· ⭐ 19K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +- PyYAML (πŸ₯‡39 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT +- MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K Β· πŸ“ˆ) - A Python Object-Document-Mapper for working with MongoDB. MIT +- zarr (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +- Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.4K Β· πŸ“ˆ) - Prometheus instrumentation library for Python.. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- python-dotenv (πŸ₯‡37 Β· ⭐ 6.2K Β· πŸ“‰) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +- s3fs (πŸ₯ˆ34 Β· ⭐ 710 Β· πŸ“‰) - S3 Filesystem. BSD-3 +- boltons (πŸ₯ˆ33 Β· ⭐ 6.2K Β· πŸ“‰) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +- tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.7K Β· πŸ“‰) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +- python-email-validator (πŸ₯‰26 Β· ⭐ 820 Β· πŸ“‰) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 + diff --git a/history/2023-07-20_projects.csv b/history/2023-07-20_projects.csv new file mode 100644 index 0000000..d4951d4 --- /dev/null +++ b/history/2023-07-20_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,npm_id,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,projectrank_placing,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-13 15:00:41.000,2023-07-13 15:00:40,398.0,29.0,2050,376.0,208.0,16.0,31.0,14028,2023-07-13 15:00:48.000,2023.07.13,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-07-13 17:15:25.000,2023-07-13 17:15:24,249.0,26.0,149,53.0,150.0,1.0,2.0,1951,2023-07-13 17:15:30.000,2023.07.13,98.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-07-13 14:37:07.000,2023-07-13 14:37:06,247.0,26.0,40,24.0,148.0,3.0,5.0,752,2023-07-13 14:37:13.000,2023.07.13,96.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-07-13 17:15:25.000,2023-07-13 17:15:24,249.0,26.0,149,53.0,150.0,1.0,2.0,1951,2023-07-13 17:15:30.000,2023.07.13,98.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-13 15:00:41.000,2023-07-13 15:00:40,398.0,29.0,2050,376.0,208.0,16.0,31.0,14028,2023-07-13 15:00:48.000,2023.07.13,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6836,1662.0,321.0,11.0,73.0,37712,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-13 15:00:41.000,2023-07-13 15:00:40,398.0,29.0,2050,376.0,208.0,16.0,31.0,14028,2023-07-13 15:00:48.000,2023.07.13,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-07-20 09:34:23.000,2023-07-20 07:45:26,12253.0,743.0,15115,2073.0,7553.0,970.0,4922.0,60105,2023-07-07 02:51:12.514,4.23.4,142.0,1115.0,52,True,protobuf,conda-forge/protobuf,google-protobuf,33386321.0,134462064.0,474486.0,455270.0,https://pypi.org/project/protobuf,2023-07-18 21:53:50.000,15805.0,127183583.0,https://anaconda.org/conda-forge/protobuf,2023-06-30 10:45:11.354,14773657.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3411.0,6147783.0,1.0,,,,,,,,,,,,,, +8,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-07-20 11:52:11.000,2023-07-19 22:05:42,32872.0,661.0,16399,1119.0,29297.0,3534.0,21472.0,39052,2023-06-28 23:24:00.000,2.0.3,115.0,3392.0,52,True,pandas,conda-forge/pandas,,203498.0,124806926.0,1289908.0,1220350.0,https://pypi.org/project/pandas,2022-06-23 13:30:09.000,69558.0,123536285.0,https://anaconda.org/conda-forge/pandas,2023-07-07 17:59:39.887,41872276.0,,,,,1.0,['pandas'],,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-07-20 13:16:46.000,2023-07-20 01:51:27,32942.0,777.0,8099,591.0,12587.0,2170.0,9597.0,24053,2023-07-08 22:12:30.000,1.25.1,144.0,1645.0,51,True,numpy,conda-forge/numpy,,773591.0,161191887.0,1873785.0,1740601.0,https://pypi.org/project/numpy,2022-12-26 13:40:45.476,133184.0,159548329.0,https://anaconda.org/conda-forge/numpy,2023-07-09 08:50:04.592,60449372.0,,,,,1.0,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-07-20 12:47:13.000,2023-07-19 21:59:32,53863.0,224.0,23510,1938.0,49465.0,894.0,30975.0,58013,2023-07-18 11:55:48.058,8.2.0,331.0,6748.0,48,True,ansible,conda-forge/ansible,,,4130672.0,32839.0,28775.0,https://pypi.org/project/ansible,2023-01-31 21:43:10.307,4064.0,4106186.0,https://anaconda.org/conda-forge/ansible,2023-07-19 12:41:59.148,930468.0,,,,,1.0,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-07-20 13:30:42.000,2023-07-20 07:16:53,20454.0,993.0,12581,759.0,21816.0,850.0,6892.0,31476,2023-07-10 23:02:37.000,2.6.3,157.0,2906.0,47,True,apache-airflow,conda-forge/airflow,,506345.0,13507091.0,7711.0,7450.0,https://pypi.org/project/apache-airflow,2023-07-10 20:50:03.028,261.0,12232824.0,https://anaconda.org/conda-forge/airflow,2023-06-22 21:31:34.635,922547.0,,,,,1.0,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-07-10 21:55:39.747092,456.0,123087983.0,,,,,,, +12,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-07-19 01:35:56.000,2023-07-19 01:35:56,12262.0,79.0,4500,480.0,2994.0,626.0,4313.0,21869,2023-06-18 14:21:14.785,5.3.1,198.0,1289.0,46,True,celery,conda-forge/celery,,,6910462.0,121759.0,106761.0,https://pypi.org/project/celery,2022-06-29 11:38:16.000,14998.0,6874832.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1318346.0,,,,,1.0,,,,,,,,,,,,,, +13,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-07-19 07:39:27.210,2023-07-19 04:23:14,2351.0,102.0,1347,185.0,1048.0,89.0,1400.0,14081,2023-07-18 20:05:42.000,8.1.6,51.0,361.0,46,True,click,conda-forge/click,,24.0,123904856.0,1381983.0,1308497.0,https://pypi.org/project/click,2022-04-28 17:36:06.000,73486.0,122805073.0,https://anaconda.org/conda-forge/click,2023-07-19 07:39:27.210,28594377.0,,,,,1.0,,,,,,,,,,,,,, +14,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-07-20 08:52:56.978,2023-07-20 03:52:58,5273.0,181.0,1775,238.0,675.0,165.0,2846.0,8208,2023-07-19 19:25:58.000,1.28.6,1345.0,145.0,46,True,boto3,conda-forge/boto3,,,704409156.0,349866.0,332473.0,https://pypi.org/project/boto3,2023-07-20 05:08:20.000,17393.0,703978319.0,https://anaconda.org/conda-forge/boto3,2023-07-20 08:52:56.978,16371824.0,,,,,1.0,,,,,,,,,,,,,, +15,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-07-19 16:29:48.000,2023-07-19 15:44:28,16454.0,240.0,1182,92.0,652.0,175.0,7223.0,7520,2023-07-15 13:08:45.132,2.0.19,288.0,640.0,46,True,SQLAlchemy,conda-forge/sqlalchemy,,45060.0,83297599.0,649024.0,602002.0,https://pypi.org/project/SQLAlchemy,2023-01-26 22:59:25.849,47022.0,82891730.0,https://anaconda.org/conda-forge/sqlalchemy,2023-07-15 16:43:32.035,12551599.0,,,,,1.0,,,,,,,,,,,,,, +16,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-07-20 12:52:11.000,2023-07-20 12:52:03,10637.0,378.0,1614,125.0,6980.0,38.0,2235.0,5687,2023-07-11 03:26:18.428,41.0.2,116.0,293.0,46,True,cryptography,conda-forge/cryptography,,,163853858.0,525106.0,503989.0,https://pypi.org/project/cryptography,2022-07-05 13:33:24.000,21117.0,162721624.0,https://anaconda.org/conda-forge/cryptography,2023-07-11 06:42:45.957,40760435.0,,,,,1.0,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-07-20 13:11:35.000,2023-07-20 12:28:51,2272.0,562.0,1323,97.0,2765.0,308.0,2452.0,14820,2023-07-14 11:11:58.348,2.0.3,113.0,380.0,45,True,pydantic,conda-forge/pydantic,,,76127653.0,231925.0,224746.0,https://pypi.org/project/pydantic,2022-05-19 11:28:33.000,7179.0,75976452.0,https://anaconda.org/conda-forge/pydantic,2023-07-19 12:40:41.044,5443268.0,,,,,1.0,,,,,,,,pydantic/pydantic,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-07-20 08:43:58.905,2023-07-20 03:52:51,11325.0,205.0,3733,572.0,3420.0,508.0,3897.0,13991,2023-07-19 19:26:03.000,1.29.6,1752.0,417.0,45,True,awscli,conda-forge/awscli,,1431.0,344545746.0,3042.0,3.0,https://pypi.org/project/awscli,2023-07-20 05:08:15.000,3039.0,343982653.0,https://anaconda.org/conda-forge/awscli,2023-07-20 08:43:58.905,20270468.0,,,,,1.0,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-07-20 08:09:44.439,2023-07-20 03:52:39,10053.0,256.0,1014,65.0,1975.0,144.0,895.0,1306,2023-07-20 05:08:07.000,1.31.7,1735.0,194.0,44,True,botocore,conda-forge/botocore,,,345116487.0,257994.0,249582.0,https://pypi.org/project/botocore,2023-07-20 05:08:07.000,8412.0,344419667.0,https://anaconda.org/conda-forge/botocore,2023-07-20 08:09:44.439,22298253.0,,,,,2.0,,,,,,,,,,,,,, +20,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-07-20 10:17:17.000,2023-07-03 10:41:29,3787.0,30.0,1588,541.0,989.0,168.0,991.0,43955,2023-06-12 13:57:22.000,13.4.2,184.0,223.0,43,True,rich,conda-forge/rich,,,24952372.0,109671.0,105349.0,https://pypi.org/project/rich,2022-05-24 06:40:55.000,4322.0,24830555.0,https://anaconda.org/conda-forge/rich,2023-06-12 17:36:05.280,4385422.0,,,,,1.0,,,,,,,,,,,,,, +21,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-07-19 12:23:33.000,2023-07-19 11:11:24,4307.0,220.0,4941,710.0,3730.0,191.0,6784.0,30021,2023-07-19 12:57:32.000,2.20.2,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,120589240.0,3905632.0,14008.0,12767.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1241.0,1784136.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,347908.0,,,,,2.0,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-07-17 12:16:57.000,2023-07-10 15:48:16,2990.0,79.0,3128,639.0,2369.0,141.0,2114.0,20799,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,flatbuffers,235357.0,11563598.0,64542.0,63986.0,https://pypi.org/project/flatbuffers,2023-01-21 20:51:35.406,292.0,10502629.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,783019.0,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,264.0,1049706.0,1.0,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-07-20 12:09:17.000,2023-07-19 17:27:17,3496.0,97.0,2248,272.0,3631.0,621.0,1754.0,16709,2023-06-22 18:31:21.000,2.13.1,69.0,518.0,43,True,datasets,conda-forge/datasets,,,3454330.0,21213.0,20695.0,https://pypi.org/project/datasets,2022-06-15 18:05:26.000,518.0,3442714.0,https://anaconda.org/conda-forge/datasets,2023-06-27 17:28:29.940,360125.0,,,,,1.0,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-07-17 09:34:25.000,2023-07-12 14:10:10,3388.0,71.0,1787,223.0,1236.0,21.0,635.0,16044,2023-07-12 14:12:11.974,19.1.0,298.0,533.0,43,True,Faker,conda-forge/faker,,,8038000.0,157800.0,154707.0,https://pypi.org/project/Faker,2022-07-06 15:19:06.000,3093.0,8015880.0,https://anaconda.org/conda-forge/faker,2023-07-13 10:10:53.071,818444.0,,,,,1.0,,,,,,,,,,,,,, +25,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-07-20 12:46:45.000,2023-07-16 12:13:06,2202.0,39.0,2386,327.0,1377.0,205.0,1334.0,11632,2023-06-25 13:15:25.514,4.6.0,116.0,401.0,43,True,redis,conda-forge/redis-py,,,26670921.0,27400.0,,https://pypi.org/project/redis,2022-06-27 13:11:51.000,27400.0,26643215.0,https://anaconda.org/conda-forge/redis-py,2023-07-10 17:06:07.772,1025131.0,,,,,1.0,,,,,,,,,,,,,, +26,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-07-13 10:27:55.000,2023-07-07 18:16:33,3939.0,75.0,1932,317.0,754.0,978.0,757.0,8418,2023-05-25 18:13:14.411,3.2.0,142.0,186.0,43,True,paramiko,conda-forge/paramiko,,,39146073.0,93457.0,80592.0,https://pypi.org/project/paramiko,2022-05-17 01:07:00.000,12865.0,39103915.0,https://anaconda.org/conda-forge/paramiko,2023-06-16 13:25:05.596,3457003.0,,,,,2.0,,,,,,,,,,,,,, +27,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-07-20 01:03:40.000,2023-07-20 00:58:32,22600.0,1033.0,1465,301.0,7529.0,153.0,3471.0,4267,2023-07-17 13:47:22.000,google-cloud-kms-inventory-v0.2.0,100.0,396.0,43,True,google-cloud-storage,conda-forge/google-cloud-storage,,,45282170.0,1888.0,,https://pypi.org/project/google-cloud-storage,2022-06-08 18:12:00.000,1888.0,45180852.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3647457.0,,,,,1.0,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-07-19 18:11:18.000,2023-07-18 14:53:15,6429.0,61.0,537,32.0,751.0,403.0,1354.0,1347,2023-04-18 18:51:04.629,2.15.1,59.0,790.0,43,True,pygments,conda-forge/pygments,,,52503024.0,587686.0,550835.0,https://pypi.org/project/pygments,2022-04-24 13:37:38.000,36851.0,52235501.0,https://anaconda.org/conda-forge/pygments,2023-06-16 13:16:02.274,23274567.0,,,,,1.0,,,,,,,,,,,,,, +29,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-07-20 09:56:40.000,2023-07-20 09:28:21,117852.0,1260.0,27271,1494.0,42350.0,8285.0,57158.0,54601,2020-07-22 03:00:52.000,0.0.6,11.0,2535.0,42,True,cpython,conda-forge/typing,@buckpkg/python,,96988.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,65509.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2770154.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,1.0,,,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-07-20 06:19:01.000,2023-07-19 20:21:42,14853.0,487.0,1282,154.0,5775.0,539.0,3450.0,12359,2023-07-13 18:15:31.313,2.10.21,222.0,321.0,42,True,prefect,conda-forge/prefect,,,672821.0,3509.0,3370.0,https://pypi.org/project/prefect,2022-07-05 23:21:51.000,139.0,660105.0,https://anaconda.org/conda-forge/prefect,2023-07-13 22:06:18.111,483208.0,,,,,1.0,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-07-12 05:37:40.000,2023-06-06 18:28:15,3309.0,10.0,1641,197.0,1563.0,428.0,1208.0,6323,2023-06-01 14:27:42.000,6.1.3,84.0,439.0,42,True,docker,conda-forge/docker-py,,623.0,33847316.0,68563.0,64845.0,https://pypi.org/project/docker,2021-10-07 22:54:50.000,3718.0,33752394.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3511936.0,,,,,2.0,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-07-20 10:35:31.000,2023-07-20 04:05:46,14984.0,672.0,2437,365.0,22891.0,986.0,7381.0,3763,2023-07-19 07:51:14.000,azure-mgmt-costmanagement_4.0.1,100.0,605.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,39476320.0,2906.0,2263.0,https://pypi.org/project/azure-storage-blob,2022-06-15 23:28:35.000,643.0,39449888.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-07-12 00:27:47.803,977995.0,,,,,1.0,,,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-07-20 13:16:39.000,2023-07-20 12:38:16,10501.0,752.0,923,174.0,6497.0,1857.0,4431.0,16572,2023-07-12 23:25:39.184,3.75.0,3895.0,228.0,41,True,pulumi,,@pulumi/pulumi,267338.0,1887369.0,3466.0,2735.0,https://pypi.org/project/pulumi,2023-01-25 22:27:29.559,129.0,813336.0,,,,https://www.npmjs.com/package/@pulumi/pulumi,2023-07-12 23:24:38.076,602.0,1060667.0,2.0,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-07-20 13:15:55.000,2023-07-18 22:37:27,4530.0,17.0,1370,199.0,467.0,,2286.0,10209,2023-04-21 20:18:22.000,3.16.2,183.0,152.0,41,True,peewee,conda-forge/peewee,,,1116027.0,26252.0,22565.0,https://pypi.org/project/peewee,2022-11-11 14:35:04.311,3687.0,1109624.0,https://anaconda.org/conda-forge/peewee,2023-06-16 13:23:55.560,537900.0,,,,,1.0,,,,,,,,,,,,,, +35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-07-20 12:18:23.000,2023-07-20 12:18:23,39693.0,708.0,3995,259.0,21730.0,4225.0,1724.0,7009,2023-07-17 14:04:26.000,2.49.0,92.0,1514.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,5752849.0,177.0,2.0,https://pypi.org/project/apache-beam,2022-06-27 21:50:53.000,175.0,5750570.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-07-17 15:36:18.049,50150.0,,,,,1.0,,,,,,,,,,,,,, +36,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-07-20 08:40:33.000,2023-07-09 13:48:58,1334.0,43.0,338,65.0,521.0,115.0,529.0,4840,2023-04-16 10:50:23.776,23.1.0,27.0,144.0,41,True,attrs,conda-forge/attrs,,,117569784.0,791293.0,773496.0,https://pypi.org/project/attrs,2017-11-08 17:57:49.000,17797.0,117178267.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,29755309.0,,,,,1.0,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-07-19 13:09:04.000,2023-07-19 13:04:50,2523.0,60.0,564,59.0,320.0,27.0,741.0,4188,2023-07-18 09:05:38.294,4.18.4,94.0,108.0,41,True,jsonschema,conda-forge/jsonschema,,27.0,75922554.0,434084.0,415505.0,https://pypi.org/project/jsonschema,2018-09-30 14:03:06.000,18579.0,75279556.0,https://anaconda.org/conda-forge/jsonschema,2023-07-18 13:37:01.763,21218917.0,,,,,1.0,,,,,,,,python-jsonschema/jsonschema,,,,,, +38,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-07-08 06:03:35.000,2023-06-20 22:22:09,4261.0,54.0,503,57.0,875.0,249.0,1185.0,1896,2023-06-20 09:17:29.999,3.9.0,34.0,195.0,41,True,h5py,conda-forge/h5py,,2770.0,13236372.0,239036.0,224467.0,https://pypi.org/project/h5py,2023-01-23 10:26:08.294,14569.0,12897597.0,https://anaconda.org/conda-forge/h5py,2023-06-27 01:33:51.340,12533350.0,,,,,1.0,,,,,,,,,,,,,, +39,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-07-17 12:45:30.000,2023-07-11 15:59:22,3004.0,42.0,1861,222.0,1076.0,205.0,608.0,19949,2023-07-11 16:00:08.467,2.2.3,37.0,302.0,40,True,cookiecutter,conda-forge/cookiecutter,,,2389775.0,22920.0,21356.0,https://pypi.org/project/cookiecutter,2022-06-01 17:01:17.000,1564.0,2360272.0,https://anaconda.org/conda-forge/cookiecutter,2023-07-11 23:08:31.657,767099.0,,,,,1.0,,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-07-20 05:43:00.000,2023-07-16 14:43:01,12805.0,26.0,3028,610.0,3500.0,978.0,3885.0,16084,2023-06-17 17:37:56.000,2.2.1,44.0,589.0,40,True,kivy,conda-forge/kivy,,32014.0,94830.0,11019.0,10417.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,602.0,86228.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,315338.0,,,,,1.0,,,,,,,,,,,,,, +41,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-07-19 03:46:48.000,2023-07-19 03:46:48,1791.0,49.0,1359,210.0,840.0,162.0,924.0,9008,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,40,True,rq,conda-forge/rq,,,863020.0,15832.0,14065.0,https://pypi.org/project/rq,2023-01-15 11:24:02.335,1767.0,861896.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,94460.0,,,,,1.0,,,,,,,,,,,,,, +42,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-07-20 12:09:40.000,2023-07-19 23:45:02,15063.0,868.0,984,97.0,9129.0,1806.0,4144.0,7951,2023-07-14 19:42:29.000,1.3.14,552.0,325.0,40,True,dagster,conda-forge/dagster,,,587624.0,1484.0,1363.0,https://pypi.org/project/dagster,2022-07-06 17:20:49.000,121.0,562323.0,https://anaconda.org/conda-forge/dagster,2023-07-16 22:32:01.002,961469.0,,,,,1.0,,,,,,,,,,,,,, +43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-30 16:30:11.000,2023-06-30 16:29:58,1081.0,32.0,1409,230.0,478.0,16.0,625.0,7333,2023-06-26 05:34:54.000,1.1.0,12.0,122.0,40,True,PyMySQL,conda-forge/pymysql,,,37209099.0,175004.0,174775.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,229.0,37176659.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1167857.0,,,,,1.0,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-07-19 20:18:24.000,2023-07-18 17:46:36,1526.0,16.0,1158,395.0,1225.0,51.0,979.0,3989,2023-07-07 01:26:06.521,8.8.2,132.0,195.0,40,True,elasticsearch,conda-forge/elasticsearch,,3319.0,14075633.0,45501.0,39453.0,https://pypi.org/project/elasticsearch,2022-06-30 16:35:35.000,6048.0,14052530.0,https://anaconda.org/conda-forge/elasticsearch,2023-07-06 16:00:42.877,874135.0,,,,,1.0,,,,,,,,,,,,,, +45,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-07-18 13:19:56.000,2023-07-11 20:27:15,1708.0,44.0,187,19.0,122.0,102.0,870.0,2015,2023-05-17 22:10:39.727,1.11.1,115.0,167.0,40,True,alembic,conda-forge/alembic,,,27085093.0,181655.0,170217.0,https://pypi.org/project/alembic,2023-01-14 19:15:46.569,11438.0,27043798.0,https://anaconda.org/conda-forge/alembic,2023-06-16 13:23:23.904,3468841.0,,,,,1.0,,,,,,,,,,,,,, +46,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-07-20 04:43:16.000,2023-07-12 08:34:31,1147.0,17.0,259,25.0,164.0,31.0,275.0,1904,2023-06-18 22:51:11.000,3.1.0,70.0,55.0,40,True,pyparsing,conda-forge/pyparsing,,8117.0,78754298.0,851041.0,819010.0,https://pypi.org/project/pyparsing,2022-05-10 23:26:03.000,32031.0,76979707.0,https://anaconda.org/conda-forge/pyparsing,2023-06-18 23:49:52.117,37263507.0,,,,,1.0,,,,,,,,,,,,,, +47,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-07-20 13:14:11.000,2023-07-20 10:23:11,6850.0,730.0,1029,132.0,5577.0,952.0,3469.0,18740,2023-07-20 09:23:27.000,0.18.8,299.0,241.0,39,True,polars,,,,765670.0,2965.0,2770.0,https://pypi.org/project/polars,2023-07-20 09:23:27.000,195.0,765670.0,,,,,,,,2.0,,,,,,,,,1.0,,,,, +48,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-07-20 13:29:18.000,2023-07-20 13:22:47,11275.0,517.0,1350,78.0,6560.0,163.0,1564.0,8633,2023-07-13 19:30:32.000,0.17.5,227.0,396.0,39,True,great_expectations,conda-forge/great-expectations,,,11352550.0,33.0,,https://pypi.org/project/great_expectations,2022-11-04 16:53:07.000,33.0,11334426.0,https://anaconda.org/conda-forge/great-expectations,2023-07-13 20:11:12.282,688736.0,,,,,2.0,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-07-13 08:18:31.000,2023-03-02 20:25:13,2157.0,,1358,155.0,950.0,295.0,1175.0,5239,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1831.0,6311463.0,20170.0,18777.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1393.0,6305963.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,405760.0,,,,,2.0,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-07-19 16:03:45.000,2023-07-19 16:03:45,5358.0,113.0,1116,238.0,1311.0,11.0,,3885,2023-07-13 14:56:41.000,4.4.1,133.0,204.0,39,True,pymongo,conda-forge/pymongo,,,19446459.0,19898.0,,https://pypi.org/project/pymongo,2021-12-07 23:55:30.000,19898.0,19415251.0,https://anaconda.org/conda-forge/pymongo,2023-07-13 16:52:51.990,1123511.0,,,,,2.0,,,,,,,,,,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-07-13 11:53:30.000,2023-07-10 20:12:55,1478.0,21.0,380,60.0,689.0,389.0,456.0,3332,2023-07-10 16:07:26.000,1.3.0,106.0,123.0,39,True,joblib,conda-forge/joblib,,,27197381.0,316776.0,310715.0,https://pypi.org/project/joblib,2022-10-10 12:56:17.006,6061.0,26633980.0,https://anaconda.org/conda-forge/joblib,2023-06-30 20:04:40.631,20282454.0,,,,,2.0,,,,,,,,,,,,,, +52,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-07-19 18:11:06.000,2023-07-19 18:11:05,2710.0,94.0,1177,201.0,1196.0,168.0,1779.0,3163,2023-05-05 16:39:25.000,4.2.0,42.0,222.0,39,True,netmiko,,,,175553.0,3963.0,3704.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,259.0,175553.0,,,,,,,,2.0,,,,,,,,,,,,,, +53,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-07-18 16:11:00.000,2023-07-13 15:01:18,1469.0,25.0,243,37.0,471.0,27.0,242.0,3139,2023-03-02 16:32:43.000,9.1.1,42.0,103.0,39,True,more-itertools,conda-forge/more-itertools,,2766.0,36352768.0,193662.0,184948.0,https://pypi.org/project/more-itertools,2022-10-18 13:46:24.933,8714.0,36195631.0,https://anaconda.org/conda-forge/more-itertools,2023-06-16 13:24:26.433,11782679.0,,,,,1.0,,,,,,,,,,,,,, +54,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-07-08 22:21:27.000,2023-07-08 22:21:27,2815.0,44.0,439,62.0,198.0,59.0,493.0,2425,2023-05-19 08:13:05.062,3.18.0,46.0,142.0,39,True,pycryptodomex,conda-forge/pycryptodomex,,22.0,28873124.0,74317.0,72740.0,https://pypi.org/project/pycryptodomex,2023-01-28 07:36:33.759,1577.0,28852923.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1353490.0,,,,,2.0,,,,,,,,,,,,,, +55,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-07-18 13:29:56.000,2022-09-13 22:22:16,316.0,,468,52.0,246.0,265.0,292.0,2222,2023-07-18 00:00:10.531,6.0.1,37.0,40.0,39,True,pyyaml,conda-forge/pyyaml,,,179364802.0,947363.0,872422.0,https://pypi.org/project/pyyaml,2021-10-13 19:39:42.000,74941.0,178939177.0,https://anaconda.org/conda-forge/pyyaml,2023-06-16 13:17:29.126,36178205.0,,,,,1.0,,,,,,,,,2.0,,,,, +56,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-07-12 16:09:14.000,2023-06-06 19:08:37,1575.0,4.0,429,43.0,620.0,327.0,399.0,2098,2021-07-14 08:19:18.000,2.8.2,24.0,131.0,39,True,python-dateutil,conda-forge/python-dateutil,,35007.0,211890993.0,1117104.0,1113001.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4103.0,211350226.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,46475875.0,,,,,1.0,,,,,,,,,,,,,, +57,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-07-05 14:09:06.451,2023-07-04 10:52:46,2705.0,7.0,687,150.0,718.0,566.0,547.0,8464,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,27070966.0,1436.0,,https://pypi.org/project/prompt_toolkit,2022-12-06 22:37:49.378,1436.0,26588601.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,16882791.0,,,,,2.0,,,,,,,,,,,,,, +58,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-07-20 09:09:04.000,2023-07-19 23:32:47,6232.0,200.0,1290,135.0,3650.0,438.0,3793.0,7272,2023-07-17 18:02:32.000,1.5.3,173.0,290.0,38,True,dbt,conda-forge/dbt,,2185.0,125531.0,3033.0,3003.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,122376.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,244810.0,,,,,2.0,,,,,,,,,,dbt,,,, +59,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-07-18 21:46:50.000,2023-07-18 07:05:23,3202.0,36.0,627,83.0,980.0,163.0,1028.0,6610,2022-11-11 16:12:09.790,3.19.0,169.0,206.0,38,True,marshmallow,conda-forge/marshmallow,,,22838486.0,97980.0,87755.0,https://pypi.org/project/marshmallow,2016-09-05 18:17:34.000,10225.0,22815314.0,https://anaconda.org/conda-forge/marshmallow,2023-06-16 13:23:31.231,1900114.0,,,,,2.0,,,,,,,,,,,,,, +60,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-07-18 06:45:23.000,2023-07-17 16:45:12,1674.0,32.0,3209,139.0,845.0,90.0,1159.0,5848,2023-07-17 22:17:49.000,27.2.0,87.0,182.0,38,True,kubernetes,conda-forge/kubernetes,,,13812077.0,1348.0,,https://pypi.org/project/kubernetes,2022-06-22 18:33:29.000,1348.0,13800603.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,436021.0,,,,,3.0,,,,,,,,,,,,,, +61,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-06-16 13:25:17.779,2023-04-18 19:22:32,4081.0,,1221,139.0,1100.0,383.0,1311.0,4028,2023-03-03 10:28:06.959,0.27.0,72.0,386.0,38,True,mongoengine,conda-forge/mongoengine,,,1175868.0,24467.0,20885.0,https://pypi.org/project/mongoengine,2023-01-20 22:25:10.177,3582.0,1173243.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,217936.0,,,,,2.0,,,,,,,,,1.0,,,,, +62,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-07-19 20:42:47.000,2023-06-07 10:09:12,3047.0,4.0,484,73.0,288.0,20.0,1220.0,2980,2023-04-03 11:33:15.441,2.9.6,56.0,131.0,38,False,psycopg2,psycopg2,,,13889193.0,685659.0,624315.0,https://pypi.org/project/psycopg2,2022-10-25 12:36:06.353,61324.0,13886806.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,219640.0,,,,,2.0,,,,,,,,,,,20.0,,, +63,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,257,28.0,105.0,109.0,182.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,True,six,conda-forge/six,,,195466749.0,1889204.0,1754018.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135186.0,194943717.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,44980777.0,,,,,1.0,,,,,,,,,,,,,, +64,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-07-18 15:28:16.000,2023-07-18 15:28:16,2171.0,39.0,257,22.0,745.0,196.0,368.0,613,2023-06-09 17:34:09.999,2023.6.0,69.0,188.0,38,True,fsspec,conda-forge/fsspec,,,119900668.0,54680.0,54122.0,https://pypi.org/project/fsspec,2022-05-19 18:14:36.000,558.0,119653285.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,13111321.0,,,,,1.0,,,,,,,,,,,,,, +65,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1369,380.0,162.0,131.0,172.0,24884,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,6670336.0,24623.0,22891.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1732.0,6661344.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,656440.0,,,,,2.0,,,,,,,,,,,,,, +66,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-07-03 07:10:36.000,2023-05-04 09:47:52,4078.0,3.0,2371,482.0,2271.0,114.0,876.0,16660,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,545564.0,2578.0,2167.0,https://pypi.org/project/luigi,2023-01-18 16:03:01.158,409.0,545414.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13361.0,,,,,2.0,,,stable/luigi,,,,,,,,2.0,,, +67,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-06-22 23:41:39.000,2023-05-25 18:13:19,1579.0,25.0,1924,463.0,549.0,460.0,1305.0,14135,2023-05-25 18:14:00.894,3.1.0,126.0,136.0,37,True,fabric,conda-forge/fabric,,,4004087.0,79.0,,https://pypi.org/project/fabric,2022-04-07 17:07:25.000,79.0,4003274.0,https://anaconda.org/conda-forge/fabric,2023-06-16 13:21:36.749,67506.0,,,,,3.0,,,,,,,,,,,,,, +68,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-07-12 21:21:12.000,2023-07-12 21:21:12,6799.0,49.0,1739,228.0,3043.0,715.0,2649.0,11826,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,298604.0,9337.0,9039.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,298.0,296163.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,114731.0,,,,,2.0,,,,,,,,,,,,,, +69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-06-16 13:24:41.536,2023-01-15 16:27:26,925.0,,550,229.0,231.0,81.0,250.0,9439,2022-09-19 23:04:02.885,0.17.0,77.0,56.0,37,True,uvloop,conda-forge/uvloop,,419.0,6410471.0,87858.0,86016.0,https://pypi.org/project/uvloop,2021-08-10 19:41:14.000,1842.0,6401584.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,612969.0,,,,,1.0,,,,,,,,,,,,,, +70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-07-19 20:09:46.000,2023-07-19 19:29:26,2529.0,157.0,615,113.0,2707.0,840.0,2900.0,8821,2023-07-07 01:53:10.525,0.23.0,81.0,117.0,37,True,modin,conda-forge/modin-core,,196689.0,908536.0,1132.0,1100.0,https://pypi.org/project/modin,2022-06-25 00:04:51.000,32.0,894575.0,https://anaconda.org/conda-forge/modin-core,2023-07-07 12:06:18.356,256406.0,,,,,2.0,['pandas'],,,,,,,,,,,,, +71,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-07-08 19:07:04.000,2022-11-15 16:25:22,1396.0,,642,135.0,668.0,96.0,398.0,8333,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,12092017.0,63553.0,58829.0,https://pypi.org/project/arrow,2022-01-27 15:47:11.000,4724.0,12071776.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,1740746.0,,,,,2.0,,,,,,,,,,,,,, +72,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-07-07 17:27:15.000,2023-07-07 17:27:15,356.0,2.0,367,35.0,223.0,35.0,222.0,6221,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,python-dotenv,conda-forge/python-dotenv,,,30775361.0,514245.0,506016.0,https://pypi.org/project/python-dotenv,2022-03-24 21:32:35.000,8229.0,30743758.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2528308.0,,,,,1.0,,,,,,,,,-1.0,,,,, +73,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-06-16 13:16:53.868,2023-05-14 21:27:17,1441.0,3.0,680,134.0,377.0,166.0,452.0,5894,2023-03-20 09:22:33.000,3.0.0,44.0,144.0,37,True,watchdog,conda-forge/watchdog,,,12899092.0,108490.0,100470.0,https://pypi.org/project/watchdog,2022-06-10 10:28:22.000,8020.0,12871548.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2286181.0,,,,,2.0,,,,,,,,,,,,,, +74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-07-20 13:18:12.000,2023-07-20 13:18:08,2215.0,111.0,623,58.0,1369.0,31.0,922.0,3529,2023-06-14 21:59:06.000,3.2.1,139.0,133.0,37,True,awswrangler,conda-forge/awswrangler,,198416.0,28345625.0,1178.0,1123.0,https://pypi.org/project/awswrangler,2022-06-28 15:58:16.000,55.0,28330851.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,397544.0,,,,,2.0,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +75,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-26 05:05:58.000,2023-06-15 23:29:54,1330.0,14.0,605,121.0,119.0,18.0,865.0,3291,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11235471.0,67243.0,63354.0,https://pypi.org/project/xlsxwriter,2023-01-14 01:16:01.444,3889.0,11197479.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2811415.0,,,,,3.0,,,,,,,,,,,,,, +76,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-07-20 02:24:01.000,2023-07-19 18:25:33,4666.0,93.0,960,107.0,3533.0,1157.0,2769.0,3036,2023-07-17 06:35:54.928,2023.7.0,81.0,434.0,37,True,xarray,conda-forge/xarray,,,3189271.0,1803.0,1.0,https://pypi.org/project/xarray,2022-06-09 14:56:37.000,1802.0,2951987.0,https://anaconda.org/conda-forge/xarray,2023-07-17 13:22:45.709,8542249.0,,,,,2.0,,,,,,,,,,,,,, +77,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-07-20 05:43:13.000,2023-07-18 08:07:34,2629.0,51.0,471,120.0,538.0,280.0,1480.0,2642,2023-06-23 08:09:03.318,0.30.10,155.0,62.0,37,True,xlwings,conda-forge/xlwings,,21127.0,108620.0,29543.0,28908.0,https://pypi.org/project/xlwings,2023-01-29 17:16:27.332,635.0,91539.0,https://anaconda.org/conda-forge/xlwings,2023-06-25 19:21:06.802,633063.0,,,,,1.0,,,,,,,,,,,,,, +78,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-07-05 09:11:37.000,2023-04-02 16:48:18,1600.0,,459,95.0,301.0,183.0,292.0,2398,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,pexpect,conda-forge/pexpect,,4347.0,32897699.0,307532.0,291451.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16081.0,32727200.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,14830229.0,,,,,1.0,,,,,,,,,,,,,, +79,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:01:55.000,2023-06-21 22:01:53,929.0,34.0,229,51.0,153.0,18.0,193.0,1496,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,37,True,greenlet,conda-forge/greenlet,,,62511203.0,273999.0,263649.0,https://pypi.org/project/greenlet,2023-01-28 14:21:04.349,10350.0,62411717.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7362004.0,,,,,1.0,,,,,,,,,,,,,, +80,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-07-17 21:38:33.000,2023-07-17 20:56:26,850.0,42.0,104,27.0,262.0,58.0,251.0,1318,2023-05-27 11:13:03.102,3.7.0,46.0,41.0,37,True,anyio,conda-forge/anyio,,,31723670.0,148101.0,147651.0,https://pypi.org/project/anyio,2022-05-13 12:50:47.000,450.0,31508072.0,https://anaconda.org/conda-forge/anyio,2023-07-06 13:49:04.673,8192737.0,,,,,1.0,,,,,,,,,,,,,, +81,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-16 13:25:18.199,2023-01-29 03:07:44,1874.0,,278,38.0,238.0,198.0,198.0,1168,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,future,conda-forge/future,,,35021325.0,300766.0,283576.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17190.0,34880578.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,11822805.0,,,,,2.0,,,,,,,,,,,,,, +82,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-07-20 11:52:23.000,2023-07-19 23:04:49,1674.0,29.0,254,54.0,1036.0,74.0,509.0,625,2023-07-19 23:12:09.000,3.11.4,147.0,129.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,32164362.0,21803.0,20705.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1098.0,32090190.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2670218.0,,,,,2.0,,,,,,,,,,,,,, +83,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-07-08 17:53:24.000,2023-07-08 17:53:22,1963.0,6.0,195,26.0,578.0,91.0,190.0,565,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,159.0,24925762.0,349699.0,335061.0,https://pypi.org/project/traitlets,2016-07-01 09:15:24.000,14638.0,24676020.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,21726668.0,,,,,1.0,,,,,,,,,,,,,, +84,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-07-13 14:47:06.000,2023-07-07 08:56:19,6733.0,429.0,1211,346.0,231.0,51.0,434.0,13250,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,tink-crypto,1089.0,162083.0,52.0,48.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,161784.0,,,,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,284.0,2.0,,,,,,,,,,,,,, +85,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-06-26 17:46:59.000,2023-04-11 15:40:50,389.0,,913,210.0,177.0,148.0,280.0,10941,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,schedule,conda-forge/schedule,,,2285312.0,28534.0,27119.0,https://pypi.org/project/schedule,2021-04-10 10:48:19.000,1415.0,2284452.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,37007.0,,,,,3.0,,,,,,,,,,,,,, +86,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-07-20 12:57:16.000,2023-07-18 15:50:22,2321.0,93.0,802,106.0,1222.0,319.0,1055.0,8525,2023-07-03 12:56:00.843,0.18.11,43.0,196.0,36,True,kedro,,,,350533.0,1834.0,1776.0,https://pypi.org/project/kedro,2019-04-08 14:53:35.000,58.0,350533.0,,,,,,,,2.0,,,,,,,,,,,,,, +87,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-06-16 13:17:10.080,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,185.0,7814,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,docopt,conda-forge/docopt,,,9872764.0,110151.0,97803.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12348.0,9851798.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1824046.0,,,,,2.0,,,,,,,,,,,,,, +88,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-07-12 10:12:10.000,2023-07-12 10:12:10,1434.0,12.0,486,139.0,231.0,10.0,444.0,6657,2023-05-15 15:25:45.070,2.0.4,42.0,95.0,36,True,sh,conda-forge/sh,,,4408791.0,15366.0,12752.0,https://pypi.org/project/sh,2022-07-18 07:19:02.732,2614.0,4406615.0,https://anaconda.org/conda-forge/sh,2023-06-16 13:21:38.984,178510.0,,,,,2.0,,,,,,,,,,,,,, +89,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-07-18 12:42:27.000,2023-07-12 10:34:19,847.0,14.0,850,331.0,526.0,266.0,834.0,3328,2023-07-12 15:58:31.000,2.2.0,30.0,107.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9471820.0,7073.0,6655.0,https://pypi.org/project/confluent-kafka,2017-07-25 21:54:37.000,418.0,9462077.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-06-08 17:39:11.027,740513.0,,,,,2.0,,,,,,,,,,,,,, +90,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-06-16 13:16:09.835,2022-11-04 10:01:12,370.0,,232,45.0,140.0,110.0,137.0,3193,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,110878048.0,723064.0,702055.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21009.0,110607184.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,23565212.0,,,,,2.0,,,,,,,,,,,,,, +91,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-07-20 13:09:12.000,2023-07-20 12:53:41,5718.0,610.0,431,79.0,4407.0,83.0,2109.0,2909,2023-07-05 15:06:54.061,6.0.0,44.0,170.0,36,True,ibis-framework,conda-forge/ibis-framework,,89.0,95064.0,587.0,541.0,https://pypi.org/project/ibis-framework,2018-03-30 23:37:34.000,46.0,87048.0,https://anaconda.org/conda-forge/ibis-framework,2023-07-05 16:38:14.021,296447.0,,,,,2.0,,,,,,,,,,,,,, +92,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-06-16 13:24:40.587,2023-05-31 00:00:47,551.0,4.0,579,96.0,176.0,30.0,304.0,2907,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,104346761.0,629721.0,612605.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17116.0,103955533.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,32471977.0,,,,,2.0,,,,,,,,,,,,,, +93,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-07-02 22:11:07.672,2023-07-01 18:07:09,1070.0,40.0,409,54.0,285.0,9.0,316.0,2276,2023-06-22 06:12:29.713,2.2.0,36.0,81.0,36,True,mysqlclient,conda-forge/mysqlclient,,5256.0,4121889.0,138594.0,131413.0,https://pypi.org/project/mysqlclient,2022-06-22 08:12:35.000,7181.0,4114077.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,278931.0,,,,,2.0,,,,,,,,,,,,,, +94,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-07-20 11:27:57.000,2023-07-07 03:05:14,989.0,10.0,161,23.0,146.0,164.0,314.0,1946,2022-10-23 22:50:21.000,dill-0.3.6,25.0,43.0,36,True,dill,conda-forge/dill,,290675.0,24774999.0,111214.0,107432.0,https://pypi.org/project/dill,2022-05-20 11:21:11.000,3782.0,24719737.0,https://anaconda.org/conda-forge/dill,2023-06-16 13:17:34.153,4486140.0,,,,,2.0,,,,,,,,,,,,,, +95,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,329,67.0,122.0,18.0,175.0,1586,2023-04-06 20:37:12.554,3.19.1,105.0,42.0,36,True,simplejson,conda-forge/simplejson,,6335.0,18597392.0,128349.0,107469.0,https://pypi.org/project/simplejson,2023-01-03 17:33:11.684,20880.0,18559736.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2706141.0,,,,,2.0,,,,,,,,,,,,,, +96,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,7.0,312,31.0,326.0,183.0,237.0,1119,2023-05-02 07:31:50.000,0.41.1,214.0,117.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4871018.0,25660.0,23567.0,https://pypi.org/project/sqlalchemy-utils,2022-07-11 07:34:08.517,2093.0,4865097.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,485586.0,,,,,2.0,,,,,,,,,,,,,, +97,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-07-20 13:19:08.000,2023-07-20 11:48:10,14943.0,313.0,6636,729.0,5371.0,1640.0,3517.0,16900,2023-04-26 15:20:33.000,1.20.0,14.0,580.0,35,True,micropython-_markupbase,,,63288.0,891.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,,,,,2.0,,,,,,,,,,,,,, +98,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-07-18 02:18:10.000,2023-05-02 06:15:57,457.0,27.0,475,68.0,265.0,208.0,164.0,11684,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12563152.0,2313.0,,https://pypi.org/project/typer,2022-07-06 18:56:31.000,2313.0,12524594.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1503793.0,,,,,2.0,,,,,,,,,,,,,, +99,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-06-16 13:21:47.758,2023-06-14 15:11:05,2424.0,3.0,1207,234.0,473.0,146.0,998.0,7837,2022-12-24 01:04:06.789,4.2.5,50.0,175.0,35,True,supervisor,conda-forge/supervisor,,,1222093.0,11386.0,9434.0,https://pypi.org/project/supervisor,2021-12-30 20:46:21.000,1952.0,1219007.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,265429.0,,,,,3.0,,,,,,,,,,,,,, +100,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-06-16 13:20:35.475,2023-03-12 19:26:01,221.0,,461,106.0,93.0,80.0,162.0,5181,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,xmltodict,conda-forge/xmltodict,,,29117452.0,61551.0,56076.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5475.0,29080871.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3036292.0,,,,,2.0,,,,,,,,,,,,,, +101,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-07-19 13:25:26.000,2023-07-07 15:03:40,583.0,33.0,171,32.0,78.0,3.0,326.0,4760,2023-07-07 15:12:12.231,3.9.2,109.0,20.0,35,True,orjson,conda-forge/orjson,,,10500264.0,50604.0,49637.0,https://pypi.org/project/orjson,2023-01-10 18:19:31.133,967.0,10478523.0,https://anaconda.org/conda-forge/orjson,2023-07-07 18:06:45.114,826194.0,,,,,2.0,,,,,,,,,,,,,, +102,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-07-20 06:11:18.000,2022-11-03 19:39:10,1206.0,,249,83.0,348.0,114.0,142.0,4286,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,19509640.0,106340.0,102890.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3450.0,19311820.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,16814767.0,,,,,2.0,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-07-19 16:20:26.000,2023-07-03 21:14:11,1171.0,6.0,577,137.0,313.0,33.0,216.0,4259,2023-06-11 17:09:02.366,3.5.0,44.0,121.0,35,True,tablib,conda-forge/tablib,,,1707217.0,64514.0,63245.0,https://pypi.org/project/tablib,2022-04-09 14:18:50.000,1269.0,1706102.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,89259.0,,,,,2.0,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-07-03 21:18:40.000,2023-07-03 21:18:39,881.0,27.0,367,88.0,259.0,25.0,314.0,4104,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,ujson,conda-forge/ujson,,,7752342.0,4362.0,,https://pypi.org/project/ujson,2023-01-06 20:01:18.498,4362.0,7695932.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,3892323.0,,,,,2.0,,,,,,,,,,,,,, +105,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-07-17 14:56:25.000,2023-03-01 20:59:31,1023.0,,790,415.0,370.0,148.0,1144.0,3677,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,185.0,2684677.0,10238.0,9264.0,https://pypi.org/project/elasticsearch-dsl,2021-07-15 15:35:04.000,974.0,2684563.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7694.0,,,,,2.0,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-07-10 07:17:31.088,2023-07-10 05:19:21,1578.0,19.0,412,88.0,106.0,4.0,162.0,3261,2023-07-10 05:25:05.804,8.13.16,224.0,27.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4288667.0,1419.0,,https://pypi.org/project/phonenumbers,2023-01-29 09:01:29.495,1419.0,4258586.0,https://anaconda.org/conda-forge/phonenumbers,2023-07-10 07:17:31.088,782119.0,,,,,1.0,,,,,,,,,,,,,, +107,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,153.0,2985,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,sortedcontainers,conda-forge/sortedcontainers,,,23760476.0,124034.0,121885.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2149.0,23635825.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10470711.0,,,,,1.0,,,,,,,,,,,,,, +108,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-07-04 10:38:19.000,2023-07-04 10:38:17,221.0,11.0,143,36.0,58.0,50.0,61.0,2321,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,35,True,aiofiles,conda-forge/aiofiles,,,7636548.0,101376.0,99502.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1874.0,7625836.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,739140.0,,,,,2.0,,,,,,,,,,,,,, +109,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-07-16 16:52:19.000,2023-05-16 10:59:01,1496.0,1.0,439,132.0,551.0,296.0,369.0,2316,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,35,True,dateparser,conda-forge/dateparser,,,3826574.0,22173.0,20946.0,https://pypi.org/project/dateparser,2022-03-17 15:43:01.000,1227.0,3824545.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,158274.0,,,,,2.0,,,,,,,,,,,,,, +110,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-07-18 11:14:31.000,2023-07-06 14:53:45,1004.0,18.0,198,27.0,153.0,66.0,188.0,1703,2023-07-07 01:42:57.652,6.3.1,69.0,74.0,35,True,deepdiff,conda-forge/deepdiff,,,9568119.0,8261.0,7499.0,https://pypi.org/project/deepdiff,2022-04-10 06:29:15.000,762.0,9560005.0,https://anaconda.org/conda-forge/deepdiff,2023-07-06 18:41:44.254,300251.0,,,,,1.0,,,,,,,,,,,,,, +111,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-07-03 15:54:27.000,2023-07-03 15:54:26,423.0,1.0,149,29.0,273.0,82.0,161.0,1402,2023-01-19 09:28:09.524,2.2.1,38.0,56.0,35,True,cloudpickle,conda-forge/cloudpickle,,25.0,30010440.0,86527.0,83713.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2814.0,29853536.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,13807582.0,,,,,2.0,,,,,,,,,,,,,, +112,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-07-10 16:24:52.000,2023-07-10 16:24:51,735.0,25.0,115,35.0,206.0,50.0,189.0,1237,2023-06-11 23:38:46.083,3.1.1,117.0,66.0,35,True,argcomplete,conda-forge/argcomplete,,305.0,18664730.0,46884.0,44730.0,https://pypi.org/project/argcomplete,2018-02-13 15:41:12.000,2154.0,18648869.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1221090.0,,,,,2.0,,,,,,,,,,,,,, +113,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-07-19 01:08:22.000,2023-07-18 20:07:32,4488.0,29.0,250,60.0,346.0,151.0,535.0,1220,2022-12-23 13:29:42.000,3.8.0,36.0,120.0,35,True,tables,conda-forge/pytables,,176.0,950126.0,50030.0,47524.0,https://pypi.org/project/tables,2021-12-28 21:42:08.000,2506.0,778413.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6181626.0,,,,,2.0,,,,,,,,,,,,,, +114,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-07-08 02:55:39.000,2023-07-08 02:55:38,2022.0,57.0,140,18.0,154.0,51.0,434.0,1076,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,keyring,conda-forge/keyring,,,25388676.0,4012.0,,https://pypi.org/project/keyring,2022-06-08 12:36:04.000,4012.0,25293541.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3424871.0,,,,,3.0,,,,,,,,,,,,,, +115,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-07-20 11:42:58.000,2023-07-18 20:10:07,798.0,5.0,331,66.0,244.0,246.0,275.0,5528,2020-07-24 18:17:05.000,2.1.2,53.0,89.0,34,True,pendulum,conda-forge/pendulum,,158.0,12142540.0,22380.0,21191.0,https://pypi.org/project/pendulum,2020-07-24 18:16:40.000,1189.0,12131847.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,780556.0,,,,,2.0,,,,,,,,,,,,,, +116,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-07-19 14:14:12.000,2023-07-18 20:24:07,702.0,24.0,276,35.0,482.0,95.0,350.0,3132,2023-07-13 16:43:52.000,3.2.0,82.0,112.0,34,True,dynaconf,conda-forge/dynaconf,,,1836361.0,7088.0,6838.0,https://pypi.org/project/dynaconf,2022-06-06 18:03:52.000,250.0,1834734.0,https://anaconda.org/conda-forge/dynaconf,2023-06-16 19:23:27.559,53699.0,,,,,2.0,,,,,,,,dynaconf/dynaconf,,,,,, +117,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-07-04 02:54:08.000,2023-07-04 02:54:05,1261.0,9.0,185,49.0,308.0,126.0,221.0,2640,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,plumbum,conda-forge/plumbum,,,1171418.0,4873.0,4411.0,https://pypi.org/project/plumbum,2021-12-23 19:58:48.000,462.0,1159104.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,972884.0,,,,,3.0,,,,,,,,,,,,,, +118,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-06-16 13:23:09.631,2023-03-30 18:24:09,324.0,,264,49.0,98.0,36.0,157.0,2365,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5379213.0,47665.0,44414.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3251.0,5376246.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,222591.0,,,,,2.0,,,,,,,,,,,,,, +119,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-06-25 13:33:35.241,2023-06-21 21:21:16,1733.0,13.0,200,87.0,210.0,,,2185,2023-06-21 21:29:27.000,3.2.0,44.0,43.0,34,True,motor,conda-forge/motor,,,928916.0,66249.0,65103.0,https://pypi.org/project/motor,2022-10-25 20:53:08.515,1146.0,927121.0,https://anaconda.org/conda-forge/motor,2023-06-25 13:33:35.241,59266.0,,,,,2.0,,,,,,,,,,,,,, +120,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-06-23 10:43:33.000,2022-12-29 07:29:09,696.0,,140,44.0,109.0,23.0,144.0,1881,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,45181757.0,306667.0,304371.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2296.0,44843808.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19263145.0,,,,,1.0,,,,,,,,,,,,,, +121,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-06 07:30:54.000,2023-07-06 07:30:49,707.0,8.0,211,44.0,69.0,39.0,135.0,1870,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,wrapt,conda-forge/wrapt,,,79454847.0,11777.0,,https://pypi.org/project/wrapt,2023-01-12 11:16:49.108,11777.0,79308890.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12114504.0,,,,,2.0,,,,,,,,,,,,,, +122,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-07-17 13:02:10.000,2023-07-17 12:51:59,481.0,31.0,257,25.0,114.0,12.0,145.0,1702,2023-07-17 12:53:25.000,2.7.0,40.0,63.0,34,True,emoji,conda-forge/emoji,,,1777196.0,59618.0,58173.0,https://pypi.org/project/emoji,2022-10-31 13:56:02.396,1445.0,1775598.0,https://anaconda.org/conda-forge/emoji,2023-06-28 17:09:26.076,55953.0,,,,,1.0,,,,,,,,,,,,,, +123,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-07-19 18:13:52.000,2023-06-06 21:24:28,6024.0,30.0,520,80.0,1093.0,7.0,,1343,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1108558.0,5939.0,5244.0,https://pypi.org/project/cassandra-driver,2021-03-18 20:12:10.000,695.0,1106214.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,175802.0,,,,,2.0,,,,,,,,,,,,,, +124,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-07-19 15:45:19.000,2023-07-18 23:41:56,1806.0,43.0,218,46.0,809.0,270.0,363.0,1184,2023-06-14 14:44:03.868,2.15.0,69.0,89.0,34,True,zarr,conda-forge/zarr,,,314491.0,2853.0,2501.0,https://pypi.org/project/zarr,2022-06-23 08:47:31.000,352.0,245483.0,https://anaconda.org/conda-forge/zarr,2023-06-14 20:28:31.564,2484290.0,,,,,2.0,,,,,,,,,1.0,,,,, +125,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-06-16 13:23:11.709,2023-05-26 20:00:07,1357.0,11.0,158,34.0,158.0,62.0,230.0,1143,2022-12-16 19:32:04.925,3.0.1,35.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,7868028.0,2370.0,,https://pypi.org/project/jsonpickle,2022-05-11 16:03:32.000,2370.0,7848090.0,https://anaconda.org/conda-forge/jsonpickle,2023-06-16 13:23:11.709,1415603.0,,,,,3.0,,,,,,,,,,,,,, +126,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,60.0,181,28.0,94.0,57.0,140.0,1113,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,34,True,sshtunnel,conda-forge/sshtunnel,,,5209753.0,6009.0,5702.0,https://pypi.org/project/sshtunnel,2020-09-25 15:00:54.000,307.0,5208325.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,117127.0,,,,,3.0,,,,,,,,,,,,,, +127,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,192,42.0,114.0,143.0,269.0,1081,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,31393510.0,26530.0,25840.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,690.0,31351785.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3463222.0,,,,,2.0,,,,,,,,py4j/py4j,,,,,, +128,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2014-08-24 15:17:18.000,2023-07-20 11:14:30.000,2023-07-17 16:35:18,1990.0,202.0,389,19.0,924.0,107.0,346.0,1002,2023-07-17 17:02:17.000,.0.29,57.0,214.0,34,True,holidays,conda-forge/holidays,,186.0,5360109.0,432.0,,https://pypi.org/project/holidays,2023-01-30 22:19:03.995,432.0,5266643.0,https://anaconda.org/conda-forge/holidays,2023-07-17 22:02:46.483,3364755.0,,,,,2.0,,,,,,,,,,,,,, +129,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-07-20 12:21:30.000,2023-07-20 12:21:30,660.0,59.0,122,21.0,254.0,40.0,119.0,979,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,pluggy,conda-forge/pluggy,,,63397494.0,10380.0,,https://pypi.org/project/pluggy,2018-07-28 22:45:29.000,10380.0,62767992.0,https://anaconda.org/conda-forge/pluggy,2023-06-26 10:48:55.333,20773572.0,,,,,2.0,,,,,,,,,,,,,, +130,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-06-16 13:18:04.782,2022-11-25 10:32:48,386.0,,100,24.0,54.0,11.0,93.0,770,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,67536502.0,474524.0,450230.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24294.0,67275020.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,21964527.0,,,,,2.0,,,,,,,,,,,,,, +131,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-06-28 19:37:32.000,2023-06-28 19:37:30,994.0,14.0,226,20.0,359.0,107.0,283.0,708,2023-06-09 17:45:04.039,2023.6.0,59.0,121.0,34,True,s3fs,conda-forge/s3fs,,,128804528.0,14672.0,14059.0,https://pypi.org/project/s3fs,2023-01-20 02:31:02.801,613.0,128735638.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,5924573.0,,,,,2.0,,,,,,,,,-1.0,,,,, +132,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-07-17 18:08:17.000,2023-07-17 18:08:12,256.0,19.0,85,13.0,154.0,13.0,82.0,557,2023-06-12 22:04:06.461,3.12.2,61.0,36.0,34,True,filelock,conda-forge/filelock,,,62618581.0,286100.0,283497.0,https://pypi.org/project/filelock,2022-05-31 20:21:36.000,2603.0,62456020.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,13817685.0,,,,,2.0,,,,,,,,,,,,,, +133,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,66.0,231,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,pyasn1,conda-forge/pyasn1,,,115249184.0,385746.0,370752.0,https://pypi.org/project/pyasn1,2019-11-16 17:27:13.000,14994.0,115100787.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12316969.0,,,,,3.0,,,,,,,,,,,,,, +134,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-06-16 13:18:04.019,2023-05-04 19:39:46,551.0,3.0,122,16.0,211.0,46.0,33.0,174,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,213078064.0,221405.0,217087.0,https://pypi.org/project/s3transfer,2022-05-31 19:44:50.000,4318.0,212888347.0,https://anaconda.org/conda-forge/s3transfer,2023-06-16 13:18:04.019,15936290.0,,,,,2.0,,,,,,,,,,,,,, +135,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-07-12 12:15:00.000,2023-05-22 23:51:10,520.0,9.0,1920,363.0,450.0,343.0,180.0,30558,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,diagrams,conda-forge/diagrams,,,108235.0,1116.0,1081.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,103835.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,167210.0,,,,,2.0,,,,,,,,,,,,,, +136,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-07-17 02:13:32.000,2023-07-17 02:13:32,2764.0,13.0,581,145.0,473.0,203.0,987.0,10749,2023-05-06 04:09:50.000,1.9.1,218.0,62.0,33,True,dearpygui,,,,24182.0,2101.0,2063.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,24182.0,,,,,,,,2.0,,,,,,,,,,,,,, +137,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-09 14:29:19.000,2023-05-06 17:25:38,1519.0,1.0,340,147.0,193.0,60.0,102.0,6234,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,33,True,boltons,conda-forge/boltons,,25.0,3290540.0,5176.0,4760.0,https://pypi.org/project/boltons,2021-05-17 01:20:20.000,416.0,3259862.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,2638391.0,,,,,2.0,,,,,,,,,-1.0,,,,, +138,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-07-20 08:20:24.000,2023-07-20 08:20:23,1176.0,7.0,315,43.0,470.0,452.0,481.0,3684,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,33,True,tortoise-orm,conda-forge/tortoise-orm,,12.0,88760.0,6049.0,5952.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,97.0,88201.0,https://anaconda.org/conda-forge/tortoise-orm,2023-07-17 18:25:13.577,13979.0,,,,,2.0,,,,,,,,,-1.0,,,,, +139,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-07-18 23:06:14.000,2023-07-18 23:06:14,530.0,14.0,737,68.0,398.0,89.0,402.0,3449,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,33,True,prometheus_client,conda-forge/prometheus_client,,,20348789.0,726.0,,https://pypi.org/project/prometheus_client,2022-04-08 16:07:14.000,726.0,20030107.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,12109948.0,,,,,2.0,,,,,,,,,1.0,,,,, +140,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-07-11 20:14:09.000,2021-05-05 20:39:59,1093.0,,231,49.0,263.0,49.0,295.0,2996,2021-05-05 20:38:00.000,1.3.4,25.0,63.0,33,False,cerberus,conda-forge/cerberus,,,4456050.0,14983.0,13866.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1117.0,4452080.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,329540.0,,,,,2.0,,,,,,,,,,,,,, +141,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,177,28.0,72.0,6.0,81.0,2466,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,12.0,1370463.0,107342.0,104021.0,https://pypi.org/project/python-decouple,2023-01-09 23:00:48.344,3321.0,1369525.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,65716.0,,,,,2.0,,,,,,,,HBNetwork/python-decouple,,,,,, +142,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-07-20 13:17:44.000,2023-07-19 11:22:04,1355.0,153.0,182,44.0,1116.0,57.0,531.0,2368,2023-07-18 14:45:01.543,0.36.0,684.0,64.0,33,True,docarray,conda-forge/docarray,,,167695.0,593.0,581.0,https://pypi.org/project/docarray,2023-07-19 11:37:49.000,12.0,161641.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,108973.0,,,,,2.0,,,,,,,,docarray/docarray,,,,,, +143,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-06-16 13:21:36.044,2021-08-21 19:45:33,503.0,,444,98.0,159.0,3.0,,2080,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,xlrd,conda-forge/xlrd,,,21300890.0,175695.0,167270.0,https://pypi.org/project/xlrd,2018-12-15 17:47:45.000,8425.0,21256385.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3382447.0,,,,,2.0,,,,,,,,,,,,,, +144,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-06-29 00:00:32.000,2023-06-29 00:00:30,778.0,18.0,194,61.0,90.0,70.0,284.0,1979,2022-10-26 03:44:13.980,2.8.4,46.0,65.0,33,True,numexpr,conda-forge/numexpr,,341.0,6623076.0,3090.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3090.0,6541727.0,https://anaconda.org/conda-forge/numexpr,2023-06-16 13:25:16.936,6751666.0,,,,,2.0,,,,,,,,,,,,,, +145,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-07-15 21:11:11.000,2023-01-30 20:16:12,9680.0,,928,87.0,1722.0,96.0,115.0,1948,2023-01-09 20:58:01.975,3.7.0,70.0,458.0,33,True,apache-libcloud,,,,129511.0,3907.0,3051.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,856.0,129511.0,,,,,,,,2.0,,,,,,,,,,,,,, +146,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-06-16 15:20:12.000,2022-12-02 19:42:35,380.0,,245,49.0,147.0,54.0,84.0,1939,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,@pypi/chardet,,49257602.0,39209.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39206.0,48985515.0,https://anaconda.org/conda-forge/chardet,2023-06-16 13:21:29.198,20948334.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,31.0,2.0,,,,,,,,,,,,,, +147,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,,168,34.0,158.0,53.0,85.0,1869,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,122400508.0,6943.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6943.0,122212859.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,15762560.0,,,,,3.0,,,,,,,,,,,,,, +148,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-07-18 13:26:23.000,2023-05-23 16:41:08,852.0,2.0,223,47.0,273.0,8.0,263.0,1766,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,33,True,msgpack,conda-forge/msgpack-python,,1128.0,33336684.0,2226.0,,https://pypi.org/project/msgpack,2023-01-18 13:13:09.324,2226.0,33175498.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,12893542.0,,,,,3.0,,,,,,,,,,,,,, +149,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-30 09:55:44.000,2023-06-30 09:55:43,681.0,5.0,216,62.0,395.0,122.0,602.0,1434,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,typing,conda-forge/typing,,,8293385.0,5865.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5865.0,8261907.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2770120.0,,,,,2.0,,,,,,,,,,,,,, +150,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-07-19 04:40:45.000,2023-07-19 04:40:37,500.0,55.0,143,29.0,482.0,5.0,109.0,1029,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,37860302.0,8002.0,,https://pypi.org/project/bcrypt,2022-05-01 17:58:52.000,8002.0,37795218.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3644733.0,,,,,3.0,,,,,,,,,,,,,, +151,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-07-14 01:32:22.000,2023-04-04 11:45:40,1273.0,,96,32.0,204.0,43.0,191.0,911,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,650883.0,43426.0,41784.0,https://pypi.org/project/Bottleneck,2022-07-02 20:04:56.000,1642.0,609579.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3552202.0,,,,,2.0,,,,,,,,,,,,,, +152,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-07-19 15:28:08.000,2023-07-19 15:28:08,1463.0,24.0,176,98.0,704.0,7.0,222.0,816,2023-06-29 11:24:56.000,5.10.0,124.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,156598.0,5049.0,4824.0,https://pypi.org/project/neo4j-driver,2023-01-27 12:06:00.873,225.0,151546.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-06-29 13:43:41.199,186946.0,,,,,2.0,,,,,,,,,,,,,, +153,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-07-20 12:17:15.000,2023-06-26 03:17:34,1108.0,7.0,278,32.0,782.0,5.0,501.0,656,2023-05-20 18:50:38.000,7.1.15,104.0,115.0,33,True,minio,conda-forge/minio,,,1200876.0,5332.0,4913.0,https://pypi.org/project/minio,2023-01-07 08:27:39.485,419.0,1198131.0,https://anaconda.org/conda-forge/minio,2023-06-16 16:15:33.628,134519.0,,,,,2.0,,,,,,,,,,,,,, +154,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-06-16 13:14:30.533,2023-04-25 14:03:00,581.0,13.0,101,12.0,108.0,24.0,98.0,442,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,33,True,rsa,conda-forge/rsa,,,113631781.0,313660.0,306609.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7051.0,113489761.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,11929749.0,,,,,3.0,,,,,,,,,,,,,, +155,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-07-20 13:06:00.000,2023-07-17 17:04:42,356.0,12.0,119,59.0,348.0,51.0,255.0,379,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,33,True,pandas-gbq,conda-forge/pandas-gbq,,345.0,7266811.0,7719.0,7404.0,https://pypi.org/project/pandas-gbq,2022-06-09 14:31:04.000,315.0,7211438.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1827156.0,,,,,2.0,,,,,,,,,,,,,, +156,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-06-16 13:20:58.043,2022-10-18 01:49:53,790.0,,128,24.0,90.0,50.0,130.0,294,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,51071199.0,108965.0,101909.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7056.0,50960014.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8116562.0,,,,,3.0,,,,,,,,,,,,,, +157,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-06-16 13:24:57.783,2023-04-03 23:11:42,649.0,,71,15.0,31.0,31.0,44.0,268,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,pytz,conda-forge/pytz,,,116692031.0,1661010.0,1578187.0,https://pypi.org/project/pytz,2023-01-14 12:26:16.208,82823.0,116198320.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,42459147.0,,,,,3.0,,,,,,,,,,,,,, +158,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-07-20 10:43:44.000,2023-07-20 10:21:35,7853.0,568.0,490,80.0,2035.0,46.0,379.0,6486,2023-07-17 17:29:38.000,3.6.11,154.0,114.0,32,True,hub,,,,4821.0,462.0,409.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,53.0,4821.0,,,,,,,,2.0,,,,,,,,activeloopai/deeplake,,,,,, +159,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-07-20 12:04:36.000,2023-06-12 18:55:10,694.0,5.0,505,105.0,153.0,14.0,288.0,5979,2023-06-12 19:08:02.174,4.8.0,68.0,81.0,32,True,tinydb,conda-forge/tinydb,,,435438.0,12058.0,11194.0,https://pypi.org/project/tinydb,2022-02-19 16:17:56.000,864.0,431682.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,319335.0,,,,,2.0,,,,,,,,,,,,,, +160,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-07-06 22:02:40.000,2023-03-04 17:45:05,299.0,,557,131.0,187.0,171.0,338.0,5715,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,63033.0,5829.0,5754.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,63033.0,,,,,,,,2.0,,,,,,,,python-eel/Eel,,,,,, +161,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-06-16 13:24:11.575,2023-06-13 22:59:11,1835.0,6.0,589,132.0,329.0,65.0,811.0,5515,2023-02-22 18:29:02.053,1.1.1,37.0,106.0,32,True,csvkit,conda-forge/csvkit,,,156903.0,1769.0,1400.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,369.0,155676.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,93254.0,,,,,2.0,,,,,,,,,,,,,, +162,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-07-13 15:55:12.000,2023-07-12 09:14:31,470.0,1.0,232,50.0,190.0,86.0,141.0,4991,2023-02-28 14:24:03.236,8.2.2,51.0,81.0,32,True,tenacity,conda-forge/tenacity,,,27499376.0,1313.0,,https://pypi.org/project/tenacity,2021-07-12 09:36:20.000,1313.0,27432443.0,https://anaconda.org/conda-forge/tenacity,2023-06-16 13:18:57.691,4953086.0,,,,,2.0,,,,,,,,,,,,,, +163,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-07-19 13:57:35.000,2023-07-19 13:57:02,977.0,14.0,362,83.0,170.0,,584.0,4541,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,84971.0,1392.0,1217.0,https://pypi.org/project/huey,2022-10-21 20:53:02.443,175.0,84470.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,31567.0,,,,,2.0,,,,,,,,,,,,,, +164,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-07-12 01:39:41.000,2023-07-12 01:39:40,323.0,4.0,244,51.0,196.0,138.0,187.0,3474,2022-12-18 09:18:01.579,0.7.0,41.0,53.0,32,True,databases,conda-forge/databases,,,359004.0,19614.0,19485.0,https://pypi.org/project/databases,2022-05-30 16:08:56.000,129.0,355503.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,185604.0,,,,,3.0,,,,,,,,,,,,,, +165,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,339,274.0,1629.0,108.0,485.0,3279,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,,1019.0,1741655.0,323.0,307.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,16.0,1735653.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,299152.0,,,,,2.0,"['spark', 'pandas']",,,,,,,,,,,,, +166,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,87.0,77.0,313.0,329.0,3272,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,pony,conda-forge/pony,,62.0,96846.0,3910.0,3553.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,357.0,95652.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,93171.0,,,,,3.0,,,,,,,,,,,,,, +167,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-07-09 09:33:12.000,2022-12-19 03:14:24,1998.0,,229,48.0,189.0,161.0,352.0,3043,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1027860.0,2306.0,2210.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,96.0,1026582.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,28121.0,,,,,2.0,,,,,,,,,,,,,, +168,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-07-16 09:07:16.000,2023-07-16 09:07:16,1667.0,53.0,99,41.0,1259.0,67.0,345.0,2830,2023-06-27 15:48:01.033,0.21.0,24.0,47.0,32,True,returns,conda-forge/returns,,,103181.0,435.0,378.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,57.0,102944.0,https://anaconda.org/conda-forge/returns,2023-06-27 18:26:27.171,6176.0,,,,,2.0,,,,,,,,,,,,,, +169,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,194,59.0,146.0,95.0,73.0,2765,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,5981152.0,7708.0,6827.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,881.0,5978978.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,104360.0,,,,,2.0,,,,,,,,,,,,,, +170,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-07-18 22:37:30.000,2023-04-14 13:49:36,454.0,,525,126.0,202.0,61.0,936.0,2700,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,32,False,pyodbc,conda-forge/pyodbc,,,23446827.0,2120.0,,https://pypi.org/project/pyodbc,2022-11-16 04:04:04.189,2120.0,23431694.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1074455.0,,,,,3.0,,,,,,,,,,,,,, +171,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2605,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,90638.0,1446.0,1332.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,84348.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,515800.0,,,,,2.0,,,,,,,,,,,,,, +172,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-07-19 09:11:21.000,2023-07-18 14:03:50,574.0,38.0,201,17.0,542.0,208.0,404.0,2446,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,pandera,conda-forge/pandera-core,,,926256.0,1011.0,938.0,https://pypi.org/project/pandera,2022-05-01 00:31:53.000,73.0,925477.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,25736.0,,,,,2.0,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +173,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-07-07 13:47:36.000,2022-03-15 11:17:01,1020.0,,247,38.0,352.0,138.0,246.0,2076,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2173362.0,13371.0,13288.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,83.0,2173246.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2450.0,,,,,3.0,,,,,,,,,,,,,, +174,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,203,39.0,241.0,41.0,201.0,1775,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,voluptuous,conda-forge/voluptuous,,,2262146.0,14983.0,13650.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1333.0,2258533.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,303500.0,,,,,2.0,,,,,,,,,,,,,, +175,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-07-09 04:49:11.000,2023-05-27 20:35:28,269.0,4.0,142,27.0,48.0,6.0,222.0,1718,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,77746289.0,3318.0,,https://pypi.org/project/cachetools,2023-01-22 22:31:46.730,3318.0,77503343.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9231982.0,,,,,1.0,,,,,,,,,,,,,, +176,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-06-28 12:27:48.236,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1661,2023-06-27 19:10:33.890,4.7.0,46.0,64.0,32,False,humanize,conda-forge/humanize,,,4535127.0,1996.0,,https://pypi.org/project/humanize,2022-06-30 08:40:54.000,1996.0,4523528.0,https://anaconda.org/conda-forge/humanize,2023-06-28 12:27:48.236,429197.0,,,,,2.0,,,,,,,,,,,,,, +177,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-07-20 08:35:22.000,2023-07-13 20:00:04,1336.0,52.0,231,41.0,565.0,133.0,763.0,1551,2023-07-13 20:01:49.000,1.2.1,101.0,43.0,32,False,sdv,conda-forge/sdv,,,61490.0,256.0,242.0,https://pypi.org/project/sdv,2022-07-01 17:15:22.000,14.0,60875.0,https://anaconda.org/conda-forge/sdv,2023-07-13 23:35:39.536,11695.0,,,,,2.0,,,,,,,,,,,,,, +178,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-07-11 17:48:12.000,2022-11-23 19:30:21,1274.0,,182,49.0,197.0,80.0,370.0,1143,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,920232.0,3502.0,3418.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,917795.0,https://anaconda.org/conda-forge/petl,2023-06-16 13:16:58.492,199905.0,,,,,2.0,,,,,,,,,,,,http://petl.readthedocs.org,, +179,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,94,68.0,94.0,49.0,59.0,983,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,14838212.0,261767.0,246802.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14965.0,14733703.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9196805.0,,,,,3.0,,,,,,,,,,,,,, +180,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-07-08 02:52:16.000,2023-07-08 02:52:15,931.0,75.0,100,23.0,91.0,22.0,82.0,845,2023-07-04 14:19:04.678,7.0.0,49.0,51.0,32,True,inflect,conda-forge/inflect,,,3305852.0,980.0,,https://pypi.org/project/inflect,2022-05-01 18:29:04.000,980.0,3296833.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,333713.0,,,,,2.0,,,,,,,,,,,,,, +181,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-07-19 13:48:57.000,2023-06-27 13:03:39,316.0,5.0,131,16.0,144.0,15.0,121.0,794,2023-04-13 01:35:07.000,0.21.1,38.0,45.0,32,True,validators,conda-forge/validators,,,5695338.0,78108.0,76419.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1689.0,5685244.0,https://anaconda.org/conda-forge/validators,2023-06-16 16:19:01.999,444159.0,,,,,2.0,,,,,,,,python-validators/validators,,,,,, +182,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-07-06 20:34:50.000,2023-01-15 03:55:53,288.0,,50,15.0,36.0,16.0,22.0,333,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,36030515.0,434102.0,420690.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13412.0,35819072.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,19241342.0,,,,,3.0,,,,,,,,,,,,,, +183,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-07-15 01:58:21.000,2023-07-15 01:58:14,661.0,58.0,36,4.0,39.0,4.0,63.0,38,2023-07-14 19:25:11.779,3.16.2,48.0,22.0,32,False,zipp,conda-forge/zipp,,,137092505.0,3969.0,,https://pypi.org/project/zipp,2023-07-14 19:25:11.779,3969.0,136223945.0,https://anaconda.org/conda-forge/zipp,2023-07-14 22:44:08.949,29531066.0,,,,,3.0,,,,,,,,,,,,,, +184,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-07-17 04:46:50.000,2023-02-21 11:02:54,236.0,,445,139.0,242.0,234.0,146.0,10201,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,31,True,sqlmodel,conda-forge/sqlmodel,,,435408.0,6689.0,6572.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,117.0,434779.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,14486.0,,,,,3.0,['pydantic'],,,,,,,,,,,,, +185,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-07-17 15:45:27.000,2023-07-12 08:51:27,712.0,5.0,296,103.0,136.0,34.0,261.0,4590,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,dataset,conda-forge/dataset,,,68722.0,3736.0,3160.0,https://pypi.org/project/dataset,2021-12-16 10:12:08.000,576.0,68496.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6340.0,,,,,3.0,,,,,,,,,,,,,, +186,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-07-18 05:48:20.000,2023-07-17 06:34:00,6689.0,585.0,596,87.0,1193.0,133.0,580.0,3550,2023-04-12 02:29:00.815,0.3.1,63.0,238.0,31,True,toga,,@pybee/toga,1659.0,1849.0,36.0,,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1628.0,,,,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,37.0,3.0,,,,,,,,,,,,,, +187,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,78.0,69.0,365.0,192.0,3442,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,True,keyboard,conda-forge/keyboard,,,378403.0,12162.0,11719.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,443.0,377578.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,20633.0,,,,,3.0,,,,,,,,,,,,,, +188,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,198.0,943.0,264.0,501.0,3152,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,blaze,conda-forge/blaze,,,7908.0,9925.0,9107.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,5066.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201842.0,,,,,3.0,,,,,,,,,,,,,, +189,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-07-20 13:24:14.000,2023-07-20 08:04:43,5798.0,249.0,311,40.0,1491.0,22.0,183.0,2960,2023-07-20 11:54:19.000,0.42.0,97.0,73.0,31,True,zenml,,,1.0,6296.0,113.0,111.0,https://pypi.org/project/zenml,2023-07-20 11:54:19.000,2.0,6296.0,,,,,,,,2.0,,,,,,,,,,,,,, +190,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2561,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,schematics,conda-forge/schematics,,,139008.0,1918.0,1531.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,138473.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25683.0,,,,,3.0,,,,,,,,,,,,,, +191,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-07-18 21:26:39.000,2023-07-18 05:37:13,821.0,2.0,424,41.0,620.0,259.0,362.0,2218,2023-04-26 00:04:01.470,5.5.0,89.0,104.0,31,True,pynamodb,conda-forge/pynamodb,,,2880860.0,1622.0,1462.0,https://pypi.org/project/pynamodb,2022-02-09 20:57:35.000,160.0,2872915.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,373432.0,,,,,3.0,,,,,,,,,,,,,, +192,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-06-30 02:00:27.000,2023-06-30 01:59:37,218.0,4.0,267,50.0,58.0,43.0,111.0,2050,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,31,True,datasketch,,,19.0,1120546.0,893.0,832.0,https://pypi.org/project/datasketch,2021-12-16 06:00:34.000,61.0,1120546.0,,,,,,,,3.0,,,,,,,,,,,,,, +193,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,497,98.0,402.0,142.0,379.0,1649,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1723558.0,8535.0,7287.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1248.0,1720395.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,123375.0,,,,,3.0,,,,,,,,,,,,,, +194,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-07-16 07:07:21.000,2023-07-02 09:28:55,1047.0,6.0,84,18.0,561.0,80.0,431.0,1545,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,31,True,omegaconf,conda-forge/omegaconf,,,3892281.0,15749.0,15451.0,https://pypi.org/project/omegaconf,2022-05-27 21:48:35.000,298.0,3867858.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1025794.0,,,,,3.0,,,,,,,,,,,,,, +195,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,5.0,212,47.0,177.0,55.0,336.0,1445,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1371888.0,2032.0,1941.0,https://pypi.org/project/pygsheets,2021-02-05 22:34:35.000,91.0,1371888.0,,,,,,,,3.0,,,,,,,,,,,,,, +196,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-06-16 13:25:19.012,2023-02-24 16:19:12,264.0,,101,34.0,67.0,3.0,64.0,1355,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,11949655.0,2836.0,,https://pypi.org/project/python-slugify,2022-04-27 16:08:59.000,2836.0,11929661.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1639527.0,,,,,3.0,,,,,,,,,,,,,, +197,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-07-19 13:31:59.000,2023-07-19 13:31:58,1231.0,97.0,128,20.0,747.0,64.0,330.0,1152,2023-07-10 18:55:30.054,8.1.0,55.0,58.0,31,True,copier,,,,64406.0,485.0,454.0,https://pypi.org/project/copier,2022-06-13 09:59:15.000,31.0,64406.0,,,,,,,,3.0,,,,,,,,,,,,,, +198,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-07-20 04:09:07.000,2023-07-19 07:55:42,494.0,25.0,82,24.0,248.0,30.0,66.0,1094,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,31,True,cleo,conda-forge/cleo,,,12302452.0,15773.0,15538.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,235.0,12293896.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,504827.0,,,,,3.0,,,,,,,,python-poetry/cleo,,,,,, +199,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-07-20 13:24:32.000,2023-06-09 21:25:17,1969.0,66.0,131,43.0,407.0,108.0,248.0,910,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,31,True,intake,conda-forge/intake,,,44031.0,1470.0,1357.0,https://pypi.org/project/intake,2022-01-09 22:33:59.000,113.0,36100.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,444139.0,,,,,2.0,,,,,,,,,,,,,, +200,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,249,18.0,212.0,26.0,301.0,852,2023-03-28 20:22:05.218,1.5.29,140.0,56.0,31,True,fastcore,conda-forge/fastcore,,,617985.0,4217.0,3938.0,https://pypi.org/project/fastcore,2022-06-17 20:16:46.000,279.0,615333.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,50394.0,,,,,3.0,,,,,,,,,,,,,, +201,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-07-18 23:10:36.000,2023-07-18 23:10:35,1153.0,12.0,82,17.0,729.0,15.0,121.0,352,2022-12-24 02:31:16.000,6.0.4,130.0,47.0,31,True,multidict,conda-forge/multidict,,4384.0,69049377.0,3183.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3183.0,68916183.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,9852529.0,,,,,2.0,,,,,,,,,,,,,, +202,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-07-19 16:14:50.000,2023-07-19 16:14:49,799.0,41.0,60,22.0,398.0,157.0,252.0,335,2023-03-14 09:22:38.000,1.13.0,74.0,34.0,31,True,param,conda-forge/param,,,404668.0,7612.0,7469.0,https://pypi.org/project/param,2017-04-26 13:48:49.000,143.0,388021.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1248538.0,,,,,3.0,,,,,,,,,,,,,, +203,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:07:57.000,2023-05-31 09:44:31,300.0,10.0,56,7.0,68.0,3.0,77.0,169,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,29023848.0,3744.0,,https://pypi.org/project/tzlocal,2022-04-02 14:15:58.000,3744.0,28997279.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2258407.0,,,,,3.0,,,,,,,,,,,,,, +204,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-07-20 11:55:54.000,2023-07-19 16:51:34,758.0,22.0,46,44.0,637.0,46.0,164.0,53,2023-07-19 16:54:56.000,2.20.0,73.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3913387.0,2987.0,2977.0,https://pypi.org/project/google-cloud-bigtable,2023-07-19 16:54:56.000,10.0,3910253.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-07-20 09:12:42.419,90898.0,,,,,3.0,,,,,,,,,,,,,, +205,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2020-05-18 12:28:24.318,2023-07-10 19:38:27.374,2023-07-08 02:52:10,814.0,34.0,34,12.0,50.0,2.0,233.0,47,2023-07-07 18:29:11.428,6.0.0,63.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,53042599.0,1184.0,,https://pypi.org/project/importlib-resources,2018-11-01 17:42:19.000,1184.0,52679098.0,https://anaconda.org/conda-forge/importlib_resources,2023-07-10 19:38:27.374,13813042.0,,,,,2.0,,,,,,,,,,,,,, +206,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-07-01 18:46:39.000,2022-05-08 04:08:19,743.0,,945,275.0,291.0,152.0,459.0,17721,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,gooey,conda-forge/gooey,,467.0,6328.0,862.0,786.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,76.0,4925.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,69684.0,,,,,3.0,,,,,,,,,,,,,, +207,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-07-11 15:49:46.000,2023-07-11 15:49:42,3627.0,18.0,592,143.0,967.0,497.0,772.0,7952,2022-12-02 21:02:59.470,4.16.0,68.0,72.0,30,True,vaex,conda-forge/vaex,,270.0,43838.0,566.0,542.0,https://pypi.org/project/vaex,2022-12-02 21:02:59.470,24.0,41725.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,171056.0,,,,,3.0,,,,,,,,,,,,,, +208,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6988,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,records,conda-forge/records,,,221817.0,1223.0,1046.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,221494.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24298.0,,,,,3.0,,,,,,,,,,,,,, +209,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-07-19 10:00:36.000,2023-02-17 21:58:39,2685.0,,847,173.0,739.0,21.0,959.0,5531,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1044.0,30701.0,349.0,337.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,29779.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,43642.0,,,,,2.0,,,,,,,,,,,,,, +210,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5050,,,26.0,28.0,30,False,pdfminer,conda-forge/pdfminer,,,197099.0,4933.0,4127.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,806.0,196714.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,32029.0,,,,,2.0,,,,,,,,,,,,,, +211,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512,91.0,181.0,11.0,420.0,4945,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,425834.0,3359.0,3096.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,263.0,416081.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,477944.0,,,,,1.0,,,,,,,,,,,,,, +212,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-07-18 21:15:42.000,2023-07-18 21:15:15,1092.0,7.0,242,65.0,83.0,24.0,266.0,3362,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,30,True,asciimatics,conda-forge/asciimatics,,,79074.0,991.0,876.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,115.0,76874.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,138618.0,,,,,3.0,,,,,,,,,,,,,, +213,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-07-06 15:30:43.000,2023-04-22 06:02:17,441.0,1.0,287,18.0,111.0,11.0,125.0,3178,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,30,True,gdown,conda-forge/gdown,,,1229755.0,19136.0,18794.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,342.0,1225408.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,199997.0,,,,,2.0,,,,,,,,,,,,,, +214,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-06-30 15:42:00.000,2023-06-30 12:50:12,1155.0,18.0,583,176.0,459.0,95.0,476.0,2985,2023-05-16 09:35:39.748,1.81.2,93.0,82.0,30,False,arctic,conda-forge/arctic,,208.0,5617.0,257.0,224.0,https://pypi.org/project/arctic,2022-09-03 16:53:20.182,33.0,5050.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,28278.0,,,,,3.0,,,,,,,,,,,,,, +215,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-07-19 02:11:06.000,2023-07-02 21:24:27,1012.0,1.0,351,48.0,372.0,80.0,308.0,2913,2022-12-12 07:24:03.639,6.3.0,55.0,102.0,30,True,smart-open,conda-forge/smart_open,,,13969837.0,607.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,607.0,13945885.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,1940146.0,,,,,2.0,,,,,,,,,,,,,, +216,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2374,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,addict,conda-forge/addict,,20.0,2355515.0,6397.0,6027.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,370.0,2350664.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,407553.0,,,,,2.0,,,,,,,,,,,,,, +217,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-07-19 21:26:39.000,2023-07-18 22:08:41,714.0,64.0,99,32.0,951.0,14.0,352.0,2305,2023-07-18 21:18:02.000,1.2.5,268.0,21.0,30,True,whylogs,,,41.0,94437.0,153.0,148.0,https://pypi.org/project/whylogs,2023-07-19 21:25:49.000,5.0,94436.0,,,,,,,,2.0,,,,,,,,,,,,,, +218,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-06-16 13:24:46.417,2022-10-18 10:59:07,785.0,,172,44.0,217.0,103.0,271.0,1867,2022-05-02 09:26:12.000,2.4.16,86.0,47.0,30,True,fs,conda-forge/fs,,,1796478.0,593.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,593.0,1787325.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,640779.0,,,,,3.0,,,,,,,,,,,,,, +219,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-07-17 18:34:16.000,2023-06-20 15:54:36,2284.0,33.0,176,40.0,370.0,27.0,261.0,1834,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,pyscaffold,conda-forge/pyscaffold,,,261784.0,58.0,,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,58.0,256202.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,173051.0,,,,,3.0,,,,,,,,,,,,,, +220,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,10.0,149,94.0,1931.0,160.0,1335.0,1722,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,30,True,datatable,conda-forge/datatable,,2107.0,72972.0,22.0,,https://pypi.org/project/datatable,2018-05-08 01:27:26.000,22.0,72236.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,21930.0,,,,,3.0,,,,,,,,,,,,,, +221,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-07-10 20:47:28.000,2023-06-29 16:05:06,1028.0,4.0,313,70.0,397.0,104.0,365.0,1465,2023-06-23 21:51:00.000,0.23.0,14.0,83.0,30,True,mleap,conda-forge/mleap,,,165863.0,235.0,212.0,https://pypi.org/project/mleap,2022-12-22 21:51:02.574,23.0,163984.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,71402.0,,,,,2.0,,,,,,,,,,,,,, +222,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-06-30 13:35:50.000,2023-06-30 09:48:45,521.0,14.0,69,18.0,181.0,34.0,89.0,1139,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,30,True,questionary,conda-forge/questionary,,,972734.0,9666.0,9341.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,325.0,971338.0,https://anaconda.org/conda-forge/questionary,2023-06-16 19:23:58.654,43297.0,,,,,3.0,,,,,,,,,,,,,, +223,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-07-19 00:03:14.000,2023-07-18 07:39:51,775.0,52.0,42,13.0,215.0,10.0,83.0,1108,2023-07-16 09:30:00.746,0.32.0,61.0,6.0,30,True,python-benedict,conda-forge/python-benedict,,,577674.0,1469.0,1441.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,28.0,573452.0,https://anaconda.org/conda-forge/python-benedict,2023-07-16 12:09:20.959,135107.0,,,,,2.0,,,,,,,,,,,,,, +224,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,307,52.0,210.0,28.0,265.0,1086,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,redis-py-cluster,,,3798.0,1823858.0,1867.0,1650.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,217.0,1823822.0,,,,,,,,3.0,,,,,,,,,,,,,, +225,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-07-08 02:53:55.000,2023-07-08 02:53:54,1205.0,45.0,141,39.0,83.0,4.0,130.0,1057,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,30,True,path,conda-forge/path,,,1287621.0,132.0,,https://pypi.org/project/path,2022-01-07 02:04:26.000,132.0,1276435.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,425068.0,,,,,3.0,,,,,,,,,,,,,, +226,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-07-19 18:58:38.000,2023-07-19 18:58:37,583.0,28.0,133,22.0,469.0,40.0,245.0,879,2023-04-23 16:17:01.440,0.12.1,42.0,42.0,30,True,aiocache,,,6.0,246014.0,1942.0,1825.0,https://pypi.org/project/aiocache,2017-07-23 17:43:22.000,117.0,246014.0,,,,,,,,2.0,,,,,,,,,,,,,, +227,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-06-16 16:13:42.471,2023-06-03 15:37:29,1177.0,1.0,353,74.0,21.0,40.0,602.0,862,2021-12-15 14:02:47.964,5.1.2,46.0,17.0,30,True,cx-Oracle,conda-forge/cx_oracle,,,2455195.0,7785.0,7467.0,https://pypi.org/project/cx-Oracle,2021-11-04 22:08:43.000,318.0,2447136.0,https://anaconda.org/conda-forge/cx_oracle,2023-06-16 16:13:42.471,435213.0,,,,,3.0,,,,,,,,,,,,,, +228,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-25 20:17:17.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,825,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,30,True,anytree,conda-forge/anytree,,,631506.0,16869.0,16554.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,315.0,630727.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,30414.0,,,,,2.0,,,,,,,,,,,,,, +229,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,4.0,46,16.0,75.0,1.0,86.0,774,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,natsort,conda-forge/natsort,,,3208793.0,22456.0,21260.0,https://pypi.org/project/natsort,2018-04-21 03:59:11.000,1196.0,3167213.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1330568.0,,,,,3.0,,,,,,,,,,,,,, +230,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-06-24 07:20:44.000,2020-10-21 17:48:31,219.0,,76,15.0,258.0,46.0,25.0,669,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,12113083.0,42045.0,40007.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2038.0,12040638.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5505835.0,,,,,2.0,,,,,,,,,,,,,, +231,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-07-14 10:40:35.000,2023-06-28 02:55:38,367.0,32.0,113,15.0,92.0,69.0,126.0,650,2023-06-27 20:30:59.000,1.5.5,27.0,52.0,30,True,configargparse,conda-forge/configargparse,,,2723062.0,13762.0,12300.0,https://pypi.org/project/configargparse,2021-10-03 00:17:22.000,1462.0,2700931.0,https://anaconda.org/conda-forge/configargparse,2023-06-27 22:39:32.466,641823.0,,,,,3.0,,,,,,,,,,,,,, +232,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-07-18 10:33:08.000,2023-07-18 10:33:06,513.0,21.0,329,35.0,258.0,37.0,123.0,641,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,201004.0,4362.0,3081.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1281.0,200729.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21197.0,,,,,3.0,,,,,,,,,,,,,, +233,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,512,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,scandir,conda-forge/scandir,,,3755973.0,16996.0,14814.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2182.0,3740089.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1334293.0,,,,,3.0,,,,,,,,,,,,,, +234,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-06-16 13:15:39.073,2022-03-13 00:04:41,186.0,,50,8.0,43.0,18.0,21.0,129,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,isodate,conda-forge/isodate,,,67931651.0,45764.0,43563.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2201.0,67881362.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4425448.0,,,,,3.0,,,,,,,,,,,,,, +235,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,,4496,640.0,744.0,197.0,100.0,22763,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,7491.0,107.0,91.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7431.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1641.0,,,,,3.0,,,,,,,,,,,,,, +236,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6572,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,faust,,,,27395.0,1626.0,1596.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,27395.0,,,,,,,,3.0,,,,,,,,,,,,,, +237,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-07-18 16:43:36.000,2023-07-10 17:12:07,3021.0,20.0,210,28.0,276.0,121.0,750.0,3119,2023-06-02 03:12:00.509,0.22.4,111.0,75.0,29,True,ploomber,conda-forge/ploomber,,,6701.0,93.0,88.0,https://pypi.org/project/ploomber,2022-07-04 15:54:06.000,5.0,3929.0,https://anaconda.org/conda-forge/ploomber,2023-06-02 04:46:56.471,69306.0,,,,,3.0,,,,,,,,,,,,,, +238,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,1.0,139,74.0,52.0,6.0,71.0,3109,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,funcy,conda-forge/funcy,,,1363421.0,8722.0,8117.0,https://pypi.org/project/funcy,2023-01-27 05:46:23.081,605.0,1358843.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,357106.0,,,,,3.0,,,,,,,,,,,,,, +239,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2735,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,,,230999.0,6160.0,6006.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,154.0,229144.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,59379.0,,,,,3.0,"['sklearn', 'pandas']",,,,,,,,,,,,, +240,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-06-24 15:26:31.000,2023-06-24 15:26:30,816.0,6.0,637,143.0,446.0,135.0,396.0,2685,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,pandas-datareader,conda-forge/pandas-datareader,,,414974.0,838.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,838.0,410944.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,302284.0,,,,,3.0,,,,,,,,,,,,,, +241,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-07-20 06:59:36.000,2023-07-19 20:11:01,3836.0,21.0,308,32.0,312.0,135.0,534.0,2351,2023-05-15 21:07:09.000,2.7,208.0,92.0,29,True,pyinfra,,,,26082.0,93.0,82.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,26082.0,,,,,,,,3.0,,,,,,,,,,,,,, +242,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-07-19 16:22:03.000,2023-07-19 16:22:02,5616.0,56.0,504,109.0,923.0,588.0,940.0,2024,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,29,False,wx,conda-forge/wxpython,,3269.0,20405.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,671689.0,,,,,3.0,,,,,,,,,,,,,, +243,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-06-16 16:16:49.028,2023-04-04 06:37:59,1001.0,,59,23.0,98.0,113.0,66.0,1711,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1074351.0,1215.0,1111.0,https://pypi.org/project/glom,2022-01-24 09:34:02.000,104.0,1073832.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,23911.0,,,,,3.0,,,,,,,,,,,,,, +244,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,132,32.0,80.0,34.0,54.0,1397,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,860920.0,10481.0,8978.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1503.0,857241.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,272314.0,,,,,3.0,,,,,,,,,,,,,, +245,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-07-18 13:41:29.000,2023-07-06 00:16:40,621.0,12.0,58,16.0,223.0,3.0,52.0,1315,2023-01-02 18:35:41.085,0.22.1,41.0,14.0,29,True,bidict,conda-forge/bidict,,,1771986.0,15417.0,14933.0,https://pypi.org/project/bidict,2022-03-23 22:21:10.000,484.0,1768218.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,309021.0,,,,,3.0,,,,,,,,,,,,,, +246,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,5.0,57,26.0,40.0,85.0,72.0,1245,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,29,True,strictyaml,conda-forge/strictyaml,,,563749.0,1913.0,1674.0,https://pypi.org/project/strictyaml,2022-10-08 14:30:01.013,239.0,560499.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,204802.0,,,,,3.0,,,,,,,,,,,,,, +247,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,1.0,218,48.0,178.0,22.0,760.0,1187,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,py2neo,conda-forge/py2neo,,,186627.0,636.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,636.0,185806.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,59958.0,,,,,3.0,,,,,,,,,,,,,, +248,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,6.0,80,25.0,51.0,6.0,39.0,687,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,29,True,munch,conda-forge/munch,,,3296782.0,836.0,,https://pypi.org/project/munch,2020-03-09 16:20:42.000,836.0,1541909.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3509746.0,,,,,3.0,,,,,,,,,,,,,, +249,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,103,26.0,126.0,65.0,96.0,669,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,8267522.0,9760.0,8527.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1233.0,8265544.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,162209.0,,,,,3.0,,,,,,,,,,,,,, +250,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-07-20 08:54:37.169,2023-07-18 11:02:37,296.0,2.0,32,11.0,72.0,5.0,26.0,369,2023-07-18 11:35:10.596,2.4.7,40.0,14.0,29,True,srsly,conda-forge/srsly,,,3888568.0,30493.0,30204.0,https://pypi.org/project/srsly,2022-10-18 11:56:00.909,289.0,3854783.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1250068.0,,,,,3.0,,,,,,,,,,,,,, +251,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,44,29.0,53.0,5.0,35.0,184,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,9950814.0,9142.0,8777.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,365.0,9946684.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,359337.0,,,,,3.0,,,,,,,,,,,,,, +252,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2580,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,25893.0,2272.0,2227.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,25893.0,,,,,,,,3.0,,,,,,,,,,,,,, +253,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-06-13 21:26:28.294,2023-06-13 03:03:37,478.0,4.0,101,31.0,81.0,14.0,124.0,2309,2023-06-13 03:05:02.225,1.3.5,85.0,17.0,28,True,swifter,conda-forge/swifter,,,318354.0,1062.0,1021.0,https://pypi.org/project/swifter,2022-08-16 23:32:02.827,41.0,314043.0,https://anaconda.org/conda-forge/swifter,2023-06-13 21:26:28.294,219894.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +254,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1882,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8720305.0,2198.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2198.0,8703136.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1407913.0,,,,,3.0,,,,,,,,,,,,,, +255,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-07-07 16:38:10.000,2023-07-07 16:38:04,154.0,1.0,116,23.0,108.0,49.0,42.0,1844,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,368268.0,6549.0,6464.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,85.0,367772.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,18869.0,,,,,3.0,,,,,,,,,,,,,, +256,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1256,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,,,1491344.0,2282.0,2201.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,81.0,1476445.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,372485.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +257,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-07-18 14:53:19.000,2023-07-01 10:01:30,762.0,14.0,53,16.0,419.0,170.0,164.0,1233,2023-07-01 10:01:24.000,0.9.1,30.0,24.0,28,True,prisma,,,,29840.0,334.0,329.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,5.0,29840.0,,,,,,,,3.0,,,,,,,,,,,,,, +258,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-07-17 17:12:07.000,2023-07-16 21:51:27,1705.0,37.0,72,14.0,406.0,103.0,230.0,1064,2023-07-14 12:06:06.035,0.118.0,238.0,41.0,28,True,piccolo,,,,20439.0,275.0,266.0,https://pypi.org/project/piccolo,2022-07-06 21:02:22.000,9.0,20439.0,,,,,,,,3.0,,,,,,,,,,,,,, +259,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,603,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,True,happybase,conda-forge/happybase,,,82430.0,991.0,763.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,228.0,80636.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,152568.0,,,,,3.0,,,,,,,,,,,,,, +260,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,567,,,8.0,12.0,28,False,dataclasses,conda-forge/dataclasses,,,10275162.0,57006.0,54738.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2268.0,10105642.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10510286.0,,,,,3.0,,,,,,,,,,,,,, +261,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,2.0,136,25.0,106.0,65.0,59.0,506,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,294305.0,6033.0,4683.0,https://pypi.org/project/beaker,2022-12-07 00:52:49.269,1350.0,293376.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,70633.0,,,,,3.0,,,,,,,,,,,,,, +262,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-07-17 17:20:08.000,2023-06-16 06:52:40,694.0,5.0,44,11.0,78.0,12.0,92.0,481,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,python-rapidjson,conda-forge/python-rapidjson,,,1182200.0,4505.0,4244.0,https://pypi.org/project/python-rapidjson,2022-10-17 06:33:01.159,261.0,1166125.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1253911.0,,,,,3.0,,,,,,,,,,,,,, +263,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-06-16 13:25:05.988,2022-08-26 08:23:03,611.0,,134,13.0,92.0,22.0,172.0,469,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,244.0,189697.0,7042.0,4661.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2381.0,187158.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,211436.0,,,,,3.0,,,,,,,,,,,,,, +264,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,17.0,87.0,67.0,96.0,295,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,configobj,conda-forge/configobj,,164.0,2579883.0,30781.0,27403.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3378.0,2568584.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,677911.0,,,,,3.0,,,,,,,,,,,,,, +265,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,8.0,37,8.0,28.0,24.0,30.0,239,2023-04-27 05:31:58.000,1.8.2,15.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10731942.0,2765.0,,https://pypi.org/project/send2trash,2021-08-21 03:44:45.000,2765.0,10576790.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,10240054.0,,,,,3.0,,,,,,,,,,,,,, +266,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,227,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,9826353.0,46126.0,38141.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7985.0,9811290.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1250246.0,,,,,3.0,,,,,,,,,,,,,, +267,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,54,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,cloudant,conda-forge/cloudant,,,102885.0,2401.0,2111.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,101574.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,107545.0,,,,,3.0,,,,,,,,,,,,,, +268,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-07-06 18:56:38.000,2023-07-06 18:56:38,494.0,4.0,27,6.0,46.0,3.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,pathlib2,conda-forge/pathlib2,,,6842997.0,61395.0,57101.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4294.0,6813151.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2507116.0,,,,,3.0,,,,,,,,,,,,,, +269,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-07-18 15:50:42.000,2023-07-14 23:57:02,1865.0,9.0,586,129.0,1277.0,207.0,1067.0,7328,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,27,True,hydra,conda-forge/hydra-core,,,25430.0,8.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8210.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,706036.0,,,,,3.0,,,,,,,,,,,,,, +270,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,150.0,293.0,119.0,175.0,6090,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,2639.0,109.0,105.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2639.0,,,,,,,,3.0,,,,,,,,,,,,,, +271,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-07-17 14:05:15.000,2022-03-10 10:33:50,585.0,,509,84.0,246.0,99.0,129.0,3580,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,143340.0,125.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,125.0,143081.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21239.0,,,,,3.0,,,,,,,,,,,,,, +272,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3138,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,True,flexx,conda-forge/flexx,,,1684.0,151.0,130.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,21.0,483.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,100907.0,,,,,3.0,,,,,,,,,,,,,, +273,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-07-20 10:33:51.000,2023-07-16 22:18:00,526.0,3.0,122,49.0,55.0,11.0,121.0,2194,2021-01-12 19:21:07.000,1.4.3,14.0,28.0,27,True,pyfunctional,,,,248623.0,658.0,639.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,248623.0,,,,,,,,3.0,,,,,,,,,,,,,, +274,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,490,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2609.0,200.0,164.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2609.0,,,,,,,,3.0,,,,,,,,,,,,,, +275,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,127,30.0,74.0,35.0,69.0,1041,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,224320.0,3662.0,3445.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,217.0,222918.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,78517.0,,,,,3.0,,,,,,,,,,,,,, +276,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,949,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,bcolz,conda-forge/bcolz,,,17838.0,2430.0,1922.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,13487.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,335054.0,,,,,3.0,,,,,,,,,,,,,, +277,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,3.0,80,14.0,130.0,35.0,96.0,857,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,mss,conda-forge/python-mss,,,628821.0,243.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,243.0,628074.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,27666.0,,,,,3.0,,,,,,,,,,,,,, +278,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,118,19.0,62.0,25.0,104.0,819,2023-01-14 17:39:00.612,2.0.0,28.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,551934.0,2095.0,1981.0,https://pypi.org/project/pyahocorasick,2022-05-04 14:25:29.000,114.0,549006.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,196225.0,,,,,3.0,,,,,,,,,,,,,, +279,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-07-19 23:58:12.000,2023-07-17 17:04:30,6168.0,150.0,30,10.0,242.0,37.0,534.0,348,2023-06-25 04:41:46.000,1.4.6,183.0,21.0,27,True,static-frame,conda-forge/static-frame,,,11213.0,21.0,19.0,https://pypi.org/project/static-frame,2022-07-01 23:38:22.000,2.0,3732.0,https://anaconda.org/conda-forge/static-frame,2023-06-25 18:40:27.043,284314.0,,,,,3.0,,,,,,,,static-frame/static-frame,,,,,, +280,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,61,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,ptyprocess,conda-forge/ptyprocess,,,33689463.0,13017.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13017.0,33529100.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,13951652.0,,,,,3.0,,,,,,,,,,,,,, +281,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,2.0,189,30.0,52.0,75.0,124.0,3167,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,pandarallel,conda-forge/pandarallel,,,306081.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,305151.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,23274.0,,,,,3.0,"['pandas', 'jupyter']",,,,,,,,,,,,, +282,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-07-15 18:37:55.000,2023-07-15 18:37:54,284.0,9.0,231,29.0,130.0,85.0,112.0,2437,2023-01-07 01:51:08.612,1.41.0,83.0,26.0,26,True,img2dataset,,,1268.0,25043.0,59.0,58.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,24988.0,,,,,,,,3.0,,,,,,,,,,,,,, +283,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-06-16 16:11:49.001,2023-02-22 03:50:44,49.0,,100,35.0,99.0,20.0,138.0,2237,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,38.0,1542666.0,327.0,,https://pypi.org/project/python-box,2022-04-02 02:29:07.000,327.0,1535749.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,435802.0,,,,,3.0,,,,,,,,,,,,,, +284,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-07-13 17:24:45.000,2023-05-24 18:39:09,2701.0,6.0,132,51.0,297.0,46.0,190.0,1485,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,678.0,4669.0,299.0,216.0,https://pypi.org/project/enaml,2022-06-13 19:19:59.000,83.0,2417.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,152525.0,,,,,3.0,,,,,,,,,,,,,, +285,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-06-16 16:11:57.246,2022-11-18 21:43:07,115.0,,53,24.0,62.0,16.0,33.0,1042,2022-09-14 17:50:12.000,0.19,19.0,13.0,26,True,immutables,conda-forge/immutables,,,1305487.0,6049.0,5935.0,https://pypi.org/project/immutables,2022-05-22 07:46:18.000,114.0,1290505.0,https://anaconda.org/conda-forge/immutables,2023-06-16 16:11:57.246,928938.0,,,,,3.0,,,,,,,,,,,,,, +286,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-07-19 07:38:20.262,2023-06-05 14:52:29,167.0,2.0,86,27.0,39.0,5.0,69.0,815,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,email-validator,conda-forge/email-validator,,,7263523.0,369.0,,https://pypi.org/project/email-validator,2023-01-21 10:48:02.235,369.0,7260912.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,94029.0,,,,,3.0,,,,,,,,,-2.0,,,,, +287,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-07-13 04:17:07.000,2023-07-13 04:17:06,672.0,21.0,44,22.0,510.0,5.0,33.0,720,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,325198.0,110.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,110.0,324905.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14362.0,,,,,3.0,,,,,,,,,,,,,, +288,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-07-10 23:55:54.174,2023-07-10 14:03:05,1386.0,40.0,48,17.0,135.0,3.0,13.0,690,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,ubelt,conda-forge/ubelt,,,15955.0,2858.0,2797.0,https://pypi.org/project/ubelt,2022-07-01 03:06:55.000,61.0,13305.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,58300.0,,,,,3.0,,,,,,,,,,,,,, +289,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-07-03 18:45:17.000,2023-07-03 18:44:33,9912.0,40.0,43,14.0,9.0,6.0,8.0,482,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,pandas-summary,,,,76412.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,76412.0,,,,,,,,3.0,['pandas'],,,,,,,polyaxon/traceml,,,,,, +290,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,467,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,pyscreenshot,,,,487807.0,2581.0,2323.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,258.0,487807.0,,,,,,,,3.0,,,,,,,,,,,,,, +291,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,27611.0,14434.0,14418.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,27389.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,4891.0,,,,,3.0,,,,,,,,,,,,,, +292,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,11.0,50.0,21.0,35.0,306,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,18406521.0,307.0,,https://pypi.org/project/typing_inspect,2021-06-07 16:12:08.000,307.0,18376273.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1542686.0,,,,,3.0,,,,,,,,,,,,,, +293,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,26,False,tabulator,conda-forge/tabulator-py,,,201830.0,73.0,,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,201098.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53451.0,,,,,3.0,,,,,,,,,,,,,, +294,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-11 13:07:59.000,2023-07-11 13:07:58,124.0,1.0,22,9.0,49.0,4.0,7.0,160,2022-10-18 07:02:35.916,1.0.2,25.0,12.0,26,True,catalogue,conda-forge/catalogue,,,3748406.0,26586.0,26515.0,https://pypi.org/project/catalogue,2022-07-06 07:43:27.000,71.0,3724189.0,https://anaconda.org/conda-forge/catalogue,2023-06-16 16:18:51.234,1065562.0,,,,,3.0,,,,,,,,,,,,,, +295,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,269.0,1779.0,59,2023-03-11 17:00:14.601,3.1.2,104.0,,26,False,openpyxl,openpyxl,,,58629779.0,7778.0,,https://pypi.org/project/openpyxl,2023-01-31 14:41:32.529,7748.0,58627841.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,177165.0,,,,,3.0,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1218.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +296,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,12151328.0,72222.0,69517.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2705.0,12138794.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1115530.0,,,,,3.0,,,,,,,,,,,,,, +297,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-20 11:45:50.000,2023-05-20 15:36:34,375.0,1.0,137,30.0,223.0,57.0,139.0,1639,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,52019.0,436.0,417.0,https://pypi.org/project/arq,2022-03-09 17:53:27.000,19.0,51721.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8070.0,,,,,3.0,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1556,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,6137.0,197.0,164.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6137.0,,,,,,,,3.0,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,True,streamparse,,,,6583.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,6583.0,,,,,,,,3.0,,,,,,,,,,,,,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-07-17 14:10:21.000,2023-05-19 04:32:00,6411.0,3.0,224,40.0,1034.0,7.0,209.0,1391,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,optimuspyspark,,,,12624.0,,,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,12624.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2317.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2317.0,,,,,,,,3.0,,,,,,,,,,,,,, +302,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,140,44.0,53.0,20.0,19.0,1143,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,763466.0,352.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,763466.0,,,,,,,,3.0,,,,,,,,,,,,,, +303,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1117,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,372.0,221803.0,247.0,214.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,221800.0,,,,,,,,3.0,,,,,,,,,,,,,, +304,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1063,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,pluginbase,conda-forge/pluginbase,,,560210.0,2074.0,1905.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,555710.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,297024.0,,,,,3.0,,,,,,,,,,,,,, +305,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,132,10.0,22.0,25.0,19.0,636,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,ratelimit,conda-forge/ratelimit,,,4278084.0,2918.0,2704.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,214.0,4277708.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11304.0,,,,,3.0,,,,,,,,,,,,,, +306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-06-16 19:23:05.879,2022-09-12 17:36:02,282.0,,50,10.0,26.0,15.0,71.0,592,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,322923.0,1139.0,1116.0,https://pypi.org/project/pysimdjson,2021-06-21 14:56:08.000,23.0,320716.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,72859.0,,,,,3.0,,,,,,,,,,,,,, +307,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,386,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,25,False,messytables,,,,19589.0,410.0,286.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,19589.0,,,,,,,,3.0,,,,,,,,,,,,,, +308,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,54.0,60.0,,90.0,306,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,95.0,523789.0,194.0,172.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,523788.0,,,,,,,,3.0,,,,,,,,,,,,,, +309,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-06-09 22:54:49.000,2023-05-28 07:57:36,3381.0,33.0,32,16.0,80.0,23.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,25,True,dbnd,,,,87674.0,58.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,87674.0,,,,,,,,3.0,,,,,,,,,,,,,, +310,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-06-15 13:15:37.000,2023-06-15 13:15:37,294.0,12.0,40,8.0,38.0,8.0,37.0,146,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,25,True,filedepot,,,,21444.0,884.0,837.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,21444.0,,,,,,,,3.0,,,,,,,,,,,,,, +311,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,18,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,17.0,64.0,25,False,clint,conda-forge/clint,,113.0,111611.0,5726.0,4399.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1327.0,110981.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,54198.0,,,,,3.0,,,,,,,,,,,,,, +312,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,24,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,15790908.0,7980.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7980.0,15615636.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,15248714.0,,,,,3.0,,,,,,,,,,,,,, +313,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3947,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,storm,,,,3230.0,135.0,60.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3230.0,,,,,,,,3.0,,,,,,,,,,,,,, +314,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-07-16 08:02:25.000,2023-07-15 06:01:34,603.0,4.0,364,48.0,105.0,182.0,102.0,2210,2011-12-30 16:40:09.000,11.12.30,16.0,43.0,24,True,camelot,,,,6191.0,10.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,6191.0,,,,,,,,3.0,,,,,,,,,,,,,, +315,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 12:18:15.000,2023-03-22 14:52:27,240.0,,89,41.0,41.0,21.0,46.0,1433,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,pypeln,conda-forge/pypeln,,,21589.0,114.0,103.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,21204.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,13891.0,,,,,3.0,,,,,,,,,,,,,, +316,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-07-17 12:09:16.000,2023-07-17 12:09:12,319.0,5.0,74,44.0,225.0,42.0,40.0,1296,2023-06-20 08:17:02.907,0.18.0,32.0,28.0,24,True,tasktiger,,,,3196.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,3196.0,,,,,,,,3.0,,,,,,,,,,,,,, +317,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,98.0,460,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,hickle,conda-forge/hickle,,,34651.0,640.0,551.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,89.0,34230.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,22777.0,,,,,3.0,,,,,,,,,,,,,, +318,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,456,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,cachier,,,,28306.0,424.0,397.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,28306.0,,,,,,,,3.0,,,,,,,,python-cachier/cachier,,,,,, +319,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-10 11:10:09.000,2023-07-10 11:10:02,908.0,31.0,22,17.0,166.0,10.0,12.0,326,2023-07-10 11:13:01.206,17.3.4,246.0,18.0,24,True,aiomisc,,,,18401.0,362.0,327.0,https://pypi.org/project/aiomisc,2022-06-14 12:46:38.000,35.0,18401.0,,,,,,,,3.0,,,,,,,,,,,,,, +320,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,4.0,29,6.0,123.0,2.0,77.0,139,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,24,True,everett,conda-forge/everett,,,108399.0,845.0,800.0,https://pypi.org/project/everett,2022-01-13 16:31:48.000,45.0,107525.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,41078.0,,,,,3.0,,,,,,,,,,,,,, +321,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,25,6.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,66.0,97027.0,2684.0,2492.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,192.0,96652.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,25920.0,,,,,3.0,,,,,,,,,,,,,, +322,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3232,,,4.0,19.0,23,False,macropy3,,,,186.0,589.0,559.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,186.0,,,,,,,,3.0,,,,,,,,,,,,,, +323,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,pinject,conda-forge/pinject,,,53751.0,180.0,159.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,53574.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,3908.0,,,,,3.0,,,,,,,,,,,,,, +324,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,121,13.0,32.0,31.0,42.0,796,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,23,True,pickledb,,,,20461.0,1251.0,1157.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,94.0,20461.0,,,,,,,,3.0,,,,,,,,,,,,,, +325,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,7.0,18.0,23,False,pymodm,conda-forge/pymodm,,,90873.0,692.0,609.0,https://pypi.org/project/pymodm,2017-03-10 23:55:29.000,83.0,90756.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4823.0,,,,,3.0,,,,,,,,,,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-06-16 13:19:04.224,2021-09-23 16:12:06,380.0,,57,19.0,13.0,16.0,24.0,258,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,deepdish,conda-forge/deepdish,,,13982.0,846.0,762.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,84.0,12888.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,87529.0,,,,,3.0,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,258,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,9786.0,182.0,174.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9631.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4353.0,,,,,3.0,,,,,,,,,,,,,, +328,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-07-20 12:14:47.000,2023-07-13 13:17:24,5365.0,56.0,42,14.0,600.0,33.0,79.0,189,2023-07-05 09:18:14.000,0.8.5,18.0,33.0,23,True,batchflow,,,,784.0,5.0,5.0,https://pypi.org/project/batchflow,2022-07-07 14:33:11.000,,784.0,,,,,,,,3.0,,,,,,,,,,,,,, +329,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-07-17 20:29:26.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,14.0,14.0,125,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,docopt-ng,,,,44716.0,194.0,163.0,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,31.0,44716.0,,,,,,,,3.0,,,,,,,,,,,,,, +330,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-07-19 13:22:10.000,2023-07-19 13:09:02,1604.0,431.0,4,3.0,680.0,15.0,25.0,40,2023-07-16 10:24:00.631,4.6.3,62.0,6.0,23,False,click-extra,,,244.0,5591.0,61.0,55.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,6.0,5580.0,,,,,,,,3.0,,,,,,,,,,,,,, +331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3495,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,26024.0,397.0,364.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,26024.0,,,,,,,,3.0,,,,,,,,,,,,,, +332,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2701,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,,,95.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,95.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +333,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,37.0,214.0,46.0,56.0,2425,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19715.0,758.0,,,,,,,,,,,,,,2.0,,,,,,,,,,,,,, +334,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1747,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,5980.0,198.0,167.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,5980.0,,,,,,,,3.0,,,,,,,,,,,,,, +335,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,143,40.0,22.0,20.0,11.0,1545,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,139366.0,185.0,163.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,22.0,139366.0,,,,,,,,3.0,,,,,,,,,,,,,, +336,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,22,False,db.py,,,,1146.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,1146.0,,,,,,,,3.0,,,,,,,,,,,,,, +337,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,4.0,135,62.0,76.0,167.0,149.0,848,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,rows,,,38.0,731.0,188.0,159.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,731.0,,,,,,,,3.0,,,,,,,,,,,,,, +338,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,26.0,841,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,unsync,conda-forge/unsync,,,21417.0,216.0,197.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,21125.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,10839.0,,,,,3.0,,,,,,,,,,,,,, +339,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-06-24 20:43:54.000,2023-05-02 12:53:18,107.0,13.0,28,11.0,49.0,12.0,12.0,687,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,dirty-equals,conda-forge/dirty-equals,,,46910.0,178.0,172.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,6.0,44759.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,34426.0,,,,,3.0,,,,,,,,,,,,,, +340,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,534,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2485.0,108.0,99.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,1891.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,10704.0,,,,,3.0,,,,,,,,,,,,,, +341,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,57813.0,11037.0,8991.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,57813.0,,,,,,,,3.0,,,,,,,,,,,,,, +342,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,52483.0,4488.0,3304.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,51703.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,67915.0,,,,,3.0,,,,,,,,,,,,,, +343,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,122,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,315965.0,1717.0,1666.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,51.0,313828.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,66251.0,,,,,3.0,,,,,,,,,,,,,, +344,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10579,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,37.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,37.0,,,,,,,,3.0,,,,,,,,,,,,,, +345,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-07-18 02:18:20.000,2023-02-21 10:55:54,98.0,,38,17.0,66.0,6.0,4.0,1077,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,21,True,asyncer,conda-forge/asyncer,,,58009.0,678.0,661.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,57769.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,4324.0,,,,,3.0,,,,,,,,,,,,,, +346,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-07-01 15:18:31.000,2023-01-03 19:16:25,478.0,,76,21.0,211.0,72.0,80.0,810,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,odmantic,,,,13607.0,6.0,,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,13607.0,,,,,,,,3.0,,,,,,,,,,,,,, +347,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,709,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,,,2036.0,61.0,55.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1249.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,25185.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,278,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,13422.0,142.0,136.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13422.0,,,,,,,,3.0,,,,,,,,,,,,,, +349,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,valideer,conda-forge/valideer,,,13947.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,13708.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20862.0,,,,,3.0,,,,,,,,,,,,,, +350,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-20 11:08:35.000,2023-04-26 16:56:57,532.0,9.0,9,6.0,108.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,typical,conda-forge/typical,,,5968.0,74.0,70.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,4793.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,30556.0,,,,,3.0,,,,,,,,,,,,,, +351,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,stopit,conda-forge/stopit,,,179857.0,1957.0,1832.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,169866.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,659456.0,,,,,3.0,,,,,,,,,,,,,, +352,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-06-27 16:05:15.537,2023-06-23 18:04:56,79.0,2.0,123,34.0,10.0,8.0,152.0,3069,2023-06-23 18:07:07.000,2.1.14,60.0,1.0,20,False,ptext-joris-schellekens,conda-forge/borb,,,1707.0,175.0,175.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,15.0,https://anaconda.org/conda-forge/borb,2023-06-27 16:05:15.537,38917.0,,,,,3.0,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,137,69.0,4.0,1.0,40.0,2020,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2270.0,50.0,41.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2270.0,,,,,,,,3.0,,,,,,,,,,,,,, +354,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,202,40.0,56.0,81.0,39.0,1322,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,excalibur-py,,,10714.0,1331.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1144.0,,,,,,,,3.0,,,,,,,,,,,,,, +355,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,874,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,mrq,,,,103.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,103.0,,,,,,,,3.0,,,,,,,,,,,,,, +356,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,45,15.0,33.0,19.0,9.0,272,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,price-parser,,,,56071.0,380.0,373.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,7.0,56071.0,,,,,,,,3.0,,,,,,,,,,,,,, +357,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,26,7.0,48.0,6.0,10.0,245,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,32587.0,285.0,251.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,32587.0,,,,,,,,3.0,,,,,,,,,,,,,, +358,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,fletcher,conda-forge/fletcher,,17.0,1233.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,237.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,59792.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1973,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,,,,37.0,37.0,,,,,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +360,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1089,2022-05-12 11:29:27.000,1.0,6.0,31.0,19,True,colout,,,,1254.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1254.0,,,,,,,,3.0,,,,,,,,,,,,,, +361,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2022-10-26 17:04:54.000,2022-10-26 17:04:54,269.0,,74,24.0,19.0,11.0,13.0,950,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,19,True,d6tflow,,,,307.0,25.0,25.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,307.0,,,,,,,,3.0,,,,,,,,,,,,,, +362,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,3346.0,152.0,125.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3346.0,,,,,,,,3.0,,,,,,,,,,,,,, +363,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-07-19 17:31:23.000,2023-07-19 15:09:15,583.0,85.0,20,4.0,229.0,3.0,,229,2023-07-19 15:09:37.000,1.1.167,438.0,9.0,19,True,upgini,,,,5837.0,1.0,1.0,https://pypi.org/project/upgini,2023-07-19 17:31:23.000,,5837.0,,,,,,,,3.0,,,,,,,,,,,,,, +364,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,6.0,9.0,14.0,5.0,194,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,49787.0,789.0,785.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,49787.0,,,,,,,,3.0,,,,,,,,,,,,,, +365,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,6.0,22.0,147,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,58756.0,150.0,139.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,11.0,58756.0,,,,,,,,3.0,,,,,,,,,,,,,, +366,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,319.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,319.0,,,,,,,,3.0,,,,,,,,,,,,,, +367,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-07-12 22:41:22.000,2023-06-18 17:18:09,2656.0,22.0,111,28.0,188.0,48.0,291.0,1104,,,,39.0,18,True,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,524.0,39.0,31.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,524.0,,,,,,,,3.0,,,,,,,,,,,,,, +369,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,11.0,31.0,22.0,20.0,622,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,pugsql,,,,5187.0,59.0,56.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5187.0,,,,,,,,3.0,,,,,,,,,,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,9.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,validr,,,,9679.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,9679.0,,,,,,,,3.0,,,,,,,,,,,,,, +371,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-07-11 17:34:29.000,2023-05-01 19:51:54,163.0,2.0,105,57.0,68.0,24.0,16.0,2013,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,mara-pipelines,,,,125.0,1.0,,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,125.0,,,,,,,,3.0,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1340,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,73.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,73.0,,,,,,,,3.0,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,944,,,,1000.0,17,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,4.0,13,8.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,flupy,,,,140784.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,140784.0,,,,,,,,3.0,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,768,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,csvs-to-sqlite,,,,1934.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1934.0,,,,,,,,3.0,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,22.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,22.0,,,,,,,,3.0,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,,,231.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,231.0,,,,,,,,3.0,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,18,11.0,119.0,20.0,57.0,424,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,522.0,12.0,12.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,522.0,,,,,,,,3.0,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-07-20 12:20:15.000,2023-07-19 15:54:34,114.0,3.0,6,13.0,129.0,4.0,2.0,266,2023-03-02 13:18:02.345,0.19.0,95.0,14.0,16,True,squirrel-core,squirrel-core,,,1305.0,3.0,2.0,https://pypi.org/project/squirrel-core,2022-07-06 12:13:21.000,,1305.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,,,,,3.0,,,,,,,,,,,1.0,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,55.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,54.0,2.0,2.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,54.0,,,,,,,,3.0,,,,,,,,,,,,,, +381,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,713,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,supersqlite,,,,208.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,208.0,,,,,,,,3.0,,,,,,,,,,,,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,35579.0,482.0,473.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,35579.0,,,,,,,,3.0,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,537.0,32.0,27.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,537.0,,,,,,,,3.0,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,,,93.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,93.0,,,,,,,,3.0,['pandas'],,,,,,,,,,,,, +385,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,80.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,80.0,,,,,,,,3.0,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,11.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,106.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,106.0,,,,,,,,3.0,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,763,,,,3.0,7,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 037d6bf..f140847 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- Airflow (πŸ₯‡47 Β· ⭐ 31K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- click (πŸ₯‡46 Β· ⭐ 14K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 -- boto3 (πŸ₯‡46 Β· ⭐ 8.2K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 -- deepdiff (πŸ₯‡35 Β· ⭐ 1.7K Β· πŸ“ˆ) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- path (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ“ˆ) - Object-oriented file system path manipulation. MIT +- polars (πŸ₯ˆ39 Β· ⭐ 19K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +- PyYAML (πŸ₯‡39 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT +- MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K Β· πŸ“ˆ) - A Python Object-Document-Mapper for working with MongoDB. MIT +- zarr (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +- Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.4K Β· πŸ“ˆ) - Prometheus instrumentation library for Python.. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- polars (πŸ₯ˆ38 Β· ⭐ 19K Β· πŸ“‰) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT -- MongoEngine (πŸ₯ˆ37 Β· ⭐ 4K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT -- anyio (πŸ₯‡37 Β· ⭐ 1.3K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT -- gdown (πŸ₯ˆ30 Β· ⭐ 3.2K Β· πŸ“‰) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- tabulator-py (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- python-dotenv (πŸ₯‡37 Β· ⭐ 6.2K Β· πŸ“‰) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +- s3fs (πŸ₯ˆ34 Β· ⭐ 710 Β· πŸ“‰) - S3 Filesystem. BSD-3 +- boltons (πŸ₯ˆ33 Β· ⭐ 6.2K Β· πŸ“‰) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +- tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.7K Β· πŸ“‰) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +- python-email-validator (πŸ₯‰26 Β· ⭐ 820 Β· πŸ“‰) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 From 688bb196a275744b943b7abc6f1eb3b29cf33fc9 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 27 Jul 2023 13:32:38 +0000 Subject: [PATCH 21/70] Update best-of list for version 2023.07.27 --- README.md | 1529 ++++++++++++++++--------------- history/2023-07-27_changes.md | 20 + history/2023-07-27_projects.csv | 390 ++++++++ latest-changes.md | 20 +- 4 files changed, 1192 insertions(+), 767 deletions(-) create mode 100644 history/2023-07-27_changes.md create mode 100644 history/2023-07-27_projects.csv diff --git a/README.md b/README.md index 5937878..6817819 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 33M Β· πŸ“¦ 460K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 460K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -106,52 +106,52 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 240K Β· πŸ“¦ 64K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 240K Β· πŸ“¦ 65K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 11M / month Β· πŸ“¦ 290 Β· ⏱️ 21.01.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 11M / month Β· πŸ“¦ 290 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.1M / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ38 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.6K Β· πŸ“ˆ) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 88K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 89K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 23M / month Β· πŸ“¦ 10K Β· ⏱️ 05.09.2016): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 23M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.9M Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge marshmallow ```
-
dill (πŸ₯ˆ36 Β· ⭐ 1.9K) - serialize all of python. BSD-3 +
dill (πŸ₯ˆ37 Β· ⭐ 2K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 480 - 34% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 490 - 34% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 25M / month Β· πŸ“¦ 3.8K Β· ⏱️ 20.05.2022): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 26M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.5M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ``` @@ -163,7 +163,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 03.01.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 06.04.2023): ``` pip install simplejson ``` @@ -179,11 +179,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 10M / month Β· πŸ“¦ 970 Β· ⏱️ 10.01.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 980 Β· ⏱️ 07.07.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 830K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 840K Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge orjson ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.7M / month Β· πŸ“¦ 4.4K Β· ⏱️ 06.01.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` @@ -206,7 +206,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“₯ 25 Β· πŸ“¦ 84K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“₯ 25 Β· πŸ“¦ 84K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/cloudpipe/cloudpickle @@ -220,46 +220,46 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge cloudpickle ```
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jsonpickle (πŸ₯‰34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 230 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 3% open Β· ⏱️ 21.07.2023): ``` - git clone https://github.com/jsonpickle/jsonpickle + git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 7.8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 11.05.2022): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 33M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): ``` - pip install jsonpickle + pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge jsonpickle + conda install -c conda-forge msgpack-python ```
-
msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
jsonpickle (πŸ₯‰34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 2% open Β· ⏱️ 23.05.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 26.05.2023): ``` - git clone https://github.com/msgpack/msgpack-python + git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 33M / month Β· πŸ“¦ 2.2K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 7.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): ``` - pip install msgpack + pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge msgpack-python + conda install -c conda-forge jsonpickle ```
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srsly (πŸ₯‰29 Β· ⭐ 370) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
srsly (πŸ₯‰30 Β· ⭐ 380) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 30K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 30K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 3.9M / month Β· πŸ“¦ 290 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.3M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): ``` pip install srsly ``` @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰28 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.2K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 16.06.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 43 Β· πŸ“¦ 4.3K Β· πŸ“‹ 100 - 12% open Β· ⏱️ 16.06.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.2M / month Β· πŸ“¦ 260 Β· ⏱️ 17.10.2022): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.2M / month Β· πŸ“¦ 260 Β· ⏱️ 15.03.2023): ``` pip install python-rapidjson ``` @@ -286,12 +286,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
pysimdjson (πŸ₯‰25 Β· ⭐ 590 Β· πŸ’€) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.1K Β· πŸ“‹ 86 - 17% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 1.1K Β· πŸ“‹ 85 - 16% open Β· ⏱️ 12.09.2022): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 320K / month Β· πŸ“¦ 23 Β· ⏱️ 21.06.2021): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 320K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -302,12 +302,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
hickle (πŸ₯‰24 Β· ⭐ 460) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 550 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 550 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 34K / month Β· πŸ“¦ 89 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 37K / month Β· πŸ“¦ 89 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
rtoml (πŸ₯‰20 Β· ⭐ 240) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 250 Β· πŸ“‹ 16 - 37% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 260 Β· πŸ“‹ 19 - 47% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 33K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 50K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 120M / month Β· πŸ“¦ 70K Β· ⏱️ 23.06.2022): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 70K Β· ⏱️ 28.06.2023): ``` pip install pandas ``` @@ -356,30 +356,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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numpy (πŸ₯‡51 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡52 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8.1K Β· πŸ“₯ 770K Β· πŸ“¦ 1.7M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8.1K Β· πŸ“₯ 780K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 160M / month Β· πŸ“¦ 130K Β· ⏱️ 26.12.2022): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 160M / month Β· πŸ“¦ 130K Β· ⏱️ 08.07.2023): ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 60M Β· ⏱️ 09.07.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 61M Β· ⏱️ 09.07.2023): ``` conda install -c conda-forge numpy ```
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 23.01.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 20.06.2023): ``` pip install h5py ``` @@ -388,26 +388,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ39 Β· ⭐ 19K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +
polars (πŸ₯ˆ38 Β· ⭐ 19K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1K Β· πŸ“¦ 2.8K Β· πŸ“‹ 4.4K - 21% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1K Β· πŸ“¦ 2.9K Β· πŸ“‹ 4.5K - 21% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 770K / month Β· πŸ“¦ 200 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 820K / month Β· πŸ“¦ 200 Β· ⏱️ 20.07.2023): ``` pip install polars ```
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Modin (πŸ₯ˆ37 Β· ⭐ 8.8K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 8.9K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 22% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 22% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 890K / month Β· πŸ“¦ 32 Β· ⏱️ 25.06.2022): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 880K / month Β· πŸ“¦ 32 Β· ⏱️ 07.07.2023): ``` pip install modin ``` @@ -418,16 +418,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 17.07.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.5M Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.6M Β· ⏱️ 17.07.2023): ``` conda install -c conda-forge xarray ``` @@ -439,7 +439,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 780K / month Β· πŸ“¦ 2.5K Β· ⏱️ 28.12.2021): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 740K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` pip install tables ``` @@ -448,30 +448,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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zarr (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ34 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 630 - 42% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 250K / month Β· πŸ“¦ 350 Β· ⏱️ 23.06.2022): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 250K / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.5M Β· ⏱️ 14.06.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.5M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge zarr ```
docarray (πŸ₯ˆ33 Β· ⭐ 2.4K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 180 Β· πŸ“¦ 580 Β· πŸ“‹ 590 - 9% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 180 Β· πŸ“¦ 620 Β· πŸ“‹ 590 - 9% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 160K / month Β· πŸ“¦ 12 Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 150K / month Β· πŸ“¦ 12 Β· ⏱️ 27.07.2023): ``` pip install docarray ``` @@ -482,28 +482,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ33 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“₯ 340 Β· πŸ“‹ 350 - 19% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 200 Β· πŸ“₯ 340 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 22.07.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.8M Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge numexpr ```
Bottleneck (πŸ₯ˆ33 Β· ⭐ 910) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 96 Β· πŸ“¦ 42K Β· πŸ“‹ 230 - 18% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 42K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 610K / month Β· πŸ“¦ 1.6K Β· ⏱️ 02.07.2022): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 610K / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -514,12 +514,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
TinyDB (πŸ₯ˆ32 Β· ⭐ 6K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 500 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 12.06.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 430K / month Β· πŸ“¦ 860 Β· ⏱️ 19.02.2022): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 430K / month Β· πŸ“¦ 860 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -530,12 +530,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 340 Β· πŸ“₯ 1K Β· πŸ“¦ 310 Β· πŸ“‹ 590 - 18% open Β· ⏱️ 14.12.2022): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 310 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 14.12.2022): ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.7M / month Β· πŸ“¦ 16 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.7M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -544,14 +544,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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pandera (πŸ₯ˆ32 Β· ⭐ 2.4K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ32 Β· ⭐ 2.5K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 940 Β· πŸ“‹ 610 - 33% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 950 Β· πŸ“‹ 620 - 34% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 930K / month Β· πŸ“¦ 73 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 930K / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): ``` pip install pandera ``` @@ -560,42 +560,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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datasketch (πŸ₯‰31 Β· ⭐ 2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++,.. MIT +
Vaex (πŸ₯‰31 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 830 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 270 Β· πŸ“¦ 550 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` - git clone https://github.com/ekzhu/datasketch + git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.1M / month Β· πŸ“¦ 61 Β· ⏱️ 16.12.2021): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 42K / month Β· πŸ“¦ 25 Β· ⏱️ 21.07.2023): ``` - pip install datasketch + pip install vaex + ``` +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge vaex ```
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Vaex (πŸ₯‰30 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT +
datasketch (πŸ₯‰31 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 270 Β· πŸ“¦ 540 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 840 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 30.06.2023): ``` - git clone https://github.com/vaexio/vaex - ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 42K / month Β· πŸ“¦ 24 Β· ⏱️ 02.12.2022): + git clone https://github.com/ekzhu/datasketch ``` - pip install vaex +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.2M / month Β· πŸ“¦ 61 Β· ⏱️ 19.02.2023): ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge vaex + pip install datasketch ```
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datatable (πŸ₯‰30 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.1K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 72K / month Β· πŸ“¦ 22 Β· ⏱️ 08.05.2018): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 76K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -611,27 +611,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 310K / month Β· πŸ“¦ 41 Β· ⏱️ 16.08.2022): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 330K / month Β· πŸ“¦ 41 Β· ⏱️ 13.06.2023): ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 220K Β· ⏱️ 13.06.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 230K Β· ⏱️ 13.06.2023): ``` conda install -c conda-forge swifter ```
StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 570 - 6% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 570 - 5% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.7K / month Β· πŸ“¦ 2 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.6K / month Β· πŸ“¦ 2 Β· ⏱️ 21.07.2023): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 280K Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 290K Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge static-frame ``` @@ -643,11 +643,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 310K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 300K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -659,7 +659,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 76K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 78K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 20K / month Β· πŸ“¦ 94 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 20K / month Β· πŸ“¦ 95 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 240 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 230 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -699,14 +699,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 520 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 550 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ```
Show 6 hidden projects... -- Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 +- Blaze (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT @@ -730,19 +730,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sortedcontainers ```
pyrsistent (πŸ₯‡34 Β· ⭐ 1.9K Β· πŸ’€) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 300K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 310K Β· πŸ“‹ 170 - 15% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 45M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 39M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -751,9 +751,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯ˆ31 Β· ⭐ 350) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ32 Β· ⭐ 350) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 82 Β· πŸ“₯ 4.4K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.4K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/aio-libs/multidict @@ -769,12 +769,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯ˆ30 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 93 - 10% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 93 - 10% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 570K / month Β· πŸ“¦ 28 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 560K / month Β· πŸ“¦ 28 Β· ⏱️ 12.01.2023): ``` pip install python-benedict ``` @@ -783,18 +783,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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anytree (πŸ₯ˆ30 Β· ⭐ 820 Β· πŸ’€) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ30 Β· ⭐ 830 Β· πŸ’€) - Python tree data library. Apache-2 - [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 180 - 30% open Β· ⏱️ 20.09.2022): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 630K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 680K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 30K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anytree ``` @@ -806,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 24.01.2022): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.1M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): ``` pip install glom ``` @@ -817,12 +817,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯‰29 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 58 Β· πŸ“¦ 15K Β· πŸ“‹ 55 - 5% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 15K Β· πŸ“‹ 56 - 7% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.8M / month Β· πŸ“¦ 480 Β· ⏱️ 23.03.2022): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.7M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -838,7 +838,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 840 Β· ⏱️ 09.03.2020): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -849,7 +849,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (πŸ₯‰29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 44 Β· πŸ“¦ 8.8K Β· πŸ“‹ 40 - 12% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 8.9K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set @@ -865,16 +865,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sqlitedict (πŸ₯‰27 Β· ⭐ 1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.4K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.5K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 220K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 79K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -886,7 +886,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.5M / month Β· πŸ“¦ 330 Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.6M / month Β· πŸ“¦ 330 Β· ⏱️ 22.02.2023): ``` pip install python-box ``` @@ -895,14 +895,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-box ```
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immutables (πŸ₯‰26 Β· ⭐ 1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 +
immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 53 Β· πŸ“¦ 5.9K Β· πŸ“‹ 49 - 32% open Β· ⏱️ 18.11.2022): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 53 Β· πŸ“¦ 6K Β· πŸ“‹ 51 - 33% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 22.05.2022): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 19.09.2022): ``` pip install immutables ``` @@ -913,12 +913,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 720) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 38 - 13% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 320K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 330K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -940,28 +940,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 15K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“¦ 220K Β· πŸ“‹ 2.8K - 11% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“¦ 230K Β· πŸ“‹ 2.8K - 11% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 76M / month Β· πŸ“¦ 7.2K Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 81M / month Β· πŸ“¦ 7.3K Β· ⏱️ 25.07.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.4M Β· ⏱️ 19.07.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.5M Β· ⏱️ 26.07.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 27 Β· πŸ“¦ 420K Β· πŸ“‹ 770 - 3% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 31 Β· πŸ“¦ 420K Β· πŸ“‹ 770 - 3% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 75M / month Β· πŸ“¦ 19K Β· ⏱️ 30.09.2018): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 99M / month Β· πŸ“¦ 19K Β· ⏱️ 18.07.2023): ``` pip install jsonschema ``` @@ -970,9 +970,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
+
cerberus (πŸ₯ˆ35 Β· ⭐ 3K Β· πŸ“ˆ) - Lightweight, extensible data validation library for Python. ISC + +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 380 - 14% open Β· ⏱️ 24.07.2023): + + ``` + git clone https://github.com/pyeve/cerberus + ``` +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 05.05.2021): + ``` + pip install cerberus + ``` +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge cerberus + ``` +
voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 200 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 16% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 17% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/alecthomas/voluptuous @@ -981,75 +997,59 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 300K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge voluptuous ```
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validators (πŸ₯ˆ32 Β· ⭐ 790) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ32 Β· ⭐ 800) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 130 Β· πŸ“¦ 76K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 27.06.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 140 Β· πŸ“¦ 77K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.8M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 450K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge validators ```
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param (πŸ₯‰31 Β· ⭐ 340) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯ˆ32 Β· ⭐ 340) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.5K Β· πŸ“‹ 410 - 38% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.6K Β· πŸ“‹ 400 - 36% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 390K / month Β· πŸ“¦ 140 Β· ⏱️ 26.04.2017): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 140 Β· ⏱️ 25.07.2023): ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge param ```
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strictyaml (πŸ₯‰29 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰28 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.7K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.7K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 560K / month Β· πŸ“¦ 240 Β· ⏱️ 08.10.2022): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 570K / month Β· πŸ“¦ 240 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` -- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 210K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰22 Β· ⭐ 690) - Doing dirty (but extremely useful) things with equals. MIT - -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 28 Β· πŸ“¦ 170 Β· πŸ“‹ 24 - 50% open Β· ⏱️ 02.05.2023): - - ``` - git clone https://github.com/samuelcolvin/dirty-equals - ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 45K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): - ``` - pip install dirty-equals - ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 34K Β· ⏱️ 18.06.2023): - ``` - conda install -c conda-forge dirty-equals - ``` -
valideer (πŸ₯‰21 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT - [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 68 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): @@ -1057,7 +1057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 14K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 13K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1073,7 +1073,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 4.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 5.1K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1082,13 +1082,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
-
Show 6 hidden projects... +
dirty-equals (πŸ₯‰20 Β· ⭐ 690 Β· πŸ“‰) - Doing dirty (but extremely useful) things with equals. MIT + +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 29 Β· πŸ“¦ 170 Β· πŸ“‹ 24 - 50% open Β· ⏱️ 02.05.2023): + + ``` + git clone https://github.com/samuelcolvin/dirty-equals + ``` +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 49K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): + ``` + pip install dirty-equals + ``` +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 35K Β· ⏱️ 18.06.2023): + ``` + conda install -c conda-forge dirty-equals + ``` +
+
Show 5 hidden projects... -- cerberus (πŸ₯ˆ33 Β· ⭐ 3K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰26 Β· ⭐ 820 Β· πŸ“‰) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 -- validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT +- python-email-validator (πŸ₯‰26 Β· ⭐ 820) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- validr (πŸ₯‰17 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1099,14 +1114,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 38K) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡30 Β· ⭐ 4.9K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡30 Β· ⭐ 5K) - A lightweight, object-oriented finite state machine implementation in.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3.1K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 420K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1122,11 +1137,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.4K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.6K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.7K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge algorithms ``` @@ -1143,44 +1158,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯‡39 Β· ⭐ 2.1K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 430 Β· πŸ“₯ 35K Β· πŸ“¦ 1.1M Β· πŸ“‹ 730 - 45% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“₯ 35K Β· πŸ“¦ 1.1M Β· πŸ“‹ 740 - 46% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 210M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 46M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 47M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-dateutil ```
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 59K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 60K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 12M / month Β· πŸ“¦ 4.7K Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 13M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arrow ```
dateparser (πŸ₯ˆ35 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 21K Β· πŸ“‹ 660 - 44% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 21K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 16.05.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 17.03.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.03.2023): ``` pip install dateparser ``` @@ -1191,28 +1206,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 330 Β· πŸ“₯ 160 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 47% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 340 Β· πŸ“₯ 160 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 46% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.07.2020): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pendulum ```
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holidays (πŸ₯ˆ34 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯‰33 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 390 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 23% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 390 Β· πŸ“₯ 190 Β· πŸ“‹ 440 - 22% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.3M / month Β· πŸ“¦ 430 Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.4M / month Β· πŸ“¦ 430 Β· ⏱️ 17.07.2023): ``` pip install holidays ``` @@ -1228,11 +1243,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 29.03.2023): ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 42M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 43M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pytz ``` @@ -1244,7 +1259,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 29M / month Β· πŸ“¦ 3.7K Β· ⏱️ 02.04.2022): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 30M / month Β· πŸ“¦ 3.7K Β· ⏱️ 21.06.2023): ``` pip install tzlocal ``` @@ -1264,14 +1279,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡38 Β· ⭐ 610) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 620) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 54K Β· πŸ“‹ 560 - 34% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 55K Β· πŸ“‹ 570 - 35% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 560 Β· ⏱️ 19.05.2022): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 610 Β· ⏱️ 09.06.2023): ``` pip install fsspec ``` @@ -1280,14 +1295,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ37 Β· ⭐ 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ36 Β· ⭐ 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2 - [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 100K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8K Β· ⏱️ 10.06.2022): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8K Β· ⏱️ 20.03.2023): ``` pip install watchdog ``` @@ -1303,23 +1318,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 7.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 560) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 280K Β· πŸ“‹ 95 - 13% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 86 Β· πŸ“¦ 290K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 62M / month Β· πŸ“¦ 2.6K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 69M / month Β· πŸ“¦ 2.6K Β· ⏱️ 12.06.2023): ``` pip install filelock ``` @@ -1330,7 +1345,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
appdirs (πŸ₯‰32 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT -- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 250K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): +- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 250K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` git clone https://github.com/ActiveState/appdirs @@ -1344,9 +1359,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge appdirs ```
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pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +
pyfilesystem2 (πŸ₯‰31 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 170 Β· πŸ“‹ 370 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 180 Β· πŸ“‹ 380 - 27% open Β· ⏱️ 18.10.2022): ``` git clone https://github.com/pyfilesystem/pyfilesystem2 @@ -1367,7 +1382,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.3M / month Β· πŸ“¦ 130 Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 130 Β· ⏱️ 07.07.2023): ``` pip install path ``` @@ -1395,7 +1410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1411,7 +1426,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 35M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1422,12 +1437,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ33 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 720 - 16% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 730 - 17% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.4M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1466,12 +1481,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡46 Β· ⭐ 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 500K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 510K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 160M / month Β· πŸ“¦ 21K Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 170M / month Β· πŸ“¦ 21K Β· ⏱️ 11.07.2023): ``` pip install cryptography ``` @@ -1482,12 +1497,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 440 Β· πŸ“₯ 22 Β· πŸ“¦ 73K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 28 Β· πŸ“¦ 73K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): ``` pip install pycryptodomex ``` @@ -1514,66 +1529,66 @@ _General-purpose data containers as well as utilities & extensions for pandas._
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 490 - 10% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 25M / month Β· πŸ“¦ 4K Β· ⏱️ 08.06.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 26M / month Β· πŸ“¦ 4K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.4M Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.5M Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge keyring ```
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 4% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 38M / month Β· πŸ“¦ 8K Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 38M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bcrypt ```
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rsa (πŸ₯‰33 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
asn1crypto (πŸ₯‰33 Β· ⭐ 290 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 310K Β· πŸ“‹ 120 - 19% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 28% open Β· ⏱️ 18.10.2022): ``` - git clone https://github.com/sybrenstuvel/python-rsa + git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 110M / month Β· πŸ“¦ 7.1K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 51M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` - pip install rsa + pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.1M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge rsa + conda install -c conda-forge asn1crypto ```
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asn1crypto (πŸ₯‰33 Β· ⭐ 290 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
rsa (πŸ₯‰32 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 310K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 25.04.2023): ``` - git clone https://github.com/wbond/asn1crypto + git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 51M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 110M / month Β· πŸ“¦ 7.1K Β· ⏱️ 20.07.2022): ``` - pip install asn1crypto + pip install rsa ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge asn1crypto + conda install -c conda-forge rsa ```

@@ -1584,12 +1599,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.7K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.1M / month Β· πŸ“¦ 4.1K Β· ⏱️ 31.01.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.07.2023): ``` pip install ansible ``` @@ -1600,32 +1615,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 340M / month Β· πŸ“¦ 3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 270M / month Β· πŸ“¦ 3K Β· ⏱️ 26.07.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 20.07.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 27.07.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 250K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 250K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 340M / month Β· πŸ“¦ 8.4K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 340M / month Β· πŸ“¦ 8.4K Β· ⏱️ 26.07.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 20.07.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 26.07.2023): ``` conda install -c conda-forge botocore ``` @@ -1653,7 +1668,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 17.05.2022): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 25.05.2023): ``` pip install paramiko ``` @@ -1662,36 +1677,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 +
pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.6K Β· πŸ“₯ 620 Β· πŸ“¦ 65K Β· πŸ“‹ 1.6K - 26% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 920 Β· πŸ“₯ 340K Β· πŸ“¦ 2.8K Β· πŸ“‹ 6.3K - 29% open Β· ⏱️ 27.07.2023): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 34M / month Β· πŸ“¦ 3.7K Β· ⏱️ 07.10.2021): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 820K / month Β· πŸ“¦ 130 Β· ⏱️ 26.07.2023): ``` - pip install docker + pip install pulumi ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.5M Β· ⏱️ 08.07.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 610 Β· ⏱️ 26.07.2023): ``` - conda install -c conda-forge docker-py + npm install @pulumi/pulumi ```
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pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
docker (πŸ₯ˆ41 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 920 Β· πŸ“₯ 270K Β· πŸ“¦ 2.7K Β· πŸ“‹ 6.3K - 29% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 630 Β· πŸ“¦ 65K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 06.06.2023): ``` - git clone https://github.com/pulumi/pulumi + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 810K / month Β· πŸ“¦ 130 Β· ⏱️ 25.01.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` - pip install pulumi + pip install docker ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 600 Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.5M Β· ⏱️ 08.07.2023): ``` - npm install @pulumi/pulumi + conda install -c conda-forge docker-py ```
netmiko (πŸ₯ˆ39 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT @@ -1701,19 +1716,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 170K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): ``` pip install netmiko ```
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kubernetes (πŸ₯‰38 Β· ⭐ 5.8K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯‰38 Β· ⭐ 5.9K) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.07.2023): ``` pip install kubernetes ``` @@ -1729,7 +1744,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4M / month Β· πŸ“¦ 79 Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.1M / month Β· πŸ“¦ 100 Β· ⏱️ 25.05.2023): ``` pip install fabric ``` @@ -1740,12 +1755,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 910 Β· πŸ“¦ 27K Β· πŸ“‹ 430 - 34% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 940 Β· πŸ“¦ 27K Β· πŸ“‹ 430 - 35% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2021): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): ``` pip install schedule ``` @@ -1756,12 +1771,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰34 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.4K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.5K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.2M / month Β· πŸ“¦ 460 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.2M / month Β· πŸ“¦ 460 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1772,12 +1787,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰34 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.7K Β· πŸ“‹ 200 - 28% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.7K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.2M / month Β· πŸ“¦ 310 Β· ⏱️ 25.09.2020): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.3M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1793,19 +1808,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 26K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 25K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ```
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pypyr (πŸ₯‰22 Β· ⭐ 530) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 540) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 99 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.9K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.6K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): ``` pip install pypyr ``` @@ -1829,12 +1844,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.3K Β· πŸ“¦ 290K Β· πŸ“‹ 480 - 38% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 290K Β· πŸ“‹ 480 - 38% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 33M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 33M / month Β· πŸ“¦ 16K Β· ⏱️ 15.12.2021): ``` pip install pexpect ``` @@ -1845,12 +1860,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (πŸ₯ˆ36 Β· ⭐ 6.7K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 490 Β· πŸ“¦ 13K Β· πŸ“‹ 450 - 2% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 500 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 2% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 18.07.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 15.05.2023): ``` pip install sh ``` @@ -1861,12 +1876,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯‰35 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 30.12.2021): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1885,78 +1900,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡37 Β· ⭐ 9.4K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡38 Β· ⭐ 9.5K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 550 Β· πŸ“₯ 420 Β· πŸ“¦ 86K Β· πŸ“‹ 330 - 24% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 87K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 610K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 620K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge uvloop ```
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greenlet (πŸ₯‡37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
anyio (πŸ₯‡38 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 260K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 150K Β· πŸ“‹ 320 - 18% open Β· ⏱️ 26.07.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 62M / month Β· πŸ“¦ 10K Β· ⏱️ 28.01.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 35M / month Β· πŸ“¦ 470 Β· ⏱️ 26.07.2023): ``` - pip install greenlet + pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8.4M Β· ⏱️ 06.07.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge anyio ```
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anyio (πŸ₯‡37 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT +
greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 150K Β· πŸ“‹ 310 - 18% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 270K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/agronholm/anyio + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 32M / month Β· πŸ“¦ 450 Β· ⏱️ 13.05.2022): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 64M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): ``` - pip install anyio + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8.2M Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.4M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge anyio + conda install -c conda-forge greenlet ```
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aiomisc (πŸ₯‰24 Β· ⭐ 330) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰25 Β· ⭐ 330) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 22 Β· πŸ“¦ 330 Β· πŸ“‹ 22 - 45% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 22 Β· πŸ“¦ 330 Β· πŸ“‹ 22 - 36% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 35 Β· ⏱️ 14.06.2022): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): ``` pip install aiomisc ```
asyncer (πŸ₯‰21 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 660 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 680 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 58K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 59K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.3K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.4K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1972,14 +1987,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡37 Β· ⭐ 6.2K Β· πŸ“‰) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡37 Β· ⭐ 6.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 510K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 510K Β· πŸ“‹ 260 - 15% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.2K Β· ⏱️ 24.03.2022): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.3K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -1990,12 +2005,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡37 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 200 Β· πŸ“₯ 160 Β· πŸ“¦ 340K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 160 Β· πŸ“¦ 340K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 25M / month Β· πŸ“¦ 15K Β· ⏱️ 01.07.2016): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 25M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): ``` pip install traitlets ``` @@ -2006,28 +2021,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.1K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.8K Β· πŸ“‹ 440 - 21% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.9K Β· πŸ“‹ 450 - 21% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 250 Β· ⏱️ 06.06.2022): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month Β· πŸ“¦ 250 Β· ⏱️ 13.07.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 54K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 54K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dynaconf ```
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.5K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 100K Β· πŸ“‹ 87 - 6% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 100K Β· πŸ“‹ 87 - 4% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2038,12 +2053,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯‰31 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 84 Β· πŸ“¦ 15K Β· πŸ“‹ 510 - 15% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 84 Β· πŸ“¦ 16K Β· πŸ“‹ 520 - 16% open Β· ⏱️ 22.07.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 3.9M / month Β· πŸ“¦ 300 Β· ⏱️ 27.05.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 3.9M / month Β· πŸ“¦ 330 Β· ⏱️ 08.12.2022): ``` pip install omegaconf ``` @@ -2052,14 +2067,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
+
hydra (πŸ₯‰28 Β· ⭐ 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT + +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): + + ``` + git clone https://github.com/facebookresearch/hydra + ``` +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.4K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): + ``` + pip install hydra + ``` +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 710K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge hydra-core + ``` +
gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.5K Β· πŸ“‹ 91 - 53% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.5K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 370K / month Β· πŸ“¦ 85 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 400K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2070,7 +2101,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰28 Β· ⭐ 300) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 160 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 41% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 170 Β· πŸ“¦ 28K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2084,30 +2115,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configobj ```
-
hydra (πŸ₯‰27 Β· ⭐ 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT - -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 14.07.2023): - - ``` - git clone https://github.com/facebookresearch/hydra - ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.2K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): - ``` - pip install hydra - ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 710K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge hydra-core - ``` -
everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 29 Β· πŸ“¦ 800 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 810 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 13.01.2022): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): ``` pip install everett ``` @@ -2124,12 +2139,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“₯ 24 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 5% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“₯ 26 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 120M / month Β· πŸ“¦ 73K Β· ⏱️ 28.04.2022): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 130M / month Β· πŸ“¦ 73K Β· ⏱️ 18.07.2023): ``` pip install click ``` @@ -2140,12 +2155,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 25M / month Β· πŸ“¦ 4.3K Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 26M / month Β· πŸ“¦ 4.5K Β· ⏱️ 12.06.2023): ``` pip install rich ``` @@ -2161,7 +2176,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 27M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 28M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): ``` pip install prompt_toolkit ``` @@ -2172,7 +2187,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ37 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 300 - 43% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 320 - 45% open Β· ⏱️ 13.02.2023): ``` git clone https://github.com/google/python-fire @@ -2181,14 +2196,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 660K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 670K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ’€) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 700K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 710K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2209,7 +2224,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 02.05.2023): ``` pip install typer ``` @@ -2220,12 +2235,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 120 Β· πŸ“₯ 300 Β· πŸ“¦ 45K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 45K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 19M / month Β· πŸ“¦ 2.2K Β· ⏱️ 13.02.2018): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 19M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.06.2023): ``` pip install argcomplete ``` @@ -2236,7 +2251,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯‰32 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 420K Β· πŸ“‹ 38 - 42% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 420K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/jquast/wcwidth @@ -2252,7 +2267,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/sdispater/cleo @@ -2261,7 +2276,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ``` @@ -2273,7 +2288,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 77K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 72K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2284,32 +2299,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰30 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 69 Β· πŸ“¦ 9.3K Β· πŸ“‹ 120 - 27% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 69 Β· πŸ“¦ 9.4K Β· πŸ“‹ 120 - 27% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 970K / month Β· πŸ“¦ 320 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 960K / month Β· πŸ“¦ 340 Β· ⏱️ 15.07.2021): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 43K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 44K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge questionary ```
-
ConfigArgParse (πŸ₯‰30 Β· ⭐ 650) - A drop-in replacement for argparse that allows options to also be.. MIT +
ConfigArgParse (πŸ₯‰29 Β· ⭐ 650) - A drop-in replacement for argparse that allows options to also be.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 110 Β· πŸ“¦ 12K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 12K Β· πŸ“‹ 190 - 33% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 03.10.2021): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 640K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 650K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ``` @@ -2333,7 +2348,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.3K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.2K / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2343,8 +2358,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰25 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC -- Click Extra (πŸ₯‰23 Β· ⭐ 40) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 -- bashplotlib (πŸ₯‰22 Β· ⭐ 1.7K Β· πŸ’€) - plotting in the terminal. MIT +- Click Extra (πŸ₯‰23 Β· ⭐ 41) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT

@@ -2352,7 +2367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 750) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 760) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2367,18 +2382,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 78M / month Β· πŸ“¦ 3.3K Β· ⏱️ 22.01.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 81M / month Β· πŸ“¦ 3.3K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.2M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.3M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ30 Β· ⭐ 880) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2395,7 +2410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.12.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.3K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2406,7 +2421,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 240 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 250 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc @@ -2427,7 +2442,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 28K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 25K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2446,12 +2461,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 16.07.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 86K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 95K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2460,9 +2475,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
-
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 9K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 9.1K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2471,7 +2486,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 110K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 120K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimplegui ``` @@ -2502,16 +2517,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
toga (πŸ₯‰31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“‹ 710 - 18% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“‹ 720 - 18% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.6K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.7K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 37 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 31 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2523,7 +2538,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 480 / month Β· πŸ“¦ 21 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 460 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2564,39 +2579,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 21.07.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 780K Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 790K Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 260 Β· πŸ“¦ 58K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 58K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 25.07.2023): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 56K Β· ⏱️ 28.06.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 57K Β· ⏱️ 25.07.2023): ``` conda install -c conda-forge emoji ```
chardet (πŸ₯ˆ33 Β· ⭐ 1.9K Β· πŸ’€) - Python character encoding detector. ❗️LGPL-2.1 -- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 240 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 02.12.2022): +- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“‹ 140 - 40% open Β· ⏱️ 02.12.2022): ``` git clone https://github.com/chardet/chardet @@ -2609,23 +2624,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 31 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 30 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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inflect (πŸ₯ˆ32 Β· ⭐ 840) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ32 Β· ⭐ 850) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 100 Β· πŸ“‹ 100 - 21% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.07.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.3M / month Β· πŸ“¦ 980 Β· ⏱️ 01.05.2022): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.4M / month Β· πŸ“¦ 980 Β· ⏱️ 04.07.2023): ``` pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 330K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 340K Β· ⏱️ 04.07.2023): ``` conda install -c conda-forge inflect ``` @@ -2637,11 +2652,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2022): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 24.02.2023): ``` pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-slugify ``` @@ -2653,7 +2668,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 550K / month Β· πŸ“¦ 110 Β· ⏱️ 04.05.2022): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2669,23 +2684,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 310K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 320K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 66K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 67K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ```
price-parser (πŸ₯‰20 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 45 Β· πŸ“¦ 370 Β· πŸ“‹ 28 - 67% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 46 Β· πŸ“¦ 370 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 56K / month Β· πŸ“¦ 7 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 55K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2714,28 +2729,28 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡46 Β· ⭐ 8.2K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 330K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 340K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 700M / month Β· πŸ“¦ 17K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 720M / month Β· πŸ“¦ 17K Β· ⏱️ 26.07.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 20.07.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 26.07.2023): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.5K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 45K Β· πŸ“¦ 600K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 45K Β· πŸ“¦ 610K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 83M / month Β· πŸ“¦ 47K Β· ⏱️ 26.01.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 86M / month Β· πŸ“¦ 47K Β· ⏱️ 15.07.2023): ``` pip install SQLAlchemy ``` @@ -2746,12 +2761,12 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 13% open Β· ⏱️ 16.07.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 27.06.2022): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 16.07.2023): ``` pip install redis ``` @@ -2762,28 +2777,28 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 45M / month Β· πŸ“¦ 1.9K Β· ⏱️ 08.06.2022): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 46M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.6M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.7M Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 39M / month Β· πŸ“¦ 640 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 40M / month Β· πŸ“¦ 650 Β· ⏱️ 11.07.2023): ``` pip install azure-storage-blob ``` @@ -2799,7 +2814,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 11.11.2022): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 21.04.2023): ``` pip install peewee ``` @@ -2810,12 +2825,12 @@ _Libraries for connecting to, operating, and querying databases._
PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 170K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 37M / month Β· πŸ“¦ 230 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 230 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2826,37 +2841,21 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.3K Β· πŸ“¦ 39K Β· πŸ“‹ 1K - 4% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.4K Β· πŸ“¦ 40K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6K Β· ⏱️ 30.06.2022): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6K Β· ⏱️ 07.07.2023): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 870K Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 880K Β· ⏱️ 06.07.2023): ``` conda install -c conda-forge elasticsearch ```
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alembic (πŸ₯‡40 Β· ⭐ 2K) - A database migrations tool for SQLAlchemy. MIT - -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 970 - 10% open Β· ⏱️ 11.07.2023): - - ``` - git clone https://github.com/sqlalchemy/alembic - ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 27M / month Β· πŸ“¦ 11K Β· ⏱️ 14.01.2023): - ``` - pip install alembic - ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge alembic - ``` -
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kafka-python (πŸ₯ˆ39 Β· ⭐ 5.2K) - Python client for Apache Kafka. Apache-2 +
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.3K) - Python client for Apache Kafka. Apache-2 - [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 02.03.2023): @@ -2874,12 +2873,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 27.07.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 19M / month Β· πŸ“¦ 20K Β· ⏱️ 07.12.2021): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month Β· πŸ“¦ 20K Β· ⏱️ 13.07.2023): ``` pip install pymongo ``` @@ -2888,14 +2887,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K Β· πŸ“ˆ) - A Python Object-Document-Mapper for working with MongoDB. MIT +
alembic (πŸ₯ˆ39 Β· ⭐ 2K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT + +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 980 - 10% open Β· ⏱️ 11.07.2023): + + ``` + git clone https://github.com/sqlalchemy/alembic + ``` +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 28M / month Β· πŸ“¦ 11K Β· ⏱️ 17.05.2023): + ``` + pip install alembic + ``` +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge alembic + ``` +
+
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT - [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2906,12 +2921,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 950 - 3% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 960 - 3% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 28M / month Β· πŸ“¦ 55 Β· ⏱️ 28.06.2022): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 28M / month Β· πŸ“¦ 56 Β· ⏱️ 14.06.2023): ``` pip install awswrangler ``` @@ -2920,9 +2935,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge awswrangler ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 620) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 630) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 580 - 12% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 590 - 12% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2938,28 +2953,28 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 850 Β· πŸ“¦ 6.7K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 850 Β· πŸ“¦ 6.7K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.5M / month Β· πŸ“¦ 420 Β· ⏱️ 25.07.2017): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.7M / month Β· πŸ“¦ 420 Β· ⏱️ 12.07.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 740K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 740K Β· ⏱️ 25.07.2023): ``` conda install -c conda-forge python-confluent-kafka ```
Ibis (πŸ₯ˆ36 Β· ⭐ 2.9K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 430 Β· πŸ“₯ 89 Β· πŸ“¦ 540 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 430 Β· πŸ“₯ 89 Β· πŸ“¦ 540 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 87K / month Β· πŸ“¦ 46 Β· ⏱️ 30.03.2018): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 97K / month Β· πŸ“¦ 46 Β· ⏱️ 16.07.2023): ``` pip install ibis-framework ``` @@ -2975,7 +2990,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` @@ -2991,7 +3006,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.9M / month Β· πŸ“¦ 2.1K Β· ⏱️ 11.07.2022): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3002,12 +3017,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 790 Β· πŸ“₯ 180 Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 180 Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 970 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.6M / month Β· πŸ“¦ 980 Β· ⏱️ 01.03.2023): ``` pip install elasticsearch-dsl ``` @@ -3016,14 +3031,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c anaconda elasticsearch-dsl ```
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.7K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 + +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 12 Β· πŸ“¦ 6K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 24.07.2023): + + ``` + git clone https://github.com/tortoise/tortoise-orm + ``` +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 89K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): + ``` + pip install tortoise-orm + ``` +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 14K Β· ⏱️ 17.07.2023): + ``` + conda install -c conda-forge tortoise-orm + ``` +
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 200 Β· πŸ“¦ 65K Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 200 Β· πŸ“¦ 66K Β· ⏱️ 26.07.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 930K / month Β· πŸ“¦ 1.1K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 970K / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.06.2023): ``` pip install motor ``` @@ -3034,12 +3065,12 @@ _Libraries for connecting to, operating, and querying databases._
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5.2K Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5.3K Β· ⏱️ 06.06.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.1M / month Β· πŸ“¦ 700 Β· ⏱️ 18.03.2021): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.1M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` pip install cassandra-driver ``` @@ -3048,30 +3079,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 710 Β· πŸ“‰) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ34 Β· ⭐ 710) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 390 - 27% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 28% open Β· ⏱️ 28.06.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 610 Β· ⏱️ 20.01.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 620 Β· ⏱️ 09.06.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 5.9M Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6M Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge s3fs ```
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s3transfer (πŸ₯ˆ34 Β· ⭐ 170) - Amazon S3 Transfer Manager for Python. Apache-2 +
s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 220K Β· πŸ“‹ 79 - 58% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 220K Β· πŸ“‹ 80 - 57% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 04.05.2023): ``` pip install s3transfer ``` @@ -3080,30 +3111,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.7K Β· πŸ“‰) - Familiar asyncio ORM for python, built with relations in.. Apache-2 - -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 12 Β· πŸ“¦ 6K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 20.07.2023): - - ``` - git clone https://github.com/tortoise/tortoise-orm - ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 88K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): - ``` - pip install tortoise-orm - ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 14K Β· ⏱️ 17.07.2023): - ``` - conda install -c conda-forge tortoise-orm - ``` -
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Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.4K Β· πŸ“ˆ) - Prometheus instrumentation library for Python.. Apache-2 +
Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 - [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 20M / month Β· πŸ“¦ 730 Β· ⏱️ 08.04.2022): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 21M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): ``` pip install prometheus_client ``` @@ -3112,7 +3127,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge prometheus_client ```
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libcloud (πŸ₯ˆ33 Β· ⭐ 1.9K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 +
libcloud (πŸ₯ˆ33 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“¦ 3.1K Β· πŸ“‹ 210 - 45% open Β· ⏱️ 30.01.2023): @@ -3126,12 +3141,12 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.8K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.9K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 150K / month Β· πŸ“¦ 220 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 150K / month Β· πŸ“¦ 230 Β· ⏱️ 29.06.2023): ``` pip install neo4j-driver ``` @@ -3142,28 +3157,28 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ33 Β· ⭐ 660) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 4.9K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 4.9K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.2M / month Β· πŸ“¦ 420 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.3M / month Β· πŸ“¦ 420 Β· ⏱️ 20.05.2023): ``` pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge minio ```
pandas-gbq (πŸ₯ˆ33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 7.4K Β· πŸ“‹ 310 - 16% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 7.5K Β· πŸ“‹ 310 - 17% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.2M / month Β· πŸ“¦ 320 Β· ⏱️ 09.06.2022): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.1M / month Β· πŸ“¦ 320 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3172,52 +3187,52 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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Databases (πŸ₯‰32 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 +
sqlmodel (πŸ₯‰32 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 240 Β· πŸ“¦ 19K Β· πŸ“‹ 320 - 42% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 6.7K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 21.02.2023): ``` - git clone https://github.com/encode/databases + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 360K / month Β· πŸ“¦ 130 Β· ⏱️ 30.05.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 450K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` - pip install databases + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge databases + conda install -c conda-forge sqlmodel ```
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Pony (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 +
Databases (πŸ₯‰32 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 62 Β· πŸ“¦ 3.6K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 25.07.2023): ``` - git clone https://github.com/ponyorm/pony + git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 96K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 360K / month Β· πŸ“¦ 120 Β· ⏱️ 18.12.2022): ``` - pip install pony + pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 93K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pony + conda install -c conda-forge databases ```
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sqlmodel (πŸ₯‰31 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
Pony (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 440 Β· πŸ“¦ 6.6K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 66 Β· πŸ“¦ 3.6K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 430K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 99K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` - pip install sqlmodel + pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 94K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge pony ```
dataset (πŸ₯‰31 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT @@ -3227,11 +3242,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 68K / month Β· πŸ“¦ 580 Β· ⏱️ 16.12.2021): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 68K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.3K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.4K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ``` @@ -3243,7 +3258,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.9M / month Β· πŸ“¦ 160 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.9M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` pip install pynamodb ``` @@ -3254,12 +3269,12 @@ _Libraries for connecting to, operating, and querying databases._
influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 500 Β· πŸ“¦ 7.3K Β· πŸ“‹ 520 - 27% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.3K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3270,51 +3285,51 @@ _Libraries for connecting to, operating, and querying databases._
pygsheets (πŸ₯‰31 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 1.9K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 10.05.2023): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 10.05.2023): ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 91 Β· ⏱️ 05.02.2021): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 91 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
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Records (πŸ₯‰30 Β· ⭐ 7K) - SQL for Humans. ISC +
cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.5K Β· πŸ“‹ 630 - 5% open Β· ⏱️ 03.06.2023): ``` - git clone https://github.com/kennethreitz/records + git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.5M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): ``` - pip install records + pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge records + conda install -c conda-forge cx_oracle ```
-
cx-Oracle (πŸ₯‰30 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 +
Records (πŸ₯‰30 Β· ⭐ 7K) - SQL for Humans. ISC -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 350 Β· πŸ“¦ 7.5K Β· πŸ“‹ 640 - 6% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): ``` - git clone https://github.com/oracle/python-cx_Oracle + git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.4M / month Β· πŸ“¦ 320 Β· ⏱️ 04.11.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` - pip install cx-Oracle + pip install records ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge cx_oracle + conda install -c conda-forge records ```
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 23% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3346,24 +3361,24 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰28 Β· ⭐ 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 53 Β· πŸ“¦ 330 Β· πŸ“‹ 330 - 50% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 54 Β· πŸ“¦ 350 Β· πŸ“‹ 340 - 50% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 30K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 33K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 72 Β· πŸ“¦ 270 Β· πŸ“‹ 330 - 30% open Β· ⏱️ 16.07.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 72 Β· πŸ“¦ 270 Β· πŸ“‹ 340 - 31% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 20K / month Β· πŸ“¦ 9 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 10 Β· ⏱️ 21.07.2023): ``` pip install piccolo ``` @@ -3375,7 +3390,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 81K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 87K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3386,7 +3401,7 @@ _Libraries for connecting to, operating, and querying databases._
umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 14K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): +- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): ``` git clone https://github.com/Scille/umongo @@ -3395,7 +3410,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 4.9K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge umongo ``` @@ -3407,7 +3422,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 21K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 22K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ``` @@ -3419,7 +3434,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 13K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3431,14 +3446,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 59K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 57K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰18 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 110 Β· πŸ“‹ 340 - 14% open Β· ⏱️ 18.06.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“‹ 350 - 15% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3454,14 +3469,14 @@ _Libraries for connecting to, operating, and querying databases._ - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 -- pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- pyhdb (πŸ₯‰25 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- gsheets-db-api (πŸ₯‰19 Β· ⭐ 190 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- gsheets-db-api (πŸ₯‰19 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰18 Β· ⭐ 620 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3473,87 +3488,87 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.2K Β· πŸ“¦ 21K Β· πŸ“‹ 2.4K - 26% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 21K Β· πŸ“‹ 2.4K - 24% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.4M / month Β· πŸ“¦ 520 Β· ⏱️ 15.06.2022): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.6M / month Β· πŸ“¦ 540 Β· ⏱️ 24.07.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 360K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 370K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 150K Β· πŸ“‹ 660 - 3% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 160K Β· πŸ“‹ 660 - 3% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 8.3M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.07.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 820K Β· ⏱️ 13.07.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 820K Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 92K / month Β· πŸ“¦ 640 Β· ⏱️ 29.01.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 92K / month Β· πŸ“¦ 640 Β· ⏱️ 23.06.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 630K Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 640K Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge xlwings ```
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.2K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 460 Β· πŸ“¦ 56K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 56K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 30M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xmltodict ```
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 63K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 64K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 09.04.2022): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.06.2023): ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 89K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 90K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tablib ```
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 44K Β· πŸ“‹ 190 - 18% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 45K Β· πŸ“‹ 200 - 19% open Β· ⏱️ 30.03.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3567,9 +3582,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ32 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
csvkit (πŸ₯ˆ33 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/wireservice/csvkit @@ -3578,11 +3593,27 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 93K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 94K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge csvkit ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3.2K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT + +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 19K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): + + ``` + git clone https://github.com/wkentaro/gdown + ``` +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.3M / month Β· πŸ“¦ 340 Β· ⏱️ 18.10.2022): + ``` + pip install gdown + ``` +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge gdown + ``` +
Intake (πŸ₯ˆ31 Β· ⭐ 910) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.4K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 09.06.2023): @@ -3590,11 +3621,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 36K / month Β· πŸ“¦ 110 Β· ⏱️ 09.01.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 26K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 450K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge intake ``` @@ -3606,7 +3637,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 30K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3615,46 +3646,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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gdown (πŸ₯ˆ30 Β· ⭐ 3.2K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT - -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 19K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): - - ``` - git clone https://github.com/wkentaro/gdown - ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.2M / month Β· πŸ“¦ 340 Β· ⏱️ 18.10.2022): - ``` - pip install gdown - ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge gdown - ``` -
smart-open (πŸ₯ˆ30 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 350 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 21% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 14M / month Β· πŸ“¦ 610 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 15M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 1.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge smart_open ```
pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 640 Β· πŸ“‹ 530 - 25% open Β· ⏱️ 24.06.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 660 Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.06.2023): ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 410K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 420K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3663,38 +3678,38 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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img2dataset (πŸ₯‰26 Β· ⭐ 2.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰26 Β· ⭐ 2.5K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“₯ 1.3K Β· πŸ“¦ 58 Β· πŸ“‹ 200 - 43% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“₯ 1.3K Β· πŸ“¦ 60 Β· πŸ“‹ 200 - 44% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 25K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 22K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ```
camelot (πŸ₯‰24 Β· ⭐ 2.2K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 360 Β· πŸ“‹ 280 - 64% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 360 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.2K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.1K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ```
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rows (πŸ₯‰22 Β· ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰21 Β· ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 - [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 730 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 800 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ``` @@ -3706,31 +3721,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.1K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.2K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
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Upgini (πŸ₯‰19 Β· ⭐ 230) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰19 Β· ⭐ 240) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 25.07.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.8K / month Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.1K / month Β· ⏱️ 25.07.2023): ``` pip install upgini ```
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 6 - 66% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 7 - 71% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.1K / month Β· ⏱️ 24.07.2023): ``` pip install squirrel-core ``` @@ -3743,7 +3758,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ32 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯ˆ30 Β· ⭐ 5K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- PDFMiner (πŸ₯ˆ30 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 @@ -3762,18 +3777,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡47 Β· ⭐ 31K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 510K Β· πŸ“¦ 7.4K Β· πŸ“‹ 7.7K - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 510K Β· πŸ“¦ 7.5K Β· πŸ“‹ 7.8K - 11% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 12M / month Β· πŸ“¦ 260 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 270 Β· ⏱️ 10.07.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 920K Β· ⏱️ 22.06.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 930K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge airflow ``` @@ -3784,12 +3799,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 4.9K - 12% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 6.9M / month Β· πŸ“¦ 15K Β· ⏱️ 29.06.2022): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7M / month Β· πŸ“¦ 15K Β· ⏱️ 18.06.2023): ``` pip install celery ``` @@ -3800,92 +3815,92 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.4K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.4K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 20.07.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 480K Β· ⏱️ 13.07.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 490K Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 71% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 70% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 5.8M / month Β· πŸ“¦ 180 Β· ⏱️ 27.06.2022): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 5.8M / month Β· πŸ“¦ 170 Β· ⏱️ 17.07.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 50K Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 51K Β· ⏱️ 17.07.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯‡40 Β· ⭐ 9K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 860K / month Β· πŸ“¦ 1.8K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 940K / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 94K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge rq ```
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Dagster (πŸ₯‡40 Β· ⭐ 8K) - An orchestration platform for the development, production, and.. Apache-2 +
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.7K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 980 Β· πŸ“¦ 1.4K Β· πŸ“‹ 6K - 30% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 27.07.2023): ``` - git clone https://github.com/dagster-io/dagster + git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 11M / month Β· πŸ“¦ 35 Β· ⏱️ 21.07.2023): ``` - pip install dagster + pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 960K Β· ⏱️ 16.07.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 690K Β· ⏱️ 21.07.2023): ``` - conda install -c conda-forge dagster + conda install -c conda-forge great-expectations ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.6K) - Always know what to expect from your data. Apache-2 +
Dagster (πŸ₯ˆ39 Β· ⭐ 8K Β· πŸ“‰) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 990 Β· πŸ“¦ 1.4K Β· πŸ“‹ 6K - 30% open Β· ⏱️ 27.07.2023): ``` - git clone https://github.com/great-expectations/great_expectations + git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 11M / month Β· πŸ“¦ 33 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 540K / month Β· πŸ“¦ 120 Β· ⏱️ 21.07.2023): ``` - pip install great_expectations + pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 690K Β· ⏱️ 13.07.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 970K Β· ⏱️ 22.07.2023): ``` - conda install -c conda-forge great-expectations + conda install -c conda-forge dagster ```
joblib (πŸ₯ˆ39 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 310K Β· πŸ“‹ 840 - 46% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 310K Β· πŸ“‹ 850 - 46% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 27M / month Β· πŸ“¦ 6.1K Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 28M / month Β· πŸ“¦ 6.1K Β· ⏱️ 29.06.2023): ``` pip install joblib ``` @@ -3896,7 +3911,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (πŸ₯ˆ38 Β· ⭐ 7.3K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.2K Β· πŸ“¦ 3K Β· πŸ“‹ 4.2K - 10% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.3K Β· πŸ“¦ 3K Β· πŸ“‹ 4.3K - 10% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/dbt-labs/dbt-core @@ -3905,19 +3920,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install dbt ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 240K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 250K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dbt ```
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luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
luigi (πŸ₯ˆ36 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 - [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 550K / month Β· πŸ“¦ 410 Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 590K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` @@ -3928,24 +3943,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ36 Β· ⭐ 8.5K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 800 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 23% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 23% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 58 Β· ⏱️ 08.04.2019): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 330K / month Β· πŸ“¦ 58 Β· ⏱️ 03.07.2023): ``` pip install kedro ```
Activeloop (πŸ₯ˆ32 Β· ⭐ 6.5K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 490 Β· πŸ“¦ 410 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 500 Β· πŸ“¦ 430 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.8K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.6K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3957,7 +3972,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 84K / month Β· πŸ“¦ 180 Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 84K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): ``` pip install huey ``` @@ -3968,12 +3983,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
petl (πŸ₯ˆ32 Β· ⭐ 1.1K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 17% open Β· ⏱️ 23.11.2022): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 18% open Β· ⏱️ 23.11.2022): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 920K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 930K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -3984,40 +3999,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ31 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 310 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 200 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 310 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 210 - 11% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6.3K / month Β· πŸ“¦ 2 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6.5K / month Β· πŸ“¦ 2 Β· ⏱️ 21.07.2023): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 99 Β· πŸ“₯ 41 Β· πŸ“¦ 150 Β· πŸ“‹ 370 - 3% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 99 Β· πŸ“₯ 42 Β· πŸ“¦ 150 Β· πŸ“‹ 370 - 3% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 94K / month Β· πŸ“¦ 5 Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 25.07.2023): ``` pip install whylogs ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 310 Β· πŸ“¦ 210 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 160K / month Β· πŸ“¦ 23 Β· ⏱️ 22.12.2022): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 180K / month Β· πŸ“¦ 24 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 71K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 72K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge mleap ``` @@ -4029,7 +4044,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 27K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 29K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -4041,39 +4056,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 3.9K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 69K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 70K Β· ⏱️ 02.06.2023): ``` conda install -c conda-forge ploomber ```
PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 120 Β· πŸ“¦ 640 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 16.07.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 640 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 250K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 270K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰25 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 420 Β· πŸ“‹ 200 - 29% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 420 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 52K / month Β· πŸ“¦ 19 Β· ⏱️ 09.03.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 53K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.1K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.2K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4085,7 +4100,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 6.6K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 7.2K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): ``` pip install streamparse ``` @@ -4109,7 +4124,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 88K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 82K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4121,7 +4136,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 35K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4137,7 +4152,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.2K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.1K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ``` @@ -4149,7 +4164,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.6K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 8.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4160,12 +4175,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 780 / month Β· ⏱️ 07.07.2022): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 930 / month Β· ⏱️ 25.07.2023): ``` pip install batchflow ``` @@ -4186,14 +4201,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +
Databolt Flow (πŸ₯‰20 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 25 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 26.10.2022): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 25 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 310 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 270 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4205,7 +4220,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4229,7 +4244,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bodywork-ml/bodywork-core ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 520 / month Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 590 / month Β· ⏱️ 04.07.2022): ``` pip install bodywork ``` @@ -4241,7 +4256,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 80 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 68 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4253,7 +4268,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rasgointelligence/RasgoQL ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 110 / month Β· ⏱️ 05.07.2022): +- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 82 / month Β· ⏱️ 05.07.2022): ``` pip install rasgoql ``` @@ -4263,7 +4278,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrjob (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰20 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter @@ -4277,12 +4292,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 870K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 880K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 180M / month Β· πŸ“¦ 75K Β· ⏱️ 13.10.2021): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 190M / month Β· πŸ“¦ 75K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4293,12 +4308,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 600 Β· πŸ“¦ 63K Β· πŸ“‹ 880 - 2% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 64K Β· πŸ“‹ 880 - 1% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.9K Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.9K Β· ⏱️ 28.05.2023): ``` pip install xlsxwriter ``` @@ -4309,7 +4324,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
jmespath (πŸ₯‰33 Β· ⭐ 1.9K) - JMESPath is a query language for JSON. MIT -- [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 140 - 38% open Β· ⏱️ 31.03.2023): +- [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 35% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/jmespath/jmespath.py @@ -4331,12 +4346,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.5K Β· πŸ“‹ 250 - 25% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.6K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.6M / month Β· πŸ“¦ 760 Β· ⏱️ 10.04.2022): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.9M / month Β· πŸ“¦ 760 Β· ⏱️ 07.07.2023): ``` pip install deepdiff ``` @@ -4352,11 +4367,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 18M / month Β· πŸ“¦ 310 Β· ⏱️ 07.06.2021): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 310 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` -- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.5M Β· ⏱️ 03.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.6M Β· ⏱️ 03.06.2023): ``` conda install -c conda-forge typing_inspect ``` @@ -4372,14 +4387,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡41 Β· ⭐ 4.8K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡40 Β· ⭐ 4.8K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 770K Β· πŸ“‹ 640 - 17% open Β· ⏱️ 09.07.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 780K Β· πŸ“‹ 650 - 18% open Β· ⏱️ 09.07.2023): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 120M / month Β· πŸ“¦ 18K Β· ⏱️ 08.11.2017): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 120M / month Β· πŸ“¦ 18K Β· ⏱️ 16.04.2023): ``` pip install attrs ``` @@ -4388,30 +4403,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
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more-itertools (πŸ₯‡39 Β· ⭐ 3.1K) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡40 Β· ⭐ 3.1K Β· πŸ“ˆ) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 240 Β· πŸ“₯ 2.8K Β· πŸ“¦ 180K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 13.07.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 250 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 36M / month Β· πŸ“¦ 8.7K Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 38M / month Β· πŸ“¦ 8.7K Β· ⏱️ 24.07.2023): ``` pip install more-itertools ``` -- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 12M Β· ⏱️ 24.07.2023): ``` conda install -c conda-forge more-itertools ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.3K Β· πŸ’€) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 100K Β· πŸ“‹ 260 - 44% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 100K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 19M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 19M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` @@ -4420,30 +4435,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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boltons (πŸ₯ˆ33 Β· ⭐ 6.2K Β· πŸ“‰) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
boltons (πŸ₯ˆ32 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 4.8K Β· πŸ“‹ 160 - 37% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 4.8K Β· πŸ“‹ 170 - 40% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.3M / month Β· πŸ“¦ 420 Β· ⏱️ 17.05.2021): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.2M / month Β· πŸ“¦ 420 Β· ⏱️ 20.02.2023): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ```
tenacity (πŸ₯ˆ32 Β· ⭐ 5K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 230 Β· πŸ“‹ 230 - 37% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 240 Β· πŸ“‹ 230 - 38% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 27M / month Β· πŸ“¦ 1.3K Β· ⏱️ 12.07.2021): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 27M / month Β· πŸ“¦ 1.3K Β· ⏱️ 28.02.2023): ``` pip install tenacity ``` @@ -4452,7 +4467,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
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python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 230 Β· πŸ“¦ 2.2K Β· πŸ“‹ 510 - 31% open Β· ⏱️ 19.12.2022): @@ -4479,19 +4494,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.2K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.3K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge returns ```
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natsort (πŸ₯‰30 Β· ⭐ 770) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰30 Β· ⭐ 780) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 21K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.04.2018): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4502,12 +4517,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰29 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.1K Β· πŸ“‹ 77 - 7% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.2K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 600 Β· ⏱️ 27.01.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 600 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4523,11 +4538,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 61 Β· ⏱️ 01.07.2022): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 58K Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 59K Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge ubelt ``` @@ -4548,12 +4563,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 55K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.5K Β· πŸ”€ 27K Β· πŸ“‹ 65K - 12% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 27K Β· πŸ“‹ 66K - 12% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 66K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 69K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4568,7 +4583,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 63K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 64K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/micropython/micropython @@ -4598,14 +4613,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
Pygments (πŸ₯‡43 Β· ⭐ 1.3K) - Pygments is a generic syntax highlighter written in Python. BSD-2 +
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 540 Β· πŸ“¦ 550K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 550 Β· πŸ“¦ 550K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 22.07.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 52M / month Β· πŸ“¦ 37K Β· ⏱️ 24.04.2022): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 53M / month Β· πŸ“¦ 37K Β· ⏱️ 18.04.2023): ``` pip install pygments ``` @@ -4614,30 +4629,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡40 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡41 Β· ⭐ 20K Β· πŸ“ˆ) - A cross-platform command-line utility that creates projects.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 21K Β· πŸ“‹ 810 - 25% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 21K Β· πŸ“‹ 820 - 25% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.6K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.6K Β· ⏱️ 11.07.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 770K Β· ⏱️ 11.07.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 780K Β· ⏱️ 11.07.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 1.9K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 8.1K Β· πŸ“¦ 820K Β· πŸ“‹ 310 - 10% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 8.1K Β· πŸ“¦ 820K Β· πŸ“‹ 310 - 11% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 77M / month Β· πŸ“¦ 32K Β· ⏱️ 10.05.2022): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 79M / month Β· πŸ“¦ 32K Β· ⏱️ 18.06.2023): ``` pip install pyparsing ``` @@ -4648,7 +4663,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 610K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 620K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/eliben/pycparser @@ -4657,19 +4672,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 32M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 33M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pycparser ```
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wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
wrapt (πŸ₯ˆ35 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 210 Β· πŸ“‹ 170 - 22% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 23% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 79M / month Β· πŸ“¦ 12K Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 80M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): ``` pip install wrapt ``` @@ -4696,12 +4711,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ34 Β· ⭐ 980) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 25% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 24% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 63M / month Β· πŸ“¦ 10K Β· ⏱️ 28.07.2018): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 66M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): ``` pip install pluggy ``` @@ -4712,12 +4727,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ34 Β· ⭐ 770 Β· πŸ’€) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 450K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 25.11.2022): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 450K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 67M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 68M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4749,7 +4764,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 380K / month Β· πŸ“¦ 440 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 290K / month Β· πŸ“¦ 450 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4760,28 +4775,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 450 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 460 Β· πŸ“‹ 390 - 15% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 64K / month Β· πŸ“¦ 31 Β· ⏱️ 13.06.2022): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 68K / month Β· πŸ“¦ 31 Β· ⏱️ 10.07.2023): ``` pip install copier ```
fastcore (πŸ₯‰31 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 3.9K Β· πŸ“‹ 330 - 7% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 620K / month Β· πŸ“¦ 280 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 650K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 50K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 51K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4793,7 +4808,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 260K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 270K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4802,30 +4817,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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Send2Trash (πŸ₯‰28 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 - -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 54 - 44% open Β· ⏱️ 03.05.2023): - - ``` - git clone https://github.com/arsenetar/send2trash - ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 11M / month Β· πŸ“¦ 2.8K Β· ⏱️ 21.08.2021): - ``` - pip install send2trash - ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge send2trash - ``` -
powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 100 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 110 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.6K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ``` @@ -4837,7 +4836,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 630K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 620K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4846,34 +4845,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge python-mss ```
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pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 +
Send2Trash (πŸ₯‰27 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.3K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 55 - 45% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/ponty/pyscreenshot + git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 490K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` - pip install pyscreenshot + pip install send2trash + ``` +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge send2trash ```
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catalogue (πŸ₯‰26 Β· ⭐ 160) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 27K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 27K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 3.7M / month Β· πŸ“¦ 71 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): ``` pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.1M Β· ⏱️ 24.07.2023): ``` conda install -c conda-forge catalogue ```
+
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 + +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.4K Β· ⏱️ 12.03.2023): + + ``` + git clone https://github.com/ponty/pyscreenshot + ``` +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 480K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): + ``` + pip install pyscreenshot + ``` +
Show 3 hidden projects... - openpyxl (πŸ₯‰26 Β· ⭐ 59) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT diff --git a/history/2023-07-27_changes.md b/history/2023-07-27_changes.md new file mode 100644 index 0000000..6cf7f13 --- /dev/null +++ b/history/2023-07-27_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- numpy (πŸ₯‡52 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +- cookiecutter (πŸ₯‡41 Β· ⭐ 20K Β· πŸ“ˆ) - A cross-platform command-line utility that creates projects.. BSD-3 +- marshmallow (πŸ₯ˆ40 Β· ⭐ 6.6K Β· πŸ“ˆ) - A lightweight library for converting complex objects to and from.. MIT +- more-itertools (πŸ₯‡40 Β· ⭐ 3.1K Β· πŸ“ˆ) - More routines for operating on iterables, beyond itertools. MIT +- cerberus (πŸ₯ˆ35 Β· ⭐ 3K Β· πŸ“ˆ) - Lightweight, extensible data validation library for Python. ISC + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- docker (πŸ₯ˆ41 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +- attrs (πŸ₯‡40 Β· ⭐ 4.8K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- Dagster (πŸ₯ˆ39 Β· ⭐ 8K Β· πŸ“‰) - An orchestration platform for the development, production, and.. Apache-2 +- alembic (πŸ₯ˆ39 Β· ⭐ 2K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT +- dirty-equals (πŸ₯‰20 Β· ⭐ 690 Β· πŸ“‰) - Doing dirty (but extremely useful) things with equals. MIT + diff --git a/history/2023-07-27_projects.csv b/history/2023-07-27_projects.csv new file mode 100644 index 0000000..29cd1eb --- /dev/null +++ b/history/2023-07-27_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,npm_id,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,projectrank_placing,labels,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-20 15:20:02.000,2023-07-20 15:20:01,400.0,29.0,2050,376.0,209.0,16.0,31.0,14057,2023-07-20 15:20:08.000,2023.07.20,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-07-20 17:39:19.000,2023-07-20 17:39:18,251.0,26.0,149,52.0,151.0,1.0,2.0,1959,2023-07-20 17:39:24.000,2023.07.20,99.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-07-20 15:19:42.000,2023-07-20 15:19:41,249.0,26.0,40,24.0,149.0,3.0,5.0,757,2023-07-20 15:19:48.000,2023.07.20,97.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-07-20 17:39:19.000,2023-07-20 17:39:18,251.0,26.0,149,52.0,151.0,1.0,2.0,1959,2023-07-20 17:39:24.000,2023.07.20,99.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-20 15:20:02.000,2023-07-20 15:20:01,400.0,29.0,2050,376.0,209.0,16.0,31.0,14057,2023-07-20 15:20:08.000,2023.07.20,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6836,1662.0,321.0,11.0,73.0,37753,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-20 15:20:02.000,2023-07-20 15:20:01,400.0,29.0,2050,376.0,209.0,16.0,31.0,14057,2023-07-20 15:20:08.000,2023.07.20,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-07-27 04:59:42.000,2023-07-26 16:47:30,12271.0,701.0,15115,2072.0,7582.0,972.0,4927.0,60180,2023-07-07 02:51:12.514,4.23.4,142.0,1115.0,52,True,protobuf,conda-forge/protobuf,google-protobuf,33835081.0,138479320.0,478679.0,459454.0,https://pypi.org/project/protobuf,2023-07-18 21:53:50.000,15803.0,131213558.0,https://anaconda.org/conda-forge/protobuf,2023-06-30 10:45:11.354,14868585.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3422.0,6122594.0,1.0,,,,,,,,,,,,,, +8,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-07-27 13:23:57.000,2023-07-26 20:29:41,32917.0,639.0,16474,1117.0,29343.0,3518.0,21493.0,39127,2023-06-28 23:24:00.000,2.0.3,116.0,3398.0,52,True,pandas,conda-forge/pandas,,204447.0,126307287.0,1298637.0,1229038.0,https://pypi.org/project/pandas,2023-06-28 23:19:58.642,69599.0,125029796.0,https://anaconda.org/conda-forge/pandas,2023-07-07 17:59:39.887,42098036.0,,,,,1.0,['pandas'],,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-07-27 13:11:38.000,2023-07-27 13:00:43,33053.0,800.0,8110,591.0,12622.0,2170.0,9612.0,24097,2023-07-20 16:10:03.775,1.4.0,148.0,1649.0,52,True,numpy,conda-forge/numpy,,779059.0,164766441.0,1884468.0,1751209.0,https://pypi.org/project/numpy,2023-07-08 21:45:29.961,133259.0,163111749.0,https://anaconda.org/conda-forge/numpy,2023-07-09 08:50:04.592,60858765.0,,,,,1.0,,1.0,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-07-26 22:19:05.000,2023-07-26 22:19:04,53880.0,217.0,23510,1935.0,49484.0,894.0,30994.0,58077,2023-07-18 11:55:48.058,8.2.0,331.0,6754.0,48,True,ansible,conda-forge/ansible,,,4203589.0,32944.0,28880.0,https://pypi.org/project/ansible,2023-07-18 11:55:48.058,4064.0,4179001.0,https://anaconda.org/conda-forge/ansible,2023-07-19 12:41:59.148,934368.0,,,,,1.0,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-07-27 13:23:11.000,2023-07-27 12:17:16,20544.0,995.0,12619,760.0,21917.0,858.0,6939.0,31556,2023-07-10 23:02:37.000,2.6.3,157.0,2913.0,47,True,apache-airflow,conda-forge/airflow,,509920.0,12756995.0,7788.0,7519.0,https://pypi.org/project/apache-airflow,2023-07-10 20:50:03.028,269.0,11473523.0,https://anaconda.org/conda-forge/airflow,2023-07-23 15:06:09.683,925935.0,,,,,1.0,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-07-10 21:55:39.747092,458.0,123986148.0,,,,,, +12,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-07-27 11:55:49.000,2023-07-25 13:41:07,12265.0,82.0,4524,480.0,3000.0,634.0,4319.0,21919,2023-06-18 14:21:14.785,5.3.1,198.0,1290.0,46,True,celery,conda-forge/celery,,,7036960.0,122272.0,107272.0,https://pypi.org/project/celery,2023-06-18 14:21:14.785,15000.0,7001121.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1326045.0,,,,,1.0,,,,,,,,,,,,,, +13,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-07-24 07:52:44.000,2023-07-19 04:23:14,2351.0,102.0,1349,185.0,1048.0,90.0,1402.0,14103,2023-07-18 20:05:42.000,8.1.6,52.0,361.0,46,True,click,conda-forge/click,,26.0,130129102.0,1389603.0,1316111.0,https://pypi.org/project/click,2023-07-18 20:05:12.000,73492.0,129021028.0,https://anaconda.org/conda-forge/click,2023-07-19 07:39:27.210,28809944.0,,,,,1.0,,,,,,,,,,,,,, +14,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-07-26 23:04:20.217,2023-07-26 18:28:35,5289.0,182.0,1775,238.0,676.0,165.0,2848.0,8214,2023-07-25 19:40:24.000,1.28.11,1353.0,145.0,46,True,boto3,conda-forge/boto3,,,725397876.0,352428.0,335009.0,https://pypi.org/project/boto3,2023-07-26 19:53:07.000,17419.0,724964963.0,https://anaconda.org/conda-forge/boto3,2023-07-26 23:04:20.217,16450711.0,,,,,1.0,,,,,,,,,,,,,, +15,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-07-26 08:38:10.000,2023-07-25 23:35:30,16457.0,217.0,1182,92.0,654.0,175.0,7225.0,7548,2023-07-15 13:08:45.132,2.0.19,289.0,640.0,46,True,SQLAlchemy,conda-forge/sqlalchemy,,45085.0,86612726.0,652561.0,605537.0,https://pypi.org/project/SQLAlchemy,2023-07-15 13:08:45.132,47024.0,86204538.0,https://anaconda.org/conda-forge/sqlalchemy,2023-07-15 16:43:32.035,12623470.0,,,,,1.0,,,,,,,,,,,,,, +16,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-07-27 12:27:45.000,2023-07-27 00:16:34,10665.0,349.0,1628,125.0,7012.0,41.0,2238.0,5704,2023-07-11 03:26:18.428,41.0.2,116.0,293.0,46,True,cryptography,conda-forge/cryptography,,,170067183.0,529013.0,507899.0,https://pypi.org/project/cryptography,2023-07-11 03:26:18.428,21114.0,168928063.0,https://anaconda.org/conda-forge/cryptography,2023-07-11 06:42:45.957,41008346.0,,,,,1.0,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-07-27 12:54:41.000,2023-07-27 08:35:31,2319.0,576.0,1330,97.0,2813.0,312.0,2506.0,14975,2023-07-25 23:11:45.000,2.1.1,116.0,385.0,45,True,pydantic,conda-forge/pydantic,,,81548008.0,235155.0,227886.0,https://pypi.org/project/pydantic,2023-07-25 23:11:45.000,7269.0,81394834.0,https://anaconda.org/conda-forge/pydantic,2023-07-26 14:04:21.010,5514278.0,,,,,1.0,,,,,,,,,pydantic/pydantic,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-07-27 00:45:50.432,2023-07-26 23:41:25,11341.0,201.0,3733,572.0,3427.0,508.0,3905.0,14021,2023-07-25 19:40:19.000,1.29.11,1760.0,418.0,45,True,awscli,conda-forge/awscli,,1439.0,272058677.0,3044.0,3.0,https://pypi.org/project/awscli,2023-07-26 19:53:01.000,3041.0,271492329.0,https://anaconda.org/conda-forge/awscli,2023-07-27 00:45:50.432,20387660.0,,,,,1.0,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-07-26 21:16:12.653,2023-07-26 18:28:15,10074.0,252.0,1015,65.0,1976.0,144.0,895.0,1309,2023-07-26 19:52:52.000,1.31.12,1751.0,194.0,44,True,botocore,conda-forge/botocore,,,340957196.0,260048.0,251628.0,https://pypi.org/project/botocore,2023-07-26 19:52:52.000,8420.0,340255466.0,https://anaconda.org/conda-forge/botocore,2023-07-26 21:16:12.653,22455360.0,,,,,2.0,,,,,,,,,,,,,, +20,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-07-26 19:44:44.000,2023-07-03 10:41:29,3787.0,26.0,1594,541.0,993.0,183.0,991.0,44048,2023-06-12 13:57:22.000,13.4.2,184.0,223.0,43,True,rich,conda-forge/rich,,,26150569.0,111648.0,107179.0,https://pypi.org/project/rich,2023-06-12 13:56:28.315,4469.0,26026981.0,https://anaconda.org/conda-forge/rich,2023-06-12 17:36:05.280,4449189.0,,,,,1.0,,,,,,,,,,,,,, +21,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-07-27 09:32:23.000,2023-07-19 11:11:24,4307.0,203.0,4941,710.0,3735.0,191.0,6786.0,30074,2023-07-19 12:57:32.000,2.20.2,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,121447646.0,3949839.0,14059.0,12818.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1241.0,1813259.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,349320.0,,,,,2.0,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-07-22 09:06:33.000,2023-07-10 15:48:16,2990.0,66.0,3137,640.0,2372.0,150.0,2123.0,20848,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,flatbuffers,239000.0,12134296.0,65240.0,64682.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,293.0,11028542.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,790941.0,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,265.0,1094366.0,1.0,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-07-27 12:42:58.000,2023-07-27 12:42:56,3507.0,93.0,2257,274.0,3644.0,582.0,1833.0,16789,2023-07-24 15:54:03.000,2.14.0,70.0,518.0,43,True,datasets,conda-forge/datasets,,,3622545.0,21709.0,21172.0,https://pypi.org/project/datasets,2023-07-24 15:47:25.000,537.0,3610653.0,https://anaconda.org/conda-forge/datasets,2023-06-27 17:28:29.940,368678.0,,,,,1.0,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-07-21 09:44:10.951,2023-07-20 16:57:20,3391.0,67.0,1793,223.0,1236.0,20.0,636.0,16068,2023-07-20 16:57:57.000,19.2.0,299.0,534.0,43,True,Faker,conda-forge/faker,,,8336688.0,159407.0,156311.0,https://pypi.org/project/Faker,2023-07-20 16:57:44.000,3096.0,8314460.0,https://anaconda.org/conda-forge/faker,2023-07-21 09:44:10.951,822468.0,,,,,1.0,,,,,,,,,,,,,, +25,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-07-27 12:32:20.000,2023-07-26 08:59:53,2203.0,37.0,2385,326.0,1380.0,181.0,1336.0,11640,2023-06-25 13:15:25.514,4.6.0,116.0,401.0,43,True,redis,conda-forge/redis-py,,,26767029.0,27399.0,,https://pypi.org/project/redis,2023-07-16 12:14:28.750,27399.0,26739155.0,https://anaconda.org/conda-forge/redis-py,2023-07-10 17:06:07.772,1031351.0,,,,,1.0,,,,,,,,,,,,,, +26,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-07-23 19:35:06.000,2023-07-07 18:16:33,3939.0,75.0,1936,317.0,756.0,977.0,756.0,8432,2023-05-25 18:13:14.411,3.2.0,142.0,186.0,43,True,paramiko,conda-forge/paramiko,,,40184767.0,93790.0,80926.0,https://pypi.org/project/paramiko,2023-05-25 18:13:14.411,12864.0,40142175.0,https://anaconda.org/conda-forge/paramiko,2023-06-16 13:25:05.596,3492581.0,,,,,2.0,,,,,,,,,,,,,, +27,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-07-26 11:05:10.000,2023-07-26 11:01:26,22622.0,1050.0,1466,300.0,7554.0,157.0,3477.0,4272,2023-07-25 21:01:11.000,google-cloud-documentai-v2.18.0,100.0,397.0,43,True,google-cloud-storage,conda-forge/google-cloud-storage,,,45747507.0,1892.0,,https://pypi.org/project/google-cloud-storage,2023-06-26 20:35:37.254,1892.0,45645558.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3670187.0,,,,,1.0,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-07-24 15:00:43.000,2023-07-22 22:31:41,6431.0,60.0,546,32.0,752.0,404.0,1354.0,1357,2023-04-18 18:51:04.629,2.15.1,59.0,790.0,43,True,pygments,conda-forge/pygments,,,52803090.0,591063.0,554200.0,https://pypi.org/project/pygments,2023-04-18 18:51:04.629,36863.0,52533520.0,https://anaconda.org/conda-forge/pygments,2023-06-16 13:16:02.274,23452676.0,,,,,1.0,,,,,,,,,,,,,, +29,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-07-27 13:17:00.000,2023-07-27 13:15:25,118012.0,1296.0,27271,1494.0,42690.0,8285.0,57229.0,54734,2020-07-22 03:00:52.000,0.0.6,11.0,2561.0,42,True,cpython,conda-forge/typing,@buckpkg/python,,100202.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,68569.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2783723.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,1.0,,,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-07-26 23:39:19.000,2023-07-26 20:52:09,14870.0,463.0,1290,153.0,5796.0,536.0,3464.0,12394,2023-07-20 20:52:28.000,2.11.0,223.0,321.0,42,True,prefect,conda-forge/prefect,,,667898.0,3560.0,3421.0,https://pypi.org/project/prefect,2023-07-20 20:52:28.000,139.0,655084.0,https://anaconda.org/conda-forge/prefect,2023-07-21 00:14:20.700,486958.0,,,,,1.0,,,,,,,,,,,,,, +31,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-07-27 12:14:26.000,2023-07-27 08:12:46,15068.0,694.0,2443,366.0,22978.0,990.0,7396.0,3768,2023-07-26 04:44:51.000,azure-mgmt-containerservice_25.0.0,100.0,607.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,40140192.0,2922.0,2271.0,https://pypi.org/project/azure-storage-blob,2023-07-11 23:00:07.384,651.0,40113631.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-07-12 00:27:47.803,982792.0,,,,,1.0,,,,,,,,,,,,,, +32,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-07-25 17:57:06.000,2023-07-25 17:57:06,3006.0,44.0,1863,221.0,1078.0,207.0,610.0,19994,2023-07-11 16:00:08.467,2.2.3,37.0,303.0,41,True,cookiecutter,conda-forge/cookiecutter,,,2435613.0,23043.0,21479.0,https://pypi.org/project/cookiecutter,2023-07-11 16:00:08.467,1564.0,2405746.0,https://anaconda.org/conda-forge/cookiecutter,2023-07-11 23:08:31.657,776560.0,,,,,1.0,,1.0,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-07-27 13:15:31.000,2023-07-27 02:47:58,10535.0,733.0,925,173.0,6526.0,1870.0,4463.0,16657,2023-07-26 19:25:47.000,3.76.1,3897.0,229.0,41,True,pulumi,,@pulumi/pulumi,336230.0,1909653.0,3495.0,2755.0,https://pypi.org/project/pulumi,2023-07-26 19:26:39.000,129.0,816239.0,,,,https://www.npmjs.com/package/@pulumi/pulumi,2023-07-26 19:26:30.488,611.0,1075718.0,2.0,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-07-20 13:15:55.000,2023-07-18 22:37:27,4530.0,17.0,1371,199.0,467.0,,2286.0,10215,2023-04-21 20:18:22.000,3.16.2,183.0,152.0,41,True,peewee,conda-forge/peewee,,,1128005.0,26337.0,22650.0,https://pypi.org/project/peewee,2023-04-21 20:18:05.260,3687.0,1121583.0,https://anaconda.org/conda-forge/peewee,2023-06-16 13:23:55.560,539476.0,,,,,1.0,,,,,,,,,,,,,, +35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-07-27 13:18:05.000,2023-07-27 12:14:13,39769.0,712.0,3995,259.0,21826.0,4225.0,1750.0,7011,2023-07-17 14:04:26.000,2.49.0,92.0,1518.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,5796448.0,176.0,2.0,https://pypi.org/project/apache-beam,2023-07-17 11:42:02.062,174.0,5794142.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-07-17 15:36:18.049,50749.0,,,,,1.0,,,,,,,,,,,,,, +36,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-07-20 15:18:46.499,2023-06-06 18:28:15,3309.0,9.0,1652,197.0,1563.0,449.0,1209.0,6328,2023-07-20 15:18:46.499,0.0.1,84.0,439.0,41,True,docker,conda-forge/docker-py,,628.0,35085629.0,68964.0,65195.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3769.0,34990061.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3535843.0,,,,,2.0,,-1.0,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-07-25 10:37:56.000,2023-07-25 10:37:53,2525.0,55.0,564,59.0,321.0,27.0,746.0,4194,2023-07-18 09:05:38.294,4.18.4,94.0,108.0,41,True,jsonschema,conda-forge/jsonschema,,31.0,99549999.0,437325.0,418743.0,https://pypi.org/project/jsonschema,2023-07-18 09:05:38.294,18582.0,98900659.0,https://anaconda.org/conda-forge/jsonschema,2023-07-18 13:37:01.763,21428210.0,,,,,1.0,,,,,,,,,python-jsonschema/jsonschema,,,,, +38,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-07-08 06:03:35.000,2023-06-20 22:22:09,4261.0,51.0,502,57.0,875.0,247.0,1185.0,1905,2023-06-20 09:17:29.999,3.9.0,37.0,195.0,41,True,h5py,conda-forge/h5py,,2776.0,13685161.0,239963.0,225382.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14581.0,13344585.0,https://anaconda.org/conda-forge/h5py,2023-06-27 01:33:51.340,12600014.0,,,,,1.0,,,,,,,,,,,,,, +39,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-07-24 16:38:39.000,2023-07-23 16:23:02,12807.0,25.0,3028,610.0,3501.0,978.0,3887.0,16104,2023-06-17 17:37:56.000,2.2.1,44.0,591.0,40,True,kivy,conda-forge/kivy,,32088.0,103487.0,11061.0,10459.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,602.0,94852.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,316541.0,,,,,1.0,,,,,,,,,,,,,, +40,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-07-21 08:54:48.000,2023-07-21 08:54:39,1792.0,43.0,1361,210.0,840.0,163.0,924.0,9022,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,40,True,rq,conda-forge/rq,,,940137.0,15885.0,14117.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1768.0,939010.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,94677.0,,,,,1.0,,,,,,,,,,,,,, +41,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-30 16:30:11.000,2023-06-30 16:29:58,1081.0,32.0,1409,228.0,478.0,16.0,625.0,7338,2023-06-26 05:34:54.000,1.1.0,12.0,122.0,40,True,PyMySQL,conda-forge/pymysql,,,39323837.0,175882.0,175653.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,229.0,39291270.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1172438.0,,,,,1.0,,,,,,,,,,,,,, +42,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-07-26 08:50:48.000,2023-07-26 08:50:46,3219.0,49.0,628,83.0,982.0,160.0,1031.0,6611,2023-07-20 22:08:23.000,3.20.1,171.0,206.0,40,True,marshmallow,conda-forge/marshmallow,,,23368531.0,98838.0,88613.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10225.0,23316646.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,1919763.0,,,,,2.0,,2.0,,,,,,,,,,,, +43,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-07-24 13:32:45.000,2023-07-09 13:48:58,1334.0,41.0,343,65.0,521.0,119.0,530.0,4849,2023-04-16 10:50:23.776,23.1.0,27.0,144.0,40,True,attrs,conda-forge/attrs,,,119277934.0,796927.0,779120.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,17807.0,118883967.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,29941531.0,,,,,1.0,,-1.0,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-07-19 20:18:24.000,2023-07-18 17:46:36,1526.0,15.0,1160,396.0,1225.0,55.0,979.0,3996,2023-07-07 01:26:06.521,8.8.2,132.0,195.0,40,True,elasticsearch,conda-forge/elasticsearch,,3450.0,14196601.0,45682.0,39633.0,https://pypi.org/project/elasticsearch,2023-07-07 01:26:06.521,6049.0,14173373.0,https://anaconda.org/conda-forge/elasticsearch,2023-07-06 16:00:42.877,878745.0,,,,,1.0,,,,,,,,,,,,,, +45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-07-26 16:59:55.000,2023-07-26 16:59:55,1490.0,46.0,254,37.0,477.0,28.0,243.0,3148,2023-07-24 14:26:34.000,10.0.1,43.0,104.0,40,True,more-itertools,conda-forge/more-itertools,,2769.0,37962915.0,194422.0,185689.0,https://pypi.org/project/more-itertools,2023-07-24 14:10:00.000,8733.0,37642452.0,https://anaconda.org/conda-forge/more-itertools,2023-07-24 15:17:17.468,11855839.0,,,,,1.0,,1.0,,,,,,,,,,,, +46,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-07-21 01:34:47.000,2023-07-12 08:34:31,1147.0,17.0,261,25.0,164.0,36.0,275.0,1905,2023-06-18 22:51:11.000,3.1.0,70.0,55.0,40,True,pyparsing,conda-forge/pyparsing,,8141.0,80319625.0,854460.0,822428.0,https://pypi.org/project/pyparsing,2023-06-18 22:26:15.196,32032.0,78537060.0,https://anaconda.org/conda-forge/pyparsing,2023-06-18 23:49:52.117,37430929.0,,,,,1.0,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-07-27 13:28:04.000,2023-07-27 04:59:25,11338.0,524.0,1360,78.0,6615.0,151.0,1574.0,8651,2023-07-21 20:46:18.000,0.17.6,229.0,401.0,39,True,great_expectations,conda-forge/great-expectations,,,11314713.0,35.0,,https://pypi.org/project/great_expectations,2023-07-21 20:05:12.000,35.0,11296496.0,https://anaconda.org/conda-forge/great-expectations,2023-07-21 22:59:31.357,692277.0,,,,,2.0,,,,,,,,,,,,,, +48,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-07-27 13:27:24.000,2023-07-27 00:44:00,15120.0,837.0,989,97.0,9203.0,1840.0,4156.0,8009,2023-07-21 23:00:40.000,1.4.2,555.0,326.0,39,True,dagster,conda-forge/dagster,,,570395.0,1496.0,1375.0,https://pypi.org/project/dagster,2023-07-21 22:28:34.000,121.0,544940.0,https://anaconda.org/conda-forge/dagster,2023-07-22 14:46:43.133,967299.0,,,,,2.0,,-1.0,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-07-13 08:18:31.000,2023-03-02 20:25:13,2157.0,,1359,156.0,950.0,297.0,1175.0,5251,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1831.0,6325246.0,20269.0,18875.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1394.0,6319732.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,406809.0,,,,,2.0,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-07-27 01:41:16.000,2023-07-27 01:03:29,5369.0,122.0,1117,238.0,1326.0,8.0,,3891,2023-07-13 14:56:41.000,4.4.1,133.0,204.0,39,True,pymongo,conda-forge/pymongo,,,19825029.0,19906.0,,https://pypi.org/project/pymongo,2023-07-13 14:49:18.925,19906.0,19793383.0,https://anaconda.org/conda-forge/pymongo,2023-07-13 16:52:51.990,1139263.0,,,,,2.0,,,,,,,,,,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-07-27 10:36:53.000,2023-07-10 20:12:55,1478.0,18.0,380,60.0,690.0,393.0,456.0,3340,2023-07-10 16:07:26.000,1.3.0,109.0,123.0,39,True,joblib,conda-forge/joblib,,,28853881.0,318921.0,312857.0,https://pypi.org/project/joblib,2023-06-29 15:20:22.934,6064.0,28286340.0,https://anaconda.org/conda-forge/joblib,2023-06-30 20:04:40.631,20431482.0,,,,,2.0,,,,,,,,,,,,,, +52,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-07-25 23:39:57.000,2023-07-19 18:11:05,2710.0,92.0,1177,201.0,1198.0,168.0,1780.0,3173,2023-05-05 16:39:25.000,4.2.0,42.0,222.0,39,True,netmiko,,,,174852.0,3978.0,3719.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,259.0,174852.0,,,,,,,,2.0,,,,,,,,,,,,,, +53,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-07-08 22:21:27.000,2023-07-08 22:21:27,2815.0,44.0,449,62.0,198.0,60.0,493.0,2436,2023-05-19 08:13:05.062,3.18.0,46.0,142.0,39,True,pycryptodomex,conda-forge/pycryptodomex,,28.0,29987375.0,74816.0,73237.0,https://pypi.org/project/pycryptodomex,2023-05-19 08:13:05.062,1579.0,29966984.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1366214.0,,,,,2.0,,,,,,,,,,,,,, +54,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-07-24 19:11:45.000,2022-09-13 22:22:16,316.0,,469,53.0,249.0,265.0,295.0,2226,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,pyyaml,conda-forge/pyyaml,,,186080778.0,953929.0,878981.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,74948.0,185652282.0,https://anaconda.org/conda-forge/pyyaml,2023-06-16 13:17:29.126,36422204.0,,,,,1.0,,,,,,,,,,,,,, +55,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-07-12 16:09:14.000,2023-06-06 19:08:37,1575.0,4.0,439,43.0,620.0,341.0,399.0,2098,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,python-dateutil,conda-forge/python-dateutil,,35011.0,212523707.0,1123892.0,1119619.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,211979387.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,46781445.0,,,,,1.0,,,,,,,,,,,,,, +56,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-07-18 13:19:56.000,2023-07-11 20:27:15,1708.0,35.0,189,19.0,122.0,105.0,870.0,2034,2023-05-17 22:10:39.727,1.11.1,117.0,167.0,39,True,alembic,conda-forge/alembic,,,27689843.0,182737.0,171299.0,https://pypi.org/project/alembic,2023-05-17 22:10:39.727,11438.0,27648253.0,https://anaconda.org/conda-forge/alembic,2023-06-16 13:23:23.904,3493568.0,,,,,2.0,,-1.0,,,,,,,,,,,, +57,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-07-27 13:25:15.000,2023-07-27 12:01:40,6908.0,719.0,1029,132.0,5637.0,952.0,3516.0,18869,2023-07-20 17:09:08.000,py-0.18.8,299.0,243.0,38,True,polars,,,,817444.0,3061.0,2866.0,https://pypi.org/project/polars,2023-07-20 09:23:27.000,195.0,817444.0,,,,,,,,2.0,,,,,,,,,,,,,, +58,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-06-16 13:24:41.536,2023-01-15 16:27:26,925.0,,555,229.0,231.0,86.0,250.0,9453,2023-07-20 16:25:44.046,0.4.0,78.0,56.0,38,True,uvloop,conda-forge/uvloop,,420.0,6421921.0,88820.0,86976.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1844.0,6412997.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,615530.0,,,,,1.0,,,,,,,,,,,,,, +59,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-07-26 14:42:26.000,2023-07-04 10:52:46,2705.0,6.0,687,150.0,720.0,569.0,548.0,8486,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,28652787.0,1462.0,,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,28165548.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,17053386.0,,,,,2.0,,,,,,,,,,,,,, +60,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-07-27 12:34:40.000,2023-07-26 21:29:51,6246.0,203.0,1291,135.0,3682.0,452.0,3809.0,7293,2023-07-17 18:02:32.000,1.5.3,173.0,291.0,38,True,dbt,conda-forge/dbt,,2317.0,123140.0,3076.0,3046.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,119974.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,245299.0,,,,,2.0,,,,,,,,,,dbt,,,, +61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-07-26 13:17:49.000,2023-07-17 16:45:12,1674.0,32.0,3214,138.0,847.0,91.0,1158.0,5869,2023-07-17 22:17:49.000,27.2.0,87.0,182.0,38,True,kubernetes,conda-forge/kubernetes,,,14170368.0,1348.0,,https://pypi.org/project/kubernetes,2023-07-17 22:15:13.481,1348.0,14158849.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,437723.0,,,,,3.0,,,,,,,,,,,,,, +62,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-06-16 13:25:17.779,2023-04-18 19:22:32,4081.0,,1221,139.0,1100.0,383.0,1312.0,4034,2023-03-03 10:28:06.959,0.27.0,72.0,386.0,38,True,mongoengine,conda-forge/mongoengine,,,1178892.0,24530.0,20948.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3582.0,1176259.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,218585.0,,,,,2.0,,,,,,,,,,,,,, +63,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-07-27 09:09:03.000,2023-07-27 09:09:03,3048.0,4.0,487,73.0,289.0,23.0,1222.0,2987,2023-07-20 16:19:38.871,2.0.8,59.0,132.0,38,False,psycopg2,psycopg2,,,13820005.0,688415.0,627060.0,https://pypi.org/project/psycopg2,2023-04-03 11:33:15.441,61335.0,13817604.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,220976.0,,,,,2.0,,,,,,,,,,,20.0,,, +64,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-07-26 20:46:57.000,2023-07-26 20:45:26,864.0,55.0,106,27.0,266.0,58.0,259.0,1328,2023-07-05 16:46:49.341,3.7.1,47.0,41.0,38,True,anyio,conda-forge/anyio,,,35586954.0,150908.0,150438.0,https://pypi.org/project/anyio,2023-07-26 20:46:57.000,470.0,35367000.0,https://anaconda.org/conda-forge/anyio,2023-07-06 13:49:04.673,8358284.0,,,,,1.0,,,,,,,,,,,,,, +65,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,28.0,105.0,111.0,182.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,True,six,conda-forge/six,,,196777674.0,1897583.0,1762469.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135114.0,196251526.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,45248771.0,,,,,1.0,,,,,,,,,,,,,, +66,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-07-26 20:24:32.000,2023-07-26 20:24:32,2175.0,41.0,258,22.0,748.0,202.0,370.0,619,2023-06-09 17:34:09.999,2023.6.0,69.0,189.0,38,True,fsspec,conda-forge/fsspec,,,121794051.0,55527.0,54915.0,https://pypi.org/project/fsspec,2023-06-09 17:34:09.999,612.0,121544403.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,13231384.0,,,,,1.0,,,,,,,,,,,,,, +67,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1407,380.0,162.0,144.0,172.0,24944,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,6690702.0,24871.0,23137.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1734.0,6681579.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,665987.0,,,,,2.0,,,,,,,,,,,,,, +68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-06-22 23:41:39.000,2023-05-25 18:13:19,1579.0,25.0,1927,464.0,549.0,461.0,1305.0,14146,2023-07-20 15:41:13.973,1.11.0,127.0,136.0,37,True,fabric,conda-forge/fabric,,,4111396.0,103.0,,https://pypi.org/project/fabric,2023-05-25 18:14:00.894,103.0,4110580.0,https://anaconda.org/conda-forge/fabric,2023-06-16 13:21:36.749,67752.0,,,,,3.0,,,,,,,,,,,,,, +69,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-07-27 10:38:55.000,2023-07-24 19:50:17,2535.0,150.0,615,113.0,2716.0,838.0,2907.0,8856,2023-07-07 01:53:10.525,0.23.0,81.0,117.0,37,True,modin,conda-forge/modin-core,,196691.0,894278.0,1138.0,1106.0,https://pypi.org/project/modin,2023-07-07 01:53:10.525,32.0,880246.0,https://anaconda.org/conda-forge/modin-core,2023-07-07 12:06:18.356,258113.0,,,,,2.0,['pandas'],,,,,,,,,,,,, +70,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-07-08 19:07:04.000,2022-11-15 16:25:22,1396.0,,643,135.0,668.0,98.0,398.0,8334,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,13118170.0,64504.0,59778.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4726.0,13097577.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,1771000.0,,,,,2.0,,,,,,,,,,,,,, +71,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-07-07 17:27:15.000,2023-07-07 17:27:15,356.0,2.0,374,35.0,223.0,40.0,222.0,6239,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,python-dotenv,conda-forge/python-dotenv,,,30977292.0,519583.0,511309.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8274.0,30945491.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2544145.0,,,,,1.0,,,,,,,,,,,,,, +72,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-07-26 17:55:26.000,2023-07-21 14:23:42,2217.0,100.0,625,58.0,1377.0,33.0,924.0,3538,2023-06-14 21:59:06.000,3.2.1,139.0,133.0,37,True,awswrangler,conda-forge/awswrangler,,199383.0,28057391.0,1192.0,1136.0,https://pypi.org/project/awswrangler,2023-06-14 21:59:01.025,56.0,28042544.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,399505.0,,,,,2.0,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,, +73,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-26 05:05:58.000,2023-06-15 23:29:54,1330.0,14.0,612,121.0,119.0,15.0,865.0,3300,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11530510.0,67579.0,63686.0,https://pypi.org/project/xlsxwriter,2023-05-28 14:40:46.957,3893.0,11492377.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2821844.0,,,,,3.0,,,,,,,,,,,,,, +74,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-07-27 04:43:30.000,2023-07-27 04:27:39,4676.0,96.0,963,108.0,3538.0,1158.0,2772.0,3043,2023-07-17 06:35:54.928,2023.7.0,81.0,437.0,37,True,xarray,conda-forge/xarray,,,3241641.0,1810.0,1.0,https://pypi.org/project/xarray,2023-07-17 06:35:54.928,1809.0,3002860.0,https://anaconda.org/conda-forge/xarray,2023-07-17 13:22:45.709,8596151.0,,,,,2.0,,,,,,,,,,,,,, +75,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-07-27 07:56:30.000,2023-07-27 07:56:29,2630.0,43.0,471,120.0,539.0,284.0,1482.0,2644,2023-06-23 08:09:03.318,0.30.10,155.0,62.0,37,True,xlwings,conda-forge/xlwings,,21164.0,109252.0,29603.0,28968.0,https://pypi.org/project/xlwings,2023-06-23 08:09:03.318,635.0,92029.0,https://anaconda.org/conda-forge/xlwings,2023-06-25 19:21:06.802,638405.0,,,,,1.0,,,,,,,,,,,,,, +76,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-07-05 09:11:37.000,2023-04-02 16:48:18,1600.0,,459,95.0,301.0,183.0,292.0,2404,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,pexpect,conda-forge/pexpect,,4353.0,33241406.0,309252.0,293169.0,https://pypi.org/project/pexpect,2021-12-15 13:41:19.033,16083.0,33069658.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,14938872.0,,,,,1.0,,,,,,,,,,,,,, +77,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-07-24 14:55:32.000,2023-07-24 14:55:26,993.0,14.0,161,23.0,146.0,169.0,317.0,1952,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,dill,conda-forge/dill,,290701.0,26172496.0,112381.0,108597.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3784.0,26047404.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,4536520.0,,,,,2.0,,,,,,,,,,,,,, +78,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:02:32.982,2023-06-21 22:01:53,929.0,34.0,230,51.0,153.0,19.0,193.0,1496,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,37,True,greenlet,conda-forge/greenlet,,,63729583.0,276260.0,265914.0,https://pypi.org/project/greenlet,2023-06-21 22:02:32.982,10346.0,63629207.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7427856.0,,,,,2.0,,,,,,,,,,,,,, +79,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-16 13:25:18.199,2023-01-29 03:07:44,1874.0,,278,38.0,238.0,198.0,198.0,1168,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,future,conda-forge/future,,,32984493.0,301675.0,284499.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17176.0,32843058.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,11880610.0,,,,,2.0,,,,,,,,,,,,,, +80,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-07-27 09:56:16.000,2023-07-27 09:56:00,1678.0,33.0,254,53.0,1044.0,76.0,510.0,627,2023-07-20 15:54:44.860,0.0.1,148.0,130.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,32364964.0,21956.0,20857.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1099.0,32290629.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2676063.0,,,,,2.0,,,,,,,,,,,,,, +81,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-07-08 17:53:24.000,2023-07-08 17:53:22,1963.0,5.0,194,26.0,578.0,91.0,191.0,565,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,160.0,25213078.0,351662.0,337017.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14645.0,24961633.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,21874817.0,,,,,1.0,,,,,,,,,,,,,, +82,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-07-27 12:36:23.000,2023-05-04 09:47:52,4078.0,2.0,2376,482.0,2272.0,118.0,876.0,16671,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,36,True,luigi,luigi,,,586156.0,2585.0,2174.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,409.0,586006.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13361.0,,,,,2.0,,,,stable/luigi,,,,,,,2.0,,, +83,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-07-25 23:25:58.000,2023-07-07 08:56:19,6733.0,390.0,1211,346.0,233.0,51.0,434.0,13265,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,tink-crypto,1089.0,158288.0,52.0,48.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,157996.0,,,,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,277.0,2.0,,,,,,,,,,,,,, +84,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-07-12 21:21:12.000,2023-07-12 21:21:12,6799.0,41.0,1739,228.0,3043.0,715.0,2651.0,11852,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,pysimplegui,conda-forge/pysimplegui,,,297712.0,9417.0,9119.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,298.0,295252.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,115622.0,,,,,2.0,,,,,,,,,,,,,, +85,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-06-26 17:46:59.000,2023-04-11 15:40:50,389.0,,936,210.0,177.0,152.0,281.0,10961,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,schedule,conda-forge/schedule,,,2252185.0,28694.0,27279.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1415.0,2251315.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,37439.0,,,,,3.0,,,,,,,,,,,,,, +86,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-07-27 13:26:44.000,2023-07-27 13:26:42,2334.0,99.0,807,104.0,1241.0,333.0,1067.0,8541,2023-07-03 12:56:00.843,0.18.11,43.0,197.0,36,True,kedro,,,,331777.0,1846.0,1788.0,https://pypi.org/project/kedro,2023-07-03 12:56:00.843,58.0,331777.0,,,,,,,,2.0,,,,,,,,,,,,,, +87,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-06-16 13:17:10.080,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,185.0,7815,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,docopt,conda-forge/docopt,,,9917221.0,110570.0,98221.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12349.0,9896142.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1833919.0,,,,,2.0,,,,,,,,,,,,,, +88,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-07-12 10:12:10.000,2023-07-12 10:12:10,1434.0,12.0,499,138.0,231.0,10.0,445.0,6660,2023-05-15 15:25:45.070,2.0.4,42.0,95.0,36,True,sh,conda-forge/sh,,,4331052.0,15396.0,12782.0,https://pypi.org/project/sh,2023-05-15 15:25:45.070,2614.0,4328869.0,https://anaconda.org/conda-forge/sh,2023-06-16 13:21:38.984,179086.0,,,,,2.0,,,,,,,,,,,,,, +89,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-07-25 15:45:11.000,2023-05-14 21:27:17,1441.0,1.0,680,135.0,379.0,167.0,453.0,5898,2023-07-20 15:43:30.598,0.3.6,46.0,144.0,36,True,watchdog,conda-forge/watchdog,,,12522852.0,109320.0,101300.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8020.0,12495077.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2305400.0,,,,,2.0,,,,,,,,,,,,,, +90,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-07-25 19:54:38.771,2023-07-24 18:25:47,848.0,13.0,853,331.0,527.0,267.0,834.0,3335,2023-07-12 15:58:31.000,2.2.0,30.0,108.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9737548.0,7139.0,6721.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,418.0,9714982.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-07-25 19:54:38.771,744698.0,,,,,2.0,,,,,,,,,,,,,, +91,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-06-16 13:16:09.835,2022-11-04 10:01:12,370.0,,232,45.0,140.0,110.0,137.0,3197,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,110605612.0,728073.0,707057.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21016.0,110331688.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,23831459.0,,,,,2.0,,,,,,,,,,,,,, +92,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-07-27 11:40:29.000,2023-07-27 10:39:54,5743.0,596.0,431,79.0,4431.0,79.0,2120.0,2935,2023-07-05 15:06:54.061,6.0.0,44.0,170.0,36,True,ibis-framework,conda-forge/ibis-framework,,89.0,105125.0,591.0,545.0,https://pypi.org/project/ibis-framework,2023-07-16 00:06:01.091,46.0,97083.0,https://anaconda.org/conda-forge/ibis-framework,2023-07-05 16:38:14.021,297416.0,,,,,2.0,,,,,,,,,,,,,, +93,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-06-16 13:24:40.587,2023-05-31 00:00:47,551.0,4.0,584,96.0,176.0,30.0,304.0,2919,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,104852679.0,634297.0,617182.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17115.0,104458845.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,32688250.0,,,,,2.0,,,,,,,,,,,,,, +94,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-07-02 22:11:07.672,2023-07-01 18:07:09,1070.0,40.0,413,54.0,285.0,9.0,316.0,2281,2023-06-22 06:12:29.713,2.2.0,36.0,81.0,36,True,mysqlclient,conda-forge/mysqlclient,,5256.0,4068788.0,139248.0,132066.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7182.0,4060919.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,281004.0,,,,,2.0,,,,,,,,,,,,,, +95,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,330,67.0,122.0,19.0,175.0,1586,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,36,True,simplejson,conda-forge/simplejson,,6340.0,18532160.0,128655.0,107791.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20864.0,18494263.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2723499.0,,,,,2.0,,,,,,,,,,,,,, +96,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,5.0,313,31.0,326.0,183.0,237.0,1121,2023-05-02 07:31:50.000,0.41.1,214.0,117.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4848654.0,25781.0,23684.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2097.0,4842698.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,488421.0,,,,,2.0,,,,,,,,,,,,,, +97,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-07-27 13:10:16.000,2023-07-27 11:40:41,14980.0,304.0,6636,730.0,5394.0,1640.0,3522.0,16935,2023-04-26 15:20:33.000,1.20.0,14.0,582.0,35,True,micropython-_markupbase,,,63609.0,895.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,,,,,2.0,,,,,,,,,,,,,, +98,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-07-18 02:18:10.000,2023-05-02 06:15:57,457.0,25.0,476,68.0,265.0,208.0,164.0,11727,2023-05-02 05:22:17.780,0.9.0,27.0,36.0,35,True,typer,conda-forge/typer,,,12824021.0,2333.0,,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12784972.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1522945.0,,,,,2.0,,,,,,,,,,,,,, +99,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-06-16 13:21:47.758,2023-06-14 15:11:05,2424.0,3.0,1222,233.0,473.0,145.0,998.0,7844,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,supervisor,conda-forge/supervisor,,,1211221.0,11408.0,9456.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1208102.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,268263.0,,,,,3.0,,,,,,,,,,,,,, +100,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-06-16 13:20:35.475,2023-03-12 19:26:01,221.0,,469,106.0,93.0,87.0,162.0,5189,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,xmltodict,conda-forge/xmltodict,,,29615287.0,61780.0,56302.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5478.0,29578335.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3067048.0,,,,,2.0,,,,,,,,,,,,,, +101,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-07-23 17:12:26.000,2023-07-07 15:03:40,583.0,29.0,171,32.0,79.0,3.0,326.0,4783,2023-07-07 15:12:12.231,3.9.2,109.0,20.0,35,True,orjson,conda-forge/orjson,,,10839710.0,51377.0,50393.0,https://pypi.org/project/orjson,2023-07-07 15:12:12.231,984.0,10817642.0,https://anaconda.org/conda-forge/orjson,2023-07-07 18:06:45.114,838595.0,,,,,2.0,,,,,,,,,,,,,, +102,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-07-20 06:11:18.000,2022-11-03 19:39:10,1206.0,,251,83.0,348.0,118.0,142.0,4290,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,19478533.0,107293.0,103841.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3452.0,19279071.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,16954286.0,,,,,2.0,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-07-20 15:47:29.216,2023-07-03 21:14:11,1171.0,6.0,580,137.0,313.0,34.0,216.0,4264,2023-07-20 15:47:29.216,0.0.1,45.0,121.0,35,True,tablib,conda-forge/tablib,,,1738892.0,65642.0,64374.0,https://pypi.org/project/tablib,2023-06-11 17:09:02.366,1268.0,1737774.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,89506.0,,,,,2.0,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-07-03 21:18:40.000,2023-07-03 21:18:39,881.0,27.0,368,88.0,259.0,26.0,314.0,4111,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,ujson,conda-forge/ujson,,,8035398.0,4363.0,,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4363.0,7978431.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,3930760.0,,,,,2.0,,,,,,,,,,,,,, +105,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-07-17 14:56:25.000,2023-03-01 20:59:31,1023.0,,796,416.0,370.0,157.0,1144.0,3679,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,185.0,2649316.0,10271.0,9296.0,https://pypi.org/project/elasticsearch-dsl,2023-03-01 20:59:07.507,975.0,2649201.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7706.0,,,,,2.0,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-07-24 11:56:06.000,2023-07-24 11:52:37,1583.0,21.0,412,88.0,108.0,5.0,163.0,3264,2023-07-21 06:29:49.000,8.13.17,226.0,28.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4333140.0,1419.0,,https://pypi.org/project/phonenumbers,2023-07-21 06:29:49.000,1419.0,4302898.0,https://anaconda.org/conda-forge/phonenumbers,2023-07-21 08:25:25.592,786301.0,,,,,1.0,,,,,,,,,,,,,, +107,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,153.0,2997,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,sortedcontainers,conda-forge/sortedcontainers,,,24062564.0,124978.0,122829.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2149.0,23937166.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10533493.0,,,,,1.0,,,,,,,,,,,,,, +108,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-07-26 14:21:13.000,2023-07-24 21:34:11,1126.0,33.0,237,50.0,263.0,55.0,328.0,2997,2021-05-05 20:38:00.000,1.3.4,25.0,65.0,35,True,cerberus,conda-forge/cerberus,,,4182839.0,15003.0,13886.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1117.0,4178847.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,331391.0,,,,,2.0,,2.0,,,,,,,,,,,, +109,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-07-04 10:38:19.000,2023-07-04 10:38:17,221.0,11.0,143,36.0,58.0,50.0,61.0,2326,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,35,True,aiofiles,conda-forge/aiofiles,,,7691922.0,102213.0,100332.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1881.0,7681055.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,749880.0,,,,,2.0,,,,,,,,,,,,,, +110,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-07-16 16:52:19.000,2023-05-16 10:59:01,1496.0,1.0,443,132.0,551.0,301.0,370.0,2318,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,35,True,dateparser,conda-forge/dateparser,,,3854506.0,22295.0,21067.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1228.0,3852455.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,160015.0,,,,,2.0,,,,,,,,,,,,,, +111,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-25 06:51:15.000,2023-07-25 06:51:09,713.0,14.0,215,44.0,69.0,42.0,136.0,1873,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,35,True,wrapt,conda-forge/wrapt,,,79721721.0,11778.0,,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11778.0,79574862.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12189349.0,,,,,2.0,,,,,,,,,,,,,, +112,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-07-18 11:14:31.000,2023-07-06 14:53:45,1004.0,17.0,199,27.0,153.0,68.0,189.0,1707,2023-07-07 01:42:57.652,6.3.1,69.0,74.0,35,True,deepdiff,conda-forge/deepdiff,,,9875770.0,8339.0,7576.0,https://pypi.org/project/deepdiff,2023-07-07 01:42:57.652,763.0,9867552.0,https://anaconda.org/conda-forge/deepdiff,2023-07-06 18:41:44.254,304082.0,,,,,1.0,,,,,,,,,,,,,, +113,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-07-03 15:54:27.000,2023-07-03 15:54:26,423.0,1.0,152,29.0,273.0,86.0,161.0,1407,2023-01-19 09:28:09.524,2.2.1,38.0,56.0,35,True,cloudpickle,conda-forge/cloudpickle,,25.0,30481791.0,87015.0,84188.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2827.0,30323923.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,13892465.0,,,,,2.0,,,,,,,,,,,,,, +114,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-07-10 16:24:52.000,2023-07-10 16:24:51,735.0,18.0,115,35.0,206.0,53.0,189.0,1238,2023-06-11 23:38:46.083,3.1.1,117.0,66.0,35,True,argcomplete,conda-forge/argcomplete,,307.0,18919683.0,47042.0,44887.0,https://pypi.org/project/argcomplete,2023-06-11 23:38:46.083,2155.0,18903623.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1236390.0,,,,,2.0,,,,,,,,,,,,,, +115,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-07-26 12:48:13.000,2023-07-18 20:07:32,4488.0,29.0,253,60.0,346.0,153.0,536.0,1222,2022-12-23 13:29:42.000,3.8.0,43.0,120.0,35,True,tables,conda-forge/pytables,,176.0,913580.0,50177.0,47669.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2508.0,741006.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6212609.0,,,,,2.0,,,,,,,,,,,,,, +116,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-07-27 10:01:21.000,2023-07-23 13:01:17,2027.0,62.0,141,18.0,156.0,52.0,435.0,1080,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,keyring,conda-forge/keyring,,,26288815.0,4017.0,,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4017.0,26192844.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3454988.0,,,,,3.0,,,,,,,,,,,,,, +117,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-07-25 03:02:15.000,2023-07-18 20:10:07,798.0,5.0,336,66.0,244.0,241.0,275.0,5533,2020-07-24 18:17:05.000,2.1.2,53.0,89.0,34,True,pendulum,conda-forge/pendulum,,158.0,12099642.0,22496.0,21306.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1190.0,12088874.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,785993.0,,,,,2.0,,,,,,,,,,,,,, +118,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-07-24 13:59:12.000,2023-07-24 13:59:09,1182.0,11.0,318,41.0,470.0,452.0,482.0,3703,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,34,True,tortoise-orm,conda-forge/tortoise-orm,,12.0,89195.0,6092.0,5995.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,97.0,88631.0,https://anaconda.org/conda-forge/tortoise-orm,2023-07-17 18:25:13.577,14115.0,,,,,2.0,,,,,,,,,,,,,, +119,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-07-23 19:01:40.724,2023-07-20 20:37:09,703.0,23.0,278,35.0,482.0,97.0,351.0,3140,2023-07-13 16:43:52.000,3.2.0,82.0,112.0,34,True,dynaconf,conda-forge/dynaconf,,,1892545.0,7121.0,6870.0,https://pypi.org/project/dynaconf,2023-07-13 16:40:55.670,251.0,1890905.0,https://anaconda.org/conda-forge/dynaconf,2023-07-23 19:01:40.724,54142.0,,,,,2.0,,,,,,,,,dynaconf/dynaconf,,,,, +120,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-07-04 02:54:08.000,2023-07-04 02:54:05,1261.0,9.0,185,49.0,308.0,127.0,221.0,2641,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,plumbum,conda-forge/plumbum,,,1219890.0,4920.0,4460.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,460.0,1207561.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,974031.0,,,,,3.0,,,,,,,,,,,,,, +121,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-06-16 13:23:09.631,2023-03-30 18:24:09,324.0,,264,49.0,98.0,38.0,157.0,2372,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5369472.0,48015.0,44763.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3252.0,5366491.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,223586.0,,,,,2.0,,,,,,,,,,,,,, +122,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-07-26 17:29:31.000,2023-07-26 17:29:30,1734.0,14.0,201,87.0,211.0,,,2185,2023-06-21 21:29:27.000,3.2.0,44.0,43.0,34,True,motor,conda-forge/motor,,,968288.0,66788.0,65641.0,https://pypi.org/project/motor,2023-06-21 21:24:00.574,1147.0,966486.0,https://anaconda.org/conda-forge/motor,2023-06-25 13:33:35.241,59471.0,,,,,2.0,,,,,,,,,,,,,, +123,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-07-21 18:59:52.000,2022-12-29 07:29:09,696.0,,141,44.0,110.0,26.0,144.0,1889,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,39665198.0,308022.0,305726.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2296.0,39325697.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19351572.0,,,,,1.0,,,,,,,,,,,,,, +124,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-07-21 02:11:05.000,2023-07-21 02:11:04,854.0,4.0,226,46.0,274.0,9.0,264.0,1770,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,msgpack,conda-forge/msgpack-python,,1128.0,33422951.0,2242.0,,https://pypi.org/project/msgpack,2023-03-08 17:50:09.322,2242.0,33260531.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,12992303.0,,,,,3.0,,,,,,,,,,,,,, +125,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-07-26 08:20:45.000,2023-07-26 08:20:45,485.0,35.0,259,25.0,115.0,10.0,145.0,1707,2023-07-25 07:56:09.000,2.7.0,41.0,64.0,34,True,emoji,conda-forge/emoji,,,1784400.0,59852.0,58404.0,https://pypi.org/project/emoji,2023-07-25 07:50:19.000,1448.0,1782784.0,https://anaconda.org/conda-forge/emoji,2023-07-25 14:15:05.345,56586.0,,,,,1.0,,,,,,,,,,,,,, +126,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-07-25 18:20:09.000,2023-06-06 21:24:28,6024.0,30.0,523,80.0,1094.0,11.0,,1343,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1130449.0,5966.0,5271.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,695.0,1128096.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,176505.0,,,,,2.0,,,,,,,,,,,,,, +127,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-07-25 00:40:18.000,2023-07-20 22:19:54,1810.0,45.0,218,46.0,811.0,272.0,365.0,1191,2023-07-20 16:36:29.000,2.16.0,72.0,89.0,34,True,zarr,conda-forge/zarr,,,322412.0,2874.0,2517.0,https://pypi.org/project/zarr,2023-07-20 16:36:29.000,357.0,252895.0,https://anaconda.org/conda-forge/zarr,2023-07-23 07:02:52.835,2502617.0,,,,,2.0,,,,,,,,,,,,,, +128,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-06-16 13:23:11.709,2023-05-26 20:00:07,1357.0,11.0,159,34.0,158.0,64.0,230.0,1145,2022-12-16 19:32:04.925,3.0.1,39.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,7914431.0,2371.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2371.0,7894371.0,https://anaconda.org/conda-forge/jsonpickle,2023-06-16 13:23:11.709,1424313.0,,,,,3.0,,,,,,,,,,,,,, +129,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,60.0,183,28.0,94.0,61.0,140.0,1116,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,34,True,sshtunnel,conda-forge/sshtunnel,,,5268189.0,6040.0,5733.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,307.0,5266753.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,117766.0,,,,,3.0,,,,,,,,,,,,,, +130,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,192,42.0,114.0,144.0,270.0,1083,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,31459461.0,26915.0,26225.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,690.0,31416916.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3531312.0,,,,,2.0,,,,,,,,,py4j/py4j,,,,, +131,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-07-20 12:21:30.000,2023-07-20 12:21:30,660.0,58.0,124,21.0,254.0,40.0,122.0,984,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,pluggy,conda-forge/pluggy,,,67083710.0,10387.0,,https://pypi.org/project/pluggy,2023-06-21 09:14:09.646,10387.0,66449346.0,https://anaconda.org/conda-forge/pluggy,2023-06-26 10:48:55.333,20934032.0,,,,,2.0,,,,,,,,,,,,,, +132,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-06-16 13:18:04.782,2022-11-25 10:32:48,386.0,,101,24.0,54.0,13.0,93.0,770,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,67774771.0,477154.0,452859.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24295.0,67511201.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,22139900.0,,,,,2.0,,,,,,,,,,,,,, +133,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-07-25 15:14:00.000,2023-06-28 19:37:30,994.0,12.0,229,20.0,360.0,112.0,284.0,710,2023-06-09 17:45:04.039,2023.6.0,59.0,121.0,34,True,s3fs,conda-forge/s3fs,,,129590569.0,14751.0,14131.0,https://pypi.org/project/s3fs,2023-06-09 17:45:04.039,620.0,129521368.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,5951343.0,,,,,2.0,,,,,,,,,,,,,, +134,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-07-24 20:03:58.000,2023-07-24 19:58:16,257.0,18.0,86,14.0,156.0,13.0,83.0,561,2023-06-12 22:04:06.461,3.12.2,61.0,37.0,34,True,filelock,conda-forge/filelock,,,69091620.0,289466.0,286862.0,https://pypi.org/project/filelock,2023-06-12 22:04:06.461,2604.0,68927636.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,13938686.0,,,,,2.0,,,,,,,,,,,,,, +135,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,66.0,231,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,pyasn1,conda-forge/pyasn1,,,115615398.0,388839.0,373846.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,14993.0,115465655.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12428746.0,,,,,3.0,,,,,,,,,,,,,, +136,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-07-21 22:46:30.000,2023-07-21 22:46:27,552.0,4.0,123,16.0,212.0,46.0,34.0,175,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,34,True,s3transfer,conda-forge/s3transfer,,,212755877.0,223324.0,219007.0,https://pypi.org/project/s3transfer,2023-05-04 20:55:04.527,4317.0,212564724.0,https://anaconda.org/conda-forge/s3transfer,2023-06-16 13:18:04.019,16056909.0,,,,,2.0,,,,,,,,,,,,,, +137,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-07-23 20:39:28.000,2023-05-22 23:51:10,520.0,9.0,1933,368.0,450.0,343.0,180.0,30839,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,diagrams,conda-forge/diagrams,,,107701.0,1130.0,1095.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,103287.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,167756.0,,,,,2.0,,,,,,,,,,,,,, +138,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-07-17 02:13:32.000,2023-07-17 02:13:32,2764.0,12.0,581,147.0,473.0,203.0,987.0,10784,2023-05-06 04:09:50.000,1.9.1,218.0,62.0,33,True,dearpygui,,,,23950.0,2115.0,2077.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,23950.0,,,,,,,,2.0,,,,,,,,,,,,,, +139,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-07-20 15:13:36.000,2023-07-20 15:13:35,1853.0,24.0,589,131.0,329.0,65.0,813.0,5525,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,33,True,csvkit,conda-forge/csvkit,,,162187.0,1771.0,1402.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,369.0,160954.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,93775.0,,,,,2.0,,,,,,,,,,,,,, +140,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-07-23 10:18:29.000,2023-07-18 23:06:14,530.0,14.0,742,68.0,400.0,92.0,402.0,3458,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,33,True,prometheus_client,conda-forge/prometheus_client,,,21210696.0,748.0,,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,20888378.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,12248103.0,,,,,2.0,,,,,,,,,,,,,, +141,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,178,28.0,72.0,4.0,83.0,2474,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,12.0,1396961.0,107851.0,104527.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3324.0,1396015.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,66234.0,,,,,2.0,,,,,,,,,HBNetwork/python-decouple,,,,, +142,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-07-27 08:40:22.000,2023-07-27 01:45:09,1364.0,144.0,182,44.0,1126.0,56.0,536.0,2380,2023-07-18 14:45:01.543,0.36.0,691.0,64.0,33,True,docarray,conda-forge/docarray,,,156216.0,636.0,624.0,https://pypi.org/project/docarray,2023-07-27 02:02:15.000,12.0,150107.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,109972.0,,,,,2.0,,,,,,,,,docarray/docarray,,,,, +143,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-06-16 13:21:36.044,2021-08-21 19:45:33,503.0,,444,98.0,159.0,3.0,,2081,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,xlrd,conda-forge/xlrd,,,21236899.0,177187.0,168761.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8426.0,21192215.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3395998.0,,,,,2.0,,,,,,,,,,,,,, +144,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-07-22 19:37:22.000,2023-07-22 19:37:18,779.0,19.0,195,61.0,90.0,66.0,284.0,1983,2022-10-26 03:44:13.980,2.8.4,48.0,65.0,33,True,numexpr,conda-forge/numexpr,,344.0,6470240.0,3091.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3091.0,6286594.0,https://anaconda.org/conda-forge/numexpr,2023-07-21 14:57:14.461,6794762.0,,,,,2.0,,,,,,,,,,,,,, +145,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-07-26 17:49:54.000,2023-01-30 20:16:12,9680.0,,928,87.0,1724.0,96.0,115.0,1950,2023-01-09 20:58:01.975,3.7.0,70.0,458.0,33,True,apache-libcloud,,,,132875.0,3917.0,3060.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,857.0,132875.0,,,,,,,,2.0,,,,,,,,,,,,,, +146,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-06-16 15:20:12.000,2022-12-02 19:42:35,380.0,,250,49.0,147.0,57.0,84.0,1941,2022-12-01 22:49:02.000,5.1.0,14.0,48.0,33,True,chardet,conda-forge/chardet,@pypi/chardet,,49482724.0,39209.0,,https://pypi.org/project/chardet,2022-12-01 22:36:15.776,39206.0,49209781.0,https://anaconda.org/conda-forge/chardet,2023-06-16 13:21:29.198,21014340.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,30.0,2.0,,,,,,,,,,,,,, +147,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,,170,34.0,158.0,46.0,85.0,1880,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,122749472.0,6943.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6943.0,122560339.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,15887208.0,,,,,3.0,,,,,,,,,,,,,, +148,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-30 09:55:44.000,2023-06-30 09:55:43,681.0,5.0,223,62.0,395.0,124.0,603.0,1435,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,typing,conda-forge/typing,,,8391900.0,5865.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5865.0,8360267.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2783715.0,,,,,2.0,,,,,,,,,,,,,, +149,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-07-24 03:32:47.000,2023-07-24 03:32:39,501.0,56.0,144,29.0,483.0,5.0,110.0,1034,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,37978803.0,8002.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8002.0,37913040.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3682735.0,,,,,3.0,,,,,,,,,,,,,, +150,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-07-26 21:20:18.000,2023-07-17 16:35:18,1990.0,190.0,390,19.0,940.0,98.0,346.0,1004,2023-07-17 17:02:17.000,.0.29,57.0,214.0,33,True,holidays,conda-forge/holidays,,186.0,5468793.0,432.0,,https://pypi.org/project/holidays,2023-07-17 17:15:02.183,432.0,5374520.0,https://anaconda.org/conda-forge/holidays,2023-07-17 22:02:46.483,3393802.0,,,,,3.0,,,,,,,,,vacanza/python-holidays,,,,, +151,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-07-14 01:32:22.000,2023-04-04 11:45:40,1273.0,,97,32.0,204.0,46.0,191.0,912,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,649238.0,43540.0,41897.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1643.0,607752.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3567854.0,,,,,2.0,,,,,,,,,,,,,, +152,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-07-19 15:28:08.000,2023-07-19 15:28:08,1463.0,18.0,174,98.0,704.0,5.0,222.0,817,2023-06-29 11:24:56.000,5.10.0,124.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,152027.0,5087.0,4861.0,https://pypi.org/project/neo4j-driver,2023-06-29 10:40:27.252,226.0,146959.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-06-29 13:43:41.199,187539.0,,,,,2.0,,,,,,,,,,,,,, +153,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-07-25 11:53:08.000,2023-06-26 03:17:34,1108.0,7.0,281,32.0,784.0,4.0,501.0,657,2023-05-20 18:50:38.000,7.1.15,104.0,115.0,33,True,minio,conda-forge/minio,,,1255057.0,5368.0,4947.0,https://pypi.org/project/minio,2023-05-20 18:29:03.527,421.0,1252285.0,https://anaconda.org/conda-forge/minio,2023-06-16 16:15:33.628,135844.0,,,,,2.0,,,,,,,,,,,,,, +154,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-07-27 10:01:14.000,2023-07-27 10:00:39,359.0,15.0,119,59.0,351.0,55.0,255.0,380,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,33,True,pandas-gbq,conda-forge/pandas-gbq,,345.0,7204221.0,7772.0,7457.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,315.0,7148758.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1830142.0,,,,,2.0,,,,,,,,,,,,,, +155,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-06-16 13:20:58.043,2022-10-18 01:49:53,790.0,,131,24.0,90.0,53.0,130.0,294,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,51091855.0,109157.0,102101.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7056.0,50980478.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8130556.0,,,,,3.0,,,,,,,,,,,,,, +156,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-06-16 13:24:57.783,2023-04-03 23:11:42,649.0,,71,15.0,31.0,31.0,44.0,270,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,pytz,conda-forge/pytz,,,117046139.0,1668960.0,1586146.0,https://pypi.org/project/pytz,2023-03-29 04:25:52.839,82814.0,116549285.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,42729487.0,,,,,3.0,,,,,,,,,,,,,, +157,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-07-17 04:46:50.000,2023-02-21 11:02:54,236.0,,450,139.0,242.0,236.0,146.0,10258,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,32,True,sqlmodel,conda-forge/sqlmodel,,,446998.0,6770.0,6651.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,446354.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,14819.0,,,,,3.0,['pydantic'],,,,,,,,,,,,, +158,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-07-27 01:05:40.000,2023-07-27 01:05:38,7908.0,563.0,499,79.0,2045.0,44.0,381.0,6541,2023-07-25 19:50:26.000,3.6.14,154.0,114.0,32,True,hub,,,,4583.0,481.0,428.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,53.0,4583.0,,,,,,,,2.0,,,,,,,,,activeloopai/deeplake,,,,, +159,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,1.0,345,147.0,193.0,68.0,102.0,6239,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,32,True,boltons,conda-forge/boltons,,25.0,3231786.0,5223.0,4807.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,416.0,3200080.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,2726773.0,,,,,2.0,,,,,,,,,,,,,, +160,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-07-24 18:53:26.000,2023-07-24 18:53:19,697.0,8.0,510,105.0,153.0,12.0,290.0,5990,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,tinydb,conda-forge/tinydb,,,437418.0,12112.0,11248.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,864.0,433629.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,322140.0,,,,,2.0,,,,,,,,,,,,,, +161,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-07-06 22:02:40.000,2023-03-04 17:45:05,299.0,,557,131.0,187.0,171.0,338.0,5727,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,32,True,eel,,,,63201.0,5862.0,5787.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,63201.0,,,,,,,,2.0,,,,,,,,,python-eel/Eel,,,,, +162,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-07-20 16:27:44.885,2023-07-12 09:14:31,470.0,1.0,238,50.0,190.0,90.0,142.0,5014,2023-02-28 14:24:03.236,8.2.2,52.0,82.0,32,True,tenacity,conda-forge/tenacity,,,27543414.0,1319.0,,https://pypi.org/project/tenacity,2023-02-28 14:24:03.236,1319.0,27475914.0,https://anaconda.org/conda-forge/tenacity,2023-06-16 13:18:57.691,4995050.0,,,,,2.0,,,,,,,,,,,,,, +163,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-07-19 13:57:35.000,2023-07-19 13:57:02,977.0,13.0,365,83.0,170.0,,585.0,4546,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,32,True,huey,conda-forge/huey,,,84928.0,1398.0,1223.0,https://pypi.org/project/huey,2023-02-09 14:36:35.380,175.0,84426.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,31661.0,,,,,2.0,,,,,,,,,,,,,, +164,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-07-26 16:14:09.000,2023-07-25 17:38:38,324.0,5.0,246,51.0,196.0,133.0,187.0,3488,2022-12-18 09:18:01.579,0.7.0,41.0,54.0,32,True,databases,conda-forge/databases,,,360706.0,19672.0,19552.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,120.0,357194.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,186149.0,,,,,3.0,,,,,,,,,,,,,, +165,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,87.0,77.0,313.0,329.0,3280,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,pony,conda-forge/pony,,66.0,100217.0,3917.0,3560.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,357.0,99018.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,93529.0,,,,,3.0,,,,,,,,,,,,,, +166,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,349,275.0,1629.0,112.0,485.0,3278,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,,1019.0,1742773.0,323.0,309.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1736740.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,300720.0,,,,,2.0,"['spark', 'pandas']",,,,,,,,,,,,, +167,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,198.0,943.0,264.0,501.0,3154,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,blaze,conda-forge/blaze,,,8140.0,9931.0,9113.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,5297.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201870.0,,,,,2.0,,,,,,,,,,,,,, +168,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-07-09 09:33:12.000,2022-12-19 03:14:24,1998.0,,229,48.0,189.0,161.0,352.0,3058,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1022926.0,2329.0,2233.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,96.0,1021636.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,28382.0,,,,,2.0,,,,,,,,,,,,,, +169,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-07-16 09:07:16.000,2023-07-16 09:07:16,1667.0,47.0,99,41.0,1259.0,67.0,345.0,2844,2023-06-27 15:48:01.033,0.21.0,24.0,47.0,32,True,returns,conda-forge/returns,,,103158.0,438.0,381.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,57.0,102918.0,https://anaconda.org/conda-forge/returns,2023-06-27 18:26:27.171,6262.0,,,,,2.0,,,,,,,,,,,,,, +170,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,197,59.0,146.0,95.0,73.0,2765,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,6102007.0,7747.0,6865.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,882.0,6099801.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,105896.0,,,,,2.0,,,,,,,,,,,,,, +171,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-07-25 00:38:38.000,2023-04-14 13:49:36,454.0,,535,125.0,203.0,65.0,937.0,2703,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,32,False,pyodbc,conda-forge/pyodbc,,,23433438.0,2119.0,,https://pypi.org/project/pyodbc,2023-04-14 14:28:04.558,2119.0,23418191.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1082581.0,,,,,3.0,,,,,,,,,,,,,, +172,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2604,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,86407.0,1448.0,1334.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,80113.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,516149.0,,,,,2.0,,,,,,,,,,,,,, +173,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-07-21 08:19:31.000,2023-07-18 14:03:50,574.0,37.0,202,17.0,542.0,211.0,404.0,2465,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,pandera,conda-forge/pandera-core,,,930249.0,1021.0,947.0,https://pypi.org/project/pandera,2023-07-17 16:24:00.995,74.0,929461.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,26031.0,,,,,2.0,['pandas'],,,,,,,,unionai-oss/pandera,,,,, +174,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-07-07 13:47:36.000,2022-03-15 11:17:01,1020.0,,249,38.0,352.0,140.0,247.0,2082,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2322912.0,13454.0,13370.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,84.0,2322794.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2494.0,,,,,3.0,,,,,,,,,,,,,, +175,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,208,39.0,241.0,42.0,201.0,1777,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,voluptuous,conda-forge/voluptuous,,,2269966.0,15032.0,13699.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1333.0,2266333.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,305235.0,,,,,2.0,,,,,,,,,,,,,, +176,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-07-09 04:49:11.000,2023-05-27 20:35:28,269.0,4.0,144,27.0,48.0,6.0,222.0,1728,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,81314837.0,3318.0,,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3318.0,81070095.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9300221.0,,,,,1.0,,,,,,,,,,,,,, +177,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-06-28 12:27:48.236,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1662,2023-06-27 19:10:33.890,4.7.0,46.0,64.0,32,False,humanize,conda-forge/humanize,,,4703272.0,1996.0,,https://pypi.org/project/humanize,2023-06-27 19:10:33.890,1996.0,4691556.0,https://anaconda.org/conda-forge/humanize,2023-06-28 12:27:48.236,433509.0,,,,,2.0,,,,,,,,,,,,,, +178,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-07-24 21:19:46.000,2023-07-24 19:14:14,1339.0,51.0,232,42.0,566.0,135.0,764.0,1563,2023-07-13 20:01:49.000,1.2.1,102.0,43.0,32,False,sdv,conda-forge/sdv,,,60485.0,256.0,242.0,https://pypi.org/project/sdv,2023-07-21 02:25:09.000,14.0,59860.0,https://anaconda.org/conda-forge/sdv,2023-07-13 23:35:39.536,11891.0,,,,,2.0,,,,,,,,,,,,,, +179,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-07-11 17:48:12.000,2022-11-23 19:30:21,1274.0,,185,49.0,197.0,83.0,370.0,1145,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,933071.0,3505.0,3421.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,930614.0,https://anaconda.org/conda-forge/petl,2023-06-16 13:16:58.492,201544.0,,,,,2.0,,,,,,,,,,,,http://petl.readthedocs.org,, +180,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,983,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,15090339.0,262626.0,247659.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14967.0,14985314.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9242225.0,,,,,3.0,,,,,,,,,,,,,, +181,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-07-21 19:01:16.000,2023-07-08 02:52:15,931.0,75.0,100,23.0,92.0,25.0,82.0,846,2023-07-04 14:19:04.678,7.0.0,49.0,51.0,32,True,inflect,conda-forge/inflect,,,3454515.0,981.0,,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,981.0,3445446.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,335576.0,,,,,2.0,,,,,,,,,,,,,, +182,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-07-26 01:33:30.000,2023-07-26 01:33:23,319.0,8.0,139,16.0,145.0,14.0,122.0,797,2023-04-13 01:35:07.000,0.21.1,38.0,46.0,32,True,validators,conda-forge/validators,,,5780318.0,78926.0,77237.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1689.0,5770090.0,https://anaconda.org/conda-forge/validators,2023-06-16 16:19:01.999,450059.0,,,,,2.0,,,,,,,,,python-validators/validators,,,,, +183,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-07-25 21:38:20.000,2023-04-25 14:03:00,581.0,,106,12.0,109.0,22.0,98.0,443,2021-12-15 16:56:20.744,3.2.1,36.0,41.0,32,True,rsa,conda-forge/rsa,,,114077497.0,316532.0,309481.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7051.0,113934166.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12039849.0,,,,,3.0,,,,,,,,,,,,,, +184,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-07-24 23:58:55.000,2023-07-18 23:10:35,1153.0,11.0,84,17.0,731.0,22.0,121.0,352,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,multidict,conda-forge/multidict,,4389.0,69292183.0,3186.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3186.0,69157957.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,9928907.0,,,,,2.0,,,,,,,,,,,,,, +185,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-07-27 11:35:10.000,2023-07-27 08:36:18,806.0,48.0,60,22.0,406.0,146.0,257.0,338,2023-03-14 09:22:38.000,1.13.0,75.0,34.0,32,True,param,conda-forge/param,,,393707.0,7696.0,7553.0,https://pypi.org/project/param,2023-07-25 19:48:41.000,143.0,376930.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1258320.0,,,,,2.0,,,,,,,,,,,,,, +186,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-07-06 20:34:50.000,2023-01-15 03:55:53,288.0,,51,15.0,36.0,17.0,22.0,333,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,36157179.0,436545.0,423131.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13414.0,35944125.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,19387983.0,,,,,3.0,,,,,,,,,,,,,, +187,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-07-21 01:36:40.000,2023-07-15 01:58:14,661.0,58.0,36,4.0,39.0,4.0,63.0,38,2023-07-14 19:25:11.779,3.16.2,48.0,22.0,32,False,zipp,conda-forge/zipp,,,142158718.0,3973.0,,https://pypi.org/project/zipp,2023-07-14 19:25:11.779,3973.0,141281985.0,https://anaconda.org/conda-forge/zipp,2023-07-14 22:44:08.949,29808943.0,,,,,3.0,,,,,,,,,,,,,, +188,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-07-21 10:41:31.000,2023-07-21 10:40:58,3636.0,27.0,592,142.0,967.0,500.0,772.0,7955,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,vaex,conda-forge/vaex,,270.0,44157.0,574.0,549.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,25.0,42037.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,171565.0,,,,,3.0,,,,,,,,,,,,,, +189,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-07-17 15:45:27.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,136.0,34.0,261.0,4596,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,dataset,conda-forge/dataset,,,68692.0,3749.0,3173.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,576.0,68464.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6408.0,,,,,3.0,,,,,,,,,,,,,, +190,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-07-27 05:00:06.000,2023-07-26 07:54:36,6766.0,610.0,597,87.0,1202.0,133.0,588.0,3559,2023-04-12 02:29:00.815,0.3.1,63.0,245.0,31,True,toga,,@pybee/toga,1660.0,1954.0,36.0,,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1739.0,,,,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,31.0,3.0,,,,,,,,,,,,,, +191,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,78.0,69.0,365.0,192.0,3448,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,True,keyboard,conda-forge/keyboard,,,293360.0,12247.0,11801.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,446.0,292527.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,20835.0,,,,,3.0,,,,,,,,,,,,,, +192,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-07-06 15:30:43.000,2023-04-22 06:02:17,441.0,,287,18.0,111.0,11.0,125.0,3197,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,gdown,conda-forge/gdown,,,1297645.0,19305.0,18960.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,345.0,1293252.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,202083.0,,,,,2.0,,,,,,,,,,,,,, +193,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-07-27 13:19:35.000,2023-07-21 15:32:25,5804.0,222.0,311,40.0,1508.0,23.0,184.0,2971,2023-07-21 19:04:56.000,0.42.1,99.0,73.0,31,True,zenml,,,1.0,6517.0,115.0,113.0,https://pypi.org/project/zenml,2023-07-21 16:27:33.000,2.0,6517.0,,,,,,,,2.0,,,,,,,,,,,,,, +194,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2562,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,schematics,conda-forge/schematics,,,135321.0,1919.0,1532.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,134786.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25714.0,,,,,3.0,,,,,,,,,,,,,, +195,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-07-18 21:26:39.000,2023-07-18 05:37:13,821.0,2.0,424,41.0,620.0,259.0,362.0,2226,2023-04-26 00:04:01.470,5.5.0,89.0,104.0,31,True,pynamodb,conda-forge/pynamodb,,,2951022.0,1624.0,1464.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,160.0,2943071.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,373705.0,,,,,3.0,,,,,,,,,,,,,, +196,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-06-30 02:00:27.000,2023-06-30 01:59:37,218.0,4.0,269,50.0,58.0,43.0,111.0,2058,2023-02-19 15:29:00.772,1.5.9,81.0,27.0,31,True,datasketch,,,19.0,1169683.0,906.0,845.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,61.0,1169683.0,,,,,,,,3.0,,,,,,,,,,,,,, +197,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-07-20 15:36:05.326,2022-10-18 10:59:07,785.0,,176,44.0,217.0,104.0,271.0,1869,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,fs,conda-forge/fs,,,1780080.0,593.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,593.0,1770878.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,644170.0,,,,,3.0,,,,,,,,,,,,,, +198,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,98.0,402.0,167.0,379.0,1649,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1786308.0,8569.0,7320.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1249.0,1783131.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,123912.0,,,,,3.0,,,,,,,,,,,,,, +199,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-07-22 13:47:27.000,2023-07-22 13:47:27,1048.0,7.0,84,18.0,561.0,87.0,434.0,1548,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,31,True,omegaconf,conda-forge/omegaconf,,,3884091.0,16051.0,15718.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,333.0,3859403.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1036928.0,,,,,3.0,,,,,,,,,,,,,, +200,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,5.0,214,47.0,177.0,56.0,336.0,1446,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,pygsheets,,,,1431005.0,2046.0,1955.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,91.0,1431005.0,,,,,,,,3.0,,,,,,,,,,,,,, +201,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-06-16 13:25:19.012,2023-02-24 16:19:12,264.0,,101,34.0,67.0,3.0,64.0,1357,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,31,True,python-slugify,conda-forge/python-slugify,,,11827217.0,2837.0,,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2837.0,11807039.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1654638.0,,,,,3.0,,,,,,,,,,,,,, +202,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-07-27 13:05:51.000,2023-07-27 13:05:50,1237.0,99.0,129,20.0,755.0,60.0,331.0,1164,2023-07-10 18:55:30.054,8.1.0,55.0,58.0,31,True,copier,,,,67896.0,492.0,461.0,https://pypi.org/project/copier,2023-07-10 18:55:30.054,31.0,67896.0,,,,,,,,3.0,,,,,,,,,,,,,, +203,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-07-25 07:08:20.000,2023-07-25 07:08:19,495.0,24.0,82,24.0,249.0,30.0,66.0,1095,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,31,True,cleo,conda-forge/cleo,,,12473211.0,15881.0,15646.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,235.0,12464561.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,510397.0,,,,,3.0,,,,,,,,,python-poetry/cleo,,,,, +204,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-07-20 18:07:39.000,2023-06-09 21:25:17,1969.0,61.0,131,43.0,407.0,107.0,248.0,912,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,31,True,intake,conda-forge/intake,,,34422.0,1490.0,1371.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,26408.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,448817.0,,,,,2.0,,,,,,,,,,,,,, +205,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-06-16 16:13:42.471,2023-06-03 15:37:29,1177.0,1.0,362,74.0,21.0,32.0,602.0,862,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,cx-Oracle,conda-forge/cx_oracle,,,2507705.0,7813.0,7489.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2499558.0,https://anaconda.org/conda-forge/cx_oracle,2023-06-16 16:13:42.471,439961.0,,,,,3.0,,,,,,,,,,,,,, +206,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,253,18.0,212.0,27.0,301.0,853,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,fastcore,conda-forge/fastcore,,,651254.0,4271.0,3986.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,648569.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,51031.0,,,,,3.0,,,,,,,,,,,,,, +207,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:09:09.912,2023-05-31 09:44:31,300.0,10.0,56,7.0,68.0,3.0,77.0,172,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,29698136.0,3746.0,,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3746.0,29671383.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2274082.0,,,,,3.0,,,,,,,,,,,,,, +208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-07-27 09:55:11.000,2023-07-27 09:54:30,761.0,25.0,46,43.0,644.0,46.0,165.0,53,2023-07-20 16:28:58.858,0.0.1,74.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3740677.0,3000.0,2988.0,https://pypi.org/project/google-cloud-bigtable,2023-07-19 16:54:56.000,12.0,3737521.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-07-20 09:12:42.419,91538.0,,,,,3.0,,,,,,,,,,,,,, +209,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2020-05-18 12:28:24.318,2023-07-10 19:38:27.374,2023-07-08 02:52:10,814.0,34.0,34,12.0,50.0,2.0,233.0,47,2023-07-07 18:29:11.428,6.0.0,63.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,55368117.0,1215.0,,https://pypi.org/project/importlib-resources,2023-07-07 18:29:11.428,1215.0,54999748.0,https://anaconda.org/conda-forge/importlib_resources,2023-07-10 19:38:27.374,13998039.0,,,,,2.0,,,,,,,,,,,,,, +210,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-07-24 15:26:37.000,2022-05-08 04:08:19,743.0,,945,274.0,293.0,152.0,459.0,17723,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,gooey,conda-forge/gooey,,471.0,6166.0,863.0,787.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,76.0,4756.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,70008.0,,,,,3.0,,,,,,,,,,,,,, +211,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6990,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,records,conda-forge/records,,,221508.0,1226.0,1049.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,221184.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24345.0,,,,,3.0,,,,,,,,,,,,,, +212,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-07-19 10:00:36.000,2023-02-17 21:58:39,2685.0,,847,173.0,739.0,21.0,959.0,5532,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1044.0,30357.0,351.0,339.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,29431.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,43836.0,,,,,2.0,,,,,,,,,,,,,, +213,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5051,,,26.0,28.0,30,False,pdfminer,conda-forge/pdfminer,,,197778.0,4956.0,4149.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,807.0,197390.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,32215.0,,,,,2.0,,,,,,,,,,,,,, +214,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512,91.0,181.0,11.0,420.0,4955,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,424048.0,3366.0,3103.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,263.0,414197.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,482721.0,,,,,1.0,,,,,,,,,,,,,, +215,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-07-18 21:15:42.000,2023-07-18 21:15:15,1092.0,7.0,242,65.0,83.0,24.0,266.0,3367,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,30,True,asciimatics,conda-forge/asciimatics,,,73802.0,997.0,882.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,115.0,71597.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,138942.0,,,,,3.0,,,,,,,,,,,,,, +216,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,19.0,585,176.0,460.0,94.0,476.0,2987,2023-07-24 16:07:44.000,1.82.0,94.0,82.0,30,False,arctic,conda-forge/arctic,,208.0,5750.0,257.0,224.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,5180.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,28417.0,,,,,3.0,,,,,,,,,,,,,, +217,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-07-24 08:16:23.000,2023-07-02 21:24:27,1012.0,1.0,361,48.0,372.0,85.0,308.0,2915,2022-12-12 07:24:03.639,6.3.0,55.0,102.0,30,True,smart-open,conda-forge/smart_open,,,14551054.0,599.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,599.0,14526900.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,1956527.0,,,,,2.0,,,,,,,,,,,,,, +218,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2377,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,addict,conda-forge/addict,,20.0,2394511.0,6478.0,6107.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,371.0,2389641.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,409120.0,,,,,2.0,,,,,,,,,,,,,, +219,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-07-27 00:27:20.000,2023-07-25 21:41:51,718.0,65.0,99,34.0,955.0,14.0,352.0,2314,2023-07-25 21:29:45.000,1.2.6,270.0,21.0,30,True,whylogs,,,42.0,102446.0,158.0,153.0,https://pypi.org/project/whylogs,2023-07-25 21:30:36.000,5.0,102444.0,,,,,,,,2.0,,,,,,,,,,,,,, +220,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-07-17 18:34:16.000,2023-06-20 15:54:36,2284.0,33.0,176,39.0,370.0,27.0,261.0,1836,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,pyscaffold,conda-forge/pyscaffold,,,274987.0,58.0,,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,58.0,269389.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,173553.0,,,,,3.0,,,,,,,,,,,,,, +221,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-07-10 20:47:28.000,2023-06-29 16:05:06,1028.0,4.0,313,70.0,397.0,106.0,365.0,1468,2023-06-23 21:51:00.000,0.23.0,14.0,83.0,30,True,mleap,conda-forge/mleap,,,182607.0,239.0,215.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,24.0,180714.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,71961.0,,,,,2.0,,,,,,,,,,,,,, +222,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-07-25 10:50:28.000,2023-06-30 09:48:45,521.0,14.0,69,18.0,183.0,34.0,90.0,1144,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,30,True,questionary,conda-forge/questionary,,,957817.0,9749.0,9407.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,342.0,956393.0,https://anaconda.org/conda-forge/questionary,2023-06-16 19:23:58.654,44156.0,,,,,3.0,,,,,,,,,,,,,, +223,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-07-25 00:03:19.000,2023-07-24 09:20:46,777.0,54.0,42,13.0,219.0,10.0,83.0,1117,2023-07-16 09:30:00.746,0.32.0,61.0,6.0,30,True,python-benedict,conda-forge/python-benedict,,,566951.0,1472.0,1444.0,https://pypi.org/project/python-benedict,2023-01-12 12:23:03.388,28.0,562707.0,https://anaconda.org/conda-forge/python-benedict,2023-07-16 12:09:20.959,135823.0,,,,,2.0,,,,,,,,,,,,,, +224,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,323,52.0,210.0,32.0,265.0,1087,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,redis-py-cluster,,,3801.0,1820448.0,1884.0,1667.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,217.0,1820412.0,,,,,,,,3.0,,,,,,,,,,,,,, +225,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-07-08 02:53:55.000,2023-07-08 02:53:54,1205.0,45.0,141,39.0,83.0,4.0,130.0,1057,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,30,True,path,conda-forge/path,,,1404434.0,133.0,,https://pypi.org/project/path,2023-07-07 02:58:16.316,133.0,1393158.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,428498.0,,,,,3.0,,,,,,,,,,,,,, +226,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-07-21 18:59:19.000,2023-07-20 18:41:07,585.0,28.0,133,22.0,472.0,40.0,245.0,884,2023-04-23 16:17:01.440,0.12.1,42.0,42.0,30,True,aiocache,,,6.0,249518.0,1949.0,1832.0,https://pypi.org/project/aiocache,2017-07-23 17:43:22.000,117.0,249518.0,,,,,,,,2.0,,,,,,,,,,,,,, +227,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-25 20:17:17.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,829,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,30,True,anytree,conda-forge/anytree,,,677977.0,16977.0,16661.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,316.0,677190.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,30699.0,,,,,2.0,,,,,,,,,,,,,, +228,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,4.0,46,16.0,75.0,1.0,86.0,777,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,natsort,conda-forge/natsort,,,3243401.0,22641.0,21445.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1196.0,3201461.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1342104.0,,,,,3.0,,,,,,,,,,,,,, +229,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-06-24 07:20:44.000,2020-10-21 17:48:31,219.0,,77,15.0,258.0,46.0,25.0,669,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,11888221.0,42200.0,40159.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2041.0,11815004.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5564563.0,,,,,2.0,,,,,,,,,,,,,, +230,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-07-26 04:57:48.000,2023-07-26 04:57:46,515.0,13.0,331,35.0,262.0,27.0,123.0,641,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,196587.0,4366.0,3086.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,196312.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21239.0,,,,,3.0,,,,,,,,,,,,,, +231,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,512,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,scandir,conda-forge/scandir,,,3637870.0,17009.0,14827.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2182.0,3621964.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1336155.0,,,,,3.0,,,,,,,,,,,,,, +232,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-07-25 11:19:25.000,2023-07-24 11:40:07,297.0,3.0,32,11.0,73.0,5.0,26.0,377,2023-07-18 11:35:10.596,2.4.7,40.0,14.0,30,True,srsly,conda-forge/srsly,,,4326408.0,30727.0,30437.0,https://pypi.org/project/srsly,2023-07-18 11:35:10.596,290.0,4292415.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1257768.0,,,,,3.0,,,,,,,,,,,,,, +233,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-06-16 13:15:39.073,2022-03-13 00:04:41,186.0,,50,8.0,43.0,19.0,21.0,129,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,isodate,conda-forge/isodate,,,67887508.0,46260.0,44059.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2201.0,67837076.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4438083.0,,,,,3.0,,,,,,,,,,,,,, +234,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,,4496,639.0,745.0,197.0,100.0,22792,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,7134.0,107.0,91.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7073.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1654.0,,,,,3.0,,,,,,,,,,,,,, +235,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6576,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,faust,,,,29407.0,1636.0,1606.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,29407.0,,,,,,,,3.0,,,,,,,,,,,,,, +236,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-07-27 11:44:09.000,2023-07-10 17:12:07,3021.0,16.0,211,28.0,277.0,121.0,751.0,3127,2023-06-02 03:12:00.509,0.22.4,111.0,75.0,29,True,ploomber,conda-forge/ploomber,,,6780.0,93.0,88.0,https://pypi.org/project/ploomber,2022-07-04 15:54:06.000,5.0,3979.0,https://anaconda.org/conda-forge/ploomber,2023-06-02 04:46:56.471,70045.0,,,,,3.0,,,,,,,,,,,,,, +237,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,1.0,141,74.0,52.0,9.0,71.0,3115,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,funcy,conda-forge/funcy,,,1357087.0,8770.0,8165.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,605.0,1352478.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,359533.0,,,,,3.0,,,,,,,,,,,,,, +238,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2737,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,,,232938.0,6197.0,6043.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,154.0,231057.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,60198.0,,,,,3.0,"['sklearn', 'pandas']",,,,,,,,,,,,, +239,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-06-24 15:26:31.000,2023-06-24 15:26:30,816.0,6.0,658,143.0,446.0,143.0,396.0,2688,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,pandas-datareader,conda-forge/pandas-datareader,,,426736.0,838.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,838.0,422683.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,304010.0,,,,,3.0,,,,,,,,,,,,,, +240,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-07-23 20:03:15.000,2023-07-19 20:11:01,3836.0,21.0,308,33.0,313.0,135.0,534.0,2357,2023-05-15 21:07:09.000,2.7,208.0,92.0,29,True,pyinfra,,,,25257.0,93.0,82.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,25257.0,,,,,,,,3.0,,,,,,,,,,,,,, +241,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-07-25 18:50:39.000,2023-07-25 18:50:39,5618.0,53.0,507,109.0,925.0,590.0,940.0,2031,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,29,False,wx,conda-forge/wxpython,,3287.0,20543.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,676263.0,,,,,3.0,,,,,,,,,,,,,, +242,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,7.0,152,94.0,1931.0,163.0,1335.0,1728,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,datatable,conda-forge/datatable,,2126.0,76572.0,23.0,,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,75834.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,21987.0,,,,,3.0,,,,,,,,,,,,,, +243,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-06-16 16:16:49.028,2023-04-04 06:37:59,1001.0,,59,23.0,98.0,113.0,66.0,1715,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1127049.0,1224.0,1117.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1126525.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,24118.0,,,,,3.0,,,,,,,,,,,,,, +244,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1397,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,879877.0,10493.0,8991.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1502.0,876190.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,272854.0,,,,,3.0,,,,,,,,,,,,,, +245,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-07-23 14:58:45.000,2023-07-23 14:57:11,623.0,14.0,59,16.0,223.0,4.0,52.0,1319,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,29,True,bidict,conda-forge/bidict,,,1698862.0,15565.0,15081.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,484.0,1695032.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,314083.0,,,,,3.0,,,,,,,,,,,,,, +246,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,1.0,218,48.0,178.0,22.0,760.0,1188,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,py2neo,conda-forge/py2neo,,,186066.0,635.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,635.0,185243.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,60147.0,,,,,3.0,,,,,,,,,,,,,, +247,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,6.0,80,25.0,51.0,6.0,39.0,692,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,29,True,munch,conda-forge/munch,,,3352530.0,838.0,,https://pypi.org/project/munch,2023-07-01 09:51:02.251,838.0,1587306.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3530448.0,,,,,3.0,,,,,,,,,,,,,, +248,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,670,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,8179315.0,9803.0,8570.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1233.0,8177325.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,163185.0,,,,,3.0,,,,,,,,,,,,,, +249,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-07-23 18:50:20.218,2023-07-23 14:40:17,372.0,37.0,114,15.0,92.0,65.0,127.0,650,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,configargparse,conda-forge/configargparse,,,2957787.0,13834.0,12372.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1462.0,2935398.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,649307.0,,,,,3.0,,,,,,,,,,,,,, +250,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,185,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,9867450.0,9268.0,8903.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,365.0,9863272.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,363524.0,,,,,3.0,,,,,,,,,,,,,, +251,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-07-26 00:35:38.000,2023-07-25 17:58:43,1868.0,12.0,598,128.0,1280.0,215.0,1069.0,7346,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,28,True,hydra,conda-forge/hydra-core,,,25848.0,8.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8432.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,714063.0,,,,,3.0,,,,,,,,,,,,,, +252,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2584,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,26365.0,2276.0,2231.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,26365.0,,,,,,,,3.0,,,,,,,,,,,,,, +253,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-24 20:28:46.000,2023-06-13 03:03:37,478.0,4.0,101,31.0,82.0,14.0,124.0,2310,2023-06-13 03:05:02.225,1.3.5,85.0,17.0,28,True,swifter,conda-forge/swifter,,,333224.0,1066.0,1025.0,https://pypi.org/project/swifter,2023-06-13 03:05:02.225,41.0,328807.0,https://anaconda.org/conda-forge/swifter,2023-06-13 21:26:28.294,225292.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +254,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1883,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,8954373.0,2197.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2197.0,8937087.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1417533.0,,,,,3.0,,,,,,,,,,,,,, +255,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-07-07 16:38:10.000,2023-07-07 16:38:04,154.0,1.0,117,23.0,108.0,50.0,42.0,1850,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,gin-config,conda-forge/gin-config,,,401049.0,6601.0,6512.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,400547.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,19090.0,,,,,3.0,,,,,,,,,,,,,, +256,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1257,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,,,1484554.0,2300.0,2218.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1469534.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,375513.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +257,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,1.0,57,26.0,40.0,85.0,73.0,1247,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,strictyaml,conda-forge/strictyaml,,,569806.0,1929.0,1690.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,239.0,566547.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,205335.0,,,,,3.0,,,,,,,,,,,,,, +258,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-07-27 09:36:16.000,2023-07-25 14:41:52,765.0,17.0,54,16.0,423.0,170.0,165.0,1242,2023-07-01 10:01:24.000,0.9.1,30.0,25.0,28,True,prisma,,,,33473.0,356.0,351.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,5.0,33473.0,,,,,,,,3.0,,,,,,,,,,,,,, +259,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-07-26 19:34:29.000,2023-07-26 18:45:17,1708.0,38.0,72,14.0,408.0,106.0,231.0,1070,2023-07-21 14:09:40.000,0.119.0,239.0,41.0,28,True,piccolo,,,,21430.0,279.0,269.0,https://pypi.org/project/piccolo,2023-07-21 14:09:40.000,10.0,21430.0,,,,,,,,3.0,,,,,,,,,,,,,, +260,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,603,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,True,happybase,conda-forge/happybase,,,88939.0,993.0,765.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,228.0,87129.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,153855.0,,,,,3.0,,,,,,,,,,,,,, +261,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,567,,,8.0,12.0,28,False,dataclasses,conda-forge/dataclasses,,,10341510.0,57250.0,54967.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10171135.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10563264.0,,,,,3.0,,,,,,,,,,,,,, +262,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,2.0,136,25.0,106.0,65.0,59.0,506,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,291391.0,6051.0,4702.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1349.0,290460.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,70756.0,,,,,3.0,,,,,,,,,,,,,, +263,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-07-17 17:20:08.000,2023-06-16 06:52:40,694.0,5.0,43,11.0,78.0,13.0,92.0,482,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,python-rapidjson,conda-forge/python-rapidjson,,,1202868.0,4528.0,4267.0,https://pypi.org/project/python-rapidjson,2023-03-15 12:20:02.299,261.0,1186757.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1256724.0,,,,,3.0,,,,,,,,,,,,,, +264,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-06-16 13:25:05.988,2022-08-26 08:23:03,611.0,,134,13.0,92.0,22.0,172.0,470,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,249.0,191196.0,7055.0,4674.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2381.0,188653.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,211805.0,,,,,3.0,,,,,,,,,,,,,, +265,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,17.0,87.0,71.0,96.0,295,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,configobj,conda-forge/configobj,,171.0,2599512.0,30891.0,27514.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3377.0,2588149.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,681763.0,,,,,3.0,,,,,,,,,,,,,, +266,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,9811258.0,46150.0,38169.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7981.0,9796186.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1251047.0,,,,,3.0,,,,,,,,,,,,,, +267,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,cloudant,conda-forge/cloudant,,,105414.0,2407.0,2117.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,104101.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,107666.0,,,,,3.0,,,,,,,,,,,,,, +268,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-07-06 18:56:38.000,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,3.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,pathlib2,conda-forge/pathlib2,,,6885688.0,61451.0,57151.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4300.0,6855763.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2513756.0,,,,,3.0,,,,,,,,,,,,,, +269,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,150.0,293.0,119.0,175.0,6089,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,3016.0,110.0,106.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3016.0,,,,,,,,3.0,,,,,,,,,,,,,, +270,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-07-17 14:05:15.000,2022-03-10 10:33:50,585.0,,508,84.0,246.0,100.0,129.0,3584,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,139021.0,125.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,125.0,138761.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21330.0,,,,,3.0,,,,,,,,,,,,,, +271,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3140,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,True,flexx,conda-forge/flexx,,,1666.0,152.0,130.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,464.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,101027.0,,,,,3.0,,,,,,,,,,,,,, +272,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-07-25 22:21:09.000,2023-07-25 22:21:09,529.0,6.0,122,49.0,57.0,11.0,121.0,2205,2021-01-12 19:21:07.000,1.4.3,14.0,29.0,27,True,pyfunctional,,,,265458.0,661.0,642.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,265458.0,,,,,,,,3.0,,,,,,,,,,,,,, +273,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2578.0,201.0,165.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2578.0,,,,,,,,3.0,,,,,,,,,,,,,, +274,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,127,30.0,74.0,35.0,69.0,1045,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,227994.0,3689.0,3472.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,217.0,226575.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,79514.0,,,,,3.0,,,,,,,,,,,,,, +275,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,62.0,177.0,132.0,122.0,950,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,bcolz,conda-forge/bcolz,,,17683.0,2433.0,1925.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,13326.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,335509.0,,,,,3.0,,,,,,,,,,,,,, +276,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,,80,14.0,130.0,35.0,96.0,860,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,mss,conda-forge/python-mss,,,617817.0,245.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,245.0,617057.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,28135.0,,,,,3.0,,,,,,,,,,,,,, +277,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,119,19.0,62.0,25.0,104.0,822,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,564173.0,2109.0,1994.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,115.0,561235.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,196884.0,,,,,3.0,,,,,,,,,,,,,, +278,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-07-21 21:25:56.994,2023-07-21 18:55:09,6196.0,154.0,30,10.0,244.0,34.0,537.0,348,2023-07-21 20:35:45.000,1.5.0,184.0,21.0,27,True,static-frame,conda-forge/static-frame,,,11162.0,21.0,19.0,https://pypi.org/project/static-frame,2023-07-21 20:34:34.000,2.0,3635.0,https://anaconda.org/conda-forge/static-frame,2023-07-21 21:25:56.994,286058.0,,,,,3.0,,,,,,,,,static-frame/static-frame,,,,, +279,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,1.0,37,8.0,28.0,25.0,30.0,239,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,send2trash,conda-forge/send2trash,,,10450361.0,2766.0,,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2766.0,10293416.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,10358401.0,,,,,3.0,,,,,,,,,,,,,, +280,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,62,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,ptyprocess,conda-forge/ptyprocess,,,34070153.0,13018.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13018.0,33908588.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14056222.0,,,,,3.0,,,,,,,,,,,,,, +281,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-24 09:35:37.258,2023-07-24 06:42:50,125.0,2.0,22,9.0,53.0,4.0,7.0,161,2023-07-24 07:37:20.000,2.0.9,26.0,12.0,27,True,catalogue,conda-forge/catalogue,,,4030615.0,26811.0,26740.0,https://pypi.org/project/catalogue,2023-07-24 07:33:49.000,71.0,4000787.0,https://anaconda.org/conda-forge/catalogue,2023-07-24 09:35:37.258,1073825.0,,,,,3.0,,,,,,,,,,,,,, +282,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,2.0,191,30.0,52.0,75.0,124.0,3174,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,pandarallel,conda-forge/pandarallel,,,305172.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,304229.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,23597.0,,,,,3.0,"['pandas', 'jupyter']",,,,,,,,,,,,, +283,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-07-15 18:37:55.000,2023-07-15 18:37:54,284.0,5.0,233,29.0,130.0,88.0,112.0,2455,2023-01-07 01:51:08.612,1.41.0,83.0,26.0,26,True,img2dataset,,,1278.0,22396.0,61.0,60.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,22341.0,,,,,,,,3.0,,,,,,,,,,,,,, +284,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-06-16 16:11:49.001,2023-02-22 03:50:44,49.0,,104,35.0,99.0,19.0,138.0,2243,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,26,True,python-box,conda-forge/python-box,,38.0,1571868.0,328.0,,https://pypi.org/project/python-box,2023-02-22 03:53:02.466,328.0,1564903.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,438797.0,,,,,3.0,,,,,,,,,,,,,, +285,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-07-13 17:24:45.000,2023-05-24 18:39:09,2701.0,6.0,132,51.0,297.0,46.0,190.0,1485,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,enaml,conda-forge/enaml,,679.0,4467.0,299.0,216.0,https://pypi.org/project/enaml,2022-06-13 19:19:59.000,83.0,2210.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,152885.0,,,,,3.0,,,,,,,,,,,,,, +286,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-07-22 16:11:25.000,2023-07-21 22:58:07,118.0,3.0,53,22.0,64.0,17.0,34.0,1047,2022-09-14 17:50:12.000,0.19,19.0,14.0,26,True,immutables,conda-forge/immutables,,,1321351.0,6071.0,5954.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,117.0,1306343.0,https://anaconda.org/conda-forge/immutables,2023-06-16 16:11:57.246,930528.0,,,,,3.0,,,,,,,,,,,,,, +287,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-07-19 07:38:20.262,2023-06-05 14:52:29,167.0,2.0,88,27.0,39.0,7.0,69.0,822,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,email-validator,conda-forge/email-validator,,,7301201.0,385.0,,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7298540.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,95810.0,,,,,3.0,,,,,,,,,,,,,, +288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-07-24 04:44:54.000,2023-07-24 04:44:53,673.0,20.0,44,21.0,511.0,8.0,33.0,722,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,325591.0,110.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,110.0,325297.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14412.0,,,,,3.0,,,,,,,,,,,,,, +289,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-07-23 22:58:37.000,2023-07-10 14:03:05,1386.0,40.0,48,17.0,135.0,3.0,13.0,690,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,ubelt,conda-forge/ubelt,,,15827.0,2880.0,2819.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,13154.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,58815.0,,,,,3.0,,,,,,,,,,,,,, +290,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-07-03 18:45:17.000,2023-07-03 18:44:33,9912.0,32.0,43,14.0,9.0,6.0,8.0,482,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,pandas-summary,,,,77853.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,77853.0,,,,,,,,3.0,['pandas'],,,,,,,,polyaxon/traceml,,,,, +291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,467,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,pyscreenshot,,,,480362.0,2628.0,2370.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,258.0,480362.0,,,,,,,,3.0,,,,,,,,,,,,,, +292,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,27649.0,14538.0,14522.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,27423.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,4972.0,,,,,3.0,,,,,,,,,,,,,, +293,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,11.0,50.0,21.0,35.0,307,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,18998253.0,308.0,,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,308.0,18967846.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1550807.0,,,,,3.0,,,,,,,,,,,,,, +294,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,26,False,tabulator,conda-forge/tabulator-py,,,207930.0,73.0,,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,207197.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53559.0,,,,,3.0,,,,,,,,,,,,,, +295,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,269.0,1785.0,59,2023-03-11 17:00:14.601,3.1.2,105.0,,26,False,openpyxl,openpyxl,,,58546827.0,7779.0,,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,7749.0,58544872.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,178676.0,,,,,3.0,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1219.0,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +296,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,12314552.0,72383.0,69676.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2707.0,12301981.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1118895.0,,,,,3.0,,,,,,,,,,,,,, +297,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,1.0,140,30.0,224.0,63.0,140.0,1641,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,53741.0,438.0,419.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,53439.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8161.0,,,,,3.0,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1557,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,bonobo,,,,6688.0,197.0,164.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6688.0,,,,,,,,3.0,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,True,streamparse,,,,7241.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,7241.0,,,,,,,,3.0,,,,,,,,,,,,,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-07-17 14:10:21.000,2023-05-19 04:32:00,6411.0,3.0,225,40.0,1034.0,7.0,209.0,1393,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,optimuspyspark,,,,13171.0,,,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,13171.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2093.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2093.0,,,,,,,,3.0,,,,,,,,,,,,,, +302,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,140,44.0,53.0,20.0,19.0,1147,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,761114.0,352.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,761114.0,,,,,,,,3.0,,,,,,,,,,,,,, +303,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1118,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,373.0,175827.0,248.0,215.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,175824.0,,,,,,,,3.0,,,,,,,,,,,,,, +304,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1063,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,pluginbase,conda-forge/pluginbase,,,562952.0,2083.0,1914.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,558449.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,297212.0,,,,,3.0,,,,,,,,,,,,,, +305,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,637,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,ratelimit,conda-forge/ratelimit,,,4402772.0,2928.0,2714.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,214.0,4402392.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11408.0,,,,,3.0,,,,,,,,,,,,,, +306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-06-16 19:23:05.879,2022-09-12 17:36:02,282.0,,49,10.0,26.0,14.0,71.0,593,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,326184.0,1144.0,1120.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,323958.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,73483.0,,,,,3.0,,,,,,,,,,,,,, +307,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,386,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,25,False,messytables,,,,20775.0,411.0,287.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,20775.0,,,,,,,,3.0,,,,,,,,,,,,,, +308,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-25 23:17:09.000,2023-07-24 10:51:09,925.0,45.0,22,18.0,170.0,8.0,14.0,329,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,25,True,aiomisc,,,,18305.0,363.0,327.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,18305.0,,,,,,,,3.0,,,,,,,,,,,,,, +309,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,95.0,536441.0,195.0,173.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,536440.0,,,,,,,,3.0,,,,,,,,,,,,,, +310,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-06-09 22:54:49.000,2023-05-28 07:57:36,3381.0,29.0,32,16.0,80.0,23.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,25,True,dbnd,,,,82235.0,58.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,82235.0,,,,,,,,3.0,,,,,,,,,,,,,, +311,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-06-15 13:15:37.000,2023-06-15 13:15:37,294.0,12.0,40,8.0,38.0,8.0,37.0,146,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,25,True,filedepot,,,,22133.0,889.0,842.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,22133.0,,,,,,,,3.0,,,,,,,,,,,,,, +312,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,18,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,clint,conda-forge/clint,,113.0,107355.0,5739.0,4410.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1329.0,106724.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,54319.0,,,,,3.0,,,,,,,,,,,,,, +313,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,16077161.0,7990.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7990.0,15900213.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,15394534.0,,,,,3.0,,,,,,,,,,,,,, +314,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3948,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,storm,,,,3278.0,135.0,60.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3278.0,,,,,,,,3.0,,,,,,,,,,,,,, +315,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-07-26 00:43:41.000,2023-07-15 06:01:34,603.0,4.0,365,47.0,105.0,184.0,102.0,2222,2011-12-30 16:40:09.000,11.12.30,16.0,43.0,24,True,camelot,,,,6091.0,10.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,6091.0,,,,,,,,3.0,,,,,,,,,,,,,, +316,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,89,41.0,42.0,21.0,46.0,1440,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,pypeln,conda-forge/pypeln,,,35880.0,114.0,103.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,35493.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,13936.0,,,,,3.0,,,,,,,,,,,,,, +317,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-07-24 10:57:59.000,2023-07-17 12:09:12,319.0,5.0,74,44.0,226.0,42.0,40.0,1297,2023-06-20 08:17:02.907,0.18.0,32.0,28.0,24,True,tasktiger,,,,4078.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,4078.0,,,,,,,,3.0,,,,,,,,,,,,,, +318,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,10.0,99.0,465,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,hickle,conda-forge/hickle,,,36955.0,643.0,554.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,89.0,36533.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,22834.0,,,,,3.0,,,,,,,,,,,,,, +319,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,459,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,cachier,,,,25312.0,425.0,398.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,25312.0,,,,,,,,3.0,,,,,,,,,python-cachier/cachier,,,,, +320,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,,30,6.0,123.0,2.0,77.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,24,True,everett,conda-forge/everett,,,109610.0,854.0,809.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,108729.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,41447.0,,,,,3.0,,,,,,,,,,,,,, +321,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,6.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,66.0,99139.0,2691.0,2498.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,193.0,98763.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,25996.0,,,,,3.0,,,,,,,,,,,,,, +322,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3231,,,4.0,19.0,23,False,macropy3,,,,199.0,589.0,559.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,199.0,,,,,,,,3.0,,,,,,,,,,,,,, +323,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,pinject,conda-forge/pinject,,,57775.0,180.0,159.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,57596.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,3959.0,,,,,3.0,,,,,,,,,,,,,, +324,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,799,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,23,True,pickledb,,,,19679.0,1257.0,1162.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,95.0,19679.0,,,,,,,,3.0,,,,,,,,,,,,,, +325,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,23,False,pymodm,conda-forge/pymodm,,,88545.0,692.0,609.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,88427.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4843.0,,,,,3.0,,,,,,,,,,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-06-16 13:19:04.224,2021-09-23 16:12:06,380.0,,57,19.0,13.0,16.0,24.0,259,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,deepdish,conda-forge/deepdish,,,14221.0,848.0,764.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,84.0,13124.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,87810.0,,,,,3.0,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,258,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,pysparkling,conda-forge/pysparkling,,,8673.0,182.0,174.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,8518.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4366.0,,,,,3.0,,,,,,,,,,,,,, +328,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-07-25 21:16:30.000,2023-07-25 12:54:54,5366.0,51.0,42,14.0,602.0,33.0,79.0,190,2023-07-25 12:56:00.000,0.8.6,19.0,33.0,23,True,batchflow,,,,927.0,5.0,5.0,https://pypi.org/project/batchflow,2023-07-25 12:56:41.000,,927.0,,,,,,,,3.0,,,,,,,,,,,,,, +329,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-07-24 19:48:50.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,14.0,14.0,125,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,docopt-ng,,,,44959.0,195.0,164.0,https://pypi.org/project/docopt-ng,2022-05-31 19:57:15.000,31.0,44959.0,,,,,,,,3.0,,,,,,,,,,,,,, +330,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-07-21 12:47:24.000,2023-07-19 13:09:02,1604.0,388.0,4,3.0,684.0,15.0,25.0,41,2023-07-16 10:24:00.631,4.6.3,62.0,6.0,23,False,click-extra,,,244.0,4840.0,62.0,56.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,6.0,4829.0,,,,,,,,3.0,,,,,,,,,,,,,, +331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3495,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,25539.0,401.0,368.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,25539.0,,,,,,,,3.0,,,,,,,,,,,,,, +332,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2699,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,,,101.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,101.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +333,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,37.0,214.0,46.0,56.0,2426,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19794.0,761.0,,,,,,,,,,,,,,2.0,,,,,,,,,,,,,, +334,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1759,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,5800.0,198.0,167.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,5800.0,,,,,,,,3.0,,,,,,,,,,,,,, +335,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1546,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,134511.0,186.0,163.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,134511.0,,,,,,,,3.0,,,,,,,,,,,,,, +336,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,22,False,db.py,,,,1118.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,1118.0,,,,,,,,3.0,,,,,,,,,,,,,, +337,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,26.0,841,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,unsync,conda-forge/unsync,,,21313.0,216.0,197.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,21019.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,10905.0,,,,,3.0,,,,,,,,,,,,,, +338,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,535,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2211.0,108.0,99.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,1607.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,10877.0,,,,,3.0,,,,,,,,,,,,,, +339,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,57774.0,11046.0,9000.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,57774.0,,,,,,,,3.0,,,,,,,,,,,,,, +340,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,51870.0,4490.0,3306.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,51089.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68007.0,,,,,3.0,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,122,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,323851.0,1741.0,1690.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,51.0,321691.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,66969.0,,,,,3.0,,,,,,,,,,,,,, +342,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10581,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,34.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,34.0,,,,,,,,3.0,,,,,,,,,,,,,, +343,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-07-18 02:18:20.000,2023-02-21 10:55:54,98.0,,38,17.0,66.0,6.0,4.0,1083,2022-11-04 22:11:15.991,0.0.2,2.0,9.0,21,True,asyncer,conda-forge/asyncer,,,59068.0,697.0,680.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,58826.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,4370.0,,,,,3.0,,,,,,,,,,,,,, +344,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,874,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,158.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,158.0,,,,,,,,3.0,,,,,,,,,,,,,, +345,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,2.0,135,62.0,76.0,167.0,149.0,848,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,rows,,,38.0,802.0,189.0,160.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,802.0,,,,,,,,3.0,,,,,,,,,,,,,, +346,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-07-24 17:24:47.000,2023-01-03 19:16:25,478.0,,76,21.0,212.0,72.0,80.0,814,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,odmantic,,,,12920.0,6.0,,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,12920.0,,,,,,,,3.0,,,,,,,,,,,,,, +347,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,709,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,,,2036.0,61.0,55.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1243.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,25400.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,281,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,13778.0,144.0,138.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13778.0,,,,,,,,3.0,,,,,,,,,,,,,, +349,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,valideer,conda-forge/valideer,,,13586.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,13346.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20891.0,,,,,3.0,,,,,,,,,,,,,, +350,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,typical,conda-forge/typical,,,6269.0,74.0,70.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,5084.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,30825.0,,,,,3.0,,,,,,,,,,,,,, +351,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,stopit,conda-forge/stopit,,,195141.0,1966.0,1841.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,185078.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,664212.0,,,,,3.0,,,,,,,,,,,,,, +352,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-06-27 16:05:15.537,2023-06-23 18:04:56,79.0,2.0,123,34.0,10.0,8.0,153.0,3073,2023-06-23 18:07:07.000,2.1.14,60.0,1.0,20,False,ptext-joris-schellekens,conda-forge/borb,,,1714.0,177.0,177.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,2.0,https://anaconda.org/conda-forge/borb,2023-06-27 16:05:15.537,39376.0,,,,,3.0,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,137,69.0,4.0,1.0,40.0,2028,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2171.0,51.0,42.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2171.0,,,,,,,,3.0,,,,,,,,,,,,,, +354,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,203,40.0,56.0,81.0,39.0,1326,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,excalibur-py,,,10731.0,1379.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1191.0,,,,,,,,3.0,,,,,,,,,,,,,, +355,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,950,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,20,True,d6tflow,,,,268.0,25.0,25.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,268.0,,,,,,,,3.0,,,,,,,,,,,,,, +356,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-07-22 17:53:02.000,2023-05-02 12:53:18,107.0,2.0,29,11.0,50.0,12.0,12.0,691,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,20,True,dirty-equals,conda-forge/dirty-equals,,,50939.0,179.0,173.0,https://pypi.org/project/dirty-equals,2022-08-30 20:12:03.810,6.0,48763.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,34818.0,,,,,3.0,,-2.0,,,,,,,,,,,, +357,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,46,15.0,33.0,25.0,9.0,272,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,price-parser,,,,55499.0,386.0,374.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,55499.0,,,,,,,,3.0,,,,,,,,,,,,,, +358,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,7.0,48.0,9.0,10.0,245,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,rtoml,,,,50288.0,289.0,255.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,34.0,50288.0,,,,,,,,3.0,,,,,,,,,,,,,, +359,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,fletcher,conda-forge/fletcher,,17.0,1236.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,233.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,60184.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +360,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1974,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,,,,37.0,37.0,,,,,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +361,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1089,2022-05-12 11:29:27.000,1.0,6.0,31.0,19,True,colout,,,,1229.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1229.0,,,,,,,,3.0,,,,,,,,,,,,,, +362,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,3270.0,152.0,125.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3270.0,,,,,,,,3.0,,,,,,,,,,,,,, +363,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-07-27 10:51:31.000,2023-07-25 09:44:01,587.0,88.0,20,4.0,233.0,3.0,,236,2023-07-25 09:44:15.000,1.1.172,443.0,9.0,19,True,upgini,,,,5091.0,1.0,1.0,https://pypi.org/project/upgini,2023-07-25 09:44:15.000,,5091.0,,,,,,,,3.0,,,,,,,,,,,,,, +364,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,6.0,9.0,14.0,5.0,196,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,47461.0,795.0,791.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,47461.0,,,,,,,,3.0,,,,,,,,,,,,,, +365,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,6.0,22.0,147,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,57222.0,150.0,139.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,11.0,57222.0,,,,,,,,3.0,,,,,,,,,,,,,, +366,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,301.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,301.0,,,,,,,,3.0,,,,,,,,,,,,,, +367,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-07-25 14:55:09.000,2023-07-25 14:52:00,2663.0,29.0,112,28.0,189.0,54.0,299.0,1111,,,,40.0,18,True,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,546.0,39.0,31.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,546.0,,,,,,,,3.0,,,,,,,,,,,,,, +369,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,622,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,pugsql,,,,5027.0,59.0,56.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5027.0,,,,,,,,3.0,,,,,,,,,,,,,, +370,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-07-11 17:34:29.000,2023-05-01 19:51:54,163.0,2.0,105,57.0,68.0,24.0,16.0,2013,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,mara-pipelines,,,,111.0,1.0,,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,111.0,,,,,,,,3.0,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1340,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,66.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,66.0,,,,,,,,3.0,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,944,,,,1000.0,17,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +373,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,17,False,validr,,,,7785.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,7785.0,,,,,,,,3.0,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,flupy,,,,144792.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,144792.0,,,,,,,,3.0,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,767,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,csvs-to-sqlite,,,,1616.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1616.0,,,,,,,,3.0,,,,,,,,,,,,,, +376,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,,,384.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,384.0,,,,,,,,3.0,['jupyter'],,,,,,,,,,,,, +377,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,18,11.0,119.0,20.0,57.0,424,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,True,bodywork,,,,592.0,12.0,12.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,592.0,,,,,,,,3.0,,,,,,,,,,,,,, +378,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-07-25 21:14:02.000,2023-07-21 13:59:53,115.0,4.0,6,13.0,131.0,5.0,2.0,266,2023-07-24 11:09:58.000,0.19.2,97.0,14.0,16,True,squirrel-core,squirrel-core,,,1137.0,3.0,2.0,https://pypi.org/project/squirrel-core,2023-07-24 11:09:58.000,,1137.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,,,,,3.0,,,,,,,,,,,1.0,,, +379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,55.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,54.0,2.0,2.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,54.0,,,,,,,,3.0,,,,,,,,,,,,,, +380,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,lazydata,,,,8.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,8.0,,,,,,,,3.0,,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,38677.0,486.0,477.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,38677.0,,,,,,,,3.0,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,713,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,supersqlite,,,,139.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,139.0,,,,,,,,3.0,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,656.0,32.0,27.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,656.0,,,,,,,,3.0,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,,,90.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,90.0,,,,,,,,3.0,['pandas'],,,,,,,,,,,,, +385,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,104,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,68.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,68.0,,,,,,,,3.0,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,11.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,32.0,10.0,12,True,rasgoql,,,,82.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,82.0,,,,,,,,3.0,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,764,,,,3.0,7,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index f140847..6cf7f13 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- polars (πŸ₯ˆ39 Β· ⭐ 19K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT -- PyYAML (πŸ₯‡39 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K Β· πŸ“ˆ) - A Python Object-Document-Mapper for working with MongoDB. MIT -- zarr (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.4K Β· πŸ“ˆ) - Prometheus instrumentation library for Python.. Apache-2 +- numpy (πŸ₯‡52 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +- cookiecutter (πŸ₯‡41 Β· ⭐ 20K Β· πŸ“ˆ) - A cross-platform command-line utility that creates projects.. BSD-3 +- marshmallow (πŸ₯ˆ40 Β· ⭐ 6.6K Β· πŸ“ˆ) - A lightweight library for converting complex objects to and from.. MIT +- more-itertools (πŸ₯‡40 Β· ⭐ 3.1K Β· πŸ“ˆ) - More routines for operating on iterables, beyond itertools. MIT +- cerberus (πŸ₯ˆ35 Β· ⭐ 3K Β· πŸ“ˆ) - Lightweight, extensible data validation library for Python. ISC ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- python-dotenv (πŸ₯‡37 Β· ⭐ 6.2K Β· πŸ“‰) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- s3fs (πŸ₯ˆ34 Β· ⭐ 710 Β· πŸ“‰) - S3 Filesystem. BSD-3 -- boltons (πŸ₯ˆ33 Β· ⭐ 6.2K Β· πŸ“‰) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.7K Β· πŸ“‰) - Familiar asyncio ORM for python, built with relations in.. Apache-2 -- python-email-validator (πŸ₯‰26 Β· ⭐ 820 Β· πŸ“‰) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- docker (πŸ₯ˆ41 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +- attrs (πŸ₯‡40 Β· ⭐ 4.8K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- Dagster (πŸ₯ˆ39 Β· ⭐ 8K Β· πŸ“‰) - An orchestration platform for the development, production, and.. Apache-2 +- alembic (πŸ₯ˆ39 Β· ⭐ 2K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT +- dirty-equals (πŸ₯‰20 Β· ⭐ 690 Β· πŸ“‰) - Doing dirty (but extremely useful) things with equals. MIT From d25d28fd005fd8dee7d887436d7649e0039ebd84 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 3 Aug 2023 13:36:27 +0000 Subject: [PATCH 22/70] Update best-of list for version 2023.08.03 --- README.md | 1594 +++++++++++++++---------------- history/2023-08-03_changes.md | 20 + history/2023-08-03_projects.csv | 390 ++++++++ latest-changes.md | 20 +- 4 files changed, 1178 insertions(+), 846 deletions(-) create mode 100644 history/2023-08-03_changes.md create mode 100644 history/2023-08-03_projects.csv diff --git a/README.md b/README.md index 6817819..da949b4 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 460K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 460K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 130M / month Β· πŸ“¦ 16K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 140M / month Β· πŸ“¦ 16K Β· ⏱️ 01.08.2023): ``` pip install protobuf ``` @@ -99,7 +99,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ``` @@ -111,11 +111,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 11M / month Β· πŸ“¦ 290 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 12M / month Β· πŸ“¦ 300 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -124,14 +124,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.6K Β· πŸ“ˆ) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ41 Β· ⭐ 6.6K Β· πŸ“ˆ) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 89K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 90K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 23M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 24M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -147,71 +147,71 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 26M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 28M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.5M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.6M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ```
-
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
orjson (πŸ₯ˆ36 Β· ⭐ 4.8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.3K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 170 Β· πŸ“¦ 51K Β· πŸ“‹ 330 - 0% open Β· ⏱️ 03.08.2023): ``` - git clone https://github.com/simplejson/simplejson + git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 06.04.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 980 Β· ⏱️ 07.07.2023): ``` - pip install simplejson + pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 850K Β· ⏱️ 07.07.2023): ``` - conda install -c conda-forge simplejson + conda install -c conda-forge orjson ```
-
orjson (πŸ₯ˆ35 Β· ⭐ 4.8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 170 Β· πŸ“¦ 50K Β· πŸ“‹ 330 - 0% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.3K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): ``` - git clone https://github.com/ijl/orjson + git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 980 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 06.04.2023): ``` - pip install orjson + pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 840K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge orjson + conda install -c conda-forge simplejson ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.3M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 3.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ujson ```
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“₯ 25 Β· πŸ“¦ 84K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“₯ 26 Β· πŸ“¦ 85K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 03.07.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 30M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 29M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 33M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 34M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): ``` pip install msgpack ``` @@ -238,7 +238,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
jsonpickle (πŸ₯‰34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (πŸ₯‰30 Β· ⭐ 380) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 30K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 31K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.3M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.7M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): ``` pip install srsly ``` @@ -291,23 +291,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 320K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 330K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 74K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ```
-
hickle (πŸ₯‰24 Β· ⭐ 460) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 550 Β· πŸ“‹ 110 - 9% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 560 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 37K / month Β· πŸ“¦ 89 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 36K / month Β· πŸ“¦ 89 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -316,14 +316,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰20 Β· ⭐ 240) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰21 Β· ⭐ 250) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 260 Β· πŸ“‹ 19 - 47% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 260 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 50K / month Β· πŸ“¦ 34 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 64K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 200K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 210K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -356,18 +356,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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numpy (πŸ₯‡52 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡52 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 8.1K Β· πŸ“₯ 780K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.1K Β· πŸ“₯ 780K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 160M / month Β· πŸ“¦ 130K Β· ⏱️ 08.07.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 170M / month Β· πŸ“¦ 130K Β· ⏱️ 31.07.2023): ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 61M Β· ⏱️ 09.07.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 61M Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge numpy ``` @@ -379,7 +379,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 13M / month Β· πŸ“¦ 15K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 14M / month Β· πŸ“¦ 15K Β· ⏱️ 20.06.2023): ``` pip install h5py ``` @@ -390,46 +390,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯ˆ38 Β· ⭐ 19K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1K Β· πŸ“¦ 2.9K Β· πŸ“‹ 4.5K - 21% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“¦ 2.9K Β· πŸ“‹ 4.6K - 21% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 820K / month Β· πŸ“¦ 200 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 890K / month Β· πŸ“¦ 210 Β· ⏱️ 01.08.2023): ``` pip install polars ```
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Modin (πŸ₯ˆ37 Β· ⭐ 8.9K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
xarray (πŸ₯ˆ38 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.7K - 22% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/modin-project/modin + git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 880K / month Β· πŸ“¦ 32 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 17.07.2023): ``` - pip install modin + pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 260K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.6M Β· ⏱️ 17.07.2023): ``` - conda install -c conda-forge modin-core + conda install -c conda-forge xarray ```
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xarray (πŸ₯ˆ37 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 8.9K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 22% open Β· ⏱️ 03.08.2023): ``` - git clone https://github.com/pydata/xarray + git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 900K / month Β· πŸ“¦ 32 Β· ⏱️ 07.07.2023): ``` - pip install xarray + pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.6M Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 260K Β· ⏱️ 07.07.2023): ``` - conda install -c conda-forge xarray + conda install -c conda-forge modin-core ```
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 @@ -439,7 +439,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 740K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 730K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` pip install tables ``` @@ -448,30 +448,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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zarr (πŸ₯ˆ34 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
TinyDB (πŸ₯ˆ33 Β· ⭐ 6K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/zarr-developers/zarr-python + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 250K / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 450K / month Β· πŸ“¦ 870 Β· ⏱️ 12.06.2023): ``` - pip install zarr + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.5M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 320K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge zarr + conda install -c conda-forge tinydb ```
docarray (πŸ₯ˆ33 Β· ⭐ 2.4K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 180 Β· πŸ“¦ 620 Β· πŸ“‹ 590 - 9% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 180 Β· πŸ“¦ 670 Β· πŸ“‹ 600 - 9% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 150K / month Β· πŸ“¦ 12 Β· ⏱️ 27.07.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 160K / month Β· πŸ“¦ 13 Β· ⏱️ 03.08.2023): ``` pip install docarray ``` @@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): ``` pip install numexpr ``` @@ -496,39 +496,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge numexpr ```
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Bottleneck (πŸ₯ˆ33 Β· ⭐ 910) - Fast NumPy array functions written in C. BSD-2 +
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 42K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 27.07.2023): ``` - git clone https://github.com/pydata/bottleneck + git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 610K / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 270K / month Β· πŸ“¦ 380 Β· ⏱️ 20.07.2023): ``` - pip install Bottleneck + pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.5M Β· ⏱️ 23.07.2023): ``` - conda install -c conda-forge bottleneck + conda install -c conda-forge zarr ```
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TinyDB (πŸ₯ˆ32 Β· ⭐ 6K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
Bottleneck (πŸ₯ˆ33 Β· ⭐ 920) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 42K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 430K / month Β· πŸ“¦ 860 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 590K / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.03.2023): ``` - pip install tinydb + pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 320K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge bottleneck ```
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Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark +
Koalas (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark - [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 310 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 14.12.2022): @@ -544,14 +544,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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pandera (πŸ₯ˆ32 Β· ⭐ 2.5K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯‰32 Β· ⭐ 2.5K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 950 Β· πŸ“‹ 620 - 34% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 960 Β· πŸ“‹ 620 - 34% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 930K / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 940K / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): ``` pip install pandera ``` @@ -562,12 +562,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰31 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 270 Β· πŸ“¦ 550 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 550 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 42K / month Β· πŸ“¦ 25 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 45K / month Β· πŸ“¦ 26 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -576,9 +576,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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datasketch (πŸ₯‰31 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
datasketch (πŸ₯‰30 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 840 Β· πŸ“‹ 150 - 27% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 850 Β· πŸ“‹ 160 - 27% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -588,6 +588,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install datasketch ```
+
swifter (πŸ₯‰29 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT + +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 31.07.2023): + + ``` + git clone https://github.com/jmcarpenter2/swifter + ``` +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): + ``` + pip install swifter + ``` +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 240K Β· ⏱️ 31.07.2023): + ``` + conda install -c conda-forge swifter + ``` +
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.1K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): @@ -595,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 76K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 77K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -604,20 +620,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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swifter (πŸ₯‰28 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.06.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 330K / month Β· πŸ“¦ 41 Β· ⏱️ 13.06.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 320K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` - pip install swifter + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 230K Β· ⏱️ 13.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge swifter + conda install -c conda-forge pandarallel ```
StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT @@ -627,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.6K / month Β· πŸ“¦ 2 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.9K / month Β· πŸ“¦ 2 Β· ⏱️ 21.07.2023): ``` pip install static-frame ``` @@ -636,35 +652,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge static-frame ```
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PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): - - ``` - git clone https://github.com/nalepae/pandarallel - ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 300K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): - ``` - pip install pandarallel - ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pandarallel - ``` -
Pandas Summary (πŸ₯‰26 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 29.07.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 78K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 80K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
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pickleDB (πŸ₯‰23 Β· ⭐ 800) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰22 Β· ⭐ 800) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 230 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 280 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -699,16 +699,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 550 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 540 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ```
Show 6 hidden projects... -- Blaze (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 +- Blaze (πŸ₯‰32 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 -- sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn +- sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰27 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT @@ -719,14 +719,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-sortedcontainers (πŸ₯‡35 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 120K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 24M / month Β· πŸ“¦ 2.1K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 25M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 39M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 34M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -758,23 +758,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 69M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 9.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge multidict ```
python-benedict (πŸ₯ˆ30 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1.4K Β· πŸ“‹ 93 - 10% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 560K / month Β· πŸ“¦ 28 Β· ⏱️ 12.01.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 600K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): ``` pip install python-benedict ``` @@ -790,7 +790,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 680K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 720K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -806,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.1M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.2M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): ``` pip install glom ``` @@ -817,50 +817,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯‰29 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 15K Β· πŸ“‹ 56 - 7% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 15K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.7M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.7M / month Β· πŸ“¦ 490 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bidict ```
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munch (πŸ₯‰29 Β· ⭐ 690) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
ordered-set (πŸ₯‰29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` - git clone https://github.com/Infinidat/munch + git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.7M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): ``` - pip install munch + pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.5M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge munch + conda install -c conda-forge ordered-set ```
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ordered-set (πŸ₯‰29 Β· ⭐ 180 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
munch (πŸ₯‰28 Β· ⭐ 700) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 8.9K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` - git clone https://github.com/rspeer/ordered-set + git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.9M / month Β· πŸ“¦ 360 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): ``` - pip install ordered-set + pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.5M Β· ⏱️ 02.07.2023): ``` - conda install -c conda-forge ordered-set + conda install -c conda-forge munch ```
sqlitedict (πŸ₯‰27 Β· ⭐ 1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 @@ -870,7 +870,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 230K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 240K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` @@ -879,23 +879,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sqlitedict ```
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python-box (πŸ₯‰26 Β· ⭐ 2.2K) - Python dictionaries with advanced dot notation access. MIT - -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 38 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): - - ``` - git clone https://github.com/cdgriffith/Box - ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.6M / month Β· πŸ“¦ 330 Β· ⏱️ 22.02.2023): - ``` - pip install python-box - ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge python-box - ``` -
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immutables (πŸ₯‰26 Β· ⭐ 1K) - A high-performance immutable mapping type for Python. Apache-2 +
immutables (πŸ₯‰26 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 - [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 53 Β· πŸ“¦ 6K Β· πŸ“‹ 51 - 33% open Β· ⏱️ 21.07.2023): @@ -911,9 +895,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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janus (πŸ₯‰26 Β· ⭐ 720) - Thread-safe asyncio-aware queue for Python. Apache-2 +
janus (πŸ₯‰26 Β· ⭐ 730) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/aio-libs/janus @@ -927,6 +911,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge janus ```
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python-box (πŸ₯‰25 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT + +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 38 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): + + ``` + git clone https://github.com/cdgriffith/Box + ``` +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.7M / month Β· πŸ“¦ 330 Β· ⏱️ 22.02.2023): + ``` + pip install python-box + ``` +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge python-box + ``` +
Show 2 hidden projects... - addict (πŸ₯ˆ30 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT @@ -940,44 +940,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 15K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.3K Β· πŸ“¦ 230K Β· πŸ“‹ 2.8K - 11% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.4K Β· πŸ“¦ 230K Β· πŸ“‹ 2.9K - 11% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 81M / month Β· πŸ“¦ 7.3K Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 85M / month Β· πŸ“¦ 7.5K Β· ⏱️ 25.07.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.5M Β· ⏱️ 26.07.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.6M Β· ⏱️ 27.07.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“₯ 31 Β· πŸ“¦ 420K Β· πŸ“‹ 770 - 3% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 33 Β· πŸ“¦ 420K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 99M / month Β· πŸ“¦ 19K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 19K Β· ⏱️ 02.08.2023): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 21M Β· ⏱️ 18.07.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 22M Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge jsonschema ```
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cerberus (πŸ₯ˆ35 Β· ⭐ 3K Β· πŸ“ˆ) - Lightweight, extensible data validation library for Python. ISC +
cerberus (πŸ₯ˆ35 Β· ⭐ 3K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 380 - 14% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 380 - 14% open Β· ⏱️ 30.07.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.1K Β· ⏱️ 05.05.2021): ``` pip install cerberus ``` @@ -1004,28 +1004,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ32 Β· ⭐ 800) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 140 Β· πŸ“¦ 77K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 140 Β· πŸ“¦ 78K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.8M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 450K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 460K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge validators ```
param (πŸ₯ˆ32 Β· ⭐ 340) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.6K Β· πŸ“‹ 400 - 36% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.6K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 140 Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 370K / month Β· πŸ“¦ 140 Β· ⏱️ 25.07.2023): ``` pip install param ``` @@ -1034,14 +1034,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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strictyaml (πŸ₯‰28 Β· ⭐ 1.2K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰28 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT - [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.7K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 570K / month Β· πŸ“¦ 240 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 580K / month Β· πŸ“¦ 240 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1050,14 +1050,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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valideer (πŸ₯‰21 Β· ⭐ 260) - Lightweight data validation and adaptation Python library. MIT +
dirty-equals (πŸ₯‰21 Β· ⭐ 690) - Doing dirty (but extremely useful) things with equals. MIT + +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 30 Β· πŸ“¦ 180 Β· πŸ“‹ 27 - 55% open Β· ⏱️ 02.05.2023): + + ``` + git clone https://github.com/samuelcolvin/dirty-equals + ``` +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 43K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): + ``` + pip install dirty-equals + ``` +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 35K Β· ⏱️ 18.06.2023): + ``` + conda install -c conda-forge dirty-equals + ``` +
+
valideer (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT - [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 68 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 13K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 14K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1073,7 +1089,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 5.1K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 4.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1082,27 +1098,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
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dirty-equals (πŸ₯‰20 Β· ⭐ 690 Β· πŸ“‰) - Doing dirty (but extremely useful) things with equals. MIT - -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 29 Β· πŸ“¦ 170 Β· πŸ“‹ 24 - 50% open Β· ⏱️ 02.05.2023): - - ``` - git clone https://github.com/samuelcolvin/dirty-equals - ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 49K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2022): - ``` - pip install dirty-equals - ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 35K Β· ⏱️ 18.06.2023): - ``` - conda install -c conda-forge dirty-equals - ``` -
Show 5 hidden projects... - schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰26 Β· ⭐ 820) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰26 Β· ⭐ 830) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰17 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1112,20 +1112,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— python-patterns ( ⭐ 38K) - Collection of design patterns/idioms in Python. +πŸ”— python-patterns ( ⭐ 38K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡30 Β· ⭐ 5K) - A lightweight, object-oriented finite state machine implementation in.. MIT +
transitions (πŸ₯‡30 Β· ⭐ 5K Β· πŸ’€) - A lightweight, object-oriented finite state machine implementation.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3.1K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 420K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 480K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 490K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1137,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1174,12 +1174,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 60K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 61K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 13M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 14M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): ``` pip install arrow ``` @@ -1222,12 +1222,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯‰33 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 390 Β· πŸ“₯ 190 Β· πŸ“‹ 440 - 22% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 390 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 22% open Β· ⏱️ 17.07.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.4M / month Β· πŸ“¦ 430 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.5M / month Β· πŸ“¦ 430 Β· ⏱️ 17.07.2023): ``` pip install holidays ``` @@ -1238,7 +1238,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯‰33 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 71 Β· πŸ“¦ 1.6M Β· πŸ“‹ 75 - 41% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 72 Β· πŸ“¦ 1.6M Β· πŸ“‹ 76 - 42% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/stub42/pytz @@ -1259,7 +1259,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 30M / month Β· πŸ“¦ 3.7K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 32M / month Β· πŸ“¦ 3.7K Β· ⏱️ 21.06.2023): ``` pip install tzlocal ``` @@ -1281,7 +1281,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡38 Β· ⭐ 620) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 55K Β· πŸ“‹ 570 - 35% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 56K Β· πŸ“‹ 570 - 35% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1297,12 +1297,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯ˆ36 Β· ⭐ 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 100K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 100K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8K Β· ⏱️ 20.03.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8K Β· ⏱️ 20.03.2023): ``` pip install watchdog ``` @@ -1311,7 +1311,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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aiofiles (πŸ₯ˆ35 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K Β· πŸ“‰) - File support for asyncio. Apache-2 - [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 100K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 04.07.2023): @@ -1322,19 +1322,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 560) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 86 Β· πŸ“¦ 290K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 87 Β· πŸ“¦ 290K Β· πŸ“‹ 95 - 12% open Β· ⏱️ 29.07.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 69M / month Β· πŸ“¦ 2.6K Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 76M / month Β· πŸ“¦ 2.6K Β· ⏱️ 12.06.2023): ``` pip install filelock ``` @@ -1354,7 +1354,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ``` @@ -1366,11 +1366,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.8M / month Β· πŸ“¦ 590 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.8M / month Β· πŸ“¦ 600 Β· ⏱️ 02.05.2022): ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 640K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 650K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fs ``` @@ -1382,7 +1382,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 130 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.5M / month Β· πŸ“¦ 130 Β· ⏱️ 07.07.2023): ``` pip install path ``` @@ -1393,7 +1393,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... -- zipp (πŸ₯‰32 Β· ⭐ 38) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰32 Β· ⭐ 39) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰30 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1403,25 +1403,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT +
future (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 260 Β· πŸ“¦ 1.8M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 26.07.2022): - - ``` - git clone https://github.com/benjaminp/six - ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): - ``` - pip install six - ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 45M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge six - ``` -
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future (πŸ₯ˆ37 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT - -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 280K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 290K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future @@ -1442,7 +1426,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.4M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.5M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1467,8 +1451,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge futures ```
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Show 3 hidden projects... +
Show 4 hidden projects... +- six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT - dataclasses (πŸ₯‰28 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - pathlib2 (πŸ₯‰28 Β· ⭐ 73) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰26 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag @@ -1479,14 +1464,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡46 Β· ⭐ 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡47 Β· ⭐ 5.7K Β· πŸ“ˆ) - cryptography is a package designed to expose.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 510K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 510K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 170M / month Β· πŸ“¦ 21K Β· ⏱️ 11.07.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 180M / month Β· πŸ“¦ 21K Β· ⏱️ 01.08.2023): ``` pip install cryptography ``` @@ -1497,12 +1482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 28 Β· πŸ“¦ 73K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 36 Β· πŸ“¦ 74K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 32M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): ``` pip install pycryptodomex ``` @@ -1518,11 +1503,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 160K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 150K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 280 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 160 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ``` @@ -1534,7 +1519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 26M / month Β· πŸ“¦ 4K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 27M / month Β· πŸ“¦ 4K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` @@ -1545,12 +1530,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 38M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 39M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` @@ -1559,7 +1544,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
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asn1crypto (πŸ₯‰33 Β· ⭐ 290 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰33 Β· ⭐ 300 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 28% open Β· ⏱️ 18.10.2022): @@ -1582,7 +1567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 110M / month Β· πŸ“¦ 7.1K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 120M / month Β· πŸ“¦ 7.1K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1599,55 +1584,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.07.2023): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 930K Β· ⏱️ 19.07.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 940K Β· ⏱️ 19.07.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 270M / month Β· πŸ“¦ 3K Β· ⏱️ 26.07.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 210M / month Β· πŸ“¦ 3K Β· ⏱️ 02.08.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 20M Β· ⏱️ 27.07.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 01.08.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1K Β· πŸ“¦ 250K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 250K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 340M / month Β· πŸ“¦ 8.4K Β· ⏱️ 26.07.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 330M / month Β· πŸ“¦ 8.4K Β· ⏱️ 02.08.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 22M Β· ⏱️ 26.07.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 01.08.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/docker/compose @@ -1663,23 +1648,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 81K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 81K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 25.05.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 42M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.5M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge paramiko ```
pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 920 Β· πŸ“₯ 340K Β· πŸ“¦ 2.8K Β· πŸ“‹ 6.3K - 29% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 930 Β· πŸ“₯ 400K Β· πŸ“¦ 2.8K Β· πŸ“‹ 6.3K - 29% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/pulumi/pulumi @@ -1693,48 +1678,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._ npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ41 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ41 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 630 Β· πŸ“¦ 65K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 630 Β· πŸ“¦ 66K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.5M Β· ⏱️ 08.07.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.6M Β· ⏱️ 08.07.2023): ``` conda install -c conda-forge docker-py ```
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netmiko (πŸ₯ˆ39 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
kubernetes (πŸ₯ˆ38 Β· ⭐ 5.9K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.7K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 31.07.2023): ``` - git clone https://github.com/ktbyers/netmiko + git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 170K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 15M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.07.2023): ``` - pip install netmiko + pip install kubernetes + ``` +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 440K Β· ⏱️ 19.06.2023): + ``` + conda install -c conda-forge kubernetes ```
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kubernetes (πŸ₯‰38 Β· ⭐ 5.9K) - Official Python client library for kubernetes. Apache-2 +
netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K Β· πŸ“‰) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.2K - 7% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.7K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 19.07.2023): ``` - git clone https://github.com/kubernetes-client/python - ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.07.2023): - ``` - pip install kubernetes + git clone https://github.com/ktbyers/netmiko ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 440K Β· ⏱️ 19.06.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): ``` - conda install -c conda-forge kubernetes + pip install netmiko ```
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 @@ -1744,7 +1729,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.1M / month Β· πŸ“¦ 100 Β· ⏱️ 25.05.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.2M / month Β· πŸ“¦ 100 Β· ⏱️ 25.05.2023): ``` pip install fabric ``` @@ -1760,11 +1745,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 38K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge schedule ``` @@ -1776,7 +1761,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.2M / month Β· πŸ“¦ 460 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.3M / month Β· πŸ“¦ 460 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1787,12 +1772,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰34 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.7K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.8K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.3M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.5M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1808,7 +1793,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 25K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 26K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ``` @@ -1833,7 +1818,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 -- storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT +- storm (πŸ₯‰24 Β· ⭐ 4K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT

@@ -1844,12 +1829,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 290K Β· πŸ“‹ 480 - 38% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 300K Β· πŸ“‹ 490 - 37% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 33M / month Β· πŸ“¦ 16K Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 34M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1874,7 +1859,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sh ```
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supervisor (πŸ₯‰35 Β· ⭐ 7.8K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯‰35 Β· ⭐ 7.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License - [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): @@ -1900,14 +1885,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡38 Β· ⭐ 9.5K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡38 Β· ⭐ 9.5K Β· πŸ’€) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 87K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 88K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` @@ -1918,16 +1903,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯‡38 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 150K Β· πŸ“‹ 320 - 18% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 150K Β· πŸ“‹ 320 - 18% open Β· ⏱️ 29.07.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 35M / month Β· πŸ“¦ 470 Β· ⏱️ 26.07.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 38M / month Β· πŸ“¦ 480 Β· ⏱️ 26.07.2023): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8.4M Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8.5M Β· ⏱️ 06.07.2023): ``` conda install -c conda-forge anyio ``` @@ -1939,11 +1924,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 64M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge greenlet ``` @@ -1955,19 +1940,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): ``` pip install aiomisc ```
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asyncer (πŸ₯‰21 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰23 Β· ⭐ 1.1K Β· πŸ“ˆ) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 38 Β· πŸ“¦ 680 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 700 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 59K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 62K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` @@ -1987,57 +1972,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡37 Β· ⭐ 6.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
traitlets (πŸ₯‡37 Β· ⭐ 570) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 510K Β· πŸ“‹ 260 - 15% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 160 Β· πŸ“¦ 340K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/theskumar/python-dotenv + git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.3K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 26M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): ``` - pip install python-dotenv + pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 22M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-dotenv + conda install -c conda-forge traitlets ```
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traitlets (πŸ₯‡37 Β· ⭐ 560) - A lightweight Traits like module. BSD-3 +
python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.3K Β· πŸ“‰) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 160 Β· πŸ“¦ 340K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 520K Β· πŸ“‹ 260 - 15% open Β· ⏱️ 07.07.2023): ``` - git clone https://github.com/ipython/traitlets + git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 25M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 8.3K Β· ⏱️ 24.02.2023): ``` - pip install traitlets + pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 22M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.6M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge traitlets + conda install -c conda-forge python-dotenv ```
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Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.1K) - Configuration Management for Python. MIT +
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.9K Β· πŸ“‹ 450 - 21% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.9K Β· πŸ“‹ 450 - 21% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month Β· πŸ“¦ 250 Β· ⏱️ 13.07.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2M / month Β· πŸ“¦ 250 Β· ⏱️ 13.07.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 54K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 55K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dynaconf ```
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.5K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 100K Β· πŸ“‹ 87 - 4% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 87 - 4% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple @@ -2046,12 +2031,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 66K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 67K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯‰31 Β· ⭐ 1.5K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰31 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 - [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 84 Β· πŸ“¦ 16K Β· πŸ“‹ 520 - 16% open Β· ⏱️ 22.07.2023): @@ -2067,57 +2052,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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hydra (πŸ₯‰28 Β· ⭐ 7.3K) - Hydra is a framework for elegantly configuring complex applications. MIT +
gin-config (πŸ₯‰29 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.5K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 31.07.2023): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.4K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 450K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` - pip install hydra + pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 710K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge gin-config ```
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gin-config (πŸ₯‰28 Β· ⭐ 1.8K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.5K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 180 Β· πŸ“¦ 28K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` - git clone https://github.com/google/gin-config + git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 400K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` - pip install gin-config + pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 690K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge gin-config + conda install -c conda-forge configobj ```
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configobj (πŸ₯‰28 Β· ⭐ 300) - Python 3+ compatible port of the configobj library. BSD-3 +
hydra (πŸ₯‰27 Β· ⭐ 7.4K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 170 Β· πŸ“¦ 28K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): ``` - git clone https://github.com/DiffSK/configobj + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.5K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` - pip install configobj + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 680K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 720K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge configobj + conda install -c conda-forge hydra-core ```
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everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 810 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 820 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett @@ -2126,7 +2111,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2139,12 +2124,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“₯ 26 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“₯ 31 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 130M / month Β· πŸ“¦ 73K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 140M / month Β· πŸ“¦ 74K Β· ⏱️ 18.07.2023): ``` pip install click ``` @@ -2153,18 +2138,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡43 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡44 Β· ⭐ 44K Β· πŸ“ˆ) - Rich is a Python library for rich text and beautiful formatting in the.. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.6K Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 26M / month Β· πŸ“¦ 4.5K Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 28M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.4M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.5M Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge rich ``` @@ -2176,7 +2161,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 28M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 30M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): ``` pip install prompt_toolkit ``` @@ -2192,7 +2177,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2219,7 +2204,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 480 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/typer @@ -2240,7 +2225,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 19M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.06.2023): ``` pip install argcomplete ``` @@ -2249,36 +2234,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge argcomplete ```
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wcwidth (πŸ₯‰32 Β· ⭐ 330) - Python library that measures the width of unicode strings rendered to a.. MIT +
cleo (πŸ₯‰32 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 420K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/jquast/wcwidth + git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 13M / month Β· πŸ“¦ 240 Β· ⏱️ 22.11.2022): ``` - pip install wcwidth + pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 19M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge wcwidth + conda install -c conda-forge cleo ```
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cleo (πŸ₯‰31 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
wcwidth (πŸ₯‰32 Β· ⭐ 330 Β· πŸ’€) - Python library that measures the width of unicode strings rendered to.. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 430K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 15.01.2023): ``` - git clone https://github.com/sdispater/cleo + git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 12M / month Β· πŸ“¦ 240 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` - pip install cleo + pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge cleo + conda install -c conda-forge wcwidth ```
asciimatics (πŸ₯‰30 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 @@ -2288,7 +2273,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 72K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 66K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2297,9 +2282,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰30 Β· ⭐ 1.1K) - Python library to build pretty command line user prompts Easy to use.. MIT +
questionary (πŸ₯‰30 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 69 Β· πŸ“¦ 9.4K Β· πŸ“‹ 120 - 27% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 69 Β· πŸ“¦ 9.5K Β· πŸ“‹ 120 - 27% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/tmbo/questionary @@ -2308,7 +2293,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 44K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 45K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge questionary ``` @@ -2320,23 +2305,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 650K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 660K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰23 Β· ⭐ 120) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰23 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT - [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 160 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 45K / month Β· πŸ“¦ 31 Β· ⏱️ 31.05.2022): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 46K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2382,18 +2367,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 81M / month Β· πŸ“¦ 3.3K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 86M / month Β· πŸ“¦ 3.3K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.3M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.4M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 880) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 890) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2410,7 +2395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.3K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2461,12 +2446,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 10K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 95K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 100K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2475,9 +2460,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 9.1K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 9.2K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2498,12 +2483,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 24K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 25K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
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Eel (πŸ₯ˆ32 Β· ⭐ 5.7K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
Eel (πŸ₯ˆ31 Β· ⭐ 5.7K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT - [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.8K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): @@ -2515,9 +2500,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install eel ```
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toga (πŸ₯‰31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“‹ 720 - 18% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“‹ 720 - 18% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/beeware/toga @@ -2526,32 +2511,17 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 31 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 29 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
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flexx (πŸ₯‰27 Β· ⭐ 3.1K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 - -- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 130 Β· πŸ“‹ 450 - 19% open Β· ⏱️ 22.07.2022): - - ``` - git clone https://github.com/flexxui/flexx - ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 460 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): - ``` - pip install flexx - ``` -- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 100K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge flexx - ``` -
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Show 3 hidden projects... +
Show 4 hidden projects... - Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰29 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows -- enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- flexx (πŸ₯‰27 Β· ⭐ 3.1K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 +- enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2579,12 +2549,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 30.07.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 21.07.2023): ``` pip install phonenumbers ``` @@ -2595,7 +2565,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 58K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 59K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2609,14 +2579,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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chardet (πŸ₯ˆ33 Β· ⭐ 1.9K Β· πŸ’€) - Python character encoding detector. ❗️LGPL-2.1 +
chardet (πŸ₯ˆ33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 -- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“‹ 140 - 40% open Β· ⏱️ 02.12.2022): +- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 49M / month Β· πŸ“¦ 39K Β· ⏱️ 01.12.2022): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 50M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2624,7 +2594,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 30 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 26 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2636,7 +2606,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.4M / month Β· πŸ“¦ 980 Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.6M / month Β· πŸ“¦ 980 Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2645,7 +2615,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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python-slugify (πŸ₯‰31 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT - [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 100 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): @@ -2661,14 +2631,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰27 Β· ⭐ 820) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰27 Β· ⭐ 820 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 550K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2677,30 +2647,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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coolname (πŸ₯‰22 Β· ⭐ 120) - Random Name and Slug Generator. BSD-2 +
coolname (πŸ₯‰22 Β· ⭐ 120 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.7K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 320K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 340K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 67K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 68K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ```
price-parser (πŸ₯‰20 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 46 Β· πŸ“¦ 370 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 46 Β· πŸ“¦ 380 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 55K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 57K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2729,28 +2699,28 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡46 Β· ⭐ 8.2K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 340K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 340K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 720M / month Β· πŸ“¦ 17K Β· ⏱️ 26.07.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 750M / month Β· πŸ“¦ 18K Β· ⏱️ 02.08.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 16M Β· ⏱️ 26.07.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 01.08.2023): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.5K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.6K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 45K Β· πŸ“¦ 610K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 45K Β· πŸ“¦ 610K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 86M / month Β· πŸ“¦ 47K Β· ⏱️ 15.07.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 89M / month Β· πŸ“¦ 47K Β· ⏱️ 15.07.2023): ``` pip install SQLAlchemy ``` @@ -2761,7 +2731,7 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/redis/redis-py @@ -2777,12 +2747,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 46M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 47M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): ``` pip install google-cloud-storage ``` @@ -2793,23 +2763,23 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 40M / month Β· πŸ“¦ 650 Β· ⏱️ 11.07.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 39M / month Β· πŸ“¦ 660 Β· ⏱️ 11.07.2023): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 980K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 990K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· ⏱️ 28.07.2023): ``` git clone https://github.com/coleifer/peewee @@ -2830,7 +2800,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 230 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month Β· πŸ“¦ 340 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2841,12 +2811,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.4K Β· πŸ“¦ 40K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 40K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6K Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.07.2023): ``` pip install elasticsearch ``` @@ -2862,7 +2832,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2873,7 +2843,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 03.08.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2882,19 +2852,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.1M Β· ⏱️ 13.07.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.2M Β· ⏱️ 13.07.2023): ``` conda install -c conda-forge pymongo ```
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alembic (πŸ₯ˆ39 Β· ⭐ 2K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ39 Β· ⭐ 2K) - A database migrations tool for SQLAlchemy. MIT - [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 980 - 10% open Β· ⏱️ 11.07.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 28M / month Β· πŸ“¦ 11K Β· ⏱️ 17.05.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 29M / month Β· πŸ“¦ 11K Β· ⏱️ 20.07.2023): ``` pip install alembic ``` @@ -2921,12 +2891,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 960 - 3% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 960 - 3% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 28M / month Β· πŸ“¦ 56 Β· ⏱️ 14.06.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 28M / month Β· πŸ“¦ 56 Β· ⏱️ 01.08.2023): ``` pip install awswrangler ``` @@ -2942,7 +2912,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 32M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 33M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): ``` pip install google-cloud-bigquery ``` @@ -2953,28 +2923,28 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 850 Β· πŸ“¦ 6.7K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 850 Β· πŸ“¦ 6.8K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.7M / month Β· πŸ“¦ 420 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.9M / month Β· πŸ“¦ 420 Β· ⏱️ 12.07.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 740K Β· ⏱️ 25.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 750K Β· ⏱️ 25.07.2023): ``` conda install -c conda-forge python-confluent-kafka ```
Ibis (πŸ₯ˆ36 Β· ⭐ 2.9K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 430 Β· πŸ“₯ 89 Β· πŸ“¦ 540 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 440 Β· πŸ“₯ 89 Β· πŸ“¦ 550 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 97K / month Β· πŸ“¦ 46 Β· ⏱️ 16.07.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 99K / month Β· πŸ“¦ 46 Β· ⏱️ 30.07.2023): ``` pip install ibis-framework ``` @@ -2985,7 +2955,7 @@ _Libraries for connecting to, operating, and querying databases._
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 410 Β· πŸ“₯ 5.3K Β· πŸ“¦ 130K Β· πŸ“‹ 320 - 2% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 420 Β· πŸ“₯ 5.3K Β· πŸ“¦ 130K Β· πŸ“‹ 320 - 2% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/PyMySQL/mysqlclient @@ -3017,7 +2987,7 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 180 Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py @@ -3026,25 +2996,21 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.8K Β· ⏱️ 16.06.2023): ``` conda install -c anaconda elasticsearch-dsl ```
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.7K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
libcloud (πŸ₯ˆ35 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 12 Β· πŸ“¦ 6K Β· πŸ“‹ 930 - 48% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“¦ 3.1K Β· πŸ“‹ 220 - 44% open Β· ⏱️ 02.08.2023): ``` - git clone https://github.com/tortoise/tortoise-orm - ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 89K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): - ``` - pip install tortoise-orm + git clone https://github.com/apache/libcloud ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 14K Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 140K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): ``` - conda install -c conda-forge tortoise-orm + pip install apache-libcloud ```
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 @@ -3054,11 +3020,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 970K / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.06.2023): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 59K Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 60K Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge motor ``` @@ -3070,7 +3036,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.1M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.2M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` pip install cassandra-driver ``` @@ -3081,7 +3047,7 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ34 Β· ⭐ 710) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 28% open Β· ⏱️ 28.06.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 28% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/fsspec/s3fs @@ -3095,69 +3061,73 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 +
sqlmodel (πŸ₯ˆ33 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 220K Β· πŸ“‹ 80 - 57% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 6.7K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 470K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` - pip install s3transfer + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge sqlmodel ```
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Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 +
tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.7K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6K Β· πŸ“‹ 940 - 48% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 21M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 91K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): ``` - pip install prometheus_client + pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 12M Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 14K Β· ⏱️ 17.07.2023): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge tortoise-orm ```
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libcloud (πŸ₯ˆ33 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 +
Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“¦ 3.1K Β· πŸ“‹ 210 - 45% open Β· ⏱️ 30.01.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 18.07.2023): ``` - git clone https://github.com/apache/libcloud + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 130K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 22M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): ``` - pip install apache-libcloud + pip install prometheus_client + ``` +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 12M Β· ⏱️ 10.07.2023): + ``` + conda install -c conda-forge prometheus_client ```
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 170 Β· πŸ“¦ 4.9K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.9K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 150K / month Β· πŸ“¦ 230 Β· ⏱️ 29.06.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 150K / month Β· πŸ“¦ 230 Β· ⏱️ 31.07.2023): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 190K Β· ⏱️ 29.06.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 190K Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge neo4j-python-driver ```
minio (πŸ₯ˆ33 Β· ⭐ 660) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 4.9K Β· πŸ“‹ 500 - 0% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 5K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/minio/minio-py @@ -3173,7 +3143,7 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯ˆ33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 7.5K Β· πŸ“‹ 310 - 17% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.5K Β· πŸ“‹ 310 - 17% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3187,25 +3157,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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sqlmodel (πŸ₯‰32 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
s3transfer (πŸ₯ˆ33 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 6.7K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 21.02.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 220K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 21.07.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 450K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 04.05.2023): ``` - pip install sqlmodel + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge s3transfer ```
Databases (πŸ₯‰32 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/encode/databases @@ -3226,7 +3196,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 99K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 100K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` pip install pony ``` @@ -3242,11 +3212,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 68K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 69K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.4K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.5K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ``` @@ -3258,7 +3228,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.9M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 3.1M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` pip install pynamodb ``` @@ -3283,18 +3253,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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pygsheets (πŸ₯‰31 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT - -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 10.05.2023): - - ``` - git clone https://github.com/nithinmurali/pygsheets - ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 91 Β· ⏱️ 30.11.2022): - ``` - pip install pygsheets - ``` -
cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.5K Β· πŸ“‹ 630 - 5% open Β· ⏱️ 03.06.2023): @@ -3302,7 +3260,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.5M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): ``` pip install cx-Oracle ``` @@ -3313,7 +3271,7 @@ _Libraries for connecting to, operating, and querying databases._
Records (πŸ₯‰30 Β· ⭐ 7K) - SQL for Humans. ISC -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/kennethreitz/records @@ -3327,14 +3285,26 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
+
pygsheets (πŸ₯‰30 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT + +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 10.05.2023): + + ``` + git clone https://github.com/nithinmurali/pygsheets + ``` +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.5M / month Β· πŸ“¦ 91 Β· ⏱️ 30.11.2022): + ``` + pip install pygsheets + ``` +
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 200K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 190K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3350,7 +3320,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/py2neo-org/py2neo ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 190K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 200K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): ``` pip install py2neo ``` @@ -3359,46 +3329,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge py2neo ```
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prisma (πŸ₯‰28 Β· ⭐ 1.2K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
prisma (πŸ₯‰28 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 54 Β· πŸ“¦ 350 Β· πŸ“‹ 340 - 50% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 55 Β· πŸ“¦ 360 Β· πŸ“‹ 340 - 50% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 33K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 37K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 72 Β· πŸ“¦ 270 Β· πŸ“‹ 340 - 31% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 74 Β· πŸ“¦ 270 Β· πŸ“‹ 340 - 31% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 10 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): ``` pip install piccolo ```
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HappyBase (πŸ₯‰28 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 160 Β· πŸ“¦ 760 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 12.07.2022): - - ``` - git clone https://github.com/python-happybase/happybase - ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 87K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): - ``` - pip install happybase - ``` -- [Conda](https://anaconda.org/conda-forge/happybase) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge happybase - ``` -
umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): @@ -3415,19 +3369,19 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge umongo ```
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filedepot (πŸ₯‰25 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT +
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT - [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 840 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 22K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 24K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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ODMantic (πŸ₯‰21 Β· ⭐ 810) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰21 Β· ⭐ 820 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 76 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): @@ -3439,6 +3393,14 @@ _Libraries for connecting to, operating, and querying databases._ pip install odmantic ```
+
psycopg3 (πŸ₯‰19 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 + +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“‹ 360 - 15% open Β· ⏱️ 02.08.2023): + + ``` + git clone https://github.com/psycopg/psycopg + ``` +
aioprometheus (πŸ₯‰19 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT - [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 28 - 21% open Β· ⏱️ 14.03.2023): @@ -3451,15 +3413,7 @@ _Libraries for connecting to, operating, and querying databases._ pip install aioprometheus ```
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psycopg3 (πŸ₯‰18 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 - -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 110 Β· πŸ“‹ 350 - 15% open Β· ⏱️ 25.07.2023): - - ``` - git clone https://github.com/psycopg/psycopg - ``` -
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Show 16 hidden projects... +
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ38 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯‰32 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 @@ -3467,15 +3421,16 @@ _Libraries for connecting to, operating, and querying databases._ - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 53) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- HappyBase (πŸ₯‰28 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - pyhdb (πŸ₯‰25 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰18 Β· ⭐ 620 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3488,16 +3443,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 21K Β· πŸ“‹ 2.4K - 24% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 22K Β· πŸ“‹ 2.4K - 23% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.6M / month Β· πŸ“¦ 540 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.8M / month Β· πŸ“¦ 570 Β· ⏱️ 03.08.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 370K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 380K Β· ⏱️ 02.08.2023): ``` conda install -c conda-forge datasets ``` @@ -3509,23 +3464,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 8.3M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 8.7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.07.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 820K Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 830K Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge faker ```
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xlwings (πŸ₯‡37 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯‡36 Β· ⭐ 2.6K Β· πŸ“‰) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 - [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 92K / month Β· πŸ“¦ 640 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 96K / month Β· πŸ“¦ 640 Β· ⏱️ 23.06.2023): ``` pip install xlwings ``` @@ -3536,7 +3491,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.2K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 56K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 57K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict @@ -3552,12 +3507,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 64K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 66K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` pip install tablib ``` @@ -3582,14 +3537,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
csvkit (πŸ₯ˆ32 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT - [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): ``` pip install csvkit ``` @@ -3605,7 +3560,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.3M / month Β· πŸ“¦ 340 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.4M / month Β· πŸ“¦ 360 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3621,7 +3576,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 26K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 25K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` @@ -3637,7 +3592,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 30K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3662,42 +3617,42 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
pandas-datareader (πŸ₯ˆ30 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 - [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 660 Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.06.2023): ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 420K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 440K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 300K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandas-datareader ```
img2dataset (πŸ₯‰26 Β· ⭐ 2.5K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“₯ 1.3K Β· πŸ“¦ 60 Β· πŸ“‹ 200 - 44% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 240 Β· πŸ“₯ 1.3K Β· πŸ“¦ 64 Β· πŸ“‹ 200 - 44% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 22K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 17K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ```
camelot (πŸ₯‰24 Β· ⭐ 2.2K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 360 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.1K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.2K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3709,7 +3664,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 800 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 920 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ``` @@ -3728,24 +3683,24 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Upgini (πŸ₯‰19 Β· ⭐ 240) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 03.08.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.1K / month Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 2.4K / month Β· ⏱️ 02.08.2023): ``` pip install upgini ```
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 7 - 71% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 8 - 62% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.1K / month Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 810 / month Β· ⏱️ 24.07.2023): ``` pip install squirrel-core ``` @@ -3757,16 +3712,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ32 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- SDV (πŸ₯ˆ31 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯ˆ30 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT -- Singer (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 -- messytables (πŸ₯‰25 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT +- Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 +- borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- borb (πŸ₯‰20 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 770 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3779,7 +3734,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 510K Β· πŸ“¦ 7.5K Β· πŸ“‹ 7.8K - 11% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 510K Β· πŸ“¦ 7.6K Β· πŸ“‹ 7.8K - 11% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/apache/airflow @@ -3799,12 +3754,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7M / month Β· πŸ“¦ 15K Β· ⏱️ 18.06.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.2M / month Β· πŸ“¦ 15K Β· ⏱️ 18.06.2023): ``` pip install celery ``` @@ -3815,28 +3770,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 12K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.4K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.5K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 670K / month Β· πŸ“¦ 140 Β· ⏱️ 01.08.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 490K Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 490K Β· ⏱️ 27.07.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 70% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 70% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 5.8M / month Β· πŸ“¦ 170 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6M / month Β· πŸ“¦ 180 Β· ⏱️ 17.07.2023): ``` pip install apache-beam ``` @@ -3845,14 +3800,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge apache-beam-with-aws ```
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rq (πŸ₯‡40 Β· ⭐ 9K) - Simple job queues for Python. BSD-3 +
rq (πŸ₯‡39 Β· ⭐ 9K Β· πŸ“‰) - Simple job queues for Python. BSD-3 - [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 940K / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` @@ -3861,57 +3816,57 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.7K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯‡39 Β· ⭐ 8.7K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 11M / month Β· πŸ“¦ 35 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 35 Β· ⏱️ 03.08.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 690K Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 690K Β· ⏱️ 27.07.2023): ``` conda install -c conda-forge great-expectations ```
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Dagster (πŸ₯ˆ39 Β· ⭐ 8K Β· πŸ“‰) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡39 Β· ⭐ 8K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 990 Β· πŸ“¦ 1.4K Β· πŸ“‹ 6K - 30% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1K Β· πŸ“¦ 1.4K Β· πŸ“‹ 6K - 31% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 540K / month Β· πŸ“¦ 120 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 31.07.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 970K Β· ⏱️ 22.07.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 970K Β· ⏱️ 01.08.2023): ``` conda install -c conda-forge dagster ```
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joblib (πŸ₯ˆ39 Β· ⭐ 3.3K) - Computing with Python functions. BSD-3 +
joblib (πŸ₯‡39 Β· ⭐ 3.4K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 310K Β· πŸ“‹ 850 - 46% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 320K Β· πŸ“‹ 850 - 46% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 28M / month Β· πŸ“¦ 6.1K Β· ⏱️ 29.06.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 30M / month Β· πŸ“¦ 6.1K Β· ⏱️ 20.07.2023): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 20M Β· ⏱️ 30.06.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 21M Β· ⏱️ 30.06.2023): ``` conda install -c conda-forge joblib ```
dbt (πŸ₯ˆ38 Β· ⭐ 7.3K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.3K Β· πŸ“¦ 3K Β· πŸ“‹ 4.3K - 10% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.3K Β· πŸ“¦ 3.1K Β· πŸ“‹ 4.3K - 10% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/dbt-labs/dbt-core @@ -3925,81 +3880,81 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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luigi (πŸ₯ˆ36 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 - [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 590K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 610K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 13K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): ``` conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ36 Β· ⭐ 8.5K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
Kedro (πŸ₯ˆ36 Β· ⭐ 8.6K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 23% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 24% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 330K / month Β· πŸ“¦ 58 Β· ⏱️ 03.07.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 340K / month Β· πŸ“¦ 64 Β· ⏱️ 01.08.2023): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 6.5K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ32 Β· ⭐ 6.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 500 Β· πŸ“¦ 430 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 500 Β· πŸ“¦ 440 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.6K / month Β· πŸ“¦ 53 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.6K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
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huey (πŸ₯ˆ32 Β· ⭐ 4.5K) - a little task queue for python. MIT +
petl (πŸ₯ˆ32 Β· ⭐ 1.1K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 18% open Β· ⏱️ 23.11.2022): ``` - git clone https://github.com/coleifer/huey + git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 84K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 920K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` - pip install huey + pip install petl ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge huey + conda install -c conda-forge petl ```
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petl (πŸ₯ˆ32 Β· ⭐ 1.1K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT +
huey (πŸ₯ˆ31 Β· ⭐ 4.6K) - a little task queue for python. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 18% open Β· ⏱️ 23.11.2022): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/petl-developers/petl + git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 930K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 86K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): ``` - pip install petl + pip install huey ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge petl + conda install -c conda-forge huey ```
zenml (πŸ₯ˆ31 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 310 Β· πŸ“₯ 1 Β· πŸ“¦ 110 Β· πŸ“‹ 210 - 11% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 310 Β· πŸ“₯ 1 Β· πŸ“¦ 120 Β· πŸ“‹ 210 - 11% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/zenml-io/zenml @@ -4011,12 +3966,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 99 Β· πŸ“₯ 42 Β· πŸ“¦ 150 Β· πŸ“‹ 370 - 3% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 99 Β· πŸ“₯ 42 Β· πŸ“¦ 160 Β· πŸ“‹ 370 - 4% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 02.08.2023): ``` pip install whylogs ``` @@ -4028,7 +3983,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 180K / month Β· πŸ“¦ 24 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 200K / month Β· πŸ“¦ 24 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` @@ -4044,35 +3999,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 29K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 31K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 210 Β· πŸ“¦ 88 Β· πŸ“‹ 870 - 13% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 88 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4K / month Β· πŸ“¦ 5 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 3.8K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 70K Β· ⏱️ 02.06.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 71K Β· ⏱️ 28.07.2023): ``` conda install -c conda-forge ploomber ```
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PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT +
PyFunctional (πŸ₯‰28 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 640 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 120 Β· πŸ“¦ 640 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 270K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 290K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4084,7 +4039,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 53K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 56K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4093,30 +4048,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge arq ```
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streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - -- [GitHub](https://github.com/Parsely/streamparse) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 220 Β· πŸ“¦ 59 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 18.07.2022): - - ``` - git clone https://github.com/Parsely/streamparse - ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 7.2K / month Β· πŸ“¦ 27 Β· ⏱️ 06.01.2022): - ``` - pip install streamparse - ``` -
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Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark - -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): - - ``` - git clone https://github.com/hi-primus/optimus - ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 13K / month Β· ⏱️ 30.05.2019): - ``` - pip install optimuspyspark - ``` -
dbnd (πŸ₯‰25 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 28.05.2023): @@ -4136,7 +4067,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 35K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 37K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4145,6 +4076,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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Optimus (πŸ₯‰24 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark + +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): + + ``` + git clone https://github.com/hi-primus/optimus + ``` +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 30.05.2019): + ``` + pip install optimuspyspark + ``` +
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT - [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 17.07.2023): @@ -4152,37 +4095,37 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.1K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.7K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ```
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pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT +
BatchFlow (πŸ₯‰24 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 170 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/svenkreiss/pysparkling - ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 8.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): - ``` - pip install pysparkling + git clone https://github.com/analysiscenter/batchflow ``` -- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.4K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.3K / month Β· ⏱️ 01.08.2023): ``` - conda install -c conda-forge pysparkling + pip install batchflow ```
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BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 170 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 930 / month Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.8K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` - pip install batchflow + pip install pysparkling + ``` +- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.4K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pysparkling ```
pdpipe (πŸ₯‰21 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT @@ -4196,31 +4139,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pdpipe ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 26K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pdpipe ```
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Databolt Flow (πŸ₯‰20 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Databolt Flow (πŸ₯‰19 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT - [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 25 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 270 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 220 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 01.05.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4232,23 +4175,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 170K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ```
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bodywork-core (πŸ₯‰16 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - -- [GitHub](https://github.com/bodywork-ml/bodywork-core) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 18 Β· πŸ“¦ 12 Β· πŸ“‹ 77 - 25% open Β· ⏱️ 04.07.2022): - - ``` - git clone https://github.com/bodywork-ml/bodywork-core - ``` -- [PyPi](https://pypi.org/project/bodywork) (πŸ“₯ 590 / month Β· ⏱️ 04.07.2022): - ``` - pip install bodywork - ``` -
datajob (πŸ₯‰13 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): @@ -4256,33 +4187,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 68 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 100 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ```
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RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - -- [GitHub](https://github.com/rasgointelligence/RasgoQL) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 10 Β· πŸ“‹ 26 - 42% open Β· ⏱️ 05.07.2022): - - ``` - git clone https://github.com/rasgointelligence/RasgoQL - ``` -- [PyPi](https://pypi.org/project/rasgoql) (πŸ“₯ 82 / month Β· ⏱️ 05.07.2022): - ``` - pip install rasgoql - ``` -
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Show 8 hidden projects... +
Show 11 hidden projects... - mrjob (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 -- bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 +- streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 +- bonobo (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter +- bodywork-core (πŸ₯‰16 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4292,7 +4214,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 880K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 890K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4301,7 +4223,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 36M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 37M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pyyaml ``` @@ -4313,7 +4235,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 11M / month Β· πŸ“¦ 3.9K Β· ⏱️ 28.05.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 12M / month Β· πŸ“¦ 3.9K Β· ⏱️ 28.05.2023): ``` pip install xlsxwriter ``` @@ -4329,7 +4251,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 120M / month Β· πŸ“¦ 6.9K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 120M / month Β· πŸ“¦ 7K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4351,11 +4273,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.9M / month Β· πŸ“¦ 760 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.9M / month Β· πŸ“¦ 770 Β· ⏱️ 07.07.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 300K Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 310K Β· ⏱️ 06.07.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4367,7 +4289,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 19M / month Β· πŸ“¦ 310 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 20M / month Β· πŸ“¦ 310 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4378,7 +4300,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 47) - Backport of the importlib.resources module. MIT +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 48) - Backport of the importlib.resources module. MIT - entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4387,9 +4309,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡40 Β· ⭐ 4.8K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡41 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 780K Β· πŸ“‹ 650 - 18% open Β· ⏱️ 09.07.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 790K Β· πŸ“‹ 650 - 18% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4403,18 +4325,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
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more-itertools (πŸ₯‡40 Β· ⭐ 3.1K Β· πŸ“ˆ) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 250 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 270 - 10% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 270 - 9% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 38M / month Β· πŸ“¦ 8.7K Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 41M / month Β· πŸ“¦ 8.8K Β· ⏱️ 24.07.2023): ``` pip install more-itertools ``` -- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 12M Β· ⏱️ 24.07.2023): +- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 12M Β· ⏱️ 29.07.2023): ``` conda install -c conda-forge more-itertools ``` @@ -4426,7 +4348,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 19M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 20M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` @@ -4435,82 +4357,82 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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boltons (πŸ₯ˆ32 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 4.8K Β· πŸ“‹ 170 - 40% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 230 Β· πŸ“¦ 2.3K Β· πŸ“‹ 510 - 31% open Β· ⏱️ 19.12.2022): ``` - git clone https://github.com/mahmoud/boltons + git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.2M / month Β· πŸ“¦ 420 Β· ⏱️ 20.02.2023): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 96 Β· ⏱️ 30.03.2022): ``` - pip install boltons + pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 29K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge boltons + conda install -c conda-forge dependency_injector ```
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tenacity (πŸ₯ˆ32 Β· ⭐ 5K) - Retrying library for Python. Apache-2 +
returns (πŸ₯ˆ32 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 240 Β· πŸ“‹ 230 - 38% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 380 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 27.07.2023): ``` - git clone https://github.com/jd/tenacity + git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 27M / month Β· πŸ“¦ 1.3K Β· ⏱️ 28.02.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 100K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): ``` - pip install tenacity + pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.3K Β· ⏱️ 27.06.2023): ``` - conda install -c conda-forge tenacity + conda install -c conda-forge returns ```
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python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +
boltons (πŸ₯ˆ31 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 230 Β· πŸ“¦ 2.2K Β· πŸ“‹ 510 - 31% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 4.9K Β· πŸ“‹ 170 - 40% open Β· ⏱️ 06.05.2023): ``` - git clone https://github.com/ets-labs/python-dependency-injector + git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 96 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.2M / month Β· πŸ“¦ 420 Β· ⏱️ 20.02.2023): ``` - pip install dependency-injector + pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 28K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dependency_injector + conda install -c conda-forge boltons ```
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returns (πŸ₯ˆ32 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
tenacity (πŸ₯ˆ31 Β· ⭐ 5K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 380 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 16.07.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 240 Β· πŸ“‹ 230 - 38% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/dry-python/returns + git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 100K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 27M / month Β· πŸ“¦ 1.3K Β· ⏱️ 28.02.2023): ``` - pip install returns + pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.3K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge returns + conda install -c conda-forge tenacity ```
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natsort (πŸ₯‰30 Β· ⭐ 780) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯ˆ31 Β· ⭐ 780) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 21K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 22K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.3M Β· ⏱️ 20.06.2023): +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.4M Β· ⏱️ 20.06.2023): ``` conda install -c conda-forge natsort ``` @@ -4538,7 +4460,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 12K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` @@ -4551,7 +4473,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰25 Β· ⭐ 640 Β· πŸ’€) - API Rate Limit Decorator. MIT -- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 +- pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT
@@ -4563,7 +4485,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 55K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 27K Β· πŸ“‹ 66K - 12% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 27K Β· πŸ“‹ 66K - 12% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/python/cpython @@ -4583,7 +4505,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 64K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 64K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/micropython/micropython @@ -4615,7 +4537,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 550 Β· πŸ“¦ 550K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 22.07.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 550 Β· πŸ“¦ 560K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 22.07.2023): ``` git clone https://github.com/pygments/pygments @@ -4624,39 +4546,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 23M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 24M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡41 Β· ⭐ 20K Β· πŸ“ˆ) - A cross-platform command-line utility that creates projects.. BSD-3 +
cookiecutter (πŸ₯‡41 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 21K Β· πŸ“‹ 820 - 25% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 22K Β· πŸ“‹ 820 - 25% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.6K Β· ⏱️ 11.07.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 11.07.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 780K Β· ⏱️ 11.07.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 790K Β· ⏱️ 11.07.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 1.9K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 260 Β· πŸ“₯ 8.1K Β· πŸ“¦ 820K Β· πŸ“‹ 310 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 260 Β· πŸ“₯ 8.2K Β· πŸ“¦ 830K Β· πŸ“‹ 310 - 9% open Β· ⏱️ 30.07.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 79M / month Β· πŸ“¦ 32K Β· ⏱️ 18.06.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 81M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 37M Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 38M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge pyparsing ``` @@ -4668,7 +4590,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 100M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 110M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4677,14 +4599,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
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wrapt (πŸ₯ˆ35 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 23% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 80M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 78M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): ``` pip install wrapt ``` @@ -4695,28 +4617,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 190 Β· πŸ“¦ 26K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 27K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 31M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 32M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
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pluggy (πŸ₯ˆ34 Β· ⭐ 980) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯ˆ34 Β· ⭐ 990) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 24% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 24% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 66M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 71M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): ``` pip install pluggy ``` @@ -4727,7 +4649,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ34 Β· ⭐ 770 Β· πŸ’€) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 450K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 25.11.2022): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 460K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 25.11.2022): ``` git clone https://github.com/micheles/decorator @@ -4757,14 +4679,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
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keyboard (πŸ₯‰31 Β· ⭐ 3.4K) - Hook and simulate global keyboard events on Windows and Linux. MIT +
keyboard (πŸ₯‰31 Β· ⭐ 3.5K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 12K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 290K / month Β· πŸ“¦ 450 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 450 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4775,12 +4697,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 460 Β· πŸ“‹ 390 - 15% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 470 Β· πŸ“‹ 390 - 15% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 68K / month Β· πŸ“¦ 31 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 74K / month Β· πŸ“¦ 31 Β· ⏱️ 10.07.2023): ``` pip install copier ``` @@ -4792,11 +4714,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 650K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 660K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 51K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 52K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4817,6 +4739,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
+
Send2Trash (πŸ₯‰28 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 + +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 55 - 45% open Β· ⏱️ 03.05.2023): + + ``` + git clone https://github.com/arsenetar/send2trash + ``` +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): + ``` + pip install send2trash + ``` +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge send2trash + ``` +
powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 110 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): @@ -4824,7 +4762,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.4K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ``` @@ -4840,27 +4778,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 28K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 29K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ```
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Send2Trash (πŸ₯‰27 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 - -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 55 - 45% open Β· ⏱️ 03.05.2023): - - ``` - git clone https://github.com/arsenetar/send2trash - ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): - ``` - pip install send2trash - ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge send2trash - ``` -
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 27K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 24.07.2023): @@ -4868,7 +4790,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.3M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): ``` pip install catalogue ``` @@ -4884,7 +4806,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 480K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 490K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` diff --git a/history/2023-08-03_changes.md b/history/2023-08-03_changes.md new file mode 100644 index 0000000..859176c --- /dev/null +++ b/history/2023-08-03_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- cryptography (πŸ₯‡47 Β· ⭐ 5.7K Β· πŸ“ˆ) - cryptography is a package designed to expose.. Apache-2 +- rich (πŸ₯‡44 Β· ⭐ 44K Β· πŸ“ˆ) - Rich is a Python library for rich text and beautiful formatting in the.. MIT +- marshmallow (πŸ₯ˆ41 Β· ⭐ 6.6K Β· πŸ“ˆ) - A lightweight library for converting complex objects to and from.. MIT +- libcloud (πŸ₯ˆ35 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- asyncer (πŸ₯‰23 Β· ⭐ 1.1K Β· πŸ“ˆ) - Asyncer, async and await, focused on developer experience. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- rq (πŸ₯‡39 Β· ⭐ 9K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +- netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K Β· πŸ“‰) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +- python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.3K Β· πŸ“‰) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +- xlwings (πŸ₯‡36 Β· ⭐ 2.6K Β· πŸ“‰) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +- aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K Β· πŸ“‰) - File support for asyncio. Apache-2 + diff --git a/history/2023-08-03_projects.csv b/history/2023-08-03_projects.csv new file mode 100644 index 0000000..09dcb90 --- /dev/null +++ b/history/2023-08-03_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,pypi_id,conda_id,npm_id,github_release_downloads,monthly_downloads,dependent_project_count,github_dependent_project_count,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,projectrank_placing,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-27 15:15:14.000,2023-07-27 15:15:13,402.0,29.0,2050,377.0,210.0,16.0,31.0,14108,2023-07-27 15:15:19.000,2023.07.27,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-07-27 18:16:12.000,2023-07-27 18:16:11,253.0,26.0,150,51.0,152.0,1.0,2.0,1966,2023-07-27 18:16:16.000,2023.07.27,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-07-27 14:29:04.000,2023-07-27 14:29:03,251.0,26.0,40,24.0,150.0,3.0,5.0,759,2023-07-27 14:29:09.000,2023.07.27,98.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-07-27 18:16:12.000,2023-07-27 18:16:11,253.0,26.0,150,51.0,152.0,1.0,2.0,1966,2023-07-27 18:16:16.000,2023.07.27,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-27 15:15:14.000,2023-07-27 15:15:13,402.0,29.0,2050,377.0,210.0,16.0,31.0,14108,2023-07-27 15:15:19.000,2023.07.27,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6836,1659.0,321.0,11.0,73.0,37795,,,,128.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-07-27 15:15:14.000,2023-07-27 15:15:13,402.0,29.0,2050,377.0,210.0,16.0,31.0,14108,2023-07-27 15:15:19.000,2023.07.27,100.0,39.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-08-03 06:50:22.000,2023-08-02 21:16:41,12294.0,644.0,15130,2071.0,7619.0,993.0,4931.0,60291,2023-07-07 02:51:12.514,4.23.4,143.0,1116.0,52,True,protobuf,conda-forge/protobuf,google-protobuf,33713326.0,142660059.0,483495.0,464165.0,https://pypi.org/project/protobuf,2023-08-01 18:59:06.000,15904.0,135348800.0,https://anaconda.org/conda-forge/protobuf,2023-06-30 10:45:11.354,14960439.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3426.0,6194760.0,1.0,,,,,,,,,,,,,, +8,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-08-03 10:21:52.000,2023-08-02 17:11:27,32986.0,653.0,16474,1120.0,29423.0,3518.0,21528.0,39216,2023-06-28 23:24:00.000,2.0.3,116.0,3407.0,52,True,pandas,conda-forge/pandas,,205138.0,128709611.0,1308289.0,1238138.0,https://pypi.org/project/pandas,2023-06-28 23:19:58.642,70151.0,127463064.0,https://anaconda.org/conda-forge/pandas,2023-07-07 17:59:39.887,42321980.0,,,,,1.0,['pandas'],,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-08-03 12:45:04.000,2023-08-03 10:09:21,33156.0,848.0,8143,590.0,12653.0,2170.0,9626.0,24146,2023-07-31 15:25:08.000,1.25.2,149.0,1651.0,52,True,numpy,conda-forge/numpy,,784354.0,170265477.0,1896007.0,1762249.0,https://pypi.org/project/numpy,2023-07-31 14:50:49.000,133758.0,168643593.0,https://anaconda.org/conda-forge/numpy,2023-08-03 11:32:21.639,61259061.0,,,,,1.0,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-08-03 13:00:07.000,2023-08-03 13:00:07,53897.0,216.0,23510,1935.0,49539.0,894.0,31011.0,58152,2023-07-18 11:55:48.058,8.2.0,331.0,6755.0,48,True,ansible,conda-forge/ansible,,,4286946.0,33063.0,28998.0,https://pypi.org/project/ansible,2023-07-18 11:55:48.058,4065.0,4262904.0,https://anaconda.org/conda-forge/ansible,2023-07-19 12:41:59.148,937642.0,,,,,1.0,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-08-03 13:35:22.000,2023-08-03 13:30:18,20649.0,1027.0,12637,761.0,22045.0,868.0,6976.0,31633,2023-07-10 23:02:37.000,2.6.3,157.0,2917.0,47,True,apache-airflow,conda-forge/airflow,,513582.0,12641979.0,7860.0,7586.0,https://pypi.org/project/apache-airflow,2023-07-10 20:50:03.028,274.0,11362842.0,https://anaconda.org/conda-forge/airflow,2023-07-23 15:06:09.683,928738.0,,,,,1.0,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-07-10 21:55:39.747092,462.0,124868708.0,,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-08-03 12:43:10.000,2023-08-03 12:43:03,10702.0,364.0,1646,125.0,7056.0,39.0,2241.0,5717,2023-08-01 20:35:31.000,41.0.3,117.0,293.0,47,True,cryptography,conda-forge/cryptography,,,178735825.0,533306.0,512131.0,https://pypi.org/project/cryptography,2023-08-01 20:35:31.000,21175.0,177621236.0,https://anaconda.org/conda-forge/cryptography,2023-07-11 06:42:45.957,41239811.0,,,,,1.0,,,,,,,,1.0,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-08-02 16:39:15.000,2023-08-01 15:10:51,12272.0,88.0,4524,480.0,3006.0,634.0,4324.0,21955,2023-06-18 14:21:14.785,5.3.1,198.0,1295.0,46,True,celery,conda-forge/celery,,,7234973.0,122824.0,107821.0,https://pypi.org/project/celery,2023-06-18 14:21:14.785,15003.0,7199861.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1334286.0,,,,,1.0,,,,,,,,,,,,,, +14,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-08-01 16:18:25.000,2023-08-01 16:18:24,2355.0,96.0,1349,185.0,1052.0,90.0,1403.0,14135,2023-07-18 20:05:42.000,8.1.6,52.0,361.0,46,True,click,conda-forge/click,,31.0,137643382.0,1397596.0,1324005.0,https://pypi.org/project/click,2023-07-18 20:05:12.000,73591.0,136568622.0,https://anaconda.org/conda-forge/click,2023-07-19 07:39:27.210,29018532.0,,,,,1.0,,,,,,,,,,,,,, +15,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-08-02 19:31:51.000,2023-08-02 18:08:47,5307.0,181.0,1775,239.0,676.0,165.0,2853.0,8226,2023-08-01 19:24:44.000,1.28.17,1359.0,145.0,46,True,boto3,conda-forge/boto3,,,746609508.0,355507.0,337982.0,https://pypi.org/project/boto3,2023-08-02 19:31:51.000,17525.0,746185693.0,https://anaconda.org/conda-forge/boto3,2023-08-01 01:49:15.550,16528821.0,,,,,1.0,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-08-03 03:42:33.000,2023-08-03 03:42:08,16467.0,211.0,1182,93.0,655.0,175.0,7236.0,7581,2023-07-15 13:08:45.132,2.0.19,289.0,640.0,46,True,SQLAlchemy,conda-forge/sqlalchemy,,45393.0,89769154.0,656089.0,609038.0,https://pypi.org/project/SQLAlchemy,2023-07-15 13:08:45.132,47051.0,89371626.0,https://anaconda.org/conda-forge/sqlalchemy,2023-07-15 16:43:32.035,12690040.0,,,,,1.0,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-08-03 13:19:59.000,2023-08-02 19:38:32,2336.0,551.0,1351,97.0,2847.0,339.0,2530.0,15133,2023-07-25 23:11:45.000,2.1.1,116.0,389.0,45,True,pydantic,conda-forge/pydantic,,,85423841.0,238636.0,231180.0,https://pypi.org/project/pydantic,2023-07-25 23:11:45.000,7456.0,85272972.0,https://anaconda.org/conda-forge/pydantic,2023-07-27 17:02:04.793,5582177.0,,,,,1.0,,,,,,,,,pydantic/pydantic,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-08-02 19:33:33.000,2023-08-02 18:08:38,11364.0,205.0,3733,572.0,3431.0,508.0,3908.0,14046,2023-08-01 19:24:39.000,1.29.17,1766.0,420.0,45,True,awscli,conda-forge/awscli,,1442.0,210424508.0,3050.0,3.0,https://pypi.org/project/awscli,2023-08-02 19:31:46.000,3047.0,209870102.0,https://anaconda.org/conda-forge/awscli,2023-08-01 02:29:15.529,20512124.0,,,,,1.0,,,,,,,,,,,,,, +19,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-08-02 13:09:34.000,2023-08-01 15:44:57,3833.0,72.0,1605,539.0,1007.0,172.0,1011.0,44147,2023-08-01 15:47:37.000,13.5.2,187.0,227.0,44,True,rich,conda-forge/rich,,,28039346.0,113671.0,109073.0,https://pypi.org/project/rich,2023-08-01 15:46:49.000,4598.0,27917462.0,https://anaconda.org/conda-forge/rich,2023-07-31 12:52:42.810,4509741.0,,,,,1.0,,,,,,,,1.0,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-08-02 19:31:38.000,2023-08-02 18:08:27,10105.0,259.0,1014,66.0,1977.0,141.0,896.0,1314,2023-08-02 19:31:38.000,1.31.18,1757.0,196.0,44,True,botocore,conda-forge/botocore,,,333409752.0,262510.0,254061.0,https://pypi.org/project/botocore,2023-08-02 19:31:38.000,8449.0,332725105.0,https://anaconda.org/conda-forge/botocore,2023-08-01 00:38:59.942,22593352.0,,,,,2.0,,,,,,,,,,,,,, +21,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-08-03 13:20:30.000,2023-08-02 14:08:37,4315.0,194.0,4941,712.0,3745.0,191.0,6795.0,30124,2023-07-19 12:57:32.000,2.20.2,144.0,472.0,43,True,docker-compose,conda-forge/docker-compose,,122308780.0,3906477.0,14096.0,12856.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1240.0,1791854.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,351089.0,,,,,2.0,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-07-22 09:06:33.000,2023-07-10 15:48:16,2990.0,54.0,3137,639.0,2372.0,150.0,2126.0,20890,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,43,True,flatbuffers,conda-forge/flatbuffers,flatbuffers,242663.0,12894650.0,66022.0,65462.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,295.0,11769498.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,798104.0,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,265.0,1113773.0,1.0,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-08-03 10:31:00.000,2023-08-03 10:04:18,3520.0,104.0,2262,274.0,3661.0,563.0,1842.0,16861,2023-08-03 10:31:00.000,2.14.3,73.0,519.0,43,True,datasets,conda-forge/datasets,,,3836376.0,22233.0,21664.0,https://pypi.org/project/datasets,2023-08-03 10:21:24.000,569.0,3824517.0,https://anaconda.org/conda-forge/datasets,2023-08-02 15:07:19.232,379513.0,,,,,1.0,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-07-21 09:44:10.951,2023-07-20 16:57:20,3391.0,60.0,1793,224.0,1236.0,20.0,636.0,16088,2023-07-20 16:57:57.000,19.2.0,299.0,534.0,43,True,Faker,conda-forge/faker,,,8736097.0,161299.0,158195.0,https://pypi.org/project/Faker,2023-07-20 16:57:44.000,3104.0,8714376.0,https://anaconda.org/conda-forge/faker,2023-07-21 09:44:10.951,825427.0,,,,,1.0,,,,,,,,,,,,,, +25,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-08-03 12:28:56.000,2023-08-03 00:38:56,2210.0,37.0,2385,327.0,1384.0,181.0,1337.0,11657,2023-06-25 13:15:25.514,4.6.0,116.0,403.0,43,True,redis,conda-forge/redis-py,,,26983461.0,27419.0,,https://pypi.org/project/redis,2023-07-16 12:14:28.750,27419.0,26956160.0,https://anaconda.org/conda-forge/redis-py,2023-07-10 17:06:07.772,1037455.0,,,,,1.0,,,,,,,,,,,,,, +26,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-08-02 12:52:43.000,2023-07-28 20:17:16,3950.0,66.0,1938,315.0,757.0,981.0,757.0,8444,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,43,True,paramiko,conda-forge/paramiko,,,41971506.0,94133.0,81266.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12867.0,41875914.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3536919.0,,,,,2.0,,,,,,,,,,,,,, +27,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-08-03 10:54:45.000,2023-08-02 15:20:26,22633.0,1046.0,1466,300.0,7568.0,157.0,3477.0,4285,2023-07-25 21:01:11.000,google-cloud-documentai-v2.18.0,100.0,397.0,43,True,google-cloud-storage,conda-forge/google-cloud-storage,,,46941287.0,1898.0,,https://pypi.org/project/google-cloud-storage,2023-06-26 20:35:37.254,1898.0,46841498.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3692218.0,,,,,1.0,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2016-04-12 07:50:11.354,2023-08-02 17:37:30.000,2023-07-22 22:31:41,6431.0,58.0,547,32.0,753.0,405.0,1354.0,1364,2023-04-18 18:51:04.629,2.15.1,59.0,790.0,43,True,pygments,conda-forge/pygments,,,53685235.0,594620.0,557725.0,https://pypi.org/project/pygments,2023-04-18 18:51:04.629,36895.0,53416781.0,https://anaconda.org/conda-forge/pygments,2023-06-16 13:16:02.274,23624014.0,,,,,1.0,,,,,,,,,,,,,, +29,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-08-03 13:25:18.000,2023-08-03 12:37:14,118093.0,1261.0,27271,1499.0,42860.0,8285.0,57293.0,54858,2020-07-22 03:00:52.000,0.0.6,11.0,2568.0,42,True,cpython,conda-forge/typing,@buckpkg/python,,100575.0,8.0,,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,69154.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2796556.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,1.0,,,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-08-03 12:54:28.000,2023-08-02 22:28:59,14885.0,434.0,1299,153.0,5820.0,556.0,3482.0,12455,2023-08-01 20:02:15.000,2.11.2,225.0,321.0,42,True,prefect,conda-forge/prefect,,,680228.0,3615.0,3476.0,https://pypi.org/project/prefect,2023-08-01 20:02:15.000,139.0,667670.0,https://anaconda.org/conda-forge/prefect,2023-07-27 22:01:51.626,489799.0,,,,,1.0,,,,,,,,,,,,,, +31,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-08-03 11:52:44.000,2023-08-03 09:23:50,15135.0,712.0,2451,367.0,23066.0,985.0,7421.0,3771,2023-07-26 04:44:51.000,azure-mgmt-containerservice_25.0.0,100.0,612.0,42,True,azure-storage-blob,conda-forge/azure-storage-blob,,,39344894.0,2937.0,2274.0,https://pypi.org/project/azure-storage-blob,2023-07-11 23:00:07.384,663.0,39318906.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-07-12 00:27:47.803,987564.0,,,,,1.0,,,,,,,,,,,,,, +32,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-08-02 16:45:21.000,2023-08-02 16:32:37,3009.0,47.0,1863,221.0,1081.0,207.0,611.0,20025,2023-07-11 16:00:08.467,2.2.3,37.0,303.0,41,True,cookiecutter,conda-forge/cookiecutter,,,2513636.0,23165.0,21598.0,https://pypi.org/project/cookiecutter,2023-07-11 16:00:08.467,1567.0,2484547.0,https://anaconda.org/conda-forge/cookiecutter,2023-07-11 23:08:31.657,785423.0,,,,,1.0,,,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-08-03 11:17:20.000,2023-08-02 19:12:07,10571.0,728.0,929,173.0,6541.0,1856.0,4483.0,16698,2023-07-26 19:26:39.000,3.76.1,3897.0,229.0,41,True,pulumi,,@pulumi/pulumi,402125.0,1923904.0,3519.0,2774.0,https://pypi.org/project/pulumi,2023-07-26 19:26:39.000,132.0,820914.0,,,,https://www.npmjs.com/package/@pulumi/pulumi,2023-07-26 19:26:30.488,613.0,1082884.0,2.0,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-07-28 18:59:18.000,2023-07-28 18:59:11,4531.0,17.0,1371,199.0,467.0,,2290.0,10223,2023-04-21 20:18:22.000,3.16.2,183.0,152.0,41,True,peewee,conda-forge/peewee,,,1140193.0,26403.0,22712.0,https://pypi.org/project/peewee,2023-04-21 20:18:05.260,3691.0,1133830.0,https://anaconda.org/conda-forge/peewee,2023-06-16 13:23:55.560,540900.0,,,,,1.0,,,,,,,,,,,,,, +35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-08-03 13:25:52.000,2023-08-03 13:25:51,39867.0,754.0,3995,257.0,21925.0,4225.0,1806.0,7030,2023-07-17 14:04:26.000,2.49.0,92.0,1522.0,41,True,apache-beam,conda-forge/apache-beam-with-aws,,,5973858.0,177.0,2.0,https://pypi.org/project/apache-beam,2023-07-17 11:42:02.062,175.0,5971632.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-07-17 15:36:18.049,51216.0,,,,,1.0,,,,,,,,,,,,,, +36,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-08-02 19:42:57.000,2023-07-31 21:39:24,3221.0,46.0,628,83.0,986.0,160.0,1031.0,6613,2023-07-20 22:08:23.000,3.20.1,171.0,206.0,41,True,marshmallow,conda-forge/marshmallow,,,24277051.0,99844.0,89613.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10231.0,24226073.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,1937190.0,,,,,2.0,,,,,,,,1.0,,,,,, +37,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-07-20 15:18:46.499,2023-06-06 18:28:15,3309.0,7.0,1652,198.0,1563.0,449.0,1210.0,6327,2023-07-20 15:18:46.499,0.0.1,84.0,439.0,41,True,docker,conda-forge/docker-py,,629.0,36008322.0,69327.0,65558.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3769.0,35914568.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3562475.0,,,,,2.0,,,,,,,,,,,,,, +38,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-08-01 06:41:25.000,2023-08-01 06:41:24,1338.0,43.0,345,66.0,523.0,120.0,531.0,4864,2023-04-16 10:50:23.776,23.1.0,27.0,144.0,41,True,attrs,conda-forge/attrs,,,121452099.0,803080.0,785167.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,17913.0,121060954.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,30118223.0,,,,,1.0,,,,,,,,,,,,,, +39,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-08-03 07:45:23.000,2023-08-03 07:44:39,2536.0,66.0,566,59.0,324.0,28.0,747.0,4206,2023-08-02 19:14:13.000,4.18.6,96.0,108.0,41,True,jsonschema,conda-forge/jsonschema,,33.0,117948867.0,440854.0,422197.0,https://pypi.org/project/jsonschema,2023-08-02 19:14:08.000,18657.0,117312900.0,https://anaconda.org/conda-forge/jsonschema,2023-08-03 03:49:16.645,21622852.0,,,,,1.0,,,,,,,,,python-jsonschema/jsonschema,,,,, +40,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-07-08 06:03:35.000,2023-06-20 22:22:09,4261.0,51.0,502,57.0,875.0,250.0,1186.0,1907,2023-06-20 09:17:29.999,3.9.0,37.0,195.0,41,True,h5py,conda-forge/h5py,,2784.0,14399336.0,240951.0,226308.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14643.0,14066122.0,https://anaconda.org/conda-forge/h5py,2023-06-27 01:33:51.340,12660764.0,,,,,1.0,,,,,,,,,,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-07-31 21:06:32.000,2023-07-23 16:23:02,12807.0,21.0,3028,609.0,3502.0,978.0,3890.0,16128,2023-06-17 17:37:56.000,2.2.1,44.0,591.0,40,True,kivy,conda-forge/kivy,,32173.0,112556.0,11112.0,10510.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,602.0,104120.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,317212.0,,,,,1.0,,,,,,,,,,,,,, +42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-30 16:30:11.000,2023-06-30 16:29:58,1081.0,31.0,1409,228.0,478.0,15.0,626.0,7342,2023-06-26 05:34:54.000,1.1.0,42.0,122.0,40,True,PyMySQL,conda-forge/pymysql,,,41262754.0,176965.0,176630.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,335.0,41230970.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1176018.0,,,,,1.0,,,,,,,,,,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-07-28 08:39:20.000,2023-07-18 17:46:36,1526.0,14.0,1163,402.0,1227.0,56.0,979.0,4003,2023-07-27 21:26:44.000,8.9.0,133.0,195.0,40,True,elasticsearch,conda-forge/elasticsearch,,3457.0,14310756.0,45829.0,39776.0,https://pypi.org/project/elasticsearch,2023-07-27 21:26:44.000,6053.0,14288005.0,https://anaconda.org/conda-forge/elasticsearch,2023-07-06 16:00:42.877,883378.0,,,,,1.0,,,,,,,,,,,,,, +44,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-08-02 16:48:48.000,2023-08-02 16:28:06,1510.0,64.0,255,38.0,482.0,25.0,246.0,3157,2023-07-24 14:26:34.000,10.0.1,43.0,107.0,40,True,more-itertools,conda-forge/more-itertools,,2775.0,41244638.0,195227.0,186472.0,https://pypi.org/project/more-itertools,2023-07-24 14:10:00.000,8755.0,40930547.0,https://anaconda.org/conda-forge/more-itertools,2023-07-29 11:57:06.072,11934130.0,,,,,1.0,,,,,,,,,,,,,, +45,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-07-30 17:27:09.596,2023-07-30 11:29:00,1164.0,33.0,260,25.0,164.0,31.0,282.0,1917,2023-07-30 15:17:13.000,3.1.1,71.0,57.0,40,True,pyparsing,conda-forge/pyparsing,,8159.0,83086749.0,857962.0,825914.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32048.0,81377261.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,37605714.0,,,,,1.0,,,,,,,,,,,,,, +46,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-07-30 02:33:51.000,2023-07-21 08:54:39,1792.0,33.0,1361,210.0,841.0,163.0,924.0,9038,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,39,True,rq,conda-forge/rq,,,1002147.0,15932.0,14164.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1768.0,1001032.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,94845.0,,,,,1.0,,,,,,,,-1.0,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-08-03 13:32:27.000,2023-08-03 11:26:28,11385.0,525.0,1361,78.0,6660.0,141.0,1580.0,8673,2023-08-03 00:38:44.000,0.0.0,231.0,403.0,39,True,great_expectations,conda-forge/great-expectations,,,11661618.0,35.0,,https://pypi.org/project/great_expectations,2023-08-03 00:38:44.000,35.0,11643807.0,https://anaconda.org/conda-forge/great-expectations,2023-07-27 22:04:24.971,694629.0,,,,,1.0,,,,,,,,,,,,,, +48,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-08-03 13:34:09.000,2023-08-03 13:11:19,15192.0,828.0,996,100.0,9283.0,1880.0,4163.0,8047,2023-08-01 02:43:47.000,1.4.3,556.0,330.0,39,True,dagster,conda-forge/dagster,,,589538.0,1513.0,1391.0,https://pypi.org/project/dagster,2023-07-31 22:58:43.000,122.0,564608.0,https://anaconda.org/conda-forge/dagster,2023-08-01 15:08:48.825,972281.0,,,,,1.0,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-08-03 13:21:08.000,2023-03-02 20:25:13,2157.0,,1359,156.0,951.0,297.0,1177.0,5256,2020-09-30 07:33:37.000,2.0.1,36.0,209.0,39,True,kafka-python,conda-forge/kafka-python,,1831.0,6426273.0,20368.0,18974.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1394.0,6420822.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,407654.0,,,,,2.0,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-08-03 03:12:59.000,2023-08-03 03:11:25,5378.0,123.0,1117,238.0,1335.0,8.0,,3895,2023-07-13 14:56:41.000,4.4.1,133.0,204.0,39,True,pymongo,conda-forge/pymongo,,,20433652.0,19913.0,,https://pypi.org/project/pymongo,2023-07-13 14:49:18.925,19913.0,20402495.0,https://anaconda.org/conda-forge/pymongo,2023-07-13 16:52:51.990,1152838.0,,,,,2.0,,,,,,,,,,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-07-29 10:02:59.000,2023-07-10 20:12:55,1478.0,17.0,383,60.0,691.0,396.0,456.0,3354,2023-07-10 16:07:26.000,1.3.0,109.0,123.0,39,True,joblib,conda-forge/joblib,,,30354225.0,321393.0,315282.0,https://pypi.org/project/joblib,2023-07-20 15:58:15.236,6111.0,29798187.0,https://anaconda.org/conda-forge/joblib,2023-06-30 20:04:40.631,20573441.0,,,,,1.0,,,,,,,,,,,,,, +52,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-08-01 20:41:50.000,2023-07-27 19:13:55,2817.0,46.0,449,62.0,200.0,60.0,493.0,2441,2023-05-19 08:13:05.062,3.18.0,46.0,142.0,39,True,pycryptodomex,conda-forge/pycryptodomex,,36.0,31634750.0,75311.0,73731.0,https://pypi.org/project/pycryptodomex,2023-05-19 08:13:05.062,1580.0,31614519.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1375755.0,,,,,2.0,,,,,,,,,,,,,, +53,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-07-24 19:11:45.000,2022-09-13 22:22:16,316.0,,469,54.0,249.0,265.0,298.0,2232,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,pyyaml,conda-forge/pyyaml,,,194497306.0,961237.0,886162.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,75075.0,194071064.0,https://anaconda.org/conda-forge/pyyaml,2023-06-16 13:17:29.126,36656827.0,,,,,1.0,,,,,,,,,,,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-07-12 16:09:14.000,2023-06-06 19:08:37,1575.0,4.0,439,44.0,620.0,341.0,399.0,2103,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,python-dateutil,conda-forge/python-dateutil,,35011.0,210496065.0,1131083.0,1126810.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,209954708.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,47067968.0,,,,,1.0,,,,,,,,,,,,,, +55,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2016-07-03 15:38:09.495,2023-07-31 17:12:36.000,2023-07-11 20:27:15,1708.0,29.0,190,19.0,122.0,105.0,871.0,2048,2023-05-17 22:10:39.727,1.11.1,117.0,167.0,39,True,alembic,conda-forge/alembic,,,28746539.0,183756.0,172312.0,https://pypi.org/project/alembic,2023-07-20 15:26:09.638,11444.0,28705130.0,https://anaconda.org/conda-forge/alembic,2023-06-16 13:23:23.904,3519817.0,,,,,2.0,,,,,,,,,,,,,, +56,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-08-03 13:12:12.000,2023-08-03 10:15:43,6967.0,703.0,1048,130.0,5717.0,979.0,3583.0,18994,2023-08-01 06:03:15.000,py-0.18.11,302.0,248.0,38,True,polars,,,,886868.0,3157.0,2949.0,https://pypi.org/project/polars,2023-08-01 06:37:29.000,208.0,886868.0,,,,,,,,2.0,,,,,,,,,,,,,, +57,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-06-16 13:24:41.536,2023-01-15 16:27:26,925.0,,555,229.0,231.0,86.0,250.0,9463,2023-07-20 16:25:44.046,0.4.0,78.0,56.0,38,True,uvloop,conda-forge/uvloop,,420.0,6502536.0,89896.0,88048.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1848.0,6493707.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,617760.0,,,,,1.0,,,,,,,,,,,,,, +58,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-07-29 17:09:31.000,2023-07-04 10:52:46,2705.0,6.0,687,150.0,721.0,569.0,549.0,8500,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,prompt_toolkit,conda-forge/prompt-toolkit,,,30641252.0,1462.0,,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,30162991.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,17217410.0,,,,,2.0,,,,,,,,,,,,,, +59,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-08-03 09:08:58.000,2023-08-02 22:06:05,6261.0,215.0,1298,136.0,3713.0,465.0,3845.0,7333,2023-07-31 16:00:21.000,1.6.0,173.0,292.0,38,True,dbt,conda-forge/dbt,,2324.0,123163.0,3102.0,3072.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,120026.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,245626.0,,,,,2.0,,,,,,,,,,dbt,,,, +60,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-07-31 18:00:38.000,2023-07-31 18:00:38,1678.0,35.0,3214,137.0,848.0,91.0,1160.0,5889,2023-07-17 22:17:49.000,27.2.0,87.0,184.0,38,True,kubernetes,conda-forge/kubernetes,,,14653678.0,1351.0,,https://pypi.org/project/kubernetes,2023-07-17 22:15:13.481,1351.0,14642418.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,439142.0,,,,,2.0,,,,,,,,,,,,,, +61,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-06-16 13:25:17.779,2023-04-18 19:22:32,4081.0,,1221,139.0,1100.0,383.0,1314.0,4035,2023-03-03 10:28:06.959,0.27.0,72.0,386.0,38,True,mongoengine,conda-forge/mongoengine,,,1164056.0,24577.0,20995.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3582.0,1161449.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,218991.0,,,,,2.0,,,,,,,,,,,,,, +62,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-07-25 23:39:57.000,2023-07-19 18:11:05,2710.0,14.0,1177,201.0,1198.0,168.0,1781.0,3179,2023-05-05 16:39:25.000,4.2.0,42.0,222.0,38,True,netmiko,,,,175304.0,3995.0,3736.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,259.0,175304.0,,,,,,,,2.0,,,,,,,,-1.0,,,,,, +63,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-08-01 16:48:11.000,2023-08-01 16:48:10,4680.0,93.0,963,107.0,3543.0,1158.0,2782.0,3047,2023-07-17 06:35:54.928,2023.7.0,81.0,438.0,38,True,xarray,conda-forge/xarray,,,3318247.0,1819.0,1.0,https://pypi.org/project/xarray,2023-07-17 06:35:54.928,1818.0,3084575.0,https://anaconda.org/conda-forge/xarray,2023-07-17 13:22:45.709,8645873.0,,,,,2.0,,,,,,,,,,,,,, +64,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-07-27 09:09:03.000,2023-07-27 09:09:03,3048.0,4.0,487,74.0,289.0,23.0,1222.0,2994,2023-07-20 16:19:38.871,2.0.8,59.0,132.0,38,False,psycopg2,psycopg2,,,13987088.0,691583.0,630221.0,https://pypi.org/project/psycopg2,2023-04-03 11:33:15.441,61342.0,13984695.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,222621.0,,,,,2.0,,,,,,,,,,,20.0,,, +65,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-07-31 21:50:21.000,2023-07-29 22:40:16,865.0,47.0,105,27.0,267.0,58.0,259.0,1333,2023-07-05 16:46:49.341,3.7.1,47.0,41.0,38,True,anyio,conda-forge/anyio,,,38281870.0,153721.0,153239.0,https://pypi.org/project/anyio,2023-07-26 20:46:57.000,482.0,38063683.0,https://anaconda.org/conda-forge/anyio,2023-07-06 13:49:04.673,8509331.0,,,,,1.0,,,,,,,,,,,,,, +66,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,182.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,False,six,conda-forge/six,,,196012119.0,1906688.0,1771547.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135141.0,195488974.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,45513664.0,,,,,1.0,,,,,,,,,,,,,, +67,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-08-03 01:03:40.000,2023-08-03 01:03:40,2177.0,41.0,259,22.0,751.0,202.0,370.0,624,2023-06-09 17:34:09.999,2023.6.0,69.0,190.0,38,True,fsspec,conda-forge/fsspec,,,122955173.0,56449.0,55837.0,https://pypi.org/project/fsspec,2023-06-09 17:34:09.999,612.0,122707979.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,13348484.0,,,,,1.0,,,,,,,,,,,,,, +68,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1407,380.0,162.0,144.0,172.0,24972,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,fire,conda-forge/fire,,,6618879.0,25101.0,23361.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1740.0,6609765.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,674480.0,,,,,2.0,,,,,,,,,,,,,, +69,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-07-27 12:36:23.000,2023-05-04 09:47:52,4078.0,,2376,483.0,2272.0,118.0,876.0,16696,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,luigi,luigi,,,611212.0,2587.0,2176.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,409.0,611062.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13552.0,,,,,2.0,,,stable/luigi,,,,,,,,2.0,,, +70,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-06-22 23:41:39.000,2023-05-25 18:13:19,1579.0,19.0,1927,463.0,549.0,461.0,1305.0,14155,2023-07-20 15:41:13.973,1.11.0,127.0,136.0,37,True,fabric,conda-forge/fabric,,,4187829.0,103.0,,https://pypi.org/project/fabric,2023-05-25 18:14:00.894,103.0,4187020.0,https://anaconda.org/conda-forge/fabric,2023-06-16 13:21:36.749,68017.0,,,,,3.0,,,,,,,,,,,,,, +71,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-08-02 15:00:54.000,2023-07-31 16:32:21,6801.0,43.0,1739,229.0,3045.0,715.0,2658.0,11874,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,pysimplegui,conda-forge/pysimplegui,,,302703.0,9483.0,9185.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,298.0,300279.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,116399.0,,,,,2.0,,,,,,,,,,,,,, +72,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-08-03 09:45:12.000,2023-08-03 09:45:12,2546.0,152.0,615,114.0,2733.0,838.0,2953.0,8877,2023-07-07 01:53:10.525,0.23.0,81.0,118.0,37,True,modin,conda-forge/modin-core,,196691.0,911401.0,1146.0,1114.0,https://pypi.org/project/modin,2023-07-07 01:53:10.525,32.0,897817.0,https://anaconda.org/conda-forge/modin-core,2023-07-07 12:06:18.356,259023.0,,,,,2.0,['pandas'],,,,,,,,,,,,, +73,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-07-08 19:07:04.000,2022-11-15 16:25:22,1396.0,,643,135.0,668.0,98.0,398.0,8335,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,arrow,conda-forge/arrow,,,14141020.0,65492.0,60759.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4733.0,14119972.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,1831208.0,,,,,2.0,,,,,,,,,,,,,, +74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-08-02 15:09:47.000,2023-08-01 17:40:15,2225.0,92.0,627,58.0,1381.0,32.0,930.0,3545,2023-08-01 19:53:16.000,3.3.0,140.0,134.0,37,True,awswrangler,conda-forge/awswrangler,,200110.0,28353362.0,1201.0,1145.0,https://pypi.org/project/awswrangler,2023-08-01 17:52:16.000,56.0,28338723.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,401293.0,,,,,2.0,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,, +75,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-26 05:05:58.000,2023-06-15 23:29:54,1330.0,12.0,612,121.0,119.0,15.0,865.0,3304,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,xlsxwriter,conda-forge/xlsxwriter,,,11835719.0,67967.0,64066.0,https://pypi.org/project/xlsxwriter,2023-05-28 14:40:46.957,3901.0,11797943.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2833251.0,,,,,3.0,,,,,,,,,,,,,, +76,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-07-05 09:11:37.000,2023-04-02 16:48:18,1600.0,,459,95.0,301.0,183.0,309.0,2407,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,pexpect,conda-forge/pexpect,,4353.0,33871122.0,311147.0,295059.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16088.0,33700099.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15046917.0,,,,,1.0,,,,,,,,,,,,,, +77,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-07-24 14:55:32.000,2023-07-24 14:55:26,993.0,14.0,161,23.0,146.0,169.0,317.0,1955,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,dill,conda-forge/dill,,290719.0,28513463.0,113623.0,109834.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3789.0,28390384.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,4583440.0,,,,,2.0,,,,,,,,,,,,,, +78,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:02:32.982,2023-06-21 22:01:53,929.0,34.0,230,51.0,153.0,19.0,193.0,1497,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,37,True,greenlet,conda-forge/greenlet,,,64742429.0,278623.0,268269.0,https://pypi.org/project/greenlet,2023-06-21 22:02:32.982,10354.0,64642550.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7490970.0,,,,,2.0,,,,,,,,,,,,,, +79,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-16 13:25:18.199,2023-01-29 03:07:44,1874.0,,278,38.0,238.0,198.0,198.0,1168,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,future,conda-forge/future,,,33243136.0,302554.0,285371.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17183.0,33102751.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,11932800.0,,,,,2.0,,,,,,,,,,,,,, +80,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-08-02 10:57:38.000,2023-07-27 09:56:00,1678.0,33.0,254,53.0,1047.0,76.0,511.0,628,2023-07-20 15:54:44.860,0.0.1,148.0,130.0,37,True,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,32900974.0,22111.0,21011.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1100.0,32828516.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2680961.0,,,,,2.0,,,,,,,,,,,,,, +81,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-08-01 09:45:01.000,2023-08-01 09:44:46,1964.0,6.0,194,26.0,579.0,91.0,191.0,567,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,traitlets,conda-forge/traitlets,,164.0,25774315.0,353716.0,339066.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14650.0,25524079.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,22019951.0,,,,,1.0,,,,,,,,,,,,,, +82,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-01 13:27:19.000,2023-07-07 08:56:19,6733.0,351.0,1211,346.0,235.0,51.0,434.0,13271,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,tink,,tink-crypto,1089.0,153141.0,52.0,48.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,152969.0,,,,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,157.0,2.0,,,,,,,,,,,,,, +83,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-02 13:54:39.000,2023-04-11 15:40:50,389.0,,936,211.0,177.0,152.0,281.0,10975,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,schedule,conda-forge/schedule,,,2243249.0,28868.0,27452.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1416.0,2242390.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,37813.0,,,,,3.0,,,,,,,,,,,,,, +84,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-08-03 13:25:02.000,2023-08-02 17:22:09,2342.0,104.0,810,106.0,1258.0,349.0,1074.0,8558,2023-08-01 14:33:43.000,0.18.12,44.0,198.0,36,True,kedro,,,,342737.0,1861.0,1797.0,https://pypi.org/project/kedro,2023-08-01 14:33:43.000,64.0,342737.0,,,,,,,,2.0,,,,,,,,,,,,,, +85,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-06-16 13:17:10.080,2018-08-27 18:02:16,447.0,,567,163.0,109.0,260.0,185.0,7820,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,docopt,conda-forge/docopt,,,10015830.0,111010.0,98658.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12352.0,9994879.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1843738.0,,,,,2.0,,,,,,,,,,,,,, +86,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-07-29 23:02:52.000,2023-07-12 10:12:10,1434.0,12.0,499,138.0,232.0,11.0,445.0,6666,2023-05-15 15:25:45.070,2.0.4,42.0,95.0,36,True,sh,conda-forge/sh,,,4267806.0,15444.0,12831.0,https://pypi.org/project/sh,2023-05-15 15:25:45.070,2613.0,4265642.0,https://anaconda.org/conda-forge/sh,2023-06-16 13:21:38.984,179612.0,,,,,2.0,,,,,,,,,,,,,, +87,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-07-07 17:27:15.000,2023-07-07 17:27:15,356.0,2.0,374,35.0,223.0,40.0,222.0,6252,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,python-dotenv,conda-forge/python-dotenv,,,31739497.0,524836.0,516507.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8329.0,31707896.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2559747.0,,,,,2.0,,,,,,,,-1.0,,,,,, +88,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-07-28 08:24:09.000,2023-07-28 08:24:09,1442.0,2.0,680,135.0,379.0,167.0,453.0,5908,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,watchdog,conda-forge/watchdog,,,12577401.0,110165.0,102139.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8026.0,12549756.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2322200.0,,,,,2.0,,,,,,,,,,,,,, +89,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-08-03 11:57:14.000,2023-08-03 11:55:38,588.0,34.0,171,33.0,79.0,3.0,327.0,4799,2023-07-07 15:12:12.231,3.9.2,109.0,21.0,36,True,orjson,conda-forge/orjson,,,11342988.0,52207.0,51223.0,https://pypi.org/project/orjson,2023-07-07 15:12:12.231,984.0,11321289.0,https://anaconda.org/conda-forge/orjson,2023-07-07 18:06:45.114,846287.0,,,,,2.0,,,,,,,,,,,,,, +90,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-08-02 13:37:04.000,2023-07-24 18:25:47,848.0,12.0,853,331.0,527.0,267.0,836.0,3341,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,36,True,confluent-kafka,conda-forge/python-confluent-kafka,,,9885943.0,7198.0,6778.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,420.0,9863943.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-07-25 19:54:38.771,748013.0,,,,,2.0,,,,,,,,,,,,,, +91,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-06-16 13:16:09.835,2022-11-04 10:01:12,370.0,,232,45.0,140.0,110.0,137.0,3204,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,colorama,conda-forge/colorama,,,111271211.0,733191.0,712117.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21074.0,110997606.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,24077281.0,,,,,2.0,,,,,,,,,,,,,, +92,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,153.0,3004,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,sortedcontainers,conda-forge/sortedcontainers,,,24644395.0,125955.0,123803.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2152.0,24519703.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10598873.0,,,,,1.0,,,,,,,,,,,,,, +93,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-08-03 13:25:25.000,2023-08-03 12:17:33,5806.0,607.0,435,79.0,4475.0,87.0,2138.0,2945,2023-07-05 15:06:54.061,6.0.0,45.0,173.0,36,True,ibis-framework,conda-forge/ibis-framework,,89.0,107253.0,597.0,551.0,https://pypi.org/project/ibis-framework,2023-07-30 00:04:20.000,46.0,99403.0,https://anaconda.org/conda-forge/ibis-framework,2023-07-05 16:38:14.021,298158.0,,,,,2.0,,,,,,,,,,,,,, +94,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-06-16 13:24:40.587,2023-05-31 00:00:47,551.0,4.0,584,96.0,176.0,30.0,304.0,2927,,,21.0,83.0,36,True,pycparser,conda-forge/pycparser,,,106234669.0,639298.0,622181.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17117.0,105843073.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,32894096.0,,,,,2.0,,,,,,,,,,,,,, +95,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-07-27 07:56:30.000,2023-07-27 07:56:29,2630.0,40.0,471,120.0,539.0,284.0,1483.0,2646,2023-06-23 08:09:03.318,0.30.10,155.0,62.0,36,True,xlwings,conda-forge/xlwings,,21209.0,112746.0,29678.0,29043.0,https://pypi.org/project/xlwings,2023-06-23 08:09:03.318,635.0,95898.0,https://anaconda.org/conda-forge/xlwings,2023-06-25 19:21:06.802,640898.0,,,,,1.0,,,,,,,,-1.0,,,,,, +96,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-07-02 22:11:07.672,2023-07-01 18:07:09,1070.0,40.0,416,55.0,285.0,9.0,316.0,2284,2023-06-22 06:12:29.713,2.2.0,36.0,81.0,36,True,mysqlclient,conda-forge/mysqlclient,,5256.0,4131139.0,139983.0,132794.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7189.0,4123437.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,282643.0,,,,,2.0,,,,,,,,,,,,,, +97,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,330,67.0,122.0,19.0,175.0,1587,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,36,True,simplejson,conda-forge/simplejson,,6343.0,18168472.0,129000.0,108135.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20865.0,18130869.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2739926.0,,,,,2.0,,,,,,,,,,,,,, +98,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,5.0,313,31.0,326.0,183.0,237.0,1124,2023-05-02 07:31:50.000,0.41.1,214.0,117.0,36,True,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4838491.0,25897.0,23797.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2100.0,4832579.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,490716.0,,,,,2.0,,,,,,,,,,,,,, +99,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-08-03 12:51:31.000,2023-08-01 05:12:33,14981.0,279.0,6636,731.0,5412.0,1640.0,3545.0,16982,2023-04-26 15:20:33.000,1.20.0,14.0,582.0,35,True,micropython-_markupbase,,,63929.0,887.0,14.0,,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,,,,,2.0,,,,,,,,,,,,,, +100,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-08-02 23:07:05.000,2023-08-01 09:36:09,471.0,14.0,476,68.0,270.0,208.0,164.0,11783,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,typer,conda-forge/typer,,,12889439.0,2333.0,,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12850915.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1540961.0,,,,,2.0,,,,,,,,,,,,,, +101,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-07-28 16:52:44.000,2023-06-14 15:11:05,2424.0,3.0,1222,233.0,474.0,145.0,998.0,7851,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,supervisor,conda-forge/supervisor,,,1203180.0,11431.0,9479.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1200069.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,270688.0,,,,,3.0,,,,,,,,,,,,,, +102,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-08-03 13:17:25.000,2023-03-12 19:26:01,221.0,,469,106.0,94.0,87.0,162.0,5200,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,xmltodict,conda-forge/xmltodict,,,30312667.0,62002.0,56514.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5488.0,30275796.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3097239.0,,,,,2.0,,,,,,,,,,,,,, +103,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-07-20 06:11:18.000,2022-11-03 19:39:10,1206.0,,251,83.0,348.0,118.0,142.0,4293,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,toolz,conda-forge/toolz,,,19857353.0,108259.0,104805.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3454.0,19658667.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,17087074.0,,,,,2.0,,,,,,,,,,,,,, +104,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-08-02 14:58:13.000,2023-08-02 14:58:13,1173.0,8.0,580,137.0,314.0,33.0,217.0,4265,2023-07-20 15:47:29.216,0.0.1,45.0,122.0,35,True,tablib,conda-forge/tablib,,,1784011.0,67098.0,65823.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1275.0,1782905.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,89665.0,,,,,2.0,,,,,,,,,,,,,, +105,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-08-02 07:35:36.000,2023-08-02 07:05:40,884.0,28.0,368,88.0,262.0,26.0,314.0,4117,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,ujson,conda-forge/ujson,,,8372807.0,4366.0,,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4366.0,8316160.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,3965311.0,,,,,2.0,,,,,,,,,,,,,, +106,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-07-17 14:56:25.000,2023-03-01 20:59:31,1023.0,,796,422.0,370.0,157.0,1145.0,3680,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,elasticsearch-dsl,anaconda/elasticsearch-dsl,,197.0,2648293.0,10299.0,9323.0,https://pypi.org/project/elasticsearch-dsl,2023-03-01 20:59:07.507,976.0,2648178.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7840.0,,,,,2.0,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-07-30 07:55:28.000,2023-07-30 07:54:07,1585.0,23.0,412,88.0,108.0,5.0,164.0,3275,2023-07-21 06:29:49.000,8.13.17,226.0,28.0,35,True,phonenumbers,conda-forge/phonenumbers,,,4415540.0,1420.0,,https://pypi.org/project/phonenumbers,2023-07-21 06:29:49.000,1420.0,4386305.0,https://anaconda.org/conda-forge/phonenumbers,2023-07-21 08:25:25.592,789358.0,,,,,1.0,,,,,,,,,,,,,, +108,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-07-30 20:56:09.000,2023-07-30 20:55:51,1129.0,36.0,237,50.0,263.0,55.0,329.0,3000,2021-05-05 20:38:00.000,1.3.4,25.0,65.0,35,True,cerberus,conda-forge/cerberus,,,3934659.0,15028.0,13908.0,https://pypi.org/project/cerberus,2021-05-05 20:38:00.000,1120.0,3930693.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,333196.0,,,,,2.0,,,,,,,,,,,,,, +109,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-07-16 16:52:19.000,2023-05-16 10:59:01,1496.0,1.0,443,132.0,551.0,301.0,371.0,2320,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,35,True,dateparser,conda-forge/dateparser,,,3878649.0,22406.0,21176.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1230.0,3876602.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,161764.0,,,,,2.0,,,,,,,,,,,,,, +110,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-08-02 19:33:14.000,2023-08-02 11:24:55,9780.0,91.0,928,87.0,1735.0,96.0,121.0,1953,2023-01-09 20:58:01.975,3.7.0,70.0,465.0,35,True,apache-libcloud,,,,137185.0,3934.0,3076.0,https://pypi.org/project/apache-libcloud,2023-01-09 20:58:01.975,858.0,137185.0,,,,,,,,2.0,,,,,,,,2.0,,,,,, +111,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-07-18 11:14:31.000,2023-07-06 14:53:45,1004.0,15.0,199,27.0,153.0,69.0,189.0,1715,2023-07-07 01:42:57.652,6.3.1,69.0,74.0,35,True,deepdiff,conda-forge/deepdiff,,,9880243.0,8403.0,7637.0,https://pypi.org/project/deepdiff,2023-07-07 01:42:57.652,766.0,9872149.0,https://anaconda.org/conda-forge/deepdiff,2023-07-06 18:41:44.254,307574.0,,,,,1.0,,,,,,,,,,,,,, +112,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-07-03 15:54:27.000,2023-07-03 15:54:26,423.0,1.0,152,29.0,273.0,86.0,161.0,1408,2023-01-19 09:28:09.524,2.2.1,38.0,56.0,35,True,cloudpickle,conda-forge/cloudpickle,,26.0,29632189.0,87521.0,84692.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2829.0,29475056.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,13984893.0,,,,,2.0,,,,,,,,,,,,,, +113,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-07-10 16:24:52.000,2023-07-10 16:24:51,735.0,18.0,115,35.0,206.0,53.0,189.0,1241,2023-06-11 23:38:46.083,3.1.1,117.0,66.0,35,True,argcomplete,conda-forge/argcomplete,,307.0,19536971.0,47219.0,45059.0,https://pypi.org/project/argcomplete,2023-06-11 23:38:46.083,2160.0,19520960.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1248647.0,,,,,2.0,,,,,,,,,,,,,, +114,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-08-03 12:08:06.000,2023-07-18 20:07:32,4488.0,29.0,253,60.0,346.0,153.0,536.0,1224,2022-12-23 13:29:42.000,3.8.0,43.0,120.0,35,True,tables,conda-forge/pytables,,176.0,898172.0,50314.0,47799.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2515.0,729494.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6241016.0,,,,,2.0,,,,,,,,,,,,,, +115,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-07-28 20:38:43.000,2023-07-23 13:01:17,2027.0,62.0,141,18.0,157.0,52.0,435.0,1082,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,keyring,conda-forge/keyring,,,27141776.0,4023.0,,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4023.0,27047652.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3482618.0,,,,,3.0,,,,,,,,,,,,,, +116,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-08-02 22:33:58.000,2023-07-18 20:10:07,798.0,5.0,336,66.0,244.0,241.0,275.0,5538,2020-07-24 18:17:05.000,2.1.2,53.0,89.0,34,True,pendulum,conda-forge/pendulum,,158.0,12045729.0,22644.0,21450.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1194.0,12035047.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,790449.0,,,,,2.0,,,,,,,,,,,,,, +117,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-08-01 20:23:33.000,2023-07-28 11:14:00,704.0,23.0,278,35.0,483.0,99.0,352.0,3150,2023-07-13 16:43:52.000,3.2.0,82.0,113.0,34,True,dynaconf,conda-forge/dynaconf,,,1952658.0,7149.0,6897.0,https://pypi.org/project/dynaconf,2023-07-13 16:40:55.670,252.0,1951055.0,https://anaconda.org/conda-forge/dynaconf,2023-07-23 19:01:40.724,54512.0,,,,,2.0,,,,,,,,,dynaconf/dynaconf,,,,, +118,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-07-04 02:54:08.000,2023-07-04 02:54:05,1261.0,9.0,185,49.0,308.0,127.0,221.0,2643,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,plumbum,conda-forge/plumbum,,,1296287.0,4968.0,4506.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,462.0,1284102.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,974825.0,,,,,3.0,,,,,,,,,,,,,, +119,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-08-02 09:40:08.000,2023-03-30 18:24:09,324.0,,264,49.0,99.0,38.0,157.0,2373,2022-06-07 20:16:57.000,0.4.27,28.0,58.0,34,True,python-magic,conda-forge/python-magic,,,5408872.0,48317.0,45062.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3255.0,5405919.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,224501.0,,,,,2.0,,,,,,,,,,,,,, +120,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-07-04 10:38:19.000,2023-07-04 10:38:17,221.0,11.0,143,36.0,58.0,50.0,61.0,2335,2023-02-09 01:16:46.619,23.1.0,13.0,31.0,34,True,aiofiles,conda-forge/aiofiles,,,7734166.0,103042.0,101152.0,https://pypi.org/project/aiofiles,2023-02-09 01:16:46.619,1890.0,7723318.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,759399.0,,,,,2.0,,,,,,,,-1.0,,,,,, +121,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-07-28 10:22:41.000,2023-07-26 17:29:30,1734.0,14.0,201,87.0,212.0,,,2185,2023-06-21 21:29:27.000,3.2.0,44.0,43.0,34,True,motor,conda-forge/motor,,,1026950.0,67317.0,66169.0,https://pypi.org/project/motor,2023-06-21 21:24:00.574,1148.0,1025196.0,https://anaconda.org/conda-forge/motor,2023-06-25 13:33:35.241,59637.0,,,,,2.0,,,,,,,,,,,,,, +122,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-07-21 18:59:52.000,2022-12-29 07:29:09,696.0,,141,44.0,110.0,26.0,144.0,1893,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,pyrsistent,conda-forge/pyrsistent,,,34438118.0,309148.0,306851.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2297.0,34103081.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19432179.0,,,,,1.0,,,,,,,,,,,,,, +123,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-25 06:51:15.000,2023-07-25 06:51:09,713.0,14.0,215,44.0,69.0,42.0,136.0,1875,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,wrapt,conda-forge/wrapt,,,78363805.0,11783.0,,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11783.0,78217857.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12259646.0,,,,,2.0,,,,,,,,,,,,,, +124,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-07-21 02:11:05.000,2023-07-21 02:11:04,854.0,4.0,226,46.0,274.0,9.0,264.0,1772,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,msgpack,conda-forge/msgpack-python,,1128.0,33818957.0,2242.0,,https://pypi.org/project/msgpack,2023-03-08 17:50:09.322,2242.0,33657332.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,13090390.0,,,,,3.0,,,,,,,,,,,,,, +125,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-07-26 08:20:45.000,2023-07-26 08:20:45,485.0,35.0,259,25.0,115.0,10.0,145.0,1708,2023-07-25 07:56:09.000,2.7.0,41.0,64.0,34,True,emoji,conda-forge/emoji,,,1837992.0,60098.0,58648.0,https://pypi.org/project/emoji,2023-07-25 07:50:19.000,1450.0,1836408.0,https://anaconda.org/conda-forge/emoji,2023-07-25 14:15:05.345,57042.0,,,,,1.0,,,,,,,,,,,,,, +126,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-07-25 18:20:09.000,2023-06-06 21:24:28,6024.0,22.0,523,80.0,1094.0,11.0,,1343,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,cassandra-driver,conda-forge/cassandra-driver,,,1173499.0,5995.0,5299.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,696.0,1171166.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,177332.0,,,,,2.0,,,,,,,,,,,,,, +127,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-06-16 13:23:11.709,2023-05-26 20:00:07,1357.0,11.0,159,34.0,158.0,65.0,230.0,1147,2022-12-16 19:32:04.925,3.0.1,39.0,69.0,34,True,jsonpickle,conda-forge/jsonpickle,,,7911109.0,2372.0,,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2372.0,7891203.0,https://anaconda.org/conda-forge/jsonpickle,2023-06-16 13:23:11.709,1433277.0,,,,,3.0,,,,,,,,,,,,,, +128,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,60.0,183,28.0,94.0,61.0,140.0,1118,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,34,True,sshtunnel,conda-forge/sshtunnel,,,5465159.0,6067.0,5759.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,308.0,5463737.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,118058.0,,,,,3.0,,,,,,,,,,,,,, +129,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,42.0,114.0,144.0,270.0,1085,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,py4j,conda-forge/py4j,,,31747651.0,27348.0,26658.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,690.0,31704855.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3594908.0,,,,,2.0,,,,,,,,,py4j/py4j,,,,, +130,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-08-01 09:14:36.000,2023-08-01 09:14:32,662.0,60.0,124,21.0,255.0,40.0,122.0,990,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,pluggy,conda-forge/pluggy,,,71307440.0,10395.0,,https://pypi.org/project/pluggy,2023-06-21 09:14:09.646,10395.0,70687380.0,https://anaconda.org/conda-forge/pluggy,2023-06-26 10:48:55.333,21082043.0,,,,,2.0,,,,,,,,,,,,,, +131,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-06-16 13:18:04.782,2022-11-25 10:32:48,386.0,,101,24.0,54.0,13.0,93.0,771,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,decorator,conda-forge/decorator,,,68426390.0,479836.0,455534.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24302.0,68163915.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,22310375.0,,,,,2.0,,,,,,,,,,,,,, +132,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-07-31 14:39:02.000,2023-07-28 13:33:15,996.0,12.0,230,20.0,363.0,112.0,285.0,713,2023-06-09 17:45:04.039,2023.6.0,59.0,121.0,34,True,s3fs,conda-forge/s3fs,,,129277559.0,14844.0,14223.0,https://pypi.org/project/s3fs,2023-06-09 17:45:04.039,621.0,129208871.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,5975912.0,,,,,2.0,,,,,,,,,,,,,, +133,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-07-29 14:47:07.000,2023-07-29 14:47:05,258.0,16.0,87,14.0,156.0,12.0,83.0,563,2023-06-12 22:04:06.461,3.12.2,61.0,37.0,34,True,filelock,conda-forge/filelock,,,75891302.0,293015.0,290387.0,https://pypi.org/project/filelock,2023-06-12 22:04:06.461,2628.0,75727926.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,14050380.0,,,,,2.0,,,,,,,,,,,,,, +134,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,66.0,233,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,pyasn1,conda-forge/pyasn1,,,117167327.0,392387.0,377391.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,14996.0,117018260.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12521702.0,,,,,3.0,,,,,,,,,,,,,, +135,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-07-23 20:39:28.000,2023-05-22 23:51:10,520.0,9.0,1936,369.0,450.0,343.0,180.0,30904,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,diagrams,conda-forge/diagrams,,,107858.0,1136.0,1101.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,103542.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,168341.0,,,,,2.0,,,,,,,,,,,,,, +136,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-07-31 18:27:31.000,2023-07-17 02:13:32,2764.0,11.0,581,146.0,477.0,204.0,987.0,10820,2023-05-06 04:09:50.000,1.9.1,218.0,62.0,33,True,dearpygui,,,,24783.0,2131.0,2093.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,24783.0,,,,,,,,2.0,,,,,,,,,,,,,, +137,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-08-01 15:34:26.000,2023-08-01 09:19:41,246.0,10.0,450,139.0,248.0,236.0,146.0,10356,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,sqlmodel,conda-forge/sqlmodel,,,471949.0,6858.0,6739.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,471311.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,15317.0,,,,,2.0,['pydantic'],,,,,,,,,,,,, +138,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-07-24 18:53:26.000,2023-07-24 18:53:19,697.0,8.0,510,105.0,153.0,12.0,290.0,5994,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,tinydb,conda-forge/tinydb,,,454628.0,12154.0,11286.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,868.0,450851.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,324895.0,,,,,2.0,,,,,,,,,,,,,, +139,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-07-28 19:18:04.000,2023-07-24 13:59:09,1182.0,11.0,318,41.0,471.0,452.0,485.0,3727,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,33,True,tortoise-orm,conda-forge/tortoise-orm,,13.0,91097.0,6132.0,6035.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,97.0,90550.0,https://anaconda.org/conda-forge/tortoise-orm,2023-07-17 18:25:13.577,14222.0,,,,,2.0,,,,,,,,,,,,,, +140,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-07-30 08:17:18.000,2023-07-18 23:06:14,530.0,14.0,742,69.0,401.0,92.0,402.0,3471,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,33,True,prometheus_client,conda-forge/prometheus_client,,,22452372.0,748.0,,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,22134915.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,12380830.0,,,,,2.0,,,,,,,,,,,,,, +141,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,178,28.0,72.0,4.0,83.0,2479,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,python-decouple,conda-forge/python-decouple,,12.0,1408213.0,108409.0,105079.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3330.0,1407275.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,66634.0,,,,,2.0,,,,,,,,,HBNetwork/python-decouple,,,,, +142,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-08-03 09:53:34.000,2023-08-03 09:35:06,1376.0,149.0,182,44.0,1135.0,58.0,538.0,2396,2023-08-03 03:11:46.000,0.37.0,703.0,64.0,33,True,docarray,conda-forge/docarray,,,165120.0,680.0,667.0,https://pypi.org/project/docarray,2023-08-03 03:27:06.000,13.0,159289.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,110789.0,,,,,2.0,,,,,,,,,docarray/docarray,,,,, +143,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,98.0,160.0,3.0,,2080,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,xlrd,conda-forge/xlrd,,,21105293.0,178975.0,170543.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8432.0,21061035.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3407882.0,,,,,2.0,,,,,,,,,,,,,, +144,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-07-28 19:18:27.000,2023-07-22 19:37:18,779.0,19.0,195,61.0,91.0,66.0,284.0,1988,2022-10-26 03:44:13.980,2.8.4,48.0,65.0,33,True,numexpr,conda-forge/numexpr,,345.0,5962784.0,3096.0,,https://pypi.org/project/numexpr,2022-10-26 03:44:13.980,3096.0,5782967.0,https://anaconda.org/conda-forge/numexpr,2023-07-21 14:57:14.461,6832915.0,,,,,2.0,,,,,,,,,,,,,, +145,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-08-01 19:23:00.000,2023-08-01 19:17:09,382.0,2.0,250,49.0,147.0,56.0,85.0,1944,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,chardet,conda-forge/chardet,@pypi/chardet,,50541505.0,39225.0,,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39222.0,50271294.0,https://anaconda.org/conda-forge/chardet,2023-06-16 13:21:29.198,21074449.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,26.0,2.0,,,,,,,,,,,,,, +146,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,,170,35.0,158.0,46.0,85.0,1886,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,jmespath,conda-forge/jmespath,,,120686717.0,6951.0,,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6951.0,120498531.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,15995878.0,,,,,3.0,,,,,,,,,,,,,, +147,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-30 09:55:44.000,2023-06-30 09:55:43,681.0,5.0,223,63.0,395.0,124.0,603.0,1440,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,typing,conda-forge/typing,,,8565345.0,5885.0,,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5885.0,8533924.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2796527.0,,,,,2.0,,,,,,,,,,,,,, +148,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-08-01 17:34:31.000,2023-07-27 21:17:09,1812.0,41.0,220,46.0,814.0,272.0,366.0,1193,2023-07-20 16:36:29.000,2.16.0,72.0,90.0,33,True,zarr,conda-forge/zarr,,,339264.0,2921.0,2542.0,https://pypi.org/project/zarr,2023-07-20 16:36:29.000,379.0,271222.0,https://anaconda.org/conda-forge/zarr,2023-07-23 07:02:52.835,2517568.0,,,,,2.0,,,,,,,,,,,,,, +149,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-08-02 10:00:16.000,2023-08-02 09:59:42,503.0,58.0,144,29.0,486.0,5.0,110.0,1035,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,bcrypt,conda-forge/bcrypt,,,38703572.0,8011.0,,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8011.0,38638225.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3724811.0,,,,,3.0,,,,,,,,,,,,,, +150,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-08-03 08:38:37.000,2023-07-17 16:35:18,1990.0,170.0,390,19.0,947.0,99.0,347.0,1008,2023-07-17 17:02:17.000,.0.29,57.0,214.0,33,True,holidays,conda-forge/holidays,,187.0,5542630.0,433.0,,https://pypi.org/project/holidays,2023-07-17 17:15:02.183,433.0,5450191.0,https://anaconda.org/conda-forge/holidays,2023-07-17 22:02:46.483,3420210.0,,,,,3.0,,,,,,,,,vacanza/python-holidays,,,,, +151,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-07-14 01:32:22.000,2023-04-04 11:45:40,1273.0,,97,32.0,204.0,46.0,191.0,915,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,Bottleneck,conda-forge/bottleneck,,,632960.0,43656.0,42013.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1643.0,591784.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3582328.0,,,,,2.0,,,,,,,,,,,,,, +152,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-08-03 08:22:52.000,2023-08-03 08:22:47,1465.0,20.0,177,98.0,708.0,8.0,223.0,818,2023-07-31 13:00:25.000,5.11.0,125.0,41.0,33,True,neo4j-driver,conda-forge/neo4j-python-driver,,,150528.0,5129.0,4903.0,https://pypi.org/project/neo4j-driver,2023-07-31 12:57:07.000,226.0,145581.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,188013.0,,,,,2.0,,,,,,,,,,,,,, +153,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-07-25 11:53:08.000,2023-06-26 03:17:34,1108.0,7.0,281,32.0,784.0,4.0,502.0,660,2023-05-20 18:50:38.000,7.1.15,104.0,115.0,33,True,minio,conda-forge/minio,,,1327214.0,5403.0,4981.0,https://pypi.org/project/minio,2023-05-20 18:29:03.527,422.0,1324479.0,https://anaconda.org/conda-forge/minio,2023-06-16 16:15:33.628,136796.0,,,,,2.0,,,,,,,,,,,,,, +154,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-08-02 10:57:32.000,2023-08-01 20:19:14,360.0,16.0,119,59.0,354.0,55.0,256.0,380,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,33,True,pandas-gbq,conda-forge/pandas-gbq,,346.0,7167748.0,7837.0,7521.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,316.0,7113847.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1832481.0,,,,,2.0,,,,,,,,,,,,,, +155,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-06-16 13:20:58.043,2022-10-18 01:49:53,790.0,,131,24.0,90.0,53.0,130.0,295,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,asn1crypto,conda-forge/asn1crypto,,,51435115.0,109350.0,102294.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7056.0,51325062.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8143960.0,,,,,3.0,,,,,,,,,,,,,, +156,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-08-03 09:10:19.000,2023-04-03 23:11:42,649.0,,72,15.0,32.0,32.0,44.0,271,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,pytz,conda-forge/pytz,,,119928807.0,1677589.0,1594743.0,https://pypi.org/project/pytz,2023-03-29 04:25:52.839,82846.0,119434598.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,42996185.0,,,,,3.0,,,,,,,,,,,,,, +157,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-07-21 22:46:30.000,2023-07-21 22:46:27,552.0,1.0,123,17.0,212.0,46.0,35.0,176,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,33,True,s3transfer,conda-forge/s3transfer,,,210529752.0,225650.0,221331.0,https://pypi.org/project/s3transfer,2023-05-04 20:55:04.527,4319.0,210339619.0,https://anaconda.org/conda-forge/s3transfer,2023-06-16 13:18:04.019,16161325.0,,,,,2.0,,,,,,,,,,,,,, +158,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-08-03 12:15:51.000,2023-08-02 16:09:34,7936.0,541.0,505,79.0,2055.0,44.0,381.0,6591,2023-08-01 16:34:04.000,3.6.15,154.0,114.0,32,True,hub,,,,4578.0,498.0,444.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,4578.0,,,,,,,,2.0,,,,,,,,,activeloopai/deeplake,,,,, +159,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-07-20 15:13:36.000,2023-07-20 15:13:35,1853.0,24.0,589,131.0,329.0,65.0,813.0,5527,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,32,True,csvkit,conda-forge/csvkit,,,166559.0,1773.0,1404.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,369.0,165337.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,94103.0,,,,,2.0,,,,,,,,,,,,,, +160,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-08-02 16:46:29.000,2023-08-02 16:46:28,325.0,6.0,246,51.0,196.0,133.0,187.0,3491,2022-12-18 09:18:01.579,0.7.0,41.0,55.0,32,True,databases,conda-forge/databases,,,358774.0,19749.0,19629.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,120.0,355320.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,186557.0,,,,,3.0,,,,,,,,,,,,,, +161,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,87.0,77.0,313.0,329.0,3286,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,pony,conda-forge/pony,,66.0,104114.0,3924.0,3567.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,357.0,102928.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,93750.0,,,,,3.0,,,,,,,,,,,,,, +162,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,349,275.0,1629.0,112.0,485.0,3279,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,koalas,conda-forge/koalas,,1019.0,1755232.0,325.0,311.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1749294.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,301909.0,,,,,3.0,"['spark', 'pandas']",,,,,,,,,,,,, +163,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,198.0,943.0,264.0,501.0,3155,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,blaze,conda-forge/blaze,,,9041.0,9935.0,9117.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,6237.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201895.0,,,,,3.0,,,,,,,,,,,,,, +164,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-08-03 00:32:14.000,2022-12-19 03:14:24,1998.0,,229,48.0,191.0,161.0,352.0,3077,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,dependency-injector,conda-forge/dependency_injector,,,1013970.0,2355.0,2259.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,96.0,1012724.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,28659.0,,,,,2.0,,,,,,,,,,,,,, +165,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-07-27 18:20:07.000,2023-07-27 18:20:05,1668.0,44.0,99,41.0,1260.0,67.0,345.0,2845,2023-06-27 15:48:01.033,0.21.0,24.0,47.0,32,True,returns,conda-forge/returns,,,103882.0,440.0,383.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,57.0,103648.0,https://anaconda.org/conda-forge/returns,2023-06-27 18:26:27.171,6329.0,,,,,2.0,,,,,,,,,,,,,, +166,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,197,59.0,146.0,95.0,73.0,2765,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,schema,conda-forge/schema,,,6154034.0,7783.0,6898.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,885.0,6151850.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,107061.0,,,,,2.0,,,,,,,,,,,,,, +167,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-08-02 16:45:27.000,2023-04-14 13:49:36,454.0,,535,125.0,204.0,65.0,938.0,2707,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,32,False,pyodbc,conda-forge/pyodbc,,,23628861.0,2124.0,,https://pypi.org/project/pyodbc,2023-04-14 14:28:04.558,2124.0,23613735.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1089074.0,,,,,3.0,,,,,,,,,,,,,, +168,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2603,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,mrjob,conda-forge/mrjob,,,83528.0,1450.0,1336.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,77309.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,516239.0,,,,,2.0,,,,,,,,,,,,,, +169,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-07-27 17:27:45.000,2023-07-18 14:03:50,574.0,34.0,202,17.0,543.0,217.0,405.0,2478,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,pandera,conda-forge/pandera-core,,,936560.0,1036.0,962.0,https://pypi.org/project/pandera,2023-07-17 16:24:00.995,74.0,935788.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,26249.0,,,,,3.0,['pandas'],,,,,,,,unionai-oss/pandera,,,,, +170,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-07-07 13:47:36.000,2022-03-15 11:17:01,1020.0,,249,38.0,352.0,140.0,247.0,2084,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,pypika,conda-forge/pypika,,,2468562.0,13606.0,13520.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,86.0,2468447.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2531.0,,,,,3.0,,,,,,,,,,,,,, +171,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,208,39.0,241.0,42.0,201.0,1778,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,voluptuous,conda-forge/voluptuous,,,2308209.0,15081.0,13746.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1335.0,2304598.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,306972.0,,,,,2.0,,,,,,,,,,,,,, +172,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-08-01 07:54:46.000,2023-05-27 20:35:28,269.0,3.0,144,27.0,49.0,6.0,224.0,1735,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,cachetools,conda-forge/cachetools,,,86176334.0,3320.0,,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3320.0,85936120.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9368381.0,,,,,1.0,,,,,,,,,,,,,, +173,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-06-28 12:27:48.236,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1663,2023-06-27 19:10:33.890,4.7.0,46.0,64.0,32,False,humanize,conda-forge/humanize,,,4903882.0,2003.0,,https://pypi.org/project/humanize,2023-06-27 19:10:33.890,2003.0,4892394.0,https://anaconda.org/conda-forge/humanize,2023-06-28 12:27:48.236,436557.0,,,,,2.0,,,,,,,,,,,,,, +174,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-07-11 17:48:12.000,2022-11-23 19:30:21,1274.0,,185,49.0,197.0,83.0,370.0,1145,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,petl,conda-forge/petl,,,924204.0,3507.0,3423.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,921767.0,https://anaconda.org/conda-forge/petl,2023-06-16 13:16:58.492,202316.0,,,,,2.0,,,,,,,,,,,,http://petl.readthedocs.org,, +175,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-08-01 10:48:49.000,2023-08-01 10:48:48,496.0,25.0,82,24.0,252.0,30.0,66.0,1097,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,32,True,cleo,conda-forge/cleo,,,12602495.0,16015.0,15780.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,235.0,12593897.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,515911.0,,,,,3.0,,,,,,,,,python-poetry/cleo,,,,, +176,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,984,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,appdirs,conda-forge/appdirs,,,15413643.0,263546.0,248563.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,14983.0,15309313.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9285420.0,,,,,3.0,,,,,,,,,,,,,, +177,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-07-31 18:22:14.000,2023-07-08 02:52:15,931.0,75.0,100,23.0,92.0,25.0,82.0,847,2023-07-04 14:19:04.678,7.0.0,49.0,51.0,32,True,inflect,conda-forge/inflect,,,3620901.0,983.0,,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,983.0,3612042.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,336654.0,,,,,2.0,,,,,,,,,,,,,, +178,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-07-30 05:49:09.000,2023-07-26 01:33:23,319.0,8.0,139,16.0,146.0,14.0,122.0,802,2023-04-13 01:35:07.000,0.21.1,38.0,46.0,32,True,validators,conda-forge/validators,,,5878114.0,79748.0,78051.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1697.0,5867994.0,https://anaconda.org/conda-forge/validators,2023-06-16 16:19:01.999,455444.0,,,,,2.0,,,,,,,,,python-validators/validators,,,,, +179,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-07-25 21:38:20.000,2023-04-25 14:03:00,581.0,,106,12.0,109.0,22.0,98.0,442,2021-02-24 10:55:03.000,4.7.2,36.0,41.0,32,True,rsa,conda-forge/rsa,,,115661536.0,319853.0,312798.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7055.0,115518818.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12131099.0,,,,,3.0,,,,,,,,,,,,,, +180,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-08-02 23:30:47.000,2023-07-18 23:10:35,1153.0,11.0,84,17.0,733.0,22.0,121.0,352,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,multidict,conda-forge/multidict,,4391.0,70219266.0,3189.0,,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3189.0,70085848.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10002580.0,,,,,2.0,,,,,,,,,,,,,, +181,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-08-03 11:17:14.000,2023-08-02 22:32:40,815.0,52.0,60,22.0,414.0,146.0,263.0,340,2023-03-14 09:22:38.000,1.13.0,75.0,34.0,32,True,param,conda-forge/param,,,386921.0,7767.0,7624.0,https://pypi.org/project/param,2023-07-25 19:48:41.000,143.0,370248.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1267155.0,,,,,2.0,,,,,,,,,,,,,, +182,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-07-06 20:34:50.000,2023-01-15 03:55:53,288.0,,51,15.0,36.0,17.0,22.0,333,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,wcwidth,conda-forge/wcwidth,,,36640683.0,439088.0,425671.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13417.0,36428360.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,19533717.0,,,,,3.0,,,,,,,,,,,,,, +183,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-07-21 01:36:40.000,2023-07-15 01:58:14,661.0,58.0,36,4.0,39.0,4.0,63.0,39,2023-07-14 19:25:11.779,3.16.2,48.0,22.0,32,False,zipp,conda-forge/zipp,,,148137200.0,3973.0,,https://pypi.org/project/zipp,2023-07-14 19:25:11.779,3973.0,147277811.0,https://anaconda.org/conda-forge/zipp,2023-07-14 22:44:08.949,30078647.0,,,,,3.0,,,,,,,,,,,,,, +184,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-07-21 10:41:31.000,2023-07-21 10:40:58,3636.0,27.0,592,143.0,967.0,500.0,772.0,7959,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,vaex,conda-forge/vaex,,276.0,47256.0,580.0,554.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,26.0,45158.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,171915.0,,,,,3.0,,,,,,,,,,,,,, +185,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,1.0,345,147.0,193.0,68.0,102.0,6243,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,31,True,boltons,conda-forge/boltons,,25.0,3257634.0,5341.0,4924.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,417.0,3225450.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,2800065.0,,,,,2.0,,,,,,,,,,,,,, +186,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-07-06 22:02:40.000,2023-03-04 17:45:05,299.0,,557,131.0,187.0,171.0,338.0,5735,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,eel,,,,63356.0,5898.0,5823.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,63356.0,,,,,,,,2.0,,,,,,,,,python-eel/Eel,,,,, +187,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-07-20 16:27:44.885,2023-07-12 09:14:31,470.0,1.0,238,50.0,190.0,90.0,142.0,5047,2023-02-28 14:24:03.236,8.2.2,52.0,82.0,31,True,tenacity,conda-forge/tenacity,,,27487721.0,1334.0,,https://pypi.org/project/tenacity,2023-02-28 14:24:03.236,1334.0,27420580.0,https://anaconda.org/conda-forge/tenacity,2023-06-16 13:18:57.691,5035616.0,,,,,2.0,,,,,,,,,,,,,, +188,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-07-17 15:45:27.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,136.0,34.0,261.0,4602,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,dataset,conda-forge/dataset,,,68729.0,3757.0,3181.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,576.0,68506.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6470.0,,,,,3.0,,,,,,,,,,,,,, +189,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-08-01 15:36:11.000,2023-08-01 15:36:05,979.0,14.0,365,83.0,170.0,,587.0,4556,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,31,True,huey,conda-forge/huey,,,86533.0,1401.0,1226.0,https://pypi.org/project/huey,2023-02-09 14:36:35.380,175.0,86038.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,31741.0,,,,,2.0,,,,,,,,,,,,,, +190,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-08-03 06:04:16.000,2023-08-02 10:48:41,6781.0,579.0,597,87.0,1208.0,133.0,590.0,3568,2023-04-12 02:29:00.815,0.3.1,63.0,245.0,31,True,toga,,@pybee/toga,1660.0,1883.0,36.0,,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1688.0,,,,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,29.0,2.0,,,,,,,,,,,,,, +191,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,78.0,69.0,365.0,192.0,3455,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,True,keyboard,conda-forge/keyboard,,,213016.0,12344.0,11895.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,449.0,212208.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,21026.0,,,,,3.0,,,,,,,,,,,,,, +192,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-07-06 15:30:43.000,2023-04-22 06:02:17,441.0,,287,18.0,111.0,11.0,125.0,3206,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,gdown,conda-forge/gdown,,,1438798.0,19501.0,19146.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,355.0,1434463.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,203785.0,,,,,2.0,,,,,,,,,,,,,, +193,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-08-03 06:22:29.000,2023-07-21 15:32:25,5804.0,201.0,311,40.0,1512.0,23.0,184.0,2980,2023-07-21 19:04:56.000,0.42.1,99.0,73.0,31,True,zenml,,,1.0,6491.0,121.0,119.0,https://pypi.org/project/zenml,2023-07-21 16:27:33.000,2.0,6491.0,,,,,,,,2.0,,,,,,,,,,,,,, +194,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2562,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,schematics,conda-forge/schematics,,,133808.0,1922.0,1535.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,133283.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25747.0,,,,,3.0,,,,,,,,,,,,,, +195,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-07-18 21:26:39.000,2023-07-18 05:37:13,821.0,2.0,424,41.0,620.0,259.0,362.0,2232,2023-04-26 00:04:01.470,5.5.0,89.0,104.0,31,True,pynamodb,conda-forge/pynamodb,,,3125045.0,1625.0,1465.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,160.0,3117256.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,373917.0,,,,,3.0,,,,,,,,,,,,,, +196,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-07-20 15:36:05.326,2022-10-18 10:59:07,785.0,,176,44.0,217.0,104.0,271.0,1870,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,fs,conda-forge/fs,,,1791549.0,596.0,,https://pypi.org/project/fs,2022-05-02 09:25:52.000,596.0,1782428.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,647634.0,,,,,3.0,,,,,,,,,,,,,, +197,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,98.0,402.0,167.0,379.0,1649,2020-11-11 21:23:41.000,5.3.1,54.0,140.0,31,True,influxdb,conda-forge/influxdb,,,1832926.0,8592.0,7342.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1250.0,1829817.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,124377.0,,,,,3.0,,,,,,,,,,,,,, +198,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-08-03 10:57:21.000,2023-08-02 17:41:15,1342.0,50.0,235,41.0,568.0,143.0,769.0,1575,2023-07-13 20:01:49.000,1.2.1,103.0,43.0,31,False,sdv,conda-forge/sdv,,,54978.0,260.0,245.0,https://pypi.org/project/sdv,2023-08-02 17:41:10.000,15.0,54377.0,https://anaconda.org/conda-forge/sdv,2023-07-13 23:35:39.536,12034.0,,,,,2.0,,,,,,,,,,,,,, +199,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-07-28 14:39:42.000,2023-07-22 13:47:27,1048.0,7.0,84,17.0,562.0,87.0,434.0,1562,2022-12-08 21:01:02.889,2.3.0,144.0,31.0,31,True,omegaconf,conda-forge/omegaconf,,,3970871.0,16332.0,15999.0,https://pypi.org/project/omegaconf,2022-12-08 21:01:02.889,333.0,3946531.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1046656.0,,,,,3.0,,,,,,,,,,,,,, +200,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-08-03 08:02:34.000,2023-08-03 08:02:32,1241.0,97.0,128,20.0,759.0,60.0,334.0,1179,2023-07-10 18:55:30.054,8.1.0,55.0,58.0,31,True,copier,,,,74316.0,505.0,474.0,https://pypi.org/project/copier,2023-07-10 18:55:30.054,31.0,74316.0,,,,,,,,3.0,,,,,,,,,,,,,, +201,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-07-20 18:07:39.000,2023-06-09 21:25:17,1969.0,50.0,131,43.0,407.0,107.0,248.0,912,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,31,True,intake,conda-forge/intake,,,33222.0,1511.0,1392.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,25273.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,453134.0,,,,,2.0,,,,,,,,,,,,,, +202,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-06-16 16:13:42.471,2023-06-03 15:37:29,1177.0,1.0,362,74.0,21.0,32.0,602.0,862,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,cx-Oracle,conda-forge/cx_oracle,,,2580094.0,7822.0,7498.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2572038.0,https://anaconda.org/conda-forge/cx_oracle,2023-06-16 16:13:42.471,443120.0,,,,,3.0,,,,,,,,,,,,,, +203,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,253,18.0,212.0,27.0,301.0,854,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,fastcore,conda-forge/fastcore,,,665184.0,4316.0,4031.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,662596.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,51762.0,,,,,3.0,,,,,,,,,,,,,, +204,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,4.0,46,17.0,75.0,1.0,86.0,781,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,31,True,natsort,conda-forge/natsort,,,3322953.0,22804.0,21600.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1204.0,3282012.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1351059.0,,,,,2.0,,,,,,,,,,,,,, +205,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:09:09.912,2023-05-31 09:44:31,300.0,10.0,56,7.0,68.0,3.0,77.0,172,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,31,True,tzlocal,conda-forge/tzlocal,,,32519359.0,3749.0,,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3749.0,32492761.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2287446.0,,,,,3.0,,,,,,,,,,,,,, +206,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-08-02 15:22:57.000,2023-08-02 15:22:39,764.0,27.0,46,43.0,649.0,46.0,165.0,53,2023-07-20 16:28:58.858,0.0.1,74.0,65.0,31,False,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3788465.0,3016.0,3004.0,https://pypi.org/project/google-cloud-bigtable,2023-07-19 16:54:56.000,12.0,3785397.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-07-20 09:12:42.419,92067.0,,,,,3.0,,,,,,,,,,,,,, +207,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,MIT,2020-05-18 12:28:24.318,2023-07-10 19:38:27.374,2023-07-08 02:52:10,814.0,34.0,34,12.0,50.0,3.0,233.0,48,2023-07-07 18:29:11.428,6.0.0,63.0,35.0,31,False,importlib-resources,conda-forge/importlib_resources,,,58388122.0,1215.0,,https://pypi.org/project/importlib-resources,2023-07-07 18:29:11.428,1215.0,58024573.0,https://anaconda.org/conda-forge/importlib_resources,2023-07-10 19:38:27.374,14178413.0,,,,,2.0,,,,,,,,,,,,,, +208,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-07-24 15:26:37.000,2022-05-08 04:08:19,743.0,,945,274.0,293.0,152.0,459.0,17739,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,gooey,conda-forge/gooey,,474.0,6346.0,867.0,791.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,76.0,4961.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,70133.0,,,,,3.0,,,,,,,,,,,,,, +209,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6991,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,records,conda-forge/records,,,217934.0,1234.0,1057.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,217614.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24368.0,,,,,3.0,,,,,,,,,,,,,, +210,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-03 08:04:53.000,2023-02-17 21:58:39,2685.0,,847,172.0,740.0,21.0,959.0,5539,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,snorkel,conda-forge/snorkel,,1044.0,30872.0,351.0,339.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,29962.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,43996.0,,,,,2.0,,,,,,,,,,,,,, +211,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5058,,,26.0,28.0,30,False,pdfminer,conda-forge/pdfminer,,,195302.0,4981.0,4174.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,807.0,194917.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,32386.0,,,,,2.0,,,,,,,,,,,,,, +212,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512,91.0,181.0,12.0,420.0,4963,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,transitions,conda-forge/transitions,,,430877.0,3373.0,3110.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,263.0,421135.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,487131.0,,,,,1.0,,,,,,,,,,,,,, +213,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-08-02 09:44:19.000,2023-07-18 21:15:15,1092.0,7.0,242,65.0,84.0,24.0,266.0,3373,2022-04-23 14:56:04.000,1.14.0,23.0,42.0,30,True,asciimatics,conda-forge/asciimatics,,,68663.0,1000.0,885.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,115.0,66486.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,139384.0,,,,,3.0,,,,,,,,,,,,,, +214,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,19.0,585,176.0,460.0,94.0,476.0,2988,2023-07-24 16:07:44.000,1.82.0,94.0,82.0,30,False,arctic,conda-forge/arctic,,208.0,5516.0,257.0,224.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,4955.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,28533.0,,,,,3.0,,,,,,,,,,,,,, +215,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-07-27 15:30:09.000,2023-07-02 21:24:27,1012.0,1.0,361,48.0,372.0,85.0,308.0,2920,2022-12-12 07:24:03.639,6.3.0,55.0,102.0,30,True,smart-open,conda-forge/smart_open,,,14989567.0,599.0,,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,599.0,14965488.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,1974494.0,,,,,2.0,,,,,,,,,,,,,, +216,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-06-24 15:26:31.000,2023-06-24 15:26:30,816.0,6.0,658,143.0,446.0,143.0,396.0,2692,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,30,True,pandas-datareader,conda-forge/pandas-datareader,,,443360.0,838.0,,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,838.0,439339.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,305647.0,,,,,2.0,,,,,,,,,,,,,, +217,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2381,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,addict,conda-forge/addict,,20.0,2442312.0,6561.0,6190.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,371.0,2437486.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,410252.0,,,,,2.0,,,,,,,,,,,,,, +218,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-08-03 13:10:44.000,2023-08-02 20:41:56,723.0,69.0,99,34.0,962.0,17.0,352.0,2318,2023-08-02 00:26:57.000,1.2.7,272.0,22.0,30,True,whylogs,,,42.0,103621.0,161.0,156.0,https://pypi.org/project/whylogs,2023-08-02 22:21:03.000,5.0,103619.0,,,,,,,,2.0,,,,,,,,,,,,,, +219,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-08-02 13:31:20.000,2023-08-01 15:49:53,219.0,4.0,269,50.0,60.0,43.0,112.0,2065,2023-02-19 15:29:00.772,1.5.9,81.0,28.0,30,True,datasketch,,,19.0,1208433.0,913.0,852.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,61.0,1208433.0,,,,,,,,3.0,,,,,,,,,,,,,, +220,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-07-31 18:30:39.000,2023-06-20 15:54:36,2284.0,33.0,175,39.0,370.0,27.0,261.0,1842,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,pyscaffold,conda-forge/pyscaffold,,,274989.0,58.0,,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,58.0,269558.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,173808.0,,,,,3.0,,,,,,,,,,,,,, +221,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-07-10 20:47:28.000,2023-06-29 16:05:06,1028.0,4.0,313,70.0,397.0,106.0,365.0,1468,2023-06-23 21:51:00.000,0.23.0,14.0,83.0,30,True,mleap,conda-forge/mleap,,,199851.0,239.0,215.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,24.0,197998.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,72271.0,,,,,2.0,,,,,,,,,,,,,, +222,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,4.0,214,47.0,177.0,56.0,336.0,1446,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,30,True,pygsheets,,,,1463247.0,2056.0,1965.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,91.0,1463247.0,,,,,,,,3.0,,,,,,,,,,,,,, +223,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-06-16 13:25:19.012,2023-02-24 16:19:12,264.0,,101,34.0,67.0,3.0,64.0,1363,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,python-slugify,conda-forge/python-slugify,,,11902354.0,2844.0,,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2844.0,11882265.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1667391.0,,,,,3.0,,,,,,,,,,,,,, +224,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-08-02 10:43:42.000,2023-06-30 09:48:45,521.0,14.0,69,18.0,185.0,34.0,90.0,1158,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,30,True,questionary,conda-forge/questionary,,,963814.0,9799.0,9457.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,342.0,962404.0,https://anaconda.org/conda-forge/questionary,2023-06-16 19:23:58.654,45147.0,,,,,3.0,,,,,,,,,,,,,, +225,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-08-02 00:03:30.000,2023-07-31 15:40:02,779.0,50.0,42,13.0,219.0,13.0,83.0,1127,2023-07-16 09:30:00.746,0.32.0,61.0,6.0,30,True,python-benedict,conda-forge/python-benedict,,,600328.0,1483.0,1453.0,https://pypi.org/project/python-benedict,2023-07-16 09:30:00.746,30.0,596197.0,https://anaconda.org/conda-forge/python-benedict,2023-07-16 12:09:20.959,136346.0,,,,,2.0,,,,,,,,,,,,,, +226,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,323,52.0,210.0,32.0,265.0,1088,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,redis-py-cluster,,,3810.0,1812069.0,1886.0,1669.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,217.0,1812033.0,,,,,,,,3.0,,,,,,,,,,,,,, +227,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-07-08 02:53:55.000,2023-07-08 02:53:54,1205.0,45.0,141,39.0,83.0,4.0,130.0,1057,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,30,True,path,conda-forge/path,,,1501445.0,133.0,,https://pypi.org/project/path,2023-07-07 02:58:16.316,133.0,1490396.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,430933.0,,,,,3.0,,,,,,,,,,,,,, +228,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-07-31 18:34:44.000,2023-07-31 18:34:43,586.0,28.0,133,21.0,473.0,40.0,245.0,886,2023-04-23 16:17:01.440,0.12.1,42.0,42.0,30,True,aiocache,,,6.0,253313.0,1957.0,1838.0,https://pypi.org/project/aiocache,2017-07-23 17:43:22.000,119.0,253313.0,,,,,,,,2.0,,,,,,,,,,,,,, +229,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-25 20:17:17.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,831,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,30,True,anytree,conda-forge/anytree,,,720347.0,17065.0,16747.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,318.0,719570.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,31107.0,,,,,2.0,,,,,,,,,,,,,, +230,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-06-24 07:20:44.000,2020-10-21 17:48:31,219.0,,77,15.0,258.0,46.0,25.0,669,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,cached-property,conda-forge/cached-property,,,11795622.0,42365.0,40321.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2044.0,11722303.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5645637.0,,,,,2.0,,,,,,,,,,,,,, +231,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-08-01 10:10:15.000,2023-08-01 10:10:13,516.0,13.0,331,35.0,263.0,27.0,123.0,642,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,pysolr,conda-forge/pysolr,,,187603.0,4373.0,3093.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,187331.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21262.0,,,,,3.0,,,,,,,,,,,,,, +232,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,514,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,scandir,conda-forge/scandir,,,3585992.0,17025.0,14842.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2183.0,3570255.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1337716.0,,,,,3.0,,,,,,,,,,,,,, +233,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-07-25 11:19:25.000,2023-07-24 11:40:07,297.0,3.0,32,11.0,73.0,5.0,26.0,378,2023-07-18 11:35:10.596,2.4.7,40.0,14.0,30,True,srsly,conda-forge/srsly,,,4697767.0,30915.0,30625.0,https://pypi.org/project/srsly,2023-07-18 11:35:10.596,290.0,4664482.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1264844.0,,,,,3.0,,,,,,,,,,,,,, +234,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-08-01 15:22:10.000,2022-03-13 00:04:41,186.0,,51,8.0,44.0,19.0,21.0,129,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,isodate,conda-forge/isodate,,,68083213.0,46772.0,44571.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2201.0,68033192.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4451957.0,,,,,3.0,,,,,,,,,,,,,, +235,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,,4496,639.0,745.0,197.0,100.0,22811,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,algorithms,conda-forge/algorithms,,,7584.0,107.0,91.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7525.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1665.0,,,,,3.0,,,,,,,,,,,,,, +236,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6579,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,faust,,,,30614.0,1640.0,1610.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,30614.0,,,,,,,,3.0,,,,,,,,,,,,,, +237,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-03 06:13:21.000,2023-08-03 04:40:19,3028.0,23.0,216,28.0,279.0,97.0,753.0,3133,2023-08-03 06:13:21.000,0.22.6,113.0,76.0,29,True,ploomber,conda-forge/ploomber,,,6533.0,94.0,88.0,https://pypi.org/project/ploomber,2023-08-03 06:13:21.000,6.0,3816.0,https://anaconda.org/conda-forge/ploomber,2023-07-28 03:34:52.312,70649.0,,,,,3.0,,,,,,,,,,,,,, +238,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,1.0,141,74.0,52.0,9.0,71.0,3116,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,funcy,conda-forge/funcy,,,1371169.0,8840.0,8235.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,605.0,1366584.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,362242.0,,,,,3.0,,,,,,,,,,,,,, +239,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2737,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,sklearn-pandas,conda-forge/sklearn-pandas,,,234762.0,6231.0,6077.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,154.0,232918.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,60875.0,,,,,3.0,"['sklearn', 'pandas']",,,,,,,,,,,,, +240,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-07-23 20:03:15.000,2023-07-19 20:11:01,3836.0,21.0,308,33.0,313.0,135.0,534.0,2358,2023-05-15 21:07:09.000,2.7,208.0,92.0,29,True,pyinfra,,,,26404.0,93.0,82.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,26404.0,,,,,,,,3.0,,,,,,,,,,,,,, +241,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,19.0,101,31.0,82.0,14.0,127.0,2312,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,swifter,conda-forge/swifter,,,353181.0,1072.0,1031.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,346936.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,237331.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +242,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-08-02 15:46:22.000,2023-08-02 15:46:22,5620.0,53.0,507,109.0,925.0,590.0,940.0,2036,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,29,False,wx,conda-forge/wxpython,,3295.0,20047.0,75.0,,https://pypi.org/project/wx,2016-08-17 03:22:15.000,75.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,679901.0,,,,,3.0,,,,,,,,,,,,,, +243,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-07-31 16:46:53.000,2023-07-31 16:46:45,155.0,2.0,117,23.0,109.0,50.0,42.0,1857,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,29,True,gin-config,conda-forge/gin-config,,,449863.0,6632.0,6543.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,449370.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,19262.0,,,,,3.0,,,,,,,,,,,,,, +244,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,5.0,152,94.0,1931.0,163.0,1335.0,1729,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,datatable,conda-forge/datatable,,2132.0,77379.0,23.0,,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,76661.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22057.0,,,,,3.0,,,,,,,,,,,,,, +245,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-06-16 16:16:49.028,2023-04-04 06:37:59,1001.0,,59,23.0,98.0,113.0,66.0,1718,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,glom,conda-forge/glom,,,1199678.0,1230.0,1123.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1199160.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,24377.0,,,,,3.0,,,,,,,,,,,,,, +246,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1398,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,blessings,conda-forge/blessings,,,879285.0,10511.0,9008.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1503.0,875643.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,273207.0,,,,,3.0,,,,,,,,,,,,,, +247,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-08-02 16:10:54.000,2023-08-02 16:10:53,625.0,16.0,59,16.0,225.0,5.0,52.0,1321,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,29,True,bidict,conda-forge/bidict,,,1673805.0,15729.0,15243.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,486.0,1669969.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,318402.0,,,,,3.0,,,,,,,,,,,,,, +248,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,1.0,218,48.0,178.0,22.0,760.0,1188,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,py2neo,conda-forge/py2neo,,,197689.0,635.0,,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,635.0,196875.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,60272.0,,,,,3.0,,,,,,,,,,,,,, +249,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,670,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,parsedatetime,conda-forge/parsedatetime,,,8014860.0,9832.0,8599.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1233.0,8012885.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,163940.0,,,,,3.0,,,,,,,,,,,,,, +250,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-07-23 18:50:20.218,2023-07-23 14:40:17,372.0,37.0,114,15.0,92.0,65.0,127.0,652,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,configargparse,conda-forge/configargparse,,,3080538.0,13915.0,12452.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1463.0,3058623.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,657456.0,,,,,3.0,,,,,,,,,,,,,, +251,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,187,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,ordered-set,conda-forge/ordered-set,,,9681714.0,9393.0,9019.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,374.0,9677539.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,367409.0,,,,,3.0,,,,,,,,,,,,,, +252,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2586,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,gino,,,,27141.0,2278.0,2233.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,27141.0,,,,,,,,3.0,,,,,,,,,,,,,, +253,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-08-03 07:19:44.000,2023-08-03 07:19:44,535.0,12.0,122,50.0,59.0,11.0,121.0,2208,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,pyfunctional,,,,289863.0,664.0,645.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,289863.0,,,,,,,,3.0,,,,,,,,,,,,,, +254,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1884,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,retrying,conda-forge/retrying,,,9147930.0,2198.0,,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2198.0,9130745.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1426419.0,,,,,3.0,,,,,,,,,,,,,, +255,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1258,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,pandasql,conda-forge/pandasql,,,1500741.0,2319.0,2237.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1486174.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,378748.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +256,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,1.0,57,26.0,40.0,85.0,73.0,1252,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,strictyaml,conda-forge/strictyaml,,,579821.0,1945.0,1703.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,242.0,576605.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,205880.0,,,,,3.0,,,,,,,,,,,,,, +257,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-08-02 15:35:25.000,2023-07-31 09:40:37,766.0,17.0,55,16.0,424.0,170.0,165.0,1252,2023-07-01 10:01:24.000,0.9.1,30.0,25.0,28,True,prisma,,,,37102.0,370.0,365.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,5.0,37102.0,,,,,,,,3.0,,,,,,,,,,,,,, +258,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-08-02 21:51:06.000,2023-07-28 06:19:35,1709.0,35.0,74,14.0,410.0,106.0,232.0,1072,2023-07-21 14:09:40.000,0.119.0,240.0,41.0,28,True,piccolo,,,,19349.0,280.0,270.0,https://pypi.org/project/piccolo,2023-08-02 21:41:12.000,10.0,19349.0,,,,,,,,3.0,,,,,,,,,,,,,, +259,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,6.0,80,25.0,51.0,6.0,39.0,697,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,munch,conda-forge/munch,,,2829795.0,838.0,,https://pypi.org/project/munch,2023-07-01 09:51:02.251,838.0,1646688.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3549322.0,,,,,3.0,,,,,,,,,,,,,, +260,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,603,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,False,happybase,conda-forge/happybase,,,93682.0,995.0,767.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,228.0,91879.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,155097.0,,,,,3.0,,,,,,,,,,,,,, +261,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,568,,,8.0,12.0,28,False,dataclasses,conda-forge/dataclasses,,,10670755.0,57429.0,55146.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10502353.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10609376.0,,,,,3.0,,,,,,,,,,,,,, +262,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,65.0,59.0,507,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,beaker,conda-forge/beaker,,,287519.0,6062.0,4712.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1350.0,286599.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,70849.0,,,,,3.0,,,,,,,,,,,,,, +263,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-07-17 17:20:08.000,2023-06-16 06:52:40,694.0,5.0,43,11.0,78.0,13.0,92.0,482,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,python-rapidjson,conda-forge/python-rapidjson,,,1234828.0,4545.0,4281.0,https://pypi.org/project/python-rapidjson,2023-03-15 12:20:02.299,264.0,1218903.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1258153.0,,,,,3.0,,,,,,,,,,,,,, +264,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-06-16 13:25:05.988,2022-08-26 08:23:03,611.0,,134,13.0,92.0,22.0,172.0,471,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,pylibmc,conda-forge/pylibmc,,249.0,192058.0,7068.0,4687.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2381.0,189545.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,211959.0,,,,,3.0,,,,,,,,,,,,,, +265,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,296,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,configobj,conda-forge/configobj,,177.0,2634038.0,31048.0,27671.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3377.0,2622797.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,685665.0,,,,,3.0,,,,,,,,,,,,,, +266,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,25.0,30.0,240,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,28,True,send2trash,conda-forge/send2trash,,,10358055.0,2769.0,,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2769.0,10201844.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,10466195.0,,,,,3.0,,,,,,,,,,,,,, +267,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,futures,conda-forge/futures,,,9857042.0,46191.0,38210.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7981.0,9842140.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1251782.0,,,,,3.0,,,,,,,,,,,,,, +268,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,cloudant,conda-forge/cloudant,,,104935.0,2409.0,2119.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,103637.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,107793.0,,,,,3.0,,,,,,,,,,,,,, +269,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-07-06 18:56:38.000,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,3.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,pathlib2,conda-forge/pathlib2,,,6982417.0,61527.0,57224.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4303.0,6952770.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2520025.0,,,,,3.0,,,,,,,,,,,,,, +270,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-07-30 04:39:32.000,2023-07-25 17:58:43,1868.0,12.0,598,128.0,1281.0,215.0,1069.0,7375,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,27,True,hydra,conda-forge/hydra-core,,,25722.0,8.0,,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8545.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,721455.0,,,,,3.0,,,,,,,,,,,,,, +271,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,150.0,293.0,119.0,175.0,6088,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,powerline-shell,,,,3380.0,111.0,107.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3380.0,,,,,,,,3.0,,,,,,,,,,,,,, +272,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-07-17 14:05:15.000,2022-03-10 10:33:50,585.0,,509,85.0,246.0,101.0,129.0,3587,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,textract,conda-forge/textract,,,134693.0,125.0,,https://pypi.org/project/textract,2022-03-10 10:49:30.000,125.0,134436.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21392.0,,,,,3.0,,,,,,,,,,,,,, +273,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,191,30.0,52.0,75.0,124.0,3185,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,pandarallel,conda-forge/pandarallel,,,319347.0,34.0,,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,318424.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,24012.0,,,,,3.0,"['pandas', 'jupyter']",,,,,,,,,,,,, +274,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3143,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,False,flexx,conda-forge/flexx,,,1695.0,153.0,131.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,506.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,101130.0,,,,,3.0,,,,,,,,,,,,,, +275,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1876,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,mongo-connector,,,,2697.0,201.0,165.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2697.0,,,,,,,,3.0,,,,,,,,,,,,,, +276,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,127,30.0,74.0,35.0,69.0,1046,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,sqlitedict,conda-forge/sqlitedict,,,239129.0,3717.0,3500.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,217.0,237718.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,80479.0,,,,,3.0,,,,,,,,,,,,,, +277,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,950,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,bcolz,conda-forge/bcolz,,,16980.0,2434.0,1926.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,12674.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,335908.0,,,,,3.0,,,,,,,,,,,,,, +278,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,,80,14.0,130.0,35.0,96.0,863,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,mss,conda-forge/python-mss,,,622319.0,245.0,,https://pypi.org/project/mss,2022-10-27 07:12:01.693,245.0,621566.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,28624.0,,,,,3.0,,,,,,,,,,,,,, +279,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,119,19.0,62.0,25.0,104.0,823,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,pyahocorasick,conda-forge/pyahocorasick,,,550245.0,2128.0,2013.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,115.0,547345.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,197204.0,,,,,3.0,,,,,,,,,,,,,, +280,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-08-02 17:59:04.000,2023-07-21 18:55:09,6196.0,123.0,30,10.0,245.0,34.0,537.0,348,2023-07-21 20:35:45.000,1.5.0,184.0,21.0,27,True,static-frame,conda-forge/static-frame,,,10297.0,21.0,19.0,https://pypi.org/project/static-frame,2023-07-21 20:34:34.000,2.0,2925.0,https://anaconda.org/conda-forge/static-frame,2023-07-21 21:25:56.994,287535.0,,,,,3.0,,,,,,,,,static-frame/static-frame,,,,, +281,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,62,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,ptyprocess,conda-forge/ptyprocess,,,34786026.0,13019.0,,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13019.0,34625119.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14159888.0,,,,,3.0,,,,,,,,,,,,,, +282,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-24 09:35:37.258,2023-07-24 06:42:50,125.0,2.0,22,9.0,53.0,4.0,7.0,161,2023-07-24 07:37:20.000,2.0.9,26.0,12.0,27,True,catalogue,conda-forge/catalogue,,,4346326.0,26994.0,26923.0,https://pypi.org/project/catalogue,2023-07-24 07:33:49.000,71.0,4317089.0,https://anaconda.org/conda-forge/catalogue,2023-07-24 09:35:37.258,1081799.0,,,,,3.0,,,,,,,,,,,,,, +283,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-07-30 09:25:03.000,2023-07-15 18:37:54,284.0,5.0,235,29.0,131.0,90.0,113.0,2473,2023-01-07 01:51:08.612,1.41.0,83.0,26.0,26,True,img2dataset,,,1289.0,16879.0,65.0,64.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,16826.0,,,,,,,,3.0,,,,,,,,,,,,,, +284,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-07-22 16:11:25.000,2023-07-21 22:58:07,118.0,3.0,53,22.0,64.0,17.0,34.0,1051,2022-09-14 17:50:12.000,0.19,19.0,14.0,26,True,immutables,conda-forge/immutables,,,1343498.0,6084.0,5967.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,117.0,1328711.0,https://anaconda.org/conda-forge/immutables,2023-06-16 16:11:57.246,931599.0,,,,,3.0,,,,,,,,,,,,,, +285,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-07-19 07:38:20.262,2023-06-05 14:52:29,167.0,2.0,88,27.0,39.0,7.0,69.0,830,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,email-validator,conda-forge/email-validator,,,7478725.0,385.0,,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7476085.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,97685.0,,,,,3.0,,,,,,,,,,,,,, +286,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-07-31 04:33:50.000,2023-07-31 04:33:49,674.0,20.0,44,21.0,512.0,8.0,33.0,726,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,janus,conda-forge/janus,,,332447.0,110.0,,https://pypi.org/project/janus,2021-12-17 09:00:32.000,110.0,332158.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14456.0,,,,,3.0,,,,,,,,,,,,,, +287,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-07-23 22:58:37.000,2023-07-10 14:03:05,1386.0,40.0,48,17.0,135.0,3.0,13.0,690,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,ubelt,conda-forge/ubelt,,,15049.0,2906.0,2845.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,12478.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,59137.0,,,,,3.0,,,,,,,,,,,,,, +288,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-07-29 14:36:47.000,2023-07-29 14:36:43,9914.0,31.0,43,14.0,9.0,6.0,8.0,482,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,pandas-summary,,,,79878.0,57.0,,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,79878.0,,,,,,,,3.0,['pandas'],,,,,,,,polyaxon/traceml,,,,, +289,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,468,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,pyscreenshot,,,,485069.0,2668.0,2410.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,258.0,485069.0,,,,,,,,3.0,,,,,,,,,,,,,, +290,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,umongo,conda-forge/umongo,,,27038.0,14701.0,14685.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,26821.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5011.0,,,,,3.0,,,,,,,,,,,,,, +291,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,11.0,50.0,21.0,35.0,307,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,typing_inspect,conda-forge/typing_inspect,,,19868740.0,308.0,,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,308.0,19838777.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1558102.0,,,,,3.0,,,,,,,,,,,,,, +292,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,26,False,tabulator,conda-forge/tabulator-py,,,202415.0,73.0,,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,201691.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53586.0,,,,,3.0,,,,,,,,,,,,,, +293,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,271.0,1785.0,59,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,openpyxl,openpyxl,,,59010796.0,7820.0,,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,7790.0,59008843.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,180443.0,,,,,3.0,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1219.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +294,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,contextlib2,conda-forge/contextlib2,,,12403351.0,72555.0,69848.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2707.0,12390887.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1121837.0,,,,,3.0,,,,,,,,,,,,,, +295,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-06-16 16:11:49.001,2023-02-22 03:50:44,49.0,,104,35.0,99.0,19.0,138.0,2257,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,python-box,conda-forge/python-box,,38.0,1661293.0,329.0,,https://pypi.org/project/python-box,2023-02-22 03:53:02.466,329.0,1654398.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,441325.0,,,,,3.0,,,,,,,,,,,,,, +296,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,1.0,140,30.0,224.0,64.0,140.0,1644,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,25,True,arq,conda-forge/arq,,,56755.0,438.0,419.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,56462.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8220.0,,,,,3.0,,,,,,,,,,,,,, +297,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-07-13 17:24:45.000,2023-05-24 18:39:09,2701.0,1.0,132,51.0,297.0,46.0,190.0,1485,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,enaml,conda-forge/enaml,,681.0,4683.0,299.0,216.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,2453.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,153276.0,,,,,3.0,,,,,,,,,,,,,, +298,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,streamparse,,,,7439.0,86.0,59.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,7439.0,,,,,,,,3.0,,,,,,,,,,,,,, +299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,fabtools,,,,2141.0,488.0,299.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2141.0,,,,,,,,3.0,,,,,,,,,,,,,, +300,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,140,45.0,53.0,20.0,19.0,1153,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,singer-python,,,,762100.0,352.0,,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,762100.0,,,,,,,,3.0,,,,,,,,,,,,,, +301,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1120,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,parallel-ssh,,,373.0,147830.0,248.0,215.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,147827.0,,,,,,,,3.0,,,,,,,,,,,,,, +302,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1063,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,pluginbase,conda-forge/pluginbase,,,564212.0,2093.0,1924.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,559774.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,297368.0,,,,,3.0,,,,,,,,,,,,,, +303,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,641,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,ratelimit,conda-forge/ratelimit,,,4392077.0,2939.0,2725.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,214.0,4391708.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11468.0,,,,,3.0,,,,,,,,,,,,,, +304,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-07-28 10:45:04.000,2022-09-12 17:36:02,282.0,,49,10.0,27.0,14.0,71.0,593,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,pysimdjson,conda-forge/pysimdjson,,,328409.0,1145.0,1121.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,326238.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,73847.0,,,,,3.0,,,,,,,,,,,,,, +305,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-25 23:17:09.000,2023-07-24 10:51:09,925.0,43.0,22,18.0,170.0,8.0,14.0,328,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,25,True,aiomisc,,,,19427.0,365.0,329.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,19427.0,,,,,,,,3.0,,,,,,,,,,,,,, +306,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,pyhdb,,,96.0,543325.0,198.0,176.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,543324.0,,,,,,,,3.0,,,,,,,,,,,,,, +307,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-06-09 22:54:49.000,2023-05-28 07:57:36,3381.0,18.0,32,16.0,80.0,23.0,4.0,239,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,25,True,dbnd,,,,81949.0,58.0,35.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,81949.0,,,,,,,,3.0,,,,,,,,,,,,,, +308,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,,30,6.0,123.0,2.0,77.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,everett,conda-forge/everett,,,108472.0,860.0,815.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,107600.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,41886.0,,,,,3.0,,,,,,,,,,,,,, +309,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,18,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,clint,conda-forge/clint,,113.0,109993.0,5750.0,4421.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1329.0,109368.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,54426.0,,,,,3.0,,,,,,,,,,,,,, +310,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,entrypoints,conda-forge/entrypoints,,,15228785.0,7991.0,,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,7991.0,15052281.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,15532371.0,,,,,3.0,,,,,,,,,,,,,, +311,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3950,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,storm,,,,3154.0,135.0,60.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3154.0,,,,,,,,3.0,,,,,,,,,,,,,, +312,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-07-31 13:00:06.000,2023-07-15 06:01:34,603.0,4.0,367,47.0,106.0,184.0,102.0,2226,2011-12-30 16:40:09.000,11.12.30,16.0,43.0,24,True,camelot,,,,6190.0,10.0,,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,6190.0,,,,,,,,3.0,,,,,,,,,,,,,, +313,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,139,59.0,248.0,95.0,108.0,1558,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,bonobo,,,,7033.0,197.0,164.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,7033.0,,,,,,,,3.0,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +314,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,89,42.0,42.0,21.0,46.0,1450,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,pypeln,conda-forge/pypeln,,,36975.0,114.0,103.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,36598.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,13976.0,,,,,3.0,,,,,,,,,,,,,, +315,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-07-17 14:10:21.000,2023-05-19 04:32:00,6411.0,1.0,225,40.0,1034.0,7.0,209.0,1395,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,optimuspyspark,,,,12206.0,,,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,12206.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +316,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,pinject,conda-forge/pinject,,,65726.0,181.0,160.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,65552.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4005.0,,,,,3.0,,,,,,,,,,,,,, +317,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-07-24 10:57:59.000,2023-07-17 12:09:12,319.0,5.0,74,44.0,226.0,42.0,40.0,1298,2023-06-20 08:17:02.907,0.18.0,32.0,28.0,24,True,tasktiger,,,,4670.0,36.0,26.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,4670.0,,,,,,,,3.0,,,,,,,,,,,,,, +318,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,468,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,hickle,conda-forge/hickle,,,36108.0,645.0,556.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,89.0,35692.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,22890.0,,,,,3.0,,,,,,,,,,,,,, +319,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,459,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,cachier,,,,24617.0,428.0,401.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,24617.0,,,,,,,,3.0,,,,,,,,,python-cachier/cachier,,,,, +320,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,387,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,messytables,,,,20625.0,411.0,287.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,20625.0,,,,,,,,3.0,,,,,,,,,,,,,, +321,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-08-02 09:00:00.000,2023-08-01 11:16:05,5379.0,61.0,42,14.0,606.0,33.0,79.0,190,2023-08-01 10:51:02.000,0.8.7,20.0,34.0,24,True,batchflow,,,,1313.0,5.0,5.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,1313.0,,,,,,,,3.0,,,,,,,,,,,,,, +322,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-06-15 13:15:37.000,2023-06-15 13:15:37,294.0,6.0,40,8.0,38.0,8.0,37.0,146,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,filedepot,,,,24123.0,892.0,845.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,24123.0,,,,,,,,3.0,,,,,,,,,,,,,, +323,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,6.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,99325.0,2700.0,2507.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,193.0,98953.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26059.0,,,,,3.0,,,,,,,,,,,,,, +324,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3231,,,4.0,19.0,23,False,macropy3,,,,183.0,589.0,559.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,183.0,,,,,,,,3.0,,,,,,,,,,,,,, +325,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-08-02 03:20:11.000,2023-07-31 19:45:56,123.0,25.0,38,17.0,79.0,6.0,4.0,1089,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,23,True,asyncer,conda-forge/asyncer,,,62645.0,716.0,699.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,62412.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,4429.0,,,,,3.0,,,,,,,,2.0,,,,,, +326,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,23,False,pymodm,conda-forge/pymodm,,,89862.0,692.0,609.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,89747.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4860.0,,,,,3.0,,,,,,,,,,,,,, +327,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-06-16 13:19:04.224,2021-09-23 16:12:06,380.0,,57,19.0,13.0,16.0,24.0,260,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,deepdish,conda-forge/deepdish,,,14453.0,849.0,765.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,84.0,13367.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,87990.0,,,,,3.0,,,,,,,,,,,,,, +328,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-07-31 20:32:50.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,14.0,14.0,126,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,docopt-ng,,,,46278.0,196.0,164.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,46278.0,,,,,,,,3.0,,,,,,,,,,,,,, +329,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-07-21 12:47:24.000,2023-07-19 13:09:02,1604.0,355.0,4,3.0,684.0,15.0,25.0,41,2023-07-16 10:24:00.631,4.6.3,62.0,6.0,23,False,click-extra,,,244.0,3480.0,64.0,58.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,6.0,3469.0,,,,,,,,3.0,,,,,,,,,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3495,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,pampy,,,,25797.0,401.0,368.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,25797.0,,,,,,,,3.0,,,,,,,,,,,,,, +331,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2699,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,dpark,,,,117.0,6.0,5.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,117.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +332,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,37.0,214.0,46.0,56.0,2433,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,19905.0,737.0,,,,,,,,,,,,,,2.0,,,,,,,,,,,,,, +333,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1762,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,bashplotlib,,,,6076.0,198.0,167.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,6076.0,,,,,,,,3.0,,,,,,,,,,,,,, +334,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1547,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,commonregex,,,,138237.0,186.0,163.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,138237.0,,,,,,,,3.0,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,842,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,unsync,conda-forge/unsync,,,21428.0,217.0,198.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,21140.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,10956.0,,,,,3.0,,,,,,,,,,,,,, +336,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,800,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,pickledb,,,,19713.0,1293.0,1198.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,95.0,19713.0,,,,,,,,3.0,,,,,,,,,,,,,, +337,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,535,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,pypyr,conda-forge/pypyr,,,2166.0,108.0,99.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,1589.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,10976.0,,,,,3.0,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,unipath,,,,56498.0,11057.0,9011.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,56498.0,,,,,,,,3.0,,,,,,,,,,,,,, +339,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,awesome-slugify,conda-forge/awesome-slugify,,,50388.0,4493.0,3309.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,49615.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68081.0,,,,,3.0,,,,,,,,,,,,,, +340,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,259,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,pysparkling,conda-forge/pysparkling,,,7939.0,182.0,174.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,7788.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4380.0,,,,,3.0,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,122,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,coolname,conda-forge/coolname,,,338566.0,1776.0,1725.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,51.0,336450.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,67730.0,,,,,3.0,,,,,,,,,,,,,, +342,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10577,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,21,False,grumpy-tools,,,,60.0,1.0,,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,60.0,,,,,,,,3.0,,,,,,,,,,,,,, +343,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-08-01 16:13:18.307,2023-07-30 14:50:45,80.0,3.0,124,34.0,10.0,7.0,153.0,3083,2023-07-30 14:52:27.000,2.1.16,61.0,1.0,21,False,ptext-joris-schellekens,conda-forge/borb,,,1660.0,178.0,178.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,6.0,https://anaconda.org/conda-forge/borb,2023-08-01 16:13:18.307,39697.0,,,,,3.0,,,,,,,,,,,,,, +344,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,db.py,,,,1058.0,28.0,,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,1058.0,,,,,,,,3.0,,,,,,,,,,,,,, +345,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,874,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,mrq,,,,154.0,42.0,30.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,154.0,,,,,,,,3.0,,,,,,,,,,,,,, +346,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,2.0,135,62.0,76.0,167.0,149.0,847,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,rows,,,38.0,916.0,189.0,160.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,916.0,,,,,,,,3.0,,,,,,,,,,,,,, +347,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-07-27 20:21:19.000,2023-01-03 19:16:25,478.0,,76,21.0,213.0,72.0,80.0,822,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,odmantic,,,,13147.0,6.0,,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,13147.0,,,,,,,,3.0,,,,,,,,,,,,,, +348,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,709,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,pdpipe,conda-forge/pdpipe,,,2021.0,61.0,55.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1247.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,25573.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +349,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-07-22 17:53:02.000,2023-05-02 12:53:18,107.0,,30,11.0,50.0,15.0,12.0,694,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,21,True,dirty-equals,conda-forge/dirty-equals,,,44637.0,188.0,177.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,42571.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,35126.0,,,,,3.0,,,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,281,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,datatest,,,,13853.0,146.0,140.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13853.0,,,,,,,,3.0,,,,,,,,,,,,,, +351,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,valideer,conda-forge/valideer,,,14162.0,85.0,68.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,13925.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20898.0,,,,,3.0,,,,,,,,,,,,,, +352,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,7.0,48.0,10.0,10.0,246,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,rtoml,,,,63516.0,298.0,260.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,63516.0,,,,,,,,3.0,,,,,,,,,,,,,, +353,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,178,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,typical,conda-forge/typical,,,5696.0,74.0,70.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,4548.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,31009.0,,,,,3.0,,,,,,,,,,,,,, +354,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,stopit,conda-forge/stopit,,,185739.0,1976.0,1851.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,175735.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,670268.0,,,,,3.0,,,,,,,,,,,,,, +355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,137,69.0,4.0,1.0,40.0,2029,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,pypattyrn,,,,2184.0,51.0,42.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2184.0,,,,,,,,3.0,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,203,40.0,56.0,81.0,39.0,1327,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,excalibur-py,,,10766.0,1422.0,,,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1237.0,,,,,,,,3.0,,,,,,,,,,,,,, +357,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,46,15.0,33.0,25.0,9.0,273,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,price-parser,,,,57030.0,387.0,375.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,57030.0,,,,,,,,3.0,,,,,,,,,,,,,, +358,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,fletcher,conda-forge/fletcher,,17.0,1273.0,5.0,4.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,283.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,60408.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1973,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,,,,,,37.0,37.0,,,,,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +360,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-08-03 13:04:39.000,2023-08-02 17:17:31,2689.0,52.0,112,28.0,195.0,54.0,303.0,1123,,,,42.0,19,True,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +361,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1092,2022-05-12 11:29:27.000,1.0,6.0,31.0,19,True,colout,,,,1150.0,5.0,5.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1150.0,,,,,,,,3.0,,,,,,,,,,,,,, +362,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,950,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,19,True,d6tflow,,,,221.0,25.0,25.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,221.0,,,,,,,,3.0,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,queries,,,,3477.0,152.0,125.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3477.0,,,,,,,,3.0,,,,,,,,,,,,,, +364,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-08-03 12:35:42.000,2023-08-03 12:35:41,595.0,90.0,20,4.0,237.0,3.0,,238,2023-08-02 15:19:50.000,1.1.178,449.0,9.0,19,True,upgini,,,,2405.0,1.0,1.0,https://pypi.org/project/upgini,2023-08-02 15:19:50.000,,2405.0,,,,,,,,3.0,,,,,,,,,,,,,, +365,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,6.0,9.0,14.0,5.0,196,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,gsheetsdb,,,,51487.0,803.0,799.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,51487.0,,,,,,,,3.0,,,,,,,,,,,,,, +366,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,6.0,22.0,147,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,aioprometheus,,,,56664.0,151.0,140.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,11.0,56664.0,,,,,,,,3.0,,,,,,,,,,,,,, +367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-07-11 17:34:29.000,2023-05-01 19:51:54,163.0,,105,57.0,68.0,24.0,16.0,2014,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,mara-pipelines,,,,117.0,1.0,,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,117.0,,,,,,,,3.0,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,riko,,,,265.0,1.0,,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,265.0,,,,,,,,3.0,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,bounter,,,,542.0,39.0,31.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,542.0,,,,,,,,3.0,,,,,,,,,,,,,, +370,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,622,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,pugsql,,,,5138.0,59.0,56.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5138.0,,,,,,,,3.0,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1342,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,wssh,,,,61.0,15.0,10.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,61.0,,,,,,,,3.0,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,942,,,,1000.0,17,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +373,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,17,False,validr,,,,6399.0,6.0,,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,6399.0,,,,,,,,3.0,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,flupy,,,,169258.0,,,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,169258.0,,,,,,,,3.0,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,769,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,csvs-to-sqlite,,,,1386.0,5.0,,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1386.0,,,,,,,,3.0,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,lazydata,,,,28.0,11.0,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,28.0,,,,,,,,3.0,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,kubeflow-kale,,,,436.0,,,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,436.0,,,,,,,,3.0,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,"ML pipeline orchestration and model deployments on Kubernetes, made really easy.",,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,18,11.0,119.0,20.0,57.0,425,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,bodywork,,,,569.0,12.0,12.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,569.0,,,,,,,,3.0,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-08-02 02:27:06.000,2023-07-21 13:59:53,115.0,4.0,6,13.0,133.0,5.0,3.0,267,2023-07-24 11:09:58.000,0.19.2,97.0,14.0,16,True,squirrel-core,squirrel-core,,,813.0,3.0,2.0,https://pypi.org/project/squirrel-core,2023-07-24 11:09:58.000,,813.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,,,,,3.0,,,,,,,,,,,1.0,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,botflow,,,,55.0,2.0,2.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,55.0,,,,,,,,3.0,,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,millify,,,,38382.0,493.0,484.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,38382.0,,,,,,,,3.0,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,supersqlite,,,,135.0,13.0,10.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,135.0,,,,,,,,3.0,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,cleverdict,,,,780.0,32.0,27.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,780.0,,,,,,,,3.0,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,pandapy,,,,69.0,3.0,3.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,69.0,,,,,,,,3.0,['pandas'],,,,,,,,,,,,, +385,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,datajob,,,,101.0,,,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,101.0,,,,,,,,3.0,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,rasgoql,,,,85.0,,,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,85.0,,,,,,,,3.0,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,765,,,,3.0,7,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 6cf7f13..859176c 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- numpy (πŸ₯‡52 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 -- cookiecutter (πŸ₯‡41 Β· ⭐ 20K Β· πŸ“ˆ) - A cross-platform command-line utility that creates projects.. BSD-3 -- marshmallow (πŸ₯ˆ40 Β· ⭐ 6.6K Β· πŸ“ˆ) - A lightweight library for converting complex objects to and from.. MIT -- more-itertools (πŸ₯‡40 Β· ⭐ 3.1K Β· πŸ“ˆ) - More routines for operating on iterables, beyond itertools. MIT -- cerberus (πŸ₯ˆ35 Β· ⭐ 3K Β· πŸ“ˆ) - Lightweight, extensible data validation library for Python. ISC +- cryptography (πŸ₯‡47 Β· ⭐ 5.7K Β· πŸ“ˆ) - cryptography is a package designed to expose.. Apache-2 +- rich (πŸ₯‡44 Β· ⭐ 44K Β· πŸ“ˆ) - Rich is a Python library for rich text and beautiful formatting in the.. MIT +- marshmallow (πŸ₯ˆ41 Β· ⭐ 6.6K Β· πŸ“ˆ) - A lightweight library for converting complex objects to and from.. MIT +- libcloud (πŸ₯ˆ35 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- asyncer (πŸ₯‰23 Β· ⭐ 1.1K Β· πŸ“ˆ) - Asyncer, async and await, focused on developer experience. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- docker (πŸ₯ˆ41 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 -- attrs (πŸ₯‡40 Β· ⭐ 4.8K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- Dagster (πŸ₯ˆ39 Β· ⭐ 8K Β· πŸ“‰) - An orchestration platform for the development, production, and.. Apache-2 -- alembic (πŸ₯ˆ39 Β· ⭐ 2K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT -- dirty-equals (πŸ₯‰20 Β· ⭐ 690 Β· πŸ“‰) - Doing dirty (but extremely useful) things with equals. MIT +- rq (πŸ₯‡39 Β· ⭐ 9K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +- netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K Β· πŸ“‰) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +- python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.3K Β· πŸ“‰) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +- xlwings (πŸ₯‡36 Β· ⭐ 2.6K Β· πŸ“‰) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +- aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K Β· πŸ“‰) - File support for asyncio. Apache-2 From 49efaf837ab372c2bcf4e7457eb13d736b23d3a4 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 10 Aug 2023 13:36:51 +0000 Subject: [PATCH 23/70] Update best-of list for version 2023.08.10 --- README.md | 1318 ++++++++++++++++--------------- history/2023-08-10_changes.md | 20 + history/2023-08-10_projects.csv | 390 +++++++++ latest-changes.md | 20 +- 4 files changed, 1086 insertions(+), 662 deletions(-) create mode 100644 history/2023-08-10_changes.md create mode 100644 history/2023-08-10_projects.csv diff --git a/README.md b/README.md index da949b4..76ae1ef 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 460K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 470K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 140M / month Β· πŸ“¦ 16K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 140M / month Β· πŸ“¦ 16K Β· ⏱️ 08.08.2023): ``` pip install protobuf ``` @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡42 Β· ⭐ 21K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 240K Β· πŸ“¦ 65K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 250K Β· πŸ“¦ 66K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/google/flatbuffers @@ -119,23 +119,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.1M / month Β· πŸ“¦ 260 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.1M / month Β· πŸ“¦ 270 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ41 Β· ⭐ 6.6K Β· πŸ“ˆ) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ41 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 90K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 91K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 06.08.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 24M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 25M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 1.9M Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2M Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge marshmallow ``` @@ -147,7 +147,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 28M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 31M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.07.2023): ``` pip install dill ``` @@ -158,16 +158,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
orjson (πŸ₯ˆ36 Β· ⭐ 4.8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 170 Β· πŸ“¦ 51K Β· πŸ“‹ 330 - 0% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 52K Β· πŸ“‹ 330 - 0% open Β· ⏱️ 07.08.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 11M / month Β· πŸ“¦ 980 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 12M / month Β· πŸ“¦ 1K Β· ⏱️ 07.08.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 850K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 860K Β· ⏱️ 06.08.2023): ``` conda install -c conda-forge orjson ``` @@ -183,7 +183,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge simplejson ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.3M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.5M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` @@ -206,12 +206,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“₯ 26 Β· πŸ“¦ 85K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 03.07.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 26 Β· πŸ“¦ 85K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 29M / month Β· πŸ“¦ 2.8K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 30M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` @@ -222,7 +222,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 230 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 3% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 230 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 3% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/msgpack/msgpack-python @@ -236,14 +236,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge msgpack-python ```
-
jsonpickle (πŸ₯‰34 Β· ⭐ 1.1K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯‰34 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 - [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 26.05.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 7.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): ``` pip install jsonpickle ``` @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.7M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): ``` pip install srsly ``` @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰28 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 43 Β· πŸ“¦ 4.3K Β· πŸ“‹ 100 - 12% open Β· ⏱️ 16.06.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 43 Β· πŸ“¦ 4.3K Β· πŸ“‹ 100 - 12% open Β· ⏱️ 05.08.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.2M / month Β· πŸ“¦ 260 Β· ⏱️ 15.03.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.2M / month Β· πŸ“¦ 270 Β· ⏱️ 15.03.2023): ``` pip install python-rapidjson ``` @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 330K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 340K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 36K / month Β· πŸ“¦ 89 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 36K / month Β· πŸ“¦ 90 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 64K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 84K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -340,36 +340,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M _General-purpose data containers as well as utilities & extensions for pandas._ -
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +
numpy (πŸ₯‡53 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 210K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 790K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 10.08.2023): ``` - git clone https://github.com/pandas-dev/pandas + git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 70K Β· ⏱️ 28.06.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 170M / month Β· πŸ“¦ 130K Β· ⏱️ 31.07.2023): ``` - pip install pandas + pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 42M Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 62M Β· ⏱️ 03.08.2023): ``` - conda install -c conda-forge pandas + conda install -c conda-forge numpy ```
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numpy (πŸ₯‡52 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 +
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.1K Β· πŸ“₯ 780K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 210K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 10.08.2023): ``` - git clone https://github.com/numpy/numpy + git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 170M / month Β· πŸ“¦ 130K Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 71K Β· ⏱️ 28.06.2023): ``` - pip install numpy + pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 61M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 43M Β· ⏱️ 07.07.2023): ``` - conda install -c conda-forge numpy + conda install -c conda-forge pandas ```
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 @@ -379,7 +379,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 14M / month Β· πŸ“¦ 15K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 20.06.2023): ``` pip install h5py ``` @@ -390,40 +390,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯ˆ38 Β· ⭐ 19K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“¦ 2.9K Β· πŸ“‹ 4.6K - 21% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.6K - 21% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 890K / month Β· πŸ“¦ 210 Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 1.1M / month Β· πŸ“¦ 220 Β· ⏱️ 07.08.2023): ``` pip install polars ```
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xarray (πŸ₯ˆ38 Β· ⭐ 3K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯ˆ38 Β· ⭐ 3.1K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.9K Β· ⏱️ 17.07.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.6M Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.7M Β· ⏱️ 17.07.2023): ``` conda install -c conda-forge xarray ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.9K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 22% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 21% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 900K / month Β· πŸ“¦ 32 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 890K / month Β· πŸ“¦ 32 Β· ⏱️ 07.07.2023): ``` pip install modin ``` @@ -439,15 +439,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 730K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 740K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.2M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.3M Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge pytables ```
+
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT + +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“₯ 350 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 06.08.2023): + + ``` + git clone https://github.com/pydata/numexpr + ``` +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.08.2023): + ``` + pip install numexpr + ``` +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.9M Β· ⏱️ 21.07.2023): + ``` + conda install -c conda-forge numexpr + ``` +
TinyDB (πŸ₯ˆ33 Β· ⭐ 6K) - TinyDB is a lightweight document oriented database optimized for your.. MIT - [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 24.07.2023): @@ -455,23 +471,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 450K / month Β· πŸ“¦ 870 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 870 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 320K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 330K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tinydb ```
docarray (πŸ₯ˆ33 Β· ⭐ 2.4K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 180 Β· πŸ“¦ 670 Β· πŸ“‹ 600 - 9% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 700 Β· πŸ“‹ 600 - 9% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 160K / month Β· πŸ“¦ 13 Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 140K / month Β· πŸ“¦ 13 Β· ⏱️ 07.08.2023): ``` pip install docarray ``` @@ -480,30 +496,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docarray ```
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numexpr (πŸ₯ˆ33 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT - -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 200 Β· πŸ“₯ 340 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 22.07.2023): - - ``` - git clone https://github.com/pydata/numexpr - ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 26.10.2022): - ``` - pip install numexpr - ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.8M Β· ⏱️ 21.07.2023): - ``` - conda install -c conda-forge numexpr - ``` -
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 270K / month Β· πŸ“¦ 380 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 280K / month Β· πŸ“¦ 380 Β· ⏱️ 20.07.2023): ``` pip install zarr ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 590K / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 580K / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -535,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.7M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -546,28 +546,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯‰32 Β· ⭐ 2.5K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 960 Β· πŸ“‹ 620 - 34% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 980 Β· πŸ“‹ 630 - 35% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 940K / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 960K / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 26K Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 27K Β· ⏱️ 17.07.2023): ``` conda install -c conda-forge pandera-core ```
Vaex (πŸ₯‰31 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 550 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 560 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 45K / month Β· πŸ“¦ 26 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 48K / month Β· πŸ“¦ 28 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -583,7 +583,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.2M / month Β· πŸ“¦ 61 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.2M / month Β· πŸ“¦ 62 Β· ⏱️ 19.02.2023): ``` pip install datasketch ``` @@ -599,7 +599,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 240K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 250K Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge swifter ``` @@ -611,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 77K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 79K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 320K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 340K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.9K / month Β· πŸ“¦ 2 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.8K / month Β· πŸ“¦ 2 Β· ⏱️ 21.07.2023): ``` pip install static-frame ``` @@ -654,12 +654,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (πŸ₯‰26 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 29.07.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 06.08.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 80K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -683,11 +683,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 280 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 290 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 60K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 61K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fletcher ``` @@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 540 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 530 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -721,7 +721,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 120K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 06.11.2022): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 120K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 06.11.2022): ``` git clone https://github.com/grantjenks/python-sortedcontainers @@ -742,23 +742,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 34M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 32M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 19M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pyrsistent ```
multidict (πŸ₯ˆ32 Β· ⭐ 350) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.4K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.4K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 71M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` @@ -767,36 +767,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge multidict ```
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python-benedict (πŸ₯ˆ30 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
anytree (πŸ₯ˆ31 Β· ⭐ 830 Β· πŸ’€) - Python tree data library. Apache-2 -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 180 - 30% open Β· ⏱️ 20.09.2022): ``` - git clone https://github.com/fabiocaccamo/python-benedict + git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 600K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 780K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` - pip install python-benedict + pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 16.07.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-benedict + conda install -c conda-forge anytree ```
-
anytree (πŸ₯ˆ30 Β· ⭐ 830 Β· πŸ’€) - Python tree data library. Apache-2 +
python-benedict (πŸ₯ˆ30 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 180 - 30% open Β· ⏱️ 20.09.2022): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 04.08.2023): ``` - git clone https://github.com/c0fec0de/anytree + git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 720K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 590K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): ``` - pip install anytree + pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 16.07.2023): ``` - conda install -c conda-forge anytree + conda install -c conda-forge python-benedict ```
glom (πŸ₯‰29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 @@ -806,11 +806,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.2M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge glom ``` @@ -833,12 +833,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (πŸ₯‰29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.1K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.7M / month Β· πŸ“¦ 370 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.5M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` @@ -854,11 +854,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): ``` pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.5M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.6M Β· ⏱️ 02.07.2023): ``` conda install -c conda-forge munch ``` @@ -874,7 +874,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -897,16 +897,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 730) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 330K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 340K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge janus ``` @@ -918,7 +918,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.7M / month Β· πŸ“¦ 330 Β· ⏱️ 22.02.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.7M / month Β· πŸ“¦ 340 Β· ⏱️ 22.02.2023): ``` pip install python-box ``` @@ -940,44 +940,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 15K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.4K Β· πŸ“¦ 230K Β· πŸ“‹ 2.9K - 11% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.4K Β· πŸ“¦ 230K Β· πŸ“‹ 2.9K - 11% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 85M / month Β· πŸ“¦ 7.5K Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 87M / month Β· πŸ“¦ 7.7K Β· ⏱️ 25.07.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.6M Β· ⏱️ 27.07.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.7M Β· ⏱️ 27.07.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 33 Β· πŸ“¦ 420K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 53 Β· πŸ“¦ 430K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 19K Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 22M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 22M Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge jsonschema ```
-
cerberus (πŸ₯ˆ35 Β· ⭐ 3K) - Lightweight, extensible data validation library for Python. ISC +
cerberus (πŸ₯ˆ37 Β· ⭐ 3K Β· πŸ“ˆ) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 380 - 14% open Β· ⏱️ 30.07.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 340 - 2% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.1K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -986,41 +986,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cerberus ```
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voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
validators (πŸ₯ˆ33 Β· ⭐ 810) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 17% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 140 Β· πŸ“¦ 79K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 07.08.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): ``` - pip install voluptuous + pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 460K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge validators ```
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validators (πŸ₯ˆ32 Β· ⭐ 800) - Python Data Validation for Humans. MIT +
voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 140 Β· πŸ“¦ 78K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 17% open Β· ⏱️ 04.07.2023): ``` - git clone https://github.com/kvesteri/validators + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): ``` - pip install validators + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 460K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge validators + conda install -c conda-forge voluptuous ```
param (πŸ₯ˆ32 Β· ⭐ 340) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.6K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.7K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/holoviz/param @@ -1041,7 +1041,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 580K / month Β· πŸ“¦ 240 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 580K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1050,14 +1050,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰21 Β· ⭐ 690) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰21 Β· ⭐ 700) - Doing dirty (but extremely useful) things with equals. MIT - [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 30 Β· πŸ“¦ 180 Β· πŸ“‹ 27 - 55% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 43K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 38K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` @@ -1073,7 +1073,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 14K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 13K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1089,7 +1089,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 4.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 4.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1114,14 +1114,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 38K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡30 Β· ⭐ 5K Β· πŸ’€) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡31 Β· ⭐ 5K Β· πŸ’€) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3.1K Β· πŸ“‹ 430 - 2% open Β· ⏱️ 06.01.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3.1K Β· πŸ“‹ 430 - 3% open Β· ⏱️ 06.01.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 420K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 450K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1130,14 +1130,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge transitions ```
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algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT +
algorithms (πŸ₯‰30 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 91 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 93 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 10K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1174,71 +1174,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 61K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 62K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 14M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 15M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arrow ```
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dateparser (πŸ₯ˆ35 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 +
pendulum (πŸ₯ˆ35 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 21K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 340 Β· πŸ“₯ 160 Β· πŸ“¦ 22K Β· πŸ“‹ 520 - 46% open Β· ⏱️ 09.08.2023): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.03.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): ``` - pip install dateparser + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge pendulum ```
-
pendulum (πŸ₯ˆ34 Β· ⭐ 5.5K) - Python datetimes made easy. MIT +
dateparser (πŸ₯ˆ35 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 340 Β· πŸ“₯ 160 Β· πŸ“¦ 21K Β· πŸ“‹ 520 - 46% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 21K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 16.05.2023): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.03.2023): ``` - pip install pendulum + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge dateparser ```
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holidays (πŸ₯‰33 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯‰34 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 390 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 22% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 21% open Β· ⏱️ 07.08.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.5M / month Β· πŸ“¦ 430 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.6M / month Β· πŸ“¦ 430 Β· ⏱️ 07.08.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.4M Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.4M Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge holidays ```
pytz (πŸ₯‰33 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 72 Β· πŸ“¦ 1.6M Β· πŸ“‹ 76 - 42% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 74 Β· πŸ“¦ 1.6M Β· πŸ“‹ 76 - 42% open Β· ⏱️ 03.04.2023): ``` git clone https://github.com/stub42/pytz @@ -1259,7 +1259,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 32M / month Β· πŸ“¦ 3.7K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 35M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): ``` pip install tzlocal ``` @@ -1279,9 +1279,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡38 Β· ⭐ 620) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 630) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 56K Β· πŸ“‹ 570 - 35% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 57K Β· πŸ“‹ 570 - 35% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1297,7 +1297,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯ˆ36 Β· ⭐ 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 100K Β· πŸ“‹ 620 - 26% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 100K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1311,30 +1311,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K Β· πŸ“‰) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ35 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 100K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 100K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 7.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
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filelock (πŸ₯ˆ34 Β· ⭐ 560) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ34 Β· ⭐ 570) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 87 Β· πŸ“¦ 290K Β· πŸ“‹ 95 - 12% open Β· ⏱️ 29.07.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 87 Β· πŸ“¦ 290K Β· πŸ“‹ 95 - 12% open Β· ⏱️ 07.08.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 76M / month Β· πŸ“¦ 2.6K Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 82M / month Β· πŸ“¦ 2.6K Β· ⏱️ 12.06.2023): ``` pip install filelock ``` @@ -1350,7 +1350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` @@ -1377,12 +1377,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
path (πŸ₯‰30 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 06.08.2023): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.5M / month Β· πŸ“¦ 130 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 130 Β· ⏱️ 07.07.2023): ``` pip install path ``` @@ -1394,7 +1394,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - zipp (πŸ₯‰32 Β· ⭐ 39) - Backport of pathlib-compatible object wrapper for zip files. MIT -- scandir (πŸ₯‰30 Β· ⭐ 510 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 +- scandir (πŸ₯‰30 Β· ⭐ 520 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1426,7 +1426,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.5M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.7M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1442,7 +1442,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.8M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.9M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1464,30 +1464,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡47 Β· ⭐ 5.7K Β· πŸ“ˆ) - cryptography is a package designed to expose.. Apache-2 +
cryptography (πŸ₯‡47 Β· ⭐ 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 510K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 520K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 180M / month Β· πŸ“¦ 21K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 190M / month Β· πŸ“¦ 21K Β· ⏱️ 01.08.2023): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 41M Β· ⏱️ 11.07.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 41M Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 36 Β· πŸ“¦ 74K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 47 Β· πŸ“¦ 74K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 32M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): ``` pip install pycryptodomex ``` @@ -1498,16 +1498,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 48 Β· πŸ“‹ 480 - 10% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 48 Β· πŸ“‹ 490 - 10% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 150K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 140K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 160 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 200 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ``` @@ -1519,7 +1519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 27M / month Β· πŸ“¦ 4K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 28M / month Β· πŸ“¦ 4K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` @@ -1535,11 +1535,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 39M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 40M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bcrypt ``` @@ -1551,18 +1551,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 51M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 52M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge asn1crypto ```
rsa (πŸ₯‰32 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 310K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 320K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1584,12 +1584,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.07.2023): ``` pip install ansible ``` @@ -1598,41 +1598,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge ansible ```
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awscli (πŸ₯‡45 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 +
awscli (πŸ₯‡44 Β· ⭐ 14K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 210M / month Β· πŸ“¦ 3K Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3K Β· ⏱️ 09.08.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 01.08.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 10.08.2023): ``` conda install -c conda-forge awscli ```
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botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 +
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 250K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 260K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 330M / month Β· πŸ“¦ 8.4K Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 330M / month Β· πŸ“¦ 8.5K Β· ⏱️ 09.08.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 01.08.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/docker/compose @@ -1646,46 +1646,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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paramiko (πŸ₯ˆ43 Β· ⭐ 8.4K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
paramiko (πŸ₯ˆ43 Β· ⭐ 8.5K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 81K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 82K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 42M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 44M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.5M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.6M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge paramiko ```
pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 930 Β· πŸ“₯ 400K Β· πŸ“¦ 2.8K Β· πŸ“‹ 6.3K - 29% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 930 Β· πŸ“₯ 470K Β· πŸ“¦ 2.8K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 820K / month Β· πŸ“¦ 130 Β· ⏱️ 26.07.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 880K / month Β· πŸ“¦ 130 Β· ⏱️ 10.08.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 610 Β· ⏱️ 26.07.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 620 Β· ⏱️ 10.08.2023): ``` npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ41 Β· ⭐ 6.3K) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ40 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 - [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 630 Β· πŸ“¦ 66K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 37M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` pip install docker ``` @@ -1710,9 +1710,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
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netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K Β· πŸ“‰) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.7K Β· πŸ“‹ 1.9K - 8% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1724,28 +1724,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 4 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 06.08.2023): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.2M / month Β· πŸ“¦ 100 Β· ⏱️ 25.05.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.2M / month Β· πŸ“¦ 110 Β· ⏱️ 06.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 68K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 68K Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge fabric ```
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 940 Β· πŸ“¦ 27K Β· πŸ“‹ 430 - 35% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 940 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 35% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): ``` pip install schedule ``` @@ -1756,28 +1756,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰34 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.5K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.6K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.3M / month Β· πŸ“¦ 460 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.4M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 970K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 980K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰34 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰33 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT - [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.8K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.5M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.7M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1793,7 +1793,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 26K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 28K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ``` @@ -1818,7 +1818,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 -- storm (πŸ₯‰24 Β· ⭐ 4K Β· πŸ’€) - Manage your SSH like a boss. MIT +- storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT

@@ -1845,23 +1845,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (πŸ₯ˆ36 Β· ⭐ 6.7K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 500 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 2% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 500 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 0% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 15.05.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 180K Β· ⏱️ 10.08.2023): ``` conda install -c conda-forge sh ```
supervisor (πŸ₯‰35 Β· ⭐ 7.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 14.06.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/Supervisor/supervisor @@ -1887,12 +1887,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯‡38 Β· ⭐ 9.5K Β· πŸ’€) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 88K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 89K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` @@ -1901,22 +1901,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge uvloop ```
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anyio (πŸ₯‡38 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT - -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 150K Β· πŸ“‹ 320 - 18% open Β· ⏱️ 29.07.2023): - - ``` - git clone https://github.com/agronholm/anyio - ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 38M / month Β· πŸ“¦ 480 Β· ⏱️ 26.07.2023): - ``` - pip install anyio - ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8.5M Β· ⏱️ 06.07.2023): - ``` - conda install -c conda-forge anyio - ``` -
greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT - [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 270K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): @@ -1924,43 +1908,59 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 66M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge greenlet ```
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aiomisc (πŸ₯‰25 Β· ⭐ 330) - aiomisc - miscellaneous utils for asyncio. MIT +
anyio (πŸ₯ˆ37 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 22 Β· πŸ“¦ 330 Β· πŸ“‹ 22 - 36% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 160K Β· πŸ“‹ 320 - 18% open Β· ⏱️ 04.08.2023): ``` - git clone https://github.com/aiokitchen/aiomisc + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 41M / month Β· πŸ“¦ 480 Β· ⏱️ 26.07.2023): ``` - pip install aiomisc + pip install anyio + ``` +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8.7M Β· ⏱️ 06.07.2023): + ``` + conda install -c conda-forge anyio ```
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asyncer (πŸ₯‰23 Β· ⭐ 1.1K Β· πŸ“ˆ) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰24 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 700 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 710 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 62K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 64K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.4K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.7K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ```
+
aiomisc (πŸ₯‰24 Β· ⭐ 330) - aiomisc - miscellaneous utils for asyncio. MIT + +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 330 Β· πŸ“‹ 22 - 36% open Β· ⏱️ 24.07.2023): + + ``` + git clone https://github.com/aiokitchen/aiomisc + ``` +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): + ``` + pip install aiomisc + ``` +
Show 2 hidden projects... - unsync (πŸ₯‰22 Β· ⭐ 840 Β· πŸ’€) - Unsynchronize asyncio. MIT @@ -1974,7 +1974,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡37 Β· ⭐ 570) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 160 Β· πŸ“¦ 340K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 170 Β· πŸ“¦ 340K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/ipython/traitlets @@ -1988,14 +1988,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge traitlets ```
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python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.3K Β· πŸ“‰) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.3K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 - [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 520K Β· πŸ“‹ 260 - 15% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 8.3K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 8.4K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2006,12 +2006,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.9K Β· πŸ“‹ 450 - 21% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.9K Β· πŸ“‹ 450 - 22% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2M / month Β· πŸ“¦ 250 Β· ⏱️ 13.07.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2M / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2023): ``` pip install dynaconf ``` @@ -2038,28 +2038,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯‰31 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 84 Β· πŸ“¦ 16K Β· πŸ“‹ 520 - 16% open Β· ⏱️ 22.07.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 85 Β· πŸ“¦ 16K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.07.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 3.9M / month Β· πŸ“¦ 330 Β· ⏱️ 08.12.2022): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.1M / month Β· πŸ“¦ 360 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge omegaconf ```
gin-config (πŸ₯‰29 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.5K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.6K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 450K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 540K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2068,41 +2068,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge gin-config ```
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configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +
hydra (πŸ₯‰28 Β· ⭐ 7.4K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 180 Β· πŸ“¦ 28K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 4 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): ``` - git clone https://github.com/DiffSK/configobj + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.6K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` - pip install configobj + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 690K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge configobj + conda install -c conda-forge hydra-core ```
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hydra (πŸ₯‰27 Β· ⭐ 7.4K) - Hydra is a framework for elegantly configuring complex applications. MIT +
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 180 Β· πŸ“¦ 28K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.5K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` - pip install hydra + pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 720K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 690K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge configobj ```
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 820 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 830 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett @@ -2111,7 +2111,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 43K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2124,7 +2124,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.3K Β· πŸ“₯ 31 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.4K Β· πŸ“₯ 51 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/pallets/click @@ -2138,18 +2138,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡44 Β· ⭐ 44K Β· πŸ“ˆ) - Rich is a Python library for rich text and beautiful formatting in the.. MIT +
rich (πŸ₯‡44 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT - [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 28M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 30M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.5M Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.6M Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge rich ``` @@ -2161,7 +2161,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 30M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 32M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): ``` pip install prompt_toolkit ``` @@ -2172,23 +2172,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ37 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 320 - 45% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 320 - 45% open Β· ⏱️ 13.02.2023): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.7K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 670K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 690K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ’€) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 710K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 720K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): ``` git clone https://github.com/tartley/colorama @@ -2204,7 +2204,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 4 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/typer @@ -2213,7 +2213,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typer ``` @@ -2225,18 +2225,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.06.2023): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.2M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.3M Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge argcomplete ```
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asciimatics (πŸ₯‰32 Β· ⭐ 3.4K Β· πŸ“ˆ) - A cross platform package to do curses-like operations, plus.. Apache-2 + +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 240 Β· πŸ“¦ 890 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 04.08.2023): + + ``` + git clone https://github.com/peterbrittain/asciimatics + ``` +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 61K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): + ``` + pip install asciimatics + ``` +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge asciimatics + ``` +
cleo (πŸ₯‰32 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/sdispater/cleo @@ -2257,7 +2273,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 37M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` pip install wcwidth ``` @@ -2266,25 +2282,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge wcwidth ```
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asciimatics (πŸ₯‰30 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 - -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 240 Β· πŸ“¦ 880 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 18.07.2023): - - ``` - git clone https://github.com/peterbrittain/asciimatics - ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 66K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): - ``` - pip install asciimatics - ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge asciimatics - ``` -
questionary (πŸ₯‰30 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 69 Β· πŸ“¦ 9.5K Β· πŸ“‹ 120 - 27% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 70 Β· πŸ“¦ 9.5K Β· πŸ“‹ 120 - 27% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/tmbo/questionary @@ -2293,19 +2293,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 45K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge questionary ```
ConfigArgParse (πŸ₯‰29 Β· ⭐ 650) - A drop-in replacement for argparse that allows options to also be.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 12K Β· πŸ“‹ 190 - 33% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 13K Β· πŸ“‹ 190 - 33% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2316,19 +2316,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰23 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 160 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 170 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 46K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 50K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout @@ -2367,7 +2367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 86M / month Β· πŸ“¦ 3.3K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 92M / month Β· πŸ“¦ 3.3K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` @@ -2378,12 +2378,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 890) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 130 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 14% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 250K / month Β· πŸ“¦ 120 Β· ⏱️ 23.07.2017): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 280K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2427,7 +2427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 25K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 21K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2451,7 +2451,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 100K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 110K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2460,14 +2460,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 9.2K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 9.3K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 300K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 310K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2483,26 +2483,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 25K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 27K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
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Eel (πŸ₯ˆ31 Β· ⭐ 5.7K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
Eel (πŸ₯ˆ31 Β· ⭐ 5.8K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.8K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.9K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 63K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 64K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“‹ 720 - 18% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 720 - 18% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/beeware/toga @@ -2511,7 +2511,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 29 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 20 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2549,28 +2549,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 2% open Β· ⏱️ 30.07.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 3% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.08.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 790K Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 790K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 59K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 59K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 26.07.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 25.07.2023): ``` pip install emoji ``` @@ -2581,12 +2581,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
chardet (πŸ₯ˆ33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 -- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 5 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 50M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 53M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2594,19 +2594,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 26 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 21 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
inflect (πŸ₯ˆ32 Β· ⭐ 850) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.07.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 06.08.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.6M / month Β· πŸ“¦ 980 Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.8M / month Β· πŸ“¦ 990 Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2622,7 +2622,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` pip install python-slugify ``` @@ -2649,16 +2649,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
coolname (πŸ₯‰22 Β· ⭐ 120 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.7K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.8K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 340K / month Β· πŸ“¦ 51 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 350K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 68K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 69K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2670,7 +2670,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 57K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 59K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2699,28 +2699,28 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡46 Β· ⭐ 8.2K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.8K Β· πŸ“¦ 340K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 340K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 750M / month Β· πŸ“¦ 18K Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 760M / month Β· πŸ“¦ 18K Β· ⏱️ 09.08.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 01.08.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 10.08.2023): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.6K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 45K Β· πŸ“¦ 610K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 45K Β· πŸ“¦ 610K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 89M / month Β· πŸ“¦ 47K Β· ⏱️ 15.07.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 92M / month Β· πŸ“¦ 47K Β· ⏱️ 15.07.2023): ``` pip install SQLAlchemy ``` @@ -2731,7 +2731,7 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/redis/redis-py @@ -2747,12 +2747,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 47M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 48M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): ``` pip install google-cloud-storage ``` @@ -2763,12 +2763,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 39M / month Β· πŸ“¦ 660 Β· ⏱️ 11.07.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 40M / month Β· πŸ“¦ 660 Β· ⏱️ 08.08.2023): ``` pip install azure-storage-blob ``` @@ -2779,12 +2779,12 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 21.04.2023): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.7K Β· ⏱️ 21.04.2023): ``` pip install peewee ``` @@ -2793,14 +2793,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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PyMySQL (πŸ₯‡40 Β· ⭐ 7.3K) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯‡40 Β· ⭐ 7.4K) - MySQL client library for Python. MIT - [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month Β· πŸ“¦ 340 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 46M / month Β· πŸ“¦ 340 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2820,19 +2820,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 880K Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 890K Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge elasticsearch ```
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.3K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 02.03.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2843,12 +2843,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 10.08.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 20M / month Β· πŸ“¦ 20K Β· ⏱️ 13.07.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 21M / month Β· πŸ“¦ 20K Β· ⏱️ 13.07.2023): ``` pip install pymongo ``` @@ -2857,46 +2857,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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alembic (πŸ₯ˆ39 Β· ⭐ 2K) - A database migrations tool for SQLAlchemy. MIT +
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 980 - 10% open Β· ⏱️ 11.07.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): ``` - git clone https://github.com/sqlalchemy/alembic + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 29M / month Β· πŸ“¦ 11K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` - pip install alembic + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge alembic + conda install -c conda-forge mongoengine ```
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MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
alembic (πŸ₯ˆ38 Β· ⭐ 2.1K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 980 - 10% open Β· ⏱️ 09.08.2023): ``` - git clone https://github.com/MongoEngine/mongoengine + git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 30M / month Β· πŸ“¦ 11K Β· ⏱️ 04.08.2023): ``` - pip install mongoengine + pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.5M Β· ⏱️ 04.08.2023): ``` - conda install -c conda-forge mongoengine + conda install -c conda-forge alembic ```
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AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.5K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 +
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 960 - 3% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 960 - 3% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 28M / month Β· πŸ“¦ 56 Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 56 Β· ⏱️ 01.08.2023): ``` pip install awswrangler ``` @@ -2907,12 +2907,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ37 Β· ⭐ 630) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 590 - 12% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 590 - 12% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 33M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): ``` pip install google-cloud-bigquery ``` @@ -2928,7 +2928,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.9M / month Β· πŸ“¦ 420 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 420 Β· ⏱️ 12.07.2023): ``` pip install confluent-kafka ``` @@ -2937,18 +2937,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
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Ibis (πŸ₯ˆ36 Β· ⭐ 2.9K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
Ibis (πŸ₯ˆ36 Β· ⭐ 3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 440 Β· πŸ“₯ 89 Β· πŸ“¦ 550 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 440 Β· πŸ“₯ 93 Β· πŸ“¦ 560 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 99K / month Β· πŸ“¦ 46 Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 47 Β· ⏱️ 06.08.2023): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 300K Β· ⏱️ 05.07.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 300K Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge ibis-framework ``` @@ -2960,7 +2960,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.2M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` @@ -2987,12 +2987,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 9.3K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 01.03.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 01.03.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.6M / month Β· πŸ“¦ 980 Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 980 Β· ⏱️ 01.03.2023): ``` pip install elasticsearch-dsl ``` @@ -3001,26 +3001,26 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c anaconda elasticsearch-dsl ```
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libcloud (πŸ₯ˆ35 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +
libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“¦ 3.1K Β· πŸ“‹ 220 - 44% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 140K / month Β· πŸ“¦ 860 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 140K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 200 Β· πŸ“¦ 66K Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 200 Β· πŸ“¦ 67K Β· ⏱️ 08.08.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.06.2023): ``` pip install motor ``` @@ -3045,14 +3045,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 710) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ34 Β· ⭐ 720) - S3 Filesystem. BSD-3 - [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 28% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 620 Β· ⏱️ 09.06.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 650 Β· ⏱️ 09.06.2023): ``` pip install s3fs ``` @@ -3063,28 +3063,28 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ33 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 6.7K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 6.8K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 470K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 490K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlmodel ```
tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.7K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6K Β· πŸ“‹ 940 - 48% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.1K Β· πŸ“‹ 940 - 48% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 91K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 90K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): ``` pip install tortoise-orm ``` @@ -3095,16 +3095,16 @@ _Libraries for connecting to, operating, and querying databases._
Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 22M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 23M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 12M Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 13M Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge prometheus_client ``` @@ -3116,7 +3116,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 150K / month Β· πŸ“¦ 230 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 31.07.2023): ``` pip install neo4j-driver ``` @@ -3132,7 +3132,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.3M / month Β· πŸ“¦ 420 Β· ⏱️ 20.05.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.3M / month Β· πŸ“¦ 430 Β· ⏱️ 20.05.2023): ``` pip install minio ``` @@ -3143,12 +3143,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯ˆ33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.5K Β· πŸ“‹ 310 - 17% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.6K Β· πŸ“‹ 310 - 17% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.1M / month Β· πŸ“¦ 320 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.2M / month Β· πŸ“¦ 320 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3180,7 +3180,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 360K / month Β· πŸ“¦ 120 Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 350K / month Β· πŸ“¦ 120 Β· ⏱️ 18.12.2022): ``` pip install databases ``` @@ -3212,7 +3212,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 69K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 71K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3237,14 +3237,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pynamodb ```
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influxdb (πŸ₯‰31 Β· ⭐ 1.6K) - Python client for InfluxDB. MIT +
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.3K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.4K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3264,7 +3264,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 450K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cx_oracle ``` @@ -3299,12 +3299,12 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 190K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 180K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3331,12 +3331,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰28 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 55 Β· πŸ“¦ 360 Β· πŸ“‹ 340 - 50% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 56 Β· πŸ“¦ 370 Β· πŸ“‹ 340 - 50% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 37K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 40K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): ``` pip install prisma ``` @@ -3348,7 +3348,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 20K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): ``` pip install piccolo ``` @@ -3360,28 +3360,28 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 27K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 26K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5.1K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge umongo ```
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 840 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 850 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 24K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 25K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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ODMantic (πŸ₯‰21 Β· ⭐ 820 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +
ODMantic (πŸ₯‰21 Β· ⭐ 830 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 76 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): @@ -3395,7 +3395,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“‹ 360 - 15% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 350 - 12% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3408,16 +3408,16 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 57K / month Β· πŸ“¦ 11 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 58K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
Show 17 hidden projects... -- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯‰32 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 +- psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - PyPika (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 +- pyodbc (πŸ₯‰31 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 53) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 @@ -3443,44 +3443,44 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 22K Β· πŸ“‹ 2.4K - 23% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 22K Β· πŸ“‹ 2.4K - 24% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 3.8M / month Β· πŸ“¦ 570 Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 4.2M / month Β· πŸ“¦ 580 Β· ⏱️ 08.08.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 380K Β· ⏱️ 02.08.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 390K Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.8K Β· πŸ“¦ 160K Β· πŸ“‹ 660 - 3% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 160K Β· πŸ“‹ 660 - 3% open Β· ⏱️ 07.08.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 8.7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.2M / month Β· πŸ“¦ 3.1K Β· ⏱️ 07.08.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 830K Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 830K Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge faker ```
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xlwings (πŸ₯‡36 Β· ⭐ 2.6K Β· πŸ“‰) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯‡36 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 - [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 96K / month Β· πŸ“¦ 640 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 99K / month Β· πŸ“¦ 640 Β· ⏱️ 23.06.2023): ``` pip install xlwings ``` @@ -3496,7 +3496,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 30M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 31M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3507,12 +3507,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 66K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 67K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` pip install tablib ``` @@ -3521,9 +3521,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT +
python-magic (πŸ₯ˆ33 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 260 Β· πŸ“¦ 45K Β· πŸ“‹ 200 - 19% open Β· ⏱️ 30.03.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 270 Β· πŸ“¦ 45K Β· πŸ“‹ 200 - 19% open Β· ⏱️ 06.08.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3532,7 +3532,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install python-magic ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 230K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-magic ``` @@ -3548,7 +3548,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 94K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge csvkit ``` @@ -3560,31 +3560,15 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.4M / month Β· πŸ“¦ 360 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 360 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 210K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gdown ```
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Intake (πŸ₯ˆ31 Β· ⭐ 910) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.4K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 09.06.2023): - - ``` - git clone https://github.com/intake/intake - ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 25K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): - ``` - pip install intake - ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 450K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge intake - ``` -
snorkel (πŸ₯ˆ30 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): @@ -3608,7 +3592,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 15M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 16M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): ``` pip install smart-open ``` @@ -3624,7 +3608,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 440K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 470K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3633,14 +3617,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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Intake (πŸ₯ˆ30 Β· ⭐ 910) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 + +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.4K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 09.06.2023): + + ``` + git clone https://github.com/intake/intake + ``` +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 27K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): + ``` + pip install intake + ``` +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 460K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge intake + ``` +
img2dataset (πŸ₯‰26 Β· ⭐ 2.5K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 240 Β· πŸ“₯ 1.3K Β· πŸ“¦ 64 Β· πŸ“‹ 200 - 44% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 240 Β· πŸ“₯ 1.3K Β· πŸ“¦ 64 Β· πŸ“‹ 200 - 44% open Β· ⏱️ 06.08.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 17K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 16K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ``` @@ -3652,7 +3652,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.2K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.9K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3664,7 +3664,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 920 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 890 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ``` @@ -3688,19 +3688,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 2.4K / month Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 2.8K / month Β· ⏱️ 08.08.2023): ``` pip install upgini ```
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 8 - 62% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 9 - 66% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 810 / month Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 740 / month Β· ⏱️ 04.08.2023): ``` pip install squirrel-core ``` @@ -3712,10 +3712,10 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ31 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯ˆ30 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- SDV (πŸ₯ˆ30 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- tabulator-py (πŸ₯‰26 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- tabulator-py (πŸ₯‰26 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 @@ -3734,12 +3734,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 510K Β· πŸ“¦ 7.6K Β· πŸ“‹ 7.8K - 11% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 520K Β· πŸ“¦ 7.6K Β· πŸ“‹ 7.9K - 10% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 270 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 280 Β· ⏱️ 04.08.2023): ``` pip install apache-airflow ``` @@ -3747,19 +3747,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 120M Β· ⭐ 460 Β· ⏱️ 10.07.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 130M Β· ⭐ 460 Β· ⏱️ 04.08.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.2M / month Β· πŸ“¦ 15K Β· ⏱️ 18.06.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.4M / month Β· πŸ“¦ 15K Β· ⏱️ 18.06.2023): ``` pip install celery ``` @@ -3768,105 +3768,105 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Prefect (πŸ₯‡42 Β· ⭐ 12K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +
Prefect (πŸ₯‡42 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.5K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.5K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 07.08.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 670K / month Β· πŸ“¦ 140 Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 690K / month Β· πŸ“¦ 140 Β· ⏱️ 03.08.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 490K Β· ⏱️ 27.07.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 490K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡41 Β· ⭐ 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 70% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 69% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6M / month Β· πŸ“¦ 180 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.2M / month Β· πŸ“¦ 180 Β· ⏱️ 17.07.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 51K Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 52K Β· ⏱️ 17.07.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
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rq (πŸ₯‡39 Β· ⭐ 9K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +
Dagster (πŸ₯‡40 Β· ⭐ 8.1K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1K Β· πŸ“¦ 1.4K Β· πŸ“‹ 6.1K - 31% open Β· ⏱️ 09.08.2023): ``` - git clone https://github.com/rq/rq + git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 03.08.2023): ``` - pip install rq + pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 980K Β· ⏱️ 04.08.2023): ``` - conda install -c conda-forge rq + conda install -c conda-forge dagster ```
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Great Expectations (πŸ₯‡39 Β· ⭐ 8.7K) - Always know what to expect from your data. Apache-2 +
rq (πŸ₯ˆ39 Β· ⭐ 9.1K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 05.08.2023): ``` - git clone https://github.com/great-expectations/great_expectations + git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 35 Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` - pip install great_expectations + pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 690K Β· ⏱️ 27.07.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge great-expectations + conda install -c conda-forge rq ```
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Dagster (πŸ₯‡39 Β· ⭐ 8K) - An orchestration platform for the development, production, and.. Apache-2 +
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.7K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1K Β· πŸ“¦ 1.4K Β· πŸ“‹ 6K - 31% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 09.08.2023): ``` - git clone https://github.com/dagster-io/dagster + git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 35 Β· ⏱️ 04.08.2023): ``` - pip install dagster + pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 970K Β· ⏱️ 01.08.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 700K Β· ⏱️ 04.08.2023): ``` - conda install -c conda-forge dagster + conda install -c conda-forge great-expectations ```
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joblib (πŸ₯‡39 Β· ⭐ 3.4K) - Computing with Python functions. BSD-3 +
joblib (πŸ₯ˆ39 Β· ⭐ 3.4K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 320K Β· πŸ“‹ 850 - 46% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 320K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 30M / month Β· πŸ“¦ 6.1K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 32M / month Β· πŸ“¦ 6.2K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 21M Β· ⏱️ 30.06.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 21M Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge joblib ```
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dbt (πŸ₯ˆ38 Β· ⭐ 7.3K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 7.4K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.3K Β· πŸ“¦ 3.1K Β· πŸ“‹ 4.3K - 10% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.4K Β· πŸ“¦ 3.1K Β· πŸ“‹ 4.3K - 11% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/dbt-labs/dbt-core @@ -3882,12 +3882,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 990 - 11% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 04.05.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 610K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 630K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` @@ -3898,7 +3898,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ36 Β· ⭐ 8.6K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 24% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 24% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/kedro-org/kedro @@ -3910,24 +3910,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ32 Β· ⭐ 6.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 500 Β· πŸ“¦ 440 Β· πŸ“‹ 420 - 10% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 510 Β· πŸ“¦ 460 Β· πŸ“‹ 430 - 10% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.6K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.9K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
petl (πŸ₯ˆ32 Β· ⭐ 1.1K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 180 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 18% open Β· ⏱️ 23.11.2022): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 190 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 18% open Β· ⏱️ 23.11.2022): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 920K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 910K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): ``` pip install petl ``` @@ -3938,12 +3938,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
huey (πŸ₯ˆ31 Β· ⭐ 4.6K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 04.08.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 86K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 85K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): ``` pip install huey ``` @@ -3952,26 +3952,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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zenml (πŸ₯ˆ31 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ30 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 310 Β· πŸ“₯ 1 Β· πŸ“¦ 120 Β· πŸ“‹ 210 - 11% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 120 Β· πŸ“‹ 210 - 12% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6.5K / month Β· πŸ“¦ 2 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6.9K / month Β· πŸ“¦ 2 Β· ⏱️ 21.07.2023): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 99 Β· πŸ“₯ 42 Β· πŸ“¦ 160 Β· πŸ“‹ 370 - 4% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 99 Β· πŸ“₯ 42 Β· πŸ“¦ 160 Β· πŸ“‹ 370 - 4% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 98K / month Β· πŸ“¦ 5 Β· ⏱️ 09.08.2023): ``` pip install whylogs ``` @@ -3983,11 +3983,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 200K / month Β· πŸ“¦ 24 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 210K / month Β· πŸ“¦ 24 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 72K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 73K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge mleap ``` @@ -3999,7 +3999,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 31K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 30K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -4011,39 +4011,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 3.8K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.2K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 71K Β· ⏱️ 28.07.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 71K Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge ploomber ```
PyFunctional (πŸ₯‰28 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 120 Β· πŸ“¦ 640 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 120 Β· πŸ“¦ 650 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 290K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 310K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
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arq (πŸ₯‰25 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
arq (πŸ₯‰26 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT - [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 420 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 56K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 60K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.2K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.3K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4055,19 +4055,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 82K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 83K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
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Pypeline (πŸ₯‰24 Β· ⭐ 1.4K) - Concurrent data pipelines in Python . MIT +
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 89 Β· πŸ“¦ 100 Β· πŸ“‹ 67 - 31% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 90 Β· πŸ“¦ 100 Β· πŸ“‹ 68 - 30% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 37K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 43K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4083,31 +4083,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 13K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ```
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.7K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` pip install tasktiger ```
BatchFlow (πŸ₯‰24 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 07.08.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.3K / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.2K / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4119,7 +4119,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.8K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4130,7 +4130,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pdpipe (πŸ₯‰21 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT -- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 55 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): +- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 56 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): ``` git clone https://github.com/pdpipe/pdpipe @@ -4151,7 +4151,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 220 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 200 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4163,7 +4163,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 100 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4175,7 +4175,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 170K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 190K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4198,7 +4198,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - bonobo (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰21 Β· ⭐ 870 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter @@ -4214,12 +4214,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 890K Β· πŸ“‹ 560 - 47% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 890K Β· πŸ“‹ 560 - 46% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 190M / month Β· πŸ“¦ 75K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 200M / month Β· πŸ“¦ 75K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4268,12 +4268,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.6K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.7K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.9M / month Β· πŸ“¦ 770 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 10M / month Β· πŸ“¦ 780 Β· ⏱️ 07.07.2023): ``` pip install deepdiff ``` @@ -4289,7 +4289,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 20M / month Β· πŸ“¦ 310 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 21M / month Β· πŸ“¦ 310 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4300,7 +4300,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 48) - Backport of the importlib.resources module. MIT +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 48) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4311,7 +4311,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 790K Β· πŸ“‹ 650 - 18% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 790K Β· πŸ“‹ 650 - 18% open Β· ⏱️ 06.08.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4327,23 +4327,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 270 - 9% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 270 - 9% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 41M / month Β· πŸ“¦ 8.8K Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 45M / month Β· πŸ“¦ 8.8K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` -- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 12M Β· ⏱️ 29.07.2023): +- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 12M Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge more-itertools ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.3K Β· πŸ’€) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 100K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 110K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4357,9 +4357,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
+
boltons (πŸ₯ˆ33 Β· ⭐ 6.2K Β· πŸ“ˆ) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 + +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 5K Β· πŸ“‹ 170 - 40% open Β· ⏱️ 06.05.2023): + + ``` + git clone https://github.com/mahmoud/boltons + ``` +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.3M / month Β· πŸ“¦ 420 Β· ⏱️ 20.02.2023): + ``` + pip install boltons + ``` +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge boltons + ``` +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 230 Β· πŸ“¦ 2.3K Β· πŸ“‹ 510 - 31% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 230 Β· πŸ“¦ 2.3K Β· πŸ“‹ 520 - 31% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector @@ -4373,62 +4389,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dependency_injector ```
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returns (πŸ₯ˆ32 Β· ⭐ 2.8K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯ˆ32 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 - [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 380 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 100K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 110K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.3K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.4K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge returns ```
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boltons (πŸ₯ˆ31 Β· ⭐ 6.2K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 - -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 4.9K Β· πŸ“‹ 170 - 40% open Β· ⏱️ 06.05.2023): - - ``` - git clone https://github.com/mahmoud/boltons - ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.2M / month Β· πŸ“¦ 420 Β· ⏱️ 20.02.2023): - ``` - pip install boltons - ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge boltons - ``` -
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tenacity (πŸ₯ˆ31 Β· ⭐ 5K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯‰31 Β· ⭐ 5.1K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 240 Β· πŸ“‹ 230 - 38% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 27M / month Β· πŸ“¦ 1.3K Β· ⏱️ 28.02.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 28M / month Β· πŸ“¦ 1.4K Β· ⏱️ 28.02.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge tenacity ```
-
natsort (πŸ₯ˆ31 Β· ⭐ 780) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰31 Β· ⭐ 780) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 22K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4437,14 +4437,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge natsort ```
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funcy (πŸ₯‰29 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 +
funcy (πŸ₯‰30 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.2K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.3K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 600 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 610 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4455,16 +4455,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (πŸ₯‰26 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 2.8K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 2.9K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 12K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 59K Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 60K Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge ubelt ``` @@ -4483,14 +4483,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡42 Β· ⭐ 55K) - The Python programming language. MIT +
cpython (πŸ₯‡43 Β· ⭐ 55K Β· πŸ“ˆ) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 27K Β· πŸ“‹ 66K - 12% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 27K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 69K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 71K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4505,7 +4505,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 64K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 64K Β· πŸ“¦ 4 Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/micropython/micropython @@ -4525,7 +4525,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯‰21 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- grumpy (πŸ₯ˆ22 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 940 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4537,32 +4537,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 790 Β· πŸ”€ 550 Β· πŸ“¦ 560K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 22.07.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 560K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 53M / month Β· πŸ“¦ 37K Β· ⏱️ 18.04.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 56M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 24M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 24M Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge pygments ```
cookiecutter (πŸ₯‡41 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 22K Β· πŸ“‹ 820 - 25% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 22K Β· πŸ“‹ 820 - 25% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 11.07.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.6K Β· ⏱️ 03.08.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 790K Β· ⏱️ 11.07.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 790K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cookiecutter ``` @@ -4574,7 +4574,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 81M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 85M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4585,7 +4585,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 620K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 630K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/eliben/pycparser @@ -4606,7 +4606,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 78M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 79M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): ``` pip install wrapt ``` @@ -4626,19 +4626,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
pluggy (πŸ₯ˆ34 Β· ⭐ 990) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 24% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 24% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 71M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 75M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): ``` pip install pluggy ``` @@ -4654,7 +4654,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 68M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 69M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4686,7 +4686,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 450 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 170K / month Β· πŸ“¦ 450 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4697,24 +4697,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 470 Β· πŸ“‹ 390 - 15% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 490 Β· πŸ“‹ 390 - 15% open Β· ⏱️ 07.08.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 74K / month Β· πŸ“¦ 31 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 81K / month Β· πŸ“¦ 31 Β· ⏱️ 10.07.2023): ``` pip install copier ```
fastcore (πŸ₯‰31 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.1K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 660K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 650K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4725,12 +4725,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscaffold (πŸ₯‰30 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 9% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 270K / month Β· πŸ“¦ 58 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 280K / month Β· πŸ“¦ 59 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4750,7 +4750,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge send2trash ``` @@ -4774,7 +4774,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 620K / month Β· πŸ“¦ 240 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 610K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4790,7 +4790,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.3M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.6M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): ``` pip install catalogue ``` @@ -4801,19 +4801,33 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.4K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.5K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 490K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 480K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
-
Show 3 hidden projects... +
openpyxl (πŸ₯‰22 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT + +- [PyPi](https://pypi.org/project/openpyxl) (πŸ“₯ 59M / month Β· πŸ“¦ 7.9K Β· ⏱️ 11.03.2023): + ``` + pip install openpyxl + ``` +- [Conda](https://anaconda.org/anaconda/openpyxl) (πŸ“₯ 180K Β· πŸ“¦ 30 Β· ⏱️ 16.06.2023): + ``` + conda install -c anaconda openpyxl + ``` +- [Docker Hub](https://hub.docker.com/r/openpyxl/openpyxl-ci) (πŸ“₯ 1.2K Β· ⏱️ 13.09.2018): + ``` + docker pull openpyxl/openpyxl-ci + ``` +
+
Show 2 hidden projects... -- openpyxl (πŸ₯‰26 Β· ⭐ 59) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰23 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-08-10_changes.md b/history/2023-08-10_changes.md new file mode 100644 index 0000000..15d0955 --- /dev/null +++ b/history/2023-08-10_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- numpy (πŸ₯‡53 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +- cpython (πŸ₯‡43 Β· ⭐ 55K Β· πŸ“ˆ) - The Python programming language. MIT +- cerberus (πŸ₯ˆ37 Β· ⭐ 3K Β· πŸ“ˆ) - Lightweight, extensible data validation library for Python. ISC +- boltons (πŸ₯ˆ33 Β· ⭐ 6.2K Β· πŸ“ˆ) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +- asciimatics (πŸ₯‰32 Β· ⭐ 3.4K Β· πŸ“ˆ) - A cross platform package to do curses-like operations, plus.. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- awscli (πŸ₯‡44 Β· ⭐ 14K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- flatbuffers (πŸ₯‡42 Β· ⭐ 21K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +- docker (πŸ₯ˆ40 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +- openpyxl (πŸ₯‰22 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT + diff --git a/history/2023-08-10_projects.csv b/history/2023-08-10_projects.csv new file mode 100644 index 0000000..b959c5d --- /dev/null +++ b/history/2023-08-10_projects.csv @@ -0,0 +1,390 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,trending,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-04 18:25:19.000,2023-08-04 18:25:19,406.0,31.0,2050.0,377.0,213.0,16.0,31.0,14148.0,2023-07-27 15:15:19.000,2023.07.27,100.0,41.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-08-03 17:01:54.000,2023-08-03 17:01:53,255.0,26.0,151.0,51.0,153.0,1.0,2.0,1978.0,2023-08-03 17:02:00.000,2023.08.03,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-08-03 15:03:30.000,2023-08-03 15:03:29,253.0,26.0,40.0,24.0,151.0,3.0,5.0,761.0,2023-08-03 15:03:41.000,2023.08.03,99.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-08-03 17:01:54.000,2023-08-03 17:01:53,255.0,26.0,151.0,51.0,153.0,1.0,2.0,1978.0,2023-08-03 17:02:00.000,2023.08.03,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-04 18:25:19.000,2023-08-04 18:25:19,406.0,31.0,2050.0,377.0,213.0,16.0,31.0,14148.0,2023-07-27 15:15:19.000,2023.07.27,100.0,41.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-05-24 00:51:48.000,2023-01-27 22:41:14,830.0,,6836.0,1658.0,321.0,11.0,73.0,37832.0,,,,128.0,0,True,4.0,4.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-04 18:25:19.000,2023-08-04 18:25:19,406.0,31.0,2050.0,377.0,213.0,16.0,31.0,14148.0,2023-07-27 15:15:19.000,2023.07.27,100.0,41.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-08-10 13:29:48.000,2023-08-10 12:18:09,33202.0,856.0,8386.0,593.0,12694.0,2178.0,9644.0,24203.0,2023-07-31 15:25:08.000,1.25.2,149.0,1653.0,53,True,1907798.0,1773005.0,numpy,conda-forge/numpy,790050.0,176045474.0,https://pypi.org/project/numpy,2023-07-31 14:50:49.000,134793.0,174412820.0,https://anaconda.org/conda-forge/numpy,2023-08-03 11:32:21.639,61665619.0,1.0,1.0,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-08-10 13:13:19.000,2023-08-10 13:13:10,12369.0,645.0,15134.0,2067.0,7659.0,991.0,4934.0,60373.0,2023-08-08 23:06:05.000,4.24.0,144.0,1118.0,52,True,487898.0,468533.0,protobuf,conda-forge/protobuf,33598467.0,148593253.0,https://pypi.org/project/protobuf,2023-08-08 23:06:05.000,15930.0,141188431.0,https://anaconda.org/conda-forge/protobuf,2023-06-30 10:45:11.354,15046519.0,1.0,,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3435.0,6272382.0,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-08-10 13:27:58.000,2023-08-10 00:44:41,33047.0,672.0,16474.0,1122.0,29489.0,3518.0,21552.0,39297.0,2023-06-28 23:24:00.000,2.0.3,116.0,3415.0,52,True,1317765.0,1246944.0,pandas,conda-forge/pandas,206241.0,130754178.0,https://pypi.org/project/pandas,2023-06-28 23:19:58.642,70821.0,129501120.0,https://anaconda.org/conda-forge/pandas,2023-07-07 17:59:39.887,42543019.0,1.0,,,,,,,['pandas'],,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-08-09 20:52:53.000,2023-08-09 19:24:10,53915.0,221.0,23570.0,1936.0,49584.0,863.0,31041.0,58208.0,2023-07-18 11:55:48.058,8.2.0,331.0,6757.0,48,True,33150.0,29082.0,ansible,conda-forge/ansible,,4378871.0,https://pypi.org/project/ansible,2023-07-18 11:55:48.058,4068.0,4354739.0,https://anaconda.org/conda-forge/ansible,2023-07-19 12:41:59.148,941164.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-08-10 13:27:49.000,2023-08-10 13:26:30,20786.0,1090.0,12667.0,761.0,22181.0,847.0,7025.0,31721.0,2023-07-10 23:02:37.000,2.6.3,158.0,2932.0,47,True,7918.0,7637.0,apache-airflow,conda-forge/airflow,517256.0,12611805.0,https://pypi.org/project/apache-airflow,2023-08-04 14:30:45.000,281.0,11324068.0,https://anaconda.org/conda-forge/airflow,2023-07-23 15:06:09.683,931420.0,1.0,,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-08-04 15:03:21.090558,463.0,125717632.0,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-08-10 13:18:42.000,2023-08-10 13:18:33,10739.0,372.0,1646.0,125.0,7097.0,39.0,2245.0,5729.0,2023-08-01 20:35:31.000,41.0.3,117.0,294.0,47,True,537502.0,516265.0,cryptography,conda-forge/cryptography,,188087514.0,https://pypi.org/project/cryptography,2023-08-01 20:35:31.000,21237.0,186966246.0,https://anaconda.org/conda-forge/cryptography,2023-08-07 22:02:50.927,41486937.0,1.0,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-08-08 22:17:58.000,2023-08-08 22:17:58,12275.0,87.0,4524.0,481.0,3009.0,634.0,4328.0,21992.0,2023-06-18 14:21:14.785,5.3.1,198.0,1297.0,46,True,123387.0,108371.0,celery,conda-forge/celery,,7433268.0,https://pypi.org/project/celery,2023-06-18 14:21:14.785,15016.0,7397832.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1346593.0,1.0,,,,,,,,,,,,,,,,,, +14,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-08-08 09:24:02.000,2023-08-01 16:18:24,2355.0,88.0,1351.0,185.0,1054.0,92.0,1404.0,14152.0,2023-07-18 20:05:42.000,8.1.6,52.0,361.0,46,True,1405609.0,1331689.0,click,conda-forge/click,51.0,144568815.0,https://pypi.org/project/click,2023-07-18 20:05:12.000,73920.0,143486555.0,https://anaconda.org/conda-forge/click,2023-07-19 07:39:27.210,29221005.0,1.0,,,,,,,,,,,,,,,,,, +15,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-08-10 07:54:32.809,2023-08-09 18:13:02,5323.0,182.0,1775.0,239.0,677.0,165.0,2864.0,8237.0,2023-08-08 19:20:46.000,1.28.22,1364.0,146.0,46,True,358297.0,340736.0,boto3,conda-forge/boto3,,760104259.0,https://pypi.org/project/boto3,2023-08-09 19:25:23.000,17561.0,759678343.0,https://anaconda.org/conda-forge/boto3,2023-08-10 07:54:32.809,16610755.0,1.0,,,,,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-08-09 23:38:42.000,2023-08-09 23:38:27,16480.0,197.0,1182.0,93.0,658.0,175.0,7243.0,7607.0,2023-07-15 13:08:45.132,2.0.19,289.0,641.0,46,True,659754.0,612562.0,SQLAlchemy,conda-forge/sqlalchemy,45437.0,92418587.0,https://pypi.org/project/SQLAlchemy,2023-07-15 13:08:45.132,47192.0,92019055.0,https://anaconda.org/conda-forge/sqlalchemy,2023-07-15 16:43:32.035,12754124.0,1.0,,,,,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-08-09 22:06:11.000,2023-08-09 22:00:12,2347.0,537.0,1357.0,97.0,2864.0,342.0,2561.0,15217.0,2023-07-25 23:11:45.000,2.1.1,116.0,392.0,45,True,242014.0,234341.0,pydantic,conda-forge/pydantic,,87626602.0,https://pypi.org/project/pydantic,2023-07-25 23:11:45.000,7673.0,87473819.0,https://anaconda.org/conda-forge/pydantic,2023-07-27 17:02:04.793,5652975.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,, +18,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-08-09 22:42:34.000,2023-08-01 15:44:57,3833.0,71.0,1605.0,539.0,1011.0,172.0,1011.0,44231.0,2023-08-01 15:47:37.000,13.5.2,187.0,227.0,44,True,115480.0,110882.0,rich,conda-forge/rich,,30029029.0,https://pypi.org/project/rich,2023-08-01 15:46:49.000,4598.0,29905381.0,https://anaconda.org/conda-forge/rich,2023-07-31 12:52:42.810,4574983.0,1.0,,,,,,,,,,,,,,,,,, +19,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-08-10 08:35:05.594,2023-08-09 18:12:54,11381.0,206.0,3733.0,573.0,3438.0,508.0,3915.0,14079.0,2023-08-08 19:20:39.000,1.29.22,1771.0,421.0,44,True,3050.0,3.0,awscli,conda-forge/awscli,1445.0,164158270.0,https://pypi.org/project/awscli,2023-08-09 19:25:17.000,3047.0,163600643.0,https://anaconda.org/conda-forge/awscli,2023-08-10 08:35:05.594,20631300.0,1.0,-1.0,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-08-09 23:39:05.838,2023-08-09 18:13:05,10125.0,254.0,1016.0,65.0,1979.0,141.0,898.0,1315.0,2023-08-09 19:25:09.000,1.31.23,1762.0,196.0,44,True,264753.0,256294.0,botocore,conda-forge/botocore,,326306867.0,https://pypi.org/project/botocore,2023-08-09 19:25:09.000,8459.0,325617720.0,https://anaconda.org/conda-forge/botocore,2023-08-09 23:39:05.838,22741869.0,1.0,,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-08-10 13:05:15.000,2023-08-10 12:35:02,118183.0,1237.0,27397.0,1506.0,43039.0,8389.0,57341.0,55071.0,2020-07-22 03:00:52.000,0.0.6,11.0,2574.0,43,True,11.0,3.0,cpython,conda-forge/typing,,102782.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,71197.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2811071.0,1.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,, +22,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-08-10 13:22:51.000,2023-08-10 13:22:50,4335.0,194.0,4941.0,713.0,3756.0,191.0,6822.0,30166.0,2023-07-19 12:57:32.000,2.20.2,144.0,472.0,43,True,14138.0,12893.0,docker-compose,conda-forge/docker-compose,123162155.0,3941391.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1245.0,1812022.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,353089.0,2.0,,,,,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-08-10 12:00:03.000,2023-08-10 12:00:01,3524.0,105.0,2272.0,275.0,3668.0,586.0,1845.0,16918.0,2023-08-08 15:52:30.000,2.14.4,74.0,519.0,43,True,22693.0,22117.0,datasets,conda-forge/datasets,,4186971.0,https://pypi.org/project/datasets,2023-08-08 15:45:38.000,576.0,4174707.0,https://anaconda.org/conda-forge/datasets,2023-08-09 15:13:14.701,392467.0,1.0,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-08-07 19:30:27.237,2023-08-07 18:30:01,3395.0,61.0,1800.0,224.0,1237.0,21.0,638.0,16117.0,2023-08-07 18:30:38.000,19.3.0,300.0,535.0,43,True,163168.0,160048.0,Faker,conda-forge/faker,,9226803.0,https://pypi.org/project/Faker,2023-08-07 18:30:28.000,3120.0,9204978.0,https://anaconda.org/conda-forge/faker,2023-08-07 19:30:27.237,829383.0,1.0,,,,,,,,,,,,,,,,,, +25,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-08-10 08:44:48.000,2023-08-10 08:44:47,2221.0,36.0,2385.0,325.0,1396.0,181.0,1341.0,11667.0,2023-06-25 13:15:25.514,4.6.0,116.0,406.0,43,True,27458.0,,redis,conda-forge/redis-py,,27183110.0,https://pypi.org/project/redis,2023-07-16 12:14:28.750,27458.0,27155639.0,https://anaconda.org/conda-forge/redis-py,2023-07-10 17:06:07.772,1043921.0,1.0,,,,,,,,,,,,,,,,,, +26,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-08-02 12:52:43.000,2023-07-28 20:17:16,3950.0,66.0,1943.0,316.0,757.0,986.0,757.0,8451.0,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,43,True,94469.0,81584.0,paramiko,conda-forge/paramiko,,44159503.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12885.0,44062858.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3575871.0,2.0,,,,,,,,,,,,,,,,,, +27,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-08-10 11:59:17.000,2023-08-10 11:22:49,22647.0,1036.0,1476.0,298.0,7584.0,153.0,3480.0,4290.0,2023-08-09 13:37:48.000,google-cloud-netapp-v0.3.0,100.0,397.0,43,True,1914.0,,google-cloud-storage,conda-forge/google-cloud-storage,,48588984.0,https://pypi.org/project/google-cloud-storage,2023-06-26 20:35:37.254,1914.0,48488591.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3714567.0,1.0,,,,,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-08-10 11:09:05.000,2023-08-10 11:09:05,6459.0,76.0,548.0,32.0,759.0,401.0,1356.0,1373.0,2023-08-06 15:15:44.000,2.16.1,61.0,795.0,43,True,598070.0,561113.0,pygments,conda-forge/pygments,,57061669.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,36957.0,56381343.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,23811431.0,1.0,,,,,,,,,,,,,,,,,, +29,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-08-10 13:18:07.000,2023-07-10 15:48:16,2990.0,27.0,3137.0,639.0,2379.0,150.0,2131.0,20926.0,2023-05-26 17:35:41.785,23.5.26,35.0,645.0,42,True,66719.0,66152.0,flatbuffers,conda-forge/flatbuffers,246754.0,13588668.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,300.0,12466659.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,804553.0,1.0,-1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,267.0,1110519.0,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-08-10 13:12:01.000,2023-08-07 20:43:13,14897.0,423.0,1300.0,153.0,5835.0,558.0,3489.0,12519.0,2023-08-03 20:33:05.000,2.11.3,226.0,321.0,42,True,3660.0,3520.0,prefect,conda-forge/prefect,,703747.0,https://pypi.org/project/prefect,2023-08-03 20:33:05.000,140.0,691071.0,https://anaconda.org/conda-forge/prefect,2023-08-04 02:48:48.005,494383.0,1.0,,,,,,,,,,,,,,,,,, +31,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-08-10 13:28:27.000,2023-08-10 08:11:59,15194.0,707.0,2456.0,366.0,23152.0,991.0,7444.0,3772.0,2023-08-10 05:07:09.000,azure-core_1.29.1,100.0,612.0,42,True,2940.0,2276.0,azure-storage-blob,conda-forge/azure-storage-blob,,40041435.0,https://pypi.org/project/azure-storage-blob,2023-08-08 19:28:06.000,664.0,40015336.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-07-12 00:27:47.803,991787.0,1.0,,,,,,,,,,,,,,,,,, +32,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-08-10 09:42:38.000,2023-08-03 20:35:19,3011.0,49.0,1869.0,222.0,1084.0,206.0,612.0,20059.0,2023-08-03 20:36:56.000,2.3.0,38.0,303.0,41,True,23289.0,21712.0,cookiecutter,conda-forge/cookiecutter,,2596328.0,https://pypi.org/project/cookiecutter,2023-08-03 20:36:56.000,1577.0,2566887.0,https://anaconda.org/conda-forge/cookiecutter,2023-08-04 13:31:34.809,794910.0,1.0,,,,,,,,,,,,,,,,,, +33,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-08-10 13:14:46.000,2023-08-10 11:29:34,10630.0,717.0,930.0,173.0,6579.0,1865.0,4493.0,16754.0,2023-08-10 07:45:34.000,3.78.0,3900.0,229.0,41,True,3542.0,2792.0,pulumi,,469287.0,2000469.0,https://pypi.org/project/pulumi,2023-08-10 07:46:35.000,132.0,875430.0,,,,2.0,,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-08-10 07:46:32.553,618.0,1100340.0,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-07-28 18:59:18.000,2023-07-28 18:59:11,4531.0,17.0,1371.0,199.0,467.0,1.0,2291.0,10231.0,2023-04-21 20:18:22.000,3.16.2,183.0,152.0,41,True,26488.0,22791.0,peewee,conda-forge/peewee,,1170780.0,https://pypi.org/project/peewee,2023-04-21 20:18:05.260,3697.0,1164399.0,https://anaconda.org/conda-forge/peewee,2023-06-16 13:23:55.560,542406.0,1.0,,,,,,,,,,,,,,,,,, +35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-08-10 13:21:57.000,2023-08-10 13:21:57,39983.0,809.0,3995.0,258.0,22031.0,4225.0,1827.0,7049.0,2023-07-17 14:04:26.000,2.49.0,92.0,1536.0,41,True,177.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6233039.0,https://pypi.org/project/apache-beam,2023-07-17 11:42:02.062,175.0,6230793.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-07-17 15:36:18.049,51676.0,1.0,,,,,,,,,,,,,,,,,, +36,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-08-06 21:13:50.000,2023-08-06 21:13:49,3225.0,47.0,628.0,83.0,988.0,160.0,1030.0,6623.0,2023-07-20 22:08:23.000,3.20.1,171.0,206.0,41,True,100750.0,90506.0,marshmallow,conda-forge/marshmallow,,25297204.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10244.0,25245713.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,1956661.0,2.0,,,,,,,,,,,,,,,,,, +37,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-08-06 19:33:04.000,2023-08-06 19:33:03,1339.0,43.0,345.0,66.0,524.0,120.0,533.0,4870.0,2023-04-16 10:50:23.776,23.1.0,27.0,144.0,41,True,808790.0,790853.0,attrs,conda-forge/attrs,,123791204.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,17937.0,123397697.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,30300078.0,1.0,,,,,,,,,,,,,,,,,, +38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-08-09 16:02:16.000,2023-08-09 15:51:57,2542.0,72.0,567.0,60.0,325.0,28.0,748.0,4211.0,2023-08-07 07:44:59.000,4.19.0,97.0,108.0,41,True,444232.0,425561.0,jsonschema,conda-forge/jsonschema,53.0,124519268.0,https://pypi.org/project/jsonschema,2023-08-07 07:44:55.000,18671.0,123877069.0,https://anaconda.org/conda-forge/jsonschema,2023-08-07 11:37:47.448,21834712.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,, +39,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-07-08 06:03:35.000,2023-06-20 22:22:09,4261.0,51.0,503.0,57.0,875.0,252.0,1186.0,1911.0,2023-06-20 09:17:29.999,3.9.0,37.0,195.0,41,True,241905.0,227181.0,h5py,conda-forge/h5py,2791.0,15335374.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14724.0,15000493.0,https://anaconda.org/conda-forge/h5py,2023-06-27 01:33:51.340,12724147.0,1.0,,,,,,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-08-06 15:22:30.000,2023-07-23 16:23:02,12807.0,20.0,3028.0,610.0,3503.0,978.0,3896.0,16149.0,2023-06-17 17:37:56.000,2.2.1,44.0,591.0,40,True,11175.0,10572.0,kivy,conda-forge/kivy,32234.0,118258.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,603.0,109799.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,318058.0,1.0,,,,,,,,,,,,,,,,,, +41,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-08-10 07:52:43.000,2023-08-09 23:39:50,15272.0,833.0,1000.0,100.0,9366.0,1884.0,4189.0,8113.0,2023-08-03 22:23:48.000,1.4.4,557.0,332.0,40,True,1523.0,1401.0,dagster,conda-forge/dagster,,607972.0,https://pypi.org/project/dagster,2023-08-03 21:50:38.000,122.0,582919.0,https://anaconda.org/conda-forge/dagster,2023-08-04 22:03:10.565,977072.0,1.0,,,,,,,,,,,,,,,,,, +42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-30 16:30:11.000,2023-06-30 16:29:58,1081.0,31.0,1409.0,228.0,478.0,15.0,626.0,7350.0,2023-06-26 05:34:54.000,1.1.0,42.0,122.0,40,True,177928.0,177593.0,PyMySQL,conda-forge/pymysql,,46376995.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,335.0,46345089.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1180555.0,1.0,,,,,,,,,,,,,,,,,, +43,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-08-10 10:21:08.000,2023-06-06 18:28:15,3309.0,2.0,1652.0,198.0,1564.0,449.0,1210.0,6335.0,2023-07-20 15:18:46.499,0.0.1,84.0,439.0,40,True,69624.0,65855.0,docker,conda-forge/docker-py,631.0,36939006.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3769.0,36844636.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3585880.0,2.0,-1.0,,,,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-08-10 08:02:13.000,2023-07-18 17:46:36,1526.0,14.0,1163.0,402.0,1227.0,56.0,981.0,4006.0,2023-08-10 08:06:07.000,8.9.0,133.0,195.0,40,True,45984.0,39920.0,elasticsearch,conda-forge/elasticsearch,3471.0,14230772.0,https://pypi.org/project/elasticsearch,2023-07-27 21:26:44.000,6064.0,14207899.0,https://anaconda.org/conda-forge/elasticsearch,2023-08-07 15:04:05.992,888106.0,1.0,,,,,,,,,,,,,,,,,, +45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-08-09 18:37:01.000,2023-08-09 18:37:01,1517.0,71.0,256.0,38.0,483.0,25.0,248.0,3163.0,2023-08-04 13:37:51.000,10.1.0,44.0,107.0,40,True,196082.0,187312.0,more-itertools,conda-forge/more-itertools,2782.0,44903530.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8770.0,44587307.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12015151.0,1.0,,,,,,,,,,,,,,,,,, +46,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-08-07 05:50:36.000,2023-07-30 11:29:00,1164.0,32.0,260.0,25.0,166.0,31.0,282.0,1926.0,2023-07-30 15:17:13.000,3.1.1,71.0,57.0,40,True,861364.0,829279.0,pyparsing,conda-forge/pyparsing,8173.0,86244842.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32085.0,84527699.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,37774126.0,1.0,,,,,,,,,,,,,,,,,, +47,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-08-05 23:49:36.000,2023-08-05 02:53:35,1793.0,34.0,1361.0,210.0,841.0,163.0,924.0,9051.0,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,39,True,15988.0,14218.0,rq,conda-forge/rq,,1027130.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1770.0,1026012.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,95043.0,2.0,,,,,,,,,,,,,,,,,, +48,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-08-10 13:27:12.000,2023-08-09 20:55:01,11411.0,515.0,1360.0,77.0,6696.0,146.0,1583.0,8690.0,2023-08-04 18:17:29.000,0.17.8,236.0,403.0,39,True,35.0,,great_expectations,conda-forge/great-expectations,,12044370.0,https://pypi.org/project/great_expectations,2023-08-04 18:05:50.000,35.0,12026478.0,https://anaconda.org/conda-forge/great-expectations,2023-08-04 21:20:02.101,697823.0,2.0,,,,,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-08-09 16:44:57.000,2023-08-09 16:44:53,2166.0,9.0,1359.0,152.0,959.0,297.0,1185.0,5267.0,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,20457.0,19060.0,kafka-python,conda-forge/kafka-python,1831.0,6528304.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1397.0,6522839.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,408678.0,2.0,,,,,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-08-10 01:11:38.000,2023-08-10 01:11:38,5391.0,128.0,1117.0,238.0,1346.0,8.0,,3899.0,2023-07-13 14:56:41.000,4.4.1,133.0,204.0,39,True,19945.0,,pymongo,conda-forge/pymongo,,20998686.0,https://pypi.org/project/pymongo,2023-07-13 14:49:18.925,19945.0,20967156.0,https://anaconda.org/conda-forge/pymongo,2023-07-13 16:52:51.990,1166620.0,2.0,,,,,,,,,,,,,,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-08-10 11:52:22.000,2023-08-09 09:31:52,1482.0,21.0,384.0,60.0,696.0,400.0,456.0,3368.0,2023-08-09 09:27:06.000,1.3.2,110.0,123.0,39,True,323694.0,317540.0,joblib,conda-forge/joblib,,32342958.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6154.0,31783160.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,20712530.0,2.0,,,,,,,,,,,,,,,,,, +52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-08-05 10:48:00.000,2023-08-04 16:28:24,3058.0,14.0,487.0,74.0,289.0,19.0,1225.0,3002.0,2023-08-05 10:35:31.000,2.9.7,60.0,133.0,39,False,694634.0,633228.0,psycopg2,psycopg2,,14277545.0,https://pypi.org/project/psycopg2,2023-08-05 10:35:31.000,61386.0,14275137.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,223972.0,2.0,,,,,,,,,,,,,,,20.0,,, +53,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-08-05 20:01:23.000,2022-09-13 22:22:16,316.0,,469.0,55.0,250.0,265.0,299.0,2239.0,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,968550.0,893123.0,pyyaml,conda-forge/pyyaml,,202573182.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,75427.0,202144304.0,https://anaconda.org/conda-forge/pyyaml,2023-06-16 13:17:29.126,36883554.0,1.0,,,,,,,,,,,,,,,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-08-05 23:07:52.000,2023-06-06 19:08:37,1575.0,4.0,439.0,44.0,621.0,341.0,399.0,2108.0,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1138068.0,1133795.0,python-dateutil,conda-forge/python-dateutil,35016.0,211022159.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,210477540.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,47351833.0,1.0,,,,,,,,,,,,,,,,,, +55,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-08-10 13:33:35.000,2023-08-10 13:31:04,7033.0,714.0,1075.0,133.0,5788.0,994.0,3637.0,19378.0,2023-08-07 16:21:51.000,0.18.13,304.0,253.0,38,True,224.0,2.0,polars,,,1064815.0,https://pypi.org/project/polars,2023-08-07 16:21:51.000,222.0,1064815.0,,,,2.0,,,,,,,,,,,,,,,,,, +56,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-08-09 21:09:07.000,2023-01-15 16:27:26,925.0,,555.0,229.0,232.0,86.0,250.0,9481.0,2023-07-20 16:25:44.046,0.4.0,78.0,56.0,38,True,90792.0,88934.0,uvloop,conda-forge/uvloop,420.0,6525504.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1858.0,6516639.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,620307.0,1.0,,,,,,,,,,,,,,,,,, +57,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-07-29 17:09:31.000,2023-07-04 10:52:46,2705.0,6.0,687.0,150.0,721.0,569.0,549.0,8503.0,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,32410263.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,31927654.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,17373928.0,2.0,,,,,,,,,,,,,,,,,, +58,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-08-10 13:01:12.000,2023-08-09 17:14:52,6270.0,204.0,1302.0,136.0,3731.0,481.0,3862.0,7356.0,2023-08-04 16:38:50.000,1.4.7,173.0,293.0,38,True,3127.0,3097.0,dbt,conda-forge/dbt,2415.0,125482.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,122336.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,246071.0,2.0,,,,,,,,,,,,,,,,dbt,, +59,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-08-07 19:20:54.000,2023-07-31 18:00:38,1678.0,32.0,3214.0,138.0,851.0,91.0,1160.0,5904.0,2023-07-17 22:17:49.000,27.2.0,87.0,184.0,38,True,1371.0,,kubernetes,conda-forge/kubernetes,,15070572.0,https://pypi.org/project/kubernetes,2023-07-17 22:15:13.481,1371.0,15059270.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,440790.0,2.0,,,,,,,,,,,,,,,,,, +60,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-08-05 03:41:59.000,2023-04-18 19:22:32,4081.0,,1221.0,139.0,1101.0,383.0,1319.0,4035.0,2023-03-03 10:28:06.959,0.27.0,72.0,386.0,38,True,24638.0,21053.0,mongoengine,conda-forge/mongoengine,,1097429.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3585.0,1094815.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,219632.0,2.0,,,,,,,,,,,,,,,,,, +61,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-08-03 16:32:23.000,2023-07-19 18:11:05,2710.0,14.0,1177.0,201.0,1199.0,168.0,1784.0,3186.0,2023-05-05 16:39:25.000,4.2.0,42.0,222.0,38,True,4014.0,3754.0,netmiko,,,178130.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,260.0,178130.0,,,,2.0,,,,,,,,,,,,,,,,,, +62,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-08-10 12:43:33.000,2023-08-09 13:50:54,4684.0,90.0,963.0,107.0,3547.0,1158.0,2788.0,3051.0,2023-07-17 06:35:54.928,2023.7.0,81.0,440.0,38,True,1880.0,1.0,xarray,conda-forge/xarray,,3469558.0,https://pypi.org/project/xarray,2023-07-17 06:35:54.928,1879.0,3234523.0,https://anaconda.org/conda-forge/xarray,2023-07-17 13:22:45.709,8696300.0,2.0,,,,,,,,,,,,,,,,,, +63,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-08-08 20:31:58.000,2023-08-08 20:31:57,2818.0,30.0,449.0,62.0,201.0,60.0,494.0,2447.0,2023-05-19 08:13:05.062,3.18.0,46.0,143.0,38,True,75816.0,74210.0,pycryptodomex,conda-forge/pycryptodomex,47.0,32956550.0,https://pypi.org/project/pycryptodomex,2023-05-19 08:13:05.062,1606.0,32936168.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1386027.0,2.0,-1.0,,,,,,,,,,,,,,,,, +64,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-08-09 22:50:34.000,2023-08-09 19:48:43,1712.0,22.0,190.0,19.0,122.0,108.0,874.0,2056.0,2023-08-04 13:56:49.000,rel_1_11_2,118.0,167.0,38,True,184799.0,173336.0,alembic,conda-forge/alembic,,29938854.0,https://pypi.org/project/alembic,2023-08-04 13:56:42.000,11463.0,29837670.0,https://anaconda.org/conda-forge/alembic,2023-08-04 15:02:26.788,3541442.0,2.0,,,,,,,,,,,,,,,,,, +65,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264.0,29.0,105.0,111.0,182.0,949.0,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,False,1915757.0,1780486.0,six,conda-forge/six,,197688095.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135271.0,197162018.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,45768748.0,1.0,,,,,,,,,,,,,,,,,, +66,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-08-09 18:57:37.000,2023-08-04 17:19:45,2178.0,35.0,261.0,22.0,754.0,202.0,370.0,628.0,2023-06-09 17:34:09.999,2023.6.0,69.0,190.0,38,True,57181.0,56569.0,fsspec,conda-forge/fsspec,,124146387.0,https://pypi.org/project/fsspec,2023-06-09 17:34:09.999,612.0,123896976.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,13468229.0,1.0,,,,,,,,,,,,,,,,,, +67,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1407.0,380.0,162.0,144.0,172.0,25015.0,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,25368.0,23608.0,fire,conda-forge/fire,,6524954.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1760.0,6515692.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,685388.0,2.0,,,,,,,,,,,,,,,,,, +68,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-07-27 12:36:23.000,2023-05-04 09:47:52,4078.0,,2376.0,481.0,2272.0,118.0,877.0,16711.0,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,2595.0,2183.0,luigi,luigi,,631862.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,410.0,631712.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13560.0,2.0,,,,,,,,,stable/luigi,,,,,,2.0,,, +69,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-08-07 11:45:03.894,2023-08-06 20:22:18,1590.0,21.0,1934.0,463.0,549.0,461.0,1305.0,14165.0,2023-08-06 20:21:30.000,3.2.1,129.0,136.0,37,True,114.0,4.0,fabric,conda-forge/fabric,,4243026.0,https://pypi.org/project/fabric,2023-08-06 20:21:30.000,110.0,4240824.0,https://anaconda.org/conda-forge/fabric,2023-08-07 11:45:03.894,68279.0,3.0,,,,,,,,,,,,,,,,,, +70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-08-10 11:38:27.000,2023-08-10 11:38:27,2561.0,166.0,615.0,114.0,2746.0,838.0,2972.0,8891.0,2023-07-07 01:53:10.525,0.23.0,81.0,119.0,37,True,1153.0,1121.0,modin,conda-forge/modin-core,196692.0,902732.0,https://pypi.org/project/modin,2023-07-07 01:53:10.525,32.0,889081.0,https://anaconda.org/conda-forge/modin-core,2023-07-07 12:06:18.356,260679.0,2.0,,,,,,,['pandas'],,,,,,,,,,, +71,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-08-06 13:05:49.000,2022-11-15 16:25:22,1396.0,,643.0,136.0,669.0,98.0,398.0,8341.0,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,66421.0,61679.0,arrow,conda-forge/arrow,,15428634.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4742.0,15406881.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,1892563.0,2.0,,,,,,,,,,,,,,,,,, +72,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-08-10 09:05:08.000,2023-08-10 09:04:54,2227.0,85.0,627.0,58.0,1381.0,33.0,931.0,3553.0,2023-08-01 19:53:16.000,3.3.0,140.0,134.0,37,True,1206.0,1150.0,awswrangler,conda-forge/awswrangler,200901.0,28743598.0,https://pypi.org/project/awswrangler,2023-08-01 17:52:16.000,56.0,28728893.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,403213.0,2.0,,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,, +73,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-26 05:05:58.000,2023-06-15 23:29:54,1330.0,12.0,612.0,121.0,119.0,15.0,865.0,3309.0,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,68325.0,64410.0,xlsxwriter,conda-forge/xlsxwriter,,12199003.0,https://pypi.org/project/xlsxwriter,2023-05-28 14:40:46.957,3915.0,12161071.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2844948.0,3.0,,,,,,,,,,,,,,,,,, +74,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-08-09 19:02:58.000,2023-08-09 19:02:54,1138.0,45.0,238.0,50.0,264.0,10.0,330.0,3003.0,2023-08-09 12:51:08.000,1.3.5,27.0,65.0,37,True,15053.0,13928.0,cerberus,conda-forge/cerberus,,3922688.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1125.0,3918704.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,334723.0,2.0,2.0,,,,,,,,,,,,,,,,, +75,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-08-08 13:16:34.000,2023-04-02 16:48:18,1600.0,,460.0,95.0,302.0,183.0,309.0,2414.0,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,312988.0,296884.0,pexpect,conda-forge/pexpect,4353.0,34446313.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16104.0,34274126.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15149293.0,1.0,,,,,,,,,,,,,,,,,, +76,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-07-24 14:55:32.000,2023-07-24 14:55:26,993.0,14.0,161.0,23.0,146.0,169.0,319.0,1957.0,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,114832.0,111012.0,dill,conda-forge/dill,290754.0,30904597.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3820.0,30780232.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,4632269.0,2.0,,,,,,,,,,,,,,,,,, +77,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:02:32.982,2023-06-21 22:01:53,929.0,34.0,230.0,51.0,153.0,19.0,193.0,1501.0,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,37,True,280944.0,270578.0,greenlet,conda-forge/greenlet,,65750570.0,https://pypi.org/project/greenlet,2023-06-21 22:02:32.982,10366.0,65649890.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7551055.0,2.0,,,,,,,,,,,,,,,,,, +78,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-08-10 03:53:02.000,2023-08-04 22:39:39,866.0,42.0,105.0,27.0,269.0,58.0,260.0,1341.0,2023-07-05 16:46:49.341,3.7.1,47.0,41.0,37,True,156225.0,155743.0,anyio,conda-forge/anyio,,41182633.0,https://pypi.org/project/anyio,2023-07-26 20:46:57.000,482.0,40960334.0,https://anaconda.org/conda-forge/anyio,2023-07-06 13:49:04.673,8669676.0,2.0,,,,,,,,,,,,,,,,,, +79,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-06-16 13:25:18.199,2023-01-29 03:07:44,1874.0,,278.0,38.0,238.0,198.0,198.0,1168.0,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,303489.0,286264.0,future,conda-forge/future,,33616793.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17225.0,33475784.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,11985848.0,2.0,,,,,,,,,,,,,,,,,, +80,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-08-09 18:36:37.000,2023-08-09 13:38:45,1680.0,35.0,254.0,53.0,1049.0,76.0,512.0,630.0,2023-07-20 15:54:44.860,0.0.1,148.0,130.0,37,True,22255.0,21149.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,34140339.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1106.0,34067730.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2686564.0,2.0,,,,,,,,,,,,,,,,,, +81,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-08-01 09:45:01.000,2023-08-01 09:44:46,1964.0,5.0,194.0,26.0,579.0,91.0,191.0,567.0,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,355706.0,341038.0,traitlets,conda-forge/traitlets,168.0,26380723.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14668.0,26128917.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,22157963.0,1.0,,,,,,,,,,,,,,,,,, +82,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-04 09:11:11.000,2023-07-07 08:56:19,6733.0,317.0,1211.0,346.0,235.0,51.0,435.0,13279.0,2023-05-08 21:10:00.561,1.7.0,21.0,113.0,36,True,52.0,48.0,tink,,1089.0,143114.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,142899.0,,,,2.0,,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,200.0,,,,,,,,,,,, +83,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-08-02 15:00:54.000,2023-07-31 16:32:21,6801.0,39.0,1739.0,228.0,3045.0,715.0,2663.0,11918.0,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,9552.0,9254.0,pysimplegui,conda-forge/pysimplegui,,310410.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,298.0,307967.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,117278.0,2.0,,,,,,,,,,,,,,,,,, +84,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-02 13:54:39.000,2023-04-11 15:40:50,389.0,,936.0,211.0,177.0,152.0,281.0,10995.0,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,29047.0,27623.0,schedule,conda-forge/schedule,,2262114.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1424.0,2261245.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,38274.0,3.0,,,,,,,,,,,,,,,,,, +85,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-08-10 12:13:09.000,2023-08-10 07:41:34,2354.0,112.0,810.0,106.0,1270.0,349.0,1094.0,8574.0,2023-08-01 14:33:43.000,0.18.12,44.0,200.0,36,True,1872.0,1808.0,kedro,,,339481.0,https://pypi.org/project/kedro,2023-08-01 14:33:43.000,64.0,339481.0,,,,2.0,,,,,,,,,,,,,,,,,, +86,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-06-16 13:17:10.080,2018-08-27 18:02:16,447.0,,567.0,163.0,109.0,260.0,185.0,7825.0,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,111464.0,99088.0,docopt,conda-forge/docopt,,10099541.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12376.0,10078486.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1852896.0,2.0,,,,,,,,,,,,,,,,,, +87,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,36.0,505.0,138.0,234.0,2.0,456.0,6669.0,2023-08-10 01:31:28.000,2.0.6,44.0,96.0,36,True,15500.0,12878.0,sh,conda-forge/sh,,4297767.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2622.0,4292468.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,180175.0,2.0,,,,,,,,,,,,,,,,,, +88,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-07-07 17:27:15.000,2023-07-07 17:27:15,356.0,2.0,374.0,35.0,223.0,40.0,224.0,6266.0,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,530113.0,521672.0,python-dotenv,conda-forge/python-dotenv,,32273396.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8441.0,32241557.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2578982.0,2.0,,,,,,,,,,,,,,,,,, +89,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-08-10 13:15:38.000,2023-07-28 08:24:09,1442.0,2.0,682.0,136.0,380.0,169.0,453.0,5916.0,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,110990.0,102942.0,watchdog,conda-forge/watchdog,,12675770.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8048.0,12647893.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2341735.0,2.0,,,,,,,,,,,,,,,,,, +90,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-08-07 22:41:10.000,2023-08-07 22:21:59,593.0,35.0,174.0,33.0,80.0,2.0,332.0,4825.0,2023-08-07 22:23:56.000,3.9.4,111.0,22.0,36,True,52940.0,51913.0,orjson,conda-forge/orjson,,12120904.0,https://pypi.org/project/orjson,2023-08-07 22:41:10.000,1027.0,12098932.0,https://anaconda.org/conda-forge/orjson,2023-08-06 22:11:48.391,856918.0,2.0,,,,,,,,,,,,,,,,,, +91,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-08-08 10:05:28.000,2023-07-24 18:25:47,848.0,12.0,853.0,333.0,528.0,267.0,837.0,3345.0,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,36,True,7266.0,6842.0,confluent-kafka,conda-forge/python-confluent-kafka,,10121668.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,424.0,10099577.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-07-25 19:54:38.771,751103.0,2.0,,,,,,,,,,,,,,,,,, +92,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-07 03:50:42.000,2022-11-04 10:01:12,370.0,,232.0,45.0,141.0,110.0,137.0,3213.0,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,738259.0,717093.0,colorama,conda-forge/colorama,,112253583.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21166.0,111977157.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,24325532.0,2.0,,,,,,,,,,,,,,,,,, +93,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190.0,34.0,51.0,25.0,154.0,3005.0,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,126958.0,124787.0,sortedcontainers,conda-forge/sortedcontainers,,25077427.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2171.0,24951942.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10666288.0,1.0,,,,,,,,,,,,,,,,,, +94,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-08-10 13:21:45.000,2023-08-10 12:18:57,5881.0,634.0,436.0,79.0,4528.0,76.0,2142.0,3001.0,2023-08-03 20:23:53.000,6.1.0,47.0,177.0,36,True,603.0,556.0,ibis-framework,conda-forge/ibis-framework,93.0,110307.0,https://pypi.org/project/ibis-framework,2023-08-06 00:04:13.000,47.0,102430.0,https://anaconda.org/conda-forge/ibis-framework,2023-08-03 23:11:43.396,299201.0,2.0,,,,,,,,,,,,,,,,,, +95,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-06-16 13:24:40.587,2023-05-31 00:00:47,551.0,4.0,584.0,96.0,176.0,30.0,304.0,2931.0,,,21.0,83.0,36,True,644097.0,626969.0,pycparser,conda-forge/pycparser,,107690207.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17128.0,107295995.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,33113839.0,2.0,,,,,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-07-27 07:56:30.000,2023-07-27 07:56:29,2630.0,37.0,471.0,121.0,539.0,284.0,1483.0,2649.0,2023-06-23 08:09:03.318,0.30.10,155.0,62.0,36,True,29744.0,29106.0,xlwings,conda-forge/xlwings,21262.0,116411.0,https://pypi.org/project/xlwings,2023-06-23 08:09:03.318,638.0,99499.0,https://anaconda.org/conda-forge/xlwings,2023-06-25 19:21:06.802,643358.0,1.0,,,,,,,,,,,,,,,,,, +97,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-08-05 22:52:03.000,2023-07-01 18:07:09,1070.0,28.0,416.0,55.0,286.0,9.0,316.0,2292.0,2023-06-22 06:12:29.713,2.2.0,36.0,81.0,36,True,140727.0,133529.0,mysqlclient,conda-forge/mysqlclient,5257.0,4231791.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7198.0,4224038.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,284534.0,2.0,,,,,,,,,,,,,,,,,, +98,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,330.0,67.0,122.0,19.0,175.0,1588.0,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,36,True,129329.0,108446.0,simplejson,conda-forge/simplejson,6346.0,17720061.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20883.0,17682199.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2758856.0,2.0,,,,,,,,,,,,,,,,,, +99,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,5.0,313.0,31.0,326.0,183.0,237.0,1126.0,2023-05-02 07:31:50.000,0.41.1,214.0,117.0,36,True,26025.0,23913.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4854185.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2112.0,4848241.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,493380.0,2.0,,,,,,,,,,,,,,,,,, +100,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-08-10 13:21:45.000,2023-08-10 04:54:03,15000.0,280.0,6636.0,730.0,5431.0,1640.0,3555.0,17020.0,2023-04-26 15:20:33.000,1.20.0,14.0,584.0,35,True,18.0,4.0,micropython-_markupbase,,64262.0,892.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +101,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-08-09 21:37:54.000,2023-08-01 09:36:09,471.0,14.0,476.0,68.0,273.0,208.0,165.0,11822.0,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2337.0,4.0,typer,conda-forge/typer,,12785938.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12746902.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1561454.0,2.0,,,,,,,,,,,,,,,,,, +102,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-08-09 19:45:43.000,2023-08-09 19:45:42,2428.0,6.0,1222.0,233.0,475.0,145.0,999.0,7864.0,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11456.0,9504.0,supervisor,conda-forge/supervisor,,1220833.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1217716.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,271245.0,3.0,,,,,,,,,,,,,,,,,, +103,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-08-09 20:13:32.000,2023-08-09 20:13:31,810.0,17.0,336.0,67.0,248.0,241.0,278.0,5547.0,2020-07-24 18:17:05.000,2.1.2,53.0,91.0,35,True,22787.0,21585.0,pendulum,conda-forge/pendulum,158.0,12044543.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1202.0,12033788.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,795812.0,2.0,,,,,,,,,,,,,,,,,, +104,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-08-03 13:17:25.000,2023-03-12 19:26:01,221.0,,469.0,106.0,94.0,87.0,162.0,5206.0,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,62254.0,56742.0,xmltodict,conda-forge/xmltodict,,31158617.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5512.0,31121355.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3130053.0,2.0,,,,,,,,,,,,,,,,,, +105,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-07-20 06:11:18.000,2022-11-03 19:39:10,1206.0,,251.0,83.0,348.0,118.0,142.0,4297.0,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,109148.0,105686.0,toolz,conda-forge/toolz,,20336012.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3462.0,20135759.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,17221794.0,2.0,,,,,,,,,,,,,,,,,, +106,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-08-02 14:58:13.000,2023-08-02 14:58:13,1173.0,8.0,580.0,137.0,314.0,33.0,217.0,4267.0,2023-07-20 15:47:29.216,0.0.1,45.0,122.0,35,True,68413.0,67138.0,tablib,conda-forge/tablib,,1852129.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1275.0,1851020.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,89851.0,2.0,,,,,,,,,,,,,,,,,, +107,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-08-02 07:35:36.000,2023-08-02 07:05:40,884.0,28.0,368.0,88.0,262.0,26.0,314.0,4115.0,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,4388.0,,ujson,conda-forge/ujson,,8600949.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4388.0,8543730.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,4005378.0,2.0,,,,,,,,,,,,,,,,,, +108,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-07-17 14:56:25.000,2023-03-01 20:59:31,1023.0,,796.0,423.0,370.0,157.0,1145.0,3681.0,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,10336.0,9359.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,197.0,2677523.0,https://pypi.org/project/elasticsearch-dsl,2023-03-01 20:59:07.507,977.0,2677408.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7843.0,2.0,,,,,,,,,,,,,,,,,, +109,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-08-08 06:49:06.000,2023-08-08 06:49:05,1591.0,29.0,411.0,88.0,111.0,6.0,164.0,3282.0,2023-08-04 05:13:59.000,8.13.18,227.0,29.0,35,True,1424.0,,phonenumbers,conda-forge/phonenumbers,,4467797.0,https://pypi.org/project/phonenumbers,2023-08-04 05:13:59.000,1424.0,4438424.0,https://anaconda.org/conda-forge/phonenumbers,2023-08-04 06:50:49.854,793083.0,1.0,,,,,,,,,,,,,,,,,, +110,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-08-09 15:23:09.000,2023-08-09 15:18:06,232.0,22.0,144.0,36.0,61.0,49.0,64.0,2339.0,2023-08-09 23:49:35.000,23.2.0,15.0,32.0,35,True,103823.0,101905.0,aiofiles,conda-forge/aiofiles,,7934445.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1918.0,7923456.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,769244.0,2.0,,,,,,,,,,,,,,,,,, +111,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-07-16 16:52:19.000,2023-05-16 10:59:01,1496.0,1.0,443.0,132.0,551.0,301.0,371.0,2322.0,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,35,True,22557.0,21319.0,dateparser,conda-forge/dateparser,,3957589.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1238.0,3955520.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,163496.0,2.0,,,,,,,,,,,,,,,,,, +112,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-08-10 08:11:53.000,2023-08-10 08:11:44,9853.0,162.0,931.0,87.0,1742.0,74.0,121.0,1956.0,2023-08-10 08:07:04.000,3.8.0,71.0,465.0,35,True,859.0,,apache-libcloud,,,139342.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,859.0,139342.0,,,,2.0,,,,,,,,,,,,,,,,,, +113,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-08-09 14:52:34.000,2023-07-06 14:53:45,1004.0,14.0,199.0,27.0,155.0,69.0,189.0,1722.0,2023-07-07 01:42:57.652,6.3.1,69.0,74.0,35,True,8493.0,7715.0,deepdiff,conda-forge/deepdiff,,10360654.0,https://pypi.org/project/deepdiff,2023-07-07 01:42:57.652,778.0,10352450.0,https://anaconda.org/conda-forge/deepdiff,2023-07-06 18:41:44.254,311779.0,1.0,,,,,,,,,,,,,,,,,, +114,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-08-04 01:25:18.000,2023-08-04 01:25:18,424.0,2.0,152.0,29.0,274.0,86.0,161.0,1412.0,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,88041.0,85188.0,cloudpickle,conda-forge/cloudpickle,26.0,29732558.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2853.0,29574436.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14072884.0,2.0,,,,,,,,,,,,,,,,,, +115,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-07-10 16:24:52.000,2023-07-10 16:24:51,735.0,15.0,115.0,35.0,206.0,53.0,189.0,1244.0,2023-06-11 23:38:46.083,3.1.1,117.0,66.0,35,True,47369.0,45201.0,argcomplete,conda-forge/argcomplete,307.0,20577346.0,https://pypi.org/project/argcomplete,2023-06-11 23:38:46.083,2168.0,20561183.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1260506.0,2.0,,,,,,,,,,,,,,,,,, +116,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-08-08 10:58:33.000,2023-07-18 20:07:32,4488.0,29.0,253.0,60.0,346.0,153.0,538.0,1225.0,2022-12-23 13:29:42.000,3.8.0,43.0,120.0,35,True,50459.0,47923.0,tables,conda-forge/pytables,176.0,908121.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2536.0,738618.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6271558.0,2.0,,,,,,,,,,,,,,,,,, +117,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-07-28 20:38:43.000,2023-07-23 13:01:17,2027.0,60.0,141.0,18.0,157.0,52.0,435.0,1083.0,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4049.0,,keyring,conda-forge/keyring,,28234112.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4049.0,28139225.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3510821.0,3.0,,,,,,,,,,,,,,,,,, +118,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-08-09 20:10:26.000,2023-07-28 11:14:00,704.0,23.0,278.0,35.0,484.0,100.0,352.0,3158.0,2023-07-13 16:43:52.000,3.2.0,82.0,113.0,34,True,7194.0,6938.0,dynaconf,conda-forge/dynaconf,,1963715.0,https://pypi.org/project/dynaconf,2023-07-13 16:40:55.670,256.0,1962097.0,https://anaconda.org/conda-forge/dynaconf,2023-07-23 19:01:40.724,55028.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,, +119,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-07-04 02:54:08.000,2023-07-04 02:54:05,1261.0,8.0,185.0,49.0,308.0,127.0,221.0,2646.0,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5022.0,4556.0,plumbum,conda-forge/plumbum,,1369967.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,466.0,1357769.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,975849.0,3.0,,,,,,,,,,,,,,,,,, +120,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-08-09 02:14:45.000,2023-08-08 20:34:03,1736.0,12.0,201.0,87.0,215.0,,,2190.0,2023-06-21 21:29:27.000,3.2.0,44.0,44.0,34,True,67818.0,66663.0,motor,conda-forge/motor,,1063832.0,https://pypi.org/project/motor,2023-06-21 21:24:00.574,1155.0,1062072.0,https://anaconda.org/conda-forge/motor,2023-06-25 13:33:35.241,59860.0,2.0,,,,,,,,,,,,,,,,,, +121,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-08-06 21:12:55.000,2023-08-06 21:12:47,785.0,25.0,197.0,61.0,91.0,64.0,288.0,1987.0,2023-08-06 21:02:00.000,2.8.5,49.0,66.0,34,True,3112.0,,numexpr,conda-forge/numexpr,347.0,5702764.0,https://pypi.org/project/numexpr,2023-08-06 21:02:00.000,3112.0,5521883.0,https://anaconda.org/conda-forge/numexpr,2023-07-21 14:57:14.461,6873328.0,2.0,,,,,,,,,,,,,,,,,, +122,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-07-21 18:59:52.000,2022-12-29 07:29:09,696.0,,141.0,44.0,110.0,26.0,144.0,1895.0,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,310128.0,307828.0,pyrsistent,conda-forge/pyrsistent,,32446149.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2300.0,32109584.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19520804.0,1.0,,,,,,,,,,,,,,,,,, +123,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-25 06:51:15.000,2023-07-25 06:51:09,713.0,14.0,215.0,44.0,69.0,42.0,136.0,1878.0,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,11799.0,,wrapt,conda-forge/wrapt,,78729785.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11799.0,78582982.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12331505.0,2.0,,,,,,,,,,,,,,,,,, +124,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-08-09 09:20:07.000,2023-08-09 09:20:05,856.0,6.0,226.0,46.0,275.0,9.0,264.0,1773.0,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,2242.0,,msgpack,conda-forge/msgpack-python,1128.0,34345320.0,https://pypi.org/project/msgpack,2023-03-08 17:50:09.322,2242.0,34182431.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,13192720.0,3.0,,,,,,,,,,,,,,,,,, +125,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-04 21:53:57.000,2023-07-26 08:20:45,485.0,35.0,259.0,25.0,116.0,11.0,145.0,1709.0,2023-07-25 07:56:09.000,2.7.0,41.0,64.0,34,True,60293.0,58837.0,emoji,conda-forge/emoji,,1893503.0,https://pypi.org/project/emoji,2023-07-25 07:50:19.000,1456.0,1891907.0,https://anaconda.org/conda-forge/emoji,2023-07-25 14:15:05.345,57485.0,1.0,,,,,,,,,,,,,,,,,, +126,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-08-03 15:16:40.000,2023-06-06 21:24:28,6024.0,19.0,523.0,80.0,1094.0,11.0,,1344.0,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,6013.0,5316.0,cassandra-driver,conda-forge/cassandra-driver,,1225012.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,697.0,1222665.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,178400.0,2.0,,,,,,,,,,,,,,,,,, +127,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-05 14:51:54.000,2023-05-26 20:00:07,1357.0,11.0,159.0,34.0,160.0,66.0,230.0,1150.0,2022-12-16 19:32:04.925,3.0.1,39.0,69.0,34,True,2377.0,,jsonpickle,conda-forge/jsonpickle,,8008806.0,https://pypi.org/project/jsonpickle,2022-12-16 19:32:04.925,2377.0,7988754.0,https://anaconda.org/conda-forge/jsonpickle,2023-06-16 13:23:11.709,1443814.0,3.0,,,,,,,,,,,,,,,,,, +128,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203.0,42.0,114.0,144.0,270.0,1085.0,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,27732.0,27041.0,py4j,conda-forge/py4j,,31798018.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,691.0,31754381.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3665553.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,, +129,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-08-10 11:35:24.000,2023-08-07 16:59:01,2040.0,208.0,395.0,19.0,959.0,98.0,349.0,1012.0,2023-08-07 17:10:54.000,.0.30,58.0,214.0,34,True,433.0,,holidays,conda-forge/holidays,187.0,5654944.0,https://pypi.org/project/holidays,2023-08-07 17:21:32.000,433.0,5561712.0,https://anaconda.org/conda-forge/holidays,2023-08-07 19:35:37.087,3449561.0,3.0,,,,,,,,,,,,,,vacanza/python-holidays,,,, +130,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-08-05 07:22:23.000,2023-08-03 20:42:47,664.0,62.0,124.0,21.0,257.0,40.0,123.0,994.0,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,10416.0,,pluggy,conda-forge/pluggy,,75546790.0,https://pypi.org/project/pluggy,2023-06-21 09:14:09.646,10416.0,74922258.0,https://anaconda.org/conda-forge/pluggy,2023-06-26 10:48:55.333,21234092.0,2.0,,,,,,,,,,,,,,,,,, +131,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-06-16 13:18:04.782,2022-11-25 10:32:48,386.0,,101.0,24.0,54.0,13.0,93.0,771.0,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,482452.0,458141.0,decorator,conda-forge/decorator,,69497009.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24311.0,69232542.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,22479756.0,2.0,,,,,,,,,,,,,,,,,, +132,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-08-09 09:19:31.000,2023-07-28 13:33:15,996.0,11.0,230.0,20.0,364.0,112.0,286.0,717.0,2023-06-09 17:45:04.039,2023.6.0,59.0,121.0,34,True,14941.0,14294.0,s3fs,conda-forge/s3fs,,129280723.0,https://pypi.org/project/s3fs,2023-06-09 17:45:04.039,647.0,129211716.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,6003623.0,2.0,,,,,,,,,,,,,,,,,, +133,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-08-07 18:10:10.000,2023-08-07 18:09:28,259.0,17.0,87.0,15.0,157.0,12.0,83.0,566.0,2023-06-12 22:04:06.461,3.12.2,61.0,37.0,34,True,296491.0,293843.0,filelock,conda-forge/filelock,,82098398.0,https://pypi.org/project/filelock,2023-06-12 22:04:06.461,2648.0,81933737.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,14160887.0,2.0,,,,,,,,,,,,,,,,,, +134,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98.0,33.0,104.0,58.0,67.0,233.0,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,395711.0,380703.0,pyasn1,conda-forge/pyasn1,,119173893.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15008.0,119023630.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12622136.0,3.0,,,,,,,,,,,,,,,,,, +135,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-08-09 08:24:21.000,2023-05-22 23:51:10,520.0,9.0,1937.0,367.0,450.0,343.0,180.0,30950.0,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1142.0,1107.0,diagrams,conda-forge/diagrams,,105934.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,101607.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,168790.0,2.0,,,,,,,,,,,,,,,,,, +136,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-08-05 21:07:05.000,2023-07-17 02:13:32,2764.0,9.0,581.0,149.0,478.0,207.0,987.0,10865.0,2023-05-06 04:09:50.000,1.9.1,218.0,62.0,33,True,2148.0,2110.0,dearpygui,,,26600.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,26600.0,,,,2.0,,,,,,,,,,,,,,,,,, +137,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-08-10 04:19:06.000,2023-08-01 09:19:41,246.0,10.0,450.0,142.0,251.0,236.0,146.0,10398.0,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,6930.0,6811.0,sqlmodel,conda-forge/sqlmodel,,495101.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,494443.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,15806.0,2.0,,,,,,,['pydantic'],,,,,,,,,,, +138,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,345.0,146.0,193.0,68.0,102.0,6250.0,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,33,True,5386.0,4963.0,boltons,conda-forge/boltons,25.0,3311677.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,423.0,3278582.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,2879290.0,2.0,2.0,,,,,,,,,,,,,,,,, +139,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-07-24 18:53:26.000,2023-07-24 18:53:19,697.0,8.0,510.0,105.0,153.0,12.0,291.0,6005.0,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12217.0,11346.0,tinydb,conda-forge/tinydb,,482566.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,871.0,478754.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,327851.0,2.0,,,,,,,,,,,,,,,,,, +140,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-08-08 16:00:24.000,2023-07-24 13:59:09,1182.0,10.0,318.0,41.0,471.0,452.0,486.0,3742.0,2023-02-03 18:42:16.019,0.17.2,150.0,121.0,33,True,6159.0,6062.0,tortoise-orm,conda-forge/tortoise-orm,13.0,90867.0,https://pypi.org/project/tortoise-orm,2020-10-23 16:49:16.000,97.0,90315.0,https://anaconda.org/conda-forge/tortoise-orm,2023-07-17 18:25:13.577,14372.0,2.0,,,,,,,,,,,,,,,,,, +141,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-08-08 20:55:46.000,2023-08-08 20:55:44,532.0,16.0,742.0,68.0,401.0,92.0,402.0,3486.0,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,33,True,748.0,,prometheus_client,conda-forge/prometheus_client,,23791665.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,23470701.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,12517599.0,2.0,,,,,,,,,,,,,,,,,, +142,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,178.0,28.0,72.0,4.0,83.0,2481.0,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,108986.0,105648.0,python-decouple,conda-forge/python-decouple,12.0,1449103.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3338.0,1448159.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,67067.0,2.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,, +143,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-08-10 13:28:46.000,2023-08-10 13:28:44,1378.0,131.0,186.0,44.0,1138.0,58.0,538.0,2416.0,2023-08-03 03:11:46.000,0.37.0,704.0,64.0,33,True,716.0,703.0,docarray,conda-forge/docarray,,150759.0,https://pypi.org/project/docarray,2023-08-07 09:42:05.000,13.0,144871.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,111885.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,, +144,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-08-06 20:59:47.000,2023-08-06 20:59:47,326.0,2.0,268.0,49.0,100.0,38.0,157.0,2374.0,2022-06-07 20:16:57.000,0.4.27,28.0,59.0,33,True,48646.0,45380.0,python-magic,conda-forge/python-magic,,5424357.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3266.0,5421394.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,225260.0,2.0,,,,,,,,,,,,,,,,,, +145,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444.0,98.0,160.0,3.0,,2081.0,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,180678.0,172216.0,xlrd,conda-forge/xlrd,,21010558.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8462.0,20966151.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3419399.0,2.0,,,,,,,,,,,,,,,,,, +146,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-08-01 19:23:00.000,2023-08-01 19:17:09,382.0,2.0,250.0,49.0,147.0,56.0,85.0,1945.0,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39252.0,5.0,chardet,conda-forge/chardet,,52992034.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39244.0,52721064.0,https://anaconda.org/conda-forge/chardet,2023-06-16 13:21:29.198,21134089.0,2.0,,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,21.0,,,,,,,,,,,, +147,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,,170.0,35.0,158.0,46.0,85.0,1888.0,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,6961.0,,jmespath,conda-forge/jmespath,,121348463.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6961.0,121158951.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16108596.0,3.0,,,,,,,,,,,,,,,,,, +148,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-30 09:55:44.000,2023-06-30 09:55:43,681.0,5.0,223.0,63.0,395.0,124.0,604.0,1441.0,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,5919.0,,typing,conda-forge/typing,,8745788.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5919.0,8714204.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2811064.0,2.0,,,,,,,,,,,,,,,,,, +149,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-08-09 19:22:13.000,2023-07-27 21:17:09,1812.0,33.0,220.0,46.0,816.0,272.0,366.0,1195.0,2023-07-20 16:36:29.000,2.16.0,72.0,90.0,33,True,2943.0,2558.0,zarr,conda-forge/zarr,,353224.0,https://pypi.org/project/zarr,2023-07-20 16:36:29.000,385.0,284717.0,https://anaconda.org/conda-forge/zarr,2023-07-23 07:02:52.835,2534787.0,2.0,,,,,,,,,,,,,,,,,, +150,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,19.0,183.0,28.0,94.0,61.0,140.0,1121.0,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,33,True,6096.0,5783.0,sshtunnel,conda-forge/sshtunnel,,5728668.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,313.0,5727242.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,118432.0,3.0,,,,,,,,,,,,,,,,,, +151,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-08-02 10:00:16.000,2023-08-02 09:59:42,503.0,55.0,144.0,29.0,486.0,5.0,110.0,1038.0,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,8020.0,,bcrypt,conda-forge/bcrypt,,39743319.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8020.0,39677332.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3761315.0,3.0,,,,,,,,,,,,,,,,,, +152,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-07-14 01:32:22.000,2023-04-04 11:45:40,1273.0,,97.0,32.0,204.0,46.0,191.0,917.0,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,43774.0,42127.0,Bottleneck,conda-forge/bottleneck,,621510.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1647.0,580165.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3597061.0,2.0,,,,,,,,,,,,,,,,,, +153,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-08-10 10:32:20.000,2023-08-03 08:22:47,1465.0,20.0,177.0,98.0,710.0,8.0,224.0,818.0,2023-07-31 13:00:25.000,5.11.0,125.0,41.0,33,True,5171.0,4945.0,neo4j-driver,conda-forge/neo4j-python-driver,,148366.0,https://pypi.org/project/neo4j-driver,2023-07-31 12:57:07.000,226.0,143398.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,188784.0,2.0,,,,,,,,,,,,,,,,,, +154,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-08-07 08:53:12.000,2023-08-07 08:48:07,325.0,14.0,139.0,16.0,147.0,13.0,123.0,807.0,2023-08-07 08:55:44.000,0.21.2,38.0,46.0,33,True,80549.0,78834.0,validators,conda-forge/validators,,5920498.0,https://pypi.org/project/validators,2022-06-05 17:12:13.000,1715.0,5910242.0,https://anaconda.org/conda-forge/validators,2023-06-16 16:19:01.999,461534.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,, +155,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-08-05 03:08:24.000,2023-06-26 03:17:34,1108.0,7.0,281.0,32.0,784.0,4.0,502.0,663.0,2023-05-20 18:50:38.000,7.1.15,104.0,115.0,33,True,5454.0,5028.0,minio,conda-forge/minio,,1342990.0,https://pypi.org/project/minio,2023-05-20 18:29:03.527,426.0,1340230.0,https://anaconda.org/conda-forge/minio,2023-06-16 16:15:33.628,138046.0,2.0,,,,,,,,,,,,,,,,,, +156,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-08-08 13:25:21.000,2023-08-03 14:42:42,361.0,13.0,119.0,59.0,354.0,55.0,257.0,380.0,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,33,True,7887.0,7565.0,pandas-gbq,conda-forge/pandas-gbq,346.0,7281996.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,322.0,7228026.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1834841.0,2.0,,,,,,,,,,,,,,,,,, +157,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-06-16 13:20:58.043,2022-10-18 01:49:53,790.0,,131.0,24.0,90.0,53.0,130.0,295.0,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,109550.0,102489.0,asn1crypto,conda-forge/asn1crypto,,51719610.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7061.0,51609381.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8157017.0,3.0,,,,,,,,,,,,,,,,,, +158,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-08-10 12:20:05.000,2023-04-03 23:11:42,649.0,,74.0,15.0,34.0,32.0,44.0,271.0,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,1685937.0,1603005.0,pytz,conda-forge/pytz,,121670982.0,https://pypi.org/project/pytz,2023-03-29 04:25:52.839,82932.0,121173776.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,43256970.0,3.0,,,,,,,,,,,,,,,,,, +159,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-07-21 22:46:30.000,2023-07-21 22:46:27,552.0,1.0,123.0,17.0,212.0,46.0,35.0,177.0,2023-05-04 20:55:04.527,0.6.1,33.0,36.0,33,True,227784.0,223460.0,s3transfer,conda-forge/s3transfer,,210927837.0,https://pypi.org/project/s3transfer,2023-05-04 20:55:04.527,4324.0,210736421.0,https://anaconda.org/conda-forge/s3transfer,2023-06-16 13:18:04.019,16270432.0,2.0,,,,,,,,,,,,,,,,,, +160,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-08-10 12:33:42.000,2023-08-10 12:33:40,7969.0,532.0,509.0,80.0,2072.0,47.0,381.0,6632.0,2023-08-10 04:57:46.000,3.6.18,154.0,116.0,32,True,514.0,460.0,hub,,,4874.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,4874.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,, +161,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-07-20 15:13:36.000,2023-07-20 15:13:35,1853.0,24.0,589.0,131.0,329.0,65.0,813.0,5535.0,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,32,True,1778.0,1408.0,csvkit,conda-forge/csvkit,,168729.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,370.0,167501.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,94572.0,2.0,,,,,,,,,,,,,,,,,, +162,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-08-02 16:46:29.000,2023-08-02 16:46:28,325.0,6.0,246.0,50.0,196.0,133.0,187.0,3492.0,2022-12-18 09:18:01.579,0.7.0,41.0,55.0,32,True,19828.0,19708.0,databases,conda-forge/databases,,350879.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,120.0,347416.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,187028.0,3.0,,,,,,,,,,,,,,,,,, +163,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-08-04 16:18:27.000,2023-08-04 16:18:00,1099.0,14.0,242.0,65.0,84.0,24.0,266.0,3377.0,2022-04-23 14:56:04.000,1.14.0,23.0,43.0,32,True,1004.0,888.0,asciimatics,conda-forge/asciimatics,,63203.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,116.0,61019.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,139819.0,3.0,2.0,,,,,,,,,,,,,,,,, +164,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233.0,87.0,77.0,313.0,329.0,3283.0,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,3940.0,3580.0,pony,conda-forge/pony,66.0,103934.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,360.0,102744.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,94046.0,3.0,,,,,,,,,,,,,,,,,, +165,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,349.0,277.0,1629.0,112.0,485.0,3283.0,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,326.0,312.0,koalas,conda-forge/koalas,1019.0,1812885.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1806922.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,303163.0,3.0,,,,,,,"['spark', 'pandas']",,,,,,,,,,, +166,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388.0,198.0,943.0,264.0,501.0,3158.0,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9939.0,9121.0,blaze,conda-forge/blaze,,9824.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,7020.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201931.0,3.0,,,,,,,,,,,,,,,,,, +167,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-08-03 00:32:14.000,2022-12-19 03:14:24,1998.0,,231.0,48.0,191.0,161.0,354.0,3099.0,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2371.0,2275.0,dependency-injector,conda-forge/dependency_injector,,1008207.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,96.0,1006943.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,29093.0,2.0,,,,,,,,,,,,,,,,,, +168,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-07-27 18:20:07.000,2023-07-27 18:20:05,1668.0,43.0,99.0,41.0,1260.0,67.0,345.0,2859.0,2023-06-27 15:48:01.033,0.21.0,24.0,47.0,32,True,442.0,385.0,returns,conda-forge/returns,,108751.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,57.0,108514.0,https://anaconda.org/conda-forge/returns,2023-06-27 18:26:27.171,6424.0,2.0,,,,,,,,,,,,,,,,,, +169,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,197.0,59.0,146.0,95.0,73.0,2768.0,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,7841.0,6950.0,schema,conda-forge/schema,,6219224.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,891.0,6217011.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,108459.0,2.0,,,,,,,,,,,,,,,,,, +170,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608.0,112.0,921.0,211.0,1093.0,2603.0,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,1450.0,1336.0,mrjob,conda-forge/mrjob,,84160.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,77938.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,516452.0,2.0,,,,,,,,,,,,,,,,,, +171,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-08-10 13:01:03.000,2023-07-18 14:03:50,574.0,32.0,203.0,16.0,553.0,224.0,405.0,2493.0,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,1053.0,979.0,pandera,conda-forge/pandera-core,,957537.0,https://pypi.org/project/pandera,2023-07-17 16:24:00.995,74.0,956757.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,26522.0,3.0,,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,, +172,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-08-10 06:34:03.000,2022-03-15 11:17:01,1020.0,,250.0,38.0,353.0,141.0,247.0,2092.0,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,13696.0,13609.0,pypika,conda-forge/pypika,,2653285.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,87.0,2653169.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2563.0,3.0,,,,,,,,,,,,,,,,,, +173,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,208.0,39.0,241.0,42.0,201.0,1779.0,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,15122.0,13779.0,voluptuous,conda-forge/voluptuous,,2317602.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1343.0,2313971.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,308652.0,2.0,,,,,,,,,,,,,,,,,, +174,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-08-01 07:54:46.000,2023-05-27 20:35:28,269.0,3.0,144.0,27.0,49.0,6.0,224.0,1742.0,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,3343.0,,cachetools,conda-forge/cachetools,,91796414.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3343.0,91554436.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9437165.0,1.0,,,,,,,,,,,,,,,,,, +175,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-06-28 12:27:48.236,2022-06-13 13:14:58,512.0,,156.0,26.0,184.0,,80.0,1663.0,2023-06-27 19:10:33.890,4.7.0,46.0,64.0,32,False,2008.0,,humanize,conda-forge/humanize,,5185574.0,https://pypi.org/project/humanize,2023-06-27 19:10:33.890,2008.0,5173994.0,https://anaconda.org/conda-forge/humanize,2023-06-28 12:27:48.236,440049.0,2.0,,,,,,,,,,,,,,,,,, +176,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-09 19:38:17.000,2022-11-23 19:30:21,1274.0,,186.0,49.0,198.0,83.0,370.0,1146.0,2022-11-23 18:35:01.134,1.7.12,87.0,59.0,32,True,3514.0,3430.0,petl,conda-forge/petl,,914885.0,https://pypi.org/project/petl,2022-11-23 18:35:01.134,84.0,912435.0,https://anaconda.org/conda-forge/petl,2023-06-16 13:16:58.492,203397.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org, +177,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-08-08 13:41:13.000,2023-08-08 13:41:11,498.0,26.0,82.0,24.0,253.0,30.0,66.0,1104.0,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,32,True,16205.0,15969.0,cleo,conda-forge/cleo,,12708493.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,236.0,12699796.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,521842.0,3.0,,,,,,,,,,,,,,python-poetry/cleo,,,, +178,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97.0,68.0,94.0,50.0,59.0,984.0,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,264391.0,249369.0,appdirs,conda-forge/appdirs,,16029560.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15022.0,15924786.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9324928.0,3.0,,,,,,,,,,,,,,,,,, +179,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-06 23:44:13.000,2023-08-06 23:44:12,935.0,77.0,100.0,23.0,92.0,25.0,82.0,851.0,2023-07-04 14:19:04.678,7.0.0,49.0,51.0,32,True,987.0,,inflect,conda-forge/inflect,,3798885.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,987.0,3789992.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,337950.0,2.0,,,,,,,,,,,,,,,,,, +180,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-07-25 21:38:20.000,2023-04-25 14:03:00,581.0,,106.0,12.0,109.0,22.0,98.0,443.0,2021-02-24 10:55:03.000,4.7.2,36.0,41.0,32,True,322942.0,315879.0,rsa,conda-forge/rsa,,117653505.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7063.0,117509619.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12230313.0,3.0,,,,,,,,,,,,,,,,,, +181,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-08-08 23:48:00.000,2023-08-08 23:47:59,1155.0,13.0,84.0,17.0,735.0,22.0,121.0,353.0,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3201.0,,multidict,conda-forge/multidict,4393.0,71254198.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3201.0,71119786.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10077106.0,2.0,,,,,,,,,,,,,,,,,, +182,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-08-04 21:37:16.000,2023-08-04 21:37:14,816.0,53.0,60.0,22.0,414.0,146.0,263.0,345.0,2023-03-14 09:22:38.000,1.13.0,75.0,34.0,32,True,7819.0,7674.0,param,conda-forge/param,,391586.0,https://pypi.org/project/param,2023-07-25 19:48:41.000,145.0,374771.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1278015.0,2.0,,,,,,,,,,,,,,,,,, +183,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-07-06 20:34:50.000,2023-01-15 03:55:53,288.0,,51.0,15.0,36.0,17.0,22.0,333.0,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,441587.0,428160.0,wcwidth,conda-forge/wcwidth,,37425345.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13427.0,37211528.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,19671251.0,3.0,,,,,,,,,,,,,,,,,, +184,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-08-06 00:03:18.000,2023-08-05 17:47:57,662.0,57.0,37.0,4.0,41.0,5.0,63.0,39.0,2023-07-14 19:25:11.779,3.16.2,48.0,22.0,32,False,3973.0,,zipp,conda-forge/zipp,,154779514.0,https://pypi.org/project/zipp,2023-07-14 19:25:11.779,3973.0,153912739.0,https://anaconda.org/conda-forge/zipp,2023-07-14 22:44:08.949,30337126.0,3.0,,,,,,,,,,,,,,,,,, +185,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-08-03 17:24:02.000,2023-07-21 10:40:58,3636.0,27.0,592.0,143.0,967.0,500.0,772.0,7962.0,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,586.0,558.0,vaex,conda-forge/vaex,276.0,50076.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,28.0,47973.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,172306.0,3.0,,,,,,,,,,,,,,,,,, +186,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-07-06 22:02:40.000,2023-03-04 17:45:05,299.0,,557.0,131.0,187.0,171.0,338.0,5750.0,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,5940.0,5865.0,eel,,,63910.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,63910.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,, +187,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-07-20 16:27:44.885,2023-07-12 09:14:31,470.0,1.0,238.0,50.0,190.0,90.0,142.0,5071.0,2023-02-28 14:24:03.236,8.2.2,52.0,82.0,31,True,1365.0,,tenacity,conda-forge/tenacity,,27743996.0,https://pypi.org/project/tenacity,2023-02-28 14:24:03.236,1365.0,27676270.0,https://anaconda.org/conda-forge/tenacity,2023-06-16 13:18:57.691,5079498.0,3.0,,,,,,,,,,,,,,,,,, +188,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512.0,91.0,181.0,14.0,420.0,4968.0,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,31,True,3380.0,3116.0,transitions,conda-forge/transitions,,458865.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,264.0,448980.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,494256.0,1.0,,,,,,,,,,,,,,,,,, +189,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-08-08 13:44:30.000,2023-07-12 08:51:27,712.0,5.0,296.0,102.0,137.0,34.0,261.0,4605.0,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,3770.0,3193.0,dataset,conda-forge/dataset,,71410.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,577.0,71185.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6543.0,3.0,,,,,,,,,,,,,,,,,, +190,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-08-04 12:50:10.000,2023-08-04 12:49:43,980.0,15.0,365.0,83.0,170.0,,590.0,4558.0,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,31,True,1409.0,1234.0,huey,conda-forge/huey,,85232.0,https://pypi.org/project/huey,2023-02-09 14:36:35.380,175.0,84735.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,31844.0,2.0,,,,,,,,,,,,,,,,,, +191,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-08-10 01:51:04.000,2023-08-08 01:02:22,6788.0,573.0,597.0,87.0,1216.0,133.0,590.0,3587.0,2023-04-12 02:29:00.815,0.3.1,63.0,245.0,31,True,38.0,2.0,toga,,1669.0,1929.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1743.0,,,,2.0,,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,20.0,,,,,,,,,,,, +192,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402.0,79.0,69.0,365.0,192.0,3465.0,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,True,12419.0,11968.0,keyboard,conda-forge/keyboard,,171496.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,451.0,170679.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,21265.0,3.0,,,,,,,,,,,,,,,,,, +193,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-07-06 15:30:43.000,2023-04-22 06:02:17,441.0,,287.0,18.0,111.0,11.0,125.0,3221.0,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,19683.0,19320.0,gdown,conda-forge/gdown,,1528226.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,363.0,1523848.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,205766.0,2.0,,,,,,,,,,,,,,,,,, +194,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-08-05 19:49:55.000,2023-08-05 19:49:55,455.0,1.0,535.0,125.0,204.0,65.0,939.0,2711.0,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,31,False,2129.0,,pyodbc,conda-forge/pyodbc,,23700460.0,https://pypi.org/project/pyodbc,2023-04-14 14:28:04.558,2129.0,23685233.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1096345.0,3.0,,,,,,,,,,,,,,,,,, +195,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290.0,64.0,305.0,107.0,238.0,2565.0,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1925.0,1538.0,schematics,conda-forge/schematics,,133592.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,133066.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25777.0,3.0,,,,,,,,,,,,,,,,,, +196,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-07-18 21:26:39.000,2023-07-18 05:37:13,821.0,2.0,424.0,41.0,620.0,259.0,362.0,2236.0,2023-04-26 00:04:01.470,5.5.0,89.0,104.0,31,True,1630.0,1470.0,pynamodb,conda-forge/pynamodb,,3088252.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,160.0,3080457.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,374183.0,3.0,,,,,,,,,,,,,,,,,, +197,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-07-20 15:36:05.326,2022-10-18 10:59:07,785.0,,176.0,44.0,217.0,104.0,271.0,1872.0,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,598.0,,fs,conda-forge/fs,,1791247.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,598.0,1782083.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,650656.0,3.0,,,,,,,,,,,,,,,,,, +198,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511.0,99.0,402.0,167.0,379.0,1651.0,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8637.0,7386.0,influxdb,conda-forge/influxdb,,1852363.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1251.0,1849240.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,124948.0,3.0,,,,,,,,,,,,,,,,,, +199,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-08-09 20:06:56.000,2023-07-22 13:47:27,1048.0,6.0,85.0,17.0,565.0,91.0,435.0,1571.0,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,31,True,16610.0,16247.0,omegaconf,conda-forge/omegaconf,,4120119.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,363.0,4095473.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1059805.0,3.0,,,,,,,,,,,,,,,,,, +200,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-08-10 13:01:28.000,2023-08-07 13:29:18,1244.0,99.0,130.0,20.0,763.0,60.0,334.0,1191.0,2023-07-10 18:55:30.054,8.1.0,55.0,58.0,31,True,518.0,487.0,copier,,,80884.0,https://pypi.org/project/copier,2023-07-10 18:55:30.054,31.0,80884.0,,,,3.0,,,,,,,,,,,,,,,,,, +201,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-08-04 11:23:33.477,2023-06-03 15:37:29,1177.0,1.0,362.0,74.0,21.0,32.0,602.0,862.0,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7829.0,7505.0,cx-Oracle,conda-forge/cx_oracle,,2631440.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2619353.0,https://anaconda.org/conda-forge/cx_oracle,2023-08-04 11:23:33.477,447233.0,3.0,,,,,,,,,,,,,,,,,, +202,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,253.0,18.0,212.0,27.0,301.0,854.0,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,4355.0,4070.0,fastcore,conda-forge/fastcore,,647960.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,645336.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,52488.0,3.0,,,,,,,,,,,,,,,,,, +203,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-25 20:17:17.000,2022-09-20 20:58:59,434.0,,121.0,23.0,53.0,54.0,125.0,832.0,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,True,17173.0,16855.0,anytree,conda-forge/anytree,,782005.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,318.0,781220.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,31405.0,2.0,,,,,,,,,,,,,,,,,, +204,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,4.0,46.0,17.0,75.0,1.0,86.0,784.0,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,31,True,23018.0,21788.0,natsort,conda-forge/natsort,,3442544.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1230.0,3401323.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1360303.0,3.0,,,,,,,,,,,,,,,,,, +205,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:09:09.912,2023-05-31 09:44:31,300.0,10.0,56.0,7.0,68.0,3.0,77.0,172.0,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,31,True,3754.0,,tzlocal,conda-forge/tzlocal,,35103058.0,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3754.0,35076294.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2301786.0,3.0,,,,,,,,,,,,,,,,,, +206,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-08-09 23:55:08.000,2023-08-09 13:35:39,765.0,24.0,46.0,43.0,650.0,46.0,165.0,53.0,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3027.0,3015.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3839042.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3835950.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,92764.0,3.0,,,,,,,,,,,,,,,,,, +207,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-08-07 16:17:00.000,2023-08-07 16:16:58,819.0,37.0,35.0,12.0,50.0,1.0,236.0,48.0,2023-08-07 05:09:49.000,6.0.1,64.0,35.0,31,False,1305.0,,importlib-resources,conda-forge/importlib_resources,,61574227.0,https://pypi.org/project/importlib-resources,2023-08-07 05:09:31.000,1305.0,61205905.0,https://anaconda.org/conda-forge/importlib_resources,2023-08-07 11:39:04.742,14364570.0,2.0,,,,,,,,,,,,,,,,,, +208,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,,4496.0,640.0,745.0,197.0,100.0,22832.0,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,30,True,109.0,93.0,algorithms,conda-forge/algorithms,,10036.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,9977.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1677.0,3.0,,,,,,,,,,,,,,,,,, +209,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-07-24 15:26:37.000,2022-05-08 04:08:19,743.0,,945.0,274.0,293.0,152.0,459.0,17752.0,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,870.0,793.0,gooey,conda-forge/gooey,479.0,6229.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,77.0,4841.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,70324.0,3.0,,,,,,,,,,,,,,,,,, +210,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578.0,188.0,90.0,64.0,82.0,6994.0,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,1236.0,1059.0,records,conda-forge/records,,220444.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,220123.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24400.0,3.0,,,,,,,,,,,,,,,,,, +211,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847.0,172.0,740.0,21.0,959.0,5545.0,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,357.0,345.0,snorkel,conda-forge/snorkel,1045.0,30592.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,29677.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,44209.0,2.0,,,,,,,,,,,,,,,,,, +212,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078.0,222.0,90.0,231.0,43.0,5069.0,,,26.0,28.0,30,False,5008.0,4201.0,pdfminer,conda-forge/pdfminer,,188584.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,807.0,188196.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,32597.0,2.0,,,,,,,,,,,,,,,,,, +213,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141.0,74.0,52.0,9.0,71.0,3120.0,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,30,True,8915.0,8303.0,funcy,conda-forge/funcy,,1375416.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,612.0,1370800.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,364716.0,3.0,,,,,,,,,,,,,,,,,, +214,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,18.0,585.0,176.0,460.0,94.0,476.0,2994.0,2023-07-24 16:07:44.000,1.82.0,94.0,82.0,30,False,258.0,225.0,arctic,conda-forge/arctic,208.0,4781.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,4217.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,28663.0,3.0,,,,,,,,,,,,,,,,,, +215,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-08-10 13:16:21.000,2023-07-21 15:32:25,5804.0,162.0,316.0,40.0,1516.0,27.0,186.0,2994.0,2023-07-21 19:04:56.000,0.42.1,99.0,73.0,30,True,126.0,124.0,zenml,,1.0,6878.0,https://pypi.org/project/zenml,2023-07-21 16:27:33.000,2.0,6878.0,,,,2.0,,,,,,,,,,,,,,,,,, +216,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-07-27 15:30:09.000,2023-07-02 21:24:27,1012.0,1.0,361.0,48.0,372.0,85.0,308.0,2927.0,2022-12-12 07:24:03.639,6.3.0,55.0,102.0,30,True,599.0,,smart-open,conda-forge/smart_open,,15564369.0,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,599.0,15540115.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,1988857.0,2.0,,,,,,,,,,,,,,,,,, +217,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-06-24 15:26:31.000,2023-06-24 15:26:30,816.0,6.0,658.0,143.0,446.0,143.0,396.0,2697.0,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,30,True,840.0,,pandas-datareader,conda-forge/pandas-datareader,,476465.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,840.0,472419.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,307525.0,2.0,,,,,,,,,,,,,,,,,, +218,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132.0,56.0,73.0,15.0,64.0,2382.0,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,6656.0,6275.0,addict,conda-forge/addict,20.0,2512001.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,381.0,2507162.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,411362.0,2.0,,,,,,,,,,,,,,,,,, +219,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-08-09 23:16:24.000,2023-08-09 15:40:43,727.0,69.0,99.0,34.0,966.0,18.0,353.0,2326.0,2023-08-09 02:28:55.000,1.2.8,273.0,22.0,30,True,162.0,157.0,whylogs,,42.0,97584.0,https://pypi.org/project/whylogs,2023-08-09 02:29:45.000,5.0,97582.0,,,,2.0,,,,,,,,,,,,,,,,,, +220,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-08-08 18:38:38.000,2023-08-01 15:49:53,219.0,4.0,269.0,49.0,61.0,43.0,112.0,2077.0,2023-02-19 15:29:00.772,1.5.9,81.0,28.0,30,True,916.0,854.0,datasketch,,19.0,1219984.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,62.0,1219984.0,,,,3.0,,,,,,,,,,,,,,,,,, +221,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-07-31 18:30:39.000,2023-06-20 15:54:36,2284.0,33.0,175.0,39.0,370.0,29.0,261.0,1845.0,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,59.0,,pyscaffold,conda-forge/pyscaffold,,280497.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,59.0,275054.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,174178.0,3.0,,,,,,,,,,,,,,,,,, +222,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-08-10 13:30:28.000,2023-08-10 08:03:50,1343.0,40.0,235.0,41.0,573.0,143.0,771.0,1581.0,2023-07-13 20:01:49.000,1.2.1,103.0,43.0,30,False,263.0,248.0,sdv,conda-forge/sdv,,47098.0,https://pypi.org/project/sdv,2023-08-02 17:41:10.000,15.0,46486.0,https://anaconda.org/conda-forge/sdv,2023-07-13 23:35:39.536,12248.0,2.0,,,,,,,,,,,,,,,,,, +223,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-07-10 20:47:28.000,2023-06-29 16:05:06,1028.0,3.0,313.0,70.0,397.0,106.0,365.0,1469.0,2023-06-23 21:51:00.000,0.23.0,14.0,83.0,30,True,239.0,215.0,mleap,conda-forge/mleap,,215800.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,24.0,213940.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,72565.0,2.0,,,,,,,,,,,,,,,,,, +224,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,,214.0,47.0,177.0,56.0,336.0,1446.0,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,30,True,2060.0,1969.0,pygsheets,,,1510355.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,91.0,1510355.0,,,,3.0,,,,,,,,,,,,,,,,,, +225,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-08-07 00:10:14.000,2023-02-24 16:19:12,264.0,,101.0,34.0,68.0,3.0,64.0,1366.0,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2859.0,,python-slugify,conda-forge/python-slugify,,11855469.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2859.0,11835197.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1682611.0,3.0,,,,,,,,,,,,,,,,,, +226,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-08-02 10:43:42.000,2023-06-30 09:48:45,521.0,14.0,70.0,18.0,185.0,34.0,90.0,1163.0,2021-07-15 10:11:00.000,1.10.0,20.0,36.0,30,True,9852.0,9510.0,questionary,conda-forge/questionary,,965426.0,https://pypi.org/project/questionary,2021-07-15 10:11:00.000,342.0,963981.0,https://anaconda.org/conda-forge/questionary,2023-06-16 19:23:58.654,46249.0,3.0,,,,,,,,,,,,,,,,,, +227,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-08-10 00:03:19.000,2023-08-04 14:05:17,780.0,47.0,42.0,13.0,220.0,13.0,83.0,1135.0,2023-07-16 09:30:00.746,0.32.0,61.0,6.0,30,True,1488.0,1458.0,python-benedict,conda-forge/python-benedict,,597425.0,https://pypi.org/project/python-benedict,2023-07-16 09:30:00.746,30.0,593275.0,https://anaconda.org/conda-forge/python-benedict,2023-07-16 12:09:20.959,136955.0,2.0,,,,,,,,,,,,,,,,,, +228,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,323.0,52.0,210.0,32.0,265.0,1088.0,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1912.0,1695.0,redis-py-cluster,,3810.0,1801695.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,217.0,1801659.0,,,,3.0,,,,,,,,,,,,,,,,,, +229,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-08-06 23:43:55.000,2023-08-06 23:43:54,1207.0,45.0,141.0,39.0,83.0,4.0,130.0,1059.0,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,30,True,134.0,,path,conda-forge/path,,1582124.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,134.0,1571008.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,433534.0,3.0,,,,,,,,,,,,,,,,,, +230,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-08-10 13:31:37.000,2023-06-09 21:25:17,1969.0,39.0,131.0,43.0,407.0,107.0,248.0,914.0,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,30,True,1526.0,1407.0,intake,conda-forge/intake,,34799.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,26772.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,457586.0,2.0,,,,,,,,,,,,,,,,,, +231,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-08-06 20:31:21.000,2023-07-31 18:34:43,586.0,23.0,135.0,21.0,473.0,39.0,246.0,890.0,2023-08-06 20:31:23.000,0.12.2,43.0,42.0,30,True,1964.0,1845.0,aiocache,,6.0,276857.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,119.0,276857.0,,,,2.0,,,,,,,,,,,,,,,,,, +232,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-06-24 07:20:44.000,2020-10-21 17:48:31,219.0,,77.0,15.0,258.0,46.0,25.0,669.0,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,42528.0,40467.0,cached-property,conda-forge/cached-property,,12004614.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2061.0,11930226.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5727904.0,2.0,,,,,,,,,,,,,,,,,, +233,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-08-08 10:59:45.000,2023-08-08 10:59:44,517.0,13.0,331.0,35.0,264.0,27.0,123.0,644.0,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,4376.0,3096.0,pysolr,conda-forge/pysolr,,182189.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,181917.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21290.0,3.0,,,,,,,,,,,,,,,,,, +234,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66.0,25.0,45.0,6.0,90.0,515.0,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,17041.0,14857.0,scandir,conda-forge/scandir,,3617203.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3601452.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1338891.0,3.0,,,,,,,,,,,,,,,,,, +235,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-07-25 11:19:25.000,2023-07-24 11:40:07,297.0,3.0,32.0,11.0,73.0,5.0,26.0,379.0,2023-07-18 11:35:10.596,2.4.7,40.0,14.0,30,True,31140.0,30850.0,srsly,conda-forge/srsly,,5001807.0,https://pypi.org/project/srsly,2023-07-18 11:35:10.596,290.0,4968346.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1271521.0,3.0,,,,,,,,,,,,,,,,,, +236,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-08-01 15:22:10.000,2022-03-13 00:04:41,186.0,,51.0,8.0,44.0,19.0,21.0,129.0,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,47200.0,44996.0,isodate,conda-forge/isodate,,68807815.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2204.0,68757644.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4465228.0,3.0,,,,,,,,,,,,,,,,,, +237,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552.0,143.0,293.0,282.0,241.0,6579.0,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1645.0,1615.0,faust,,,30134.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,30134.0,,,,3.0,,,,,,,,,,,,,,,,,, +238,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-03 14:11:29.699,2023-08-03 04:40:19,3028.0,23.0,216.0,28.0,279.0,97.0,753.0,3137.0,2023-08-03 06:13:21.000,0.22.6,113.0,76.0,29,True,94.0,88.0,ploomber,conda-forge/ploomber,,6932.0,https://pypi.org/project/ploomber,2023-08-03 06:13:21.000,6.0,4187.0,https://anaconda.org/conda-forge/ploomber,2023-08-03 14:11:29.699,71386.0,3.0,,,,,,,,,,,,,,,,,, +239,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410.0,95.0,110.0,31.0,127.0,2738.0,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,6253.0,6098.0,sklearn-pandas,conda-forge/sklearn-pandas,,232944.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,155.0,231083.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,61445.0,3.0,,,,,,,"['sklearn', 'pandas']",,,,,,,,,,, +240,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-08-09 10:14:14.000,2023-07-19 20:11:01,3836.0,18.0,308.0,33.0,315.0,135.0,534.0,2361.0,2023-05-15 21:07:09.000,2.7,208.0,92.0,29,True,93.0,82.0,pyinfra,,,28337.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,28337.0,,,,3.0,,,,,,,,,,,,,,,,,, +241,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,19.0,101.0,31.0,82.0,14.0,127.0,2316.0,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,1078.0,1037.0,swifter,conda-forge/swifter,,353476.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,347007.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,245828.0,3.0,,,,,,,['pandas'],,,,,,,,,,, +242,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-08-04 21:28:56.000,2023-08-04 21:28:56,5622.0,55.0,507.0,109.0,926.0,590.0,941.0,2038.0,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,29,False,76.0,,wx,conda-forge/wxpython,3310.0,20142.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,683150.0,3.0,,,,,,,,,,,,,,,,,, +243,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-07-31 16:46:53.000,2023-07-31 16:46:45,155.0,2.0,117.0,23.0,109.0,50.0,42.0,1857.0,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,29,True,6661.0,6572.0,gin-config,conda-forge/gin-config,,541076.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,540579.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,19411.0,3.0,,,,,,,,,,,,,,,,,, +244,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,5.0,152.0,94.0,1931.0,163.0,1335.0,1730.0,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2135.0,79780.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,79057.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22220.0,3.0,,,,,,,,,,,,,,,,,, +245,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-06-16 16:16:49.028,2023-04-04 06:37:59,1001.0,,59.0,23.0,98.0,113.0,66.0,1721.0,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,1236.0,1129.0,glom,conda-forge/glom,,1274317.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1273793.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,24665.0,3.0,,,,,,,,,,,,,,,,,, +246,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,134.0,32.0,80.0,34.0,54.0,1400.0,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10534.0,9028.0,blessings,conda-forge/blessings,,876329.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1506.0,872679.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,273813.0,3.0,,,,,,,,,,,,,,,,,, +247,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-08-02 16:10:54.000,2023-08-02 16:10:53,625.0,16.0,59.0,16.0,225.0,5.0,52.0,1322.0,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,29,True,15867.0,15378.0,bidict,conda-forge/bidict,,1672787.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,489.0,1668902.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,322493.0,3.0,,,,,,,,,,,,,,,,,, +248,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,1.0,218.0,48.0,178.0,22.0,760.0,1186.0,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,636.0,,py2neo,conda-forge/py2neo,,203222.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,636.0,202405.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,60478.0,3.0,,,,,,,,,,,,,,,,,, +249,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105.0,26.0,126.0,66.0,96.0,670.0,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,9866.0,8632.0,parsedatetime,conda-forge/parsedatetime,,7767477.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1234.0,7765493.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,164718.0,3.0,,,,,,,,,,,,,,,,,, +250,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-07-23 18:50:20.218,2023-07-23 14:40:17,372.0,37.0,114.0,15.0,92.0,65.0,127.0,653.0,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,14003.0,12539.0,configargparse,conda-forge/configargparse,,3255652.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1464.0,3233526.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,663804.0,3.0,,,,,,,,,,,,,,,,,, +251,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45.0,29.0,53.0,9.0,35.0,189.0,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,9522.0,9142.0,ordered-set,conda-forge/ordered-set,,9547001.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,380.0,9542775.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,371897.0,3.0,,,,,,,,,,,,,,,,,, +252,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-08-09 14:53:19.000,2023-07-25 17:58:43,1868.0,12.0,598.0,128.0,1282.0,215.0,1069.0,7403.0,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,28,True,12.0,4.0,hydra,conda-forge/hydra-core,,26063.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8632.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,732103.0,3.0,,,,,,,,,,,,,,,,,, +253,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148.0,49.0,472.0,58.0,262.0,2591.0,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2282.0,2237.0,gino,,,27635.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,27635.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-08-03 07:19:44.000,2023-08-03 07:19:44,535.0,12.0,122.0,50.0,59.0,11.0,121.0,2211.0,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,668.0,649.0,pyfunctional,,,309090.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,309090.0,,,,3.0,,,,,,,,,,,,,,,,,, +255,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157.0,31.0,48.0,51.0,13.0,1884.0,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,2202.0,,retrying,conda-forge/retrying,,9351883.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2202.0,9334583.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1435938.0,3.0,,,,,,,,,,,,,,,,,, +256,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-08-09 20:15:05.000,2023-07-31 09:40:37,766.0,15.0,56.0,16.0,425.0,170.0,165.0,1262.0,2023-07-01 10:01:24.000,0.9.1,30.0,25.0,28,True,379.0,374.0,prisma,,,40283.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,5.0,40283.0,,,,3.0,,,,,,,,,,,,,,,,,, +257,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175.0,49.0,33.0,59.0,25.0,1256.0,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2338.0,2256.0,pandasql,conda-forge/pandasql,,1512464.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,82.0,1497777.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,381873.0,3.0,,,,,,,['pandas'],,,,,,,,,,, +258,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,1.0,57.0,26.0,40.0,85.0,73.0,1254.0,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,1992.0,1746.0,strictyaml,conda-forge/strictyaml,,584209.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,246.0,580985.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,206356.0,3.0,,,,,,,,,,,,,,,,,, +259,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-08-04 07:30:36.000,2023-07-28 06:19:35,1709.0,34.0,74.0,14.0,410.0,106.0,232.0,1079.0,2023-07-21 14:09:40.000,0.119.0,240.0,41.0,28,True,282.0,272.0,piccolo,,,19526.0,https://pypi.org/project/piccolo,2023-08-02 21:41:12.000,10.0,19526.0,,,,3.0,,,,,,,,,,,,,,,,,, +260,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,6.0,80.0,25.0,51.0,6.0,39.0,697.0,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,838.0,,munch,conda-forge/munch,,2906747.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,838.0,1717009.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3569214.0,3.0,,,,,,,,,,,,,,,,,, +261,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160.0,35.0,48.0,31.0,184.0,604.0,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,False,1000.0,770.0,happybase,conda-forge/happybase,,90759.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,230.0,88950.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,155644.0,3.0,,,,,,,,,,,,,,,,,, +262,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53.0,12.0,49.0,8.0,116.0,568.0,,,8.0,12.0,28,False,57573.0,55290.0,dataclasses,conda-forge/dataclasses,,10894844.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10725708.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10655600.0,3.0,,,,,,,,,,,,,,,,,, +263,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136.0,25.0,106.0,65.0,59.0,507.0,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6076.0,4726.0,beaker,conda-forge/beaker,,288554.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1350.0,287633.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,70987.0,3.0,,,,,,,,,,,,,,,,,, +264,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-08-05 13:58:28.000,2023-08-05 13:57:45,698.0,9.0,43.0,11.0,78.0,13.0,92.0,484.0,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,4561.0,4295.0,python-rapidjson,conda-forge/python-rapidjson,,1237951.0,https://pypi.org/project/python-rapidjson,2023-03-15 12:20:02.299,266.0,1222005.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1259807.0,3.0,,,,,,,,,,,,,,,,,, +265,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-06-16 13:25:05.988,2022-08-26 08:23:03,611.0,,134.0,13.0,92.0,22.0,172.0,471.0,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,7076.0,4693.0,pylibmc,conda-forge/pylibmc,249.0,188942.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2383.0,186427.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,212146.0,3.0,,,,,,,,,,,,,,,,,, +266,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70.0,18.0,87.0,71.0,96.0,296.0,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,31190.0,27808.0,configobj,conda-forge/configobj,180.0,2619300.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3382.0,2607992.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,689770.0,3.0,,,,,,,,,,,,,,,,,, +267,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37.0,9.0,28.0,25.0,30.0,240.0,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,28,True,2772.0,,send2trash,conda-forge/send2trash,,10459154.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2772.0,10301149.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,10586346.0,3.0,,,,,,,,,,,,,,,,,, +268,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51.0,11.0,28.0,7.0,67.0,228.0,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,46243.0,38258.0,futures,conda-forge/futures,,9905452.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7985.0,9890540.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1252650.0,3.0,,,,,,,,,,,,,,,,,, +269,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55.0,104.0,266.0,,248.0,163.0,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,2414.0,2124.0,cloudant,conda-forge/cloudant,,103888.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,102588.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,107979.0,3.0,,,,,,,,,,,,,,,,,, +270,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-08-04 09:01:41.000,2023-07-06 18:56:38,494.0,4.0,28.0,6.0,46.0,4.0,36.0,73.0,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,61596.0,57285.0,pathlib2,conda-forge/pathlib2,,7063788.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4311.0,7034072.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2525896.0,3.0,,,,,,,,,,,,,,,,,, +271,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744.0,150.0,293.0,119.0,175.0,6090.0,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,111.0,107.0,powerline-shell,,,3404.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,3404.0,,,,3.0,,,,,,,,,,,,,,,,,, +272,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-08-07 14:04:13.000,2022-03-10 10:33:50,585.0,,509.0,85.0,247.0,101.0,129.0,3595.0,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,126.0,,textract,conda-forge/textract,,128090.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,126.0,127832.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21467.0,3.0,,,,,,,,,,,,,,,,,, +273,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,191.0,30.0,52.0,75.0,124.0,3188.0,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,34.0,,pandarallel,conda-forge/pandarallel,,337000.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,336061.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,24425.0,3.0,,,,,,,"['pandas', 'jupyter']",,,,,,,,,,, +274,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260.0,143.0,290.0,89.0,359.0,3143.0,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,False,153.0,131.0,flexx,conda-forge/flexx,,1666.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,475.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,101288.0,3.0,,,,,,,,,,,,,,,,,, +275,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484.0,98.0,184.0,259.0,506.0,1875.0,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,203.0,167.0,mongo-connector,,,3279.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,3279.0,,,,3.0,,,,,,,,,,,,,,,,,, +276,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,128.0,31.0,74.0,35.0,69.0,1048.0,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,3746.0,3526.0,sqlitedict,conda-forge/sqlitedict,,244761.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,220.0,243333.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,81412.0,3.0,,,,,,,,,,,,,,,,,, +277,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142.0,61.0,177.0,132.0,122.0,950.0,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,2438.0,1930.0,bcolz,conda-forge/bcolz,,16463.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,12151.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,336371.0,3.0,,,,,,,,,,,,,,,,,, +278,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,,80.0,14.0,130.0,35.0,96.0,865.0,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,247.0,,mss,conda-forge/python-mss,,608232.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,247.0,607468.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,29062.0,3.0,,,,,,,,,,,,,,,,,, +279,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,119.0,19.0,62.0,25.0,104.0,823.0,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2142.0,2026.0,pyahocorasick,conda-forge/pyahocorasick,,556181.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,116.0,553274.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,197716.0,3.0,,,,,,,,,,,,,,,,,, +280,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-08-09 23:57:45.000,2023-07-21 18:55:09,6196.0,104.0,30.0,10.0,245.0,34.0,537.0,348.0,2023-07-21 20:35:45.000,1.5.0,184.0,21.0,27,True,21.0,19.0,static-frame,conda-forge/static-frame,,10181.0,https://pypi.org/project/static-frame,2023-07-21 20:34:34.000,2.0,2757.0,https://anaconda.org/conda-forge/static-frame,2023-07-21 21:25:56.994,289536.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,, +281,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,62.0,19.0,43.0,20.0,17.0,190.0,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,13023.0,,ptyprocess,conda-forge/ptyprocess,,35420803.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13023.0,35258766.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14259258.0,3.0,,,,,,,,,,,,,,,,,, +282,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-24 09:35:37.258,2023-07-24 06:42:50,125.0,2.0,22.0,9.0,53.0,4.0,7.0,161.0,2023-07-24 07:37:20.000,2.0.9,26.0,12.0,27,True,27219.0,27148.0,catalogue,conda-forge/catalogue,,4599144.0,https://pypi.org/project/catalogue,2023-07-24 07:33:49.000,71.0,4569693.0,https://anaconda.org/conda-forge/catalogue,2023-07-24 09:35:37.258,1089721.0,3.0,,,,,,,,,,,,,,,,,, +283,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-08-06 23:40:01.000,2023-08-06 23:16:37,285.0,6.0,235.0,29.0,131.0,91.0,113.0,2495.0,2023-01-07 01:51:08.612,1.41.0,83.0,27.0,26,True,65.0,64.0,img2dataset,,1291.0,15844.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,15791.0,,,,3.0,,,,,,,,,,,,,,,,,, +284,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,1.0,140.0,30.0,224.0,64.0,140.0,1647.0,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,26,True,439.0,420.0,arq,conda-forge/arq,,60361.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,60065.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8288.0,3.0,,,,,,,,,,,,,,,,,, +285,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-07-22 16:11:25.000,2023-07-21 22:58:07,118.0,3.0,53.0,22.0,64.0,17.0,34.0,1054.0,2022-09-14 17:50:12.000,0.19,19.0,14.0,26,True,6099.0,5982.0,immutables,conda-forge/immutables,,1290314.0,https://pypi.org/project/immutables,2022-09-19 23:06:48.817,117.0,1275510.0,https://anaconda.org/conda-forge/immutables,2023-06-16 16:11:57.246,932665.0,3.0,,,,,,,,,,,,,,,,,, +286,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-07-19 07:38:20.262,2023-06-05 14:52:29,167.0,2.0,88.0,27.0,39.0,7.0,69.0,833.0,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,385.0,,email-validator,conda-forge/email-validator,,7750571.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7747871.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,99922.0,3.0,,,,,,,,,,,,,,,,,, +287,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-08-09 04:06:19.000,2023-08-09 04:06:18,676.0,20.0,44.0,21.0,514.0,8.0,33.0,728.0,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,110.0,,janus,conda-forge/janus,,342104.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,110.0,341814.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14510.0,3.0,,,,,,,,,,,,,,,,,, +288,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-08-04 19:41:53.000,2023-07-10 14:03:05,1386.0,40.0,48.0,17.0,135.0,3.0,13.0,690.0,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,2923.0,2862.0,ubelt,conda-forge/ubelt,,20133.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,17544.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,59551.0,3.0,,,,,,,,,,,,,,,,,, +289,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-08-06 18:07:25.000,2023-08-06 18:07:17,9915.0,30.0,43.0,14.0,9.0,6.0,8.0,484.0,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,81683.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,81683.0,,,,3.0,,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,, +290,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91.0,15.0,26.0,,67.0,469.0,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,2720.0,2461.0,pyscreenshot,,,479052.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,259.0,479052.0,,,,3.0,,,,,,,,,,,,,,,,,, +291,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64.0,17.0,183.0,44.0,157.0,440.0,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,14809.0,14793.0,umongo,conda-forge/umongo,,25828.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,25608.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5073.0,3.0,,,,,,,,,,,,,,,,,, +292,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28.0,11.0,50.0,21.0,35.0,307.0,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,308.0,,typing_inspect,conda-forge/typing_inspect,,20759279.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,308.0,20729145.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1567018.0,3.0,,,,,,,,,,,,,,,,,, +293,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44.0,22.0,162.0,,178.0,235.0,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,26,False,73.0,,tabulator,conda-forge/tabulator-py,,210816.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,210092.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53608.0,3.0,,,,,,,,,,,,,,,,,, +294,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13.0,7.0,27.0,7.0,22.0,36.0,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,72718.0,70007.0,contextlib2,conda-forge/contextlib2,,12520302.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2711.0,12507804.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1124880.0,3.0,,,,,,,,,,,,,,,,,, +295,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-06-16 16:11:49.001,2023-02-22 03:50:44,49.0,,104.0,35.0,99.0,19.0,138.0,2261.0,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,341.0,,python-box,conda-forge/python-box,38.0,1751451.0,https://pypi.org/project/python-box,2023-02-22 03:53:02.466,341.0,1744508.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,444354.0,3.0,,,,,,,,,,,,,,,,,, +296,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-07-13 17:24:45.000,2023-05-24 18:39:09,2701.0,1.0,132.0,51.0,297.0,46.0,190.0,1485.0,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,299.0,216.0,enaml,conda-forge/enaml,681.0,4274.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,2037.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,153748.0,3.0,,,,,,,,,,,,,,,,,, +297,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221.0,103.0,173.0,71.0,264.0,1484.0,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,86.0,59.0,streamparse,,,7369.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,7369.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218.0,45.0,231.0,104.0,64.0,1256.0,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,488.0,299.0,fabtools,,,2126.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2126.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,140.0,45.0,53.0,20.0,19.0,1155.0,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,352.0,,singer-python,,,766029.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,766029.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147.0,40.0,126.0,28.0,202.0,1122.0,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,250.0,217.0,parallel-ssh,,373.0,125402.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,125399.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146.0,43.0,10.0,2.0,12.0,1063.0,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,2108.0,1939.0,pluginbase,conda-forge/pluginbase,,575915.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,571475.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,297516.0,3.0,,,,,,,,,,,,,,,,,, +302,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138.0,10.0,22.0,29.0,19.0,644.0,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,2951.0,2731.0,ratelimit,conda-forge/ratelimit,,4396119.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,220.0,4395747.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11547.0,3.0,,,,,,,,,,,,,,,,,, +303,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-07-28 10:45:04.000,2022-09-12 17:36:02,282.0,,49.0,10.0,27.0,14.0,71.0,593.0,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1147.0,1123.0,pysimdjson,conda-forge/pysimdjson,,343664.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,341481.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,74245.0,3.0,,,,,,,,,,,,,,,,,, +304,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136.0,53.0,60.0,,90.0,305.0,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,198.0,176.0,pyhdb,,96.0,549661.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,549660.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,10.0,32.0,16.0,81.0,23.0,4.0,239.0,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,25,True,58.0,35.0,dbnd,,,82668.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,82668.0,,,,3.0,,,,,,,,,,,,,,,,,, +306,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,,30.0,6.0,123.0,2.0,77.0,140.0,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,871.0,826.0,everett,conda-forge/everett,,108145.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,107257.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,42630.0,3.0,,,,,,,,,,,,,,,,,, +307,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,18.0,4.0,112.0,50.0,42.0,88.0,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5758.0,4428.0,clint,conda-forge/clint,113.0,107058.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1330.0,106431.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,54563.0,3.0,,,,,,,,,,,,,,,,,, +308,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25.0,8.0,24.0,4.0,20.0,72.0,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8001.0,,entrypoints,conda-forge/entrypoints,,15596134.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8001.0,15418023.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,15673839.0,3.0,,,,,,,,,,,,,,,,,, +309,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,174.0,86.0,81.0,22.0,82.0,3948.0,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,135.0,60.0,storm,,,2598.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,2598.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-07-31 13:00:06.000,2023-07-15 06:01:34,603.0,4.0,369.0,47.0,106.0,185.0,102.0,2243.0,2011-12-30 16:40:09.000,11.12.30,16.0,43.0,24,True,10.0,,camelot,,,5943.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5943.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138.0,59.0,248.0,95.0,108.0,1558.0,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,197.0,164.0,bonobo,,,7120.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,7120.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/, +312,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90.0,42.0,42.0,21.0,47.0,1453.0,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,114.0,103.0,pypeln,conda-forge/pypeln,,43088.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,42709.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14025.0,3.0,,,,,,,,,,,,,,,,,, +313,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-08-07 14:09:16.000,2023-05-19 04:32:00,6411.0,1.0,225.0,40.0,1035.0,7.0,209.0,1395.0,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,,,optimuspyspark,,,12703.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,12703.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,, +314,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95.0,33.0,24.0,27.0,10.0,1343.0,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,181.0,160.0,pinject,conda-forge/pinject,,71973.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,71797.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4058.0,3.0,,,,,,,,,,,,,,,,,, +315,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-08-09 15:32:34.000,2023-08-09 15:32:33,320.0,6.0,74.0,44.0,227.0,42.0,40.0,1298.0,2023-06-20 08:17:02.907,0.18.0,32.0,28.0,24,True,36.0,26.0,tasktiger,,,4963.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,4963.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-08-02 03:20:11.000,2023-07-31 19:45:56,123.0,25.0,38.0,17.0,79.0,6.0,4.0,1100.0,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,24,True,728.0,711.0,asyncer,conda-forge/asyncer,,64407.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,64162.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,4656.0,3.0,,,,,,,,,,,,,,,,,, +317,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70.0,22.0,66.0,11.0,99.0,470.0,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,651.0,561.0,hickle,conda-forge/hickle,,36901.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,90.0,36484.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,22957.0,3.0,,,,,,,,,,,,,,,,,, +318,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54.0,7.0,58.0,15.0,51.0,460.0,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,429.0,402.0,cachier,,,21207.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,21207.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,, +319,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105.0,43.0,111.0,34.0,55.0,387.0,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,412.0,288.0,messytables,,,21916.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,21916.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-25 23:17:09.000,2023-07-24 10:51:09,925.0,42.0,23.0,18.0,170.0,8.0,14.0,329.0,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,24,True,365.0,329.0,aiomisc,,,17556.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,17556.0,,,,3.0,,,,,,,,,,,,,,,,,, +321,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-08-10 09:45:11.000,2023-08-07 11:15:11,5384.0,65.0,42.0,14.0,607.0,33.0,79.0,190.0,2023-08-01 10:51:02.000,0.8.7,20.0,34.0,24,True,5.0,5.0,batchflow,,,1218.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,1218.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,5.0,40.0,8.0,39.0,8.0,37.0,146.0,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,898.0,851.0,filedepot,,,24877.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,24877.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26.0,6.0,18.0,12.0,25.0,112.0,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,2709.0,2516.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,99170.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,193.0,98797.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26129.0,3.0,,,,,,,,,,,,,,,,,, +324,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165.0,99.0,31.0,18.0,58.0,3231.0,,,4.0,19.0,23,False,589.0,559.0,macropy3,,,180.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,180.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64.0,42.0,71.0,4.0,,351.0,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,23,False,692.0,609.0,pymodm,conda-forge/pymodm,,78300.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,78184.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4879.0,3.0,,,,,,,,,,,,,,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-06-16 13:19:04.224,2021-09-23 16:12:06,380.0,,57.0,19.0,13.0,16.0,24.0,260.0,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,853.0,767.0,deepdish,conda-forge/deepdish,,13930.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,12842.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,88206.0,3.0,,,,,,,,,,,,,,,,,, +327,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-08-07 20:18:20.000,2023-06-01 18:46:39,628.0,16.0,12.0,8.0,31.0,14.0,14.0,127.0,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,200.0,168.0,docopt-ng,,,50104.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,50104.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-08-10 12:28:54.000,2023-08-09 22:12:17,1611.0,296.0,5.0,3.0,690.0,15.0,25.0,41.0,2023-07-16 10:24:00.631,4.6.3,62.0,6.0,23,False,64.0,58.0,click-extra,,244.0,3065.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,6.0,3054.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657.0,392.0,276.0,81.0,80.0,10577.0,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,22,False,5.0,4.0,grumpy-tools,,,62.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,62.0,,,,2.0,,,,,,,,,,,,,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126.0,66.0,19.0,23.0,15.0,3494.0,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,401.0,368.0,pampy,,,27821.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,27821.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554.0,267.0,30.0,1.0,60.0,2699.0,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,136.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,136.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,, +332,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89.0,37.0,214.0,46.0,56.0,2434.0,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,20005.0,740.0,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +333,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83.0,45.0,34.0,18.0,11.0,1766.0,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,198.0,167.0,bashplotlib,,,5653.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,5653.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142.0,40.0,22.0,20.0,11.0,1547.0,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,186.0,163.0,commonregex,,,150159.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,150159.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51.0,20.0,20.0,3.0,27.0,842.0,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,217.0,198.0,unsync,conda-forge/unsync,,19803.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,19513.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11039.0,3.0,,,,,,,,,,,,,,,,,, +336,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122.0,13.0,32.0,31.0,42.0,802.0,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1295.0,1200.0,pickledb,,,19840.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,95.0,19840.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25.0,15.0,164.0,16.0,120.0,536.0,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,108.0,99.0,pypyr,conda-forge/pypyr,,2209.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,1626.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,11083.0,3.0,,,,,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39.0,15.0,12.0,6.0,11.0,514.0,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11071.0,9025.0,unipath,,,55829.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,55829.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43.0,12.0,20.0,18.0,11.0,477.0,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,4497.0,3313.0,awesome-slugify,conda-forge/awesome-slugify,,50299.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,49525.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68168.0,3.0,,,,,,,,,,,,,,,,,, +340,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48.0,9.0,140.0,9.0,21.0,259.0,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,182.0,174.0,pysparkling,conda-forge/pysparkling,,7627.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,7476.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4394.0,3.0,,,,,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11.0,5.0,11.0,2.0,7.0,123.0,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,1803.0,1750.0,coolname,conda-forge/coolname,,354495.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,53.0,352354.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,68519.0,3.0,,,,,,,,,,,,,,,,,, +342,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,,,,,,,2023-07-20 15:14:58.235,2.4.3,105.0,,22,True,7904.0,,openpyxl,openpyxl,,59144312.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,7874.0,59142340.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,182192.0,3.0,-4.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1219.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl +343,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-08-01 16:13:18.307,2023-07-30 14:50:45,80.0,3.0,124.0,34.0,10.0,7.0,153.0,3086.0,2023-07-30 14:52:27.000,2.1.16,61.0,1.0,21,False,180.0,180.0,ptext-joris-schellekens,conda-forge/borb,,1680.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,7.0,https://anaconda.org/conda-forge/borb,2023-08-01 16:13:18.307,40171.0,3.0,,,,,,,,,,,,,,,,,, +344,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113.0,50.0,49.0,32.0,22.0,1223.0,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,1040.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,1040.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121.0,61.0,77.0,64.0,119.0,875.0,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,42.0,30.0,mrq,,,212.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,212.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,2.0,135.0,62.0,76.0,167.0,149.0,847.0,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,894.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,894.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-08-04 12:20:13.000,2023-01-03 19:16:25,478.0,,76.0,21.0,214.0,72.0,80.0,828.0,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,13285.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,13285.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44.0,18.0,48.0,15.0,38.0,709.0,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,2020.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1239.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,25783.0,3.0,,,,,,,['pandas'],,,,,,,,,,, +349,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-07-22 17:53:02.000,2023-05-02 12:53:18,107.0,,30.0,11.0,50.0,15.0,12.0,699.0,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,21,True,189.0,178.0,dirty-equals,conda-forge/dirty-equals,,40544.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,38458.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,35471.0,3.0,,,,,,,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15.0,13.0,5.0,14.0,43.0,281.0,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,146.0,140.0,datatest,,,13979.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13979.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24.0,49.0,14.0,7.0,11.0,262.0,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,85.0,68.0,valideer,conda-forge/valideer,,13622.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,13385.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20912.0,3.0,,,,,,,,,,,,,,,,,, +352,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27.0,7.0,48.0,10.0,10.0,248.0,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,301.0,263.0,rtoml,,,84105.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,84105.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9.0,6.0,109.0,17.0,83.0,178.0,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,74.0,70.0,typical,conda-forge/typical,,5601.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,4442.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,31304.0,3.0,,,,,,,,,,,,,,,,,, +354,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19.0,4.0,10.0,6.0,13.0,100.0,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,1982.0,1857.0,stopit,conda-forge/stopit,,195460.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,185387.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,674899.0,3.0,,,,,,,,,,,,,,,,,, +355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,138.0,69.0,4.0,1.0,40.0,2033.0,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2052.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2052.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,205.0,40.0,56.0,81.0,39.0,1330.0,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,10795.0,1375.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1189.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,46.0,15.0,33.0,25.0,9.0,274.0,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,20,True,387.0,375.0,price-parser,,,58802.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,58802.0,,,,3.0,,,,,,,,,,,,,,,,,, +358,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33.0,18.0,147.0,34.0,74.0,226.0,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1286.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,291.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,60743.0,3.0,,,,,,,['pandas'],,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460.0,156.0,142.0,78.0,27.0,1974.0,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,,['spark'],,,,,,,,,,, +360,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-08-10 01:09:10.000,2023-08-10 00:42:16,2721.0,84.0,114.0,28.0,195.0,42.0,306.0,1130.0,,,,43.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +361,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56.0,36.0,45.0,14.0,58.0,1093.0,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,1203.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1203.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74.0,24.0,19.0,11.0,13.0,949.0,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,19,True,25.0,25.0,d6tflow,,,195.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,195.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34.0,10.0,25.0,6.0,14.0,259.0,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,3544.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3544.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-08-08 16:49:28.000,2023-08-03 12:35:41,595.0,77.0,20.0,4.0,237.0,3.0,,241.0,2023-08-02 15:19:50.000,1.1.178,453.0,9.0,19,True,1.0,1.0,upgini,,,2826.0,https://pypi.org/project/upgini,2023-08-08 16:49:28.000,,2826.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16.0,7.0,9.0,14.0,5.0,197.0,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,807.0,803.0,gsheetsdb,,,51730.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,51730.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17.0,7.0,62.0,6.0,22.0,147.0,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,153.0,141.0,aioprometheus,,,57829.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,57829.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-07-11 17:34:29.000,2023-05-01 19:51:54,163.0,,105.0,57.0,68.0,24.0,16.0,2014.0,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,1.0,,mara-pipelines,,,102.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,102.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76.0,53.0,23.0,22.0,8.0,1597.0,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,503.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,503.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49.0,23.0,28.0,15.0,10.0,941.0,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,528.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,528.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20.0,10.0,31.0,22.0,20.0,623.0,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,59.0,56.0,pugsql,,,5673.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5673.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275.0,88.0,15.0,26.0,5.0,1344.0,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,49.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,49.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61.0,40.0,39.0,11.0,256.0,945.0,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +373,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12.0,10.0,36.0,3.0,21.0,208.0,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,17,False,6.0,,validr,,,6700.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,6700.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13.0,8.0,18.0,1.0,12.0,176.0,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,190273.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,190273.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60.0,19.0,27.0,42.0,29.0,769.0,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1363.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1363.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23.0,19.0,9.0,7.0,6.0,627.0,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,62.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,62.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124.0,16.0,278.0,127.0,78.0,608.0,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,414.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,414.0,,,,3.0,,,,,,,['jupyter'],,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2022-07-05 23:22:23.000,2022-07-04 09:38:06,946.0,,18.0,11.0,119.0,20.0,57.0,425.0,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,12.0,12.0,bodywork,,,387.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,387.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-08-04 12:55:50.000,2023-08-04 12:50:39,116.0,5.0,6.0,13.0,133.0,6.0,3.0,268.0,2023-07-24 11:09:58.000,0.19.2,98.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,744.0,https://pypi.org/project/squirrel-core,2023-08-04 12:55:50.000,,744.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,102.0,55.0,28.0,3.0,2.0,1192.0,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,40.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,40.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12.0,3.0,5.0,3.0,,78.0,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,502.0,493.0,millify,,,39166.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,39166.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24.0,13.0,3.0,6.0,1.0,714.0,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,132.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,132.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9.0,2.0,19.0,13.0,12.0,96.0,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,32.0,27.0,cleverdict,,,777.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,777.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63.0,21.0,2.0,2.0,1.0,543.0,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,3.0,3.0,pandapy,,,92.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,92.0,,,,3.0,,,,,,,['pandas'],,,,,,,,,,, +385,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18.0,6.0,77.0,18.0,40.0,105.0,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,101.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,101.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10.0,9.0,68.0,6.0,15.0,266.0,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,146.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,146.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35.0,29.0,10.0,3.0,16.0,356.0,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +388,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28.0,19.0,5.0,1.0,3.0,765.0,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 859176c..15d0955 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- cryptography (πŸ₯‡47 Β· ⭐ 5.7K Β· πŸ“ˆ) - cryptography is a package designed to expose.. Apache-2 -- rich (πŸ₯‡44 Β· ⭐ 44K Β· πŸ“ˆ) - Rich is a Python library for rich text and beautiful formatting in the.. MIT -- marshmallow (πŸ₯ˆ41 Β· ⭐ 6.6K Β· πŸ“ˆ) - A lightweight library for converting complex objects to and from.. MIT -- libcloud (πŸ₯ˆ35 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- asyncer (πŸ₯‰23 Β· ⭐ 1.1K Β· πŸ“ˆ) - Asyncer, async and await, focused on developer experience. MIT +- numpy (πŸ₯‡53 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +- cpython (πŸ₯‡43 Β· ⭐ 55K Β· πŸ“ˆ) - The Python programming language. MIT +- cerberus (πŸ₯ˆ37 Β· ⭐ 3K Β· πŸ“ˆ) - Lightweight, extensible data validation library for Python. ISC +- boltons (πŸ₯ˆ33 Β· ⭐ 6.2K Β· πŸ“ˆ) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +- asciimatics (πŸ₯‰32 Β· ⭐ 3.4K Β· πŸ“ˆ) - A cross platform package to do curses-like operations, plus.. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- rq (πŸ₯‡39 Β· ⭐ 9K Β· πŸ“‰) - Simple job queues for Python. BSD-3 -- netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K Β· πŸ“‰) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.3K Β· πŸ“‰) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- xlwings (πŸ₯‡36 Β· ⭐ 2.6K Β· πŸ“‰) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- aiofiles (πŸ₯ˆ34 Β· ⭐ 2.3K Β· πŸ“‰) - File support for asyncio. Apache-2 +- awscli (πŸ₯‡44 Β· ⭐ 14K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- flatbuffers (πŸ₯‡42 Β· ⭐ 21K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +- docker (πŸ₯ˆ40 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +- openpyxl (πŸ₯‰22 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT From 191cd4c7e7165fd81487c41769a967063f74fb42 Mon Sep 17 00:00:00 2001 From: Ian Eaves Date: Fri, 11 Aug 2023 15:50:09 -0500 Subject: [PATCH 24/70] Add project: grai (#165) --- projects.yaml | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/projects.yaml b/projects.yaml index 843bb1f..ebb9287 100644 --- a/projects.yaml +++ b/projects.yaml @@ -1983,3 +1983,8 @@ projects: github_id: kdeldycke/click-extra pypi_id: click-extra category: "cli-helpers" + - name: Grai + github_id: grai-io/grai-core + pypi_id: the-guide + category: infrastructure + description: Platform to programmatically manage, test, and debug data infrastructure. \ No newline at end of file From 65045cdea028a6f08abaec95e03162a1c89340aa Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 17 Aug 2023 13:31:35 +0000 Subject: [PATCH 25/70] Update best-of list for version 2023.08.17 --- README.md | 1330 +++++++++++++++---------------- history/2023-08-17_changes.md | 26 + history/2023-08-17_projects.csv | 391 +++++++++ latest-changes.md | 26 +- 4 files changed, 1084 insertions(+), 689 deletions(-) create mode 100644 history/2023-08-17_changes.md create mode 100644 history/2023-08-17_projects.csv diff --git a/README.md b/README.md index 76ae1ef..fa7c2a1 100644 --- a/README.md +++ b/README.md @@ -40,7 +40,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M - [File & Path Utilities](#file--path-utilities) _10 projects_ - [Compatiblity](#compatiblity) _7 projects_ - [Cryptography](#cryptography) _7 projects_ -- [Infrastructure & DevOps](#infrastructure--devops) _19 projects_ +- [Infrastructure & DevOps](#infrastructure--devops) _20 projects_ - [Process Utilities](#process-utilities) _4 projects_ - [Asynchronous Programming](#asynchronous-programming) _7 projects_ - [Configuration](#configuration) _9 projects_ @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 470K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 470K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,43 +95,43 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 30.06.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 11.08.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡42 Β· ⭐ 21K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 3.1K Β· πŸ“₯ 250K Β· πŸ“¦ 66K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 250K Β· πŸ“¦ 67K Β· πŸ“‹ 2.3K - 7% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 12M / month Β· πŸ“¦ 300 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 13M / month Β· πŸ“¦ 310 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.1M / month Β· πŸ“¦ 270 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 270 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ41 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 91K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 92K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 25M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 26M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -142,44 +142,44 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
dill (πŸ₯ˆ37 Β· ⭐ 2K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 160 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 490 - 34% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 490 - 34% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 31M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 33M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.6M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.7M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ```
orjson (πŸ₯ˆ36 Β· ⭐ 4.8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 52K Β· πŸ“‹ 330 - 0% open Β· ⏱️ 07.08.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 53K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 12M / month Β· πŸ“¦ 1K Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 13M / month Β· πŸ“¦ 1K Β· ⏱️ 16.08.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 860K Β· ⏱️ 06.08.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 870K Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge orjson ```
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.3K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 06.04.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 17M / month Β· πŸ“¦ 21K Β· ⏱️ 06.04.2023): ``` pip install simplejson ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.5M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` @@ -206,7 +206,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 26 Β· πŸ“¦ 85K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 86K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/cloudpipe/cloudpickle @@ -220,46 +220,46 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge cloudpickle ```
-
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 230 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 3% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 17.08.2023): ``` - git clone https://github.com/msgpack/msgpack-python + git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 34M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.1M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` - pip install msgpack + pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.5M Β· ⏱️ 13.08.2023): ``` - conda install -c conda-forge msgpack-python + conda install -c conda-forge jsonpickle ```
-
jsonpickle (πŸ₯‰34 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 26.05.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 230 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 3% open Β· ⏱️ 09.08.2023): ``` - git clone https://github.com/jsonpickle/jsonpickle + git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 16.12.2022): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 34M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): ``` - pip install jsonpickle + pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge jsonpickle + conda install -c conda-forge msgpack-python ```
srsly (πŸ₯‰30 Β· ⭐ 380) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 31K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 32K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.2M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): ``` pip install srsly ``` @@ -291,18 +291,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 340K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 350K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 74K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 75K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 560 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 570 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle @@ -318,7 +318,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
rtoml (πŸ₯‰21 Β· ⭐ 250) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 260 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 270 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml @@ -340,14 +340,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M _General-purpose data containers as well as utilities & extensions for pandas._ -
numpy (πŸ₯‡53 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡53 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 790K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 800K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 170M / month Β· πŸ“¦ 130K Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 14.08.2023): ``` pip install numpy ``` @@ -358,28 +358,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 16K Β· πŸ“₯ 210K Β· πŸ“¦ 1.2M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 13% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 71K Β· ⏱️ 28.06.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 71K Β· ⏱️ 11.08.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 43M Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 43M Β· ⏱️ 12.08.2023): ``` conda install -c conda-forge pandas ```
-
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡40 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 20.06.2023): ``` pip install h5py ``` @@ -388,26 +388,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
-
polars (πŸ₯ˆ38 Β· ⭐ 19K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT +
polars (πŸ₯ˆ38 Β· ⭐ 20K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.6K - 21% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.7K - 21% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 1.1M / month Β· πŸ“¦ 220 Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 1.2M / month Β· πŸ“¦ 230 Β· ⏱️ 15.08.2023): ``` pip install polars ```
xarray (πŸ₯ˆ38 Β· ⭐ 3.1K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.9K Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.9K Β· ⏱️ 17.07.2023): ``` pip install xarray ``` @@ -423,7 +423,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 890K / month Β· πŸ“¦ 32 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 950K / month Β· πŸ“¦ 32 Β· ⏱️ 07.07.2023): ``` pip install modin ``` @@ -434,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 48K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 48K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 740K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` pip install tables ``` @@ -448,14 +448,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
+
docarray (πŸ₯ˆ34 Β· ⭐ 2.4K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 + +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 1.3K Β· πŸ“‹ 600 - 9% open Β· ⏱️ 13.08.2023): + + ``` + git clone https://github.com/jina-ai/docarray + ``` +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 130K / month Β· πŸ“¦ 13 Β· ⏱️ 10.08.2023): + ``` + pip install docarray + ``` +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 110K Β· ⏱️ 18.06.2023): + ``` + conda install -c conda-forge docarray + ``` +
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“₯ 350 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“₯ 350 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.08.2023): ``` pip install numexpr ``` @@ -471,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 870 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 490K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -480,34 +496,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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docarray (πŸ₯ˆ33 Β· ⭐ 2.4K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 - -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 700 Β· πŸ“‹ 600 - 9% open Β· ⏱️ 10.08.2023): - - ``` - git clone https://github.com/jina-ai/docarray - ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 140K / month Β· πŸ“¦ 13 Β· ⏱️ 07.08.2023): - ``` - pip install docarray - ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 110K Β· ⏱️ 18.06.2023): - ``` - conda install -c conda-forge docarray - ``` -
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 280K / month Β· πŸ“¦ 380 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 300K / month Β· πŸ“¦ 380 Β· ⏱️ 20.07.2023): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.5M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.6M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge zarr ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 580K / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 560K / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -546,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯‰32 Β· ⭐ 2.5K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 980 Β· πŸ“‹ 630 - 35% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 1K Β· πŸ“‹ 640 - 36% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 960K / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 950K / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): ``` pip install pandera ``` @@ -567,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 48K / month Β· πŸ“¦ 28 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 46K / month Β· πŸ“¦ 28 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -578,7 +578,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯‰30 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 850 Β· πŸ“‹ 160 - 27% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 860 Β· πŸ“‹ 160 - 27% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 340K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -611,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 79K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 80K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -620,46 +620,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 570 - 6% open Β· ⏱️ 17.08.2023): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 340K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.8K / month Β· πŸ“¦ 2 Β· ⏱️ 16.08.2023): ``` - pip install pandarallel + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 290K Β· ⏱️ 16.08.2023): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge static-frame ```
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StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 570 - 5% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.8K / month Β· πŸ“¦ 2 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 340K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` - pip install static-frame + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 290K Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge pandarallel ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 83K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 20K / month Β· πŸ“¦ 95 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 21K / month Β· πŸ“¦ 96 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 290 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 210 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 530 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 500 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -721,7 +721,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 120K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 06.11.2022): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 130K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 06.11.2022): ``` git clone https://github.com/grantjenks/python-sortedcontainers @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 32M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 31M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -753,7 +753,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ32 Β· ⭐ 350) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.4K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.4K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/aio-libs/multidict @@ -767,39 +767,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge multidict ```
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anytree (πŸ₯ˆ31 Β· ⭐ 830 Β· πŸ’€) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ31 Β· ⭐ 840 Β· πŸ’€) - Python tree data library. Apache-2 - [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 180 - 30% open Β· ⏱️ 20.09.2022): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 780K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 810K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anytree ```
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python-benedict (πŸ₯ˆ30 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT - -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 04.08.2023): - - ``` - git clone https://github.com/fabiocaccamo/python-benedict - ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 590K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): - ``` - pip install python-benedict - ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 16.07.2023): - ``` - conda install -c conda-forge python-benedict - ``` -
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glom (πŸ₯‰29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +
glom (πŸ₯ˆ29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 04.04.2023): @@ -815,34 +799,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge glom ```
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bidict (πŸ₯‰29 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 +
bidict (πŸ₯ˆ29 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 15K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 16K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.7M / month Β· πŸ“¦ 490 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.6M / month Β· πŸ“¦ 490 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bidict ```
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ordered-set (πŸ₯‰29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT + +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 04.08.2023): + + ``` + git clone https://github.com/fabiocaccamo/python-benedict + ``` +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 640K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): + ``` + pip install python-benedict + ``` +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 16.07.2023): + ``` + conda install -c conda-forge python-benedict + ``` +
+
ordered-set (πŸ₯ˆ29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.1K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.3K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.5M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.4M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ordered-set ``` @@ -863,41 +863,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge munch ```
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sqlitedict (πŸ₯‰27 Β· ⭐ 1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-safe. Apache-2 +
sqlitedict (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.5K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.6K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 240K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 250K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 82K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ```
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immutables (πŸ₯‰26 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 - -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 53 Β· πŸ“¦ 6K Β· πŸ“‹ 51 - 33% open Β· ⏱️ 21.07.2023): - - ``` - git clone https://github.com/MagicStack/immutables - ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 19.09.2022): - ``` - pip install immutables - ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 930K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge immutables - ``` -
janus (πŸ₯‰26 Β· ⭐ 730) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/aio-libs/janus @@ -918,18 +902,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.7M / month Β· πŸ“¦ 340 Β· ⏱️ 22.02.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.8M / month Β· πŸ“¦ 340 Β· ⏱️ 22.02.2023): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 450K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-box ```
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Show 2 hidden projects... +
Show 3 hidden projects... - addict (πŸ₯ˆ30 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- immutables (πŸ₯‰26 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. ❗Unlicensed - cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -940,12 +925,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 15K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.4K Β· πŸ“¦ 230K Β· πŸ“‹ 2.9K - 11% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“¦ 240K Β· πŸ“‹ 2.9K - 11% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 87M / month Β· πŸ“¦ 7.7K Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 90M / month Β· πŸ“¦ 7.8K Β· ⏱️ 17.08.2023): ``` pip install pydantic ``` @@ -956,48 +941,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 53 Β· πŸ“¦ 430K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 57 Β· πŸ“¦ 430K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 130M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 22M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 22M Β· ⏱️ 11.08.2023): ``` conda install -c conda-forge jsonschema ```
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cerberus (πŸ₯ˆ37 Β· ⭐ 3K Β· πŸ“ˆ) - Lightweight, extensible data validation library for Python. ISC +
cerberus (πŸ₯ˆ37 Β· ⭐ 3K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 340 - 2% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cerberus ```
validators (πŸ₯ˆ33 Β· ⭐ 810) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 140 Β· πŸ“¦ 79K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 07.08.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 140 Β· πŸ“¦ 80K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.7K Β· ⏱️ 05.06.2022): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.1M / month Β· πŸ“¦ 1.7K Β· ⏱️ 11.08.2023): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 460K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 470K Β· ⏱️ 13.08.2023): ``` conda install -c conda-forge validators ``` @@ -1009,7 +994,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -1018,14 +1003,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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param (πŸ₯ˆ32 Β· ⭐ 340) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯ˆ32 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.7K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.7K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 370K / month Β· πŸ“¦ 140 Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 140 Β· ⏱️ 25.07.2023): ``` pip install param ``` @@ -1036,12 +1021,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (πŸ₯‰28 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.7K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.8K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 580K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 590K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1050,18 +1035,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰21 Β· ⭐ 700) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰22 Β· ⭐ 700) - Doing dirty (but extremely useful) things with equals. MIT - [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 30 Β· πŸ“¦ 180 Β· πŸ“‹ 27 - 55% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 38K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 39K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 35K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 36K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1089,11 +1074,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 4.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 4.6K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typical ``` @@ -1102,9 +1087,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰26 Β· ⭐ 830) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰26 Β· ⭐ 840) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰17 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT -- dataklasses (πŸ₯‰7 Β· ⭐ 760 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed +- dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1121,11 +1106,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 450K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 460K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 490K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1137,7 +1122,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 10K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 9.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1167,71 +1152,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 47M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 48M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-dateutil ```
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 62K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 63K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 15M / month Β· πŸ“¦ 4.7K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 16M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 1.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arrow ```
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pendulum (πŸ₯ˆ35 Β· ⭐ 5.5K) - Python datetimes made easy. MIT +
dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K Β· πŸ“ˆ) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 340 Β· πŸ“₯ 160 Β· πŸ“¦ 22K Β· πŸ“‹ 520 - 46% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 22K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 16.05.2023): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.03.2023): ``` - pip install pendulum + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge dateparser ```
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dateparser (πŸ₯ˆ35 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 +
pendulum (πŸ₯ˆ35 Β· ⭐ 5.5K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 21K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 340 Β· πŸ“₯ 160 Β· πŸ“¦ 22K Β· πŸ“‹ 530 - 45% open Β· ⏱️ 16.08.2023): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.03.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): ``` - pip install dateparser + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge pendulum ```
holidays (πŸ₯‰34 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 21% open Β· ⏱️ 07.08.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 20% open Β· ⏱️ 07.08.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.6M / month Β· πŸ“¦ 430 Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.6M / month Β· πŸ“¦ 440 Β· ⏱️ 07.08.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.4M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.5M Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge holidays ``` @@ -1247,19 +1232,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 43M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 44M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pytz ```
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tzlocal (πŸ₯‰31 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰29 Β· ⭐ 170 Β· πŸ“‰) - A Python module that tries to figure out what your local timezone is. MIT - [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 80 - 3% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 35M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 37M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): ``` pip install tzlocal ``` @@ -1281,16 +1266,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡38 Β· ⭐ 630) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 57K Β· πŸ“‹ 570 - 35% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 58K Β· πŸ“‹ 580 - 35% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 610 Β· ⏱️ 09.06.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 130M / month Β· πŸ“¦ 610 Β· ⏱️ 09.06.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 13M Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 14M Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge fsspec ``` @@ -1302,39 +1287,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8K Β· ⏱️ 20.03.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8.1K Β· ⏱️ 20.03.2023): ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge watchdog ```
aiofiles (πŸ₯ˆ35 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 100K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 100K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 7.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 10M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 570) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 87 Β· πŸ“¦ 290K Β· πŸ“‹ 95 - 12% open Β· ⏱️ 07.08.2023): +- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 87 Β· πŸ“¦ 300K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 82M / month Β· πŸ“¦ 2.6K Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 86M / month Β· πŸ“¦ 2.6K Β· ⏱️ 12.06.2023): ``` pip install filelock ``` @@ -1343,7 +1328,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge filelock ```
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appdirs (πŸ₯‰32 Β· ⭐ 980) - A small Python module for determining appropriate platform-specific dirs,.. MIT +
appdirs (πŸ₯‰32 Β· ⭐ 990) - A small Python module for determining appropriate platform-specific dirs,.. MIT - [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 250K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): @@ -1354,7 +1339,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ``` @@ -1382,18 +1367,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 130 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 140 Β· ⏱️ 07.07.2023): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 430K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 440K Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge path ```
Show 3 hidden projects... -- zipp (πŸ₯‰32 Β· ⭐ 39) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰32 Β· ⭐ 40) - Backport of pathlib-compatible object wrapper for zip files. MIT - scandir (πŸ₯‰30 Β· ⭐ 520 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1410,7 +1395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 34M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1442,7 +1427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.9M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.7M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1466,7 +1451,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 520K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 520K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/pyca/cryptography @@ -1475,19 +1460,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 41M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 42M Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 47 Β· πŸ“¦ 74K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 59 Β· πŸ“¦ 75K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): ``` pip install pycryptodomex ``` @@ -1498,16 +1483,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 48 Β· πŸ“‹ 490 - 10% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 48 Β· πŸ“‹ 490 - 10% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 140K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 120K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 200 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 210 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ``` @@ -1519,7 +1504,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 28M / month Β· πŸ“¦ 4K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 28M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` @@ -1530,7 +1515,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1544,14 +1529,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
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asn1crypto (πŸ₯‰33 Β· ⭐ 300 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰33 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 28% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 28% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 52M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 51M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1560,9 +1545,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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rsa (πŸ₯‰32 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰31 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 320K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 320K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1584,55 +1569,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 15.08.2023): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 940K Β· ⏱️ 19.07.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 940K Β· ⏱️ 15.08.2023): ``` conda install -c conda-forge ansible ```
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awscli (πŸ₯‡44 Β· ⭐ 14K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 +
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 120M / month Β· πŸ“¦ 3K Β· ⏱️ 16.08.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 260K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 260K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 330M / month Β· πŸ“¦ 8.5K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 320M / month Β· πŸ“¦ 8.5K Β· ⏱️ 16.08.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge botocore ```
docker-compose (πŸ₯ˆ43 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 4.9K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/docker/compose @@ -1641,7 +1626,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge docker-compose ``` @@ -1653,7 +1638,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 44M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 45M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): ``` pip install paramiko ``` @@ -1662,36 +1647,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
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pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
docker (πŸ₯ˆ42 Β· ⭐ 6.4K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 930 Β· πŸ“₯ 470K Β· πŸ“¦ 2.8K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 650 Β· πŸ“¦ 66K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 15.08.2023): ``` - git clone https://github.com/pulumi/pulumi + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 880K / month Β· πŸ“¦ 130 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 37M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` - pip install pulumi + pip install docker ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 620 Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.6M Β· ⏱️ 08.07.2023): ``` - npm install @pulumi/pulumi + conda install -c conda-forge docker-py ```
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docker (πŸ₯ˆ40 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +
pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 630 Β· πŸ“¦ 66K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 940 Β· πŸ“₯ 540K Β· πŸ“¦ 2.8K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 16.08.2023): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 37M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 920K / month Β· πŸ“¦ 130 Β· ⏱️ 11.08.2023): ``` - pip install docker + pip install pulumi ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.6M Β· ⏱️ 08.07.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 620 Β· ⏱️ 11.08.2023): ``` - conda install -c conda-forge docker-py + npm install @pulumi/pulumi ```
kubernetes (πŸ₯ˆ38 Β· ⭐ 5.9K) - Official Python client library for kubernetes. Apache-2 @@ -1701,7 +1686,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 15M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 16M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.07.2023): ``` pip install kubernetes ``` @@ -1712,7 +1697,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1724,7 +1709,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 4 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 10 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 06.08.2023): ``` git clone https://github.com/fabric/fabric @@ -1733,7 +1718,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 68K Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 69K Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge fabric ``` @@ -1745,18 +1730,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 38K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 39K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge schedule ```
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plumbum (πŸ₯‰34 Β· ⭐ 2.6K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.6K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.6K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/tomerfiliba/plumbum @@ -1770,14 +1755,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰33 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰32 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT - [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.8K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.7M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.9M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1786,21 +1771,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT +
pyinfra (πŸ₯‰27 Β· ⭐ 2.4K Β· πŸ“‰) - pyinfra automates infrastructure super fast at massive scale. It can.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 310 Β· πŸ“¦ 82 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 310 Β· πŸ“¦ 83 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 28K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 27K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ```
pypyr (πŸ₯‰22 Β· ⭐ 540) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 99 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 100 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr @@ -1814,12 +1799,13 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pypyr ```
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Show 4 hidden projects... +
Show 5 hidden projects... - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT +- Grai (πŸ₯‰16 Β· ⭐ 220 Β· βž•) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1850,7 +1836,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.2M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1885,9 +1871,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡38 Β· ⭐ 9.5K Β· πŸ’€) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡37 Β· ⭐ 9.5K Β· πŸ“‰) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 89K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 90K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/MagicStack/uvloop @@ -1901,7 +1887,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge uvloop ```
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greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
greenlet (πŸ₯‡37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT - [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 270K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): @@ -1917,34 +1903,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge greenlet ```
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anyio (πŸ₯ˆ37 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯‡37 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 160K Β· πŸ“‹ 320 - 18% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 160K Β· πŸ“‹ 320 - 18% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 41M / month Β· πŸ“¦ 480 Β· ⏱️ 26.07.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 42M / month Β· πŸ“¦ 480 Β· ⏱️ 26.07.2023): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8.7M Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8.8M Β· ⏱️ 06.07.2023): ``` conda install -c conda-forge anyio ```
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asyncer (πŸ₯‰24 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰25 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 710 Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 1.3K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 64K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 65K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.7K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.8K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1956,7 +1942,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 16K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): ``` pip install aiomisc ``` @@ -1990,12 +1976,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.3K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 520K Β· πŸ“‹ 260 - 15% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 530K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 8.4K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 8.5K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2006,16 +1992,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 6.9K Β· πŸ“‹ 450 - 22% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 7K Β· πŸ“‹ 450 - 22% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2M / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month Β· πŸ“¦ 260 Β· ⏱️ 11.08.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 55K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 56K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dynaconf ``` @@ -2027,23 +2013,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 67K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 68K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
omegaconf (πŸ₯‰31 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 85 Β· πŸ“¦ 16K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.07.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 86 Β· πŸ“¦ 17K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.1M / month Β· πŸ“¦ 360 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.2M / month Β· πŸ“¦ 360 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2059,27 +2045,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 540K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 590K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 20K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gin-config ```
hydra (πŸ₯‰28 Β· ⭐ 7.4K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 4 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 10 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.6K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.3K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2091,7 +2077,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2111,7 +2097,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 43K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 44K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2124,12 +2110,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.4K Β· πŸ“₯ 51 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.4K Β· πŸ“₯ 63 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 140M / month Β· πŸ“¦ 74K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 150M / month Β· πŸ“¦ 74K Β· ⏱️ 18.07.2023): ``` pip install click ``` @@ -2145,7 +2131,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 30M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 31M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): ``` pip install rich ``` @@ -2161,11 +2147,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 32M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 33M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 17M Β· ⏱️ 05.07.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 18M Β· ⏱️ 05.07.2023): ``` conda install -c conda-forge prompt-toolkit ``` @@ -2181,7 +2167,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 690K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 700K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ``` @@ -2197,14 +2183,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 24M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 25M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge colorama ```
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 4 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 10 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/typer @@ -2234,14 +2220,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge argcomplete ```
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asciimatics (πŸ₯‰32 Β· ⭐ 3.4K Β· πŸ“ˆ) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰32 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 240 Β· πŸ“¦ 890 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 240 Β· πŸ“¦ 900 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 61K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 58K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2252,7 +2238,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰32 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 96 - 31% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 97 - 31% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/sdispater/cleo @@ -2261,7 +2247,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ``` @@ -2282,34 +2268,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge wcwidth ```
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questionary (πŸ₯‰30 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT +
questionary (πŸ₯‰31 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 70 Β· πŸ“¦ 9.5K Β· πŸ“‹ 120 - 27% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 70 Β· πŸ“¦ 9.6K Β· πŸ“‹ 120 - 25% open Β· ⏱️ 12.08.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 960K / month Β· πŸ“¦ 340 Β· ⏱️ 15.07.2021): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 980K / month Β· πŸ“¦ 360 Β· ⏱️ 10.08.2023): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 47K Β· ⏱️ 10.08.2023): ``` conda install -c conda-forge questionary ```
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ConfigArgParse (πŸ₯‰29 Β· ⭐ 650) - A drop-in replacement for argparse that allows options to also be.. MIT +
ConfigArgParse (πŸ₯‰30 Β· ⭐ 660) - A drop-in replacement for argparse that allows options to also be.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 13K Β· πŸ“‹ 190 - 33% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 660K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 670K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ``` @@ -2352,7 +2338,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 760) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 770) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2360,30 +2346,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡32 Β· ⭐ 1.7K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡31 Β· ⭐ 1.7K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 27.05.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 92M / month Β· πŸ“¦ 3.3K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 95M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.4M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.5M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ30 Β· ⭐ 890) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 1.8K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 1.9K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 280K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 290K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2395,7 +2381,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2406,12 +2392,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 250 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 260 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 190K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2422,12 +2408,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰24 Β· ⭐ 460) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 400 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 410 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 21K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 19K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2462,12 +2448,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.7K Β· πŸ“¦ 9.3K Β· πŸ“‹ 3.4K - 21% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.3K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 310K / month Β· πŸ“¦ 300 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 310K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2495,23 +2481,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 64K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 63K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 720 - 18% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 730 - 18% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.7K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 20 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 15 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2558,23 +2544,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 790K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 800K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 59K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 26.07.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 59K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 57K Β· ⏱️ 25.07.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 58K Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge emoji ``` @@ -2586,27 +2572,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 53M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 54M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 21M Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 21 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 31 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
inflect (πŸ₯ˆ32 Β· ⭐ 850) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 13.08.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.8M / month Β· πŸ“¦ 990 Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.9M / month Β· πŸ“¦ 990 Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2638,7 +2624,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 550K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 530K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2654,7 +2640,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 350K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 360K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2663,14 +2649,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge coolname ```
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price-parser (πŸ₯‰20 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 +
price-parser (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 46 Β· πŸ“¦ 380 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 59K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 60K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2699,60 +2685,60 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡46 Β· ⭐ 8.2K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 340K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 340K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 760M / month Β· πŸ“¦ 18K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 760M / month Β· πŸ“¦ 18K Β· ⏱️ 16.08.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.6K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.6K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 45K Β· πŸ“¦ 610K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 620K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 92M / month Β· πŸ“¦ 47K Β· ⏱️ 15.07.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 93M / month Β· πŸ“¦ 47K Β· ⏱️ 15.08.2023): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 15.07.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge sqlalchemy ```
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 12% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 16.07.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 15.08.2023): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1M Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1M Β· ⏱️ 15.08.2023): ``` conda install -c conda-forge redis-py ```
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 48M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 49M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): ``` pip install google-cloud-storage ``` @@ -2763,32 +2749,32 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.5K - 12% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 40M / month Β· πŸ“¦ 660 Β· ⏱️ 08.08.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 40M / month Β· πŸ“¦ 670 Β· ⏱️ 08.08.2023): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 990K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1M Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.7K Β· ⏱️ 21.04.2023): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 14.08.2023): ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 540K Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge peewee ``` @@ -2800,7 +2786,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 46M / month Β· πŸ“¦ 340 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 52M / month Β· πŸ“¦ 340 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2832,7 +2818,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2843,7 +2829,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 15.08.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2864,7 +2850,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2875,44 +2861,44 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ38 Β· ⭐ 2.1K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 980 - 10% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 980 - 10% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 30M / month Β· πŸ“¦ 11K Β· ⏱️ 04.08.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 30M / month Β· πŸ“¦ 11K Β· ⏱️ 16.08.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.5M Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.6M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge alembic ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 960 - 3% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 970 - 3% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 56 Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 28M / month Β· πŸ“¦ 56 Β· ⏱️ 01.08.2023): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 400K Β· ⏱️ 15.06.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 410K Β· ⏱️ 15.06.2023): ``` conda install -c conda-forge awswrangler ```
python-bigquery (πŸ₯ˆ37 Β· ⭐ 630) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 590 - 12% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 21K Β· πŸ“‹ 600 - 14% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): ``` pip install google-cloud-bigquery ``` @@ -2921,9 +2907,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.3K) - Confluents Kafka Python Client. Apache-2 +
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 850 Β· πŸ“¦ 6.8K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 6.9K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -2939,12 +2925,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ36 Β· ⭐ 3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 440 Β· πŸ“₯ 93 Β· πŸ“¦ 560 Β· πŸ“‹ 2.2K - 3% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 440 Β· πŸ“₯ 93 Β· πŸ“¦ 570 Β· πŸ“‹ 2.2K - 4% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 47 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 13.08.2023): ``` pip install ibis-framework ``` @@ -2964,7 +2950,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 280K Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 290K Β· ⏱️ 02.07.2023): ``` conda install -c conda-forge mysqlclient ``` @@ -2980,7 +2966,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 490K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlalchemy-utils ``` @@ -3003,7 +2989,7 @@ _Libraries for connecting to, operating, and querying databases._
libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/apache/libcloud @@ -3013,20 +2999,36 @@ _Libraries for connecting to, operating, and querying databases._ pip install apache-libcloud ```
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Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 200 Β· πŸ“¦ 67K Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.1K Β· πŸ“‹ 970 - 49% open Β· ⏱️ 11.08.2023): ``` - git clone https://github.com/mongodb/motor + git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 88K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` - pip install motor + pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 60K Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 15K Β· ⏱️ 11.08.2023): ``` - conda install -c conda-forge motor + conda install -c conda-forge tortoise-orm + ``` +
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 + +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 08.08.2023): + + ``` + git clone https://github.com/prometheus/client_python + ``` +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 24M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): + ``` + pip install prometheus_client + ``` +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 13M Β· ⏱️ 10.07.2023): + ``` + conda install -c conda-forge prometheus_client ```
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 @@ -3036,7 +3038,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.2M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` pip install cassandra-driver ``` @@ -3047,7 +3049,7 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ34 Β· ⭐ 720) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 28% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 28% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/fsspec/s3fs @@ -3061,57 +3063,57 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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sqlmodel (πŸ₯ˆ33 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 6.8K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 230K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 15.08.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 490K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): ``` - pip install sqlmodel + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 16M Β· ⏱️ 16.08.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge s3transfer ```
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tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.7K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
sqlmodel (πŸ₯‰33 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.1K Β· πŸ“‹ 940 - 48% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 6.9K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/tortoise/tortoise-orm + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 90K / month Β· πŸ“¦ 97 Β· ⏱️ 23.10.2020): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 510K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` - pip install tortoise-orm + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 14K Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge tortoise-orm + conda install -c conda-forge sqlmodel ```
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Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 +
Motor (πŸ₯‰33 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 200 Β· πŸ“¦ 67K Β· ⏱️ 16.08.2023): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 23M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.06.2023): ``` - pip install prometheus_client + pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 13M Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 60K Β· ⏱️ 25.06.2023): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge motor ```
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neo4j-driver (πŸ₯ˆ33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 4.9K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 5.6K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3125,9 +3127,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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minio (πŸ₯ˆ33 Β· ⭐ 660) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯‰33 Β· ⭐ 670) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 5K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 5.1K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 26.06.2023): ``` git clone https://github.com/minio/minio-py @@ -3141,14 +3143,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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pandas-gbq (πŸ₯ˆ33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯‰33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.6K Β· πŸ“‹ 310 - 17% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.6K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.2M / month Β· πŸ“¦ 320 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.3M / month Β· πŸ“¦ 320 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3157,22 +3159,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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s3transfer (πŸ₯ˆ33 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 - -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 220K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 21.07.2023): - - ``` - git clone https://github.com/boto/s3transfer - ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 04.05.2023): - ``` - pip install s3transfer - ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge s3transfer - ``` -
Databases (πŸ₯‰32 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 02.08.2023): @@ -3180,7 +3166,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 350K / month Β· πŸ“¦ 120 Β· ⏱️ 18.12.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 330K / month Β· πŸ“¦ 120 Β· ⏱️ 18.12.2022): ``` pip install databases ``` @@ -3212,11 +3198,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 71K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 83K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.5K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.6K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ``` @@ -3228,7 +3214,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 3.1M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.7M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` pip install pynamodb ``` @@ -3244,18 +3230,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 120K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge influxdb ```
cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.5K Β· πŸ“‹ 630 - 5% open Β· ⏱️ 03.06.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.5K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/oracle/python-cx_Oracle @@ -3297,46 +3283,46 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
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pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 +
py2neo (πŸ₯‰30 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/django-haystack/pysolr + git clone https://github.com/py2neo-org/py2neo ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 180K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 200K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): ``` - pip install pysolr + pip install py2neo ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 61K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pysolr + conda install -c conda-forge py2neo ```
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py2neo (πŸ₯‰29 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 +
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 15.08.2023): ``` - git clone https://github.com/py2neo-org/py2neo + git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 200K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 180K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` - pip install py2neo + pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 60K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge py2neo + conda install -c conda-forge pysolr ```
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prisma (πŸ₯‰28 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 56 Β· πŸ“¦ 370 Β· πŸ“‹ 340 - 50% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 56 Β· πŸ“¦ 960 Β· πŸ“‹ 340 - 50% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 40K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 41K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): ``` pip install prisma ``` @@ -3348,7 +3334,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 20K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 15K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): ``` pip install piccolo ``` @@ -3371,7 +3357,7 @@ _Libraries for connecting to, operating, and querying databases._
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 850 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 860 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot @@ -3395,7 +3381,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 350 - 12% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“‹ 350 - 12% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3408,7 +3394,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 58K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 59K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ``` @@ -3429,9 +3415,9 @@ _Libraries for connecting to, operating, and querying databases._ - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- PugSQL (πŸ₯‰18 Β· ⭐ 620 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- PugSQL (πŸ₯‰18 Β· ⭐ 630 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3443,16 +3429,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 22K Β· πŸ“‹ 2.4K - 24% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 23K Β· πŸ“‹ 2.4K - 24% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 4.2M / month Β· πŸ“¦ 580 Β· ⏱️ 08.08.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 4.4M / month Β· πŸ“¦ 580 Β· ⏱️ 08.08.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 390K Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 400K Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge datasets ``` @@ -3464,7 +3450,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.2M / month Β· πŸ“¦ 3.1K Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 07.08.2023): ``` pip install Faker ``` @@ -3473,18 +3459,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge faker ```
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xlwings (πŸ₯‡36 Β· ⭐ 2.6K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯‡36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 99K / month Β· πŸ“¦ 640 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 100K / month Β· πŸ“¦ 640 Β· ⏱️ 23.06.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 640K Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 650K Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge xlwings ``` @@ -3500,14 +3486,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xmltodict ```
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 67K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 68K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/jazzband/tablib @@ -3523,12 +3509,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ33 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 270 Β· πŸ“¦ 45K Β· πŸ“‹ 200 - 19% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 270 Β· πŸ“¦ 46K Β· πŸ“‹ 200 - 19% open Β· ⏱️ 06.08.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3555,12 +3541,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ31 Β· ⭐ 3.2K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 19K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 20K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 360 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month Β· πŸ“¦ 360 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3571,12 +3557,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
snorkel (πŸ₯ˆ30 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 350 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 30K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3592,7 +3578,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 16M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 15M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): ``` pip install smart-open ``` @@ -3608,7 +3594,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 470K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 510K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3617,14 +3603,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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Intake (πŸ₯ˆ30 Β· ⭐ 910) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ30 Β· ⭐ 920) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.4K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 09.06.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 27K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 29K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` @@ -3635,12 +3621,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰26 Β· ⭐ 2.5K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 240 Β· πŸ“₯ 1.3K Β· πŸ“¦ 64 Β· πŸ“‹ 200 - 44% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 240 Β· πŸ“₯ 1.3K Β· πŸ“¦ 64 Β· πŸ“‹ 200 - 44% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 16K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 14K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): ``` pip install img2dataset ``` @@ -3652,7 +3638,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.9K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.3K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3664,19 +3650,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 890 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 930 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
excalibur (πŸ₯‰20 Β· ⭐ 1.3K) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 200 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.2K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.1K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ``` @@ -3688,7 +3674,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 2.8K / month Β· ⏱️ 08.08.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.9K / month Β· ⏱️ 16.08.2023): ``` pip install upgini ``` @@ -3700,7 +3686,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 740 / month Β· ⏱️ 04.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 560 / month Β· ⏱️ 04.08.2023): ``` pip install squirrel-core ``` @@ -3712,14 +3698,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 +- SDV (πŸ₯ˆ31 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯ˆ30 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- SDV (πŸ₯ˆ30 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰26 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT +- deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 770 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 @@ -3734,12 +3720,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 520K Β· πŸ“¦ 7.6K Β· πŸ“‹ 7.9K - 10% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 520K Β· πŸ“¦ 7.7K Β· πŸ“‹ 7.9K - 10% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 280 Β· ⏱️ 04.08.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 280 Β· ⏱️ 16.08.2023): ``` pip install apache-airflow ``` @@ -3747,14 +3733,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 130M Β· ⭐ 460 Β· ⏱️ 04.08.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 130M Β· ⭐ 460 Β· ⏱️ 16.08.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/celery/celery @@ -3763,35 +3749,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install celery ``` -- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.3M Β· ⏱️ 22.06.2023): +- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.4M Β· ⏱️ 22.06.2023): ``` conda install -c conda-forge celery ```
Prefect (πŸ₯‡42 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.5K Β· πŸ“‹ 4K - 13% open Β· ⏱️ 07.08.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.6K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 690K / month Β· πŸ“¦ 140 Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 670K / month Β· πŸ“¦ 140 Β· ⏱️ 03.08.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 490K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 500K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge prefect ```
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Beam (πŸ₯‡41 Β· ⭐ 7K) - Unified programming model to define and execute data processing pipelines,.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 7.1K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 69% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 69% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.2M / month Β· πŸ“¦ 180 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 180 Β· ⏱️ 17.08.2023): ``` pip install apache-beam ``` @@ -3800,25 +3786,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge apache-beam-with-aws ```
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Dagster (πŸ₯‡40 Β· ⭐ 8.1K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡40 Β· ⭐ 8.2K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1K Β· πŸ“¦ 1.4K Β· πŸ“‹ 6.1K - 31% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1K Β· πŸ“¦ 1.4K Β· πŸ“‹ 6.1K - 30% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 570K / month Β· πŸ“¦ 120 Β· ⏱️ 10.08.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 980K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 980K Β· ⏱️ 11.08.2023): ``` conda install -c conda-forge dagster ```
rq (πŸ₯ˆ39 Β· ⭐ 9.1K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 05.08.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/rq/rq @@ -3834,16 +3820,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.7K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 35 Β· ⏱️ 04.08.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 36 Β· ⏱️ 10.08.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 700K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 700K Β· ⏱️ 10.08.2023): ``` conda install -c conda-forge great-expectations ``` @@ -3855,7 +3841,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 32M / month Β· πŸ“¦ 6.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 34M / month Β· πŸ“¦ 6.2K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3866,12 +3852,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (πŸ₯ˆ38 Β· ⭐ 7.4K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.4K Β· πŸ“¦ 3.1K Β· πŸ“‹ 4.3K - 11% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.4K Β· πŸ“¦ 3.1K Β· πŸ“‹ 4.4K - 10% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3887,7 +3873,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 630K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 650K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` @@ -3896,9 +3882,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ36 Β· ⭐ 8.6K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
Kedro (πŸ₯ˆ37 Β· ⭐ 8.6K Β· πŸ“ˆ) - Kedro is a toolbox for production-ready data science. It uses.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 24% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 24% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/kedro-org/kedro @@ -3908,9 +3894,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install kedro ```
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Activeloop (πŸ₯ˆ32 Β· ⭐ 6.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ33 Β· ⭐ 6.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 510 Β· πŸ“¦ 460 Β· πŸ“‹ 430 - 10% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 510 Β· πŸ“¦ 1K Β· πŸ“‹ 430 - 10% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/activeloopai/Hub @@ -3920,18 +3906,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install hub ```
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petl (πŸ₯ˆ32 Β· ⭐ 1.1K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT +
petl (πŸ₯ˆ33 Β· ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 190 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 18% open Β· ⏱️ 23.11.2022): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 190 Β· πŸ“¦ 3.4K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 910K / month Β· πŸ“¦ 84 Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 880K / month Β· πŸ“¦ 84 Β· ⏱️ 16.08.2023): ``` pip install petl ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 200K Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge petl ``` @@ -3943,7 +3929,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 85K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 82K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): ``` pip install huey ``` @@ -3954,36 +3940,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ30 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 120 Β· πŸ“‹ 210 - 12% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 140 Β· πŸ“‹ 220 - 13% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 6.9K / month Β· πŸ“¦ 2 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 7K / month Β· πŸ“¦ 2 Β· ⏱️ 15.08.2023): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 99 Β· πŸ“₯ 42 Β· πŸ“¦ 160 Β· πŸ“‹ 370 - 4% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 99 Β· πŸ“₯ 42 Β· πŸ“¦ 160 Β· πŸ“‹ 380 - 5% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 98K / month Β· πŸ“¦ 5 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 98K / month Β· πŸ“¦ 5 Β· ⏱️ 15.08.2023): ``` pip install whylogs ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 210K / month Β· πŸ“¦ 24 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 220K / month Β· πŸ“¦ 24 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` @@ -3999,7 +3985,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 30K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 28K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -4011,11 +3997,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.2K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.1K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 71K Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 72K Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge ploomber ``` @@ -4027,37 +4013,37 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 310K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 330K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
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arq (πŸ₯‰26 Β· ⭐ 1.6K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
arq (πŸ₯‰26 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT - [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 420 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 60K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 68K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.3K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.4K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ```
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dbnd (πŸ₯‰25 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 28.05.2023): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/databand-ai/dbnd + git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 83K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 11K / month Β· ⏱️ 30.05.2019): ``` - pip install dbnd + pip install optimuspyspark ```
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K) - Concurrent data pipelines in Python . MIT @@ -4067,7 +4053,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 43K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 51K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4076,50 +4062,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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Optimus (πŸ₯‰24 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark +
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 09.08.2023): ``` - git clone https://github.com/hi-primus/optimus + git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 13K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): ``` - pip install optimuspyspark + pip install tasktiger ```
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TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
dbnd (πŸ₯‰24 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 28.05.2023): ``` - git clone https://github.com/closeio/tasktiger + git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 80K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` - pip install tasktiger + pip install dbnd ```
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BatchFlow (πŸ₯‰24 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 42 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 07.08.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 07.08.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 1.2K / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 990 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 170 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): +- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 180 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.1K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4135,7 +4121,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.2K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4144,28 +4130,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Databolt Flow (πŸ₯‰19 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 25 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 01.05.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 200 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 81 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` - pip install d6tflow + pip install mara-pipelines ```
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Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 25 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 100 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 140 / month Β· ⏱️ 22.01.2019): ``` - pip install mara-pipelines + pip install d6tflow ```
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT @@ -4187,7 +4173,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 100 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 42 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4201,8 +4187,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- bodywork-core (πŸ₯‰16 Β· ⭐ 420 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
@@ -4214,12 +4200,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 890K Β· πŸ“‹ 560 - 46% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 900K Β· πŸ“‹ 560 - 46% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 200M / month Β· πŸ“¦ 75K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 210M / month Β· πŸ“¦ 76K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4230,7 +4216,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 64K Β· πŸ“‹ 880 - 1% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 65K Β· πŸ“‹ 880 - 1% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4239,7 +4225,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4268,16 +4254,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.7K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.8K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 10M / month Β· πŸ“¦ 780 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 790 Β· ⏱️ 07.07.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 310K Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 320K Β· ⏱️ 06.07.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4300,7 +4286,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 48) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 49) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4311,7 +4297,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 790K Β· πŸ“‹ 650 - 18% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 800K Β· πŸ“‹ 650 - 18% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4327,12 +4313,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 270 - 9% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 9% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 45M / month Β· πŸ“¦ 8.8K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 47M / month Β· πŸ“¦ 8.8K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4357,7 +4343,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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boltons (πŸ₯ˆ33 Β· ⭐ 6.2K Β· πŸ“ˆ) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
boltons (πŸ₯ˆ33 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 - [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 5K Β· πŸ“‹ 170 - 40% open Β· ⏱️ 06.05.2023): @@ -4368,19 +4354,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ```
+
tenacity (πŸ₯ˆ32 Β· ⭐ 5.1K) - Retrying library for Python. Apache-2 + +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 250 Β· πŸ“‹ 230 - 38% open Β· ⏱️ 14.08.2023): + + ``` + git clone https://github.com/jd/tenacity + ``` +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 28M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.08.2023): + ``` + pip install tenacity + ``` +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.1M Β· ⏱️ 14.08.2023): + ``` + conda install -c conda-forge tenacity + ``` +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 230 Β· πŸ“¦ 2.3K Β· πŸ“‹ 520 - 31% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.3K Β· πŸ“‹ 520 - 32% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 96 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 990K / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): ``` pip install dependency-injector ``` @@ -4396,39 +4398,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 110K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 100K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.4K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.5K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge returns ```
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tenacity (πŸ₯‰31 Β· ⭐ 5.1K) - Retrying library for Python. Apache-2 - -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 240 Β· πŸ“‹ 230 - 38% open Β· ⏱️ 12.07.2023): - - ``` - git clone https://github.com/jd/tenacity - ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 28M / month Β· πŸ“¦ 1.4K Β· ⏱️ 28.02.2023): - ``` - pip install tenacity - ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.1M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge tenacity - ``` -
-
natsort (πŸ₯‰31 Β· ⭐ 780) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰31 Β· ⭐ 790) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 22K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4439,7 +4425,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰30 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.3K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.4K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy @@ -4448,7 +4434,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge funcy ``` @@ -4460,11 +4446,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 60K Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 61K Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge ubelt ``` @@ -4472,7 +4458,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... - retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰25 Β· ⭐ 640 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰25 Β· ⭐ 650 Β· πŸ’€) - API Rate Limit Decorator. MIT - pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT @@ -4483,14 +4469,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡43 Β· ⭐ 55K Β· πŸ“ˆ) - The Python programming language. MIT +
cpython (πŸ₯‡43 Β· ⭐ 55K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 27K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 27K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 71K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 73K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4505,7 +4491,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 64K Β· πŸ“¦ 4 Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 65K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/micropython/micropython @@ -4515,7 +4501,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install micropython-_markupbase ```
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pyston (πŸ₯ˆ22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 +
pyston (πŸ₯‰22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 - [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 20K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): @@ -4525,8 +4511,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯ˆ22 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰17 Β· ⭐ 940 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- stackless (πŸ₯‰17 Β· ⭐ 950 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4537,12 +4523,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 560K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 570K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 56M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 60M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` @@ -4562,7 +4548,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 790K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 800K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cookiecutter ``` @@ -4574,7 +4560,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 85M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 86M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4606,7 +4592,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 79M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 78M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): ``` pip install wrapt ``` @@ -4622,7 +4608,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 32M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 31M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4631,14 +4617,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge py4j ```
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pluggy (πŸ₯ˆ34 Β· ⭐ 990) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯ˆ34 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 24% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 24% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 75M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 78M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): ``` pip install pluggy ``` @@ -4658,7 +4644,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 22M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 23M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge decorator ``` @@ -4670,7 +4656,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 99K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` @@ -4697,12 +4683,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 490 Β· πŸ“‹ 390 - 15% open Β· ⏱️ 07.08.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 500 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 81K / month Β· πŸ“¦ 31 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 83K / month Β· πŸ“¦ 31 Β· ⏱️ 10.07.2023): ``` pip install copier ``` @@ -4714,11 +4700,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 650K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 610K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 52K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 53K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4741,7 +4727,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Send2Trash (πŸ₯‰28 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 55 - 45% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 56 - 46% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash @@ -4762,19 +4748,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 3.4K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.9K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
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python-mss (πŸ₯‰27 Β· ⭐ 860) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰27 Β· ⭐ 870) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 610K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 580K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4785,12 +4771,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 27K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 28K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.6M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.7M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): ``` pip install catalogue ``` @@ -4806,28 +4792,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 480K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 450K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
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openpyxl (πŸ₯‰22 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - -- [PyPi](https://pypi.org/project/openpyxl) (πŸ“₯ 59M / month Β· πŸ“¦ 7.9K Β· ⏱️ 11.03.2023): - ``` - pip install openpyxl - ``` -- [Conda](https://anaconda.org/anaconda/openpyxl) (πŸ“₯ 180K Β· πŸ“¦ 30 Β· ⏱️ 16.06.2023): - ``` - conda install -c anaconda openpyxl - ``` -- [Docker Hub](https://hub.docker.com/r/openpyxl/openpyxl-ci) (πŸ“₯ 1.2K Β· ⏱️ 13.09.2018): - ``` - docker pull openpyxl/openpyxl-ci - ``` -
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Show 2 hidden projects... +
Show 3 hidden projects... +- openpyxl (πŸ₯‰26 Β· ⭐ 59 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰23 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-08-17_changes.md b/history/2023-08-17_changes.md new file mode 100644 index 0000000..15bc144 --- /dev/null +++ b/history/2023-08-17_changes.md @@ -0,0 +1,26 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- docker (πŸ₯ˆ42 Β· ⭐ 6.4K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +- Kedro (πŸ₯ˆ37 Β· ⭐ 8.6K Β· πŸ“ˆ) - Kedro is a toolbox for production-ready data science. It uses.. Apache-2 +- dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K Β· πŸ“ˆ) - python parser for human readable dates. BSD-3 +- jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python library for serializing any arbitrary object graph into.. BSD-3 +- openpyxl (πŸ₯‰26 Β· ⭐ 59 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.6K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- h5py (πŸ₯‡40 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- uvloop (πŸ₯‡37 Β· ⭐ 9.5K Β· πŸ“‰) - Ultra fast asyncio event loop. Apache-2 +- tzlocal (πŸ₯‰29 Β· ⭐ 170 Β· πŸ“‰) - A Python module that tries to figure out what your local timezone is. MIT +- pyinfra (πŸ₯‰27 Β· ⭐ 2.4K Β· πŸ“‰) - pyinfra automates infrastructure super fast at massive scale. It can.. MIT + +## βž• Added Projects + +_Projects that were recently added to this best-of list._ + +- Grai (πŸ₯‰16 Β· ⭐ 220 Β· βž•) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 + diff --git a/history/2023-08-17_projects.csv b/history/2023-08-17_projects.csv new file mode 100644 index 0000000..44276f0 --- /dev/null +++ b/history/2023-08-17_projects.csv @@ -0,0 +1,391 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url,new_addition +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-10 17:50:30.000,2023-08-10 17:50:29,408.0,30.0,2050,378.0,214.0,16.0,32.0,14180,2023-08-10 17:50:36.000,2023.08.10,100.0,41.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-08-10 17:51:03.000,2023-08-10 17:51:02,257.0,26.0,151,51.0,154.0,1.0,2.0,1981,2023-08-10 17:51:09.000,2023.08.10,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-08-10 17:50:08.000,2023-08-10 17:50:07,255.0,24.0,40,24.0,152.0,3.0,5.0,767,2023-08-10 17:50:12.000,2023.08.10,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-08-10 17:51:03.000,2023-08-10 17:51:02,257.0,26.0,151,51.0,154.0,1.0,2.0,1981,2023-08-10 17:51:09.000,2023.08.10,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-10 17:50:30.000,2023-08-10 17:50:29,408.0,30.0,2050,378.0,214.0,16.0,32.0,14180,2023-08-10 17:50:36.000,2023.08.10,100.0,41.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6836,1655.0,322.0,11.0,73.0,37890,,,,128.0,0,True,10.0,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-10 17:50:30.000,2023-08-10 17:50:29,408.0,30.0,2050,378.0,214.0,16.0,32.0,14180,2023-08-10 17:50:36.000,2023.08.10,100.0,41.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-08-17 08:00:53.000,2023-08-17 06:53:50,33241.0,826.0,8386,594.0,12726.0,2178.0,9657.0,24262,2023-07-31 15:25:08.000,1.25.2,150.0,1656.0,53,True,1919327.0,1784286.0,numpy,conda-forge/numpy,797439.0,178853577.0,https://pypi.org/project/numpy,2023-08-14 00:22:41.000,135041.0,177210870.0,https://anaconda.org/conda-forge/numpy,2023-08-03 11:32:21.639,62039301.0,1.0,,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-08-17 05:09:27.000,2023-08-16 21:50:51,12410.0,614.0,15141,2066.0,7721.0,1001.0,4946.0,60457,2023-08-08 23:06:05.000,4.24.0,144.0,1119.0,52,True,492809.0,473434.0,protobuf,conda-forge/protobuf,34034595.0,152141445.0,https://pypi.org/project/protobuf,2023-08-08 23:06:05.000,15940.0,144764254.0,https://anaconda.org/conda-forge/protobuf,2023-08-11 14:21:08.912,15132974.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3435.0,6232843.0,,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-08-17 13:14:36.000,2023-08-17 08:42:36,33093.0,673.0,16555,1121.0,29579.0,3495.0,21567.0,39374,2023-06-28 23:24:00.000,2.0.3,117.0,3415.0,52,True,1327251.0,1256365.0,pandas,conda-forge/pandas,207579.0,131719422.0,https://pypi.org/project/pandas,2023-08-11 18:30:57.000,70886.0,130460522.0,https://anaconda.org/conda-forge/pandas,2023-08-12 23:11:47.009,42741232.0,1.0,,,,,,['pandas'],,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-08-17 11:34:05.000,2023-08-16 17:52:20,53926.0,212.0,23594,1937.0,49616.0,849.0,31065.0,58273,2023-08-15 11:32:58.000,8.3.0,332.0,6762.0,48,True,33243.0,29175.0,ansible,conda-forge/ansible,,4352301.0,https://pypi.org/project/ansible,2023-08-15 11:32:58.000,4068.0,4328126.0,https://anaconda.org/conda-forge/ansible,2023-08-15 13:58:03.929,942849.0,1.0,,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-08-17 13:13:44.000,2023-08-17 12:14:26,20904.0,1126.0,12692,760.0,22313.0,847.0,7060.0,31804,2023-07-10 23:02:37.000,2.6.3,160.0,2947.0,47,True,7997.0,7713.0,apache-airflow,conda-forge/airflow,520826.0,12042064.0,https://pypi.org/project/apache-airflow,2023-08-16 07:17:43.000,284.0,10745567.0,https://anaconda.org/conda-forge/airflow,2023-07-23 15:06:09.683,933200.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-08-16 07:49:54.036433,465.0,126585140.0,,,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-08-17 13:11:27.000,2023-08-17 13:08:39,10771.0,383.0,1646,124.0,7136.0,39.0,2249.0,5732,2023-08-01 20:35:31.000,41.0.3,117.0,294.0,47,True,542120.0,520883.0,cryptography,conda-forge/cryptography,,192898698.0,https://pypi.org/project/cryptography,2023-08-01 20:35:31.000,21237.0,191770979.0,https://anaconda.org/conda-forge/cryptography,2023-08-07 22:02:50.927,41725611.0,1.0,,,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-08-17 09:45:20.000,2023-08-17 08:45:20,12281.0,88.0,4524,481.0,3017.0,634.0,4331.0,22016,2023-06-18 14:21:14.785,5.3.1,198.0,1299.0,46,True,124024.0,109004.0,celery,conda-forge/celery,,7468736.0,https://pypi.org/project/celery,2023-06-18 14:21:14.785,15020.0,7432992.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1358302.0,1.0,,,,,,,,,,,,,,,,,,,, +14,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-08-14 07:42:29.000,2023-08-01 16:18:24,2355.0,88.0,1351,185.0,1056.0,92.0,1405.0,14170,2023-07-18 20:05:42.000,8.1.6,52.0,361.0,46,True,1414162.0,1340146.0,click,conda-forge/click,63.0,147788674.0,https://pypi.org/project/click,2023-07-18 20:05:12.000,74016.0,146699560.0,https://anaconda.org/conda-forge/click,2023-07-19 07:39:27.210,29406068.0,1.0,,,,,,,,,,,,,,,,,,,, +15,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-08-17 08:40:37.108,2023-08-16 18:21:46,5341.0,188.0,1775,239.0,681.0,165.0,2870.0,8247,2023-08-15 22:06:50.000,1.28.27,1369.0,146.0,46,True,361606.0,344015.0,boto3,conda-forge/boto3,,758175742.0,https://pypi.org/project/boto3,2023-08-16 19:37:42.000,17591.0,757747795.0,https://anaconda.org/conda-forge/boto3,2023-08-17 08:40:37.108,16689942.0,1.0,,,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-08-17 13:01:11.000,2023-08-17 12:56:29,2378.0,539.0,1372,97.0,2891.0,351.0,2595.0,15310,2023-08-17 12:25:23.000,2.2.0,117.0,397.0,45,True,245740.0,237958.0,pydantic,conda-forge/pydantic,,90383526.0,https://pypi.org/project/pydantic,2023-08-17 12:25:23.000,7782.0,90228863.0,https://anaconda.org/conda-forge/pydantic,2023-07-27 17:02:04.793,5722562.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-08-17 11:34:26.000,2023-08-15 18:51:00,16500.0,200.0,1182,92.0,660.0,175.0,7252.0,7629,2023-08-15 18:50:48.000,rel_2_0_20,290.0,641.0,45,True,663754.0,616503.0,SQLAlchemy,conda-forge/sqlalchemy,45610.0,93271588.0,https://pypi.org/project/SQLAlchemy,2023-08-15 20:03:03.000,47251.0,92870096.0,https://anaconda.org/conda-forge/sqlalchemy,2023-08-16 16:40:34.060,12816722.0,1.0,,,,,,,,,,,,,,-1.0,,,,,, +18,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-08-17 13:14:01.000,2023-08-01 15:44:57,3833.0,71.0,1605,538.0,1012.0,172.0,1022.0,44321,2023-08-01 15:47:37.000,13.5.2,187.0,227.0,44,True,117890.0,113292.0,rich,conda-forge/rich,,31348805.0,https://pypi.org/project/rich,2023-08-01 15:46:49.000,4598.0,31223367.0,https://anaconda.org/conda-forge/rich,2023-07-31 12:52:42.810,4641214.0,1.0,,,,,,,,,,,,,,,,,,,, +19,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-08-17 12:00:59.795,2023-08-16 18:21:25,11398.0,210.0,3733,574.0,3449.0,508.0,3918.0,14096,2023-08-15 22:06:43.000,1.29.27,1776.0,421.0,44,True,3052.0,3.0,awscli,conda-forge/awscli,1450.0,117445369.0,https://pypi.org/project/awscli,2023-08-16 19:37:37.000,3049.0,116886125.0,https://anaconda.org/conda-forge/awscli,2023-08-17 12:00:59.795,20691119.0,1.0,,,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-08-17 01:34:22.231,2023-08-16 18:21:34,10156.0,268.0,1016,66.0,1987.0,139.0,898.0,1320,2023-08-16 19:37:29.000,1.31.28,1767.0,197.0,44,True,267525.0,259061.0,botocore,conda-forge/botocore,,317749906.0,https://pypi.org/project/botocore,2023-08-16 19:37:29.000,8464.0,317056926.0,https://anaconda.org/conda-forge/botocore,2023-08-17 01:34:22.231,22868359.0,1.0,,,,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-08-17 13:21:17.000,2023-08-17 10:25:28,118256.0,1215.0,27446,1503.0,43207.0,8422.0,57396.0,55187,2020-07-22 03:00:52.000,0.0.6,11.0,2579.0,43,True,11.0,3.0,cpython,conda-forge/typing,,104406.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,72684.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2823289.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,,, +22,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-08-17 12:31:39.000,2023-08-16 17:17:28,4342.0,191.0,4964,713.0,3760.0,181.0,6831.0,30223,2023-08-11 09:47:44.000,2.20.3,144.0,472.0,43,True,14177.0,12932.0,docker-compose,conda-forge/docker-compose,123666620.0,3980489.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1245.0,1804984.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,355015.0,2.0,,,,,,,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-08-17 09:49:48.000,2023-08-17 08:43:58,3527.0,103.0,2272,277.0,3672.0,586.0,1853.0,16965,2023-08-08 15:52:30.000,2.14.4,74.0,520.0,43,True,23186.0,22605.0,datasets,conda-forge/datasets,,4407286.0,https://pypi.org/project/datasets,2023-08-08 15:45:38.000,581.0,4394668.0,https://anaconda.org/conda-forge/datasets,2023-08-09 15:13:14.701,403788.0,1.0,,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-08-07 19:30:27.237,2023-08-07 18:30:01,3395.0,55.0,1800,224.0,1237.0,21.0,637.0,16141,2023-08-07 18:30:38.000,19.3.0,300.0,535.0,43,True,164891.0,161766.0,Faker,conda-forge/faker,,9463319.0,https://pypi.org/project/Faker,2023-08-07 18:30:28.000,3125.0,9441411.0,https://anaconda.org/conda-forge/faker,2023-08-07 19:30:27.237,832533.0,1.0,,,,,,,,,,,,,,,,,,,, +25,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-08-17 13:20:09.000,2023-08-10 08:44:47,2221.0,35.0,2406,324.0,1399.0,183.0,1340.0,11679,2023-08-15 09:58:15.000,5.0.0,117.0,406.0,43,True,27481.0,,redis,conda-forge/redis-py,,27385593.0,https://pypi.org/project/redis,2023-08-15 09:58:15.000,27481.0,27357970.0,https://anaconda.org/conda-forge/redis-py,2023-08-15 13:42:41.138,1049682.0,1.0,,,,,,,,,,,,,,,,,,,, +26,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-08-15 19:22:07.000,2023-07-28 20:17:16,3950.0,54.0,1943,317.0,757.0,986.0,761.0,8460,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,43,True,94797.0,81908.0,paramiko,conda-forge/paramiko,,45305285.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12889.0,45207750.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3608804.0,2.0,,,,,,,,,,,,,,,,,,,, +27,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-08-17 00:52:58.000,2023-08-16 19:55:55,23446.0,1125.0,1479,299.0,7606.0,151.0,3490.0,4302,2023-08-16 00:12:53.000,google-cloud-workflows-v1.11.0,100.0,403.0,43,True,1918.0,,google-cloud-storage,conda-forge/google-cloud-storage,,49538630.0,https://pypi.org/project/google-cloud-storage,2023-06-26 20:35:37.254,1918.0,49437663.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3735815.0,1.0,,,,,,,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-08-16 21:44:38.000,2023-08-16 21:16:25,6472.0,79.0,548,32.0,762.0,401.0,1357.0,1377,2023-08-06 15:15:44.000,2.16.1,61.0,795.0,43,True,602177.0,565220.0,pygments,conda-forge/pygments,,60377960.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,36957.0,59692191.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,24001937.0,1.0,,,,,,,,,,,,,,,,,,,, +29,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-08-16 06:58:55.000,2023-07-10 15:48:16,2990.0,13.0,3150,639.0,2384.0,161.0,2131.0,20967,2023-05-26 17:35:41.785,23.5.26,35.0,647.0,42,True,68013.0,67437.0,flatbuffers,conda-forge/flatbuffers,250231.0,13907729.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,307.0,12896062.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,810969.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,269.0,1000072.0,,,,,,,,,,,,,,, +30,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-08-17 12:16:36.000,2023-08-17 12:16:34,14915.0,381.0,1300,154.0,5862.0,558.0,3500.0,12581,2023-08-03 20:33:05.000,2.11.3,226.0,321.0,42,True,3705.0,3565.0,prefect,conda-forge/prefect,,684376.0,https://pypi.org/project/prefect,2023-08-03 20:33:05.000,140.0,671580.0,https://anaconda.org/conda-forge/prefect,2023-08-04 02:48:48.005,499071.0,1.0,,,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-08-15 19:55:32.000,2023-08-15 18:04:29,3336.0,29.0,1661,198.0,1567.0,440.0,1211.0,6352,2023-07-20 15:18:46.499,0.0.1,84.0,442.0,42,True,69999.0,66179.0,docker,conda-forge/docker-py,653.0,36898089.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,36803185.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3606140.0,2.0,,,,,,,,,,,,,,2.0,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-08-17 10:41:29.000,2023-08-17 03:45:03,15237.0,694.0,2470,367.0,23221.0,1041.0,7470.0,3780,2023-08-14 22:17:35.000,azure-core_1.29.2,100.0,612.0,42,True,2948.0,2282.0,azure-storage-blob,conda-forge/azure-storage-blob,,40505606.0,https://pypi.org/project/azure-storage-blob,2023-08-08 19:28:06.000,666.0,40479399.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-07-12 00:27:47.803,995866.0,1.0,,,,,,,,,,,,,,,,,,,, +33,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-08-13 09:16:15.000,2023-08-03 20:35:19,3011.0,49.0,1869,222.0,1086.0,206.0,613.0,20090,2023-08-03 20:36:56.000,2.3.0,38.0,303.0,41,True,23424.0,21843.0,cookiecutter,conda-forge/cookiecutter,,2592817.0,https://pypi.org/project/cookiecutter,2023-08-03 20:36:56.000,1581.0,2563054.0,https://anaconda.org/conda-forge/cookiecutter,2023-08-04 13:31:34.809,803609.0,1.0,,,,,,,,,,,,,,,,,,,, +34,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-08-16 05:45:16.000,2023-08-16 04:59:07,10661.0,701.0,937,173.0,6591.0,1859.0,4499.0,16973,2023-08-11 15:06:12.000,3.78.1,3901.0,230.0,41,True,3568.0,2816.0,pulumi,,540206.0,2055778.0,https://pypi.org/project/pulumi,2023-08-11 15:06:12.000,132.0,923045.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-08-11 15:06:07.905,620.0,1104302.0,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-08-15 15:50:09.000,2023-08-14 14:19:08,4534.0,16.0,1370,199.0,467.0,1.0,2295.0,10250,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,26567.0,22869.0,peewee,conda-forge/peewee,,1143256.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3698.0,1128135.0,https://anaconda.org/conda-forge/peewee,2023-08-14 19:10:45.469,544383.0,1.0,,,,,,,,,,,,,,,,,,,, +36,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-08-17 13:08:34.000,2023-08-17 11:58:58,40046.0,805.0,4013,258.0,22107.0,4199.0,1837.0,7068,2023-07-17 14:04:26.000,2.49.0,93.0,1541.0,41,True,177.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6496493.0,https://pypi.org/project/apache-beam,2023-08-17 01:16:34.000,175.0,6494238.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-07-17 15:36:18.049,51866.0,1.0,,,,,,,,,,,,,,,,,,,, +37,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-08-16 19:43:51.000,2023-08-16 19:43:50,3233.0,53.0,628,82.0,993.0,160.0,1031.0,6631,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,41,True,102224.0,91977.0,marshmallow,conda-forge/marshmallow,,26032651.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10247.0,25980661.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,1975630.0,2.0,,,,,,,,,,,,,,,,,,,, +38,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-08-17 07:36:13.000,2023-08-17 07:34:29,1351.0,54.0,345,66.0,528.0,120.0,534.0,4874,2023-04-16 10:50:23.776,23.1.0,27.0,145.0,41,True,815296.0,797359.0,attrs,conda-forge/attrs,,123897474.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,17937.0,123501561.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,30485323.0,1.0,,,,,,,,,,,,,,,,,,,, +39,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-08-14 23:05:30.000,2023-08-09 15:51:57,2542.0,71.0,567,60.0,326.0,29.0,748.0,4216,2023-08-07 07:44:59.000,4.19.0,97.0,108.0,41,True,448155.0,429484.0,jsonschema,conda-forge/jsonschema,57.0,128468668.0,https://pypi.org/project/jsonschema,2023-08-07 07:44:55.000,18671.0,127820137.0,https://anaconda.org/conda-forge/jsonschema,2023-08-11 13:47:58.317,22049999.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-08-17 11:28:44.000,2023-07-23 16:23:02,12807.0,20.0,3028,610.0,3506.0,978.0,3898.0,16164,2023-06-17 17:37:56.000,2.2.1,44.0,591.0,40,True,11233.0,10629.0,kivy,conda-forge/kivy,32325.0,121984.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,604.0,113504.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,318881.0,1.0,,,,,,,,,,,,,,,,,,,, +41,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-08-17 13:29:49.000,2023-08-17 13:29:48,15342.0,852.0,1008,100.0,9446.0,1884.0,4203.0,8165,2023-08-10 22:05:27.000,1.4.5,558.0,333.0,40,True,1537.0,1415.0,dagster,conda-forge/dagster,,597477.0,https://pypi.org/project/dagster,2023-08-10 21:34:58.000,122.0,572278.0,https://anaconda.org/conda-forge/dagster,2023-08-11 16:19:11.652,982772.0,1.0,,,,,,,,,,,,,,,,,,,, +42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-06-30 16:30:11.000,2023-06-30 16:29:58,1081.0,31.0,1409,228.0,478.0,15.0,626.0,7354,2023-06-26 05:34:54.000,1.1.0,42.0,122.0,40,True,179444.0,179109.0,PyMySQL,conda-forge/pymysql,,52122948.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,335.0,52090935.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1184483.0,1.0,,,,,,,,,,,,,,,,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-08-17 06:42:48.000,2023-07-18 17:46:36,1526.0,14.0,1163,404.0,1230.0,56.0,981.0,4009,2023-08-10 08:06:07.000,8.9.0,133.0,195.0,40,True,46147.0,40075.0,elasticsearch,conda-forge/elasticsearch,3484.0,13982447.0,https://pypi.org/project/elasticsearch,2023-07-27 21:26:44.000,6072.0,13959456.0,https://anaconda.org/conda-forge/elasticsearch,2023-08-07 15:04:05.992,892685.0,1.0,,,,,,,,,,,,,,,,,,,, +44,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-08-09 18:37:01.000,2023-08-09 18:37:01,1517.0,59.0,256,38.0,483.0,25.0,250.0,3173,2023-08-04 13:37:51.000,10.1.0,44.0,107.0,40,True,196938.0,188145.0,more-itertools,conda-forge/more-itertools,2794.0,47156401.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8793.0,46838256.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12088209.0,1.0,,,,,,,,,,,,,,,,,,,, +45,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-08-07 05:50:36.000,2023-07-30 11:29:00,1164.0,32.0,260,25.0,166.0,31.0,282.0,1930,2023-07-30 15:17:13.000,3.1.1,71.0,57.0,40,True,865497.0,833412.0,pyparsing,conda-forge/pyparsing,8201.0,87547488.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32085.0,85822893.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,37938043.0,1.0,,,,,,,,,,,,,,,,,,,, +46,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-07-08 06:03:35.000,2023-06-20 22:22:09,4261.0,20.0,503,57.0,875.0,252.0,1187.0,1916,2023-06-20 09:17:29.999,3.9.0,37.0,195.0,40,True,242836.0,228112.0,h5py,conda-forge/h5py,2799.0,15846384.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14724.0,15509883.0,https://anaconda.org/conda-forge/h5py,2023-06-27 01:33:51.340,12785707.0,1.0,,,,,,,,,,,,,,-1.0,,,,,, +47,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-08-17 07:01:01.000,2023-08-17 01:44:46,1795.0,28.0,1361,209.0,844.0,163.0,925.0,9057,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,39,True,16034.0,14264.0,rq,conda-forge/rq,,1037061.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1770.0,1035941.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,95255.0,2.0,,,,,,,,,,,,,,,,,,,, +48,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-08-17 13:04:39.000,2023-08-17 13:04:12,11452.0,502.0,1366,77.0,6733.0,150.0,1585.0,8702,2023-08-11 17:34:07.000,0.17.9,237.0,404.0,39,True,36.0,,great_expectations,conda-forge/great-expectations,,12312896.0,https://pypi.org/project/great_expectations,2023-08-10 19:17:12.000,36.0,12294930.0,https://anaconda.org/conda-forge/great-expectations,2023-08-10 22:09:03.040,700688.0,2.0,,,,,,,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-08-14 06:03:00.000,2023-08-09 16:44:53,2166.0,9.0,1359,152.0,959.0,297.0,1185.0,5275,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,20559.0,19160.0,kafka-python,conda-forge/kafka-python,1832.0,6559098.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1399.0,6553621.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,409591.0,2.0,,,,,,,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-08-16 23:42:34.000,2023-08-15 18:05:24,5397.0,130.0,1117,238.0,1352.0,8.0,,3905,2023-07-13 14:56:41.000,4.4.1,133.0,204.0,39,True,19962.0,,pymongo,conda-forge/pymongo,,21264690.0,https://pypi.org/project/pymongo,2023-07-13 14:49:18.925,19962.0,21232998.0,https://anaconda.org/conda-forge/pymongo,2023-07-13 16:52:51.990,1172632.0,2.0,,,,,,,,,,,,,,,,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-08-11 10:26:20.000,2023-08-09 09:31:52,1482.0,21.0,384,60.0,696.0,400.0,456.0,3371,2023-08-09 09:27:06.000,1.3.2,110.0,123.0,39,True,326647.0,320493.0,joblib,conda-forge/joblib,,34309086.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6154.0,33745425.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,20855462.0,2.0,,,,,,,,,,,,,,,,,,,, +52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-08-11 03:00:32.000,2023-08-04 16:28:24,3058.0,14.0,487,74.0,290.0,19.0,1228.0,3009,2023-08-05 10:35:31.000,2.9.7,60.0,133.0,39,False,697489.0,636075.0,psycopg2,psycopg2,,14493869.0,https://pypi.org/project/psycopg2,2023-08-05 10:35:31.000,61394.0,14491446.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,225402.0,2.0,,,,,,,,,,,,,,,20.0,,,,, +53,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-08-05 20:01:23.000,2022-09-13 22:22:16,316.0,,469,55.0,250.0,265.0,299.0,2243,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,976136.0,900609.0,pyyaml,conda-forge/pyyaml,,208191213.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,75527.0,207759807.0,https://anaconda.org/conda-forge/pyyaml,2023-06-16 13:17:29.126,37100924.0,1.0,,,,,,,,,,,,,,,,,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-08-11 21:27:15.000,2023-06-06 19:08:37,1575.0,4.0,439,44.0,623.0,341.0,399.0,2109,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1145630.0,1141357.0,python-dateutil,conda-forge/python-dateutil,35034.0,209245114.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,208697591.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,47604415.0,1.0,,,,,,,,,,,,,,,,,,,, +55,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-08-17 13:23:45.000,2023-08-17 12:45:45,7106.0,750.0,1092,134.0,5867.0,995.0,3702.0,19547,2023-08-15 07:52:57.000,0.18.15,306.0,259.0,38,True,229.0,2.0,polars,,,1203821.0,https://pypi.org/project/polars,2023-08-15 07:52:57.000,227.0,1203821.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +56,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-07-29 17:09:31.000,2023-07-04 10:52:46,2705.0,6.0,687,151.0,721.0,569.0,549.0,8517,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,33275366.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,32788594.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,17523814.0,2.0,,,,,,,,,,,,,,,,,,,, +57,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-08-17 12:20:08.000,2023-08-17 12:20:07,6287.0,210.0,1302,135.0,3768.0,481.0,3894.0,7394,2023-08-04 16:38:50.000,1.4.7,173.0,293.0,38,True,3155.0,3125.0,dbt,conda-forge/dbt,2442.0,134534.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,131381.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,246436.0,2.0,,,,,,,,,,,,,,,,dbt,,,, +58,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-08-15 15:24:53.000,2023-07-31 18:00:38,1678.0,28.0,3214,138.0,852.0,91.0,1160.0,5915,2023-07-17 22:17:49.000,27.2.0,87.0,184.0,38,True,1374.0,,kubernetes,conda-forge/kubernetes,,15562817.0,https://pypi.org/project/kubernetes,2023-07-17 22:15:13.481,1374.0,15551475.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,442352.0,2.0,,,,,,,,,,,,,,,,,,,, +59,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-08-05 03:41:59.000,2023-04-18 19:22:32,4081.0,,1221,139.0,1101.0,383.0,1319.0,4036,2023-03-03 10:28:06.959,0.27.0,72.0,386.0,38,True,24708.0,21121.0,mongoengine,conda-forge/mongoengine,,1034731.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3587.0,1032110.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,220179.0,2.0,,,,,,,,,,,,,,,,,,,, +60,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-08-16 18:58:26.000,2023-08-16 18:58:25,2711.0,15.0,1177,201.0,1200.0,168.0,1785.0,3191,2023-05-05 16:39:25.000,4.2.0,42.0,222.0,38,True,4035.0,3775.0,netmiko,,,177207.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,260.0,177207.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +61,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-08-17 11:37:57.000,2023-08-17 10:32:18,4685.0,83.0,963,107.0,3553.0,1158.0,2791.0,3059,2023-07-17 06:35:54.928,2023.7.0,81.0,440.0,38,True,1884.0,1.0,xarray,conda-forge/xarray,,3543643.0,https://pypi.org/project/xarray,2023-07-17 06:35:54.928,1883.0,3307175.0,https://anaconda.org/conda-forge/xarray,2023-07-17 13:22:45.709,8749326.0,2.0,,,,,,,,,,,,,,,,,,,, +62,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-08-08 20:31:58.000,2023-08-08 20:31:57,2818.0,15.0,449,63.0,201.0,60.0,494.0,2450,2023-05-19 08:13:05.062,3.18.0,46.0,143.0,38,True,76315.0,74704.0,pycryptodomex,conda-forge/pycryptodomex,59.0,33618530.0,https://pypi.org/project/pycryptodomex,2023-05-19 08:13:05.062,1611.0,33598001.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1395989.0,2.0,,,,,,,,,,,,,,,,,,,, +63,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-08-17 07:06:02.809,2023-08-16 16:51:40,1721.0,19.0,192,19.0,122.0,104.0,877.0,2071,2023-08-16 16:51:29.000,rel_1_11_3,119.0,167.0,38,True,185928.0,174450.0,alembic,conda-forge/alembic,,30593096.0,https://pypi.org/project/alembic,2023-08-16 16:51:22.000,11478.0,30491345.0,https://anaconda.org/conda-forge/alembic,2023-08-17 07:06:02.809,3561318.0,2.0,,,,,,,,,,,,,,,,,,,, +64,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,182.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,False,1925331.0,1790021.0,six,conda-forge/six,,195944628.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135310.0,195415731.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,46014078.0,1.0,,,,,,,,,,,,,,,,,,,, +65,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-08-17 13:15:32.000,2023-08-17 13:15:32,2181.0,35.0,262,22.0,755.0,202.0,374.0,631,2023-06-09 17:34:09.999,2023.6.0,69.0,191.0,38,True,58556.0,57944.0,fsspec,conda-forge/fsspec,,125692522.0,https://pypi.org/project/fsspec,2023-06-09 17:34:09.999,612.0,125441125.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,13575480.0,1.0,,,,,,,,,,,,,,,,,,,, +66,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1407,379.0,162.0,144.0,172.0,25049,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,25610.0,23842.0,fire,conda-forge/fire,,6462488.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1768.0,6453082.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,696067.0,2.0,,,,,,,,,,,,,,,,,,,, +67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-07-27 12:36:23.000,2023-05-04 09:47:52,4078.0,,2376,481.0,2272.0,118.0,877.0,16721,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,2597.0,2185.0,luigi,luigi,,648881.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,410.0,648730.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13663.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,,, +68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-08-07 11:45:03.894,2023-08-06 20:22:18,1590.0,21.0,1934,463.0,549.0,461.0,1305.0,14178,2023-08-06 20:21:30.000,3.2.1,129.0,136.0,37,True,120.0,10.0,fabric,conda-forge/fabric,,4173254.0,https://pypi.org/project/fabric,2023-08-06 20:21:30.000,110.0,4171044.0,https://anaconda.org/conda-forge/fabric,2023-08-07 11:45:03.894,68530.0,3.0,,,,,,,,,,,,,,,,,,,, +69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-08-14 19:48:17.000,2023-08-11 17:25:03,926.0,1.0,555,229.0,237.0,86.0,250.0,9500,2023-07-20 16:25:44.046,0.4.0,78.0,57.0,37,True,92271.0,90409.0,uvloop,conda-forge/uvloop,422.0,6476112.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1862.0,6467203.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,623368.0,1.0,,,,,,,,,,,,,,-1.0,,,,,, +70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-08-17 12:58:12.000,2023-08-10 11:38:27,2561.0,144.0,615,114.0,2749.0,838.0,2973.0,8912,2023-07-07 01:53:10.525,0.23.0,81.0,120.0,37,True,1157.0,1125.0,modin,conda-forge/modin-core,196697.0,967405.0,https://pypi.org/project/modin,2023-07-07 01:53:10.525,32.0,953685.0,https://anaconda.org/conda-forge/modin-core,2023-07-07 12:06:18.356,262413.0,2.0,,,,,,['pandas'],,,,,,,,,,,,,, +71,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-08-17 13:09:46.000,2023-08-14 18:08:55,2356.0,110.0,810,106.0,1280.0,349.0,1098.0,8592,2023-08-01 14:33:43.000,0.18.12,44.0,200.0,37,True,1887.0,1823.0,kedro,,,340603.0,https://pypi.org/project/kedro,2023-08-01 14:33:43.000,64.0,340603.0,,,,2.0,,,,,,,,,,,,,,1.0,,,,,, +72,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-08-06 13:05:49.000,2022-11-15 16:25:22,1396.0,,643,136.0,669.0,98.0,398.0,8343,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,67978.0,63228.0,arrow,conda-forge/arrow,,16320613.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4750.0,16298129.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,1956129.0,2.0,,,,,,,,,,,,,,,,,,,, +73,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-08-14 20:05:53.000,2023-08-14 09:20:40,2229.0,74.0,627,59.0,1384.0,34.0,937.0,3560,2023-08-01 19:53:16.000,3.3.0,140.0,134.0,37,True,1209.0,1153.0,awswrangler,conda-forge/awswrangler,201817.0,28387761.0,https://pypi.org/project/awswrangler,2023-08-01 17:52:16.000,56.0,28372977.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,405484.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,,, +74,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-26 05:05:58.000,2023-06-15 23:29:54,1330.0,12.0,612,121.0,119.0,15.0,870.0,3312,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,37,True,68664.0,64746.0,xlsxwriter,conda-forge/xlsxwriter,,12209136.0,https://pypi.org/project/xlsxwriter,2023-05-28 14:40:46.957,3918.0,12171084.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2853940.0,3.0,,,,,,,,,,,,,,,,,,,, +75,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-08-09 19:02:58.000,2023-08-09 19:02:54,1138.0,45.0,238,50.0,264.0,13.0,330.0,3008,2023-08-09 12:51:08.000,1.3.5,27.0,65.0,37,True,15083.0,13957.0,cerberus,conda-forge/cerberus,,4166244.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1126.0,4162240.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,336339.0,2.0,,,,,,,,,,,,,,,,,,,, +76,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-08-08 13:16:34.000,2023-04-02 16:48:18,1600.0,,460,95.0,302.0,183.0,309.0,2414,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,315422.0,299313.0,pexpect,conda-forge/pexpect,4357.0,34134305.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16109.0,33961006.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15247231.0,1.0,,,,,,,,,,,,,,,,,,,, +77,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-07-24 14:55:32.000,2023-07-24 14:55:26,993.0,14.0,172,23.0,146.0,169.0,320.0,1967,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,115999.0,112156.0,dill,conda-forge/dill,290780.0,32661618.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3843.0,32535979.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,4680651.0,2.0,,,,,,,,,,,,,,,,,,,, +78,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:02:32.982,2023-06-21 22:01:53,929.0,34.0,230,51.0,153.0,19.0,194.0,1503,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,37,True,283716.0,273339.0,greenlet,conda-forge/greenlet,,65994970.0,https://pypi.org/project/greenlet,2023-06-21 22:02:32.982,10377.0,65893548.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7606663.0,1.0,,,,,,,,,,,,,,,,,,,, +79,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-08-15 07:02:19.000,2023-08-15 07:01:05,871.0,39.0,105,27.0,269.0,58.0,260.0,1345,2023-07-05 16:46:49.341,3.7.1,47.0,41.0,37,True,159326.0,158844.0,anyio,conda-forge/anyio,,42383010.0,https://pypi.org/project/anyio,2023-07-26 20:46:57.000,482.0,42156741.0,https://anaconda.org/conda-forge/anyio,2023-07-06 13:49:04.673,8824497.0,1.0,,,,,,,,,,,,,,,,,,,, +80,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-08-13 04:53:26.000,2023-01-29 03:07:44,1874.0,,278,38.0,239.0,198.0,198.0,1167,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,304946.0,287710.0,future,conda-forge/future,,33691085.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17236.0,33549481.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12036344.0,2.0,,,,,,,,,,,,,,,,,,,, +81,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-08-16 20:49:44.000,2023-08-14 16:15:45,1682.0,35.0,258,53.0,1054.0,84.0,515.0,633,2023-07-20 15:54:44.860,0.0.1,148.0,130.0,37,True,22449.0,21341.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,35298333.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1108.0,35225597.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2691240.0,2.0,,,,,,,,,,,,,,,,,,,, +82,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-08-01 09:45:01.000,2023-08-01 09:44:46,1964.0,5.0,194,26.0,579.0,91.0,191.0,568,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,358334.0,343666.0,traitlets,conda-forge/traitlets,169.0,26314408.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14668.0,26061071.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,22292742.0,1.0,,,,,,,,,,,,,,,,,,,, +83,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-17 11:37:56.000,2023-08-17 08:33:23,6887.0,448.0,1211,344.0,235.0,51.0,435.0,13292,2023-05-08 21:10:00.561,1.7.0,21.0,114.0,36,True,52.0,48.0,tink,,1090.0,121998.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,121772.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,211.0,,,,,,,,,,,,,,, +84,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-08-16 13:35:14.000,2023-08-16 13:35:14,6809.0,41.0,1752,228.0,3049.0,707.0,2675.0,11938,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,9641.0,9326.0,pysimplegui,conda-forge/pysimplegui,,314294.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,311834.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,118085.0,2.0,,,,,,,,,,,,,,,,,,,, +85,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-17 11:21:45.000,2023-04-11 15:40:50,389.0,,936,212.0,178.0,152.0,281.0,11014,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,29215.0,27788.0,schedule,conda-forge/schedule,,2202718.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1427.0,2201838.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,38735.0,3.0,,,,,,,,,,,,,,,,,,,, +86,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,185.0,7825,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,111916.0,99529.0,docopt,conda-forge/docopt,,10067922.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12387.0,10046754.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1862849.0,2.0,,,,,,,,,,,,,,,,,,,, +87,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,30.0,505,138.0,234.0,3.0,457.0,6670,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15554.0,12932.0,sh,conda-forge/sh,,4236165.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2622.0,4230844.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,180938.0,2.0,,,,,,,,,,,,,,,,,,,, +88,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-08-16 21:42:51.000,2023-07-07 17:27:15,356.0,2.0,374,35.0,227.0,40.0,226.0,6281,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,535872.0,527373.0,python-dotenv,conda-forge/python-dotenv,,31596789.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8499.0,31564725.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2597257.0,2.0,,,,,,,,,,,,,,,,,,,, +89,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-08-10 15:07:56.000,2023-07-28 08:24:09,1442.0,1.0,682,136.0,381.0,169.0,453.0,5925,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,111845.0,103790.0,watchdog,conda-forge/watchdog,,12448971.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8055.0,12420865.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2360934.0,2.0,,,,,,,,,,,,,,,,,,,, +90,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-08-17 03:11:51.769,2023-08-16 15:07:08,596.0,38.0,174,33.0,81.0,3.0,332.0,4836,2023-08-16 15:09:39.000,3.9.5,112.0,22.0,36,True,54237.0,53199.0,orjson,conda-forge/orjson,,13051024.0,https://pypi.org/project/orjson,2023-08-16 15:17:41.000,1038.0,13028803.0,https://anaconda.org/conda-forge/orjson,2023-08-17 03:11:51.769,866621.0,2.0,,,,,,,,,,,,,,,,,,,, +91,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-08-16 18:57:59.000,2023-07-24 18:25:47,848.0,12.0,864,333.0,531.0,271.0,838.0,3356,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,36,True,7319.0,6894.0,confluent-kafka,conda-forge/python-confluent-kafka,,10184816.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,425.0,10162633.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-07-25 19:54:38.771,754247.0,2.0,,,,,,,,,,,,,,,,,,,, +92,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-07 03:50:42.000,2022-11-04 10:01:12,370.0,,232,45.0,141.0,110.0,137.0,3218,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,743822.0,722656.0,colorama,conda-forge/colorama,,111790356.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21166.0,111511479.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,24541221.0,2.0,,,,,,,,,,,,,,,,,,,, +93,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-08-17 12:58:38.000,2023-08-17 11:34:08,5935.0,633.0,436,79.0,4569.0,92.0,2148.0,3029,2023-08-03 20:23:53.000,6.1.0,48.0,179.0,36,True,618.0,570.0,ibis-framework,conda-forge/ibis-framework,93.0,112767.0,https://pypi.org/project/ibis-framework,2023-08-13 00:04:07.000,48.0,104867.0,https://anaconda.org/conda-forge/ibis-framework,2023-08-03 23:11:43.396,300059.0,2.0,,,,,,,,,,,,,,,,,,,, +94,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,154.0,3012,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,127925.0,125745.0,sortedcontainers,conda-forge/sortedcontainers,,24837534.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2180.0,24711388.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10722484.0,1.0,,,,,,,,,,,,,,,,,,,, +95,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-06-16 13:24:40.587,2023-05-31 00:00:47,551.0,4.0,584,96.0,176.0,30.0,304.0,2943,,,21.0,83.0,36,True,649378.0,632238.0,pycparser,conda-forge/pycparser,,107023431.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17140.0,106626705.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,33324985.0,2.0,,,,,,,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-08-14 12:24:57.000,2023-08-14 12:24:56,2634.0,33.0,471,121.0,541.0,284.0,1486.0,2658,2023-06-23 08:09:03.318,0.30.10,155.0,62.0,36,True,29782.0,29143.0,xlwings,conda-forge/xlwings,21300.0,117364.0,https://pypi.org/project/xlwings,2023-06-23 08:09:03.318,639.0,100355.0,https://anaconda.org/conda-forge/xlwings,2023-06-25 19:21:06.802,647124.0,1.0,,,,,,,,,,,,,,,,,,,, +97,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-07-16 16:52:19.000,2023-05-16 10:59:01,1496.0,,443,132.0,551.0,301.0,371.0,2326,2023-03-23 14:03:04.308,1.1.8,29.0,128.0,36,True,23262.0,22022.0,dateparser,conda-forge/dateparser,,3899601.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1240.0,3897514.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,164932.0,2.0,,,,,,,,,,,,,,1.0,,,,,, +98,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-08-05 22:52:03.000,2023-07-01 18:07:09,1070.0,13.0,416,55.0,286.0,9.0,316.0,2293,2023-06-22 06:12:29.713,2.2.0,36.0,81.0,36,True,141428.0,134230.0,mysqlclient,conda-forge/mysqlclient,5260.0,4194066.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7198.0,4186261.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,286468.0,2.0,,,,,,,,,,,,,,,,,,,, +99,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,330,67.0,122.0,19.0,175.0,1587,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,36,True,130280.0,109385.0,simplejson,conda-forge/simplejson,6352.0,17164890.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20895.0,17126763.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2778206.0,2.0,,,,,,,,,,,,,,,,,,,, +100,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,5.0,313,31.0,326.0,183.0,237.0,1127,2023-05-02 07:31:50.000,0.41.1,214.0,117.0,36,True,26150.0,24036.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4756894.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2114.0,4750920.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,495855.0,2.0,,,,,,,,,,,,,,,,,,,, +101,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-08-17 13:06:29.000,2023-08-16 08:06:59,15031.0,286.0,6636,729.0,5450.0,1640.0,3562.0,17057,2023-04-26 15:20:33.000,1.20.0,14.0,585.0,35,True,14.0,,micropython-_markupbase,,64760.0,899.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,,, +102,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-08-09 21:37:54.000,2023-08-01 09:36:09,471.0,14.0,476,68.0,273.0,208.0,166.0,11865,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2343.0,10.0,typer,conda-forge/typer,,12566094.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12526578.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1580671.0,2.0,,,,,,,,,,,,,,,,,,,, +103,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-08-09 19:45:43.000,2023-08-09 19:45:42,2428.0,6.0,1222,234.0,475.0,145.0,999.0,7871,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11480.0,9528.0,supervisor,conda-forge/supervisor,,1231885.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1228753.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,272510.0,3.0,,,,,,,,,,,,,,,,,,,, +104,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-08-16 11:42:55.000,2023-08-16 11:42:54,814.0,21.0,336,67.0,252.0,241.0,286.0,5547,2020-07-24 18:17:05.000,2.1.2,53.0,91.0,35,True,22939.0,21732.0,pendulum,conda-forge/pendulum,160.0,11844411.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1207.0,11833595.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,800349.0,2.0,,,,,,,,,,,,,,,,,,,, +105,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-08-03 13:17:25.000,2023-03-12 19:26:01,221.0,,469,106.0,94.0,87.0,162.0,5207,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,62495.0,56970.0,xmltodict,conda-forge/xmltodict,,30961175.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5525.0,30923554.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3160245.0,2.0,,,,,,,,,,,,,,,,,,,, +106,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-07-20 06:11:18.000,2022-11-03 19:39:10,1206.0,,251,83.0,348.0,118.0,142.0,4298,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,110071.0,106608.0,toolz,conda-forge/toolz,,20674524.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3463.0,20472301.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,17391213.0,2.0,,,,,,,,,,,,,,,,,,,, +107,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-08-02 14:58:13.000,2023-08-02 14:58:13,1173.0,8.0,580,137.0,314.0,33.0,217.0,4269,2023-07-20 15:47:29.216,0.0.1,45.0,122.0,35,True,69625.0,68350.0,tablib,conda-forge/tablib,,1881999.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1275.0,1880888.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,90063.0,2.0,,,,,,,,,,,,,,,,,,,, +108,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-08-02 07:35:36.000,2023-08-02 07:05:40,884.0,28.0,368,88.0,262.0,26.0,314.0,4117,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,4394.0,,ujson,conda-forge/ujson,,8624725.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4394.0,8566918.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,4046492.0,2.0,,,,,,,,,,,,,,,,,,,, +109,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-07-17 14:56:25.000,2023-03-01 20:59:31,1023.0,,796,424.0,370.0,157.0,1145.0,3683,2023-03-01 21:00:10.000,7.4.1,34.0,129.0,35,True,10363.0,9384.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,197.0,2663518.0,https://pypi.org/project/elasticsearch-dsl,2023-03-01 20:59:07.507,979.0,2663403.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7848.0,2.0,,,,,,,,,,,,,,,,,,,, +110,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-08-08 06:49:06.000,2023-08-08 06:49:05,1591.0,29.0,411,88.0,111.0,6.0,164.0,3286,2023-08-04 05:13:59.000,8.13.18,227.0,29.0,35,True,1428.0,,phonenumbers,conda-forge/phonenumbers,,4474545.0,https://pypi.org/project/phonenumbers,2023-08-04 05:13:59.000,1428.0,4445048.0,https://anaconda.org/conda-forge/phonenumbers,2023-08-04 06:50:49.854,796431.0,1.0,,,,,,,,,,,,,,,,,,,, +111,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-08-17 11:34:28.000,2023-08-15 16:52:06,248.0,37.0,144,36.0,63.0,49.0,64.0,2346,2023-08-11 13:31:17.000,23.2.1,15.0,33.0,35,True,105282.0,103360.0,aiofiles,conda-forge/aiofiles,,9961611.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1922.0,9950474.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,779632.0,2.0,,,,,,,,,,,,,,,,,,,, +112,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-08-17 10:44:01.000,2023-08-14 21:02:23,9865.0,173.0,931,86.0,1745.0,74.0,121.0,1958,2023-08-10 08:07:04.000,3.8.0,71.0,465.0,35,True,859.0,,apache-libcloud,,,144959.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,859.0,144959.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +113,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-08-16 14:03:18.000,2023-07-06 14:53:45,1004.0,14.0,199,27.0,155.0,69.0,189.0,1724,2023-07-07 01:42:57.652,6.3.1,69.0,74.0,35,True,8576.0,7786.0,deepdiff,conda-forge/deepdiff,,10979202.0,https://pypi.org/project/deepdiff,2023-07-07 01:42:57.652,790.0,10970904.0,https://anaconda.org/conda-forge/deepdiff,2023-07-06 18:41:44.254,315349.0,1.0,,,,,,,,,,,,,,,,,,,, +114,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-08-04 01:25:18.000,2023-08-04 01:25:18,424.0,2.0,152,29.0,274.0,86.0,161.0,1414,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,88540.0,85684.0,cloudpickle,conda-forge/cloudpickle,27.0,29838807.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2856.0,29679842.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14147894.0,2.0,,,,,,,,,,,,,,,,,,,, +115,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-07-10 16:24:52.000,2023-07-10 16:24:51,735.0,15.0,115,35.0,206.0,53.0,189.0,1245,2023-06-11 23:38:46.083,3.1.1,117.0,66.0,35,True,47551.0,45381.0,argcomplete,conda-forge/argcomplete,307.0,21015639.0,https://pypi.org/project/argcomplete,2023-06-11 23:38:46.083,2170.0,20999305.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1273876.0,2.0,,,,,,,,,,,,,,,,,,,, +116,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-08-17 10:20:35.000,2023-08-17 10:20:35,4492.0,25.0,253,60.0,348.0,153.0,539.0,1225,2022-12-23 13:29:42.000,3.8.0,43.0,120.0,35,True,50594.0,48055.0,tables,conda-forge/pytables,176.0,879224.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2539.0,708892.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6302219.0,2.0,,,,,,,,,,,,,,,,,,,, +117,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-17 06:34:02.000,2023-08-17 06:32:52,1374.0,28.0,160,34.0,163.0,67.0,232.0,1151,2023-08-13 18:56:24.000,3.0.2,40.0,70.0,35,True,2379.0,,jsonpickle,conda-forge/jsonpickle,,8170667.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2379.0,8118752.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1453622.0,2.0,,,,,,,,,,,,,,1.0,,,,,, +118,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-07-28 20:38:43.000,2023-07-23 13:01:17,2027.0,60.0,141,18.0,157.0,53.0,435.0,1082,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4067.0,,keyring,conda-forge/keyring,,28563691.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4067.0,28468085.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3537458.0,3.0,,,,,,,,,,,,,,,,,,,, +119,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-08-17 11:55:10.000,2023-08-11 03:50:16,1183.0,10.0,320,41.0,471.0,486.0,488.0,3754,2023-08-11 03:44:09.000,0.20.0,151.0,121.0,34,True,6197.0,6104.0,tortoise-orm,conda-forge/tortoise-orm,13.0,88645.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,88087.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,14523.0,2.0,,,,,,,,,,,,,,,,,,,, +120,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-08-08 20:55:46.000,2023-08-08 20:55:44,532.0,16.0,742,68.0,401.0,92.0,402.0,3500,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,34,True,748.0,,prometheus_client,conda-forge/prometheus_client,,24179271.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,23854805.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,12654196.0,2.0,,,,,,,,,,,,,,,,,,,, +121,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-08-16 18:30:16.000,2023-08-16 11:10:41,706.0,22.0,279,35.0,486.0,101.0,353.0,3167,2023-08-11 14:19:10.000,3.2.1,83.0,113.0,34,True,7242.0,6982.0,dynaconf,conda-forge/dynaconf,,1876331.0,https://pypi.org/project/dynaconf,2023-08-11 14:17:46.000,260.0,1874697.0,https://anaconda.org/conda-forge/dynaconf,2023-07-23 19:01:40.724,55580.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,,, +122,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-08-11 13:23:07.000,2023-08-10 15:01:00,1262.0,9.0,185,49.0,309.0,127.0,221.0,2651,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5078.0,4612.0,plumbum,conda-forge/plumbum,,1448434.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,466.0,1436225.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,976749.0,3.0,,,,,,,,,,,,,,,,,,,, +123,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-08-16 09:16:12.000,2023-08-13 22:19:29,1379.0,125.0,187,45.0,1142.0,59.0,539.0,2427,2023-08-03 03:11:46.000,0.37.0,705.0,65.0,34,True,1317.0,1304.0,docarray,conda-forge/docarray,,138154.0,https://pypi.org/project/docarray,2023-08-10 13:44:49.000,13.0,132209.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,112965.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,,, +124,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-08-16 16:06:19.000,2023-08-15 04:35:18,788.0,28.0,197,61.0,93.0,64.0,288.0,1992,2023-08-06 21:02:00.000,2.8.5,49.0,66.0,34,True,3116.0,,numexpr,conda-forge/numexpr,353.0,6460587.0,https://pypi.org/project/numexpr,2023-08-06 21:02:00.000,3116.0,6278632.0,https://anaconda.org/conda-forge/numexpr,2023-07-21 14:57:14.461,6914174.0,2.0,,,,,,,,,,,,,,,,,,,, +125,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-07-21 18:59:52.000,2022-12-29 07:29:09,696.0,,141,44.0,110.0,26.0,144.0,1897,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,311146.0,308844.0,pyrsistent,conda-forge/pyrsistent,,31812553.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2302.0,31474480.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19608272.0,1.0,,,,,,,,,,,,,,,,,,,, +126,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-25 06:51:15.000,2023-07-25 06:51:09,713.0,14.0,215,44.0,69.0,42.0,136.0,1878,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,11814.0,,wrapt,conda-forge/wrapt,,78494110.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11814.0,78346454.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12403186.0,2.0,,,,,,,,,,,,,,,,,,,, +127,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-08-09 09:20:07.000,2023-08-09 09:20:05,856.0,6.0,226,46.0,275.0,9.0,264.0,1778,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,2242.0,,msgpack,conda-forge/msgpack-python,1128.0,34302606.0,https://pypi.org/project/msgpack,2023-03-08 17:50:09.322,2242.0,34138575.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,13285281.0,3.0,,,,,,,,,,,,,,,,,,,, +128,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,41.0,264,25.0,116.0,10.0,146.0,1712,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,60525.0,59064.0,emoji,conda-forge/emoji,,1913152.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1461.0,1911543.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,57935.0,1.0,,,,,,,,,,,,,,,,,,,, +129,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-08-03 15:16:40.000,2023-06-06 21:24:28,6024.0,17.0,523,80.0,1094.0,11.0,,1345,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,6044.0,5347.0,cassandra-driver,conda-forge/cassandra-driver,,1257108.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,697.0,1254755.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,178854.0,2.0,,,,,,,,,,,,,,,,,,,, +130,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,42.0,114.0,144.0,270.0,1087,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,28100.0,27409.0,py4j,conda-forge/py4j,,31353310.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,691.0,31308822.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3737008.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,,, +131,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-08-16 22:31:02.000,2023-08-07 16:59:01,2040.0,205.0,395,19.0,970.0,94.0,354.0,1015,2023-08-07 17:10:54.000,.0.30,58.0,214.0,34,True,435.0,,holidays,conda-forge/holidays,189.0,5721484.0,https://pypi.org/project/holidays,2023-08-07 17:21:32.000,435.0,5627409.0,https://anaconda.org/conda-forge/holidays,2023-08-07 19:35:37.087,3480740.0,3.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,,, +132,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-08-15 12:24:59.000,2023-08-15 12:24:58,673.0,70.0,124,21.0,259.0,40.0,124.0,997,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,10430.0,,pluggy,conda-forge/pluggy,,78272192.0,https://pypi.org/project/pluggy,2023-06-21 09:14:09.646,10430.0,77642082.0,https://anaconda.org/conda-forge/pluggy,2023-06-26 10:48:55.333,21423741.0,2.0,,,,,,,,,,,,,,,,,,,, +133,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-06-16 13:18:04.782,2022-11-25 10:32:48,386.0,,101,24.0,54.0,13.0,93.0,772,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,485605.0,461287.0,decorator,conda-forge/decorator,,68889613.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24318.0,68623186.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,22646334.0,2.0,,,,,,,,,,,,,,,,,,,, +134,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-08-16 01:46:45.000,2023-08-14 13:57:33,997.0,12.0,231,20.0,365.0,112.0,287.0,718,2023-06-09 17:45:04.039,2023.6.0,59.0,122.0,34,True,15021.0,14367.0,s3fs,conda-forge/s3fs,,129274532.0,https://pypi.org/project/s3fs,2023-06-09 17:45:04.039,654.0,129205233.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,6029028.0,2.0,,,,,,,,,,,,,,,,,,,, +135,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/py-filelock,https://github.com/tox-dev/py-filelock,Unlicense,2014-02-23 00:29:27.000,2023-08-16 20:52:11.000,2023-08-14 23:17:20,261.0,19.0,87,14.0,160.0,13.0,83.0,567,2023-06-12 22:04:06.461,3.12.2,61.0,37.0,34,True,300516.0,297868.0,filelock,conda-forge/filelock,,85721156.0,https://pypi.org/project/filelock,2023-06-12 22:04:06.461,2648.0,85555201.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,14272156.0,2.0,,,,,,,,,,,,,,,,,,,, +136,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,233,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,398953.0,383937.0,pyasn1,conda-forge/pyasn1,,119484075.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15016.0,119332884.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12700056.0,3.0,,,,,,,,,,,,,,,,,,,, +137,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-08-16 01:29:55.463,2023-08-15 20:53:35,559.0,8.0,123,17.0,215.0,46.0,35.0,177,2023-08-15 22:06:39.000,0.6.2,34.0,36.0,34,True,230450.0,226117.0,s3transfer,conda-forge/s3transfer,,210266707.0,https://pypi.org/project/s3transfer,2023-08-15 22:06:39.000,4333.0,209785582.0,https://anaconda.org/conda-forge/s3transfer,2023-08-16 01:29:55.463,16358273.0,2.0,,,,,,,,,,,,,,,,,,,, +138,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-08-12 05:20:16.000,2023-05-22 23:51:10,520.0,9.0,1941,367.0,451.0,343.0,180.0,30999,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1152.0,1117.0,diagrams,conda-forge/diagrams,,103172.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,98825.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,169540.0,2.0,,,,,,,,,,,,,,,,,,,, +139,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-08-05 21:07:05.000,2023-07-17 02:13:32,2764.0,9.0,581,149.0,478.0,210.0,987.0,10896,2023-05-06 04:09:50.000,1.9.1,218.0,62.0,33,True,2166.0,2128.0,dearpygui,,,27394.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,27394.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +140,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-08-14 22:59:59.000,2023-08-01 09:19:41,246.0,10.0,450,142.0,252.0,236.0,146.0,10451,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,6994.0,6875.0,sqlmodel,conda-forge/sqlmodel,,509842.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,509159.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,16405.0,3.0,,,,,,['pydantic'],,,,,,,,,,,,,, +141,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-08-17 10:57:43.000,2023-08-15 21:28:48,7977.0,501.0,513,81.0,2080.0,45.0,383.0,6683,2023-08-15 20:23:48.000,3.6.19,154.0,116.0,33,True,1086.0,1032.0,hub,,,4944.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,4944.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,,, +142,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,345,146.0,193.0,68.0,102.0,6254,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,33,True,5430.0,5006.0,boltons,conda-forge/boltons,25.0,3289364.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,424.0,3255347.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,2959525.0,2.0,,,,,,,,,,,,,,,,,,,, +143,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-07-24 18:53:26.000,2023-07-24 18:53:19,697.0,8.0,512,105.0,153.0,12.0,291.0,6023,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12262.0,11387.0,tinydb,conda-forge/tinydb,,498478.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,875.0,494637.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,330329.0,2.0,,,,,,,,,,,,,,,,,,,, +144,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,178,28.0,72.0,4.0,83.0,2492,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,109555.0,106213.0,python-decouple,conda-forge/python-decouple,12.0,1465118.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3342.0,1464167.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,67567.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,,, +145,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-08-06 20:59:47.000,2023-08-06 20:59:47,326.0,2.0,270,49.0,100.0,38.0,157.0,2381,2022-06-07 20:16:57.000,0.4.27,28.0,59.0,33,True,48905.0,45638.0,python-magic,conda-forge/python-magic,,5474290.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3267.0,5471315.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,226131.0,2.0,,,,,,,,,,,,,,,,,,,, +146,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-08-16 21:07:45.000,2023-08-16 20:58:03,1737.0,9.0,201,87.0,216.0,,,2192,2023-06-21 21:29:27.000,3.2.0,44.0,44.0,33,True,68350.0,67193.0,motor,conda-forge/motor,,1101448.0,https://pypi.org/project/motor,2023-06-21 21:24:00.574,1157.0,1099683.0,https://anaconda.org/conda-forge/motor,2023-06-25 13:33:35.241,60038.0,3.0,,,,,,,,,,,,,,,,,,,, +147,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,98.0,160.0,3.0,,2081,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,182813.0,174342.0,xlrd,conda-forge/xlrd,,20626850.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8471.0,20582302.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3430234.0,2.0,,,,,,,,,,,,,,,,,,,, +148,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-08-16 22:02:25.288,2023-08-01 19:17:09,382.0,2.0,250,49.0,147.0,56.0,85.0,1948,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39265.0,5.0,chardet,conda-forge/chardet,,54640806.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39257.0,54035207.0,https://anaconda.org/conda-forge/chardet,2023-08-16 22:02:25.288,21194896.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,31.0,,,,,,,,,,,,,,, +149,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,,170,35.0,158.0,46.0,85.0,1894,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,6970.0,,jmespath,conda-forge/jmespath,,120261757.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6970.0,120071205.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16196980.0,3.0,,,,,,,,,,,,,,,,,,,, +150,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-30 09:55:44.000,2023-06-30 09:55:43,681.0,5.0,223,63.0,395.0,125.0,604.0,1446,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,5924.0,,typing,conda-forge/typing,,8716701.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5924.0,8684979.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2823276.0,2.0,,,,,,,,,,,,,,,,,,,, +151,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-08-16 19:45:14.000,2023-08-16 19:45:13,1816.0,36.0,220,46.0,819.0,272.0,369.0,1202,2023-07-20 16:36:29.000,2.16.0,72.0,90.0,33,True,2964.0,2579.0,zarr,conda-forge/zarr,,371545.0,https://pypi.org/project/zarr,2023-07-20 16:36:29.000,385.0,302551.0,https://anaconda.org/conda-forge/zarr,2023-07-23 07:02:52.835,2552808.0,2.0,,,,,,,,,,,,,,,,,,,, +152,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-16 19:02:13.410,2023-08-16 16:01:52,1278.0,4.0,190,49.0,200.0,86.0,371.0,1147,2023-08-16 16:07:49.000,1.7.13,88.0,62.0,33,True,3516.0,3432.0,petl,conda-forge/petl,,884218.0,https://pypi.org/project/petl,2023-08-16 16:07:49.000,84.0,878845.0,https://anaconda.org/conda-forge/petl,2023-08-16 19:02:13.410,204200.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,,, +153,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-08-17 05:04:01.000,2023-08-17 05:03:54,506.0,55.0,144,29.0,492.0,5.0,110.0,1038,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,8023.0,,bcrypt,conda-forge/bcrypt,,40027533.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8023.0,39960985.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3793265.0,3.0,,,,,,,,,,,,,,,,,,,, +154,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-07-14 01:32:22.000,2023-04-04 11:45:40,1273.0,,97,32.0,204.0,46.0,191.0,918,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,43886.0,42237.0,Bottleneck,conda-forge/bottleneck,,606436.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1649.0,564927.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3611350.0,2.0,,,,,,,,,,,,,,,,,,,, +155,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-08-17 12:59:30.000,2023-08-11 08:39:16,1466.0,19.0,177,98.0,711.0,8.0,224.0,819,2023-07-31 13:00:25.000,5.11.0,125.0,41.0,33,True,5793.0,5567.0,neo4j-driver,conda-forge/neo4j-python-driver,,145607.0,https://pypi.org/project/neo4j-driver,2023-07-31 12:57:07.000,226.0,140626.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,189294.0,3.0,,,,,,,,,,,,,,,,,,,, +156,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-08-17 12:47:58.000,2023-08-11 13:18:14,326.0,13.0,138,16.0,148.0,14.0,126.0,814,2023-08-11 09:50:13.000,0.21.2,41.0,46.0,33,True,81361.0,79632.0,validators,conda-forge/validators,,6084556.0,https://pypi.org/project/validators,2023-08-11 09:50:13.000,1729.0,6071936.0,https://anaconda.org/conda-forge/validators,2023-08-13 11:42:39.693,466954.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,,, +157,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-08-05 03:08:24.000,2023-06-26 03:17:34,1108.0,5.0,281,32.0,784.0,4.0,504.0,667,2023-05-20 18:50:38.000,7.1.15,104.0,115.0,33,True,5504.0,5070.0,minio,conda-forge/minio,,1296777.0,https://pypi.org/project/minio,2023-05-20 18:29:03.527,434.0,1294000.0,https://anaconda.org/conda-forge/minio,2023-06-16 16:15:33.628,138876.0,3.0,,,,,,,,,,,,,,,,,,,, +158,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-08-16 18:53:14.000,2023-08-16 18:52:41,362.0,14.0,119,59.0,354.0,55.0,264.0,381,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,33,True,7952.0,7628.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7395384.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,324.0,7341359.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1836692.0,3.0,,,,,,,,,,,,,,,,,,,, +159,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-08-17 11:35:52.000,2023-08-17 11:35:49,794.0,4.0,131,24.0,90.0,53.0,131.0,295,2022-03-15 14:46:51.000,1.5.1,33.0,38.0,33,True,109713.0,102650.0,asn1crypto,conda-forge/asn1crypto,,51137527.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7063.0,51027122.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8169995.0,3.0,,,,,,,,,,,,,,,,,,,, +160,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-08-10 12:20:05.000,2023-04-03 23:11:42,649.0,,74,15.0,34.0,32.0,44.0,272,2023-01-14 12:26:16.208,2022.7.1,112.0,20.0,33,True,1694894.0,1611929.0,pytz,conda-forge/pytz,,122307827.0,https://pypi.org/project/pytz,2023-03-29 04:25:52.839,82965.0,121807679.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,43512931.0,3.0,,,,,,,,,,,,,,,,,,,, +161,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-07-20 15:13:36.000,2023-07-20 15:13:35,1853.0,24.0,589,131.0,329.0,65.0,813.0,5541,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,32,True,1784.0,1414.0,csvkit,conda-forge/csvkit,,166702.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,370.0,165468.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,95049.0,2.0,,,,,,,,,,,,,,,,,,,, +162,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-08-14 15:29:47.766,2023-08-14 13:21:18,471.0,2.0,247,49.0,190.0,91.0,143.0,5111,2023-08-14 13:22:49.000,8.2.3,53.0,83.0,32,True,1380.0,,tenacity,conda-forge/tenacity,,28357503.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1380.0,28206803.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5123819.0,2.0,,,,,,,,,,,,,,,,,,,, +163,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-08-02 16:46:29.000,2023-08-02 16:46:28,325.0,6.0,246,50.0,196.0,133.0,187.0,3494,2022-12-18 09:18:01.579,0.7.0,41.0,55.0,32,True,19898.0,19778.0,databases,conda-forge/databases,,336876.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,120.0,333407.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,187345.0,3.0,,,,,,,,,,,,,,,,,,,, +164,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-08-04 16:18:27.000,2023-08-04 16:18:00,1099.0,14.0,243,65.0,84.0,24.0,266.0,3382,2022-04-23 14:56:04.000,1.14.0,23.0,43.0,32,True,1012.0,896.0,asciimatics,conda-forge/asciimatics,,60493.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,116.0,58307.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,139920.0,3.0,,,,,,,,,,,,,,,,,,,, +165,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,349,278.0,1629.0,112.0,485.0,3286,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,327.0,313.0,koalas,conda-forge/koalas,1019.0,1778445.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1772453.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,304651.0,3.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,,, +166,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,86.0,77.0,313.0,329.0,3285,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,3949.0,3589.0,pony,conda-forge/pony,66.0,103343.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,360.0,102150.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,94281.0,3.0,,,,,,,,,,,,,,,,,,,, +167,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,198.0,943.0,264.0,501.0,3158,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9941.0,9123.0,blaze,conda-forge/blaze,,10653.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,7849.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201935.0,3.0,,,,,,,,,,,,,,,,,,,, +168,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-08-10 21:52:38.000,2022-12-19 03:14:24,1998.0,,238,48.0,192.0,171.0,354.0,3119,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2391.0,2289.0,dependency-injector,conda-forge/dependency_injector,,988311.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,987033.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,29416.0,2.0,,,,,,,,,,,,,,,,,,,, +169,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-07-27 18:20:07.000,2023-07-27 18:20:05,1668.0,43.0,99,41.0,1260.0,67.0,345.0,2864,2023-06-27 15:48:01.033,0.21.0,24.0,47.0,32,True,442.0,385.0,returns,conda-forge/returns,,104837.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,57.0,104596.0,https://anaconda.org/conda-forge/returns,2023-06-27 18:26:27.171,6511.0,2.0,,,,,,,,,,,,,,,,,,,, +170,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,197,59.0,146.0,95.0,73.0,2768,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,7891.0,6998.0,schema,conda-forge/schema,,6202241.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,893.0,6199994.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,110134.0,2.0,,,,,,,,,,,,,,,,,,,, +171,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2603,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,1451.0,1337.0,mrjob,conda-forge/mrjob,,86590.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,80366.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,516674.0,2.0,,,,,,,,,,,,,,,,,,,, +172,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-08-16 23:09:27.000,2023-08-14 15:14:41,581.0,39.0,205,16.0,555.0,236.0,405.0,2503,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,1069.0,995.0,pandera,conda-forge/pandera-core,,955166.0,https://pypi.org/project/pandera,2023-07-17 16:24:00.995,74.0,954380.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,26748.0,3.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,,, +173,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-08-16 03:51:37.000,2022-03-15 11:17:01,1020.0,,252,38.0,354.0,141.0,247.0,2108,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,13777.0,13690.0,pypika,conda-forge/pypika,,2784152.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,87.0,2784035.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2591.0,3.0,,,,,,,,,,,,,,,,,,,, +174,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,208,39.0,241.0,42.0,201.0,1780,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,15171.0,13826.0,voluptuous,conda-forge/voluptuous,,2364420.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1345.0,2360768.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,310438.0,2.0,,,,,,,,,,,,,,,,,,,, +175,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1661,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2010.0,,humanize,conda-forge/humanize,,5350541.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2010.0,5338879.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,443158.0,2.0,,,,,,,,,,,,,,,,,,,, +176,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,140.0,1121,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6132.0,5818.0,sshtunnel,conda-forge/sshtunnel,,5853214.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,314.0,5851783.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,118829.0,3.0,,,,,,,,,,,,,,,,,,,, +177,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-08-15 20:07:10.000,2023-08-15 20:07:08,499.0,22.0,82,24.0,254.0,31.0,66.0,1104,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,32,True,16367.0,16130.0,cleo,conda-forge/cleo,,12557596.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,237.0,12548812.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,527075.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,,,, +178,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,986,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,265257.0,250226.0,appdirs,conda-forge/appdirs,,16595645.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15031.0,16490455.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9361975.0,3.0,,,,,,,,,,,,,,,,,,,, +179,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-13 22:40:21.000,2023-08-13 22:40:18,945.0,87.0,100,23.0,92.0,25.0,83.0,850,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,32,True,989.0,,inflect,conda-forge/inflect,,3897427.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,989.0,3888505.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,339051.0,2.0,,,,,,,,,,,,,,,,,,,, +180,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-08-16 23:55:33.000,2023-08-10 23:37:15,1156.0,14.0,84,17.0,738.0,22.0,121.0,353,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3212.0,,multidict,conda-forge/multidict,4423.0,71198057.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3212.0,71062678.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10149539.0,2.0,,,,,,,,,,,,,,,,,,,, +181,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-08-17 10:09:16.000,2023-08-17 09:55:52,817.0,54.0,60,22.0,415.0,146.0,264.0,348,2023-03-14 09:22:38.000,1.13.0,75.0,34.0,32,True,7880.0,7735.0,param,conda-forge/param,,398611.0,https://pypi.org/project/param,2023-07-25 19:48:41.000,145.0,381659.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1288424.0,2.0,,,,,,,,,,,,,,,,,,,, +182,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-07-06 20:34:50.000,2023-01-15 03:55:53,288.0,,51,15.0,36.0,17.0,22.0,334,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,444824.0,431387.0,wcwidth,conda-forge/wcwidth,,37354124.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13437.0,37138835.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,19806630.0,3.0,,,,,,,,,,,,,,,,,,,, +183,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-08-06 00:03:18.000,2023-08-05 17:47:57,662.0,57.0,37,4.0,41.0,6.0,63.0,40,2023-07-14 19:25:11.779,3.16.2,48.0,22.0,32,False,3973.0,,zipp,conda-forge/zipp,,157734145.0,https://pypi.org/project/zipp,2023-07-14 19:25:11.779,3973.0,156860369.0,https://anaconda.org/conda-forge/zipp,2023-07-14 22:44:08.949,30582192.0,3.0,,,,,,,,,,,,,,,,,,,, +184,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-08-03 17:24:02.000,2023-07-21 10:40:58,3636.0,27.0,592,144.0,967.0,500.0,772.0,7970,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,590.0,562.0,vaex,conda-forge/vaex,278.0,48354.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,28.0,46246.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,172764.0,3.0,,,,,,,,,,,,,,,,,,,, +185,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-07-06 22:02:40.000,2023-03-04 17:45:05,299.0,,557,131.0,187.0,171.0,338.0,5759,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,5978.0,5903.0,eel,,,62746.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,75.0,62746.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,,,, +186,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512,91.0,181.0,14.0,420.0,4974,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,31,True,3385.0,3121.0,transitions,conda-forge/transitions,,467703.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,264.0,457675.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,501447.0,1.0,,,,,,,,,,,,,,,,,,,, +187,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-08-08 13:44:30.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,137.0,34.0,261.0,4607,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,3781.0,3204.0,dataset,conda-forge/dataset,,83246.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,577.0,83018.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6614.0,3.0,,,,,,,,,,,,,,,,,,,, +188,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-08-04 12:50:10.000,2023-08-04 12:49:43,980.0,15.0,365,83.0,170.0,,591.0,4569,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,31,True,1414.0,1239.0,huey,conda-forge/huey,,82743.0,https://pypi.org/project/huey,2023-02-09 14:36:35.380,175.0,82245.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,31930.0,2.0,,,,,,,,,,,,,,,,,,,, +189,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-08-17 13:08:15.000,2023-08-15 23:40:52,6840.0,600.0,596,87.0,1218.0,133.0,599.0,3589,2023-04-12 02:29:00.815,0.3.1,63.0,245.0,31,True,38.0,2.0,toga,,1677.0,2176.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1994.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,15.0,,,,,,,,,,,,,,, +190,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,192.0,3472,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,True,12508.0,12057.0,keyboard,conda-forge/keyboard,,169417.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,451.0,168593.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,21441.0,3.0,,,,,,,,,,,,,,,,,,,, +191,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-07-06 15:30:43.000,2023-04-22 06:02:17,441.0,,287,18.0,111.0,11.0,125.0,3240,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,19864.0,19501.0,gdown,conda-forge/gdown,,1593540.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,363.0,1589116.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,207949.0,2.0,,,,,,,,,,,,,,,,,,,, +192,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-08-11 15:19:34.000,2023-08-05 19:49:55,455.0,1.0,535,125.0,204.0,65.0,941.0,2713,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,31,False,2132.0,,pyodbc,conda-forge/pyodbc,,23764772.0,https://pypi.org/project/pyodbc,2023-04-14 14:28:04.558,2132.0,23749448.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1103358.0,3.0,,,,,,,,,,,,,,,,,,,, +193,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,64.0,305.0,107.0,238.0,2565,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1929.0,1542.0,schematics,conda-forge/schematics,,129922.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,129396.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25788.0,3.0,,,,,,,,,,,,,,,,,,,, +194,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-07-18 21:26:39.000,2023-07-18 05:37:13,821.0,2.0,424,41.0,620.0,259.0,363.0,2238,2023-04-26 00:04:01.470,5.5.0,89.0,104.0,31,True,1635.0,1475.0,pynamodb,conda-forge/pynamodb,,2698394.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,160.0,2690594.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,374427.0,3.0,,,,,,,,,,,,,,,,,,,, +195,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1871,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,599.0,,fs,conda-forge/fs,,1776399.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,599.0,1767197.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,653375.0,3.0,,,,,,,,,,,,,,,,,,,, +196,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-08-01 07:54:46.000,2023-05-27 20:35:28,269.0,1.0,144,27.0,49.0,6.0,224.0,1747,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,31,True,3356.0,,cachetools,conda-forge/cachetools,,94753949.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3356.0,94510499.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9494574.0,1.0,,,,,,,,,,,,,,,,,,,, +197,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,99.0,402.0,167.0,379.0,1652,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8669.0,7416.0,influxdb,conda-forge/influxdb,,1853353.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1253.0,1850219.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,125387.0,3.0,,,,,,,,,,,,,,,,,,,, +198,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-08-17 07:57:46.000,2023-08-17 00:09:57,1355.0,46.0,237,41.0,580.0,153.0,776.0,1590,2023-08-14 17:52:05.000,1.3.0,106.0,43.0,31,False,265.0,250.0,sdv,conda-forge/sdv,,38582.0,https://pypi.org/project/sdv,2023-08-14 17:50:28.000,15.0,37961.0,https://anaconda.org/conda-forge/sdv,2023-08-14 19:15:48.817,12435.0,2.0,,,,,,,,,,,,,,,,,,,, +199,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-08-15 15:15:36.000,2023-08-11 05:47:27,1049.0,7.0,86,17.0,565.0,91.0,436.0,1577,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,31,True,16898.0,16535.0,omegaconf,conda-forge/omegaconf,,4238113.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,363.0,4213155.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1073206.0,3.0,,,,,,,,,,,,,,,,,,,, +200,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-08-17 13:16:07.000,2023-08-17 13:16:06,1248.0,86.0,130,20.0,768.0,60.0,335.0,1199,2023-07-10 18:55:30.054,8.1.0,55.0,58.0,31,True,530.0,499.0,copier,,,82901.0,https://pypi.org/project/copier,2023-07-10 18:55:30.054,31.0,82901.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +201,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-08-17 10:42:16.000,2023-08-12 10:55:43,523.0,16.0,70,18.0,187.0,32.0,92.0,1172,2023-08-10 13:51:11.000,2.0.0,21.0,36.0,31,True,9927.0,9572.0,questionary,conda-forge/questionary,,978316.0,https://pypi.org/project/questionary,2023-08-10 13:51:11.000,355.0,976839.0,https://anaconda.org/conda-forge/questionary,2023-08-10 15:01:41.016,47266.0,3.0,,,,,,,,,,,,,,,,,,,, +202,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-08-17 00:34:39.000,2023-08-17 00:33:24,1178.0,2.0,362,74.0,21.0,32.0,605.0,862,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7845.0,7521.0,cx-Oracle,conda-forge/cx_oracle,,2625022.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2612857.0,https://anaconda.org/conda-forge/cx_oracle,2023-08-04 11:23:33.477,450130.0,3.0,,,,,,,,,,,,,,,,,,,, +203,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,253,18.0,212.0,27.0,301.0,854,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,4400.0,4115.0,fastcore,conda-forge/fastcore,,613024.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,610363.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,53234.0,3.0,,,,,,,,,,,,,,,,,,,, +204,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-25 20:17:17.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,835,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,True,17236.0,16915.0,anytree,conda-forge/anytree,,812382.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,321.0,811591.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,31674.0,2.0,,,,,,,,,,,,,,,,,,,, +205,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,4.0,46,17.0,75.0,1.0,86.0,786,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,31,True,23191.0,21958.0,natsort,conda-forge/natsort,,3551700.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1233.0,3510199.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1369552.0,3.0,,,,,,,,,,,,,,,,,,,, +206,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-08-16 09:51:46.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,109.0,22.0,99.0,444,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,325971.0,318900.0,rsa,conda-forge/rsa,,118069201.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7071.0,117924407.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12307565.0,3.0,,,,,,,,,,,,,,,,,,,, +207,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-08-16 19:44:33.000,2023-08-09 13:35:39,765.0,23.0,46,43.0,652.0,46.0,165.0,53,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3043.0,3031.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3793644.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3790529.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,93464.0,3.0,,,,,,,,,,,,,,,,,,,, +208,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-08-07 16:17:00.000,2023-08-07 16:16:58,819.0,37.0,35,12.0,50.0,1.0,236.0,49,2023-08-07 05:09:49.000,6.0.1,64.0,35.0,31,False,1305.0,,importlib-resources,conda-forge/importlib_resources,,63358114.0,https://pypi.org/project/importlib-resources,2023-08-07 05:09:31.000,1305.0,62985244.0,https://anaconda.org/conda-forge/importlib_resources,2023-08-07 11:39:04.742,14541931.0,2.0,,,,,,,,,,,,,,,,,,,, +209,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,,4496,640.0,745.0,197.0,100.0,22856,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,30,True,109.0,93.0,algorithms,conda-forge/algorithms,,9967.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,9907.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1689.0,3.0,,,,,,,,,,,,,,,,,,,, +210,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-07-24 15:26:37.000,2022-05-08 04:08:19,743.0,,945,274.0,293.0,152.0,461.0,17757,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,872.0,794.0,gooey,conda-forge/gooey,481.0,6126.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,4734.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,70529.0,3.0,,,,,,,,,,,,,,,,,,,, +211,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6993,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,1240.0,1063.0,records,conda-forge/records,,215791.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,215470.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24432.0,3.0,,,,,,,,,,,,,,,,,,,, +212,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,172.0,740.0,21.0,959.0,5547,2022-07-29 04:10:00.400,0.9.9,21.0,78.0,30,True,359.0,347.0,snorkel,conda-forge/snorkel,1045.0,29697.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,28779.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,44355.0,2.0,,,,,,,,,,,,,,,,,,,, +213,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5068,,,26.0,28.0,30,False,5607.0,4799.0,pdfminer,conda-forge/pdfminer,,178378.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,808.0,177988.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,32800.0,2.0,,,,,,,,,,,,,,,,,,,, +214,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3125,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,30,True,8977.0,8365.0,funcy,conda-forge/funcy,,1429027.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,612.0,1424382.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,366990.0,3.0,,,,,,,,,,,,,,,,,,,, +215,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-08-17 13:24:34.000,2023-08-15 12:59:00,5835.0,177.0,316,40.0,1529.0,28.0,187.0,3000,2023-08-15 14:27:45.000,0.43.0,100.0,75.0,30,True,137.0,135.0,zenml,,1.0,7045.0,https://pypi.org/project/zenml,2023-08-15 14:27:45.000,2.0,7045.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +216,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,17.0,585,176.0,460.0,94.0,476.0,2995,2023-07-24 16:07:44.000,1.82.0,94.0,82.0,30,False,258.0,225.0,arctic,conda-forge/arctic,209.0,4633.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,4067.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,28779.0,3.0,,,,,,,,,,,,,,,,,,,, +217,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-07-27 15:30:09.000,2023-07-02 21:24:27,1012.0,1.0,361,49.0,372.0,85.0,308.0,2933,2022-12-12 07:24:03.639,6.3.0,55.0,102.0,30,True,599.0,,smart-open,conda-forge/smart_open,,15420677.0,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,599.0,15396254.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,2002686.0,2.0,,,,,,,,,,,,,,,,,,,, +218,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,6.0,658,143.0,448.0,143.0,396.0,2698,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,30,True,841.0,,pandas-datareader,conda-forge/pandas-datareader,,510923.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,841.0,506856.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,309155.0,2.0,,,,,,,,,,,,,,,,,,,, +219,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2384,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,6732.0,6350.0,addict,conda-forge/addict,20.0,2566552.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,382.0,2561704.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,412103.0,2.0,,,,,,,,,,,,,,,,,,,, +220,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-08-16 18:20:03.000,2023-08-15 20:36:43,732.0,71.0,99,34.0,970.0,21.0,354.0,2331,2023-08-15 21:09:56.000,1.3.0,274.0,22.0,30,True,164.0,159.0,whylogs,,42.0,97717.0,https://pypi.org/project/whylogs,2023-08-15 21:10:36.000,5.0,97715.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +221,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-08-08 18:38:38.000,2023-08-01 15:49:53,219.0,4.0,269,49.0,61.0,43.0,112.0,2082,2023-02-19 15:29:00.772,1.5.9,81.0,28.0,30,True,927.0,865.0,datasketch,,19.0,1237260.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,62.0,1237260.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +222,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-07-31 18:30:39.000,2023-06-20 15:54:36,2284.0,33.0,175,39.0,370.0,30.0,261.0,1850,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,59.0,,pyscaffold,conda-forge/pyscaffold,,282827.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,59.0,277374.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,174524.0,3.0,,,,,,,,,,,,,,,,,,,, +223,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-08-10 16:59:01.000,2023-08-10 16:59:00,1029.0,4.0,313,70.0,397.0,106.0,365.0,1471,2023-06-23 21:51:00.000,0.23.0,14.0,83.0,30,True,239.0,215.0,mleap,conda-forge/mleap,,223409.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,24.0,221544.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,72769.0,2.0,,,,,,,,,,,,,,,,,,,, +224,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-05-26 14:13:37.000,2023-05-10 16:17:15,1092.0,,214,47.0,177.0,56.0,336.0,1446,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,30,True,2072.0,1981.0,pygsheets,,,1487603.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,91.0,1487603.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +225,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-08-15 20:42:04.000,2023-02-24 16:19:12,264.0,,101,34.0,68.0,3.0,64.0,1367,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2862.0,,python-slugify,conda-forge/python-slugify,,11697255.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2862.0,11676814.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1696624.0,3.0,,,,,,,,,,,,,,,,,,,, +226,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,,218,48.0,178.0,22.0,760.0,1186,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,30,True,638.0,,py2neo,conda-forge/py2neo,,204669.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,638.0,203850.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,60667.0,3.0,,,,,,,,,,,,,,,,,,,, +227,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,323,52.0,210.0,32.0,265.0,1088,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1923.0,1705.0,redis-py-cluster,,3815.0,1815514.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1815478.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +228,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-08-06 23:43:55.000,2023-08-06 23:43:54,1207.0,45.0,141,39.0,83.0,4.0,130.0,1058,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,30,True,135.0,,path,conda-forge/path,,1641448.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,135.0,1630268.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,436054.0,3.0,,,,,,,,,,,,,,,,,,,, +229,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-08-15 15:49:34.000,2023-06-09 21:25:17,1969.0,29.0,131,43.0,407.0,107.0,248.0,916,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,30,True,1536.0,1417.0,intake,conda-forge/intake,,37334.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,29228.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,462052.0,2.0,,,,,,,,,,,,,,,,,,,, +230,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-08-16 18:24:40.000,2023-08-16 18:23:56,589.0,26.0,135,21.0,477.0,39.0,246.0,893,2023-08-06 20:31:23.000,0.12.2,43.0,42.0,30,True,1980.0,1860.0,aiocache,,6.0,291581.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,120.0,291581.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +231,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-08-13 11:58:02.000,2020-10-21 17:48:31,219.0,,77,15.0,259.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,42710.0,40646.0,cached-property,conda-forge/cached-property,,12201454.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2064.0,12125950.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5813835.0,2.0,,,,,,,,,,,,,,,,,,,, +232,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-07-23 18:50:20.218,2023-07-23 14:40:17,372.0,37.0,114,16.0,92.0,65.0,127.0,655,2023-07-23 16:18:40.000,1.7,28.0,53.0,30,True,14083.0,12618.0,configargparse,conda-forge/configargparse,,3390043.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1465.0,3367656.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,671636.0,3.0,,,,,,,,,,,,,,,,,,,, +233,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-08-15 20:15:07.000,2023-08-15 20:15:05,520.0,15.0,331,35.0,266.0,27.0,123.0,644,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,4382.0,3102.0,pysolr,conda-forge/pysolr,,183295.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,183022.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21329.0,3.0,,,,,,,,,,,,,,,,,,,, +234,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,515,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,17052.0,14868.0,scandir,conda-forge/scandir,,3671017.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3655250.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1340260.0,3.0,,,,,,,,,,,,,,,,,,,, +235,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-07-25 11:19:25.000,2023-07-24 11:40:07,297.0,3.0,32,11.0,73.0,5.0,26.0,379,2023-07-18 11:35:10.596,2.4.7,40.0,14.0,30,True,31932.0,31642.0,srsly,conda-forge/srsly,,5252832.0,https://pypi.org/project/srsly,2023-07-18 11:35:10.596,290.0,5219183.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1278698.0,3.0,,,,,,,,,,,,,,,,,,,, +236,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-08-01 15:22:10.000,2022-03-13 00:04:41,186.0,,50,8.0,44.0,19.0,21.0,129,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,48264.0,46059.0,isodate,conda-forge/isodate,,68674889.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2205.0,68624575.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4478025.0,3.0,,,,,,,,,,,,,,,,,,,, +237,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6580,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1650.0,1620.0,faust,,,27973.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,27973.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +238,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-03 14:11:29.699,2023-08-03 04:40:19,3028.0,23.0,216,28.0,279.0,97.0,753.0,3143,2023-08-03 06:13:21.000,0.22.6,113.0,76.0,29,True,94.0,88.0,ploomber,conda-forge/ploomber,,6911.0,https://pypi.org/project/ploomber,2023-08-03 06:13:21.000,6.0,4144.0,https://anaconda.org/conda-forge/ploomber,2023-08-03 14:11:29.699,71943.0,3.0,,,,,,,,,,,,,,,,,,,, +239,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2741,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,6285.0,6130.0,sklearn-pandas,conda-forge/sklearn-pandas,,229275.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,155.0,227395.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,62069.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,,, +240,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,19.0,101,31.0,82.0,14.0,127.0,2320,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,1082.0,1041.0,swifter,conda-forge/swifter,,344003.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,337512.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,246658.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,, +241,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-08-04 21:28:56.000,2023-08-04 21:28:56,5622.0,55.0,507,109.0,926.0,590.0,942.0,2039,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,29,False,76.0,,wx,conda-forge/wxpython,3322.0,20270.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,687477.0,3.0,,,,,,,,,,,,,,,,,,,, +242,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-07-31 16:46:53.000,2023-07-31 16:46:45,155.0,2.0,117,23.0,109.0,50.0,42.0,1861,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,29,True,6709.0,6620.0,gin-config,conda-forge/gin-config,,595114.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,594610.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,19663.0,3.0,,,,,,,,,,,,,,,,,,,, +243,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,4.0,152,94.0,1931.0,163.0,1335.0,1735,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2149.0,80319.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,79594.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22301.0,3.0,,,,,,,,,,,,,,,,,,,, +244,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-06-16 16:16:49.028,2023-04-04 06:37:59,1001.0,,59,23.0,98.0,113.0,66.0,1721,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,29,True,1247.0,1140.0,glom,conda-forge/glom,,1288150.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1287621.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,24896.0,2.0,,,,,,,,,,,,,,,,,,,, +245,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1399,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10554.0,9047.0,blessings,conda-forge/blessings,,861133.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1507.0,857480.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,274011.0,3.0,,,,,,,,,,,,,,,,,,,, +246,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-08-02 16:10:54.000,2023-08-02 16:10:53,625.0,15.0,59,16.0,225.0,5.0,52.0,1325,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,29,True,16575.0,16086.0,bidict,conda-forge/bidict,,1651269.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,489.0,1647336.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,326489.0,2.0,,,,,,,,,,,,,,,,,,,, +247,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-08-16 12:49:29.000,2023-07-31 09:40:37,766.0,14.0,56,16.0,425.0,170.0,165.0,1272,2023-07-01 10:01:24.000,0.9.1,30.0,25.0,29,True,964.0,959.0,prisma,,,41359.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,5.0,41359.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +248,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-08-14 18:31:31.000,2023-08-04 14:05:17,780.0,42.0,42,13.0,221.0,13.0,83.0,1138,2023-07-16 09:30:00.746,0.32.0,61.0,6.0,29,True,1496.0,1466.0,python-benedict,conda-forge/python-benedict,,641832.0,https://pypi.org/project/python-benedict,2023-07-16 09:30:00.746,30.0,637663.0,https://anaconda.org/conda-forge/python-benedict,2023-07-16 12:09:20.959,137596.0,2.0,,,,,,,,,,,,,,,,,,,, +249,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,671,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,9902.0,8668.0,parsedatetime,conda-forge/parsedatetime,,7564044.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1234.0,7562049.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,165610.0,3.0,,,,,,,,,,,,,,,,,,,, +250,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,190,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,9649.0,9269.0,ordered-set,conda-forge/ordered-set,,9409403.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,380.0,9405133.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,375785.0,2.0,,,,,,,,,,,,,,,,,,,, +251,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:09:09.912,2023-05-31 09:44:31,300.0,2.0,56,7.0,68.0,3.0,77.0,173,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,29,True,3754.0,,tzlocal,conda-forge/tzlocal,,36973658.0,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3754.0,36946743.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2314740.0,3.0,,,,,,,,,,,,,,-2.0,,,,,, +252,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-08-09 14:53:19.000,2023-07-25 17:58:43,1868.0,12.0,598,126.0,1282.0,215.0,1069.0,7411,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,28,True,18.0,10.0,hydra,conda-forge/hydra-core,,25961.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8278.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,742705.0,3.0,,,,,,,,,,,,,,,,,,,, +253,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2592,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2289.0,2244.0,gino,,,27213.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,27213.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +254,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-08-14 07:57:06.000,2023-08-03 07:19:44,535.0,12.0,122,50.0,60.0,11.0,121.0,2212,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,670.0,651.0,pyfunctional,,,327601.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,327601.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +255,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1885,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,2203.0,,retrying,conda-forge/retrying,,9430027.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2203.0,9412608.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1445813.0,3.0,,,,,,,,,,,,,,,,,,,, +256,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1257,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2349.0,2266.0,pandasql,conda-forge/pandasql,,1517136.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,83.0,1502325.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,385098.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,, +257,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,1.0,57,26.0,40.0,85.0,73.0,1255,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2018.0,1772.0,strictyaml,conda-forge/strictyaml,,590530.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,246.0,587300.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,206748.0,3.0,,,,,,,,,,,,,,,,,,,, +258,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-08-04 07:30:36.000,2023-07-28 06:19:35,1709.0,33.0,74,14.0,410.0,106.0,232.0,1080,2023-07-21 14:09:40.000,0.119.0,240.0,41.0,28,True,284.0,274.0,piccolo,,,14591.0,https://pypi.org/project/piccolo,2023-08-02 21:41:12.000,10.0,14591.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +259,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,3.0,80,25.0,51.0,6.0,39.0,699,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,839.0,,munch,conda-forge/munch,,2931693.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,839.0,1735532.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3588483.0,3.0,,,,,,,,,,,,,,,,,,,, +260,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,False,1003.0,772.0,happybase,conda-forge/happybase,,83551.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,231.0,81736.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,156105.0,3.0,,,,,,,,,,,,,,,,,,,, +261,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,568,,,8.0,12.0,28,False,57779.0,55496.0,dataclasses,conda-forge/dataclasses,,10773571.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10603711.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10701211.0,3.0,,,,,,,,,,,,,,,,,,,, +262,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,65.0,59.0,506,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6084.0,4734.0,beaker,conda-forge/beaker,,284907.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1350.0,283985.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71043.0,3.0,,,,,,,,,,,,,,,,,,,, +263,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-08-14 17:22:58.000,2023-08-05 13:57:45,698.0,9.0,43,11.0,79.0,13.0,92.0,484,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,28,True,4589.0,4323.0,python-rapidjson,conda-forge/python-rapidjson,,1215718.0,https://pypi.org/project/python-rapidjson,2023-03-15 12:20:02.299,266.0,1199750.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1261531.0,3.0,,,,,,,,,,,,,,,,,,,, +264,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-06-16 13:25:05.988,2022-08-26 08:23:03,611.0,,134,13.0,92.0,22.0,172.0,471,2022-08-30 07:35:04.550,1.6.3,44.0,52.0,28,True,7092.0,4709.0,pylibmc,conda-forge/pylibmc,257.0,182851.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2383.0,180331.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,212452.0,3.0,,,,,,,,,,,,,,,,,,,, +265,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-08-17 00:13:20.000,2023-08-17 00:13:12,6314.0,199.0,30,10.0,246.0,35.0,538.0,350,2023-08-16 02:39:36.000,1.6.0,185.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,10256.0,https://pypi.org/project/static-frame,2023-08-16 02:38:18.000,2.0,2793.0,https://anaconda.org/conda-forge/static-frame,2023-08-16 04:35:38.706,291087.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,,, +266,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,297,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,31875.0,28492.0,configobj,conda-forge/configobj,183.0,2698352.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3383.0,2686962.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,694760.0,3.0,,,,,,,,,,,,,,,,,,,, +267,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,26.0,30.0,242,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,28,True,2774.0,,send2trash,conda-forge/send2trash,,10289306.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2774.0,10129478.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,10708485.0,3.0,,,,,,,,,,,,,,,,,,,, +268,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,46301.0,38316.0,futures,conda-forge/futures,,9738606.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7985.0,9723686.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1253351.0,3.0,,,,,,,,,,,,,,,,,,,, +269,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,2420.0,2130.0,cloudant,conda-forge/cloudant,,104002.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,102701.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108063.0,3.0,,,,,,,,,,,,,,,,,,,, +270,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-08-04 09:01:41.000,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,4.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,61655.0,57344.0,pathlib2,conda-forge/pathlib2,,6982188.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4311.0,6952400.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2531996.0,3.0,,,,,,,,,,,,,,,,,,,, +271,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,149.0,293.0,119.0,175.0,6091,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,111.0,107.0,powerline-shell,,,2912.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2912.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +272,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-08-07 14:04:13.000,2022-03-10 10:33:50,585.0,,509,85.0,247.0,101.0,129.0,3595,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,126.0,,textract,conda-forge/textract,,121417.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,126.0,121158.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21526.0,3.0,,,,,,,,,,,,,,,,,,,, +273,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,190,30.0,52.0,75.0,124.0,3194,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,34.0,,pandarallel,conda-forge/pandarallel,,342632.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,341681.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,24730.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,,, +274,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3146,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,False,153.0,131.0,flexx,conda-forge/flexx,,1640.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,447.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,101444.0,3.0,,,,,,,,,,,,,,,,,,,, +275,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-08-12 21:20:23.000,2023-07-19 20:11:01,3836.0,1.0,308,33.0,316.0,135.0,534.0,2367,2023-05-15 21:07:09.000,2.7,208.0,92.0,27,True,94.0,83.0,pyinfra,,,27213.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,27213.0,,,,3.0,,,,,,,,,,,,,,-2.0,,,,,, +276,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,207.0,171.0,mongo-connector,,,3678.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,3678.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +277,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,129,32.0,74.0,35.0,69.0,1053,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,3783.0,3563.0,sqlitedict,conda-forge/sqlitedict,,250824.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,220.0,249377.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,82495.0,3.0,,,,,,,,,,,,,,,,,,,, +278,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,950,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,2439.0,1931.0,bcolz,conda-forge/bcolz,,16161.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,11845.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,336649.0,3.0,,,,,,,,,,,,,,,,,,,, +279,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,,80,14.0,130.0,35.0,96.0,866,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,248.0,,mss,conda-forge/python-mss,,580371.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,248.0,579596.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,29471.0,3.0,,,,,,,,,,,,,,,,,,,, +280,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,119,19.0,62.0,25.0,104.0,824,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2164.0,2046.0,pyahocorasick,conda-forge/pyahocorasick,,533515.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,118.0,530602.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,198143.0,3.0,,,,,,,,,,,,,,,,,,,, +281,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,62,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,13025.0,,ptyprocess,conda-forge/ptyprocess,,35143820.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13025.0,34980698.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14354804.0,3.0,,,,,,,,,,,,,,,,,,,, +282,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-24 09:35:37.258,2023-07-24 06:42:50,125.0,2.0,22,9.0,53.0,4.0,7.0,161,2023-07-24 07:37:20.000,2.0.9,26.0,12.0,27,True,28006.0,27935.0,catalogue,conda-forge/catalogue,,4767178.0,https://pypi.org/project/catalogue,2023-07-24 07:33:49.000,71.0,4737538.0,https://anaconda.org/conda-forge/catalogue,2023-07-24 09:35:37.258,1096690.0,3.0,,,,,,,,,,,,,,,,,,,, +283,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-08-10 21:37:10.000,2023-08-10 21:37:10,286.0,7.0,239,29.0,131.0,91.0,113.0,2515,2023-01-07 01:51:08.612,1.41.0,83.0,27.0,26,True,65.0,64.0,img2dataset,,1295.0,14133.0,https://pypi.org/project/img2dataset,2023-01-07 01:51:08.612,1.0,14080.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +284,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,1.0,140,30.0,224.0,64.0,140.0,1652,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,26,True,441.0,422.0,arq,conda-forge/arq,,68018.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,67719.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8373.0,3.0,,,,,,,,,,,,,,,,,,,, +285,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,,2018-03-30 21:24:52.000,2023-08-15 16:33:33.000,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1054,2023-08-14 23:38:46.000,0.20,16.0,16.0,26,False,6017.0,6017.0,immutables,conda-forge/immutables,,1218044.0,https://pypi.org/project/immutables,,,1194092.0,https://anaconda.org/conda-forge/immutables,2023-08-15 12:52:52.963,934152.0,3.0,,,,,,,,,,,,,,,,,,,, +286,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-07-19 07:38:20.262,2023-06-05 14:52:29,167.0,2.0,88,27.0,39.0,7.0,69.0,837,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,385.0,,email-validator,conda-forge/email-validator,,7779446.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7776696.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,101766.0,3.0,,,,,,,,,,,,,,,,,,,, +287,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-08-17 04:29:44.000,2023-08-17 04:29:42,680.0,23.0,44,21.0,519.0,8.0,33.0,729,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,110.0,,janus,conda-forge/janus,,335701.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,110.0,335410.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14557.0,3.0,,,,,,,,,,,,,,,,,,,, +288,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-08-13 23:05:10.000,2023-07-10 14:03:05,1386.0,40.0,48,17.0,135.0,3.0,13.0,690,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,2946.0,2885.0,ubelt,conda-forge/ubelt,,22491.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,19861.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,60511.0,3.0,,,,,,,,,,,,,,,,,,,, +289,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-08-14 18:06:26.000,2023-08-14 18:06:17,9917.0,31.0,43,14.0,9.0,6.0,8.0,484,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,82588.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,82588.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,,, +290,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,469,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,2788.0,2529.0,pyscreenshot,,,445604.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,259.0,445604.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +291,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,14932.0,14916.0,umongo,conda-forge/umongo,,26272.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,26050.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5112.0,3.0,,,,,,,,,,,,,,,,,,,, +292,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,3.0,28,11.0,50.0,21.0,35.0,309,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,308.0,,typing_inspect,conda-forge/typing_inspect,,21263990.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,308.0,21233703.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1574929.0,3.0,,,,,,,,,,,,,,,,,,,, +293,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,26,False,73.0,,tabulator,conda-forge/tabulator-py,,213452.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,212727.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53680.0,3.0,,,,,,,,,,,,,,,,,,,, +294,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,277.0,1786.0,59,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,7933.0,,openpyxl,openpyxl,,58364425.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,7903.0,58362440.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,183439.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1219.0,,4.0,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl, +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,72917.0,70204.0,contextlib2,conda-forge/contextlib2,,12465866.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2713.0,12453331.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1128232.0,3.0,,,,,,,,,,,,,,,,,,,, +296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-08-11 05:08:57.000,2023-02-22 03:50:44,49.0,,104,35.0,99.0,19.0,138.0,2265,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,341.0,,python-box,conda-forge/python-box,38.0,1788902.0,https://pypi.org/project/python-box,2023-02-22 03:53:02.466,341.0,1781903.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,447998.0,3.0,,,,,,,,,,,,,,,,,,,, +297,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-07-13 17:24:45.000,2023-05-24 18:39:09,2701.0,1.0,132,51.0,297.0,46.0,190.0,1485,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,299.0,216.0,enaml,conda-forge/enaml,687.0,3995.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1753.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,154089.0,3.0,,,,,,,,,,,,,,,,,,,, +298,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-03-31 14:25:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,173.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,86.0,59.0,streamparse,,,6775.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,6775.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +299,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-08-07 14:09:16.000,2023-05-19 04:32:00,6411.0,,225,40.0,1035.0,7.0,209.0,1395,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,11314.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,11314.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,, +300,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,488.0,299.0,fabtools,,,2079.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2079.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +301,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,140,45.0,53.0,20.0,19.0,1155,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,352.0,,singer-python,,,767995.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,767995.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +302,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1124,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,251.0,218.0,parallel-ssh,,375.0,114645.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,114642.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +303,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-08-02 03:20:11.000,2023-07-31 19:45:56,123.0,25.0,38,17.0,79.0,6.0,4.0,1102,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,1308.0,1291.0,asyncer,conda-forge/asyncer,,65158.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,64906.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,4792.0,3.0,,,,,,,,,,,,,,,,,,,, +304,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1063,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,2122.0,1953.0,pluginbase,conda-forge/pluginbase,,579746.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,575303.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,297691.0,3.0,,,,,,,,,,,,,,,,,,,, +305,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,646,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,2964.0,2743.0,ratelimit,conda-forge/ratelimit,,4450133.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,221.0,4449760.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11577.0,3.0,,,,,,,,,,,,,,,,,,,, +306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-07-28 10:45:04.000,2022-09-12 17:36:02,282.0,,49,10.0,27.0,14.0,71.0,593,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1150.0,1126.0,pysimdjson,conda-forge/pysimdjson,,352709.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,350506.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,74925.0,3.0,,,,,,,,,,,,,,,,,,,, +307,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,198.0,176.0,pyhdb,,96.0,565295.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,565294.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +308,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,,30,6.0,123.0,2.0,77.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,877.0,832.0,everett,conda-forge/everett,,110282.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,109364.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,44077.0,3.0,,,,,,,,,,,,,,,,,,,, +309,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,18,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5765.0,4435.0,clint,conda-forge/clint,114.0,102712.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1330.0,102084.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,54674.0,3.0,,,,,,,,,,,,,,,,,,,, +310,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8007.0,,entrypoints,conda-forge/entrypoints,,15507098.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8007.0,15327408.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,15812723.0,3.0,,,,,,,,,,,,,,,,,,,, +311,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,174,86.0,81.0,22.0,82.0,3947,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,136.0,61.0,storm,,,2516.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,2516.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +312,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-07-31 13:00:06.000,2023-07-15 06:01:34,603.0,4.0,370,47.0,106.0,186.0,102.0,2247,2011-12-30 16:40:09.000,11.12.30,16.0,43.0,24,True,10.0,,camelot,,,5314.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5314.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +313,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1560,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,198.0,165.0,bonobo,,,6880.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6880.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,, +314,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1458,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,115.0,104.0,pypeln,conda-forge/pypeln,,51837.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,51457.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14065.0,3.0,,,,,,,,,,,,,,,,,,,, +315,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,181.0,160.0,pinject,conda-forge/pinject,,80152.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,79974.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4104.0,3.0,,,,,,,,,,,,,,,,,,,, +316,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-08-09 15:32:34.000,2023-08-09 15:32:33,320.0,6.0,74,44.0,227.0,42.0,40.0,1299,2023-06-20 08:17:02.907,0.18.0,32.0,28.0,24,True,36.0,26.0,tasktiger,,,4426.0,https://pypi.org/project/tasktiger,2022-12-21 10:04:37.364,10.0,4426.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +317,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,469,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,659.0,569.0,hickle,conda-forge/hickle,,36404.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,90.0,35986.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23017.0,3.0,,,,,,,,,,,,,,,,,,,, +318,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,462,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,433.0,406.0,cachier,,,19257.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,19257.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,,, +319,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,387,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,412.0,288.0,messytables,,,20060.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,20060.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +320,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-25 23:17:09.000,2023-07-24 10:51:09,925.0,39.0,23,18.0,170.0,8.0,14.0,331,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,24,True,366.0,330.0,aiomisc,,,16337.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,16337.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +321,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-06-16 13:19:04.224,2021-09-23 16:12:06,380.0,,57,19.0,13.0,16.0,24.0,260,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,857.0,771.0,deepdish,conda-forge/deepdish,,13281.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,12189.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,88471.0,3.0,,,,,,,,,,,,,,,,,,,, +322,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,4.0,32,16.0,81.0,23.0,4.0,240,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,79710.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,79710.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +323,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,5.0,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,907.0,860.0,filedepot,,,25286.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,25286.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +324,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,6.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,2720.0,2526.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,97886.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,194.0,97512.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26197.0,3.0,,,,,,,,,,,,,,,,,,,, +325,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10577,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,11.0,10.0,grumpy-tools,,,62.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,62.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +326,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3231,,,4.0,19.0,23,False,589.0,559.0,macropy3,,,170.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,170.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +327,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,42.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,23,False,692.0,609.0,pymodm,conda-forge/pymodm,,67215.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,67099.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4895.0,3.0,,,,,,,,,,,,,,,,,,,, +328,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-08-17 10:36:44.000,2023-08-07 11:15:11,5384.0,55.0,43,14.0,609.0,33.0,79.0,190,2023-08-01 10:51:02.000,0.8.7,20.0,34.0,23,True,5.0,5.0,batchflow,,,987.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,987.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +329,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-08-14 20:18:25.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,14.0,14.0,127,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,201.0,169.0,docopt-ng,,,50006.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,50006.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +330,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-08-17 12:15:31.000,2023-08-13 21:13:14,1624.0,273.0,5,3.0,700.0,15.0,26.0,41,2023-07-16 10:24:00.631,4.6.3,62.0,7.0,23,False,64.0,58.0,click-extra,,244.0,1934.0,https://pypi.org/project/click-extra,2022-06-27 20:05:11.000,6.0,1923.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3493,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,405.0,372.0,pampy,,,28287.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,28287.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +332,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2698,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,72.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,72.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,, +333,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,37.0,214.0,46.0,56.0,2437,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,20186.0,747.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +334,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1769,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,198.0,167.0,bashplotlib,,,4818.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4818.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +335,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1547,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,187.0,164.0,commonregex,,,152705.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,152705.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,842,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,218.0,199.0,unsync,conda-forge/unsync,,19324.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,19032.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11096.0,3.0,,,,,,,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,803,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1301.0,1205.0,pickledb,,,21029.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,96.0,21029.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +338,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-07-22 17:53:02.000,2023-05-02 12:53:18,107.0,,30,11.0,50.0,15.0,12.0,701,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,194.0,183.0,dirty-equals,conda-forge/dirty-equals,,40875.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,38773.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,35738.0,3.0,,,,,,,,,,,,,,,,,,,, +339,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,535,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,111.0,102.0,pypyr,conda-forge/pypyr,,2169.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,1581.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,11183.0,3.0,,,,,,,,,,,,,,,,,,,, +340,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11096.0,9050.0,unipath,,,55028.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,55028.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +341,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,4500.0,3316.0,awesome-slugify,conda-forge/awesome-slugify,,50446.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,49671.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68216.0,3.0,,,,,,,,,,,,,,,,,,,, +342,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,259,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,183.0,175.0,pysparkling,conda-forge/pysparkling,,7202.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,7051.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4406.0,3.0,,,,,,,,,,,,,,,,,,,, +343,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,124,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,1824.0,1771.0,coolname,conda-forge/coolname,,364994.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,53.0,362836.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,69067.0,3.0,,,,,,,,,,,,,,,,,,,, +344,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-08-01 16:13:18.307,2023-07-30 14:50:45,80.0,3.0,124,33.0,10.0,7.0,154.0,3090,2023-07-30 14:52:27.000,2.1.16,61.0,1.0,21,False,180.0,180.0,ptext-joris-schellekens,conda-forge/borb,,1698.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,6.0,https://anaconda.org/conda-forge/borb,2023-08-01 16:13:18.307,40628.0,3.0,,,,,,,,,,,,,,,,,,,, +345,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,805.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,805.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +346,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,42.0,30.0,mrq,,,216.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,216.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +347,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,1.0,135,62.0,76.0,167.0,149.0,846,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,932.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,932.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +348,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-08-13 15:42:39.000,2023-01-03 19:16:25,478.0,,76,21.0,214.0,72.0,80.0,831,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,13084.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,13084.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +349,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,709,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1822.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1035.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,25982.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,281,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,147.0,141.0,datatest,,,13388.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13388.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +351,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,46,15.0,33.0,25.0,9.0,274,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,387.0,375.0,price-parser,,,59975.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,59975.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +352,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,85.0,68.0,valideer,conda-forge/valideer,,13637.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,13400.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20942.0,3.0,,,,,,,,,,,,,,,,,,,, +353,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,7.0,48.0,10.0,10.0,248,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,307.0,269.0,rtoml,,,84444.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,84444.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +354,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,178,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,74.0,70.0,typical,conda-forge/typical,,5755.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,4588.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,31528.0,3.0,,,,,,,,,,,,,,,,,,,, +355,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,1989.0,1864.0,stopit,conda-forge/stopit,,207765.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,125.0,197619.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,679807.0,3.0,,,,,,,,,,,,,,,,,,,, +356,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,138,69.0,4.0,1.0,40.0,2035,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2193.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2193.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +357,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,207,40.0,56.0,81.0,39.0,1333,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,10819.0,1262.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1076.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +358,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1211.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,210.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,61081.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1974,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,, +360,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-08-16 10:11:42.000,2023-08-15 21:56:41,2731.0,93.0,114,28.0,195.0,42.0,308.0,1144,,,,44.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +361,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1093,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,1211.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1211.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +362,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,3484.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3484.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +363,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-08-16 20:17:29.000,2023-08-03 12:35:41,595.0,63.0,20,4.0,238.0,4.0,,242,2023-08-02 15:19:50.000,1.1.178,460.0,9.0,19,True,1.0,1.0,upgini,,,3947.0,https://pypi.org/project/upgini,2023-08-16 20:17:29.000,,3947.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +364,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,197,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,813.0,809.0,gsheetsdb,,,51482.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,51482.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +365,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,6.0,22.0,147,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,153.0,141.0,aioprometheus,,,58529.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,58529.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +366,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-07-11 17:34:29.000,2023-05-01 19:51:54,163.0,,105,57.0,68.0,24.0,16.0,2013,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,1.0,,mara-pipelines,,,81.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,81.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1598,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,338.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,338.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +368,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,25.0,25.0,d6tflow,,,136.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,136.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,501.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,501.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +370,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,627,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,59.0,56.0,pugsql,,,6160.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6160.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1344,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,44.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,44.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,946,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +373,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-15 13:37:46.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,426,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,17,False,13.0,13.0,bodywork,,,212.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,212.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +374,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,17,False,6.0,,validr,,,6076.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,6076.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +375,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,190833.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,190833.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,770,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1355.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1355.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +377,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,82.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,82.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +378,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,609,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,455.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,455.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-08-16 14:35:58.000,2023-08-04 12:50:39,116.0,5.0,6,13.0,137.0,6.0,3.0,268,2023-07-24 11:09:58.000,0.19.2,98.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,565.0,https://pypi.org/project/squirrel-core,2023-08-04 12:55:50.000,,565.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,,, +380,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-08-17 11:22:14.000,2023-08-17 10:33:20,732.0,210.0,16,2.0,563.0,4.0,9.0,225,2023-08-14 20:21:31.000,0.1.37,20.0,10.0,16,False,,,the-guide,,,93.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,93.0,,,,3.0,,,,,,,,,,,,,,,,,,,,True +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,25.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,25.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,713,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,190.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,190.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,507.0,498.0,millify,,,37532.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,37532.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,32.0,27.0,cleverdict,,,815.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,815.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,3.0,3.0,pandapy,,,68.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,68.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,42.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,42.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,108.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,108.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +388,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +389,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,768,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 15d0955..15bc144 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,25 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- numpy (πŸ₯‡53 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 -- cpython (πŸ₯‡43 Β· ⭐ 55K Β· πŸ“ˆ) - The Python programming language. MIT -- cerberus (πŸ₯ˆ37 Β· ⭐ 3K Β· πŸ“ˆ) - Lightweight, extensible data validation library for Python. ISC -- boltons (πŸ₯ˆ33 Β· ⭐ 6.2K Β· πŸ“ˆ) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- asciimatics (πŸ₯‰32 Β· ⭐ 3.4K Β· πŸ“ˆ) - A cross platform package to do curses-like operations, plus.. Apache-2 +- docker (πŸ₯ˆ42 Β· ⭐ 6.4K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +- Kedro (πŸ₯ˆ37 Β· ⭐ 8.6K Β· πŸ“ˆ) - Kedro is a toolbox for production-ready data science. It uses.. Apache-2 +- dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K Β· πŸ“ˆ) - python parser for human readable dates. BSD-3 +- jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python library for serializing any arbitrary object graph into.. BSD-3 +- openpyxl (πŸ₯‰26 Β· ⭐ 59 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- awscli (πŸ₯‡44 Β· ⭐ 14K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- flatbuffers (πŸ₯‡42 Β· ⭐ 21K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- docker (πŸ₯ˆ40 Β· ⭐ 6.3K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 -- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 -- openpyxl (πŸ₯‰22 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.6K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- h5py (πŸ₯‡40 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- uvloop (πŸ₯‡37 Β· ⭐ 9.5K Β· πŸ“‰) - Ultra fast asyncio event loop. Apache-2 +- tzlocal (πŸ₯‰29 Β· ⭐ 170 Β· πŸ“‰) - A Python module that tries to figure out what your local timezone is. MIT +- pyinfra (πŸ₯‰27 Β· ⭐ 2.4K Β· πŸ“‰) - pyinfra automates infrastructure super fast at massive scale. It can.. MIT + +## βž• Added Projects + +_Projects that were recently added to this best-of list._ + +- Grai (πŸ₯‰16 Β· ⭐ 220 Β· βž•) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 From 8510801d4071be739a226f9da0e438c17a8c4abf Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 24 Aug 2023 13:44:56 +0000 Subject: [PATCH 26/70] Update best-of list for version 2023.08.24 --- README.md | 1237 ++++++++++++++++--------------- history/2023-08-24_changes.md | 20 + history/2023-08-24_projects.csv | 391 ++++++++++ latest-changes.md | 26 +- 4 files changed, 1047 insertions(+), 627 deletions(-) create mode 100644 history/2023-08-24_changes.md create mode 100644 history/2023-08-24_projects.csv diff --git a/README.md b/README.md index fa7c2a1..821844e 100644 --- a/README.md +++ b/README.md @@ -84,14 +84,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M Back to top -
protobuf (πŸ₯‡52 Β· ⭐ 60K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡52 Β· ⭐ 61K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 470K Β· πŸ“‹ 5.9K - 16% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 480K Β· πŸ“‹ 6K - 17% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 140M / month Β· πŸ“¦ 16K Β· ⏱️ 08.08.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 18.08.2023): ``` pip install protobuf ``` @@ -106,7 +106,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 250K Β· πŸ“¦ 67K Β· πŸ“‹ 2.3K - 7% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 250K Β· πŸ“¦ 69K Β· πŸ“‹ 2.3K - 7% open Β· ⏱️ 20.08.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -126,12 +126,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
marshmallow (πŸ₯ˆ41 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 92K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 94K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 26M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 27M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -142,23 +142,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
dill (πŸ₯ˆ37 Β· ⭐ 2K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 490 - 34% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 490 - 34% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 33M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 34M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.7M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.8M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ```
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orjson (πŸ₯ˆ36 Β· ⭐ 4.8K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ36 Β· ⭐ 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 53K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 55K Β· πŸ“‹ 340 - 1% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/ijl/orjson @@ -167,7 +167,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 870K Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 880K Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge orjson ``` @@ -190,16 +190,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.4M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ujson ``` @@ -220,14 +220,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge cloudpickle ```
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jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 20.08.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.1M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.6M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 34M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 35M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): ``` pip install msgpack ``` @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.2M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): ``` pip install srsly ``` @@ -268,9 +268,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge srsly ```
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python-rapidjson (πŸ₯‰28 Β· ⭐ 480) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 43 Β· πŸ“¦ 4.3K Β· πŸ“‹ 100 - 12% open Β· ⏱️ 05.08.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 43 Β· πŸ“¦ 4.3K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 19.08.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 350K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 360K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 36K / month Β· πŸ“¦ 90 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 37K / month Β· πŸ“¦ 90 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 84K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 76K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡53 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 800K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 800K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/numpy/numpy @@ -358,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 13% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -372,7 +372,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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h5py (πŸ₯‡40 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡40 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 20.06.2023): @@ -383,63 +383,63 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 13M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 13M Β· ⏱️ 22.08.2023): ``` conda install -c conda-forge h5py ```
polars (πŸ₯ˆ38 Β· ⭐ 20K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.7K - 21% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 1.2M / month Β· πŸ“¦ 230 Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 1.3M / month Β· πŸ“¦ 230 Β· ⏱️ 15.08.2023): ``` pip install polars ```
xarray (πŸ₯ˆ38 Β· ⭐ 3.1K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 960 Β· πŸ“¦ 1 Β· πŸ“‹ 3.9K - 29% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 970 Β· πŸ“¦ 1 Β· πŸ“‹ 4K - 29% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.9K Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.08.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.7M Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.8M Β· ⏱️ 20.08.2023): ``` conda install -c conda-forge xarray ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.9K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 21% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 20% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 950K / month Β· πŸ“¦ 32 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1M / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 260K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 260K Β· ⏱️ 24.08.2023): ``` conda install -c conda-forge modin-core ```
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 48K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 48K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 660K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` pip install tables ``` @@ -450,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ34 Β· ⭐ 2.4K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 1.3K Β· πŸ“‹ 600 - 9% open Β· ⏱️ 13.08.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 2K Β· πŸ“‹ 600 - 9% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 130K / month Β· πŸ“¦ 13 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 110K / month Β· πŸ“¦ 13 Β· ⏱️ 24.08.2023): ``` pip install docarray ``` @@ -466,16 +466,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“₯ 350 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 360 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7.1M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.08.2023): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 6.9M Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7M Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge numexpr ``` @@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 490K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 500K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -498,28 +498,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.6K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 300K / month Β· πŸ“¦ 380 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 300K / month Β· πŸ“¦ 390 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.6M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.6M Β· ⏱️ 21.08.2023): ``` conda install -c conda-forge zarr ```
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Bottleneck (πŸ₯ˆ33 Β· ⭐ 920) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ33 Β· ⭐ 930) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 42K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 560K / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 540K / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -530,28 +530,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Koalas (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 310 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 14.12.2022): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 14.12.2022): ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.7M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 300K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge koalas ```
pandera (πŸ₯‰32 Β· ⭐ 2.5K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 200 Β· πŸ“¦ 1K Β· πŸ“‹ 640 - 36% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 640 - 36% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 950K / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 970K / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): ``` pip install pandera ``` @@ -562,12 +562,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰31 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 560 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 570 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 46K / month Β· πŸ“¦ 28 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 49K / month Β· πŸ“¦ 30 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -578,12 +578,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯‰30 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 860 Β· πŸ“‹ 160 - 27% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 870 Β· πŸ“‹ 160 - 27% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.2M / month Β· πŸ“¦ 62 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): ``` pip install datasketch ``` @@ -606,12 +606,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.1K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 80K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 81K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -620,36 +620,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 570 - 6% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.8K / month Β· πŸ“¦ 2 Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 350K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` - pip install static-frame + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 290K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge pandarallel ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 580 - 6% open Β· ⏱️ 17.08.2023): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 340K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 16.08.2023): ``` - pip install pandarallel + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 290K Β· ⏱️ 16.08.2023): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge static-frame ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 @@ -659,7 +659,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 83K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 21K / month Β· πŸ“¦ 96 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 23K / month Β· πŸ“¦ 96 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 210 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 180 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 500 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 530 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 25M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 26M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 31M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 33M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 810K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 780K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -783,30 +783,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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glom (πŸ₯ˆ29 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 04.04.2023): - - ``` - git clone https://github.com/mahmoud/glom - ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): - ``` - pip install glom - ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge glom - ``` -
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bidict (πŸ₯ˆ29 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 +
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 16K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 17K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.6M / month Β· πŸ“¦ 490 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.7M / month Β· πŸ“¦ 490 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -815,14 +799,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯ˆ30 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 640K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 660K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): ``` pip install python-benedict ``` @@ -831,14 +815,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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ordered-set (πŸ₯ˆ29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
ordered-set (πŸ₯‰29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.3K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.4K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.4M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.3M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` @@ -847,9 +831,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge ordered-set ```
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glom (πŸ₯‰28 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 + +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 23.08.2023): + + ``` + git clone https://github.com/mahmoud/glom + ``` +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): + ``` + pip install glom + ``` +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge glom + ``` +
+
immutables (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ“ˆ) - A high-performance immutable mapping type for Python. Apache-2 + +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): + + ``` + git clone https://github.com/MagicStack/immutables + ``` +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.8M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): + ``` + pip install immutables + ``` +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 940K Β· ⏱️ 15.08.2023): + ``` + conda install -c conda-forge immutables + ``` +
munch (πŸ₯‰28 Β· ⭐ 700) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 80 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 81 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch @@ -870,23 +886,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 250K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 260K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 82K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 83K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ```
janus (πŸ₯‰26 Β· ⭐ 730) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 340K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 320K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -897,7 +913,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-box (πŸ₯‰25 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 38 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/cdgriffith/Box @@ -911,10 +927,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-box ```
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Show 3 hidden projects... +
Show 2 hidden projects... - addict (πŸ₯ˆ30 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT -- immutables (πŸ₯‰26 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. ❗Unlicensed - cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -925,28 +940,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 15K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“¦ 240K Β· πŸ“‹ 2.9K - 11% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“¦ 240K Β· πŸ“‹ 3K - 11% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 90M / month Β· πŸ“¦ 7.8K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 93M / month Β· πŸ“¦ 7.9K Β· ⏱️ 23.08.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.7M Β· ⏱️ 27.07.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.8M Β· ⏱️ 23.08.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 57 Β· πŸ“¦ 430K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 58 Β· πŸ“¦ 430K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 130M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): ``` pip install jsonschema ``` @@ -962,7 +977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -971,14 +986,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cerberus ```
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validators (πŸ₯ˆ33 Β· ⭐ 810) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 820) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 140 Β· πŸ“¦ 80K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 140 Β· πŸ“¦ 80K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.1M / month Β· πŸ“¦ 1.7K Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.7K Β· ⏱️ 11.08.2023): ``` pip install validators ``` @@ -1005,7 +1020,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯ˆ32 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.7K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.8K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/holoviz/param @@ -1019,7 +1034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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strictyaml (πŸ₯‰28 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰29 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT - [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.8K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): @@ -1042,7 +1057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 39K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 38K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` @@ -1074,7 +1089,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 4.6K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 4.2K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1106,11 +1121,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 460K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1122,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 9.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 9.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1159,12 +1174,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 63K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 65K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 16M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 17M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): ``` pip install arrow ``` @@ -1173,57 +1188,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge arrow ```
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dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K Β· πŸ“ˆ) - python parser for human readable dates. BSD-3 +
pendulum (πŸ₯ˆ35 Β· ⭐ 5.6K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 22K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 16.05.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 340 Β· πŸ“₯ 160 Β· πŸ“¦ 22K Β· πŸ“‹ 530 - 45% open Β· ⏱️ 17.08.2023): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.03.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): ``` - pip install dateparser + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge pendulum ```
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pendulum (πŸ₯ˆ35 Β· ⭐ 5.5K) - Python datetimes made easy. MIT +
dateparser (πŸ₯ˆ35 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 340 Β· πŸ“₯ 160 Β· πŸ“¦ 22K Β· πŸ“‹ 530 - 45% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 23K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 21.08.2023): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.03.2023): ``` - pip install pendulum + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge dateparser ```
holidays (πŸ₯‰34 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 20% open Β· ⏱️ 07.08.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 21% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.6M / month Β· πŸ“¦ 440 Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.7M / month Β· πŸ“¦ 440 Β· ⏱️ 21.08.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.5M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.5M Β· ⏱️ 22.08.2023): ``` conda install -c conda-forge holidays ```
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pytz (πŸ₯‰33 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰34 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 74 Β· πŸ“¦ 1.6M Β· πŸ“‹ 76 - 42% open Β· ⏱️ 03.04.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 73 Β· πŸ“¦ 1.6M Β· πŸ“‹ 76 - 40% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/stub42/pytz @@ -1237,14 +1252,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytz ```
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tzlocal (πŸ₯‰29 Β· ⭐ 170 Β· πŸ“‰) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰29 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT - [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 80 - 3% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 37M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 39M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): ``` pip install tzlocal ``` @@ -1266,12 +1281,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡38 Β· ⭐ 630) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 58K Β· πŸ“‹ 580 - 35% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 59K Β· πŸ“‹ 580 - 35% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 130M / month Β· πŸ“¦ 610 Β· ⏱️ 09.06.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 610 Β· ⏱️ 09.06.2023): ``` pip install fsspec ``` @@ -1296,30 +1311,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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aiofiles (πŸ₯ˆ35 Β· ⭐ 2.3K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 100K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 140 Β· πŸ“¦ 100K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 10M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 12M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
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filelock (πŸ₯ˆ34 Β· ⭐ 570) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ34 Β· ⭐ 570) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/py-filelock) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 87 Β· πŸ“¦ 300K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 87 Β· πŸ“¦ 300K Β· πŸ“‹ 97 - 12% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 86M / month Β· πŸ“¦ 2.6K Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 87M / month Β· πŸ“¦ 2.7K Β· ⏱️ 12.06.2023): ``` pip install filelock ``` @@ -1335,7 +1350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 17M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` @@ -1355,7 +1370,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 650K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 660K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fs ``` @@ -1395,7 +1410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 34M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1411,7 +1426,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.7M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.5M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1427,7 +1442,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.7M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.6M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1451,7 +1466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.6K Β· πŸ“¦ 520K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.6K Β· πŸ“¦ 530K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/pyca/cryptography @@ -1465,9 +1480,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.4K) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 59 Β· πŸ“¦ 75K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 68 Β· πŸ“¦ 75K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1488,11 +1503,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 120K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 110K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 210 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 200 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ``` @@ -1504,45 +1519,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 28M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 29M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.5M Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.6M Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge keyring ```
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bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
asn1crypto (πŸ₯‰34 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 28% open Β· ⏱️ 23.08.2023): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 40M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 51M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` - pip install bcrypt + pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.2M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge bcrypt + conda install -c conda-forge asn1crypto ```
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asn1crypto (πŸ₯‰33 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 180 - 28% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 21.08.2023): ``` - git clone https://github.com/wbond/asn1crypto + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 51M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 40M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): ``` - pip install asn1crypto + pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.8M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge asn1crypto + conda install -c conda-forge bcrypt ```
rsa (πŸ₯‰31 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 @@ -1569,7 +1584,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/ansible/ansible @@ -1585,39 +1600,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.4K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 120M / month Β· πŸ“¦ 3K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 120M / month Β· πŸ“¦ 3K Β· ⏱️ 23.08.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 24.08.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 260K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 260K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 320M / month Β· πŸ“¦ 8.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 320M / month Β· πŸ“¦ 8.5K Β· ⏱️ 23.08.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 23.08.2023): ``` conda install -c conda-forge botocore ```
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docker-compose (πŸ₯ˆ43 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ42 Β· ⭐ 30K Β· πŸ“‰) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/docker/compose @@ -1631,9 +1646,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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paramiko (πŸ₯ˆ43 Β· ⭐ 8.5K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
paramiko (πŸ₯ˆ42 Β· ⭐ 8.5K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 82K Β· πŸ“‹ 1.7K - 56% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 82K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/paramiko/paramiko @@ -1647,14 +1662,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.4K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ42 Β· ⭐ 6.4K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 650 Β· πŸ“¦ 66K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 660 Β· πŸ“¦ 67K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 37M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` pip install docker ``` @@ -1665,23 +1680,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 940 Β· πŸ“₯ 540K Β· πŸ“¦ 2.8K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 940 Β· πŸ“₯ 620K Β· πŸ“¦ 2.8K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 920K / month Β· πŸ“¦ 130 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 910K / month Β· πŸ“¦ 130 Β· ⏱️ 11.08.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 620 Β· ⏱️ 11.08.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 630 Β· ⏱️ 11.08.2023): ``` npm install @pulumi/pulumi ```
kubernetes (πŸ₯ˆ38 Β· ⭐ 5.9K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1714,7 +1729,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.2M / month Β· πŸ“¦ 110 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.1M / month Β· πŸ“¦ 110 Β· ⏱️ 06.08.2023): ``` pip install fabric ``` @@ -1730,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): ``` pip install schedule ``` @@ -1739,14 +1754,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schedule ```
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plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰35 Β· ⭐ 2.7K Β· πŸ“ˆ) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.6K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.7K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.4M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.5M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1757,12 +1772,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰32 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.8K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.9K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.9M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1771,14 +1786,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰27 Β· ⭐ 2.4K Β· πŸ“‰) - pyinfra automates infrastructure super fast at massive scale. It can.. MIT +
pyinfra (πŸ₯‰27 Β· ⭐ 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT - [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 310 Β· πŸ“¦ 83 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 19.07.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 27K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 28K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ``` @@ -1790,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.6K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.7K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): ``` pip install pypyr ``` @@ -1805,7 +1820,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰16 Β· ⭐ 220 Β· βž•) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰15 Β· ⭐ 230) - Platform to programmatically manage, test, and debug data.. ❗Unlicensed

@@ -1836,7 +1851,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.2M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1852,7 +1867,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1871,57 +1886,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡37 Β· ⭐ 9.5K Β· πŸ“‰) - Ultra fast asyncio event loop. Apache-2 +
anyio (πŸ₯‡38 Β· ⭐ 1.4K Β· πŸ“ˆ) - High level asynchronous concurrency and networking framework that works.. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 90K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 160K Β· πŸ“‹ 320 - 18% open Β· ⏱️ 19.08.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 41M / month Β· πŸ“¦ 480 Β· ⏱️ 26.07.2023): ``` - pip install uvloop + pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 620K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9M Β· ⏱️ 06.07.2023): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge anyio ```
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greenlet (πŸ₯‡37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
uvloop (πŸ₯ˆ37 Β· ⭐ 9.5K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 270K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 92K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 66M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): ``` - pip install greenlet + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 630K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge uvloop ```
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anyio (πŸ₯‡37 Β· ⭐ 1.3K) - High level asynchronous concurrency and networking framework that works on.. MIT +
greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 100 Β· πŸ“¦ 160K Β· πŸ“‹ 320 - 18% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 280K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): ``` - git clone https://github.com/agronholm/anyio + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 42M / month Β· πŸ“¦ 480 Β· ⏱️ 26.07.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 66M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): ``` - pip install anyio + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 8.8M Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.7M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge anyio + conda install -c conda-forge greenlet ```
asyncer (πŸ₯‰25 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 1.3K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 1.9K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/tiangolo/asyncer @@ -1930,7 +1945,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.8K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.9K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1960,7 +1975,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡37 Β· ⭐ 570) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 170 Β· πŸ“¦ 340K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 180 Β· πŸ“¦ 350K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/ipython/traitlets @@ -1981,7 +1996,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 8.5K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.6K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -1992,12 +2007,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 7K Β· πŸ“‹ 450 - 22% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 7K Β· πŸ“‹ 460 - 22% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month Β· πŸ“¦ 260 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 260 Β· ⏱️ 11.08.2023): ``` pip install dynaconf ``` @@ -2022,14 +2037,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯‰31 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 86 Β· πŸ“¦ 17K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 87 Β· πŸ“¦ 17K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.2M / month Β· πŸ“¦ 360 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.3M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2040,12 +2055,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰29 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.6K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.7K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 590K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 580K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2065,14 +2080,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 180 Β· πŸ“¦ 28K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 190 Β· πŸ“¦ 29K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2081,14 +2096,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 690K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 700K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge configobj ```
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 830 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 840 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett @@ -2097,7 +2112,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 44K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 45K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2110,32 +2125,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.4K Β· πŸ“₯ 63 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 75 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 20.08.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 150M / month Β· πŸ“¦ 74K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 150M / month Β· πŸ“¦ 74K Β· ⏱️ 17.08.2023): ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 29M Β· ⏱️ 19.07.2023): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 30M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge click ```
rich (πŸ₯‡44 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 31M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 32M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.6M Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.7M Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge rich ``` @@ -2163,50 +2178,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 700K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 710K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
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colorama (πŸ₯ˆ36 Β· ⭐ 3.2K Β· πŸ’€) - Simple cross-platform colored terminal text in Python. BSD-3 +
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 720K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 04.11.2022): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 10 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/tartley/colorama + git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 110M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.3K Β· ⏱️ 02.05.2023): ``` - pip install colorama + pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 25M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.6M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge colorama + conda install -c conda-forge typer ```
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Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
colorama (πŸ₯ˆ35 Β· ⭐ 3.2K Β· πŸ“‰) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 10 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 730K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` - git clone https://github.com/tiangolo/typer + git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 110M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): ``` - pip install typer + pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 25M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge typer + conda install -c conda-forge colorama ```
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 45K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2227,7 +2242,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 58K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 61K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2238,7 +2253,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰32 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 97 - 31% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 100 - 35% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/sdispater/cleo @@ -2252,7 +2267,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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wcwidth (πŸ₯‰32 Β· ⭐ 330 Β· πŸ’€) - Python library that measures the width of unicode strings rendered to.. MIT +
wcwidth (πŸ₯‰32 Β· ⭐ 340 Β· πŸ’€) - Python library that measures the width of unicode strings rendered to.. MIT - [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 430K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 15.01.2023): @@ -2270,16 +2285,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰31 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 70 Β· πŸ“¦ 9.6K Β· πŸ“‹ 120 - 25% open Β· ⏱️ 12.08.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 70 Β· πŸ“¦ 9.6K Β· πŸ“‹ 120 - 25% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 980K / month Β· πŸ“¦ 360 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.1M / month Β· πŸ“¦ 360 Β· ⏱️ 10.08.2023): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 47K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 49K Β· ⏱️ 10.08.2023): ``` conda install -c conda-forge questionary ``` @@ -2291,11 +2306,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 670K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 680K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ``` @@ -2329,7 +2344,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰25 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC -- Click Extra (πŸ₯‰23 Β· ⭐ 41) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰23 Β· ⭐ 42) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT

@@ -2346,7 +2361,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡31 Β· ⭐ 1.7K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡31 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 27.05.2023): @@ -2357,31 +2372,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.5M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.6M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 890) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 900) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 1.9K Β· πŸ“‹ 280 - 13% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 290K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 310K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
beaker (πŸ₯‰28 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.7K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.8K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 270K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2390,9 +2405,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge beaker ```
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pylibmc (πŸ₯‰28 Β· ⭐ 470 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 +
pylibmc (πŸ₯‰27 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“₯ 260 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 26.08.2022): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“₯ 260 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/lericson/pylibmc @@ -2413,7 +2428,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 19K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 20K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2432,7 +2447,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/kivy/kivy @@ -2448,12 +2463,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.3K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.4K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 310K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 320K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2462,14 +2477,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ34 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 580 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 17.07.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 580 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 27K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 29K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ``` @@ -2481,23 +2496,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 63K / month Β· πŸ“¦ 75 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 62K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 600 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 730 - 18% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 740 - 18% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.9K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 15 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 24 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2507,7 +2522,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰29 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - flexx (πŸ₯‰27 Β· ⭐ 3.1K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 -- enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2535,16 +2550,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 410 Β· πŸ“‹ 170 - 3% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.08.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 22.08.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 800K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 800K Β· ⏱️ 22.08.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2556,7 +2571,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` @@ -2565,14 +2580,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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chardet (πŸ₯ˆ33 Β· ⭐ 1.9K) - Python character encoding detector. ❗️LGPL-2.1 +
chardet (πŸ₯ˆ33 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 5 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 54M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 55M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2580,19 +2595,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 31 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 56 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
inflect (πŸ₯ˆ32 Β· ⭐ 850) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 13.08.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 3.9M / month Β· πŸ“¦ 990 Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4M / month Β· πŸ“¦ 990 Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2619,12 +2634,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyahocorasick (πŸ₯‰27 Β· ⭐ 820 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.1K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 530K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 520K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2640,11 +2655,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 360K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 380K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 69K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2656,7 +2671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 60K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 66K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2683,25 +2698,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡46 Β· ⭐ 8.2K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡46 Β· ⭐ 8.3K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 340K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 350K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 760M / month Β· πŸ“¦ 18K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 760M / month Β· πŸ“¦ 18K Β· ⏱️ 23.08.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 23.08.2023): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.6K Β· πŸ“‰) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.7K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 620K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 620K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2717,39 +2732,39 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 12% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 12% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 27M / month Β· πŸ“¦ 27K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month Β· πŸ“¦ 27K Β· ⏱️ 15.08.2023): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1M Β· ⏱️ 15.08.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 15.08.2023): ``` conda install -c conda-forge redis-py ```
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 49M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 51M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.7M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.8M Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.5K - 12% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.5K - 12% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2765,7 +2780,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 19.08.2023): ``` git clone https://github.com/coleifer/peewee @@ -2774,41 +2789,41 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 540K Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 550K Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge peewee ```
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PyMySQL (πŸ₯‡40 Β· ⭐ 7.4K) - MySQL client library for Python. MIT +
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 40K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 23.08.2023): ``` - git clone https://github.com/PyMySQL/PyMySQL + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 52M / month Β· πŸ“¦ 340 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.07.2023): ``` - pip install PyMySQL + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.2M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 900K Β· ⏱️ 07.08.2023): ``` - conda install -c conda-forge pymysql + conda install -c conda-forge elasticsearch ```
-
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 +
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K Β· πŸ“‰) - MySQL client library for Python. MIT -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 40K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 30.06.2023): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.07.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 56M / month Β· πŸ“¦ 340 Β· ⏱️ 26.06.2023): ``` - pip install elasticsearch + pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 890K Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.2M Β· ⏱️ 26.06.2023): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge pymysql ```
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.3K) - Python client for Apache Kafka. Apache-2 @@ -2818,7 +2833,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2829,16 +2844,16 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 23.08.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 21M / month Β· πŸ“¦ 20K Β· ⏱️ 13.07.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 21M / month Β· πŸ“¦ 20K Β· ⏱️ 22.08.2023): ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.2M Β· ⏱️ 13.07.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.2M Β· ⏱️ 23.08.2023): ``` conda install -c conda-forge pymongo ``` @@ -2850,7 +2865,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 950K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2861,12 +2876,12 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ38 Β· ⭐ 2.1K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 170K Β· πŸ“‹ 980 - 10% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 180K Β· πŸ“‹ 990 - 10% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 30M / month Β· πŸ“¦ 11K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 31M / month Β· πŸ“¦ 11K Β· ⏱️ 16.08.2023): ``` pip install alembic ``` @@ -2877,12 +2892,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 970 - 3% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 980 - 3% open Β· ⏱️ 14.08.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 28M / month Β· πŸ“¦ 56 Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 56 Β· ⏱️ 01.08.2023): ``` pip install awswrangler ``` @@ -2891,14 +2906,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge awswrangler ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 630) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 640) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 21K Β· πŸ“‹ 600 - 14% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 21K Β· πŸ“‹ 600 - 13% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 37M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): ``` pip install google-cloud-bigquery ``` @@ -2914,23 +2929,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 420 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 430 Β· ⏱️ 12.07.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 750K Β· ⏱️ 25.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 760K Β· ⏱️ 25.07.2023): ``` conda install -c conda-forge python-confluent-kafka ```
Ibis (πŸ₯ˆ36 Β· ⭐ 3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 440 Β· πŸ“₯ 93 Β· πŸ“¦ 570 Β· πŸ“‹ 2.2K - 4% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 440 Β· πŸ“₯ 94 Β· πŸ“¦ 570 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 20.08.2023): ``` pip install ibis-framework ``` @@ -2941,7 +2956,7 @@ _Libraries for connecting to, operating, and querying databases._
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 420 Β· πŸ“₯ 5.3K Β· πŸ“¦ 130K Β· πŸ“‹ 320 - 2% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 420 Β· πŸ“₯ 5.3K Β· πŸ“¦ 130K Β· πŸ“‹ 320 - 2% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/PyMySQL/mysqlclient @@ -2962,7 +2977,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.7M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -2971,42 +2986,26 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 - -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 01.03.2023): - - ``` - git clone https://github.com/elastic/elasticsearch-dsl-py - ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 980 Β· ⏱️ 01.03.2023): - ``` - pip install elasticsearch-dsl - ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.8K Β· ⏱️ 16.06.2023): - ``` - conda install -c anaconda elasticsearch-dsl - ``` -
libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 140K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 150K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.1K Β· πŸ“‹ 970 - 49% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.1K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 88K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 90K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3015,6 +3014,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
+
Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 + +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 23.08.2023): + + ``` + git clone https://github.com/elastic/elasticsearch-dsl-py + ``` +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 980 Β· ⏱️ 01.03.2023): + ``` + pip install elasticsearch-dsl + ``` +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.9K Β· ⏱️ 16.06.2023): + ``` + conda install -c anaconda elasticsearch-dsl + ``` +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 - [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 08.08.2023): @@ -3031,9 +3046,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge prometheus_client ```
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Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 + +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 200 Β· πŸ“¦ 68K Β· ⏱️ 23.08.2023): + + ``` + git clone https://github.com/mongodb/motor + ``` +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.06.2023): + ``` + pip install motor + ``` +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 60K Β· ⏱️ 25.06.2023): + ``` + conda install -c conda-forge motor + ``` +
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5.3K Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5.4K Β· ⏱️ 06.06.2023): ``` git clone https://github.com/datastax/python-driver @@ -3054,11 +3085,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 650 Β· ⏱️ 09.06.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 660 Β· ⏱️ 09.06.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6M Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.1M Β· ⏱️ 09.06.2023): ``` conda install -c conda-forge s3fs ``` @@ -3070,7 +3101,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): ``` pip install s3transfer ``` @@ -3079,41 +3110,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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sqlmodel (πŸ₯‰33 Β· ⭐ 10K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
sqlmodel (πŸ₯‰33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic - [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 6.9K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 510K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 520K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 17K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlmodel ```
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Motor (πŸ₯‰33 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 - -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 200 Β· πŸ“¦ 67K Β· ⏱️ 16.08.2023): - - ``` - git clone https://github.com/mongodb/motor - ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.06.2023): - ``` - pip install motor - ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 60K Β· ⏱️ 25.06.2023): - ``` - conda install -c conda-forge motor - ``` -
neo4j-driver (πŸ₯‰33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 5.6K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 6.2K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3129,28 +3144,28 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯‰33 Β· ⭐ 670) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 5.1K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 26.06.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 5.1K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.3M / month Β· πŸ“¦ 430 Β· ⏱️ 20.05.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.3M / month Β· πŸ“¦ 440 Β· ⏱️ 17.08.2023): ``` pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 140K Β· ⏱️ 18.08.2023): ``` conda install -c conda-forge minio ```
pandas-gbq (πŸ₯‰33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.6K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.7K Β· πŸ“‹ 320 - 16% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.3M / month Β· πŸ“¦ 320 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.4M / month Β· πŸ“¦ 320 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3186,7 +3201,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 94K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pony ``` @@ -3198,11 +3213,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 83K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 99K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.6K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.7K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ``` @@ -3214,7 +3229,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.7M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.4M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` pip install pynamodb ``` @@ -3239,6 +3254,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
+
pygsheets (πŸ₯‰31 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT + +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 10.05.2023): + + ``` + git clone https://github.com/nithinmurali/pygsheets + ``` +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.5M / month Β· πŸ“¦ 93 Β· ⏱️ 30.11.2022): + ``` + pip install pygsheets + ``` +
cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.5K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): @@ -3262,7 +3289,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 210K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3271,18 +3298,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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pygsheets (πŸ₯‰30 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT - -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 10.05.2023): - - ``` - git clone https://github.com/nithinmurali/pygsheets - ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.5M / month Β· πŸ“¦ 91 Β· ⏱️ 30.11.2022): - ``` - pip install pygsheets - ``` -
py2neo (πŸ₯‰30 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 - [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): @@ -3290,7 +3305,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/py2neo-org/py2neo ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 200K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 210K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): ``` pip install py2neo ``` @@ -3301,12 +3316,12 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 330 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 180K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 190K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3317,24 +3332,24 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 56 Β· πŸ“¦ 960 Β· πŸ“‹ 340 - 50% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 59 Β· πŸ“¦ 1.6K Β· πŸ“‹ 340 - 50% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 41K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 43K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 74 Β· πŸ“¦ 270 Β· πŸ“‹ 340 - 31% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 31% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 15K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): ``` pip install piccolo ``` @@ -3350,7 +3365,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5.1K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5.2K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge umongo ``` @@ -3362,7 +3377,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 25K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 26K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ``` @@ -3374,44 +3389,44 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 13K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ```
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psycopg3 (πŸ₯‰19 Β· ⭐ 1.1K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 - -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“‹ 350 - 12% open Β· ⏱️ 15.08.2023): - - ``` - git clone https://github.com/psycopg/psycopg - ``` -
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aioprometheus (πŸ₯‰19 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT +
aioprometheus (πŸ₯‰20 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT - [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 28 - 21% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 59K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 61K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
+
psycopg3 (πŸ₯‰19 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 + +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“‹ 350 - 11% open Β· ⏱️ 18.08.2023): + + ``` + git clone https://github.com/psycopg/psycopg + ``` +
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - PyPika (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 - pyodbc (πŸ₯‰31 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 53) - Google Cloud Bigtable API client library. Apache-2 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 55) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - HappyBase (πŸ₯‰28 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 -- pyhdb (πŸ₯‰25 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- PyMODM (πŸ₯‰23 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 +- pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- PyMODM (πŸ₯‰22 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT @@ -3429,39 +3444,39 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 23K Β· πŸ“‹ 2.4K - 24% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 23K Β· πŸ“‹ 2.4K - 23% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 4.4M / month Β· πŸ“¦ 580 Β· ⏱️ 08.08.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 4.5M / month Β· πŸ“¦ 600 Β· ⏱️ 08.08.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 400K Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 410K Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 160K Β· πŸ“‹ 660 - 3% open Β· ⏱️ 07.08.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 160K Β· πŸ“‹ 660 - 2% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 23.08.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 830K Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 840K Β· ⏱️ 24.08.2023): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/xlwings/xlwings @@ -3482,7 +3497,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 31M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 30M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3493,7 +3508,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 68K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 70K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/jazzband/tablib @@ -3530,7 +3545,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): ``` pip install csvkit ``` @@ -3539,14 +3554,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3.2K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
gdown (πŸ₯ˆ31 Β· ⭐ 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT - [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 20K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month Β· πŸ“¦ 360 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3555,18 +3570,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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snorkel (πŸ₯ˆ30 Β· ⭐ 5.5K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯ˆ30 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 350 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 350 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 32K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 44K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 45K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge snorkel ``` @@ -3594,7 +3609,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 510K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 540K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3605,7 +3620,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ30 Β· ⭐ 920) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.4K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 09.06.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.4K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/intake/intake @@ -3614,31 +3629,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 460K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 470K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge intake ```
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img2dataset (πŸ₯‰26 Β· ⭐ 2.5K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 2.5K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 240 Β· πŸ“₯ 1.3K Β· πŸ“¦ 64 Β· πŸ“‹ 200 - 44% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 66 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 20.08.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 14K / month Β· πŸ“¦ 1 Β· ⏱️ 07.01.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
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camelot (πŸ₯‰24 Β· ⭐ 2.2K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰24 Β· ⭐ 2.3K) - A Python library to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.3K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.1K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3650,7 +3665,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 930 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 870 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ``` @@ -3662,19 +3677,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.1K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
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Upgini (πŸ₯‰19 Β· ⭐ 240) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰20 Β· ⭐ 240) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 20 Β· πŸ“¦ 1 Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 1 Β· ⏱️ 24.08.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.9K / month Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.8K / month Β· ⏱️ 23.08.2023): ``` pip install upgini ``` @@ -3686,7 +3701,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 560 / month Β· ⏱️ 04.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 370 / month Β· ⏱️ 04.08.2023): ``` pip install squirrel-core ``` @@ -3720,27 +3735,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 13K Β· πŸ“₯ 520K Β· πŸ“¦ 7.7K Β· πŸ“‹ 7.9K - 10% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 520K Β· πŸ“¦ 7.8K Β· πŸ“‹ 8K - 10% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 11M / month Β· πŸ“¦ 280 Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 10M / month Β· πŸ“¦ 280 Β· ⏱️ 18.08.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 930K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 940K Β· ⏱️ 19.08.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 130M Β· ⭐ 460 Β· ⏱️ 16.08.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 130M Β· ⭐ 470 Β· ⏱️ 18.08.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/celery/celery @@ -3756,12 +3771,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.6K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.6K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 670K / month Β· πŸ“¦ 140 Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 17.08.2023): ``` pip install prefect ``` @@ -3770,36 +3785,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge prefect ```
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Beam (πŸ₯‡41 Β· ⭐ 7.1K) - Unified programming model to define and execute data processing.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 8.2K Β· πŸ“ˆ) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 69% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.4K Β· πŸ“‹ 6.1K - 31% open Β· ⏱️ 24.08.2023): ``` - git clone https://github.com/apache/beam + git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 180 Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 600K / month Β· πŸ“¦ 120 Β· ⏱️ 18.08.2023): ``` - pip install apache-beam + pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 52K Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 990K Β· ⏱️ 20.08.2023): ``` - conda install -c conda-forge apache-beam-with-aws + conda install -c conda-forge dagster ```
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Dagster (πŸ₯‡40 Β· ⭐ 8.2K) - An orchestration platform for the development, production, and.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 7.1K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1K Β· πŸ“¦ 1.4K Β· πŸ“‹ 6.1K - 30% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 69% open Β· ⏱️ 24.08.2023): ``` - git clone https://github.com/dagster-io/dagster + git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 570K / month Β· πŸ“¦ 120 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 17.08.2023): ``` - pip install dagster + pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 980K Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 52K Β· ⏱️ 17.07.2023): ``` - conda install -c conda-forge dagster + conda install -c conda-forge apache-beam-with-aws ```
rq (πŸ₯ˆ39 Β· ⭐ 9.1K) - Simple job queues for Python. BSD-3 @@ -3813,23 +3828,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 96K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge rq ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.7K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 36 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 36 Β· ⏱️ 17.08.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 700K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 700K Β· ⏱️ 21.08.2023): ``` conda install -c conda-forge great-expectations ``` @@ -3841,7 +3856,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 34M / month Β· πŸ“¦ 6.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 35M / month Β· πŸ“¦ 6.2K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3852,7 +3867,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (πŸ₯ˆ38 Β· ⭐ 7.4K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.4K Β· πŸ“¦ 3.1K Β· πŸ“‹ 4.4K - 10% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.4K Β· πŸ“¦ 3.2K Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/dbt-labs/dbt-core @@ -3868,12 +3883,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 04.05.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 20.08.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 650K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 620K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` @@ -3882,9 +3897,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 8.6K Β· πŸ“ˆ) - Kedro is a toolbox for production-ready data science. It uses.. Apache-2 +
Kedro (πŸ₯ˆ37 Β· ⭐ 8.6K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.4K - 24% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.5K - 23% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/kedro-org/kedro @@ -3896,28 +3911,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 6.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 510 Β· πŸ“¦ 1K Β· πŸ“‹ 430 - 10% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 510 Β· πŸ“¦ 1.7K Β· πŸ“‹ 430 - 11% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.9K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.6K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
petl (πŸ₯ˆ33 Β· ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 190 Β· πŸ“¦ 3.4K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.4K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 880K / month Β· πŸ“¦ 84 Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 830K / month Β· πŸ“¦ 84 Β· ⏱️ 22.08.2023): ``` pip install petl ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 200K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 200K Β· ⏱️ 22.08.2023): ``` conda install -c conda-forge petl ``` @@ -3929,7 +3944,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 82K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 80K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): ``` pip install huey ``` @@ -3940,24 +3955,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ30 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 140 Β· πŸ“‹ 220 - 13% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 150 Β· πŸ“‹ 220 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 7K / month Β· πŸ“¦ 2 Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.1K / month Β· πŸ“¦ 2 Β· ⏱️ 15.08.2023): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 99 Β· πŸ“₯ 42 Β· πŸ“¦ 160 Β· πŸ“‹ 380 - 5% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 160 Β· πŸ“‹ 380 - 4% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 98K / month Β· πŸ“¦ 5 Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 23.08.2023): ``` pip install whylogs ``` @@ -3985,23 +4000,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 28K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 24K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
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ploomber (πŸ₯‰29 Β· ⭐ 3.1K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
ploomber (πŸ₯‰29 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 - [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 88 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.1K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.2K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 72K Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 73K Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge ploomber ``` @@ -4013,19 +4028,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 330K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 340K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
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arq (πŸ₯‰26 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
arq (πŸ₯‰27 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 420 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 430 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 68K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 70K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4041,7 +4056,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 11K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.2K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4053,7 +4068,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 51K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 47K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4064,36 +4079,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 76 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 10 Β· ⏱️ 21.12.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.2K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ```
-
dbnd (πŸ₯‰24 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
dbnd (πŸ₯‰23 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 28.05.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 80K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 85K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 07.08.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 990 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 870 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4105,7 +4120,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.1K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 6.8K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4137,7 +4152,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 81 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 71 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4173,7 +4188,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 42 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 41 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4181,15 +4196,15 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 11 hidden projects... - mrjob (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 -- streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 +- streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - bonobo (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT -- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- bodywork-core (πŸ₯‰16 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4200,7 +4215,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 900K Β· πŸ“‹ 560 - 46% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 910K Β· πŸ“‹ 560 - 46% open Β· ⏱️ 13.09.2022): ``` git clone https://github.com/yaml/pyyaml @@ -4209,14 +4224,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 37M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 37M Β· ⏱️ 22.08.2023): ``` conda install -c conda-forge pyyaml ```
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XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 65K Β· πŸ“‹ 880 - 1% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 65K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4254,12 +4269,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.8K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.9K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 06.07.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 790 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 790 Β· ⏱️ 07.07.2023): ``` pip install deepdiff ``` @@ -4297,7 +4312,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 800K Β· πŸ“‹ 650 - 18% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 800K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 20.08.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4306,7 +4321,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 30M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 31M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge attrs ``` @@ -4318,7 +4333,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 47M / month Β· πŸ“¦ 8.8K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 50M / month Β· πŸ“¦ 8.8K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4334,18 +4349,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 20M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 22M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 17M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 18M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge toolz ```
boltons (πŸ₯ˆ33 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 340 Β· πŸ“₯ 25 Β· πŸ“¦ 5K Β· πŸ“‹ 170 - 40% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons @@ -4359,18 +4374,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ32 Β· ⭐ 5.1K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 5.1K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 250 Β· πŸ“‹ 230 - 38% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 28M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 30M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.1M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.2M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ``` @@ -4386,14 +4401,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 29K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 30K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dependency_injector ```
-
returns (πŸ₯ˆ32 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 380 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 390 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 27.07.2023): ``` git clone https://github.com/dry-python/returns @@ -4402,7 +4417,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.5K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.6K Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge returns ``` @@ -4414,7 +4429,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4430,7 +4445,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 610 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 610 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4446,7 +4461,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 22K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` @@ -4471,12 +4486,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 55K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 27K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 27K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 73K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 72K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4491,7 +4506,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.6K Β· πŸ“₯ 65K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.7K Β· πŸ“₯ 65K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/micropython/micropython @@ -4523,12 +4538,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 570K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 570K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 60M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 63M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` @@ -4548,14 +4563,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 800K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 810K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 1.9K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 260 Β· πŸ“₯ 8.2K Β· πŸ“¦ 830K Β· πŸ“‹ 310 - 9% open Β· ⏱️ 30.07.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 260 Β· πŸ“₯ 8.2K Β· πŸ“¦ 840K Β· πŸ“‹ 310 - 9% open Β· ⏱️ 30.07.2023): ``` git clone https://github.com/pyparsing/pyparsing @@ -4569,9 +4584,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
-
pycparser (πŸ₯ˆ36 Β· ⭐ 2.9K) - Complete C99 parser in pure Python. BSD-3 +
pycparser (πŸ₯ˆ36 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 630K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 640K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4580,7 +4595,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 33M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 34M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pycparser ``` @@ -4603,7 +4618,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 27K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 28K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j @@ -4612,7 +4627,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4628,19 +4643,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 21M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 22M Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ34 Β· ⭐ 770 Β· πŸ’€) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 770) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 460K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 25.11.2022): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 460K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 69M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 68M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4656,7 +4671,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 99K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 98K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` @@ -4672,51 +4687,51 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 170K / month Β· πŸ“¦ 450 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 170K / month Β· πŸ“¦ 460 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge keyboard ```
Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 500 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 510 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 83K / month Β· πŸ“¦ 31 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 88K / month Β· πŸ“¦ 31 Β· ⏱️ 10.07.2023): ``` pip install copier ```
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fastcore (πŸ₯‰31 Β· ⭐ 850) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰31 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.1K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.2K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 610K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 550K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 53K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 54K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ```
-
pyscaffold (πŸ₯‰30 Β· ⭐ 1.8K) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰30 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 280K / month Β· πŸ“¦ 59 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 250K / month Β· πŸ“¦ 59 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4732,7 +4747,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 10M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 11M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4748,7 +4763,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.9K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.2K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ``` @@ -4764,14 +4779,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 29K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 30K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ```
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 28K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 29K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/explosion/catalogue @@ -4787,19 +4802,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.5K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.6K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 450K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 440K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
Show 3 hidden projects... -- openpyxl (πŸ₯‰26 Β· ⭐ 59 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 59) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰23 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-08-24_changes.md b/history/2023-08-24_changes.md new file mode 100644 index 0000000..5d32c0d --- /dev/null +++ b/history/2023-08-24_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.7K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- Dagster (πŸ₯‡41 Β· ⭐ 8.2K Β· πŸ“ˆ) - An orchestration platform for the development, production, and.. Apache-2 +- anyio (πŸ₯‡38 Β· ⭐ 1.4K Β· πŸ“ˆ) - High level asynchronous concurrency and networking framework that works.. MIT +- plumbum (πŸ₯‰35 Β· ⭐ 2.7K Β· πŸ“ˆ) - Plumbum: Shell Combinators. MIT +- immutables (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ“ˆ) - A high-performance immutable mapping type for Python. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- docker-compose (πŸ₯ˆ42 Β· ⭐ 30K Β· πŸ“‰) - Define and run multi-container applications with Docker. Apache-2 +- paramiko (πŸ₯ˆ42 Β· ⭐ 8.5K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K Β· πŸ“‰) - MySQL client library for Python. MIT +- XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 +- colorama (πŸ₯ˆ35 Β· ⭐ 3.2K Β· πŸ“‰) - Simple cross-platform colored terminal text in Python. BSD-3 + diff --git a/history/2023-08-24_projects.csv b/history/2023-08-24_projects.csv new file mode 100644 index 0000000..f1b4e03 --- /dev/null +++ b/history/2023-08-24_projects.csv @@ -0,0 +1,391 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-17 15:08:50.000,2023-08-17 15:08:49,410.0,27.0,2050,377.0,215.0,16.0,32.0,14227,2023-08-17 15:08:55.000,2023.08.17,100.0,41.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-08-17 16:23:52.000,2023-08-17 16:23:51,259.0,25.0,149,51.0,155.0,1.0,2.0,1989,2023-08-17 16:23:56.000,2023.08.17,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-08-17 14:33:26.000,2023-08-17 14:33:25,257.0,24.0,40,24.0,153.0,3.0,5.0,773,2023-08-17 14:33:32.000,2023.08.17,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-08-17 16:23:52.000,2023-08-17 16:23:51,259.0,25.0,149,51.0,155.0,1.0,2.0,1989,2023-08-17 16:23:56.000,2023.08.17,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-17 15:08:50.000,2023-08-17 15:08:49,410.0,27.0,2050,377.0,215.0,16.0,32.0,14227,2023-08-17 15:08:55.000,2023.08.17,100.0,41.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6836,1655.0,322.0,11.0,73.0,37936,,,,128.0,0,True,10.0,10.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-17 15:08:50.000,2023-08-17 15:08:49,410.0,27.0,2050,377.0,215.0,16.0,32.0,14227,2023-08-17 15:08:55.000,2023.08.17,100.0,41.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-08-24 13:07:06.000,2023-08-24 10:50:44,33299.0,849.0,8386,598.0,12778.0,2178.0,9677.0,24306,2023-07-31 15:25:08.000,1.25.2,150.0,1657.0,53,True,1930924.0,1795577.0,numpy,conda-forge/numpy,804933.0,178498898.0,https://pypi.org/project/numpy,2023-08-14 00:22:41.000,135347.0,176845431.0,https://anaconda.org/conda-forge/numpy,2023-08-03 11:32:21.639,62444591.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-08-24 13:21:55.000,2023-08-24 11:52:13,12459.0,558.0,15160,2066.0,7802.0,1035.0,4947.0,60515,2023-08-18 20:13:22.000,4.24.1,145.0,1122.0,52,True,497613.0,478201.0,protobuf,conda-forge/protobuf,34486867.0,153315356.0,https://pypi.org/project/protobuf,2023-08-18 20:13:22.000,15968.0,145969309.0,https://anaconda.org/conda-forge/protobuf,2023-08-11 14:21:08.912,15219651.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3444.0,6189426.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-08-24 13:31:52.000,2023-08-23 21:15:48,33155.0,694.0,16562,1124.0,29663.0,3520.0,21597.0,39493,2023-06-28 23:24:00.000,2.0.3,117.0,3423.0,52,True,1336767.0,1265665.0,pandas,conda-forge/pandas,208518.0,132472006.0,https://pypi.org/project/pandas,2023-08-11 18:30:57.000,71102.0,131206936.0,https://anaconda.org/conda-forge/pandas,2023-08-12 23:11:47.009,42950763.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-08-24 10:38:28.000,2023-08-23 18:18:57,53941.0,210.0,23594,1940.0,49643.0,849.0,31086.0,58354,2023-08-15 11:32:58.000,8.3.0,332.0,6765.0,48,True,33308.0,29240.0,ansible,conda-forge/ansible,,4353649.0,https://pypi.org/project/ansible,2023-08-15 11:32:58.000,4068.0,4329434.0,https://anaconda.org/conda-forge/ansible,2023-08-15 13:58:03.929,944400.0,1.0,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-08-24 13:33:15.000,2023-08-24 13:33:15,21040.0,1192.0,12692,758.0,22448.0,847.0,7134.0,31881,2023-08-18 16:40:16.000,2.7.0,161.0,2957.0,47,True,8057.0,7773.0,apache-airflow,conda-forge/airflow,524441.0,11770701.0,https://pypi.org/project/apache-airflow,2023-08-18 09:31:31.000,284.0,10464935.0,https://anaconda.org/conda-forge/airflow,2023-08-19 13:44:30.223,935088.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-08-18 16:02:25.062268,466.0,127503296.0,,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-08-24 11:05:33.000,2023-08-24 11:05:25,10803.0,390.0,1646,123.0,7181.0,39.0,2256.0,5747,2023-08-01 20:35:31.000,41.0.3,117.0,295.0,47,True,546640.0,525371.0,cryptography,conda-forge/cryptography,,193912961.0,https://pypi.org/project/cryptography,2023-08-01 20:35:31.000,21269.0,192778855.0,https://anaconda.org/conda-forge/cryptography,2023-08-07 22:02:50.927,41961930.0,1.0,,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-08-24 08:50:52.000,2023-08-22 12:46:33,12286.0,83.0,4524,481.0,3023.0,634.0,4333.0,22052,2023-06-18 14:21:14.785,5.3.1,198.0,1300.0,46,True,124557.0,109530.0,celery,conda-forge/celery,,7464599.0,https://pypi.org/project/celery,2023-06-18 14:21:14.785,15027.0,7428514.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1371237.0,1.0,,,,,,,,,,,,,,,,,,, +14,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-08-21 12:58:13.000,2023-08-20 18:48:26,2390.0,123.0,1358,185.0,1060.0,91.0,1409.0,14190,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1422257.0,1348149.0,click,conda-forge/click,75.0,148694284.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74108.0,147596330.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,29644744.0,1.0,,,,,,,,,,,,,,,,,,, +15,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-08-23 23:24:11.587,2023-08-23 18:38:49,5358.0,189.0,1775,239.0,682.0,165.0,2876.0,8256,2023-08-22 19:25:48.000,1.28.32,1374.0,146.0,46,True,364921.0,347288.0,boto3,conda-forge/boto3,,756996693.0,https://pypi.org/project/boto3,2023-08-23 19:52:57.000,17633.0,756566684.0,https://anaconda.org/conda-forge/boto3,2023-08-23 23:24:11.587,16770387.0,1.0,,,,,,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-08-23 17:26:29.000,2023-08-23 15:34:09,16509.0,192.0,1187,92.0,664.0,175.0,7261.0,7658,2023-08-15 20:03:03.000,2.0.20,290.0,644.0,46,True,667765.0,620487.0,SQLAlchemy,conda-forge/sqlalchemy,45650.0,93405243.0,https://pypi.org/project/SQLAlchemy,2023-08-15 20:03:03.000,47278.0,93001740.0,https://anaconda.org/conda-forge/sqlalchemy,2023-08-16 16:40:34.060,12881046.0,1.0,,,,,,,,,,,,,1.0,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-08-24 11:07:42.000,2023-08-24 11:03:18,2400.0,521.0,1384,96.0,2917.0,339.0,2637.0,15400,2023-08-23 18:59:43.000,2.3.0,119.0,400.0,45,True,249575.0,241688.0,pydantic,conda-forge/pydantic,,92931830.0,https://pypi.org/project/pydantic,2023-08-23 18:59:43.000,7887.0,92775287.0,https://anaconda.org/conda-forge/pydantic,2023-08-23 22:01:07.307,5792101.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +18,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-08-19 18:03:08.000,2023-08-01 15:44:57,3833.0,71.0,1605,538.0,1014.0,172.0,1022.0,44445,2023-08-01 15:47:37.000,13.5.2,187.0,227.0,44,True,120291.0,115693.0,rich,conda-forge/rich,,31780603.0,https://pypi.org/project/rich,2023-08-01 15:46:49.000,4598.0,31653143.0,https://anaconda.org/conda-forge/rich,2023-07-31 12:52:42.810,4716046.0,1.0,,,,,,,,,,,,,,,,,,, +19,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-08-24 01:28:09.444,2023-08-23 18:39:03,11421.0,210.0,3733,572.0,3460.0,508.0,3922.0,14109,2023-08-22 19:25:40.000,1.29.32,1781.0,422.0,44,True,3053.0,3.0,awscli,conda-forge/awscli,1454.0,119400591.0,https://pypi.org/project/awscli,2023-08-23 19:53:02.000,3050.0,118839687.0,https://anaconda.org/conda-forge/awscli,2023-08-24 01:28:09.444,20752532.0,1.0,,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-08-23 22:40:13.016,2023-08-23 18:38:52,10178.0,267.0,1016,66.0,1987.0,138.0,898.0,1324,2023-08-23 19:52:50.000,1.31.33,1772.0,197.0,44,True,270270.0,261799.0,botocore,conda-forge/botocore,,319584283.0,https://pypi.org/project/botocore,2023-08-23 19:52:50.000,8471.0,318888022.0,https://anaconda.org/conda-forge/botocore,2023-08-23 22:40:13.016,22976639.0,1.0,,,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-08-24 13:38:34.000,2023-08-24 12:22:50,118373.0,1191.0,27446,1502.0,43475.0,8422.0,57462.0,55299,2020-07-22 03:00:52.000,0.0.6,11.0,2587.0,43,True,11.0,3.0,cpython,conda-forge/typing,,103346.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,71516.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2832884.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-08-23 15:45:53.000,2023-08-23 13:52:35,3534.0,103.0,2272,276.0,3683.0,586.0,1864.0,17001,2023-08-08 15:52:30.000,2.14.4,74.0,520.0,43,True,23698.0,23095.0,datasets,conda-forge/datasets,,4517950.0,https://pypi.org/project/datasets,2023-08-08 15:45:38.000,603.0,4505004.0,https://anaconda.org/conda-forge/datasets,2023-08-09 15:13:14.701,414296.0,1.0,,,,,,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-08-24 10:42:27.838,2023-08-23 21:36:16,3400.0,60.0,1806,224.0,1238.0,19.0,639.0,16166,2023-08-23 21:37:04.000,19.3.1,301.0,536.0,43,True,166583.0,163448.0,Faker,conda-forge/faker,,9530979.0,https://pypi.org/project/Faker,2023-08-23 21:36:55.000,3135.0,9508993.0,https://anaconda.org/conda-forge/faker,2023-08-24 10:42:27.838,835488.0,1.0,,,,,,,,,,,,,,,,,,, +24,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-08-24 11:07:01.000,2023-08-24 09:50:20,2223.0,37.0,2406,324.0,1408.0,183.0,1342.0,11699,2023-08-15 09:58:15.000,5.0.0,117.0,406.0,43,True,27495.0,,redis,conda-forge/redis-py,,28339569.0,https://pypi.org/project/redis,2023-08-15 09:58:15.000,27495.0,28311782.0,https://anaconda.org/conda-forge/redis-py,2023-08-15 13:42:41.138,1055931.0,1.0,,,,,,,,,,,,,,,,,,, +25,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-08-23 22:34:09.000,2023-08-23 22:31:25,23454.0,1042.0,1479,299.0,7616.0,151.0,3492.0,4311,2023-08-16 00:12:53.000,google-cloud-workflows-v1.11.0,100.0,403.0,43,True,1929.0,,google-cloud-storage,conda-forge/google-cloud-storage,,50907085.0,https://pypi.org/project/google-cloud-storage,2023-06-26 20:35:37.254,1929.0,50805521.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3757889.0,1.0,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-08-18 13:25:26.000,2023-08-18 13:25:25,6474.0,77.0,548,31.0,763.0,401.0,1357.0,1384,2023-08-06 15:15:44.000,2.16.1,61.0,795.0,43,True,606154.0,569171.0,pygments,conda-forge/pygments,,63499865.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,36983.0,62807979.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,24216018.0,1.0,,,,,,,,,,,,,,,,,,, +27,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-08-24 07:47:34.000,2023-08-24 06:57:47,4353.0,178.0,4964,711.0,3768.0,181.0,6838.0,30285,2023-08-11 09:47:44.000,2.20.3,144.0,472.0,42,True,14224.0,12977.0,docker-compose,conda-forge/docker-compose,124527204.0,3958298.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1767672.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,356346.0,2.0,,,,,,,,,,,,,-1.0,,,,,, +28,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-08-24 02:53:37.000,2023-08-20 08:28:47,2991.0,10.0,3150,639.0,2387.0,161.0,2135.0,20987,2023-05-26 17:35:41.785,23.5.26,35.0,647.0,42,True,69304.0,68727.0,flatbuffers,conda-forge/flatbuffers,253608.0,14179563.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,308.0,13157723.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,818094.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,269.0,1010132.0,,,,,,,,,,,,,, +29,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-08-24 13:31:54.000,2023-08-23 21:52:34,14945.0,362.0,1314,154.0,5901.0,557.0,3529.0,12637,2023-08-18 01:40:01.000,2.11.4,227.0,321.0,42,True,3768.0,3626.0,prefect,conda-forge/prefect,,676693.0,https://pypi.org/project/prefect,2023-08-17 20:56:19.000,142.0,663800.0,https://anaconda.org/conda-forge/prefect,2023-08-04 02:48:48.005,502853.0,1.0,,,,,,,,,,,,,,,,,,, +30,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-08-23 22:01:15.000,2023-07-28 20:17:16,3950.0,28.0,1943,317.0,760.0,986.0,766.0,8465,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,95105.0,82211.0,paramiko,conda-forge/paramiko,,45456088.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12894.0,45357592.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3644378.0,2.0,,,,,,,,,,,,,-1.0,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-08-21 13:31:57.000,2023-08-21 13:31:57,3338.0,31.0,1661,199.0,1569.0,440.0,1211.0,6351,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,70340.0,66520.0,docker,conda-forge/docker-py,656.0,36454537.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,36359003.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3630100.0,2.0,,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-08-24 10:10:02.000,2023-08-24 00:23:41,15306.0,708.0,2477,367.0,23281.0,1024.0,7497.0,3790,2023-08-22 20:40:30.000,azure-core_1.29.3,100.0,620.0,42,True,2954.0,2286.0,azure-storage-blob,conda-forge/azure-storage-blob,,40400332.0,https://pypi.org/project/azure-storage-blob,2023-08-08 19:28:06.000,668.0,40374010.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-07-12 00:27:47.803,1000270.0,1.0,,,,,,,,,,,,,,,,,,, +33,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-08-22 10:23:45.000,2023-08-03 20:35:19,3011.0,49.0,1869,222.0,1089.0,206.0,613.0,20138,2023-08-03 20:36:56.000,2.3.0,38.0,303.0,41,True,23541.0,21960.0,cookiecutter,conda-forge/cookiecutter,,2603901.0,https://pypi.org/project/cookiecutter,2023-08-03 20:36:56.000,1581.0,2573763.0,https://anaconda.org/conda-forge/cookiecutter,2023-08-04 13:31:34.809,813751.0,1.0,,,,,,,,,,,,,,,,,,, +34,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-08-24 12:40:48.000,2023-08-23 13:52:13,10669.0,651.0,943,171.0,6602.0,1871.0,4510.0,17112,2023-08-11 15:06:12.000,3.78.1,3901.0,230.0,41,True,3605.0,2842.0,pulumi,,620873.0,2039541.0,https://pypi.org/project/pulumi,2023-08-11 15:06:12.000,133.0,914922.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-08-11 15:06:07.905,630.0,1091942.0,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-08-22 08:01:53.000,2023-08-19 23:47:44,4539.0,20.0,1370,199.0,469.0,1.0,2297.0,10269,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,26642.0,22943.0,peewee,conda-forge/peewee,,1126300.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3699.0,1111142.0,https://anaconda.org/conda-forge/peewee,2023-08-14 19:10:45.469,545720.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-08-24 13:15:23.000,2023-08-24 10:23:20,15439.0,881.0,1019,100.0,9581.0,1908.0,4218.0,8244,2023-08-18 18:28:03.000,1.4.7,560.0,335.0,41,True,1552.0,1430.0,dagster,conda-forge/dagster,,627991.0,https://pypi.org/project/dagster,2023-08-18 17:57:33.000,122.0,602714.0,https://anaconda.org/conda-forge/dagster,2023-08-20 19:11:54.345,985825.0,1.0,,,,,,,,,,,,,1.0,,,,,, +37,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-08-24 13:27:27.000,2023-08-24 13:15:12,40097.0,798.0,4013,258.0,22185.0,4199.0,1850.0,7087,2023-07-17 14:04:26.000,2.49.0,93.0,1545.0,41,True,177.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6573360.0,https://pypi.org/project/apache-beam,2023-08-17 01:16:34.000,175.0,6571098.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-07-17 15:36:18.049,52045.0,1.0,,,,,,,,,,,,,,,,,,, +38,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-08-22 08:06:59.000,2023-08-22 08:06:58,3237.0,57.0,628,82.0,996.0,160.0,1032.0,6634,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,41,True,103798.0,93542.0,marshmallow,conda-forge/marshmallow,,26757752.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10256.0,26705303.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,1993080.0,2.0,,,,,,,,,,,,,,,,,,, +39,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-08-20 10:08:08.000,2023-08-20 10:08:07,1353.0,55.0,345,66.0,529.0,120.0,535.0,4879,2023-04-16 10:50:23.776,23.1.0,27.0,145.0,41,True,821613.0,803658.0,attrs,conda-forge/attrs,,123527826.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,17955.0,123129207.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,30693726.0,1.0,,,,,,,,,,,,,,,,,,, +40,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-08-22 05:39:31.000,2023-08-22 05:39:30,2544.0,52.0,567,60.0,326.0,28.0,749.0,4220,2023-08-07 07:44:59.000,4.19.0,97.0,108.0,41,True,452172.0,433488.0,jsonschema,conda-forge/jsonschema,58.0,116163720.0,https://pypi.org/project/jsonschema,2023-08-07 07:44:55.000,18684.0,115508196.0,https://anaconda.org/conda-forge/jsonschema,2023-08-11 13:47:58.317,22287778.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-08-24 04:51:48.000,2023-08-22 15:01:05,12809.0,18.0,3028,609.0,3513.0,978.0,3899.0,16181,2023-06-17 17:37:56.000,2.2.1,44.0,593.0,40,True,11279.0,10675.0,kivy,conda-forge/kivy,32406.0,117913.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,604.0,109417.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,319482.0,1.0,,,,,,,,,,,,,,,,,,, +42,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-08-24 12:36:37.000,2023-08-23 16:47:56,1533.0,18.0,1163,405.0,1235.0,56.0,983.0,4014,2023-08-10 08:06:07.000,8.9.0,133.0,196.0,40,True,46300.0,40226.0,elasticsearch,conda-forge/elasticsearch,3494.0,13719119.0,https://pypi.org/project/elasticsearch,2023-07-27 21:26:44.000,6074.0,13696029.0,https://anaconda.org/conda-forge/elasticsearch,2023-08-07 15:04:05.992,896536.0,1.0,,,,,,,,,,,,,,,,,,, +43,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-08-18 14:10:50.000,2023-08-09 18:37:01,1517.0,55.0,256,38.0,483.0,25.0,250.0,3178,2023-08-04 13:37:51.000,10.1.0,44.0,107.0,40,True,197681.0,188870.0,more-itertools,conda-forge/more-itertools,2798.0,49846133.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8811.0,49525414.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12186025.0,1.0,,,,,,,,,,,,,,,,,,, +44,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-08-07 05:50:36.000,2023-07-30 11:29:00,1164.0,27.0,260,25.0,166.0,31.0,282.0,1934,2023-07-30 15:17:13.000,3.1.1,71.0,57.0,40,True,869407.0,837314.0,pyparsing,conda-forge/pyparsing,8222.0,87258138.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32093.0,85524780.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,38130839.0,1.0,,,,,,,,,,,,,,,,,,, +45,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-08-22 02:01:37.143,2023-06-20 22:22:09,4261.0,18.0,503,57.0,875.0,252.0,1188.0,1919,2023-06-20 09:17:29.999,3.9.0,37.0,195.0,40,True,243754.0,229001.0,h5py,conda-forge/h5py,2801.0,16027442.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14753.0,15689207.0,https://anaconda.org/conda-forge/h5py,2023-08-22 02:01:37.143,12851599.0,1.0,,,,,,,,,,,,,,,,,,, +46,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-08-17 07:01:01.000,2023-08-17 01:44:46,1795.0,18.0,1361,209.0,844.0,163.0,925.0,9069,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,39,True,16090.0,14319.0,rq,conda-forge/rq,,1004302.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1771.0,1003179.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,95502.0,2.0,,,,,,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-08-24 13:32:34.000,2023-08-24 01:00:00,11473.0,468.0,1366,77.0,6769.0,158.0,1588.0,8722,2023-08-17 21:28:28.000,0.17.11,239.0,406.0,39,True,36.0,,great_expectations,conda-forge/great-expectations,,12673437.0,https://pypi.org/project/great_expectations,2023-08-17 21:24:56.000,36.0,12655407.0,https://anaconda.org/conda-forge/great-expectations,2023-08-21 11:19:48.229,703187.0,2.0,,,,,,,,,,,,,,,,,,, +48,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-08-22 09:27:10.000,2023-06-30 16:29:58,1081.0,8.0,1409,228.0,479.0,15.0,626.0,7362,2023-06-26 05:34:54.000,1.1.0,42.0,122.0,39,True,180894.0,180559.0,PyMySQL,conda-forge/pymysql,,55918011.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,335.0,55885876.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1189019.0,2.0,,,,,,,,,,,,,-1.0,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-08-22 12:27:13.000,2023-08-09 16:44:53,2166.0,9.0,1359,151.0,960.0,297.0,1186.0,5282,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,20643.0,19243.0,kafka-python,conda-forge/kafka-python,1832.0,6697625.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1400.0,6692136.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,410544.0,2.0,,,,,,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-08-24 13:10:22.000,2023-08-23 15:34:07,5403.0,135.0,1135,239.0,1358.0,9.0,,3907,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,19992.0,,pymongo,conda-forge/pymongo,,21332326.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,19992.0,21300444.0,https://anaconda.org/conda-forge/pymongo,2023-08-23 12:53:01.162,1179645.0,2.0,,,,,,,,,,,,,,,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-08-23 16:03:23.000,2023-08-09 09:31:52,1482.0,21.0,384,60.0,697.0,400.0,456.0,3385,2023-08-09 09:27:06.000,1.3.2,110.0,123.0,39,True,329640.0,323453.0,joblib,conda-forge/joblib,,35335876.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6187.0,34767624.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,21025337.0,2.0,,,,,,,,,,,,,,,,,,, +52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-08-11 03:00:32.000,2023-08-04 16:28:24,3058.0,13.0,487,74.0,290.0,19.0,1230.0,3015,2023-08-05 10:35:31.000,2.9.7,60.0,133.0,39,False,700309.0,638880.0,psycopg2,psycopg2,,14692491.0,https://pypi.org/project/psycopg2,2023-08-05 10:35:31.000,61409.0,14690048.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,227268.0,2.0,,,,,,,,,,,,,,,20.0,,,, +53,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-08-23 19:44:43.000,2022-09-13 22:22:16,316.0,,469,54.0,252.0,265.0,300.0,2247,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,983576.0,907929.0,pyyaml,conda-forge/pyyaml,,209594721.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,75647.0,208527629.0,https://anaconda.org/conda-forge/pyyaml,2023-08-22 21:04:05.018,37348229.0,1.0,,,,,,,,,,,,,,,,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-08-24 00:03:15.000,2023-06-06 19:08:37,1575.0,4.0,439,45.0,624.0,341.0,399.0,2115,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1152953.0,1148680.0,python-dateutil,conda-forge/python-dateutil,35038.0,208352916.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,207802544.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,47852295.0,1.0,,,,,,,,,,,,,,,,,,, +55,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-08-24 13:34:47.000,2023-08-24 12:18:53,7163.0,740.0,1094,133.0,5938.0,995.0,3768.0,19762,2023-08-15 07:52:57.000,0.18.15,306.0,262.0,38,True,229.0,2.0,polars,,,1346574.0,https://pypi.org/project/polars,2023-08-15 07:52:57.000,227.0,1346574.0,,,,2.0,,,,,,,,,,,,,,,,,,, +56,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-07-29 17:09:31.000,2023-07-04 10:52:46,2705.0,6.0,687,152.0,721.0,569.0,549.0,8526,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,33431296.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,32939600.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,17701058.0,2.0,,,,,,,,,,,,,,,,,,, +57,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-08-24 12:52:53.000,2023-08-23 18:06:52,6300.0,202.0,1317,135.0,3794.0,492.0,3913.0,7416,2023-08-23 19:44:28.000,1.6.1,173.0,294.0,38,True,3191.0,3161.0,dbt,conda-forge/dbt,2449.0,133773.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,130612.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,246714.0,2.0,,,,,,,,,,,,,,,,dbt,,, +58,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-08-24 02:04:59.000,2023-08-23 16:15:28,1680.0,26.0,3214,137.0,854.0,91.0,1160.0,5929,2023-07-17 22:17:49.000,27.2.0,87.0,185.0,38,True,1378.0,,kubernetes,conda-forge/kubernetes,,15763653.0,https://pypi.org/project/kubernetes,2023-07-17 22:15:13.481,1378.0,15752272.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,443879.0,2.0,,,,,,,,,,,,,,,,,,, +59,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-08-24 11:38:45.000,2023-04-18 19:22:32,4081.0,,1221,139.0,1101.0,383.0,1319.0,4042,2023-03-03 10:28:06.959,0.27.0,72.0,386.0,38,True,24768.0,21181.0,mongoengine,conda-forge/mongoengine,,952961.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3587.0,950336.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,220570.0,2.0,,,,,,,,,,,,,,,,,,, +60,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-08-16 18:58:26.000,2023-08-16 18:58:25,2711.0,10.0,1177,200.0,1200.0,168.0,1785.0,3196,2023-05-05 16:39:25.000,4.2.0,42.0,222.0,38,True,4057.0,3795.0,netmiko,,,178336.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,262.0,178336.0,,,,2.0,,,,,,,,,,,,,,,,,,, +61,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-08-24 08:18:14.000,2023-08-22 20:46:29,4690.0,79.0,972,106.0,3566.0,1169.0,2804.0,3069,2023-08-20 03:40:06.000,2023.8.0,82.0,440.0,38,True,1900.0,1.0,xarray,conda-forge/xarray,,3603134.0,https://pypi.org/project/xarray,2023-08-20 03:40:06.000,1899.0,3365062.0,https://anaconda.org/conda-forge/xarray,2023-08-20 22:31:21.383,8808691.0,2.0,,,,,,,,,,,,,,,,,,, +62,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-08-08 20:31:58.000,2023-08-08 20:31:57,2818.0,15.0,449,63.0,201.0,60.0,494.0,2455,2023-05-19 08:13:05.062,3.18.0,46.0,143.0,38,True,76783.0,75167.0,pycryptodomex,conda-forge/pycryptodomex,68.0,33548523.0,https://pypi.org/project/pycryptodomex,2023-05-19 08:13:05.062,1616.0,33527849.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1405861.0,2.0,,,,,,,,,,,,,,,,,,, +63,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-08-24 08:10:53.000,2023-08-23 15:28:52,1726.0,23.0,192,19.0,123.0,104.0,882.0,2080,2023-08-16 16:51:29.000,rel_1_11_3,119.0,168.0,38,True,187001.0,175521.0,alembic,conda-forge/alembic,,31228539.0,https://pypi.org/project/alembic,2023-08-16 16:51:22.000,11480.0,31126043.0,https://anaconda.org/conda-forge/alembic,2023-08-17 07:06:02.809,3587374.0,2.0,,,,,,,,,,,,,,,,,,, +64,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-08-22 12:38:06.000,2023-08-19 12:50:12,877.0,44.0,106,27.0,270.0,58.0,260.0,1352,2023-07-05 16:46:49.341,3.7.1,47.0,41.0,38,True,162455.0,161973.0,anyio,conda-forge/anyio,,41424961.0,https://pypi.org/project/anyio,2023-07-26 20:46:57.000,482.0,41194089.0,https://anaconda.org/conda-forge/anyio,2023-07-06 13:49:04.673,9004017.0,1.0,,,,,,,,,,,,,1.0,,,,,, +65,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,182.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,False,1934384.0,1799030.0,six,conda-forge/six,,194156639.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135354.0,193624729.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,46276213.0,1.0,,,,,,,,,,,,,,,,,,, +66,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-08-24 00:44:41.000,2023-08-23 02:05:16,2184.0,34.0,262,21.0,759.0,202.0,375.0,633,2023-06-09 17:34:09.999,2023.6.0,69.0,192.0,38,True,59985.0,59373.0,fsspec,conda-forge/fsspec,,125199714.0,https://pypi.org/project/fsspec,2023-06-09 17:34:09.999,612.0,124946128.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,13693688.0,1.0,,,,,,,,,,,,,,,,,,, +67,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1407,378.0,162.0,144.0,172.0,25080,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,25836.0,24057.0,fire,conda-forge/fire,,6318421.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1779.0,6308851.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,708183.0,2.0,,,,,,,,,,,,,,,,,,, +68,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-08-20 18:09:43.000,2023-08-20 18:09:42,4081.0,3.0,2376,481.0,2273.0,118.0,878.0,16736,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,2603.0,2191.0,luigi,luigi,,619714.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,410.0,619563.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13676.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +69,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-08-07 11:45:03.894,2023-08-06 20:22:18,1590.0,11.0,1948,464.0,549.0,462.0,1306.0,14186,2023-08-06 20:21:30.000,3.2.1,129.0,136.0,37,True,124.0,10.0,fabric,conda-forge/fabric,,4064810.0,https://pypi.org/project/fabric,2023-08-06 20:21:30.000,114.0,4062590.0,https://anaconda.org/conda-forge/fabric,2023-08-07 11:45:03.894,68830.0,3.0,,,,,,,,,,,,,,,,,,, +70,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-08-21 07:07:35.000,2023-08-11 17:25:03,926.0,1.0,555,229.0,237.0,86.0,250.0,9508,2023-07-20 16:25:44.046,0.4.0,78.0,57.0,37,True,93756.0,91888.0,uvloop,conda-forge/uvloop,422.0,6454282.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1868.0,6445330.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,626415.0,2.0,,,,,,,,,,,,,,,,,,, +71,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-08-24 11:37:58.000,2023-08-24 10:05:54,2570.0,122.0,620,114.0,2761.0,794.0,2990.0,8920,2023-08-22 10:02:40.000,0.23.1,82.0,120.0,37,True,1161.0,1128.0,modin,conda-forge/modin-core,196700.0,1012352.0,https://pypi.org/project/modin,2023-08-22 10:00:15.000,33.0,998579.0,https://anaconda.org/conda-forge/modin-core,2023-08-24 09:39:12.943,263736.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +72,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-08-24 13:14:56.000,2023-08-24 12:28:24,2373.0,120.0,810,105.0,1290.0,349.0,1112.0,8611,2023-08-01 14:33:43.000,0.18.12,44.0,200.0,37,True,1900.0,1836.0,kedro,,,339204.0,https://pypi.org/project/kedro,2023-08-01 14:33:43.000,64.0,339204.0,,,,2.0,,,,,,,,,,,,,,,,,,, +73,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-08-06 13:05:49.000,2022-11-15 16:25:22,1396.0,,643,136.0,669.0,98.0,398.0,8346,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,69552.0,64798.0,arrow,conda-forge/arrow,,16633275.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4754.0,16609774.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,2044612.0,2.0,,,,,,,,,,,,,,,,,,, +74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-08-24 13:17:10.000,2023-08-14 09:20:40,2229.0,65.0,627,59.0,1386.0,34.0,941.0,3561,2023-08-01 19:53:16.000,3.3.0,140.0,134.0,37,True,1222.0,1166.0,awswrangler,conda-forge/awswrangler,202878.0,29050143.0,https://pypi.org/project/awswrangler,2023-08-01 17:52:16.000,56.0,29035283.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,407585.0,2.0,,,,,,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,, +75,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-08-09 19:02:58.000,2023-08-09 19:02:54,1138.0,45.0,238,51.0,264.0,13.0,330.0,3011,2023-08-09 12:51:08.000,1.3.5,27.0,65.0,37,True,15112.0,13984.0,cerberus,conda-forge/cerberus,,4390993.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1128.0,4386969.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,338042.0,2.0,,,,,,,,,,,,,,,,,,, +76,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-08-08 13:16:34.000,2023-04-02 16:48:18,1600.0,,460,95.0,302.0,183.0,309.0,2415,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,317900.0,301787.0,pexpect,conda-forge/pexpect,4359.0,34018753.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16113.0,33844330.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15346071.0,1.0,,,,,,,,,,,,,,,,,,, +77,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-08-21 01:03:53.000,2023-08-21 01:03:06,995.0,15.0,172,23.0,148.0,169.0,324.0,1971,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,117091.0,113247.0,dill,conda-forge/dill,290816.0,33916661.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3844.0,33789123.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,4752830.0,2.0,,,,,,,,,,,,,,,,,,, +78,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-06-21 22:02:32.982,2023-06-21 22:01:53,929.0,34.0,230,51.0,153.0,19.0,194.0,1506,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,37,True,286546.0,276160.0,greenlet,conda-forge/greenlet,,66086380.0,https://pypi.org/project/greenlet,2023-06-21 22:02:32.982,10386.0,65984165.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7666136.0,2.0,,,,,,,,,,,,,,,,,,, +79,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-08-13 04:53:26.000,2023-01-29 03:07:44,1874.0,,278,38.0,239.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,306387.0,289143.0,future,conda-forge/future,,33571770.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17244.0,33429578.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12086339.0,2.0,,,,,,,,,,,,,,,,,,, +80,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-08-24 07:32:58.000,2023-08-23 19:04:13,1684.0,34.0,258,53.0,1058.0,84.0,520.0,635,2023-07-20 15:54:44.860,0.0.1,148.0,130.0,37,True,22574.0,21464.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,36842838.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1110.0,36769971.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2696111.0,2.0,,,,,,,,,,,,,,,,,,, +81,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-08-22 09:22:26.000,2023-08-01 09:44:46,1964.0,5.0,194,26.0,581.0,91.0,191.0,568,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,360985.0,346314.0,traitlets,conda-forge/traitlets,175.0,26257625.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14671.0,26002696.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,22432792.0,1.0,,,,,,,,,,,,,,,,,,, +82,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-24 11:39:54.000,2023-08-17 08:33:23,6887.0,399.0,1211,344.0,235.0,51.0,435.0,13295,2023-05-08 21:10:00.561,1.7.0,21.0,114.0,36,True,52.0,48.0,tink,,1091.0,108002.0,https://pypi.org/project/tink,2021-08-10 09:20:38.000,3.0,107785.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,202.0,,,,,,,,,,,,,, +83,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-08-21 21:33:45.000,2023-08-21 21:33:45,6817.0,42.0,1752,229.0,3053.0,707.0,2675.0,11972,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,9719.0,9404.0,pysimplegui,conda-forge/pysimplegui,,323219.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,320741.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,118990.0,2.0,,,,,,,,,,,,,,,,,,, +84,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-17 11:21:45.000,2023-04-11 15:40:50,389.0,,936,212.0,178.0,152.0,281.0,11035,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,29357.0,27927.0,schedule,conda-forge/schedule,,2145112.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1430.0,2144221.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,39218.0,3.0,,,,,,,,,,,,,,,,,,, +85,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,185.0,7826,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,112320.0,99928.0,docopt,conda-forge/docopt,,9969761.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12392.0,9948461.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1874446.0,2.0,,,,,,,,,,,,,,,,,,, +86,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,28.0,505,138.0,234.0,3.0,457.0,6678,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15596.0,12972.0,sh,conda-forge/sh,,4288492.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2624.0,4283154.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,181509.0,2.0,,,,,,,,,,,,,,,,,,, +87,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-08-16 21:42:51.000,2023-07-07 17:27:15,356.0,2.0,374,35.0,227.0,40.0,226.0,6297,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,541629.0,533076.0,python-dotenv,conda-forge/python-dotenv,,31126364.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8553.0,31094069.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2615929.0,2.0,,,,,,,,,,,,,,,,,,, +88,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-08-10 15:07:56.000,2023-07-28 08:24:09,1442.0,1.0,682,136.0,381.0,169.0,453.0,5932,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,112617.0,104554.0,watchdog,conda-forge/watchdog,,12244202.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8063.0,12215877.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2379300.0,2.0,,,,,,,,,,,,,,,,,,, +89,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-08-22 13:40:27.000,2023-08-16 15:07:08,596.0,29.0,174,33.0,82.0,4.0,334.0,4853,2023-08-16 15:09:39.000,3.9.5,112.0,22.0,36,True,55578.0,54540.0,orjson,conda-forge/orjson,,13453148.0,https://pypi.org/project/orjson,2023-08-16 15:17:41.000,1038.0,13430674.0,https://anaconda.org/conda-forge/orjson,2023-08-17 03:11:51.769,876509.0,2.0,,,,,,,,,,,,,,,,,,, +90,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-08-22 09:16:28.000,2023-07-24 18:25:47,848.0,12.0,864,333.0,534.0,271.0,839.0,3372,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,36,True,7370.0,6944.0,confluent-kafka,conda-forge/python-confluent-kafka,,10121857.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,426.0,10099565.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-07-25 19:54:38.771,757944.0,2.0,,,,,,,,,,,,,,,,,,, +91,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-06-26 05:05:58.000,2023-06-15 23:29:54,1330.0,6.0,612,121.0,119.0,15.0,871.0,3316,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,36,True,68984.0,65064.0,xlsxwriter,conda-forge/xlsxwriter,,12286538.0,https://pypi.org/project/xlsxwriter,2023-05-28 14:40:46.957,3920.0,12248362.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2863217.0,3.0,,,,,,,,,,,,,-1.0,,,,,, +92,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-08-24 13:00:08.000,2023-08-24 12:13:34,5976.0,607.0,438,79.0,4596.0,103.0,2156.0,3044,2023-08-03 20:23:53.000,6.1.0,49.0,182.0,36,True,621.0,573.0,ibis-framework,conda-forge/ibis-framework,94.0,110014.0,https://pypi.org/project/ibis-framework,2023-08-20 00:04:12.000,48.0,102091.0,https://anaconda.org/conda-forge/ibis-framework,2023-08-03 23:11:43.396,300936.0,2.0,,,,,,,,,,,,,,,,,,, +93,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-06-16 13:23:54.671,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,154.0,3019,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,128851.0,126667.0,sortedcontainers,conda-forge/sortedcontainers,,25642427.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2184.0,25515554.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10784263.0,1.0,,,,,,,,,,,,,,,,,,, +94,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-08-18 13:39:26.000,2023-08-18 13:39:25,552.0,5.0,584,96.0,177.0,30.0,310.0,2955,,,21.0,83.0,36,True,654563.0,637414.0,pycparser,conda-forge/pycparser,,106831709.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17149.0,106432368.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,33544646.0,2.0,,,,,,,,,,,,,,,,,,, +95,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-08-23 08:51:41.000,2023-08-23 08:51:36,2636.0,31.0,471,121.0,541.0,285.0,1486.0,2670,2023-06-23 08:09:03.318,0.30.10,155.0,62.0,36,True,29844.0,29205.0,xlwings,conda-forge/xlwings,21329.0,120520.0,https://pypi.org/project/xlwings,2023-06-23 08:09:03.318,639.0,103450.0,https://anaconda.org/conda-forge/xlwings,2023-06-25 19:21:06.802,649451.0,1.0,,,,,,,,,,,,,,,,,,, +96,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-08-21 08:54:31.000,2023-08-21 08:54:30,1071.0,12.0,416,55.0,286.0,9.0,316.0,2299,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,36,True,142059.0,134860.0,mysqlclient,conda-forge/mysqlclient,5262.0,4187837.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7199.0,4179989.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,288068.0,2.0,,,,,,,,,,,,,,,,,,, +97,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,330,67.0,122.0,19.0,175.0,1586,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,36,True,131225.0,110323.0,simplejson,conda-forge/simplejson,6357.0,16773781.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20902.0,16735425.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2794891.0,2.0,,,,,,,,,,,,,,,,,,, +98,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,4.0,313,31.0,326.0,183.0,237.0,1129,2023-05-02 07:31:50.000,0.41.1,214.0,117.0,36,True,26263.0,24145.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4752229.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2118.0,4746227.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,498224.0,2.0,,,,,,,,,,,,,,,,,,, +99,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-08-24 13:30:28.000,2023-08-24 07:15:32,15048.0,279.0,6731,728.0,5466.0,1664.0,3569.0,17093,2023-04-26 15:20:33.000,1.20.0,14.0,585.0,35,True,14.0,,micropython-_markupbase,,65049.0,903.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +100,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-08-09 21:37:54.000,2023-08-01 09:36:09,471.0,14.0,476,68.0,273.0,208.0,166.0,11916,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2343.0,10.0,typer,conda-forge/typer,,12151455.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12111413.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1601704.0,2.0,,,,,,,,,,,,,,,,,,, +101,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-08-23 17:01:28.000,2023-08-09 19:45:42,2428.0,6.0,1222,234.0,475.0,145.0,999.0,7883,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11499.0,9547.0,supervisor,conda-forge/supervisor,,1288325.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1952.0,1285187.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,273083.0,3.0,,,,,,,,,,,,,,,,,,, +102,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-08-19 19:59:58.000,2023-08-17 23:23:46,822.0,29.0,336,69.0,260.0,241.0,286.0,5554,2020-07-24 18:17:05.000,2.1.2,53.0,93.0,35,True,23060.0,21851.0,pendulum,conda-forge/pendulum,163.0,11724885.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1209.0,11714006.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,805022.0,2.0,,,,,,,,,,,,,,,,,,, +103,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-08-03 13:17:25.000,2023-03-12 19:26:01,221.0,,469,106.0,94.0,87.0,162.0,5216,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,62682.0,57150.0,xmltodict,conda-forge/xmltodict,,30398670.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5532.0,30360684.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3190860.0,2.0,,,,,,,,,,,,,,,,,,, +104,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-07-20 06:11:18.000,2022-11-03 19:39:10,1206.0,,251,83.0,348.0,118.0,142.0,4303,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,110973.0,107508.0,toolz,conda-forge/toolz,,21721908.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,21518014.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,17534928.0,2.0,,,,,,,,,,,,,,,,,,, +105,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-08-02 14:58:13.000,2023-08-02 14:58:13,1173.0,8.0,582,137.0,314.0,33.0,217.0,4274,2023-07-20 15:47:29.216,0.0.1,45.0,122.0,35,True,70812.0,69537.0,tablib,conda-forge/tablib,,1902353.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1275.0,1901239.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,90254.0,2.0,,,,,,,,,,,,,,,,,,, +106,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-08-17 16:45:09.000,2023-08-17 16:45:08,888.0,32.0,368,88.0,263.0,26.0,314.0,4119,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,4406.0,,ujson,conda-forge/ujson,,8455063.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4406.0,8396622.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,4090904.0,2.0,,,,,,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-08-22 06:29:39.451,2023-08-22 05:18:22,1594.0,32.0,418,88.0,111.0,7.0,164.0,3287,2023-08-22 05:25:56.000,8.13.19,228.0,29.0,35,True,1432.0,,phonenumbers,conda-forge/phonenumbers,,4519342.0,https://pypi.org/project/phonenumbers,2023-08-22 05:25:56.000,1432.0,4489713.0,https://anaconda.org/conda-forge/phonenumbers,2023-08-22 06:29:39.451,800007.0,1.0,,,,,,,,,,,,,,,,,,, +108,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-23 19:48:01.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,141.0,110.0,137.0,3222,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,749166.0,727976.0,colorama,conda-forge/colorama,,112975124.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21190.0,112693913.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,24746584.0,2.0,,,,,,,,,,,,,-1.0,,,,,, +109,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-08-23 10:41:08.000,2023-08-23 10:41:07,1263.0,10.0,185,49.0,309.0,127.0,221.0,2652,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,35,True,5125.0,4658.0,plumbum,conda-forge/plumbum,,1493031.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,467.0,1480807.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,977930.0,3.0,,,,,,,,,,,,,1.0,,,,,, +110,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-08-17 19:25:44.000,2023-08-17 19:25:44,249.0,38.0,144,36.0,63.0,49.0,64.0,2353,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,35,True,106762.0,104832.0,aiofiles,conda-forge/aiofiles,,11993775.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1930.0,11982492.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,789873.0,2.0,,,,,,,,,,,,,,,,,,, +111,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-08-21 14:51:26.000,2023-08-21 14:51:26,1497.0,1.0,443,132.0,552.0,301.0,371.0,2329,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,35,True,24017.0,22772.0,dateparser,conda-forge/dateparser,,3948468.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1245.0,3946360.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,166606.0,2.0,,,,,,,,,,,,,,,,,,, +112,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-08-23 08:41:45.000,2023-08-21 20:17:57,9872.0,180.0,931,86.0,1749.0,74.0,121.0,1958,2023-08-10 08:07:04.000,3.8.0,71.0,465.0,35,True,859.0,,apache-libcloud,,,148415.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,859.0,148415.0,,,,2.0,,,,,,,,,,,,,,,,,,, +113,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-08-16 14:03:18.000,2023-07-06 14:53:45,1004.0,14.0,199,27.0,155.0,69.0,189.0,1729,2023-07-07 01:42:57.652,6.3.1,69.0,74.0,35,True,8647.0,7856.0,deepdiff,conda-forge/deepdiff,,11717534.0,https://pypi.org/project/deepdiff,2023-07-07 01:42:57.652,791.0,11709127.0,https://anaconda.org/conda-forge/deepdiff,2023-07-06 18:41:44.254,319473.0,1.0,,,,,,,,,,,,,,,,,,, +114,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-08-22 03:35:44.000,2023-08-04 01:25:18,424.0,2.0,152,29.0,275.0,86.0,161.0,1418,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,88989.0,86126.0,cloudpickle,conda-forge/cloudpickle,27.0,29897140.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2863.0,29737250.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14230251.0,2.0,,,,,,,,,,,,,,,,,,, +115,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-08-23 16:51:18.000,2023-07-10 16:24:51,735.0,15.0,115,35.0,207.0,53.0,189.0,1246,2023-06-11 23:38:46.083,3.1.1,117.0,66.0,35,True,47697.0,45524.0,argcomplete,conda-forge/argcomplete,307.0,21110377.0,https://pypi.org/project/argcomplete,2023-06-11 23:38:46.083,2173.0,21093898.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1285153.0,2.0,,,,,,,,,,,,,,,,,,, +116,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-08-24 12:23:22.000,2023-08-18 05:32:06,4495.0,18.0,253,60.0,349.0,153.0,539.0,1229,2022-12-23 13:29:42.000,3.8.0,43.0,120.0,35,True,50740.0,48196.0,tables,conda-forge/pytables,176.0,836126.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2544.0,664906.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6335101.0,2.0,,,,,,,,,,,,,,,,,,, +117,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,19.0,160,34.0,164.0,67.0,232.0,1152,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2388.0,,jsonpickle,conda-forge/jsonpickle,,8607835.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2388.0,8555571.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1463407.0,2.0,,,,,,,,,,,,,,,,,,, +118,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-07-28 20:38:43.000,2023-07-23 13:01:17,2027.0,53.0,141,18.0,157.0,53.0,435.0,1088,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4076.0,,keyring,conda-forge/keyring,,29464868.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4076.0,29368502.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3565570.0,3.0,,,,,,,,,,,,,,,,,,, +119,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-08-19 19:33:21.000,2023-08-18 13:05:29,2765.0,10.0,582,150.0,480.0,214.0,988.0,10938,2023-05-06 04:09:50.000,1.9.1,218.0,62.0,34,True,2182.0,2144.0,dearpygui,,,29277.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,29277.0,,,,2.0,,,,,,,,,,,,,,,,,,, +120,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-08-24 13:36:18.000,2023-08-11 03:50:16,1183.0,10.0,322,40.0,475.0,486.0,489.0,3768,2023-08-11 03:44:09.000,0.20.0,151.0,121.0,34,True,6235.0,6142.0,tortoise-orm,conda-forge/tortoise-orm,13.0,90290.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,89727.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,14658.0,2.0,,,,,,,,,,,,,,,,,,, +121,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-08-24 13:21:44.000,2023-08-23 15:55:28,1025.0,2.0,796,426.0,373.0,157.0,1145.0,3686,2023-03-01 21:00:10.000,7.4.1,34.0,130.0,34,True,10388.0,9407.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,197.0,2707508.0,https://pypi.org/project/elasticsearch-dsl,2023-03-01 20:59:07.507,981.0,2707393.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7867.0,2.0,,,,,,,,,,,,,,,,,,, +122,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-08-22 15:24:23.000,2023-08-08 20:55:44,532.0,15.0,742,68.0,402.0,92.0,402.0,3509,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,34,True,748.0,,prometheus_client,conda-forge/prometheus_client,,24430041.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,24101467.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,12814407.0,2.0,,,,,,,,,,,,,,,,,,, +123,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-08-23 19:11:13.000,2023-08-22 16:40:52,708.0,23.0,279,35.0,490.0,103.0,355.0,3177,2023-08-11 14:19:10.000,3.2.1,83.0,113.0,34,True,7281.0,7019.0,dynaconf,conda-forge/dynaconf,,1844742.0,https://pypi.org/project/dynaconf,2023-08-11 14:17:46.000,262.0,1843096.0,https://anaconda.org/conda-forge/dynaconf,2023-07-23 19:01:40.724,55973.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +124,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-08-24 08:10:49.000,2023-08-24 08:02:38,1385.0,123.0,187,45.0,1147.0,60.0,542.0,2441,2023-08-22 14:10:28.000,0.37.1,711.0,65.0,34,True,1966.0,1953.0,docarray,conda-forge/docarray,,120086.0,https://pypi.org/project/docarray,2023-08-24 08:10:49.000,13.0,114093.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,113876.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +125,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-08-23 21:16:18.000,2023-08-23 20:52:07,1739.0,11.0,201,88.0,218.0,,,2194,2023-06-21 21:29:27.000,3.2.0,44.0,44.0,34,True,68914.0,67754.0,motor,conda-forge/motor,,1115995.0,https://pypi.org/project/motor,2023-06-21 21:24:00.574,1160.0,1114224.0,https://anaconda.org/conda-forge/motor,2023-06-25 13:33:35.241,60229.0,2.0,,,,,,,,,,,,,,,,,,, +126,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-08-18 19:06:28.000,2023-08-18 19:06:13,792.0,21.0,197,63.0,93.0,64.0,288.0,1997,2023-08-06 21:02:00.000,2.8.5,49.0,67.0,34,True,3122.0,,numexpr,conda-forge/numexpr,357.0,7250531.0,https://pypi.org/project/numexpr,2023-08-06 21:02:00.000,3122.0,7067404.0,https://anaconda.org/conda-forge/numexpr,2023-07-21 14:57:14.461,6958697.0,2.0,,,,,,,,,,,,,,,,,,, +127,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-07-21 18:59:52.000,2022-12-29 07:29:09,696.0,,141,44.0,110.0,26.0,144.0,1897,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,312083.0,309779.0,pyrsistent,conda-forge/pyrsistent,,32842259.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2304.0,32502756.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19691186.0,1.0,,,,,,,,,,,,,,,,,,, +128,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-25 06:51:15.000,2023-07-25 06:51:09,713.0,14.0,215,44.0,69.0,42.0,136.0,1879,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,11819.0,,wrapt,conda-forge/wrapt,,77941796.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11819.0,77793281.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12475303.0,2.0,,,,,,,,,,,,,,,,,,, +129,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-08-18 13:02:04.000,2023-08-09 09:20:05,856.0,4.0,226,46.0,277.0,9.0,264.0,1778,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,2242.0,,msgpack,conda-forge/msgpack-python,1134.0,34953799.0,https://pypi.org/project/msgpack,2023-03-08 17:50:09.322,2242.0,34788543.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,13384458.0,3.0,,,,,,,,,,,,,,,,,,, +130,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,41.0,264,25.0,116.0,10.0,146.0,1714,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,60738.0,59275.0,emoji,conda-forge/emoji,,2046906.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1463.0,2045286.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,58333.0,1.0,,,,,,,,,,,,,,,,,,, +131,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-08-24 06:15:47.000,2023-06-06 21:24:28,6024.0,12.0,523,80.0,1095.0,11.0,,1347,2023-06-06 15:21:12.274,3.28.0,75.0,194.0,34,True,6063.0,5365.0,cassandra-driver,conda-forge/cassandra-driver,,1268078.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,698.0,1265717.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,179444.0,2.0,,,,,,,,,,,,,,,,,,, +132,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,42.0,114.0,144.0,270.0,1091,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,28451.0,27760.0,py4j,conda-forge/py4j,,31201362.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,691.0,31155949.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3814730.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +133,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-08-24 10:50:01.000,2023-08-22 18:06:16,2067.0,208.0,399,19.0,978.0,95.0,356.0,1016,2023-08-21 19:08:32.000,.0.31,59.0,217.0,34,True,437.0,,holidays,conda-forge/holidays,189.0,5773552.0,https://pypi.org/project/holidays,2023-08-21 19:21:43.000,437.0,5678521.0,https://anaconda.org/conda-forge/holidays,2023-08-22 00:46:14.379,3516115.0,3.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +134,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-08-22 07:44:25.000,2023-08-15 12:24:58,673.0,70.0,124,21.0,260.0,40.0,124.0,1002,2023-06-21 09:14:09.646,1.2.0,20.0,47.0,34,True,10439.0,,pluggy,conda-forge/pluggy,,78792086.0,https://pypi.org/project/pluggy,2023-06-21 09:14:09.646,10439.0,78157366.0,https://anaconda.org/conda-forge/pluggy,2023-06-26 10:48:55.333,21580509.0,2.0,,,,,,,,,,,,,,,,,,, +135,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,102,24.0,56.0,13.0,93.0,774,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,488646.0,464321.0,decorator,conda-forge/decorator,,68340010.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24325.0,68071587.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,22815998.0,2.0,,,,,,,,,,,,,,,,,,, +136,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-08-18 14:11:27.000,2023-08-14 13:57:33,997.0,10.0,233,20.0,366.0,114.0,287.0,719,2023-06-09 17:45:04.039,2023.6.0,59.0,122.0,34,True,15094.0,14436.0,s3fs,conda-forge/s3fs,,125593753.0,https://pypi.org/project/s3fs,2023-06-09 17:45:04.039,658.0,125524147.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,6055730.0,2.0,,,,,,,,,,,,,,,,,,, +137,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-08-22 15:54:24.000,2023-08-21 20:12:37,264.0,22.0,87,14.0,162.0,12.0,85.0,570,2023-06-12 22:04:06.461,3.12.2,61.0,37.0,34,True,304405.0,301744.0,filelock,conda-forge/filelock,,87134118.0,https://pypi.org/project/filelock,2023-06-12 22:04:06.461,2661.0,86966823.0,https://anaconda.org/conda-forge/filelock,2023-06-12 23:36:20.711,14387440.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +138,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-08-24 11:19:25.000,2023-08-23 18:21:51,804.0,14.0,131,24.0,90.0,53.0,134.0,296,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,109872.0,102809.0,asn1crypto,conda-forge/asn1crypto,,50653714.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7063.0,50543096.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8185747.0,3.0,,,,,,,,,,,,,,,,,,, +139,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-08-21 02:55:42.000,2023-08-21 02:51:36,654.0,5.0,73,15.0,34.0,31.0,45.0,273,2023-01-14 12:26:16.208,2022.7.1,112.0,21.0,34,True,1703665.0,1620665.0,pytz,conda-forge/pytz,,123704803.0,https://pypi.org/project/pytz,2023-03-29 04:25:52.839,83000.0,123201365.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,43799161.0,3.0,,,,,,,,,,,,,,,,,,, +140,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,233,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,402015.0,386997.0,pyasn1,conda-forge/pyasn1,,120925755.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15018.0,120773873.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12758107.0,3.0,,,,,,,,,,,,,,,,,,, +141,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-08-16 01:29:55.463,2023-08-15 20:53:35,559.0,8.0,123,17.0,215.0,46.0,35.0,177,2023-08-15 22:06:39.000,0.6.2,34.0,36.0,34,True,233113.0,228778.0,s3transfer,conda-forge/s3transfer,,217136335.0,https://pypi.org/project/s3transfer,2023-08-15 22:06:39.000,4335.0,216653012.0,https://anaconda.org/conda-forge/s3transfer,2023-08-16 01:29:55.463,16432984.0,2.0,,,,,,,,,,,,,,,,,,, +142,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-08-12 05:20:16.000,2023-05-22 23:51:10,520.0,,1943,367.0,451.0,343.0,180.0,31030,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1157.0,1122.0,diagrams,conda-forge/diagrams,,102810.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,98459.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,169710.0,2.0,,,,,,,,,,,,,,,,,,, +143,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-08-14 22:59:59.000,2023-08-01 09:19:41,246.0,10.0,450,144.0,252.0,236.0,146.0,10511,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7060.0,6941.0,sqlmodel,conda-forge/sqlmodel,,522189.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,521482.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,16968.0,3.0,,,,,,['pydantic'],,,,,,,,,,,,, +144,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-08-24 11:28:53.000,2023-08-24 02:17:54,7994.0,470.0,513,81.0,2088.0,48.0,383.0,6736,2023-08-15 20:23:48.000,3.6.19,154.0,117.0,33,True,1712.0,1658.0,hub,,,4594.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,4594.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +145,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6254,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,33,True,5470.0,5045.0,boltons,conda-forge/boltons,25.0,3345390.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,425.0,3310568.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3029529.0,2.0,,,,,,,,,,,,,,,,,,, +146,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-07-24 18:53:26.000,2023-07-24 18:53:19,697.0,5.0,512,105.0,153.0,12.0,291.0,6036,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12288.0,11413.0,tinydb,conda-forge/tinydb,,506075.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,875.0,502207.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,332672.0,2.0,,,,,,,,,,,,,,,,,,, +147,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-08-21 07:09:39.000,2023-08-21 07:09:39,474.0,5.0,247,49.0,190.0,91.0,144.0,5142,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1393.0,,tenacity,conda-forge/tenacity,,30092366.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1393.0,29940364.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5168071.0,2.0,,,,,,,,,,,,,,,,,,, +148,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,178,28.0,72.0,4.0,83.0,2496,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,110143.0,106799.0,python-decouple,conda-forge/python-decouple,12.0,1497227.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3344.0,1496268.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,68108.0,2.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +149,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-08-23 20:28:14.000,2023-08-06 20:59:47,326.0,2.0,270,49.0,101.0,38.0,157.0,2386,2022-06-07 20:16:57.000,0.4.27,28.0,59.0,33,True,49215.0,45947.0,python-magic,conda-forge/python-magic,,5535441.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3268.0,5532457.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,226791.0,2.0,,,,,,,,,,,,,,,,,,, +150,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,98.0,160.0,3.0,,2081,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,184974.0,176497.0,xlrd,conda-forge/xlrd,,20327154.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8477.0,20282445.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3442593.0,2.0,,,,,,,,,,,,,,,,,,, +151,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-08-16 22:02:25.288,2023-08-01 19:17:09,382.0,2.0,250,49.0,147.0,56.0,85.0,1953,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39273.0,5.0,chardet,conda-forge/chardet,,55716691.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39265.0,55108863.0,https://anaconda.org/conda-forge/chardet,2023-08-16 22:02:25.288,21272030.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,56.0,,,,,,,,,,,,,, +152,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-06-16 13:16:44.688,2023-03-31 03:02:29,558.0,,170,35.0,158.0,46.0,85.0,1899,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,6974.0,,jmespath,conda-forge/jmespath,,120213596.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6974.0,120022158.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16272311.0,3.0,,,,,,,,,,,,,,,,,,, +153,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-30 09:55:44.000,2023-06-30 09:55:43,681.0,5.0,223,63.0,395.0,124.0,605.0,1449,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,5930.0,,typing,conda-forge/typing,,8557727.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5930.0,8525897.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2832880.0,2.0,,,,,,,,,,,,,,,,,,, +154,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-08-24 13:25:15.000,2023-08-23 19:18:55,1818.0,37.0,225,46.0,823.0,278.0,369.0,1205,2023-08-18 14:29:58.000,2.16.1,73.0,90.0,33,True,2987.0,2596.0,zarr,conda-forge/zarr,,367815.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,391.0,298353.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2570106.0,2.0,,,,,,,,,,,,,,,,,,, +155,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1149,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3521.0,3437.0,petl,conda-forge/petl,,835386.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,84.0,829993.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,204959.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +156,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-08-21 11:08:40.000,2023-08-21 10:57:58,512.0,50.0,144,29.0,509.0,5.0,113.0,1040,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,8031.0,,bcrypt,conda-forge/bcrypt,,40052190.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8031.0,39985035.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3827847.0,3.0,,,,,,,,,,,,,,,,,,, +157,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-08-19 10:06:21.000,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,191.0,926,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,44013.0,42363.0,Bottleneck,conda-forge/bottleneck,,586155.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1650.0,544450.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3628344.0,2.0,,,,,,,,,,,,,,,,,,, +158,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-08-22 15:06:29.000,2023-08-22 15:02:48,1470.0,17.0,177,98.0,712.0,8.0,225.0,820,2023-07-31 13:00:25.000,5.11.0,125.0,41.0,33,True,6454.0,6228.0,neo4j-driver,conda-forge/neo4j-python-driver,,146694.0,https://pypi.org/project/neo4j-driver,2023-07-31 12:57:07.000,226.0,141698.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,189868.0,3.0,,,,,,,,,,,,,,,,,,, +159,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-08-18 12:47:40.000,2023-08-18 12:47:40,328.0,13.0,138,16.0,148.0,14.0,127.0,819,2023-08-11 09:50:13.000,0.21.2,41.0,47.0,33,True,82123.0,80391.0,validators,conda-forge/validators,,6215766.0,https://pypi.org/project/validators,2023-08-11 09:50:13.000,1732.0,6202997.0,https://anaconda.org/conda-forge/validators,2023-08-13 11:42:39.693,472482.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +160,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-08-24 11:43:39.000,2023-08-17 22:04:52,1111.0,4.0,282,32.0,784.0,3.0,504.0,668,2023-08-17 22:07:21.000,7.1.16,105.0,116.0,33,True,5553.0,5118.0,minio,conda-forge/minio,,1290108.0,https://pypi.org/project/minio,2023-08-17 22:04:47.000,435.0,1286219.0,https://anaconda.org/conda-forge/minio,2023-08-18 02:19:36.523,140023.0,3.0,,,,,,,,,,,,,,,,,,, +161,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-08-23 20:12:15.000,2023-08-16 18:52:41,362.0,13.0,119,59.0,356.0,55.0,269.0,382,2023-05-10 16:05:56.572,0.19.2,43.0,42.0,33,True,8012.0,7687.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7466424.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,325.0,7412335.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1838879.0,3.0,,,,,,,,,,,,,,,,,,, +162,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-07-20 15:13:36.000,2023-07-20 15:13:35,1853.0,24.0,589,131.0,329.0,65.0,813.0,5547,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,32,True,1788.0,1418.0,csvkit,conda-forge/csvkit,,163743.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,370.0,162504.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,95459.0,2.0,,,,,,,,,,,,,,,,,,, +163,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-08-18 23:58:53.000,2023-08-02 16:46:28,325.0,5.0,248,50.0,197.0,132.0,187.0,3501,2022-12-18 09:18:01.579,0.7.0,41.0,55.0,32,True,19996.0,19876.0,databases,conda-forge/databases,,336839.0,https://pypi.org/project/databases,2022-12-18 09:18:01.579,120.0,333367.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,187519.0,3.0,,,,,,,,,,,,,,,,,,, +164,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-08-04 16:18:27.000,2023-08-04 16:18:00,1099.0,14.0,243,65.0,84.0,24.0,266.0,3384,2022-04-23 14:56:04.000,1.14.0,23.0,43.0,32,True,1014.0,898.0,asciimatics,conda-forge/asciimatics,,62726.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,116.0,60537.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,140109.0,3.0,,,,,,,,,,,,,,,,,,, +165,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,86.0,77.0,313.0,329.0,3288,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,3968.0,3608.0,pony,conda-forge/pony,66.0,102302.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,360.0,101106.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,94545.0,3.0,,,,,,,,,,,,,,,,,,, +166,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,349,279.0,1629.0,112.0,485.0,3287,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,329.0,315.0,koalas,conda-forge/koalas,1019.0,1750889.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1744872.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,305915.0,3.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +167,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,197.0,943.0,264.0,501.0,3159,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9944.0,9126.0,blaze,conda-forge/blaze,,11327.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8523.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201946.0,3.0,,,,,,,,,,,,,,,,,,, +168,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-08-10 21:52:38.000,2022-12-19 03:14:24,1998.0,,238,48.0,192.0,171.0,354.0,3132,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2409.0,2307.0,dependency-injector,conda-forge/dependency_injector,,989815.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,988522.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,29747.0,2.0,,,,,,,,,,,,,,,,,,, +169,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,197,59.0,146.0,95.0,73.0,2769,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,7919.0,7026.0,schema,conda-forge/schema,,6111935.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,893.0,6109657.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,111644.0,2.0,,,,,,,,,,,,,,,,,,, +170,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,112.0,921.0,211.0,1093.0,2603,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,1452.0,1338.0,mrjob,conda-forge/mrjob,,89174.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,82948.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,516775.0,2.0,,,,,,,,,,,,,,,,,,, +171,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-08-23 12:54:16.000,2023-08-23 12:54:16,584.0,42.0,207,16.0,557.0,236.0,405.0,2513,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,1081.0,1007.0,pandera,conda-forge/pandera-core,,971031.0,https://pypi.org/project/pandera,2023-07-17 16:24:00.995,74.0,970235.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,27064.0,3.0,,,,,,['pandas'],,,,,,,,unionai-oss/pandera,,,,, +172,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-08-16 03:51:37.000,2022-03-15 11:17:01,1020.0,,251,38.0,354.0,141.0,247.0,2118,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,13881.0,13792.0,pypika,conda-forge/pypika,,2803420.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,89.0,2803294.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2793.0,3.0,,,,,,,,,,,,,,,,,,, +173,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,208,39.0,241.0,42.0,201.0,1781,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,15217.0,13872.0,voluptuous,conda-forge/voluptuous,,2400227.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1345.0,2396553.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,312368.0,2.0,,,,,,,,,,,,,,,,,,, +174,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1661,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2011.0,,humanize,conda-forge/humanize,,5511042.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2011.0,5499296.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,446375.0,2.0,,,,,,,,,,,,,,,,,,, +175,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-08-24 02:29:14.000,2023-08-11 05:47:27,1049.0,7.0,87,17.0,566.0,92.0,436.0,1581,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,17170.0,16799.0,omegaconf,conda-forge/omegaconf,,4317052.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4291825.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1084784.0,3.0,,,,,,,,,,,,,,,,,,, +176,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,140.0,1126,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6166.0,5852.0,sshtunnel,conda-forge/sshtunnel,,5985996.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,314.0,5984561.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,119147.0,3.0,,,,,,,,,,,,,,,,,,, +177,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-08-23 04:38:01.000,2023-08-22 13:59:56,503.0,24.0,82,24.0,260.0,36.0,66.0,1107,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,32,True,16492.0,16255.0,cleo,conda-forge/cleo,,12587520.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,237.0,12578635.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,533120.0,3.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +178,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,989,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,266082.0,251045.0,appdirs,conda-forge/appdirs,,17030418.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15037.0,16924777.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9402082.0,3.0,,,,,,,,,,,,,,,,,,, +179,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-21 00:46:35.000,2023-08-21 00:44:58,953.0,94.0,100,23.0,92.0,25.0,83.0,852,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,32,True,992.0,,inflect,conda-forge/inflect,,3961414.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,992.0,3952464.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,340122.0,2.0,,,,,,,,,,,,,,,,,,, +180,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-08-23 23:56:58.000,2023-08-10 23:37:15,1156.0,11.0,84,17.0,740.0,22.0,121.0,354,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3220.0,,multidict,conda-forge/multidict,4449.0,71318113.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3220.0,71181757.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10222851.0,2.0,,,,,,,,,,,,,,,,,,, +181,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-08-21 21:22:12.000,2023-08-21 15:45:13,820.0,48.0,60,22.0,417.0,146.0,267.0,349,2023-03-14 09:22:38.000,1.13.0,75.0,34.0,32,True,7961.0,7816.0,param,conda-forge/param,,398907.0,https://pypi.org/project/param,2023-07-25 19:48:41.000,145.0,381832.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1297739.0,2.0,,,,,,,,,,,,,,,,,,, +182,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-07-06 20:34:50.000,2023-01-15 03:55:53,288.0,,51,15.0,36.0,17.0,22.0,335,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,447945.0,434502.0,wcwidth,conda-forge/wcwidth,,37346815.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13443.0,37129946.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,19951981.0,3.0,,,,,,,,,,,,,,,,,,, +183,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-08-06 00:03:18.000,2023-08-05 17:47:57,662.0,57.0,37,4.0,41.0,6.0,63.0,40,2023-07-14 19:25:11.779,3.16.2,48.0,22.0,32,False,3973.0,,zipp,conda-forge/zipp,,157937959.0,https://pypi.org/project/zipp,2023-07-14 19:25:11.779,3973.0,157056172.0,https://anaconda.org/conda-forge/zipp,2023-07-14 22:44:08.949,30862548.0,3.0,,,,,,,,,,,,,,,,,,, +184,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-08-03 17:24:02.000,2023-07-21 10:40:58,3636.0,27.0,592,144.0,967.0,500.0,772.0,7974,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,596.0,566.0,vaex,conda-forge/vaex,278.0,50818.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,30.0,48705.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,173134.0,3.0,,,,,,,,,,,,,,,,,,, +185,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-08-19 20:22:58.000,2023-03-04 17:45:05,299.0,,565,130.0,188.0,173.0,338.0,5778,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6013.0,5927.0,eel,,,62209.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,62209.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +186,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512,92.0,181.0,14.0,420.0,4980,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,31,True,3397.0,3133.0,transitions,conda-forge/transitions,,505412.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,264.0,495258.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,507706.0,1.0,,,,,,,,,,,,,,,,,,, +187,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-08-08 13:44:30.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,137.0,34.0,261.0,4614,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,3793.0,3216.0,dataset,conda-forge/dataset,,98925.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,577.0,98695.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6688.0,3.0,,,,,,,,,,,,,,,,,,, +188,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-08-04 12:50:10.000,2023-08-04 12:49:43,980.0,14.0,365,83.0,170.0,,591.0,4580,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,31,True,1420.0,1245.0,huey,conda-forge/huey,,80836.0,https://pypi.org/project/huey,2023-02-09 14:36:35.380,175.0,80336.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32021.0,2.0,,,,,,,,,,,,,,,,,,, +189,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-08-24 07:27:40.000,2023-08-24 00:06:09,6893.0,572.0,612,87.0,1228.0,138.0,603.0,3599,2023-04-12 02:29:00.815,0.3.1,63.0,247.0,31,True,38.0,2.0,toga,,1682.0,2088.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1896.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,24.0,,,,,,,,,,,,,, +190,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,192.0,3477,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,True,12626.0,12169.0,keyboard,conda-forge/keyboard,,167644.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,457.0,166812.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,21648.0,3.0,,,,,,,,,,,,,,,,,,, +191,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-07-06 15:30:43.000,2023-04-22 06:02:17,441.0,,287,19.0,111.0,11.0,125.0,3256,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,20059.0,19689.0,gdown,conda-forge/gdown,,1734484.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,370.0,1730011.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,210231.0,2.0,,,,,,,,,,,,,,,,,,, +192,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-07-27 18:20:07.000,2023-07-27 18:20:05,1668.0,33.0,99,41.0,1260.0,67.0,345.0,2872,2023-06-27 15:48:01.033,0.21.0,24.0,47.0,31,True,445.0,388.0,returns,conda-forge/returns,,104111.0,https://pypi.org/project/returns,2022-03-13 14:33:17.000,57.0,103866.0,https://anaconda.org/conda-forge/returns,2023-06-27 18:26:27.171,6621.0,3.0,,,,,,,,,,,,,,,,,,, +193,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-08-22 00:48:34.000,2023-08-05 19:49:55,455.0,1.0,535,125.0,204.0,65.0,941.0,2715,2023-04-14 14:28:04.558,4.0.39,57.0,54.0,31,False,2136.0,,pyodbc,conda-forge/pyodbc,,23708870.0,https://pypi.org/project/pyodbc,2023-04-14 14:28:04.558,2136.0,23693458.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1109718.0,3.0,,,,,,,,,,,,,,,,,,, +194,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,64.0,305.0,107.0,238.0,2564,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1932.0,1545.0,schematics,conda-forge/schematics,,126800.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,126274.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25801.0,3.0,,,,,,,,,,,,,,,,,,, +195,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-07-18 21:26:39.000,2023-07-18 05:37:13,821.0,1.0,424,41.0,620.0,259.0,363.0,2244,2023-04-26 00:04:01.470,5.5.0,89.0,104.0,31,True,1645.0,1485.0,pynamodb,conda-forge/pynamodb,,2375188.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,160.0,2367383.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,374678.0,3.0,,,,,,,,,,,,,,,,,,, +196,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1877,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,599.0,,fs,conda-forge/fs,,1798555.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,599.0,1789311.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,656389.0,3.0,,,,,,,,,,,,,,,,,,, +197,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-08-01 07:54:46.000,2023-05-27 20:35:28,269.0,1.0,144,27.0,49.0,6.0,224.0,1752,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,31,True,3365.0,,cachetools,conda-forge/cachetools,,95510292.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3365.0,95265373.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9551863.0,1.0,,,,,,,,,,,,,,,,,,, +198,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,99.0,402.0,167.0,379.0,1653,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8691.0,7438.0,influxdb,conda-forge/influxdb,,1860449.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1253.0,1857304.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,125835.0,3.0,,,,,,,,,,,,,,,,,,, +199,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-08-24 13:39:36.000,2023-08-23 19:42:25,1370.0,58.0,238,42.0,584.0,143.0,785.0,1598,2023-08-23 19:44:09.000,1.4.0,109.0,43.0,31,False,271.0,254.0,sdv,conda-forge/sdv,,28034.0,https://pypi.org/project/sdv,2023-08-23 19:42:19.000,17.0,27403.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,12630.0,2.0,,,,,,,,,,,,,,,,,,, +200,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-08-21 06:53:00.000,2023-05-10 16:17:15,1092.0,,214,47.0,178.0,56.0,336.0,1446,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,2087.0,1994.0,pygsheets,,,1466285.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1466285.0,,,,3.0,,,,,,,,,,,,,,,,,,, +201,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-08-24 12:20:24.000,2023-08-23 07:59:39,1251.0,80.0,131,20.0,775.0,60.0,335.0,1206,2023-07-10 18:55:30.054,8.1.0,55.0,58.0,31,True,542.0,511.0,copier,,,88198.0,https://pypi.org/project/copier,2023-07-10 18:55:30.054,31.0,88198.0,,,,3.0,,,,,,,,,,,,,,,,,,, +202,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-08-23 15:16:26.000,2023-08-23 15:16:25,529.0,16.0,70,18.0,191.0,32.0,92.0,1178,2023-08-10 13:51:11.000,2.0.0,21.0,36.0,31,True,9983.0,9628.0,questionary,conda-forge/questionary,,1057423.0,https://pypi.org/project/questionary,2023-08-10 13:51:11.000,355.0,1055893.0,https://anaconda.org/conda-forge/questionary,2023-08-10 15:01:41.016,48977.0,3.0,,,,,,,,,,,,,,,,,,, +203,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-08-17 00:34:39.000,2023-08-17 00:33:24,1178.0,2.0,362,74.0,21.0,32.0,606.0,862,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7859.0,7535.0,cx-Oracle,conda-forge/cx_oracle,,2580562.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2568328.0,https://anaconda.org/conda-forge/cx_oracle,2023-08-04 11:23:33.477,452677.0,3.0,,,,,,,,,,,,,,,,,,, +204,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,253,18.0,212.0,27.0,301.0,857,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,4437.0,4152.0,fastcore,conda-forge/fastcore,,552606.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,549911.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,53917.0,3.0,,,,,,,,,,,,,,,,,,, +205,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-06-25 20:17:17.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,835,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,True,17304.0,16982.0,anytree,conda-forge/anytree,,781575.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,322.0,780775.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,32035.0,2.0,,,,,,,,,,,,,,,,,,, +206,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,4.0,46,17.0,75.0,1.0,86.0,787,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,31,True,23373.0,22137.0,natsort,conda-forge/natsort,,3607732.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1236.0,3565838.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1382532.0,3.0,,,,,,,,,,,,,,,,,,, +207,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-08-16 09:51:46.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,109.0,22.0,100.0,444,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,328784.0,321710.0,rsa,conda-forge/rsa,,119389142.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7074.0,119243661.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12365938.0,3.0,,,,,,,,,,,,,,,,,,, +208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-08-23 22:53:53.000,2023-08-23 22:53:15,766.0,21.0,46,43.0,654.0,46.0,166.0,55,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3056.0,3044.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3718334.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3715200.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,94024.0,3.0,,,,,,,,,,,,,,,,,,, +209,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-08-07 16:17:00.000,2023-08-07 16:16:58,819.0,37.0,35,12.0,50.0,1.0,236.0,49,2023-08-07 05:09:49.000,6.0.1,64.0,35.0,31,False,1305.0,,importlib-resources,conda-forge/importlib_resources,,63741169.0,https://pypi.org/project/importlib-resources,2023-08-07 05:09:31.000,1305.0,63363197.0,https://anaconda.org/conda-forge/importlib_resources,2023-08-07 11:39:04.742,14740915.0,2.0,,,,,,,,,,,,,,,,,,, +210,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,,4496,641.0,745.0,197.0,100.0,22876,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,30,True,109.0,93.0,algorithms,conda-forge/algorithms,,9511.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,9451.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1701.0,3.0,,,,,,,,,,,,,,,,,,, +211,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-07-24 15:26:37.000,2022-05-08 04:08:19,743.0,,945,274.0,293.0,152.0,461.0,17775,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,875.0,797.0,gooey,conda-forge/gooey,485.0,5786.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,4391.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,70680.0,3.0,,,,,,,,,,,,,,,,,,, +212,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6995,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,1242.0,1065.0,records,conda-forge/records,,213377.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,177.0,213056.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24455.0,3.0,,,,,,,,,,,,,,,,,,, +213,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,171.0,740.0,21.0,959.0,5555,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,360.0,348.0,snorkel,conda-forge/snorkel,1045.0,32497.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,31576.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,44521.0,2.0,,,,,,,,,,,,,,,,,,, +214,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5068,,,26.0,28.0,30,False,6250.0,5442.0,pdfminer,conda-forge/pdfminer,,172190.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,808.0,171797.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,33044.0,2.0,,,,,,,,,,,,,,,,,,, +215,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3131,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,30,True,9038.0,8425.0,funcy,conda-forge/funcy,,1464732.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,613.0,1460050.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,369891.0,3.0,,,,,,,,,,,,,,,,,,, +216,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-08-24 13:30:15.000,2023-08-23 07:19:12,5837.0,154.0,316,40.0,1542.0,28.0,189.0,3006,2023-08-15 14:27:45.000,0.43.0,100.0,75.0,30,True,151.0,149.0,zenml,,1.0,8091.0,https://pypi.org/project/zenml,2023-08-15 14:27:45.000,2.0,8091.0,,,,2.0,,,,,,,,,,,,,,,,,,, +217,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,17.0,585,176.0,460.0,94.0,476.0,2992,2023-08-17 15:54:23.000,1.82.0,94.0,82.0,30,False,258.0,225.0,arctic,conda-forge/arctic,209.0,3992.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,3423.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,28930.0,3.0,,,,,,,,,,,,,,,,,,, +218,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-07-27 15:30:09.000,2023-07-02 21:24:27,1012.0,1.0,361,49.0,372.0,85.0,308.0,2940,2022-12-12 07:24:03.639,6.3.0,55.0,102.0,30,True,599.0,,smart-open,conda-forge/smart_open,,14918388.0,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,599.0,14893757.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,2019809.0,2.0,,,,,,,,,,,,,,,,,,, +219,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,6.0,658,143.0,448.0,143.0,396.0,2700,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,30,True,841.0,,pandas-datareader,conda-forge/pandas-datareader,,545400.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,841.0,541312.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,310721.0,2.0,,,,,,,,,,,,,,,,,,, +220,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2385,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,6815.0,6433.0,addict,conda-forge/addict,20.0,2598912.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,382.0,2594056.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,412836.0,2.0,,,,,,,,,,,,,,,,,,, +221,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-08-23 21:21:42.000,2023-08-23 19:16:45,738.0,72.0,100,34.0,976.0,17.0,359.0,2332,2023-08-22 23:21:02.000,1.3.1,279.0,22.0,30,True,169.0,164.0,whylogs,,43.0,101693.0,https://pypi.org/project/whylogs,2023-08-23 21:06:50.000,5.0,101691.0,,,,2.0,,,,,,,,,,,,,,,,,,, +222,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-08-08 18:38:38.000,2023-08-01 15:49:53,219.0,4.0,269,49.0,61.0,43.0,112.0,2094,2023-02-19 15:29:00.772,1.5.9,81.0,28.0,30,True,934.0,871.0,datasketch,,19.0,1265390.0,https://pypi.org/project/datasketch,2023-02-19 15:29:00.772,63.0,1265390.0,,,,3.0,,,,,,,,,,,,,,,,,,, +223,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-08-21 18:26:32.000,2023-06-20 15:54:36,2284.0,33.0,175,39.0,370.0,30.0,262.0,1855,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,59.0,,pyscaffold,conda-forge/pyscaffold,,258939.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,59.0,253476.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,174839.0,3.0,,,,,,,,,,,,,,,,,,, +224,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-08-24 10:20:24.000,2023-08-10 16:59:00,1029.0,4.0,313,70.0,398.0,106.0,366.0,1473,2023-06-23 21:51:00.000,0.23.0,14.0,83.0,30,True,239.0,215.0,mleap,conda-forge/mleap,,222949.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,24.0,221074.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,73155.0,2.0,,,,,,,,,,,,,,,,,,, +225,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-08-19 20:31:25.000,2023-02-24 16:19:12,264.0,,101,34.0,68.0,3.0,64.0,1369,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2866.0,,python-slugify,conda-forge/python-slugify,,11705743.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2866.0,11685132.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1710752.0,3.0,,,,,,,,,,,,,,,,,,, +226,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-08-02 16:10:54.000,2023-08-02 16:10:53,625.0,12.0,59,16.0,225.0,5.0,52.0,1329,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,17329.0,16838.0,bidict,conda-forge/bidict,,1672277.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,491.0,1668301.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,330032.0,2.0,,,,,,,,,,,,,,,,,,, +227,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,,218,48.0,178.0,22.0,760.0,1186,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,30,True,639.0,,py2neo,conda-forge/py2neo,,208167.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,639.0,207345.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,60840.0,3.0,,,,,,,,,,,,,,,,,,, +228,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-08-23 00:02:57.000,2023-08-22 20:59:04,781.0,43.0,42,13.0,224.0,13.0,83.0,1141,2023-07-16 09:30:00.746,0.32.0,61.0,7.0,30,True,1498.0,1468.0,python-benedict,conda-forge/python-benedict,,663549.0,https://pypi.org/project/python-benedict,2023-07-16 09:30:00.746,30.0,659356.0,https://anaconda.org/conda-forge/python-benedict,2023-07-16 12:09:20.959,138378.0,2.0,,,,,,,,,,,,,,,,,,, +229,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-06-21 18:53:01.000,2022-03-12 11:50:41,744.0,,323,52.0,210.0,32.0,265.0,1088,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1934.0,1716.0,redis-py-cluster,,3823.0,1845586.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1845550.0,,,,3.0,,,,,,,,,,,,,,,,,,, +230,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-08-06 23:43:55.000,2023-08-06 23:43:54,1207.0,45.0,141,39.0,83.0,4.0,130.0,1058,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,30,True,136.0,,path,conda-forge/path,,1622477.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,136.0,1611238.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,438329.0,3.0,,,,,,,,,,,,,,,,,,, +231,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-08-24 13:21:24.000,2023-08-18 18:49:25,1972.0,23.0,131,43.0,408.0,107.0,248.0,919,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,30,True,1559.0,1440.0,intake,conda-forge/intake,,36716.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,28536.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,466266.0,2.0,,,,,,,,,,,,,,,,,,, +232,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-08-23 19:49:34.000,2023-08-22 20:52:19,592.0,28.0,135,21.0,480.0,39.0,249.0,896,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,1989.0,1868.0,aiocache,,6.0,307889.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,121.0,307889.0,,,,2.0,,,,,,,,,,,,,,,,,,, +233,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-08-13 11:58:02.000,2020-10-21 17:48:31,219.0,,77,15.0,259.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,42855.0,40790.0,cached-property,conda-forge/cached-property,,12263518.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2065.0,12186509.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,5929699.0,2.0,,,,,,,,,,,,,,,,,,, +234,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-07-23 18:50:20.218,2023-07-23 14:40:17,372.0,37.0,114,16.0,92.0,65.0,127.0,657,2023-07-23 16:18:40.000,1.7,28.0,53.0,30,True,14164.0,12699.0,configargparse,conda-forge/configargparse,,3359619.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1465.0,3336998.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,678659.0,3.0,,,,,,,,,,,,,,,,,,, +235,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-08-22 09:14:47.000,2023-08-22 09:14:46,521.0,15.0,335,36.0,267.0,27.0,123.0,645,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,4393.0,3113.0,pysolr,conda-forge/pysolr,,186670.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,186397.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21361.0,3.0,,,,,,,,,,,,,,,,,,, +236,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-06-16 13:24:23.765,2022-01-23 20:18:18,454.0,,66,25.0,45.0,6.0,90.0,515,2019-03-09 18:00:51.000,1.10.0,16.0,22.0,30,False,17066.0,14882.0,scandir,conda-forge/scandir,,3720967.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3705182.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1341735.0,3.0,,,,,,,,,,,,,,,,,,, +237,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-07-25 11:19:25.000,2023-07-24 11:40:07,297.0,3.0,32,11.0,73.0,5.0,26.0,379,2023-07-18 11:35:10.596,2.4.7,40.0,14.0,30,True,32750.0,32460.0,srsly,conda-forge/srsly,,5059940.0,https://pypi.org/project/srsly,2023-07-18 11:35:10.596,290.0,5026066.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1287233.0,3.0,,,,,,,,,,,,,,,,,,, +238,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-08-24 13:09:59.000,2022-03-13 00:04:41,186.0,,50,8.0,44.0,19.0,21.0,130,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,49340.0,47134.0,isodate,conda-forge/isodate,,68745480.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2206.0,68695015.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4491440.0,3.0,,,,,,,,,,,,,,,,,,, +239,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6582,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1656.0,1626.0,faust,,,23912.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,23912.0,,,,3.0,,,,,,,,,,,,,,,,,,, +240,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-03 14:11:29.699,2023-08-03 04:40:19,3028.0,23.0,216,28.0,279.0,97.0,753.0,3151,2023-08-03 06:13:21.000,0.22.6,113.0,76.0,29,True,94.0,88.0,ploomber,conda-forge/ploomber,,6958.0,https://pypi.org/project/ploomber,2023-08-03 06:13:21.000,6.0,4162.0,https://anaconda.org/conda-forge/ploomber,2023-08-03 14:11:29.699,72716.0,3.0,,,,,,,,,,,,,,,,,,, +241,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2746,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,6320.0,6165.0,sklearn-pandas,conda-forge/sklearn-pandas,,224691.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,155.0,222798.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,62484.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +242,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,19.0,101,31.0,82.0,14.0,127.0,2325,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,1090.0,1049.0,swifter,conda-forge/swifter,,351371.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,344816.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,249105.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +243,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-08-22 00:31:27.000,2023-08-04 21:28:56,5622.0,51.0,507,109.0,928.0,590.0,942.0,2047,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,29,False,76.0,,wx,conda-forge/wxpython,3335.0,20378.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,691132.0,3.0,,,,,,,,,,,,,,,,,,, +244,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-07-31 16:46:53.000,2023-07-31 16:46:45,155.0,2.0,117,23.0,109.0,50.0,42.0,1866,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,29,True,6741.0,6652.0,gin-config,conda-forge/gin-config,,582084.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,581575.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,19869.0,3.0,,,,,,,,,,,,,,,,,,, +245,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,3.0,152,93.0,1931.0,163.0,1335.0,1736,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2159.0,82173.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,81446.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22340.0,3.0,,,,,,,,,,,,,,,,,,, +246,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1399,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10571.0,9064.0,blessings,conda-forge/blessings,,827290.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1507.0,823634.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,274255.0,3.0,,,,,,,,,,,,,,,,,,, +247,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-08-23 21:34:29.000,2023-07-31 09:40:37,766.0,14.0,59,16.0,427.0,170.0,166.0,1280,2023-07-01 10:01:24.000,0.9.1,30.0,25.0,29,True,1605.0,1600.0,prisma,,,42833.0,https://pypi.org/project/prisma,2022-05-21 20:06:14.000,5.0,42833.0,,,,3.0,,,,,,,,,,,,,,,,,,, +248,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,57,26.0,40.0,85.0,73.0,1257,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,29,True,2032.0,1785.0,strictyaml,conda-forge/strictyaml,,596923.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,247.0,593686.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,207196.0,3.0,,,,,,,,,,,,,,,,,,, +249,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,672,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,9942.0,8707.0,parsedatetime,conda-forge/parsedatetime,,7546480.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1235.0,7544474.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,166535.0,3.0,,,,,,,,,,,,,,,,,,, +250,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-08-19 14:44:34.000,2023-08-19 14:43:17,701.0,12.0,43,11.0,79.0,13.0,93.0,484,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,4612.0,4346.0,python-rapidjson,conda-forge/python-rapidjson,,1197494.0,https://pypi.org/project/python-rapidjson,2023-03-15 12:20:02.299,266.0,1181507.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1263022.0,3.0,,,,,,,,,,,,,,,,,,, +251,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,191,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,9777.0,9396.0,ordered-set,conda-forge/ordered-set,,9346176.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,381.0,9341854.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,380349.0,3.0,,,,,,,,,,,,,,,,,,, +252,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:09:09.912,2023-05-31 09:44:31,300.0,2.0,56,7.0,68.0,3.0,77.0,173,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,29,True,3757.0,,tzlocal,conda-forge/tzlocal,,38755889.0,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3757.0,38728831.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2327064.0,3.0,,,,,,,,,,,,,,,,,,, +253,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-08-21 12:31:10.000,2023-07-25 17:58:43,1868.0,11.0,598,126.0,1282.0,215.0,1069.0,7433,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,28,True,18.0,10.0,hydra,conda-forge/hydra-core,,26156.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8255.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,751875.0,3.0,,,,,,,,,,,,,,,,,,, +254,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2594,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2291.0,2246.0,gino,,,26734.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,26734.0,,,,3.0,,,,,,,,,,,,,,,,,,, +255,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-08-14 07:57:06.000,2023-08-03 07:19:44,535.0,12.0,122,50.0,60.0,11.0,121.0,2216,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,670.0,651.0,pyfunctional,,,339613.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,19.0,339613.0,,,,3.0,,,,,,,,,,,,,,,,,,, +256,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1886,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,2204.0,,retrying,conda-forge/retrying,,9434217.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2204.0,9416680.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1455650.0,3.0,,,,,,,,,,,,,,,,,,, +257,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-08-23 17:51:07.000,2023-08-23 17:31:04,1003.0,2.0,59,23.0,101.0,113.0,66.0,1725,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1250.0,1143.0,glom,conda-forge/glom,,1304831.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1304297.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,25130.0,3.0,,,,,,,,,,,,,,,,,,, +258,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1256,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2364.0,2280.0,pandasql,conda-forge/pandasql,,1539899.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,84.0,1524978.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,387957.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +259,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-08-23 22:04:08.000,2023-08-22 13:32:35,1710.0,29.0,74,14.0,412.0,106.0,234.0,1085,2023-07-21 14:09:40.000,0.119.0,240.0,41.0,28,True,285.0,275.0,piccolo,,,12860.0,https://pypi.org/project/piccolo,2023-08-02 21:41:12.000,10.0,12860.0,,,,3.0,,,,,,,,,,,,,,,,,,, +260,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-08-15 16:33:33.000,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1056,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6149.0,6029.0,immutables,conda-forge/immutables,,1847888.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,1823912.0,https://anaconda.org/conda-forge/immutables,2023-08-15 12:52:52.963,935078.0,3.0,,,,,,,,,,,,,2.0,,,,,, +261,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,3.0,81,25.0,51.0,6.0,39.0,701,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,840.0,,munch,conda-forge/munch,,2937260.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,840.0,1735130.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3606392.0,3.0,,,,,,,,,,,,,,,,,,, +262,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,False,1003.0,772.0,happybase,conda-forge/happybase,,76941.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,231.0,75120.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,156668.0,3.0,,,,,,,,,,,,,,,,,,, +263,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,570,,,8.0,12.0,28,False,57941.0,55658.0,dataclasses,conda-forge/dataclasses,,10617834.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10447114.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10755420.0,3.0,,,,,,,,,,,,,,,,,,, +264,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,65.0,59.0,507,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6102.0,4752.0,beaker,conda-forge/beaker,,275150.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1350.0,274227.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71130.0,3.0,,,,,,,,,,,,,,,,,,, +265,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,297,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,32629.0,29246.0,configobj,conda-forge/configobj,190.0,2755437.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3383.0,2743974.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,699193.0,3.0,,,,,,,,,,,,,,,,,,, +266,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,26.0,30.0,243,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,28,True,2775.0,,send2trash,conda-forge/send2trash,,11206083.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2775.0,11044146.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,10849804.0,3.0,,,,,,,,,,,,,,,,,,, +267,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,46340.0,38355.0,futures,conda-forge/futures,,9647716.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7985.0,9632786.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1254158.0,3.0,,,,,,,,,,,,,,,,,,, +268,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,2423.0,2133.0,cloudant,conda-forge/cloudant,,104979.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,103676.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108153.0,3.0,,,,,,,,,,,,,,,,,,, +269,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-08-04 09:01:41.000,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,4.0,36.0,73,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,61720.0,57408.0,pathlib2,conda-forge/pathlib2,,6866868.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4312.0,6837007.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2538190.0,3.0,,,,,,,,,,,,,,,,,,, +270,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,149.0,293.0,119.0,175.0,6090,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,111.0,107.0,powerline-shell,,,2197.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2197.0,,,,3.0,,,,,,,,,,,,,,,,,,, +271,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-08-21 14:04:11.000,2022-03-10 10:33:50,585.0,,508,84.0,248.0,101.0,129.0,3596,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,126.0,,textract,conda-forge/textract,,123868.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,126.0,123608.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21581.0,3.0,,,,,,,,,,,,,,,,,,, +272,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,190,30.0,52.0,75.0,124.0,3199,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,34.0,,pandarallel,conda-forge/pandarallel,,355700.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,354734.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,25140.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +273,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3147,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,False,153.0,131.0,flexx,conda-forge/flexx,,1656.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,461.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,101577.0,3.0,,,,,,,,,,,,,,,,,,, +274,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-08-23 18:17:57.000,2023-08-20 21:27:16,288.0,9.0,246,29.0,134.0,102.0,117.0,2541,2023-08-20 21:30:11.000,1.42.0,84.0,28.0,27,True,68.0,66.0,img2dataset,,1303.0,12654.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,12600.0,,,,3.0,,,,,,,,,,,,,,,,,,, +275,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-08-24 07:12:35.000,2023-07-19 20:11:01,3836.0,1.0,308,33.0,319.0,136.0,534.0,2378,2023-05-15 21:07:09.000,2.7,208.0,92.0,27,True,94.0,83.0,pyinfra,,,28431.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,28431.0,,,,3.0,,,,,,,,,,,,,,,,,,, +276,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,207.0,171.0,mongo-connector,,,4279.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,4279.0,,,,3.0,,,,,,,,,,,,,,,,,,, +277,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,30.0,224.0,64.0,140.0,1663,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,27,True,445.0,426.0,arq,conda-forge/arq,,70277.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,69976.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8434.0,3.0,,,,,,,,,,,,,,,,,,, +278,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,129,32.0,74.0,35.0,69.0,1053,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,3814.0,3594.0,sqlitedict,conda-forge/sqlitedict,,256677.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,220.0,255214.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,83417.0,3.0,,,,,,,,,,,,,,,,,,, +279,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,951,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,2440.0,1932.0,bcolz,conda-forge/bcolz,,16340.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,12021.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,336940.0,3.0,,,,,,,,,,,,,,,,,,, +280,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,,80,14.0,130.0,35.0,96.0,866,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,248.0,,mss,conda-forge/python-mss,,576492.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,248.0,575705.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,29942.0,3.0,,,,,,,,,,,,,,,,,,, +281,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,119,19.0,62.0,25.0,104.0,824,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2172.0,2054.0,pyahocorasick,conda-forge/pyahocorasick,,526510.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,118.0,523586.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,198848.0,3.0,,,,,,,,,,,,,,,,,,, +282,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-08-21 09:17:09.000,2023-08-21 09:17:09,622.0,1.0,134,13.0,92.0,22.0,172.0,472,2022-08-30 07:35:04.550,1.6.3,44.0,53.0,27,True,7101.0,4718.0,pylibmc,conda-forge/pylibmc,259.0,183420.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2383.0,180898.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,212596.0,3.0,,,,,,,,,,,,,,,,,,, +283,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-08-24 03:46:07.000,2023-08-17 18:47:08,6316.0,177.0,30,10.0,250.0,36.0,541.0,350,2023-08-16 02:39:36.000,1.6.0,185.0,21.0,27,True,21.0,19.0,static-frame,conda-forge/static-frame,,9924.0,https://pypi.org/project/static-frame,2023-08-16 02:38:18.000,2.0,2419.0,https://anaconda.org/conda-forge/static-frame,2023-08-16 04:35:38.706,292701.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +284,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,62,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,13026.0,,ptyprocess,conda-forge/ptyprocess,,35068206.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13026.0,34903995.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14450638.0,3.0,,,,,,,,,,,,,,,,,,, +285,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-24 09:35:37.258,2023-07-24 06:42:50,125.0,2.0,22,9.0,53.0,4.0,7.0,161,2023-07-24 07:37:20.000,2.0.9,26.0,12.0,27,True,28828.0,28757.0,catalogue,conda-forge/catalogue,,4697903.0,https://pypi.org/project/catalogue,2023-07-24 07:33:49.000,71.0,4668011.0,https://anaconda.org/conda-forge/catalogue,2023-07-24 09:35:37.258,1106040.0,3.0,,,,,,,,,,,,,,,,,,, +286,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-07-13 17:24:45.000,2023-05-24 18:39:09,2701.0,,132,51.0,297.0,46.0,190.0,1485,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,299.0,216.0,enaml,conda-forge/enaml,694.0,3862.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1617.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,154281.0,3.0,,,,,,,,,,,,,,,,,,, +287,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5929.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5929.0,,,,3.0,,,,,,,,,,,,,,,,,,, +288,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-07-19 07:38:20.262,2023-06-05 14:52:29,167.0,2.0,88,27.0,39.0,7.0,69.0,844,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,385.0,,email-validator,conda-forge/email-validator,,7865778.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7862986.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,103331.0,3.0,,,,,,,,,,,,,,,,,,, +289,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-08-23 04:47:11.000,2023-08-23 04:47:10,682.0,23.0,44,21.0,521.0,8.0,33.0,731,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,110.0,,janus,conda-forge/janus,,324292.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,110.0,324000.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14603.0,3.0,,,,,,,,,,,,,,,,,,, +290,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-08-18 15:36:16.000,2023-07-10 14:03:05,1386.0,40.0,48,17.0,135.0,3.0,13.0,690,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,2957.0,2896.0,ubelt,conda-forge/ubelt,,24208.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,21567.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,60746.0,3.0,,,,,,,,,,,,,,,,,,, +291,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-08-14 18:06:26.000,2023-08-14 18:06:17,9917.0,29.0,43,14.0,9.0,6.0,8.0,484,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,81895.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,81895.0,,,,3.0,,,,,,['pandas'],,,,,,,,polyaxon/traceml,,,,, +292,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,469,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,2848.0,2589.0,pyscreenshot,,,443769.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,259.0,443769.0,,,,3.0,,,,,,,,,,,,,,,,,,, +293,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,15088.0,15072.0,umongo,conda-forge/umongo,,26516.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,26292.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5170.0,3.0,,,,,,,,,,,,,,,,,,, +294,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,,28,11.0,50.0,21.0,35.0,309,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,308.0,,typing_inspect,conda-forge/typing_inspect,,21510609.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,308.0,21480191.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1581773.0,3.0,,,,,,,,,,,,,,,,,,, +295,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,26,False,73.0,,tabulator,conda-forge/tabulator-py,,215116.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,214391.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53719.0,3.0,,,,,,,,,,,,,,,,,,, +296,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,278.0,1786.0,59,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,7949.0,,openpyxl,openpyxl,,57770025.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,7919.0,57768026.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,184711.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1220.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +297,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,73081.0,70368.0,contextlib2,conda-forge/contextlib2,,12383481.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2713.0,12370910.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1131460.0,3.0,,,,,,,,,,,,,,,,,,, +298,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-08-11 05:08:57.000,2023-02-22 03:50:44,49.0,,104,35.0,99.0,19.0,138.0,2268,2023-02-22 03:53:02.466,7.0.1,61.0,1.0,25,True,342.0,,python-box,conda-forge/python-box,39.0,1813846.0,https://pypi.org/project/python-box,2023-02-22 03:53:02.466,342.0,1806800.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,450981.0,3.0,,,,,,,,,,,,,,,,,,, +299,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-08-21 14:09:15.000,2023-05-19 04:32:00,6411.0,,225,40.0,1036.0,7.0,209.0,1397,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,9193.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,9193.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +300,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,488.0,299.0,fabtools,,,2012.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2012.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,141,45.0,53.0,20.0,19.0,1158,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,352.0,,singer-python,,,775919.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,775919.0,,,,3.0,,,,,,,,,,,,,,,,,,, +302,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1133,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,251.0,218.0,parallel-ssh,,376.0,115564.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,115561.0,,,,3.0,,,,,,,,,,,,,,,,,,, +303,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-08-02 03:20:11.000,2023-07-31 19:45:56,123.0,25.0,38,17.0,79.0,6.0,4.0,1104,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,1943.0,1926.0,asyncer,conda-forge/asyncer,,65011.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,64752.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,4928.0,3.0,,,,,,,,,,,,,,,,,,, +304,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1064,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,2128.0,1959.0,pluginbase,conda-forge/pluginbase,,585081.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,580632.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,298100.0,3.0,,,,,,,,,,,,,,,,,,, +305,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,647,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,2981.0,2759.0,ratelimit,conda-forge/ratelimit,,4382093.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,222.0,4381719.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11611.0,3.0,,,,,,,,,,,,,,,,,,, +306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-07-28 10:45:04.000,2022-09-12 17:36:02,282.0,,49,10.0,27.0,14.0,71.0,593,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1157.0,1133.0,pysimdjson,conda-forge/pysimdjson,,360118.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,357904.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,75292.0,3.0,,,,,,,,,,,,,,,,,,, +307,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,306,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,198.0,176.0,pyhdb,,96.0,566051.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,566050.0,,,,3.0,,,,,,,,,,,,,,,,,,, +308,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,,30,6.0,123.0,2.0,77.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,883.0,838.0,everett,conda-forge/everett,,115283.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,114354.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,44638.0,3.0,,,,,,,,,,,,,,,,,,, +309,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,18,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5783.0,4453.0,clint,conda-forge/clint,114.0,100278.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1330.0,99649.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,54774.0,3.0,,,,,,,,,,,,,,,,,,, +310,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8008.0,,entrypoints,conda-forge/entrypoints,,15207747.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8008.0,15026382.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,15960132.0,3.0,,,,,,,,,,,,,,,,,,, +311,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,174,86.0,81.0,22.0,82.0,3945,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,2677.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,2677.0,,,,3.0,,,,,,,,,,,,,,,,,,, +312,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-07-31 13:00:06.000,2023-07-15 06:01:34,603.0,3.0,370,47.0,106.0,186.0,102.0,2259,2011-12-30 16:40:09.000,11.12.30,16.0,43.0,24,True,10.0,,camelot,,,5107.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5107.0,,,,3.0,,,,,,,,,,,,,,,,,,, +313,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1559,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,198.0,165.0,bonobo,,,6991.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,6991.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +314,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1459,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,115.0,104.0,pypeln,conda-forge/pypeln,,47276.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,46895.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14111.0,3.0,,,,,,,,,,,,,,,,,,, +315,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,181.0,160.0,pinject,conda-forge/pinject,,80960.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,80780.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4154.0,3.0,,,,,,,,,,,,,,,,,,, +316,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-08-24 10:36:04.000,2023-08-24 10:29:36,322.0,8.0,76,44.0,231.0,42.0,40.0,1303,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,4204.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,4204.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,470,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,661.0,571.0,hickle,conda-forge/hickle,,37590.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,90.0,37171.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23070.0,3.0,,,,,,,,,,,,,,,,,,, +318,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,462,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,437.0,410.0,cachier,,,20334.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,20334.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +319,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,387,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,412.0,288.0,messytables,,,23507.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,23507.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-25 23:17:09.000,2023-07-24 10:51:09,925.0,21.0,23,18.0,170.0,8.0,14.0,331,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,24,True,368.0,332.0,aiomisc,,,16456.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,16456.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,260,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,862.0,776.0,deepdish,conda-forge/deepdish,,12285.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,11191.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,88626.0,3.0,,,,,,,,,,,,,,,,,,, +322,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,5.0,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,908.0,861.0,filedepot,,,25916.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,25916.0,,,,3.0,,,,,,,,,,,,,,,,,,, +323,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,6.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,2724.0,2530.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,95227.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,194.0,94852.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26263.0,3.0,,,,,,,,,,,,,,,,,,, +324,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10572,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,11.0,10.0,grumpy-tools,,,43.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,43.0,,,,2.0,,,,,,,,,,,,,,,,,,, +325,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3233,,,4.0,19.0,23,False,590.0,560.0,macropy3,,,160.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,160.0,,,,3.0,,,,,,,,,,,,,,,,,,, +326,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,1.0,32,16.0,81.0,23.0,4.0,240,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,23,True,58.0,35.0,dbnd,,,85485.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,85485.0,,,,3.0,,,,,,,,,,,,,,,,,,, +327,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-08-23 14:11:05.000,2023-08-23 14:11:03,5396.0,58.0,43,14.0,609.0,33.0,79.0,190,2023-08-01 10:51:02.000,0.8.7,20.0,34.0,23,True,5.0,5.0,batchflow,,,870.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,870.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-08-21 20:23:25.000,2023-06-01 18:46:39,628.0,16.0,12,8.0,31.0,14.0,14.0,127,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,203.0,171.0,docopt-ng,,,50139.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,50139.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-08-23 09:16:17.000,2023-08-23 09:06:44,1652.0,270.0,5,3.0,707.0,17.0,29.0,42,2023-08-23 09:14:35.000,4.6.4,63.0,7.0,23,False,66.0,59.0,click-extra,,244.0,1648.0,https://pypi.org/project/click-extra,2023-08-23 09:14:22.000,7.0,1637.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3492,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,406.0,373.0,pampy,,,30327.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,30327.0,,,,3.0,,,,,,,,,,,,,,,,,,, +331,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2698,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,53.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,53.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +332,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,36.0,214.0,46.0,56.0,2438,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,20324.0,752.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +333,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1768,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,198.0,167.0,bashplotlib,,,4109.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4109.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1547,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,187.0,164.0,commonregex,,,155296.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,155296.0,,,,3.0,,,,,,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,843,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,218.0,199.0,unsync,conda-forge/unsync,,18932.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,18639.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11164.0,3.0,,,,,,,,,,,,,,,,,,, +336,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,802,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1311.0,1215.0,pickledb,,,22624.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,96.0,22624.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-07-22 17:53:02.000,2023-05-02 12:53:18,107.0,,30,11.0,50.0,15.0,12.0,703,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,196.0,185.0,dirty-equals,conda-forge/dirty-equals,,39752.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,37638.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,35946.0,3.0,,,,,,,,,,,,,,,,,,, +338,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,535,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,112.0,103.0,pypyr,conda-forge/pypyr,,2325.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,1731.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,11295.0,3.0,,,,,,,,,,,,,,,,,,, +339,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11115.0,9069.0,unipath,,,56366.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,56366.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,4500.0,3316.0,awesome-slugify,conda-forge/awesome-slugify,,50807.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,50032.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68263.0,3.0,,,,,,,,,,,,,,,,,,, +341,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,43.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,22,False,692.0,609.0,pymodm,conda-forge/pymodm,,50086.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,49970.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4912.0,3.0,,,,,,,,,,,,,,,,,,, +342,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,184.0,176.0,pysparkling,conda-forge/pysparkling,,6919.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,6767.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4418.0,3.0,,,,,,,,,,,,,,,,,,, +343,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,124,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,1847.0,1794.0,coolname,conda-forge/coolname,,380571.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,53.0,378397.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,69583.0,3.0,,,,,,,,,,,,,,,,,,, +344,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-08-23 08:39:00.000,2023-07-30 14:50:45,80.0,3.0,124,33.0,11.0,7.0,156.0,3094,2023-07-30 14:52:27.000,2.1.16,61.0,1.0,21,False,181.0,181.0,ptext-joris-schellekens,conda-forge/borb,,1715.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,8.0,https://anaconda.org/conda-forge/borb,2023-08-01 16:13:18.307,40976.0,3.0,,,,,,,,,,,,,,,,,,, +345,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1220,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,679.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,679.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,42.0,30.0,mrq,,,149.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,149.0,,,,3.0,,,,,,,,,,,,,,,,,,, +347,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,1.0,135,62.0,76.0,167.0,149.0,846,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,872.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,872.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-08-13 15:42:39.000,2023-01-03 19:16:25,478.0,,76,21.0,214.0,72.0,80.0,832,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,13904.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,13904.0,,,,3.0,,,,,,,,,,,,,,,,,,, +349,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,709,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1797.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1003.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,26215.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,281,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,147.0,141.0,datatest,,,13081.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13081.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,46,15.0,33.0,25.0,9.0,274,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,389.0,377.0,price-parser,,,66093.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,66093.0,,,,3.0,,,,,,,,,,,,,,,,,,, +352,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,85.0,68.0,valideer,conda-forge/valideer,,13039.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,12801.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20952.0,3.0,,,,,,,,,,,,,,,,,,, +353,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,251,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,309.0,271.0,rtoml,,,76225.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,76225.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,178,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,74.0,70.0,typical,conda-forge/typical,,5400.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,4223.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,31779.0,3.0,,,,,,,,,,,,,,,,,,, +355,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2005.0,1879.0,stopit,conda-forge/stopit,,225763.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,215538.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,685139.0,3.0,,,,,,,,,,,,,,,,,,, +356,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,138,69.0,4.0,1.0,40.0,2041,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2203.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2203.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,207,40.0,56.0,81.0,39.0,1338,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,10849.0,1222.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1035.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-08-24 07:24:46.000,2023-08-24 07:24:45,601.0,55.0,21,4.0,240.0,3.0,,243,2023-08-23 05:59:08.000,1.1.183,468.0,9.0,20,True,1.0,1.0,upgini,,,3804.0,https://pypi.org/project/upgini,2023-08-23 18:08:26.000,,3804.0,,,,3.0,,,,,,,,,,,,,,,,,,, +359,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1186.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,181.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,61360.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +360,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,6.0,22.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,153.0,141.0,aioprometheus,,,61303.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,61303.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1975,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +362,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-08-23 16:41:38.000,2023-08-18 15:41:20,2733.0,94.0,114,28.0,197.0,42.0,311.0,1170,,,,44.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +363,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1094,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,1191.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1191.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,3413.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3413.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,198,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,823.0,819.0,gsheetsdb,,,51251.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,51251.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-07-11 17:34:29.000,2023-05-01 19:51:54,163.0,,105,57.0,68.0,24.0,16.0,2016,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,1.0,,mara-pipelines,,,71.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,71.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1598,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,332.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,332.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,25.0,25.0,d6tflow,,,136.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,136.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,528.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,528.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,628,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,59.0,56.0,pugsql,,,6381.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6381.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1343,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,39.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,39.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,950,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +373,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,17,False,6.0,,validr,,,8086.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,8086.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,192034.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,192034.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,773,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1344.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1344.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,92.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,92.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,609,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,342.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,342.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,427,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,52.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,52.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-08-16 14:35:58.000,2023-08-04 12:50:39,116.0,4.0,6,13.0,137.0,6.0,3.0,268,2023-07-24 11:09:58.000,0.19.2,98.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,374.0,https://pypi.org/project/squirrel-core,2023-08-04 12:55:50.000,,374.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,713,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,188.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,188.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,,2022-06-09 16:16:22.000,2023-08-24 13:15:48.000,2023-08-23 14:31:09,751.0,212.0,16,2.0,587.0,6.0,9.0,229,2023-08-21 19:07:10.000,0.1.38,21.0,10.0,15,False,,,the-guide,,,96.0,https://pypi.org/project/the-guide,,,96.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,516.0,507.0,millify,,,34381.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,34381.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,10.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,10.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,33.0,28.0,cleverdict,,,910.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,910.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,3.0,3.0,pandapy,,,62.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,62.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,41.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,41.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,107.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,107.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +389,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,770,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 15bc144..5d32c0d 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,25 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- docker (πŸ₯ˆ42 Β· ⭐ 6.4K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 -- Kedro (πŸ₯ˆ37 Β· ⭐ 8.6K Β· πŸ“ˆ) - Kedro is a toolbox for production-ready data science. It uses.. Apache-2 -- dateparser (πŸ₯ˆ36 Β· ⭐ 2.3K Β· πŸ“ˆ) - python parser for human readable dates. BSD-3 -- jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python library for serializing any arbitrary object graph into.. BSD-3 -- openpyxl (πŸ₯‰26 Β· ⭐ 59 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.7K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- Dagster (πŸ₯‡41 Β· ⭐ 8.2K Β· πŸ“ˆ) - An orchestration platform for the development, production, and.. Apache-2 +- anyio (πŸ₯‡38 Β· ⭐ 1.4K Β· πŸ“ˆ) - High level asynchronous concurrency and networking framework that works.. MIT +- plumbum (πŸ₯‰35 Β· ⭐ 2.7K Β· πŸ“ˆ) - Plumbum: Shell Combinators. MIT +- immutables (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ“ˆ) - A high-performance immutable mapping type for Python. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.6K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- h5py (πŸ₯‡40 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- uvloop (πŸ₯‡37 Β· ⭐ 9.5K Β· πŸ“‰) - Ultra fast asyncio event loop. Apache-2 -- tzlocal (πŸ₯‰29 Β· ⭐ 170 Β· πŸ“‰) - A Python module that tries to figure out what your local timezone is. MIT -- pyinfra (πŸ₯‰27 Β· ⭐ 2.4K Β· πŸ“‰) - pyinfra automates infrastructure super fast at massive scale. It can.. MIT - -## βž• Added Projects - -_Projects that were recently added to this best-of list._ - -- Grai (πŸ₯‰16 Β· ⭐ 220 Β· βž•) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- docker-compose (πŸ₯ˆ42 Β· ⭐ 30K Β· πŸ“‰) - Define and run multi-container applications with Docker. Apache-2 +- paramiko (πŸ₯ˆ42 Β· ⭐ 8.5K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K Β· πŸ“‰) - MySQL client library for Python. MIT +- XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 +- colorama (πŸ₯ˆ35 Β· ⭐ 3.2K Β· πŸ“‰) - Simple cross-platform colored terminal text in Python. BSD-3 From 10bfbf24c7af0921e1908bd47c604f77170f1e4c Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 31 Aug 2023 13:35:27 +0000 Subject: [PATCH 27/70] Update best-of list for version 2023.08.31 --- README.md | 1091 ++++++++++++++++--------------- history/2023-08-31_changes.md | 20 + history/2023-08-31_projects.csv | 391 +++++++++++ latest-changes.md | 20 +- 4 files changed, 974 insertions(+), 548 deletions(-) create mode 100644 history/2023-08-31_changes.md create mode 100644 history/2023-08-31_projects.csv diff --git a/README.md b/README.md index 821844e..6513852 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 61K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.1K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 480K Β· πŸ“‹ 6K - 17% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 480K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 25.08.2023): ``` pip install protobuf ``` @@ -104,18 +104,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M npm install google-protobuf ```
-
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 250K Β· πŸ“¦ 69K Β· πŸ“‹ 2.3K - 7% open Β· ⏱️ 20.08.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 260K Β· πŸ“¦ 70K Β· πŸ“‹ 2.3K - 7% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 13M / month Β· πŸ“¦ 310 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 14M / month Β· πŸ“¦ 310 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -124,9 +124,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ41 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯‡41 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 94K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 95K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -142,7 +142,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
dill (πŸ₯ˆ37 Β· ⭐ 2K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 490 - 34% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 490 - 34% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/uqfoundation/dill @@ -158,16 +158,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
orjson (πŸ₯ˆ36 Β· ⭐ 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 55K Β· πŸ“‹ 340 - 1% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 56K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 13M / month Β· πŸ“¦ 1K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1K Β· ⏱️ 16.08.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 880K Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 890K Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge orjson ``` @@ -206,12 +206,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 86K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 87K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 30M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 31M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.6M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -238,12 +238,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 230 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 3% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 230 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 3% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 35M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 36M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): ``` pip install msgpack ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (πŸ₯‰30 Β· ⭐ 380) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 32K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 33K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.1M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): ``` pip install srsly ``` @@ -270,7 +270,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 43 Β· πŸ“¦ 4.3K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 19.08.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 43 Β· πŸ“¦ 4.4K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 19.08.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -291,11 +291,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 360K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 390K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 75K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 76K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 37K / month Β· πŸ“¦ 90 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 37K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 76K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 62K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -340,9 +340,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M _General-purpose data containers as well as utilities & extensions for pandas._ -
numpy (πŸ₯‡53 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡54 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 800K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 810K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/numpy/numpy @@ -351,23 +351,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 62M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 63M Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge numpy ```
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pandas (πŸ₯‡52 Β· ⭐ 39K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 71K Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 72K Β· ⏱️ 30.08.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 43M Β· ⏱️ 12.08.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 43M Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge pandas ``` @@ -388,46 +388,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ38 Β· ⭐ 20K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT +
polars (πŸ₯ˆ39 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 1.3M / month Β· πŸ“¦ 230 Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 1.6M / month Β· πŸ“¦ 240 Β· ⏱️ 30.08.2023): ``` pip install polars ```
xarray (πŸ₯ˆ38 Β· ⭐ 3.1K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 970 Β· πŸ“¦ 1 Β· πŸ“‹ 4K - 29% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 970 Β· πŸ“¦ 1 Β· πŸ“‹ 4K - 29% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.08.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.8M Β· ⏱️ 20.08.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.9M Β· ⏱️ 20.08.2023): ``` conda install -c conda-forge xarray ```
Modin (πŸ₯ˆ37 Β· ⭐ 8.9K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 20% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 20% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1M / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 990K / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 260K Β· ⏱️ 24.08.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 270K Β· ⏱️ 24.08.2023): ``` conda install -c conda-forge modin-core ``` @@ -439,23 +439,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 660K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 650K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.3M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.4M Β· ⏱️ 27.06.2023): ``` conda install -c conda-forge pytables ```
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docarray (πŸ₯ˆ34 Β· ⭐ 2.4K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 +
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 2K Β· πŸ“‹ 600 - 9% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 2.3K Β· πŸ“‹ 600 - 10% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 110K / month Β· πŸ“¦ 13 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 95K / month Β· πŸ“¦ 13 Β· ⏱️ 30.08.2023): ``` pip install docarray ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 360 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 370 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7.1M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.08.2023): ``` pip install numexpr ``` @@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 500K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 510K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -498,12 +498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.6K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.6K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 300K / month Β· πŸ“¦ 390 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 300K / month Β· πŸ“¦ 400 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 540K / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 530K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -546,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯‰32 Β· ⭐ 2.5K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 640 - 36% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 640 - 36% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 970K / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1M / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): ``` pip install pandera ``` @@ -567,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 49K / month Β· πŸ“¦ 30 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 51K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -576,26 +576,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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datasketch (πŸ₯‰30 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
datasketch (πŸ₯‰31 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 870 Β· πŸ“‹ 160 - 27% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 870 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 63 Β· ⏱️ 19.02.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 63 Β· ⏱️ 30.08.2023): ``` pip install datasketch ```
swifter (πŸ₯‰29 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 340K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -611,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 81K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 88K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -620,41 +620,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 580 - 6% open Β· ⏱️ 30.08.2023): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 350K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.7K / month Β· πŸ“¦ 2 Β· ⏱️ 30.08.2023): ``` - pip install pandarallel + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 290K Β· ⏱️ 30.08.2023): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge static-frame ```
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StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 580 - 6% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 360K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` - pip install static-frame + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 290K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 29K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge pandarallel ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/polyaxon/datatile @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 23K / month Β· πŸ“¦ 96 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 23K / month Β· πŸ“¦ 97 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,11 +683,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 180 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 87 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 61K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fletcher ``` @@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 530 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 580 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 33M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 34M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -753,7 +753,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ32 Β· ⭐ 350) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.4K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/aio-libs/multidict @@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 780K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 770K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -799,14 +799,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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python-benedict (πŸ₯ˆ30 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯‰29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT - [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 660K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 610K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): ``` pip install python-benedict ``` @@ -817,23 +817,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (πŸ₯‰29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.4K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.5K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.3M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.2M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 390K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ordered-set ```
glom (πŸ₯‰28 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.1K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/mahmoud/glom @@ -847,14 +847,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge glom ```
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immutables (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ“ˆ) - A high-performance immutable mapping type for Python. Apache-2 +
immutables (πŸ₯‰28 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 - [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.8M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 2.5M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -863,41 +863,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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munch (πŸ₯‰28 Β· ⭐ 700) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 81 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.6K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` - git clone https://github.com/Infinidat/munch + git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 260K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` - pip install munch + pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.6M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 84K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge munch + conda install -c conda-forge sqlitedict ```
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sqlitedict (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 +
munch (πŸ₯‰28 Β· ⭐ 700) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.6K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 81 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` - git clone https://github.com/RaRe-Technologies/sqlitedict + git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 260K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): ``` - pip install sqlitedict + pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 83K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.6M Β· ⏱️ 02.07.2023): ``` - conda install -c conda-forge sqlitedict + conda install -c conda-forge munch ```
janus (πŸ₯‰26 Β· ⭐ 730) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/aio-libs/janus @@ -913,12 +913,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-box (πŸ₯‰25 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 10% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.8M / month Β· πŸ“¦ 340 Β· ⏱️ 22.02.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.8M / month Β· πŸ“¦ 340 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -940,32 +940,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 15K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“¦ 240K Β· πŸ“‹ 3K - 11% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“¦ 250K Β· πŸ“‹ 3K - 10% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 93M / month Β· πŸ“¦ 7.9K Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 96M / month Β· πŸ“¦ 8K Β· ⏱️ 23.08.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.8M Β· ⏱️ 23.08.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.9M Β· ⏱️ 23.08.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 58 Β· πŸ“¦ 430K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 60 Β· πŸ“¦ 440K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 99M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 22M Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 23M Β· ⏱️ 11.08.2023): ``` conda install -c conda-forge jsonschema ``` @@ -977,7 +977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -988,16 +988,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 820) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 140 Β· πŸ“¦ 80K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 140 Β· πŸ“¦ 81K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.7K Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 11.08.2023): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 470K Β· ⏱️ 13.08.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 480K Β· ⏱️ 13.08.2023): ``` conda install -c conda-forge validators ``` @@ -1020,12 +1020,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯ˆ32 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.8K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.9K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 140 Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 390K / month Β· πŸ“¦ 150 Β· ⏱️ 25.07.2023): ``` pip install param ``` @@ -1041,7 +1041,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 590K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 610K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1052,12 +1052,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 700) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 30 Β· πŸ“¦ 180 Β· πŸ“‹ 27 - 55% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 30 Β· πŸ“¦ 190 Β· πŸ“‹ 27 - 55% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 38K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 36K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` @@ -1068,7 +1068,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
valideer (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 68 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 69 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` git clone https://github.com/podio/valideer @@ -1089,7 +1089,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 4.2K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 3.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1103,7 +1103,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 - python-email-validator (πŸ₯‰26 Β· ⭐ 840) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 -- validr (πŸ₯‰17 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT +- validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1121,7 +1121,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 520K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1137,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 9.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 9.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1158,7 +1158,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯‡39 Β· ⭐ 2.1K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“₯ 35K Β· πŸ“¦ 1.1M Β· πŸ“‹ 740 - 46% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“₯ 35K Β· πŸ“¦ 1.2M Β· πŸ“‹ 740 - 46% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/dateutil/dateutil @@ -1174,7 +1174,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 65K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 66K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow @@ -1183,14 +1183,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arrow ```
pendulum (πŸ₯ˆ35 Β· ⭐ 5.6K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 340 Β· πŸ“₯ 160 Β· πŸ“¦ 22K Β· πŸ“‹ 530 - 45% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 340 Β· πŸ“₯ 170 Β· πŸ“¦ 22K Β· πŸ“‹ 530 - 45% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1220,39 +1220,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
-
holidays (πŸ₯‰34 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT +
pytz (πŸ₯‰34 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 21% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 73 Β· πŸ“¦ 1.6M Β· πŸ“‹ 76 - 40% open Β· ⏱️ 21.08.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.7M / month Β· πŸ“¦ 440 Β· ⏱️ 21.08.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 29.03.2023): ``` - pip install holidays + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.5M Β· ⏱️ 22.08.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 44M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pytz ```
-
pytz (πŸ₯‰34 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT +
holidays (πŸ₯‰33 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 73 Β· πŸ“¦ 1.6M Β· πŸ“‹ 76 - 40% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 21% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 29.03.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.7M / month Β· πŸ“¦ 440 Β· ⏱️ 21.08.2023): ``` - pip install pytz + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 44M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.5M Β· ⏱️ 22.08.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge holidays ```
-
tzlocal (πŸ₯‰29 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰30 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT - [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 80 - 3% open Β· ⏱️ 31.05.2023): @@ -1279,9 +1279,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡38 Β· ⭐ 630) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 640) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 59K Β· πŸ“‹ 580 - 35% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 60K Β· πŸ“‹ 580 - 34% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1297,7 +1297,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯ˆ36 Β· ⭐ 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 100K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 110K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1313,32 +1313,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 140 Β· πŸ“¦ 100K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 140 Β· πŸ“¦ 110K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 12M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 14M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 570) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 87 Β· πŸ“¦ 300K Β· πŸ“‹ 97 - 12% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 88 Β· πŸ“¦ 310K Β· πŸ“‹ 99 - 10% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 87M / month Β· πŸ“¦ 2.7K Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 89M / month Β· πŸ“¦ 2.7K Β· ⏱️ 28.08.2023): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 14M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 15M Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge filelock ``` @@ -1375,7 +1375,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fs ```
-
path (πŸ₯‰30 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT - [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 06.08.2023): @@ -1391,11 +1391,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge path ```
-
Show 3 hidden projects... +
scandir (πŸ₯‰29 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 + +- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): + + ``` + git clone https://github.com/benhoyt/scandir + ``` +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): + ``` + pip install scandir + ``` +- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge scandir + ``` +
+
Show 2 hidden projects... - zipp (πŸ₯‰32 Β· ⭐ 40) - Backport of pathlib-compatible object wrapper for zip files. MIT -- scandir (πŸ₯‰30 Β· ⭐ 520 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 -- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT +- Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1455,7 +1470,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT - dataclasses (πŸ₯‰28 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 -- pathlib2 (πŸ₯‰28 Β· ⭐ 73) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰28 Β· ⭐ 74) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰26 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1464,9 +1479,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡47 Β· ⭐ 5.7K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡47 Β· ⭐ 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.6K Β· πŸ“¦ 530K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 530K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/pyca/cryptography @@ -1480,14 +1495,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 68 Β· πŸ“¦ 75K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 78 Β· πŸ“¦ 76K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 27.08.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): ``` pip install pycryptodomex ``` @@ -1496,30 +1511,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pycryptodomex ```
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tink (πŸ₯ˆ36 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
tink (πŸ₯ˆ38 Β· ⭐ 13K Β· πŸ“ˆ) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 48 Β· πŸ“‹ 490 - 10% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 900 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 110K / month Β· πŸ“¦ 3 Β· ⏱️ 10.08.2021): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 98K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 200 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 190 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 490 - 10% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 490 - 11% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 29M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 31M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` @@ -1535,7 +1550,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 51M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 50M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1546,7 +1561,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1555,14 +1570,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bcrypt ```
rsa (πŸ₯‰31 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 320K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 330K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1584,7 +1599,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/ansible/ansible @@ -1593,51 +1608,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 940K Β· ⏱️ 15.08.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 950K Β· ⏱️ 15.08.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 120M / month Β· πŸ“¦ 3K Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3K Β· ⏱️ 30.08.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 24.08.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 260K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 260K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 320M / month Β· πŸ“¦ 8.5K Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 340M / month Β· πŸ“¦ 8.5K Β· ⏱️ 30.08.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 23.08.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge botocore ```
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docker-compose (πŸ₯ˆ42 Β· ⭐ 30K Β· πŸ“‰) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ42 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1646,9 +1661,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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paramiko (πŸ₯ˆ42 Β· ⭐ 8.5K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
paramiko (πŸ₯ˆ42 Β· ⭐ 8.5K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 82K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 83K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/paramiko/paramiko @@ -1657,7 +1672,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.6M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.7M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge paramiko ``` @@ -1673,23 +1688,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.6M Β· ⏱️ 08.07.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.7M Β· ⏱️ 08.07.2023): ``` conda install -c conda-forge docker-py ```
pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 940 Β· πŸ“₯ 620K Β· πŸ“¦ 2.8K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 690K Β· πŸ“¦ 2.9K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 910K / month Β· πŸ“¦ 130 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 910K / month Β· πŸ“¦ 130 Β· ⏱️ 25.08.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 630 Β· ⏱️ 11.08.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 630 Β· ⏱️ 25.08.2023): ``` npm install @pulumi/pulumi ``` @@ -1705,14 +1720,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 440K Β· ⏱️ 19.06.2023): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 450K Β· ⏱️ 19.06.2023): ``` conda install -c conda-forge kubernetes ```
netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1724,16 +1739,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 10 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 11 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.1M / month Β· πŸ“¦ 110 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.1M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 69K Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 69K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ``` @@ -1749,12 +1764,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 39K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 40K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge schedule ```
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plumbum (πŸ₯‰35 Β· ⭐ 2.7K Β· πŸ“ˆ) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT - [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.7K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.08.2023): @@ -1777,7 +1792,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6M / month Β· πŸ“¦ 310 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.9M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1786,14 +1801,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰27 Β· ⭐ 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT +
pyinfra (πŸ₯‰28 Β· ⭐ 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 310 Β· πŸ“¦ 83 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 19.07.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 310 Β· πŸ“¦ 83 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 27.08.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 28K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 30K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ``` @@ -1805,7 +1820,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.7K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.8K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): ``` pip install pypyr ``` @@ -1820,7 +1835,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰15 Β· ⭐ 230) - Platform to programmatically manage, test, and debug data.. ❗Unlicensed +- Grai (πŸ₯‰16 Β· ⭐ 230) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1851,7 +1866,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1862,12 +1877,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯‰35 Β· ⭐ 7.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.6K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.4M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1886,30 +1901,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
anyio (πŸ₯‡38 Β· ⭐ 1.4K Β· πŸ“ˆ) - High level asynchronous concurrency and networking framework that works.. MIT +
anyio (πŸ₯‡38 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 110 Β· πŸ“¦ 160K Β· πŸ“‹ 320 - 18% open Β· ⏱️ 19.08.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 160K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 41M / month Β· πŸ“¦ 480 Β· ⏱️ 26.07.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 41M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9M Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9.2M Β· ⏱️ 06.07.2023): ``` conda install -c conda-forge anyio ```
uvloop (πŸ₯ˆ37 Β· ⭐ 9.5K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 92K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 93K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` @@ -1920,7 +1935,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 280K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 280K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 21.06.2023): ``` git clone https://github.com/python-greenlet/greenlet @@ -1936,7 +1951,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰25 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 38 Β· πŸ“¦ 1.9K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 39 Β· πŸ“¦ 2.3K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/tiangolo/asyncer @@ -1945,12 +1960,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 4.9K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ```
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aiomisc (πŸ₯‰24 Β· ⭐ 330) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰24 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT - [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 330 Β· πŸ“‹ 22 - 36% open Β· ⏱️ 24.07.2023): @@ -1984,14 +1999,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 22M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 23M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge traitlets ```
python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.3K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 530K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 540K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv @@ -2007,16 +2022,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 7K Β· πŸ“‹ 460 - 22% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 290 Β· πŸ“¦ 7.1K Β· πŸ“‹ 460 - 22% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 260 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 260 Β· ⏱️ 26.08.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 56K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 56K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge dynaconf ``` @@ -2028,11 +2043,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 68K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 69K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ``` @@ -2044,7 +2059,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.3M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.4M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2060,7 +2075,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 580K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 520K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2069,9 +2084,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge gin-config ```
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hydra (πŸ₯‰28 Β· ⭐ 7.4K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰28 Β· ⭐ 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 10 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 11 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/facebookresearch/hydra @@ -2080,14 +2095,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 190 Β· πŸ“¦ 29K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 200 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2103,12 +2118,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 840 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 850 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 120K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): ``` pip install everett ``` @@ -2125,7 +2140,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 75 Β· πŸ“¦ 1.3M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 20.08.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 78 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/pallets/click @@ -2139,7 +2154,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡44 Β· ⭐ 44K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡44 Β· ⭐ 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT - [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 01.08.2023): @@ -2150,7 +2165,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.7M Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.8M Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge rich ``` @@ -2182,14 +2197,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 710K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 720K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 10 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 11 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/typer @@ -2203,7 +2218,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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colorama (πŸ₯ˆ35 Β· ⭐ 3.2K Β· πŸ“‰) - Simple cross-platform colored terminal text in Python. BSD-3 +
colorama (πŸ₯ˆ35 Β· ⭐ 3.2K) - Simple cross-platform colored terminal text in Python. BSD-3 - [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 730K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): @@ -2219,9 +2234,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge colorama ```
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argcomplete (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python and tab completion, better together. Apache-2 +
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2242,7 +2257,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 61K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 64K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2253,7 +2268,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰32 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 100 - 35% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/sdispater/cleo @@ -2262,14 +2277,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ```
wcwidth (πŸ₯‰32 Β· ⭐ 340 Β· πŸ’€) - Python library that measures the width of unicode strings rendered to.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 430K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 15.01.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 440K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 15.01.2023): ``` git clone https://github.com/jquast/wcwidth @@ -2285,7 +2300,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰31 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 70 Β· πŸ“¦ 9.6K Β· πŸ“‹ 120 - 25% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 70 Β· πŸ“¦ 9.7K Β· πŸ“‹ 120 - 25% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tmbo/questionary @@ -2294,7 +2309,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 49K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 51K Β· ⏱️ 10.08.2023): ``` conda install -c conda-forge questionary ``` @@ -2306,23 +2321,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 680K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 690K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰23 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰22 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT - [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 170 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 50K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 52K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2334,7 +2349,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.2K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2353,7 +2368,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 770) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 780) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2361,14 +2376,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡31 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡32 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 27.05.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 95M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 96M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` @@ -2379,7 +2394,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 900) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2428,7 +2443,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 20K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 22K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2447,7 +2462,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 32K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 33K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/kivy/kivy @@ -2463,12 +2478,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.4K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.5K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 320K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 330K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2479,40 +2494,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ34 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 580 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 580 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 29K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 28K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 5.8K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 5.9K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 62K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 61K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 740 - 18% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 750 - 18% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.9K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.1K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 24 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 27 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2520,7 +2535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- Phoenix (πŸ₯‰29 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- Phoenix (πŸ₯‰28 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - flexx (πŸ₯‰27 Β· ⭐ 3.1K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 - enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed
@@ -2566,16 +2581,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 59K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 60K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 58K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 59K Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge emoji ``` @@ -2587,7 +2602,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 55M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 56M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2595,7 +2610,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 56 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 150 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2623,7 +2638,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 11M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` pip install python-slugify ``` @@ -2632,7 +2647,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰27 Β· ⭐ 820 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
pyahocorasick (πŸ₯‰27 Β· ⭐ 830 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.1K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): @@ -2655,7 +2670,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 380K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 390K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2671,7 +2686,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 66K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 79K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2698,30 +2713,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡46 Β· ⭐ 8.3K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡47 Β· ⭐ 8.3K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 350K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 350K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 760M / month Β· πŸ“¦ 18K Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 760M / month Β· πŸ“¦ 18K Β· ⏱️ 30.08.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 23.08.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.7K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.7K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 620K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 620K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 93M / month Β· πŸ“¦ 47K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 92M / month Β· πŸ“¦ 47K Β· ⏱️ 15.08.2023): ``` pip install SQLAlchemy ``` @@ -2732,12 +2747,12 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 12% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 28M / month Β· πŸ“¦ 27K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 29M / month Β· πŸ“¦ 28K Β· ⏱️ 15.08.2023): ``` pip install redis ``` @@ -2748,7 +2763,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2764,12 +2779,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.5K - 12% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 40M / month Β· πŸ“¦ 670 Β· ⏱️ 08.08.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 41M / month Β· πŸ“¦ 670 Β· ⏱️ 08.08.2023): ``` pip install azure-storage-blob ``` @@ -2780,7 +2795,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 19.08.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/coleifer/peewee @@ -2796,7 +2811,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 40K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 40K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2810,14 +2825,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge elasticsearch ```
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PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K Β· πŸ“‰) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K) - MySQL client library for Python. MIT - [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 56M / month Β· πŸ“¦ 340 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 58M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2833,7 +2848,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2844,7 +2859,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 29.08.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2865,7 +2880,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 950K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 870K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2876,7 +2891,7 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ38 Β· ⭐ 2.1K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 190 Β· πŸ“¦ 180K Β· πŸ“‹ 990 - 10% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 990 - 10% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/sqlalchemy/alembic @@ -2892,12 +2907,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 980 - 3% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 980 - 3% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 56 Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 57 Β· ⏱️ 01.08.2023): ``` pip install awswrangler ``` @@ -2908,7 +2923,7 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ37 Β· ⭐ 640) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 21K Β· πŸ“‹ 600 - 13% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2924,7 +2939,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 6.9K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -2938,14 +2953,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
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Ibis (πŸ₯ˆ36 Β· ⭐ 3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
Ibis (πŸ₯ˆ36 Β· ⭐ 3.1K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 440 Β· πŸ“₯ 94 Β· πŸ“¦ 570 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 440 Β· πŸ“₯ 94 Β· πŸ“¦ 580 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 27.08.2023): ``` pip install ibis-framework ``` @@ -2956,12 +2971,12 @@ _Libraries for connecting to, operating, and querying databases._
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 420 Β· πŸ“₯ 5.3K Β· πŸ“¦ 130K Β· πŸ“‹ 320 - 2% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.2M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` @@ -2970,20 +2985,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mysqlclient ```
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SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 24K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 810 Β· πŸ“₯ 200 Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 28.08.2023): ``` - git clone https://github.com/kvesteri/sqlalchemy-utils + git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.7M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 980 Β· ⏱️ 29.08.2023): ``` - pip install sqlalchemy-utils + pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.9K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge sqlalchemy-utils + conda install -c anaconda elasticsearch-dsl ```
libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 @@ -2993,46 +3008,46 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 150K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 160K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ“‰) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.1K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 24K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): ``` - git clone https://github.com/tortoise/tortoise-orm + git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 90K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): ``` - pip install tortoise-orm + pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 15K Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge tortoise-orm + conda install -c conda-forge sqlalchemy-utils ```
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Elasticsearch DSL (πŸ₯ˆ34 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 +
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.2K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 30.08.2023): ``` - git clone https://github.com/elastic/elasticsearch-dsl-py + git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 980 Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 92K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` - pip install elasticsearch-dsl + pip install tortoise-orm ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.9K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 15K Β· ⏱️ 11.08.2023): ``` - conda install -c anaconda elasticsearch-dsl + conda install -c conda-forge tortoise-orm ```
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 490 - 18% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 08.08.2023): ``` git clone https://github.com/prometheus/client_python @@ -3048,87 +3063,87 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 200 Β· πŸ“¦ 68K Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 68K Β· ⏱️ 31.08.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.08.2023): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 60K Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 60K Β· ⏱️ 25.08.2023): ``` conda install -c conda-forge motor ```
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Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 520 Β· πŸ“¦ 5.4K Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 230K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 15.08.2023): ``` - git clone https://github.com/datastax/python-driver + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): ``` - pip install cassandra-driver + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 16.08.2023): ``` - conda install -c conda-forge cassandra-driver + conda install -c conda-forge s3transfer ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 720) - S3 Filesystem. BSD-3 +
sqlmodel (πŸ₯‰33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 28% open Β· ⏱️ 14.08.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 7.1K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/fsspec/s3fs + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 660 Β· ⏱️ 09.06.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 520K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` - pip install s3fs + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.1M Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 17K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge s3fs + conda install -c conda-forge sqlmodel ```
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s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 +
Databases (πŸ₯‰33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 230K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 30.08.2023): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 340K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` - pip install s3transfer + pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 16M Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge databases ```
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sqlmodel (πŸ₯‰33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 6.9K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“¦ 5.4K Β· ⏱️ 28.08.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 520K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` - pip install sqlmodel + pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 17K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge cassandra-driver ```
neo4j-driver (πŸ₯‰33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 6.2K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 6.6K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3142,9 +3157,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
+
s3fs (πŸ₯‰33 Β· ⭐ 720) - S3 Filesystem. BSD-3 + +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 15K Β· πŸ“‹ 400 - 28% open Β· ⏱️ 25.08.2023): + + ``` + git clone https://github.com/fsspec/s3fs + ``` +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 660 Β· ⏱️ 09.06.2023): + ``` + pip install s3fs + ``` +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.1M Β· ⏱️ 09.06.2023): + ``` + conda install -c conda-forge s3fs + ``` +
minio (πŸ₯‰33 Β· ⭐ 670) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 5.1K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 5.2K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/minio/minio-py @@ -3160,12 +3191,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.7K Β· πŸ“‹ 320 - 16% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.7K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.4M / month Β· πŸ“¦ 320 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.3M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3174,22 +3205,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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Databases (πŸ₯‰32 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 - -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 41% open Β· ⏱️ 02.08.2023): - - ``` - git clone https://github.com/encode/databases - ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 330K / month Β· πŸ“¦ 120 Β· ⏱️ 18.12.2022): - ``` - pip install databases - ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge databases - ``` -
Pony (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 - [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 66 Β· πŸ“¦ 3.6K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): @@ -3213,7 +3228,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 99K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 110K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3222,14 +3237,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge dataset ```
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PynamoDB (πŸ₯‰31 Β· ⭐ 2.2K) - A pythonic interface to Amazons DynamoDB. MIT +
PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT - [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.4M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` pip install pynamodb ``` @@ -3240,12 +3255,12 @@ _Libraries for connecting to, operating, and querying databases._
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.4K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.5K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3261,23 +3276,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.5M / month Β· πŸ“¦ 93 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 93 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.5K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.6K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.5M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 450K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 460K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cx_oracle ``` @@ -3305,7 +3320,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/py2neo-org/py2neo ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 210K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 200K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): ``` pip install py2neo ``` @@ -3316,7 +3331,7 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3332,24 +3347,24 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 59 Β· πŸ“¦ 1.6K Β· πŸ“‹ 340 - 50% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 43K / month Β· πŸ“¦ 5 Β· ⏱️ 21.05.2022): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 47K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): ``` pip install prisma ```
piccolos (πŸ₯‰28 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 31% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 31% open Β· ⏱️ 25.08.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 12K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): ``` pip install piccolo ``` @@ -3361,7 +3376,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 26K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` @@ -3370,14 +3385,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge umongo ```
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filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT +
filedepot (πŸ₯‰23 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 860 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 870 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 26K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 25K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ``` @@ -3396,12 +3411,12 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰20 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 28 - 21% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 61K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 62K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ``` @@ -3417,8 +3432,8 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 -- pyodbc (πŸ₯‰31 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 55) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 @@ -3444,28 +3459,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 23K Β· πŸ“‹ 2.4K - 23% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 24K Β· πŸ“‹ 2.5K - 24% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 4.5M / month Β· πŸ“¦ 600 Β· ⏱️ 08.08.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5M / month Β· πŸ“¦ 620 Β· ⏱️ 08.08.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 410K Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 420K Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 160K Β· πŸ“‹ 660 - 2% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 170K Β· πŸ“‹ 660 - 2% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.6M / month Β· πŸ“¦ 3.1K Β· ⏱️ 23.08.2023): ``` pip install Faker ``` @@ -3476,16 +3491,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯‡36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 100K / month Β· πŸ“¦ 640 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 110K / month Β· πŸ“¦ 640 Β· ⏱️ 26.08.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 650K Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 650K Β· ⏱️ 27.08.2023): ``` conda install -c conda-forge xlwings ``` @@ -3508,7 +3523,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 70K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 71K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 02.08.2023): ``` git clone https://github.com/jazzband/tablib @@ -3517,14 +3532,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 90K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 91K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tablib ```
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python-magic (πŸ₯ˆ33 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT +
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 270 Β· πŸ“¦ 46K Β· πŸ“‹ 200 - 19% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 280 Β· πŸ“¦ 46K Β· πŸ“‹ 220 - 17% open Β· ⏱️ 25.08.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3538,7 +3553,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ32 Β· ⭐ 5.5K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
csvkit (πŸ₯ˆ32 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT - [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 20.07.2023): @@ -3549,7 +3564,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 96K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge csvkit ``` @@ -3561,7 +3576,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.8M / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3609,7 +3624,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 540K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 560K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3620,12 +3635,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ30 Β· ⭐ 920) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.4K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 24.08.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 29K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 34K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` @@ -3634,14 +3649,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge intake ```
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img2dataset (πŸ₯‰27 Β· ⭐ 2.5K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 2.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 66 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 20.08.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 66 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 17K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ``` @@ -3653,19 +3668,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.1K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.7K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ```
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rows (πŸ₯‰21 Β· ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰21 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 - [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 870 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 770 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ``` @@ -3677,31 +3692,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 920 / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
Upgini (πŸ₯‰20 Β· ⭐ 240) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 1 Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 1 Β· ⏱️ 30.08.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.8K / month Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.9K / month Β· ⏱️ 30.08.2023): ``` pip install upgini ```
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 9 - 66% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 11 - 72% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 370 / month Β· ⏱️ 04.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 450 / month Β· ⏱️ 28.08.2023): ``` pip install squirrel-core ``` @@ -3721,8 +3736,8 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- borb (πŸ₯‰20 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 770 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3735,12 +3750,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 520K Β· πŸ“¦ 7.8K Β· πŸ“‹ 8K - 10% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 530K Β· πŸ“¦ 7.8K Β· πŸ“‹ 8K - 10% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 10M / month Β· πŸ“¦ 280 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9.8M / month Β· πŸ“¦ 290 Β· ⏱️ 18.08.2023): ``` pip install apache-airflow ``` @@ -3755,7 +3770,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/celery/celery @@ -3771,44 +3786,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡42 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.6K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 24.08.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 500K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 510K Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡41 Β· ⭐ 8.2K Β· πŸ“ˆ) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 8.3K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.4K Β· πŸ“‹ 6.1K - 31% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 31% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 600K / month Β· πŸ“¦ 120 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 25.08.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 990K Β· ⏱️ 20.08.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 990K Β· ⏱️ 25.08.2023): ``` conda install -c conda-forge dagster ```
Beam (πŸ₯‡41 Β· ⭐ 7.1K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.5K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 69% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 69% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): ``` pip install apache-beam ``` @@ -3824,7 +3839,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 970K / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` @@ -3835,28 +3850,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.7K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 9% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 36 Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 39 Β· ⏱️ 24.08.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 700K Β· ⏱️ 21.08.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 710K Β· ⏱️ 25.08.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ39 Β· ⭐ 3.4K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 320K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 330K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 35M / month Β· πŸ“¦ 6.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 36M / month Β· πŸ“¦ 6.2K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3867,12 +3882,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (πŸ₯ˆ38 Β· ⭐ 7.4K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.4K Β· πŸ“¦ 3.2K Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.5K Β· πŸ“¦ 3.2K Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3888,7 +3903,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 620K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 600K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` @@ -3899,24 +3914,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 8.6K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.8K Β· πŸ“‹ 1.5K - 23% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 23% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 340K / month Β· πŸ“¦ 64 Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 330K / month Β· πŸ“¦ 64 Β· ⏱️ 01.08.2023): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ33 Β· ⭐ 6.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ33 Β· ⭐ 6.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 510 Β· πŸ“¦ 1.7K Β· πŸ“‹ 430 - 11% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2K Β· πŸ“‹ 430 - 10% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.6K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3928,11 +3943,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 830K / month Β· πŸ“¦ 84 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 800K / month Β· πŸ“¦ 84 Β· ⏱️ 22.08.2023): ``` pip install petl ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 200K Β· ⏱️ 22.08.2023): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 210K Β· ⏱️ 22.08.2023): ``` conda install -c conda-forge petl ``` @@ -3944,7 +3959,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 80K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 77K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): ``` pip install huey ``` @@ -3953,42 +3968,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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zenml (πŸ₯ˆ30 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ31 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 150 Β· πŸ“‹ 220 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 150 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.1K / month Β· πŸ“¦ 2 Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.3K / month Β· πŸ“¦ 2 Β· ⏱️ 29.08.2023): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 160 Β· πŸ“‹ 380 - 4% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 170 Β· πŸ“‹ 380 - 5% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 30.08.2023): ``` pip install whylogs ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 220K / month Β· πŸ“¦ 24 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 73K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 74K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge mleap ``` @@ -4000,35 +4015,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 24K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 21K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
ploomber (πŸ₯‰29 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 88 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 89 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.2K / month Β· πŸ“¦ 6 Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 73K Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 73K Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge ploomber ```
PyFunctional (πŸ₯‰28 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 120 Β· πŸ“¦ 650 Β· πŸ“‹ 130 - 8% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 660 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 340K / month Β· πŸ“¦ 19 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 340K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4040,23 +4055,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 70K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 73K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.4K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.5K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ```
Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 220 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.2K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.1K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4068,7 +4083,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 47K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 43K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4084,12 +4099,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.2K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.9K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ```
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dbnd (πŸ₯‰23 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
dbnd (πŸ₯‰24 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 28.05.2023): @@ -4108,7 +4123,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 870 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 580 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4120,7 +4135,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 6.8K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 6.9K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4152,7 +4167,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 71 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 69 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4164,7 +4179,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 140 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 86 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4176,19 +4191,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 190K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 180K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ```
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datajob (πŸ₯‰13 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +
datajob (πŸ₯‰12 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 41 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 9 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4213,9 +4228,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡39 Β· ⭐ 2.2K Β· πŸ’€) - Canonical source repository for PyYAML. MIT +
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 910K Β· πŸ“‹ 560 - 46% open Β· ⏱️ 13.09.2022): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 920K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4224,12 +4239,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 37M Β· ⏱️ 22.08.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 38M Β· ⏱️ 22.08.2023): ``` conda install -c conda-forge pyyaml ```
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XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‰35 Β· ⭐ 3.3K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 - [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 65K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 15.06.2023): @@ -4274,7 +4289,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 790 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 800 Β· ⏱️ 07.07.2023): ``` pip install deepdiff ``` @@ -4290,7 +4305,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 21M / month Β· πŸ“¦ 310 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 22M / month Β· πŸ“¦ 310 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4301,7 +4316,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 49) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 50) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4312,7 +4327,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 800K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 20.08.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 810K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 20.08.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4360,7 +4375,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ33 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.1K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons @@ -4369,19 +4384,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 5.1K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 5.2K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 30M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 32M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4392,12 +4407,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.3K Β· πŸ“‹ 520 - 32% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.3K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 990K / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): ``` pip install dependency-injector ``` @@ -4408,16 +4423,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 390 Β· πŸ“‹ 410 - 16% open Β· ⏱️ 27.07.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 390 Β· πŸ“‹ 410 - 15% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 100K / month Β· πŸ“¦ 57 Β· ⏱️ 13.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 110K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.6K Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.7K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4440,12 +4455,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰30 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.4K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.5K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 610 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 610 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4461,7 +4476,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 22K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 25K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` @@ -4486,12 +4501,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 55K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 27K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 72K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 75K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4506,7 +4521,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.7K Β· πŸ“₯ 65K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.7K Β· πŸ“₯ 65K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/micropython/micropython @@ -4516,7 +4531,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install micropython-_markupbase ```
-
pyston (πŸ₯‰22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 +
pyston (πŸ₯ˆ22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 - [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 20K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): @@ -4526,7 +4541,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- grumpy (πŸ₯ˆ22 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 950 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4543,7 +4558,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 63M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 66M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` @@ -4559,11 +4574,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.6K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 03.08.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 810K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 820K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cookiecutter ``` @@ -4584,7 +4599,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
-
pycparser (πŸ₯ˆ36 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 +
pycparser (πŸ₯ˆ35 Β· ⭐ 3K Β· πŸ“‰) - Complete C99 parser in pure Python. BSD-3 - [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 640K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): @@ -4611,14 +4626,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install wrapt ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge wrapt ```
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 28K Β· πŸ“‹ 410 - 34% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 28K Β· πŸ“‹ 420 - 34% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j @@ -4627,30 +4642,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
pluggy (πŸ₯ˆ34 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 160 - 24% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 78M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 79M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 22M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 22M Β· ⏱️ 26.08.2023): ``` conda install -c conda-forge pluggy ```
decorator (πŸ₯ˆ34 Β· ⭐ 770) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 460K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 470K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator @@ -4671,7 +4686,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 98K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 95K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` @@ -4698,12 +4713,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 130 Β· πŸ“¦ 510 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 130 Β· πŸ“¦ 520 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 88K / month Β· πŸ“¦ 31 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 93K / month Β· πŸ“¦ 33 Β· ⏱️ 28.08.2023): ``` pip install copier ``` @@ -4715,11 +4730,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 550K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 570K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 54K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 55K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4731,11 +4746,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 250K / month Β· πŸ“¦ 59 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 250K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` -- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 170K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 180K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge pyscaffold ``` @@ -4747,7 +4762,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 11M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4770,7 +4785,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-mss (πŸ₯‰27 Β· ⭐ 870) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 27% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss @@ -4802,12 +4817,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.6K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.7K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 440K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 450K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` diff --git a/history/2023-08-31_changes.md b/history/2023-08-31_changes.md new file mode 100644 index 0000000..3054fce --- /dev/null +++ b/history/2023-08-31_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- numpy (πŸ₯‡54 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +- boto3 (πŸ₯‡47 Β· ⭐ 8.3K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +- polars (πŸ₯ˆ39 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +- tink (πŸ₯ˆ38 Β· ⭐ 13K Β· πŸ“ˆ) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.7K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- flatbuffers (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +- XlsxWriter (πŸ₯‰35 Β· ⭐ 3.3K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 +- pycparser (πŸ₯ˆ35 Β· ⭐ 3K Β· πŸ“‰) - Complete C99 parser in pure Python. BSD-3 +- SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ“‰) - Various utility functions and datatypes for SQLAlchemy. BSD-3 + diff --git a/history/2023-08-31_projects.csv b/history/2023-08-31_projects.csv new file mode 100644 index 0000000..a09fcd0 --- /dev/null +++ b/history/2023-08-31_projects.csv @@ -0,0 +1,391 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,trending,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-28 09:02:12.000,2023-08-28 09:02:12,413.0,28.0,2050,375.0,217.0,16.0,33.0,14253,2023-08-24 15:01:06.000,2023.08.24,100.0,42.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-08-24 16:49:11.000,2023-08-24 16:49:10,261.0,24.0,148,51.0,156.0,1.0,2.0,1996,2023-08-24 16:49:17.000,2023.08.24,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-08-24 14:26:09.000,2023-08-24 14:26:08,259.0,24.0,40,24.0,154.0,3.0,5.0,776,2023-08-24 14:26:16.000,2023.08.24,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-08-24 16:49:11.000,2023-08-24 16:49:10,261.0,24.0,148,51.0,156.0,1.0,2.0,1996,2023-08-24 16:49:17.000,2023.08.24,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-28 09:02:12.000,2023-08-28 09:02:12,413.0,28.0,2050,375.0,217.0,16.0,33.0,14253,2023-08-24 15:01:06.000,2023.08.24,100.0,42.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1655.0,322.0,13.0,73.0,37984,,,,128.0,0,True,11.0,11.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-28 09:02:12.000,2023-08-28 09:02:12,413.0,28.0,2050,375.0,217.0,16.0,33.0,14253,2023-08-24 15:01:06.000,2023.08.24,100.0,42.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-08-31 13:26:42.000,2023-08-31 12:45:47,33423.0,910.0,8386,598.0,12831.0,2178.0,9703.0,24363,2023-07-31 15:25:08.000,1.25.2,150.0,1662.0,54,True,1942321.0,1806585.0,numpy,conda-forge/numpy,811371.0,178566504.0,https://pypi.org/project/numpy,2023-08-14 00:22:41.000,135736.0,176902830.0,https://anaconda.org/conda-forge/numpy,2023-08-03 11:32:21.639,62829361.0,1.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-08-31 13:13:01.000,2023-08-31 11:00:09,15587.0,720.0,15167,2065.0,7901.0,884.0,4952.0,60586,2023-08-25 23:00:05.000,4.24.2,146.0,1159.0,52,True,502596.0,483142.0,protobuf,conda-forge/protobuf,34929523.0,154299576.0,https://pypi.org/project/protobuf,2023-08-25 23:00:05.000,16005.0,146920970.0,https://anaconda.org/conda-forge/protobuf,2023-08-11 14:21:08.912,15305205.0,1.0,,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3449.0,6209954.0,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-08-31 12:56:39.000,2023-08-31 08:24:11,33211.0,701.0,16641,1126.0,29776.0,3549.0,21631.0,39569,2023-08-30 13:24:32.000,2.1.0,118.0,3435.0,52,True,1345966.0,1274464.0,pandas,conda-forge/pandas,209834.0,132535896.0,https://pypi.org/project/pandas,2023-08-30 13:13:26.000,71502.0,131264749.0,https://anaconda.org/conda-forge/pandas,2023-08-30 18:08:20.293,43156999.0,1.0,,,,,,,['pandas'],,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-08-31 12:32:55.000,2023-08-30 21:39:47,53954.0,210.0,23623,1940.0,49668.0,845.0,31100.0,58407,2023-08-15 11:32:58.000,8.3.0,332.0,6769.0,48,True,33429.0,29360.0,ansible,conda-forge/ansible,,4335074.0,https://pypi.org/project/ansible,2023-08-15 11:32:58.000,4069.0,4310823.0,https://anaconda.org/conda-forge/ansible,2023-08-15 13:58:03.929,945815.0,1.0,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-08-31 13:27:43.000,2023-08-31 11:33:13,21194.0,1284.0,12741,758.0,22636.0,847.0,7169.0,31974,2023-08-18 16:40:16.000,2.7.0,161.0,2967.0,47,True,8126.0,7836.0,apache-airflow,conda-forge/airflow,527855.0,11098915.0,https://pypi.org/project/apache-airflow,2023-08-18 09:31:31.000,290.0,9784558.0,https://anaconda.org/conda-forge/airflow,2023-08-19 13:44:30.223,937306.0,1.0,,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-08-18 16:02:25.062268,469.0,128352707.0,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-08-30 23:49:41.768,2023-08-30 18:23:27,5379.0,198.0,1775,237.0,684.0,165.0,2880.0,8269,2023-08-29 21:35:54.000,1.28.37,1379.0,147.0,47,True,368308.0,350640.0,boto3,conda-forge/boto3,,756626321.0,https://pypi.org/project/boto3,2023-08-30 19:41:22.000,17668.0,756194332.0,https://anaconda.org/conda-forge/boto3,2023-08-30 23:49:41.768,16847608.0,1.0,1.0,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-08-31 11:36:40.000,2023-08-31 11:36:39,10829.0,387.0,1674,123.0,7208.0,38.0,2262.0,5765,2023-08-01 20:35:31.000,41.0.3,117.0,296.0,47,True,551272.0,529960.0,cryptography,conda-forge/cryptography,,193869880.0,https://pypi.org/project/cryptography,2023-08-01 20:35:31.000,21312.0,192729787.0,https://anaconda.org/conda-forge/cryptography,2023-08-07 22:02:50.927,42183455.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-08-31 12:20:02.000,2023-08-31 10:50:18,12291.0,73.0,4546,481.0,3029.0,635.0,4338.0,22094,2023-08-31 12:24:14.000,5.3.3,198.0,1300.0,46,True,125084.0,110050.0,celery,conda-forge/celery,,7418987.0,https://pypi.org/project/celery,2023-06-18 14:21:14.785,15034.0,7382651.0,https://anaconda.org/conda-forge/celery,2023-06-22 15:12:17.099,1380783.0,1.0,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-08-31 10:21:29.000,2023-08-30 15:44:22,2394.0,116.0,1358,185.0,1061.0,91.0,1413.0,14212,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1430120.0,1355897.0,click,conda-forge/click,78.0,149803628.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74223.0,148697053.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,29877503.0,1.0,,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-08-31 08:06:33.000,2023-08-30 15:41:15,2412.0,476.0,1395,96.0,2932.0,328.0,2677.0,15473,2023-08-23 18:59:43.000,2.3.0,119.0,405.0,45,True,253092.0,245103.0,pydantic,conda-forge/pydantic,,95906951.0,https://pypi.org/project/pydantic,2023-08-23 18:59:43.000,7989.0,95748616.0,https://anaconda.org/conda-forge/pydantic,2023-08-23 22:01:07.307,5858427.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-08-30 15:01:58.000,2023-08-30 15:01:41,16512.0,181.0,1185,92.0,666.0,175.0,7264.0,7685,2023-08-15 20:03:03.000,2.0.20,290.0,644.0,45,True,671407.0,624074.0,SQLAlchemy,conda-forge/sqlalchemy,45663.0,92669275.0,https://pypi.org/project/SQLAlchemy,2023-08-15 20:03:03.000,47333.0,92263784.0,https://anaconda.org/conda-forge/sqlalchemy,2023-08-16 16:40:34.060,12944652.0,1.0,-1.0,,,,,,,,,,,,,,,,,, +18,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-08-31 13:11:13.000,2023-08-01 15:44:57,3833.0,53.0,1605,538.0,1020.0,172.0,1026.0,44523,2023-08-01 15:47:37.000,13.5.2,187.0,227.0,44,True,122481.0,117883.0,rich,conda-forge/rich,,31762313.0,https://pypi.org/project/rich,2023-08-01 15:46:49.000,4598.0,31632985.0,https://anaconda.org/conda-forge/rich,2023-07-31 12:52:42.810,4785161.0,1.0,,,,,,,,,,,,,,,,,,, +19,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-08-31 09:42:39.347,2023-08-30 18:23:18,11442.0,219.0,3733,572.0,3470.0,508.0,3925.0,14140,2023-08-29 21:35:58.000,1.29.37,1786.0,422.0,44,True,3053.0,3.0,awscli,conda-forge/awscli,1461.0,144409387.0,https://pypi.org/project/awscli,2023-08-30 19:41:16.000,3050.0,143846179.0,https://anaconda.org/conda-forge/awscli,2023-08-31 09:42:39.347,20837786.0,1.0,,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-08-31 08:12:53.000,2023-08-30 18:23:30,10207.0,280.0,1017,65.0,1992.0,141.0,898.0,1326,2023-08-30 19:41:08.000,1.31.38,1777.0,197.0,44,True,273055.0,264579.0,botocore,conda-forge/botocore,,337870162.0,https://pypi.org/project/botocore,2023-08-30 19:41:08.000,8476.0,337170786.0,https://anaconda.org/conda-forge/botocore,2023-08-30 22:38:03.111,23079437.0,1.0,,,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-08-31 12:56:15.000,2023-08-31 11:53:19,118505.0,1234.0,27527,1496.0,43704.0,8414.0,57511.0,55433,2020-07-22 03:00:52.000,0.0.6,11.0,2600.0,43,True,11.0,3.0,cpython,conda-forge/typing,,107338.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,75415.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2841170.0,1.0,,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-08-31 11:56:37.000,2023-08-31 10:24:38,3542.0,99.0,2294,276.0,3692.0,594.0,1874.0,17035,2023-08-08 15:52:30.000,2.14.4,74.0,520.0,43,True,24167.0,23543.0,datasets,conda-forge/datasets,,5005254.0,https://pypi.org/project/datasets,2023-08-08 15:45:38.000,624.0,4991998.0,https://anaconda.org/conda-forge/datasets,2023-08-09 15:13:14.701,424204.0,1.0,,,,,,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-08-24 10:42:27.838,2023-08-23 21:36:16,3400.0,51.0,1806,224.0,1238.0,19.0,640.0,16192,2023-08-23 21:37:04.000,19.3.1,301.0,536.0,43,True,168609.0,165471.0,Faker,conda-forge/faker,,9641158.0,https://pypi.org/project/Faker,2023-08-23 21:36:55.000,3138.0,9619091.0,https://anaconda.org/conda-forge/faker,2023-08-24 10:42:27.838,838567.0,1.0,,,,,,,,,,,,,,,,,,, +24,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-08-31 13:02:04.000,2023-08-31 09:26:48,2225.0,37.0,2406,324.0,1415.0,183.0,1349.0,11715,2023-08-15 09:58:15.000,5.0.0,117.0,406.0,43,True,27520.0,,redis,conda-forge/redis-py,,29361106.0,https://pypi.org/project/redis,2023-08-15 09:58:15.000,27520.0,29333173.0,https://anaconda.org/conda-forge/redis-py,2023-08-15 13:42:41.138,1061489.0,1.0,,,,,,,,,,,,,,,,,,, +25,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-08-31 13:21:50.000,2023-08-31 13:16:44,23468.0,985.0,1479,300.0,7633.0,151.0,3496.0,4313,2023-08-16 00:12:53.000,google-cloud-workflows-v1.11.0,100.0,403.0,43,True,1935.0,,google-cloud-storage,conda-forge/google-cloud-storage,,51592151.0,https://pypi.org/project/google-cloud-storage,2023-06-26 20:35:37.254,1935.0,51489989.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3780016.0,1.0,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-08-28 13:25:00.000,2023-08-18 13:25:25,6474.0,69.0,548,31.0,765.0,401.0,1357.0,1387,2023-08-06 15:15:44.000,2.16.1,61.0,795.0,43,True,609923.0,572923.0,pygments,conda-forge/pygments,,66436819.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37000.0,65738826.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,24429783.0,1.0,,,,,,,,,,,,,,,,,,, +27,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-08-31 13:12:05.000,2023-08-30 20:01:15,4359.0,170.0,4990,711.0,3779.0,192.0,6848.0,30343,2023-08-30 22:27:04.000,2.21.0,144.0,472.0,42,True,14262.0,13015.0,docker-compose,conda-forge/docker-compose,119787096.0,3841765.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1734270.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,358042.0,2.0,,,,,,,,,,,,,,,,,,, +28,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-08-31 13:13:03.000,2023-08-31 08:17:12,14995.0,376.0,1319,155.0,5954.0,554.0,3548.0,12693,2023-08-24 20:02:08.000,2.11.5,228.0,321.0,42,True,3804.0,3662.0,prefect,conda-forge/prefect,,669294.0,https://pypi.org/project/prefect,2023-08-24 20:02:08.000,142.0,656243.0,https://anaconda.org/conda-forge/prefect,2023-08-30 18:58:31.393,509017.0,1.0,,,,,,,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-08-31 02:12:15.000,2023-08-31 02:12:11,3955.0,29.0,1943,318.0,761.0,986.0,768.0,8476,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,95448.0,82538.0,paramiko,conda-forge/paramiko,,45318660.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12910.0,45219178.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3680852.0,2.0,,,,,,,,,,,,,,,,,,, +30,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-08-21 13:31:57.000,2023-08-21 13:31:57,3338.0,30.0,1661,197.0,1569.0,440.0,1212.0,6354,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,70692.0,66872.0,docker,conda-forge/docker-py,660.0,36159564.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,36063467.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3651463.0,2.0,,,,,,,,,,,,,,,,,,, +31,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-08-31 11:32:39.000,2023-08-31 11:32:39,15355.0,716.0,2482,367.0,23364.0,1026.0,7535.0,3807,2023-08-25 02:42:49.000,azure-mgmt-avs_8.0.0,100.0,621.0,42,True,2963.0,2290.0,azure-storage-blob,conda-forge/azure-storage-blob,,40814452.0,https://pypi.org/project/azure-storage-blob,2023-08-08 19:28:06.000,673.0,40788018.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-07-12 00:27:47.803,1004515.0,1.0,,,,,,,,,,,,,,,,,,, +32,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-08-31 03:50:05.000,2023-08-28 07:20:10,2993.0,7.0,3150,639.0,2390.0,161.0,2139.0,21014,2023-05-26 17:35:41.785,23.5.26,35.0,648.0,41,True,70411.0,69831.0,flatbuffers,conda-forge/flatbuffers,257370.0,14605021.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,311.0,13560626.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,825504.0,1.0,-1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,269.0,1032568.0,,,,,,,,,,,,, +33,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-08-25 08:05:58.000,2023-08-03 20:35:19,3011.0,49.0,1869,223.0,1090.0,206.0,613.0,20174,2023-08-03 20:36:56.000,2.3.0,38.0,303.0,41,True,23674.0,22091.0,cookiecutter,conda-forge/cookiecutter,,2557240.0,https://pypi.org/project/cookiecutter,2023-08-03 20:36:56.000,1583.0,2526780.0,https://anaconda.org/conda-forge/cookiecutter,2023-08-04 13:31:34.809,822442.0,1.0,,,,,,,,,,,,,,,,,,, +34,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-08-31 13:15:26.000,2023-08-31 11:12:22,10700.0,614.0,947,169.0,6641.0,1878.0,4527.0,17230,2023-08-25 22:56:55.000,3.79.0,3902.0,230.0,41,True,3631.0,2868.0,pulumi,,692715.0,2055119.0,https://pypi.org/project/pulumi,2023-08-25 22:56:55.000,133.0,910117.0,,,,2.0,,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-08-25 22:56:46.753,630.0,1108544.0,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-08-30 12:13:24.000,2023-08-30 12:12:23,4540.0,18.0,1370,199.0,469.0,1.0,2298.0,10276,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,26727.0,23024.0,peewee,conda-forge/peewee,,1121294.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3703.0,1106110.0,https://anaconda.org/conda-forge/peewee,2023-08-14 19:10:45.469,546650.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-08-31 13:23:05.000,2023-08-31 12:13:53,15542.0,923.0,1025,100.0,9701.0,1920.0,4234.0,8309,2023-08-25 19:01:02.000,1.4.10,563.0,338.0,41,True,1575.0,1452.0,dagster,conda-forge/dagster,,669173.0,https://pypi.org/project/dagster,2023-08-25 18:29:19.000,123.0,643796.0,https://anaconda.org/conda-forge/dagster,2023-08-25 21:34:00.500,989721.0,1.0,,,,,,,,,,,,,,,,,,, +37,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-08-31 13:28:26.000,2023-08-31 13:28:26,40163.0,818.0,4026,258.0,22265.0,4204.0,1866.0,7102,2023-08-30 16:14:12.000,2.50.0,95.0,1550.0,41,True,178.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6614404.0,https://pypi.org/project/apache-beam,2023-08-29 22:42:08.000,176.0,6612135.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-07-17 15:36:18.049,52187.0,1.0,,,,,,,,,,,,,,,,,,, +38,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-08-29 06:52:36.000,2023-08-29 06:52:35,3239.0,59.0,628,82.0,998.0,160.0,1033.0,6639,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,41,True,105075.0,94808.0,marshmallow,conda-forge/marshmallow,,27018883.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10267.0,26966012.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2009131.0,1.0,,,,,,,,,,,,,,,,,,, +39,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-08-20 10:08:08.000,2023-08-20 10:08:07,1353.0,55.0,345,66.0,529.0,120.0,535.0,4883,2023-04-16 10:50:23.776,23.1.0,27.0,145.0,41,True,827896.0,809904.0,attrs,conda-forge/attrs,,123362867.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,17992.0,122961476.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,30907148.0,1.0,,,,,,,,,,,,,,,,,,, +40,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-08-29 05:31:54.000,2023-08-29 05:31:53,2546.0,45.0,567,60.0,327.0,28.0,750.0,4227,2023-08-07 07:44:59.000,4.19.0,97.0,108.0,41,True,456121.0,437424.0,jsonschema,conda-forge/jsonschema,60.0,99629271.0,https://pypi.org/project/jsonschema,2023-08-07 07:44:55.000,18697.0,98966766.0,https://anaconda.org/conda-forge/jsonschema,2023-08-11 13:47:58.317,22525119.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-08-26 12:43:44.000,2023-08-26 08:00:20,12812.0,20.0,3028,607.0,3513.0,978.0,3901.0,16212,2023-06-17 17:37:56.000,2.2.1,44.0,593.0,40,True,11331.0,10727.0,kivy,conda-forge/kivy,32519.0,114333.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,604.0,105817.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,320190.0,1.0,,,,,,,,,,,,,,,,,,, +42,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-08-31 13:14:10.000,2023-08-31 13:14:09,1537.0,21.0,1163,404.0,1240.0,56.0,983.0,4019,2023-08-10 08:06:07.000,8.9.0,133.0,197.0,40,True,46425.0,40348.0,elasticsearch,conda-forge/elasticsearch,3502.0,13600040.0,https://pypi.org/project/elasticsearch,2023-07-27 21:26:44.000,6077.0,13576850.0,https://anaconda.org/conda-forge/elasticsearch,2023-08-07 15:04:05.992,900405.0,1.0,,,,,,,,,,,,,,,,,,, +43,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-08-29 16:37:24.000,2023-08-09 18:37:01,1517.0,51.0,256,38.0,484.0,25.0,250.0,3185,2023-08-04 13:37:51.000,10.1.0,44.0,107.0,40,True,198427.0,189600.0,more-itertools,conda-forge/more-itertools,2799.0,50087358.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8827.0,49764013.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12285817.0,1.0,,,,,,,,,,,,,,,,,,, +44,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-08-07 05:50:36.000,2023-07-30 11:29:00,1164.0,23.0,260,25.0,166.0,31.0,283.0,1935,2023-07-30 15:17:13.000,3.1.1,71.0,57.0,40,True,873164.0,841056.0,pyparsing,conda-forge/pyparsing,8234.0,87426178.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32108.0,85683958.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,38325784.0,1.0,,,,,,,,,,,,,,,,,,, +45,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-08-27 18:24:50.000,2023-06-20 22:22:09,4261.0,15.0,503,57.0,876.0,252.0,1188.0,1920,2023-06-20 09:17:29.999,3.9.0,37.0,195.0,40,True,244704.0,229921.0,h5py,conda-forge/h5py,2804.0,16209113.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14783.0,15869301.0,https://anaconda.org/conda-forge/h5py,2023-08-22 02:01:37.143,12911506.0,1.0,,,,,,,,,,,,,,,,,,, +46,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-08-31 13:10:26.000,2023-08-31 12:59:30,7217.0,738.0,1124,133.0,5998.0,1004.0,3812.0,19888,2023-08-30 14:35:10.000,0.19.0,307.0,266.0,39,True,244.0,2.0,polars,,,1595869.0,https://pypi.org/project/polars,2023-08-30 14:35:10.000,242.0,1595869.0,,,,2.0,1.0,,,,,,,,,,,,,,,,,, +47,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-08-31 04:54:25.000,2023-08-17 01:44:46,1795.0,17.0,1361,209.0,846.0,163.0,925.0,9075,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,39,True,16135.0,14363.0,rq,conda-forge/rq,,972716.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1772.0,971589.0,https://anaconda.org/conda-forge/rq,2023-06-16 13:18:02.675,95813.0,2.0,,,,,,,,,,,,,,,,,,, +48,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-08-31 13:23:52.000,2023-08-31 13:08:01,11505.0,470.0,1370,77.0,6797.0,154.0,1597.0,8734,2023-08-25 00:30:47.000,0.17.12,240.0,407.0,39,True,39.0,,great_expectations,conda-forge/great-expectations,,12704564.0,https://pypi.org/project/great_expectations,2023-08-24 19:51:19.000,39.0,12686471.0,https://anaconda.org/conda-forge/great-expectations,2023-08-25 01:07:58.801,705656.0,2.0,,,,,,,,,,,,,,,,,,, +49,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-08-22 09:27:10.000,2023-06-30 16:29:58,1081.0,8.0,1425,228.0,479.0,15.0,626.0,7367,2023-06-26 05:34:54.000,1.1.0,42.0,122.0,39,True,182123.0,181731.0,PyMySQL,conda-forge/pymysql,,58392164.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,58359901.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1193733.0,2.0,,,,,,,,,,,,,,,,,,, +50,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-08-22 12:27:13.000,2023-08-09 16:44:53,2166.0,9.0,1359,151.0,960.0,297.0,1186.0,5293,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,20721.0,19321.0,kafka-python,conda-forge/kafka-python,1832.0,6813753.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1400.0,6808249.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,411632.0,2.0,,,,,,,,,,,,,,,,,,, +51,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-08-30 23:52:17.000,2023-08-29 20:40:15,5407.0,137.0,1135,238.0,1363.0,9.0,,3910,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,19997.0,,pymongo,conda-forge/pymongo,,21420221.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,19997.0,21387981.0,https://anaconda.org/conda-forge/pymongo,2023-08-23 12:53:01.162,1192900.0,2.0,,,,,,,,,,,,,,,,,,, +52,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-08-29 14:53:43.000,2023-08-29 14:53:43,1485.0,23.0,384,60.0,698.0,400.0,459.0,3392,2023-08-09 09:27:06.000,1.3.2,110.0,124.0,39,True,332165.0,325961.0,joblib,conda-forge/joblib,,36595837.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6204.0,36023041.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,21193477.0,2.0,,,,,,,,,,,,,,,,,,, +53,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-08-11 03:00:32.000,2023-08-04 16:28:24,3058.0,12.0,487,74.0,290.0,19.0,1230.0,3022,2023-08-05 10:35:31.000,2.9.7,60.0,133.0,39,False,703512.0,642071.0,psycopg2,psycopg2,,14931056.0,https://pypi.org/project/psycopg2,2023-08-05 10:35:31.000,61421.0,14928594.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,229009.0,2.0,,,,,,,,,,,,,,,20.0,,,, +54,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-08-27 09:47:44.000,2023-08-27 09:30:30,2826.0,23.0,449,63.0,201.0,60.0,494.0,2461,2023-05-19 08:13:05.062,3.18.0,46.0,143.0,39,True,77225.0,75607.0,pycryptodomex,conda-forge/pycryptodomex,78.0,33027115.0,https://pypi.org/project/pycryptodomex,2023-05-19 08:13:05.062,1618.0,33006293.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1415924.0,2.0,,,,,,,,,,,,,,,,,,, +55,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-08-30 18:59:13.000,2023-08-29 22:07:06,320.0,4.0,469,54.0,254.0,265.0,302.0,2252,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,991021.0,915225.0,pyyaml,conda-forge/pyyaml,,210128851.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,75796.0,209054262.0,https://anaconda.org/conda-forge/pyyaml,2023-08-22 21:04:05.018,37610618.0,1.0,,,,,,,,,,,,,,,,,,, +56,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-08-27 12:48:49.000,2023-06-06 19:08:37,1575.0,3.0,439,45.0,624.0,341.0,399.0,2118,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1160415.0,1156142.0,python-dateutil,conda-forge/python-dateutil,35039.0,208344051.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,207790845.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,48098893.0,1.0,,,,,,,,,,,,,,,,,,, +57,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-29 13:00:18.000,2023-08-29 10:07:13,6966.0,445.0,1225,343.0,235.0,39.0,441.0,13301,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,38,True,908.0,903.0,tink,,1091.0,97941.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,97739.0,,,,2.0,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,187.0,,,,,,,,,,,,, +58,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-07-29 17:09:31.000,2023-07-04 10:52:46,2705.0,6.0,687,152.0,721.0,569.0,549.0,8535,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,33479532.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,32982891.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,17879093.0,2.0,,,,,,,,,,,,,,,,,,, +59,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-08-31 13:23:08.000,2023-08-31 01:18:22,6309.0,200.0,1320,134.0,3811.0,494.0,3940.0,7442,2023-08-23 19:44:28.000,1.6.1,173.0,294.0,38,True,3232.0,3202.0,dbt,conda-forge/dbt,2458.0,126394.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,123228.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,246991.0,2.0,,,,,,,,,,,,,,,,dbt,,, +60,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-08-31 01:39:41.000,2023-08-23 16:15:28,1680.0,21.0,3214,139.0,855.0,92.0,1162.0,5940,2023-07-17 22:17:49.000,27.2.0,87.0,185.0,38,True,1387.0,,kubernetes,conda-forge/kubernetes,,15982773.0,https://pypi.org/project/kubernetes,2023-07-17 22:15:13.481,1387.0,15971356.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,445284.0,2.0,,,,,,,,,,,,,,,,,,, +61,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-08-26 15:29:20.000,2023-04-18 19:22:32,4081.0,,1225,139.0,1101.0,377.0,1319.0,4043,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,38,True,24842.0,21255.0,mongoengine,conda-forge/mongoengine,,868875.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3587.0,866244.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,221060.0,2.0,,,,,,,,,,,,,,,,,,, +62,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-08-29 21:50:45.000,2023-08-29 21:50:45,2712.0,11.0,1177,200.0,1202.0,168.0,1786.0,3201,2023-05-05 16:39:25.000,4.2.0,42.0,222.0,38,True,4074.0,3811.0,netmiko,,,178256.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,263.0,178256.0,,,,2.0,,,,,,,,,,,,,,,,,,, +63,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-08-31 12:41:06.000,2023-08-31 12:41:06,4696.0,78.0,972,106.0,3573.0,1169.0,2818.0,3074,2023-08-20 03:40:06.000,2023.8.0,82.0,441.0,38,True,1919.0,1.0,xarray,conda-forge/xarray,,3694379.0,https://pypi.org/project/xarray,2023-08-20 03:40:06.000,1918.0,3454720.0,https://anaconda.org/conda-forge/xarray,2023-08-20 22:31:21.383,8867415.0,2.0,,,,,,,,,,,,,,,,,,, +64,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-08-29 10:26:17.000,2023-08-28 15:53:12,1727.0,24.0,197,19.0,124.0,103.0,883.0,2088,2023-08-16 16:51:29.000,rel_1_11_3,119.0,169.0,38,True,187990.0,176504.0,alembic,conda-forge/alembic,,31595908.0,https://pypi.org/project/alembic,2023-08-16 16:51:22.000,11486.0,31492746.0,https://anaconda.org/conda-forge/alembic,2023-08-17 07:06:02.809,3610703.0,2.0,,,,,,,,,,,,,,,,,,, +65,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-08-30 22:24:04.000,2023-08-30 22:19:35,889.0,53.0,106,27.0,273.0,58.0,265.0,1356,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,165300.0,164792.0,anyio,conda-forge/anyio,,41437289.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,41201835.0,https://anaconda.org/conda-forge/anyio,2023-07-06 13:49:04.673,9182715.0,1.0,,,,,,,,,,,,,,,,,,, +66,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,182.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,False,1943605.0,1808216.0,six,conda-forge/six,,192962500.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135389.0,192427621.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,46534480.0,1.0,,,,,,,,,,,,,,,,,,, +67,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-08-31 04:31:28.000,2023-08-29 13:54:11,2187.0,31.0,264,21.0,763.0,202.0,376.0,638,2023-06-09 17:34:09.999,2023.6.0,69.0,193.0,38,True,61109.0,60497.0,fsspec,conda-forge/fsspec,,125144615.0,https://pypi.org/project/fsspec,2023-06-09 17:34:09.999,612.0,124888930.0,https://anaconda.org/conda-forge/fsspec,2023-06-09 20:28:03.762,13807016.0,1.0,,,,,,,,,,,,,,,,,,, +68,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-06-16 13:23:13.259,2023-02-13 20:24:46,287.0,,1407,378.0,162.0,144.0,172.0,25117,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,26049.0,24267.0,fire,conda-forge/fire,,6293971.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1782.0,6284276.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,717495.0,2.0,,,,,,,,,,,,,,,,,,, +69,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-08-29 23:14:36.000,2023-08-20 18:09:42,4081.0,3.0,2376,481.0,2274.0,118.0,878.0,16755,2023-05-04 09:55:49.000,3.3.0,79.0,600.0,37,True,2607.0,2194.0,luigi,luigi,,596372.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,411.0,596220.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13724.0,2.0,,,,,,,,,stable/luigi,,,,,,2.0,,,, +70,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-08-31 04:59:09.600,2023-08-31 02:24:25,1595.0,16.0,1950,464.0,549.0,461.0,1307.0,14193,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,128.0,11.0,fabric,conda-forge/fabric,,4093797.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4091567.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,69133.0,3.0,,,,,,,,,,,,,,,,,,, +71,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-08-21 07:07:35.000,2023-08-11 17:25:03,926.0,1.0,555,228.0,237.0,86.0,251.0,9521,2023-07-20 16:25:44.046,0.4.0,78.0,57.0,37,True,95010.0,93133.0,uvloop,conda-forge/uvloop,422.0,6473441.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1877.0,6464443.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,629627.0,2.0,,,,,,,,,,,,,,,,,,, +72,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-08-31 13:10:42.000,2023-08-31 07:07:51,2584.0,126.0,620,113.0,2772.0,794.0,3004.0,8926,2023-08-22 10:02:40.000,0.23.1,82.0,120.0,37,True,1165.0,1132.0,modin,conda-forge/modin-core,196708.0,1002302.0,https://pypi.org/project/modin,2023-08-22 10:00:15.000,33.0,988453.0,https://anaconda.org/conda-forge/modin-core,2023-08-24 14:16:33.550,265626.0,2.0,,,,,,,['pandas'],,,,,,,,,,,, +73,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-08-31 13:17:52.000,2023-08-31 09:19:39,2384.0,123.0,810,105.0,1300.0,349.0,1127.0,8631,2023-08-31 10:35:27.000,0.18.13,44.0,201.0,37,True,1915.0,1851.0,kedro,,,328383.0,https://pypi.org/project/kedro,2023-08-01 14:33:43.000,64.0,328383.0,,,,2.0,,,,,,,,,,,,,,,,,,, +74,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-08-06 13:05:49.000,2022-11-15 16:25:22,1396.0,,643,136.0,669.0,98.0,398.0,8349,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,70838.0,66076.0,arrow,conda-forge/arrow,,16697419.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4762.0,16672807.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,2141321.0,2.0,,,,,,,,,,,,,,,,,,, +75,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-08-31 11:32:57.000,2023-08-31 09:18:53,2231.0,54.0,634,59.0,1391.0,33.0,947.0,3564,2023-08-01 19:53:16.000,3.3.0,140.0,134.0,37,True,1235.0,1178.0,awswrangler,conda-forge/awswrangler,203570.0,29273206.0,https://pypi.org/project/awswrangler,2023-08-01 17:52:16.000,57.0,29258289.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,409208.0,2.0,,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,, +76,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-08-09 19:02:58.000,2023-08-09 19:02:54,1138.0,45.0,238,51.0,264.0,13.0,330.0,3013,2023-08-09 12:51:08.000,1.3.5,27.0,65.0,37,True,15129.0,14000.0,cerberus,conda-forge/cerberus,,4574136.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1129.0,4570093.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,339656.0,2.0,,,,,,,,,,,,,,,,,,, +77,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-08-28 15:55:32.000,2023-04-02 16:48:18,1600.0,,461,96.0,303.0,183.0,309.0,2417,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,320029.0,303907.0,pexpect,conda-forge/pexpect,4360.0,34086298.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16122.0,33910724.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15447408.0,1.0,,,,,,,,,,,,,,,,,,, +78,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-08-26 21:29:01.000,2023-08-26 21:28:26,996.0,14.0,172,23.0,149.0,169.0,325.0,1974,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,118198.0,114348.0,dill,conda-forge/dill,290835.0,34041775.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3850.0,33912214.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,4829712.0,2.0,,,,,,,,,,,,,,,,,,, +79,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-08-30 21:04:16.000,2023-06-21 22:01:53,929.0,34.0,230,51.0,153.0,19.0,198.0,1513,2023-01-28 14:21:04.349,2.0.2,44.0,67.0,37,True,289061.0,278669.0,greenlet,conda-forge/greenlet,,66047061.0,https://pypi.org/project/greenlet,2023-06-21 22:02:32.982,10392.0,65944042.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7726487.0,2.0,,,,,,,,,,,,,,,,,,, +80,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-08-13 04:53:26.000,2023-01-29 03:07:44,1874.0,,278,38.0,239.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,307556.0,290308.0,future,conda-forge/future,,33344191.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17248.0,33201399.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12137384.0,2.0,,,,,,,,,,,,,,,,,,, +81,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-08-30 16:34:44.000,2023-08-23 19:04:13,1684.0,29.0,258,54.0,1058.0,84.0,522.0,636,2023-07-20 15:54:44.860,0.0.1,148.0,130.0,37,True,22757.0,21645.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,37499406.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1112.0,37426396.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2701393.0,2.0,,,,,,,,,,,,,,,,,,, +82,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-08-22 09:22:26.000,2023-08-01 09:44:46,1964.0,5.0,194,26.0,581.0,91.0,191.0,570,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,363350.0,348676.0,traitlets,conda-forge/traitlets,175.0,26232977.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14674.0,25976432.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,22575045.0,1.0,,,,,,,,,,,,,,,,,,, +83,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-08-28 11:09:55.000,2023-08-28 11:09:54,6820.0,40.0,1752,228.0,3054.0,707.0,2689.0,11981,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,9784.0,9469.0,pysimplegui,conda-forge/pysimplegui,,335172.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,332675.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,119866.0,2.0,,,,,,,,,,,,,,,,,,, +84,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-17 11:21:45.000,2023-04-11 15:40:50,389.0,,936,212.0,178.0,152.0,281.0,11043,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,29509.0,28079.0,schedule,conda-forge/schedule,,2086731.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1430.0,2085827.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,39799.0,3.0,,,,,,,,,,,,,,,,,,, +85,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,185.0,7825,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,112696.0,100303.0,docopt,conda-forge/docopt,,9994143.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12393.0,9972714.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1885756.0,2.0,,,,,,,,,,,,,,,,,,, +86,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,28.0,505,138.0,234.0,4.0,457.0,6685,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15646.0,13020.0,sh,conda-forge/sh,,4361613.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2626.0,4356262.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,181965.0,2.0,,,,,,,,,,,,,,,,,,, +87,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-08-16 21:42:51.000,2023-07-07 17:27:15,356.0,2.0,374,35.0,227.0,40.0,226.0,6309,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,547343.0,538709.0,python-dotenv,conda-forge/python-dotenv,,30591019.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8634.0,30558508.0,https://anaconda.org/conda-forge/python-dotenv,2023-06-16 13:23:12.901,2633419.0,2.0,,,,,,,,,,,,,,,,,,, +88,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-08-10 15:07:56.000,2023-07-28 08:24:09,1442.0,1.0,682,136.0,381.0,170.0,453.0,5939,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,113452.0,105379.0,watchdog,conda-forge/watchdog,,11935960.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8073.0,11907434.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2396200.0,2.0,,,,,,,,,,,,,,,,,,, +89,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-08-29 13:06:04.000,2023-08-29 13:05:57,598.0,27.0,174,33.0,83.0,2.0,337.0,4869,2023-08-16 15:09:39.000,3.9.5,112.0,22.0,36,True,56698.0,55660.0,orjson,conda-forge/orjson,,13827359.0,https://pypi.org/project/orjson,2023-08-16 15:17:41.000,1038.0,13804646.0,https://anaconda.org/conda-forge/orjson,2023-08-17 03:11:51.769,885825.0,2.0,,,,,,,,,,,,,,,,,,, +90,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-08-28 12:07:38.000,2023-07-24 18:25:47,848.0,12.0,864,334.0,534.0,271.0,839.0,3387,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,36,True,7443.0,7012.0,confluent-kafka,conda-forge/python-confluent-kafka,,10136271.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,431.0,10113884.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-07-25 19:54:38.771,761173.0,2.0,,,,,,,,,,,,,,,,,,, +91,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-08-31 13:25:28.000,2023-08-31 10:45:45,6026.0,620.0,438,79.0,4634.0,100.0,2164.0,3055,2023-08-03 20:23:53.000,6.1.0,50.0,184.0,36,True,623.0,575.0,ibis-framework,conda-forge/ibis-framework,94.0,111709.0,https://pypi.org/project/ibis-framework,2023-08-27 00:04:09.000,48.0,103754.0,https://anaconda.org/conda-forge/ibis-framework,2023-08-03 23:11:43.396,302165.0,2.0,,,,,,,,,,,,,,,,,,, +92,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,154.0,3032,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,129785.0,127598.0,sortedcontainers,conda-forge/sortedcontainers,,26246614.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2187.0,26119026.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10845041.0,1.0,,,,,,,,,,,,,,,,,,, +93,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-08-29 08:54:57.000,2023-08-29 08:54:55,2647.0,39.0,474,121.0,544.0,291.0,1487.0,2673,2023-08-26 10:14:21.000,0.30.11,156.0,63.0,36,True,29895.0,29256.0,xlwings,conda-forge/xlwings,21350.0,125964.0,https://pypi.org/project/xlwings,2023-08-26 10:14:21.000,639.0,108800.0,https://anaconda.org/conda-forge/xlwings,2023-08-27 16:42:04.348,653129.0,1.0,,,,,,,,,,,,,,,,,,, +94,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-08-21 08:54:31.000,2023-08-21 08:54:30,1071.0,12.0,439,55.0,286.0,11.0,316.0,2302,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,36,True,142740.0,135537.0,mysqlclient,conda-forge/mysqlclient,5264.0,4121245.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7203.0,4113349.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,289829.0,2.0,,,,,,,,,,,,,,,,,,, +95,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,330,67.0,122.0,19.0,175.0,1587,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,36,True,131884.0,110973.0,simplejson,conda-forge/simplejson,6357.0,16647997.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20911.0,16609396.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2812833.0,2.0,,,,,,,,,,,,,,,,,,, +96,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-08-31 13:23:34.000,2023-08-30 03:52:31,15052.0,245.0,6741,730.0,5478.0,1673.0,3574.0,17123,2023-04-26 15:20:33.000,1.20.0,14.0,585.0,35,True,14.0,,micropython-_markupbase,,65272.0,906.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +97,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-08-09 21:37:54.000,2023-08-01 09:36:09,471.0,14.0,476,68.0,273.0,208.0,166.0,11964,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2344.0,11.0,typer,conda-forge/typer,,12153563.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12113070.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1619746.0,2.0,,,,,,,,,,,,,,,,,,, +98,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-08-23 17:01:28.000,2023-08-09 19:45:42,2428.0,5.0,1222,234.0,475.0,145.0,999.0,7890,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11520.0,9567.0,supervisor,conda-forge/supervisor,,1361600.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1953.0,1358455.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,273696.0,3.0,,,,,,,,,,,,,,,,,,, +99,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-08-19 19:59:58.000,2023-08-17 23:23:46,822.0,29.0,336,69.0,260.0,241.0,287.0,5566,2020-07-24 18:17:05.000,2.1.2,53.0,93.0,35,True,23173.0,21959.0,pendulum,conda-forge/pendulum,166.0,11676332.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1214.0,11665383.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,810195.0,2.0,,,,,,,,,,,,,,,,,,, +100,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-08-03 13:17:25.000,2023-03-12 19:26:01,221.0,,469,106.0,94.0,87.0,162.0,5216,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,62902.0,57359.0,xmltodict,conda-forge/xmltodict,,29849297.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5543.0,29810928.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3223072.0,2.0,,,,,,,,,,,,,,,,,,, +101,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-07-20 06:11:18.000,2022-11-03 19:39:10,1206.0,,251,83.0,348.0,118.0,142.0,4311,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,111856.0,108391.0,toolz,conda-forge/toolz,,22605774.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,22400217.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,17677902.0,2.0,,,,,,,,,,,,,,,,,,, +102,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-08-02 14:58:13.000,2023-08-02 14:58:13,1173.0,8.0,582,137.0,314.0,33.0,217.0,4274,2023-07-20 15:47:29.216,0.0.1,45.0,122.0,35,True,72403.0,71128.0,tablib,conda-forge/tablib,,1917638.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1275.0,1916521.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,90516.0,2.0,,,,,,,,,,,,,,,,,,, +103,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-08-17 16:45:09.000,2023-08-17 16:45:08,888.0,23.0,368,88.0,263.0,26.0,314.0,4120,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,4413.0,,ujson,conda-forge/ujson,,8461672.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4413.0,8402639.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,4132357.0,2.0,,,,,,,,,,,,,,,,,,, +104,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-08-29 16:46:12.000,2023-08-28 16:35:28,1028.0,5.0,813,426.0,376.0,159.0,1146.0,3692,2023-03-01 21:00:10.000,7.4.1,35.0,130.0,35,True,10419.0,9438.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,198.0,2762263.0,https://pypi.org/project/elasticsearch-dsl,2023-08-29 16:46:12.000,981.0,2762147.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7903.0,2.0,,,,,,,,,,,,,,,,,,, +105,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-08-29 12:05:25.000,2023-06-15 23:29:54,1330.0,2.0,612,120.0,120.0,15.0,872.0,3320,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,35,True,69298.0,65369.0,xlsxwriter,conda-forge/xlsxwriter,,12355544.0,https://pypi.org/project/xlsxwriter,2023-05-28 14:40:46.957,3929.0,12317255.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2871702.0,3.0,-1.0,,,,,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-08-22 06:29:39.451,2023-08-22 05:18:22,1594.0,26.0,418,88.0,111.0,7.0,165.0,3288,2023-08-22 05:25:56.000,8.13.19,228.0,29.0,35,True,1432.0,,phonenumbers,conda-forge/phonenumbers,,4569574.0,https://pypi.org/project/phonenumbers,2023-08-22 05:25:56.000,1432.0,4539821.0,https://anaconda.org/conda-forge/phonenumbers,2023-08-22 06:29:39.451,803340.0,1.0,,,,,,,,,,,,,,,,,,, +107,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3229,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,754371.0,733154.0,colorama,conda-forge/colorama,,113282635.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21217.0,112999119.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,24949425.0,2.0,,,,,,,,,,,,,,,,,,, +108,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-08-18 13:39:26.000,2023-08-18 13:39:25,552.0,1.0,584,96.0,177.0,30.0,310.0,2968,,,21.0,83.0,35,True,659782.0,642624.0,pycparser,conda-forge/pycparser,,106527743.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17158.0,106125850.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,33759059.0,2.0,-1.0,,,,,,,,,,,,,,,,,, +109,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-08-30 16:17:21.000,2023-08-29 04:49:45,488.0,34.0,550,125.0,214.0,58.0,949.0,2719,2023-04-14 14:28:04.558,4.0.39,61.0,54.0,35,False,51985.0,49844.0,pyodbc,conda-forge/pyodbc,,23559725.0,https://pypi.org/project/pyodbc,2023-08-29 05:26:51.000,2141.0,23544227.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1115863.0,2.0,4.0,,,,,,,,,,,,,,,,,, +110,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-08-17 19:25:44.000,2023-08-17 19:25:44,249.0,38.0,144,36.0,63.0,49.0,64.0,2359,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,35,True,108014.0,106073.0,aiofiles,conda-forge/aiofiles,,14105676.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1941.0,14094246.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,800142.0,2.0,,,,,,,,,,,,,,,,,,, +111,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-08-21 14:51:26.000,2023-08-21 14:51:26,1497.0,1.0,443,132.0,552.0,301.0,371.0,2331,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,35,True,24492.0,23244.0,dateparser,conda-forge/dateparser,,3932556.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1248.0,3930428.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,168174.0,2.0,,,,,,,,,,,,,,,,,,, +112,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-08-28 17:36:39.000,2023-08-21 20:17:57,9872.0,179.0,931,86.0,1752.0,74.0,121.0,1958,2023-08-10 08:07:04.000,3.8.0,71.0,465.0,35,True,861.0,,apache-libcloud,,,156528.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,156528.0,,,,2.0,,,,,,,,,,,,,,,,,,, +113,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-08-16 14:03:18.000,2023-07-06 14:53:45,1004.0,14.0,199,27.0,155.0,69.0,189.0,1734,2023-07-07 01:42:57.652,6.3.1,69.0,74.0,35,True,8729.0,7932.0,deepdiff,conda-forge/deepdiff,,12016563.0,https://pypi.org/project/deepdiff,2023-07-07 01:42:57.652,797.0,12008042.0,https://anaconda.org/conda-forge/deepdiff,2023-07-06 18:41:44.254,323806.0,1.0,,,,,,,,,,,,,,,,,,, +114,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-08-22 03:35:44.000,2023-08-04 01:25:18,424.0,2.0,152,29.0,275.0,86.0,161.0,1421,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,89429.0,86555.0,cloudpickle,conda-forge/cloudpickle,27.0,30711456.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2874.0,30550674.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14309649.0,2.0,,,,,,,,,,,,,,,,,,, +115,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-08-24 19:56:23.000,2023-08-24 19:56:23,736.0,15.0,115,35.0,207.0,53.0,189.0,1252,2023-06-11 23:38:46.083,3.1.1,117.0,67.0,35,True,47855.0,45679.0,argcomplete,conda-forge/argcomplete,308.0,20838164.0,https://pypi.org/project/argcomplete,2023-06-11 23:38:46.083,2176.0,20821512.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1298626.0,2.0,,,,,,,,,,,,,,,,,,, +116,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-08-29 12:43:27.000,2023-08-18 05:32:06,4495.0,15.0,253,60.0,349.0,153.0,539.0,1231,2022-12-23 13:29:42.000,3.8.0,43.0,120.0,35,True,50869.0,48322.0,tables,conda-forge/pytables,176.0,819739.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2547.0,647731.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6364230.0,2.0,,,,,,,,,,,,,,,,,,, +117,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,19.0,160,34.0,164.0,67.0,233.0,1152,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2394.0,,jsonpickle,conda-forge/jsonpickle,,8962690.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2394.0,8910052.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1473868.0,2.0,,,,,,,,,,,,,,,,,,, +118,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,2.0,313,31.0,326.0,183.0,237.0,1130,2023-05-02 07:31:50.000,0.41.1,214.0,117.0,35,True,26377.0,24255.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4775250.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2122.0,4769218.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,500676.0,2.0,-1.0,,,,,,,,,,,,,,,,,, +119,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-07-28 20:38:43.000,2023-07-23 13:01:17,2027.0,47.0,141,18.0,157.0,55.0,435.0,1093,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4094.0,,keyring,conda-forge/keyring,,31026032.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4094.0,30928894.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3594109.0,3.0,,,,,,,,,,,,,,,,,,, +120,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-08-30 01:21:59.000,2023-08-30 01:21:59,2771.0,15.0,582,151.0,480.0,214.0,990.0,10982,2023-05-06 04:09:50.000,1.9.1,218.0,63.0,34,True,2200.0,2162.0,dearpygui,,,28295.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,28295.0,,,,2.0,,,,,,,,,,,,,,,,,,, +121,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-08-30 14:46:41.000,2023-08-30 02:01:45,1184.0,11.0,324,40.0,478.0,486.0,491.0,3790,2023-08-11 03:44:09.000,0.20.0,151.0,122.0,34,True,6269.0,6176.0,tortoise-orm,conda-forge/tortoise-orm,13.0,92147.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,91578.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,14808.0,2.0,,,,,,,,,,,,,,,,,,, +122,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-08-28 16:17:26.000,2023-08-08 20:55:44,532.0,11.0,742,68.0,402.0,92.0,403.0,3521,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,34,True,748.0,,prometheus_client,conda-forge/prometheus_client,,24440801.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,24108164.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,12972873.0,2.0,,,,,,,,,,,,,,,,,,, +123,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-08-31 09:12:43.108,2023-08-26 14:47:07,712.0,27.0,287,34.0,491.0,102.0,357.0,3190,2023-08-26 15:16:21.000,3.2.2,84.0,113.0,34,True,7322.0,7057.0,dynaconf,conda-forge/dynaconf,,1779121.0,https://pypi.org/project/dynaconf,2023-08-26 14:50:38.000,265.0,1777463.0,https://anaconda.org/conda-forge/dynaconf,2023-08-31 09:12:43.108,56399.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +124,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-08-23 10:41:08.000,2023-08-23 10:41:07,1263.0,3.0,185,49.0,309.0,127.0,221.0,2664,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5177.0,4710.0,plumbum,conda-forge/plumbum,,1521654.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,467.0,1509415.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,979136.0,3.0,,,,,,,,,,,,,,,,,,, +125,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-08-31 12:59:04.000,2023-08-30 07:10:15,1387.0,109.0,188,46.0,1150.0,61.0,543.0,2455,2023-08-22 14:10:28.000,0.37.1,713.0,65.0,34,True,2362.0,2349.0,docarray,conda-forge/docarray,,101393.0,https://pypi.org/project/docarray,2023-08-30 07:29:02.000,13.0,95364.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,114560.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +126,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-08-25 18:03:08.000,2023-08-25 18:02:53,328.0,4.0,279,48.0,101.0,38.0,184.0,2387,2022-06-07 20:16:57.000,0.4.27,28.0,60.0,34,True,49543.0,46271.0,python-magic,conda-forge/python-magic,,5522286.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3272.0,5519295.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,227338.0,2.0,,,,,,,,,,,,,,,,,,, +127,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-08-31 09:46:51.000,2023-08-31 09:46:51,1744.0,16.0,203,88.0,221.0,,,2199,2023-08-24 20:50:30.000,3.3.0,45.0,45.0,34,True,69505.0,68345.0,motor,conda-forge/motor,,1102643.0,https://pypi.org/project/motor,2023-08-24 20:43:11.000,1160.0,1100867.0,https://anaconda.org/conda-forge/motor,2023-08-25 03:00:18.326,60397.0,2.0,,,,,,,,,,,,,,,,,,, +128,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-08-30 22:38:05.000,2023-08-18 19:06:13,792.0,21.0,197,63.0,94.0,64.0,288.0,2004,2023-08-06 21:02:00.000,2.8.5,49.0,67.0,34,True,3125.0,,numexpr,conda-forge/numexpr,366.0,7594144.0,https://pypi.org/project/numexpr,2023-08-06 21:02:00.000,3125.0,7410010.0,https://anaconda.org/conda-forge/numexpr,2023-07-21 14:57:14.461,6996972.0,2.0,,,,,,,,,,,,,,,,,,, +129,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-07-21 18:59:52.000,2022-12-29 07:29:09,696.0,,141,43.0,110.0,26.0,144.0,1897,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,312937.0,310632.0,pyrsistent,conda-forge/pyrsistent,,34690573.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2305.0,34349755.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19767499.0,1.0,,,,,,,,,,,,,,,,,,, +130,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-25 06:51:15.000,2023-07-25 06:51:09,713.0,14.0,215,44.0,69.0,42.0,136.0,1884,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,11824.0,,wrapt,conda-forge/wrapt,,78048425.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11824.0,77899059.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12546774.0,2.0,,,,,,,,,,,,,,,,,,, +131,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-08-31 11:02:19.000,2023-08-31 03:56:24,857.0,5.0,226,46.0,280.0,9.0,265.0,1782,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,34,True,2242.0,,msgpack,conda-forge/msgpack-python,1136.0,35853090.0,https://pypi.org/project/msgpack,2023-03-08 17:50:09.322,2242.0,35686650.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,13480419.0,3.0,,,,,,,,,,,,,,,,,,, +132,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,41.0,264,25.0,116.0,10.0,146.0,1715,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,61004.0,59537.0,emoji,conda-forge/emoji,,2151414.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1467.0,2149786.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,58623.0,1.0,,,,,,,,,,,,,,,,,,, +133,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,42.0,114.0,145.0,270.0,1093,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,28804.0,28113.0,py4j,conda-forge/py4j,,30923390.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,691.0,30877068.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3891122.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +134,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-08-26 21:53:14.025,2023-08-26 19:11:12,688.0,85.0,125,21.0,262.0,41.0,125.0,1004,2023-08-26 19:10:18.000,1.3.0,21.0,47.0,34,True,10447.0,,pluggy,conda-forge/pluggy,,79504220.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10447.0,78864041.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,21766107.0,2.0,,,,,,,,,,,,,,,,,,, +135,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,25.0,56.0,13.0,93.0,774,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,491391.0,467056.0,decorator,conda-forge/decorator,,68255859.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24335.0,67985444.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,22985327.0,2.0,,,,,,,,,,,,,,,,,,, +136,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-08-29 09:29:36.000,2023-08-28 19:04:19,268.0,25.0,88,14.0,167.0,10.0,89.0,573,2023-08-28 15:40:02.000,3.12.3,62.0,38.0,34,True,308325.0,305648.0,filelock,conda-forge/filelock,,89467665.0,https://pypi.org/project/filelock,2023-08-28 15:40:02.000,2677.0,89095569.0,https://anaconda.org/conda-forge/filelock,2023-08-28 17:08:15.179,14511770.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +137,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-08-24 11:19:25.000,2023-08-23 18:21:51,804.0,14.0,131,24.0,90.0,53.0,134.0,296,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,110041.0,102976.0,asn1crypto,conda-forge/asn1crypto,,50479723.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7065.0,50368946.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8197508.0,3.0,,,,,,,,,,,,,,,,,,, +138,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-05-10 07:42:31.917,2023-08-28 16:49:11.000,2023-08-21 02:51:36,654.0,5.0,73,15.0,35.0,31.0,45.0,273,2023-01-14 12:26:16.208,2022.7.1,112.0,21.0,34,True,1712407.0,1629364.0,pytz,conda-forge/pytz,,123835595.0,https://pypi.org/project/pytz,2023-03-29 04:25:52.839,83043.0,123328939.0,https://anaconda.org/conda-forge/pytz,2023-06-16 13:24:57.783,44079081.0,3.0,,,,,,,,,,,,,,,,,,, +139,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,233,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,405550.0,390530.0,pyasn1,conda-forge/pyasn1,,121297117.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15020.0,121144533.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12817073.0,3.0,,,,,,,,,,,,,,,,,,, +140,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-08-16 01:29:55.463,2023-08-15 20:53:35,559.0,8.0,123,17.0,215.0,46.0,35.0,177,2023-08-15 22:06:39.000,0.6.2,34.0,36.0,34,True,235787.0,231449.0,s3transfer,conda-forge/s3transfer,,223947738.0,https://pypi.org/project/s3transfer,2023-08-15 22:06:39.000,4338.0,223462339.0,https://anaconda.org/conda-forge/s3transfer,2023-08-16 01:29:55.463,16503566.0,2.0,,,,,,,,,,,,,,,,,,, +141,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-08-12 05:20:16.000,2023-05-22 23:51:10,520.0,,1948,367.0,451.0,343.0,180.0,31067,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1165.0,1130.0,diagrams,conda-forge/diagrams,,99219.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,94859.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,170057.0,2.0,,,,,,,,,,,,,,,,,,, +142,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-08-14 22:59:59.000,2023-08-01 09:19:41,246.0,10.0,452,145.0,252.0,236.0,146.0,10543,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7171.0,7052.0,sqlmodel,conda-forge/sqlmodel,,525073.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,524350.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,17357.0,3.0,,,,,,,['pydantic'],,,,,,,,,,,, +143,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-08-31 11:24:42.000,2023-08-29 18:16:45,8031.0,464.0,519,82.0,2101.0,47.0,384.0,6772,2023-08-29 18:10:14.000,3.6.22,154.0,118.0,33,True,2055.0,2001.0,hub,,,4746.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,4746.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +144,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6258,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,33,True,5516.0,5091.0,boltons,conda-forge/boltons,25.0,3307656.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,425.0,3272111.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3092423.0,2.0,,,,,,,,,,,,,,,,,,, +145,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-07-24 18:53:26.000,2023-07-24 18:53:19,697.0,5.0,512,106.0,153.0,12.0,291.0,6045,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12327.0,11448.0,tinydb,conda-forge/tinydb,,517919.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,879.0,514026.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,334862.0,2.0,,,,,,,,,,,,,,,,,,, +146,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-08-21 07:09:39.000,2023-08-21 07:09:39,474.0,5.0,247,49.0,190.0,91.0,144.0,5176,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1406.0,,tenacity,conda-forge/tenacity,,31994596.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1406.0,31841322.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5211317.0,2.0,,,,,,,,,,,,,,,,,,, +147,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-08-30 16:03:31.000,2023-08-30 16:03:30,328.0,8.0,253,50.0,199.0,125.0,195.0,3509,2023-08-28 14:51:41.000,0.8.0,42.0,55.0,33,True,20065.0,19945.0,databases,conda-forge/databases,,339596.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,336118.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,187834.0,3.0,,,,,,,,,,,,,,,,,,, +148,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,178,28.0,72.0,4.0,83.0,2502,2023-03-01 19:38:11.000,3.8,12.0,35.0,33,True,110698.0,107352.0,python-decouple,conda-forge/python-decouple,12.0,1575765.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3346.0,1574801.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,68510.0,2.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +149,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,97.0,160.0,3.0,,2084,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,187216.0,178737.0,xlrd,conda-forge/xlrd,,20255174.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8479.0,20210302.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3455216.0,2.0,,,,,,,,,,,,,,,,,,, +150,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-08-16 22:02:25.288,2023-08-01 19:17:09,382.0,2.0,250,49.0,147.0,56.0,85.0,1956,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39287.0,5.0,chardet,conda-forge/chardet,,56633944.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39279.0,56024018.0,https://anaconda.org/conda-forge/chardet,2023-08-16 22:02:25.288,21342258.0,2.0,,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,148.0,,,,,,,,,,,,, +151,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-08-28 18:04:36.000,2023-03-31 03:02:29,558.0,,170,35.0,159.0,46.0,85.0,1903,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,6982.0,,jmespath,conda-forge/jmespath,,120255810.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6982.0,120063504.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16346081.0,3.0,,,,,,,,,,,,,,,,,,, +152,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-06-30 09:55:44.000,2023-06-30 09:55:43,681.0,5.0,223,63.0,395.0,127.0,605.0,1449,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,5935.0,,typing,conda-forge/typing,,8488033.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5935.0,8456110.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2841158.0,2.0,,,,,,,,,,,,,,,,,,, +153,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-08-28 21:45:15.000,2023-08-28 21:42:30,6025.0,9.0,523,80.0,1095.0,11.0,,1349,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,33,True,6090.0,5392.0,cassandra-driver,conda-forge/cassandra-driver,,1296166.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,698.0,1293797.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,180069.0,3.0,,,,,,,,,,,,,,,,,,, +154,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-08-29 04:28:03.000,2023-08-28 07:09:20,1820.0,38.0,225,46.0,826.0,278.0,369.0,1207,2023-08-18 14:29:58.000,2.16.1,73.0,90.0,33,True,3013.0,2616.0,zarr,conda-forge/zarr,,367238.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,397.0,297317.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2587080.0,2.0,,,,,,,,,,,,,,,,,,, +155,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1149,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3524.0,3440.0,petl,conda-forge/petl,,806134.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,84.0,800719.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,205770.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +156,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-08-30 11:49:53.000,2023-08-28 11:00:38,514.0,50.0,144,29.0,511.0,5.0,113.0,1041,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,8037.0,,bcrypt,conda-forge/bcrypt,,39989911.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8037.0,39922128.0,https://anaconda.org/conda-forge/bcrypt,2023-06-16 16:11:44.872,3863667.0,3.0,,,,,,,,,,,,,,,,,,, +157,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-08-30 16:23:43.000,2023-08-29 13:29:57,2069.0,189.0,399,19.0,980.0,96.0,356.0,1020,2023-08-21 19:08:32.000,.0.31,59.0,217.0,33,True,441.0,,holidays,conda-forge/holidays,189.0,5814959.0,https://pypi.org/project/holidays,2023-08-21 19:21:43.000,441.0,5719076.0,https://anaconda.org/conda-forge/holidays,2023-08-22 00:46:14.379,3547661.0,3.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +158,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-08-19 10:06:21.000,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,191.0,928,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,33,True,44141.0,42488.0,Bottleneck,conda-forge/bottleneck,,576855.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1653.0,534990.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3642312.0,2.0,,,,,,,,,,,,,,,,,,, +159,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-08-31 13:09:09.000,2023-08-31 10:49:36,1472.0,18.0,177,98.0,713.0,8.0,225.0,821,2023-07-31 13:00:25.000,5.11.0,125.0,41.0,33,True,6823.0,6597.0,neo4j-driver,conda-forge/neo4j-python-driver,,147274.0,https://pypi.org/project/neo4j-driver,2023-07-31 12:57:07.000,226.0,142266.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,190320.0,3.0,,,,,,,,,,,,,,,,,,, +160,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-08-29 12:10:57.000,2023-08-18 12:47:40,328.0,13.0,138,16.0,149.0,15.0,128.0,819,2023-08-11 09:50:13.000,0.21.2,41.0,47.0,33,True,82935.0,81199.0,validators,conda-forge/validators,,6307656.0,https://pypi.org/project/validators,2023-08-11 09:50:13.000,1736.0,6294736.0,https://anaconda.org/conda-forge/validators,2023-08-13 11:42:39.693,478066.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +161,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-08-28 16:30:02.000,2023-08-25 02:11:53,998.0,9.0,234,20.0,367.0,114.0,287.0,720,2023-06-09 17:45:04.039,2023.6.0,59.0,123.0,33,True,15172.0,14510.0,s3fs,conda-forge/s3fs,,122850823.0,https://pypi.org/project/s3fs,2023-06-09 17:45:04.039,662.0,122780923.0,https://anaconda.org/conda-forge/s3fs,2023-06-09 21:29:13.035,6081357.0,3.0,,,,,,,,,,,,,,,,,,, +162,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-08-31 13:20:04.000,2023-08-17 22:04:52,1111.0,4.0,282,32.0,791.0,3.0,504.0,671,2023-08-17 22:07:21.000,7.1.16,105.0,116.0,33,True,5592.0,5154.0,minio,conda-forge/minio,,1310626.0,https://pypi.org/project/minio,2023-08-17 22:04:47.000,438.0,1306714.0,https://anaconda.org/conda-forge/minio,2023-08-18 02:19:36.523,140848.0,3.0,,,,,,,,,,,,,,,,,,, +163,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-08-30 16:01:36.000,2023-08-29 13:26:41,363.0,14.0,119,60.0,356.0,55.0,272.0,383,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,33,True,8065.0,7739.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7325127.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,326.0,7270954.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1841742.0,3.0,,,,,,,,,,,,,,,,,,, +164,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-07-20 15:13:36.000,2023-07-20 15:13:35,1853.0,24.0,589,130.0,329.0,65.0,813.0,5553,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,32,True,1789.0,1419.0,csvkit,conda-forge/csvkit,,160405.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,370.0,159161.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,95846.0,2.0,,,,,,,,,,,,,,,,,,, +165,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-08-04 16:18:27.000,2023-08-04 16:18:00,1099.0,14.0,243,65.0,84.0,24.0,266.0,3388,2022-04-23 14:56:04.000,1.14.0,23.0,43.0,32,True,1014.0,898.0,asciimatics,conda-forge/asciimatics,,66282.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,116.0,64090.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,140339.0,3.0,,,,,,,,,,,,,,,,,,, +166,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-06-16 13:24:05.857,2022-12-15 14:28:13,3987.0,,233,86.0,77.0,313.0,329.0,3294,2022-01-27 22:51:06.000,0.7.16,47.0,24.0,32,True,3974.0,3614.0,pony,conda-forge/pony,66.0,101594.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,360.0,100395.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,94738.0,3.0,,,,,,,,,,,,,,,,,,, +167,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,349,279.0,1629.0,112.0,485.0,3288,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,330.0,316.0,koalas,conda-forge/koalas,1019.0,1714205.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1708161.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,307285.0,3.0,,,,,,,"['spark', 'pandas']",,,,,,,,,,,, +168,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,197.0,943.0,264.0,501.0,3159,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9946.0,9128.0,blaze,conda-forge/blaze,,11375.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8571.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201956.0,3.0,,,,,,,,,,,,,,,,,,, +169,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-08-10 21:52:38.000,2022-12-19 03:14:24,1998.0,,238,47.0,192.0,171.0,355.0,3148,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2425.0,2323.0,dependency-injector,conda-forge/dependency_injector,,998961.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,997645.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,30271.0,2.0,,,,,,,,,,,,,,,,,,, +170,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,197,59.0,146.0,95.0,73.0,2771,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,7967.0,7073.0,schema,conda-forge/schema,,6064389.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,894.0,6062082.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,113050.0,2.0,,,,,,,,,,,,,,,,,,, +171,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2604,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,32,False,1453.0,1339.0,mrjob,conda-forge/mrjob,,93377.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,87150.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,516912.0,2.0,,,,,,,,,,,,,,,,,,, +172,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-08-30 15:25:13.000,2023-08-26 19:10:45,587.0,39.0,209,16.0,558.0,238.0,406.0,2535,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,1083.0,1009.0,pandera,conda-forge/pandera-core,,1001375.0,https://pypi.org/project/pandera,2023-07-17 16:24:00.995,74.0,1000573.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,27280.0,3.0,,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,, +173,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-08-16 03:51:37.000,2022-03-15 11:17:01,1020.0,,251,39.0,354.0,141.0,248.0,2126,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,13992.0,13901.0,pypika,conda-forge/pypika,,2789337.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,91.0,2789202.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,2981.0,3.0,,,,,,,,,,,,,,,,,,, +174,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,208,39.0,241.0,42.0,201.0,1781,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,15271.0,13924.0,voluptuous,conda-forge/voluptuous,,2381774.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1347.0,2378082.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,313865.0,2.0,,,,,,,,,,,,,,,,,,, +175,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-08-30 10:15:05.000,2023-08-30 10:15:05,272.0,3.0,144,27.0,50.0,6.0,224.0,1760,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,3381.0,,cachetools,conda-forge/cachetools,,95825407.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3381.0,95578960.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9611443.0,1.0,,,,,,,,,,,,,,,,,,, +176,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1662,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2013.0,,humanize,conda-forge/humanize,,5595579.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2013.0,5583736.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,450041.0,2.0,,,,,,,,,,,,,,,,,,, +177,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-08-31 01:09:21.000,2023-08-11 05:47:27,1049.0,6.0,87,17.0,567.0,92.0,436.0,1586,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,17399.0,17028.0,omegaconf,conda-forge/omegaconf,,4389174.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4363691.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1095802.0,3.0,,,,,,,,,,,,,,,,,,, +178,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,140.0,1130,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6201.0,5886.0,sshtunnel,conda-forge/sshtunnel,,5947604.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,315.0,5946164.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,119543.0,3.0,,,,,,,,,,,,,,,,,,, +179,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-08-31 09:52:43.000,2023-08-31 09:52:42,506.0,24.0,82,24.0,263.0,35.0,68.0,1112,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,32,True,16576.0,16338.0,cleo,conda-forge/cleo,,12729012.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,238.0,12720030.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,538947.0,3.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +180,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,991,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,True,266840.0,251798.0,appdirs,conda-forge/appdirs,,17405064.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15042.0,17298990.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9440616.0,3.0,,,,,,,,,,,,,,,,,,, +181,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-21 00:46:35.000,2023-08-21 00:44:58,953.0,88.0,100,23.0,92.0,25.0,83.0,853,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,32,True,994.0,,inflect,conda-forge/inflect,,3995691.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,994.0,3986716.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,341082.0,2.0,,,,,,,,,,,,,,,,,,, +182,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-08-30 23:16:41.000,2023-08-10 23:37:15,1156.0,10.0,84,17.0,743.0,22.0,121.0,354,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3225.0,,multidict,conda-forge/multidict,4466.0,71607935.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3225.0,71470579.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10297854.0,2.0,,,,,,,,,,,,,,,,,,, +183,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-08-30 17:33:23.000,2023-08-29 08:55:38,821.0,49.0,60,22.0,422.0,146.0,267.0,351,2023-03-14 09:22:38.000,1.13.0,75.0,34.0,32,True,8030.0,7884.0,param,conda-forge/param,,410363.0,https://pypi.org/project/param,2023-07-25 19:48:41.000,146.0,393166.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1306994.0,2.0,,,,,,,,,,,,,,,,,,, +184,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-07-06 20:34:50.000,2023-01-15 03:55:53,288.0,,51,15.0,36.0,17.0,22.0,335,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,450808.0,437356.0,wcwidth,conda-forge/wcwidth,,37334700.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13452.0,37116255.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,20096974.0,3.0,,,,,,,,,,,,,,,,,,, +185,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-08-06 00:03:18.000,2023-08-05 17:47:57,662.0,51.0,37,4.0,41.0,6.0,63.0,40,2023-07-14 19:25:11.779,3.16.2,48.0,22.0,32,False,3973.0,,zipp,conda-forge/zipp,,158786595.0,https://pypi.org/project/zipp,2023-07-14 19:25:11.779,3973.0,157896783.0,https://anaconda.org/conda-forge/zipp,2023-07-14 22:44:08.949,31143441.0,3.0,,,,,,,,,,,,,,,,,,, +186,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-08-03 17:24:02.000,2023-07-21 10:40:58,3636.0,27.0,592,144.0,967.0,500.0,772.0,7983,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,599.0,568.0,vaex,conda-forge/vaex,279.0,53184.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,51066.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,173556.0,3.0,,,,,,,,,,,,,,,,,,, +187,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-08-19 20:22:58.000,2023-03-04 17:45:05,299.0,,565,131.0,188.0,174.0,338.0,5791,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6059.0,5973.0,eel,,,60988.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,60988.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +188,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512,92.0,181.0,14.0,420.0,4989,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,31,True,3408.0,3143.0,transitions,conda-forge/transitions,,531853.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,265.0,521591.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,513141.0,1.0,,,,,,,,,,,,,,,,,,, +189,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-08-08 13:44:30.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,137.0,34.0,261.0,4614,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,3805.0,3227.0,dataset,conda-forge/dataset,,112846.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,578.0,112614.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6744.0,3.0,,,,,,,,,,,,,,,,,,, +190,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-08-04 12:50:10.000,2023-08-04 12:49:43,980.0,14.0,365,83.0,170.0,,591.0,4591,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,31,True,1424.0,1249.0,huey,conda-forge/huey,,77361.0,https://pypi.org/project/huey,2023-02-09 14:36:35.380,175.0,76860.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32091.0,2.0,,,,,,,,,,,,,,,,,,, +191,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-08-30 10:58:39.000,2023-08-29 22:52:34,6992.0,588.0,612,87.0,1231.0,138.0,612.0,3604,2023-04-12 02:29:00.815,0.3.1,63.0,247.0,31,True,38.0,2.0,toga,,1683.0,2253.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,2058.0,,,,2.0,,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,27.0,,,,,,,,,,,,, +192,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,192.0,3478,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,True,12745.0,12285.0,keyboard,conda-forge/keyboard,,172474.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,460.0,171636.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,21792.0,3.0,,,,,,,,,,,,,,,,,,, +193,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-07-06 15:30:43.000,2023-04-22 06:02:17,441.0,,287,19.0,111.0,11.0,125.0,3269,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,20219.0,19845.0,gdown,conda-forge/gdown,,1758284.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,374.0,1753766.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,212349.0,2.0,,,,,,,,,,,,,,,,,,, +194,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-08-31 13:02:33.000,2023-08-29 14:23:27,5853.0,156.0,318,40.0,1555.0,33.0,191.0,3015,2023-08-29 15:19:29.000,0.44.0,101.0,75.0,31,True,156.0,154.0,zenml,,1.0,8275.0,https://pypi.org/project/zenml,2023-08-29 15:04:37.000,2.0,8275.0,,,,2.0,,,,,,,,,,,,,,,,,,, +195,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-08-31 13:02:05.000,2023-08-31 07:54:25,1678.0,37.0,99,41.0,1270.0,66.0,347.0,2876,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,451.0,392.0,returns,conda-forge/returns,,111670.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,111421.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,6724.0,3.0,,,,,,,,,,,,,,,,,,, +196,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,64.0,305.0,107.0,238.0,2564,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1935.0,1548.0,schematics,conda-forge/schematics,,127559.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,127033.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25821.0,3.0,,,,,,,,,,,,,,,,,,, +197,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-08-29 14:48:51.000,2023-07-18 05:37:13,821.0,1.0,424,41.0,621.0,259.0,363.0,2251,2023-04-26 00:04:01.470,5.5.0,89.0,104.0,31,True,1652.0,1492.0,pynamodb,conda-forge/pynamodb,,2095488.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,160.0,2087678.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,374883.0,3.0,,,,,,,,,,,,,,,,,,, +198,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-08-31 10:19:16.000,2023-08-30 19:47:58,221.0,5.0,274,49.0,63.0,48.0,112.0,2111,2023-08-30 19:51:11.000,1.6.0,82.0,28.0,31,True,936.0,873.0,datasketch,,19.0,1267004.0,https://pypi.org/project/datasketch,2023-08-30 19:51:11.000,63.0,1267004.0,,,,3.0,,,,,,,,,,,,,,,,,,, +199,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1880,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,601.0,,fs,conda-forge/fs,,1773957.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,601.0,1764681.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,658635.0,3.0,,,,,,,,,,,,,,,,,,, +200,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,99.0,402.0,167.0,379.0,1655,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8718.0,7465.0,influxdb,conda-forge/influxdb,,1849806.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1253.0,1846650.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,126249.0,3.0,,,,,,,,,,,,,,,,,,, +201,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-08-31 01:25:49.000,2023-08-23 19:42:25,1370.0,55.0,238,42.0,588.0,143.0,787.0,1608,2023-08-23 19:44:09.000,1.4.0,109.0,43.0,31,False,271.0,254.0,sdv,conda-forge/sdv,,26952.0,https://pypi.org/project/sdv,2023-08-23 19:42:19.000,17.0,26311.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,12829.0,2.0,,,,,,,,,,,,,,,,,,, +202,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-08-21 06:53:00.000,2023-05-10 16:17:15,1092.0,,214,47.0,178.0,56.0,336.0,1446,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,2097.0,2004.0,pygsheets,,,1447013.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1447013.0,,,,3.0,,,,,,,,,,,,,,,,,,, +203,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-08-31 12:49:07.000,2023-08-28 17:28:53,1259.0,77.0,131,20.0,779.0,60.0,339.0,1213,2023-08-28 18:02:47.000,8.2.0,56.0,59.0,31,True,553.0,520.0,copier,,,93050.0,https://pypi.org/project/copier,2023-08-28 18:02:47.000,33.0,93050.0,,,,3.0,,,,,,,,,,,,,,,,,,, +204,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-08-23 15:16:26.000,2023-08-23 15:16:25,529.0,16.0,70,18.0,191.0,32.0,92.0,1185,2023-08-10 13:51:11.000,2.0.0,21.0,36.0,31,True,10045.0,9690.0,questionary,conda-forge/questionary,,1142334.0,https://pypi.org/project/questionary,2023-08-10 13:51:11.000,355.0,1140756.0,https://anaconda.org/conda-forge/questionary,2023-08-10 15:01:41.016,50503.0,3.0,,,,,,,,,,,,,,,,,,, +205,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-08-17 00:34:39.000,2023-08-17 00:33:24,1178.0,2.0,362,74.0,21.0,32.0,606.0,863,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7886.0,7562.0,cx-Oracle,conda-forge/cx_oracle,,2530580.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2518253.0,https://anaconda.org/conda-forge/cx_oracle,2023-08-04 11:23:33.477,456126.0,3.0,,,,,,,,,,,,,,,,,,, +206,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,253,18.0,212.0,27.0,301.0,858,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,4480.0,4195.0,fastcore,conda-forge/fastcore,,568158.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,565432.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,54527.0,3.0,,,,,,,,,,,,,,,,,,, +207,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-08-25 19:25:04.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,836,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,True,17379.0,17056.0,anytree,conda-forge/anytree,,769477.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,323.0,768669.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,32358.0,2.0,,,,,,,,,,,,,,,,,,, +208,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,4.0,46,17.0,75.0,1.0,86.0,791,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,31,True,23536.0,22297.0,natsort,conda-forge/natsort,,3603877.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1239.0,3561748.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1390263.0,3.0,,,,,,,,,,,,,,,,,,, +209,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-08-28 17:29:26.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,110.0,22.0,100.0,445,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,332099.0,325020.0,rsa,conda-forge/rsa,,119713892.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7079.0,119567710.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12425526.0,3.0,,,,,,,,,,,,,,,,,,, +210,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-08-30 20:41:01.000,2023-08-23 22:53:15,766.0,21.0,46,44.0,654.0,46.0,166.0,55,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3071.0,3059.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3537627.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3534475.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,94574.0,3.0,,,,,,,,,,,,,,,,,,, +211,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-08-07 16:17:00.000,2023-08-07 16:16:58,819.0,31.0,35,12.0,50.0,1.0,236.0,50,2023-08-07 05:09:49.000,6.0.1,64.0,35.0,31,False,1305.0,,importlib-resources,conda-forge/importlib_resources,,63543993.0,https://pypi.org/project/importlib-resources,2023-08-07 05:09:31.000,1305.0,63160829.0,https://anaconda.org/conda-forge/importlib_resources,2023-08-07 11:39:04.742,14943423.0,2.0,,,,,,,,,,,,,,,,,,, +212,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-06-16 19:25:42.098,2023-04-04 13:18:36,954.0,,4496,641.0,745.0,197.0,100.0,22902,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,30,True,109.0,93.0,algorithms,conda-forge/algorithms,,9164.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,9103.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1710.0,3.0,,,,,,,,,,,,,,,,,,, +213,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-07-24 15:26:37.000,2022-05-08 04:08:19,743.0,,945,274.0,293.0,152.0,461.0,17795,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,875.0,797.0,gooey,conda-forge/gooey,493.0,5862.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,4465.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,70784.0,3.0,,,,,,,,,,,,,,,,,,, +214,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,6995,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,30,True,1244.0,1066.0,records,conda-forge/records,,209334.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,209012.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24484.0,3.0,,,,,,,,,,,,,,,,,,, +215,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,171.0,740.0,21.0,959.0,5560,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,361.0,349.0,snorkel,conda-forge/snorkel,1045.0,32962.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,32038.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,44663.0,2.0,,,,,,,,,,,,,,,,,,, +216,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5077,,,26.0,28.0,30,False,6608.0,5800.0,pdfminer,conda-forge/pdfminer,,163605.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,808.0,163210.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,33222.0,2.0,,,,,,,,,,,,,,,,,,, +217,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3137,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,30,True,9080.0,8467.0,funcy,conda-forge/funcy,,1450412.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,613.0,1445699.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,372373.0,3.0,,,,,,,,,,,,,,,,,,, +218,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,17.0,585,176.0,460.0,94.0,476.0,2993,2023-08-17 15:54:23.000,1.82.0,94.0,82.0,30,False,258.0,225.0,arctic,conda-forge/arctic,209.0,3804.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,3233.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29024.0,3.0,,,,,,,,,,,,,,,,,,, +219,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-08-30 21:19:06.000,2023-07-02 21:24:27,1012.0,1.0,361,49.0,373.0,85.0,308.0,2942,2022-12-12 07:24:03.639,6.3.0,55.0,102.0,30,True,599.0,,smart-open,conda-forge/smart_open,,14707670.0,https://pypi.org/project/smart-open,2022-12-12 07:24:03.639,599.0,14682843.0,https://anaconda.org/conda-forge/smart_open,2023-06-16 13:24:40.462,2035893.0,2.0,,,,,,,,,,,,,,,,,,, +220,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,6.0,658,144.0,448.0,143.0,397.0,2710,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,30,True,841.0,,pandas-datareader,conda-forge/pandas-datareader,,566134.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,841.0,562024.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,312377.0,2.0,,,,,,,,,,,,,,,,,,, +221,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2387,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,30,False,6869.0,6485.0,addict,conda-forge/addict,20.0,2589533.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,384.0,2584662.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,414052.0,2.0,,,,,,,,,,,,,,,,,,, +222,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-08-31 13:04:50.000,2023-08-31 12:51:01,743.0,68.0,103,33.0,979.0,21.0,360.0,2347,2023-08-30 22:13:50.000,1.3.2,280.0,22.0,30,True,172.0,167.0,whylogs,,43.0,107411.0,https://pypi.org/project/whylogs,2023-08-30 22:14:52.000,5.0,107409.0,,,,2.0,,,,,,,,,,,,,,,,,,, +223,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-08-21 18:26:32.000,2023-06-20 15:54:36,2284.0,33.0,176,39.0,370.0,30.0,262.0,1859,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,60.0,,pyscaffold,conda-forge/pyscaffold,,255696.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,250225.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,175100.0,3.0,,,,,,,,,,,,,,,,,,, +224,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-08-30 11:38:20.000,2023-08-10 16:59:00,1029.0,4.0,314,70.0,399.0,109.0,366.0,1474,2023-06-23 21:51:00.000,0.23.0,14.0,83.0,30,True,240.0,215.0,mleap,conda-forge/mleap,,227335.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,225445.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,73737.0,2.0,,,,,,,,,,,,,,,,,,, +225,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-08-19 20:31:25.000,2023-02-24 16:19:12,264.0,,101,34.0,68.0,3.0,64.0,1375,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2869.0,,python-slugify,conda-forge/python-slugify,,11418927.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2869.0,11398157.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1723910.0,3.0,,,,,,,,,,,,,,,,,,, +226,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-08-02 16:10:54.000,2023-08-02 16:10:53,625.0,11.0,59,16.0,225.0,5.0,52.0,1330,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,17799.0,17306.0,bidict,conda-forge/bidict,,1707179.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,493.0,1703160.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,333596.0,2.0,,,,,,,,,,,,,,,,,,, +227,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,,218,48.0,178.0,23.0,760.0,1186,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,30,True,639.0,,py2neo,conda-forge/py2neo,,204910.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,639.0,204086.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,61022.0,3.0,,,,,,,,,,,,,,,,,,, +228,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,265.0,1088,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1940.0,1722.0,redis-py-cluster,,3829.0,1930061.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1930025.0,,,,3.0,,,,,,,,,,,,,,,,,,, +229,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-08-31 02:07:54.000,2023-08-24 19:49:13,1973.0,11.0,131,43.0,409.0,107.0,248.0,920,2023-05-29 19:24:00.928,0.7.0,28.0,82.0,30,True,1582.0,1463.0,intake,conda-forge/intake,,42719.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,34472.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,470122.0,2.0,,,,,,,,,,,,,,,,,,, +230,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-08-29 20:07:04.000,2023-08-29 20:07:03,593.0,28.0,135,21.0,480.0,39.0,249.0,900,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,1997.0,1876.0,aiocache,,6.0,307759.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,121.0,307759.0,,,,2.0,,,,,,,,,,,,,,,,,,, +231,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-08-13 11:58:02.000,2020-10-21 17:48:31,219.0,,77,15.0,259.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,42975.0,40908.0,cached-property,conda-forge/cached-property,,12240720.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2067.0,12162162.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,6048978.0,2.0,,,,,,,,,,,,,,,,,,, +232,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-07-23 18:50:20.218,2023-07-23 14:40:17,372.0,37.0,114,16.0,92.0,65.0,127.0,658,2023-07-23 16:18:40.000,1.7,28.0,53.0,30,True,14232.0,12765.0,configargparse,conda-forge/configargparse,,3405565.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1467.0,3382663.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,687087.0,3.0,,,,,,,,,,,,,,,,,,, +233,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-08-29 13:39:41.000,2023-08-29 13:39:40,522.0,15.0,335,36.0,268.0,27.0,123.0,645,2020-04-17 20:27:24.000,3.9.0,36.0,68.0,30,True,4401.0,3121.0,pysolr,conda-forge/pysolr,,192203.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,191929.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21393.0,3.0,,,,,,,,,,,,,,,,,,, +234,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-07-25 11:19:25.000,2023-07-24 11:40:07,297.0,3.0,32,11.0,73.0,5.0,26.0,379,2023-07-18 11:35:10.596,2.4.7,40.0,14.0,30,True,33289.0,32999.0,srsly,conda-forge/srsly,,5171070.0,https://pypi.org/project/srsly,2023-07-18 11:35:10.596,290.0,5137035.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1293349.0,3.0,,,,,,,,,,,,,,,,,,, +235,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-06-21 14:09:09.912,2023-05-31 09:44:31,300.0,,56,7.0,68.0,3.0,77.0,173,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,30,True,3763.0,,tzlocal,conda-forge/tzlocal,,39102470.0,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3763.0,39075272.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2339077.0,3.0,,,,,,,,,,,,,,,,,,, +236,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-08-24 13:09:59.000,2022-03-13 00:04:41,186.0,,50,9.0,44.0,19.0,21.0,131,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,50115.0,47907.0,isodate,conda-forge/isodate,,69418920.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2208.0,69368321.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4503389.0,3.0,,,,,,,,,,,,,,,,,,, +237,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6589,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1662.0,1632.0,faust,,,20569.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,20569.0,,,,3.0,,,,,,,,,,,,,,,,,,, +238,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,27.0,218,28.0,283.0,97.0,753.0,3163,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,95.0,89.0,ploomber,conda-forge/ploomber,,7816.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,5000.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,73225.0,3.0,,,,,,,,,,,,,,,,,,, +239,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2747,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,29,False,6357.0,6202.0,sklearn-pandas,conda-forge/sklearn-pandas,,228245.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,155.0,226333.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,63103.0,3.0,,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,, +240,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,19.0,101,31.0,82.0,14.0,127.0,2330,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,1097.0,1056.0,swifter,conda-forge/swifter,,352691.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,346090.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,250853.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +241,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-07-31 16:46:53.000,2023-07-31 16:46:45,155.0,2.0,117,23.0,109.0,50.0,42.0,1871,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,29,True,6770.0,6681.0,gin-config,conda-forge/gin-config,,521612.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,521096.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,20140.0,3.0,,,,,,,,,,,,,,,,,,, +242,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,,152,93.0,1931.0,163.0,1335.0,1742,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2167.0,88545.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,87815.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22420.0,3.0,,,,,,,,,,,,,,,,,,, +243,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1400,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10590.0,9083.0,blessings,conda-forge/blessings,,806901.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1507.0,803241.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,274574.0,3.0,,,,,,,,,,,,,,,,,,, +244,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-08-31 11:04:05.000,2023-08-28 10:12:58,769.0,15.0,61,16.0,429.0,180.0,168.0,1292,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,29,True,1965.0,1955.0,prisma,,,46685.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,46685.0,,,,3.0,,,,,,,,,,,,,,,,,,, +245,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,57,26.0,40.0,85.0,73.0,1259,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,29,True,2042.0,1794.0,strictyaml,conda-forge/strictyaml,,609229.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,248.0,605985.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,207635.0,3.0,,,,,,,,,,,,,,,,,,, +246,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-08-28 18:28:37.000,2023-08-22 20:59:04,781.0,37.0,42,13.0,226.0,13.0,83.0,1143,2023-07-16 09:30:00.746,0.32.0,61.0,7.0,29,True,1499.0,1469.0,python-benedict,conda-forge/python-benedict,,615818.0,https://pypi.org/project/python-benedict,2023-07-16 09:30:00.746,30.0,611604.0,https://anaconda.org/conda-forge/python-benedict,2023-07-16 12:09:20.959,139077.0,3.0,,,,,,,,,,,,,,,,,,, +247,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-08-06 23:43:55.000,2023-08-06 23:43:54,1207.0,39.0,141,39.0,83.0,4.0,130.0,1058,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,138.0,,path,conda-forge/path,,1617765.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,138.0,1606461.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,440889.0,3.0,,,,,,,,,,,,,,,,,,, +248,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,673,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,9973.0,8738.0,parsedatetime,conda-forge/parsedatetime,,7525377.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1235.0,7523359.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,167538.0,3.0,,,,,,,,,,,,,,,,,,, +249,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-08-29 09:32:19.000,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,515,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17080.0,14896.0,scandir,conda-forge/scandir,,3705208.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3689409.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1342970.0,3.0,,,,,,,,,,,,,,,,,,, +250,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-08-19 14:44:34.000,2023-08-19 14:43:17,701.0,12.0,43,11.0,79.0,13.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,4649.0,4383.0,python-rapidjson,conda-forge/python-rapidjson,,1217520.0,https://pypi.org/project/python-rapidjson,2023-03-15 12:20:02.299,266.0,1201515.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1264460.0,3.0,,,,,,,,,,,,,,,,,,, +251,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,192,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,9880.0,9498.0,ordered-set,conda-forge/ordered-set,,9173909.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,382.0,9169532.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,385222.0,3.0,,,,,,,,,,,,,,,,,,, +252,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-08-21 12:31:10.000,2023-07-25 17:58:43,1868.0,11.0,598,126.0,1282.0,215.0,1069.0,7457,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,28,True,19.0,11.0,hydra,conda-forge/hydra-core,,26381.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8271.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,760625.0,3.0,,,,,,,,,,,,,,,,,,, +253,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2596,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2293.0,2248.0,gino,,,26159.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,26159.0,,,,3.0,,,,,,,,,,,,,,,,,,, +254,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-08-30 19:31:45.000,2023-08-27 17:09:10,3838.0,3.0,309,33.0,323.0,137.0,535.0,2387,2023-05-15 21:07:09.000,2.7,208.0,93.0,28,True,94.0,83.0,pyinfra,,,30272.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,30272.0,,,,3.0,,,,,,,,,,,,,,,,,,, +255,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-08-26 15:17:44.000,2023-08-03 07:19:44,535.0,10.0,130,50.0,60.0,14.0,121.0,2222,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,678.0,656.0,pyfunctional,,,336455.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,336455.0,,,,3.0,,,,,,,,,,,,,,,,,,, +256,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-08-31 05:38:51.000,2023-08-31 05:38:01,5626.0,42.0,507,109.0,929.0,590.0,943.0,2049,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3354.0,20489.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,694895.0,3.0,,,,,,,,,,,,,,,,,,, +257,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1888,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,28,False,2210.0,,retrying,conda-forge/retrying,,9590490.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2210.0,9572828.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1465976.0,3.0,,,,,,,,,,,,,,,,,,, +258,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-08-23 17:51:07.000,2023-08-23 17:31:04,1003.0,2.0,59,23.0,101.0,113.0,66.0,1727,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1258.0,1151.0,glom,conda-forge/glom,,1285023.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1284485.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,25326.0,3.0,,,,,,,,,,,,,,,,,,, +259,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1259,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2371.0,2286.0,pandasql,conda-forge/pandasql,,1549719.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,85.0,1534679.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,391058.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +260,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-08-25 15:48:53.000,2023-08-25 15:48:14,1711.0,27.0,74,13.0,412.0,106.0,234.0,1092,2023-07-21 14:09:40.000,0.119.0,240.0,42.0,28,True,286.0,276.0,piccolo,,,12002.0,https://pypi.org/project/piccolo,2023-08-02 21:41:12.000,10.0,12002.0,,,,3.0,,,,,,,,,,,,,,,,,,, +261,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-08-15 16:33:33.000,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1062,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6168.0,6048.0,immutables,conda-forge/immutables,,2502742.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,2478743.0,https://anaconda.org/conda-forge/immutables,2023-08-15 12:52:52.963,935972.0,3.0,,,,,,,,,,,,,,,,,,, +262,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,129,32.0,74.0,35.0,69.0,1054,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,3833.0,3613.0,sqlitedict,conda-forge/sqlitedict,,258801.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,220.0,257324.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,84190.0,3.0,,,,,,,,,,,,,,,,,,, +263,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,3.0,81,25.0,51.0,6.0,39.0,702,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,840.0,,munch,conda-forge/munch,,2907585.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,840.0,1699205.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3625140.0,3.0,,,,,,,,,,,,,,,,,,, +264,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,28,False,1004.0,773.0,happybase,conda-forge/happybase,,70975.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,231.0,69147.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,157251.0,3.0,,,,,,,,,,,,,,,,,,, +265,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,571,,,8.0,12.0,28,False,58136.0,55853.0,dataclasses,conda-forge/dataclasses,,10541543.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10370076.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10802446.0,3.0,,,,,,,,,,,,,,,,,,, +266,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,66.0,59.0,508,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6110.0,4760.0,beaker,conda-forge/beaker,,273819.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1350.0,272894.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71261.0,3.0,,,,,,,,,,,,,,,,,,, +267,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-08-31 04:31:56.000,2023-08-30 15:26:15,6365.0,212.0,30,10.0,251.0,36.0,542.0,349,2023-08-30 16:46:35.000,1.6.1,186.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,10258.0,https://pypi.org/project/static-frame,2023-08-30 16:43:06.000,2.0,2713.0,https://anaconda.org/conda-forge/static-frame,2023-08-30 19:35:30.358,294259.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +268,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,297,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,33090.0,29707.0,configobj,conda-forge/configobj,197.0,2719617.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3383.0,2708092.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,702979.0,3.0,,,,,,,,,,,,,,,,,,, +269,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,26.0,30.0,243,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,28,True,2778.0,,send2trash,conda-forge/send2trash,,12049532.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2778.0,11885467.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,10992395.0,3.0,,,,,,,,,,,,,,,,,,, +270,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,28,True,46375.0,38390.0,futures,conda-forge/futures,,9610803.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7985.0,9595864.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1254913.0,3.0,,,,,,,,,,,,,,,,,,, +271,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,2428.0,2138.0,cloudant,conda-forge/cloudant,,105673.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,104369.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108259.0,3.0,,,,,,,,,,,,,,,,,,, +272,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-08-04 09:01:41.000,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,4.0,36.0,74,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,61792.0,57479.0,pathlib2,conda-forge/pathlib2,,6865693.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4313.0,6835763.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2544100.0,3.0,,,,,,,,,,,,,,,,,,, +273,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,149.0,293.0,119.0,175.0,6091,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,112.0,108.0,powerline-shell,,,2205.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2205.0,,,,3.0,,,,,,,,,,,,,,,,,,, +274,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-08-21 14:04:11.000,2022-03-10 10:33:50,585.0,,509,84.0,248.0,101.0,129.0,3600,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,126.0,,textract,conda-forge/textract,,122674.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,126.0,122414.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21645.0,3.0,,,,,,,,,,,,,,,,,,, +275,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,190,30.0,52.0,75.0,124.0,3203,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,34.0,,pandarallel,conda-forge/pandarallel,,360330.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,359226.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,28717.0,3.0,,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,, +276,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3148,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,False,154.0,132.0,flexx,conda-forge/flexx,,1595.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,399.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,101711.0,3.0,,,,,,,,,,,,,,,,,,, +277,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-08-27 12:29:45.000,2023-08-27 12:29:45,289.0,8.0,246,29.0,134.0,102.0,117.0,2559,2023-08-20 21:30:11.000,1.42.0,84.0,28.0,27,True,68.0,66.0,img2dataset,,1305.0,16956.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,16902.0,,,,3.0,,,,,,,,,,,,,,,,,,, +278,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1877,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,209.0,173.0,mongo-connector,,,4769.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,4769.0,,,,3.0,,,,,,,,,,,,,,,,,,, +279,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,30.0,224.0,64.0,140.0,1667,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,27,True,448.0,429.0,arq,conda-forge/arq,,73702.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,73399.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8494.0,3.0,,,,,,,,,,,,,,,,,,, +280,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,951,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,27,False,2442.0,1934.0,bcolz,conda-forge/bcolz,,15145.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,10822.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,337268.0,3.0,,,,,,,,,,,,,,,,,,, +281,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-06-16 19:20:36.872,2023-04-27 07:43:18,748.0,,80,14.0,130.0,36.0,97.0,867,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,248.0,,mss,conda-forge/python-mss,,580142.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,248.0,579343.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,30364.0,3.0,,,,,,,,,,,,,,,,,,, +282,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,119,20.0,62.0,25.0,104.0,827,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2180.0,2062.0,pyahocorasick,conda-forge/pyahocorasick,,523842.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,118.0,520914.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,199128.0,3.0,,,,,,,,,,,,,,,,,,, +283,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-08-21 09:17:09.000,2023-08-21 09:17:09,622.0,1.0,134,13.0,92.0,22.0,172.0,473,2022-08-30 07:35:04.550,1.6.3,44.0,53.0,27,True,7107.0,4724.0,pylibmc,conda-forge/pylibmc,263.0,184464.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2383.0,181940.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,212805.0,3.0,,,,,,,,,,,,,,,,,,, +284,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,62,19.0,43.0,20.0,17.0,190,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,27,False,13029.0,,ptyprocess,conda-forge/ptyprocess,,35158506.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13029.0,34993183.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14548507.0,3.0,,,,,,,,,,,,,,,,,,, +285,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-24 09:35:37.258,2023-07-24 06:42:50,125.0,2.0,22,9.0,53.0,4.0,7.0,161,2023-07-24 07:37:20.000,2.0.9,26.0,12.0,27,True,29367.0,29296.0,catalogue,conda-forge/catalogue,,4752387.0,https://pypi.org/project/catalogue,2023-07-24 07:33:49.000,71.0,4722311.0,https://anaconda.org/conda-forge/catalogue,2023-07-24 09:35:37.258,1112832.0,3.0,,,,,,,,,,,,,,,,,,, +286,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-07-13 17:24:45.000,2023-05-24 18:39:09,2701.0,,132,51.0,297.0,46.0,190.0,1485,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,301.0,218.0,enaml,conda-forge/enaml,696.0,3374.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1125.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,154548.0,3.0,,,,,,,,,,,,,,,,,,, +287,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5395.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5395.0,,,,3.0,,,,,,,,,,,,,,,,,,, +288,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-07-19 07:38:20.262,2023-06-05 14:52:29,167.0,2.0,88,27.0,39.0,7.0,69.0,844,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,385.0,,email-validator,conda-forge/email-validator,,7898391.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7895550.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,105135.0,3.0,,,,,,,,,,,,,,,,,,, +289,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-08-30 04:57:30.000,2023-08-30 04:57:29,683.0,22.0,44,21.0,522.0,8.0,33.0,734,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,112.0,,janus,conda-forge/janus,,323052.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,112.0,322760.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14649.0,3.0,,,,,,,,,,,,,,,,,,, +290,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-08-30 14:31:08.000,2023-07-10 14:03:05,1386.0,40.0,48,17.0,135.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,2986.0,2925.0,ubelt,conda-forge/ubelt,,27823.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,25171.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,61005.0,3.0,,,,,,,,,,,,,,,,,,, +291,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-08-24 19:13:49.000,2023-08-24 19:13:38,9918.0,30.0,43,14.0,9.0,6.0,8.0,484,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,81672.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,81672.0,,,,3.0,,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,, +292,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,470,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,2922.0,2662.0,pyscreenshot,,,448253.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,260.0,448253.0,,,,3.0,,,,,,,,,,,,,,,,,,, +293,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,True,15306.0,15290.0,umongo,conda-forge/umongo,,28181.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,27954.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5228.0,3.0,,,,,,,,,,,,,,,,,,, +294,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,,28,11.0,50.0,21.0,35.0,309,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,308.0,,typing_inspect,conda-forge/typing_inspect,,21677565.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,308.0,21646997.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1589580.0,3.0,,,,,,,,,,,,,,,,,,, +295,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,26,False,73.0,,tabulator,conda-forge/tabulator-py,,202357.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,201630.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53816.0,3.0,,,,,,,,,,,,,,,,,,, +296,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,279.0,1788.0,59,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,7984.0,,openpyxl,openpyxl,,56872039.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,7954.0,56870027.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,185987.0,3.0,,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1221.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +297,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,73228.0,70515.0,contextlib2,conda-forge/contextlib2,,12350694.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2713.0,12338087.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1134675.0,3.0,,,,,,,,,,,,,,,,,,, +298,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-08-26 14:45:52.000,2023-08-26 14:44:06,51.0,2.0,104,35.0,100.0,16.0,141.0,2268,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,342.0,,python-box,conda-forge/python-box,39.0,1785180.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,342.0,1778094.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,453534.0,3.0,,,,,,,,,,,,,,,,,,, +299,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-08-21 14:09:15.000,2023-05-19 04:32:00,6411.0,,226,40.0,1036.0,7.0,209.0,1399,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,9113.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,9113.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +300,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,488.0,299.0,fabtools,,,1998.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1998.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,141,45.0,53.0,20.0,19.0,1160,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,352.0,,singer-python,,,786703.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,786703.0,,,,3.0,,,,,,,,,,,,,,,,,,, +302,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1134,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,252.0,219.0,parallel-ssh,,376.0,115358.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,115355.0,,,,3.0,,,,,,,,,,,,,,,,,,, +303,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-08-02 03:20:11.000,2023-07-31 19:45:56,123.0,25.0,39,17.0,79.0,6.0,4.0,1119,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2297.0,2280.0,asyncer,conda-forge/asyncer,,65468.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,65204.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5024.0,3.0,,,,,,,,,,,,,,,,,,, +304,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1065,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,25,False,2140.0,1971.0,pluginbase,conda-forge/pluginbase,,592774.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,588321.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,298398.0,3.0,,,,,,,,,,,,,,,,,,, +305,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,647,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,2993.0,2769.0,ratelimit,conda-forge/ratelimit,,4277540.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,224.0,4277164.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11661.0,3.0,,,,,,,,,,,,,,,,,,, +306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-07-28 10:45:04.000,2022-09-12 17:36:02,282.0,,49,10.0,27.0,14.0,71.0,594,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1161.0,1137.0,pysimdjson,conda-forge/pysimdjson,,389132.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,386910.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,75567.0,3.0,,,,,,,,,,,,,,,,,,, +307,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,306,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,198.0,176.0,pyhdb,,96.0,571200.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,571199.0,,,,3.0,,,,,,,,,,,,,,,,,,, +308,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,,30,6.0,123.0,2.0,77.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,25,True,892.0,847.0,everett,conda-forge/everett,,116878.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,115941.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,44993.0,3.0,,,,,,,,,,,,,,,,,,, +309,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,18,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5790.0,4460.0,clint,conda-forge/clint,114.0,100147.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1330.0,99517.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,54851.0,3.0,,,,,,,,,,,,,,,,,,, +310,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8008.0,,entrypoints,conda-forge/entrypoints,,15043131.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8008.0,14860150.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,16102359.0,3.0,,,,,,,,,,,,,,,,,,, +311,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,174,86.0,81.0,22.0,82.0,3945,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,2669.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,2669.0,,,,3.0,,,,,,,,,,,,,,,,,,, +312,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-07-31 13:00:06.000,2023-07-15 06:01:34,603.0,3.0,370,47.0,106.0,189.0,102.0,2274,2011-12-30 16:40:09.000,11.12.30,16.0,43.0,24,True,10.0,,camelot,,,4729.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,4729.0,,,,3.0,,,,,,,,,,,,,,,,,,, +313,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1559,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,199.0,166.0,bonobo,,,7284.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,7284.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +314,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1460,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,116.0,105.0,pypeln,conda-forge/pypeln,,43472.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,43090.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14148.0,3.0,,,,,,,,,,,,,,,,,,, +315,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,181.0,160.0,pinject,conda-forge/pinject,,82207.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,82025.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4202.0,3.0,,,,,,,,,,,,,,,,,,, +316,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-08-24 10:36:04.000,2023-08-24 10:29:36,322.0,8.0,76,44.0,231.0,42.0,40.0,1308,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,3927.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,3927.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,471,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,665.0,574.0,hickle,conda-forge/hickle,,37435.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,37015.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23114.0,3.0,,,,,,,,,,,,,,,,,,, +318,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,462,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,438.0,411.0,cachier,,,21528.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,21528.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +319,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,387,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,413.0,289.0,messytables,,,25286.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,25286.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-25 23:17:09.000,2023-07-24 10:51:09,925.0,19.0,23,18.0,170.0,8.0,14.0,335,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,24,True,368.0,332.0,aiomisc,,,16487.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,16487.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,260,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,863.0,777.0,deepdish,conda-forge/deepdish,,11959.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,10863.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,88796.0,3.0,,,,,,,,,,,,,,,,,,, +322,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32,16.0,81.0,23.0,4.0,240,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,85302.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,85302.0,,,,3.0,,,,,,,,,,,,,,,,,,, +323,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,6.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,2734.0,2540.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,94048.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,194.0,93672.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26321.0,3.0,,,,,,,,,,,,,,,,,,, +324,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,163,99.0,31.0,18.0,58.0,3237,,,4.0,19.0,23,False,591.0,561.0,macropy3,,,161.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,161.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-08-30 13:39:05.000,2023-08-23 14:11:03,5396.0,58.0,43,14.0,612.0,33.0,79.0,191,2023-08-01 10:51:02.000,0.8.7,20.0,34.0,23,True,5.0,5.0,batchflow,,,575.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,575.0,,,,3.0,,,,,,,,,,,,,,,,,,, +326,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,2.0,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,914.0,867.0,filedepot,,,25306.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,25306.0,,,,3.0,,,,,,,,,,,,,,,,,,, +327,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-08-31 12:57:02.000,2023-08-30 09:12:52,1653.0,220.0,5,3.0,709.0,17.0,29.0,42,2023-08-23 09:14:35.000,4.6.4,63.0,7.0,23,False,66.0,59.0,click-extra,,245.0,1616.0,https://pypi.org/project/click-extra,2023-08-23 09:14:22.000,7.0,1605.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10570,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,22,False,12.0,11.0,grumpy-tools,,,10.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,10.0,,,,2.0,,,,,,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3498,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,407.0,374.0,pampy,,,30773.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,30773.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2698,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,53.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,53.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,36.0,214.0,46.0,56.0,2441,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,20412.0,756.0,,,,,,,,2.0,,,,,,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1769,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,198.0,167.0,bashplotlib,,,3448.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3448.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1547,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,189.0,166.0,commonregex,,,150564.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,150564.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,844,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,219.0,200.0,unsync,conda-forge/unsync,,17981.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,17686.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11228.0,3.0,,,,,,,,,,,,,,,,,,, +335,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,802,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1316.0,1219.0,pickledb,,,23231.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,97.0,23231.0,,,,3.0,,,,,,,,,,,,,,,,,,, +336,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-08-24 19:14:14.000,2023-05-02 12:53:18,107.0,,30,11.0,51.0,15.0,12.0,705,2023-04-28 00:10:34.000,0.6.0,13.0,11.0,22,True,200.0,189.0,dirty-equals,conda-forge/dirty-equals,,38367.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,36239.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,36176.0,3.0,,,,,,,,,,,,,,,,,,, +337,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,537,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,22,True,112.0,103.0,pypyr,conda-forge/pypyr,,2367.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,1768.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,11387.0,3.0,,,,,,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11130.0,9084.0,unipath,,,59488.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2046.0,59488.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,4503.0,3319.0,awesome-slugify,conda-forge/awesome-slugify,,51091.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,50315.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68296.0,3.0,,,,,,,,,,,,,,,,,,, +340,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,43.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,22,False,693.0,610.0,pymodm,conda-forge/pymodm,,59483.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,59366.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4931.0,3.0,,,,,,,,,,,,,,,,,,, +341,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,184.0,176.0,pysparkling,conda-forge/pysparkling,,7088.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,6936.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4430.0,3.0,,,,,,,,,,,,,,,,,,, +342,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-08-28 20:09:41.000,2023-06-01 18:46:39,628.0,,12,8.0,31.0,14.0,14.0,127,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,204.0,172.0,docopt-ng,,,51647.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,51647.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,124,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,True,1859.0,1806.0,coolname,conda-forge/coolname,,387548.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,53.0,385353.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,70260.0,3.0,,,,,,,,,,,,,,,,,,, +344,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1220,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,662.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,662.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,119.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,42.0,30.0,mrq,,,195.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,195.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,1.0,135,62.0,76.0,167.0,149.0,845,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,767.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,767.0,,,,3.0,,,,,,,,,,,,,,,,,,, +347,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-08-13 15:42:39.000,2023-01-03 19:16:25,478.0,,76,21.0,214.0,72.0,80.0,833,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,14369.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,14369.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,710,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,21,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1829.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1030.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,26384.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +349,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,281,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,147.0,141.0,datatest,,,12785.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,12785.0,,,,3.0,,,,,,,,,,,,,,,,,,, +350,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,46,15.0,33.0,25.0,9.0,274,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,390.0,378.0,price-parser,,,79307.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,79307.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,21,True,86.0,69.0,valideer,conda-forge/valideer,,13586.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,13348.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20965.0,3.0,,,,,,,,,,,,,,,,,,, +352,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,251,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,312.0,274.0,rtoml,,,61763.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,61763.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,178,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,74.0,70.0,typical,conda-forge/typical,,4652.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,3465.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,32054.0,3.0,,,,,,,,,,,,,,,,,,, +354,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2018.0,1892.0,stopit,conda-forge/stopit,,363667.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,353351.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,691233.0,3.0,,,,,,,,,,,,,,,,,,, +355,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-08-23 08:39:00.000,2023-07-30 14:50:45,80.0,2.0,128,33.0,11.0,8.0,157.0,3100,2023-07-30 14:52:27.000,2.1.16,61.0,1.0,20,False,181.0,181.0,ptext-joris-schellekens,conda-forge/borb,,1725.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,4.0,https://anaconda.org/conda-forge/borb,2023-08-01 16:13:18.307,41308.0,3.0,,,,,,,,,,,,,,,,,,, +356,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,138,69.0,4.0,1.0,40.0,2047,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2405.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2405.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,208,40.0,56.0,81.0,39.0,1345,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,10882.0,1106.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,919.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-08-30 15:32:50.000,2023-08-30 15:32:25,602.0,46.0,21,4.0,242.0,4.0,,245,2023-08-30 15:32:50.000,1.1.184,471.0,9.0,20,True,1.0,1.0,upgini,,,3890.0,https://pypi.org/project/upgini,2023-08-30 15:32:50.000,,3890.0,,,,3.0,,,,,,,,,,,,,,,,,,, +359,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,20,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1097.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,87.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,61610.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +360,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,7.0,22.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,153.0,141.0,aioprometheus,,,62180.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,62180.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1975,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +362,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-08-23 16:41:38.000,2023-08-18 15:41:20,2733.0,94.0,114,28.0,197.0,42.0,312.0,1183,,,,44.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +363,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1094,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,1125.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1125.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,3559.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3559.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,198,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,829.0,825.0,gsheetsdb,,,47704.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,47704.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-07-11 17:34:29.000,2023-05-01 19:51:54,163.0,,105,57.0,68.0,24.0,16.0,2017,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,1.0,,mara-pipelines,,,69.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,69.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1598,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,348.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,348.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,25.0,25.0,d6tflow,,,86.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,86.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,579.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,579.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,628,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,60.0,57.0,pugsql,,,6479.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6479.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10383.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10383.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,53.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,53.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,952,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,182037.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,182037.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,61,19.0,27.0,42.0,29.0,774,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1303.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1303.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,98.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,98.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,609,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,315.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,315.0,,,,3.0,,,,,,,['jupyter'],,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,427,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,52.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,52.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-08-28 17:25:30.000,2023-08-28 17:19:32,117.0,5.0,6,13.0,138.0,8.0,3.0,267,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,447.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,447.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +380,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-08-31 01:03:12.000,2023-08-25 18:33:03,757.0,191.0,16,2.0,595.0,7.0,9.0,229,2023-08-21 19:07:10.000,0.1.38,21.0,10.0,16,False,,,the-guide,,,97.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,97.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,172.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,172.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,518.0,509.0,millify,,,32944.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,32944.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,10.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,10.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,33.0,28.0,cleverdict,,,712.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,712.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,3.0,3.0,pandapy,,,57.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,57.0,,,,3.0,,,,,,,['pandas'],,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,144.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,144.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,12,True,,,datajob,,,9.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,9.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +389,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,769,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 5d32c0d..3054fce 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- SQLAlchemy (πŸ₯‡46 Β· ⭐ 7.7K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- Dagster (πŸ₯‡41 Β· ⭐ 8.2K Β· πŸ“ˆ) - An orchestration platform for the development, production, and.. Apache-2 -- anyio (πŸ₯‡38 Β· ⭐ 1.4K Β· πŸ“ˆ) - High level asynchronous concurrency and networking framework that works.. MIT -- plumbum (πŸ₯‰35 Β· ⭐ 2.7K Β· πŸ“ˆ) - Plumbum: Shell Combinators. MIT -- immutables (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ“ˆ) - A high-performance immutable mapping type for Python. Apache-2 +- numpy (πŸ₯‡54 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +- boto3 (πŸ₯‡47 Β· ⭐ 8.3K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +- polars (πŸ₯ˆ39 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +- tink (πŸ₯ˆ38 Β· ⭐ 13K Β· πŸ“ˆ) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- docker-compose (πŸ₯ˆ42 Β· ⭐ 30K Β· πŸ“‰) - Define and run multi-container applications with Docker. Apache-2 -- paramiko (πŸ₯ˆ42 Β· ⭐ 8.5K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K Β· πŸ“‰) - MySQL client library for Python. MIT -- XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 -- colorama (πŸ₯ˆ35 Β· ⭐ 3.2K Β· πŸ“‰) - Simple cross-platform colored terminal text in Python. BSD-3 +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.7K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- flatbuffers (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +- XlsxWriter (πŸ₯‰35 Β· ⭐ 3.3K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 +- pycparser (πŸ₯ˆ35 Β· ⭐ 3K Β· πŸ“‰) - Complete C99 parser in pure Python. BSD-3 +- SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ“‰) - Various utility functions and datatypes for SQLAlchemy. BSD-3 From 5c6d499da45b4506c6695329fa9a00bc84a97f84 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 7 Sep 2023 13:47:40 +0000 Subject: [PATCH 28/70] Update best-of list for version 2023.09.07 --- README.md | 1684 +++++++++++++++---------------- history/2023-09-07_changes.md | 20 + history/2023-09-07_projects.csv | 391 +++++++ latest-changes.md | 20 +- 4 files changed, 1263 insertions(+), 852 deletions(-) create mode 100644 history/2023-09-07_changes.md create mode 100644 history/2023-09-07_projects.csv diff --git a/README.md b/README.md index 6513852..ec1f879 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 61K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 480K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 490K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,18 +95,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡41 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 260K Β· πŸ“¦ 70K Β· πŸ“‹ 2.3K - 7% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 260K Β· πŸ“¦ 71K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/google/flatbuffers @@ -124,9 +124,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M npm install flatbuffers ```
-
marshmallow (πŸ₯‡41 Β· ⭐ 6.6K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯‡41 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 95K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 96K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -142,23 +142,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
dill (πŸ₯ˆ37 Β· ⭐ 2K) - serialize all of python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 110K Β· πŸ“‹ 490 - 34% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 120K Β· πŸ“‹ 490 - 34% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 34M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 34M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.8M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.9M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ```
orjson (πŸ₯ˆ36 Β· ⭐ 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 56K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 57K Β· πŸ“‹ 340 - 1% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/ijl/orjson @@ -167,25 +167,25 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 890K Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 900K Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge orjson ```
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simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
msgpack (πŸ₯ˆ36 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 230 Β· πŸ“₯ 1.1K Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 3% open Β· ⏱️ 07.09.2023): ``` - git clone https://github.com/simplejson/simplejson + git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 17M / month Β· πŸ“¦ 21K Β· ⏱️ 06.04.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 35M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): ``` - pip install simplejson + pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge simplejson + conda install -c conda-forge msgpack-python ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 @@ -199,11 +199,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ujson ```
+
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT + +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): + + ``` + git clone https://github.com/simplejson/simplejson + ``` +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 17M / month Β· πŸ“¦ 21K Β· ⏱️ 06.04.2023): + ``` + pip install simplejson + ``` +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge simplejson + ``` +
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 87K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): @@ -227,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.2M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -236,22 +252,6 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge jsonpickle ```
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msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 230 Β· πŸ“₯ 1.1K Β· πŸ“‹ 270 - 3% open Β· ⏱️ 31.08.2023): - - ``` - git clone https://github.com/msgpack/msgpack-python - ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 36M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): - ``` - pip install msgpack - ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge msgpack-python - ``` -
srsly (πŸ₯‰30 Β· ⭐ 380) - Modern high-performance serialization utilities for Python (JSON,.. MIT - [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 33K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.1M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.3M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): ``` pip install srsly ``` @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 43 Β· πŸ“¦ 4.4K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 19.08.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 43 Β· πŸ“¦ 4.4K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 04.09.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.2M / month Β· πŸ“¦ 270 Β· ⏱️ 15.03.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.3M / month Β· πŸ“¦ 270 Β· ⏱️ 15.03.2023): ``` pip install python-rapidjson ``` @@ -284,14 +284,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge python-rapidjson ```
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pysimdjson (πŸ₯‰25 Β· ⭐ 590 Β· πŸ’€) - Python bindings for the simdjson project. MIT +
pysimdjson (πŸ₯‰25 Β· ⭐ 600) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 1.1K Β· πŸ“‹ 85 - 16% open Β· ⏱️ 12.09.2022): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 1.1K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 390K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 490K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -302,12 +302,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 570 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 580 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 37K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 36K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -316,21 +316,21 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰21 Β· ⭐ 250) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰20 Β· ⭐ 260) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 270 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 280 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 62K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 43K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ```
Show 1 hidden projects... -- pyasn1 (πŸ₯‰34 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰33 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -340,14 +340,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M _General-purpose data containers as well as utilities & extensions for pandas._ -
numpy (πŸ₯‡54 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡53 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 810K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 820K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 170M / month Β· πŸ“¦ 140K Β· ⏱️ 06.09.2023): ``` pip install numpy ``` @@ -358,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -372,9 +372,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
+
xarray (πŸ₯‡40 Β· ⭐ 3.1K Β· πŸ“ˆ) - N-D labeled arrays and datasets in Python. Apache-2 + +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 970 Β· πŸ“¦ 20K Β· πŸ“‹ 4K - 29% open Β· ⏱️ 07.09.2023): + + ``` + git clone https://github.com/pydata/xarray + ``` +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.08.2023): + ``` + pip install xarray + ``` +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.9M Β· ⏱️ 20.08.2023): + ``` + conda install -c conda-forge xarray + ``` +
h5py (πŸ₯‡40 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/h5py/h5py @@ -388,42 +404,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ39 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +
polars (πŸ₯ˆ38 Β· ⭐ 20K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.8K - 20% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 1.6M / month Β· πŸ“¦ 240 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 1.9M / month Β· πŸ“¦ 250 Β· ⏱️ 05.09.2023): ``` pip install polars ```
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xarray (πŸ₯ˆ38 Β· ⭐ 3.1K) - N-D labeled arrays and datasets in Python. Apache-2 - -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 970 Β· πŸ“¦ 1 Β· πŸ“‹ 4K - 29% open Β· ⏱️ 31.08.2023): - - ``` - git clone https://github.com/pydata/xarray - ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.08.2023): - ``` - pip install xarray - ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.9M Β· ⏱️ 20.08.2023): - ``` - conda install -c conda-forge xarray - ``` -
Modin (πŸ₯ˆ37 Β· ⭐ 8.9K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 20% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 20% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 990K / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 980K / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): ``` pip install modin ``` @@ -439,7 +439,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 650K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 620K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): ``` pip install tables ``` @@ -450,28 +450,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 2.3K Β· πŸ“‹ 600 - 10% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 2.6K Β· πŸ“‹ 610 - 10% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 95K / month Β· πŸ“¦ 13 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 95K / month Β· πŸ“¦ 15 Β· ⏱️ 07.09.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 110K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 120K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge docarray ```
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 370 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 390 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.08.2023): ``` pip install numexpr ``` @@ -480,18 +480,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge numexpr ```
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TinyDB (πŸ₯ˆ33 Β· ⭐ 6K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
TinyDB (πŸ₯ˆ33 Β· ⭐ 6.1K) - TinyDB is a lightweight document oriented database optimized for your.. MIT - [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 510K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 520K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 330K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 340K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tinydb ``` @@ -512,52 +512,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
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Bottleneck (πŸ₯ˆ33 Β· ⭐ 930) - Fast NumPy array functions written in C. BSD-2 +
pandera (πŸ₯ˆ32 Β· ⭐ 2.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 42K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 650 - 37% open Β· ⏱️ 26.08.2023): ``` - git clone https://github.com/pydata/bottleneck + git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 530K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1M / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): ``` - pip install Bottleneck + pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 28K Β· ⏱️ 17.07.2023): ``` - conda install -c conda-forge bottleneck + conda install -c conda-forge pandera-core ```
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Koalas (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark +
datasketch (πŸ₯ˆ32 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 14.12.2022): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 880 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 06.09.2023): ``` - git clone https://github.com/databricks/koalas - ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.7M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): - ``` - pip install koalas + git clone https://github.com/ekzhu/datasketch ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 63 Β· ⏱️ 06.09.2023): ``` - conda install -c conda-forge koalas + pip install datasketch ```
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pandera (πŸ₯‰32 Β· ⭐ 2.5K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
Bottleneck (πŸ₯ˆ32 Β· ⭐ 930) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 640 - 36% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 43K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/pandera-dev/pandera + git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1M / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 530K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` - pip install pandera + pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 27K Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pandera-core + conda install -c conda-forge bottleneck ```
Vaex (πŸ₯‰31 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT @@ -576,16 +572,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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datasketch (πŸ₯‰31 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
Koalas (πŸ₯‰31 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 870 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 14.12.2022): ``` - git clone https://github.com/ekzhu/datasketch + git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 63 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.7M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): ``` - pip install datasketch + pip install koalas + ``` +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge koalas ```
swifter (πŸ₯‰29 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 340K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -604,14 +604,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge swifter ```
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datatable (πŸ₯‰29 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
datatable (πŸ₯‰28 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 88K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 95K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -622,44 +622,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 580 - 6% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 580 - 6% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.7K / month Β· πŸ“¦ 2 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.1K / month Β· πŸ“¦ 2 Β· ⏱️ 01.09.2023): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 290K Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 300K Β· ⏱️ 01.09.2023): ``` conda install -c conda-forge static-frame ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 360K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 380K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 29K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 81K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,46 +671,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 23K / month Β· πŸ“¦ 97 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 22K / month Β· πŸ“¦ 98 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
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fletcher (πŸ₯‰20 Β· ⭐ 230) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +
Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 17 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 31 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): ``` - git clone https://github.com/xhochy/fletcher - ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 87 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): - ``` - pip install fletcher + git clone https://github.com/RaRe-Technologies/bounter ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 600 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` - conda install -c conda-forge fletcher + pip install bounter ```
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Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT +
fletcher (πŸ₯‰18 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 31 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): +- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 17 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` - git clone https://github.com/RaRe-Technologies/bounter + git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 580 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 66 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` - pip install bounter + pip install fletcher + ``` +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge fletcher ```
Show 6 hidden projects... -- Blaze (πŸ₯‰32 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 +- Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 -- sklearn-pandas (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn -- pandasql (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT -- bcolz (πŸ₯‰27 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn +- pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT +- bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 34M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 35M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -751,9 +751,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯ˆ32 Β· ⭐ 350) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ32 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 04.09.2023): ``` git clone https://github.com/aio-libs/multidict @@ -774,18 +774,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 770K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 750K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anytree ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 17K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/jab/bidict @@ -794,19 +794,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bidict ```
-
python-benedict (πŸ₯‰29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 610K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 620K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): ``` pip install python-benedict ``` @@ -815,14 +815,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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ordered-set (πŸ₯‰29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +
ordered-set (πŸ₯ˆ29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.5K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.6K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.2M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` @@ -833,23 +833,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
glom (πŸ₯‰28 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 02.09.2023): ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.2M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 26K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge glom ```
immutables (πŸ₯‰28 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.1K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/MagicStack/immutables @@ -863,41 +863,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 +
munch (πŸ₯‰28 Β· ⭐ 700) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.6K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 81 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` - git clone https://github.com/RaRe-Technologies/sqlitedict + git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 260K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): ``` - pip install sqlitedict + pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 84K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.6M Β· ⏱️ 02.07.2023): ``` - conda install -c conda-forge sqlitedict + conda install -c conda-forge munch ```
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munch (πŸ₯‰28 Β· ⭐ 700) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
sqlitedict (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 81 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.6K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` - git clone https://github.com/Infinidat/munch + git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 260K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` - pip install munch + pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.6M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 85K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge munch + conda install -c conda-forge sqlitedict ```
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janus (πŸ₯‰26 Β· ⭐ 730) - Thread-safe asyncio-aware queue for Python. Apache-2 +
janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/aio-libs/janus @@ -918,18 +918,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.8M / month Β· πŸ“¦ 340 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.7M / month Β· πŸ“¦ 340 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 450K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 460K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-box ```
Show 2 hidden projects... -- addict (πŸ₯ˆ30 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -938,14 +938,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡45 Β· ⭐ 15K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.4K Β· πŸ“¦ 250K Β· πŸ“‹ 3K - 10% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“¦ 250K Β· πŸ“‹ 3K - 11% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 96M / month Β· πŸ“¦ 8K Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 97M / month Β· πŸ“¦ 8K Β· ⏱️ 23.08.2023): ``` pip install pydantic ``` @@ -956,12 +956,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 60 Β· πŸ“¦ 440K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 62 Β· πŸ“¦ 440K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 99M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 98M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): ``` pip install jsonschema ``` @@ -977,7 +977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -986,18 +986,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cerberus ```
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validators (πŸ₯ˆ33 Β· ⭐ 820) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 830) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 140 Β· πŸ“¦ 81K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“₯ 2 Β· πŸ“¦ 82K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 02.09.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.7K Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 02.09.2023): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 480K Β· ⏱️ 13.08.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 480K Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge validators ``` @@ -1009,16 +1009,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge voluptuous ```
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param (πŸ₯ˆ32 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯ˆ31 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 - [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.9K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 29.08.2023): @@ -1034,14 +1034,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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strictyaml (πŸ₯‰29 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ“‰) - Type-safe YAML parser and validator. MIT - [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.8K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 610K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 640K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1050,14 +1050,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰22 Β· ⭐ 700) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰22 Β· ⭐ 710) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 30 Β· πŸ“¦ 190 Β· πŸ“‹ 27 - 55% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 30 Β· πŸ“¦ 200 Β· πŸ“‹ 27 - 55% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 36K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 37K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` @@ -1066,43 +1066,43 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dirty-equals ```
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valideer (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT +
typical (πŸ₯‰21 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 69 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 71 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` - git clone https://github.com/podio/valideer + git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 13K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 3.2K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` - pip install valideer + pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/valideer) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge valideer + conda install -c conda-forge typical ```
-
typical (πŸ₯‰21 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT +
valideer (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 70 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 69 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` - git clone https://github.com/seandstewart/typical + git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 3.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 13K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` - pip install typical + pip install valideer ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/valideer) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge typical + conda install -c conda-forge valideer ```
Show 5 hidden projects... -- schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT -- schematics (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰26 Β· ⭐ 840) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- schema (πŸ₯ˆ31 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT +- schematics (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 +- python-email-validator (πŸ₯‰27 Β· ⭐ 850) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1121,23 +1121,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 520K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 510K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ```
-
algorithms (πŸ₯‰30 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT +
algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT - [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 93 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 9.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1172,18 +1172,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
-
arrow (πŸ₯ˆ37 Β· ⭐ 8.3K Β· πŸ’€) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯ˆ37 Β· ⭐ 8.4K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 66K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 67K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 17M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 16M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arrow ``` @@ -1199,62 +1199,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pendulum ```
-
dateparser (πŸ₯ˆ35 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 +
holidays (πŸ₯ˆ35 Β· ⭐ 1K Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 23K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 21% open Β· ⏱️ 07.09.2023): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.03.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.8M / month Β· πŸ“¦ 440 Β· ⏱️ 04.09.2023): ``` - pip install dateparser + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.6M Β· ⏱️ 04.09.2023): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge holidays ```
-
pytz (πŸ₯‰34 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT +
dateparser (πŸ₯‰34 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 73 Β· πŸ“¦ 1.6M Β· πŸ“‹ 76 - 40% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 24K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 21.08.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 29.03.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): ``` - pip install pytz + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 44M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge dateparser ```
-
holidays (πŸ₯‰33 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT +
pytz (πŸ₯‰34 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“‹ 450 - 21% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 77 Β· πŸ“¦ 1.6M Β· πŸ“‹ 80 - 43% open Β· ⏱️ 05.09.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.7M / month Β· πŸ“¦ 440 Β· ⏱️ 21.08.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` - pip install holidays + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.5M Β· ⏱️ 22.08.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 44M Β· ⏱️ 05.09.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pytz ```
tzlocal (πŸ₯‰30 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 80 - 3% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 81 - 4% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/regebro/tzlocal @@ -1263,7 +1263,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge tzlocal ``` @@ -1271,7 +1271,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - isodate (πŸ₯‰30 Β· ⭐ 130 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 -- parsedatetime (πŸ₯‰29 Β· ⭐ 670 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 +- parsedatetime (πŸ₯‰28 Β· ⭐ 670 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2

@@ -1281,21 +1281,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡38 Β· ⭐ 640) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 260 Β· πŸ“¦ 60K Β· πŸ“‹ 580 - 34% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 61K Β· πŸ“‹ 590 - 35% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 610 Β· ⏱️ 09.06.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 690 Β· ⏱️ 02.09.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 14M Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 14M Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge fsspec ```
-
watchdog (πŸ₯ˆ36 Β· ⭐ 5.9K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ36 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 - [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 110K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 28.07.2023): @@ -1318,23 +1318,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 14M / month Β· πŸ“¦ 1.9K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 15M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
-
filelock (πŸ₯ˆ34 Β· ⭐ 570) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ34 Β· ⭐ 580) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 88 Β· πŸ“¦ 310K Β· πŸ“‹ 99 - 10% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 88 Β· πŸ“¦ 310K Β· πŸ“‹ 99 - 10% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 89M / month Β· πŸ“¦ 2.7K Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 91M / month Β· πŸ“¦ 2.7K Β· ⏱️ 28.08.2023): ``` pip install filelock ``` @@ -1343,36 +1343,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge filelock ```
-
appdirs (πŸ₯‰32 Β· ⭐ 990) - A small Python module for determining appropriate platform-specific dirs,.. MIT +
pyfilesystem2 (πŸ₯‰31 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 250K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): +- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 180 Β· πŸ“‹ 380 - 27% open Β· ⏱️ 18.10.2022): ``` - git clone https://github.com/ActiveState/appdirs + git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 17M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.8M / month Β· πŸ“¦ 600 Β· ⏱️ 02.05.2022): ``` - pip install appdirs + pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 660K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge appdirs + conda install -c conda-forge fs ```
-
pyfilesystem2 (πŸ₯‰31 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +
appdirs (πŸ₯‰31 Β· ⭐ 990 Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT -- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 180 Β· πŸ“‹ 380 - 27% open Β· ⏱️ 18.10.2022): +- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 250K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` - git clone https://github.com/pyfilesystem/pyfilesystem2 + git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.8M / month Β· πŸ“¦ 600 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 17M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` - pip install fs + pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 660K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.5M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge fs + conda install -c conda-forge appdirs ```
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT @@ -1386,7 +1386,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 440K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/path): ``` conda install -c conda-forge path ``` @@ -1410,7 +1410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - zipp (πŸ₯‰32 Β· ⭐ 40) - Backport of pathlib-compatible object wrapper for zip files. MIT -- Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT +- Unipath (πŸ₯‰23 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1418,14 +1418,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT +
future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT - [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 290K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 32M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1434,14 +1434,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
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typing (πŸ₯ˆ33 Β· ⭐ 1.4K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ33 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 - [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 730 - 17% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.5M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1450,14 +1450,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typing ```
-
futures (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 +
futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 38K Β· πŸ“‹ 74 - 9% open Β· ⏱️ 31.10.2022): ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.6M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.4M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1468,10 +1468,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT -- dataclasses (πŸ₯‰28 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- six (πŸ₯‡37 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT - pathlib2 (πŸ₯‰28 Β· ⭐ 74) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰26 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1481,7 +1481,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 530K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 530K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/pyca/cryptography @@ -1497,7 +1497,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 78 Β· πŸ“¦ 76K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 27.08.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 85 Β· πŸ“¦ 76K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 27.08.2023): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1511,18 +1511,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pycryptodomex ```
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tink (πŸ₯ˆ38 Β· ⭐ 13K Β· πŸ“ˆ) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 900 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 910 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 98K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 100K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 190 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 370 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ``` @@ -1534,7 +1534,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 31M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 32M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` @@ -1561,16 +1561,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 40M / month Β· πŸ“¦ 8K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 39M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.9M Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge bcrypt ``` @@ -1599,12 +1599,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 15.08.2023): ``` pip install ansible ``` @@ -1615,50 +1615,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.7K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3K Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.09.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 07.09.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 260K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 270K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 340M / month Β· πŸ“¦ 8.5K Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 360M / month Β· πŸ“¦ 8.5K Β· ⏱️ 06.09.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 06.09.2023): ``` conda install -c conda-forge botocore ```
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docker-compose (πŸ₯ˆ42 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 +
pulumi (πŸ₯ˆ42 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 13K Β· πŸ“‹ 7K - 2% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 760K Β· πŸ“¦ 6.2K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 07.09.2023): ``` - git clone https://github.com/docker/compose + git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 890K / month Β· πŸ“¦ 130 Β· ⏱️ 07.09.2023): ``` - pip install docker-compose + pip install pulumi ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): ``` - conda install -c conda-forge docker-compose + npm install @pulumi/pulumi ```
paramiko (πŸ₯ˆ42 Β· ⭐ 8.5K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 @@ -1679,7 +1679,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker (πŸ₯ˆ42 Β· ⭐ 6.4K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 660 Β· πŸ“¦ 67K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 670 Β· πŸ“¦ 67K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/docker/docker-py @@ -1693,30 +1693,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-py ```
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pulumi (πŸ₯ˆ41 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
docker-compose (πŸ₯ˆ41 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 690K Β· πŸ“¦ 2.9K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 270 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 07.09.2023): ``` - git clone https://github.com/pulumi/pulumi + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 910K / month Β· πŸ“¦ 130 Β· ⏱️ 25.08.2023): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` - pip install pulumi + pip install docker-compose ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 630 Β· ⏱️ 25.08.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): ``` - npm install @pulumi/pulumi + conda install -c conda-forge docker-compose ```
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kubernetes (πŸ₯ˆ38 Β· ⭐ 5.9K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ38 Β· ⭐ 6K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 16M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 16M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.08.2023): ``` pip install kubernetes ``` @@ -1725,21 +1725,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
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netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT - -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 29.08.2023): - - ``` - git clone https://github.com/ktbyers/netmiko - ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): - ``` - pip install netmiko - ``` -
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 11 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 13 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/fabric/fabric @@ -1748,11 +1736,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 69K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 70K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
+
netmiko (πŸ₯‰37 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT + +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 01.09.2023): + + ``` + git clone https://github.com/ktbyers/netmiko + ``` +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): + ``` + pip install netmiko + ``` +
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT - [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 940 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 35% open Β· ⏱️ 11.04.2023): @@ -1760,7 +1760,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): ``` pip install schedule ``` @@ -1771,12 +1771,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.7K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.8K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.5M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.6M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1785,14 +1785,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰32 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT - [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.9K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.9M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.8M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1803,24 +1803,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰28 Β· ⭐ 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 310 Β· πŸ“¦ 83 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 27.08.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 310 Β· πŸ“¦ 84 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 02.09.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 30K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 29K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ```
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pypyr (πŸ₯‰22 Β· ⭐ 540) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰20 Β· ⭐ 540 Β· πŸ“‰) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 100 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.8K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.7K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): ``` pip install pypyr ``` @@ -1832,10 +1832,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 -- parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 +- parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰16 Β· ⭐ 230) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰15 Β· ⭐ 230) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1845,7 +1845,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 300K Β· πŸ“‹ 490 - 37% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 310K Β· πŸ“‹ 490 - 37% open Β· ⏱️ 02.04.2023): ``` git clone https://github.com/pexpect/pexpect @@ -1854,7 +1854,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pexpect ``` @@ -1893,7 +1893,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 1 hidden projects... -- ptyprocess (πŸ₯‰27 Β· ⭐ 190 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC +- ptyprocess (πŸ₯‰26 Β· ⭐ 190 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC

@@ -1903,28 +1903,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯‡38 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 160K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 170K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 41M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 42M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9.2M Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9.4M Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge anyio ```
uvloop (πŸ₯ˆ37 Β· ⭐ 9.5K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 93K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 94K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` @@ -1935,23 +1935,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 280K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 21.06.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 280K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 66M / month Β· πŸ“¦ 10K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 01.09.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge greenlet ```
asyncer (πŸ₯‰25 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 39 Β· πŸ“¦ 2.3K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 39 Β· πŸ“¦ 2.4K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/tiangolo/asyncer @@ -1960,7 +1960,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.1K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1972,14 +1972,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 16K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 15K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): ``` pip install aiomisc ```
Show 2 hidden projects... -- unsync (πŸ₯‰22 Β· ⭐ 840 Β· πŸ’€) - Unsynchronize asyncio. MIT +- unsync (πŸ₯‰21 Β· ⭐ 840 Β· πŸ’€) - Unsynchronize asyncio. MIT - stopit (πŸ₯‰21 Β· ⭐ 100 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1990,7 +1990,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡37 Β· ⭐ 570) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 180 Β· πŸ“¦ 350K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 180 Β· πŸ“¦ 350K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/ipython/traitlets @@ -2011,50 +2011,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.6K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 8.7K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.7M Β· ⏱️ 04.09.2023): ``` conda install -c conda-forge python-dotenv ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 290 Β· πŸ“¦ 7.1K Β· πŸ“‹ 460 - 22% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 290 Β· πŸ“¦ 7.1K Β· πŸ“‹ 460 - 23% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 260 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.7M / month Β· πŸ“¦ 270 Β· ⏱️ 26.08.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 56K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 57K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge dynaconf ```
-
python-decouple (πŸ₯ˆ33 Β· ⭐ 2.5K) - Strict separation of config from code. MIT +
hydra (πŸ₯ˆ32 Β· ⭐ 7.5K Β· πŸ“ˆ) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 87 - 4% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 15K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): ``` - git clone https://github.com/henriquebastos/python-decouple + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.1K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` - pip install python-decouple + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 69K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-decouple + conda install -c conda-forge hydra-core ```
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omegaconf (πŸ₯‰32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 87 Β· πŸ“¦ 17K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 87 Β· πŸ“¦ 17K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 04.09.2023): ``` git clone https://github.com/omry/omegaconf @@ -2068,39 +2068,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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gin-config (πŸ₯‰29 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
python-decouple (πŸ₯‰31 Β· ⭐ 2.5K Β· πŸ“‰) - Strict separation of config from code. MIT -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.7K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 88 - 5% open Β· ⏱️ 17.04.2023): ``` - git clone https://github.com/google/gin-config + git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 520K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 01.03.2023): ``` - pip install gin-config + pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 20K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 69K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge gin-config + conda install -c conda-forge python-decouple ```
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hydra (πŸ₯‰28 Β· ⭐ 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT +
gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 11 Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.7K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 31.07.2023): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.3K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 370K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` - pip install hydra + pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 20K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge gin-config ```
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configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +
configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 - [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 200 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): @@ -2111,19 +2111,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 700K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 710K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge configobj ```
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everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰23 Β· ⭐ 140 Β· πŸ“‰) - configuration library for python projects. MPL-2.0 - [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 850 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 120K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): ``` pip install everett ``` @@ -2140,7 +2140,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 78 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 83 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click @@ -2161,7 +2161,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 32M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 31M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): ``` pip install rich ``` @@ -2186,9 +2186,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge prompt-toolkit ```
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python-fire (πŸ₯ˆ37 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-fire (πŸ₯ˆ37 Β· ⭐ 25K Β· πŸ’€) - Python Fire is a library for automatically generating.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 320 - 45% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 25K Β· πŸ“‹ 320 - 45% open Β· ⏱️ 13.02.2023): ``` git clone https://github.com/google/python-fire @@ -2197,14 +2197,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 720K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 11 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 13 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/typer @@ -2220,7 +2220,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ35 Β· ⭐ 3.2K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 730K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 740K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tartley/colorama @@ -2241,7 +2241,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.06.2023): ``` pip install argcomplete ``` @@ -2257,7 +2257,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 64K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 72K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2277,7 +2277,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 550K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ``` @@ -2300,16 +2300,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰31 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 70 Β· πŸ“¦ 9.7K Β· πŸ“‹ 120 - 25% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 70 Β· πŸ“¦ 9.7K Β· πŸ“‹ 120 - 25% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.1M / month Β· πŸ“¦ 360 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.2M / month Β· πŸ“¦ 360 Β· ⏱️ 10.08.2023): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 51K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 52K Β· ⏱️ 10.08.2023): ``` conda install -c conda-forge questionary ``` @@ -2332,12 +2332,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰22 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 12 Β· πŸ“¦ 170 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“¦ 170 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 52K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 50K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2349,7 +2349,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1K / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2357,8 +2357,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT -- blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰25 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC +- blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT +- clint (πŸ₯‰24 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC - Click Extra (πŸ₯‰23 Β· ⭐ 42) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT
@@ -2383,23 +2383,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 96M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 95M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.6M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.7M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 900) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 910) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 7 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 310K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 300K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2411,7 +2411,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 270K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2427,7 +2427,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 170K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2443,7 +2443,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 22K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 25K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2478,12 +2478,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.5K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.5K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 330K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 340K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2504,39 +2504,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install dearpygui ```
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Eel (πŸ₯ˆ31 Β· ⭐ 5.8K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 750 - 18% open Β· ⏱️ 04.09.2023): ``` - git clone https://github.com/ChrisKnott/Eel + git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 61K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` - pip install eel + pip install toga + ``` +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 28 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): + ``` + npm install @pybee/toga ```
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toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 +
Eel (πŸ₯‰30 Β· ⭐ 5.8K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 750 - 18% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): ``` - git clone https://github.com/beeware/toga - ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.1K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): - ``` - pip install toga + git clone https://github.com/ChrisKnott/Eel ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 27 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 59K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` - npm install @pybee/toga + pip install eel ```
Show 4 hidden projects... - Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- Phoenix (πŸ₯‰28 Β· ⭐ 2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows -- flexx (πŸ₯‰27 Β· ⭐ 3.1K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 +- Phoenix (πŸ₯‰28 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 - enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2565,28 +2565,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.09.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 800K Β· ⏱️ 22.08.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 810K Β· ⏱️ 07.09.2023): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 60K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 60K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` @@ -2602,7 +2602,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 56M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 55M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2610,19 +2610,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 150 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 190 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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inflect (πŸ₯ˆ32 Β· ⭐ 850) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ32 Β· ⭐ 860) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4M / month Β· πŸ“¦ 990 Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2631,7 +2631,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯‰30 Β· ⭐ 1.4K Β· πŸ’€) - Returns unicode slugs. MIT - [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 100 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): @@ -2647,7 +2647,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰27 Β· ⭐ 830 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
pyahocorasick (πŸ₯‰26 Β· ⭐ 830 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.1K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): @@ -2663,38 +2663,38 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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coolname (πŸ₯‰22 Β· ⭐ 120 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 +
price-parser (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.8K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 46 Β· πŸ“¦ 380 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): ``` - git clone https://github.com/alexanderlukanin13/coolname - ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 390K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): - ``` - pip install coolname + git clone https://github.com/scrapinghub/price-parser ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 88K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` - conda install -c conda-forge coolname + pip install price-parser ```
-
price-parser (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 +
coolname (πŸ₯‰21 Β· ⭐ 120 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 46 Β· πŸ“¦ 380 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.8K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` - git clone https://github.com/scrapinghub/price-parser + git clone https://github.com/alexanderlukanin13/coolname + ``` +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 380K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): + ``` + pip install coolname ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 79K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): ``` - pip install price-parser + conda install -c conda-forge coolname ```
Show 3 hidden projects... - humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT -- awesome-slugify (πŸ₯‰22 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 78 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2713,30 +2713,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡47 Β· ⭐ 8.3K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡47 Β· ⭐ 8.3K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 350K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 350K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 760M / month Β· πŸ“¦ 18K Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 750M / month Β· πŸ“¦ 18K Β· ⏱️ 06.09.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 07.09.2023): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.7K Β· πŸ“‰) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.7K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 620K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 630K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 92M / month Β· πŸ“¦ 47K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 90M / month Β· πŸ“¦ 47K Β· ⏱️ 15.08.2023): ``` pip install SQLAlchemy ``` @@ -2761,14 +2761,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
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google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 - [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 51M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 52M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): ``` pip install google-cloud-storage ``` @@ -2779,7 +2779,7 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2811,12 +2811,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 40K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 40K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.07.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 13M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.07.2023): ``` pip install elasticsearch ``` @@ -2827,12 +2827,12 @@ _Libraries for connecting to, operating, and querying databases._
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 58M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 54M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2848,7 +2848,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2859,12 +2859,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 05.09.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 21M / month Β· πŸ“¦ 20K Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 22M / month Β· πŸ“¦ 20K Β· ⏱️ 22.08.2023): ``` pip install pymongo ``` @@ -2873,41 +2873,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
-
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
alembic (πŸ₯ˆ38 Β· ⭐ 2.1K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 990 - 10% open Β· ⏱️ 06.09.2023): ``` - git clone https://github.com/MongoEngine/mongoengine + git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 870K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 31M / month Β· πŸ“¦ 11K Β· ⏱️ 31.08.2023): ``` - pip install mongoengine + pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.6M Β· ⏱️ 17.08.2023): ``` - conda install -c conda-forge mongoengine + conda install -c conda-forge alembic ```
-
alembic (πŸ₯ˆ38 Β· ⭐ 2.1K) - A database migrations tool for SQLAlchemy. MIT +
MongoEngine (πŸ₯ˆ37 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 990 - 10% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): ``` - git clone https://github.com/sqlalchemy/alembic + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 31M / month Β· πŸ“¦ 11K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 910K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` - pip install alembic + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.6M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge alembic + conda install -c conda-forge mongoengine ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 980 - 3% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 980 - 3% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2923,12 +2923,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ37 Β· ⭐ 640) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 02.09.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 37M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 36M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): ``` pip install google-cloud-bigquery ``` @@ -2939,12 +2939,12 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.1K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 430 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.9M / month Β· πŸ“¦ 430 Β· ⏱️ 12.07.2023): ``` pip install confluent-kafka ``` @@ -2955,12 +2955,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ36 Β· ⭐ 3.1K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 440 Β· πŸ“₯ 94 Β· πŸ“¦ 580 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 440 Β· πŸ“₯ 96 Β· πŸ“¦ 580 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 27.08.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 03.09.2023): ``` pip install ibis-framework ``` @@ -2976,7 +2976,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 3.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` @@ -2987,16 +2987,16 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 810 Β· πŸ“₯ 200 Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 980 Β· ⏱️ 29.08.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 7.9K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8K Β· ⏱️ 16.06.2023): ``` conda install -c anaconda elasticsearch-dsl ``` @@ -3013,110 +3013,110 @@ _Libraries for connecting to, operating, and querying databases._ pip install apache-libcloud ```
-
SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ“‰) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 24K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 69K Β· ⏱️ 05.09.2023): ``` - git clone https://github.com/kvesteri/sqlalchemy-utils + git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): ``` - pip install sqlalchemy-utils + pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 61K Β· ⏱️ 01.09.2023): ``` - conda install -c conda-forge sqlalchemy-utils + conda install -c conda-forge motor ```
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.2K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 24K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): ``` - git clone https://github.com/tortoise/tortoise-orm + git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 92K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.7M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): ``` - pip install tortoise-orm + pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 15K Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge tortoise-orm + conda install -c conda-forge sqlalchemy-utils ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 +
s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 08.08.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 230K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 15.08.2023): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 24M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 230M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): ``` - pip install prometheus_client + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 13M Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 16.08.2023): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge s3transfer ```
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Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
sqlmodel (πŸ₯ˆ33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 68K Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 7.1K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/mongodb/motor + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 530K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` - pip install motor + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 60K Β· ⏱️ 25.08.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 18K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge motor + conda install -c conda-forge sqlmodel ```
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s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 +
tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 230K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.2K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 30.08.2023): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 92K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` - pip install s3transfer + pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 15K Β· ⏱️ 11.08.2023): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge tortoise-orm ```
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sqlmodel (πŸ₯‰33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 7.1K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 08.08.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 520K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 24M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): ``` - pip install sqlmodel + pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 17K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 13M Β· ⏱️ 10.07.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge prometheus_client ```
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Databases (πŸ₯‰33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 +
Databases (πŸ₯ˆ33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 340K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 350K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3125,30 +3125,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.3K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
Pony (πŸ₯ˆ33 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“¦ 5.4K Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 230 Β· πŸ“₯ 66 Β· πŸ“¦ 3.6K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 05.09.2023): ``` - git clone https://github.com/datastax/python-driver + git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 100K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): ``` - pip install cassandra-driver + pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge cassandra-driver + conda install -c conda-forge pony ```
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neo4j-driver (πŸ₯‰33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 180 Β· πŸ“¦ 6.6K Β· πŸ“‹ 230 - 3% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 190 Β· πŸ“¦ 6.8K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 31.08.2023): ``` pip install neo4j-driver ``` @@ -3157,23 +3157,23 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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s3fs (πŸ₯‰33 Β· ⭐ 720) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ33 Β· ⭐ 720) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 230 Β· πŸ“¦ 15K Β· πŸ“‹ 400 - 28% open Β· ⏱️ 25.08.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 410 - 29% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 660 Β· ⏱️ 09.06.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 670 Β· ⏱️ 03.09.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.1M Β· ⏱️ 09.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.1M Β· ⏱️ 04.09.2023): ``` conda install -c conda-forge s3fs ```
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minio (πŸ₯‰33 Β· ⭐ 670) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ33 Β· ⭐ 670) - MinIO Client SDK for Python. Apache-2 - [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 5.2K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 17.08.2023): @@ -3189,14 +3189,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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pandas-gbq (πŸ₯‰33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯ˆ33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.7K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.8K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.3M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.8M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3205,20 +3205,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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Pony (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 +
Cassandra Driver (πŸ₯‰32 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 230 Β· πŸ“₯ 66 Β· πŸ“¦ 3.6K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 15.12.2022): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“¦ 5.4K Β· ⏱️ 28.08.2023): ``` - git clone https://github.com/ponyorm/pony + git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 100K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` - pip install pony + pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): ``` - conda install -c conda-forge pony + conda install -c conda-forge cassandra-driver ```
dataset (πŸ₯‰31 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT @@ -3228,11 +3228,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 110K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.7K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.8K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ``` @@ -3244,11 +3244,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pynamodb ``` @@ -3297,97 +3297,97 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cx_oracle ```
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Records (πŸ₯‰30 Β· ⭐ 7K) - SQL for Humans. ISC +
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 05.09.2023): ``` - git clone https://github.com/kennethreitz/records + git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 210K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 200K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` - pip install records + pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge records + conda install -c conda-forge pysolr ```
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py2neo (πŸ₯‰30 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 +
Records (πŸ₯‰29 Β· ⭐ 7K) - SQL for Humans. ISC -- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): ``` - git clone https://github.com/py2neo-org/py2neo + git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 200K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` - pip install py2neo + pip install records ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 61K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge py2neo + conda install -c conda-forge records ```
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pysolr (πŸ₯‰30 Β· ⭐ 640) - Pysolr Python Solr client. BSD-3 +
prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.1K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 28.08.2023): ``` - git clone https://github.com/django-haystack/pysolr - ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 190K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): - ``` - pip install pysolr + git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 50K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): ``` - conda install -c conda-forge pysolr + pip install prisma ```
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prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
py2neo (πŸ₯‰29 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/RobertCraigie/prisma-client-py + git clone https://github.com/py2neo-org/py2neo + ``` +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 200K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 47K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): + pip install py2neo ``` - pip install prisma +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 61K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge py2neo ```
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piccolos (πŸ₯‰28 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT +
piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT - [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 31% open Β· ⏱️ 25.08.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 12K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 11K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): ``` pip install piccolo ```
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umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +
umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 29K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5.2K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5.3K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge umongo ```
filedepot (πŸ₯‰23 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 870 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 880 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot @@ -3404,45 +3404,45 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ```
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aioprometheus (πŸ₯‰20 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT +
psycopg3 (πŸ₯‰19 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 360 - 11% open Β· ⏱️ 04.09.2023): ``` - git clone https://github.com/claws/aioprometheus - ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 62K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): - ``` - pip install aioprometheus + git clone https://github.com/psycopg/psycopg ```
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psycopg3 (πŸ₯‰19 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
aioprometheus (πŸ₯‰18 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“‹ 350 - 11% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): ``` - git clone https://github.com/psycopg/psycopg + git clone https://github.com/claws/aioprometheus + ``` +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 59K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): + ``` + pip install aioprometheus ```
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 +- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - PyPika (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 55) - Google Cloud Bigtable API client library. Apache-2 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 56) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 -- HappyBase (πŸ₯‰28 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT -- cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 +- HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT +- cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- PyMODM (πŸ₯‰22 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰18 Β· ⭐ 630 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 @@ -3459,23 +3459,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 24K Β· πŸ“‹ 2.5K - 24% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 24K Β· πŸ“‹ 2.5K - 24% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5M / month Β· πŸ“¦ 620 Β· ⏱️ 08.08.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.7M / month Β· πŸ“¦ 630 Β· ⏱️ 06.09.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 420K Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 430K Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 170K Β· πŸ“‹ 660 - 2% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 170K Β· πŸ“‹ 660 - 2% open Β· ⏱️ 31.08.2023): ``` git clone https://github.com/joke2k/faker @@ -3500,30 +3500,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 650K Β· ⏱️ 27.08.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 660K Β· ⏱️ 27.08.2023): ``` conda install -c conda-forge xlwings ```
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.2K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 57K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 58K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 30M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xmltodict ```
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 71K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 02.08.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 72K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/jazzband/tablib @@ -3539,7 +3539,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 280 Β· πŸ“¦ 46K Β· πŸ“‹ 220 - 17% open Β· ⏱️ 25.08.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 280 Β· πŸ“¦ 47K Β· πŸ“‹ 220 - 17% open Β· ⏱️ 25.08.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3553,46 +3553,46 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ32 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
smart-open (πŸ₯ˆ33 Β· ⭐ 2.9K Β· πŸ“ˆ) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): ``` - git clone https://github.com/wireservice/csvkit + git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 14M / month Β· πŸ“¦ 610 Β· ⏱️ 07.09.2023): ``` - pip install csvkit + pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 96K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.1M Β· ⏱️ 07.09.2023): ``` - conda install -c conda-forge csvkit + conda install -c conda-forge smart_open ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
csvkit (πŸ₯ˆ32 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 20K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/wkentaro/gdown + git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.8M / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): ``` - pip install gdown + pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 210K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 96K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge gdown + conda install -c conda-forge csvkit ```
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snorkel (πŸ₯ˆ30 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯ˆ30 Β· ⭐ 5.6K Β· πŸ’€) - A system for quickly generating training data with weak.. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 350 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 32K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 31K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3601,20 +3601,20 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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smart-open (πŸ₯ˆ30 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
gdown (πŸ₯ˆ30 Β· ⭐ 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 21% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 20K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): ``` - git clone https://github.com/RaRe-Technologies/smart_open + git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 15M / month Β· πŸ“¦ 600 Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.8M / month Β· πŸ“¦ 380 Β· ⏱️ 18.10.2022): ``` - pip install smart-open + pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 210K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge smart_open + conda install -c conda-forge gdown ```
pandas-datareader (πŸ₯ˆ30 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 @@ -3624,7 +3624,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 560K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 520K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3635,12 +3635,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ30 Β· ⭐ 920) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 34K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 36K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` @@ -3651,7 +3651,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰27 Β· ⭐ 2.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 66 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 67 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): ``` git clone https://github.com/rom1504/img2dataset @@ -3668,43 +3668,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.7K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.8K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ```
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rows (πŸ₯‰21 Β· ⭐ 840) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰21 Β· ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 - [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 770 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 680 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.3K) - A web interface to extract tabular data from PDFs. MIT +
excalibur (πŸ₯‰19 Β· ⭐ 1.3K) - A web interface to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 920 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 870 / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
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Upgini (πŸ₯‰20 Β· ⭐ 240) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰19 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 1 Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 1 Β· ⏱️ 06.09.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.9K / month Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.5K / month Β· ⏱️ 06.09.2023): ``` pip install upgini ``` @@ -3716,7 +3716,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 450 / month Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 410 / month Β· ⏱️ 28.08.2023): ``` pip install squirrel-core ``` @@ -3729,15 +3729,15 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ31 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯ˆ30 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- PDFMiner (πŸ₯‰29 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- tabulator-py (πŸ₯‰26 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 +- borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- borb (πŸ₯‰20 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 770 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3750,12 +3750,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 530K Β· πŸ“¦ 7.8K Β· πŸ“‹ 8K - 10% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 530K Β· πŸ“¦ 7.9K Β· πŸ“‹ 8.1K - 10% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9.8M / month Β· πŸ“¦ 290 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9.1M / month Β· πŸ“¦ 290 Β· ⏱️ 04.09.2023): ``` pip install apache-airflow ``` @@ -3763,71 +3763,71 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 130M Β· ⭐ 470 Β· ⏱️ 18.08.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 130M Β· ⭐ 470 Β· ⏱️ 04.09.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 04.09.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.4M / month Β· πŸ“¦ 15K Β· ⏱️ 18.06.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.3M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): ``` pip install celery ``` -- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.4M Β· ⏱️ 22.06.2023): +- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.4M Β· ⏱️ 05.09.2023): ``` conda install -c conda-forge celery ```
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Prefect (πŸ₯‡42 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 670K / month Β· πŸ“¦ 140 Β· ⏱️ 01.09.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 510K Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 510K Β· ⏱️ 01.09.2023): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡41 Β· ⭐ 8.3K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 8.4K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 31% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 31% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 25.08.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 620K / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 990K Β· ⏱️ 25.08.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 990K Β· ⏱️ 01.09.2023): ``` conda install -c conda-forge dagster ```
Beam (πŸ₯‡41 Β· ⭐ 7.1K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 69% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 69% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 52K Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 53K Β· ⏱️ 07.09.2023): ``` conda install -c conda-forge apache-beam-with-aws ``` @@ -3839,27 +3839,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 970K / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 990K / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 96K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 96K Β· ⏱️ 04.09.2023): ``` conda install -c conda-forge rq ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.7K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 39 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 39 Β· ⏱️ 01.09.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 710K Β· ⏱️ 25.08.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 710K Β· ⏱️ 01.09.2023): ``` conda install -c conda-forge great-expectations ``` @@ -3871,7 +3871,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 36M / month Β· πŸ“¦ 6.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 37M / month Β· πŸ“¦ 6.2K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3880,9 +3880,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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dbt (πŸ₯ˆ38 Β· ⭐ 7.4K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 7.5K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.5K Β· πŸ“¦ 3.2K Β· πŸ“‹ 4.4K - 11% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.5K Β· πŸ“¦ 3.2K Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/dbt-labs/dbt-core @@ -3898,12 +3898,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 20.08.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 600K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` @@ -3914,29 +3914,29 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 8.6K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 23% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 330K / month Β· πŸ“¦ 64 Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 330K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): ``` pip install kedro ```
Activeloop (πŸ₯ˆ33 Β· ⭐ 6.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2K Β· πŸ“‹ 430 - 10% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.2K Β· πŸ“‹ 430 - 10% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.2K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
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petl (πŸ₯ˆ33 Β· ⭐ 1.1K) - Python Extract Transform and Load Tables of Data. MIT +
petl (πŸ₯ˆ33 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT - [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.4K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): @@ -3954,7 +3954,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
huey (πŸ₯ˆ31 Β· ⭐ 4.6K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.2K Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.3K Β· ⏱️ 04.08.2023): ``` git clone https://github.com/coleifer/huey @@ -3970,36 +3970,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ31 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 150 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 160 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.3K / month Β· πŸ“¦ 2 Β· ⏱️ 29.08.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.8K / month Β· πŸ“¦ 2 Β· ⏱️ 31.08.2023): ``` pip install zenml ```
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whylogs (πŸ₯ˆ30 Β· ⭐ 2.3K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
whylogs (πŸ₯ˆ30 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 170 Β· πŸ“‹ 380 - 5% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 170 Β· πŸ“‹ 380 - 5% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 06.09.2023): ``` pip install whylogs ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 220K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` @@ -4008,21 +4008,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge mleap ```
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faust (πŸ₯‰29 Β· ⭐ 6.6K) - Python Stream Processing. BSD-3 +
faust (πŸ₯‰29 Β· ⭐ 6.6K Β· πŸ’€) - Python Stream Processing. BSD-3 - [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.6K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 21K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 18K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
ploomber (πŸ₯‰29 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 89 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 91 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/ploomber/ploomber @@ -4031,7 +4031,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 73K Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 74K Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge ploomber ``` @@ -4043,7 +4043,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 340K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 330K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4055,11 +4055,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 73K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 72K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.5K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.6K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4071,14 +4071,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.1K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.7K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ```
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 90 Β· πŸ“¦ 100 Β· πŸ“‹ 68 - 30% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 90 Β· πŸ“¦ 110 Β· πŸ“‹ 68 - 30% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln @@ -4094,12 +4094,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 76 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 76 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.9K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.2K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ``` @@ -4111,31 +4111,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 85K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 94K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 580 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 230 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
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pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT +
pysparkling (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 180 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 6.9K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.1K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4144,7 +4144,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pysparkling ```
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pdpipe (πŸ₯‰21 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT +
pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 56 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): @@ -4155,7 +4155,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pdpipe ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 26K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 27K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pdpipe ``` @@ -4167,7 +4167,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 69 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 45 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4179,7 +4179,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 86 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 72 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4191,7 +4191,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 180K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 150K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4203,20 +4203,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 9 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 10 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ```
Show 11 hidden projects... -- mrjob (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 +- mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - bonobo (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 -- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - bodywork-core (πŸ₯‰16 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 @@ -4244,9 +4244,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyyaml ```
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XlsxWriter (πŸ₯‰35 Β· ⭐ 3.3K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 65K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 66K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4284,21 +4284,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“¦ 7.9K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 06.07.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 200 Β· πŸ“¦ 8K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 800 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 800 Β· ⏱️ 01.09.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 320K Β· ⏱️ 06.07.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 330K Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰26 Β· ⭐ 310) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰25 Β· ⭐ 310) - Runtime inspection utilities for Python typing module. MIT - [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 28 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): @@ -4317,7 +4317,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... - importlib-resources (πŸ₯ˆ31 Β· ⭐ 50) - Backport of the importlib.resources module. Apache-2 -- entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT +- entrypoints (πŸ₯‰24 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4327,7 +4327,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 810K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 20.08.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 820K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4343,7 +4343,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 9% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4373,39 +4373,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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boltons (πŸ₯ˆ33 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
tenacity (πŸ₯ˆ33 Β· ⭐ 5.2K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.1K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 21.08.2023): ``` - git clone https://github.com/mahmoud/boltons + git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.3M / month Β· πŸ“¦ 420 Β· ⏱️ 20.02.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 33M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.08.2023): ``` - pip install boltons + pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.3M Β· ⏱️ 14.08.2023): ``` - conda install -c conda-forge boltons + conda install -c conda-forge tenacity ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 5.2K) - Retrying library for Python. Apache-2 +
boltons (πŸ₯ˆ32 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.1K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): ``` - git clone https://github.com/jd/tenacity + git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 32M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.2M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): ``` - pip install tenacity + pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.2M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.2M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge tenacity + conda install -c conda-forge boltons ```
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python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.3K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): @@ -4416,14 +4416,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 30K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dependency_injector ```
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returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯ˆ32 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 99 Β· πŸ“¦ 390 Β· πŸ“‹ 410 - 15% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 400 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/dry-python/returns @@ -4432,12 +4432,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.7K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.8K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ```
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natsort (πŸ₯‰31 Β· ⭐ 790) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰30 Β· ⭐ 790) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 22K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): @@ -4453,18 +4453,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge natsort ```
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funcy (πŸ₯‰30 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 +
funcy (πŸ₯‰29 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 - [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.5K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 610 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 620 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge funcy ``` @@ -4476,7 +4476,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 25K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 21K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` @@ -4487,9 +4487,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... -- retrying (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰25 Β· ⭐ 650 Β· πŸ’€) - API Rate Limit Decorator. MIT -- pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 +- retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 +- ratelimit (πŸ₯‰24 Β· ⭐ 650 Β· πŸ’€) - API Rate Limit Decorator. MIT +- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT
@@ -4499,14 +4499,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡43 Β· ⭐ 55K) - The Python programming language. MIT +
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 75K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 78K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4521,7 +4521,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 6.7K Β· πŸ“₯ 65K Β· πŸ“‹ 5.2K - 31% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 6.7K Β· πŸ“₯ 66K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/micropython/micropython @@ -4531,9 +4531,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install micropython-_markupbase ```
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pyston (πŸ₯ˆ22 Β· ⭐ 2.4K) - A faster and highly-compatible implementation of the Python.. Apache-2 +
pyston (πŸ₯ˆ22 Β· ⭐ 2.4K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 -- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 20K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 21K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/pyston/pyston @@ -4553,16 +4553,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 570K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 580K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 66M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 67M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 24M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 25M Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge pygments ``` @@ -4578,30 +4578,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 820K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 830K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 1.9K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 260 Β· πŸ“₯ 8.2K Β· πŸ“¦ 840K Β· πŸ“‹ 310 - 9% open Β· ⏱️ 30.07.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.3K Β· πŸ“¦ 840K Β· πŸ“‹ 310 - 9% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 86M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 85M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 38M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 39M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge pyparsing ```
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pycparser (πŸ₯ˆ35 Β· ⭐ 3K Β· πŸ“‰) - Complete C99 parser in pure Python. BSD-3 +
pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 640K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 650K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4622,7 +4622,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 78M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): ``` pip install wrapt ``` @@ -4631,25 +4631,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
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py4j (πŸ₯ˆ34 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 +
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 28K Β· πŸ“‹ 420 - 34% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 28K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 31M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 30M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 3.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
pluggy (πŸ₯ˆ34 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/pytest-dev/pluggy @@ -4670,7 +4670,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 68M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 67M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4681,12 +4681,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯ˆ33 Β· ⭐ 31K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 1.9K Β· πŸ“¦ 1.1K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 2K Β· πŸ“¦ 1.1K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 95K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 96K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` @@ -4695,48 +4695,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
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keyboard (πŸ₯‰31 Β· ⭐ 3.5K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 12K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): - - ``` - git clone https://github.com/boppreh/keyboard - ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 170K / month Β· πŸ“¦ 460 Β· ⏱️ 27.03.2018): - ``` - pip install keyboard - ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge keyboard - ``` -
Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 130 Β· πŸ“¦ 520 Β· πŸ“‹ 400 - 15% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 130 Β· πŸ“¦ 530 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 93K / month Β· πŸ“¦ 33 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 110K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): ``` pip install copier ```
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fastcore (πŸ₯‰31 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 +
keyboard (πŸ₯‰30 Β· ⭐ 3.5K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.2K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 12K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` - git clone https://github.com/fastai/fastcore + git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 570K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 180K / month Β· πŸ“¦ 470 Β· ⏱️ 27.03.2018): ``` - pip install fastcore + pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 55K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge fastcore + conda install -c conda-forge keyboard ```
pyscaffold (πŸ₯‰30 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT @@ -4746,7 +4730,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 250K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 240K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4755,20 +4739,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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Send2Trash (πŸ₯‰28 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
fastcore (πŸ₯‰29 Β· ⭐ 860 Β· πŸ“‰) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 56 - 46% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.2K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): ``` - git clone https://github.com/arsenetar/send2trash + git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 580K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): ``` - pip install send2trash + pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 56K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge send2trash + conda install -c conda-forge fastcore ```
powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT @@ -4778,35 +4762,51 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.2K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
python-mss (πŸ₯‰27 Β· ⭐ 870) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 27% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 580K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 600K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 30K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ```
+
Send2Trash (πŸ₯‰27 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 + +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 56 - 46% open Β· ⏱️ 03.05.2023): + + ``` + git clone https://github.com/arsenetar/send2trash + ``` +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): + ``` + pip install send2trash + ``` +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge send2trash + ``` +
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 29K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 30K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.7M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.8M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): ``` pip install catalogue ``` @@ -4822,16 +4822,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 450K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 460K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
Show 3 hidden projects... -- openpyxl (πŸ₯‰26 Β· ⭐ 59) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT -- pluginbase (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- macropy (πŸ₯‰23 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- openpyxl (πŸ₯‰25 Β· ⭐ 59) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 +- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
--- diff --git a/history/2023-09-07_changes.md b/history/2023-09-07_changes.md new file mode 100644 index 0000000..a69945e --- /dev/null +++ b/history/2023-09-07_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- xarray (πŸ₯‡40 Β· ⭐ 3.1K Β· πŸ“ˆ) - N-D labeled arrays and datasets in Python. Apache-2 +- msgpack (πŸ₯ˆ36 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 +- holidays (πŸ₯ˆ35 Β· ⭐ 1K Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT +- smart-open (πŸ₯ˆ33 Β· ⭐ 2.9K Β· πŸ“ˆ) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +- hydra (πŸ₯ˆ32 Β· ⭐ 7.5K Β· πŸ“ˆ) - Hydra is a framework for elegantly configuring complex applications. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- python-decouple (πŸ₯‰31 Β· ⭐ 2.5K Β· πŸ“‰) - Strict separation of config from code. MIT +- fastcore (πŸ₯‰29 Β· ⭐ 860 Β· πŸ“‰) - Python supercharged for the fastai library. Apache-2 +- strictyaml (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ“‰) - Type-safe YAML parser and validator. MIT +- everett (πŸ₯‰23 Β· ⭐ 140 Β· πŸ“‰) - configuration library for python projects. MPL-2.0 +- pypyr (πŸ₯‰20 Β· ⭐ 540 Β· πŸ“‰) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 + diff --git a/history/2023-09-07_projects.csv b/history/2023-09-07_projects.csv new file mode 100644 index 0000000..8e78f22 --- /dev/null +++ b/history/2023-09-07_projects.csv @@ -0,0 +1,391 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-31 15:21:00.000,2023-08-31 15:20:59,415.0,28.0,2058,376.0,218.0,16.0,33.0,14347,2023-08-31 15:21:05.000,2023.08.31,100.0,42.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-08-31 16:58:34.000,2023-08-31 16:58:33,263.0,24.0,148,51.0,157.0,1.0,2.0,2001,2023-08-31 16:58:40.000,2023.08.31,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-08-31 15:20:37.000,2023-08-31 15:20:36,261.0,24.0,40,24.0,155.0,3.0,5.0,783,2023-08-31 15:20:42.000,2023.08.31,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-08-31 16:58:34.000,2023-08-31 16:58:33,263.0,24.0,148,51.0,157.0,1.0,2.0,2001,2023-08-31 16:58:40.000,2023.08.31,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-31 15:21:00.000,2023-08-31 15:20:59,415.0,28.0,2058,376.0,218.0,16.0,33.0,14347,2023-08-31 15:21:05.000,2023.08.31,100.0,42.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1655.0,322.0,13.0,73.0,38022,,,,128.0,0,True,13.0,13.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-08-31 15:21:00.000,2023-08-31 15:20:59,415.0,28.0,2058,376.0,218.0,16.0,33.0,14347,2023-08-31 15:21:05.000,2023.08.31,100.0,42.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-09-07 13:33:45.000,2023-09-07 13:28:10,33497.0,941.0,8386,600.0,12870.0,2178.0,9736.0,24413,2023-07-31 15:25:08.000,1.25.2,151.0,1665.0,53,True,1953637.0,1817566.0,numpy,conda-forge/numpy,817415.0,176249392.0,https://pypi.org/project/numpy,2023-09-06 22:05:44.000,136071.0,174617800.0,https://anaconda.org/conda-forge/numpy,2023-08-03 11:32:21.639,63233643.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-09-07 13:24:21.000,2023-09-07 13:21:40,15635.0,724.0,15170,2065.0,7970.0,883.0,4957.0,60700,2023-08-25 23:00:05.000,4.24.2,146.0,1160.0,52,True,506913.0,487414.0,protobuf,conda-forge/protobuf,35347426.0,153270104.0,https://pypi.org/project/protobuf,2023-08-25 23:00:05.000,16040.0,146046802.0,https://anaconda.org/conda-forge/protobuf,2023-09-02 07:39:47.812,15385538.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3459.0,6070242.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-09-07 13:43:26.000,2023-09-06 22:42:37,33263.0,710.0,16641,1126.0,29864.0,3549.0,21674.0,39644,2023-08-30 13:24:32.000,2.1.0,118.0,3442.0,52,True,1354935.0,1283335.0,pandas,conda-forge/pandas,211063.0,131881212.0,https://pypi.org/project/pandas,2023-08-30 13:13:26.000,71600.0,130640349.0,https://anaconda.org/conda-forge/pandas,2023-08-30 18:08:20.293,43366547.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-09-07 12:09:58.000,2023-09-05 21:11:18,53964.0,192.0,23643,1942.0,49698.0,837.0,31118.0,58471,2023-08-15 11:32:58.000,8.3.0,332.0,6772.0,48,True,33530.0,29461.0,ansible,conda-forge/ansible,,4242724.0,https://pypi.org/project/ansible,2023-08-15 11:32:58.000,4069.0,4219041.0,https://anaconda.org/conda-forge/ansible,2023-08-15 13:58:03.929,947320.0,1.0,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-09-07 13:30:36.000,2023-09-07 12:26:38,21337.0,1343.0,12741,757.0,22778.0,847.0,7218.0,32054,2023-08-18 16:40:16.000,2.7.0,163.0,2974.0,47,True,8187.0,7897.0,apache-airflow,conda-forge/airflow,531253.0,10399514.0,https://pypi.org/project/apache-airflow,2023-09-04 20:00:20.000,290.0,9074399.0,https://anaconda.org/conda-forge/airflow,2023-08-19 13:44:30.223,939554.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-09-04 20:23:08.560841,471.0,130786387.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-09-07 01:36:49.208,2023-09-06 18:13:22,5391.0,195.0,1775,239.0,684.0,165.0,2884.0,8288,2023-09-05 19:35:14.000,1.28.41,1383.0,147.0,47,True,371195.0,353498.0,boto3,conda-forge/boto3,,754381859.0,https://pypi.org/project/boto3,2023-09-06 19:31:18.000,17697.0,753958704.0,https://anaconda.org/conda-forge/boto3,2023-09-07 01:36:49.208,16926223.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-09-07 12:55:21.000,2023-09-07 12:55:14,10857.0,394.0,1674,124.0,7242.0,38.0,2262.0,5781,2023-08-01 20:35:31.000,41.0.3,117.0,297.0,47,True,555252.0,533908.0,cryptography,conda-forge/cryptography,,191298357.0,https://pypi.org/project/cryptography,2023-08-01 20:35:31.000,21344.0,190182509.0,https://anaconda.org/conda-forge/cryptography,2023-08-07 22:02:50.927,42402253.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-09-06 13:15:20.000,2023-09-04 09:47:23,12303.0,70.0,4549,479.0,3041.0,634.0,4339.0,22136,2023-09-03 20:16:15.000,5.3.4,201.0,1301.0,46,True,125607.0,110560.0,celery,conda-forge/celery,,7324293.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15047.0,7288620.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1391268.0,1.0,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-09-05 21:05:32.000,2023-09-01 21:20:27,2402.0,122.0,1358,185.0,1066.0,91.0,1414.0,14245,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1437790.0,1363480.0,click,conda-forge/click,83.0,148901185.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74310.0,147826254.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,30098046.0,1.0,,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-09-07 13:23:41.000,2023-09-07 13:23:40,2418.0,440.0,1395,100.0,2941.0,339.0,2693.0,15540,2023-08-23 18:59:43.000,2.3.0,119.0,407.0,45,True,256264.0,248275.0,pydantic,conda-forge/pydantic,,97518514.0,https://pypi.org/project/pydantic,2023-08-23 18:59:43.000,7989.0,97362659.0,https://anaconda.org/conda-forge/pydantic,2023-08-23 22:01:07.307,5922490.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-09-05 23:23:32.000,2023-09-05 23:23:16,16519.0,167.0,1188,92.0,668.0,175.0,7269.0,7715,2023-08-15 20:03:03.000,2.0.20,290.0,647.0,45,True,674907.0,627551.0,SQLAlchemy,conda-forge/sqlalchemy,45675.0,90871624.0,https://pypi.org/project/SQLAlchemy,2023-08-15 20:03:03.000,47356.0,90476496.0,https://anaconda.org/conda-forge/sqlalchemy,2023-08-16 16:40:34.060,13007845.0,1.0,,,,,,,,,,,,,,,,,,, +18,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-09-04 13:43:33.000,2023-08-01 15:44:57,3833.0,53.0,1605,537.0,1021.0,172.0,1028.0,44599,2023-08-01 15:47:37.000,13.5.2,187.0,227.0,44,True,124457.0,119859.0,rich,conda-forge/rich,,30913338.0,https://pypi.org/project/rich,2023-08-01 15:46:49.000,4598.0,30785743.0,https://anaconda.org/conda-forge/rich,2023-07-31 12:52:42.810,4848641.0,1.0,,,,,,,,,,,,,,,,,,, +19,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-09-07 02:18:32.754,2023-09-06 18:13:13,11461.0,221.0,3858,573.0,3475.0,523.0,3930.0,14190,2023-09-05 19:35:19.000,1.29.41,1790.0,422.0,44,True,3055.0,3.0,awscli,conda-forge/awscli,1462.0,162016379.0,https://pypi.org/project/awscli,2023-09-06 19:31:13.000,3052.0,161466204.0,https://anaconda.org/conda-forge/awscli,2023-09-07 02:18:32.754,20905734.0,1.0,,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-09-06 23:37:40.012,2023-09-06 18:13:25,10223.0,277.0,1018,65.0,1992.0,141.0,900.0,1327,2023-09-06 19:31:05.000,1.31.42,1781.0,197.0,44,True,275286.0,266796.0,botocore,conda-forge/botocore,,356753157.0,https://pypi.org/project/botocore,2023-09-06 19:31:05.000,8490.0,356071195.0,https://anaconda.org/conda-forge/botocore,2023-09-06 23:37:40.012,23186739.0,1.0,,,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-09-07 13:40:28.000,2023-09-07 13:39:03,118627.0,1249.0,27607,1500.0,43966.0,8489.0,57597.0,55575,2020-07-22 03:00:52.000,0.0.6,11.0,2608.0,43,True,11.0,3.0,cpython,conda-forge/typing,,109705.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,78045.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2849409.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-09-07 11:33:23.000,2023-09-06 15:41:13,3552.0,103.0,2294,276.0,3703.0,594.0,1879.0,17077,2023-09-06 15:38:14.000,2.14.5,76.0,520.0,43,True,24651.0,24017.0,datasets,conda-forge/datasets,,5702605.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,634.0,5689445.0,https://anaconda.org/conda-forge/datasets,2023-08-09 15:13:14.701,434310.0,1.0,,,,,,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-09-05 08:55:49.000,2023-08-31 16:15:04,3401.0,52.0,1806,224.0,1241.0,19.0,642.0,16230,2023-08-23 21:37:04.000,19.3.1,301.0,536.0,43,True,170351.0,167209.0,Faker,conda-forge/faker,,9595403.0,https://pypi.org/project/Faker,2023-08-23 21:36:55.000,3142.0,9573834.0,https://anaconda.org/conda-forge/faker,2023-08-24 10:42:27.838,841229.0,1.0,,,,,,,,,,,,,,,,,,, +24,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-09-07 13:28:44.000,2023-09-07 13:28:42,15029.0,381.0,1322,155.0,6011.0,546.0,3560.0,12736,2023-09-01 20:07:16.000,2.12.1,230.0,321.0,43,True,3838.0,3694.0,prefect,conda-forge/prefect,,679685.0,https://pypi.org/project/prefect,2023-09-01 20:07:16.000,144.0,666855.0,https://anaconda.org/conda-forge/prefect,2023-09-01 22:17:35.937,513239.0,1.0,,,,,,,,,,,,,,,,,,, +25,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-09-05 13:58:31.000,2023-08-31 09:26:48,2225.0,37.0,2406,324.0,1419.0,183.0,1350.0,11723,2023-08-15 09:58:15.000,5.0.0,117.0,406.0,43,True,27543.0,,redis,conda-forge/redis-py,,29512905.0,https://pypi.org/project/redis,2023-08-15 09:58:15.000,27543.0,29485528.0,https://anaconda.org/conda-forge/redis-py,2023-08-15 13:42:41.138,1067711.0,1.0,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-09-01 11:54:20.000,2023-09-01 11:54:12,6476.0,67.0,548,31.0,765.0,401.0,1357.0,1386,2023-08-06 15:15:44.000,2.16.1,61.0,796.0,43,True,613521.0,576496.0,pygments,conda-forge/pygments,,67863515.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37025.0,67179095.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,24639145.0,1.0,,,,,,,,,,,,,,,,,,, +27,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-09-07 13:14:36.000,2023-09-07 00:31:28,10719.0,562.0,947,172.0,6666.0,1878.0,4541.0,17297,2023-09-07 01:47:33.000,3.81.0,3904.0,231.0,42,True,6930.0,6165.0,pulumi,,755518.0,2036881.0,https://pypi.org/project/pulumi,2023-09-07 01:49:02.000,133.0,890956.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-09-07 01:48:19.172,632.0,1108150.0,,,,,,,,,,,,,, +28,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-09-04 19:43:43.000,2023-08-31 02:12:11,3955.0,27.0,1943,318.0,761.0,986.0,770.0,8491,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,95683.0,82771.0,paramiko,conda-forge/paramiko,,44642246.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12912.0,44544545.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3712668.0,2.0,,,,,,,,,,,,,,,,,,, +29,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-09-04 11:55:34.000,2023-08-21 13:31:57,3338.0,29.0,1661,197.0,1570.0,440.0,1212.0,6361,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,71008.0,67188.0,docker,conda-forge/docker-py,667.0,35646035.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,35551888.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3671525.0,2.0,,,,,,,,,,,,,,,,,,, +30,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-09-06 17:56:33.000,2023-08-31 22:49:26,23471.0,297.0,1479,300.0,7639.0,151.0,3496.0,4317,2023-08-16 00:12:53.000,google-cloud-workflows-v1.11.0,100.0,403.0,42,True,1941.0,,google-cloud-storage,conda-forge/google-cloud-storage,,51729099.0,https://pypi.org/project/google-cloud-storage,2023-06-26 20:35:37.254,1941.0,51629141.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3798440.0,1.0,,,,,,,,,,,,,,,,,,, +31,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-09-07 13:39:06.000,2023-09-07 03:42:12,15403.0,720.0,2482,367.0,23420.0,1026.0,7560.0,3812,2023-09-07 01:07:24.000,azure-schemaregistry-avroserializer_1.0.0b4.post1,100.0,626.0,42,True,2965.0,2292.0,azure-storage-blob,conda-forge/azure-storage-blob,,40593166.0,https://pypi.org/project/azure-storage-blob,2023-08-08 19:28:06.000,673.0,40567310.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-07-12 00:27:47.803,1008404.0,1.0,,,,,,,,,,,,,,,,,,, +32,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-09-07 11:56:43.000,2023-09-07 05:27:32,4370.0,163.0,4995,711.0,3792.0,194.0,6861.0,30405,2023-08-30 22:27:04.000,2.21.0,144.0,472.0,41,True,1515.0,268.0,docker-compose,conda-forge/docker-compose,120609210.0,3791848.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1706488.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,359392.0,2.0,,,,,,,,,,,,,,,,,,, +33,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-09-06 07:10:26.000,2023-08-28 07:20:10,2993.0,7.0,3150,641.0,2390.0,161.0,2141.0,21039,2023-05-26 17:35:41.785,23.5.26,35.0,648.0,41,True,71317.0,70736.0,flatbuffers,conda-forge/flatbuffers,260333.0,14651533.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,312.0,13610544.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,832852.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,269.0,1029180.0,,,,,,,,,,,,,, +34,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-09-03 13:08:31.000,2023-08-03 20:35:19,3011.0,48.0,1869,223.0,1091.0,206.0,614.0,20211,2023-08-03 20:36:56.000,2.3.0,38.0,303.0,41,True,23802.0,22218.0,cookiecutter,conda-forge/cookiecutter,,2530040.0,https://pypi.org/project/cookiecutter,2023-08-03 20:36:56.000,1584.0,2500376.0,https://anaconda.org/conda-forge/cookiecutter,2023-08-04 13:31:34.809,830596.0,1.0,,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-08-30 12:13:24.000,2023-08-30 12:12:23,4540.0,18.0,1370,199.0,469.0,1.0,2299.0,10292,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,26800.0,23095.0,peewee,conda-forge/peewee,,1097362.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3705.0,1082562.0,https://anaconda.org/conda-forge/peewee,2023-08-14 19:10:45.469,547630.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-09-07 13:35:48.000,2023-09-07 00:44:50,15609.0,911.0,1028,100.0,9790.0,1922.0,4241.0,8373,2023-08-31 19:09:40.000,1.4.11,564.0,338.0,41,True,1587.0,1464.0,dagster,conda-forge/dagster,,648273.0,https://pypi.org/project/dagster,2023-08-31 18:35:25.000,123.0,623447.0,https://anaconda.org/conda-forge/dagster,2023-09-01 16:28:39.813,993061.0,1.0,,,,,,,,,,,,,,,,,,, +37,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-09-07 13:20:38.000,2023-09-07 13:16:47,40230.0,826.0,4029,259.0,22336.0,4224.0,1880.0,7119,2023-08-30 16:14:12.000,2.50.0,95.0,1554.0,41,True,178.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6670401.0,https://pypi.org/project/apache-beam,2023-08-29 22:42:08.000,176.0,6668206.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-09-07 10:54:52.034,52697.0,1.0,,,,,,,,,,,,,,,,,,, +38,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-08-31 20:01:41.000,2023-08-31 20:01:40,3240.0,58.0,628,82.0,999.0,160.0,1033.0,6655,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,41,True,106113.0,95838.0,marshmallow,conda-forge/marshmallow,,27147509.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10275.0,27095604.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2024321.0,1.0,,,,,,,,,,,,,,,,,,, +39,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-09-05 05:12:36.000,2023-09-05 05:12:35,1354.0,51.0,345,66.0,530.0,120.0,535.0,4886,2023-04-16 10:50:23.776,23.1.0,27.0,145.0,41,True,833732.0,815725.0,attrs,conda-forge/attrs,,121707918.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18007.0,121309032.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,31113127.0,1.0,,,,,,,,,,,,,,,,,,, +40,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-09-05 05:11:05.000,2023-09-05 05:11:04,2548.0,45.0,567,60.0,328.0,29.0,751.0,4232,2023-08-07 07:44:59.000,4.19.0,97.0,108.0,41,True,459506.0,440796.0,jsonschema,conda-forge/jsonschema,62.0,98539332.0,https://pypi.org/project/jsonschema,2023-08-07 07:44:55.000,18710.0,97889379.0,https://anaconda.org/conda-forge/jsonschema,2023-08-11 13:47:58.317,22748288.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-09-05 19:43:35.000,2023-08-26 08:00:20,12812.0,20.0,3028,608.0,3513.0,978.0,3901.0,16234,2023-06-17 17:37:56.000,2.2.1,44.0,593.0,40,True,11390.0,10786.0,kivy,conda-forge/kivy,32742.0,113701.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,604.0,105370.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,321039.0,1.0,,,,,,,,,,,,,,,,,,, +42,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-09-06 06:00:35.000,2023-09-06 06:00:33,1540.0,23.0,1163,406.0,1241.0,56.0,985.0,4023,2023-08-10 08:06:07.000,8.9.0,133.0,198.0,40,True,46562.0,40480.0,elasticsearch,conda-forge/elasticsearch,3502.0,13473079.0,https://pypi.org/project/elasticsearch,2023-07-27 21:26:44.000,6082.0,13450366.0,https://anaconda.org/conda-forge/elasticsearch,2023-08-07 15:04:05.992,904549.0,1.0,,,,,,,,,,,,,,,,,,, +43,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-09-06 13:49:34.000,2023-09-06 13:49:31,1531.0,64.0,256,39.0,487.0,25.0,257.0,3191,2023-08-04 13:37:51.000,10.1.0,44.0,107.0,40,True,199138.0,190311.0,more-itertools,conda-forge/more-itertools,2799.0,50118597.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8827.0,49801093.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12381342.0,1.0,,,,,,,,,,,,,,,,,,, +44,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-09-07 09:47:41.000,2023-09-07 08:21:11,4703.0,80.0,972,107.0,3587.0,1169.0,2825.0,3081,2023-08-20 03:40:06.000,2023.8.0,82.0,442.0,40,True,22057.0,20132.0,xarray,conda-forge/xarray,,3719053.0,https://pypi.org/project/xarray,2023-08-20 03:40:06.000,1925.0,3484344.0,https://anaconda.org/conda-forge/xarray,2023-08-20 22:31:21.383,8918973.0,1.0,,,,,,,,,,,,,,2.0,,,,, +45,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-09-04 09:21:43.000,2023-09-03 01:11:06,1167.0,24.0,260,25.0,168.0,31.0,283.0,1940,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,876737.0,844609.0,pyparsing,conda-forge/pyparsing,8252.0,86358617.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32128.0,84683877.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,38515883.0,1.0,,,,,,,,,,,,,,,,,,, +46,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-09-06 01:23:57.000,2023-08-31 14:53:42,4262.0,11.0,503,57.0,878.0,252.0,1191.0,1921,2023-06-20 09:17:29.999,3.9.0,37.0,195.0,40,True,245581.0,230784.0,h5py,conda-forge/h5py,2806.0,16017944.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14797.0,15685353.0,https://anaconda.org/conda-forge/h5py,2023-08-22 02:01:37.143,12969695.0,1.0,,,,,,,,,,,,,,,,,,, +47,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-09-04 19:25:06.000,2023-08-17 01:44:46,1795.0,15.0,1361,209.0,848.0,163.0,925.0,9090,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,39,True,16195.0,14422.0,rq,conda-forge/rq,,994636.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1773.0,991811.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,96080.0,2.0,,,,,,,,,,,,,,,,,,, +48,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-09-07 13:44:22.000,2023-09-07 00:28:01,11534.0,466.0,1372,77.0,6829.0,149.0,1599.0,8749,2023-09-01 20:51:24.000,0.17.14,242.0,409.0,39,True,39.0,,great_expectations,conda-forge/great-expectations,,12326552.0,https://pypi.org/project/great_expectations,2023-09-01 19:22:31.000,39.0,12308846.0,https://anaconda.org/conda-forge/great-expectations,2023-09-01 22:20:00.607,708248.0,2.0,,,,,,,,,,,,,,,,,,, +49,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-05 02:59:38.000,2023-09-05 02:59:37,1083.0,9.0,1425,228.0,481.0,15.0,627.0,7376,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,183116.0,182724.0,PyMySQL,conda-forge/pymysql,,53693277.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,53661744.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1198269.0,2.0,,,,,,,,,,,,,,,,,,, +50,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-09-04 18:34:35.000,2023-08-09 16:44:53,2166.0,9.0,1359,150.0,961.0,297.0,1186.0,5300,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,20805.0,19404.0,kafka-python,conda-forge/kafka-python,1832.0,6888850.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1401.0,6883402.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,412836.0,2.0,,,,,,,,,,,,,,,,,,, +51,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-09-06 20:12:35.000,2023-09-05 19:25:22,5408.0,132.0,1135,238.0,1366.0,9.0,,3917,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20016.0,,pymongo,conda-forge/pymongo,,21541441.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20016.0,21509721.0,https://anaconda.org/conda-forge/pymongo,2023-08-23 12:53:01.162,1205362.0,2.0,,,,,,,,,,,,,,,,,,, +52,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-09-06 04:56:47.000,2023-08-29 14:53:43,1485.0,22.0,384,60.0,699.0,400.0,459.0,3403,2023-08-09 09:27:06.000,1.3.2,110.0,124.0,39,True,334468.0,328249.0,joblib,conda-forge/joblib,,37388308.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6219.0,36826262.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,21357765.0,2.0,,,,,,,,,,,,,,,,,,, +53,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-08-11 03:00:32.000,2023-08-04 16:28:24,3058.0,11.0,487,74.0,290.0,19.0,1231.0,3027,2023-08-05 10:35:31.000,2.9.7,60.0,133.0,39,False,706481.0,645033.0,psycopg2,psycopg2,,14764279.0,https://pypi.org/project/psycopg2,2023-08-05 10:35:31.000,61428.0,14761820.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,231217.0,2.0,,,,,,,,,,,,,,,20.0,,,, +54,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-09-04 20:42:15.000,2023-08-27 09:30:30,2826.0,21.0,449,63.0,202.0,60.0,494.0,2468,2023-05-19 08:13:05.062,3.18.0,46.0,143.0,39,True,77672.0,76050.0,pycryptodomex,conda-forge/pycryptodomex,85.0,32560575.0,https://pypi.org/project/pycryptodomex,2023-05-19 08:13:05.062,1622.0,32539908.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1426056.0,2.0,,,,,,,,,,,,,,,,,,, +55,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-09-05 16:51:25.000,2023-08-29 22:07:06,320.0,4.0,469,54.0,255.0,265.0,304.0,2255,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,997818.0,921904.0,pyyaml,conda-forge/pyyaml,,208750482.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,75914.0,207698864.0,https://anaconda.org/conda-forge/pyyaml,2023-08-22 21:04:05.018,37858283.0,1.0,,,,,,,,,,,,,,,,,,, +56,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-08-27 12:48:49.000,2023-06-06 19:08:37,1575.0,,439,45.0,624.0,341.0,399.0,2125,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1167403.0,1163130.0,python-dateutil,conda-forge/python-dateutil,35039.0,207781867.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,207232160.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,48344071.0,1.0,,,,,,,,,,,,,,,,,,, +57,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-09-07 12:09:06.000,2023-09-07 08:11:13,7284.0,734.0,1130,133.0,6064.0,1019.0,3864.0,20067,2023-09-05 14:33:38.000,py-0.19.2,309.0,270.0,38,True,251.0,2.0,polars,,,1927542.0,https://pypi.org/project/polars,2023-09-05 15:07:49.000,249.0,1927542.0,,,,2.0,,,,,,,,,,,,,,,,,,, +58,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-29 13:00:18.000,2023-08-29 10:07:13,6966.0,408.0,1225,344.0,235.0,39.0,442.0,13309,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,38,True,912.0,907.0,tink,,1091.0,101132.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,100750.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,367.0,,,,,,,,,,,,,, +59,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-09-04 11:48:20.000,2023-07-04 10:52:46,2705.0,6.0,687,151.0,722.0,569.0,549.0,8544,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,33182932.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,32694940.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,18055728.0,2.0,,,,,,,,,,,,,,,,,,, +60,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-09-07 13:40:37.000,2023-09-06 21:46:59,6321.0,193.0,1323,134.0,3845.0,491.0,3963.0,7475,2023-08-23 19:44:28.000,1.6.1,173.0,294.0,38,True,3263.0,3233.0,dbt,conda-forge/dbt,2475.0,121392.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,118265.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,247267.0,2.0,,,,,,,,,,,,,,,,dbt,,, +61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-09-05 03:08:26.000,2023-08-31 21:04:31,1691.0,25.0,3247,139.0,859.0,105.0,1161.0,5950,2023-07-17 22:17:49.000,27.2.0,88.0,185.0,38,True,1387.0,,kubernetes,conda-forge/kubernetes,,16264713.0,https://pypi.org/project/kubernetes,2023-08-31 21:09:23.000,1387.0,16253540.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,446945.0,2.0,,,,,,,,,,,,,,,,,,, +62,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-09-06 19:15:29.000,2023-09-06 19:15:28,1732.0,28.0,197,19.0,125.0,101.0,888.0,2099,2023-08-31 17:27:27.000,rel_1_12_0,120.0,171.0,38,True,189054.0,177563.0,alembic,conda-forge/alembic,,31411966.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11491.0,31311006.0,https://anaconda.org/conda-forge/alembic,2023-08-17 07:06:02.809,3634592.0,2.0,,,,,,,,,,,,,,,,,,, +63,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-09-04 21:41:12.000,2023-09-01 19:17:03,893.0,57.0,106,27.0,274.0,58.0,266.0,1367,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,167867.0,167359.0,anyio,conda-forge/anyio,,41936963.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,41702631.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,9373304.0,1.0,,,,,,,,,,,,,,,,,,, +64,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-09-07 10:50:12.000,2023-09-05 14:46:56,2193.0,32.0,268,21.0,767.0,206.0,382.0,644,2023-09-02 11:51:38.000,2023.9.0,70.0,195.0,38,True,62131.0,61444.0,fsspec,conda-forge/fsspec,,124405003.0,https://pypi.org/project/fsspec,2023-09-02 11:51:38.000,687.0,124056932.0,https://anaconda.org/conda-forge/fsspec,2023-09-02 12:51:43.769,13922873.0,1.0,,,,,,,,,,,,,,,,,,, +65,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-09-06 06:50:35.000,2023-02-13 20:24:46,287.0,,1407,378.0,163.0,144.0,172.0,25157,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,26290.0,24501.0,fire,conda-forge/fire,,6275705.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1789.0,6266029.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,725751.0,2.0,,,,,,,,,,,,,,,,,,, +66,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-09-07 01:03:05.000,2023-09-07 01:03:05,4083.0,5.0,2376,481.0,2274.0,118.0,878.0,16767,2023-05-04 09:55:49.000,3.3.0,79.0,601.0,37,True,2607.0,2194.0,luigi,luigi,,563932.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,411.0,563781.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13789.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +67,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-09-06 18:17:03.000,2023-08-31 02:24:25,1595.0,16.0,1950,464.0,550.0,461.0,1307.0,14201,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,130.0,13.0,fabric,conda-forge/fabric,,4087864.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4085691.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,69542.0,3.0,,,,,,,,,,,,,,,,,,, +68,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-09-04 16:22:33.000,2023-08-11 17:25:03,926.0,1.0,555,229.0,238.0,86.0,251.0,9535,2023-07-20 16:25:44.046,0.4.0,78.0,57.0,37,True,96005.0,94120.0,uvloop,conda-forge/uvloop,422.0,6401769.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1885.0,6392858.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,632407.0,2.0,,,,,,,,,,,,,,,,,,, +69,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-09-07 12:26:16.000,2023-09-06 07:11:11,2594.0,128.0,620,114.0,2780.0,794.0,3017.0,8942,2023-08-22 10:02:40.000,0.23.1,82.0,120.0,37,True,1170.0,1137.0,modin,conda-forge/modin-core,196708.0,993744.0,https://pypi.org/project/modin,2023-08-22 10:00:15.000,33.0,980304.0,https://anaconda.org/conda-forge/modin-core,2023-08-24 14:16:33.550,266981.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +70,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-09-07 13:25:01.000,2023-09-06 14:59:54,2390.0,120.0,809,105.0,1311.0,338.0,1137.0,8650,2023-08-31 10:35:56.000,0.18.13,45.0,201.0,37,True,1928.0,1863.0,kedro,,,331489.0,https://pypi.org/project/kedro,2023-08-31 10:35:56.000,65.0,331489.0,,,,2.0,,,,,,,,,,,,,,,,,,, +71,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-08-06 13:05:49.000,2022-11-15 16:25:22,1396.0,,643,136.0,669.0,98.0,398.0,8352,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,37,True,71939.0,67176.0,arrow,conda-forge/arrow,,16235082.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4763.0,16209645.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,2238486.0,2.0,,,,,,,,,,,,,,,,,,, +72,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-08-26 15:29:20.000,2023-04-18 19:22:32,4081.0,,1225,139.0,1101.0,377.0,1319.0,4044,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,24893.0,21306.0,mongoengine,conda-forge/mongoengine,,910194.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3587.0,907587.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,221648.0,2.0,,,,,,,,,,,,,,,,,,, +73,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-09-06 12:31:36.000,2023-09-06 12:31:17,2239.0,56.0,634,60.0,1394.0,32.0,949.0,3567,2023-08-01 19:53:16.000,3.3.0,140.0,135.0,37,True,1245.0,1188.0,awswrangler,conda-forge/awswrangler,204347.0,28954781.0,https://pypi.org/project/awswrangler,2023-08-01 17:52:16.000,57.0,28940160.0,https://anaconda.org/conda-forge/awswrangler,2023-06-15 10:57:26.662,410978.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +74,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-09-05 14:10:38.000,2023-09-01 20:46:41,2713.0,5.0,1179,199.0,1205.0,168.0,1787.0,3207,2023-05-05 16:39:25.000,4.2.0,42.0,222.0,37,True,4082.0,3819.0,netmiko,,,176009.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,263.0,176009.0,,,,3.0,,,,,,,,,,,,,,,,,,, +75,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-08-09 19:02:58.000,2023-08-09 19:02:54,1138.0,45.0,238,51.0,264.0,13.0,330.0,3017,2023-08-09 12:51:08.000,1.3.5,27.0,65.0,37,True,15155.0,14025.0,cerberus,conda-forge/cerberus,,4681478.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1130.0,4677465.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,341136.0,2.0,,,,,,,,,,,,,,,,,,, +76,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-08-28 15:55:32.000,2023-04-02 16:48:18,1600.0,,463,96.0,303.0,183.0,309.0,2417,2020-01-21 16:37:03.000,4.8.0,19.0,103.0,37,True,321973.0,305846.0,pexpect,conda-forge/pexpect,4360.0,33973599.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16127.0,33798869.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15547787.0,1.0,,,,,,,,,,,,,,,,,,, +77,dill,uqfoundation/dill,serialize all of python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-08-26 21:29:01.000,2023-08-26 21:28:26,996.0,13.0,172,23.0,149.0,169.0,325.0,1981,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,119293.0,115434.0,dill,conda-forge/dill,290874.0,33779869.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3859.0,33651610.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,4906820.0,2.0,,,,,,,,,,,,,,,,,,, +78,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-09-07 13:06:31.000,2023-09-01 22:11:17,936.0,41.0,230,51.0,153.0,19.0,198.0,1512,2023-01-28 14:21:04.349,2.0.2,45.0,67.0,37,True,291369.0,280975.0,greenlet,conda-forge/greenlet,,65284423.0,https://pypi.org/project/greenlet,2023-09-01 22:13:27.000,10394.0,65181989.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7784996.0,2.0,,,,,,,,,,,,,,,,,,, +79,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-08-13 04:53:26.000,2023-01-29 03:07:44,1874.0,,278,38.0,239.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,308470.0,291214.0,future,conda-forge/future,,32562854.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17256.0,32421154.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12186202.0,1.0,,,,,,,,,,,,,,,,,,, +80,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,182.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,False,1952269.0,1816831.0,six,conda-forge/six,,190895671.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135438.0,190364009.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,46786265.0,1.0,,,,,,,,,,,,,,,,,,, +81,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-09-06 22:42:04.000,2023-09-02 09:11:13,1685.0,28.0,258,54.0,1058.0,84.0,522.0,637,2023-07-20 15:54:44.860,0.0.1,148.0,130.0,37,True,22938.0,21825.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,36542740.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1113.0,36471515.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2706573.0,2.0,,,,,,,,,,,,,,,,,,, +82,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-09-05 10:19:58.000,2023-09-05 10:19:52,1965.0,5.0,194,26.0,582.0,91.0,191.0,570,2023-01-30 14:16:19.802,5.9.0,42.0,110.0,37,True,365538.0,350857.0,traitlets,conda-forge/traitlets,179.0,25886930.0,https://pypi.org/project/traitlets,2023-01-30 14:16:19.802,14681.0,25631718.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,22712964.0,1.0,,,,,,,,,,,,,,,,,,, +83,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-09-06 17:30:29.000,2023-09-06 17:30:28,6823.0,41.0,1752,228.0,3055.0,707.0,2691.0,12006,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,9860.0,9545.0,pysimplegui,conda-forge/pysimplegui,,339583.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,337119.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,120772.0,2.0,,,,,,,,,,,,,,,,,,, +84,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-17 11:21:45.000,2023-04-11 15:40:50,389.0,,936,212.0,178.0,152.0,281.0,11060,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,29686.0,28255.0,schedule,conda-forge/schedule,,1969362.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1431.0,1968468.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,40251.0,3.0,,,,,,,,,,,,,,,,,,, +85,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,185.0,7831,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,113100.0,100701.0,docopt,conda-forge/docopt,,9985075.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12399.0,9963775.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1895706.0,2.0,,,,,,,,,,,,,,,,,,, +86,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,27.0,505,138.0,234.0,4.0,457.0,6693,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15693.0,13065.0,sh,conda-forge/sh,,4362302.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2628.0,4357088.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,182522.0,2.0,,,,,,,,,,,,,,,,,,, +87,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,2.0,374,36.0,227.0,40.0,226.0,6331,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,553664.0,544967.0,python-dotenv,conda-forge/python-dotenv,,30030221.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8697.0,29960447.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2651440.0,2.0,,,,,,,,,,,,,,,,,,, +88,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-08-10 15:07:56.000,2023-07-28 08:24:09,1442.0,1.0,682,136.0,381.0,170.0,453.0,5952,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,114267.0,106186.0,watchdog,conda-forge/watchdog,,11580469.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8081.0,11552067.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2414173.0,2.0,,,,,,,,,,,,,,,,,,, +89,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-08-29 13:06:04.000,2023-08-29 13:05:57,598.0,24.0,174,33.0,83.0,4.0,337.0,4887,2023-08-16 15:09:39.000,3.9.5,112.0,22.0,36,True,57614.0,56576.0,orjson,conda-forge/orjson,,14182488.0,https://pypi.org/project/orjson,2023-08-16 15:17:41.000,1038.0,14160080.0,https://anaconda.org/conda-forge/orjson,2023-08-17 03:11:51.769,896345.0,2.0,,,,,,,,,,,,,,,,,,, +90,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-09-07 09:51:24.000,2023-07-24 18:25:47,848.0,12.0,864,334.0,535.0,271.0,839.0,3393,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,36,True,7496.0,7062.0,confluent-kafka,conda-forge/python-confluent-kafka,,9915865.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,434.0,9894043.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-07-25 19:54:38.771,763775.0,2.0,,,,,,,,,,,,,,,,,,, +91,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-09-07 10:50:35.000,2023-09-07 10:50:26,1334.0,6.0,612,119.0,120.0,15.0,873.0,3324,2023-05-28 14:40:46.957,3.1.2,159.0,47.0,36,True,69603.0,65668.0,xlsxwriter,conda-forge/xlsxwriter,,12303272.0,https://pypi.org/project/xlsxwriter,2023-05-28 14:40:46.957,3935.0,12265363.0,https://anaconda.org/conda-forge/xlsxwriter,2023-06-16 13:24:40.150,2881148.0,3.0,,,,,,,,,,,,,,,,,,, +92,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-09-07 13:34:45.000,2023-09-07 12:17:49,6214.0,754.0,436,78.0,4715.0,103.0,2172.0,3069,2023-08-31 16:02:11.000,6.2.0,52.0,188.0,36,True,629.0,581.0,ibis-framework,conda-forge/ibis-framework,96.0,111572.0,https://pypi.org/project/ibis-framework,2023-09-03 00:04:41.000,48.0,103792.0,https://anaconda.org/conda-forge/ibis-framework,2023-08-03 23:11:43.396,303275.0,2.0,,,,,,,,,,,,,,,,,,, +93,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,154.0,3036,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,130717.0,128529.0,sortedcontainers,conda-forge/sortedcontainers,,26168697.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2188.0,26041963.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10899178.0,1.0,,,,,,,,,,,,,,,,,,, +94,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-08-29 08:54:57.000,2023-08-29 08:54:55,2647.0,38.0,474,122.0,544.0,291.0,1487.0,2692,2023-08-26 10:14:21.000,0.30.11,156.0,63.0,36,True,29955.0,29316.0,xlwings,conda-forge/xlwings,21396.0,128081.0,https://pypi.org/project/xlwings,2023-08-26 10:14:21.000,639.0,111279.0,https://anaconda.org/conda-forge/xlwings,2023-08-27 16:42:04.348,655675.0,1.0,,,,,,,,,,,,,,,,,,, +95,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-05 17:59:05.000,2023-08-21 08:54:30,1071.0,12.0,439,55.0,287.0,11.0,316.0,2305,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,36,True,143398.0,136194.0,mysqlclient,conda-forge/mysqlclient,5264.0,3936144.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7204.0,3928410.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,291547.0,2.0,,,,,,,,,,,,,,,,,,, +96,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-07 12:25:07.000,2023-09-07 12:25:07,859.0,7.0,226,46.0,282.0,9.0,267.0,1785,2023-03-09 02:43:32.000,1.0.5,20.0,78.0,36,True,104225.0,101983.0,msgpack,conda-forge/msgpack-python,1136.0,35465088.0,https://pypi.org/project/msgpack,2023-03-08 17:50:09.322,2242.0,35299615.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,13567512.0,2.0,,,,,,,,,,,,,,2.0,,,,, +97,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-09-07 11:10:27.000,2023-09-06 02:09:19,15102.0,262.0,6741,729.0,5493.0,1673.0,3581.0,17163,2023-04-26 15:20:33.000,1.20.0,14.0,594.0,35,True,14.0,,micropython-_markupbase,,65513.0,897.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +98,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-09-05 02:58:30.000,2023-08-01 09:36:09,471.0,14.0,476,68.0,273.0,208.0,166.0,11999,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2346.0,13.0,typer,conda-forge/typer,,12135333.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12095399.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1637318.0,2.0,,,,,,,,,,,,,,,,,,, +99,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-08-23 17:01:28.000,2023-08-09 19:45:42,2428.0,5.0,1222,234.0,475.0,145.0,1000.0,7897,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11551.0,9598.0,supervisor,conda-forge/supervisor,,1416201.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1953.0,1413080.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,274719.0,3.0,,,,,,,,,,,,,,,,,,, +100,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-08-19 19:59:58.000,2023-08-17 23:23:46,822.0,29.0,336,70.0,260.0,241.0,288.0,5581,2020-07-24 18:17:05.000,2.1.2,53.0,93.0,35,True,23291.0,22072.0,pendulum,conda-forge/pendulum,166.0,11547937.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1219.0,11537060.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,815706.0,2.0,,,,,,,,,,,,,,,,,,, +101,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-08-03 13:17:25.000,2023-03-12 19:26:01,221.0,,469,106.0,94.0,87.0,162.0,5226,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,63104.0,57556.0,xmltodict,conda-forge/xmltodict,,29069783.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5548.0,29031541.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3250608.0,2.0,,,,,,,,,,,,,,,,,,, +102,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-07-20 06:11:18.000,2022-11-03 19:39:10,1206.0,,251,83.0,348.0,118.0,142.0,4316,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,112723.0,109258.0,toolz,conda-forge/toolz,,22385110.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,22180449.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,17805575.0,2.0,,,,,,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-09-06 06:06:59.000,2023-09-06 06:06:59,1174.0,7.0,582,136.0,315.0,33.0,217.0,4274,2023-07-20 15:47:29.216,0.0.1,45.0,123.0,35,True,73631.0,72356.0,tablib,conda-forge/tablib,,1892035.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1275.0,1890928.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,90787.0,2.0,,,,,,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-08-17 16:45:09.000,2023-08-17 16:45:08,888.0,13.0,368,88.0,263.0,26.0,315.0,4123,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,4419.0,,ujson,conda-forge/ujson,,8421206.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4419.0,8362479.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,4169633.0,2.0,,,,,,,,,,,,,,,,,,, +105,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-07 12:25:39.000,2023-09-07 08:44:26,1030.0,7.0,818,428.0,381.0,159.0,1149.0,3692,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,35,True,10432.0,9450.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,198.0,2758825.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,982.0,2758710.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7968.0,2.0,,,,,,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-09-07 07:36:43.098,2023-09-07 05:24:03,1597.0,29.0,418,88.0,111.0,7.0,165.0,3293,2023-09-07 05:33:18.000,8.13.20,229.0,29.0,35,True,1432.0,,phonenumbers,conda-forge/phonenumbers,,4568819.0,https://pypi.org/project/phonenumbers,2023-09-07 05:33:18.000,1432.0,4540000.0,https://anaconda.org/conda-forge/phonenumbers,2023-09-07 07:36:43.098,806949.0,1.0,,,,,,,,,,,,,,,,,,, +107,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3235,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,759371.0,738113.0,colorama,conda-forge/colorama,,112495447.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21258.0,112212877.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,25148763.0,2.0,,,,,,,,,,,,,,,,,,, +108,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-04 17:17:53.000,2023-08-18 13:39:25,552.0,1.0,584,95.0,178.0,30.0,310.0,2971,,,21.0,83.0,35,True,664375.0,647201.0,pycparser,conda-forge/pycparser,,105708941.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17174.0,105309314.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,33968356.0,2.0,,,,,,,,,,,,,,,,,,, +109,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-09-05 22:47:30.000,2023-08-31 21:17:15,491.0,37.0,550,125.0,215.0,58.0,951.0,2725,2023-04-14 14:28:04.558,4.0.39,61.0,54.0,35,False,52121.0,49977.0,pyodbc,conda-forge/pyodbc,,23299287.0,https://pypi.org/project/pyodbc,2023-08-29 05:26:51.000,2144.0,23283920.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1121852.0,2.0,,,,,,,,,,,,,,,,,,, +110,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-08-17 19:25:44.000,2023-08-17 19:25:44,249.0,38.0,144,36.0,63.0,49.0,64.0,2364,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,35,True,109025.0,107075.0,aiofiles,conda-forge/aiofiles,,14976256.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1950.0,14964852.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,809742.0,2.0,,,,,,,,,,,,,,,,,,, +111,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-09-04 17:45:45.000,2023-08-21 20:17:57,9872.0,179.0,931,87.0,1755.0,74.0,122.0,1957,2023-08-10 08:07:04.000,3.8.0,71.0,465.0,35,True,861.0,,apache-libcloud,,,163075.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,163075.0,,,,2.0,,,,,,,,,,,,,,,,,,, +112,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-09-02 03:03:54.256,2023-09-01 16:44:00,1026.0,31.0,201,26.0,156.0,69.0,194.0,1737,2023-09-01 16:44:56.000,6.4.1,71.0,77.0,35,True,8795.0,7996.0,deepdiff,conda-forge/deepdiff,,12242860.0,https://pypi.org/project/deepdiff,2023-09-01 16:25:48.000,799.0,12234444.0,https://anaconda.org/conda-forge/deepdiff,2023-09-02 03:03:54.256,328231.0,1.0,,,,,,,,,,,,,,,,,,, +113,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,330,67.0,122.0,19.0,175.0,1588,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,35,True,132323.0,111409.0,simplejson,conda-forge/simplejson,6360.0,16653873.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20914.0,16615576.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2828906.0,2.0,,,,,,,,,,,,,,,,,,, +114,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-08-22 03:35:44.000,2023-08-04 01:25:18,424.0,2.0,152,29.0,275.0,86.0,161.0,1423,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,89856.0,86974.0,cloudpickle,conda-forge/cloudpickle,27.0,30729266.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2882.0,30569430.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14385319.0,2.0,,,,,,,,,,,,,,,,,,, +115,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-08-24 19:56:23.000,2023-08-24 19:56:23,736.0,13.0,115,35.0,207.0,53.0,189.0,1255,2023-06-11 23:38:46.083,3.1.1,117.0,67.0,35,True,47998.0,45820.0,argcomplete,conda-forge/argcomplete,308.0,20024736.0,https://pypi.org/project/argcomplete,2023-06-11 23:38:46.083,2178.0,20008166.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1308811.0,2.0,,,,,,,,,,,,,,,,,,, +116,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-09-07 09:09:30.000,2023-08-18 05:32:06,4495.0,15.0,253,60.0,351.0,153.0,539.0,1231,2022-12-23 13:29:42.000,3.8.0,43.0,120.0,35,True,51010.0,48461.0,tables,conda-forge/pytables,176.0,789528.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2549.0,621347.0,https://anaconda.org/conda-forge/pytables,2023-06-27 08:41:45.215,6390818.0,2.0,,,,,,,,,,,,,,,,,,, +117,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,19.0,160,34.0,164.0,68.0,233.0,1155,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2395.0,,jsonpickle,conda-forge/jsonpickle,,9208061.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2395.0,9156932.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1482762.0,2.0,,,,,,,,,,,,,,,,,,, +118,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-09-03 00:44:17.000,2023-07-23 13:01:17,2027.0,45.0,141,18.0,158.0,55.0,435.0,1096,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4118.0,,keyring,conda-forge/keyring,,32500698.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4118.0,32405301.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3625119.0,3.0,,,,,,,,,,,,,,,,,,, +119,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-09-07 06:31:02.000,2023-09-07 01:49:23,2075.0,179.0,404,19.0,990.0,99.0,357.0,1023,2023-09-04 17:45:57.000,.0.32,60.0,217.0,35,True,13117.0,12675.0,holidays,conda-forge/holidays,189.0,5881565.0,https://pypi.org/project/holidays,2023-09-04 17:55:46.000,442.0,5787114.0,https://anaconda.org/conda-forge/holidays,2023-09-04 19:36:16.338,3589136.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,2.0,,,,, +120,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-08-30 01:21:59.000,2023-08-30 01:21:59,2771.0,15.0,583,150.0,480.0,217.0,990.0,11023,2023-05-06 04:09:50.000,1.9.1,218.0,63.0,34,True,2214.0,2176.0,dearpygui,,,27713.0,https://pypi.org/project/dearpygui,2022-10-31 02:13:02.706,38.0,27713.0,,,,2.0,,,,,,,,,,,,,,,,,,, +121,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-09-05 17:34:09.000,2023-09-05 17:34:09,713.0,28.0,287,34.0,492.0,107.0,357.0,3200,2023-08-26 15:16:21.000,3.2.2,84.0,113.0,34,True,7366.0,7099.0,dynaconf,conda-forge/dynaconf,,1692364.0,https://pypi.org/project/dynaconf,2023-08-26 14:50:38.000,267.0,1690739.0,https://anaconda.org/conda-forge/dynaconf,2023-08-31 09:12:43.108,56903.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +122,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-05 13:59:11.000,2023-09-05 13:59:07,1264.0,4.0,185,49.0,310.0,127.0,221.0,2668,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5222.0,4754.0,plumbum,conda-forge/plumbum,,1572495.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,468.0,1560394.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,980258.0,3.0,,,,,,,,,,,,,,,,,,, +123,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-09-07 13:43:07.000,2023-09-07 13:40:23,1393.0,103.0,189,46.0,1161.0,61.0,545.0,2465,2023-09-07 13:40:49.000,0.38.0,717.0,65.0,34,True,2572.0,2557.0,docarray,conda-forge/docarray,,100281.0,https://pypi.org/project/docarray,2023-09-07 13:40:18.000,15.0,94514.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,115347.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,, +124,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-09-07 10:09:16.000,2023-08-25 18:02:53,328.0,4.0,279,48.0,102.0,38.0,184.0,2390,2022-06-07 20:16:57.000,0.4.27,28.0,60.0,34,True,49821.0,46546.0,python-magic,conda-forge/python-magic,,5508820.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3275.0,5505862.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,227831.0,2.0,,,,,,,,,,,,,,,,,,, +125,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-09-07 12:08:15.000,2023-08-21 14:51:26,1497.0,1.0,443,133.0,553.0,301.0,371.0,2335,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,34,True,24778.0,23525.0,dateparser,conda-forge/dateparser,,3799907.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1253.0,3797786.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,169728.0,3.0,,,,,,,,,,,,,,,,,,, +126,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-09-06 00:48:44.000,2023-09-05 16:58:54,1745.0,17.0,204,87.0,225.0,,,2204,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,70050.0,68889.0,motor,conda-forge/motor,,1124315.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1161.0,1122584.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,60595.0,2.0,,,,,,,,,,,,,,,,,,, +127,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-08-30 22:38:05.000,2023-08-18 19:06:13,792.0,21.0,197,63.0,94.0,64.0,288.0,2007,2023-08-06 21:02:00.000,2.8.5,49.0,67.0,34,True,3128.0,,numexpr,conda-forge/numexpr,392.0,7654723.0,https://pypi.org/project/numexpr,2023-08-06 21:02:00.000,3128.0,7474381.0,https://anaconda.org/conda-forge/numexpr,2023-07-21 14:57:14.461,7033191.0,2.0,,,,,,,,,,,,,,,,,,, +128,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-07-21 18:59:52.000,2022-12-29 07:29:09,696.0,,141,43.0,110.0,26.0,144.0,1901,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,313806.0,311500.0,pyrsistent,conda-forge/pyrsistent,,35782398.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2306.0,35446171.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19837427.0,1.0,,,,,,,,,,,,,,,,,,, +129,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-25 06:51:15.000,2023-07-25 06:51:09,713.0,14.0,215,44.0,69.0,42.0,136.0,1886,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,11830.0,,wrapt,conda-forge/wrapt,,77410947.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11830.0,77262535.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12615074.0,2.0,,,,,,,,,,,,,,,,,,, +130,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,28.0,264,25.0,116.0,11.0,146.0,1717,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,61269.0,59800.0,emoji,conda-forge/emoji,,2259398.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1469.0,2257803.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,59038.0,1.0,,,,,,,,,,,,,,,,,,, +131,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,2.0,313,31.0,326.0,183.0,237.0,1131,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,26509.0,24387.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4709619.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2122.0,4703626.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,503444.0,2.0,,,,,,,,,,,,,,,,,,, +132,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,42.0,114.0,146.0,270.0,1095,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,29180.0,28487.0,py4j,conda-forge/py4j,,30377468.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,693.0,30330885.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,3959579.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,, +133,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-09-05 10:46:59.000,2023-09-05 10:46:56,689.0,86.0,125,21.0,263.0,41.0,125.0,1005,2023-08-26 19:10:18.000,1.3.0,21.0,47.0,34,True,10450.0,,pluggy,conda-forge/pluggy,,79271949.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10450.0,78645001.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,21943210.0,2.0,,,,,,,,,,,,,,,,,,, +134,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,25.0,56.0,13.0,93.0,774,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,493965.0,469624.0,decorator,conda-forge/decorator,,66844584.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24341.0,66575402.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,23149695.0,2.0,,,,,,,,,,,,,,,,,,, +135,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-09-06 15:48:11.000,2023-09-06 15:48:09,270.0,27.0,88,14.0,169.0,10.0,89.0,575,2023-08-28 15:40:02.000,3.12.3,62.0,38.0,34,True,311947.0,309262.0,filelock,conda-forge/filelock,,91686450.0,https://pypi.org/project/filelock,2023-08-28 15:40:02.000,2685.0,91320582.0,https://anaconda.org/conda-forge/filelock,2023-08-28 17:08:15.179,14634731.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,, +136,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-09-02 16:04:44.000,2023-08-23 18:21:51,804.0,14.0,131,24.0,92.0,53.0,134.0,297,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,110180.0,103115.0,asn1crypto,conda-forge/asn1crypto,,50135557.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7065.0,50026089.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8210112.0,3.0,,,,,,,,,,,,,,,,,,, +137,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,77,15.0,35.0,35.0,45.0,273,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,34,True,1720587.0,1637500.0,pytz,conda-forge/pytz,,125107982.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83087.0,123803148.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,44364370.0,3.0,,,,,,,,,,,,,,,,,,, +138,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-08-16 01:29:55.463,2023-08-15 20:53:35,559.0,8.0,123,17.0,215.0,46.0,35.0,178,2023-08-15 22:06:39.000,0.6.2,34.0,36.0,34,True,237906.0,233566.0,s3transfer,conda-forge/s3transfer,,230306242.0,https://pypi.org/project/s3transfer,2023-08-15 22:06:39.000,4340.0,229832711.0,https://anaconda.org/conda-forge/s3transfer,2023-08-16 01:29:55.463,16573608.0,2.0,,,,,,,,,,,,,,,,,,, +139,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-09-05 15:45:52.000,2023-05-22 23:51:10,520.0,,1963,370.0,452.0,343.0,180.0,31175,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1172.0,1137.0,diagrams,conda-forge/diagrams,,100079.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,95820.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,170385.0,2.0,,,,,,,,,,,,,,,,,,, +140,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-08-14 22:59:59.000,2023-08-01 09:19:41,246.0,10.0,452,143.0,252.0,236.0,146.0,10596,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7257.0,7138.0,sqlmodel,conda-forge/sqlmodel,,531252.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,530538.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,17874.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,, +141,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-09-07 13:42:04.000,2023-09-07 10:26:48,8103.0,464.0,519,83.0,2119.0,47.0,384.0,6821,2023-09-07 10:54:12.000,3.6.24,154.0,118.0,33,True,2213.0,2159.0,hub,,,4197.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,4197.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +142,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-09-03 18:56:39.000,2023-07-24 18:53:19,697.0,5.0,512,106.0,154.0,12.0,291.0,6057,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12356.0,11476.0,tinydb,conda-forge/tinydb,,521438.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,880.0,517566.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,336864.0,2.0,,,,,,,,,,,,,,,,,,, +143,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-08-21 07:09:39.000,2023-08-21 07:09:39,474.0,5.0,247,49.0,190.0,91.0,144.0,5201,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1417.0,,tenacity,conda-forge/tenacity,,33374913.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1417.0,33224794.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5254198.0,2.0,,,,,,,,,,,,,,,,,,, +144,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-09-02 05:02:14.000,2023-08-30 02:01:45,1184.0,9.0,325,40.0,478.0,486.0,492.0,3799,2023-08-11 03:44:09.000,0.20.0,151.0,122.0,33,True,6302.0,6209.0,tortoise-orm,conda-forge/tortoise-orm,13.0,92879.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,92326.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,14933.0,2.0,,,,,,,,,,,,,,,,,,, +145,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-08-28 16:17:26.000,2023-08-08 20:55:44,532.0,11.0,742,68.0,402.0,92.0,403.0,3533,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,33,True,748.0,,prometheus_client,conda-forge/prometheus_client,,24051935.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,23723787.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,13125933.0,2.0,,,,,,,,,,,,,,,,,,, +146,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-08-30 16:03:31.000,2023-08-30 16:03:30,328.0,8.0,253,51.0,199.0,125.0,195.0,3516,2023-08-28 14:51:41.000,0.8.0,42.0,55.0,33,True,20116.0,19996.0,databases,conda-forge/databases,,354044.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,350625.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,188056.0,2.0,,,,,,,,,,,,,,,,,,, +147,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-05 02:24:37.000,2023-09-05 02:20:15,4009.0,22.0,233,86.0,77.0,313.0,329.0,3300,2022-01-27 22:51:06.000,0.7.16,47.0,28.0,33,True,3984.0,3624.0,pony,conda-forge/pony,66.0,101818.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,360.0,100630.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,95075.0,2.0,,,,,,,,,,,,,,,,,,, +148,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-09-07 06:13:58.481,2023-09-07 02:59:25,1023.0,12.0,365,50.0,374.0,82.0,310.0,2945,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,14481281.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,14427300.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2051286.0,2.0,,,,,,,,,,,,,,3.0,,,,, +149,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,97.0,160.0,3.0,,2086,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,188923.0,180438.0,xlrd,conda-forge/xlrd,,20114107.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8485.0,20069653.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3467443.0,2.0,,,,,,,,,,,,,,,,,,, +150,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-03 09:40:14.000,2023-08-01 19:17:09,382.0,2.0,250,49.0,148.0,56.0,85.0,1959,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39296.0,5.0,chardet,conda-forge/chardet,,55686033.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39288.0,55091234.0,https://anaconda.org/conda-forge/chardet,2023-08-16 22:02:25.288,21406001.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,188.0,,,,,,,,,,,,,, +151,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-08-28 18:04:36.000,2023-03-31 03:02:29,558.0,,170,35.0,159.0,46.0,85.0,1907,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,6987.0,,jmespath,conda-forge/jmespath,,120096926.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6987.0,119905989.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16420653.0,3.0,,,,,,,,,,,,,,,,,,, +152,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-09-04 12:24:01.000,2023-06-30 09:55:43,681.0,5.0,223,63.0,396.0,127.0,605.0,1452,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,5943.0,,typing,conda-forge/typing,,8302775.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5943.0,8271115.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2849409.0,2.0,,,,,,,,,,,,,,,,,,, +153,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-09-05 02:15:50.000,2023-08-28 07:09:20,1820.0,38.0,225,46.0,826.0,278.0,371.0,1213,2023-08-18 14:29:58.000,2.16.1,73.0,90.0,33,True,3041.0,2640.0,zarr,conda-forge/zarr,,367077.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,401.0,298604.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2601976.0,2.0,,,,,,,,,,,,,,,,,,, +154,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1153,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3531.0,3447.0,petl,conda-forge/petl,,807431.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,84.0,802140.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,206371.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +155,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-09-07 03:25:14.000,2023-09-07 03:25:06,515.0,45.0,144,29.0,513.0,5.0,114.0,1044,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,8053.0,,bcrypt,conda-forge/bcrypt,,39484742.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8053.0,39379362.0,https://anaconda.org/conda-forge/bcrypt,2023-09-02 11:55:37.668,3899080.0,3.0,,,,,,,,,,,,,,,,,,, +156,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-09-02 12:56:38.531,2023-09-02 08:51:42,335.0,20.0,141,16.0,151.0,13.0,131.0,826,2023-09-02 09:17:56.000,0.22.0,42.0,48.0,33,True,83724.0,81983.0,validators,conda-forge/validators,2.0,6365168.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1741.0,6352444.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,483547.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,, +157,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-09-05 15:04:40.000,2023-09-05 15:04:40,1474.0,20.0,189,98.0,715.0,4.0,226.0,823,2023-08-31 13:30:14.000,5.12.0,126.0,41.0,33,True,7015.0,6789.0,neo4j-driver,conda-forge/neo4j-python-driver,,146256.0,https://pypi.org/project/neo4j-driver,2023-08-31 13:09:01.000,226.0,141364.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,190796.0,2.0,,,,,,,,,,,,,,,,,,, +158,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-09-06 13:27:26.000,2023-09-06 13:27:26,1000.0,8.0,237,20.0,371.0,119.0,290.0,723,2023-09-03 17:36:59.000,2023.9.0,60.0,123.0,33,True,15252.0,14586.0,s3fs,conda-forge/s3fs,,120817259.0,https://pypi.org/project/s3fs,2023-09-03 17:36:59.000,666.0,120652203.0,https://anaconda.org/conda-forge/s3fs,2023-09-04 02:13:41.752,6107099.0,2.0,,,,,,,,,,,,,,,,,,, +159,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-09-06 16:20:12.000,2023-08-17 22:04:52,1111.0,4.0,283,32.0,794.0,3.0,503.0,674,2023-08-17 22:07:21.000,7.1.16,105.0,116.0,33,True,5634.0,5195.0,minio,conda-forge/minio,,1350588.0,https://pypi.org/project/minio,2023-08-17 22:04:47.000,439.0,1346760.0,https://anaconda.org/conda-forge/minio,2023-08-18 02:19:36.523,141665.0,2.0,,,,,,,,,,,,,,,,,,, +160,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-09-04 13:06:16.000,2023-08-29 13:26:41,363.0,13.0,119,60.0,356.0,55.0,273.0,384,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,33,True,8116.0,7790.0,pandas-gbq,conda-forge/pandas-gbq,349.0,6831333.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,326.0,6778636.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1844246.0,2.0,,,,,,,,,,,,,,,,,,, +161,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-06-16 13:22:10.587,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,233,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,408611.0,393578.0,pyasn1,conda-forge/pyasn1,,120664023.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15033.0,120512545.0,https://anaconda.org/conda-forge/pyasn1,2023-06-16 13:22:10.587,12875688.0,3.0,,,,,,,,,,,,,,,,,,, +162,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-08-21 12:31:10.000,2023-07-25 17:58:43,1868.0,11.0,598,126.0,1282.0,215.0,1071.0,7470,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,32,True,15163.0,15155.0,hydra,conda-forge/hydra-core,,26034.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8123.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,770189.0,2.0,,,,,,,,,,,,,,4.0,,,,, +163,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6262,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,32,True,5561.0,5135.0,boltons,conda-forge/boltons,25.0,3210686.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,426.0,3174860.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3152748.0,2.0,,,,,,,,,,,,,,,,,,, +164,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-07-20 15:13:36.000,2023-07-20 15:13:35,1853.0,11.0,589,130.0,329.0,65.0,814.0,5561,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,32,True,1792.0,1422.0,csvkit,conda-forge/csvkit,,157181.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,370.0,155947.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,96293.0,2.0,,,,,,,,,,,,,,,,,,, +165,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-08-04 16:18:27.000,2023-08-04 16:18:00,1099.0,14.0,242,65.0,84.0,25.0,266.0,3390,2022-04-23 14:56:04.000,1.14.0,23.0,43.0,32,True,1022.0,905.0,asciimatics,conda-forge/asciimatics,,74103.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,117.0,71941.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,140548.0,3.0,,,,,,,,,,,,,,,,,,, +166,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-08-10 21:52:38.000,2022-12-19 03:14:24,1998.0,,238,48.0,192.0,171.0,355.0,3161,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2439.0,2337.0,dependency-injector,conda-forge/dependency_injector,,1012566.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1011293.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,30553.0,2.0,,,,,,,,,,,,,,,,,,, +167,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-09-06 18:53:38.000,2023-09-06 18:53:37,1687.0,43.0,98,41.0,1277.0,66.0,352.0,2887,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,32,True,454.0,395.0,returns,conda-forge/returns,,110403.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,110159.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,6834.0,2.0,,,,,,,,,,,,,,,,,,, +168,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-08-30 15:25:13.000,2023-08-26 19:10:45,587.0,38.0,210,16.0,558.0,244.0,407.0,2555,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,1090.0,1016.0,pandera,conda-forge/pandera-core,,1026331.0,https://pypi.org/project/pandera,2023-07-17 16:24:00.995,74.0,1025546.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,27504.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +169,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-09-06 15:47:42.000,2022-03-15 11:17:01,1020.0,,253,39.0,356.0,141.0,249.0,2132,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,14094.0,14003.0,pypika,conda-forge/pypika,,2659593.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,91.0,2659456.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,3159.0,3.0,,,,,,,,,,,,,,,,,,, +170,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-09-06 22:54:17.000,2023-09-06 22:51:07,227.0,10.0,274,48.0,67.0,48.0,112.0,2115,2023-09-06 22:54:17.000,1.6.2,84.0,28.0,32,True,945.0,882.0,datasketch,,19.0,1263142.0,https://pypi.org/project/datasketch,2023-09-06 22:54:17.000,63.0,1263142.0,,,,2.0,,,,,,,,,,,,,,,,,,, +171,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,3.0,208,39.0,241.0,42.0,201.0,1782,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,32,True,15345.0,13985.0,voluptuous,conda-forge/voluptuous,,2429051.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1360.0,2425384.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,315436.0,2.0,,,,,,,,,,,,,,,,,,, +172,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-08-30 10:15:05.000,2023-08-30 10:15:05,272.0,3.0,144,27.0,50.0,6.0,224.0,1765,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,3399.0,,cachetools,conda-forge/cachetools,,95525741.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3399.0,95284123.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9664735.0,1.0,,,,,,,,,,,,,,,,,,, +173,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1662,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2017.0,,humanize,conda-forge/humanize,,5511009.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2017.0,5499380.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,453533.0,2.0,,,,,,,,,,,,,,,,,,, +174,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-09-05 12:24:07.000,2023-09-04 07:26:13,1050.0,7.0,87,17.0,568.0,92.0,436.0,1592,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,17693.0,17322.0,omegaconf,conda-forge/omegaconf,,4461482.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4436303.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1107888.0,2.0,,,,,,,,,,,,,,,,,,, +175,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-09-07 07:05:37.000,2023-08-28 21:42:30,6025.0,1.0,523,81.0,1098.0,11.0,,1350,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,32,True,6110.0,5412.0,cassandra-driver,conda-forge/cassandra-driver,,1304244.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,698.0,1301897.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,180735.0,3.0,,,,,,,,,,,,,,,,,,, +176,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-09-05 08:30:20.000,2023-08-31 18:26:53,507.0,25.0,82,24.0,264.0,35.0,68.0,1114,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,32,True,16675.0,16435.0,cleo,conda-forge/cleo,,12909269.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,240.0,12900329.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,545360.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,,, +177,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-08-19 10:06:21.000,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,191.0,930,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,44258.0,42604.0,Bottleneck,conda-forge/bottleneck,,575290.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1654.0,533743.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3656212.0,2.0,,,,,,,,,,,,,,,,,,, +178,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-31 16:58:37.000,2023-08-21 00:44:58,953.0,86.0,100,23.0,93.0,25.0,83.0,855,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,32,True,996.0,,inflect,conda-forge/inflect,,4040289.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,996.0,4031516.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,342165.0,2.0,,,,,,,,,,,,,,,,,,, +179,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-09-04 23:28:54.000,2023-09-04 23:28:53,1157.0,10.0,84,17.0,744.0,22.0,121.0,356,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3243.0,,multidict,conda-forge/multidict,4467.0,71057624.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3243.0,70921110.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10371239.0,2.0,,,,,,,,,,,,,,,,,,, +180,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-07-06 20:34:50.000,2023-01-15 03:55:53,288.0,,51,15.0,36.0,17.0,22.0,335,2023-01-15 04:10:59.000,0.2.6,18.0,14.0,32,True,453498.0,440031.0,wcwidth,conda-forge/wcwidth,,36905785.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13467.0,36688170.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,20238227.0,3.0,,,,,,,,,,,,,,,,,,, +181,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-08-06 00:03:18.000,2023-08-05 17:47:57,662.0,49.0,37,4.0,41.0,6.0,63.0,40,2023-07-14 19:25:11.779,3.16.2,48.0,22.0,32,False,3973.0,,zipp,conda-forge/zipp,,157461285.0,https://pypi.org/project/zipp,2023-07-14 19:25:11.779,3973.0,156588587.0,https://anaconda.org/conda-forge/zipp,2023-07-14 22:44:08.949,31417139.0,3.0,,,,,,,,,,,,,,,,,,, +182,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-09-04 08:28:05.000,2023-07-21 10:40:58,3636.0,27.0,592,144.0,967.0,500.0,772.0,7989,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,602.0,571.0,vaex,conda-forge/vaex,279.0,53394.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,51297.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,173932.0,3.0,,,,,,,,,,,,,,,,,,, +183,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-07-02 15:22:48.000,2023-01-06 09:03:57,998.0,,512,92.0,181.0,14.0,420.0,4996,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,31,True,3412.0,3147.0,transitions,conda-forge/transitions,,523696.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,265.0,513548.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,517566.0,1.0,,,,,,,,,,,,,,,,,,, +184,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,139.0,34.0,261.0,4623,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,3819.0,3240.0,dataset,conda-forge/dataset,,121755.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,579.0,121528.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6815.0,3.0,,,,,,,,,,,,,,,,,,, +185,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-08-04 12:50:10.000,2023-08-04 12:49:43,980.0,12.0,365,83.0,170.0,,593.0,4599,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,31,True,1429.0,1254.0,huey,conda-forge/huey,,77337.0,https://pypi.org/project/huey,2023-02-09 14:36:35.380,175.0,76842.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32183.0,2.0,,,,,,,,,,,,,,,,,,, +186,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-09-04 13:28:12.000,2023-09-04 07:52:23,6996.0,522.0,612,87.0,1232.0,138.0,613.0,3608,2023-04-12 02:29:00.815,0.3.1,63.0,247.0,31,True,38.0,2.0,toga,,1687.0,2214.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,2033.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,28.0,,,,,,,,,,,,,, +187,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,349,281.0,1629.0,112.0,485.0,3288,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,330.0,316.0,koalas,conda-forge/koalas,1019.0,1676667.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1670712.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,308771.0,3.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +188,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,197.0,943.0,264.0,501.0,3161,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9947.0,9129.0,blaze,conda-forge/blaze,,10986.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8220.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201964.0,3.0,,,,,,,,,,,,,,,,,,, +189,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-09-07 12:42:21.000,2023-09-05 12:20:11,5861.0,152.0,319,40.0,1579.0,32.0,191.0,3028,2023-08-31 20:42:35.000,0.44.1,102.0,75.0,31,True,164.0,162.0,zenml,,1.0,8834.0,https://pypi.org/project/zenml,2023-08-31 20:22:44.000,2.0,8834.0,,,,2.0,,,,,,,,,,,,,,,,,,, +190,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,197,59.0,146.0,95.0,73.0,2772,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,31,False,7994.0,7100.0,schema,conda-forge/schema,,6005639.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,894.0,6003353.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,114310.0,2.0,,,,,,,,,,,,,,,,,,, +191,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2604,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1455.0,1341.0,mrjob,conda-forge/mrjob,,95823.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,89669.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,517004.0,2.0,,,,,,,,,,,,,,,,,,, +192,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2563,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1936.0,1549.0,schematics,conda-forge/schematics,,137443.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,136927.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25837.0,2.0,,,,,,,,,,,,,,,,,,, +193,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,179,28.0,72.0,5.0,83.0,2505,2023-03-01 19:38:11.000,3.8,12.0,35.0,31,True,111271.0,107922.0,python-decouple,conda-forge/python-decouple,12.0,1633189.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3349.0,1632233.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,68834.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,-2.0,,,,, +194,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-08-29 14:48:51.000,2023-07-18 05:37:13,821.0,1.0,424,41.0,621.0,259.0,363.0,2255,2023-04-26 00:04:01.470,5.5.0,89.0,104.0,31,True,1656.0,1496.0,pynamodb,conda-forge/pynamodb,,1908184.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,160.0,1900530.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,375071.0,3.0,,,,,,,,,,,,,,,,,,, +195,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1883,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,602.0,,fs,conda-forge/fs,,1776039.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,602.0,1766859.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,661031.0,3.0,,,,,,,,,,,,,,,,,,, +196,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,99.0,402.0,167.0,379.0,1657,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8732.0,7479.0,influxdb,conda-forge/influxdb,,1798324.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1253.0,1795227.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,126979.0,3.0,,,,,,,,,,,,,,,,,,, +197,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-09-06 19:18:39.000,2023-09-05 16:44:10,1372.0,46.0,238,42.0,591.0,143.0,789.0,1616,2023-08-23 19:44:09.000,1.4.0,109.0,43.0,31,False,273.0,256.0,sdv,conda-forge/sdv,,28511.0,https://pypi.org/project/sdv,2023-08-23 19:42:19.000,17.0,27892.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,13009.0,2.0,,,,,,,,,,,,,,,,,,, +198,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-08-21 06:53:00.000,2023-05-10 16:17:15,1092.0,,214,47.0,178.0,56.0,336.0,1448,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,2113.0,2020.0,pygsheets,,,1418460.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1418460.0,,,,3.0,,,,,,,,,,,,,,,,,,, +199,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-09-05 14:36:20.000,2023-09-05 14:36:19,1271.0,88.0,131,20.0,789.0,57.0,341.0,1220,2023-09-05 09:35:35.000,8.3.0,57.0,60.0,31,True,560.0,527.0,copier,,,108492.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,108492.0,,,,3.0,,,,,,,,,,,,,,,,,,, +200,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-09-06 15:49:26.000,2023-09-05 12:07:31,532.0,19.0,70,18.0,195.0,32.0,92.0,1187,2023-08-10 13:51:11.000,2.0.0,21.0,36.0,31,True,10093.0,9738.0,questionary,conda-forge/questionary,,1155567.0,https://pypi.org/project/questionary,2023-08-10 13:51:11.000,355.0,1153996.0,https://anaconda.org/conda-forge/questionary,2023-08-10 15:01:41.016,51858.0,3.0,,,,,,,,,,,,,,,,,,, +201,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,140.0,1129,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6224.0,5909.0,sshtunnel,conda-forge/sshtunnel,,5838515.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,315.0,5837089.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,119825.0,3.0,,,,,,,,,,,,,,,,,,, +202,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,993,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,267713.0,252651.0,appdirs,conda-forge/appdirs,,17327237.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15062.0,17221930.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9477702.0,3.0,,,,,,,,,,,,,,,,,,, +203,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-08-17 00:34:39.000,2023-08-17 00:33:24,1178.0,1.0,362,74.0,21.0,32.0,606.0,863,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7905.0,7581.0,cx-Oracle,conda-forge/cx_oracle,,2473738.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2461642.0,https://anaconda.org/conda-forge/cx_oracle,2023-08-04 11:23:33.477,459650.0,3.0,,,,,,,,,,,,,,,,,,, +204,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-08-25 19:25:04.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,836,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,True,17443.0,17119.0,anytree,conda-forge/anytree,,748652.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,324.0,747857.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,32601.0,2.0,,,,,,,,,,,,,,,,,,, +205,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-09-04 15:48:19.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,110.0,22.0,100.0,445,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,334951.0,327858.0,rsa,conda-forge/rsa,,119077954.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7093.0,118932770.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12485860.0,3.0,,,,,,,,,,,,,,,,,,, +206,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-09-01 12:28:28.000,2023-08-29 08:55:38,821.0,49.0,60,22.0,422.0,146.0,267.0,351,2023-03-14 09:22:38.000,1.13.0,75.0,34.0,31,True,8087.0,7940.0,param,conda-forge/param,,411456.0,https://pypi.org/project/param,2023-07-25 19:48:41.000,147.0,394365.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1316032.0,2.0,,,,,,,,,,,,,,,,,,, +207,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-08-30 20:41:01.000,2023-08-23 22:53:15,766.0,18.0,46,44.0,654.0,46.0,166.0,56,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3085.0,3073.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3475820.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3472751.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,95159.0,3.0,,,,,,,,,,,,,,,,,,, +208,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-08-07 16:17:00.000,2023-08-07 16:16:58,819.0,29.0,35,12.0,50.0,1.0,236.0,50,2023-08-07 05:09:49.000,6.0.1,64.0,35.0,31,False,1305.0,,importlib-resources,conda-forge/importlib_resources,,62728399.0,https://pypi.org/project/importlib-resources,2023-08-07 05:09:31.000,1305.0,62349885.0,https://anaconda.org/conda-forge/importlib_resources,2023-08-07 11:39:04.742,15140590.0,2.0,,,,,,,,,,,,,,,,,,, +209,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-05 06:39:30.000,2022-05-08 04:08:19,743.0,,945,274.0,294.0,152.0,461.0,17818,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,877.0,799.0,gooey,conda-forge/gooey,501.0,5943.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,4570.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,70916.0,3.0,,,,,,,,,,,,,,,,,,, +210,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-08-19 20:22:58.000,2023-03-04 17:45:05,299.0,,565,131.0,188.0,173.0,338.0,5797,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,30,True,6102.0,6016.0,eel,,,59478.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,59478.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,,, +211,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,171.0,740.0,21.0,960.0,5564,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,365.0,353.0,snorkel,conda-forge/snorkel,1046.0,31928.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,31019.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,44806.0,2.0,,,,,,,,,,,,,,,,,,, +212,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,192.0,3482,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,12877.0,12408.0,keyboard,conda-forge/keyboard,,177102.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,469.0,176289.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,21975.0,3.0,,,,,,,,,,,,,,,,,,, +213,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-07-06 15:30:43.000,2023-04-22 06:02:17,441.0,,287,20.0,111.0,11.0,125.0,3289,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,30,True,20401.0,20025.0,gdown,conda-forge/gdown,,1817427.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,376.0,1812965.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,214200.0,2.0,,,,,,,,,,,,,,,,,,, +214,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,17.0,585,175.0,460.0,94.0,476.0,2994,2023-08-17 15:54:23.000,1.82.0,94.0,82.0,30,False,260.0,227.0,arctic,conda-forge/arctic,209.0,3931.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,3369.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29162.0,3.0,,,,,,,,,,,,,,,,,,, +215,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,6.0,658,143.0,448.0,143.0,398.0,2715,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,30,True,841.0,,pandas-datareader,conda-forge/pandas-datareader,,528405.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,841.0,524324.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,314277.0,2.0,,,,,,,,,,,,,,,,,,, +216,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-09-06 15:09:23.000,2023-09-06 02:29:40,745.0,67.0,103,33.0,982.0,21.0,361.0,2353,2023-09-06 02:11:27.000,1.3.3,283.0,22.0,30,True,178.0,173.0,whylogs,,43.0,111697.0,https://pypi.org/project/whylogs,2023-09-06 14:51:19.000,5.0,111695.0,,,,2.0,,,,,,,,,,,,,,,,,,, +217,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-09-04 18:29:04.000,2023-06-20 15:54:36,2284.0,33.0,176,39.0,370.0,30.0,263.0,1862,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,60.0,,pyscaffold,conda-forge/pyscaffold,,244068.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,238752.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,175429.0,3.0,,,,,,,,,,,,,,,,,,, +218,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-09-05 20:59:13.000,2023-09-05 20:59:13,1030.0,5.0,314,70.0,399.0,109.0,366.0,1474,2023-06-23 21:51:00.000,0.23.0,14.0,84.0,30,True,240.0,215.0,mleap,conda-forge/mleap,,223833.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,221979.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,74163.0,2.0,,,,,,,,,,,,,,,,,,, +219,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-08-19 20:31:25.000,2023-02-24 16:19:12,264.0,,101,34.0,68.0,3.0,64.0,1379,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2872.0,,python-slugify,conda-forge/python-slugify,,11125015.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2872.0,11104336.0,https://anaconda.org/conda-forge/python-slugify,2023-06-16 13:25:19.012,1737095.0,3.0,,,,,,,,,,,,,,,,,,, +220,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-09-07 03:34:14.000,2023-09-07 03:33:52,629.0,13.0,59,16.0,227.0,5.0,52.0,1331,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,18078.0,17584.0,bidict,conda-forge/bidict,,1717729.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,494.0,1713717.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,337009.0,2.0,,,,,,,,,,,,,,,,,,, +221,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,265.0,1090,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1942.0,1724.0,redis-py-cluster,,3833.0,1942108.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1942072.0,,,,3.0,,,,,,,,,,,,,,,,,,, +222,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-09-07 13:30:12.000,2023-09-07 13:30:11,1988.0,20.0,131,43.0,416.0,107.0,249.0,923,2023-05-29 19:24:00.928,0.7.0,28.0,84.0,30,True,1605.0,1486.0,intake,conda-forge/intake,,43786.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,35616.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,473910.0,2.0,,,,,,,,,,,,,,,,,,, +223,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-09-04 18:46:17.000,2023-08-29 20:07:03,593.0,26.0,135,21.0,481.0,39.0,250.0,908,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2008.0,1886.0,aiocache,,7.0,299351.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,122.0,299351.0,,,,2.0,,,,,,,,,,,,,,,,,,, +224,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,4.0,46,17.0,75.0,1.0,86.0,794,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,23722.0,22479.0,natsort,conda-forge/natsort,,3620400.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1243.0,3579299.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1397456.0,3.0,,,,,,,,,,,,,,,,,,, +225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-09-07 05:46:07.000,2020-10-21 17:48:31,219.0,,77,15.0,261.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43125.0,41056.0,cached-property,conda-forge/cached-property,,12064761.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2069.0,11985676.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,6168643.0,2.0,,,,,,,,,,,,,,,,,,, +226,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,37.0,114,16.0,93.0,65.0,127.0,659,2023-07-23 16:18:40.000,1.7,28.0,53.0,30,True,14309.0,12842.0,configargparse,conda-forge/configargparse,,3404411.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1467.0,3382071.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,692565.0,3.0,,,,,,,,,,,,,,,,,,, +227,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-09-05 11:44:57.000,2023-09-05 11:44:55,524.0,17.0,335,36.0,270.0,27.0,123.0,646,2020-04-17 20:27:24.000,3.9.0,36.0,69.0,30,True,4406.0,3126.0,pysolr,conda-forge/pysolr,,198307.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,198037.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21407.0,3.0,,,,,,,,,,,,,,,,,,, +228,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-07-25 11:19:25.000,2023-07-24 11:40:07,297.0,3.0,32,11.0,73.0,5.0,26.0,382,2023-07-18 11:35:10.596,2.4.7,40.0,14.0,30,True,33660.0,33370.0,srsly,conda-forge/srsly,,5331732.0,https://pypi.org/project/srsly,2023-07-18 11:35:10.596,290.0,5298382.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1300654.0,3.0,,,,,,,,,,,,,,,,,,, +229,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-09-04 20:48:37.000,2023-05-31 09:44:31,300.0,,56,7.0,69.0,4.0,77.0,174,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,30,True,3770.0,,tzlocal,conda-forge/tzlocal,,38837841.0,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3770.0,38810830.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2350017.0,3.0,,,,,,,,,,,,,,,,,,, +230,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-04 18:32:15.000,2022-03-13 00:04:41,186.0,,50,9.0,45.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,50713.0,48504.0,isodate,conda-forge/isodate,,69415719.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2209.0,69365540.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4516162.0,3.0,,,,,,,,,,,,,,,,,,, +231,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-09-01 16:18:57.000,2023-04-04 13:18:36,954.0,,4527,640.0,746.0,198.0,100.0,22919,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,109.0,93.0,algorithms,conda-forge/algorithms,,7288.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7229.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1720.0,3.0,,,,,,,,,,,,,,,,,,, +232,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7001,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1248.0,1070.0,records,conda-forge/records,,216454.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,216136.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24508.0,3.0,,,,,,,,,,,,,,,,,,, +233,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6592,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1668.0,1638.0,faust,,,18315.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,18315.0,,,,3.0,,,,,,,,,,,,,,,,,,, +234,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5081,,,26.0,28.0,29,False,7784.0,6976.0,pdfminer,conda-forge/pdfminer,,158044.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,808.0,157652.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,33401.0,3.0,,,,,,,,,,,,,,,,,,, +235,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,27.0,218,28.0,283.0,98.0,753.0,3168,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,97.0,91.0,ploomber,conda-forge/ploomber,,7687.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,4955.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,73781.0,3.0,,,,,,,,,,,,,,,,,,, +236,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3139,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9149.0,8524.0,funcy,conda-forge/funcy,,1478183.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,625.0,1473494.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,375136.0,3.0,,,,,,,,,,,,,,,,,,, +237,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2387,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,6948.0,6562.0,addict,conda-forge/addict,20.0,2614691.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,386.0,2609866.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,414953.0,2.0,,,,,,,,,,,,,,,,,,, +238,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,19.0,101,31.0,82.0,14.0,127.0,2338,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,1099.0,1058.0,swifter,conda-forge/swifter,,345775.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,339332.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,251302.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +239,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-09-07 12:30:24.000,2023-08-28 10:12:58,769.0,14.0,61,16.0,429.0,180.0,168.0,1300,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,29,True,2135.0,2125.0,prisma,,,49717.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,49717.0,,,,3.0,,,,,,,,,,,,,,,,,,, +240,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,,218,48.0,178.0,23.0,760.0,1187,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,640.0,,py2neo,conda-forge/py2neo,,198156.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,640.0,197340.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,61229.0,3.0,,,,,,,,,,,,,,,,,,, +241,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-09-06 00:02:58.000,2023-09-05 16:16:38,782.0,37.0,42,13.0,227.0,13.0,83.0,1144,2023-07-16 09:30:00.746,0.32.0,61.0,7.0,29,True,1503.0,1473.0,python-benedict,conda-forge/python-benedict,,628229.0,https://pypi.org/project/python-benedict,2023-07-16 09:30:00.746,30.0,624122.0,https://anaconda.org/conda-forge/python-benedict,2023-07-16 12:09:20.959,139646.0,2.0,,,,,,,,,,,,,,,,,,, +242,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-08-25 15:48:53.000,2023-08-25 15:48:14,1711.0,23.0,74,13.0,412.0,106.0,235.0,1100,2023-07-21 14:09:40.000,0.119.0,240.0,42.0,29,True,287.0,277.0,piccolo,,,11404.0,https://pypi.org/project/piccolo,2023-08-02 21:41:12.000,10.0,11404.0,,,,3.0,,,,,,,,,,,,,,,,,,, +243,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-08-06 23:43:55.000,2023-08-06 23:43:54,1207.0,37.0,141,39.0,83.0,4.0,130.0,1058,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,139.0,,path,conda-forge/path,,1591105.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,139.0,1591105.0,https://anaconda.org/conda-forge/path,,,3.0,,,,,,,,,,,,,,,,,,, +244,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,253,18.0,212.0,27.0,301.0,861,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,29,True,4520.0,4235.0,fastcore,conda-forge/fastcore,,578174.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,575522.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,55695.0,3.0,,,,,,,,,,,,,,-2.0,,,,, +245,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-08-29 09:32:19.000,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,516,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17095.0,14911.0,scandir,conda-forge/scandir,,3705019.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3689391.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1344053.0,3.0,,,,,,,,,,,,,,,,,,, +246,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-09-05 06:08:48.000,2023-09-04 17:34:46,702.0,13.0,43,11.0,80.0,13.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,58.0,22.0,29,True,4669.0,4403.0,python-rapidjson,conda-forge/python-rapidjson,,1274673.0,https://pypi.org/project/python-rapidjson,2023-03-15 12:20:02.299,266.0,1258853.0,https://anaconda.org/conda-forge/python-rapidjson,2023-06-16 13:23:16.139,1265611.0,3.0,,,,,,,,,,,,,,,,,,, +247,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,193,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,10009.0,9626.0,ordered-set,conda-forge/ordered-set,,9010547.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,383.0,9006170.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,389626.0,2.0,,,,,,,,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2750,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6388.0,6232.0,sklearn-pandas,conda-forge/sklearn-pandas,,229972.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,228103.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,63556.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2596,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2296.0,2251.0,gino,,,30280.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,30280.0,,,,3.0,,,,,,,,,,,,,,,,,,, +250,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-09-05 13:33:23.000,2023-09-02 18:50:48,3844.0,9.0,310,34.0,327.0,137.0,536.0,2392,2023-05-15 21:07:09.000,2.7,208.0,98.0,28,True,95.0,84.0,pyinfra,,,29359.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,29359.0,,,,3.0,,,,,,,,,,,,,,,,,,, +251,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-08-26 15:17:44.000,2023-08-03 07:19:44,535.0,10.0,130,50.0,60.0,14.0,121.0,2227,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,681.0,659.0,pyfunctional,,,334478.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,334478.0,,,,3.0,,,,,,,,,,,,,,,,,,, +252,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-09-06 15:41:08.000,2023-08-31 05:38:01,5626.0,32.0,507,109.0,930.0,590.0,944.0,2056,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3374.0,20018.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,698862.0,3.0,,,,,,,,,,,,,,,,,,, +253,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-07-31 16:46:53.000,2023-07-31 16:46:45,155.0,2.0,117,24.0,109.0,50.0,42.0,1876,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,6818.0,6729.0,gin-config,conda-forge/gin-config,,372928.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,372419.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,20380.0,3.0,,,,,,,,,,,,,,,,,,, +254,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,,152,93.0,1931.0,163.0,1335.0,1749,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,28,True,23.0,,datatable,conda-forge/datatable,2168.0,95396.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,94686.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22489.0,3.0,,,,,,,,,,,,,,,,,,, +255,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-09-02 06:26:19.000,2023-09-02 06:26:14,1004.0,3.0,59,23.0,101.0,113.0,66.0,1730,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1265.0,1158.0,glom,conda-forge/glom,,1245072.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1244539.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,25608.0,3.0,,,,,,,,,,,,,,,,,,, +256,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1401,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10603.0,9096.0,blessings,conda-forge/blessings,,787151.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1507.0,783534.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,274892.0,3.0,,,,,,,,,,,,,,,,,,, +257,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-08-15 16:33:33.000,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1066,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6184.0,6064.0,immutables,conda-forge/immutables,,2555595.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,2532172.0,https://anaconda.org/conda-forge/immutables,2023-08-15 12:52:52.963,936926.0,3.0,,,,,,,,,,,,,,,,,,, +258,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,3.0,81,25.0,51.0,6.0,39.0,703,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,842.0,,munch,conda-forge/munch,,2632291.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,842.0,1721261.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3644123.0,3.0,,,,,,,,,,,,,,,,,,, +259,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,674,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10009.0,8773.0,parsedatetime,conda-forge/parsedatetime,,7669032.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1236.0,7667026.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,168568.0,3.0,,,,,,,,,,,,,,,,,,, +260,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,66.0,59.0,509,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6117.0,4767.0,beaker,conda-forge/beaker,,276453.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1350.0,275539.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71349.0,3.0,,,,,,,,,,,,,,,,,,, +261,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-09-07 03:23:09.000,2023-09-06 02:21:29,6413.0,257.0,30,10.0,254.0,37.0,546.0,349,2023-09-01 21:21:07.000,1.6.3,188.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,10454.0,https://pypi.org/project/static-frame,2023-09-01 21:19:41.000,2.0,3061.0,https://anaconda.org/conda-forge/static-frame,2023-09-01 22:17:57.417,295739.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,, +262,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-08-04 09:01:41.000,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,4.0,36.0,74,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,61830.0,57515.0,pathlib2,conda-forge/pathlib2,,6762612.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4315.0,6732959.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2550204.0,3.0,,,,,,,,,,,,,,,,,,, +263,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,149.0,293.0,119.0,175.0,6092,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,112.0,108.0,powerline-shell,,,2000.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2000.0,,,,3.0,,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-09-04 14:04:13.000,2022-03-10 10:33:50,585.0,,510,84.0,249.0,101.0,129.0,3606,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,126.0,,textract,conda-forge/textract,,121658.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,126.0,121400.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21696.0,3.0,,,,,,,,,,,,,,,,,,, +265,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-08-27 12:29:45.000,2023-08-27 12:29:45,289.0,8.0,248,29.0,134.0,102.0,117.0,2579,2023-08-20 21:30:11.000,1.42.0,84.0,28.0,27,True,69.0,67.0,img2dataset,,1315.0,17054.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,17002.0,,,,3.0,,,,,,,,,,,,,,,,,,, +266,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1890,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2213.0,,retrying,conda-forge/retrying,,9666838.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2213.0,9649276.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1475291.0,3.0,,,,,,,,,,,,,,,,,,, +267,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1877,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,4689.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,4689.0,,,,3.0,,,,,,,,,,,,,,,,,,, +268,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,31.0,224.0,64.0,140.0,1672,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,27,True,452.0,433.0,arq,conda-forge/arq,,71961.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,71666.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8556.0,3.0,,,,,,,,,,,,,,,,,,, +269,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,57,26.0,40.0,85.0,73.0,1261,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2060.0,1808.0,strictyaml,conda-forge/strictyaml,,643144.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,252.0,639943.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,208089.0,3.0,,,,,,,,,,,,,,-2.0,,,,, +270,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1261,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2382.0,2297.0,pandasql,conda-forge/pandasql,,1569795.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,85.0,1555188.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,394394.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +271,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,128,32.0,74.0,35.0,69.0,1055,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,3859.0,3638.0,sqlitedict,conda-forge/sqlitedict,,263181.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,221.0,261720.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,84752.0,3.0,,,,,,,,,,,,,,,,,,, +272,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80,14.0,131.0,36.0,98.0,873,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,249.0,,mss,conda-forge/python-mss,,603105.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,249.0,602316.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,30797.0,3.0,,,,,,,,,,,,,,,,,,, +273,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-09-07 06:08:09.000,2023-06-05 14:52:29,167.0,,88,28.0,40.0,7.0,69.0,847,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,27,False,385.0,,email-validator,conda-forge/email-validator,,7670212.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7667382.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,107567.0,3.0,,,,,,,,,,,,,,,,,,, +274,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1005.0,774.0,happybase,conda-forge/happybase,,65104.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,231.0,63290.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,157833.0,3.0,,,,,,,,,,,,,,,,,,, +275,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,58346.0,56063.0,dataclasses,conda-forge/dataclasses,,10516284.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10346780.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10848299.0,3.0,,,,,,,,,,,,,,,,,,, +276,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-08-21 09:17:09.000,2023-08-21 09:17:09,622.0,1.0,134,13.0,92.0,22.0,172.0,473,2022-08-30 07:35:04.550,1.6.3,44.0,53.0,27,True,7115.0,4732.0,pylibmc,conda-forge/pylibmc,264.0,176606.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2383.0,174110.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,212952.0,3.0,,,,,,,,,,,,,,,,,,, +277,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,297,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,33375.0,29980.0,configobj,conda-forge/configobj,205.0,2738930.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3395.0,2727511.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,707931.0,3.0,,,,,,,,,,,,,,,,,,, +278,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,26.0,30.0,244,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2779.0,,send2trash,conda-forge/send2trash,,12589880.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2779.0,12426196.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,11130537.0,3.0,,,,,,,,,,,,,,,,,,, +279,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,235,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1205.0,1132.0,tabulator,conda-forge/tabulator-py,,192657.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,191939.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53865.0,3.0,,,,,,,,,,,,,,,,,,, +280,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46424.0,38439.0,futures,conda-forge/futures,,9374656.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7985.0,9359884.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1255672.0,3.0,,,,,,,,,,,,,,,,,,, +281,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2433.0,2143.0,cloudant,conda-forge/cloudant,,109474.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,108185.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108351.0,3.0,,,,,,,,,,,,,,,,,,, +282,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-24 09:35:37.258,2023-07-24 06:42:50,125.0,2.0,22,9.0,53.0,4.0,7.0,161,2023-07-24 07:37:20.000,2.0.9,26.0,12.0,27,True,29738.0,29667.0,catalogue,conda-forge/catalogue,,4861234.0,https://pypi.org/project/catalogue,2023-07-24 07:33:49.000,71.0,4831736.0,https://anaconda.org/conda-forge/catalogue,2023-07-24 09:35:37.258,1120936.0,3.0,,,,,,,,,,,,,,,,,,, +283,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,191,30.0,52.0,75.0,124.0,3206,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,379004.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,377873.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,30563.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +284,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3150,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1624.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,440.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,101827.0,3.0,,,,,,,,,,,,,,,,,,, +285,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-01 16:58:45.000,2023-05-24 18:39:09,2701.0,,132,51.0,297.0,46.0,190.0,1489,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,302.0,219.0,enaml,conda-forge/enaml,706.0,3377.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1155.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,154859.0,3.0,,,,,,,,,,,,,,,,,,, +286,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,4983.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,4983.0,,,,3.0,,,,,,,,,,,,,,,,,,, +287,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,951,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2443.0,1935.0,bcolz,conda-forge/bcolz,,13708.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,9435.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,337588.0,3.0,,,,,,,,,,,,,,,,,,, +288,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,119,20.0,62.0,25.0,104.0,830,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,26,True,2195.0,2077.0,pyahocorasick,conda-forge/pyahocorasick,,521217.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,118.0,518326.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,199543.0,3.0,,,,,,,,,,,,,,,,,,, +289,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-09-07 04:42:08.000,2023-09-07 04:42:07,686.0,24.0,44,21.0,525.0,8.0,33.0,735,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,112.0,,janus,conda-forge/janus,,317711.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,112.0,317423.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14702.0,3.0,,,,,,,,,,,,,,,,,,, +290,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-08-30 14:31:08.000,2023-07-10 14:03:05,1386.0,40.0,48,17.0,135.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,3002.0,2941.0,ubelt,conda-forge/ubelt,,23503.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,20948.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,61342.0,3.0,,,,,,,,,,,,,,,,,,, +291,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-09-05 03:28:48.000,2023-09-03 09:36:50,9919.0,28.0,43,14.0,10.0,6.0,8.0,484,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,81304.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,81304.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,, +292,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,470,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,3004.0,2742.0,pyscreenshot,,,459933.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,262.0,459933.0,,,,3.0,,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-06-16 13:16:25.404,2021-10-31 14:08:10,141.0,,62,19.0,43.0,20.0,17.0,191,2020-12-28 15:17:57.000,0.7.0,10.0,16.0,26,False,13034.0,,ptyprocess,conda-forge/ptyprocess,,35083624.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13034.0,34919061.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14646123.0,3.0,,,,,,,,,,,,,,,,,,, +294,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-08-26 14:45:52.000,2023-08-26 14:44:06,51.0,2.0,104,35.0,100.0,16.0,141.0,2267,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,342.0,,python-box,conda-forge/python-box,39.0,1720407.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,342.0,1713390.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,456123.0,3.0,,,,,,,,,,,,,,,,,,, +295,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-09-04 14:09:14.000,2023-05-19 04:32:00,6411.0,,226,39.0,1037.0,7.0,209.0,1403,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,9666.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,9666.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +296,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,489.0,300.0,fabtools,,,1900.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1900.0,,,,3.0,,,,,,,,,,,,,,,,,,, +297,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,142,45.0,53.0,20.0,19.0,1166,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,352.0,,singer-python,,,790231.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,790231.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1136,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,253.0,220.0,parallel-ssh,,376.0,108672.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,108669.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-09-05 02:57:49.000,2023-07-31 19:45:56,123.0,25.0,39,17.0,80.0,6.0,4.0,1125,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2467.0,2450.0,asyncer,conda-forge/asyncer,,65194.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,64941.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5071.0,3.0,,,,,,,,,,,,,,,,,,, +300,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-09-04 06:28:13.000,2023-09-03 01:02:24,284.0,1.0,49,10.0,28.0,14.0,77.0,595,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1169.0,1145.0,pysimdjson,conda-forge/pysimdjson,,492678.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,490508.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,75956.0,3.0,,,,,,,,,,,,,,,,,,, +301,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,True,15443.0,15427.0,umongo,conda-forge/umongo,,29540.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,29320.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5284.0,3.0,,,,,,,,,,,,,,,,,,, +302,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,,28,11.0,50.0,21.0,35.0,309,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,308.0,,typing_inspect,conda-forge/typing_inspect,,21627399.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,308.0,21597279.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1596406.0,3.0,,,,,,,,,,,,,,,,,,, +303,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,306,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,199.0,177.0,pyhdb,,96.0,575820.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,575819.0,,,,3.0,,,,,,,,,,,,,,,,,,, +304,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,279.0,1791.0,59,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8006.0,,openpyxl,openpyxl,,55352795.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,7976.0,55350790.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,187421.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1221.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +305,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,73373.0,70659.0,contextlib2,conda-forge/contextlib2,,12102554.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12090055.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1137489.0,3.0,,,,,,,,,,,,,,,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3946,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,2950.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,2950.0,,,,3.0,,,,,,,,,,,,,,,,,,, +307,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-07-31 13:00:06.000,2023-07-15 06:01:34,603.0,3.0,371,47.0,106.0,188.0,103.0,2281,2011-12-30 16:40:09.000,11.12.30,16.0,43.0,24,True,10.0,,camelot,,,4787.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,4787.0,,,,3.0,,,,,,,,,,,,,,,,,,, +308,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1559,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,199.0,166.0,bonobo,,,7729.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,7729.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +309,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1464,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,117.0,106.0,pypeln,conda-forge/pypeln,,42894.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,42521.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14183.0,3.0,,,,,,,,,,,,,,,,,,, +310,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-09-05 13:24:28.000,2023-09-05 13:24:26,323.0,9.0,76,44.0,232.0,42.0,40.0,1309,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,3225.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,3225.0,,,,3.0,,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1065,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2156.0,1987.0,pluginbase,conda-forge/pluginbase,,596196.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,591804.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,298701.0,3.0,,,,,,,,,,,,,,,,,,, +312,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,650,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3011.0,2786.0,ratelimit,conda-forge/ratelimit,,4224635.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,225.0,4224270.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11696.0,3.0,,,,,,,,,,,,,,,,,,, +313,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,471,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,668.0,577.0,hickle,conda-forge/hickle,,36789.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,36376.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23162.0,3.0,,,,,,,,,,,,,,,,,,, +314,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,463,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,439.0,412.0,cachier,,,25088.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,25088.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,, +315,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,388,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,413.0,289.0,messytables,,,24778.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,24778.0,,,,3.0,,,,,,,,,,,,,,,,,,, +316,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-25 23:17:09.000,2023-07-24 10:51:09,925.0,19.0,23,18.0,170.0,8.0,14.0,336,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,24,True,368.0,332.0,aiomisc,,,15429.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,15429.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,260,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,870.0,784.0,deepdish,conda-forge/deepdish,,11143.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,10059.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,88905.0,3.0,,,,,,,,,,,,,,,,,,, +318,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32,16.0,81.0,23.0,4.0,240,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,93748.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,93748.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,6.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,2739.0,2545.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,98508.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,194.0,98137.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26390.0,3.0,,,,,,,,,,,,,,,,,,, +320,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2022-06-25 16:48:19.000,2017-09-02 04:38:47,372.0,,18,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5796.0,4465.0,clint,conda-forge/clint,114.0,95613.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1331.0,95613.0,https://anaconda.org/conda-forge/clint,,,3.0,,,,,,,,,,,,,,,,,,, +321,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8009.0,,entrypoints,conda-forge/entrypoints,,14824084.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8009.0,14641615.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,16239821.0,3.0,,,,,,,,,,,,,,,,,,, +322,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,34.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,181.0,160.0,pinject,conda-forge/pinject,,82064.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,81887.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4253.0,3.0,,,,,,,,,,,,,,,,,,, +323,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,11143.0,9096.0,unipath,,,61652.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,61652.0,,,,3.0,,,,,,,,,,,,,,,,,,, +324,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-09-05 12:59:25.000,2023-09-01 14:27:03,5411.0,71.0,43,14.0,613.0,33.0,79.0,192,2023-08-01 10:51:02.000,0.8.7,20.0,34.0,23,True,5.0,5.0,batchflow,,,227.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,227.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,2.0,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,924.0,877.0,filedepot,,,25254.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,25254.0,,,,3.0,,,,,,,,,,,,,,,,,,, +326,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,,30,6.0,123.0,2.0,77.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,23,True,897.0,852.0,everett,conda-forge/everett,,114169.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,113241.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,45498.0,3.0,,,,,,,,,,,,,,-2.0,,,,, +327,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-09-06 12:59:13.000,2023-09-06 08:17:54,1695.0,236.0,5,3.0,725.0,18.0,32.0,42,2023-09-04 19:22:34.000,4.7.0,65.0,7.0,23,False,66.0,59.0,click-extra,,245.0,2171.0,https://pypi.org/project/click-extra,2023-09-04 19:22:19.000,7.0,2161.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,393.0,276.0,81.0,80.0,10573,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,22,False,14.0,13.0,grumpy-tools,,,20.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,20.0,,,,2.0,,,,,,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3499,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,409.0,376.0,pampy,,,30986.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,30986.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,163,99.0,31.0,18.0,58.0,3237,,,4.0,19.0,22,False,591.0,561.0,macropy3,,,162.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,162.0,,,,3.0,,,,,,,,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,37.0,214.0,46.0,56.0,2442,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,20651.0,737.0,,,,,,,,2.0,,,,,,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1771,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,198.0,167.0,bashplotlib,,,2931.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2931.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1547,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,189.0,166.0,commonregex,,,145603.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,145603.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,803,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1328.0,1230.0,pickledb,,,22293.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,98.0,22293.0,,,,3.0,,,,,,,,,,,,,,,,,,, +335,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-09-04 13:28:18.000,2023-09-03 14:17:15,110.0,3.0,30,11.0,52.0,15.0,12.0,709,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,206.0,195.0,dirty-equals,conda-forge/dirty-equals,,38810.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,36789.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,36381.0,3.0,,,,,,,,,,,,,,,,,,, +336,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-09-04 20:29:07.000,2023-06-01 18:46:39,628.0,,13,8.0,31.0,14.0,14.0,127,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,205.0,173.0,docopt-ng,,,50105.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,50105.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-09-05 19:13:07.800,2023-09-03 17:03:01,81.0,3.0,128,33.0,11.0,8.0,157.0,3109,2023-09-03 17:06:36.000,2.1.17,62.0,1.0,21,False,185.0,185.0,ptext-joris-schellekens,conda-forge/borb,,1671.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,3.0,https://anaconda.org/conda-forge/borb,2023-09-05 19:13:07.800,41700.0,3.0,,,,,,,,,,,,,,,,,,, +338,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2697,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,6.0,5.0,dpark,,,15.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,15.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +339,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1221,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,634.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,634.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,167.0,149.0,846,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,684.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,684.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,845,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,219.0,200.0,unsync,conda-forge/unsync,,17989.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,17700.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11279.0,3.0,,,,,,,,,,,,,,,,,,, +342,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-08-13 15:42:39.000,2023-01-03 19:16:25,478.0,,76,21.0,214.0,72.0,80.0,834,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,14639.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,14639.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,477,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4505.0,3321.0,awesome-slugify,conda-forge/awesome-slugify,,51150.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,50382.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68355.0,3.0,,,,,,,,,,,,,,,,,,, +344,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,43.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,693.0,610.0,pymodm,conda-forge/pymodm,,51606.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,51491.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4945.0,3.0,,,,,,,,,,,,,,,,,,, +345,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,281,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,148.0,142.0,datatest,,,12390.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,12390.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,46,15.0,33.0,25.0,9.0,276,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,391.0,379.0,price-parser,,,87621.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,87621.0,,,,3.0,,,,,,,,,,,,,,,,,,, +347,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,21,True,184.0,176.0,pysparkling,conda-forge/pysparkling,,7288.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,7141.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4439.0,3.0,,,,,,,,,,,,,,,,,,, +348,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,178,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,75.0,71.0,typical,conda-forge/typical,,4328.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,3177.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,32254.0,3.0,,,,,,,,,,,,,,,,,,, +349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,124,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1871.0,1818.0,coolname,conda-forge/coolname,,386774.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,53.0,384622.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,71026.0,3.0,,,,,,,,,,,,,,,,,,, +350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2033.0,1907.0,stopit,conda-forge/stopit,,508291.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,498074.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,694801.0,3.0,,,,,,,,,,,,,,,,,,, +351,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,137,69.0,4.0,1.0,40.0,2048,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2372.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2372.0,,,,3.0,,,,,,,,,,,,,,,,,,, +352,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,712,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1804.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1023.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,26555.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +353,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,537,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,20,True,112.0,103.0,pypyr,conda-forge/pypyr,,2297.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,1723.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,11480.0,3.0,,,,,,,,,,,,,,-2.0,,,,, +354,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,24,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,12834.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,12599.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20973.0,3.0,,,,,,,,,,,,,,,,,,, +355,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,255,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,318.0,280.0,rtoml,,,42866.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,42866.0,,,,3.0,,,,,,,,,,,,,,,,,,, +356,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1975,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +357,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,208,40.0,56.0,81.0,39.0,1347,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,19,True,,,excalibur-py,,10916.0,1054.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,869.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-09-05 00:48:01.000,2023-09-04 00:09:18,2744.0,99.0,116,28.0,198.0,42.0,314.0,1190,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +359,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1097,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,1048.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1048.0,,,,3.0,,,,,,,,,,,,,,,,,,, +360,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,120.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,120.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,3866.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3866.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-09-06 09:19:40.000,2023-09-06 09:19:19,603.0,34.0,21,4.0,242.0,4.0,,249,2023-09-06 09:19:40.000,1.1.185,472.0,9.0,19,True,1.0,1.0,upgini,,,3484.0,https://pypi.org/project/upgini,2023-09-06 09:19:40.000,,3484.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,198,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,838.0,834.0,gsheetsdb,,,47682.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,47682.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-07-11 17:34:29.000,2023-05-01 19:51:54,163.0,,105,57.0,68.0,24.0,16.0,2018,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,1.0,,mara-pipelines,,,45.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,45.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,25.0,25.0,d6tflow,,,72.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,72.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,604.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,604.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,628,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,61.0,58.0,pugsql,,,6252.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6252.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1064.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,66.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,61879.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +369,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10419.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10419.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,7.0,62.0,7.0,22.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,18,True,153.0,141.0,aioprometheus,,,59437.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,59437.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,53.0,23.0,22.0,8.0,1598,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,126.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,126.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,52.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,52.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,40.0,39.0,11.0,256.0,952,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,151826.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,151826.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,61,19.0,27.0,42.0,29.0,774,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1298.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1298.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,69.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,69.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,608,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,265.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,265.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,428,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,116.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,116.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-09-06 18:19:50.000,2023-08-28 17:19:32,117.0,5.0,6,13.0,139.0,8.0,3.0,267,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,412.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,412.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,166.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,166.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-09-07 06:21:45.000,2023-09-07 06:21:44,759.0,157.0,16,2.0,596.0,7.0,9.0,231,2023-08-31 21:07:21.000,0.1.39,22.0,10.0,15,False,,,the-guide,,,102.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,102.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,522.0,513.0,millify,,,32528.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,32528.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,16.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,16.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,534.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,534.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,3.0,3.0,pandapy,,,35.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,35.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,143.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,143.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,12,True,,,datajob,,,10.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,10.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +389,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,769,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 3054fce..a69945e 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- numpy (πŸ₯‡54 Β· ⭐ 24K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 -- boto3 (πŸ₯‡47 Β· ⭐ 8.3K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 -- polars (πŸ₯ˆ39 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT -- tink (πŸ₯ˆ38 Β· ⭐ 13K Β· πŸ“ˆ) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 +- xarray (πŸ₯‡40 Β· ⭐ 3.1K Β· πŸ“ˆ) - N-D labeled arrays and datasets in Python. Apache-2 +- msgpack (πŸ₯ˆ36 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 +- holidays (πŸ₯ˆ35 Β· ⭐ 1K Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT +- smart-open (πŸ₯ˆ33 Β· ⭐ 2.9K Β· πŸ“ˆ) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +- hydra (πŸ₯ˆ32 Β· ⭐ 7.5K Β· πŸ“ˆ) - Hydra is a framework for elegantly configuring complex applications. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.7K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- flatbuffers (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- XlsxWriter (πŸ₯‰35 Β· ⭐ 3.3K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 -- pycparser (πŸ₯ˆ35 Β· ⭐ 3K Β· πŸ“‰) - Complete C99 parser in pure Python. BSD-3 -- SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ“‰) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +- python-decouple (πŸ₯‰31 Β· ⭐ 2.5K Β· πŸ“‰) - Strict separation of config from code. MIT +- fastcore (πŸ₯‰29 Β· ⭐ 860 Β· πŸ“‰) - Python supercharged for the fastai library. Apache-2 +- strictyaml (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ“‰) - Type-safe YAML parser and validator. MIT +- everett (πŸ₯‰23 Β· ⭐ 140 Β· πŸ“‰) - configuration library for python projects. MPL-2.0 +- pypyr (πŸ₯‰20 Β· ⭐ 540 Β· πŸ“‰) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 From ca8870d1c55367aedd607a802f5fcf5bcd7b8af1 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 14 Sep 2023 13:40:48 +0000 Subject: [PATCH 29/70] Update best-of list for version 2023.09.14 --- README.md | 1186 ++++++++++++++++--------------- history/2023-09-14_changes.md | 20 + history/2023-09-14_projects.csv | 391 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1020 insertions(+), 597 deletions(-) create mode 100644 history/2023-09-14_changes.md create mode 100644 history/2023-09-14_projects.csv diff --git a/README.md b/README.md index ec1f879..0e87273 100644 --- a/README.md +++ b/README.md @@ -86,27 +86,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 61K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 490K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 490K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 25.08.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 07.09.2023): ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡41 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 260K Β· πŸ“¦ 71K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 260K Β· πŸ“¦ 72K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -126,12 +126,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
marshmallow (πŸ₯‡41 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 96K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 97K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 27M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 28M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -140,9 +140,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge marshmallow ```
-
dill (πŸ₯ˆ37 Β· ⭐ 2K) - serialize all of python. BSD-3 +
dill (πŸ₯ˆ37 Β· ⭐ 2K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 120K Β· πŸ“‹ 490 - 34% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 120K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/uqfoundation/dill @@ -151,35 +151,35 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 4.9M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ```
orjson (πŸ₯ˆ36 Β· ⭐ 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 57K Β· πŸ“‹ 340 - 1% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 57K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 15M / month Β· πŸ“¦ 1.1K Β· ⏱️ 08.09.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 900K Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 910K Β· ⏱️ 08.09.2023): ``` conda install -c conda-forge orjson ```
-
msgpack (πŸ₯ˆ36 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 +
msgpack (πŸ₯ˆ36 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 230 Β· πŸ“₯ 1.1K Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 3% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.1K Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 35M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 13.09.2023): ``` pip install msgpack ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.4M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.2M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.4M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (πŸ₯‰30 Β· ⭐ 380) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 33K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 34K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.3M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.4M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): ``` pip install srsly ``` @@ -268,18 +268,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge srsly ```
-
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰28 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 43 Β· πŸ“¦ 4.4K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 04.09.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.4K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.3M / month Β· πŸ“¦ 270 Β· ⏱️ 15.03.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.3M / month Β· πŸ“¦ 270 Β· ⏱️ 11.09.2023): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.3M Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge python-rapidjson ``` @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 490K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 520K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 36K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 37K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -330,7 +330,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
Show 1 hidden projects... -- pyasn1 (πŸ₯‰33 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰34 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡53 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 820K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 820K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/numpy/numpy @@ -351,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 63M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 64M Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge numpy ```
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -367,28 +367,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 43M Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 44M Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge pandas ```
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xarray (πŸ₯‡40 Β· ⭐ 3.1K Β· πŸ“ˆ) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯‡40 Β· ⭐ 3.1K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 970 Β· πŸ“¦ 20K Β· πŸ“‹ 4K - 29% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 970 Β· πŸ“¦ 20K Β· πŸ“‹ 4K - 29% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.08.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 8.9M Β· ⏱️ 20.08.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9M Β· ⏱️ 20.08.2023): ``` conda install -c conda-forge xarray ```
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h5py (πŸ₯‡40 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 31.08.2023): @@ -406,24 +406,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯ˆ38 Β· ⭐ 20K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 1.9M / month Β· πŸ“¦ 250 Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.2M / month Β· πŸ“¦ 250 Β· ⏱️ 05.09.2023): ``` pip install polars ```
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Modin (πŸ₯ˆ37 Β· ⭐ 8.9K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 20% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 20% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 980K / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 930K / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): ``` pip install modin ``` @@ -434,28 +434,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 48K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 09.09.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 620K / month Β· πŸ“¦ 2.5K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 620K / month Β· πŸ“¦ 2.6K Β· ⏱️ 23.12.2022): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.4M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.4M Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge pytables ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 2.6K Β· πŸ“‹ 610 - 10% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 2.8K Β· πŸ“‹ 610 - 10% open Β· ⏱️ 10.09.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 95K / month Β· πŸ“¦ 15 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 98K / month Β· πŸ“¦ 15 Β· ⏱️ 07.09.2023): ``` pip install docarray ``` @@ -466,28 +466,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 390 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 420 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7.5M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 12.09.2023): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7M Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.1M Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge numexpr ```
TinyDB (πŸ₯ˆ33 Β· ⭐ 6.1K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 11K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 520K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 490K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -498,7 +498,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.6K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/zarr-developers/zarr-python @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1M / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.1M / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): ``` pip install pandera ``` @@ -530,12 +530,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯ˆ32 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 880 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 890 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 63 Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.2M / month Β· πŸ“¦ 63 Β· ⏱️ 12.09.2023): ``` pip install datasketch ``` @@ -547,7 +547,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 530K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 520K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -558,12 +558,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰31 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 570 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 580 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 51K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 53K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.7M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 340K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -611,27 +611,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 95K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 100K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge datatable ```
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 580 - 6% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 580 - 6% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.1K / month Β· πŸ“¦ 2 Β· ⏱️ 01.09.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.3K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 300K Β· ⏱️ 01.09.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 300K Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge static-frame ``` @@ -643,23 +643,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 380K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 390K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
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Pandas Summary (πŸ₯‰26 Β· ⭐ 480) - Engine for ML/Data tracking, visualization,.. Apache-2 +
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 81K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 22K / month Β· πŸ“¦ 98 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 21K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 600 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 610 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 66 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 68 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -708,7 +708,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 -- sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn +- sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT @@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 26M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 27M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 35M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -753,7 +753,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ32 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 04.09.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/aio-libs/multidict @@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 750K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 740K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -785,12 +785,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.7M / month Β· πŸ“¦ 490 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.8M / month Β· πŸ“¦ 500 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -806,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 620K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 670K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): ``` pip install python-benedict ``` @@ -817,7 +817,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (πŸ₯ˆ29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.6K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.8K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set @@ -874,35 +874,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.6M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.7M Β· ⏱️ 02.07.2023): ``` conda install -c conda-forge munch ```
sqlitedict (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.6K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.7K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 260K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 270K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 85K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 86K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ```
janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 320K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 330K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -940,23 +940,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“¦ 250K Β· πŸ“‹ 3K - 11% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“¦ 250K Β· πŸ“‹ 3.1K - 11% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 97M / month Β· πŸ“¦ 8K Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 100M / month Β· πŸ“¦ 8K Β· ⏱️ 23.08.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 5.9M Β· ⏱️ 23.08.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6M Β· ⏱️ 23.08.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 62 Β· πŸ“¦ 440K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 64 Β· πŸ“¦ 440K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/Julian/jsonschema @@ -977,7 +977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -988,28 +988,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 830) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“₯ 2 Β· πŸ“¦ 82K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 02.09.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 83K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 02.09.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.7K Β· ⏱️ 02.09.2023): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 480K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 490K Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge validators ```
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voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
voluptuous (πŸ₯ˆ31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 - [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 17% open Β· ⏱️ 04.07.2023): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -1020,12 +1020,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯ˆ31 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 7.9K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 8K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 390K / month Β· πŸ“¦ 150 Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 150 Β· ⏱️ 25.07.2023): ``` pip install param ``` @@ -1034,14 +1034,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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strictyaml (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ“‰) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰27 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT - [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.8K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 640K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 680K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1052,28 +1052,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 710) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 30 Β· πŸ“¦ 200 Β· πŸ“‹ 27 - 55% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 30 Β· πŸ“¦ 200 Β· πŸ“‹ 28 - 53% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 37K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 39K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 36K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 37K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge dirty-equals ```
typical (πŸ₯‰21 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 71 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 73 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 3.2K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 2.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1084,12 +1084,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
valideer (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 24 Β· πŸ“¦ 69 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 69 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 13K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 12K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1114,14 +1114,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 38K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡31 Β· ⭐ 5K Β· πŸ’€) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡30 Β· ⭐ 5K) - A lightweight, object-oriented finite state machine implementation in.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3.1K Β· πŸ“‹ 430 - 3% open Β· ⏱️ 06.01.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 510K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1137,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1148,7 +1148,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 1 hidden projects... -- PyPattyrn (πŸ₯‰20 Β· ⭐ 2K Β· πŸ’€) - A simple library for implementing common design patterns. MIT +- PyPattyrn (πŸ₯‰20 Β· ⭐ 2.1K Β· πŸ’€) - A simple library for implementing common design patterns. MIT

@@ -1167,14 +1167,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 48M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 49M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-dateutil ```
-
arrow (πŸ₯ˆ37 Β· ⭐ 8.4K Β· πŸ’€) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯ˆ36 Β· ⭐ 8.4K Β· πŸ“‰) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 67K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 15.11.2022): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 68K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1183,7 +1183,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arrow ``` @@ -1204,9 +1204,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pendulum ```
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holidays (πŸ₯ˆ35 Β· ⭐ 1K Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯ˆ35 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 21% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 21% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/dr-prodigy/python-holidays @@ -1236,18 +1236,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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pytz (πŸ₯‰34 Β· ⭐ 270) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰34 Β· ⭐ 280) - pytz Python historical timezone library and database. MIT - [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 77 Β· πŸ“¦ 1.6M Β· πŸ“‹ 80 - 43% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 120M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 130M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 44M Β· ⏱️ 05.09.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 45M Β· ⏱️ 05.09.2023): ``` conda install -c conda-forge pytz ``` @@ -1259,7 +1259,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 39M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 40M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): ``` pip install tzlocal ``` @@ -1279,9 +1279,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡38 Β· ⭐ 640) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 650) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 61K Β· πŸ“‹ 590 - 35% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 62K Β· πŸ“‹ 590 - 34% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1318,27 +1318,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 15M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 16M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 580) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 88 Β· πŸ“¦ 310K Β· πŸ“‹ 99 - 10% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 310K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 91M / month Β· πŸ“¦ 2.7K Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 95M / month Β· πŸ“¦ 2.7K Β· ⏱️ 13.09.2023): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 15M Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 15M Β· ⏱️ 13.09.2023): ``` conda install -c conda-forge filelock ``` @@ -1386,7 +1386,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 450K Β· ⏱️ 07.07.2023): ``` conda install -c conda-forge path ``` @@ -1398,7 +1398,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1441,11 +1441,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.2M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typing ``` @@ -1457,7 +1457,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.4M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.2M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1481,7 +1481,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 530K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 540K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/pyca/cryptography @@ -1490,14 +1490,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 42M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 43M Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 85 Β· πŸ“¦ 76K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 27.08.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 93 Β· πŸ“¦ 77K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1513,16 +1513,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 910 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 920 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 100K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 110K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 370 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 410 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ``` @@ -1534,11 +1534,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 32M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 35M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.6M Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.7M Β· ⏱️ 25.06.2023): ``` conda install -c conda-forge keyring ``` @@ -1561,7 +1561,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1586,7 +1586,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rsa ``` -- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge rsa ``` @@ -1597,66 +1597,66 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
ansible (πŸ₯‡48 Β· ⭐ 58K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 +
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 29K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 12.09.2023): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 950K Β· ⏱️ 15.08.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 950K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 13.09.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 13.09.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 270K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 270K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 360M / month Β· πŸ“¦ 8.5K Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.5K Β· ⏱️ 13.09.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 06.09.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 13.09.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 760K Β· πŸ“¦ 6.2K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 830K Β· πŸ“¦ 6.2K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 890K / month Β· πŸ“¦ 130 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 830K / month Β· πŸ“¦ 140 Β· ⏱️ 13.09.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 630 Β· ⏱️ 13.09.2023): ``` npm install @pulumi/pulumi ``` @@ -1679,12 +1679,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker (πŸ₯ˆ42 Β· ⭐ 6.4K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 670 Β· πŸ“¦ 67K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 680 Β· πŸ“¦ 68K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` pip install docker ``` @@ -1695,7 +1695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 270 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 270 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/docker/compose @@ -1711,12 +1711,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 16M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 17M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.09.2023): ``` pip install kubernetes ``` @@ -1760,11 +1760,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 40K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge schedule ``` @@ -1776,7 +1776,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.6M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.7M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1792,7 +1792,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.8M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1803,17 +1803,17 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰28 Β· ⭐ 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 310 Β· πŸ“¦ 84 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 02.09.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 310 Β· πŸ“¦ 85 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 02.09.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 29K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 32K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ```
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pypyr (πŸ₯‰20 Β· ⭐ 540 Β· πŸ“‰) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 +
pypyr (πŸ₯‰20 Β· ⭐ 540) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 100 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): @@ -1824,7 +1824,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 11K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 12K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge pypyr ``` @@ -1835,7 +1835,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰15 Β· ⭐ 230) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰14 Β· ⭐ 230) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1845,12 +1845,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 310K Β· πŸ“‹ 490 - 37% open Β· ⏱️ 02.04.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 310K Β· πŸ“‹ 490 - 37% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 34M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 35M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1882,18 +1882,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.4M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 270K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 280K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge supervisor ```
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Show 1 hidden projects... +
ptyprocess (πŸ₯‰26 Β· ⭐ 190) - Run a subprocess in a pseudo terminal. ISC + +- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 62 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 12.09.2023): -- ptyprocess (πŸ₯‰26 Β· ⭐ 190 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC + ``` + git clone https://github.com/pexpect/ptyprocess + ``` +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): + ``` + pip install ptyprocess + ``` +- [Conda](https://anaconda.org/conda-forge/ptyprocess) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge ptyprocess + ```

@@ -1901,78 +1913,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
anyio (πŸ₯‡38 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT +
greenlet (πŸ₯‡38 Β· ⭐ 1.5K Β· πŸ“ˆ) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 170K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 280K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 12.09.2023): ``` - git clone https://github.com/agronholm/anyio + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 42M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 12.09.2023): ``` - pip install anyio + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9.4M Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.9M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge anyio + conda install -c conda-forge greenlet ```
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uvloop (πŸ₯ˆ37 Β· ⭐ 9.5K) - Ultra fast asyncio event loop. Apache-2 +
anyio (πŸ₯‡38 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 94K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 170K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 11.09.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 43M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): ``` - pip install uvloop + pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 630K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9.6M Β· ⏱️ 31.08.2023): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge anyio ```
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greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
uvloop (πŸ₯ˆ37 Β· ⭐ 9.5K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 280K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 95K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 01.09.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): ``` - pip install greenlet + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 640K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge uvloop ```
asyncer (πŸ₯‰25 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 39 Β· πŸ“¦ 2.4K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 39 Β· πŸ“¦ 2.6K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 65K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 67K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.1K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.2K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ```
aiomisc (πŸ₯‰24 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 330 Β· πŸ“‹ 22 - 36% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 330 Β· πŸ“‹ 23 - 34% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 15K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 16K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): ``` pip install aiomisc ``` @@ -1988,14 +2000,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
traitlets (πŸ₯‡37 Β· ⭐ 570) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯‡39 Β· ⭐ 570 Β· πŸ“ˆ) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 180 Β· πŸ“¦ 350K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 190 Β· πŸ“¦ 350K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 26M / month Β· πŸ“¦ 15K Β· ⏱️ 30.01.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 26M / month Β· πŸ“¦ 15K Β· ⏱️ 14.09.2023): ``` pip install traitlets ``` @@ -2004,14 +2016,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge traitlets ```
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python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.3K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.4K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 540K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 550K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 8.7K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 8.8K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2022,12 +2034,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 290 Β· πŸ“¦ 7.1K Β· πŸ“‹ 460 - 23% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.1K Β· πŸ“‹ 460 - 23% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.7M / month Β· πŸ“¦ 270 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.7M / month Β· πŸ“¦ 270 Β· ⏱️ 13.09.2023): ``` pip install dynaconf ``` @@ -2036,30 +2048,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dynaconf ```
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hydra (πŸ₯ˆ32 Β· ⭐ 7.5K Β· πŸ“ˆ) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯ˆ32 Β· ⭐ 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT - [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 15K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.1K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.4K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 87 Β· πŸ“¦ 17K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 04.09.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 87 Β· πŸ“¦ 18K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 04.09.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.4M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2068,14 +2080,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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python-decouple (πŸ₯‰31 Β· ⭐ 2.5K Β· πŸ“‰) - Strict separation of config from code. MIT +
python-decouple (πŸ₯‰31 Β· ⭐ 2.5K) - Strict separation of config from code. MIT - [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 88 - 5% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2086,28 +2098,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.7K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.8K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 370K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 20K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gin-config ```
configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 200 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 210 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2116,9 +2128,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configobj ```
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everett (πŸ₯‰23 Β· ⭐ 140 Β· πŸ“‰) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰23 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 850 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 860 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): ``` git clone https://github.com/willkg/everett @@ -2127,7 +2139,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 45K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2140,7 +2152,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 83 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 91 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click @@ -2165,12 +2177,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.8M Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.9M Β· ⏱️ 13.09.2023): ``` conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.5K) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.6K) - Library for building powerful interactive command.. BSD-3 - [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 690 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 04.07.2023): @@ -2193,7 +2205,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2213,7 +2225,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typer ``` @@ -2234,7 +2246,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge colorama ```
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argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 +
argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K Β· πŸ“‰) - Python and tab completion, better together. Apache-2 - [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 24.08.2023): @@ -2250,14 +2262,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge argcomplete ```
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wcwidth (πŸ₯‰33 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT + +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 440K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 12.09.2023): + + ``` + git clone https://github.com/jquast/wcwidth + ``` +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 37M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): + ``` + pip install wcwidth + ``` +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge wcwidth + ``` +
asciimatics (πŸ₯‰32 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 240 Β· πŸ“¦ 900 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 910 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 72K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 79K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2268,7 +2296,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰32 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 16K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 17K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/sdispater/cleo @@ -2282,34 +2310,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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wcwidth (πŸ₯‰32 Β· ⭐ 340 Β· πŸ’€) - Python library that measures the width of unicode strings rendered to.. MIT - -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 440K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 15.01.2023): - - ``` - git clone https://github.com/jquast/wcwidth - ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 37M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): - ``` - pip install wcwidth - ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge wcwidth - ``` -
questionary (πŸ₯‰31 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 70 Β· πŸ“¦ 9.7K Β· πŸ“‹ 120 - 25% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 71 Β· πŸ“¦ 9.8K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.2M / month Β· πŸ“¦ 360 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.2M / month Β· πŸ“¦ 370 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 52K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 54K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2325,24 +2337,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 690K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 700K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
docopt-ng (πŸ₯‰22 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“¦ 170 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“¦ 180 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 50K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 57K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): @@ -2368,7 +2380,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 780) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 790) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2383,7 +2395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 95M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 96M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` @@ -2394,12 +2406,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 910) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 7 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 300K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 290K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2422,12 +2434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰27 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“₯ 260 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“₯ 270 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 170K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2443,7 +2455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 25K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 29K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2478,12 +2490,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.5K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.6K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 09.09.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 340K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 350K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2494,24 +2506,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ34 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 580 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 600 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.2K - 18% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 28K / month Β· πŸ“¦ 38 Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 29K / month Β· πŸ“¦ 46 Β· ⏱️ 13.09.2023): ``` pip install dearpygui ```
toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 750 - 18% open Β· ⏱️ 04.09.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 760 - 18% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.8K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` @@ -2537,7 +2549,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰28 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 -- enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2570,7 +2582,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.09.2023): ``` pip install phonenumbers ``` @@ -2586,7 +2598,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` @@ -2622,7 +2634,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2642,7 +2654,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.8M Β· ⏱️ 09.09.2023): ``` conda install -c conda-forge python-slugify ``` @@ -2654,7 +2666,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 520K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 530K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2665,12 +2677,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
price-parser (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 46 Β· πŸ“¦ 380 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 47 Β· πŸ“¦ 380 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 88K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 100K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2682,11 +2694,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 380K / month Β· πŸ“¦ 53 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 380K / month Β· πŸ“¦ 54 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2715,28 +2727,28 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡47 Β· ⭐ 8.3K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 350K Β· πŸ“‹ 3K - 5% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 360K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 750M / month Β· πŸ“¦ 18K Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 780M / month Β· πŸ“¦ 18K Β· ⏱️ 13.09.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 13.09.2023): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.7K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 630K Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 630K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 90M / month Β· πŸ“¦ 47K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 91M / month Β· πŸ“¦ 47K Β· ⏱️ 15.08.2023): ``` pip install SQLAlchemy ``` @@ -2745,14 +2757,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
-
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT +
redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 29M / month Β· πŸ“¦ 28K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 30M / month Β· πŸ“¦ 28K Β· ⏱️ 15.08.2023): ``` pip install redis ``` @@ -2763,7 +2775,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2779,23 +2791,23 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 41M / month Β· πŸ“¦ 670 Β· ⏱️ 08.08.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 41M / month Β· πŸ“¦ 680 Β· ⏱️ 13.09.2023): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1M Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1M Β· ⏱️ 14.09.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/coleifer/peewee @@ -2811,16 +2823,16 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 40K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 13M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.07.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.07.2023): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 900K Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 910K Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge elasticsearch ``` @@ -2859,7 +2871,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 13.09.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2875,16 +2887,16 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ38 Β· ⭐ 2.1K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 990 - 10% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 990 - 10% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 31M / month Β· πŸ“¦ 11K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 32M / month Β· πŸ“¦ 11K Β· ⏱️ 31.08.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.6M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.7M Β· ⏱️ 14.09.2023): ``` conda install -c conda-forge alembic ``` @@ -2896,7 +2908,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 910K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 930K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2907,16 +2919,16 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 980 - 3% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 980 - 3% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 57 Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 57 Β· ⏱️ 11.09.2023): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 410K Β· ⏱️ 15.06.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 410K Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge awswrangler ``` @@ -2928,7 +2940,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 36M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): ``` pip install google-cloud-bigquery ``` @@ -2944,34 +2956,34 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.9M / month Β· πŸ“¦ 430 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.8M / month Β· πŸ“¦ 440 Β· ⏱️ 12.07.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 760K Β· ⏱️ 25.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 770K Β· ⏱️ 25.07.2023): ``` conda install -c conda-forge python-confluent-kafka ```
Ibis (πŸ₯ˆ36 Β· ⭐ 3.1K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 440 Β· πŸ“₯ 96 Β· πŸ“¦ 580 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 440 Β· πŸ“₯ 97 Β· πŸ“¦ 590 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 03.09.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 10.09.2023): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 300K Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 300K Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge ibis-framework ```
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/PyMySQL/mysqlclient @@ -2985,9 +2997,21 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mysqlclient ```
+
libcloud (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 + +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 13.09.2023): + + ``` + git clone https://github.com/apache/libcloud + ``` +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 170K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): + ``` + pip install apache-libcloud + ``` +
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.4K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py @@ -3001,16 +3025,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c anaconda elasticsearch-dsl ```
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libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 11.09.2023): ``` - git clone https://github.com/apache/libcloud + git clone https://github.com/prometheus/client_python + ``` +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 24M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 160K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): + pip install prometheus_client ``` - pip install apache-libcloud +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 13M Β· ⏱️ 10.07.2023): + ``` + conda install -c conda-forge prometheus_client ```
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 @@ -3031,7 +3059,7 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 24K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils @@ -3040,19 +3068,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 230K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 230M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 240M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): ``` pip install s3transfer ``` @@ -3063,12 +3091,12 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 7.1K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 7.3K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 530K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 540K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` @@ -3079,12 +3107,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.2K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.3K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 92K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 94K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3093,30 +3121,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Prometheus Client (πŸ₯ˆ33 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 - -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 08.08.2023): - - ``` - git clone https://github.com/prometheus/client_python - ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 24M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): - ``` - pip install prometheus_client - ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 13M Β· ⏱️ 10.07.2023): - ``` - conda install -c conda-forge prometheus_client - ``` -
Databases (πŸ₯ˆ33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 09.09.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 350K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 370K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3143,7 +3155,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯ˆ33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 190 Β· πŸ“¦ 6.8K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 190 Β· πŸ“¦ 7K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3157,9 +3169,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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s3fs (πŸ₯ˆ33 Β· ⭐ 720) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ33 Β· ⭐ 730) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 410 - 29% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 410 - 28% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/fsspec/s3fs @@ -3173,14 +3185,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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minio (πŸ₯ˆ33 Β· ⭐ 670) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ33 Β· ⭐ 680) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 5.2K Β· πŸ“‹ 510 - 0% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.2K Β· πŸ“‹ 520 - 2% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.3M / month Β· πŸ“¦ 440 Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.4M / month Β· πŸ“¦ 440 Β· ⏱️ 17.08.2023): ``` pip install minio ``` @@ -3196,7 +3208,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.8M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.3M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3205,36 +3217,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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Cassandra Driver (πŸ₯‰32 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
dataset (πŸ₯‰32 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“¦ 5.4K Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.2K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/datastax/python-driver + git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` - pip install cassandra-driver + pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.9K Β· ⏱️ 12.07.2023): ``` - conda install -c conda-forge cassandra-driver + conda install -c conda-forge dataset ```
-
dataset (πŸ₯‰31 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT +
Cassandra Driver (πŸ₯‰32 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.2K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“¦ 5.4K Β· ⏱️ 28.08.2023): ``` - git clone https://github.com/pudo/dataset + git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` - pip install dataset + pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.8K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): ``` - conda install -c conda-forge dataset + conda install -c conda-forge cassandra-driver ```
PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT @@ -3244,7 +3256,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` pip install pynamodb ``` @@ -3299,12 +3311,12 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 200K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 220K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3329,18 +3341,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.1K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 28.08.2023): - - ``` - git clone https://github.com/RobertCraigie/prisma-client-py - ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 50K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): - ``` - pip install prisma - ``` -
py2neo (πŸ₯‰29 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 - [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): @@ -3348,7 +3348,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/py2neo-org/py2neo ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 200K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 190K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): ``` pip install py2neo ``` @@ -3359,19 +3359,31 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 31% open Β· ⏱️ 25.08.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 11K / month Β· πŸ“¦ 10 Β· ⏱️ 02.08.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): ``` pip install piccolo ```
+
prisma (πŸ₯‰28 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 + +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.3K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 28.08.2023): + + ``` + git clone https://github.com/RobertCraigie/prisma-client-py + ``` +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 53K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): + ``` + pip install prisma + ``` +
umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): +- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 16K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): ``` git clone https://github.com/Scille/umongo @@ -3385,7 +3397,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge umongo ```
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filedepot (πŸ₯‰23 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT +
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT - [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 880 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): @@ -3397,9 +3409,9 @@ _Libraries for connecting to, operating, and querying databases._ pip install filedepot ```
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ODMantic (πŸ₯‰21 Β· ⭐ 830 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +
ODMantic (πŸ₯‰21 Β· ⭐ 840 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 76 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 77 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic @@ -3411,7 +3423,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 360 - 11% open Β· ⏱️ 04.09.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 360 - 11% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3419,12 +3431,12 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰18 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 29 - 24% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 30 - 26% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 59K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 56K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ``` @@ -3440,14 +3452,14 @@ _Libraries for connecting to, operating, and querying databases._ - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- pyhdb (πŸ₯‰25 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰18 Β· ⭐ 630 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3459,44 +3471,44 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 24K Β· πŸ“‹ 2.5K - 24% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 24K Β· πŸ“‹ 2.5K - 24% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.7M / month Β· πŸ“¦ 630 Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.2M / month Β· πŸ“¦ 650 Β· ⏱️ 06.09.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 430K Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 440K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 170K Β· πŸ“‹ 660 - 2% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 170K Β· πŸ“‹ 670 - 3% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.6M / month Β· πŸ“¦ 3.1K Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.8M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.09.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 840K Β· ⏱️ 24.08.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 840K Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 110K / month Β· πŸ“¦ 640 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 120K / month Β· πŸ“¦ 640 Β· ⏱️ 26.08.2023): ``` pip install xlwings ``` @@ -3512,7 +3524,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.5K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3523,7 +3535,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 72K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 74K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/jazzband/tablib @@ -3544,7 +3556,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3553,14 +3565,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
-
smart-open (πŸ₯ˆ33 Β· ⭐ 2.9K Β· πŸ“ˆ) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
smart-open (πŸ₯ˆ33 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 14M / month Β· πŸ“¦ 610 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 15M / month Β· πŸ“¦ 610 Β· ⏱️ 07.09.2023): ``` pip install smart-open ``` @@ -3569,7 +3581,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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csvkit (πŸ₯ˆ32 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
csvkit (πŸ₯ˆ31 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT - [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 20.07.2023): @@ -3580,14 +3592,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 96K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 97K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge csvkit ```
snorkel (πŸ₯ˆ30 Β· ⭐ 5.6K Β· πŸ’€) - A system for quickly generating training data with weak.. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 350 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 360 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel @@ -3612,7 +3624,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 210K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gdown ``` @@ -3624,27 +3636,27 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 520K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 480K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandas-datareader ```
-
Intake (πŸ₯ˆ30 Β· ⭐ 920) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ30 Β· ⭐ 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 30% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 36K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 34K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 470K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 480K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge intake ``` @@ -3656,14 +3668,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 17K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 21K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
camelot (πŸ₯‰24 Β· ⭐ 2.3K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 10.09.2023): ``` git clone https://github.com/camelot-dev/camelot @@ -3680,31 +3692,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 680 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 580 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
-
excalibur (πŸ₯‰19 Β· ⭐ 1.3K) - A web interface to extract tabular data from PDFs. MIT +
excalibur (πŸ₯‰19 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 870 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 900 / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
Upgini (πŸ₯‰19 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 1 Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 1 Β· ⏱️ 13.09.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.5K / month Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.1K / month Β· ⏱️ 13.09.2023): ``` pip install upgini ``` @@ -3731,14 +3743,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - SDV (πŸ₯ˆ31 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- tabulator-py (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 770 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 780 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3750,27 +3762,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 530K Β· πŸ“¦ 7.9K Β· πŸ“‹ 8.1K - 10% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 530K Β· πŸ“¦ 7.9K Β· πŸ“‹ 8.1K - 10% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9.1M / month Β· πŸ“¦ 290 Β· ⏱️ 04.09.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9M / month Β· πŸ“¦ 290 Β· ⏱️ 07.09.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 940K Β· ⏱️ 19.08.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 940K Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 130M Β· ⭐ 470 Β· ⏱️ 04.09.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 140M Β· ⭐ 470 Β· ⏱️ 07.09.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 04.09.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/celery/celery @@ -3786,50 +3798,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 670K / month Β· πŸ“¦ 140 Β· ⏱️ 01.09.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 07.09.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 510K Β· ⏱️ 01.09.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 520K Β· ⏱️ 07.09.2023): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡41 Β· ⭐ 8.4K) - An orchestration platform for the development, production, and.. Apache-2 +
Beam (πŸ₯‡42 Β· ⭐ 7.1K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 31% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 69% open Β· ⏱️ 14.09.2023): ``` - git clone https://github.com/dagster-io/dagster + git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 620K / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): ``` - pip install dagster + pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 990K Β· ⏱️ 01.09.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 53K Β· ⏱️ 07.09.2023): ``` - conda install -c conda-forge dagster + conda install -c conda-forge apache-beam-with-aws ```
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Beam (πŸ₯‡41 Β· ⭐ 7.1K) - Unified programming model to define and execute data processing.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 8.4K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 69% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 31% open Β· ⏱️ 14.09.2023): ``` - git clone https://github.com/apache/beam + git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 13.09.2023): ``` - pip install apache-beam + pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 53K Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 08.09.2023): ``` - conda install -c conda-forge apache-beam-with-aws + conda install -c conda-forge dagster ```
rq (πŸ₯ˆ39 Β· ⭐ 9.1K) - Simple job queues for Python. BSD-3 @@ -3839,7 +3851,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 990K / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` @@ -3848,18 +3860,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.7K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.8K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.7K - 8% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 39 Β· ⏱️ 01.09.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 39 Β· ⏱️ 07.09.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 710K Β· ⏱️ 01.09.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 710K Β· ⏱️ 07.09.2023): ``` conda install -c conda-forge great-expectations ``` @@ -3871,31 +3883,15 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 37M / month Β· πŸ“¦ 6.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 38M / month Β· πŸ“¦ 6.3K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 21M Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 22M Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge joblib ```
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dbt (πŸ₯ˆ38 Β· ⭐ 7.5K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 - -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.5K Β· πŸ“¦ 3.2K Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 06.09.2023): - - ``` - git clone https://github.com/dbt-labs/dbt-core - ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): - ``` - pip install dbt - ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 250K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge dbt - ``` -
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 - [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 07.09.2023): @@ -3912,26 +3908,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 8.6K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
Kedro (πŸ₯ˆ37 Β· ⭐ 8.7K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 330K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 340K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ33 Β· ⭐ 6.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
dbt (πŸ₯ˆ37 Β· ⭐ 7.5K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.2K Β· πŸ“‹ 430 - 10% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.6K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4.5K - 10% open Β· ⏱️ 14.09.2023): + + ``` + git clone https://github.com/dbt-labs/dbt-core + ``` +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 110K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): + ``` + pip install dbt + ``` +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 250K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge dbt + ``` +
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Activeloop (πŸ₯ˆ34 Β· ⭐ 6.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 + +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.3K Β· πŸ“‹ 430 - 10% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.2K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.2K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3943,7 +3955,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 800K / month Β· πŸ“¦ 84 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 950K / month Β· πŸ“¦ 84 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3954,12 +3966,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
huey (πŸ₯ˆ31 Β· ⭐ 4.6K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.3K Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.3K Β· πŸ“‹ 600 - 0% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 77K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 79K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): ``` pip install huey ``` @@ -3970,24 +3982,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ31 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 160 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 170 Β· πŸ“‹ 220 - 13% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.8K / month Β· πŸ“¦ 2 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.9K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): ``` pip install zenml ```
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ploomber (πŸ₯ˆ30 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 + +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 93 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): + + ``` + git clone https://github.com/ploomber/ploomber + ``` +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.4K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): + ``` + pip install ploomber + ``` +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 74K Β· ⏱️ 30.08.2023): + ``` + conda install -c conda-forge ploomber + ``` +
whylogs (πŸ₯ˆ30 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 170 Β· πŸ“‹ 380 - 5% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 390 - 5% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 12.09.2023): ``` pip install whylogs ``` @@ -3999,11 +4027,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 220K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 240K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 74K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 75K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge mleap ``` @@ -4015,27 +4043,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 18K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 17K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
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ploomber (πŸ₯‰29 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 - -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 91 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): - - ``` - git clone https://github.com/ploomber/ploomber - ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): - ``` - pip install ploomber - ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 74K Β· ⏱️ 30.08.2023): - ``` - conda install -c conda-forge ploomber - ``` -
PyFunctional (πŸ₯‰28 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT - [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 660 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 03.08.2023): @@ -4043,19 +4055,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 330K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 340K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰27 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 430 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 440 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 72K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 69K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4071,7 +4083,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.7K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.1K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4083,7 +4095,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 43K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 33K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4099,7 +4111,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.2K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.3K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ``` @@ -4111,19 +4123,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 94K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 99K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
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BatchFlow (πŸ₯‰23 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 - [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 230 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 92 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4135,7 +4147,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.1K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4151,7 +4163,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.1K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4167,7 +4179,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 45 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4179,7 +4191,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 72 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 97 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4196,14 +4208,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install flupy ```
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datajob (πŸ₯‰12 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +
datajob (πŸ₯‰13 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 10 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 36 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4212,10 +4224,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 -- bonobo (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 -- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 +- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - bodywork-core (πŸ₯‰16 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 @@ -4230,7 +4242,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 920K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 930K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4246,16 +4258,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 66K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 66K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 12M / month Β· πŸ“¦ 3.9K Β· ⏱️ 28.05.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 12M / month Β· πŸ“¦ 3.9K Β· ⏱️ 08.09.2023): ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 08.09.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4284,16 +4296,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 200 Β· πŸ“¦ 8K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 200 Β· πŸ“¦ 8K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 800 Β· ⏱️ 01.09.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 810 Β· ⏱️ 12.09.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 330K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 330K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4327,7 +4339,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 820K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 820K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4343,12 +4355,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 50M / month Β· πŸ“¦ 8.8K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 51M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4380,7 +4392,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 33M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 35M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4391,12 +4403,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ32 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.1K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.2K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.2M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.1M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): ``` pip install boltons ``` @@ -4407,7 +4419,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.3K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.4K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector @@ -4421,25 +4433,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dependency_injector ```
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returns (πŸ₯ˆ32 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 400 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 400 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 110K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 120K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.8K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.9K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ```
natsort (πŸ₯‰30 Β· ⭐ 790) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 22K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 23K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort @@ -4455,12 +4467,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰29 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.5K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.6K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 620 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4471,16 +4483,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (πŸ₯‰26 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 2.9K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 3K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 21K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 19K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 61K Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 62K Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge ubelt ``` @@ -4501,16 +4513,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 78K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 82K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typing ``` @@ -4521,7 +4533,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 6.7K Β· πŸ“₯ 66K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 6.7K Β· πŸ“₯ 66K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/micropython/micropython @@ -4531,7 +4543,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install micropython-_markupbase ```
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pyston (πŸ₯ˆ22 Β· ⭐ 2.4K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 +
pyston (πŸ₯‰22 Β· ⭐ 2.4K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 21K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): @@ -4541,7 +4553,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... -- grumpy (πŸ₯ˆ22 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 950 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4567,7 +4579,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡41 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 22K Β· πŸ“‹ 820 - 25% open Β· ⏱️ 03.08.2023): @@ -4578,14 +4590,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 830K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 840K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 1.9K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.3K Β· πŸ“¦ 840K Β· πŸ“‹ 310 - 9% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.3K Β· πŸ“¦ 850K Β· πŸ“‹ 310 - 9% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/pyparsing/pyparsing @@ -4615,46 +4627,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
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wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 23% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 29K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` - git clone https://github.com/GrahamDumpleton/wrapt + git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 31M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): ``` - pip install wrapt + pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge wrapt + conda install -c conda-forge py4j ```
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py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 +
wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 28K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 23% open Β· ⏱️ 25.07.2023): ``` - git clone https://github.com/bartdag/py4j + git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 30M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): ``` - pip install py4j + pip install wrapt ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge py4j + conda install -c conda-forge wrapt ```
pluggy (πŸ₯ˆ34 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 79M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 80M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` @@ -4663,14 +4675,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ34 Β· ⭐ 770) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 780) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 470K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 67M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 66M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4686,7 +4698,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 96K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` @@ -4697,24 +4709,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 130 Β· πŸ“¦ 530 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 130 Β· πŸ“¦ 540 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 110K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 140K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): ``` pip install copier ```
keyboard (πŸ₯‰30 Β· ⭐ 3.5K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 12K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 13K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 180K / month Β· πŸ“¦ 470 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 190K / month Β· πŸ“¦ 480 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4739,14 +4751,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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fastcore (πŸ₯‰29 Β· ⭐ 860 Β· πŸ“‰) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰29 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.2K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.3K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 580K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4774,7 +4786,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 600K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 640K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4790,7 +4802,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4806,7 +4818,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.8M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.9M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): ``` pip install catalogue ``` @@ -4817,12 +4829,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.7K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.8K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 460K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 480K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` @@ -4831,7 +4843,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - openpyxl (πŸ₯‰25 Β· ⭐ 59) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- macropy (πŸ₯‰21 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
--- diff --git a/history/2023-09-14_changes.md b/history/2023-09-14_changes.md new file mode 100644 index 0000000..065f197 --- /dev/null +++ b/history/2023-09-14_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +- Beam (πŸ₯‡42 Β· ⭐ 7.1K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 +- traitlets (πŸ₯‡39 Β· ⭐ 570 Β· πŸ“ˆ) - A lightweight Traits like module. BSD-3 +- greenlet (πŸ₯‡38 Β· ⭐ 1.5K Β· πŸ“ˆ) - Lightweight in-process concurrent programming. MIT +- libcloud (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- cookiecutter (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 +- h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- dbt (πŸ₯ˆ37 Β· ⭐ 7.5K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +- arrow (πŸ₯ˆ36 Β· ⭐ 8.4K Β· πŸ“‰) - Better dates & times for Python. Apache-2 +- argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K Β· πŸ“‰) - Python and tab completion, better together. Apache-2 + diff --git a/history/2023-09-14_projects.csv b/history/2023-09-14_projects.csv new file mode 100644 index 0000000..e3a7483 --- /dev/null +++ b/history/2023-09-14_projects.csv @@ -0,0 +1,391 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-07 17:03:33.000,2023-09-07 17:03:32,417.0,28.0,2066,376.0,219.0,16.0,33.0,14432,2023-09-07 17:03:39.000,2023.09.07,100.0,42.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-07 17:04:15.000,2023-09-07 17:04:10,265.0,24.0,149,51.0,158.0,1.0,2.0,2006,2023-09-07 17:04:18.000,2023.09.07,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-09-07 17:03:46.000,2023-09-07 17:03:45,263.0,24.0,40,24.0,156.0,3.0,5.0,792,2023-09-07 17:03:54.000,2023.09.07,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-07 17:04:15.000,2023-09-07 17:04:10,265.0,24.0,149,51.0,158.0,1.0,2.0,2006,2023-09-07 17:04:18.000,2023.09.07,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-07 17:03:33.000,2023-09-07 17:03:32,417.0,28.0,2066,376.0,219.0,16.0,33.0,14432,2023-09-07 17:03:39.000,2023.09.07,100.0,42.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1655.0,322.0,13.0,73.0,38065,,,,128.0,0,True,13.0,13.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-07 17:03:33.000,2023-09-07 17:03:32,417.0,28.0,2066,376.0,219.0,16.0,33.0,14432,2023-09-07 17:03:39.000,2023.09.07,100.0,42.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-09-14 05:47:27.000,2023-09-14 05:47:26,33535.0,878.0,8386,596.0,12897.0,2178.0,9747.0,24462,2023-07-31 15:25:08.000,1.25.2,151.0,1667.0,53,True,1965210.0,1828795.0,numpy,conda-forge/numpy,824480.0,176369102.0,https://pypi.org/project/numpy,2023-09-06 22:05:44.000,136415.0,174727071.0,https://anaconda.org/conda-forge/numpy,2023-08-03 11:32:21.639,63637290.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-09-14 10:02:05.000,2023-09-14 01:12:11,15756.0,799.0,15170,2065.0,8149.0,883.0,4962.0,60771,2023-09-07 20:45:06.000,4.24.3,147.0,1162.0,52,True,511383.0,491844.0,protobuf,conda-forge/protobuf,34526242.0,153631411.0,https://pypi.org/project/protobuf,2023-09-07 20:45:06.000,16074.0,146450542.0,https://anaconda.org/conda-forge/protobuf,2023-09-10 08:34:38.316,15478791.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3465.0,6026651.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-09-14 12:16:02.000,2023-09-13 23:39:07,33293.0,702.0,16641,1125.0,29907.0,3549.0,21698.0,39698,2023-08-30 13:24:32.000,2.1.0,118.0,3447.0,52,True,1364364.0,1292497.0,pandas,conda-forge/pandas,213153.0,133033341.0,https://pypi.org/project/pandas,2023-08-30 13:13:26.000,71867.0,131785742.0,https://anaconda.org/conda-forge/pandas,2023-08-30 18:08:20.293,43601688.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-09-14 13:05:15.000,2023-09-12 23:05:51,53980.0,192.0,23643,1946.0,49723.0,837.0,31141.0,58533,2023-09-12 13:24:22.000,8.4.0,333.0,6776.0,48,True,33630.0,29560.0,ansible,conda-forge/ansible,,4273260.0,https://pypi.org/project/ansible,2023-09-12 13:24:22.000,4070.0,4249494.0,https://anaconda.org/conda-forge/ansible,2023-09-12 15:30:15.987,950670.0,1.0,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-09-14 12:14:41.000,2023-09-14 11:03:55,21432.0,1374.0,12741,758.0,22895.0,847.0,7260.0,32140,2023-09-07 18:08:24.000,2.7.1,164.0,2983.0,47,True,8238.0,7948.0,apache-airflow,conda-forge/airflow,534778.0,10401473.0,https://pypi.org/project/apache-airflow,2023-09-07 16:47:41.000,290.0,9002078.0,https://anaconda.org/conda-forge/airflow,2023-09-11 13:24:45.987,943554.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-09-07 17:43:29.792259,473.0,138274306.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-09-13 23:18:00.630,2023-09-13 19:27:56,5409.0,201.0,1775,239.0,688.0,165.0,2889.0,8297,2023-09-13 19:24:18.000,1.28.47,1388.0,148.0,47,True,374266.0,356534.0,boto3,conda-forge/boto3,,775776609.0,https://pypi.org/project/boto3,2023-09-13 19:24:18.000,17732.0,775351492.0,https://anaconda.org/conda-forge/boto3,2023-09-13 23:18:00.630,17004715.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-09-14 12:32:54.000,2023-09-14 11:10:51,10898.0,410.0,1674,124.0,7285.0,38.0,2266.0,5793,2023-08-01 20:35:31.000,41.0.3,117.0,298.0,47,True,559448.0,538066.0,cryptography,conda-forge/cryptography,,191962154.0,https://pypi.org/project/cryptography,2023-08-01 20:35:31.000,21382.0,190840353.0,https://anaconda.org/conda-forge/cryptography,2023-08-07 22:02:50.927,42628442.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-09-14 13:33:19.000,2023-09-14 07:16:19,12310.0,71.0,4549,477.0,3052.0,634.0,4343.0,22165,2023-09-03 20:16:15.000,5.3.4,201.0,1304.0,46,True,126103.0,111053.0,celery,conda-forge/celery,,7369562.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15050.0,7333596.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1402686.0,1.0,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-09-05 21:05:32.000,2023-09-01 21:20:27,2402.0,122.0,1358,184.0,1066.0,91.0,1415.0,14270,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1446039.0,1371610.0,click,conda-forge/click,91.0,151158687.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74429.0,150074999.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,30343228.0,1.0,,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-09-14 11:12:26.000,2023-09-14 03:47:58,2436.0,387.0,1395,99.0,2967.0,350.0,2718.0,15627,2023-08-23 18:59:43.000,2.3.0,119.0,407.0,45,True,259755.0,251766.0,pydantic,conda-forge/pydantic,,100342316.0,https://pypi.org/project/pydantic,2023-08-23 18:59:43.000,7989.0,100184619.0,https://anaconda.org/conda-forge/pydantic,2023-08-23 22:01:07.307,5992516.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-09-12 18:54:01.000,2023-09-12 18:53:53,16529.0,158.0,1189,92.0,670.0,177.0,7279.0,7738,2023-08-15 20:03:03.000,2.0.20,290.0,649.0,45,True,678746.0,631358.0,SQLAlchemy,conda-forge/sqlalchemy,45711.0,90959787.0,https://pypi.org/project/SQLAlchemy,2023-08-15 20:03:03.000,47388.0,90562529.0,https://anaconda.org/conda-forge/sqlalchemy,2023-08-16 16:40:34.060,13078115.0,1.0,,,,,,,,,,,,,,,,,,, +18,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-09-13 19:46:20.751,2023-08-01 15:44:57,3833.0,50.0,1605,538.0,1022.0,172.0,1032.0,44703,2023-08-01 15:47:37.000,13.5.2,187.0,227.0,44,True,126372.0,121774.0,rich,conda-forge/rich,,30965436.0,https://pypi.org/project/rich,2023-08-01 15:46:49.000,4598.0,30835999.0,https://anaconda.org/conda-forge/rich,2023-09-13 19:46:20.751,4918637.0,1.0,,,,,,,,,,,,,,,,,,, +19,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-09-13 23:44:26.806,2023-09-13 19:38:58,11482.0,230.0,3858,576.0,3485.0,523.0,3932.0,14266,2023-09-13 19:24:12.000,1.29.47,1795.0,423.0,44,True,3057.0,3.0,awscli,conda-forge/awscli,1466.0,174761653.0,https://pypi.org/project/awscli,2023-09-13 19:24:12.000,3054.0,174209607.0,https://anaconda.org/conda-forge/awscli,2023-09-13 23:44:26.806,20976806.0,1.0,,,,,,,,,,,,,,,,,,, +20,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-09-14 11:39:59.000,2023-09-14 11:39:59,2235.0,47.0,2406,324.0,1425.0,183.0,1356.0,11762,2023-08-15 09:58:15.000,5.0.0,117.0,408.0,44,True,27561.0,,redis,conda-forge/redis-py,,30232406.0,https://pypi.org/project/redis,2023-08-15 09:58:15.000,27561.0,30204859.0,https://anaconda.org/conda-forge/redis-py,2023-08-15 13:42:41.138,1074359.0,1.0,,,,,,,,,,,,,,1.0,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-09-13 21:32:35.052,2023-09-13 18:10:35,10244.0,281.0,1018,65.0,1993.0,141.0,900.0,1327,2023-09-13 19:24:04.000,1.31.47,1786.0,197.0,44,True,277563.0,269058.0,botocore,conda-forge/botocore,,372060043.0,https://pypi.org/project/botocore,2023-09-13 19:24:04.000,8505.0,371374935.0,https://anaconda.org/conda-forge/botocore,2023-09-13 21:32:35.052,23293701.0,1.0,,,,,,,,,,,,,,,,,,, +22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-09-14 13:32:22.000,2023-09-14 13:15:42,118746.0,1270.0,27607,1497.0,44188.0,8489.0,57683.0,55712,2020-07-22 03:00:52.000,0.0.6,11.0,2612.0,43,True,11.0,3.0,cpython,conda-forge/typing,,113558.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,81805.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2857843.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-09-14 12:06:32.000,2023-09-13 22:23:42,3559.0,99.0,2294,278.0,3711.0,594.0,1880.0,17116,2023-09-06 15:38:14.000,2.14.5,76.0,522.0,43,True,25128.0,24474.0,datasets,conda-forge/datasets,,6231683.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,654.0,6218205.0,https://anaconda.org/conda-forge/datasets,2023-09-12 20:47:33.880,444794.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-09-11 19:08:22.078,2023-09-11 16:17:55,3418.0,69.0,1809,223.0,1243.0,22.0,644.0,16252,2023-09-11 16:18:13.000,19.6.1,305.0,538.0,43,True,172240.0,169088.0,Faker,conda-forge/faker,,9782908.0,https://pypi.org/project/Faker,2023-09-11 16:18:13.000,3152.0,9761258.0,https://anaconda.org/conda-forge/faker,2023-09-11 19:08:22.078,844378.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-09-14 12:47:52.000,2023-09-14 12:47:50,15083.0,387.0,1322,156.0,6057.0,546.0,3583.0,12784,2023-09-07 20:05:10.000,2.13.0,231.0,321.0,43,True,3877.0,3733.0,prefect,conda-forge/prefect,,668407.0,https://pypi.org/project/prefect,2023-09-07 20:05:10.000,144.0,655466.0,https://anaconda.org/conda-forge/prefect,2023-09-07 22:23:03.970,517647.0,1.0,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-09-13 22:03:16.000,2023-09-01 11:54:12,6476.0,54.0,548,31.0,768.0,401.0,1357.0,1393,2023-08-06 15:15:44.000,2.16.1,61.0,796.0,43,True,617101.0,580045.0,pygments,conda-forge/pygments,,67958718.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37056.0,67268080.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,24862984.0,1.0,,,,,,,,,,,,,,,,,,, +27,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-09-14 11:16:12.000,2023-09-13 22:09:04,10743.0,496.0,947,171.0,6693.0,1878.0,4550.0,17354,2023-09-12 23:56:42.000,3.82.1,3906.0,232.0,42,True,6973.0,6204.0,pulumi,,832513.0,1981269.0,https://pypi.org/project/pulumi,2023-09-13 00:02:23.000,137.0,828397.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-09-13 00:02:14.177,632.0,1109056.0,,,,,,,,,,,,,, +28,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-09-12 13:20:06.000,2023-08-31 02:12:11,3955.0,27.0,1943,318.0,763.0,986.0,771.0,8503,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,96001.0,83083.0,paramiko,conda-forge/paramiko,,44742800.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12918.0,44644206.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3746598.0,2.0,,,,,,,,,,,,,,,,,,, +29,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-09-14 13:36:26.000,2023-09-14 06:26:35,40328.0,886.0,4029,259.0,22418.0,4224.0,1883.0,7132,2023-08-30 16:14:12.000,2.50.0,95.0,1554.0,42,True,178.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6554715.0,https://pypi.org/project/apache-beam,2023-08-29 22:42:08.000,176.0,6552490.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-09-07 10:54:52.034,53406.0,1.0,,,,,,,,,,,,,,1.0,,,,, +30,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-09-12 12:35:09.000,2023-08-21 13:31:57,3338.0,29.0,1661,196.0,1571.0,440.0,1213.0,6366,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,71374.0,67554.0,docker,conda-forge/docker-py,676.0,35579346.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,35484617.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3694205.0,2.0,,,,,,,,,,,,,,,,,,, +31,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-09-13 22:35:44.000,2023-09-13 21:10:14,23480.0,292.0,1479,300.0,7653.0,151.0,3496.0,4324,2023-09-07 16:26:10.000,google-cloud-workstations-v0.5.0,100.0,404.0,42,True,1941.0,,google-cloud-storage,conda-forge/google-cloud-storage,,51724497.0,https://pypi.org/project/google-cloud-storage,2023-06-26 20:35:37.254,1941.0,51623964.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-06-27 05:14:07.259,3820267.0,1.0,,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-09-14 09:08:19.000,2023-09-14 04:59:12,15462.0,720.0,2482,368.0,23517.0,1026.0,7586.0,3814,2023-09-14 06:06:20.000,azure-monitor-opentelemetry_1.0.0,100.0,627.0,42,True,2981.0,2303.0,azure-storage-blob,conda-forge/azure-storage-blob,,40628406.0,https://pypi.org/project/azure-storage-blob,2023-09-13 23:16:17.000,678.0,40602421.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-09-14 00:40:06.665,1013428.0,1.0,,,,,,,,,,,,,,,,,,, +33,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-09-14 13:19:44.000,2023-09-14 07:50:50,4379.0,152.0,4995,713.0,3798.0,194.0,6870.0,30467,2023-08-30 22:27:04.000,2.21.0,144.0,472.0,41,True,1521.0,274.0,docker-compose,conda-forge/docker-compose,121445400.0,3796178.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1696376.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,360931.0,2.0,,,,,,,,,,,,,,,,,,, +34,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-09-13 17:28:51.000,2023-09-13 17:23:39,2995.0,7.0,3150,641.0,2395.0,161.0,2144.0,21073,2023-05-26 17:35:41.785,23.5.26,35.0,649.0,41,True,72192.0,71610.0,flatbuffers,conda-forge/flatbuffers,263588.0,14784526.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,313.0,13755327.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,840447.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,269.0,1017275.0,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql and sqlite.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-09-11 16:44:12.000,2023-09-11 16:43:47,4542.0,17.0,1370,199.0,469.0,1.0,2302.0,10302,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,26876.0,23168.0,peewee,conda-forge/peewee,,1100521.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3708.0,1085690.0,https://anaconda.org/conda-forge/peewee,2023-08-14 19:10:45.469,548751.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-09-14 13:30:26.000,2023-09-14 12:25:24,15697.0,950.0,1028,101.0,9888.0,1922.0,4258.0,8430,2023-09-07 21:00:33.000,1.4.12,568.0,341.0,41,True,1612.0,1488.0,dagster,conda-forge/dagster,,666948.0,https://pypi.org/project/dagster,2023-09-13 21:29:40.000,124.0,642016.0,https://anaconda.org/conda-forge/dagster,2023-09-08 15:09:23.408,997316.0,1.0,,,,,,,,,,,,,,,,,,, +37,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-09-12 07:12:19.000,2023-09-12 07:12:17,3241.0,58.0,628,81.0,1001.0,160.0,1033.0,6659,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,41,True,107160.0,96879.0,marshmallow,conda-forge/marshmallow,,27560562.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10281.0,27508202.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2042060.0,1.0,,,,,,,,,,,,,,,,,,, +38,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-09-08 14:32:30.000,2023-09-08 14:29:45,1357.0,43.0,345,66.0,530.0,120.0,537.0,4891,2023-04-16 10:50:23.776,23.1.0,27.0,145.0,41,True,839815.0,821771.0,attrs,conda-forge/attrs,,121917253.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18044.0,121515564.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,31331799.0,1.0,,,,,,,,,,,,,,,,,,, +39,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-09-12 00:11:27.000,2023-09-12 00:11:26,2556.0,51.0,567,60.0,330.0,31.0,751.0,4236,2023-08-07 07:44:59.000,4.19.0,97.0,108.0,41,True,463235.0,444504.0,jsonschema,conda-forge/jsonschema,64.0,98654930.0,https://pypi.org/project/jsonschema,2023-08-07 07:44:55.000,18731.0,97998029.0,https://anaconda.org/conda-forge/jsonschema,2023-08-11 13:47:58.317,22991492.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-09-12 14:09:18.000,2023-08-03 20:35:19,3011.0,34.0,1869,224.0,1094.0,206.0,618.0,20260,2023-08-03 20:36:56.000,2.3.0,38.0,303.0,40,True,23903.0,22318.0,cookiecutter,conda-forge/cookiecutter,,2552917.0,https://pypi.org/project/cookiecutter,2023-08-03 20:36:56.000,1585.0,2522920.0,https://anaconda.org/conda-forge/cookiecutter,2023-08-04 13:31:34.809,839938.0,1.0,,,,,,,,,,,,,,-1.0,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-09-09 18:44:03.000,2023-08-26 08:00:20,12812.0,19.0,3028,608.0,3514.0,978.0,3903.0,16245,2023-06-17 17:37:56.000,2.2.1,44.0,593.0,40,True,11453.0,10848.0,kivy,conda-forge/kivy,32913.0,115540.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,605.0,107192.0,https://anaconda.org/conda-forge/kivy,2023-06-18 03:53:02.810,321658.0,1.0,,,,,,,,,,,,,,,,,,, +42,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-09-14 08:03:11.000,2023-09-13 17:42:14,1543.0,25.0,1163,405.0,1254.0,56.0,986.0,4029,2023-08-10 08:06:07.000,8.9.0,133.0,198.0,40,True,46709.0,40621.0,elasticsearch,conda-forge/elasticsearch,3504.0,13594214.0,https://pypi.org/project/elasticsearch,2023-07-27 21:26:44.000,6088.0,13571389.0,https://anaconda.org/conda-forge/elasticsearch,2023-08-07 15:04:05.992,909020.0,1.0,,,,,,,,,,,,,,,,,,, +43,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-09-13 18:40:30.000,2023-09-13 18:40:27,1534.0,67.0,256,39.0,488.0,25.0,257.0,3191,2023-08-04 13:37:51.000,10.1.0,44.0,107.0,40,True,199940.0,191085.0,more-itertools,conda-forge/more-itertools,2800.0,51474408.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8855.0,51154305.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12482677.0,1.0,,,,,,,,,,,,,,,,,,, +44,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-09-14 13:29:41.000,2023-09-14 12:13:57,4715.0,86.0,972,107.0,3596.0,1169.0,2859.0,3091,2023-08-20 03:40:06.000,2023.8.0,82.0,445.0,40,True,22213.0,20279.0,xarray,conda-forge/xarray,,3816508.0,https://pypi.org/project/xarray,2023-08-20 03:40:06.000,1934.0,3580296.0,https://anaconda.org/conda-forge/xarray,2023-08-20 22:31:21.383,8976075.0,1.0,,,,,,,,,,,,,,,,,,, +45,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-09-04 09:21:43.000,2023-09-03 01:11:06,1167.0,24.0,260,25.0,168.0,31.0,283.0,1945,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,880331.0,848180.0,pyparsing,conda-forge/pyparsing,8257.0,87108692.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32151.0,85424562.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,38731845.0,1.0,,,,,,,,,,,,,,,,,,, +46,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-09-12 19:32:21.000,2023-08-17 01:44:46,1795.0,12.0,1361,209.0,850.0,163.0,925.0,9101,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,39,True,16256.0,14482.0,rq,conda-forge/rq,,1077372.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1774.0,1074536.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,96450.0,2.0,,,,,,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-09-14 13:34:24.000,2023-09-14 12:12:04,11554.0,452.0,1372,77.0,6858.0,149.0,1606.0,8766,2023-09-07 21:12:46.000,0.17.15,243.0,409.0,39,True,39.0,,great_expectations,conda-forge/great-expectations,,12167448.0,https://pypi.org/project/great_expectations,2023-09-07 21:01:18.000,39.0,12149680.0,https://anaconda.org/conda-forge/great-expectations,2023-09-07 22:22:30.357,710725.0,2.0,,,,,,,,,,,,,,,,,,, +48,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-05 02:59:38.000,2023-09-05 02:59:37,1083.0,6.0,1425,229.0,481.0,15.0,627.0,7379,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,184120.0,183728.0,PyMySQL,conda-forge/pymysql,,54100897.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,54069210.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1204143.0,2.0,,,,,,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-09-04 18:34:35.000,2023-08-09 16:44:53,2166.0,9.0,1359,150.0,961.0,297.0,1186.0,5305,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,20873.0,19468.0,kafka-python,conda-forge/kafka-python,1832.0,6931415.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1405.0,6925953.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,413956.0,2.0,,,,,,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-09-13 23:18:56.000,2023-09-13 18:31:43,5412.0,120.0,1135,238.0,1370.0,9.0,,3919,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20033.0,,pymongo,conda-forge/pymongo,,21881241.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20033.0,21849174.0,https://anaconda.org/conda-forge/pymongo,2023-08-23 12:53:01.162,1218557.0,2.0,,,,,,,,,,,,,,,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-09-06 04:56:47.000,2023-08-29 14:53:43,1485.0,22.0,384,60.0,699.0,400.0,461.0,3416,2023-08-09 09:27:06.000,1.3.2,110.0,124.0,39,True,337047.0,330794.0,joblib,conda-forge/joblib,,38098577.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6253.0,37531756.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,21539226.0,2.0,,,,,,,,,,,,,,,,,,, +52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-09-11 15:12:03.000,2023-09-11 15:11:07,3059.0,12.0,487,74.0,290.0,19.0,1235.0,3030,2023-08-05 10:35:31.000,2.9.7,60.0,133.0,39,False,709547.0,648071.0,psycopg2,psycopg2,,14893031.0,https://pypi.org/project/psycopg2,2023-08-05 10:35:31.000,61456.0,14890552.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,233029.0,2.0,,,,,,,,,,,,,,,20.0,,,, +53,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-09-13 22:21:26.000,2023-09-13 22:21:22,2836.0,31.0,449,63.0,202.0,60.0,494.0,2468,2023-05-19 08:13:05.062,3.18.0,46.0,143.0,39,True,78282.0,76659.0,pycryptodomex,conda-forge/pycryptodomex,93.0,32897130.0,https://pypi.org/project/pycryptodomex,2023-05-19 08:13:05.062,1623.0,32876305.0,https://anaconda.org/conda-forge/pycryptodomex,2023-06-16 13:24:03.696,1436964.0,2.0,,,,,,,,,,,,,,,,,,, +54,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-09-05 16:51:25.000,2023-08-29 22:07:06,320.0,4.0,469,54.0,255.0,265.0,304.0,2259,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1004909.0,928858.0,pyyaml,conda-forge/pyyaml,,210652895.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76051.0,209593959.0,https://anaconda.org/conda-forge/pyyaml,2023-08-22 21:04:05.018,38121725.0,1.0,,,,,,,,,,,,,,,,,,, +55,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-08-27 12:48:49.000,2023-06-06 19:08:37,1575.0,,440,45.0,624.0,341.0,399.0,2127,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1174620.0,1170347.0,python-dateutil,conda-forge/python-dateutil,35041.0,210229091.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,209676349.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,48611145.0,1.0,,,,,,,,,,,,,,,,,,, +56,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-09-12 16:38:55.000,2023-08-31 14:53:42,4262.0,7.0,503,57.0,879.0,252.0,1191.0,1922,2023-06-20 09:17:29.999,3.9.0,37.0,195.0,39,True,246528.0,231712.0,h5py,conda-forge/h5py,2813.0,15910312.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14816.0,15575914.0,https://anaconda.org/conda-forge/h5py,2023-08-22 02:01:37.143,13040137.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +57,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-09-14 10:52:29.000,2023-09-14 10:52:20,1974.0,14.0,194,26.0,586.0,91.0,192.0,573,2023-09-14 10:52:36.000,5.10.0,43.0,110.0,39,True,367739.0,353048.0,traitlets,conda-forge/traitlets,189.0,26363208.0,https://pypi.org/project/traitlets,2023-09-14 10:52:29.000,14691.0,26106355.0,https://anaconda.org/conda-forge/traitlets,2023-06-16 13:18:01.783,22858994.0,1.0,,,,,,,,,,,,,,2.0,,,,, +58,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-09-14 12:45:47.000,2023-09-14 12:45:47,7335.0,749.0,1140,135.0,6130.0,1019.0,3916.0,20216,2023-09-05 14:33:38.000,py-0.19.2,309.0,277.0,38,True,251.0,2.0,polars,,,2190754.0,https://pypi.org/project/polars,2023-09-05 15:07:49.000,249.0,2190754.0,,,,2.0,,,,,,,,,,,,,,,,,,, +59,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-29 13:00:18.000,2023-08-29 10:07:13,6966.0,362.0,1225,345.0,235.0,39.0,443.0,13315,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,38,True,924.0,919.0,tink,,1092.0,109450.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,109029.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,406.0,,,,,,,,,,,,,, +60,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-09-13 11:43:49.000,2023-07-04 10:52:46,2705.0,6.0,687,152.0,723.0,569.0,549.0,8555,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,33891030.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,33397879.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,18246618.0,2.0,,,,,,,,,,,,,,,,,,, +61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-09-13 18:34:15.000,2023-09-13 18:34:14,1700.0,30.0,3258,138.0,864.0,110.0,1162.0,5966,2023-07-17 22:17:49.000,27.2.0,89.0,186.0,38,True,1389.0,,kubernetes,conda-forge/kubernetes,,16717764.0,https://pypi.org/project/kubernetes,2023-09-08 22:06:13.000,1389.0,16706556.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,448349.0,2.0,,,,,,,,,,,,,,,,,,, +62,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-09-14 11:20:18.985,2023-09-11 17:43:22,1737.0,33.0,197,19.0,127.0,101.0,891.0,2114,2023-08-31 17:27:27.000,rel_1_12_0,120.0,172.0,38,True,190138.0,178640.0,alembic,conda-forge/alembic,,31726238.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11498.0,31624507.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3662347.0,2.0,,,,,,,,,,,,,,,,,,, +63,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-09-12 15:19:54.000,2023-09-12 15:19:51,960.0,64.0,230,52.0,153.0,19.0,198.0,1515,2023-01-28 14:21:04.349,2.0.2,47.0,67.0,38,True,293912.0,283512.0,greenlet,conda-forge/greenlet,,65527276.0,https://pypi.org/project/greenlet,2023-09-12 15:19:43.000,10400.0,65423951.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7852772.0,1.0,,,,,,,,,,,,,,1.0,,,,, +64,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-09-11 22:37:09.000,2023-09-11 22:37:08,894.0,58.0,107,27.0,274.0,58.0,266.0,1376,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,170620.0,170112.0,anyio,conda-forge/anyio,,43066255.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,42826813.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,9577685.0,1.0,,,,,,,,,,,,,,,,,,, +65,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-09-13 15:51:36.000,2023-09-13 15:51:36,2195.0,32.0,268,21.0,770.0,206.0,384.0,649,2023-09-02 11:51:38.000,2023.9.0,70.0,196.0,38,True,63152.0,62465.0,fsspec,conda-forge/fsspec,,123160860.0,https://pypi.org/project/fsspec,2023-09-02 11:51:38.000,687.0,122809579.0,https://anaconda.org/conda-forge/fsspec,2023-09-02 12:51:43.769,14051275.0,1.0,,,,,,,,,,,,,,,,,,, +66,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-09-06 06:50:35.000,2023-02-13 20:24:46,287.0,,1407,377.0,163.0,144.0,172.0,25194,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,26513.0,24705.0,fire,conda-forge/fire,,6422683.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1808.0,6412884.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,734942.0,2.0,,,,,,,,,,,,,,,,,,, +67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-09-13 18:35:02.000,2023-09-07 01:03:05,4083.0,5.0,2376,481.0,2275.0,118.0,878.0,16784,2023-05-04 09:55:49.000,3.3.0,79.0,601.0,37,True,2607.0,2194.0,luigi,luigi,,556551.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,411.0,556400.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13793.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-09-06 18:17:03.000,2023-08-31 02:24:25,1595.0,16.0,1950,464.0,550.0,461.0,1307.0,14207,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,130.0,13.0,fabric,conda-forge/fabric,,4098561.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4096379.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,69842.0,3.0,,,,,,,,,,,,,,,,,,, +69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-09-14 09:16:20.000,2023-08-11 17:25:03,926.0,1.0,555,228.0,239.0,86.0,251.0,9542,2023-07-20 16:25:44.046,0.4.0,78.0,57.0,37,True,97003.0,95109.0,uvloop,conda-forge/uvloop,422.0,6482531.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1894.0,6473581.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,635195.0,2.0,,,,,,,,,,,,,,,,,,, +70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-09-14 13:05:26.000,2023-09-13 18:12:23,2601.0,127.0,620,114.0,2790.0,794.0,3031.0,8956,2023-08-22 10:02:40.000,0.23.1,82.0,120.0,37,True,1172.0,1139.0,modin,conda-forge/modin-core,196708.0,944097.0,https://pypi.org/project/modin,2023-08-22 10:00:15.000,33.0,930618.0,https://anaconda.org/conda-forge/modin-core,2023-08-24 14:16:33.550,267997.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +71,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-09-14 12:13:22.000,2023-09-13 17:25:22,2395.0,113.0,809,105.0,1323.0,338.0,1142.0,8670,2023-08-31 10:35:56.000,0.18.13,45.0,202.0,37,True,1937.0,1872.0,kedro,,,340031.0,https://pypi.org/project/kedro,2023-08-31 10:35:56.000,65.0,340031.0,,,,2.0,,,,,,,,,,,,,,,,,,, +72,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-09-14 12:45:49.000,2023-09-14 00:17:33,6381.0,190.0,1323,134.0,3873.0,491.0,3982.0,7496,2023-09-07 22:05:38.000,1.6.2,173.0,296.0,37,True,3294.0,3264.0,dbt,conda-forge/dbt,2579.0,108956.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,105816.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,247544.0,2.0,,,,,,,,,,,,,,-1.0,,dbt,,, +73,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-08-26 15:29:20.000,2023-04-18 19:22:32,4081.0,,1225,139.0,1101.0,377.0,1320.0,4048,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,24978.0,21390.0,mongoengine,conda-forge/mongoengine,,930208.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3588.0,927596.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,222089.0,2.0,,,,,,,,,,,,,,,,,,, +74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-09-13 14:29:25.000,2023-09-13 13:54:08,2243.0,44.0,634,60.0,1397.0,32.0,952.0,3574,2023-09-11 18:35:05.000,3.4.0,141.0,135.0,37,True,1258.0,1201.0,awswrangler,conda-forge/awswrangler,205313.0,29361912.0,https://pypi.org/project/awswrangler,2023-09-11 18:08:42.000,57.0,29347220.0,https://anaconda.org/conda-forge/awswrangler,2023-09-11 20:25:32.132,412999.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +75,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-09-05 14:10:38.000,2023-09-01 20:46:41,2713.0,5.0,1180,199.0,1205.0,168.0,1789.0,3215,2023-05-05 16:39:25.000,4.2.0,42.0,222.0,37,True,4101.0,3838.0,netmiko,,,178310.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,263.0,178310.0,,,,3.0,,,,,,,,,,,,,,,,,,, +76,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-08-09 19:02:58.000,2023-08-09 19:02:54,1138.0,45.0,238,51.0,264.0,13.0,330.0,3018,2023-08-09 12:51:08.000,1.3.5,27.0,65.0,37,True,15176.0,14044.0,cerberus,conda-forge/cerberus,,4554503.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1132.0,4550469.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,342957.0,2.0,,,,,,,,,,,,,,,,,,, +77,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-09-12 20:50:46.000,2023-09-12 11:51:54,1603.0,3.0,463,96.0,304.0,183.0,310.0,2419,2020-01-21 16:37:03.000,4.8.0,19.0,104.0,37,True,323927.0,307793.0,pexpect,conda-forge/pexpect,4363.0,34881535.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16134.0,34705597.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15655303.0,1.0,,,,,,,,,,,,,,,,,,, +78,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-09-13 02:16:47.000,2023-09-13 02:16:10,997.0,14.0,172,23.0,150.0,169.0,326.0,1988,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,120362.0,116486.0,dill,conda-forge/dill,290899.0,34533674.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3876.0,34403289.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,4989729.0,2.0,,,,,,,,,,,,,,,,,,, +79,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-08-13 04:53:26.000,2023-01-29 03:07:44,1874.0,,278,38.0,239.0,198.0,198.0,1165,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,309426.0,292164.0,future,conda-forge/future,,32375150.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17262.0,32232857.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12237206.0,1.0,,,,,,,,,,,,,,,,,,, +80,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,False,1961328.0,1825853.0,six,conda-forge/six,,191892748.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135475.0,191357919.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,47064961.0,1.0,,,,,,,,,,,,,,,,,,, +81,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-09-13 10:54:59.000,2023-09-02 09:11:13,1685.0,27.0,258,54.0,1059.0,84.0,522.0,637,2023-07-20 15:54:44.860,0.0.1,148.0,130.0,37,True,23121.0,22008.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,35335988.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1113.0,35264641.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2711203.0,2.0,,,,,,,,,,,,,,,,,,, +82,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-09-09 17:30:27.000,2023-09-09 17:30:27,6824.0,38.0,1752,229.0,3055.0,707.0,2694.0,12023,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,9925.0,9610.0,pysimplegui,conda-forge/pysimplegui,,347810.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,345326.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,121747.0,2.0,,,,,,,,,,,,,,,,,,, +83,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-17 11:21:45.000,2023-04-11 15:40:50,389.0,,936,212.0,178.0,152.0,281.0,11070,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,29823.0,28391.0,schedule,conda-forge/schedule,,1871871.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1432.0,1870965.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,40781.0,3.0,,,,,,,,,,,,,,,,,,, +84,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-09-12 05:31:00.000,2023-09-12 05:30:56,1397.0,1.0,643,136.0,670.0,98.0,398.0,8359,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,36,True,73008.0,68241.0,arrow,conda-forge/arrow,,16185011.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4767.0,16158344.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,2346719.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +85,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,185.0,7834,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,113500.0,101096.0,docopt,conda-forge/docopt,,10063943.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12404.0,10042530.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1905821.0,2.0,,,,,,,,,,,,,,,,,,, +86,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,27.0,505,138.0,234.0,4.0,457.0,6695,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15745.0,13114.0,sh,conda-forge/sh,,4425044.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2631.0,4419817.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,182966.0,2.0,,,,,,,,,,,,,,,,,,, +87,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,2.0,374,36.0,227.0,40.0,226.0,6350,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,559114.0,550342.0,python-dotenv,conda-forge/python-dotenv,,30449528.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8772.0,30379276.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2669605.0,2.0,,,,,,,,,,,,,,,,,,, +88,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-08-10 15:07:56.000,2023-07-28 08:24:09,1442.0,1.0,682,137.0,381.0,171.0,453.0,5966,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,115132.0,107039.0,watchdog,conda-forge/watchdog,,11558885.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8093.0,11530272.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2432166.0,2.0,,,,,,,,,,,,,,,,,,, +89,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-09-08 16:08:16.000,2023-09-08 15:57:45,605.0,31.0,174,33.0,84.0,3.0,339.0,4905,2023-09-08 16:08:05.000,3.9.7,114.0,22.0,36,True,58511.0,57423.0,orjson,conda-forge/orjson,,14598268.0,https://pypi.org/project/orjson,2023-09-08 16:08:16.000,1088.0,14575608.0,https://anaconda.org/conda-forge/orjson,2023-09-08 03:28:16.463,906429.0,2.0,,,,,,,,,,,,,,,,,,, +90,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-09-11 13:37:07.000,2023-07-24 18:25:47,848.0,11.0,864,333.0,535.0,271.0,841.0,3401,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,36,True,7544.0,7106.0,confluent-kafka,conda-forge/python-confluent-kafka,,9796030.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,438.0,9774113.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-07-25 19:54:38.771,767107.0,2.0,,,,,,,,,,,,,,,,,,, +91,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-09-08 22:08:32.806,2023-09-08 17:01:09,1335.0,5.0,614,119.0,120.0,16.0,874.0,3325,2023-09-08 17:01:42.000,3.1.3,160.0,47.0,36,True,69902.0,65962.0,xlsxwriter,conda-forge/xlsxwriter,,12564771.0,https://pypi.org/project/xlsxwriter,2023-09-08 17:01:42.000,3940.0,12492401.0,https://anaconda.org/conda-forge/xlsxwriter,2023-09-08 22:08:32.806,2894830.0,3.0,,,,,,,,,,,,,,,,,,, +92,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-09-14 12:34:34.000,2023-09-14 12:34:33,6289.0,757.0,438,78.0,4771.0,93.0,2192.0,3094,2023-08-31 16:02:11.000,6.2.0,53.0,191.0,36,True,637.0,589.0,ibis-framework,conda-forge/ibis-framework,97.0,111272.0,https://pypi.org/project/ibis-framework,2023-09-10 00:04:07.000,48.0,103468.0,https://anaconda.org/conda-forge/ibis-framework,2023-09-11 16:31:39.369,304230.0,2.0,,,,,,,,,,,,,,,,,,, +93,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,154.0,3041,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,131582.0,129387.0,sortedcontainers,conda-forge/sortedcontainers,,26746836.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2195.0,26619405.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,10959125.0,1.0,,,,,,,,,,,,,,,,,,, +94,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-09-12 07:23:54.000,2023-09-12 07:23:52,2649.0,36.0,474,122.0,544.0,291.0,1489.0,2699,2023-08-26 10:14:21.000,0.30.11,156.0,63.0,36,True,30005.0,29366.0,xlwings,conda-forge/xlwings,21465.0,134819.0,https://pypi.org/project/xlwings,2023-08-26 10:14:21.000,639.0,117955.0,https://anaconda.org/conda-forge/xlwings,2023-08-27 16:42:04.348,658081.0,1.0,,,,,,,,,,,,,,,,,,, +95,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-12 18:15:47.000,2023-09-12 18:15:46,1072.0,13.0,439,55.0,287.0,11.0,317.0,2309,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,36,True,144067.0,136860.0,mysqlclient,conda-forge/mysqlclient,5264.0,3902524.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7207.0,3894745.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,293259.0,2.0,,,,,,,,,,,,,,,,,,, +96,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-09-13 21:56:27.000,2023-09-13 19:34:32,9894.0,200.0,931,86.0,1756.0,74.0,122.0,1956,2023-08-10 08:07:04.000,3.8.0,71.0,469.0,36,True,861.0,,apache-libcloud,,,171800.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,171800.0,,,,2.0,,,,,,,,,,,,,,1.0,,,,, +97,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-14 08:41:58.000,2023-09-13 09:40:04,861.0,9.0,247,47.0,285.0,8.0,268.0,1785,2023-03-09 02:43:32.000,1.0.5,21.0,78.0,36,True,104891.0,102590.0,msgpack,conda-forge/msgpack-python,1136.0,35853218.0,https://pypi.org/project/msgpack,2023-09-13 23:28:56.000,2301.0,35686536.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,13666629.0,2.0,,,,,,,,,,,,,,,,,,, +98,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-09-14 10:28:41.000,2023-09-14 03:03:31,15112.0,241.0,6741,729.0,5511.0,1673.0,3591.0,17193,2023-04-26 15:20:33.000,1.20.0,14.0,594.0,35,True,14.0,,micropython-_markupbase,,65750.0,900.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +99,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-09-13 17:01:29.000,2023-08-01 09:36:09,471.0,14.0,476,68.0,274.0,208.0,166.0,12043,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2346.0,13.0,typer,conda-forge/typer,,12372035.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12331633.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1656496.0,2.0,,,,,,,,,,,,,,,,,,, +100,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-08-23 17:01:28.000,2023-08-09 19:45:42,2428.0,4.0,1222,234.0,475.0,145.0,1000.0,7910,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11572.0,9617.0,supervisor,conda-forge/supervisor,,1859293.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1955.0,1856165.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,275346.0,3.0,,,,,,,,,,,,,,,,,,, +101,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-08-19 19:59:58.000,2023-08-17 23:23:46,822.0,26.0,336,70.0,260.0,241.0,290.0,5583,2020-07-24 18:17:05.000,2.1.2,53.0,93.0,35,True,23419.0,22200.0,pendulum,conda-forge/pendulum,166.0,12297946.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1219.0,12286982.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,822299.0,2.0,,,,,,,,,,,,,,,,,,, +102,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-08-03 13:17:25.000,2023-03-12 19:26:01,221.0,,469,106.0,94.0,87.0,162.0,5230,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,63308.0,57752.0,xmltodict,conda-forge/xmltodict,,28660981.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5556.0,28622414.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3278197.0,2.0,,,,,,,,,,,,,,,,,,, +103,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-07-20 06:11:18.000,2022-11-03 19:39:10,1206.0,,251,83.0,348.0,118.0,142.0,4318,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,113638.0,110173.0,toolz,conda-forge/toolz,,22186809.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,21980639.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,17936820.0,2.0,,,,,,,,,,,,,,,,,,, +104,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-09-11 18:03:22.000,2023-09-06 06:06:59,1174.0,6.0,582,136.0,316.0,33.0,217.0,4274,2023-07-20 15:47:29.216,0.0.1,45.0,123.0,35,True,74999.0,73723.0,tablib,conda-forge/tablib,,1883470.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1276.0,1882360.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,91035.0,2.0,,,,,,,,,,,,,,,,,,, +105,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-09-13 01:55:16.000,2023-08-17 16:45:08,888.0,11.0,368,88.0,264.0,26.0,315.0,4129,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,4427.0,,ujson,conda-forge/ujson,,8679055.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4427.0,8619751.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,4210598.0,2.0,,,,,,,,,,,,,,,,,,, +106,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-08 05:34:50.000,2023-09-08 05:34:49,1032.0,9.0,818,425.0,382.0,159.0,1149.0,3694,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,35,True,10459.0,9477.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,2837953.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,982.0,2837838.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7977.0,2.0,,,,,,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-09-07 07:36:43.098,2023-09-07 05:24:03,1597.0,26.0,418,88.0,111.0,7.0,165.0,3295,2023-09-07 05:33:18.000,8.13.20,229.0,29.0,35,True,1434.0,,phonenumbers,conda-forge/phonenumbers,,4714511.0,https://pypi.org/project/phonenumbers,2023-09-07 05:33:18.000,1434.0,4685526.0,https://anaconda.org/conda-forge/phonenumbers,2023-09-07 07:36:43.098,811589.0,1.0,,,,,,,,,,,,,,,,,,, +108,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3238,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,764717.0,743410.0,colorama,conda-forge/colorama,,113080845.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21307.0,112795933.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,25357238.0,2.0,,,,,,,,,,,,,,,,,,, +109,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584,95.0,178.0,30.0,310.0,2975,,,21.0,83.0,35,True,669230.0,652044.0,pycparser,conda-forge/pycparser,,106911085.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17186.0,106508833.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,34191475.0,2.0,,,,,,,,,,,,,,,,,,, +110,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-09-14 00:45:48.000,2023-08-31 21:17:15,491.0,37.0,550,125.0,216.0,58.0,951.0,2731,2023-04-14 14:28:04.558,4.0.39,61.0,54.0,35,False,52258.0,50110.0,pyodbc,conda-forge/pyodbc,,23459012.0,https://pypi.org/project/pyodbc,2023-08-29 05:26:51.000,2148.0,23443544.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1129232.0,2.0,,,,,,,,,,,,,,,,,,, +111,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-08-17 19:25:44.000,2023-08-17 19:25:44,249.0,38.0,144,36.0,63.0,49.0,64.0,2369,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,35,True,110076.0,108114.0,aiofiles,conda-forge/aiofiles,,15892272.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1962.0,15880713.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,820700.0,2.0,,,,,,,,,,,,,,,,,,, +112,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-09-14 07:34:08.000,2023-09-12 05:49:56,1030.0,35.0,201,26.0,157.0,69.0,195.0,1741,2023-09-12 05:50:40.000,6.5.0,72.0,77.0,35,True,8855.0,8049.0,deepdiff,conda-forge/deepdiff,,12483701.0,https://pypi.org/project/deepdiff,2023-09-12 05:50:40.000,806.0,12475176.0,https://anaconda.org/conda-forge/deepdiff,2023-09-12 14:25:21.517,332505.0,1.0,,,,,,,,,,,,,,,,,,, +113,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,330,67.0,122.0,19.0,175.0,1586,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,35,True,132804.0,111881.0,simplejson,conda-forge/simplejson,6361.0,16901984.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20923.0,16863464.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2845429.0,2.0,,,,,,,,,,,,,,,,,,, +114,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-09-14 06:35:17.000,2023-08-04 01:25:18,424.0,2.0,152,29.0,276.0,86.0,161.0,1428,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,90298.0,87412.0,cloudpickle,conda-forge/cloudpickle,27.0,30690610.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2886.0,30529856.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14467932.0,2.0,,,,,,,,,,,,,,,,,,, +115,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-09-12 09:56:43.000,2023-09-09 06:56:38,4497.0,15.0,253,60.0,352.0,153.0,540.0,1229,2022-12-23 13:29:42.000,3.8.0,43.0,121.0,35,True,51157.0,48606.0,tables,conda-forge/pytables,176.0,786843.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2551.0,617907.0,https://anaconda.org/conda-forge/pytables,2023-09-10 19:38:48.262,6419506.0,2.0,,,,,,,,,,,,,,,,,,, +116,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,18.0,160,34.0,164.0,68.0,233.0,1155,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2405.0,,jsonpickle,conda-forge/jsonpickle,,9450252.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2405.0,9398789.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1492427.0,2.0,,,,,,,,,,,,,,,,,,, +117,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-09-13 17:32:32.000,2023-07-23 13:01:17,2027.0,41.0,141,19.0,159.0,57.0,435.0,1100,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4128.0,,keyring,conda-forge/keyring,,34690155.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4128.0,34593940.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3656173.0,3.0,,,,,,,,,,,,,,,,,,, +118,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,42.0,114.0,146.0,270.0,1097,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,29484.0,28791.0,py4j,conda-forge/py4j,,30558372.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,693.0,30510932.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4032466.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,, +119,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-09-14 10:55:57.000,2023-09-13 18:35:10,2086.0,166.0,404,19.0,999.0,98.0,360.0,1024,2023-09-04 17:45:57.000,.0.32,60.0,219.0,35,True,13195.0,12753.0,holidays,conda-forge/holidays,189.0,5909471.0,https://pypi.org/project/holidays,2023-09-04 17:55:46.000,442.0,5814210.0,https://anaconda.org/conda-forge/holidays,2023-09-04 19:36:16.338,3619886.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,, +120,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-09-14 02:43:05.000,2023-09-13 03:11:12,2773.0,17.0,598,150.0,481.0,228.0,991.0,11069,2023-09-14 02:43:05.000,1.10.0,219.0,63.0,34,True,2240.0,2194.0,dearpygui,,,28596.0,https://pypi.org/project/dearpygui,2023-09-13 02:53:14.000,46.0,28596.0,,,,2.0,,,,,,,,,,,,,,,,,,, +121,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-09-14 13:36:45.000,2023-09-12 10:51:56,8124.0,427.0,519,83.0,2125.0,47.0,384.0,6847,2023-09-08 19:44:56.000,3.6.25,154.0,118.0,34,True,2366.0,2312.0,hub,,,3236.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3236.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +122,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-09-11 21:16:12.000,2023-09-11 21:16:12,533.0,12.0,742,68.0,402.0,92.0,406.0,3542,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,34,True,748.0,,prometheus_client,conda-forge/prometheus_client,,24393460.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,24061139.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,13292867.0,2.0,,,,,,,,,,,,,,,,,,, +123,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-09-13 18:34:06.000,2023-09-13 18:32:57,715.0,28.0,296,34.0,494.0,107.0,358.0,3209,2023-09-13 18:34:47.000,3.2.3,85.0,113.0,34,True,7399.0,7132.0,dynaconf,conda-forge/dynaconf,,1690384.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,267.0,1688744.0,https://anaconda.org/conda-forge/dynaconf,2023-08-31 09:12:43.108,57423.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +124,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-05 13:59:11.000,2023-09-05 13:59:07,1264.0,4.0,185,49.0,310.0,127.0,221.0,2671,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5260.0,4792.0,plumbum,conda-forge/plumbum,,1753302.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,468.0,1741178.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,982084.0,3.0,,,,,,,,,,,,,,,,,,, +125,docarray,jina-ai/docarray,"Represent, send, and store multimodal data Neural Search Vector Search Document Store.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-09-10 21:06:28.000,2023-09-10 21:06:26,1394.0,76.0,189,47.0,1161.0,61.0,546.0,2473,2023-09-07 13:40:49.000,0.38.0,719.0,65.0,34,True,2774.0,2759.0,docarray,conda-forge/docarray,,103724.0,https://pypi.org/project/docarray,2023-09-07 13:59:57.000,15.0,97922.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,116053.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,, +126,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-09-07 10:09:16.000,2023-08-25 18:02:53,328.0,4.0,279,48.0,102.0,38.0,184.0,2395,2022-06-07 20:16:57.000,0.4.27,28.0,60.0,34,True,50065.0,46785.0,python-magic,conda-forge/python-magic,,5693515.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3280.0,5690548.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,228487.0,2.0,,,,,,,,,,,,,,,,,,, +127,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-09-14 02:39:40.000,2023-08-21 14:51:26,1497.0,1.0,443,133.0,553.0,301.0,371.0,2338,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,34,True,25065.0,23810.0,dateparser,conda-forge/dateparser,,3807400.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1255.0,3805258.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,171396.0,3.0,,,,,,,,,,,,,,,,,,, +128,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-09-08 01:39:49.000,2023-09-05 16:58:54,1745.0,15.0,204,87.0,225.0,,,2209,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,70538.0,69375.0,motor,conda-forge/motor,,1149960.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1163.0,1148223.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,60802.0,2.0,,,,,,,,,,,,,,,,,,, +129,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-09-13 09:14:03.000,2023-09-12 21:57:57,795.0,24.0,199,63.0,95.0,64.0,289.0,2011,2023-09-12 15:20:25.000,2.8.6,50.0,67.0,34,True,3135.0,,numexpr,conda-forge/numexpr,421.0,7144480.0,https://pypi.org/project/numexpr,2023-09-12 15:20:25.000,3135.0,6963133.0,https://anaconda.org/conda-forge/numexpr,2023-07-21 14:57:14.461,7072349.0,2.0,,,,,,,,,,,,,,,,,,, +130,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-07-21 18:59:52.000,2022-12-29 07:29:09,696.0,,141,43.0,110.0,26.0,144.0,1900,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,314728.0,312421.0,pyrsistent,conda-forge/pyrsistent,,37496963.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2307.0,37159484.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19911289.0,1.0,,,,,,,,,,,,,,,,,,, +131,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-25 06:51:15.000,2023-07-25 06:51:09,713.0,14.0,215,44.0,69.0,42.0,136.0,1886,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,11838.0,,wrapt,conda-forge/wrapt,,77547448.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11838.0,77398218.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12684580.0,2.0,,,,,,,,,,,,,,,,,,, +132,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,24.0,264,25.0,116.0,11.0,146.0,1718,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,61529.0,60054.0,emoji,conda-forge/emoji,,2443279.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1475.0,2441672.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,59467.0,1.0,,,,,,,,,,,,,,,,,,, +133,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-09-14 12:29:03.000,2023-08-24 19:56:23,736.0,3.0,115,35.0,208.0,53.0,189.0,1256,2023-06-11 23:38:46.083,3.1.1,117.0,67.0,34,True,48147.0,45964.0,argcomplete,conda-forge/argcomplete,309.0,19618841.0,https://pypi.org/project/argcomplete,2023-06-11 23:38:46.083,2183.0,19602135.0,https://anaconda.org/conda-forge/argcomplete,2023-06-12 16:33:42.287,1319608.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +134,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,2.0,313,31.0,326.0,183.0,237.0,1134,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,26639.0,24517.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4707592.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2122.0,4701554.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,507225.0,2.0,,,,,,,,,,,,,,,,,,, +135,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-09-12 10:01:39.000,2023-09-12 10:01:35,691.0,68.0,125,21.0,264.0,41.0,126.0,1009,2023-08-26 19:10:18.000,1.3.0,21.0,47.0,34,True,10460.0,,pluggy,conda-forge/pluggy,,80698343.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10460.0,80066616.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,22110452.0,2.0,,,,,,,,,,,,,,,,,,, +136,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,25.0,56.0,13.0,93.0,777,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,496562.0,472211.0,decorator,conda-forge/decorator,,66311795.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24351.0,66040558.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,23326402.0,2.0,,,,,,,,,,,,,,,,,,, +137,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-09-13 18:24:17.350,2023-09-13 15:59:51,272.0,23.0,89,14.0,171.0,10.0,90.0,576,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,315788.0,313071.0,filelock,conda-forge/filelock,,95583228.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2717.0,95214125.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,14764141.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,, +138,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-09-02 16:04:44.000,2023-08-23 18:21:51,804.0,14.0,131,24.0,92.0,53.0,134.0,298,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,110340.0,103273.0,asn1crypto,conda-forge/asn1crypto,,50291723.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7067.0,50182073.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8223754.0,3.0,,,,,,,,,,,,,,,,,,, +139,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,77,15.0,35.0,35.0,45.0,275,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,34,True,1729225.0,1646111.0,pytz,conda-forge/pytz,,132572956.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83114.0,131258269.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,44699376.0,3.0,,,,,,,,,,,,,,,,,,, +140,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,233,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,411901.0,396861.0,pyasn1,conda-forge/pyasn1,,134248641.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15040.0,121310224.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,12938417.0,3.0,,,,,,,,,,,,,,,,,,, +141,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-08-16 01:29:55.463,2023-08-15 20:53:35,559.0,8.0,123,17.0,215.0,46.0,35.0,180,2023-08-15 22:06:39.000,0.6.2,34.0,36.0,34,True,240066.0,235722.0,s3transfer,conda-forge/s3transfer,,240120894.0,https://pypi.org/project/s3transfer,2023-08-15 22:06:39.000,4344.0,239645249.0,https://anaconda.org/conda-forge/s3transfer,2023-08-16 01:29:55.463,16647585.0,2.0,,,,,,,,,,,,,,,,,,, +142,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-09-05 15:45:52.000,2023-05-22 23:51:10,520.0,,1987,375.0,452.0,343.0,180.0,31450,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1182.0,1147.0,diagrams,conda-forge/diagrams,,104342.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,100075.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,170687.0,2.0,,,,,,,,,,,,,,,,,,, +143,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-08-14 22:59:59.000,2023-08-01 09:19:41,246.0,10.0,453,143.0,252.0,236.0,146.0,10634,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7371.0,7252.0,sqlmodel,conda-forge/sqlmodel,,538483.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,537748.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,18391.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,, +144,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-09-03 18:56:39.000,2023-07-24 18:53:19,697.0,3.0,512,106.0,154.0,12.0,291.0,6076,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12398.0,11517.0,tinydb,conda-forge/tinydb,,495534.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,881.0,491638.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,338964.0,2.0,,,,,,,,,,,,,,,,,,, +145,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-08-21 07:09:39.000,2023-08-21 07:09:39,474.0,5.0,247,49.0,190.0,91.0,145.0,5214,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1417.0,,tenacity,conda-forge/tenacity,,35333413.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1417.0,35181960.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5300887.0,2.0,,,,,,,,,,,,,,,,,,, +146,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-09-02 05:02:14.000,2023-08-30 02:01:45,1184.0,9.0,325,40.0,478.0,486.0,492.0,3808,2023-08-11 03:44:09.000,0.20.0,151.0,122.0,33,True,6345.0,6252.0,tortoise-orm,conda-forge/tortoise-orm,13.0,94598.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,94041.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15055.0,2.0,,,,,,,,,,,,,,,,,,, +147,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,9.0,253,51.0,200.0,125.0,195.0,3518,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20190.0,20070.0,databases,conda-forge/databases,,374061.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,370636.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,188384.0,2.0,,,,,,,,,,,,,,,,,,, +148,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-05 02:24:37.000,2023-09-05 02:20:15,4009.0,22.0,233,86.0,77.0,313.0,329.0,3304,2022-01-27 22:51:06.000,0.7.16,47.0,28.0,33,True,4000.0,3638.0,pony,conda-forge/pony,66.0,103793.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,362.0,102602.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,95295.0,2.0,,,,,,,,,,,,,,,,,,, +149,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-09-10 08:53:31.000,2023-09-07 02:59:25,1023.0,12.0,365,50.0,375.0,82.0,310.0,2946,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,15215745.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,15161355.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2066821.0,2.0,,,,,,,,,,,,,,,,,,, +150,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,97.0,160.0,3.0,,2088,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,190753.0,182261.0,xlrd,conda-forge/xlrd,,20138307.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8492.0,20093680.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3480928.0,2.0,,,,,,,,,,,,,,,,,,, +151,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-13 20:41:41.000,2023-08-01 19:17:09,382.0,2.0,250,49.0,149.0,56.0,85.0,1962,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39306.0,5.0,chardet,conda-forge/chardet,,55366165.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39298.0,54769407.0,https://anaconda.org/conda-forge/chardet,2023-08-16 22:02:25.288,21476613.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,186.0,,,,,,,,,,,,,, +152,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-13 01:37:08.000,2023-03-31 03:02:29,558.0,,170,35.0,160.0,46.0,85.0,1909,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,6991.0,,jmespath,conda-forge/jmespath,,122097066.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6991.0,121905229.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16498001.0,3.0,,,,,,,,,,,,,,,,,,, +153,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-09-04 12:24:01.000,2023-06-30 09:55:43,681.0,5.0,223,63.0,396.0,128.0,605.0,1455,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,33,True,5947.0,,typing,conda-forge/typing,,8269251.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5947.0,8237498.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2857828.0,2.0,,,,,,,,,,,,,,,,,,, +154,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-09-14 11:40:22.000,2023-08-28 07:09:20,1820.0,34.0,225,46.0,829.0,278.0,371.0,1218,2023-08-18 14:29:58.000,2.16.1,73.0,90.0,33,True,3074.0,2669.0,zarr,conda-forge/zarr,,369147.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,405.0,300205.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2619802.0,2.0,,,,,,,,,,,,,,,,,,, +155,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1154,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3533.0,3449.0,petl,conda-forge/petl,,953967.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,84.0,948657.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,207114.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +156,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-09-14 06:44:34.000,2023-09-14 06:44:26,521.0,48.0,144,29.0,519.0,5.0,114.0,1048,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,8060.0,,bcrypt,conda-forge/bcrypt,,39563557.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8060.0,39457123.0,https://anaconda.org/conda-forge/bcrypt,2023-09-02 11:55:37.668,3938080.0,3.0,,,,,,,,,,,,,,,,,,, +157,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-09-12 12:44:20.000,2023-09-02 08:51:42,335.0,20.0,141,15.0,152.0,13.0,131.0,828,2023-09-02 09:17:56.000,0.22.0,42.0,48.0,33,True,84548.0,82801.0,validators,conda-forge/validators,6.0,6523007.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1747.0,6510135.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,489120.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,, +158,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-09-11 11:10:37.000,2023-09-05 15:04:40,1474.0,20.0,189,98.0,716.0,4.0,226.0,825,2023-08-31 13:30:14.000,5.12.0,126.0,41.0,33,True,7199.0,6973.0,neo4j-driver,conda-forge/neo4j-python-driver,,145531.0,https://pypi.org/project/neo4j-driver,2023-08-31 13:09:01.000,226.0,140626.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,191320.0,2.0,,,,,,,,,,,,,,,,,,, +159,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-09-12 13:20:45.000,2023-09-12 13:20:45,1001.0,9.0,237,20.0,372.0,119.0,292.0,729,2023-09-03 17:36:59.000,2023.9.0,60.0,124.0,33,True,15320.0,14649.0,s3fs,conda-forge/s3fs,,118795786.0,https://pypi.org/project/s3fs,2023-09-03 17:36:59.000,671.0,118629948.0,https://anaconda.org/conda-forge/s3fs,2023-09-04 02:13:41.752,6136014.0,2.0,,,,,,,,,,,,,,,,,,, +160,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-09-06 16:20:12.000,2023-08-17 22:04:52,1111.0,4.0,286,32.0,794.0,12.0,504.0,676,2023-08-17 22:07:21.000,7.1.16,105.0,116.0,33,True,5669.0,5230.0,minio,conda-forge/minio,,1409272.0,https://pypi.org/project/minio,2023-08-17 22:04:47.000,439.0,1405419.0,https://anaconda.org/conda-forge/minio,2023-08-18 02:19:36.523,142568.0,2.0,,,,,,,,,,,,,,,,,,, +161,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-09-11 14:00:11.000,2023-08-29 13:26:41,363.0,13.0,119,60.0,357.0,55.0,274.0,385,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,33,True,8171.0,7843.0,pandas-gbq,conda-forge/pandas-gbq,349.0,6359626.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,328.0,6306866.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1846436.0,2.0,,,,,,,,,,,,,,,,,,, +162,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-09-14 10:43:40.000,2023-09-12 00:29:47,298.0,10.0,51,15.0,41.0,17.0,22.0,336,2023-01-15 04:10:59.000,0.2.6,18.0,15.0,33,True,456172.0,442693.0,wcwidth,conda-forge/wcwidth,,37402373.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13479.0,37183146.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,20388171.0,3.0,,,,,,,,,,,,,,,,,,, +163,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-09-11 15:38:52.000,2023-07-25 17:58:43,1868.0,11.0,598,125.0,1283.0,215.0,1071.0,7484,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,32,True,15329.0,15321.0,hydra,conda-forge/hydra-core,,26495.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8375.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,779166.0,2.0,,,,,,,,,,,,,,,,,,, +164,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6263,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,32,True,5611.0,5185.0,boltons,conda-forge/boltons,25.0,3170367.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,426.0,3133861.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3212582.0,2.0,,,,,,,,,,,,,,,,,,, +165,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,139.0,34.0,261.0,4624,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3829.0,3250.0,dataset,conda-forge/dataset,,118316.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,579.0,118087.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6899.0,3.0,,,,,,,,,,,,,,,,,,, +166,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-09-12 06:34:25.000,2023-09-12 06:34:24,1100.0,15.0,243,64.0,85.0,24.0,268.0,3394,2022-04-23 14:56:04.000,1.14.0,23.0,44.0,32,True,1026.0,909.0,asciimatics,conda-forge/asciimatics,,80741.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,117.0,78572.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,140996.0,3.0,,,,,,,,,,,,,,,,,,, +167,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-09-08 21:46:18.000,2022-12-19 03:14:24,1998.0,,238,48.0,193.0,171.0,355.0,3180,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2465.0,2363.0,dependency-injector,conda-forge/dependency_injector,,1033684.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1032395.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,30937.0,2.0,,,,,,,,,,,,,,,,,,, +168,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-09-10 08:55:01.000,2023-08-26 19:10:45,587.0,37.0,211,16.0,559.0,247.0,406.0,2563,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,1094.0,1020.0,pandera,conda-forge/pandera-core,,1073783.0,https://pypi.org/project/pandera,2023-07-17 16:24:00.995,74.0,1072991.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,27727.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +169,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-09-14 13:24:57.000,2022-03-15 11:17:01,1020.0,,253,39.0,357.0,146.0,249.0,2142,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,14213.0,14122.0,pypika,conda-forge/pypika,,2575764.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,91.0,2575619.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,3353.0,3.0,,,,,,,,,,,,,,,,,,, +170,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-09-14 05:06:19.000,2023-09-12 08:00:25,231.0,14.0,274,49.0,71.0,48.0,112.0,2123,2023-09-12 08:11:36.000,1.6.3,85.0,28.0,32,True,952.0,889.0,datasketch,,19.0,1224661.0,https://pypi.org/project/datasketch,2023-09-12 08:11:36.000,63.0,1224661.0,,,,2.0,,,,,,,,,,,,,,,,,,, +171,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-08-30 10:15:05.000,2023-08-30 10:15:05,272.0,3.0,144,27.0,50.0,6.0,224.0,1766,2023-05-27 20:45:18.670,5.3.1,45.0,10.0,32,True,3413.0,,cachetools,conda-forge/cachetools,,96235812.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3413.0,95992729.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9723332.0,1.0,,,,,,,,,,,,,,,,,,, +172,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1661,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2019.0,,humanize,conda-forge/humanize,,5533237.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2019.0,5521519.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,457002.0,2.0,,,,,,,,,,,,,,,,,,, +173,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-09-05 12:24:07.000,2023-09-04 07:26:13,1050.0,7.0,87,17.0,568.0,92.0,436.0,1602,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,17952.0,17581.0,omegaconf,conda-forge/omegaconf,,4646091.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4620654.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1119236.0,2.0,,,,,,,,,,,,,,,,,,, +174,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-09-12 21:25:45.000,2023-08-28 21:42:30,6025.0,1.0,523,82.0,1099.0,11.0,,1351,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,32,True,6138.0,5439.0,cassandra-driver,conda-forge/cassandra-driver,,1323666.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,699.0,1321307.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,181654.0,3.0,,,,,,,,,,,,,,,,,,, +175,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-09-12 09:40:47.000,2023-09-08 13:32:08,508.0,23.0,82,24.0,265.0,35.0,68.0,1116,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,32,True,16775.0,16531.0,cleo,conda-forge/cleo,,13380044.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,244.0,13371002.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,551581.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,,, +176,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-08-19 10:06:21.000,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,191.0,931,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,44384.0,42729.0,Bottleneck,conda-forge/bottleneck,,563246.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1655.0,521509.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3672873.0,2.0,,,,,,,,,,,,,,,,,,, +177,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-31 16:58:37.000,2023-08-21 00:44:58,953.0,85.0,100,23.0,93.0,26.0,83.0,857,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,32,True,999.0,,inflect,conda-forge/inflect,,4131344.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,999.0,4122544.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,343212.0,2.0,,,,,,,,,,,,,,,,,,, +178,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-09-14 07:24:17.000,2023-09-12 23:43:43,1158.0,11.0,84,17.0,747.0,22.0,121.0,356,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3249.0,,multidict,conda-forge/multidict,4467.0,70794823.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3249.0,70657301.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10447834.0,2.0,,,,,,,,,,,,,,,,,,, +179,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-08-06 00:03:18.000,2023-08-05 17:47:57,662.0,48.0,37,4.0,41.0,6.0,63.0,40,2023-07-14 19:25:11.779,3.16.2,48.0,22.0,32,False,3973.0,,zipp,conda-forge/zipp,,158387146.0,https://pypi.org/project/zipp,2023-07-14 19:25:11.779,3973.0,157506289.0,https://anaconda.org/conda-forge/zipp,2023-07-14 22:44:08.949,31710863.0,3.0,,,,,,,,,,,,,,,,,,, +180,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-09-04 08:28:05.000,2023-07-21 10:40:58,3636.0,27.0,592,144.0,967.0,500.0,772.0,8004,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,607.0,576.0,vaex,conda-forge/vaex,279.0,54799.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,52698.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,174258.0,3.0,,,,,,,,,,,,,,,,,,, +181,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-07-20 15:13:36.000,2023-07-20 15:13:35,1853.0,7.0,589,129.0,329.0,65.0,814.0,5572,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,31,True,1796.0,1426.0,csvkit,conda-forge/csvkit,,160226.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,370.0,158985.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,96807.0,2.0,,,,,,,,,,,,,,,,,,, +182,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-08-04 12:50:10.000,2023-08-04 12:49:43,980.0,11.0,365,83.0,170.0,1.0,594.0,4608,2023-02-09 14:36:55.000,2.4.5,66.0,67.0,31,True,1432.0,1257.0,huey,conda-forge/huey,,79637.0,https://pypi.org/project/huey,2023-02-09 14:36:35.380,175.0,79141.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32276.0,2.0,,,,,,,,,,,,,,,,,,, +183,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-09-14 12:32:51.000,2023-09-14 08:25:08,7044.0,517.0,612,87.0,1239.0,138.0,621.0,3614,2023-04-12 02:29:00.815,0.3.1,63.0,247.0,31,True,38.0,2.0,toga,,1691.0,2017.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1836.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,28.0,,,,,,,,,,,,,, +184,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-06-23 23:27:24.000,2022-12-14 22:13:47,1548.0,,349,283.0,1629.0,112.0,485.0,3288,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,330.0,316.0,koalas,conda-forge/koalas,1019.0,1607552.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1601569.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,310210.0,3.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +185,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,197.0,943.0,264.0,501.0,3164,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9950.0,9132.0,blaze,conda-forge/blaze,,10852.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8085.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,201996.0,3.0,,,,,,,,,,,,,,,,,,, +186,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-09-14 13:29:58.000,2023-09-11 14:44:40,5888.0,155.0,322,39.0,1590.0,29.0,194.0,3036,2023-09-11 15:44:18.000,0.44.2,103.0,75.0,31,True,170.0,168.0,zenml,,1.0,8916.0,https://pypi.org/project/zenml,2023-09-11 15:44:18.000,2.0,8916.0,,,,2.0,,,,,,,,,,,,,,,,,,, +187,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-09-11 15:20:16.000,2023-09-11 15:18:57,1691.0,42.0,98,41.0,1281.0,66.0,352.0,2891,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,457.0,398.0,returns,conda-forge/returns,,115366.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,115119.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,6916.0,3.0,,,,,,,,,,,,,,,,,,, +188,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-06-16 16:16:09.653,2021-12-01 20:49:12,400.0,,197,59.0,146.0,95.0,73.0,2772,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,31,False,8035.0,7138.0,schema,conda-forge/schema,,6036764.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,897.0,6034445.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,115969.0,2.0,,,,,,,,,,,,,,,,,,, +189,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2604,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1457.0,1343.0,mrjob,conda-forge/mrjob,,95894.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,89738.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,517125.0,2.0,,,,,,,,,,,,,,,,,,, +190,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2561,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1937.0,1550.0,schematics,conda-forge/schematics,,149440.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,148923.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25870.0,2.0,,,,,,,,,,,,,,,,,,, +191,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,179,28.0,72.0,5.0,83.0,2513,2023-03-01 19:38:11.000,3.8,12.0,35.0,31,True,111934.0,108582.0,python-decouple,conda-forge/python-decouple,12.0,1687658.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3352.0,1686698.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,69162.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +192,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-08-29 14:48:51.000,2023-07-18 05:37:13,821.0,1.0,424,41.0,621.0,259.0,363.0,2257,2023-04-26 00:04:01.470,5.5.0,89.0,104.0,31,True,1671.0,1510.0,pynamodb,conda-forge/pynamodb,,1819573.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1811915.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,375285.0,3.0,,,,,,,,,,,,,,,,,,, +193,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1886,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,604.0,,fs,conda-forge/fs,,1790413.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,604.0,1781194.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,663806.0,3.0,,,,,,,,,,,,,,,,,,, +194,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,2.0,208,39.0,241.0,42.0,201.0,1782,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15382.0,14021.0,voluptuous,conda-forge/voluptuous,,2464333.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1361.0,2460646.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,317141.0,2.0,,,,,,,,,,,,,,,,,,, +195,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,99.0,402.0,167.0,379.0,1660,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8752.0,7497.0,influxdb,conda-forge/influxdb,,1780603.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1255.0,1777491.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,127628.0,3.0,,,,,,,,,,,,,,,,,,, +196,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-09-14 02:31:54.000,2023-09-07 22:01:00,1374.0,48.0,238,43.0,595.0,145.0,793.0,1622,2023-08-23 19:44:09.000,1.4.0,109.0,43.0,31,False,278.0,261.0,sdv,conda-forge/sdv,,33562.0,https://pypi.org/project/sdv,2023-08-23 19:42:19.000,17.0,32935.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,13174.0,2.0,,,,,,,,,,,,,,,,,,, +197,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-08-21 06:53:00.000,2023-05-10 16:17:15,1092.0,,214,47.0,178.0,56.0,336.0,1447,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,2125.0,2032.0,pygsheets,,,1414266.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1414266.0,,,,3.0,,,,,,,,,,,,,,,,,,, +198,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-09-13 06:42:22.000,2023-09-13 06:42:14,1278.0,86.0,133,20.0,795.0,57.0,344.0,1232,2023-09-05 09:35:35.000,8.3.0,57.0,60.0,31,True,574.0,541.0,copier,,,135045.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,135045.0,,,,3.0,,,,,,,,,,,,,,,,,,, +199,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-09-10 15:33:11.642,2023-09-08 12:12:19,535.0,21.0,71,18.0,197.0,34.0,93.0,1192,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10160.0,9790.0,questionary,conda-forge/questionary,,1203653.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1202015.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,54081.0,3.0,,,,,,,,,,,,,,,,,,, +200,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,140.0,1128,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6251.0,5936.0,sshtunnel,conda-forge/sshtunnel,,5743089.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,315.0,5741659.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,120169.0,3.0,,,,,,,,,,,,,,,,,,, +201,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,994,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,268609.0,253534.0,appdirs,conda-forge/appdirs,,17268630.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15075.0,17162855.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9519773.0,3.0,,,,,,,,,,,,,,,,,,, +202,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-08-17 00:34:39.000,2023-08-17 00:33:24,1178.0,1.0,362,74.0,21.0,32.0,606.0,863,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7920.0,7596.0,cx-Oracle,conda-forge/cx_oracle,,2475546.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2463328.0,https://anaconda.org/conda-forge/cx_oracle,2023-08-04 11:23:33.477,464312.0,3.0,,,,,,,,,,,,,,,,,,, +203,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-08-25 19:25:04.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,837,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,True,17505.0,17181.0,anytree,conda-forge/anytree,,744649.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,324.0,743848.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,32878.0,2.0,,,,,,,,,,,,,,,,,,, +204,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-09-13 04:40:02.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,111.0,22.0,100.0,445,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,337997.0,330895.0,rsa,conda-forge/rsa,,119724902.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7102.0,119579009.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12546869.0,3.0,,,,,,,,,,,,,,,,,,, +205,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-09-13 12:47:24.000,2023-08-29 08:55:38,821.0,47.0,60,22.0,423.0,146.0,267.0,351,2023-03-14 09:22:38.000,1.13.0,75.0,34.0,31,True,8160.0,8012.0,param,conda-forge/param,,399693.0,https://pypi.org/project/param,2023-07-25 19:48:41.000,148.0,382464.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1326658.0,2.0,,,,,,,,,,,,,,,,,,, +206,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-09-13 19:52:24.000,2023-08-23 22:53:15,766.0,18.0,46,44.0,656.0,46.0,166.0,56,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3094.0,3082.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3324625.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3321538.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,95709.0,3.0,,,,,,,,,,,,,,,,,,, +207,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-13 12:20:28.000,2023-09-10 18:12:05,829.0,38.0,35,12.0,50.0,1.0,236.0,50,2023-08-07 05:09:49.000,6.0.1,64.0,35.0,31,False,1305.0,,importlib-resources,conda-forge/importlib_resources,,62701478.0,https://pypi.org/project/importlib-resources,2023-08-07 05:09:31.000,1305.0,62317632.0,https://anaconda.org/conda-forge/importlib_resources,2023-08-07 11:39:04.742,15353856.0,2.0,,,,,,,,,,,,,,,,,,, +208,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-05 06:39:30.000,2022-05-08 04:08:19,743.0,,945,274.0,294.0,152.0,461.0,17824,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,881.0,803.0,gooey,conda-forge/gooey,505.0,6031.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,4655.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71045.0,3.0,,,,,,,,,,,,,,,,,,, +209,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-08-19 20:22:58.000,2023-03-04 17:45:05,299.0,,565,131.0,188.0,173.0,338.0,5807,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,30,True,6136.0,6050.0,eel,,,59006.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,59006.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,,, +210,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,171.0,740.0,21.0,960.0,5569,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,371.0,359.0,snorkel,conda-forge/snorkel,1047.0,31599.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,30687.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,44972.0,2.0,,,,,,,,,,,,,,,,,,, +211,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-09-14 13:13:31.000,2023-09-14 06:38:08,999.0,1.0,512,93.0,182.0,14.0,422.0,5009,2022-09-02 09:45:38.000,0.9.0,45.0,75.0,30,True,3420.0,3155.0,transitions,conda-forge/transitions,,511299.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,265.0,501052.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,522604.0,1.0,,,,,,,,,,,,,,,,,,, +212,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,192.0,3485,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,12992.0,12511.0,keyboard,conda-forge/keyboard,,192343.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,481.0,191522.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,22190.0,3.0,,,,,,,,,,,,,,,,,,, +213,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,20.0,112.0,12.0,125.0,3292,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,30,True,20626.0,20245.0,gdown,conda-forge/gdown,,1787794.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,381.0,1783286.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,216422.0,2.0,,,,,,,,,,,,,,,,,,, +214,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,27.0,218,28.0,283.0,98.0,753.0,3172,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,30,True,99.0,93.0,ploomber,conda-forge/ploomber,,8130.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,5377.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,74343.0,2.0,,,,,,,,,,,,,,,,,,, +215,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,17.0,585,176.0,460.0,94.0,476.0,2996,2023-08-17 15:54:23.000,1.82.0,94.0,82.0,30,False,264.0,231.0,arctic,conda-forge/arctic,209.0,3976.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,3411.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29291.0,3.0,,,,,,,,,,,,,,,,,,, +216,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,6.0,658,143.0,448.0,143.0,398.0,2718,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,30,True,843.0,,pandas-datareader,conda-forge/pandas-datareader,,488359.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,843.0,484257.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,315882.0,2.0,,,,,,,,,,,,,,,,,,, +217,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-09-13 21:59:51.000,2023-09-12 23:35:05,748.0,67.0,103,33.0,987.0,21.0,365.0,2361,2023-09-12 23:18:44.000,1.3.4,284.0,22.0,30,True,182.0,177.0,whylogs,,43.0,110702.0,https://pypi.org/project/whylogs,2023-09-12 23:19:35.000,5.0,110700.0,,,,2.0,,,,,,,,,,,,,,,,,,, +218,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-09-11 18:42:38.000,2023-06-20 15:54:36,2284.0,13.0,176,39.0,370.0,30.0,263.0,1868,2023-06-20 16:24:20.000,4.5,181.0,58.0,30,True,60.0,,pyscaffold,conda-forge/pyscaffold,,240680.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,235357.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,175686.0,3.0,,,,,,,,,,,,,,,,,,, +219,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-09-10 11:00:57.000,2023-09-05 20:59:13,1030.0,5.0,314,70.0,399.0,109.0,366.0,1474,2023-06-23 21:51:00.000,0.23.0,14.0,84.0,30,True,240.0,215.0,mleap,conda-forge/mleap,,237518.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,235654.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,74591.0,2.0,,,,,,,,,,,,,,,,,,, +220,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-09-09 17:58:27.893,2023-02-24 16:19:12,264.0,,101,34.0,68.0,3.0,64.0,1380,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2876.0,,python-slugify,conda-forge/python-slugify,,11107146.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2876.0,11061010.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1753180.0,3.0,,,,,,,,,,,,,,,,,,, +221,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-09-13 00:36:29.000,2023-09-13 00:36:26,630.0,14.0,59,16.0,228.0,5.0,52.0,1333,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,18353.0,17854.0,bidict,conda-forge/bidict,,1772388.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,499.0,1768337.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,340311.0,2.0,,,,,,,,,,,,,,,,,,, +222,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,265.0,1090,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1949.0,1731.0,redis-py-cluster,,3851.0,1971195.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1971159.0,,,,3.0,,,,,,,,,,,,,,,,,,, +223,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-09-13 18:17:57.000,2023-09-07 13:30:11,1988.0,19.0,131,43.0,417.0,107.0,250.0,926,2023-05-29 19:24:00.928,0.7.0,28.0,84.0,30,True,1626.0,1507.0,intake,conda-forge/intake,,42352.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,34088.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,479361.0,2.0,,,,,,,,,,,,,,,,,,, +224,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-09-13 18:16:11.000,2023-09-08 18:54:00,594.0,23.0,135,21.0,483.0,39.0,251.0,912,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2023.0,1901.0,aiocache,,9.0,287232.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,122.0,287232.0,,,,2.0,,,,,,,,,,,,,,,,,,, +225,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,4.0,46,17.0,75.0,1.0,86.0,793,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,23906.0,22658.0,natsort,conda-forge/natsort,,3689734.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1248.0,3648399.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1405416.0,3.0,,,,,,,,,,,,,,,,,,, +226,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-09-08 14:52:55.000,2020-10-21 17:48:31,219.0,,77,15.0,262.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43261.0,41190.0,cached-property,conda-forge/cached-property,,12050033.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2071.0,11969182.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,6306440.0,2.0,,,,,,,,,,,,,,,,,,, +227,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,37.0,114,16.0,93.0,65.0,127.0,660,2023-07-23 16:18:40.000,1.7,28.0,53.0,30,True,14391.0,12923.0,configargparse,conda-forge/configargparse,,3437712.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1468.0,3415217.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,697345.0,3.0,,,,,,,,,,,,,,,,,,, +228,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-09-13 18:39:02.000,2023-09-13 18:39:02,526.0,19.0,335,36.0,272.0,27.0,125.0,646,2020-04-17 20:27:24.000,3.9.0,36.0,70.0,30,True,4411.0,3131.0,pysolr,conda-forge/pysolr,,221731.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,221460.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21428.0,3.0,,,,,,,,,,,,,,,,,,, +229,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-07-25 11:19:25.000,2023-07-24 11:40:07,297.0,3.0,32,11.0,73.0,5.0,26.0,383,2023-07-18 11:35:10.596,2.4.7,40.0,14.0,30,True,34029.0,33739.0,srsly,conda-forge/srsly,,5403181.0,https://pypi.org/project/srsly,2023-07-18 11:35:10.596,290.0,5369668.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1307017.0,3.0,,,,,,,,,,,,,,,,,,, +230,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-09-04 20:48:37.000,2023-05-31 09:44:31,300.0,,56,7.0,69.0,4.0,77.0,174,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,30,True,3775.0,,tzlocal,conda-forge/tzlocal,,39886146.0,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3775.0,39858992.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2362453.0,3.0,,,,,,,,,,,,,,,,,,, +231,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-04 18:32:15.000,2022-03-13 00:04:41,186.0,,50,9.0,45.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,51208.0,48994.0,isodate,conda-forge/isodate,,70048339.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2214.0,69998014.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4529272.0,3.0,,,,,,,,,,,,,,,,,,, +232,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-09-01 16:18:57.000,2023-04-04 13:18:36,954.0,,4527,640.0,746.0,198.0,100.0,22942,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,109.0,93.0,algorithms,conda-forge/algorithms,,6991.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6932.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1729.0,3.0,,,,,,,,,,,,,,,,,,, +233,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7001,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1253.0,1075.0,records,conda-forge/records,,220645.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,220327.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24528.0,3.0,,,,,,,,,,,,,,,,,,, +234,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6598,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1674.0,1644.0,faust,,,17102.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,17102.0,,,,3.0,,,,,,,,,,,,,,,,,,, +235,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5085,,,26.0,28.0,29,False,7955.0,7147.0,pdfminer,conda-forge/pdfminer,,157993.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,808.0,157597.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,33694.0,3.0,,,,,,,,,,,,,,,,,,, +236,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3143,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9206.0,8580.0,funcy,conda-forge/funcy,,1483546.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,626.0,1478817.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,378399.0,3.0,,,,,,,,,,,,,,,,,,, +237,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2387,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7008.0,6621.0,addict,conda-forge/addict,20.0,2679574.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,387.0,2674738.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,415962.0,2.0,,,,,,,,,,,,,,,,,,, +238,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,15.0,101,31.0,82.0,14.0,127.0,2340,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,1110.0,1069.0,swifter,conda-forge/swifter,,356219.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,349741.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,252667.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +239,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,,218,48.0,178.0,23.0,760.0,1188,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,640.0,,py2neo,conda-forge/py2neo,,195345.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,640.0,194527.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,61394.0,3.0,,,,,,,,,,,,,,,,,,, +240,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-09-13 00:03:09.000,2023-09-05 16:16:38,782.0,32.0,42,13.0,230.0,13.0,83.0,1143,2023-07-16 09:30:00.746,0.32.0,61.0,7.0,29,True,1507.0,1477.0,python-benedict,conda-forge/python-benedict,,672625.0,https://pypi.org/project/python-benedict,2023-07-16 09:30:00.746,30.0,668505.0,https://anaconda.org/conda-forge/python-benedict,2023-07-16 12:09:20.959,140104.0,2.0,,,,,,,,,,,,,,,,,,, +241,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-09-11 19:57:34.000,2023-09-11 19:45:00,1716.0,28.0,74,13.0,413.0,106.0,236.0,1099,2023-09-11 19:57:34.000,0.121.0,243.0,42.0,29,True,291.0,281.0,piccolo,,,12672.0,https://pypi.org/project/piccolo,2023-09-11 19:57:34.000,10.0,12672.0,,,,3.0,,,,,,,,,,,,,,,,,,, +242,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-08-06 23:43:55.000,2023-08-06 23:43:54,1207.0,36.0,141,39.0,83.0,4.0,130.0,1060,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,139.0,,path,conda-forge/path,,1613268.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,139.0,1602124.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,445761.0,3.0,,,,,,,,,,,,,,,,,,, +243,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,253,18.0,212.0,27.0,301.0,860,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,29,True,4578.0,4293.0,fastcore,conda-forge/fastcore,,593266.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,590578.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,56456.0,3.0,,,,,,,,,,,,,,,,,,, +244,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-08-29 09:32:19.000,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17104.0,14920.0,scandir,conda-forge/scandir,,3633604.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3617962.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1345215.0,3.0,,,,,,,,,,,,,,,,,,, +245,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,193,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,10137.0,9753.0,ordered-set,conda-forge/ordered-set,,9040968.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,384.0,9036538.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,394280.0,2.0,,,,,,,,,,,,,,,,,,, +246,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2748,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6425.0,6269.0,sklearn-pandas,conda-forge/sklearn-pandas,,231757.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,229874.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,64036.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +247,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2596,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2303.0,2258.0,gino,,,41285.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,41285.0,,,,3.0,,,,,,,,,,,,,,,,,,, +248,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-09-11 15:45:49.000,2023-09-02 18:50:48,3844.0,9.0,310,34.0,327.0,137.0,536.0,2392,2023-05-15 21:07:09.000,2.7,208.0,98.0,28,True,96.0,85.0,pyinfra,,,31861.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,31861.0,,,,3.0,,,,,,,,,,,,,,,,,,, +249,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-08-26 15:17:44.000,2023-08-03 07:19:44,535.0,10.0,130,50.0,60.0,14.0,121.0,2229,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,687.0,665.0,pyfunctional,,,338037.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,338037.0,,,,3.0,,,,,,,,,,,,,,,,,,, +250,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-09-11 15:41:31.000,2023-08-31 05:38:01,5626.0,28.0,507,109.0,930.0,590.0,943.0,2056,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3390.0,20124.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,702581.0,3.0,,,,,,,,,,,,,,,,,,, +251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-09-09 21:15:54.000,2023-07-31 16:46:45,155.0,2.0,117,23.0,110.0,50.0,42.0,1879,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,6867.0,6778.0,gin-config,conda-forge/gin-config,,285458.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,284943.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,20638.0,3.0,,,,,,,,,,,,,,,,,,, +252,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,,152,93.0,1931.0,163.0,1335.0,1748,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,28,True,23.0,,datatable,conda-forge/datatable,2172.0,101212.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,100501.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22534.0,3.0,,,,,,,,,,,,,,,,,,, +253,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-09-02 06:26:19.000,2023-09-02 06:26:14,1004.0,3.0,59,23.0,101.0,113.0,66.0,1731,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1275.0,1168.0,glom,conda-forge/glom,,1211291.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1210753.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,25839.0,3.0,,,,,,,,,,,,,,,,,,, +254,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1401,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10622.0,9115.0,blessings,conda-forge/blessings,,777179.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1507.0,773558.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,275255.0,3.0,,,,,,,,,,,,,,,,,,, +255,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-09-12 11:31:35.000,2023-08-28 10:12:58,769.0,9.0,61,16.0,429.0,180.0,168.0,1307,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,28,True,2290.0,2280.0,prisma,,,53047.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,53047.0,,,,3.0,,,,,,,,,,,,,,,,,,, +256,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-08-15 16:33:33.000,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1068,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6197.0,6077.0,immutables,conda-forge/immutables,,2517658.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,2494209.0,https://anaconda.org/conda-forge/immutables,2023-08-15 12:52:52.963,937997.0,3.0,,,,,,,,,,,,,,,,,,, +257,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,3.0,81,25.0,51.0,6.0,39.0,703,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,844.0,,munch,conda-forge/munch,,2632849.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,844.0,1717100.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3662998.0,3.0,,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,674,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10041.0,8805.0,parsedatetime,conda-forge/parsedatetime,,7928105.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1236.0,7926085.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,169752.0,3.0,,,,,,,,,,,,,,,,,,, +259,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,66.0,59.0,510,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6134.0,4783.0,beaker,conda-forge/beaker,,276557.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,275641.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71449.0,3.0,,,,,,,,,,,,,,,,,,, +260,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-09-11 07:55:14.583,2023-09-11 06:34:10,703.0,9.0,44,11.0,80.0,12.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,59.0,22.0,28,True,4698.0,4430.0,python-rapidjson,conda-forge/python-rapidjson,,1354569.0,https://pypi.org/project/python-rapidjson,2023-09-11 06:34:19.000,268.0,1318257.0,https://anaconda.org/conda-forge/python-rapidjson,2023-09-11 07:55:14.583,1270954.0,3.0,,,,,,,,,,,,,,,,,,, +261,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-09-13 23:23:03.000,2023-09-11 16:40:52,6453.0,297.0,30,10.0,254.0,36.0,549.0,350,2023-09-11 21:24:33.000,1.6.4,189.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,10724.0,https://pypi.org/project/static-frame,2023-09-11 21:23:11.000,2.0,3292.0,https://anaconda.org/conda-forge/static-frame,2023-09-11 21:45:05.377,297302.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,, +262,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-08-04 09:01:41.000,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,4.0,36.0,74,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,61880.0,57565.0,pathlib2,conda-forge/pathlib2,,6731661.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4315.0,6701936.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2556425.0,3.0,,,,,,,,,,,,,,,,,,, +263,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,149.0,293.0,119.0,175.0,6095,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,112.0,108.0,powerline-shell,,,1991.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1991.0,,,,3.0,,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-09-07 23:38:09.000,2022-03-10 10:33:50,585.0,,513,84.0,250.0,101.0,129.0,3609,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,126.0,,textract,conda-forge/textract,,124661.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,126.0,124402.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21776.0,3.0,,,,,,,,,,,,,,,,,,, +265,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-08-27 12:29:45.000,2023-08-27 12:29:45,289.0,7.0,252,29.0,134.0,102.0,118.0,2598,2023-08-20 21:30:11.000,1.42.0,84.0,28.0,27,True,69.0,67.0,img2dataset,,1323.0,21073.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,21021.0,,,,3.0,,,,,,,,,,,,,,,,,,, +266,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1889,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2221.0,,retrying,conda-forge/retrying,,9797923.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2221.0,9780239.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1485482.0,3.0,,,,,,,,,,,,,,,,,,, +267,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1876,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5006.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5006.0,,,,3.0,,,,,,,,,,,,,,,,,,, +268,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,31.0,224.0,64.0,140.0,1676,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,27,True,457.0,438.0,arq,conda-forge/arq,,69584.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,69288.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8606.0,3.0,,,,,,,,,,,,,,,,,,, +269,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,57,26.0,40.0,85.0,73.0,1287,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2075.0,1821.0,strictyaml,conda-forge/strictyaml,,685626.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,254.0,682418.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,208570.0,3.0,,,,,,,,,,,,,,,,,,, +270,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1261,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2398.0,2313.0,pandasql,conda-forge/pandasql,,1610013.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,85.0,1595232.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,399101.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +271,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,127,32.0,74.0,35.0,69.0,1057,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,3893.0,3671.0,sqlitedict,conda-forge/sqlitedict,,266988.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,222.0,265508.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,85879.0,3.0,,,,,,,,,,,,,,,,,,, +272,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80,14.0,131.0,36.0,98.0,873,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,249.0,,mss,conda-forge/python-mss,,640760.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,249.0,639959.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,31275.0,3.0,,,,,,,,,,,,,,,,,,, +273,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-09-07 06:08:09.000,2023-06-05 14:52:29,167.0,,89,28.0,40.0,7.0,69.0,850,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,27,False,385.0,,email-validator,conda-forge/email-validator,,7679176.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7676272.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,110373.0,3.0,,,,,,,,,,,,,,,,,,, +274,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,603,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1005.0,774.0,happybase,conda-forge/happybase,,66407.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,231.0,64587.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,158404.0,3.0,,,,,,,,,,,,,,,,,,, +275,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,58524.0,56241.0,dataclasses,conda-forge/dataclasses,,10565389.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10395143.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10895783.0,3.0,,,,,,,,,,,,,,,,,,, +276,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-08-21 09:17:09.000,2023-08-21 09:17:09,622.0,1.0,134,13.0,92.0,22.0,172.0,472,2022-08-30 07:35:04.550,1.6.3,44.0,53.0,27,True,7125.0,4741.0,pylibmc,conda-forge/pylibmc,268.0,178581.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,176084.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,213039.0,3.0,,,,,,,,,,,,,,,,,,, +277,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,297,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,33633.0,30238.0,configobj,conda-forge/configobj,213.0,2652162.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3395.0,2640678.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,711986.0,3.0,,,,,,,,,,,,,,,,,,, +278,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,26.0,30.0,244,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2781.0,,send2trash,conda-forge/send2trash,,13483171.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2781.0,13317290.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,11279927.0,3.0,,,,,,,,,,,,,,,,,,, +279,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1205.0,1132.0,tabulator,conda-forge/tabulator-py,,185743.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,185025.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53884.0,3.0,,,,,,,,,,,,,,,,,,, +280,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46461.0,38476.0,futures,conda-forge/futures,,9220313.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7985.0,9205530.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1256638.0,3.0,,,,,,,,,,,,,,,,,,, +281,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2439.0,2149.0,cloudant,conda-forge/cloudant,,113152.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,111861.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108493.0,3.0,,,,,,,,,,,,,,,,,,, +282,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-24 09:35:37.258,2023-07-24 06:42:50,125.0,2.0,22,9.0,53.0,4.0,7.0,161,2023-07-24 07:37:20.000,2.0.9,26.0,12.0,27,True,30107.0,30036.0,catalogue,conda-forge/catalogue,,4962388.0,https://pypi.org/project/catalogue,2023-07-24 07:33:49.000,71.0,4932697.0,https://anaconda.org/conda-forge/catalogue,2023-07-24 09:35:37.258,1128273.0,3.0,,,,,,,,,,,,,,,,,,, +283,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,191,30.0,52.0,75.0,124.0,3220,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,386576.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,385383.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,32219.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +284,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3152,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1682.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,497.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,101938.0,3.0,,,,,,,,,,,,,,,,,,, +285,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,4937.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,4937.0,,,,3.0,,,,,,,,,,,,,,,,,,, +286,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,951,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2446.0,1938.0,bcolz,conda-forge/bcolz,,12510.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,8231.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,338079.0,3.0,,,,,,,,,,,,,,,,,,, +287,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,119,20.0,62.0,25.0,104.0,831,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,26,True,2227.0,2109.0,pyahocorasick,conda-forge/pyahocorasick,,537632.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,118.0,534734.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,200024.0,3.0,,,,,,,,,,,,,,,,,,, +288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-09-11 04:59:06.000,2023-09-11 04:59:05,690.0,26.0,44,21.0,529.0,8.0,33.0,737,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,112.0,,janus,conda-forge/janus,,327099.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,112.0,326810.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14744.0,3.0,,,,,,,,,,,,,,,,,,, +289,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-08-30 14:31:08.000,2023-07-10 14:03:05,1386.0,23.0,48,17.0,135.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,3025.0,2964.0,ubelt,conda-forge/ubelt,,21630.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,19065.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,61575.0,3.0,,,,,,,,,,,,,,,,,,, +290,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-09-12 11:57:44.000,2023-09-12 11:57:35,9925.0,32.0,43,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,82113.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,82113.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,, +291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,469,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,3058.0,2796.0,pyscreenshot,,,479954.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,262.0,479954.0,,,,3.0,,,,,,,,,,,,,,,,,,, +292,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-09-12 11:28:53.000,2023-09-12 11:28:53,144.0,2.0,62,19.0,43.0,20.0,17.0,191,2020-12-28 15:17:57.000,0.7.0,10.0,18.0,26,True,13040.0,,ptyprocess,conda-forge/ptyprocess,,36078565.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13040.0,35912831.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14750334.0,3.0,,,,,,,,,,,,,,,,,,, +293,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-08-26 14:45:52.000,2023-08-26 14:44:06,51.0,2.0,104,35.0,100.0,16.0,141.0,2267,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,342.0,,python-box,conda-forge/python-box,39.0,1725793.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,342.0,1718734.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,458859.0,3.0,,,,,,,,,,,,,,,,,,, +294,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1558,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,8396.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,8396.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +295,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-11 13:06:57.000,2023-09-11 13:06:49,2703.0,2.0,132,51.0,298.0,46.0,191.0,1488,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,302.0,219.0,enaml,conda-forge/enaml,709.0,3824.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1597.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,155211.0,3.0,,,,,,,,,,,,,,,,,,, +296,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-09-04 14:09:14.000,2023-05-19 04:32:00,6411.0,,226,39.0,1037.0,7.0,209.0,1404,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,9122.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,9122.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +297,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,489.0,300.0,fabtools,,,1807.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1807.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,142,45.0,53.0,20.0,19.0,1170,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,352.0,,singer-python,,,796086.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,352.0,796086.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1137,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,254.0,221.0,parallel-ssh,,376.0,105961.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,105958.0,,,,3.0,,,,,,,,,,,,,,,,,,, +300,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-09-12 03:47:12.000,2023-07-31 19:45:56,123.0,25.0,39,17.0,80.0,6.0,4.0,1131,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2617.0,2600.0,asyncer,conda-forge/asyncer,,67552.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,67294.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5169.0,3.0,,,,,,,,,,,,,,,,,,, +301,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-09-04 06:28:13.000,2023-09-03 01:02:24,284.0,1.0,49,10.0,28.0,14.0,77.0,596,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1171.0,1147.0,pysimdjson,conda-forge/pysimdjson,,526764.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,524586.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,76231.0,3.0,,,,,,,,,,,,,,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,True,15578.0,15562.0,umongo,conda-forge/umongo,,29154.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28932.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5336.0,3.0,,,,,,,,,,,,,,,,,,, +303,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,,28,11.0,50.0,21.0,35.0,308,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,308.0,,typing_inspect,conda-forge/typing_inspect,,21800611.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,308.0,21770350.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1603878.0,3.0,,,,,,,,,,,,,,,,,,, +304,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,199.0,177.0,pyhdb,,96.0,582030.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,582029.0,,,,3.0,,,,,,,,,,,,,,,,,,, +305,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,280.0,1791.0,59,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8039.0,,openpyxl,openpyxl,,54760456.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8009.0,54758435.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,188821.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1222.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +306,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,73553.0,70839.0,contextlib2,conda-forge/contextlib2,,12180262.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12167723.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1141105.0,3.0,,,,,,,,,,,,,,,,,,, +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3944,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,3237.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3237.0,,,,3.0,,,,,,,,,,,,,,,,,,, +308,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-09-12 21:45:12.000,2023-09-10 21:43:00,604.0,4.0,371,47.0,127.0,188.0,103.0,2289,2011-12-30 16:40:09.000,11.12.30,16.0,44.0,24,True,10.0,,camelot,,,4848.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,4848.0,,,,3.0,,,,,,,,,,,,,,,,,,, +309,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1465,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,119.0,108.0,pypeln,conda-forge/pypeln,,33558.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,33184.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14224.0,3.0,,,,,,,,,,,,,,,,,,, +310,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-09-11 10:42:07.000,2023-09-05 13:24:26,323.0,7.0,76,43.0,233.0,42.0,40.0,1309,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,3315.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,3315.0,,,,3.0,,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1064,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2171.0,2002.0,pluginbase,conda-forge/pluginbase,,598220.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,593824.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,298932.0,3.0,,,,,,,,,,,,,,,,,,, +312,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,652,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3030.0,2804.0,ratelimit,conda-forge/ratelimit,,4189997.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,226.0,4189630.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11762.0,3.0,,,,,,,,,,,,,,,,,,, +313,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,672.0,581.0,hickle,conda-forge/hickle,,37474.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,37060.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23216.0,3.0,,,,,,,,,,,,,,,,,,, +314,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,465,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,439.0,412.0,cachier,,,29028.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,29028.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,, +315,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,388,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,413.0,289.0,messytables,,,23933.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,23933.0,,,,3.0,,,,,,,,,,,,,,,,,,, +316,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-25 23:17:09.000,2023-07-24 10:51:09,925.0,19.0,23,18.0,170.0,8.0,15.0,337,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,24,True,368.0,332.0,aiomisc,,,15942.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,15942.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,876.0,790.0,deepdish,conda-forge/deepdish,,11267.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,10182.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,89042.0,3.0,,,,,,,,,,,,,,,,,,, +318,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32,16.0,81.0,23.0,4.0,241,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,99496.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,99496.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,930.0,883.0,filedepot,,,25413.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,25413.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,6.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,2748.0,2553.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,100620.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,100248.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26472.0,3.0,,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-06-16 13:16:28.082,2017-09-02 04:38:47,372.0,,18,4.0,112.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5801.0,4470.0,clint,conda-forge/clint,114.0,100033.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1331.0,99408.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55057.0,3.0,,,,,,,,,,,,,,,,,,, +322,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8012.0,,entrypoints,conda-forge/entrypoints,,14731015.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8012.0,14546852.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,16390532.0,3.0,,,,,,,,,,,,,,,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,393.0,276.0,81.0,80.0,10570,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,14.0,13.0,grumpy-tools,,,36.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,36.0,,,,2.0,,,,,,,,,,,,,,,,,,, +324,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,181.0,160.0,pinject,conda-forge/pinject,,81407.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,81228.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4298.0,3.0,,,,,,,,,,,,,,,,,,, +325,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,11164.0,9117.0,unipath,,,65521.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,65521.0,,,,3.0,,,,,,,,,,,,,,,,,,, +326,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-06-16 16:16:38.603,2023-04-24 17:14:36,354.0,,30,6.0,123.0,2.0,77.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,23,True,903.0,858.0,everett,conda-forge/everett,,113287.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,112350.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,45928.0,3.0,,,,,,,,,,,,,,,,,,, +327,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-09-12 08:22:53.000,2023-09-12 08:09:03,1700.0,226.0,5,3.0,729.0,18.0,32.0,42,2023-09-04 19:22:34.000,4.7.0,65.0,7.0,23,False,66.0,59.0,click-extra,,245.0,2381.0,https://pypi.org/project/click-extra,2023-09-04 19:22:19.000,7.0,2371.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3498,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,412.0,379.0,pampy,,,29719.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,29719.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,47.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,47.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +330,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,37.0,214.0,46.0,56.0,2440,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,20875.0,745.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +331,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1770,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,198.0,167.0,bashplotlib,,,2735.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2735.0,,,,3.0,,,,,,,,,,,,,,,,,,, +332,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1547,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,189.0,166.0,commonregex,,,141855.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,141855.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,803,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1336.0,1237.0,pickledb,,,21322.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,21322.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-09-13 12:38:15.000,2023-09-08 07:37:56,111.0,4.0,30,11.0,54.0,15.0,13.0,709,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,207.0,196.0,dirty-equals,conda-forge/dirty-equals,,41404.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,39368.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,36651.0,3.0,,,,,,,,,,,,,,,,,,, +335,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-09-08 12:39:47.000,2023-09-01 14:27:03,5411.0,71.0,43,14.0,614.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,34.0,22,True,5.0,5.0,batchflow,,,92.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,92.0,,,,3.0,,,,,,,,,,,,,,,,,,, +336,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-09-11 20:47:28.000,2023-06-01 18:46:39,628.0,,13,8.0,31.0,14.0,14.0,127,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,213.0,181.0,docopt-ng,,,57423.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,57423.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,163,99.0,31.0,18.0,58.0,3236,,,4.0,19.0,21,False,594.0,564.0,macropy3,,,146.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,146.0,,,,3.0,,,,,,,,,,,,,,,,,,, +338,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-09-14 08:12:22.000,2023-09-03 17:03:01,81.0,3.0,128,33.0,11.0,8.0,157.0,3115,2023-09-03 17:06:36.000,2.1.17,62.0,1.0,21,False,186.0,186.0,ptext-joris-schellekens,conda-forge/borb,,1682.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,2.0,https://anaconda.org/conda-forge/borb,2023-09-05 19:13:07.800,42010.0,3.0,,,,,,,,,,,,,,,,,,, +339,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,714.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,714.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,167.0,149.0,847,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,582.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,582.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,844,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,219.0,200.0,unsync,conda-forge/unsync,,19376.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,19086.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11337.0,3.0,,,,,,,,,,,,,,,,,,, +342,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-09-12 11:51:47.000,2023-01-03 19:16:25,478.0,,77,21.0,215.0,72.0,80.0,837,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,15318.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15318.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,477,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4507.0,3323.0,awesome-slugify,conda-forge/awesome-slugify,,52228.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,51460.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68428.0,3.0,,,,,,,,,,,,,,,,,,, +344,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,43.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,694.0,611.0,pymodm,conda-forge/pymodm,,46966.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,46851.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4964.0,3.0,,,,,,,,,,,,,,,,,,, +345,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,281,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,148.0,142.0,datatest,,,12726.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,12726.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2022-11-22 16:38:09.000,2022-11-22 16:38:09,106.0,,47,15.0,33.0,25.0,9.0,276,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,21,True,392.0,380.0,price-parser,,,99868.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,99868.0,,,,3.0,,,,,,,,,,,,,,,,,,, +347,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,21,True,185.0,177.0,pysparkling,conda-forge/pysparkling,,7685.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,7537.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4446.0,3.0,,,,,,,,,,,,,,,,,,, +348,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,178,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,77.0,73.0,typical,conda-forge/typical,,3986.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,2827.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,32457.0,3.0,,,,,,,,,,,,,,,,,,, +349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,124,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1889.0,1835.0,coolname,conda-forge/coolname,,387046.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,54.0,384868.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,71874.0,3.0,,,,,,,,,,,,,,,,,,, +350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2043.0,1917.0,stopit,conda-forge/stopit,,647069.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,636798.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,698436.0,3.0,,,,,,,,,,,,,,,,,,, +351,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,137,69.0,4.0,1.0,40.0,2051,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2322.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2322.0,,,,3.0,,,,,,,,,,,,,,,,,,, +352,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,875,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,42.0,30.0,mrq,,,167.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,167.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1905.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1119.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,26726.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +354,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-06-18 08:40:31.342,2023-03-13 01:34:36,708.0,,25,15.0,164.0,16.0,120.0,537,2023-03-13 01:43:00.882,5.8.0,83.0,9.0,20,True,114.0,105.0,pypyr,conda-forge/pypyr,,2251.0,https://pypi.org/project/pypyr,2022-05-26 13:20:22.000,9.0,1673.0,https://anaconda.org/conda-forge/pypyr,2023-06-18 08:40:31.342,11567.0,3.0,,,,,,,,,,,,,,,,,,, +355,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,262,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,12716.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,12481.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20981.0,3.0,,,,,,,,,,,,,,,,,,, +356,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,256,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,319.0,281.0,rtoml,,,42866.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,42866.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1976,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +358,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,208,40.0,56.0,81.0,39.0,1352,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,19,True,,,excalibur-py,,10934.0,1081.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,896.0,,,,3.0,,,,,,,,,,,,,,,,,,, +359,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-09-11 19:35:04.000,2023-09-11 01:02:55,2747.0,92.0,117,29.0,198.0,42.0,316.0,1188,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,4141.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4141.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-09-13 04:59:35.000,2023-09-13 04:59:18,607.0,32.0,21,4.0,243.0,4.0,,249,2023-09-13 04:59:35.000,1.1.188,476.0,9.0,19,True,1.0,1.0,upgini,,,4147.0,https://pypi.org/project/upgini,2023-09-13 04:59:35.000,,4147.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,198,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,841.0,837.0,gsheetsdb,,,49740.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,49740.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-07-11 17:34:29.000,2023-05-01 19:51:54,163.0,,105,57.0,68.0,24.0,16.0,2019,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,18,True,1.0,,mara-pipelines,,,48.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,48.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1096,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,5.0,5.0,colout,,,1000.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1000.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,25.0,25.0,d6tflow,,,97.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,97.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,611.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,611.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,631,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,61.0,58.0,pugsql,,,6921.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6921.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1070.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,68.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,62182.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +369,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10461.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10461.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,6.0,62.0,8.0,22.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,18,True,154.0,142.0,aioprometheus,,,55817.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,55817.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,95.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,95.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,54.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,54.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,39.0,39.0,11.0,256.0,952,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,146031.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,146031.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,776,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1290.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1290.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,35.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,35.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,608,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,224.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,224.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,429,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,115.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,115.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-09-08 18:26:50.000,2023-08-28 17:19:32,117.0,5.0,6,13.0,139.0,8.0,3.0,267,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,410.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,410.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +380,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,526.0,517.0,millify,,,32675.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,32675.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,18.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,18.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,713,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,110.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,110.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-09-13 23:22:01.000,2023-09-12 23:17:16,778.0,152.0,16,2.0,617.0,7.0,9.0,232,2023-09-12 20:31:22.000,0.1.43,26.0,10.0,14,False,,,the-guide,,,20.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,20.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,441.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,441.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,3.0,3.0,pandapy,,,52.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,52.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,36.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,36.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,79.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,79.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +389,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,770,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index a69945e..065f197 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- xarray (πŸ₯‡40 Β· ⭐ 3.1K Β· πŸ“ˆ) - N-D labeled arrays and datasets in Python. Apache-2 -- msgpack (πŸ₯ˆ36 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 -- holidays (πŸ₯ˆ35 Β· ⭐ 1K Β· πŸ“ˆ) - Generate and work with holidays in Python. MIT -- smart-open (πŸ₯ˆ33 Β· ⭐ 2.9K Β· πŸ“ˆ) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- hydra (πŸ₯ˆ32 Β· ⭐ 7.5K Β· πŸ“ˆ) - Hydra is a framework for elegantly configuring complex applications. MIT +- redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +- Beam (πŸ₯‡42 Β· ⭐ 7.1K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 +- traitlets (πŸ₯‡39 Β· ⭐ 570 Β· πŸ“ˆ) - A lightweight Traits like module. BSD-3 +- greenlet (πŸ₯‡38 Β· ⭐ 1.5K Β· πŸ“ˆ) - Lightweight in-process concurrent programming. MIT +- libcloud (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- python-decouple (πŸ₯‰31 Β· ⭐ 2.5K Β· πŸ“‰) - Strict separation of config from code. MIT -- fastcore (πŸ₯‰29 Β· ⭐ 860 Β· πŸ“‰) - Python supercharged for the fastai library. Apache-2 -- strictyaml (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ“‰) - Type-safe YAML parser and validator. MIT -- everett (πŸ₯‰23 Β· ⭐ 140 Β· πŸ“‰) - configuration library for python projects. MPL-2.0 -- pypyr (πŸ₯‰20 Β· ⭐ 540 Β· πŸ“‰) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 +- cookiecutter (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 +- h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- dbt (πŸ₯ˆ37 Β· ⭐ 7.5K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +- arrow (πŸ₯ˆ36 Β· ⭐ 8.4K Β· πŸ“‰) - Better dates & times for Python. Apache-2 +- argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K Β· πŸ“‰) - Python and tab completion, better together. Apache-2 From fc0ed0d72fbae5c64781b87e15de5d6984aec78b Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 21 Sep 2023 13:39:31 +0000 Subject: [PATCH 30/70] Update best-of list for version 2023.09.21 --- README.md | 1422 +++++++++++++++---------------- history/2023-09-21_changes.md | 20 + history/2023-09-21_projects.csv | 391 +++++++++ latest-changes.md | 20 +- 4 files changed, 1132 insertions(+), 721 deletions(-) create mode 100644 history/2023-09-21_changes.md create mode 100644 history/2023-09-21_projects.csv diff --git a/README.md b/README.md index 0e87273..100389a 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 61K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 490K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 500K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,18 +95,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 15M Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 16M Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.1M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡41 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 260K Β· πŸ“¦ 72K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 270K Β· πŸ“¦ 72K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,18 +115,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 270 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 840K / month Β· πŸ“¦ 270 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
-
marshmallow (πŸ₯‡41 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ41 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 97K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 98K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -135,11 +135,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2M Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.1M Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge marshmallow ```
+
msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 + +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.1K Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 21.09.2023): + + ``` + git clone https://github.com/msgpack/msgpack-python + ``` +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 21.09.2023): + ``` + pip install msgpack + ``` +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge msgpack-python + ``` +
dill (πŸ₯ˆ37 Β· ⭐ 2K) - serialize all of Python. BSD-3 - [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 120K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.09.2023): @@ -147,18 +163,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 34M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 36M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.1M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ```
orjson (πŸ₯ˆ36 Β· ⭐ 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 57K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 58K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/ijl/orjson @@ -167,43 +183,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 910K Β· ⏱️ 08.09.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 920K Β· ⏱️ 08.09.2023): ``` conda install -c conda-forge orjson ```
-
msgpack (πŸ₯ˆ36 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.1K Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 13.09.2023): - - ``` - git clone https://github.com/msgpack/msgpack-python - ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 13.09.2023): - ``` - pip install msgpack - ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge msgpack-python - ``` -
-
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 - -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/ultrajson/ultrajson - ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): - ``` - pip install ujson - ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.2M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge ujson - ``` -
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): @@ -215,23 +199,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge simplejson ```
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 87K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 88K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 31M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 30M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cloudpickle ``` @@ -252,9 +236,25 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge jsonpickle ```
-
srsly (πŸ₯‰30 Β· ⭐ 380) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
ultrajson (πŸ₯‰34 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 32 Β· πŸ“¦ 34K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.08.2023): + + ``` + git clone https://github.com/ultrajson/ultrajson + ``` +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.7M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): + ``` + pip install ujson + ``` +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.2M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge ujson + ``` +
+
srsly (πŸ₯‰31 Β· ⭐ 390) - Modern high-performance serialization utilities for Python (JSON,.. MIT + +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 34K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/explosion/srsly @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰28 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.4K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.5K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.3M / month Β· πŸ“¦ 270 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.4M / month Β· πŸ“¦ 270 Β· ⏱️ 11.09.2023): ``` pip install python-rapidjson ``` @@ -286,23 +286,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
pysimdjson (πŸ₯‰25 Β· ⭐ 600) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 1.1K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 520K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 550K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 76K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 77K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 580 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 590 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 43K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 45K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -340,41 +340,53 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M _General-purpose data containers as well as utilities & extensions for pandas._ -
numpy (πŸ₯‡53 Β· ⭐ 24K) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡53 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 820K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 830K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 170M / month Β· πŸ“¦ 140K Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 16.09.2023): ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 64M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 64M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge numpy ```
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.4K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 72K Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 72K Β· ⏱️ 20.09.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 44M Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 44M Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge pandas ```
+
polars (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.7K Β· πŸ“‹ 5K - 20% open Β· ⏱️ 21.09.2023): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.3M / month Β· πŸ“¦ 260 Β· ⏱️ 15.09.2023): + ``` + pip install polars + ``` +
xarray (πŸ₯‡40 Β· ⭐ 3.1K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 970 Β· πŸ“¦ 20K Β· πŸ“‹ 4K - 29% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 20K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pydata/xarray @@ -388,7 +400,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯ˆ38 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 31.08.2023): @@ -404,26 +416,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ38 Β· ⭐ 20K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.1K Β· πŸ“¦ 2 Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 14.09.2023): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.2M / month Β· πŸ“¦ 250 Β· ⏱️ 05.09.2023): - ``` - pip install polars - ``` -
Modin (πŸ₯ˆ37 Β· ⭐ 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.8K - 20% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 930K / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.1M / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): ``` pip install modin ``` @@ -434,7 +434,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 09.09.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/PyTables/PyTables @@ -448,14 +448,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, and store multimodal data Neural Search Vector.. Apache-2 +
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 190 Β· πŸ“¦ 2.8K Β· πŸ“‹ 610 - 10% open Β· ⏱️ 10.09.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 190 Β· πŸ“¦ 2.8K Β· πŸ“‹ 610 - 10% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 98K / month Β· πŸ“¦ 15 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 110K / month Β· πŸ“¦ 17 Β· ⏱️ 21.09.2023): ``` pip install docarray ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 420 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 430 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 12.09.2023): ``` pip install numexpr ``` @@ -498,12 +498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“¦ 2.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 300K / month Β· πŸ“¦ 400 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 320K / month Β· πŸ“¦ 410 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -512,9 +512,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
+
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark + +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): + + ``` + git clone https://github.com/databricks/koalas + ``` +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): + ``` + pip install koalas + ``` +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge koalas + ``` +
pandera (πŸ₯ˆ32 Β· ⭐ 2.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 650 - 37% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 660 - 37% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pandera-dev/pandera @@ -530,7 +546,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯ˆ32 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 890 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 900 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -563,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 53K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 52K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -572,22 +588,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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Koalas (πŸ₯‰31 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark - -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 14.12.2022): - - ``` - git clone https://github.com/databricks/koalas - ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): - ``` - pip install koalas - ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge koalas - ``` -
swifter (πŸ₯‰29 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT - [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 31.07.2023): @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 350K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -622,12 +622,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 580 - 6% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 6% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.3K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.7K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): ``` pip install static-frame ``` @@ -647,31 +647,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 81K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
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pickleDB (πŸ₯‰22 Β· ⭐ 800) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰22 Β· ⭐ 810) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 21K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 19K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 610 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 590 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 68 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 73 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 27M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 26M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 38M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -758,11 +758,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 71M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge multidict ``` @@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 740K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 770K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` @@ -785,7 +785,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 57 - 8% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 58 - 8% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/jab/bidict @@ -799,34 +799,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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python-benedict (πŸ₯ˆ29 Β· ⭐ 1.1K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.2K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 42 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 13% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 43 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 11% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 670K / month Β· πŸ“¦ 30 Β· ⏱️ 16.07.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 700K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 16.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 18.09.2023): ``` conda install -c conda-forge python-benedict ```
ordered-set (πŸ₯ˆ29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.8K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.9K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.1M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 390K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 400K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ordered-set ``` @@ -854,7 +854,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 2.5M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.9M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -865,7 +865,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (πŸ₯‰28 Β· ⭐ 700) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 81 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch @@ -886,11 +886,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 270K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 280K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 86K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 87K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -940,7 +940,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“¦ 250K Β· πŸ“‹ 3.1K - 11% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“¦ 260K Β· πŸ“‹ 3.1K - 10% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/samuelcolvin/pydantic @@ -949,23 +949,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6M Β· ⏱️ 23.08.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.1M Β· ⏱️ 23.08.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 64 Β· πŸ“¦ 440K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 69 Β· πŸ“¦ 450K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 98M / month Β· πŸ“¦ 19K Β· ⏱️ 07.08.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 97M / month Β· πŸ“¦ 19K Β· ⏱️ 20.09.2023): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 23M Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 23M Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge jsonschema ``` @@ -977,7 +977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -988,12 +988,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 830) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 140 Β· πŸ“₯ 6 Β· πŸ“¦ 83K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 02.09.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“₯ 7 Β· πŸ“¦ 84K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.7K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -1009,7 +1009,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -1020,12 +1020,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯ˆ31 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 60 Β· πŸ“¦ 8K Β· πŸ“‹ 410 - 35% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.1K Β· πŸ“‹ 410 - 33% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 150 Β· ⏱️ 25.07.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 150 Β· ⏱️ 19.09.2023): ``` pip install param ``` @@ -1036,12 +1036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (πŸ₯‰27 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 57 Β· πŸ“¦ 1.8K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 1.8K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 680K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 720K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1052,12 +1052,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 710) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 30 Β· πŸ“¦ 200 Β· πŸ“‹ 28 - 53% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 31 Β· πŸ“¦ 200 Β· πŸ“‹ 28 - 53% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 39K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 44K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` @@ -1073,11 +1073,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 2.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 2.3K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typical ``` @@ -1089,7 +1089,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 12K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 13K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1100,9 +1100,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... -- schema (πŸ₯ˆ31 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT +- schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰27 Β· ⭐ 850) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰27 Β· ⭐ 860) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1114,18 +1114,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 38K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡30 Β· ⭐ 5K) - A lightweight, object-oriented finite state machine implementation in.. MIT +
transitions (πŸ₯‡32 Β· ⭐ 5K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 510 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 510 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 2% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 490K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1137,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1172,50 +1172,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
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arrow (πŸ₯ˆ36 Β· ⭐ 8.4K Β· πŸ“‰) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯ˆ36 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 68K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 69K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 16M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 17M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arrow ```
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pendulum (πŸ₯ˆ35 Β· ⭐ 5.6K) - Python datetimes made easy. MIT +
pendulum (πŸ₯ˆ35 Β· ⭐ 5.7K) - Python datetimes made easy. MIT - [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 340 Β· πŸ“₯ 170 Β· πŸ“¦ 22K Β· πŸ“‹ 530 - 45% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 13M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pendulum ```
holidays (πŸ₯ˆ35 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 400 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 21% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 410 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 21% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.8M / month Β· πŸ“¦ 440 Β· ⏱️ 04.09.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.9M / month Β· πŸ“¦ 440 Β· ⏱️ 18.09.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.6M Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.6M Β· ⏱️ 19.09.2023): ``` conda install -c conda-forge holidays ``` @@ -1238,12 +1238,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯‰34 Β· ⭐ 280) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 77 Β· πŸ“¦ 1.6M Β· πŸ“‹ 80 - 43% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 81 - 43% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 130M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` pip install pytz ``` @@ -1259,7 +1259,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 40M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 58M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): ``` pip install tzlocal ``` @@ -1281,16 +1281,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡38 Β· ⭐ 650) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 62K Β· πŸ“‹ 590 - 34% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 63K Β· πŸ“‹ 590 - 34% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 690 Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 720 Β· ⏱️ 15.09.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 14M Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 14M Β· ⏱️ 16.09.2023): ``` conda install -c conda-forge fsspec ``` @@ -1306,35 +1306,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge watchdog ```
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aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ36 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 - [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 140 Β· πŸ“¦ 110K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 16M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 33M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 580) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 310K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 320K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 13.09.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 95M / month Β· πŸ“¦ 2.7K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 98M / month Β· πŸ“¦ 2.7K Β· ⏱️ 13.09.2023): ``` pip install filelock ``` @@ -1354,12 +1354,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 660K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 670K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fs ```
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appdirs (πŸ₯‰31 Β· ⭐ 990 Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT +
appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 250K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): @@ -1370,7 +1370,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ``` @@ -1409,7 +1409,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... -- zipp (πŸ₯‰32 Β· ⭐ 40) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰32 Β· ⭐ 41) - Backport of pathlib-compatible object wrapper for zip files. MIT - Unipath (πŸ₯‰23 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1434,14 +1434,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
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typing (πŸ₯ˆ33 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ32 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 730 - 17% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 30.06.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.2M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1452,12 +1452,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 -- [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 38K Β· πŸ“‹ 74 - 9% open Β· ⏱️ 31.10.2022): +- [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 39K Β· πŸ“‹ 74 - 9% open Β· ⏱️ 31.10.2022): ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.2M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.1M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1469,7 +1469,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - six (πŸ₯‡37 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT -- pathlib2 (πŸ₯‰28 Β· ⭐ 74) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰28 Β· ⭐ 75) - Backport of pathlib aiming to support the full stdlib Python API. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag
@@ -1481,50 +1481,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 540K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 540K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 190M / month Β· πŸ“¦ 21K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 21K Β· ⏱️ 19.09.2023): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 43M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 43M Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 +
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 93 Β· πŸ“¦ 77K Β· πŸ“‹ 550 - 10% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 920 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/Legrandin/pycryptodome + git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.6K Β· ⏱️ 19.05.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 110K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` - pip install pycryptodomex + pip install tink ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 390 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` - conda install -c conda-forge pycryptodomex + npm install tink-crypto ```
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tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 920 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 110 Β· πŸ“¦ 77K Β· πŸ“‹ 560 - 11% open Β· ⏱️ 17.09.2023): ``` - git clone https://github.com/google/tink + git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 110K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` - pip install tink + pip install pycryptodomex ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 410 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.4M Β· ⏱️ 17.09.2023): ``` - npm install tink-crypto + conda install -c conda-forge pycryptodomex ```
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT @@ -1534,7 +1534,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 35M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 36M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` @@ -1559,23 +1559,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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bcrypt (πŸ₯‰33 Β· ⭐ 1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰33 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 39M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 40M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 3.9M Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4M Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge bcrypt ```
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rsa (πŸ₯‰31 Β· ⭐ 440) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰31 Β· ⭐ 450) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 330K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 16.08.2023): @@ -1599,12 +1599,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 12.09.2023): ``` pip install ansible ``` @@ -1613,50 +1613,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge ansible ```
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awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 +
awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 180M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.09.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 13.09.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge awscli ```
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botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 +
botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 270K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 270K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.5K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.5K Β· ⏱️ 20.09.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 13.09.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge botocore ```
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pulumi (πŸ₯ˆ42 Β· ⭐ 17K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 830K Β· πŸ“¦ 6.2K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 890K Β· πŸ“¦ 6.3K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 830K / month Β· πŸ“¦ 140 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 820K / month Β· πŸ“¦ 140 Β· ⏱️ 19.09.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 630 Β· ⏱️ 13.09.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 950K / month Β· πŸ“¦ 710 Β· ⏱️ 19.09.2023): ``` npm install @pulumi/pulumi ``` @@ -1668,11 +1668,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 45M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 46M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.7M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.8M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge paramiko ``` @@ -1684,7 +1684,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` pip install docker ``` @@ -1693,9 +1693,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-py ```
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docker-compose (πŸ₯ˆ41 Β· ⭐ 30K) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 270 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 280 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/docker/compose @@ -1711,12 +1711,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 17M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 17M / month Β· πŸ“¦ 1.4K Β· ⏱️ 18.09.2023): ``` pip install kubernetes ``` @@ -1732,7 +1732,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.1M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.2M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1743,7 +1743,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯‰37 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1755,12 +1755,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 940 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 35% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 940 Β· πŸ“¦ 29K Β· πŸ“‹ 430 - 35% open Β· ⏱️ 11.04.2023): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): ``` pip install schedule ``` @@ -1776,7 +1776,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.7M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.9M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1787,7 +1787,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 5.9K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel @@ -1808,23 +1808,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 32K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): ``` pip install pyinfra ```
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pypyr (πŸ₯‰20 Β· ⭐ 540) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 540 Β· πŸ“ˆ) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 25 Β· πŸ“¦ 100 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.7K / month Β· πŸ“¦ 9 Β· ⏱️ 26.05.2022): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.7K / month Β· πŸ“¦ 9 Β· ⏱️ 21.09.2023): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 12K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 12K Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge pypyr ``` @@ -1850,7 +1850,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 35M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 36M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1866,7 +1866,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1877,12 +1877,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯‰35 Β· ⭐ 7.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.6K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.6K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1898,7 +1898,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 36M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 37M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1913,41 +1913,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
greenlet (πŸ₯‡38 Β· ⭐ 1.5K Β· πŸ“ˆ) - Lightweight in-process concurrent programming. MIT - -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 280K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 12.09.2023): - - ``` - git clone https://github.com/python-greenlet/greenlet - ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 12.09.2023): - ``` - pip install greenlet - ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.9M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge greenlet - ``` -
anyio (πŸ₯‡38 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 170K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 170K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 43M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 44M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9.6M Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9.8M Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge anyio ```
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uvloop (πŸ₯ˆ37 Β· ⭐ 9.5K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯ˆ37 Β· ⭐ 9.6K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 95K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 96K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/MagicStack/uvloop @@ -1961,6 +1945,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge uvloop ```
+
greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - Lightweight in-process concurrent programming. MIT + +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 290K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 12.09.2023): + + ``` + git clone https://github.com/python-greenlet/greenlet + ``` +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 12.09.2023): + ``` + pip install greenlet + ``` +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.9M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge greenlet + ``` +
asyncer (πŸ₯‰25 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT - [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 39 Β· πŸ“¦ 2.6K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): @@ -1968,11 +1968,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 67K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 70K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.2K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.3K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1984,14 +1984,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 16K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 15K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): ``` pip install aiomisc ```
Show 2 hidden projects... -- unsync (πŸ₯‰21 Β· ⭐ 840 Β· πŸ’€) - Unsynchronize asyncio. MIT +- unsync (πŸ₯‰21 Β· ⭐ 850 Β· πŸ’€) - Unsynchronize asyncio. MIT - stopit (πŸ₯‰21 Β· ⭐ 100 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -2000,30 +2000,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
traitlets (πŸ₯‡39 Β· ⭐ 570 Β· πŸ“ˆ) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯‡39 Β· ⭐ 570) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 190 Β· πŸ“¦ 350K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 190 Β· πŸ“¦ 360K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 26M / month Β· πŸ“¦ 15K Β· ⏱️ 14.09.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 28M / month Β· πŸ“¦ 15K Β· ⏱️ 14.09.2023): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 23M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 23M Β· ⏱️ 14.09.2023): ``` conda install -c conda-forge traitlets ```
python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.4K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 550K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 560K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 30M / month Β· πŸ“¦ 8.8K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.8K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2034,7 +2034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.1K Β· πŸ“‹ 460 - 23% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.1K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2043,23 +2043,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 57K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 58K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge dynaconf ```
hydra (πŸ₯ˆ32 Β· ⭐ 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 15K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 25.07.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 15K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.4K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.6K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2071,7 +2071,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.8M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2082,7 +2082,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯‰31 Β· ⭐ 2.5K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 88 - 5% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 89 - 5% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple @@ -2103,7 +2103,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 220K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2114,7 +2114,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 210 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 220 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2123,14 +2123,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 710K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 720K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge configobj ```
everett (πŸ₯‰23 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 860 Β· πŸ“‹ 79 - 2% open Β· ⏱️ 24.04.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 860 Β· πŸ“‹ 81 - 3% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/willkg/everett @@ -2152,7 +2152,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 91 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 97 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click @@ -2161,23 +2161,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 30M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 31M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge click ```
rich (πŸ₯‡44 Β· ⭐ 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 31M / month Β· πŸ“¦ 4.6K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 31M / month Β· πŸ“¦ 5.1K Β· ⏱️ 17.09.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 4.9M Β· ⏱️ 13.09.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5M Β· ⏱️ 17.09.2023): ``` conda install -c conda-forge rich ``` @@ -2189,7 +2189,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 33M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 34M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): ``` pip install prompt_toolkit ``` @@ -2205,11 +2205,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ``` @@ -2232,60 +2232,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ35 Β· ⭐ 3.2K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 740K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 750K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 110M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 120M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 25M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 26M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge colorama ```
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argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K Β· πŸ“‰) - Python and tab completion, better together. Apache-2 +
argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 24.08.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.09.2023): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.3M Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.3M Β· ⏱️ 17.09.2023): ``` conda install -c conda-forge argcomplete ```
wcwidth (πŸ₯‰33 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 440K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 450K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 37M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 38M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge wcwidth ```
asciimatics (πŸ₯‰32 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 910 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 920 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 79K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 81K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2296,16 +2296,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰32 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 17K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 17K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 13M / month Β· πŸ“¦ 240 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 14M / month Β· πŸ“¦ 240 Β· ⏱️ 22.11.2022): ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 550K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 560K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ``` @@ -2321,7 +2321,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 54K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 55K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2333,7 +2333,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2342,14 +2342,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configargparse ```
-
docopt-ng (πŸ₯‰22 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰23 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 13 Β· πŸ“¦ 180 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 180 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 57K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 66K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2370,8 +2370,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰24 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC -- Click Extra (πŸ₯‰23 Β· ⭐ 42) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- clint (πŸ₯‰25 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC +- Click Extra (πŸ₯‰23 Β· ⭐ 43) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT

@@ -2380,7 +2380,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 790) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 800) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2388,30 +2388,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡32 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡33 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 96M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 98M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.7M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.8M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ30 Β· ⭐ 910) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 290K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 280K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2427,19 +2427,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge beaker ```
pylibmc (πŸ₯‰27 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“₯ 270 Β· πŸ“¦ 4.7K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“₯ 270 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 170K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2455,7 +2455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 29K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 30K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2479,18 +2479,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 110K / month Β· πŸ“¦ 600 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 110K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 320K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 320K Β· ⏱️ 19.09.2023): ``` conda install -c conda-forge kivy ```
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.6K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 09.09.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.7K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 09.09.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2511,30 +2511,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 29K / month Β· πŸ“¦ 46 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 32K / month Β· πŸ“¦ 46 Β· ⏱️ 13.09.2023): ``` pip install dearpygui ```
toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 760 - 18% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 760 - 18% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.8K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.7K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 28 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 6 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Eel (πŸ₯‰30 Β· ⭐ 5.8K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.1K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2577,32 +2577,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.09.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 810K Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 820K Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 60K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 60K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 59K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 60K Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge emoji ``` @@ -2618,11 +2618,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 21M Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 22M Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 190 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 170 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2634,7 +2634,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2659,14 +2659,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰26 Β· ⭐ 830 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
pyahocorasick (πŸ₯‰27 Β· ⭐ 830 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.1K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 530K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2675,14 +2675,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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price-parser (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 +
price-parser (πŸ₯‰22 Β· ⭐ 280 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 47 Β· πŸ“¦ 380 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 100K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 110K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2698,7 +2698,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2727,71 +2727,71 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡47 Β· ⭐ 8.3K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 360K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 360K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 780M / month Β· πŸ“¦ 18K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 800M / month Β· πŸ“¦ 18K Β· ⏱️ 20.09.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 13.09.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡45 Β· ⭐ 7.7K) - The Database Toolkit for Python. MIT +
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 630K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 91M / month Β· πŸ“¦ 47K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 30M / month Β· πŸ“¦ 28K Β· ⏱️ 15.08.2023): ``` - pip install SQLAlchemy + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 15.08.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge redis-py ```
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redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 630K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 20.09.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 30M / month Β· πŸ“¦ 28K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 91M / month Β· πŸ“¦ 47K Β· ⏱️ 18.09.2023): ``` - pip install redis + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 15.08.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 19.09.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge sqlalchemy ```
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.6K - 4% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 52M / month Β· πŸ“¦ 1.9K Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 52M / month Β· πŸ“¦ 2K Β· ⏱️ 19.09.2023): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.8M Β· ⏱️ 27.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.8M Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2805,9 +2805,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge azure-storage-blob ```
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peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT +
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/coleifer/peewee @@ -2823,7 +2823,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2839,12 +2839,12 @@ _Libraries for connecting to, operating, and querying databases._
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 54M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 48M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2855,23 +2855,23 @@ _Libraries for connecting to, operating, and querying databases._
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.3K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 19K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 20K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 09.08.2023): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge kafka-python ```
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 20.09.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2887,12 +2887,12 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ38 Β· ⭐ 2.1K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 990 - 10% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 32M / month Β· πŸ“¦ 11K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 32M / month Β· πŸ“¦ 12K Β· ⏱️ 31.08.2023): ``` pip install alembic ``` @@ -2908,7 +2908,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 930K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 960K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2919,12 +2919,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 980 - 3% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 990 - 3% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 57 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 30M / month Β· πŸ“¦ 57 Β· ⏱️ 11.09.2023): ``` pip install awswrangler ``` @@ -2935,12 +2935,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ37 Β· ⭐ 640) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 02.09.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): ``` pip install google-cloud-bigquery ``` @@ -2949,90 +2949,90 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 +
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.1K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 18.09.2023): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.8M / month Β· πŸ“¦ 440 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): ``` - pip install confluent-kafka + pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 770K Β· ⏱️ 25.07.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c anaconda elasticsearch-dsl ```
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Ibis (πŸ₯ˆ36 Β· ⭐ 3.1K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 440 Β· πŸ“₯ 97 Β· πŸ“¦ 590 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.2K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/ibis-project/ibis + git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 10.09.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.6M / month Β· πŸ“¦ 440 Β· ⏱️ 12.07.2023): ``` - pip install ibis-framework + pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 300K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 770K Β· ⏱️ 18.09.2023): ``` - conda install -c conda-forge ibis-framework + conda install -c conda-forge python-confluent-kafka ```
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mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
Ibis (πŸ₯ˆ36 Β· ⭐ 3.1K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 440 Β· πŸ“₯ 97 Β· πŸ“¦ 590 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 3.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 17.09.2023): ``` - pip install mysqlclient + pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 290K Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 11.09.2023): ``` - conda install -c conda-forge mysqlclient + conda install -c conda-forge ibis-framework ```
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libcloud (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +
libcloud (πŸ₯ˆ36 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 170K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 180K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
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Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 +
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 12.09.2023): ``` - git clone https://github.com/elastic/elasticsearch-dsl-py + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 3.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` - pip install elasticsearch-dsl + pip install mysqlclient ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 300K Β· ⏱️ 02.07.2023): ``` - conda install -c anaconda elasticsearch-dsl + conda install -c conda-forge mysqlclient ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.5K) - Prometheus instrumentation library for Python.. Apache-2 +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 24M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): ``` pip install prometheus_client ``` @@ -3043,12 +3043,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 69K Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 70K Β· ⏱️ 05.09.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): ``` pip install motor ``` @@ -3073,6 +3073,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
+
s3fs (πŸ₯ˆ34 Β· ⭐ 730) - S3 Filesystem. BSD-3 + +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 420 - 29% open Β· ⏱️ 21.09.2023): + + ``` + git clone https://github.com/fsspec/s3fs + ``` +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 670 Β· ⏱️ 15.09.2023): + ``` + pip install s3fs + ``` +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.2M Β· ⏱️ 16.09.2023): + ``` + conda install -c conda-forge s3fs + ``` +
s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 - [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 15.08.2023): @@ -3080,7 +3096,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 240M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): ``` pip install s3transfer ``` @@ -3089,7 +3105,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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sqlmodel (πŸ₯ˆ33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
sqlmodel (πŸ₯‰33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic - [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 7.3K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): @@ -3100,19 +3116,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 18K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlmodel ```
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tortoise-orm (πŸ₯ˆ33 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
tortoise-orm (πŸ₯‰33 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“₯ 13 Β· πŸ“¦ 6.3K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.3K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 94K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 95K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3121,14 +3137,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Databases (πŸ₯ˆ33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 +
Databases (πŸ₯‰33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 09.09.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 370K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 380K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3137,7 +3153,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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Pony (πŸ₯ˆ33 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 +
Pony (πŸ₯‰33 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 - [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 230 Β· πŸ“₯ 66 Β· πŸ“¦ 3.6K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 05.09.2023): @@ -3148,14 +3164,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 95K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 96K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pony ```
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neo4j-driver (πŸ₯ˆ33 Β· ⭐ 820) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 830) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 190 Β· πŸ“¦ 7K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 190 Β· πŸ“¦ 7K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3169,25 +3185,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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s3fs (πŸ₯ˆ33 Β· ⭐ 730) - S3 Filesystem. BSD-3 +
minio (πŸ₯‰33 Β· ⭐ 680) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 410 - 28% open Β· ⏱️ 12.09.2023): - - ``` - git clone https://github.com/fsspec/s3fs - ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 670 Β· ⏱️ 03.09.2023): - ``` - pip install s3fs - ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.1M Β· ⏱️ 04.09.2023): - ``` - conda install -c conda-forge s3fs - ``` -
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minio (πŸ₯ˆ33 Β· ⭐ 680) - MinIO Client SDK for Python. Apache-2 - -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.2K Β· πŸ“‹ 520 - 2% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.3K Β· πŸ“‹ 520 - 2% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/minio/minio-py @@ -3201,14 +3201,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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pandas-gbq (πŸ₯ˆ33 Β· ⭐ 380) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯‰33 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.8K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.9K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.3M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 5.8M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3219,7 +3219,7 @@ _Libraries for connecting to, operating, and querying databases._
dataset (πŸ₯‰32 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.2K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.3K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pudo/dataset @@ -3228,41 +3228,41 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 6.9K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
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Cassandra Driver (πŸ₯‰32 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“¦ 5.4K Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 18.09.2023): ``` - git clone https://github.com/datastax/python-driver + git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` - pip install cassandra-driver + pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge cassandra-driver + conda install -c conda-forge pynamodb ```
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PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT +
Cassandra Driver (πŸ₯‰32 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“¦ 5.5K Β· ⏱️ 28.08.2023): ``` - git clone https://github.com/pynamodb/PynamoDB + git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` - pip install pynamodb + pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): ``` - conda install -c conda-forge pynamodb + conda install -c conda-forge cassandra-driver ```
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT @@ -3272,7 +3272,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3304,19 +3304,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 460K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 470K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cx_oracle ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 220K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 250K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3332,7 +3332,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3341,6 +3341,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
+
prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 + +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.3K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 16.09.2023): + + ``` + git clone https://github.com/RobertCraigie/prisma-client-py + ``` +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 56K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): + ``` + pip install prisma + ``` +
py2neo (πŸ₯‰29 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 - [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): @@ -3352,35 +3364,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install py2neo ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 61K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py2neo ```
piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): ``` pip install piccolo ```
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prisma (πŸ₯‰28 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.3K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 28.08.2023): - - ``` - git clone https://github.com/RobertCraigie/prisma-client-py - ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 53K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): - ``` - pip install prisma - ``` -
umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 16K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): @@ -3388,30 +3388,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/Scille/umongo ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 29K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): +- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): ``` pip install umongo ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5.3K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5.4K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge umongo ```
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 880 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 890 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 25K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 26K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
ODMantic (πŸ₯‰21 Β· ⭐ 840 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 77 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 76 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic @@ -3423,7 +3423,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 360 - 11% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 360 - 11% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3431,12 +3431,12 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰18 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 30 - 26% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 30 - 23% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 56K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 54K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ``` @@ -3459,7 +3459,7 @@ _Libraries for connecting to, operating, and querying databases._ - gsheets-db-api (πŸ₯‰19 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰18 Β· ⭐ 630 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3471,48 +3471,48 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 24K Β· πŸ“‹ 2.5K - 24% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 25K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.2M / month Β· πŸ“¦ 650 Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.9M / month Β· πŸ“¦ 650 Β· ⏱️ 06.09.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 440K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 460K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 170K Β· πŸ“‹ 670 - 3% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 170K Β· πŸ“‹ 670 - 2% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.8M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 10M / month Β· πŸ“¦ 3.2K Β· ⏱️ 20.09.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 840K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 850K Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 21K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 120K / month Β· πŸ“¦ 640 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 130K / month Β· πŸ“¦ 640 Β· ⏱️ 18.09.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 660K Β· ⏱️ 27.08.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 660K Β· ⏱️ 19.09.2023): ``` conda install -c conda-forge xlwings ``` @@ -3524,7 +3524,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 28M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3535,7 +3535,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 74K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 06.09.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 75K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 06.09.2023): ``` git clone https://github.com/jazzband/tablib @@ -3556,7 +3556,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3572,7 +3572,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 15M / month Β· πŸ“¦ 610 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 16M / month Β· πŸ“¦ 610 Β· ⏱️ 07.09.2023): ``` pip install smart-open ``` @@ -3588,7 +3588,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): ``` pip install csvkit ``` @@ -3620,7 +3620,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.8M / month Β· πŸ“¦ 380 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 390 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3636,7 +3636,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 480K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 440K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3647,12 +3647,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ30 Β· ⭐ 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 34K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 41K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` @@ -3663,24 +3663,24 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰27 Β· ⭐ 2.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 67 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 68 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 21K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 23K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
camelot (πŸ₯‰24 Β· ⭐ 2.3K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 10.09.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.8K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3692,31 +3692,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 580 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 570 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
-
excalibur (πŸ₯‰19 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT +
excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 900 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 910 / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
Upgini (πŸ₯‰19 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 1 Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 20.09.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.1K / month Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.9K / month Β· ⏱️ 20.09.2023): ``` pip install upgini ``` @@ -3728,7 +3728,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 410 / month Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 470 / month Β· ⏱️ 28.08.2023): ``` pip install squirrel-core ``` @@ -3748,8 +3748,8 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- borb (πŸ₯‰20 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 780 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3762,7 +3762,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 530K Β· πŸ“¦ 7.9K Β· πŸ“‹ 8.1K - 10% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 540K Β· πŸ“¦ 8K Β· πŸ“‹ 8.1K - 10% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/apache/airflow @@ -3771,23 +3771,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 940K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 950K Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 140M Β· ⭐ 470 Β· ⏱️ 07.09.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 150M Β· ⭐ 470 Β· ⏱️ 07.09.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.3M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.4M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): ``` pip install celery ``` @@ -3798,87 +3798,71 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.1K - 13% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 140 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 640K / month Β· πŸ“¦ 140 Β· ⏱️ 14.09.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 520K Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 530K Β· ⏱️ 14.09.2023): ``` conda install -c conda-forge prefect ```
-
Beam (πŸ₯‡42 Β· ⭐ 7.1K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡42 Β· ⭐ 7.1K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 69% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 68% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 53K Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 54K Β· ⏱️ 07.09.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
-
Dagster (πŸ₯‡41 Β· ⭐ 8.4K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 8.5K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 31% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 31% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 130 Β· ⏱️ 20.09.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 08.09.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 16.09.2023): ``` conda install -c conda-forge dagster ```
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rq (πŸ₯ˆ39 Β· ⭐ 9.1K) - Simple job queues for Python. BSD-3 - -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 14K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/rq/rq - ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): - ``` - pip install rq - ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 96K Β· ⏱️ 04.09.2023): - ``` - conda install -c conda-forge rq - ``` -
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.8K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 39 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 41 Β· ⏱️ 20.09.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 710K Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 710K Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ39 Β· ⭐ 3.4K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 330K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 330K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/joblib/joblib @@ -3892,6 +3876,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ38 Β· ⭐ 9.1K Β· πŸ“‰) - Simple job queues for Python. BSD-3 + +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 17.08.2023): + + ``` + git clone https://github.com/rq/rq + ``` +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): + ``` + pip install rq + ``` +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 97K Β· ⏱️ 04.09.2023): + ``` + conda install -c conda-forge rq + ``` +
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 - [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 07.09.2023): @@ -3899,7 +3899,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 520K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` @@ -3910,24 +3910,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 8.7K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 340K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): ``` pip install kedro ```
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dbt (πŸ₯ˆ37 Β· ⭐ 7.5K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +
dbt (πŸ₯ˆ37 Β· ⭐ 7.5K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.6K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4.5K - 10% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.4K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4.5K - 10% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 110K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 97K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3936,26 +3936,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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Activeloop (πŸ₯ˆ34 Β· ⭐ 6.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ34 Β· ⭐ 6.9K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.3K Β· πŸ“‹ 430 - 10% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.4K Β· πŸ“‹ 430 - 11% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.2K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.1K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
petl (πŸ₯ˆ33 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.4K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 950K / month Β· πŸ“¦ 84 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 990K / month Β· πŸ“¦ 84 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3964,14 +3964,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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huey (πŸ₯ˆ31 Β· ⭐ 4.6K) - a little task queue for python. MIT +
huey (πŸ₯ˆ32 Β· ⭐ 4.6K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.3K Β· πŸ“‹ 600 - 0% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 20.09.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 79K / month Β· πŸ“¦ 180 Β· ⏱️ 09.02.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 82K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3980,49 +3980,33 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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zenml (πŸ₯ˆ31 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ30 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 170 Β· πŸ“‹ 220 - 13% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 170 Β· πŸ“‹ 220 - 12% open Β· ⏱️ 11.09.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.9K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 7.8K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): ``` pip install zenml ```
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ploomber (πŸ₯ˆ30 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 - -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 93 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): - - ``` - git clone https://github.com/ploomber/ploomber - ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.4K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): - ``` - pip install ploomber - ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 74K Β· ⏱️ 30.08.2023): - ``` - conda install -c conda-forge ploomber - ``` -
whylogs (πŸ₯ˆ30 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 390 - 5% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 390 - 5% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 19.09.2023): ``` pip install whylogs ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/combust/mleap @@ -4043,14 +4027,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 17K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 19K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
+
ploomber (πŸ₯‰29 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 + +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 95 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): + + ``` + git clone https://github.com/ploomber/ploomber + ``` +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.2K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): + ``` + pip install ploomber + ``` +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 75K Β· ⏱️ 30.08.2023): + ``` + conda install -c conda-forge ploomber + ``` +
PyFunctional (πŸ₯‰28 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 660 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 670 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/EntilZha/PyFunctional @@ -4067,11 +4067,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 69K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 70K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.6K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.7K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4083,7 +4083,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.1K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.4K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4095,7 +4095,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 33K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 25K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4111,7 +4111,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.3K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.1K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ``` @@ -4123,37 +4123,37 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 99K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 97K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
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BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 180 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 92 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 8.6K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` - pip install batchflow + pip install pysparkling + ``` +- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.5K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pysparkling ```
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pysparkling (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT +
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 180 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 01.09.2023): ``` - git clone https://github.com/svenkreiss/pysparkling - ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 7.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): - ``` - pip install pysparkling + git clone https://github.com/analysiscenter/batchflow ``` -- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.4K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 99 / month Β· ⏱️ 01.08.2023): ``` - conda install -c conda-forge pysparkling + pip install batchflow ```
pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT @@ -4163,7 +4163,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.1K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4172,28 +4172,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 01.05.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 90 / month Β· ⏱️ 22.01.2019): ``` - pip install mara-pipelines + pip install d6tflow ```
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Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 25 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 97 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 52 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` - pip install d6tflow + pip install mara-pipelines ```
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT @@ -4215,7 +4215,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 36 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 37 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4242,7 +4242,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 930K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 940K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4258,16 +4258,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 610 Β· πŸ“¦ 66K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 620 Β· πŸ“¦ 66K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 12M / month Β· πŸ“¦ 3.9K Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 13M / month Β· πŸ“¦ 3.9K Β· ⏱️ 18.09.2023): ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 08.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 19.09.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4283,7 +4283,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install jmespath ``` -- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 17M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge jmespath ``` @@ -4296,16 +4296,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 200 Β· πŸ“¦ 8K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 200 Β· πŸ“¦ 8.1K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 810 Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 13M / month Β· πŸ“¦ 810 Β· ⏱️ 12.09.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 330K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 340K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4328,7 +4328,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 50) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ32 Β· ⭐ 51) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰24 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4339,7 +4339,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡41 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 340 Β· πŸ“¦ 820K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 340 Β· πŸ“¦ 830K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4348,23 +4348,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 31M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 32M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge attrs ```
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 51M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 53M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` -- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 12M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 13M Β· ⏱️ 03.08.2023): ``` conda install -c conda-forge more-itertools ``` @@ -4412,7 +4412,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ``` @@ -4435,7 +4435,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 400 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 400 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/dry-python/returns @@ -4444,7 +4444,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 6.9K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4456,7 +4456,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4500,7 +4500,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 650 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰24 Β· ⭐ 660 Β· πŸ’€) - API Rate Limit Decorator. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT @@ -4513,12 +4513,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 82K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 88K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4533,7 +4533,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 6.7K Β· πŸ“₯ 66K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 6.7K Β· πŸ“₯ 66K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/micropython/micropython @@ -4565,12 +4565,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 580K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 580K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 67M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 68M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` @@ -4579,18 +4579,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 +
cookiecutter (πŸ₯‡40 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 22K Β· πŸ“‹ 820 - 25% open Β· ⏱️ 03.08.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.6K Β· ⏱️ 03.08.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 840K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 850K Β· ⏱️ 04.08.2023): ``` conda install -c conda-forge cookiecutter ``` @@ -4602,7 +4602,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 85M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 87M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4613,7 +4613,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 650K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 660K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4638,7 +4638,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4650,7 +4650,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 77M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 78M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): ``` pip install wrapt ``` @@ -4659,22 +4659,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
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pluggy (πŸ₯ˆ34 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT - -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 12.09.2023): - - ``` - git clone https://github.com/pytest-dev/pluggy - ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 80M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): - ``` - pip install pluggy - ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 22M Β· ⏱️ 26.08.2023): - ``` - conda install -c conda-forge pluggy - ``` -
decorator (πŸ₯ˆ34 Β· ⭐ 780) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 470K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): @@ -4682,18 +4666,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 66M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 63M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 23M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 24M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge decorator ```
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diagrams (πŸ₯ˆ33 Β· ⭐ 31K) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯ˆ33 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 2K Β· πŸ“¦ 1.1K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): ``` git clone https://github.com/mingrammer/diagrams @@ -4707,14 +4691,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
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Copier (πŸ₯‰31 Β· ⭐ 1.2K) - Library and command-line utility for rendering projects templates. MIT +
pluggy (πŸ₯ˆ33 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT + +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 19.09.2023): + + ``` + git clone https://github.com/pytest-dev/pluggy + ``` +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 83M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): + ``` + pip install pluggy + ``` +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 22M Β· ⏱️ 26.08.2023): + ``` + conda install -c conda-forge pluggy + ``` +
+
Copier (πŸ₯‰31 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 130 Β· πŸ“¦ 540 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 130 Β· πŸ“¦ 560 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 140K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): ``` pip install copier ``` @@ -4726,7 +4726,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 190K / month Β· πŸ“¦ 480 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 480 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4735,14 +4735,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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pyscaffold (πŸ₯‰30 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 240K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 230K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4762,7 +4762,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 56K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 57K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4774,23 +4774,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.1K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ```
-
python-mss (πŸ₯‰27 Β· ⭐ 870) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰27 Β· ⭐ 880) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 130 - 26% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 27% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 640K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 660K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` @@ -4802,7 +4802,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 14M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4818,7 +4818,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.9M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): ``` pip install catalogue ``` @@ -4829,12 +4829,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.8K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.9K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 480K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` diff --git a/history/2023-09-21_changes.md b/history/2023-09-21_changes.md new file mode 100644 index 0000000..3c1d64d --- /dev/null +++ b/history/2023-09-21_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- polars (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +- msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 +- transitions (πŸ₯‡32 Β· ⭐ 5K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine implementation.. MIT +- pypyr (πŸ₯‰22 Β· ⭐ 540 Β· πŸ“ˆ) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- rq (πŸ₯ˆ38 Β· ⭐ 9.1K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +- h5py (πŸ₯ˆ38 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - Lightweight in-process concurrent programming. MIT + diff --git a/history/2023-09-21_projects.csv b/history/2023-09-21_projects.csv new file mode 100644 index 0000000..8d7f7d1 --- /dev/null +++ b/history/2023-09-21_projects.csv @@ -0,0 +1,391 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 08:59:11.000,2023-09-21 08:59:11,422.0,32.0,2068,379.0,223.0,16.0,33.0,14458,2023-09-14 15:02:08.000,2023.09.14,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-14 16:33:16.000,2023-09-14 16:33:14,267.0,25.0,148,51.0,159.0,1.0,2.0,2014,2023-09-14 16:33:20.000,2023.09.14,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-09-14 14:24:32.000,2023-09-14 14:24:31,265.0,25.0,40,24.0,157.0,3.0,5.0,799,2023-09-14 14:24:37.000,2023.09.14,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-14 16:33:16.000,2023-09-14 16:33:14,267.0,25.0,148,51.0,159.0,1.0,2.0,2014,2023-09-14 16:33:20.000,2023.09.14,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 08:59:11.000,2023-09-21 08:59:11,422.0,32.0,2068,379.0,223.0,16.0,33.0,14458,2023-09-14 15:02:08.000,2023.09.14,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1657.0,322.0,13.0,73.0,38112,,,,128.0,0,True,13.0,13.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 08:59:11.000,2023-09-21 08:59:11,422.0,32.0,2068,379.0,223.0,16.0,33.0,14457,2023-09-14 15:02:08.000,2023.09.14,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-09-21 11:52:08.298,2023-09-21 11:07:17,33599.0,848.0,8386,598.0,12928.0,2178.0,9821.0,24541,2023-09-16 20:33:28.000,1.26.0,152.0,1670.0,53,True,1976732.0,1840208.0,numpy,conda-forge/numpy,829922.0,178681468.0,https://pypi.org/project/numpy,2023-09-16 19:58:18.000,136524.0,177028209.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,64062152.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-09-21 13:21:42.000,2023-09-21 13:21:36,15833.0,824.0,15170,2063.0,8214.0,883.0,4962.0,60832,2023-09-07 20:45:06.000,4.24.3,147.0,1163.0,52,True,515493.0,495947.0,protobuf,conda-forge/protobuf,34972976.0,153199803.0,https://pypi.org/project/protobuf,2023-09-07 20:45:06.000,16074.0,146963642.0,https://anaconda.org/conda-forge/protobuf,2023-09-10 08:34:38.316,15579009.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3472.0,5069509.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-09-21 13:34:04.000,2023-09-20 22:39:03,33335.0,677.0,16710,1126.0,29961.0,3593.0,21725.0,39767,2023-09-20 21:03:54.000,2.1.1,119.0,3457.0,52,True,1374150.0,1301953.0,pandas,conda-forge/pandas,214982.0,134656958.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,72197.0,133402731.0,https://anaconda.org/conda-forge/pandas,2023-09-20 23:28:15.419,43832557.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-09-21 07:21:42.000,2023-09-20 18:18:37,53991.0,194.0,23679,1945.0,49751.0,836.0,31161.0,58605,2023-09-12 13:24:22.000,8.4.0,333.0,6778.0,48,True,33746.0,29676.0,ansible,conda-forge/ansible,,4314092.0,https://pypi.org/project/ansible,2023-09-12 13:24:22.000,4070.0,4290284.0,https://anaconda.org/conda-forge/ansible,2023-09-12 15:30:15.987,952341.0,1.0,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-09-21 13:05:40.000,2023-09-21 12:09:26,21482.0,1356.0,12741,758.0,22976.0,847.0,7280.0,32230,2023-09-07 18:08:24.000,2.7.1,164.0,2988.0,47,True,8291.0,8001.0,apache-airflow,conda-forge/airflow,538150.0,10525465.0,https://pypi.org/project/apache-airflow,2023-09-07 16:47:41.000,290.0,9042467.0,https://anaconda.org/conda-forge/airflow,2023-09-11 13:24:45.987,945845.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-09-07 17:43:29.792259,473.0,146708747.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-09-21 08:29:45.465,2023-09-20 19:23:50,5426.0,201.0,1775,239.0,689.0,165.0,2894.0,8310,2023-09-19 20:02:42.000,1.28.51,1393.0,148.0,47,True,376867.0,359103.0,boto3,conda-forge/boto3,,800210476.0,https://pypi.org/project/boto3,2023-09-20 20:53:54.000,17764.0,799783441.0,https://anaconda.org/conda-forge/boto3,2023-09-21 08:29:45.465,17081425.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-09-21 11:13:25.000,2023-09-21 11:13:18,10928.0,401.0,1674,124.0,7318.0,38.0,2270.0,5796,2023-09-19 16:31:56.000,41.0.4,118.0,298.0,47,True,563210.0,541796.0,cryptography,conda-forge/cryptography,,210577883.0,https://pypi.org/project/cryptography,2023-09-19 16:31:56.000,21414.0,209449903.0,https://anaconda.org/conda-forge/cryptography,2023-09-20 13:46:37.811,42863271.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-09-21 13:27:08.000,2023-09-21 10:53:47,12328.0,78.0,4549,476.0,3070.0,634.0,4346.0,22216,2023-09-03 20:16:15.000,5.3.4,201.0,1309.0,46,True,126607.0,111557.0,celery,conda-forge/celery,,7457686.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15050.0,7421469.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1412469.0,1.0,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-09-05 21:05:32.000,2023-09-01 21:20:27,2402.0,122.0,1358,184.0,1066.0,91.0,1416.0,14288,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1454043.0,1379614.0,click,conda-forge/click,97.0,155134661.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74429.0,154042011.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,30594149.0,1.0,,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-09-21 13:20:42.000,2023-09-21 13:19:38,2459.0,372.0,1395,99.0,3007.0,340.0,2773.0,15751,2023-08-23 18:59:43.000,2.3.0,119.0,410.0,45,True,263262.0,255273.0,pydantic,conda-forge/pydantic,,103708710.0,https://pypi.org/project/pydantic,2023-08-23 18:59:43.000,7989.0,103549266.0,https://anaconda.org/conda-forge/pydantic,2023-08-23 22:01:07.307,6058889.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-09-21 12:59:15.569,2023-09-20 19:23:41,11501.0,232.0,3858,577.0,3493.0,523.0,3939.0,14284,2023-09-19 20:02:47.000,1.29.51,1800.0,423.0,45,True,3058.0,3.0,awscli,conda-forge/awscli,1470.0,178888147.0,https://pypi.org/project/awscli,2023-09-20 20:53:48.000,3055.0,178334261.0,https://anaconda.org/conda-forge/awscli,2023-09-21 12:59:15.569,21046749.0,1.0,,,,,,,,,,,,,,1.0,,,,, +18,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-09-17 18:20:20.272,2023-09-17 15:50:57,3844.0,58.0,1634,540.0,1023.0,185.0,1036.0,44796,2023-09-17 15:51:58.000,13.5.3,188.0,227.0,44,True,128672.0,123592.0,rich,conda-forge/rich,,31438685.0,https://pypi.org/project/rich,2023-09-17 15:51:16.000,5080.0,31307315.0,https://anaconda.org/conda-forge/rich,2023-09-17 18:20:20.272,4992086.0,1.0,,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-09-21 13:25:43.000,2023-09-21 12:50:38,2248.0,50.0,2406,323.0,1437.0,183.0,1362.0,11780,2023-08-15 09:58:15.000,5.0.0,117.0,412.0,44,True,27561.0,,redis,conda-forge/redis-py,,30288768.0,https://pypi.org/project/redis,2023-08-15 09:58:15.000,27561.0,30261057.0,https://anaconda.org/conda-forge/redis-py,2023-08-15 13:42:41.138,1080733.0,1.0,,,,,,,,,,,,,,,,,,, +20,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-09-21 03:35:43.000,2023-09-20 20:45:55,16558.0,170.0,1195,92.0,674.0,175.0,7294.0,7758,2023-09-18 21:15:03.000,rel_2_0_21,291.0,652.0,44,True,682256.0,634837.0,SQLAlchemy,conda-forge/sqlalchemy,45841.0,90927597.0,https://pypi.org/project/SQLAlchemy,2023-09-18 21:14:54.000,47419.0,90528236.0,https://anaconda.org/conda-forge/sqlalchemy,2023-09-19 08:16:13.285,13147414.0,1.0,,,,,,,,,,,,,,-1.0,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-09-21 01:32:59.207,2023-09-20 21:02:05,10265.0,284.0,1018,65.0,1996.0,141.0,901.0,1331,2023-09-20 20:53:40.000,1.31.52,1791.0,197.0,44,True,279514.0,271004.0,botocore,conda-forge/botocore,,379485623.0,https://pypi.org/project/botocore,2023-09-20 20:53:40.000,8510.0,378797373.0,https://anaconda.org/conda-forge/botocore,2023-09-21 01:32:59.207,23400514.0,2.0,,,,,,,,,,,,,,,,,,, +22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-09-21 12:39:06.000,2023-09-21 07:55:06,118816.0,1287.0,27688,1500.0,44338.0,8514.0,57736.0,55812,2020-07-22 03:00:52.000,0.0.6,11.0,2621.0,43,True,11.0,3.0,cpython,conda-forge/typing,,119620.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,87772.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2866359.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-09-21 10:15:32.000,2023-09-19 18:40:10,3563.0,97.0,2294,277.0,3716.0,594.0,1889.0,17150,2023-09-06 15:38:14.000,2.14.5,76.0,525.0,43,True,25614.0,24960.0,datasets,conda-forge/datasets,,6907466.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,654.0,6893677.0,https://anaconda.org/conda-forge/datasets,2023-09-12 20:47:33.880,455068.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-09-20 14:43:02.000,2023-09-20 14:41:31,3421.0,65.0,1808,223.0,1243.0,16.0,651.0,16279,2023-09-20 14:43:08.000,19.6.2,306.0,539.0,43,True,173789.0,170632.0,Faker,conda-forge/faker,,9993790.0,https://pypi.org/project/Faker,2023-09-20 14:42:53.000,3157.0,9972072.0,https://anaconda.org/conda-forge/faker,2023-09-11 19:08:22.078,847017.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-09-21 12:40:23.000,2023-09-21 01:30:34,15110.0,384.0,1322,155.0,6088.0,546.0,3606.0,12849,2023-09-14 20:23:33.000,2.13.1,232.0,321.0,43,True,3901.0,3756.0,prefect,conda-forge/prefect,,654474.0,https://pypi.org/project/prefect,2023-09-14 20:23:33.000,145.0,641343.0,https://anaconda.org/conda-forge/prefect,2023-09-14 23:35:06.284,525244.0,1.0,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-09-21 10:21:43.000,2023-09-19 18:30:03,6486.0,64.0,548,31.0,774.0,401.0,1361.0,1399,2023-08-06 15:15:44.000,2.16.1,61.0,798.0,43,True,620451.0,583372.0,pygments,conda-forge/pygments,,68741722.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37079.0,68044667.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,25093999.0,1.0,,,,,,,,,,,,,,,,,,, +27,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-09-21 06:39:32.000,2023-09-21 02:04:44,3002.0,14.0,3150,640.0,2396.0,161.0,2147.0,21108,2023-05-26 17:35:41.785,23.5.26,35.0,650.0,42,True,72964.0,72381.0,flatbuffers,conda-forge/flatbuffers,267834.0,14577790.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,313.0,13723226.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,847845.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,270.0,842518.0,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-09-21 13:17:29.000,2023-09-21 11:45:07,10764.0,439.0,947,171.0,6720.0,1878.0,4555.0,17581,2023-09-19 23:01:39.000,3.84.0,3908.0,232.0,42,True,7159.0,6312.0,pulumi,,888557.0,1821624.0,https://pypi.org/project/pulumi,2023-09-19 23:02:59.000,137.0,821403.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-09-19 23:02:27.721,710.0,950857.0,,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-09-12 13:20:06.000,2023-08-31 02:12:11,3955.0,27.0,1943,317.0,763.0,986.0,772.0,8518,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,96319.0,83401.0,paramiko,conda-forge/paramiko,,45864536.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12918.0,45765013.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3781880.0,2.0,,,,,,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-09-21 12:42:40.000,2023-09-21 08:06:33,40443.0,952.0,4029,257.0,22535.0,4224.0,1901.0,7142,2023-08-30 16:14:12.000,2.50.0,95.0,1562.0,42,True,179.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6533343.0,https://pypi.org/project/apache-beam,2023-08-29 22:42:08.000,177.0,6531109.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-09-07 10:54:52.034,53617.0,1.0,,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-09-12 12:35:09.000,2023-08-21 13:31:57,3338.0,29.0,1661,195.0,1571.0,440.0,1213.0,6372,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,71716.0,67896.0,docker,conda-forge/docker-py,676.0,35743771.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,35648450.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3717316.0,2.0,,,,,,,,,,,,,,,,,,, +32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-09-20 23:53:01.000,2023-09-20 21:26:00,24899.0,497.0,1479,299.0,7692.0,151.0,3505.0,4333,2023-09-20 00:58:38.000,google-cloud-tpu-v1.16.0,100.0,412.0,42,True,1953.0,,google-cloud-storage,conda-forge/google-cloud-storage,,51858203.0,https://pypi.org/project/google-cloud-storage,2023-09-19 18:33:42.000,1953.0,51757050.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-09-20 18:28:32.621,3843824.0,1.0,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-09-21 12:09:44.000,2023-09-21 11:50:50,15518.0,740.0,2482,369.0,23570.0,1026.0,7607.0,3822,2023-09-20 09:25:04.000,azure-mgmt-hybridconnectivity_1.0.0,100.0,628.0,42,True,2983.0,2305.0,azure-storage-blob,conda-forge/azure-storage-blob,,40808352.0,https://pypi.org/project/azure-storage-blob,2023-09-13 23:16:17.000,678.0,40782242.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-09-14 00:40:06.665,1018315.0,1.0,,,,,,,,,,,,,,,,,,, +34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-09-21 12:50:35.000,2023-09-21 10:28:25,4402.0,161.0,4995,712.0,3813.0,194.0,6886.0,30521,2023-08-30 22:27:04.000,2.21.0,144.0,472.0,41,True,1523.0,276.0,docker-compose,conda-forge/docker-compose,122266708.0,3781139.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1667147.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,362712.0,2.0,,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-09-18 13:27:41.000,2023-09-18 13:27:21,4545.0,20.0,1370,198.0,469.0,1.0,2307.0,10318,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,26951.0,23243.0,peewee,conda-forge/peewee,,1101536.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3708.0,1086679.0,https://anaconda.org/conda-forge/peewee,2023-08-14 19:10:45.469,549737.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-09-21 13:33:39.000,2023-09-21 13:30:51,15792.0,995.0,1034,102.0,10043.0,1922.0,4270.0,8497,2023-09-20 20:25:19.000,1.4.15,571.0,343.0,41,True,1631.0,1505.0,dagster,conda-forge/dagster,,665158.0,https://pypi.org/project/dagster,2023-09-20 19:56:28.000,126.0,640057.0,https://anaconda.org/conda-forge/dagster,2023-09-16 18:48:21.622,1004042.0,1.0,,,,,,,,,,,,,,,,,,, +37,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-09-19 07:15:43.000,2023-09-19 07:15:41,3244.0,59.0,628,81.0,1005.0,160.0,1033.0,6669,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,41,True,108094.0,97813.0,marshmallow,conda-forge/marshmallow,,28351998.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10281.0,28299212.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2058670.0,2.0,,,,,,,,,,,,,,,,,,, +38,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-09-19 05:52:51.000,2023-09-19 05:52:51,1358.0,44.0,345,66.0,531.0,120.0,538.0,4900,2023-04-16 10:50:23.776,23.1.0,27.0,146.0,41,True,845414.0,827335.0,attrs,conda-forge/attrs,,122241243.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18079.0,121836547.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,31566291.0,1.0,,,,,,,,,,,,,,,,,,, +39,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-09-20 17:02:37.102,2023-09-20 13:56:23,2563.0,57.0,571,60.0,332.0,30.0,754.0,4242,2023-09-20 14:45:28.000,4.19.1,98.0,109.0,41,True,466382.0,447633.0,jsonschema,conda-forge/jsonschema,69.0,98102686.0,https://pypi.org/project/jsonschema,2023-09-20 14:45:24.000,18749.0,97437976.0,https://anaconda.org/conda-forge/jsonschema,2023-09-20 17:02:37.102,23264809.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +40,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-09-21 12:33:12.000,2023-09-21 09:59:29,7388.0,751.0,1151,134.0,6187.0,1019.0,3955.0,20371,2023-09-17 16:31:10.000,rs-0.33.0,310.0,281.0,40,True,3998.0,3740.0,polars,,,2274917.0,https://pypi.org/project/polars,2023-09-15 16:03:50.000,258.0,2274917.0,,,,1.0,,,,,,,,,,,,,,2.0,,,,, +41,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-09-15 17:00:45.000,2023-08-03 20:35:19,3011.0,29.0,1869,225.0,1095.0,206.0,618.0,20291,2023-08-03 20:36:56.000,2.3.0,38.0,303.0,40,True,24007.0,22422.0,cookiecutter,conda-forge/cookiecutter,,2613496.0,https://pypi.org/project/cookiecutter,2023-08-03 20:36:56.000,1585.0,2583218.0,https://anaconda.org/conda-forge/cookiecutter,2023-08-04 13:31:34.809,847807.0,1.0,,,,,,,,,,,,,,,,,,, +42,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-09-19 14:04:00.409,2023-08-26 08:00:20,12812.0,17.0,3028,607.0,3516.0,978.0,3901.0,16268,2023-06-17 17:37:56.000,2.2.1,44.0,593.0,40,True,11515.0,10909.0,kivy,conda-forge/kivy,33045.0,119500.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,606.0,111126.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,322646.0,1.0,,,,,,,,,,,,,,,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-09-21 11:54:49.000,2023-09-21 05:48:32,1545.0,23.0,1163,404.0,1260.0,56.0,988.0,4035,2023-08-10 08:06:07.000,8.9.0,133.0,198.0,40,True,46865.0,40777.0,elasticsearch,conda-forge/elasticsearch,3505.0,13802785.0,https://pypi.org/project/elasticsearch,2023-07-27 21:26:44.000,6088.0,13779849.0,https://anaconda.org/conda-forge/elasticsearch,2023-08-07 15:04:05.992,913457.0,1.0,,,,,,,,,,,,,,,,,,, +44,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-09-20 15:40:43.000,2023-09-20 15:40:23,1538.0,71.0,256,39.0,490.0,25.0,259.0,3198,2023-08-04 13:37:51.000,10.1.0,44.0,107.0,40,True,200675.0,191807.0,more-itertools,conda-forge/more-itertools,2801.0,52851680.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8868.0,52528552.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12600628.0,1.0,,,,,,,,,,,,,,,,,,, +45,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-09-21 07:27:41.000,2023-09-21 01:53:40,4747.0,112.0,972,107.0,3624.0,1169.0,2885.0,3146,2023-08-20 03:40:06.000,2023.8.0,82.0,449.0,40,True,22369.0,20435.0,xarray,conda-forge/xarray,,3866284.0,https://pypi.org/project/xarray,2023-08-20 03:40:06.000,1934.0,3628786.0,https://anaconda.org/conda-forge/xarray,2023-08-20 22:31:21.383,9024937.0,1.0,,,,,,,,,,,,,,,,,,, +46,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-09-04 09:21:43.000,2023-09-03 01:11:06,1167.0,21.0,260,25.0,168.0,31.0,283.0,1949,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,883925.0,851761.0,pyparsing,conda-forge/pyparsing,8268.0,88604798.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32164.0,86910702.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,38961064.0,1.0,,,,,,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-09-21 13:09:02.000,2023-09-21 00:05:21,11571.0,445.0,1372,78.0,6885.0,149.0,1611.0,8785,2023-09-20 18:01:05.000,0.17.18,246.0,410.0,39,True,41.0,,great_expectations,conda-forge/great-expectations,,12287426.0,https://pypi.org/project/great_expectations,2023-09-20 17:46:56.000,41.0,12269607.0,https://anaconda.org/conda-forge/great-expectations,2023-09-20 19:01:46.849,712773.0,2.0,,,,,,,,,,,,,,,,,,, +48,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,6.0,1425,228.0,482.0,15.0,627.0,7380,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,184979.0,184587.0,PyMySQL,conda-forge/pymysql,,47983002.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,47951149.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1210425.0,2.0,,,,,,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-09-16 11:06:31.000,2023-08-09 16:44:53,2166.0,9.0,1359,149.0,962.0,297.0,1186.0,5307,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,20976.0,19571.0,kafka-python,conda-forge/kafka-python,1832.0,6826239.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1405.0,6820762.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,415066.0,2.0,,,,,,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-09-20 19:29:18.000,2023-09-20 19:29:17,5418.0,116.0,1135,238.0,1375.0,9.0,,3925,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20033.0,,pymongo,conda-forge/pymongo,,22174270.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20033.0,22141807.0,https://anaconda.org/conda-forge/pymongo,2023-08-23 12:53:01.162,1233621.0,2.0,,,,,,,,,,,,,,,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-09-19 14:39:06.000,2023-09-19 14:39:05,1486.0,18.0,384,60.0,700.0,400.0,461.0,3432,2023-08-09 09:27:06.000,1.3.2,110.0,124.0,39,True,339286.0,333016.0,joblib,conda-forge/joblib,,38323792.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6270.0,37751843.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,21734080.0,2.0,,,,,,,,,,,,,,,,,,, +52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-09-19 14:04:58.000,2023-09-11 15:11:07,3059.0,12.0,487,73.0,291.0,19.0,1236.0,3030,2023-08-05 10:35:31.000,2.9.7,60.0,133.0,39,False,712244.0,650768.0,psycopg2,psycopg2,,14990494.0,https://pypi.org/project/psycopg2,2023-08-05 10:35:31.000,61456.0,14988000.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,234494.0,2.0,,,,,,,,,,,,,,,20.0,,,, +53,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-09-05 16:51:25.000,2023-08-29 22:07:06,320.0,4.0,469,54.0,255.0,265.0,305.0,2263,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1011493.0,935442.0,pyyaml,conda-forge/pyyaml,,214991022.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76051.0,213924709.0,https://anaconda.org/conda-forge/pyyaml,2023-08-22 21:04:05.018,38387302.0,1.0,,,,,,,,,,,,,,,,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-08-27 12:48:49.000,2023-06-06 19:08:37,1575.0,,440,45.0,624.0,341.0,399.0,2129,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1181288.0,1177015.0,python-dateutil,conda-forge/python-dateutil,35043.0,215000156.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,214444296.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,48885559.0,1.0,,,,,,,,,,,,,,,,,,, +55,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-09-14 16:56:16.354,2023-09-14 10:52:20,1974.0,13.0,194,26.0,586.0,91.0,193.0,573,2023-09-14 10:52:36.000,5.10.0,43.0,110.0,39,True,369805.0,355110.0,traitlets,conda-forge/traitlets,192.0,28857559.0,https://pypi.org/project/traitlets,2023-09-14 10:52:29.000,14695.0,28217518.0,https://anaconda.org/conda-forge/traitlets,2023-09-14 16:56:16.354,23041057.0,1.0,,,,,,,,,,,,,,,,,,, +56,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-29 13:00:18.000,2023-08-29 10:07:13,6966.0,306.0,1225,344.0,235.0,39.0,444.0,13317,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,38,True,926.0,921.0,tink,,1093.0,113030.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,112627.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,388.0,,,,,,,,,,,,,, +57,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-09-15 08:29:05.000,2023-08-17 01:44:46,1795.0,8.0,1361,209.0,852.0,163.0,927.0,9111,2023-06-22 02:17:03.239,1.15.1,76.0,298.0,38,True,16311.0,14537.0,rq,conda-forge/rq,,1184885.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1774.0,1182043.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,96635.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +58,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-09-13 11:43:49.000,2023-07-04 10:52:46,2705.0,6.0,687,151.0,723.0,569.0,549.0,8569,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,34921908.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,34423309.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,18448172.0,2.0,,,,,,,,,,,,,,,,,,, +59,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-09-18 17:33:52.000,2023-09-18 17:26:32,1703.0,32.0,3262,139.0,867.0,110.0,1163.0,5987,2023-09-18 17:33:52.000,28.1.0,90.0,186.0,38,True,1399.0,,kubernetes,conda-forge/kubernetes,,17080459.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1399.0,17069213.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,449852.0,2.0,,,,,,,,,,,,,,,,,,, +60,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-09-17 21:49:13.000,2023-09-17 21:38:06,2841.0,36.0,454,63.0,202.0,64.0,495.0,2471,2023-09-16 08:33:19.000,3.19.0x,47.0,143.0,38,True,78731.0,77106.0,pycryptodomex,conda-forge/pycryptodomex,108.0,33478870.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1625.0,33440743.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-17 12:09:46.246,1448861.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +61,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-09-16 21:31:40.000,2023-09-16 21:31:19,1741.0,35.0,197,19.0,127.0,101.0,894.0,2126,2023-08-31 17:27:27.000,rel_1_12_0,120.0,174.0,38,True,191065.0,179560.0,alembic,conda-forge/alembic,,31883334.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11505.0,31780822.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3690467.0,2.0,,,,,,,,,,,,,,,,,,, +62,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-09-17 12:27:10.000,2023-08-31 14:53:42,4262.0,1.0,503,57.0,880.0,252.0,1192.0,1925,2023-06-20 09:17:29.999,3.9.0,37.0,195.0,38,True,247433.0,232593.0,h5py,conda-forge/h5py,2819.0,15839253.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14840.0,15502936.0,https://anaconda.org/conda-forge/h5py,2023-08-22 02:01:37.143,13114966.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +63,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-21 07:35:44.000,2023-09-21 05:58:37,863.0,11.0,249,47.0,286.0,7.0,269.0,1787,2023-09-21 07:35:44.000,1.0.6,22.0,78.0,38,True,105489.0,103183.0,msgpack,conda-forge/msgpack-python,1136.0,35832443.0,https://pypi.org/project/msgpack,2023-09-21 07:35:44.000,2306.0,35664670.0,https://anaconda.org/conda-forge/msgpack-python,2023-06-16 13:23:22.471,13756112.0,2.0,,,,,,,,,,,,,,2.0,,,,, +64,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-09-18 22:59:57.000,2023-09-18 22:59:56,895.0,57.0,107,27.0,275.0,58.0,266.0,1384,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,173383.0,172875.0,anyio,conda-forge/anyio,,44255659.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,44010476.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,9807321.0,1.0,,,,,,,,,,,,,,,,,,, +65,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-09-19 14:19:08.000,2023-09-19 14:19:07,2202.0,37.0,271,21.0,776.0,202.0,389.0,652,2023-09-15 20:18:13.000,2023.9.1,71.0,197.0,38,True,64125.0,63405.0,fsspec,conda-forge/fsspec,,122849225.0,https://pypi.org/project/fsspec,2023-09-15 20:18:13.000,720.0,122495048.0,https://anaconda.org/conda-forge/fsspec,2023-09-16 02:00:56.254,14167081.0,1.0,,,,,,,,,,,,,,,,,,, +66,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-09-06 06:50:35.000,2023-02-13 20:24:46,287.0,,1407,378.0,163.0,144.0,174.0,25243,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,26725.0,24917.0,fire,conda-forge/fire,,6597983.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1808.0,6588079.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,742806.0,2.0,,,,,,,,,,,,,,,,,,, +67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-09-14 15:32:25.000,2023-09-07 01:03:05,4083.0,5.0,2376,480.0,2275.0,118.0,878.0,16801,2023-05-04 09:55:49.000,3.3.0,79.0,601.0,37,True,2614.0,2201.0,luigi,luigi,,521633.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,411.0,521482.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13794.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-09-06 18:17:03.000,2023-08-31 02:24:25,1595.0,16.0,1950,465.0,550.0,461.0,1307.0,14226,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,130.0,13.0,fabric,conda-forge/fabric,,4163064.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4160873.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,70113.0,3.0,,,,,,,,,,,,,,,,,,, +69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-09-14 09:16:20.000,2023-08-11 17:25:03,926.0,1.0,555,228.0,239.0,86.0,252.0,9560,2023-07-20 16:25:44.046,0.4.0,78.0,57.0,37,True,97939.0,96045.0,uvloop,conda-forge/uvloop,422.0,6499360.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1894.0,6490372.0,https://anaconda.org/conda-forge/uvloop,2023-06-16 13:24:41.536,637904.0,2.0,,,,,,,,,,,,,,,,,,, +70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-09-21 13:16:39.000,2023-09-21 11:20:35,2616.0,135.0,620,114.0,2811.0,794.0,3057.0,8967,2023-08-22 10:02:40.000,0.23.1,82.0,120.0,37,True,1182.0,1149.0,modin,conda-forge/modin-core,196708.0,1065686.0,https://pypi.org/project/modin,2023-08-22 10:00:15.000,33.0,1052167.0,https://anaconda.org/conda-forge/modin-core,2023-08-24 14:16:33.550,269035.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +71,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-09-21 13:10:44.000,2023-09-20 11:47:44,2406.0,119.0,809,106.0,1330.0,338.0,1149.0,8692,2023-08-31 10:35:56.000,0.18.13,45.0,204.0,37,True,1947.0,1882.0,kedro,,,351671.0,https://pypi.org/project/kedro,2023-08-31 10:35:56.000,65.0,351671.0,,,,2.0,,,,,,,,,,,,,,,,,,, +72,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-09-21 09:09:25.000,2023-09-20 16:27:30,6387.0,179.0,1323,134.0,3887.0,491.0,4004.0,7529,2023-09-20 19:40:53.000,1.4.8,173.0,297.0,37,True,3316.0,3286.0,dbt,conda-forge/dbt,2446.0,100372.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,97221.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,247897.0,2.0,,,,,,,,,,,,,,,,dbt,,, +73,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-09-21 10:51:03.000,2023-04-18 19:22:32,4081.0,,1225,139.0,1103.0,377.0,1320.0,4050,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25048.0,21460.0,mongoengine,conda-forge/mongoengine,,960952.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3588.0,958335.0,https://anaconda.org/conda-forge/mongoengine,2023-06-16 13:25:17.779,222480.0,2.0,,,,,,,,,,,,,,,,,,, +74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-09-20 20:50:18.000,2023-09-19 14:16:43,2246.0,46.0,634,60.0,1402.0,33.0,954.0,3578,2023-09-11 18:35:05.000,3.4.0,141.0,135.0,37,True,1269.0,1212.0,awswrangler,conda-forge/awswrangler,206554.0,29910660.0,https://pypi.org/project/awswrangler,2023-09-11 18:08:42.000,57.0,29895895.0,https://anaconda.org/conda-forge/awswrangler,2023-09-11 20:25:32.132,414873.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +75,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-09-21 07:43:30.000,2023-09-18 04:04:57,2714.0,6.0,1182,199.0,1207.0,168.0,1791.0,3219,2023-05-05 16:39:25.000,4.2.0,42.0,223.0,37,True,4112.0,3849.0,netmiko,,,178244.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,263.0,178244.0,,,,3.0,,,,,,,,,,,,,,,,,,, +76,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-08-09 19:02:58.000,2023-08-09 19:02:54,1138.0,45.0,238,51.0,264.0,13.0,330.0,3019,2023-08-09 12:51:08.000,1.3.5,27.0,65.0,37,True,15200.0,14068.0,cerberus,conda-forge/cerberus,,4517146.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1132.0,4513094.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,344496.0,2.0,,,,,,,,,,,,,,,,,,, +77,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-09-12 20:50:46.000,2023-09-12 11:51:54,1603.0,3.0,462,96.0,304.0,183.0,311.0,2419,2020-01-21 16:37:03.000,4.8.0,19.0,104.0,37,True,325695.0,309561.0,pexpect,conda-forge/pexpect,4364.0,36017975.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16134.0,35840853.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15760671.0,1.0,,,,,,,,,,,,,,,,,,, +78,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-09-13 02:16:47.000,2023-09-13 02:16:10,997.0,14.0,172,23.0,150.0,169.0,326.0,1991,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,121510.0,117634.0,dill,conda-forge/dill,290910.0,35952673.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3876.0,35819820.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5085962.0,2.0,,,,,,,,,,,,,,,,,,, +79,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-09-12 15:19:54.000,2023-09-12 15:19:51,960.0,31.0,230,52.0,153.0,19.0,198.0,1520,2023-01-28 14:21:04.349,2.0.2,47.0,67.0,37,True,296142.0,285742.0,greenlet,conda-forge/greenlet,,65553908.0,https://pypi.org/project/greenlet,2023-09-12 15:19:43.000,10400.0,65449732.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7917377.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +80,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-08-13 04:53:26.000,2023-01-29 03:07:44,1874.0,,278,38.0,239.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,310267.0,293005.0,future,conda-forge/future,,32218440.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17262.0,32075579.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12286125.0,1.0,,,,,,,,,,,,,,,,,,, +81,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,False,1969586.0,1834111.0,six,conda-forge/six,,194715194.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135475.0,194177169.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,47346209.0,1.0,,,,,,,,,,,,,,,,,,, +82,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-09-20 22:36:56.000,2023-09-18 20:15:23,1690.0,28.0,258,53.0,1062.0,84.0,527.0,642,2023-07-20 15:54:44.860,0.0.1,148.0,132.0,37,True,23272.0,22157.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,33601868.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1115.0,33530405.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2715612.0,2.0,,,,,,,,,,,,,,,,,,, +83,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-09-09 17:30:27.000,2023-09-09 17:30:27,6824.0,34.0,1752,230.0,3055.0,707.0,2697.0,12059,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10006.0,9691.0,pysimplegui,conda-forge/pysimplegui,,351871.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,349367.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,122710.0,2.0,,,,,,,,,,,,,,,,,,, +84,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-17 11:21:45.000,2023-04-11 15:40:50,389.0,,936,212.0,178.0,152.0,281.0,11087,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,29982.0,28550.0,schedule,conda-forge/schedule,,1797592.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1432.0,1796674.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,41328.0,3.0,,,,,,,,,,,,,,,,,,, +85,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-09-12 05:31:00.000,2023-09-12 05:30:56,1397.0,1.0,643,136.0,670.0,98.0,398.0,8365,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,36,True,73929.0,69162.0,arrow,conda-forge/arrow,,16751351.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4767.0,16723336.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,2465354.0,2.0,,,,,,,,,,,,,,,,,,, +86,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7834,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,113900.0,101496.0,docopt,conda-forge/docopt,,10156691.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12404.0,10135154.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1916809.0,2.0,,,,,,,,,,,,,,,,,,, +87,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,27.0,505,137.0,234.0,4.0,457.0,6704,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15775.0,13144.0,sh,conda-forge/sh,,4648988.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2631.0,4643747.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,183448.0,2.0,,,,,,,,,,,,,,,,,,, +88,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,2.0,374,35.0,227.0,40.0,226.0,6408,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,564427.0,555655.0,python-dotenv,conda-forge/python-dotenv,,30799708.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8772.0,30728970.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2688057.0,2.0,,,,,,,,,,,,,,,,,,, +89,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-08-10 15:07:56.000,2023-07-28 08:24:09,1442.0,1.0,682,136.0,381.0,172.0,453.0,5974,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,115984.0,107891.0,watchdog,conda-forge/watchdog,,12068591.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8093.0,12039761.0,https://anaconda.org/conda-forge/watchdog,2023-06-16 13:16:53.868,2450570.0,2.0,,,,,,,,,,,,,,,,,,, +90,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-09-20 23:23:35.000,2023-09-20 23:23:27,607.0,33.0,174,33.0,84.0,2.0,341.0,4921,2023-09-08 16:08:05.000,3.9.7,114.0,22.0,36,True,59292.0,58204.0,orjson,conda-forge/orjson,,14778908.0,https://pypi.org/project/orjson,2023-09-08 16:08:16.000,1088.0,14756023.0,https://anaconda.org/conda-forge/orjson,2023-09-08 03:28:16.463,915421.0,2.0,,,,,,,,,,,,,,,,,,, +91,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-20 05:55:14.000,2023-09-18 06:34:29,1033.0,10.0,818,424.0,383.0,159.0,1150.0,3700,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,36,True,10485.0,9503.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,2993622.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,982.0,2993507.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7980.0,2.0,,,,,,,,,,,,,,,,,,, +92,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-09-21 08:41:54.000,2023-07-24 18:25:47,848.0,11.0,864,334.0,535.0,271.0,841.0,3406,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,36,True,7614.0,7176.0,confluent-kafka,conda-forge/python-confluent-kafka,,9667561.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,438.0,9645542.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-18 10:16:13.733,770678.0,2.0,,,,,,,,,,,,,,,,,,, +93,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-09-19 15:40:11.000,2023-09-18 07:26:14,1337.0,7.0,616,118.0,121.0,15.0,875.0,3331,2023-09-18 07:26:45.000,3.1.4,161.0,47.0,36,True,70196.0,66255.0,xlsxwriter,conda-forge/xlsxwriter,,12746388.0,https://pypi.org/project/xlsxwriter,2023-09-18 07:26:45.000,3941.0,12673736.0,https://anaconda.org/conda-forge/xlsxwriter,2023-09-19 07:39:58.351,2906102.0,3.0,,,,,,,,,,,,,,,,,,, +94,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-09-21 10:31:29.000,2023-09-21 10:31:29,6327.0,751.0,440,80.0,4802.0,92.0,2199.0,3108,2023-08-31 16:02:11.000,6.2.0,54.0,193.0,36,True,640.0,592.0,ibis-framework,conda-forge/ibis-framework,97.0,107674.0,https://pypi.org/project/ibis-framework,2023-09-17 00:05:01.000,48.0,99839.0,https://anaconda.org/conda-forge/ibis-framework,2023-09-11 16:31:39.369,305438.0,2.0,,,,,,,,,,,,,,,,,,, +95,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,157.0,3046,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,132537.0,130342.0,sortedcontainers,conda-forge/sortedcontainers,,26540566.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2195.0,26412454.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11017669.0,1.0,,,,,,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-09-19 07:17:43.905,2023-09-18 13:24:19,2652.0,25.0,474,123.0,545.0,293.0,1491.0,2700,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30060.0,29421.0,xlwings,conda-forge/xlwings,18725.0,142494.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,639.0,125572.0,https://anaconda.org/conda-forge/xlwings,2023-09-19 07:17:43.905,661628.0,1.0,,,,,,,,,,,,,,,,,,, +97,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-09-20 20:22:15.000,2023-08-17 19:25:44,249.0,34.0,144,36.0,64.0,49.0,64.0,2375,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,36,True,110940.0,108978.0,aiofiles,conda-forge/aiofiles,,32888075.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1962.0,32876364.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,831533.0,2.0,,,,,,,,,,,,,,,,,,, +98,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-09-20 18:23:27.000,2023-09-20 18:18:11,9903.0,209.0,931,86.0,1758.0,74.0,123.0,1958,2023-08-10 08:07:04.000,3.8.0,71.0,471.0,36,True,861.0,,apache-libcloud,,,181033.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,181033.0,,,,2.0,,,,,,,,,,,,,,,,,,, +99,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-09-21 12:26:26.000,2023-09-20 08:56:52,15141.0,246.0,6741,727.0,5528.0,1673.0,3600.0,17233,2023-04-26 15:20:33.000,1.20.0,14.0,594.0,35,True,14.0,,micropython-_markupbase,,65980.0,903.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +100,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-09-20 23:24:57.000,2023-08-01 09:36:09,471.0,14.0,476,68.0,275.0,208.0,166.0,12092,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2346.0,13.0,typer,conda-forge/typer,,12426336.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12385474.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1675377.0,2.0,,,,,,,,,,,,,,,,,,, +101,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-09-19 19:53:40.000,2023-09-19 19:52:24,2430.0,6.0,1222,232.0,475.0,145.0,1002.0,7924,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11597.0,9642.0,supervisor,conda-forge/supervisor,,2211450.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1955.0,2208317.0,https://anaconda.org/conda-forge/supervisor,2023-06-16 13:21:47.758,275772.0,3.0,,,,,,,,,,,,,,,,,,, +102,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-09-18 11:37:28.000,2023-08-17 23:23:46,822.0,26.0,336,70.0,261.0,241.0,291.0,5662,2020-07-24 18:17:05.000,2.1.2,53.0,93.0,35,True,23531.0,22310.0,pendulum,conda-forge/pendulum,166.0,13139160.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1221.0,13128127.0,https://anaconda.org/conda-forge/pendulum,2023-06-16 13:18:58.963,827411.0,2.0,,,,,,,,,,,,,,,,,,, +103,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,106.0,95.0,87.0,162.0,5232,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,63547.0,57991.0,xmltodict,conda-forge/xmltodict,,28291606.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5556.0,28252713.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3305962.0,2.0,,,,,,,,,,,,,,,,,,, +104,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-09-20 19:24:35.000,2022-11-03 19:39:10,1206.0,,251,83.0,349.0,118.0,142.0,4324,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,114594.0,111129.0,toolz,conda-forge/toolz,,21818736.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,21611109.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18063574.0,2.0,,,,,,,,,,,,,,,,,,, +105,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-09-11 18:03:22.000,2023-09-06 06:06:59,1174.0,6.0,582,136.0,316.0,33.0,217.0,4274,2023-07-20 15:47:29.216,0.0.1,45.0,123.0,35,True,76052.0,74775.0,tablib,conda-forge/tablib,,1859351.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1277.0,1858239.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,91236.0,2.0,,,,,,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-09-20 21:08:59.056,2023-09-20 19:22:52,1600.0,25.0,418,88.0,111.0,7.0,165.0,3299,2023-09-20 19:34:35.000,8.13.21,230.0,29.0,35,True,1434.0,,phonenumbers,conda-forge/phonenumbers,,4793575.0,https://pypi.org/project/phonenumbers,2023-09-20 19:34:35.000,1434.0,4764457.0,https://anaconda.org/conda-forge/phonenumbers,2023-09-20 21:08:59.056,815330.0,1.0,,,,,,,,,,,,,,,,,,, +107,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3244,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,769701.0,748359.0,colorama,conda-forge/colorama,,115854586.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21342.0,115567383.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,25561096.0,2.0,,,,,,,,,,,,,,,,,,, +108,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584,96.0,178.0,30.0,310.0,2977,,,21.0,83.0,35,True,673559.0,656373.0,pycparser,conda-forge/pycparser,,108566642.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17186.0,108161674.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,34422291.0,2.0,,,,,,,,,,,,,,,,,,, +109,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-09-16 14:58:53.000,2023-08-31 21:17:15,491.0,37.0,550,125.0,218.0,58.0,953.0,2734,2023-04-14 14:28:04.558,4.0.39,61.0,54.0,35,False,52406.0,50258.0,pyodbc,conda-forge/pyodbc,,23336331.0,https://pypi.org/project/pyodbc,2023-08-29 05:26:51.000,2148.0,23320774.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1135718.0,2.0,,,,,,,,,,,,,,,,,,, +110,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-15 08:18:44.000,2023-09-12 18:15:46,1072.0,6.0,439,55.0,288.0,11.0,317.0,2314,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,35,True,144709.0,137494.0,mysqlclient,conda-forge/mysqlclient,5265.0,3941901.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7215.0,3934072.0,https://anaconda.org/conda-forge/mysqlclient,2023-07-02 22:11:07.672,295147.0,2.0,,,,,,,,,,,,,,,,,,, +111,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-09-14 07:34:08.000,2023-09-12 05:49:56,1030.0,35.0,201,26.0,157.0,69.0,195.0,1747,2023-09-12 05:50:40.000,6.5.0,72.0,77.0,35,True,8919.0,8113.0,deepdiff,conda-forge/deepdiff,,12661376.0,https://pypi.org/project/deepdiff,2023-09-12 05:50:40.000,806.0,12652734.0,https://anaconda.org/conda-forge/deepdiff,2023-09-12 14:25:21.517,337049.0,1.0,,,,,,,,,,,,,,,,,,, +112,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-06-16 13:23:45.308,2023-04-06 19:00:56,650.0,,330,66.0,122.0,19.0,175.0,1586,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,35,True,133138.0,112215.0,simplejson,conda-forge/simplejson,6361.0,17028838.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20923.0,16990082.0,https://anaconda.org/conda-forge/simplejson,2023-06-16 13:23:45.308,2862872.0,2.0,,,,,,,,,,,,,,,,,,, +113,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-09-14 06:35:17.000,2023-08-04 01:25:18,424.0,2.0,152,29.0,276.0,86.0,161.0,1435,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,90746.0,87860.0,cloudpickle,conda-forge/cloudpickle,27.0,30313109.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2886.0,30151461.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14548363.0,2.0,,,,,,,,,,,,,,,,,,, +114,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-09-21 12:55:24.000,2023-09-20 09:23:26,4499.0,15.0,253,60.0,354.0,153.0,541.0,1230,2022-12-23 13:29:42.000,3.8.0,43.0,121.0,35,True,51265.0,48714.0,tables,conda-forge/pytables,176.0,788986.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2551.0,619291.0,https://anaconda.org/conda-forge/pytables,2023-09-10 19:38:48.262,6448343.0,2.0,,,,,,,,,,,,,,,,,,, +115,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,18.0,160,33.0,164.0,69.0,234.0,1157,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2405.0,,jsonpickle,conda-forge/jsonpickle,,9440415.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2405.0,9388616.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1502176.0,2.0,,,,,,,,,,,,,,,,,,, +116,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-09-13 17:32:32.000,2023-07-23 13:01:17,2027.0,20.0,141,19.0,159.0,58.0,435.0,1103,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4128.0,,keyring,conda-forge/keyring,,36512102.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4128.0,36415126.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3685091.0,3.0,,,,,,,,,,,,,,,,,,, +117,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,146.0,270.0,1099,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,29844.0,29151.0,py4j,conda-forge/py4j,,30594647.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,693.0,30546141.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4123076.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,, +118,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-09-21 09:50:40.000,2023-09-18 17:01:37,2095.0,157.0,411,18.0,1003.0,100.0,360.0,1026,2023-09-18 16:48:41.000,.0.33,61.0,219.0,35,True,13276.0,12833.0,holidays,conda-forge/holidays,189.0,5946373.0,https://pypi.org/project/holidays,2023-09-18 16:58:15.000,443.0,5850444.0,https://anaconda.org/conda-forge/holidays,2023-09-19 01:50:26.664,3645267.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,, +119,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-09-14 02:43:05.000,2023-09-13 03:11:12,2773.0,17.0,598,149.0,481.0,228.0,991.0,11100,2023-09-14 02:43:05.000,1.10.0,219.0,63.0,34,True,2252.0,2206.0,dearpygui,,,31984.0,https://pypi.org/project/dearpygui,2023-09-13 02:53:14.000,46.0,31984.0,,,,2.0,,,,,,,,,,,,,,,,,,, +120,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-09-21 13:30:05.000,2023-09-21 04:21:25,8156.0,425.0,519,83.0,2135.0,50.0,384.0,6863,2023-09-18 19:53:57.000,3.6.26,154.0,118.0,34,True,2404.0,2350.0,hub,,,3116.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3116.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +121,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-09-13 01:55:16.000,2023-08-17 16:45:08,888.0,9.0,368,88.0,264.0,26.0,315.0,4132,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,34,True,4427.0,,ujson,conda-forge/ujson,,8720470.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4427.0,8660670.0,https://anaconda.org/conda-forge/ujson,2023-06-16 13:22:14.671,4245864.0,3.0,,,,,,,,,,,,,,,,,,, +122,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-09-21 00:00:00.000,2023-09-18 21:56:01,534.0,13.0,742,68.0,404.0,92.0,407.0,3550,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,34,True,748.0,,prometheus_client,conda-forge/prometheus_client,,24953735.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,24616699.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,13481457.0,2.0,,,,,,,,,,,,,,,,,,, +123,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-09-18 15:26:43.000,2023-09-15 18:51:03,716.0,29.0,296,34.0,494.0,107.0,360.0,3224,2023-09-13 18:34:47.000,3.2.3,85.0,114.0,34,True,7416.0,7149.0,dynaconf,conda-forge/dynaconf,,1736173.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,267.0,1734520.0,https://anaconda.org/conda-forge/dynaconf,2023-08-31 09:12:43.108,57856.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +124,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-20 11:52:45.000,2023-09-05 13:59:07,1264.0,4.0,185,50.0,310.0,127.0,221.0,2675,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5317.0,4849.0,plumbum,conda-forge/plumbum,,1898142.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,468.0,1886006.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,983072.0,3.0,,,,,,,,,,,,,,,,,,, +125,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-09-21 07:36:12.000,2023-09-21 07:14:19,1406.0,80.0,190,47.0,1174.0,65.0,549.0,2483,2023-09-07 13:40:49.000,0.38.0,721.0,66.0,34,True,2848.0,2831.0,docarray,conda-forge/docarray,,119506.0,https://pypi.org/project/docarray,2023-09-21 07:36:12.000,17.0,113669.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,116753.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,, +126,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-09-15 15:29:09.000,2023-08-25 18:02:53,328.0,4.0,279,46.0,102.0,38.0,184.0,2397,2022-06-07 20:16:57.000,0.4.27,28.0,60.0,34,True,50319.0,47039.0,python-magic,conda-forge/python-magic,,5756251.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3280.0,5753273.0,https://anaconda.org/conda-forge/python-magic,2023-06-16 13:23:09.631,229333.0,2.0,,,,,,,,,,,,,,,,,,, +127,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-09-14 02:39:40.000,2023-08-21 14:51:26,1497.0,1.0,443,134.0,553.0,301.0,371.0,2343,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,34,True,25177.0,23922.0,dateparser,conda-forge/dateparser,,3776622.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1255.0,3774462.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,172853.0,3.0,,,,,,,,,,,,,,,,,,, +128,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-09-08 01:39:49.000,2023-09-05 16:58:54,1745.0,12.0,204,87.0,225.0,,,2212,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,71052.0,69889.0,motor,conda-forge/motor,,1156083.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1163.0,1154341.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,60981.0,2.0,,,,,,,,,,,,,,,,,,, +129,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-09-13 09:14:03.000,2023-09-12 21:57:57,795.0,24.0,199,63.0,95.0,64.0,289.0,2017,2023-09-12 15:20:25.000,2.8.6,50.0,67.0,34,True,3135.0,,numexpr,conda-forge/numexpr,427.0,6921861.0,https://pypi.org/project/numexpr,2023-09-12 15:20:25.000,3135.0,6739535.0,https://anaconda.org/conda-forge/numexpr,2023-07-21 14:57:14.461,7110554.0,2.0,,,,,,,,,,,,,,,,,,, +130,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-07-21 18:59:52.000,2022-12-29 07:29:09,696.0,,141,43.0,110.0,26.0,144.0,1902,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,315600.0,313293.0,pyrsistent,conda-forge/pyrsistent,,38003646.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2307.0,37664735.0,https://anaconda.org/conda-forge/pyrsistent,2023-06-16 16:12:39.132,19995778.0,1.0,,,,,,,,,,,,,,,,,,, +131,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-07-25 06:51:15.000,2023-07-25 06:51:09,713.0,10.0,215,44.0,69.0,42.0,136.0,1887,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,34,True,11838.0,,wrapt,conda-forge/wrapt,,78191998.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11838.0,78041942.0,https://anaconda.org/conda-forge/wrapt,2023-06-16 13:25:20.273,12754801.0,2.0,,,,,,,,,,,,,,,,,,, +132,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,23.0,264,25.0,116.0,10.0,147.0,1719,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,61786.0,60311.0,emoji,conda-forge/emoji,,2473911.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1475.0,2472293.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,59868.0,1.0,,,,,,,,,,,,,,,,,,, +133,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-09-20 19:55:19.000,2023-09-16 20:39:53,738.0,5.0,115,35.0,209.0,53.0,190.0,1259,2023-09-16 20:40:25.000,3.1.2,118.0,67.0,34,True,48290.0,46107.0,argcomplete,conda-forge/argcomplete,309.0,19576475.0,https://pypi.org/project/argcomplete,2023-09-16 20:40:25.000,2183.0,19541443.0,https://anaconda.org/conda-forge/argcomplete,2023-09-17 07:52:21.297,1331108.0,2.0,,,,,,,,,,,,,,,,,,, +134,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-06-29 17:27:35.000,2023-06-29 17:27:33,1384.0,2.0,313,31.0,326.0,183.0,237.0,1135,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,26776.0,24654.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4712400.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2122.0,4706326.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,510237.0,2.0,,,,,,,,,,,,,,,,,,, +135,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,25.0,56.0,13.0,93.0,777,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,498945.0,474594.0,decorator,conda-forge/decorator,,63455228.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24351.0,63181806.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,23514360.0,2.0,,,,,,,,,,,,,,,,,,, +136,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-09-21 13:15:58.000,2023-09-21 13:15:58,1005.0,13.0,238,20.0,376.0,121.0,294.0,730,2023-09-15 20:28:10.000,2023.9.1,61.0,125.0,34,True,15411.0,14739.0,s3fs,conda-forge/s3fs,,117111635.0,https://pypi.org/project/s3fs,2023-09-15 20:28:10.000,672.0,116945096.0,https://anaconda.org/conda-forge/s3fs,2023-09-16 13:33:42.398,6161978.0,2.0,,,,,,,,,,,,,,,,,,, +137,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-09-18 17:57:04.000,2023-09-13 15:59:51,272.0,22.0,89,14.0,172.0,10.0,90.0,579,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,319210.0,316488.0,filelock,conda-forge/filelock,,98281110.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2722.0,97908583.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,14901105.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,, +138,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-09-02 16:04:44.000,2023-08-23 18:21:51,804.0,14.0,131,24.0,92.0,53.0,134.0,298,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,110516.0,103449.0,asn1crypto,conda-forge/asn1crypto,,50375980.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7067.0,50266171.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8235705.0,3.0,,,,,,,,,,,,,,,,,,, +139,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,78,15.0,35.0,35.0,46.0,277,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,34,True,1737080.0,1653946.0,pytz,conda-forge/pytz,,156207230.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83134.0,154882537.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,45039577.0,3.0,,,,,,,,,,,,,,,,,,, +140,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,234,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,414886.0,399846.0,pyasn1,conda-forge/pyasn1,,137312228.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15040.0,124303649.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13008579.0,3.0,,,,,,,,,,,,,,,,,,, +141,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-08-16 01:29:55.463,2023-08-15 20:53:35,559.0,8.0,123,17.0,215.0,46.0,35.0,182,2023-08-15 22:06:39.000,0.6.2,34.0,36.0,34,True,241905.0,237561.0,s3transfer,conda-forge/s3transfer,,245695555.0,https://pypi.org/project/s3transfer,2023-08-15 22:06:39.000,4344.0,245217794.0,https://anaconda.org/conda-forge/s3transfer,2023-08-16 01:29:55.463,16721643.0,2.0,,,,,,,,,,,,,,,,,,, +142,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-09-05 15:45:52.000,2023-05-22 23:51:10,520.0,,1996,376.0,452.0,343.0,180.0,31515,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1191.0,1156.0,diagrams,conda-forge/diagrams,,104151.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,99874.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,171081.0,2.0,,,,,,,,,,,,,,,,,,, +143,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-09-19 10:53:19.000,2023-08-01 09:19:41,246.0,10.0,453,145.0,253.0,236.0,147.0,10740,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7465.0,7346.0,sqlmodel,conda-forge/sqlmodel,,540104.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,539350.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,18863.0,3.0,,,,,,['pydantic'],,,,,,,,,,,,, +144,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-09-03 18:56:39.000,2023-07-24 18:53:19,697.0,3.0,512,106.0,154.0,12.0,291.0,6090,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12443.0,11562.0,tinydb,conda-forge/tinydb,,491976.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,881.0,488057.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,341014.0,2.0,,,,,,,,,,,,,,,,,,, +145,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-09-15 19:52:57.000,2023-08-21 07:09:39,474.0,5.0,247,49.0,191.0,91.0,145.0,5242,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1438.0,,tenacity,conda-forge/tenacity,,35387891.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1438.0,35235133.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5346561.0,2.0,,,,,,,,,,,,,,,,,,, +146,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-09-02 05:02:14.000,2023-08-30 02:01:45,1184.0,9.0,326,40.0,478.0,486.0,493.0,3825,2023-08-11 03:44:09.000,0.20.0,151.0,122.0,33,True,6381.0,6288.0,tortoise-orm,conda-forge/tortoise-orm,13.0,95159.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,94598.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15158.0,3.0,,,,,,,,,,,,,,,,,,, +147,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,9.0,253,51.0,200.0,125.0,195.0,3533,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20261.0,20141.0,databases,conda-forge/databases,,381591.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,378157.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,188874.0,3.0,,,,,,,,,,,,,,,,,,, +148,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-05 02:24:37.000,2023-09-05 02:20:15,4009.0,22.0,233,86.0,77.0,313.0,330.0,3312,2022-01-27 22:51:06.000,0.7.16,47.0,28.0,33,True,4009.0,3647.0,pony,conda-forge/pony,66.0,104683.0,https://pypi.org/project/pony,2022-01-27 22:44:46.000,362.0,103489.0,https://anaconda.org/conda-forge/pony,2023-06-16 13:24:05.857,95547.0,3.0,,,,,,,,,,,,,,,,,,, +149,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-09-10 08:53:31.000,2023-09-07 02:59:25,1023.0,12.0,365,50.0,375.0,82.0,310.0,2948,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,15585733.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,15530928.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2082607.0,2.0,,,,,,,,,,,,,,,,,,, +150,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2086,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,192103.0,183611.0,xlrd,conda-forge/xlrd,,20317069.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8492.0,20272276.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3493897.0,2.0,,,,,,,,,,,,,,,,,,, +151,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-13 20:41:41.000,2023-08-01 19:17:09,382.0,2.0,250,49.0,149.0,56.0,85.0,1967,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39306.0,5.0,chardet,conda-forge/chardet,,55689569.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39298.0,55090774.0,https://anaconda.org/conda-forge/chardet,2023-08-16 22:02:25.288,21550523.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,170.0,,,,,,,,,,,,,, +152,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,85.0,1916,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,6991.0,,jmespath,conda-forge/jmespath,,124963632.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6991.0,124770871.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16577480.0,3.0,,,,,,,,,,,,,,,,,,, +153,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-09-19 13:34:02.000,2023-09-19 11:38:08,279.0,10.0,145,27.0,56.0,6.0,225.0,1774,2023-05-27 20:45:18.670,5.3.1,45.0,12.0,33,True,3413.0,,cachetools,conda-forge/cachetools,,97871751.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3413.0,97627211.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9781623.0,1.0,,,,,,,,,,,,,,,,,,, +154,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-09-20 16:35:36.000,2023-09-20 16:35:36,1822.0,34.0,225,46.0,833.0,278.0,372.0,1222,2023-08-18 14:29:58.000,2.16.1,73.0,92.0,33,True,3107.0,2696.0,zarr,conda-forge/zarr,,384783.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,411.0,315415.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2635989.0,2.0,,,,,,,,,,,,,,,,,,, +155,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1157,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3542.0,3458.0,petl,conda-forge/petl,,999294.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,84.0,993958.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,208132.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +156,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-09-21 03:16:30.000,2023-09-21 03:16:22,524.0,49.0,144,28.0,522.0,5.0,114.0,1051,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,8060.0,,bcrypt,conda-forge/bcrypt,,40357024.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8060.0,40249516.0,https://anaconda.org/conda-forge/bcrypt,2023-09-02 11:55:37.668,3977828.0,3.0,,,,,,,,,,,,,,,,,,, +157,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-09-20 07:31:59.000,2023-09-19 12:17:08,692.0,41.0,125,21.0,266.0,41.0,126.0,1011,2023-08-26 19:10:18.000,1.3.0,21.0,47.0,33,True,10460.0,,pluggy,conda-forge/pluggy,,83470237.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10460.0,82833731.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,22277717.0,2.0,,,,,,,,,,,,,,,,,,, +158,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-09-17 08:34:45.000,2023-09-17 08:34:44,336.0,21.0,141,15.0,152.0,15.0,132.0,832,2023-09-02 09:17:56.000,0.22.0,42.0,49.0,33,True,85389.0,83642.0,validators,conda-forge/validators,7.0,6371304.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1747.0,6358291.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,494462.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,, +159,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-09-20 15:42:35.000,2023-09-18 12:38:40,1475.0,21.0,189,98.0,718.0,4.0,226.0,826,2023-08-31 13:30:14.000,5.12.0,126.0,41.0,33,True,7269.0,7043.0,neo4j-driver,conda-forge/neo4j-python-driver,,146178.0,https://pypi.org/project/neo4j-driver,2023-08-31 13:09:01.000,226.0,141261.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,191768.0,3.0,,,,,,,,,,,,,,,,,,, +160,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-09-19 12:54:31.000,2023-08-17 22:04:52,1111.0,4.0,286,32.0,796.0,12.0,505.0,678,2023-08-17 22:07:21.000,7.1.16,105.0,116.0,33,True,5728.0,5289.0,minio,conda-forge/minio,,1452807.0,https://pypi.org/project/minio,2023-08-17 22:04:47.000,439.0,1448927.0,https://anaconda.org/conda-forge/minio,2023-08-18 02:19:36.523,143588.0,3.0,,,,,,,,,,,,,,,,,,, +161,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-09-11 14:00:11.000,2023-08-29 13:26:41,363.0,13.0,119,59.0,357.0,55.0,274.0,386,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,33,True,8211.0,7883.0,pandas-gbq,conda-forge/pandas-gbq,349.0,5889770.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,328.0,5836944.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1848739.0,3.0,,,,,,,,,,,,,,,,,,, +162,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-09-18 16:33:33.000,2023-09-16 11:51:04,299.0,11.0,51,15.0,42.0,17.0,22.0,336,2023-01-15 04:10:59.000,0.2.6,18.0,15.0,33,True,458703.0,445224.0,wcwidth,conda-forge/wcwidth,,38283150.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13479.0,38062316.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,20537589.0,3.0,,,,,,,,,,,,,,,,,,, +163,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-09-17 00:25:53.000,2023-09-17 00:21:09,1869.0,10.0,598,126.0,1285.0,215.0,1077.0,7506,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,32,True,15492.0,15484.0,hydra,conda-forge/hydra-core,,26960.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8643.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,787665.0,2.0,,,,,,,,,,,,,,,,,,, +164,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6265,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,32,True,5654.0,5228.0,boltons,conda-forge/boltons,25.0,3118156.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,426.0,3080935.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3275484.0,2.0,,,,,,,,,,,,,,,,,,, +165,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-09-20 06:18:24.000,2023-09-20 06:18:21,1023.0,25.0,512,92.0,184.0,13.0,423.0,5031,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3425.0,3159.0,transitions,conda-forge/transitions,,503187.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,266.0,492837.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,527884.0,1.0,,,,,,,,,,,,,,2.0,,,,, +166,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,139.0,34.0,261.0,4631,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3843.0,3264.0,dataset,conda-forge/dataset,,118906.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,579.0,118674.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,6978.0,3.0,,,,,,,,,,,,,,,,,,, +167,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-09-20 12:48:32.000,2023-09-20 12:48:19,981.0,12.0,380,83.0,170.0,,596.0,4615,2023-09-20 12:48:32.000,2.5.0,67.0,67.0,32,True,1440.0,1265.0,huey,conda-forge/huey,,82057.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,175.0,81560.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32352.0,2.0,,,,,,,,,,,,,,,,,,, +168,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-09-17 13:42:31.000,2023-09-17 13:41:58,1106.0,21.0,242,64.0,86.0,24.0,269.0,3395,2022-04-23 14:56:04.000,1.14.0,23.0,44.0,32,True,1032.0,915.0,asciimatics,conda-forge/asciimatics,,83103.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,117.0,80931.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,141241.0,3.0,,,,,,,,,,,,,,,,,,, +169,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,485.0,3288,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,330.0,316.0,koalas,conda-forge/koalas,1019.0,1594555.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1588548.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,311465.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +170,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-09-08 21:46:18.000,2022-12-19 03:14:24,1998.0,,238,48.0,193.0,171.0,355.0,3197,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2478.0,2376.0,dependency-injector,conda-forge/dependency_injector,,1033229.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1031923.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,31367.0,2.0,,,,,,,,,,,,,,,,,,, +171,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-09-16 17:32:32.000,2021-12-01 20:49:12,400.0,,197,58.0,147.0,95.0,73.0,2774,2021-12-01 20:51:57.000,0.7.5,25.0,62.0,32,False,8084.0,7187.0,schema,conda-forge/schema,,6067217.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,897.0,6064864.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,117668.0,2.0,,,,,,,,,,,,,,,,,,, +172,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-09-21 03:04:30.000,2023-09-21 03:04:26,590.0,35.0,211,16.0,561.0,249.0,407.0,2580,2023-07-17 16:24:00.995,0.16.1,73.0,102.0,32,True,1110.0,1036.0,pandera,conda-forge/pandera-core,,1097020.0,https://pypi.org/project/pandera,2023-07-17 16:24:00.995,74.0,1096222.0,https://anaconda.org/conda-forge/pandera-core,2023-07-17 22:02:25.682,27947.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +173,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-09-18 17:57:48.000,2023-09-18 17:57:46,824.0,4.0,424,41.0,623.0,259.0,363.0,2262,2023-04-26 00:04:01.470,5.5.0,89.0,105.0,32,True,1677.0,1516.0,pynamodb,conda-forge/pynamodb,,1842749.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1835087.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,375465.0,3.0,,,,,,,,,,,,,,,,,,, +174,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-09-21 08:14:10.000,2022-03-15 11:17:01,1020.0,,253,39.0,358.0,146.0,249.0,2149,2022-03-15 11:22:57.000,0.48.9,213.0,90.0,32,False,14323.0,14231.0,pypika,conda-forge/pypika,,2547400.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,92.0,2547244.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,3599.0,3.0,,,,,,,,,,,,,,,,,,, +175,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-09-15 04:52:36.000,2023-09-12 08:00:25,231.0,14.0,274,49.0,71.0,48.0,112.0,2129,2023-09-12 08:11:36.000,1.6.3,85.0,28.0,32,True,959.0,896.0,datasketch,,19.0,1174501.0,https://pypi.org/project/datasketch,2023-09-12 08:11:36.000,63.0,1174501.0,,,,2.0,,,,,,,,,,,,,,,,,,, +176,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1661,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2024.0,,humanize,conda-forge/humanize,,5377582.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2024.0,5365774.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,460540.0,2.0,,,,,,,,,,,,,,,,,,, +177,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-09-21 11:07:23.000,2023-09-04 07:26:13,1050.0,6.0,87,17.0,570.0,92.0,436.0,1604,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,18224.0,17853.0,omegaconf,conda-forge/omegaconf,,4812836.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4787155.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1129973.0,2.0,,,,,,,,,,,,,,,,,,, +178,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-09-04 12:24:01.000,2023-06-30 09:55:43,681.0,2.0,223,63.0,396.0,129.0,606.0,1454,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5947.0,,typing,conda-forge/typing,,8326146.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5947.0,8294298.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2866355.0,2.0,,,,,,,,,,,,,,,,,,, +179,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-09-20 20:39:55.000,2023-08-28 21:42:30,6025.0,1.0,523,81.0,1099.0,11.0,,1351,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,32,True,6170.0,5471.0,cassandra-driver,conda-forge/cassandra-driver,,1328715.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,699.0,1326347.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,182393.0,3.0,,,,,,,,,,,,,,,,,,, +180,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-09-19 09:39:15.000,2023-09-19 09:39:14,509.0,23.0,82,24.0,265.0,35.0,68.0,1119,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,32,True,16866.0,16622.0,cleo,conda-forge/cleo,,13783712.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,244.0,13774560.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,558300.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,,, +181,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-08-19 10:06:21.000,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,191.0,933,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,44497.0,42842.0,Bottleneck,conda-forge/bottleneck,,560397.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1655.0,518495.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3687460.0,2.0,,,,,,,,,,,,,,,,,,, +182,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-31 16:58:37.000,2023-08-21 00:44:58,953.0,78.0,100,23.0,93.0,26.0,83.0,861,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,32,True,999.0,,inflect,conda-forge/inflect,,4297516.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,999.0,4288696.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,344000.0,2.0,,,,,,,,,,,,,,,,,,, +183,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-09-18 23:36:19.000,2023-09-12 23:43:43,1158.0,11.0,84,17.0,748.0,22.0,121.0,357,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3249.0,,multidict,conda-forge/multidict,4467.0,70304250.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3249.0,70165705.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10525549.0,2.0,,,,,,,,,,,,,,,,,,, +184,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-20 18:06:33.000,2023-09-20 18:00:30,844.0,46.0,36,12.0,53.0,,237.0,51,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,32,False,1413.0,,importlib-resources,conda-forge/importlib_resources,,62383097.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1413.0,61993530.0,https://anaconda.org/conda-forge/importlib_resources,2023-08-07 11:39:04.742,15582698.0,2.0,,,,,,,,,,,,,,,,,,, +185,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,54.0,37,4.0,41.0,8.0,63.0,41,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,32,False,4078.0,,zipp,conda-forge/zipp,,162381422.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,161491682.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,32030649.0,3.0,,,,,,,,,,,,,,,,,,, +186,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-09-04 08:28:05.000,2023-07-21 10:40:58,3636.0,27.0,592,144.0,967.0,500.0,772.0,8008,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,612.0,581.0,vaex,conda-forge/vaex,279.0,53725.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,51621.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,174537.0,3.0,,,,,,,,,,,,,,,,,,, +187,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-07-20 15:13:36.000,2023-07-20 15:13:35,1853.0,7.0,589,129.0,329.0,65.0,814.0,5574,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,31,True,1800.0,1430.0,csvkit,conda-forge/csvkit,,166437.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,370.0,165188.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,97424.0,2.0,,,,,,,,,,,,,,,,,,, +188,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-09-20 19:20:06.000,2023-09-20 00:20:42,7149.0,500.0,612,84.0,1243.0,138.0,625.0,3619,2023-04-12 02:29:00.815,0.3.1,63.0,248.0,31,True,38.0,2.0,toga,,1711.0,1848.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1687.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,6.0,,,,,,,,,,,,,, +189,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,197.0,943.0,264.0,501.0,3165,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9952.0,9134.0,blaze,conda-forge/blaze,,11069.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8302.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202012.0,3.0,,,,,,,,,,,,,,,,,,, +190,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-09-19 15:45:48.000,2023-09-19 15:45:47,1694.0,42.0,98,41.0,1284.0,66.0,352.0,2900,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,460.0,401.0,returns,conda-forge/returns,,120210.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,119961.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,6994.0,3.0,,,,,,,,,,,,,,,,,,, +191,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2605,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1462.0,1348.0,mrjob,conda-forge/mrjob,,96561.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,90404.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,517267.0,2.0,,,,,,,,,,,,,,,,,,, +192,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2562,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1940.0,1553.0,schematics,conda-forge/schematics,,162599.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,162082.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25889.0,2.0,,,,,,,,,,,,,,,,,,, +193,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,181,28.0,72.0,5.0,84.0,2516,2023-03-01 19:38:11.000,3.8,12.0,35.0,31,True,112543.0,109191.0,python-decouple,conda-forge/python-decouple,12.0,1747878.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3352.0,1746915.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,69397.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +194,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1888,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,604.0,,fs,conda-forge/fs,,1777448.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,604.0,1768192.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,666467.0,3.0,,,,,,,,,,,,,,,,,,, +195,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,1.0,208,39.0,241.0,42.0,201.0,1784,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15406.0,14045.0,voluptuous,conda-forge/voluptuous,,2566429.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1361.0,2562722.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,318805.0,2.0,,,,,,,,,,,,,,,,,,, +196,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,99.0,402.0,167.0,379.0,1661,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8769.0,7514.0,influxdb,conda-forge/influxdb,,1868264.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1255.0,1865137.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,128226.0,3.0,,,,,,,,,,,,,,,,,,, +197,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-09-21 12:15:37.000,2023-09-20 18:47:46,1377.0,49.0,238,42.0,597.0,151.0,801.0,1633,2023-08-23 19:44:09.000,1.4.0,109.0,43.0,31,False,286.0,269.0,sdv,conda-forge/sdv,,35514.0,https://pypi.org/project/sdv,2023-08-23 19:42:19.000,17.0,34880.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,13330.0,2.0,,,,,,,,,,,,,,,,,,, +198,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-08-21 06:53:00.000,2023-05-10 16:17:15,1092.0,,214,47.0,178.0,56.0,336.0,1448,2022-11-30 17:34:49.000,2.0.6,18.0,88.0,31,True,2134.0,2041.0,pygsheets,,,1395976.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1395976.0,,,,3.0,,,,,,,,,,,,,,,,,,, +199,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-09-21 13:25:09.000,2023-09-20 05:12:04,1281.0,85.0,133,20.0,799.0,57.0,344.0,1254,2023-09-05 09:35:35.000,8.3.0,57.0,61.0,31,True,590.0,557.0,copier,,,154010.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,154010.0,,,,3.0,,,,,,,,,,,,,,,,,,, +200,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-09-10 15:33:11.642,2023-09-08 12:12:19,535.0,21.0,71,18.0,197.0,34.0,93.0,1196,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10214.0,9844.0,questionary,conda-forge/questionary,,1206270.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1204599.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,55171.0,3.0,,,,,,,,,,,,,,,,,,, +201,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,140.0,1129,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6284.0,5969.0,sshtunnel,conda-forge/sshtunnel,,5663896.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,315.0,5662461.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,120570.0,3.0,,,,,,,,,,,,,,,,,,, +202,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,995,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,269433.0,254358.0,appdirs,conda-forge/appdirs,,17393270.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15075.0,17287066.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9558382.0,3.0,,,,,,,,,,,,,,,,,,, +203,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-08-17 00:34:39.000,2023-08-17 00:33:24,1178.0,1.0,362,74.0,21.0,32.0,606.0,863,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7934.0,7610.0,cx-Oracle,conda-forge/cx_oracle,,2527408.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2515070.0,https://anaconda.org/conda-forge/cx_oracle,2023-08-04 11:23:33.477,468850.0,3.0,,,,,,,,,,,,,,,,,,, +204,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-08-25 19:25:04.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,838,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,True,17556.0,17231.0,anytree,conda-forge/anytree,,773282.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,325.0,772473.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,33177.0,2.0,,,,,,,,,,,,,,,,,,, +205,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-09-20 00:22:48.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,112.0,22.0,100.0,448,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,340752.0,333650.0,rsa,conda-forge/rsa,,122524732.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7102.0,122378100.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12610410.0,3.0,,,,,,,,,,,,,,,,,,, +206,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-09-18 13:08:58.000,2023-09-18 06:02:37,307.0,13.0,32,11.0,76.0,5.0,26.0,386,2023-07-18 11:35:10.596,2.4.7,40.0,15.0,31,True,34256.0,33966.0,srsly,conda-forge/srsly,,5426739.0,https://pypi.org/project/srsly,2023-07-18 11:35:10.596,290.0,5393061.0,https://anaconda.org/conda-forge/srsly,2023-07-20 08:54:37.169,1313469.0,3.0,,,,,,,,,,,,,,,,,,, +207,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-09-19 21:33:11.000,2023-09-18 22:31:34,827.0,45.0,61,22.0,426.0,140.0,274.0,353,2023-03-14 09:22:38.000,1.13.0,76.0,34.0,31,True,8218.0,8070.0,param,conda-forge/param,,397436.0,https://pypi.org/project/param,2023-09-19 21:33:11.000,148.0,380076.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1336726.0,2.0,,,,,,,,,,,,,,,,,,, +208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-09-20 14:31:25.000,2023-09-20 14:30:37,768.0,20.0,46,43.0,657.0,46.0,169.0,56,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3104.0,3092.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3355290.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3352188.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,96190.0,3.0,,,,,,,,,,,,,,,,,,, +209,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-05 06:39:30.000,2022-05-08 04:08:19,743.0,,945,274.0,294.0,152.0,461.0,17838,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,886.0,808.0,gooey,conda-forge/gooey,508.0,6174.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,4797.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71134.0,3.0,,,,,,,,,,,,,,,,,,, +210,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-08-19 20:22:58.000,2023-03-04 17:45:05,299.0,,565,131.0,188.0,174.0,338.0,5824,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,30,True,6169.0,6083.0,eel,,,58963.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,58963.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,,, +211,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,171.0,740.0,21.0,960.0,5568,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,376.0,364.0,snorkel,conda-forge/snorkel,1047.0,32196.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,31281.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,45122.0,2.0,,,,,,,,,,,,,,,,,,, +212,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,402,79.0,69.0,365.0,192.0,3488,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13110.0,12627.0,keyboard,conda-forge/keyboard,,213591.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,483.0,212763.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,22367.0,3.0,,,,,,,,,,,,,,,,,,, +213,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,20.0,112.0,12.0,125.0,3301,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,30,True,20836.0,20448.0,gdown,conda-forge/gdown,,1669052.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,388.0,1664490.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,218991.0,2.0,,,,,,,,,,,,,,,,,,, +214,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-09-21 12:51:25.000,2023-09-11 14:44:40,5888.0,143.0,322,39.0,1609.0,29.0,195.0,3046,2023-09-11 15:44:18.000,0.44.2,103.0,75.0,30,True,173.0,171.0,zenml,,1.0,7801.0,https://pypi.org/project/zenml,2023-09-11 15:44:18.000,2.0,7801.0,,,,2.0,,,,,,,,,,,,,,,,,,, +215,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,17.0,585,176.0,460.0,94.0,476.0,2996,2023-08-17 15:54:23.000,1.82.0,94.0,82.0,30,False,264.0,231.0,arctic,conda-forge/arctic,209.0,3874.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,3307.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29392.0,3.0,,,,,,,,,,,,,,,,,,, +216,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,4.0,658,142.0,448.0,143.0,398.0,2720,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,30,True,843.0,,pandas-datareader,conda-forge/pandas-datareader,,448776.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,843.0,444645.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,318151.0,2.0,,,,,,,,,,,,,,,,,,, +217,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-09-21 10:23:53.000,2023-09-20 03:12:39,753.0,62.0,103,33.0,991.0,21.0,369.0,2367,2023-09-19 22:58:20.000,1.3.5,287.0,23.0,30,True,187.0,182.0,whylogs,,43.0,102860.0,https://pypi.org/project/whylogs,2023-09-19 22:59:02.000,5.0,102858.0,,,,2.0,,,,,,,,,,,,,,,,,,, +218,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-09-15 21:22:07.000,2023-09-15 21:22:07,1031.0,5.0,314,70.0,399.0,109.0,366.0,1475,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,240.0,215.0,mleap,conda-forge/mleap,,245792.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,243919.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,74947.0,2.0,,,,,,,,,,,,,,,,,,, +219,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-09-09 17:58:27.893,2023-02-24 16:19:12,264.0,,101,34.0,68.0,3.0,64.0,1383,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2876.0,,python-slugify,conda-forge/python-slugify,,11057481.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2876.0,11010991.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1766655.0,3.0,,,,,,,,,,,,,,,,,,, +220,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-09-13 00:36:29.000,2023-09-13 00:36:26,630.0,12.0,59,16.0,228.0,5.0,53.0,1336,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,18521.0,18019.0,bidict,conda-forge/bidict,,1790640.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,502.0,1786549.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,343689.0,2.0,,,,,,,,,,,,,,,,,,, +221,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,265.0,1091,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1950.0,1732.0,redis-py-cluster,,3862.0,1972386.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1972350.0,,,,3.0,,,,,,,,,,,,,,,,,,, +222,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-09-21 12:51:19.000,2023-09-21 12:51:19,1990.0,21.0,132,43.0,418.0,107.0,250.0,927,2023-05-29 19:24:00.928,0.7.0,28.0,85.0,30,True,1642.0,1523.0,intake,conda-forge/intake,,49813.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,41470.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,483898.0,2.0,,,,,,,,,,,,,,,,,,, +223,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-09-18 19:01:48.000,2023-09-18 19:01:47,595.0,21.0,135,21.0,484.0,39.0,251.0,913,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2025.0,1903.0,aiocache,,9.0,276635.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,122.0,276635.0,,,,2.0,,,,,,,,,,,,,,,,,,, +224,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,86.0,792,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,24069.0,22821.0,natsort,conda-forge/natsort,,3712941.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1248.0,3671366.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1413552.0,3.0,,,,,,,,,,,,,,,,,,, +225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-09-08 14:52:55.000,2020-10-21 17:48:31,219.0,,77,15.0,262.0,46.0,25.0,670,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43394.0,41323.0,cached-property,conda-forge/cached-property,,12107544.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2071.0,12024796.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,6454420.0,2.0,,,,,,,,,,,,,,,,,,, +226,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,37.0,114,16.0,93.0,65.0,127.0,660,2023-07-23 16:18:40.000,1.7,28.0,53.0,30,True,14496.0,13028.0,configargparse,conda-forge/configargparse,,3486915.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1468.0,3464232.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,703174.0,3.0,,,,,,,,,,,,,,,,,,, +227,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-09-19 12:46:47.000,2023-09-19 12:46:46,527.0,19.0,335,36.0,274.0,27.0,125.0,646,2020-04-17 20:27:24.000,3.9.0,36.0,70.0,30,True,4418.0,3138.0,pysolr,conda-forge/pysolr,,249424.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,249153.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21450.0,3.0,,,,,,,,,,,,,,,,,,, +228,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-09-04 20:48:37.000,2023-05-31 09:44:31,300.0,,56,7.0,69.0,4.0,77.0,174,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,30,True,3777.0,,tzlocal,conda-forge/tzlocal,,57915475.0,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3777.0,57888181.0,https://anaconda.org/conda-forge/tzlocal,2023-06-16 13:17:57.999,2374663.0,3.0,,,,,,,,,,,,,,,,,,, +229,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-04 18:32:15.000,2022-03-13 00:04:41,186.0,,50,9.0,45.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,51691.0,49477.0,isodate,conda-forge/isodate,,70518129.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2214.0,70467653.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4542869.0,3.0,,,,,,,,,,,,,,,,,,, +230,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-09-01 16:18:57.000,2023-04-04 13:18:36,954.0,,4527,641.0,746.0,198.0,100.0,22954,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,109.0,93.0,algorithms,conda-forge/algorithms,,7340.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7281.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1736.0,3.0,,,,,,,,,,,,,,,,,,, +231,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7005,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1255.0,1077.0,records,conda-forge/records,,225351.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,225033.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24549.0,3.0,,,,,,,,,,,,,,,,,,, +232,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,241.0,6600,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1677.0,1647.0,faust,,,18967.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,18967.0,,,,3.0,,,,,,,,,,,,,,,,,,, +233,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5087,,,26.0,28.0,29,False,7996.0,7188.0,pdfminer,conda-forge/pdfminer,,159448.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,808.0,159049.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,33929.0,3.0,,,,,,,,,,,,,,,,,,, +234,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,24.0,218,28.0,283.0,98.0,753.0,3185,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,101.0,95.0,ploomber,conda-forge/ploomber,,7967.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,5193.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,74917.0,3.0,,,,,,,,,,,,,,,,,,, +235,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3143,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9250.0,8624.0,funcy,conda-forge/funcy,,1540419.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,626.0,1535660.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,380760.0,3.0,,,,,,,,,,,,,,,,,,, +236,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2389,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7080.0,6691.0,addict,conda-forge/addict,20.0,2667785.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,389.0,2662939.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,416826.0,2.0,,,,,,,,,,,,,,,,,,, +237,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,15.0,101,31.0,82.0,14.0,127.0,2343,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,1115.0,1074.0,swifter,conda-forge/swifter,,366718.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,360204.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,254073.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +238,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-09-18 18:32:09.000,2023-06-20 15:54:36,2284.0,,176,39.0,370.0,30.0,263.0,1871,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,232587.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,227256.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,175942.0,3.0,,,,,,,,,,,,,,,,,,, +239,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-09-19 08:11:31.000,2023-09-16 13:49:27,774.0,14.0,61,16.0,430.0,180.0,168.0,1313,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,29,True,2326.0,2316.0,prisma,,,56378.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,56378.0,,,,3.0,,,,,,,,,,,,,,,,,,, +240,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,,218,47.0,178.0,23.0,760.0,1188,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,641.0,,py2neo,conda-forge/py2neo,,193856.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,641.0,193036.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,61524.0,3.0,,,,,,,,,,,,,,,,,,, +241,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-09-18 23:25:43.021,2023-09-18 20:58:25,796.0,36.0,43,13.0,230.0,11.0,85.0,1153,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1516.0,1482.0,python-benedict,conda-forge/python-benedict,,704100.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,699967.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,140536.0,2.0,,,,,,,,,,,,,,,,,,, +242,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-09-16 08:25:43.000,2023-09-16 08:25:42,1717.0,23.0,74,13.0,414.0,106.0,236.0,1106,2023-09-11 19:57:34.000,0.121.0,243.0,42.0,29,True,293.0,283.0,piccolo,,,13695.0,https://pypi.org/project/piccolo,2023-09-11 19:57:34.000,10.0,13695.0,,,,3.0,,,,,,,,,,,,,,,,,,, +243,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-08-06 23:43:55.000,2023-08-06 23:43:54,1207.0,29.0,141,39.0,83.0,4.0,130.0,1060,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,139.0,,path,conda-forge/path,,1598873.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,139.0,1587660.0,https://anaconda.org/conda-forge/path,2023-07-07 22:33:02.106,448546.0,3.0,,,,,,,,,,,,,,,,,,, +244,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,2.0,253,18.0,212.0,27.0,301.0,860,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,29,True,4628.0,4343.0,fastcore,conda-forge/fastcore,,597205.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,594483.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,57181.0,3.0,,,,,,,,,,,,,,,,,,, +245,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-08-29 09:32:19.000,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17122.0,14938.0,scandir,conda-forge/scandir,,3623433.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3607777.0,https://anaconda.org/conda-forge/scandir,2023-06-16 13:24:23.765,1346432.0,3.0,,,,,,,,,,,,,,,,,,, +246,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,193,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,10269.0,9884.0,ordered-set,conda-forge/ordered-set,,9090017.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,385.0,9085532.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,399171.0,2.0,,,,,,,,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2748,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6453.0,6297.0,sklearn-pandas,conda-forge/sklearn-pandas,,230389.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,228494.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,64441.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2599,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2306.0,2261.0,gino,,,45803.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,45803.0,,,,3.0,,,,,,,,,,,,,,,,,,, +249,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-09-11 15:45:49.000,2023-09-02 18:50:48,3844.0,9.0,311,34.0,327.0,137.0,536.0,2397,2023-05-15 21:07:09.000,2.7,208.0,98.0,28,True,96.0,85.0,pyinfra,,,35685.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,35685.0,,,,3.0,,,,,,,,,,,,,,,,,,, +250,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-08-26 15:17:44.000,2023-08-03 07:19:44,535.0,10.0,130,50.0,60.0,14.0,122.0,2231,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,694.0,672.0,pyfunctional,,,335243.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,335243.0,,,,3.0,,,,,,,,,,,,,,,,,,, +251,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-09-11 15:41:31.000,2023-08-31 05:38:01,5626.0,28.0,507,109.0,930.0,590.0,943.0,2057,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3410.0,20225.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,706123.0,3.0,,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-09-09 21:15:54.000,2023-07-31 16:46:45,155.0,2.0,117,23.0,110.0,50.0,42.0,1884,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,6895.0,6806.0,gin-config,conda-forge/gin-config,,222332.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,221812.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,20805.0,3.0,,,,,,,,,,,,,,,,,,, +253,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,,152,94.0,1931.0,163.0,1335.0,1749,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,28,True,23.0,,datatable,conda-forge/datatable,2172.0,103448.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,102734.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22634.0,3.0,,,,,,,,,,,,,,,,,,, +254,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-09-02 06:26:19.000,2023-09-02 06:26:14,1004.0,3.0,59,23.0,101.0,113.0,66.0,1733,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1281.0,1174.0,glom,conda-forge/glom,,1194696.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1194154.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,26043.0,3.0,,,,,,,,,,,,,,,,,,, +255,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-06-16 13:24:27.165,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1401,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10646.0,9139.0,blessings,conda-forge/blessings,,774430.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1507.0,770804.0,https://anaconda.org/conda-forge/blessings,2023-06-16 13:24:27.165,275625.0,3.0,,,,,,,,,,,,,,,,,,, +256,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-08-15 16:33:33.000,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1070,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6212.0,6092.0,immutables,conda-forge/immutables,,1949665.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,1926188.0,https://anaconda.org/conda-forge/immutables,2023-08-15 12:52:52.963,939112.0,3.0,,,,,,,,,,,,,,,,,,, +257,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,3.0,82,25.0,51.0,6.0,39.0,705,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,844.0,,munch,conda-forge/munch,,2628746.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,844.0,1708281.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3681862.0,3.0,,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,674,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10076.0,8840.0,parsedatetime,conda-forge/parsedatetime,,8325858.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1236.0,8323823.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,171023.0,3.0,,,,,,,,,,,,,,,,,,, +259,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,66.0,59.0,511,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6149.0,4798.0,beaker,conda-forge/beaker,,276125.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,275208.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71532.0,3.0,,,,,,,,,,,,,,,,,,, +260,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-09-18 17:11:32.000,2023-09-11 06:34:10,703.0,9.0,44,11.0,81.0,12.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,59.0,22.0,28,True,4740.0,4472.0,python-rapidjson,conda-forge/python-rapidjson,,1439671.0,https://pypi.org/project/python-rapidjson,2023-09-11 06:34:19.000,268.0,1403105.0,https://anaconda.org/conda-forge/python-rapidjson,2023-09-11 07:55:14.583,1279840.0,3.0,,,,,,,,,,,,,,,,,,, +261,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-09-21 03:47:25.000,2023-09-11 16:40:52,6453.0,296.0,30,10.0,255.0,38.0,549.0,351,2023-09-11 21:24:33.000,1.6.4,189.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,11116.0,https://pypi.org/project/static-frame,2023-09-11 21:23:11.000,2.0,3653.0,https://anaconda.org/conda-forge/static-frame,2023-09-11 21:45:05.377,298554.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,, +262,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-08-04 09:01:41.000,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,5.0,36.0,75,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,61931.0,57616.0,pathlib2,conda-forge/pathlib2,,6747968.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4315.0,6718174.0,https://anaconda.org/conda-forge/pathlib2,2023-06-16 13:25:10.381,2562316.0,3.0,,,,,,,,,,,,,,,,,,, +263,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,149.0,293.0,119.0,175.0,6096,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,112.0,108.0,powerline-shell,,,2102.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2102.0,,,,3.0,,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-09-18 14:04:17.000,2022-03-10 10:33:50,585.0,,514,84.0,251.0,101.0,129.0,3614,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,127.0,,textract,conda-forge/textract,,125185.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,124925.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21843.0,3.0,,,,,,,,,,,,,,,,,,, +265,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-08-27 12:29:45.000,2023-08-27 12:29:45,289.0,7.0,253,29.0,134.0,102.0,118.0,2616,2023-08-20 21:30:11.000,1.42.0,84.0,28.0,27,True,70.0,68.0,img2dataset,,1337.0,23488.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,23435.0,,,,3.0,,,,,,,,,,,,,,,,,,, +266,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1890,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2221.0,,retrying,conda-forge/retrying,,9967944.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2221.0,9950137.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1495835.0,3.0,,,,,,,,,,,,,,,,,,, +267,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1876,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5110.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5110.0,,,,3.0,,,,,,,,,,,,,,,,,,, +268,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,31.0,224.0,64.0,140.0,1680,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,27,True,461.0,442.0,arq,conda-forge/arq,,70120.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,69822.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8655.0,3.0,,,,,,,,,,,,,,,,,,, +269,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,26.0,40.0,85.0,73.0,1310,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2084.0,1830.0,strictyaml,conda-forge/strictyaml,,721402.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,254.0,718188.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,208972.0,3.0,,,,,,,,,,,,,,,,,,, +270,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1261,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2410.0,2325.0,pandasql,conda-forge/pandasql,,1623081.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,85.0,1608158.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,402943.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +271,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-06-16 16:11:47.810,2022-12-03 13:41:59,312.0,,126,32.0,74.0,35.0,69.0,1055,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,27,True,3929.0,3704.0,sqlitedict,conda-forge/sqlitedict,,280051.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,225.0,278557.0,https://anaconda.org/conda-forge/sqlitedict,2023-06-16 16:11:47.810,86688.0,3.0,,,,,,,,,,,,,,,,,,, +272,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80,14.0,131.0,37.0,98.0,876,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,251.0,,mss,conda-forge/python-mss,,662083.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,251.0,661270.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,31719.0,3.0,,,,,,,,,,,,,,,,,,, +273,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-09-07 06:08:09.000,2023-06-05 14:52:29,167.0,,89,28.0,40.0,7.0,69.0,855,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,27,False,385.0,,email-validator,conda-forge/email-validator,,7713153.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7710183.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,112863.0,3.0,,,,,,,,,,,,,,,,,,, +274,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-06-16 13:25:28.565,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,831,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2241.0,2123.0,pyahocorasick,conda-forge/pyahocorasick,,557956.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,118.0,555053.0,https://anaconda.org/conda-forge/pyahocorasick,2023-06-16 13:25:28.565,200341.0,3.0,,,,,,,,,,,,,,,,,,, +275,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1010.0,778.0,happybase,conda-forge/happybase,,64951.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,63125.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,158947.0,3.0,,,,,,,,,,,,,,,,,,, +276,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,58706.0,56423.0,dataclasses,conda-forge/dataclasses,,10802471.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10631355.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,10951462.0,3.0,,,,,,,,,,,,,,,,,,, +277,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-08-21 09:17:09.000,2023-08-21 09:17:09,622.0,1.0,134,13.0,92.0,22.0,172.0,472,2022-08-30 07:35:04.550,1.6.3,44.0,53.0,27,True,7136.0,4752.0,pylibmc,conda-forge/pylibmc,268.0,174580.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,172082.0,https://anaconda.org/conda-forge/pylibmc,2023-06-16 13:25:05.988,213117.0,3.0,,,,,,,,,,,,,,,,,,, +278,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,297,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,33757.0,30362.0,configobj,conda-forge/configobj,217.0,2614484.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3395.0,2602937.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,715857.0,3.0,,,,,,,,,,,,,,,,,,, +279,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,26.0,30.0,244,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2781.0,,send2trash,conda-forge/send2trash,,13794869.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2781.0,13626449.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,11452574.0,3.0,,,,,,,,,,,,,,,,,,, +280,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1208.0,1135.0,tabulator,conda-forge/tabulator-py,,180125.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,179407.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53913.0,3.0,,,,,,,,,,,,,,,,,,, +281,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46502.0,38517.0,futures,conda-forge/futures,,9131711.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7985.0,9116919.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1257381.0,3.0,,,,,,,,,,,,,,,,,,, +282,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,247.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2444.0,2154.0,cloudant,conda-forge/cloudant,,113712.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,112420.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108609.0,3.0,,,,,,,,,,,,,,,,,,, +283,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-07-24 09:35:37.258,2023-07-24 06:42:50,125.0,2.0,22,9.0,53.0,4.0,7.0,162,2023-07-24 07:37:20.000,2.0.9,26.0,12.0,27,True,30334.0,30263.0,catalogue,conda-forge/catalogue,,5012231.0,https://pypi.org/project/catalogue,2023-07-24 07:33:49.000,71.0,4982351.0,https://anaconda.org/conda-forge/catalogue,2023-07-24 09:35:37.258,1135457.0,3.0,,,,,,,,,,,,,,,,,,, +284,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,192,30.0,52.0,75.0,125.0,3242,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,393483.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,392102.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,37313.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +285,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3154,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1674.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,488.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102032.0,3.0,,,,,,,,,,,,,,,,,,, +286,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5164.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5164.0,,,,3.0,,,,,,,,,,,,,,,,,,, +287,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,951,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2449.0,1941.0,bcolz,conda-forge/bcolz,,10677.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,6393.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,338488.0,3.0,,,,,,,,,,,,,,,,,,, +288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-09-11 04:59:06.000,2023-09-11 04:59:05,690.0,23.0,44,21.0,529.0,8.0,33.0,737,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,112.0,,janus,conda-forge/janus,,331428.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,112.0,331139.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14779.0,3.0,,,,,,,,,,,,,,,,,,, +289,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-09-19 19:07:44.000,2023-07-10 14:03:05,1386.0,15.0,48,17.0,136.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,3045.0,2984.0,ubelt,conda-forge/ubelt,,21110.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,18535.0,https://anaconda.org/conda-forge/ubelt,2023-07-10 23:55:54.174,61808.0,3.0,,,,,,,,,,,,,,,,,,, +290,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-09-21 11:04:35.000,2023-09-21 11:03:50,9929.0,30.0,43,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,81380.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,81380.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,, +291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,468,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,3127.0,2864.0,pyscreenshot,,,500371.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,263.0,500371.0,,,,3.0,,,,,,,,,,,,,,,,,,, +292,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-09-12 11:28:53.000,2023-09-12 11:28:53,144.0,2.0,62,19.0,43.0,20.0,17.0,191,2020-12-28 15:17:57.000,0.7.0,10.0,18.0,26,True,13040.0,,ptyprocess,conda-forge/ptyprocess,,37268922.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13040.0,37102035.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14852947.0,3.0,,,,,,,,,,,,,,,,,,, +293,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-09-18 07:20:03.000,2023-08-26 14:44:06,51.0,2.0,104,35.0,101.0,16.0,141.0,2271,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,342.0,,python-box,conda-forge/python-box,39.0,1719083.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,342.0,1711978.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,461863.0,3.0,,,,,,,,,,,,,,,,,,, +294,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,138,59.0,248.0,95.0,108.0,1559,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,8542.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,8542.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +295,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-11 13:06:57.000,2023-09-11 13:06:49,2703.0,2.0,132,51.0,298.0,46.0,191.0,1487,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,302.0,219.0,enaml,conda-forge/enaml,709.0,3867.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1635.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,155566.0,3.0,,,,,,,,,,,,,,,,,,, +296,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-09-18 14:09:29.000,2023-05-19 04:32:00,6411.0,,226,39.0,1038.0,7.0,209.0,1406,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,9415.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,9415.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +297,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1258,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,489.0,300.0,fabtools,,,1848.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1848.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,142,45.0,53.0,20.0,19.0,1170,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,353.0,,singer-python,,,805874.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,353.0,805874.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-09-19 12:23:32.000,2023-07-31 19:45:56,123.0,25.0,39,17.0,82.0,6.0,4.0,1141,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2650.0,2633.0,asyncer,conda-forge/asyncer,,69830.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,69568.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5252.0,3.0,,,,,,,,,,,,,,,,,,, +300,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1138,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,254.0,221.0,parallel-ssh,,376.0,107794.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,107791.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-09-04 06:28:13.000,2023-09-03 01:02:24,284.0,1.0,49,10.0,28.0,14.0,77.0,597,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1176.0,1152.0,pysimdjson,conda-forge/pysimdjson,,552701.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,550514.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,76552.0,3.0,,,,,,,,,,,,,,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,True,15718.0,15702.0,umongo,conda-forge/umongo,,28422.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28197.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5401.0,3.0,,,,,,,,,,,,,,,,,,, +303,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-06-03 19:24:43.068,2023-05-24 20:24:04,76.0,,28,11.0,50.0,21.0,35.0,308,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,308.0,,typing_inspect,conda-forge/typing_inspect,,22072312.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,308.0,22041922.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1610674.0,3.0,,,,,,,,,,,,,,,,,,, +304,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,305,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,199.0,177.0,pyhdb,,96.0,588410.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,588409.0,,,,3.0,,,,,,,,,,,,,,,,,,, +305,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-20 22:25:52.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,88,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5809.0,4478.0,clint,conda-forge/clint,114.0,101304.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1331.0,100677.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55183.0,3.0,,,,,,,,,,,,,,,,,,, +306,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,282.0,1791.0,59,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8039.0,,openpyxl,openpyxl,,54334606.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8009.0,54332571.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,190142.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1222.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +307,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,73699.0,70985.0,contextlib2,conda-forge/contextlib2,,12216256.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12203671.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1145264.0,3.0,,,,,,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3944,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,4061.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,4061.0,,,,3.0,,,,,,,,,,,,,,,,,,, +309,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-09-19 21:53:53.000,2023-09-15 18:25:00,605.0,5.0,372,47.0,134.0,188.0,103.0,2300,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,24,True,10.0,,camelot,,,5048.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5048.0,,,,3.0,,,,,,,,,,,,,,,,,,, +310,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1469,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,119.0,108.0,pypeln,conda-forge/pypeln,,25643.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,25268.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14261.0,3.0,,,,,,,,,,,,,,,,,,, +311,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-09-11 10:42:07.000,2023-09-05 13:24:26,323.0,5.0,76,43.0,233.0,42.0,40.0,1310,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,3064.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,3064.0,,,,3.0,,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1065,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2177.0,2008.0,pluginbase,conda-forge/pluginbase,,616551.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,612151.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,299241.0,3.0,,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,655,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3042.0,2816.0,ratelimit,conda-forge/ratelimit,,4100438.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,226.0,4100069.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11825.0,3.0,,,,,,,,,,,,,,,,,,, +314,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,678.0,587.0,hickle,conda-forge/hickle,,37461.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,37046.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23264.0,3.0,,,,,,,,,,,,,,,,,,, +315,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,5.0,54,7.0,58.0,15.0,51.0,465,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,24,True,441.0,414.0,cachier,,,29819.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,29819.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,43.0,111.0,34.0,55.0,388,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,414.0,290.0,messytables,,,30509.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,30509.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-07-25 23:17:09.000,2023-07-24 10:51:09,925.0,19.0,23,18.0,170.0,8.0,15.0,338,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,24,True,368.0,332.0,aiomisc,,,14508.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,14508.0,,,,3.0,,,,,,,,,,,,,,,,,,, +318,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,876.0,790.0,deepdish,conda-forge/deepdish,,12421.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,11333.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,89225.0,3.0,,,,,,,,,,,,,,,,,,, +319,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32,16.0,81.0,23.0,4.0,242,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,96573.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,96573.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,934.0,887.0,filedepot,,,26104.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,26104.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,6.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,2751.0,2556.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,102661.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,102288.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26523.0,3.0,,,,,,,,,,,,,,,,,,, +322,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8012.0,,entrypoints,conda-forge/entrypoints,,15063711.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8012.0,14877719.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,16553349.0,3.0,,,,,,,,,,,,,,,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10567,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,14.0,13.0,grumpy-tools,,,47.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,47.0,,,,2.0,,,,,,,,,,,,,,,,,,, +324,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,181.0,160.0,pinject,conda-forge/pinject,,82779.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,82598.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4354.0,3.0,,,,,,,,,,,,,,,,,,, +325,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,11174.0,9127.0,unipath,,,67632.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,67632.0,,,,3.0,,,,,,,,,,,,,,,,,,, +326,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-09-18 18:19:17.000,2023-09-18 17:47:35,356.0,2.0,30,6.0,124.0,3.0,78.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,23,True,910.0,865.0,everett,conda-forge/everett,,107970.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,107025.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,46334.0,3.0,,,,,,,,,,,,,,,,,,, +327,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-09-20 09:07:04.000,2023-06-01 18:46:39,628.0,,14,8.0,32.0,14.0,14.0,127,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,215.0,183.0,docopt-ng,,,66137.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,66137.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-09-20 12:30:07.000,2023-09-19 13:40:17,1709.0,222.0,5,3.0,734.0,18.0,34.0,43,2023-09-04 19:22:34.000,4.7.0,65.0,7.0,23,False,66.0,59.0,click-extra,,245.0,2635.0,https://pypi.org/project/click-extra,2023-09-04 19:22:19.000,7.0,2625.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3497,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,412.0,379.0,pampy,,,27980.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,27980.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,269.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,49.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,49.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,37.0,214.0,46.0,56.0,2441,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,20957.0,748.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1770,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,198.0,167.0,bashplotlib,,,2817.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2817.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1547,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,190.0,167.0,commonregex,,,141962.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,141962.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,809,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1339.0,1240.0,pickledb,,,18825.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,18825.0,,,,3.0,,,,,,,,,,,,,,,,,,, +335,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-09-20 11:27:06.000,2023-09-15 17:44:05,113.0,6.0,31,11.0,55.0,15.0,13.0,711,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,208.0,197.0,dirty-equals,conda-forge/dirty-equals,,45743.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,43690.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,36970.0,3.0,,,,,,,,,,,,,,,,,,, +336,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-09-21 11:51:36.271,2023-09-21 08:08:19,711.0,3.0,26,15.0,167.0,16.0,121.0,538,2023-09-21 08:22:05.000,5.9.0,84.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,2246.0,https://pypi.org/project/pypyr,2023-09-21 08:22:05.000,9.0,1663.0,https://anaconda.org/conda-forge/pypyr,2023-09-21 11:51:36.271,11675.0,3.0,,,,,,,,,,,,,,2.0,,,,, +337,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-09-15 15:54:51.000,2022-11-22 16:38:09,106.0,,47,15.0,34.0,25.0,9.0,279,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,22,True,392.0,380.0,price-parser,,,108076.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,108076.0,,,,3.0,,,,,,,,,,,,,,,,,,, +338,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,185.0,177.0,pysparkling,conda-forge/pysparkling,,8756.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,8608.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4455.0,3.0,,,,,,,,,,,,,,,,,,, +339,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-09-19 15:41:23.000,2023-09-01 14:27:03,5411.0,66.0,43,14.0,614.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,34.0,22,True,5.0,5.0,batchflow,,,99.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,99.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3236,,,4.0,19.0,21,False,595.0,565.0,macropy3,,,143.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,143.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,770.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,770.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,167.0,149.0,847,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,574.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,574.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,846,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,219.0,200.0,unsync,conda-forge/unsync,,21137.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,20846.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11387.0,3.0,,,,,,,,,,,,,,,,,,, +344,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-09-12 11:51:47.000,2023-01-03 19:16:25,478.0,,76,21.0,215.0,72.0,80.0,838,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,15481.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15481.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4507.0,3323.0,awesome-slugify,conda-forge/awesome-slugify,,53546.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,52777.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68483.0,3.0,,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,43.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,696.0,613.0,pymodm,conda-forge/pymodm,,44543.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,44428.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4979.0,3.0,,,,,,,,,,,,,,,,,,, +347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,148.0,142.0,datatest,,,13716.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13716.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,77.0,73.0,typical,conda-forge/typical,,3429.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,2264.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,32638.0,3.0,,,,,,,,,,,,,,,,,,, +349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,11,5.0,11.0,2.0,7.0,124,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1900.0,1846.0,coolname,conda-forge/coolname,,382118.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,54.0,379921.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,72526.0,3.0,,,,,,,,,,,,,,,,,,, +350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2048.0,1922.0,stopit,conda-forge/stopit,,788454.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,778118.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,702894.0,3.0,,,,,,,,,,,,,,,,,,, +351,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-09-14 08:12:22.000,2023-09-03 17:03:01,81.0,2.0,128,33.0,11.0,8.0,157.0,3119,2023-09-03 17:06:36.000,2.1.17,62.0,1.0,20,False,186.0,186.0,ptext-joris-schellekens,conda-forge/borb,,1692.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-09-05 19:13:07.800,42316.0,3.0,,,,,,,,,,,,,,,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,138,69.0,4.0,1.0,40.0,2056,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2240.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2240.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,209,40.0,56.0,81.0,39.0,1353,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,10976.0,1098.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,912.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,42.0,30.0,mrq,,,187.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,187.0,,,,3.0,,,,,,,,,,,,,,,,,,, +355,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1831.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1041.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,26876.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +356,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,263,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,13053.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,12818.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,20993.0,3.0,,,,,,,,,,,,,,,,,,, +357,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,259,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,319.0,281.0,rtoml,,,44540.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,44540.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1977,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +359,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-09-21 09:24:05.000,2023-09-20 09:07:56,2751.0,95.0,118,29.0,199.0,42.0,318.0,1196,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,4122.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4122.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-09-20 16:30:43.000,2023-09-20 16:30:33,615.0,36.0,21,4.0,243.0,4.0,,249,2023-09-20 16:30:35.000,1.1.196,484.0,9.0,19,True,2.0,2.0,upgini,,,3885.0,https://pypi.org/project/upgini,2023-09-20 16:30:35.000,,3885.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,198,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,843.0,839.0,gsheetsdb,,,52918.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,52918.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,5.0,56,36.0,45.0,14.0,58.0,1096,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,5.0,5.0,colout,,,1014.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1014.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,26.0,26.0,d6tflow,,,90.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,90.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,588.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,588.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,631,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,61.0,58.0,pugsql,,,7360.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,7360.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1080.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,73.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,62444.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10396.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10396.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,6.0,62.0,7.0,23.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,18,True,156.0,144.0,aioprometheus,,,53507.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,53507.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-21 05:49:59.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,68.0,24.0,16.0,2019,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,52.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,52.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,85.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,85.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,61.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,61.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,39.0,39.0,11.0,256.0,952,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,152499.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,152499.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,779,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1316.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1316.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,34.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,34.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,227.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,227.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,429,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,105.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,105.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-09-15 10:47:49.000,2023-08-28 17:19:32,117.0,4.0,6,13.0,139.0,8.0,3.0,268,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,468.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,468.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,152.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,152.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,532.0,523.0,millify,,,31205.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,31205.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,17.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,17.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-09-20 19:18:58.000,2023-09-20 19:08:15,782.0,146.0,16,2.0,621.0,7.0,9.0,233,2023-09-20 19:18:59.000,0.1.44,27.0,10.0,14,False,,,the-guide,,,16.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,16.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,423.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,423.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,3.0,3.0,pandapy,,,69.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,69.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,37.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,37.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,110.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,110.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +389,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,770,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 065f197..3c1d64d 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT -- Beam (πŸ₯‡42 Β· ⭐ 7.1K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 -- traitlets (πŸ₯‡39 Β· ⭐ 570 Β· πŸ“ˆ) - A lightweight Traits like module. BSD-3 -- greenlet (πŸ₯‡38 Β· ⭐ 1.5K Β· πŸ“ˆ) - Lightweight in-process concurrent programming. MIT -- libcloud (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- polars (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +- msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 +- transitions (πŸ₯‡32 Β· ⭐ 5K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine implementation.. MIT +- pypyr (πŸ₯‰22 Β· ⭐ 540 Β· πŸ“ˆ) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- cookiecutter (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 -- h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- dbt (πŸ₯ˆ37 Β· ⭐ 7.5K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 -- arrow (πŸ₯ˆ36 Β· ⭐ 8.4K Β· πŸ“‰) - Better dates & times for Python. Apache-2 -- argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K Β· πŸ“‰) - Python and tab completion, better together. Apache-2 +- SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K Β· πŸ“‰) - The Database Toolkit for Python. MIT +- rq (πŸ₯ˆ38 Β· ⭐ 9.1K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +- h5py (πŸ₯ˆ38 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - Lightweight in-process concurrent programming. MIT From d09aad21cece7057f3e1374ec4d82d033ff38515 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 28 Sep 2023 13:39:17 +0000 Subject: [PATCH 31/70] Update best-of list for version 2023.09.28 --- README.md | 1418 ++++++++++++++++--------------- history/2023-09-28_changes.md | 20 + history/2023-09-28_projects.csv | 391 +++++++++ latest-changes.md | 20 +- 4 files changed, 1145 insertions(+), 704 deletions(-) create mode 100644 history/2023-09-28_changes.md create mode 100644 history/2023-09-28_projects.csv diff --git a/README.md b/README.md index 100389a..d6d0e46 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 61K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 500K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 500K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,43 +95,43 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 16M Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 16M Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.1M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 270K Β· πŸ“¦ 72K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 270K Β· πŸ“¦ 73K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 14M / month Β· πŸ“¦ 310 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 14M / month Β· πŸ“¦ 320 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 860K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 840K / month Β· πŸ“¦ 270 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 270 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ41 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 98K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 99K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 28M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 30M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -140,18 +140,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge marshmallow ```
-
msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 +
msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.1K Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.1K Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 21.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 40M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 14M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge msgpack-python ``` @@ -163,18 +163,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 36M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 37M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.1M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.2M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ```
orjson (πŸ₯ˆ36 Β· ⭐ 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 58K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 59K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/ijl/orjson @@ -183,12 +183,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 920K Β· ⏱️ 08.09.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 930K Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge orjson ```
-
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): @@ -199,19 +199,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.9M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge simplejson ```
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cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 +
cloudpickle (πŸ₯‰35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 88K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 30M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 29M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): ``` pip install cloudpickle ``` @@ -220,14 +220,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge cloudpickle ```
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jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯‰35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 - [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 20.08.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.4M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.2M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -247,39 +247,39 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.3M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge ujson ```
srsly (πŸ₯‰31 Β· ⭐ 390) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 34K Β· πŸ“‹ 31 - 16% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 34K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.4M / month Β· πŸ“¦ 290 Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.4M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.3M Β· ⏱️ 20.07.2023): +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge srsly ```
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python-rapidjson (πŸ₯‰28 Β· ⭐ 480) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.5K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.5K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.4M / month Β· πŸ“¦ 270 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.5M / month Β· πŸ“¦ 270 Β· ⏱️ 11.09.2023): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.3M Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge python-rapidjson ``` @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 550K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 570K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -302,12 +302,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 590 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 600 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 37K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 36K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 45K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 53K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡53 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 830K Β· πŸ“¦ 1.8M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 840K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/numpy/numpy @@ -358,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 210K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 220K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -372,90 +372,90 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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polars (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT +
polars (πŸ₯‡40 Β· ⭐ 21K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.7K Β· πŸ“‹ 5K - 20% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 5K - 20% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.3M / month Β· πŸ“¦ 260 Β· ⏱️ 15.09.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.3M / month Β· πŸ“¦ 270 Β· ⏱️ 27.09.2023): ``` pip install polars ```
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xarray (πŸ₯‡40 Β· ⭐ 3.1K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯‡40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 20K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2K Β· ⏱️ 26.09.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9M Β· ⏱️ 20.08.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.1M Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge xarray ```
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h5py (πŸ₯ˆ38 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 20.06.2023): ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 13M Β· ⏱️ 22.08.2023): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 13M Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge h5py ```
Modin (πŸ₯ˆ37 Β· ⭐ 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.1K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.1M / month Β· πŸ“¦ 33 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.2M / month Β· πŸ“¦ 33 Β· ⏱️ 28.09.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 270K Β· ⏱️ 24.08.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 270K Β· ⏱️ 27.09.2023): ``` conda install -c conda-forge modin-core ```
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PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
PyTables (πŸ₯ˆ36 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 620K / month Β· πŸ“¦ 2.6K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 630K / month Β· πŸ“¦ 2.6K Β· ⏱️ 23.12.2022): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.4M Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.5M Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge pytables ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 190 Β· πŸ“¦ 2.8K Β· πŸ“‹ 610 - 10% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 190 Β· πŸ“¦ 2.9K Β· πŸ“‹ 620 - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 110K / month Β· πŸ“¦ 17 Β· ⏱️ 21.09.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 120K / month Β· πŸ“¦ 17 Β· ⏱️ 27.09.2023): ``` pip install docarray ``` @@ -466,16 +466,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“₯ 430 Β· πŸ“‹ 350 - 18% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 200 Β· πŸ“₯ 430 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.7M / month Β· πŸ“¦ 3.1K Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.8M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.1M Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.1M Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge numexpr ``` @@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 490K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -503,11 +503,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 320K / month Β· πŸ“¦ 410 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 340K / month Β· πŸ“¦ 420 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.6M Β· ⏱️ 21.08.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.7M Β· ⏱️ 21.08.2023): ``` conda install -c conda-forge zarr ``` @@ -530,16 +530,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 660 - 37% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 660 - 38% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.1M / month Β· πŸ“¦ 74 Β· ⏱️ 17.07.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.1M / month Β· πŸ“¦ 83 Β· ⏱️ 27.09.2023): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 28K Β· ⏱️ 17.07.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 28K Β· ⏱️ 27.09.2023): ``` conda install -c conda-forge pandera-core ``` @@ -556,14 +556,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install datasketch ```
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Bottleneck (πŸ₯ˆ32 Β· ⭐ 930) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ32 Β· ⭐ 940) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 43K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 520K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 530K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -574,12 +574,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰31 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 580 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 590 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 52K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 47K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -599,19 +599,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 250K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 260K Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge swifter ```
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datatable (πŸ₯‰28 Β· ⭐ 1.7K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 100K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 99K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -622,39 +622,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 6% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 6% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.7K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.8K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 300K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 300K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge static-frame ```
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PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.2K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 390K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 430K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 38K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/polyaxon/datatile @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 19K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 18K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 590 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 510 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -695,11 +695,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 73 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 72 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 63K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fletcher ``` @@ -707,8 +707,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects... - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 -- sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.7K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn +- Arctic (πŸ₯‰28 Β· ⭐ 3K Β· πŸ“‰) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT @@ -742,23 +742,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 38M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 20M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 20M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge pyrsistent ```
multidict (πŸ₯ˆ32 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` @@ -774,18 +774,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 770K / month Β· πŸ“¦ 320 Β· ⏱️ 15.01.2020): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 780K / month Β· πŸ“¦ 330 Β· ⏱️ 15.01.2020): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anytree ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 58 - 8% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 58 - 8% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/jab/bidict @@ -794,7 +794,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bidict ``` @@ -806,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 700K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 710K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): ``` pip install python-benedict ``` @@ -817,12 +817,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ordered-set (πŸ₯ˆ29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 9.9K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): +- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 10K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): ``` git clone https://github.com/rspeer/ordered-set ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.1M / month Β· πŸ“¦ 380 Β· ⏱️ 26.01.2022): +- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.1M / month Β· πŸ“¦ 390 Β· ⏱️ 26.01.2022): ``` pip install ordered-set ``` @@ -833,7 +833,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
glom (πŸ₯‰28 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 63% open Β· ⏱️ 02.09.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 02.09.2023): ``` git clone https://github.com/mahmoud/glom @@ -854,45 +854,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.9M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.2M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 940K Β· ⏱️ 15.08.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 940K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge immutables ```
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munch (πŸ₯‰28 Β· ⭐ 700) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.7K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` - git clone https://github.com/Infinidat/munch + git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 270K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` - pip install munch + pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.7M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 88K Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge munch + conda install -c conda-forge sqlitedict ```
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sqlitedict (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 +
munch (πŸ₯‰28 Β· ⭐ 710) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.7K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` - git clone https://github.com/RaRe-Technologies/sqlitedict + git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 280K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): ``` - pip install sqlitedict + pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 87K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.7M Β· ⏱️ 02.07.2023): ``` - conda install -c conda-forge sqlitedict + conda install -c conda-forge munch ```
janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 @@ -902,7 +902,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 330K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 340K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -922,7 +922,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 460K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 470K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-box ``` @@ -940,68 +940,84 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“¦ 260K Β· πŸ“‹ 3.1K - 10% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“¦ 260K Β· πŸ“‹ 3.2K - 10% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 100M / month Β· πŸ“¦ 8K Β· ⏱️ 23.08.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 110M / month Β· πŸ“¦ 8.5K Β· ⏱️ 28.09.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.1M Β· ⏱️ 23.08.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.1M Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 69 Β· πŸ“¦ 450K Β· πŸ“‹ 780 - 3% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 71 Β· πŸ“¦ 450K Β· πŸ“‹ 790 - 4% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 97M / month Β· πŸ“¦ 19K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 98M / month Β· πŸ“¦ 19K Β· ⏱️ 20.09.2023): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 23M Β· ⏱️ 20.09.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 24M Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge jsonschema ```
cerberus (πŸ₯ˆ37 Β· ⭐ 3K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 24.09.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cerberus ```
validators (πŸ₯ˆ33 Β· ⭐ 830) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“₯ 7 Β· πŸ“¦ 84K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“₯ 7 Β· πŸ“¦ 84K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.7K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 490K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 500K Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge validators ```
+
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT + +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 200 Β· πŸ“¦ 7.2K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 27.09.2023): + + ``` + git clone https://github.com/keleshev/schema + ``` +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 6.1M / month Β· πŸ“¦ 900 Β· ⏱️ 01.12.2021): + ``` + pip install schema + ``` +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 120K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge schema + ``` +
voluptuous (πŸ₯ˆ31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 - [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 17% open Β· ⏱️ 04.07.2023): @@ -1020,12 +1036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯ˆ31 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.1K Β· πŸ“‹ 410 - 33% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.2K Β· πŸ“‹ 410 - 32% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 150 Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 390K / month Β· πŸ“¦ 150 Β· ⏱️ 25.09.2023): ``` pip install param ``` @@ -1041,7 +1057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 720K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 760K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1050,14 +1066,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
-
dirty-equals (πŸ₯‰22 Β· ⭐ 710) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰22 Β· ⭐ 720) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 31 Β· πŸ“¦ 200 Β· πŸ“‹ 28 - 53% open Β· ⏱️ 15.09.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 32 Β· πŸ“¦ 200 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 44K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 43K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` @@ -1068,12 +1084,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typical (πŸ₯‰21 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 73 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 74 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 2.3K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.9K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1089,7 +1105,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 13K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 12K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1098,11 +1114,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge valideer ```
-
Show 5 hidden projects... +
Show 4 hidden projects... -- schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Schema validation just got Pythonic. MIT - schematics (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰27 Β· ⭐ 860) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰26 Β· ⭐ 860) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1114,14 +1129,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 38K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡32 Β· ⭐ 5K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡32 Β· ⭐ 5K) - A lightweight, object-oriented finite state machine implementation in.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 510 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 2% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 490K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 470K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1137,7 +1152,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.8K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1163,7 +1178,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 210M / month Β· πŸ“¦ 4.3K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1174,16 +1189,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯ˆ36 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 69K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 70K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 17M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 18M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arrow ``` @@ -1195,18 +1210,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 13M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 14M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 830K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pendulum ```
holidays (πŸ₯ˆ35 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 410 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 21% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 410 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 21% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/dr-prodigy/python-holidays @@ -1215,55 +1230,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.6M Β· ⏱️ 19.09.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 19.09.2023): ``` conda install -c conda-forge holidays ```
-
dateparser (πŸ₯‰34 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 +
pytz (πŸ₯ˆ35 Β· ⭐ 280) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 24K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 81 - 43% open Β· ⏱️ 05.09.2023): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` - pip install dateparser + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 45M Β· ⏱️ 05.09.2023): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge pytz ```
-
pytz (πŸ₯‰34 Β· ⭐ 280) - pytz Python historical timezone library and database. MIT +
dateparser (πŸ₯‰34 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 81 - 43% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 24K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 21.08.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): ``` - pip install pytz + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 45M Β· ⏱️ 05.09.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge dateparser ```
tzlocal (πŸ₯‰30 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 81 - 4% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 82 - 6% open Β· ⏱️ 31.05.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 58M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 76M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.4M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge tzlocal ``` @@ -1271,7 +1286,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - isodate (πŸ₯‰30 Β· ⭐ 130 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 -- parsedatetime (πŸ₯‰28 Β· ⭐ 670 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 +- parsedatetime (πŸ₯‰28 Β· ⭐ 680 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2

@@ -1279,25 +1294,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡38 Β· ⭐ 650) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 660 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 63K Β· πŸ“‹ 590 - 34% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 64K Β· πŸ“‹ 590 - 33% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 720 Β· ⏱️ 15.09.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 740 Β· ⏱️ 22.09.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 14M Β· ⏱️ 16.09.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 14M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge fsspec ```
watchdog (πŸ₯ˆ36 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 110K Β· πŸ“‹ 620 - 27% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 110K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 28.07.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1306,7 +1321,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.5M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge watchdog ``` @@ -1318,23 +1333,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 33M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 50M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 580) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 320K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 320K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 98M / month Β· πŸ“¦ 2.7K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 99M / month Β· πŸ“¦ 2.7K Β· ⏱️ 13.09.2023): ``` pip install filelock ``` @@ -1350,7 +1365,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.8M / month Β· πŸ“¦ 600 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.8M / month Β· πŸ“¦ 610 Β· ⏱️ 02.05.2022): ``` pip install fs ``` @@ -1361,7 +1376,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT -- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 250K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): +- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 260K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` git clone https://github.com/ActiveState/appdirs @@ -1386,7 +1401,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 450K Β· ⏱️ 07.07.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 450K Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge path ``` @@ -1402,7 +1417,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install scandir ``` -- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.3M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge scandir ``` @@ -1436,12 +1451,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ32 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 30.06.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 5.9K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1457,7 +1472,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9.1M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1481,16 +1496,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 540K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 550K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 21K Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 230M / month Β· πŸ“¦ 21K Β· ⏱️ 19.09.2023): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 43M Β· ⏱️ 20.09.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 43M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge cryptography ``` @@ -1502,27 +1517,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 110K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 120K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 390 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 540 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 110 Β· πŸ“¦ 77K Β· πŸ“‹ 560 - 11% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 120 Β· πŸ“¦ 78K Β· πŸ“‹ 560 - 11% open Β· ⏱️ 24.09.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` pip install pycryptodomex ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.4M Β· ⏱️ 17.09.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.5M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge pycryptodomex ``` @@ -1534,7 +1549,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 36M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 37M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` @@ -1545,12 +1560,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asn1crypto (πŸ₯‰34 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 28% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 28% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 50M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 51M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1561,23 +1576,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰33 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 40M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 41M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4M Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge bcrypt ```
rsa (πŸ₯‰31 Β· ⭐ 450) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 330K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 340K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1599,12 +1614,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 12.09.2023): ``` pip install ansible ``` @@ -1613,62 +1628,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge ansible ```
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awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 +
awscli (πŸ₯‡44 Β· ⭐ 14K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 180M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 27.09.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge awscli ```
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botocore (πŸ₯ˆ44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 +
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 270K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 270K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.5K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.5K Β· ⏱️ 27.09.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 23M Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 27.09.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 890K Β· πŸ“¦ 6.3K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 960K Β· πŸ“¦ 6.5K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 820K / month Β· πŸ“¦ 140 Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 800K / month Β· πŸ“¦ 140 Β· ⏱️ 26.09.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 950K / month Β· πŸ“¦ 710 Β· ⏱️ 19.09.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 820 Β· ⏱️ 26.09.2023): ``` npm install @pulumi/pulumi ```
paramiko (πŸ₯ˆ42 Β· ⭐ 8.5K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 83K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 84K Β· πŸ“‹ 1.8K - 55% open Β· ⏱️ 24.09.2023): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 46M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): ``` pip install paramiko ``` @@ -1695,7 +1710,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 120M Β· πŸ“¦ 280 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 280 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/docker/compose @@ -1716,7 +1731,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 17M / month Β· πŸ“¦ 1.4K Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 18M / month Β· πŸ“¦ 1.4K Β· ⏱️ 18.09.2023): ``` pip install kubernetes ``` @@ -1727,7 +1742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 13 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 31.08.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 15 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): ``` git clone https://github.com/fabric/fabric @@ -1743,7 +1758,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯‰37 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1760,23 +1775,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge schedule ```
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.8K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.9K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 1.9M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.1M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1792,7 +1807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.6M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1813,18 +1828,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install pyinfra ```
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pypyr (πŸ₯‰22 Β· ⭐ 540 Β· πŸ“ˆ) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 540) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 -- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 1.7K / month Β· πŸ“¦ 9 Β· ⏱️ 21.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.2K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 12K Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 12K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pypyr ``` @@ -1850,7 +1865,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 36M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 37M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1866,7 +1881,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1877,16 +1892,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯‰35 Β· ⭐ 7.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.6K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.9M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 280K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 280K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge supervisor ``` @@ -1898,7 +1913,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 37M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 38M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1915,23 +1930,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯‡38 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 170K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 180K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 44M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 46M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 9.8M Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 10M Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge anyio ```
uvloop (πŸ₯ˆ37 Β· ⭐ 9.6K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 96K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 97K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/MagicStack/uvloop @@ -1940,39 +1955,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 640K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 640K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge uvloop ```
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greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - Lightweight in-process concurrent programming. MIT +
greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT - [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 290K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 65M / month Β· πŸ“¦ 10K Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 66M / month Β· πŸ“¦ 10K Β· ⏱️ 12.09.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 7.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge greenlet ```
asyncer (πŸ₯‰25 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 39 Β· πŸ“¦ 2.6K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 40 Β· πŸ“¦ 2.7K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 70K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 72K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.3K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.4K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1984,7 +1999,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 15K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 14K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): ``` pip install aiomisc ``` @@ -2000,18 +2015,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
traitlets (πŸ₯‡39 Β· ⭐ 570) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯‡39 Β· ⭐ 580) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 190 Β· πŸ“¦ 360K Β· πŸ“‹ 280 - 32% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 200 Β· πŸ“¦ 360K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 28M / month Β· πŸ“¦ 15K Β· ⏱️ 14.09.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 31M / month Β· πŸ“¦ 15K Β· ⏱️ 26.09.2023): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 23M Β· ⏱️ 14.09.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 23M Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge traitlets ``` @@ -2034,50 +2049,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.1K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 15.09.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.2K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.7M / month Β· πŸ“¦ 270 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month Β· πŸ“¦ 270 Β· ⏱️ 13.09.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 58K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 58K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge dynaconf ```
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hydra (πŸ₯ˆ32 Β· ⭐ 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT +
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 15K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 87 Β· πŸ“¦ 18K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.09.2023): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.6K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.8M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` - pip install hydra + pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge omegaconf ```
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omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
hydra (πŸ₯‰31 Β· ⭐ 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 87 Β· πŸ“¦ 18K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 04.09.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 16K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): ``` - git clone https://github.com/omry/omegaconf + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.8M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.9K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` - pip install omegaconf + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge omegaconf + conda install -c conda-forge hydra-core ```
python-decouple (πŸ₯‰31 Β· ⭐ 2.5K) - Strict separation of config from code. MIT @@ -2087,11 +2102,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 69K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ``` @@ -2103,7 +2118,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 220K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 180K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2130,16 +2145,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰23 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 860 Β· πŸ“‹ 81 - 3% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 870 Β· πŸ“‹ 81 - 3% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 100K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2152,12 +2167,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 97 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 100 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 150M / month Β· πŸ“¦ 74K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 160M / month Β· πŸ“¦ 75K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2168,16 +2183,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡44 Β· ⭐ 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 31M / month Β· πŸ“¦ 5.1K Β· ⏱️ 17.09.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 32M / month Β· πŸ“¦ 5.1K Β· ⏱️ 17.09.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5M Β· ⏱️ 17.09.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.1M Β· ⏱️ 17.09.2023): ``` conda install -c conda-forge rich ``` @@ -2189,11 +2204,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 34M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 35M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 18M Β· ⏱️ 05.07.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 19M Β· ⏱️ 05.07.2023): ``` conda install -c conda-forge prompt-toolkit ``` @@ -2205,18 +2220,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 13 Β· πŸ“‹ 370 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 15 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/typer @@ -2248,12 +2263,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 16.09.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 23.09.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 19M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.09.2023): ``` pip install argcomplete ``` @@ -2262,14 +2277,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge argcomplete ```
+
cleo (πŸ₯‰33 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT + +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 17K Β· πŸ“‹ 100 - 32% open Β· ⏱️ 26.09.2023): + + ``` + git clone https://github.com/sdispater/cleo + ``` +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 14M / month Β· πŸ“¦ 240 Β· ⏱️ 22.11.2022): + ``` + pip install cleo + ``` +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 570K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge cleo + ``` +
wcwidth (πŸ₯‰33 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 450K Β· πŸ“‹ 39 - 43% open Β· ⏱️ 16.09.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 450K Β· πŸ“‹ 41 - 41% open Β· ⏱️ 23.09.2023): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 38M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): ``` pip install wcwidth ``` @@ -2285,7 +2316,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 81K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 87K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2294,25 +2325,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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cleo (πŸ₯‰32 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT - -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 17K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 19.09.2023): - - ``` - git clone https://github.com/sdispater/cleo - ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 14M / month Β· πŸ“¦ 240 Β· ⏱️ 22.11.2022): - ``` - pip install cleo - ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 560K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge cleo - ``` -
questionary (πŸ₯‰31 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 71 Β· πŸ“¦ 9.8K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 71 Β· πŸ“¦ 9.9K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/tmbo/questionary @@ -2321,12 +2336,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 55K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 56K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ```
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ConfigArgParse (πŸ₯‰30 Β· ⭐ 660) - A drop-in replacement for argparse that allows options to also be.. MIT +
ConfigArgParse (πŸ₯‰29 Β· ⭐ 660) - A drop-in replacement for argparse that allows options to also be.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 13K Β· πŸ“‹ 190 - 33% open Β· ⏱️ 23.07.2023): @@ -2337,19 +2352,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 700K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 710K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
docopt-ng (πŸ₯‰23 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 180 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 190 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 66K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 72K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2361,7 +2376,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2369,8 +2384,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT -- blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰25 Β· ⭐ 88 Β· πŸ’€) - Python Command-line Application Tools. ISC +- blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT +- clint (πŸ₯‰25 Β· ⭐ 90 Β· πŸ’€) - Python Command-line Application Tools. ISC - Click Extra (πŸ₯‰23 Β· ⭐ 43) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT
@@ -2390,12 +2405,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡33 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 3% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 98M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 99M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` @@ -2404,14 +2419,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 910) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 920) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 280K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 290K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2434,7 +2449,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰27 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“₯ 270 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“₯ 300 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/lericson/pylibmc @@ -2443,12 +2458,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pylibmc ``` -- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 210K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 210K Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰24 Β· ⭐ 460) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰23 Β· ⭐ 460) - Persistent, stale-free, local and cross-machine caching for Python.. MIT - [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 410 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): @@ -2490,7 +2505,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.7K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 09.09.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.7K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2511,30 +2526,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 32K / month Β· πŸ“¦ 46 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 34K / month Β· πŸ“¦ 46 Β· ⏱️ 13.09.2023): ``` pip install dearpygui ```
toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 760 - 18% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 18% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.7K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.5K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 6 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 5 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Eel (πŸ₯‰30 Β· ⭐ 5.8K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.1K Β· πŸ“‹ 510 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.1K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2593,12 +2608,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 60K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 61K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` @@ -2618,11 +2633,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 22M Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 22M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 170 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 130 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2634,11 +2649,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 340K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 350K Β· ⏱️ 04.07.2023): ``` conda install -c conda-forge inflect ``` @@ -2659,25 +2674,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰27 Β· ⭐ 830 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
pyahocorasick (πŸ₯‰28 Β· ⭐ 830 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.1K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` -- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 200K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 200K Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge pyahocorasick ```
price-parser (πŸ₯‰22 Β· ⭐ 280 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 47 Β· πŸ“¦ 380 Β· πŸ“‹ 34 - 73% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 47 Β· πŸ“¦ 380 Β· πŸ“‹ 35 - 71% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/scrapinghub/price-parser @@ -2689,12 +2704,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
coolname (πŸ₯‰21 Β· ⭐ 120 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 11 Β· πŸ“¦ 1.8K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 12 Β· πŸ“¦ 1.9K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 380K / month Β· πŸ“¦ 54 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 360K / month Β· πŸ“¦ 54 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2725,18 +2740,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡47 Β· ⭐ 8.3K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡48 Β· ⭐ 8.3K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 360K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 360K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 800M / month Β· πŸ“¦ 18K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 820M / month Β· πŸ“¦ 18K Β· ⏱️ 27.09.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge boto3 ``` @@ -2748,18 +2763,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 30M / month Β· πŸ“¦ 28K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 30M / month Β· πŸ“¦ 28K Β· ⏱️ 26.09.2023): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 15.08.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge redis-py ```
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SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K Β· πŸ“‰) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 630K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 640K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2775,39 +2790,39 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 52M / month Β· πŸ“¦ 2K Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 53M / month Β· πŸ“¦ 2K Β· ⏱️ 19.09.2023): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.8M Β· ⏱️ 20.09.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.9M Β· ⏱️ 20.09.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 41M / month Β· πŸ“¦ 680 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 41M / month Β· πŸ“¦ 680 Β· ⏱️ 25.09.2023): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1M Β· ⏱️ 14.09.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1M Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/coleifer/peewee @@ -2816,35 +2831,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 550K Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 550K Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge peewee ```
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 27.07.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 22.09.2023): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 910K Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 920K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge elasticsearch ```
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 180K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 190K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 14.09.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 48M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 44M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2880,7 +2895,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.2M Β· ⏱️ 23.08.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.3M Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge pymongo ``` @@ -2901,46 +2916,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge alembic ```
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MongoEngine (πŸ₯ˆ37 Β· ⭐ 4K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯ˆ37 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 21K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 960K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 220K Β· ⏱️ 27.09.2023): ``` conda install -c conda-forge mongoengine ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 990 - 3% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 990 - 3% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 30M / month Β· πŸ“¦ 57 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 57 Β· ⏱️ 11.09.2023): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 410K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 420K Β· ⏱️ 11.09.2023): ``` conda install -c conda-forge awswrangler ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 640) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 650) - Google BigQuery API client library. Apache-2 - [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 32M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): ``` pip install google-cloud-bigquery ``` @@ -2956,7 +2971,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.2M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): ``` pip install elasticsearch-dsl ``` @@ -2965,48 +2980,64 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c anaconda elasticsearch-dsl ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 +
Ibis (πŸ₯ˆ36 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.2K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 440 Β· πŸ“₯ 97 Β· πŸ“¦ 600 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 28.09.2023): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.6M / month Β· πŸ“¦ 440 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 97K / month Β· πŸ“¦ 49 Β· ⏱️ 24.09.2023): ``` - pip install confluent-kafka + pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 770K Β· ⏱️ 18.09.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 11.09.2023): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c conda-forge ibis-framework ```
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Ibis (πŸ₯ˆ36 Β· ⭐ 3.1K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
libcloud (πŸ₯ˆ36 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 440 Β· πŸ“₯ 97 Β· πŸ“¦ 590 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 20.09.2023): ``` - git clone https://github.com/ibis-project/ibis + git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 48 Β· ⏱️ 17.09.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 190K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` - pip install ibis-framework + pip install apache-libcloud ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 11.09.2023): +
+
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K Β· πŸ“ˆ) - Various utility functions and datatypes for SQLAlchemy. BSD-3 + +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): + ``` - conda install -c conda-forge ibis-framework + git clone https://github.com/kvesteri/sqlalchemy-utils + ``` +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.7M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): + ``` + pip install sqlalchemy-utils + ``` +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge sqlalchemy-utils ```
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libcloud (πŸ₯ˆ36 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 +
confluent-kafka-python (πŸ₯ˆ35 Β· ⭐ 3.4K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.2K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/apache/libcloud + git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 180K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.6M / month Β· πŸ“¦ 440 Β· ⏱️ 12.07.2023): ``` - pip install apache-libcloud + pip install confluent-kafka + ``` +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 780K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge python-confluent-kafka ```
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 @@ -3016,15 +3047,31 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 3.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 300K Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 300K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge mysqlclient ```
+
s3transfer (πŸ₯ˆ35 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 + +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 26.09.2023): + + ``` + git clone https://github.com/boto/s3transfer + ``` +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): + ``` + pip install s3transfer + ``` +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 26.09.2023): + ``` + conda install -c conda-forge s3transfer + ``` +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 - [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 18.09.2023): @@ -3036,78 +3083,78 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 13M Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 14M Β· ⏱️ 10.07.2023): ``` conda install -c conda-forge prometheus_client ```
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Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
Pony (πŸ₯ˆ34 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 70K Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 67 Β· πŸ“¦ 3.7K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): ``` - git clone https://github.com/mongodb/motor + git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 110K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): ``` - pip install motor + pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 61K Β· ⏱️ 01.09.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 96K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge motor + conda install -c conda-forge pony ```
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SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 70K Β· ⏱️ 05.09.2023): ``` - git clone https://github.com/kvesteri/sqlalchemy-utils + git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.7M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): ``` - pip install sqlalchemy-utils + pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 61K Β· ⏱️ 01.09.2023): ``` - conda install -c conda-forge sqlalchemy-utils + conda install -c conda-forge motor ```
s3fs (πŸ₯ˆ34 Β· ⭐ 730) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 420 - 29% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 420 - 28% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 670 Β· ⏱️ 15.09.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 680 Β· ⏱️ 22.09.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.2M Β· ⏱️ 16.09.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.2M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge s3fs ```
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s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 +
minio (πŸ₯ˆ34 Β· ⭐ 680) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.3K Β· πŸ“‹ 510 - 1% open Β· ⏱️ 25.09.2023): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.3K Β· ⏱️ 15.08.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.4M / month Β· πŸ“¦ 450 Β· ⏱️ 25.09.2023): ``` - pip install s3transfer + pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 140K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge minio ```
sqlmodel (πŸ₯‰33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 450 Β· πŸ“¦ 7.3K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 460 Β· πŸ“¦ 7.5K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/sqlmodel @@ -3144,7 +3191,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 380K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3153,30 +3200,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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Pony (πŸ₯‰33 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 - -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 230 Β· πŸ“₯ 66 Β· πŸ“¦ 3.6K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 05.09.2023): - - ``` - git clone https://github.com/ponyorm/pony - ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 100K / month Β· πŸ“¦ 360 Β· ⏱️ 27.01.2022): - ``` - pip install pony - ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 96K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pony - ``` -
neo4j-driver (πŸ₯‰33 Β· ⭐ 830) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 190 Β· πŸ“¦ 7K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.1K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 28.09.2023): ``` pip install neo4j-driver ``` @@ -3185,22 +3216,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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minio (πŸ₯‰33 Β· ⭐ 680) - MinIO Client SDK for Python. Apache-2 - -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.3K Β· πŸ“‹ 520 - 2% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/minio/minio-py - ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.4M / month Β· πŸ“¦ 440 Β· ⏱️ 17.08.2023): - ``` - pip install minio - ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 140K Β· ⏱️ 18.08.2023): - ``` - conda install -c conda-forge minio - ``` -
pandas-gbq (πŸ₯‰33 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 - [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.9K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): @@ -3208,11 +3223,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 5.8M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 5.5M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.8M Β· ⏱️ 29.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): ``` conda install -c conda-forge pandas-gbq ``` @@ -3235,7 +3250,7 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/pynamodb/PynamoDB @@ -3249,9 +3264,37 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pynamodb ```
+
PyPika (πŸ₯‰32 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 + +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 250 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 36% open Β· ⏱️ 26.09.2023): + + ``` + git clone https://github.com/kayak/pypika + ``` +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.5M / month Β· πŸ“¦ 92 Β· ⏱️ 15.03.2022): + ``` + pip install pypika + ``` +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 3.8K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pypika + ``` +
+
pygsheets (πŸ₯‰32 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT + +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 210 Β· πŸ“¦ 2.1K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): + + ``` + git clone https://github.com/nithinmurali/pygsheets + ``` +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 93 Β· ⏱️ 30.11.2022): + ``` + pip install pygsheets + ``` +
Cassandra Driver (πŸ₯‰32 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“¦ 5.5K Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.5K Β· ⏱️ 22.09.2023): ``` git clone https://github.com/datastax/python-driver @@ -3272,7 +3315,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3281,18 +3324,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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pygsheets (πŸ₯‰31 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT - -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 210 Β· πŸ“¦ 2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 10.05.2023): - - ``` - git clone https://github.com/nithinmurali/pygsheets - ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 93 Β· ⏱️ 30.11.2022): - ``` - pip install pygsheets - ``` -
cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.6K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): @@ -3304,19 +3335,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 470K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 470K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 250K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 270K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3332,7 +3363,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3343,12 +3374,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.3K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 16.09.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.4K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 56K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 57K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): ``` pip install prisma ``` @@ -3404,26 +3435,26 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 26K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 27K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
ODMantic (πŸ₯‰21 Β· ⭐ 840 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 76 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 77 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 16K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“‹ 360 - 11% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 360 - 11% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3431,7 +3462,7 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰18 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 140 Β· πŸ“‹ 30 - 23% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 150 Β· πŸ“‹ 30 - 23% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus @@ -3441,25 +3472,24 @@ _Libraries for connecting to, operating, and querying databases._ pip install aioprometheus ```
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Show 17 hidden projects... +
Show 16 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ35 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 -- PyPika (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - PyPika is a python SQL query builder that exposes the full.. Apache-2 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 56) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- pyhdb (πŸ₯‰25 Β· ⭐ 300 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - gsheets-db-api (πŸ₯‰19 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰18 Β· ⭐ 630 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3471,16 +3501,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 2.3K Β· πŸ“¦ 25K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 25K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.9M / month Β· πŸ“¦ 650 Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7M / month Β· πŸ“¦ 660 Β· ⏱️ 06.09.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 460K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 470K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge datasets ``` @@ -3496,11 +3526,27 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 850K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 850K Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge faker ```
+
Tablib (πŸ₯‡36 Β· ⭐ 4.3K Β· πŸ“ˆ) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT + +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 76K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 23.09.2023): + + ``` + git clone https://github.com/jazzband/tablib + ``` +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): + ``` + pip install tablib + ``` +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 91K Β· ⏱️ 12.06.2023): + ``` + conda install -c conda-forge tablib + ``` +
xlwings (πŸ₯‡36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 - [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 18.09.2023): @@ -3512,7 +3558,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 660K Β· ⏱️ 19.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 660K Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge xlwings ``` @@ -3533,34 +3579,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xmltodict ```
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Tablib (πŸ₯ˆ35 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT - -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 75K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 06.09.2023): - - ``` - git clone https://github.com/jazzband/tablib - ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): - ``` - pip install tablib - ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 91K Β· ⏱️ 12.06.2023): - ``` - conda install -c conda-forge tablib - ``` -
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 280 Β· πŸ“¦ 47K Β· πŸ“‹ 220 - 17% open Β· ⏱️ 25.08.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 300 Β· πŸ“¦ 47K Β· πŸ“‹ 200 - 9% open Β· ⏱️ 25.08.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.9M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 230K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 230K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge python-magic ``` @@ -3592,19 +3622,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 97K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 98K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge csvkit ```
snorkel (πŸ₯ˆ30 Β· ⭐ 5.6K Β· πŸ’€) - A system for quickly generating training data with weak.. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 360 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 370 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 31K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3615,12 +3645,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ30 Β· ⭐ 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 20K Β· πŸ“‹ 140 - 8% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 21K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 390 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 390 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3629,53 +3659,53 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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pandas-datareader (πŸ₯ˆ30 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
Intake (πŸ₯ˆ30 Β· ⭐ 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 660 Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.06.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/pydata/pandas-datareader + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 440K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 45K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` - pip install pandas-datareader + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 490K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pandas-datareader + conda install -c conda-forge intake ```
-
Intake (πŸ₯ˆ30 Β· ⭐ 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 660 Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.06.2023): ``` - git clone https://github.com/intake/intake + git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 41K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 410K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` - pip install intake + pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 480K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge intake + conda install -c conda-forge pandas-datareader ```
img2dataset (πŸ₯‰27 Β· ⭐ 2.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 68 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 69 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 23K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 21K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
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camelot (πŸ₯‰24 Β· ⭐ 2.3K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰25 Β· ⭐ 2.3K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 64% open Β· ⏱️ 15.09.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 62% open Β· ⏱️ 24.09.2023): ``` git clone https://github.com/camelot-dev/camelot @@ -3692,7 +3722,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 570 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 630 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ``` @@ -3704,19 +3734,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 910 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 960 / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
Upgini (πŸ₯‰19 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 27.09.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.9K / month Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.7K / month Β· ⏱️ 27.09.2023): ``` pip install upgini ``` @@ -3728,7 +3758,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 470 / month Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 380 / month Β· ⏱️ 28.08.2023): ``` pip install squirrel-core ``` @@ -3762,12 +3792,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 540K Β· πŸ“¦ 8K Β· πŸ“‹ 8.1K - 10% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 540K Β· πŸ“¦ 8.1K Β· πŸ“‹ 8.2K - 10% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9M / month Β· πŸ“¦ 290 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9.4M / month Β· πŸ“¦ 290 Β· ⏱️ 07.09.2023): ``` pip install apache-airflow ``` @@ -3775,19 +3805,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 150M Β· ⭐ 470 Β· ⏱️ 07.09.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 160M Β· ⭐ 470 Β· ⏱️ 07.09.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.4M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.5M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): ``` pip install celery ``` @@ -3798,28 +3828,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 640K / month Β· πŸ“¦ 140 Β· ⏱️ 14.09.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 650K / month Β· πŸ“¦ 140 Β· ⏱️ 21.09.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 530K Β· ⏱️ 14.09.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 530K Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge prefect ```
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Beam (πŸ₯‡42 Β· ⭐ 7.1K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 68% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 68% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): ``` pip install apache-beam ``` @@ -3830,39 +3860,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Dagster (πŸ₯‡41 Β· ⭐ 8.5K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 31% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 30% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 130 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 620K / month Β· πŸ“¦ 130 Β· ⏱️ 22.09.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 16.09.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.8K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 41 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 41 Β· ⏱️ 21.09.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 710K Β· ⏱️ 20.09.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 720K Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ39 Β· ⭐ 3.4K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 330K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 340K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/joblib/joblib @@ -3876,14 +3906,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ38 Β· ⭐ 9.1K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ38 Β· ⭐ 9.1K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 23.09.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` @@ -3894,12 +3924,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 520K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 500K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` @@ -3910,24 +3940,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 8.7K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 370K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): ``` pip install kedro ```
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dbt (πŸ₯ˆ37 Β· ⭐ 7.5K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ37 Β· ⭐ 7.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.4K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4.5K - 10% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.5K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4.5K - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 97K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3938,12 +3968,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ34 Β· ⭐ 6.9K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.4K Β· πŸ“‹ 430 - 11% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.1K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3955,7 +3985,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 990K / month Β· πŸ“¦ 84 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.1M / month Β· πŸ“¦ 85 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3964,14 +3994,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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huey (πŸ₯ˆ32 Β· ⭐ 4.6K) - a little task queue for python. MIT +
huey (πŸ₯ˆ31 Β· ⭐ 4.6K) - a little task queue for python. MIT - [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 20.09.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 82K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 86K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3980,26 +4010,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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zenml (πŸ₯ˆ30 Β· ⭐ 3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ30 Β· ⭐ 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 320 Β· πŸ“₯ 1 Β· πŸ“¦ 170 Β· πŸ“‹ 220 - 12% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 330 Β· πŸ“₯ 1 Β· πŸ“¦ 180 Β· πŸ“‹ 230 - 14% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 7.8K / month Β· πŸ“¦ 2 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 7.8K / month Β· πŸ“¦ 2 Β· ⏱️ 27.09.2023): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 390 - 5% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 390 - 5% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 27.09.2023): ``` pip install whylogs ``` @@ -4011,35 +4041,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 240K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 75K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 76K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge mleap ```
faust (πŸ₯‰29 Β· ⭐ 6.6K Β· πŸ’€) - Python Stream Processing. BSD-3 -- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.6K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.7K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 19K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 20K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
ploomber (πŸ₯‰29 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 95 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 110 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.2K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.1K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): ``` pip install ploomber ``` @@ -4050,24 +4080,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰28 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 670 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 680 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 340K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 330K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰27 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 440 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 450 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 70K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 71K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4083,7 +4113,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.4K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 11K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4095,7 +4125,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 25K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 24K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4111,7 +4141,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.1K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.9K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ``` @@ -4123,7 +4153,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 97K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 110K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4135,7 +4165,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 8.6K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.7K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4146,12 +4176,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 43 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 99 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 100 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4179,7 +4209,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 90 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 100 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4191,7 +4221,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 52 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4215,7 +4245,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 37 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 36 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4226,11 +4256,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark +- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT -- kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - bodywork-core (πŸ₯‰16 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- kale (πŸ₯‰15 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
@@ -4247,27 +4277,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 210M / month Β· πŸ“¦ 76K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 220M / month Β· πŸ“¦ 76K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 38M Β· ⏱️ 22.08.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 39M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pyyaml ```
XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 620 Β· πŸ“¦ 66K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 620 Β· πŸ“¦ 67K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 24.09.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 13M / month Β· πŸ“¦ 3.9K Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 13M / month Β· πŸ“¦ 3.9K Β· ⏱️ 24.09.2023): ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 19.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4279,7 +4309,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 120M / month Β· πŸ“¦ 7K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 130M / month Β· πŸ“¦ 7K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4294,14 +4324,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡35 Β· ⭐ 1.7K) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡35 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 200 Β· πŸ“¦ 8.1K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 200 Β· πŸ“¦ 8.2K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 12.09.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 13M / month Β· πŸ“¦ 810 Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 810 Β· ⏱️ 12.09.2023): ``` pip install deepdiff ``` @@ -4310,14 +4340,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge deepdiff ```
-
typing_inspect (πŸ₯‰25 Β· ⭐ 310) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰26 Β· ⭐ 310) - Runtime inspection utilities for Python typing module. MIT - [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 28 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 22M / month Β· πŸ“¦ 310 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 23M / month Β· πŸ“¦ 350 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4328,7 +4358,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ32 Β· ⭐ 51) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ32 Β· ⭐ 52) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰24 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4337,9 +4367,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡41 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡40 Β· ⭐ 4.9K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 340 Β· πŸ“¦ 830K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 830K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 19.09.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4360,7 +4390,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 53M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 54M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4376,7 +4406,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 22M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 21M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` @@ -4385,30 +4415,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 5.2K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 5.3K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 35M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 35M / month Β· πŸ“¦ 1.5K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.3M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.4M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ```
boltons (πŸ₯ˆ32 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.2K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.3K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.1M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): ``` pip install boltons ``` @@ -4428,14 +4458,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 31K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dependency_injector ```
returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 400 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 410 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/dry-python/returns @@ -4444,7 +4474,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.1K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4456,7 +4486,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4467,12 +4497,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰29 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.6K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.7K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.6M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4488,11 +4518,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 19K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 62K Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 62K Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge ubelt ``` @@ -4513,12 +4543,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 88K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 92K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4533,7 +4563,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 6.7K Β· πŸ“₯ 66K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 6.7K Β· πŸ“₯ 66K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/micropython/micropython @@ -4565,12 +4595,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 580K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 590K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 68M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 69M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` @@ -4581,28 +4611,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡40 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.9K Β· πŸ“¦ 22K Β· πŸ“‹ 820 - 25% open Β· ⏱️ 03.08.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 840 - 25% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.6K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.6K Β· ⏱️ 22.09.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 850K Β· ⏱️ 04.08.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 860K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge cookiecutter ```
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pyparsing (πŸ₯‡40 Β· ⭐ 1.9K) - Python library for creating PEG parsers. MIT +
pyparsing (πŸ₯‡40 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.3K Β· πŸ“¦ 850K Β· πŸ“‹ 310 - 9% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.3K Β· πŸ“¦ 860K Β· πŸ“‹ 310 - 9% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 87M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 88M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4622,14 +4652,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 34M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 35M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pycparser ```
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 29K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 30K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j @@ -4638,35 +4668,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
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wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 23% open Β· ⏱️ 25.07.2023): - - ``` - git clone https://github.com/GrahamDumpleton/wrapt - ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 78M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): - ``` - pip install wrapt - ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge wrapt - ``` -
decorator (πŸ₯ˆ34 Β· ⭐ 780) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 470K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 480K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 63M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 61M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4691,14 +4705,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
+
wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K Β· πŸ“‰) - A Python module for decorators, wrappers and monkey patching. BSD-2 + +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 23% open Β· ⏱️ 25.07.2023): + + ``` + git clone https://github.com/GrahamDumpleton/wrapt + ``` +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 79M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): + ``` + pip install wrapt + ``` +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 22.09.2023): + ``` + conda install -c conda-forge wrapt + ``` +
pluggy (πŸ₯ˆ33 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 83M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 87M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` @@ -4709,12 +4739,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰31 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 130 Β· πŸ“¦ 560 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 140 Β· πŸ“¦ 570 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 170K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): ``` pip install copier ``` @@ -4726,15 +4756,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 480 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 220K / month Β· πŸ“¦ 480 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge keyboard ```
+
fastcore (πŸ₯‰30 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 + +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.4K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): + + ``` + git clone https://github.com/fastai/fastcore + ``` +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 540K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): + ``` + pip install fastcore + ``` +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 58K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge fastcore + ``` +
pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 20.06.2023): @@ -4742,7 +4788,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 230K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 220K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4751,20 +4797,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
-
fastcore (πŸ₯‰29 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 +
catalogue (πŸ₯‰28 Β· ⭐ 160) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.3K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 30K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 25.09.2023): ``` - git clone https://github.com/fastai/fastcore + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): ``` - pip install fastcore + pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 57K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.1M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge fastcore + conda install -c conda-forge catalogue ```
powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT @@ -4774,7 +4820,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/b-ryan/powerline-shell ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 2.1K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 1.6K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): ``` pip install powerline-shell ``` @@ -4786,7 +4832,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 660K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 670K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4806,27 +4852,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge send2trash ```
-
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT - -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 22 Β· πŸ“¦ 30K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 24.07.2023): - - ``` - git clone https://github.com/explosion/catalogue - ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5M / month Β· πŸ“¦ 71 Β· ⏱️ 24.07.2023): - ``` - pip install catalogue - ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.1M Β· ⏱️ 24.07.2023): - ``` - conda install -c conda-forge catalogue - ``` -
pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 - [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.9K Β· ⏱️ 12.03.2023): @@ -4834,7 +4864,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 510K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` diff --git a/history/2023-09-28_changes.md b/history/2023-09-28_changes.md new file mode 100644 index 0000000..3a46f2c --- /dev/null +++ b/history/2023-09-28_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- boto3 (πŸ₯‡48 Β· ⭐ 8.3K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +- h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- filesystem_spec (πŸ₯‡39 Β· ⭐ 660 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +- Tablib (πŸ₯‡36 Β· ⭐ 4.3K Β· πŸ“ˆ) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +- SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K Β· πŸ“ˆ) - Various utility functions and datatypes for SQLAlchemy. BSD-3 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- awscli (πŸ₯‡44 Β· ⭐ 14K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- attrs (πŸ₯‡40 Β· ⭐ 4.9K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- confluent-kafka-python (πŸ₯ˆ35 Β· ⭐ 3.4K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 +- wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K Β· πŸ“‰) - A Python module for decorators, wrappers and monkey patching. BSD-2 +- Arctic (πŸ₯‰28 Β· ⭐ 3K Β· πŸ“‰) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 + diff --git a/history/2023-09-28_projects.csv b/history/2023-09-28_projects.csv new file mode 100644 index 0000000..005a741 --- /dev/null +++ b/history/2023-09-28_projects.csv @@ -0,0 +1,391 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 18:55:26.000,2023-09-21 18:55:25,424.0,30.0,2074,381.0,224.0,16.0,33.0,14481,2023-09-21 18:56:58.000,2023.09.21,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-21 16:50:06.000,2023-09-14 16:33:14,267.0,22.0,148,51.0,160.0,1.0,2.0,2016,2023-09-14 16:33:20.000,2023.09.14,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-09-21 14:46:49.000,2023-09-21 14:46:48,267.0,24.0,40,24.0,158.0,3.0,5.0,803,2023-09-21 14:46:56.000,2023.09.21,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-21 16:50:06.000,2023-09-14 16:33:14,267.0,22.0,148,51.0,160.0,1.0,2.0,2016,2023-09-14 16:33:20.000,2023.09.14,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 18:55:26.000,2023-09-21 18:55:25,424.0,30.0,2074,381.0,224.0,16.0,33.0,14481,2023-09-21 18:56:58.000,2023.09.21,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1665.0,322.0,13.0,73.0,38149,,,,128.0,0,True,15.0,15.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-21 18:55:26.000,2023-09-21 18:55:25,424.0,30.0,2074,381.0,224.0,16.0,33.0,14482,2023-09-21 18:56:58.000,2023.09.21,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-09-28 13:33:28.000,2023-09-28 11:02:52,33655.0,840.0,8386,599.0,12968.0,2178.0,9838.0,24627,2023-09-16 20:33:28.000,1.26.0,152.0,1675.0,53,True,1988735.0,1851984.0,numpy,conda-forge/numpy,835818.0,181175923.0,https://pypi.org/project/numpy,2023-09-16 19:58:18.000,136751.0,179511424.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,64497588.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-09-28 10:02:07.000,2023-09-28 02:50:01,15895.0,845.0,15170,2064.0,8288.0,883.0,4966.0,60888,2023-09-07 20:45:06.000,4.24.3,147.0,1168.0,52,True,519772.0,500192.0,protobuf,conda-forge/protobuf,35402641.0,154706867.0,https://pypi.org/project/protobuf,2023-09-07 20:45:06.000,16108.0,147504114.0,https://anaconda.org/conda-forge/protobuf,2023-09-26 14:10:16.501,15680602.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3472.0,6024013.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-09-28 12:03:39.000,2023-09-27 16:50:45,33355.0,622.0,16710,1128.0,30005.0,3593.0,21752.0,39843,2023-09-20 21:03:54.000,2.1.1,119.0,3460.0,52,True,1383909.0,1311522.0,pandas,conda-forge/pandas,216785.0,136260098.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,72387.0,134999052.0,https://anaconda.org/conda-forge/pandas,2023-09-20 23:28:15.419,44070657.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-09-27 23:25:51.000,2023-09-26 22:46:48,54010.0,196.0,23701,1950.0,49793.0,839.0,31182.0,58703,2023-09-12 13:24:22.000,8.4.0,333.0,6781.0,48,True,33862.0,29791.0,ansible,conda-forge/ansible,,4381764.0,https://pypi.org/project/ansible,2023-09-12 13:24:22.000,4071.0,4357893.0,https://anaconda.org/conda-forge/ansible,2023-09-12 15:30:15.987,954851.0,1.0,,,,,,,,,,,,,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-09-28 08:18:26.287,2023-09-27 18:12:39,5439.0,199.0,1775,241.0,692.0,165.0,2900.0,8330,2023-09-26 21:26:18.000,1.28.55,1397.0,149.0,48,True,379571.0,361774.0,boto3,conda-forge/boto3,,824808260.0,https://pypi.org/project/boto3,2023-09-27 19:24:35.000,17797.0,824379174.0,https://anaconda.org/conda-forge/boto3,2023-09-28 08:18:26.287,17163453.0,1.0,,,,,,,1.0,,,,,,,,,,,, +12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-09-28 13:26:56.000,2023-09-28 09:03:24,21571.0,1342.0,12741,772.0,23075.0,847.0,7313.0,32324,2023-09-07 18:08:24.000,2.7.1,164.0,3000.0,47,True,8352.0,8062.0,apache-airflow,conda-forge/airflow,541530.0,10958975.0,https://pypi.org/project/apache-airflow,2023-09-07 16:47:41.000,290.0,9384315.0,https://anaconda.org/conda-forge/airflow,2023-09-11 13:24:45.987,948160.0,1.0,,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-09-07 17:43:29.792259,474.0,155956863.0,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-09-28 11:17:08.000,2023-09-28 11:17:01,10939.0,386.0,1674,124.0,7334.0,38.0,2272.0,5808,2023-09-19 16:31:56.000,41.0.4,118.0,298.0,47,True,567343.0,545911.0,cryptography,conda-forge/cryptography,,230386240.0,https://pypi.org/project/cryptography,2023-09-19 16:31:56.000,21432.0,229252035.0,https://anaconda.org/conda-forge/cryptography,2023-09-21 14:49:15.133,43099816.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-09-28 12:50:29.000,2023-09-25 15:16:06,12329.0,74.0,4549,474.0,3072.0,634.0,4346.0,22256,2023-09-03 20:16:15.000,5.3.4,201.0,1309.0,46,True,127131.0,112079.0,celery,conda-forge/celery,,7529275.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15052.0,7492816.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1421922.0,1.0,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-09-05 21:05:32.000,2023-09-01 21:20:27,2402.0,84.0,1358,184.0,1066.0,91.0,1419.0,14310,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1462717.0,1388174.0,click,conda-forge/click,103.0,160226945.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74543.0,159124965.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,30855389.0,1.0,,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-09-28 12:47:31.000,2023-09-28 11:32:57,2510.0,368.0,1437,100.0,3070.0,338.0,2833.0,15815,2023-09-28 07:08:34.000,2.4.2,123.0,414.0,45,True,267252.0,258782.0,pydantic,conda-forge/pydantic,,109471616.0,https://pypi.org/project/pydantic,2023-09-28 07:08:34.000,8470.0,109309982.0,https://anaconda.org/conda-forge/pydantic,2023-09-28 09:17:13.969,6142108.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-09-26 12:39:41.000,2023-09-17 15:50:57,3844.0,58.0,1634,546.0,1024.0,185.0,1037.0,44891,2023-09-17 15:51:58.000,13.5.3,188.0,227.0,44,True,130611.0,125531.0,rich,conda-forge/rich,,31809531.0,https://pypi.org/project/rich,2023-09-17 15:51:16.000,5080.0,31675798.0,https://anaconda.org/conda-forge/rich,2023-09-17 18:20:20.272,5081880.0,1.0,,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-09-28 08:57:24.602,2023-09-27 18:12:30,11515.0,230.0,3858,578.0,3497.0,523.0,3945.0,14305,2023-09-26 21:26:12.000,1.29.55,1804.0,424.0,44,True,3058.0,3.0,awscli,conda-forge/awscli,1475.0,156426467.0,https://pypi.org/project/awscli,2023-09-27 19:24:30.000,3055.0,155870815.0,https://anaconda.org/conda-forge/awscli,2023-09-28 08:57:24.602,21113832.0,1.0,,,,,,,-1.0,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-09-27 13:47:53.000,2023-09-21 12:50:38,2248.0,47.0,2406,324.0,1441.0,183.0,1364.0,11793,2023-09-26 06:51:15.000,5.0.1,118.0,412.0,44,True,27599.0,,redis,conda-forge/redis-py,,30042492.0,https://pypi.org/project/redis,2023-09-26 06:51:15.000,27599.0,30014623.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1086905.0,1.0,,,,,,,,,,,,,,,,,,, +20,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-09-28 13:22:34.000,2023-09-27 21:45:05,16565.0,164.0,1198,91.0,677.0,175.0,7298.0,7793,2023-09-18 21:15:03.000,rel_2_0_21,291.0,653.0,44,True,686126.0,638685.0,SQLAlchemy,conda-forge/sqlalchemy,45849.0,91186569.0,https://pypi.org/project/SQLAlchemy,2023-09-18 21:14:54.000,47441.0,90785267.0,https://anaconda.org/conda-forge/sqlalchemy,2023-09-19 08:16:13.285,13211464.0,1.0,,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-09-28 00:17:34.000,2023-09-27 18:12:19,10285.0,285.0,1018,65.0,2001.0,141.0,901.0,1334,2023-09-27 19:24:20.000,1.31.56,1795.0,197.0,44,True,281578.0,273061.0,botocore,conda-forge/botocore,,367540269.0,https://pypi.org/project/botocore,2023-09-27 19:24:20.000,8517.0,366848632.0,https://anaconda.org/conda-forge/botocore,2023-09-27 22:25:59.661,23515664.0,1.0,,,,,,,,,,,,,,,,,,, +22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-09-28 13:22:21.000,2023-09-28 13:21:15,118933.0,1330.0,27688,1509.0,44610.0,8514.0,57789.0,55908,2020-07-22 03:00:52.000,0.0.6,11.0,2628.0,43,True,11.0,3.0,cpython,conda-forge/typing,,124264.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,92311.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2875842.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-09-28 06:42:16.000,2023-09-27 08:36:39,3568.0,96.0,2294,278.0,3722.0,594.0,1896.0,17196,2023-09-06 15:38:14.000,2.14.5,76.0,526.0,43,True,26078.0,25416.0,datasets,conda-forge/datasets,,7038488.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,662.0,7024314.0,https://anaconda.org/conda-forge/datasets,2023-09-12 20:47:33.880,467754.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-09-21 20:44:01.554,2023-09-20 14:41:31,3421.0,58.0,1808,223.0,1243.0,16.0,651.0,16307,2023-09-20 14:43:08.000,19.6.2,306.0,539.0,43,True,175554.0,172394.0,Faker,conda-forge/faker,,10189181.0,https://pypi.org/project/Faker,2023-09-20 14:42:53.000,3160.0,10167380.0,https://anaconda.org/conda-forge/faker,2023-09-21 20:44:01.554,850239.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-09-28 03:00:16.000,2023-09-27 19:49:08,15145.0,384.0,1322,156.0,6128.0,546.0,3620.0,12907,2023-09-21 19:54:23.000,2.13.2,233.0,321.0,43,True,3931.0,3786.0,prefect,conda-forge/prefect,,659755.0,https://pypi.org/project/prefect,2023-09-21 19:54:23.000,145.0,646552.0,https://anaconda.org/conda-forge/prefect,2023-09-21 22:22:46.894,528141.0,1.0,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-09-27 19:22:42.000,2023-09-27 18:54:22,6519.0,90.0,548,31.0,780.0,401.0,1364.0,1407,2023-08-06 15:15:44.000,2.16.1,61.0,804.0,43,True,624116.0,587015.0,pygments,conda-forge/pygments,,69577977.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37101.0,68874146.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,25337916.0,1.0,,,,,,,,,,,,,,,,,,, +27,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-09-28 08:12:53.000,2023-09-27 05:50:03,3005.0,17.0,3150,641.0,2398.0,161.0,2154.0,21141,2023-05-26 17:35:41.785,23.5.26,35.0,650.0,42,True,73736.0,73151.0,flatbuffers,conda-forge/flatbuffers,271865.0,14657425.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,315.0,13645593.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,855695.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,270.0,999660.0,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-09-28 12:43:51.000,2023-09-26 18:46:11,10787.0,380.0,947,173.0,6756.0,1878.0,4569.0,17662,2023-09-26 17:29:16.000,3.86.0,3910.0,234.0,42,True,7410.0,6457.0,pulumi,,957153.0,2001698.0,https://pypi.org/project/pulumi,2023-09-26 17:30:52.000,138.0,804414.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-09-26 17:30:04.528,815.0,1144109.0,,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-09-28 01:11:36.000,2023-09-24 00:00:44,3958.0,29.0,1943,317.0,764.0,986.0,775.0,8526,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,96665.0,83737.0,paramiko,conda-forge/paramiko,,46799803.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12928.0,46699400.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3815343.0,2.0,,,,,,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-09-28 13:35:41.000,2023-09-28 13:24:20,40503.0,936.0,4029,259.0,22616.0,4224.0,1914.0,7155,2023-08-30 16:14:12.000,2.50.0,95.0,1563.0,42,True,180.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6639257.0,https://pypi.org/project/apache-beam,2023-08-29 22:42:08.000,178.0,6637011.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-09-07 10:54:52.034,53917.0,1.0,,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-09-12 12:35:09.000,2023-08-21 13:31:57,3338.0,29.0,1661,195.0,1571.0,440.0,1213.0,6384,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,72085.0,68265.0,docker,conda-forge/docker-py,679.0,35915343.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,35819488.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3738114.0,2.0,,,,,,,,,,,,,,,,,,, +32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-09-28 12:54:18.000,2023-09-27 01:08:52,25450.0,533.0,1479,299.0,7764.0,151.0,3515.0,4344,2023-09-25 21:32:26.000,google-cloud-documentai-v2.20.0,100.0,421.0,42,True,1956.0,,google-cloud-storage,conda-forge/google-cloud-storage,,53390828.0,https://pypi.org/project/google-cloud-storage,2023-09-19 18:33:42.000,1956.0,53289059.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-09-20 18:28:32.621,3867253.0,1.0,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-09-28 09:53:08.000,2023-09-28 07:23:51,15564.0,731.0,2482,369.0,23658.0,1026.0,7623.0,3827,2023-09-28 08:19:10.000,azure-mgmt-compute_30.3.0,100.0,630.0,42,True,2993.0,2308.0,azure-storage-blob,conda-forge/azure-storage-blob,,41054807.0,https://pypi.org/project/azure-storage-blob,2023-09-25 23:08:21.000,685.0,41028573.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-09-26 02:18:02.761,1023136.0,1.0,,,,,,,,,,,,,,,,,,, +34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-09-28 12:04:28.000,2023-09-27 21:41:53,4408.0,159.0,4995,713.0,3819.0,194.0,6892.0,30568,2023-09-21 15:55:50.000,2.22.0,144.0,472.0,41,True,1523.0,276.0,docker-compose,conda-forge/docker-compose,106867897.0,3580326.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1665995.0,https://anaconda.org/conda-forge/docker-compose,2023-06-16 16:12:51.340,364547.0,2.0,,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-09-27 12:45:08.000,2023-09-27 12:44:53,4547.0,21.0,1370,198.0,469.0,1.0,2309.0,10327,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,27055.0,23345.0,peewee,conda-forge/peewee,,1156478.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3710.0,1141520.0,https://anaconda.org/conda-forge/peewee,2023-09-23 12:49:13.334,553462.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-09-28 13:36:20.000,2023-09-28 13:36:19,15901.0,1042.0,1042,102.0,10173.0,1922.0,4292.0,8544,2023-09-22 22:14:29.000,1.4.16,572.0,347.0,41,True,1651.0,1524.0,dagster,conda-forge/dagster,,640541.0,https://pypi.org/project/dagster,2023-09-22 21:32:39.000,127.0,615331.0,https://anaconda.org/conda-forge/dagster,2023-09-23 00:57:15.752,1008436.0,1.0,,,,,,,,,,,,,,,,,,, +37,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-09-26 06:56:31.000,2023-09-26 06:56:30,3245.0,52.0,628,81.0,1006.0,160.0,1033.0,6680,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,41,True,109093.0,98806.0,marshmallow,conda-forge/marshmallow,,29615526.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10287.0,29562317.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2075167.0,2.0,,,,,,,,,,,,,,,,,,, +38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-09-28 01:27:49.000,2023-09-26 03:46:54,2565.0,58.0,571,60.0,334.0,32.0,754.0,4248,2023-09-20 14:45:28.000,4.19.1,98.0,109.0,41,True,469779.0,451007.0,jsonschema,conda-forge/jsonschema,71.0,98808330.0,https://pypi.org/project/jsonschema,2023-09-20 14:45:24.000,18772.0,98135362.0,https://anaconda.org/conda-forge/jsonschema,2023-09-20 17:02:37.102,23553824.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +39,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-09-28 13:20:58.000,2023-09-28 11:57:15,7466.0,783.0,1163,136.0,6278.0,1027.0,4011.0,20551,2023-09-27 15:35:35.000,tmp,312.0,282.0,40,True,4177.0,3904.0,polars,,,2332921.0,https://pypi.org/project/polars,2023-09-27 19:00:49.000,273.0,2332921.0,,,,1.0,,,,,,,,,,,,,,,,,,, +40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-09-28 12:23:54.000,2023-09-22 12:43:17,3023.0,37.0,1913,225.0,1100.0,213.0,627.0,20317,2023-09-22 19:48:29.000,2.3.1,39.0,309.0,40,True,24144.0,22553.0,cookiecutter,conda-forge/cookiecutter,,2730498.0,https://pypi.org/project/cookiecutter,2023-09-22 12:45:20.000,1591.0,2699919.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-22 18:19:56.721,856214.0,1.0,,,,,,,,,,,,,,,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-09-28 08:01:24.000,2023-08-26 08:00:20,12812.0,16.0,3028,608.0,3519.0,978.0,3903.0,16286,2023-06-17 17:37:56.000,2.2.1,44.0,593.0,40,True,11558.0,10952.0,kivy,conda-forge/kivy,33140.0,120321.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,606.0,111925.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,323502.0,1.0,,,,,,,,,,,,,,,,,,, +42,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-09-22 15:39:13.000,2023-09-19 05:52:51,1358.0,33.0,365,66.0,532.0,119.0,539.0,4903,2023-04-16 10:50:23.776,23.1.0,27.0,146.0,40,True,851343.0,833232.0,attrs,conda-forge/attrs,,122639844.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18111.0,122232001.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,31811764.0,1.0,,,,,,,-1.0,,,,,,,,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-09-27 07:48:55.000,2023-09-27 06:58:03,1550.0,28.0,1181,403.0,1270.0,59.0,990.0,4036,2023-09-22 10:43:57.000,8.10.0,134.0,198.0,40,True,47056.0,40950.0,elasticsearch,conda-forge/elasticsearch,3506.0,14108905.0,https://pypi.org/project/elasticsearch,2023-09-22 10:25:10.000,6106.0,14085846.0,https://anaconda.org/conda-forge/elasticsearch,2023-09-22 16:40:10.042,918374.0,1.0,,,,,,,,,,,,,,,,,,, +44,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-09-28 08:07:40.000,2023-09-20 15:40:23,1538.0,71.0,256,39.0,491.0,25.0,259.0,3203,2023-08-04 13:37:51.000,10.1.0,44.0,107.0,40,True,201752.0,192866.0,more-itertools,conda-forge/more-itertools,2801.0,54155025.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8886.0,53828528.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12732050.0,1.0,,,,,,,,,,,,,,,,,,, +45,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-09-28 12:56:03.000,2023-09-27 15:23:20,4759.0,119.0,972,108.0,3635.0,1169.0,2897.0,3160,2023-09-26 09:23:31.000,2023.9.0,83.0,449.0,40,True,22576.0,20616.0,xarray,conda-forge/xarray,,3910141.0,https://pypi.org/project/xarray,2023-09-26 09:23:31.000,1960.0,3671626.0,https://anaconda.org/conda-forge/xarray,2023-09-26 15:52:04.896,9063590.0,1.0,,,,,,,,,,,,,,,,,,, +46,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-09-04 09:21:43.000,2023-09-03 01:11:06,1167.0,18.0,260,25.0,168.0,31.0,283.0,1952,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,887890.0,855709.0,pyparsing,conda-forge/pyparsing,8283.0,89837157.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32181.0,88133706.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,39176206.0,1.0,,,,,,,,,,,,,,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-09-28 13:18:44.000,2023-09-27 23:35:28,11592.0,421.0,1380,78.0,6903.0,149.0,1616.0,8847,2023-09-21 21:15:36.000,0.17.19,247.0,410.0,39,True,41.0,,great_expectations,conda-forge/great-expectations,,12984893.0,https://pypi.org/project/great_expectations,2023-09-21 19:50:39.000,41.0,12967004.0,https://anaconda.org/conda-forge/great-expectations,2023-09-21 22:27:57.972,715595.0,2.0,,,,,,,,,,,,,,,,,,, +48,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,3.0,1425,228.0,482.0,15.0,627.0,7384,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,185880.0,185488.0,PyMySQL,conda-forge/pymysql,,43902054.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,43870063.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1215692.0,2.0,,,,,,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-09-28 11:30:49.000,2023-08-09 16:44:53,2166.0,9.0,1359,149.0,963.0,297.0,1187.0,5315,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,21078.0,19666.0,kafka-python,conda-forge/kafka-python,1832.0,6789675.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1412.0,6784185.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,416071.0,2.0,,,,,,,,,,,,,,,,,,, +50,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-09-27 15:46:06.000,2023-09-20 19:29:17,5418.0,93.0,1135,238.0,1376.0,9.0,,3926,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20066.0,,pymongo,conda-forge/pymongo,,22445913.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20066.0,22412972.0,https://anaconda.org/conda-forge/pymongo,2023-09-24 10:48:18.343,1251784.0,2.0,,,,,,,,,,,,,,,,,,, +51,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-09-19 14:39:06.000,2023-09-19 14:39:05,1486.0,12.0,384,60.0,700.0,400.0,461.0,3440,2023-08-09 09:27:06.000,1.3.2,110.0,124.0,39,True,341773.0,335480.0,joblib,conda-forge/joblib,,38292632.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6293.0,37715335.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,21937320.0,2.0,,,,,,,,,,,,,,,,,,, +52,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-09-28 11:47:19.000,2023-09-28 07:29:21,3062.0,15.0,490,73.0,291.0,18.0,1239.0,3034,2023-09-28 11:46:52.000,2.9.8,61.0,133.0,39,False,715218.0,653718.0,psycopg2,psycopg2,,14840126.0,https://pypi.org/project/psycopg2,2023-09-28 11:46:52.000,61480.0,14837617.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,235864.0,2.0,,,,,,,,,,,,,,,20.0,,,, +53,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-09-23 20:57:42.000,2023-08-29 22:07:06,320.0,4.0,469,54.0,255.0,265.0,305.0,2270,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1018590.0,942400.0,pyyaml,conda-forge/pyyaml,,217582045.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76190.0,216507340.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,38689413.0,1.0,,,,,,,,,,,,,,,,,,, +54,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-09-26 09:47:14.000,2023-06-06 19:08:37,1575.0,,441,45.0,625.0,341.0,399.0,2131,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1188614.0,1184341.0,python-dateutil,conda-forge/python-dateutil,35043.0,216810696.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,216251584.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,49171704.0,1.0,,,,,,,,,,,,,,,,,,, +55,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-09-28 08:35:16.000,2023-09-28 08:31:43,4274.0,6.0,503,57.0,881.0,252.0,1196.0,1927,2023-06-20 09:17:29.999,3.9.0,37.0,196.0,39,True,248375.0,233507.0,h5py,conda-forge/h5py,2824.0,15741383.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14868.0,15403223.0,https://anaconda.org/conda-forge/h5py,2023-09-24 12:26:12.703,13186855.0,2.0,,,,,,,1.0,,,,,,,,,,,, +56,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-09-27 19:22:56.000,2023-09-27 17:36:44,2210.0,45.0,273,21.0,786.0,200.0,389.0,655,2023-09-22 18:31:44.000,2023.9.2,72.0,197.0,39,True,65120.0,64385.0,fsspec,conda-forge/fsspec,,122618717.0,https://pypi.org/project/fsspec,2023-09-22 18:31:44.000,735.0,122261437.0,https://anaconda.org/conda-forge/fsspec,2023-09-22 21:21:00.663,14291238.0,1.0,,,,,,,1.0,,,,,,,,,,,, +57,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-09-26 14:49:41.241,2023-09-26 13:10:21,1976.0,15.0,194,26.0,587.0,91.0,195.0,575,2023-09-26 13:10:43.000,5.10.1,44.0,110.0,39,True,372053.0,357349.0,traitlets,conda-forge/traitlets,199.0,31294548.0,https://pypi.org/project/traitlets,2023-09-26 13:10:35.000,14704.0,30649020.0,https://anaconda.org/conda-forge/traitlets,2023-09-26 14:49:41.241,23238605.0,1.0,,,,,,,,,,,,,,,,,,, +58,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-08-29 13:00:18.000,2023-08-29 10:07:13,6966.0,255.0,1225,344.0,235.0,39.0,444.0,13321,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,38,True,930.0,925.0,tink,,1093.0,116713.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,116161.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,537.0,,,,,,,,,,,,,, +59,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-09-24 02:08:17.000,2023-09-23 10:35:29,1796.0,7.0,1361,208.0,852.0,163.0,928.0,9133,2023-06-22 02:17:03.239,1.15.1,76.0,299.0,38,True,16359.0,14584.0,rq,conda-forge/rq,,1289985.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1775.0,1287136.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,96890.0,2.0,,,,,,,,,,,,,,,,,,, +60,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-09-13 11:43:49.000,2023-07-04 10:52:46,2705.0,6.0,687,150.0,723.0,569.0,549.0,8583,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,35994606.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,35490120.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,18666005.0,2.0,,,,,,,,,,,,,,,,,,, +61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-09-28 04:50:04.000,2023-09-18 17:26:32,1703.0,30.0,3262,139.0,868.0,110.0,1163.0,6003,2023-09-18 17:33:52.000,28.1.0,90.0,186.0,38,True,1406.0,,kubernetes,conda-forge/kubernetes,,17539850.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1406.0,17528565.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,451405.0,2.0,,,,,,,,,,,,,,,,,,, +62,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-09-24 11:22:11.000,2023-09-24 11:22:10,2847.0,42.0,454,64.0,203.0,64.0,497.0,2480,2023-09-16 08:33:19.000,3.19.0x,47.0,143.0,38,True,79234.0,77608.0,pycryptodomex,conda-forge/pycryptodomex,123.0,34371549.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1626.0,34333088.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1461510.0,2.0,,,,,,,,,,,,,,,,,,, +63,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-09-16 21:31:40.000,2023-09-16 21:31:19,1741.0,34.0,197,19.0,127.0,101.0,895.0,2139,2023-08-31 17:27:27.000,rel_1_12_0,120.0,174.0,38,True,192210.0,180705.0,alembic,conda-forge/alembic,,31923364.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11505.0,31820180.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3714626.0,2.0,,,,,,,,,,,,,,,,,,, +64,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-28 13:18:30.000,2023-09-28 08:31:52,866.0,14.0,250,47.0,289.0,7.0,270.0,1786,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,106330.0,104022.0,msgpack,conda-forge/msgpack-python,1136.0,39958972.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,39563009.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,13858175.0,2.0,,,,,,,,,,,,,,,,,,, +65,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-09-25 22:14:06.000,2023-09-25 22:14:05,896.0,58.0,108,27.0,277.0,58.0,266.0,1388,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,176204.0,175696.0,anyio,conda-forge/anyio,,46073202.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,45821947.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,10050238.0,1.0,,,,,,,,,,,,,,,,,,, +66,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-09-06 06:50:35.000,2023-02-13 20:24:46,287.0,,1407,378.0,163.0,144.0,174.0,25275,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,26918.0,25101.0,fire,conda-forge/fire,,6667465.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1817.0,6657450.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,751139.0,2.0,,,,,,,,,,,,,,,,,,, +67,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-09-26 07:20:11.000,2023-09-25 12:04:01,4085.0,7.0,2376,480.0,2276.0,118.0,878.0,16819,2023-05-04 09:55:49.000,3.3.0,79.0,604.0,37,True,2625.0,2212.0,luigi,luigi,,503819.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,411.0,503668.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13794.0,2.0,,,,,,,,,stable/luigi,,,,,,2.0,,,, +68,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-09-23 23:05:58.000,2023-09-23 23:05:56,1604.0,25.0,1950,465.0,550.0,461.0,1307.0,14244,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,132.0,15.0,fabric,conda-forge/fabric,,4216169.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4213969.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,70430.0,3.0,,,,,,,,,,,,,,,,,,, +69,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-09-24 09:43:01.408,2023-08-11 17:25:03,926.0,1.0,555,229.0,239.0,86.0,252.0,9575,2023-07-20 16:25:44.046,0.4.0,78.0,57.0,37,True,98883.0,96984.0,uvloop,conda-forge/uvloop,422.0,6535556.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1899.0,6517211.0,https://anaconda.org/conda-forge/uvloop,2023-09-24 09:43:01.408,641956.0,2.0,,,,,,,,,,,,,,,,,,, +70,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-09-28 12:34:58.000,2023-09-27 12:25:33,2627.0,133.0,620,114.0,2820.0,794.0,3068.0,8987,2023-09-28 12:40:40.000,0.24.1,84.0,120.0,37,True,1187.0,1154.0,modin,conda-forge/modin-core,196708.0,1211206.0,https://pypi.org/project/modin,2023-09-28 12:34:58.000,33.0,1197648.0,https://anaconda.org/conda-forge/modin-core,2023-09-27 18:56:27.256,270053.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +71,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-09-28 13:00:55.000,2023-09-27 17:17:58,2413.0,118.0,809,107.0,1352.0,338.0,1159.0,8717,2023-08-31 10:35:56.000,0.18.13,45.0,206.0,37,True,1956.0,1891.0,kedro,,,369988.0,https://pypi.org/project/kedro,2023-08-31 10:35:56.000,65.0,369988.0,,,,2.0,,,,,,,,,,,,,,,,,,, +72,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-09-28 11:49:40.000,2023-09-27 19:31:37,6402.0,162.0,1323,134.0,3907.0,491.0,4029.0,7563,2023-09-20 19:40:53.000,1.4.8,173.0,299.0,37,True,3354.0,3324.0,dbt,conda-forge/dbt,2523.0,126853.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,123694.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,248224.0,2.0,,,,,,,,,,,,,,,,dbt,,, +73,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-09-27 18:57:28.695,2023-04-18 19:22:32,4081.0,,1225,139.0,1103.0,377.0,1320.0,4054,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25120.0,21531.0,mongoengine,conda-forge/mongoengine,,1004206.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3589.0,997830.0,https://anaconda.org/conda-forge/mongoengine,2023-09-27 18:57:28.695,223182.0,2.0,,,,,,,,,,,,,,,,,,, +74,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-09-28 10:43:49.000,2023-09-27 12:24:54,2251.0,47.0,634,60.0,1406.0,33.0,959.0,3584,2023-09-11 18:35:05.000,3.4.0,141.0,135.0,37,True,1283.0,1226.0,awswrangler,conda-forge/awswrangler,207494.0,29306835.0,https://pypi.org/project/awswrangler,2023-09-11 18:08:42.000,57.0,29292004.0,https://anaconda.org/conda-forge/awswrangler,2023-09-11 20:25:32.132,416682.0,2.0,,,,,,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,, +75,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-09-27 20:11:07.000,2023-09-18 04:04:57,2714.0,6.0,1183,199.0,1207.0,168.0,1791.0,3224,2023-05-05 16:39:25.000,4.2.0,42.0,223.0,37,True,4131.0,3867.0,netmiko,,,179580.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,179580.0,,,,3.0,,,,,,,,,,,,,,,,,,, +76,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-09-24 12:13:32.000,2023-09-24 12:13:32,1139.0,46.0,238,51.0,265.0,13.0,330.0,3021,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,37,True,15214.0,14082.0,cerberus,conda-forge/cerberus,,4394545.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1132.0,4390474.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,346119.0,2.0,,,,,,,,,,,,,,,,,,, +77,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-09-12 20:50:46.000,2023-09-12 11:51:54,1603.0,3.0,463,96.0,304.0,183.0,311.0,2422,2020-01-21 16:37:03.000,4.8.0,19.0,104.0,37,True,327855.0,311703.0,pexpect,conda-forge/pexpect,4364.0,37250267.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16152.0,37071947.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15867324.0,1.0,,,,,,,,,,,,,,,,,,, +78,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-09-13 02:16:47.000,2023-09-13 02:16:10,997.0,12.0,172,23.0,150.0,169.0,326.0,1992,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,37,True,122665.0,118779.0,dill,conda-forge/dill,290924.0,36747010.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3886.0,36611745.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5180035.0,2.0,,,,,,,,,,,,,,,,,,, +79,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-09-12 15:19:54.000,2023-09-12 15:19:51,960.0,31.0,230,52.0,153.0,19.0,198.0,1523,2023-01-28 14:21:04.349,2.0.2,47.0,67.0,37,True,298715.0,288305.0,greenlet,conda-forge/greenlet,,65817677.0,https://pypi.org/project/greenlet,2023-09-12 15:19:43.000,10410.0,65712699.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,7978349.0,2.0,,,,,,,,,,,,,,,,,,, +80,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-08-13 04:53:26.000,2023-01-29 03:07:44,1874.0,,278,38.0,239.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,311176.0,293908.0,future,conda-forge/future,,31904009.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17268.0,31760582.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12334766.0,1.0,,,,,,,,,,,,,,,,,,, +81,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,183.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,False,1978791.0,1843268.0,six,conda-forge/six,,195810837.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135523.0,195269499.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,47637766.0,1.0,,,,,,,,,,,,,,,,,,, +82,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-09-27 01:08:24.000,2023-09-18 20:15:23,1690.0,23.0,258,53.0,1063.0,84.0,528.0,646,2023-07-20 15:54:44.860,0.0.1,148.0,132.0,37,True,23456.0,22337.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,32357724.0,https://pypi.org/project/google-cloud-bigquery,2023-07-19 23:12:09.000,1119.0,32286143.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2720100.0,2.0,,,,,,,,,,,,,,,,,,, +83,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-09-21 20:10:58.000,2023-09-21 20:10:57,6827.0,36.0,1752,230.0,3056.0,711.0,2707.0,12079,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10061.0,9746.0,pysimplegui,conda-forge/pysimplegui,,351445.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,348921.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,123698.0,2.0,,,,,,,,,,,,,,,,,,, +84,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-08-17 11:21:45.000,2023-04-11 15:40:50,389.0,,936,212.0,178.0,152.0,281.0,11103,2023-04-10 10:14:03.842,1.2.0,25.0,58.0,36,True,30147.0,28715.0,schedule,conda-forge/schedule,,1721710.0,https://pypi.org/project/schedule,2023-04-10 10:14:03.842,1432.0,1720782.0,https://anaconda.org/conda-forge/schedule,2023-06-16 16:19:26.531,41774.0,3.0,,,,,,,,,,,,,,,,,,, +85,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-09-12 05:31:00.000,2023-09-12 05:30:56,1397.0,1.0,643,136.0,670.0,98.0,398.0,8369,2022-09-03 19:37:07.642,1.2.3,63.0,268.0,36,True,74963.0,70189.0,arrow,conda-forge/arrow,,17800095.0,https://pypi.org/project/arrow,2022-09-03 19:37:07.642,4774.0,17770756.0,https://anaconda.org/conda-forge/arrow,2023-06-16 13:17:25.298,2581852.0,2.0,,,,,,,,,,,,,,,,,,, +86,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7837,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,114333.0,101922.0,docopt,conda-forge/docopt,,10302481.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12411.0,10280827.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1927219.0,2.0,,,,,,,,,,,,,,,,,,, +87,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,25.0,505,137.0,234.0,4.0,457.0,6715,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15813.0,13182.0,sh,conda-forge/sh,,4999790.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2631.0,4994538.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,183845.0,2.0,,,,,,,,,,,,,,,,,,, +88,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,1.0,374,35.0,227.0,40.0,226.0,6432,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,36,True,569892.0,561055.0,python-dotenv,conda-forge/python-dotenv,,31188110.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8837.0,31116792.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2710109.0,2.0,,,,,,,,,,,,,,,,,,, +89,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-09-22 15:44:49.385,2023-07-28 08:24:09,1442.0,1.0,682,136.0,381.0,173.0,453.0,5984,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,116881.0,108782.0,watchdog,conda-forge/watchdog,,12285200.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8099.0,12221827.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2471561.0,2.0,,,,,,,,,,,,,,,,,,, +90,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-09-26 23:14:47.221,2023-09-20 23:23:27,607.0,33.0,174,33.0,84.0,2.0,342.0,4934,2023-09-08 16:08:05.000,3.9.7,114.0,22.0,36,True,60086.0,58998.0,orjson,conda-forge/orjson,,14935035.0,https://pypi.org/project/orjson,2023-09-08 16:08:16.000,1088.0,14911899.0,https://anaconda.org/conda-forge/orjson,2023-09-26 23:14:47.221,925471.0,2.0,,,,,,,,,,,,,,,,,,, +91,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-09-23 15:38:18.000,2023-09-23 15:38:18,1175.0,7.0,582,136.0,317.0,33.0,218.0,4277,2023-07-20 15:47:29.216,0.0.1,45.0,124.0,36,True,77167.0,75889.0,tablib,conda-forge/tablib,,1829165.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1278.0,1828050.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,91487.0,1.0,,,,,,,1.0,,,,,,,,,,,, +92,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-20 05:55:14.000,2023-09-18 06:34:29,1033.0,10.0,818,424.0,383.0,159.0,1151.0,3702,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,36,True,10511.0,9528.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3217746.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,983.0,3217631.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,7982.0,2.0,,,,,,,,,,,,,,,,,,, +93,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-09-25 08:01:10.929,2023-09-24 20:14:29,1339.0,9.0,615,118.0,121.0,15.0,878.0,3337,2023-09-24 20:14:56.000,3.1.5,162.0,48.0,36,True,70496.0,66551.0,xlsxwriter,conda-forge/xlsxwriter,,12984643.0,https://pypi.org/project/xlsxwriter,2023-09-24 20:14:56.000,3945.0,12911590.0,https://anaconda.org/conda-forge/xlsxwriter,2023-09-25 08:01:10.929,2922144.0,3.0,,,,,,,,,,,,,,,,,,, +94,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-09-28 10:50:36.000,2023-09-28 10:50:35,6412.0,796.0,443,80.0,4845.0,107.0,2207.0,3151,2023-08-31 16:02:11.000,6.2.0,55.0,195.0,36,True,649.0,600.0,ibis-framework,conda-forge/ibis-framework,97.0,104854.0,https://pypi.org/project/ibis-framework,2023-09-24 00:04:10.000,49.0,96988.0,https://anaconda.org/conda-forge/ibis-framework,2023-09-11 16:31:39.369,306646.0,2.0,,,,,,,,,,,,,,,,,,, +95,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3049,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,133522.0,131325.0,sortedcontainers,conda-forge/sortedcontainers,,26180175.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2197.0,26051289.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11084243.0,1.0,,,,,,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-09-28 08:41:50.067,2023-09-18 13:24:19,2652.0,24.0,474,123.0,546.0,294.0,1492.0,2703,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30126.0,29487.0,xlwings,conda-forge/xlwings,18749.0,144962.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,639.0,127970.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,664403.0,1.0,,,,,,,,,,,,,,,,,,, +97,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-09-28 02:35:17.000,2023-08-17 19:25:44,249.0,29.0,144,36.0,65.0,49.0,64.0,2379,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,36,True,111888.0,109910.0,aiofiles,conda-forge/aiofiles,,49652386.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1978.0,49640517.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,842728.0,2.0,,,,,,,,,,,,,,,,,,, +98,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-09-23 12:15:50.000,2023-09-20 18:18:11,9903.0,209.0,931,86.0,1760.0,74.0,123.0,1960,2023-08-10 08:07:04.000,3.8.0,71.0,471.0,36,True,861.0,,apache-libcloud,,,185660.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,185660.0,,,,2.0,,,,,,,,,,,,,,,,,,, +99,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-09-22 20:48:50.508,2023-04-06 19:00:56,650.0,,330,66.0,122.0,19.0,175.0,1588,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,36,True,133502.0,112573.0,simplejson,conda-forge/simplejson,6363.0,17118448.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20929.0,17046328.0,https://anaconda.org/conda-forge/simplejson,2023-09-22 20:48:50.508,2882075.0,2.0,,,,,,,,,,,,,,,,,,, +100,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-09-28 11:41:27.000,2023-09-26 11:54:45,4655.0,143.0,253,60.0,354.0,153.0,541.0,1230,2022-12-23 13:29:42.000,3.8.0,43.0,122.0,36,True,51413.0,48858.0,tables,conda-forge/pytables,176.0,802136.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2555.0,631719.0,https://anaconda.org/conda-forge/pytables,2023-09-10 19:38:48.262,6475797.0,2.0,,,,,,,,,,,,,,,,,,, +101,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,183.0,237.0,1138,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,36,True,27001.0,24875.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4676324.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2126.0,4670218.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,512934.0,2.0,,,,,,,2.0,,,,,,,,,,,, +102,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-09-28 08:57:58.000,2023-09-28 07:31:54,15150.0,235.0,6741,726.0,5545.0,1673.0,3604.0,17255,2023-04-26 15:20:33.000,1.20.0,14.0,594.0,35,True,14.0,,micropython-_markupbase,,66288.0,908.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +103,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-09-28 09:39:03.000,2023-08-01 09:36:09,471.0,14.0,479,68.0,277.0,208.0,167.0,12133,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2348.0,15.0,typer,conda-forge/typer,,12422063.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12380701.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1695869.0,2.0,,,,,,,,,,,,,,,,,,, +104,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-09-25 11:56:54.509,2023-09-19 19:52:24,2430.0,6.0,1222,232.0,475.0,145.0,1002.0,7932,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11628.0,9672.0,supervisor,conda-forge/supervisor,,2877108.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,2869203.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,276680.0,3.0,,,,,,,,,,,,,,,,,,, +105,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-09-26 12:15:58.000,2023-08-17 23:23:46,822.0,26.0,336,70.0,262.0,241.0,291.0,5701,2020-07-24 18:17:05.000,2.1.2,53.0,93.0,35,True,23653.0,22429.0,pendulum,conda-forge/pendulum,166.0,13910174.0,https://pypi.org/project/pendulum,2022-11-23 22:30:49.145,1224.0,13888236.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,833623.0,2.0,,,,,,,,,,,,,,,,,,, +106,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,106.0,95.0,87.0,162.0,5236,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,63797.0,58219.0,xmltodict,conda-forge/xmltodict,,27897715.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5578.0,27858483.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3334800.0,2.0,,,,,,,,,,,,,,,,,,, +107,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-09-20 19:24:35.000,2022-11-03 19:39:10,1206.0,,251,83.0,349.0,118.0,142.0,4331,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,115548.0,112083.0,toolz,conda-forge/toolz,,21454655.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,21245707.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18178522.0,2.0,,,,,,,,,,,,,,,,,,, +108,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-09-27 14:16:38.000,2023-07-24 18:25:47,848.0,9.0,864,333.0,535.0,271.0,841.0,3411,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,35,True,7684.0,7242.0,confluent-kafka,conda-forge/python-confluent-kafka,,9601988.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,442.0,9579842.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,775123.0,2.0,,,,,,,-1.0,,,,,,,,,,,, +109,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-09-20 21:08:59.056,2023-09-20 19:22:52,1600.0,25.0,418,88.0,111.0,7.0,165.0,3306,2023-09-20 19:34:35.000,8.13.21,230.0,29.0,35,True,1434.0,,phonenumbers,conda-forge/phonenumbers,,4817430.0,https://pypi.org/project/phonenumbers,2023-09-20 19:34:35.000,1434.0,4788169.0,https://anaconda.org/conda-forge/phonenumbers,2023-09-20 21:08:59.056,819331.0,1.0,,,,,,,,,,,,,,,,,,, +110,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3248,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,775186.0,753800.0,colorama,conda-forge/colorama,,117075488.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21386.0,116785920.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,25771611.0,2.0,,,,,,,,,,,,,,,,,,, +111,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584,96.0,178.0,30.0,310.0,2981,,,21.0,83.0,35,True,678321.0,661125.0,pycparser,conda-forge/pycparser,,110700345.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17196.0,110292739.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,34646543.0,2.0,,,,,,,,,,,,,,,,,,, +112,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-09-22 01:30:15.000,2023-08-31 21:17:15,491.0,37.0,550,125.0,219.0,58.0,954.0,2737,2023-04-14 14:28:04.558,4.0.39,61.0,54.0,35,False,52578.0,50425.0,pyodbc,conda-forge/pyodbc,,23272746.0,https://pypi.org/project/pyodbc,2023-08-29 05:26:51.000,2153.0,23257094.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1142647.0,2.0,,,,,,,,,,,,,,,,,,, +113,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-24 10:06:05.674,2023-09-12 18:15:46,1072.0,4.0,439,55.0,288.0,11.0,317.0,2319,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,35,True,145354.0,138136.0,mysqlclient,conda-forge/mysqlclient,5265.0,3984369.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7218.0,3976478.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,297527.0,2.0,,,,,,,,,,,,,,,,,,, +114,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-09-26 23:14:12.000,2023-09-12 05:49:56,1030.0,35.0,201,26.0,158.0,69.0,195.0,1750,2023-09-12 05:50:40.000,6.5.0,72.0,77.0,35,True,8978.0,8168.0,deepdiff,conda-forge/deepdiff,,12332307.0,https://pypi.org/project/deepdiff,2023-09-12 05:50:40.000,810.0,12323549.0,https://anaconda.org/conda-forge/deepdiff,2023-09-12 14:25:21.517,341594.0,1.0,,,,,,,,,,,,,,,,,,, +115,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-09-14 06:35:17.000,2023-08-04 01:25:18,424.0,2.0,152,29.0,276.0,86.0,162.0,1436,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,91228.0,88331.0,cloudpickle,conda-forge/cloudpickle,27.0,29387126.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2897.0,29224544.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14632452.0,3.0,,,,,,,,,,,,,,,,,,, +116,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,18.0,160,33.0,164.0,69.0,234.0,1159,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2408.0,,jsonpickle,conda-forge/jsonpickle,,9268070.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2408.0,9215935.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1511936.0,3.0,,,,,,,,,,,,,,,,,,, +117,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-09-13 17:32:32.000,2023-07-23 13:01:17,2027.0,11.0,141,19.0,159.0,58.0,435.0,1107,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4144.0,,keyring,conda-forge/keyring,,37129738.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4144.0,37031941.0,https://anaconda.org/conda-forge/keyring,2023-06-25 17:18:34.687,3716297.0,3.0,,,,,,,,,,,,,,,,,,, +118,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,146.0,270.0,1102,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,30220.0,29527.0,py4j,conda-forge/py4j,,30748984.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,693.0,30699447.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4210707.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +119,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-09-28 10:15:21.000,2023-09-28 10:14:48,2101.0,141.0,411,18.0,1008.0,100.0,363.0,1029,2023-09-18 16:48:41.000,.0.33,61.0,219.0,35,True,13365.0,12922.0,holidays,conda-forge/holidays,189.0,5980678.0,https://pypi.org/project/holidays,2023-09-18 16:58:15.000,443.0,5884403.0,https://anaconda.org/conda-forge/holidays,2023-09-19 01:50:26.664,3658448.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +120,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,78,15.0,35.0,35.0,46.0,278,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,35,True,1745740.0,1662595.0,pytz,conda-forge/pytz,,179273428.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83145.0,177938699.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,45380806.0,2.0,,,,,,,,,,,,,,,,,,, +121,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-09-26 23:34:33.362,2023-09-26 19:58:05,564.0,13.0,125,18.0,218.0,46.0,35.0,182,2023-09-26 21:26:08.000,0.7.0,35.0,36.0,35,True,243861.0,239511.0,s3transfer,conda-forge/s3transfer,,248330817.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4350.0,247850803.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,16800514.0,2.0,,,,,,,,,,,,,,,,,,, +122,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-09-27 22:56:08.000,2023-09-13 03:11:12,2773.0,14.0,598,149.0,482.0,228.0,991.0,11147,2023-09-14 02:43:05.000,1.10.0,219.0,63.0,34,True,2266.0,2220.0,dearpygui,,,33799.0,https://pypi.org/project/dearpygui,2023-09-13 02:53:14.000,46.0,33799.0,,,,2.0,,,,,,,,,,,,,,,,,,, +123,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-09-28 13:09:49.000,2023-09-27 12:00:32,8296.0,509.0,519,84.0,2148.0,51.0,385.0,6901,2023-09-26 15:11:45.000,3.7.1,154.0,119.0,34,True,2421.0,2367.0,hub,,,3033.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3033.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +124,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-09-23 12:47:54.489,2023-08-17 16:45:08,888.0,9.0,368,88.0,264.0,26.0,316.0,4135,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,34,True,4431.0,,ujson,conda-forge/ujson,,8769168.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4431.0,8659649.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4271266.0,3.0,,,,,,,,,,,,,,,,,,, +125,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-09-21 00:00:00.000,2023-09-18 21:56:01,534.0,11.0,742,68.0,404.0,92.0,407.0,3551,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,34,True,748.0,,prometheus_client,conda-forge/prometheus_client,,25545154.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,25203576.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,13663156.0,2.0,,,,,,,,,,,,,,,,,,, +126,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-25 14:13:52.264,2023-09-25 09:31:59,4024.0,37.0,233,86.0,77.0,313.0,332.0,3317,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4016.0,3654.0,pony,conda-forge/pony,67.0,110954.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,362.0,108130.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,96018.0,2.0,,,,,,,,,,,,,,,,,,, +127,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-09-28 13:12:51.000,2023-09-28 13:12:50,718.0,30.0,296,34.0,496.0,106.0,362.0,3229,2023-09-13 18:34:47.000,3.2.3,85.0,114.0,34,True,7449.0,7182.0,dynaconf,conda-forge/dynaconf,,1947576.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,267.0,1945909.0,https://anaconda.org/conda-forge/dynaconf,2023-09-25 10:33:38.814,58364.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +128,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-22 02:03:08.000,2023-09-05 13:59:07,1264.0,4.0,185,50.0,311.0,127.0,221.0,2680,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5362.0,4893.0,plumbum,conda-forge/plumbum,,2126594.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,469.0,2114436.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,984828.0,3.0,,,,,,,,,,,,,,,,,,, +129,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-09-28 13:31:40.000,2023-09-27 15:59:20,1411.0,81.0,192,48.0,1179.0,64.0,551.0,2493,2023-09-07 13:40:49.000,0.38.0,724.0,66.0,34,True,2905.0,2888.0,docarray,conda-forge/docarray,,127346.0,https://pypi.org/project/docarray,2023-09-27 16:09:47.000,17.0,121469.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,117541.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +130,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-09-25 19:52:44.133,2023-08-25 18:02:53,328.0,4.0,295,46.0,108.0,20.0,185.0,2402,2022-06-07 20:16:57.000,0.4.27,28.0,60.0,34,True,50601.0,47316.0,python-magic,conda-forge/python-magic,,5930330.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3285.0,5923745.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,230500.0,2.0,,,,,,,,,,,,,,,,,,, +131,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-09-26 08:39:11.000,2023-08-21 14:51:26,1497.0,1.0,443,133.0,555.0,301.0,372.0,2349,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,34,True,25283.0,24026.0,dateparser,conda-forge/dateparser,,3848427.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1257.0,3846248.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,174365.0,3.0,,,,,,,,,,,,,,,,,,, +132,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-09-08 01:39:49.000,2023-09-05 16:58:54,1745.0,12.0,204,87.0,225.0,,,2216,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,71618.0,70451.0,motor,conda-forge/motor,,1162179.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1167.0,1160432.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,61156.0,2.0,,,,,,,,,,,,,,,,,,, +133,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-09-26 14:25:17.992,2023-09-26 12:30:29,817.0,39.0,200,63.0,97.0,63.0,292.0,2024,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3157.0,,numexpr,conda-forge/numexpr,428.0,6947410.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3157.0,6764120.0,https://anaconda.org/conda-forge/numexpr,2023-09-26 14:25:17.992,7148127.0,2.0,,,,,,,,,,,,,,,,,,, +134,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-09-23 21:01:56.891,2022-12-29 07:29:09,696.0,,141,43.0,110.0,26.0,144.0,1903,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,316536.0,314229.0,pyrsistent,conda-forge/pyrsistent,,37186725.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2307.0,36658384.0,https://anaconda.org/conda-forge/pyrsistent,2023-09-23 21:01:56.891,20076981.0,1.0,,,,,,,,,,,,,,,,,,, +135,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,16.0,264,25.0,116.0,10.0,147.0,1721,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,62065.0,60583.0,emoji,conda-forge/emoji,,2569822.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1482.0,2568189.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,60434.0,1.0,,,,,,,,,,,,,,,,,,, +136,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-09-23 21:21:39.000,2023-09-23 21:21:39,739.0,6.0,115,35.0,209.0,53.0,190.0,1261,2023-09-16 20:40:25.000,3.1.2,118.0,67.0,34,True,48459.0,46274.0,argcomplete,conda-forge/argcomplete,309.0,19356940.0,https://pypi.org/project/argcomplete,2023-09-16 20:40:25.000,2185.0,19321603.0,https://anaconda.org/conda-forge/argcomplete,2023-09-17 07:52:21.297,1342704.0,2.0,,,,,,,,,,,,,,,,,,, +137,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,25.0,56.0,13.0,93.0,775,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,501496.0,477139.0,decorator,conda-forge/decorator,,60777164.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24357.0,60501585.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,23699845.0,2.0,,,,,,,,,,,,,,,,,,, +138,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-09-27 21:12:25.000,2023-09-22 18:37:08,1009.0,15.0,241,20.0,380.0,119.0,297.0,734,2023-09-22 18:38:08.000,2023.9.2,62.0,126.0,34,True,15479.0,14803.0,s3fs,conda-forge/s3fs,,116216488.0,https://pypi.org/project/s3fs,2023-09-22 18:38:08.000,676.0,116049024.0,https://anaconda.org/conda-forge/s3fs,2023-09-22 23:05:15.027,6196172.0,2.0,,,,,,,,,,,,,,,,,,, +139,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-09-27 07:38:29.000,2023-09-25 05:57:34,1119.0,11.0,287,32.0,796.0,7.0,505.0,681,2023-09-25 05:58:39.000,7.1.17,106.0,119.0,34,True,5793.0,5347.0,minio,conda-forge/minio,,1428053.0,https://pypi.org/project/minio,2023-09-25 05:57:29.000,446.0,1424147.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,144543.0,2.0,,,,,,,,,,,,,,,,,,, +140,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-09-26 22:34:45.000,2023-09-26 22:34:44,273.0,21.0,89,14.0,172.0,10.0,90.0,580,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,323159.0,320419.0,filelock,conda-forge/filelock,,99741431.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2740.0,99364955.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,15059057.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +141,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-09-28 11:40:12.000,2023-09-28 11:40:08,806.0,16.0,131,24.0,92.0,53.0,134.0,299,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,110711.0,103644.0,asn1crypto,conda-forge/asn1crypto,,50848206.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7067.0,50738240.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8247487.0,3.0,,,,,,,,,,,,,,,,,,, +142,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,234,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,34,False,417991.0,402944.0,pyasn1,conda-forge/pyasn1,,139430192.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15047.0,126350013.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13080179.0,3.0,,,,,,,,,,,,,,,,,,, +143,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-09-05 15:45:52.000,2023-05-22 23:51:10,520.0,,2008,384.0,452.0,343.0,180.0,31568,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1203.0,1168.0,diagrams,conda-forge/diagrams,,106340.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,102055.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,171438.0,2.0,,,,,,,,,,,,,,,,,,, +144,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-09-27 01:48:28.000,2023-08-01 09:19:41,246.0,10.0,456,145.0,254.0,236.0,147.0,10794,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7587.0,7468.0,sqlmodel,conda-forge/sqlmodel,,539262.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,538490.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,19314.0,3.0,,,,,,['pydantic'],,,,,,,,,,,,, +145,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-09-03 18:56:39.000,2023-07-24 18:53:19,697.0,3.0,512,106.0,154.0,12.0,291.0,6116,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12493.0,11608.0,tinydb,conda-forge/tinydb,,487254.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,885.0,483307.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,343453.0,2.0,,,,,,,,,,,,,,,,,,, +146,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-09-28 11:06:40.000,2023-08-21 07:09:39,474.0,5.0,247,48.0,193.0,91.0,145.0,5262,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1461.0,,tenacity,conda-forge/tenacity,,34962407.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1461.0,34808371.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5391281.0,2.0,,,,,,,,,,,,,,,,,,, +147,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-09-27 15:40:52.000,2023-08-30 02:01:45,1184.0,9.0,326,41.0,478.0,486.0,493.0,3839,2023-08-11 03:44:09.000,0.20.0,151.0,122.0,33,True,6412.0,6319.0,tortoise-orm,conda-forge/tortoise-orm,13.0,95723.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,95158.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15272.0,3.0,,,,,,,,,,,,,,,,,,, +148,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,9.0,253,51.0,200.0,125.0,195.0,3539,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20316.0,20196.0,databases,conda-forge/databases,,400071.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,396632.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,189180.0,3.0,,,,,,,,,,,,,,,,,,, +149,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-09-24 07:41:37.000,2023-09-07 02:59:25,1023.0,12.0,365,50.0,376.0,82.0,310.0,2949,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,16102523.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,16047264.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2099857.0,2.0,,,,,,,,,,,,,,,,,,, +150,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2090,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,193556.0,185061.0,xlrd,conda-forge/xlrd,,20349598.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8495.0,20304630.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3507534.0,2.0,,,,,,,,,,,,,,,,,,, +151,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-23 12:04:37.819,2023-08-01 19:17:09,382.0,2.0,250,49.0,149.0,56.0,85.0,1967,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39326.0,5.0,chardet,conda-forge/chardet,,55729890.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39318.0,55128373.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,21649972.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,129.0,,,,,,,,,,,,,, +152,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,85.0,1923,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,6996.0,,jmespath,conda-forge/jmespath,,125747734.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,6996.0,125553979.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16662935.0,3.0,,,,,,,,,,,,,,,,,,, +153,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-09-22 19:10:19.157,2023-07-25 06:51:09,713.0,9.0,215,43.0,69.0,42.0,136.0,1893,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,11843.0,,wrapt,conda-forge/wrapt,,78872673.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11843.0,78505618.0,https://anaconda.org/conda-forge/wrapt,2023-09-22 19:10:19.157,12846925.0,2.0,,,,,,,-1.0,,,,,,,,,,,, +154,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-09-22 10:10:25.000,2023-09-22 10:10:25,281.0,12.0,145,27.0,56.0,7.0,225.0,1784,2023-05-27 20:45:18.670,5.3.1,45.0,12.0,33,True,3429.0,,cachetools,conda-forge/cachetools,,99686915.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3429.0,99440825.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9843603.0,1.0,,,,,,,,,,,,,,,,,,, +155,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-09-26 04:27:22.000,2023-09-20 16:35:36,1822.0,31.0,225,46.0,834.0,278.0,372.0,1224,2023-08-18 14:29:58.000,2.16.1,73.0,92.0,33,True,3136.0,2719.0,zarr,conda-forge/zarr,,406900.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,417.0,337071.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2653526.0,2.0,,,,,,,,,,,,,,,,,,, +156,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1158,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3548.0,3463.0,petl,conda-forge/petl,,1103769.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,85.0,1098408.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,209087.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +157,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-09-26 09:36:58.000,2023-09-26 09:36:57,510.0,24.0,82,24.0,266.0,34.0,70.0,1122,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,33,True,17175.0,16931.0,cleo,conda-forge/cleo,,14119229.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,244.0,14109953.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,565864.0,3.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +158,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-09-27 03:39:21.000,2023-09-27 03:39:13,525.0,44.0,144,28.0,524.0,5.0,114.0,1051,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,33,True,8066.0,,bcrypt,conda-forge/bcrypt,,40923793.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8066.0,40815175.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4018889.0,3.0,,,,,,,,,,,,,,,,,,, +159,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-09-26 10:03:51.000,2023-09-26 10:03:44,693.0,41.0,125,21.0,269.0,41.0,126.0,1013,2023-08-26 19:10:18.000,1.3.0,21.0,47.0,33,True,10470.0,,pluggy,conda-forge/pluggy,,88056876.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10470.0,87415598.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,22444752.0,2.0,,,,,,,,,,,,,,,,,,, +160,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-09-25 03:58:30.000,2023-09-25 03:58:30,338.0,22.0,141,15.0,153.0,15.0,133.0,834,2023-09-02 09:17:56.000,0.22.0,42.0,49.0,33,True,86253.0,84498.0,validators,conda-forge/validators,7.0,6327526.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1755.0,6314350.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,500664.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +161,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-09-28 13:25:38.000,2023-09-28 12:00:06,1481.0,23.0,195,98.0,723.0,4.0,227.0,828,2023-09-28 13:27:28.000,5.13.0,127.0,41.0,33,True,7310.0,7084.0,neo4j-driver,conda-forge/neo4j-python-driver,,141221.0,https://pypi.org/project/neo4j-driver,2023-09-28 13:25:30.000,226.0,136290.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-07-31 14:11:34.465,192344.0,3.0,,,,,,,,,,,,,,,,,,, +162,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-09-21 21:08:26.000,2023-08-29 13:26:41,363.0,11.0,119,59.0,358.0,55.0,275.0,387,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,33,True,8269.0,7941.0,pandas-gbq,conda-forge/pandas-gbq,349.0,5573986.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,328.0,5521108.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1850566.0,3.0,,,,,,,,,,,,,,,,,,, +163,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-09-23 10:01:09.000,2023-09-23 02:15:34,305.0,17.0,51,15.0,45.0,17.0,24.0,336,2023-01-15 04:10:59.000,0.2.6,18.0,15.0,33,True,461453.0,447961.0,wcwidth,conda-forge/wcwidth,,39211178.0,https://pypi.org/project/wcwidth,2023-01-15 04:09:09.702,13492.0,38988515.0,https://anaconda.org/conda-forge/wcwidth,2023-06-16 13:05:53.574,20707686.0,3.0,,,,,,,,,,,,,,,,,,, +164,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6270,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,32,True,5697.0,5270.0,boltons,conda-forge/boltons,25.0,3056500.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,427.0,3018573.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3337662.0,2.0,,,,,,,,,,,,,,,,,,, +165,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-09-20 06:18:24.000,2023-09-20 06:18:21,1023.0,25.0,512,92.0,184.0,13.0,423.0,5044,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3431.0,3165.0,transitions,conda-forge/transitions,,480076.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,266.0,469625.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,533033.0,1.0,,,,,,,,,,,,,,,,,,, +166,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,5.0,296,102.0,139.0,34.0,261.0,4637,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3855.0,3275.0,dataset,conda-forge/dataset,,117107.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,116873.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7034.0,3.0,,,,,,,,,,,,,,,,,,, +167,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-09-17 13:42:31.000,2023-09-17 13:41:58,1106.0,21.0,242,64.0,86.0,24.0,269.0,3401,2022-04-23 14:56:04.000,1.14.0,23.0,44.0,32,True,1038.0,920.0,asciimatics,conda-forge/asciimatics,,88812.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,118.0,86635.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,141544.0,3.0,,,,,,,,,,,,,,,,,,, +168,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,485.0,3292,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,331.0,317.0,koalas,conda-forge/koalas,1019.0,1568114.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1562078.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,312974.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +169,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-09-27 15:13:44.000,2022-12-19 03:14:24,1998.0,,240,48.0,196.0,171.0,355.0,3210,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2497.0,2395.0,dependency-injector,conda-forge/dependency_injector,,1027899.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1026577.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,31731.0,2.0,,,,,,,,,,,,,,,,,,, +170,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-09-27 08:05:18.000,2023-09-27 08:05:17,404.0,4.0,197,58.0,150.0,95.0,73.0,2775,2021-12-01 20:51:57.000,0.7.5,25.0,63.0,32,True,8148.0,7248.0,schema,conda-forge/schema,,6072900.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,900.0,6070515.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,119298.0,2.0,,,,,,,,,,,,,,,,,,, +171,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-09-27 22:54:44.000,2023-09-27 00:22:37,594.0,34.0,213,16.0,564.0,252.0,411.0,2596,2023-09-27 18:12:41.000,0.17.1,76.0,102.0,32,True,1127.0,1044.0,pandera,conda-forge/pandera-core,,1107089.0,https://pypi.org/project/pandera,2023-09-27 18:12:41.000,83.0,1106283.0,https://anaconda.org/conda-forge/pandera-core,2023-09-27 21:00:59.233,28232.0,2.0,,,,,,['pandas'],,,,,,,,unionai-oss/pandera,,,,, +172,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-09-24 03:24:09.000,2023-09-18 17:57:46,824.0,4.0,424,41.0,624.0,259.0,363.0,2270,2023-04-26 00:04:01.470,5.5.0,89.0,106.0,32,True,1687.0,1526.0,pynamodb,conda-forge/pynamodb,,1760914.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1753247.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,375685.0,3.0,,,,,,,,,,,,,,,,,,, +173,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-09-26 21:59:43.000,2023-09-26 21:59:43,1027.0,7.0,254,37.0,359.0,145.0,251.0,2158,2022-03-15 11:22:57.000,0.48.9,213.0,95.0,32,True,14437.0,14345.0,pypika,conda-forge/pypika,,2513141.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,92.0,2512977.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,3791.0,3.0,,,,,,,,,,,,,,,,,,, +174,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-09-26 16:06:54.000,2023-09-12 08:00:25,231.0,13.0,274,49.0,72.0,48.0,112.0,2135,2023-09-12 08:11:36.000,1.6.3,85.0,28.0,32,True,967.0,904.0,datasketch,,19.0,1165224.0,https://pypi.org/project/datasketch,2023-09-12 08:11:36.000,63.0,1165224.0,,,,2.0,,,,,,,,,,,,,,,,,,, +175,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1662,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2025.0,,humanize,conda-forge/humanize,,5098944.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2025.0,5087056.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,463647.0,2.0,,,,,,,,,,,,,,,,,,, +176,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-09-26 09:05:47.000,2023-09-22 12:24:05,1051.0,5.0,87,17.0,570.0,92.0,437.0,1606,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,18471.0,18100.0,omegaconf,conda-forge/omegaconf,,4846722.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4820794.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1140835.0,2.0,,,,,,,,,,,,,,,,,,, +177,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-09-26 23:54:08.000,2023-09-26 23:54:08,682.0,1.0,223,61.0,397.0,130.0,606.0,1456,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5952.0,,typing,conda-forge/typing,,8375733.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5952.0,8343780.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2875831.0,2.0,,,,,,,,,,,,,,,,,,, +178,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,5.0,214,47.0,179.0,56.0,336.0,1448,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2147.0,2054.0,pygsheets,,,1354987.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1354987.0,,,,3.0,,,,,,,,,,,,,,,,,,, +179,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-09-22 16:28:50.000,2023-09-22 16:28:50,6026.0,2.0,553,81.0,1099.0,15.0,,1352,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,32,True,6196.0,5494.0,cassandra-driver,conda-forge/cassandra-driver,,1339050.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1336673.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,183081.0,3.0,,,,,,,,,,,,,,,,,,, +180,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-08-19 10:06:21.000,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,936,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,44623.0,42967.0,Bottleneck,conda-forge/bottleneck,,574437.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1656.0,532370.0,https://anaconda.org/conda-forge/bottleneck,2023-06-16 13:17:22.442,3701982.0,2.0,,,,,,,,,,,,,,,,,,, +181,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-31 16:58:37.000,2023-08-21 00:44:58,953.0,76.0,100,23.0,93.0,26.0,83.0,863,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,32,True,1002.0,,inflect,conda-forge/inflect,,4506897.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1002.0,4498043.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,345326.0,2.0,,,,,,,,,,,,,,,,,,, +182,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-09-26 23:17:53.000,2023-09-26 23:17:51,1159.0,10.0,84,17.0,749.0,22.0,121.0,357,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3254.0,,multidict,conda-forge/multidict,4467.0,69813261.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3254.0,69673659.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10605927.0,2.0,,,,,,,,,,,,,,,,,,, +183,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-22 20:36:45.978,2023-09-20 18:00:30,844.0,44.0,36,12.0,53.0,,237.0,52,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,32,False,1413.0,,importlib-resources,conda-forge/importlib_resources,,62536905.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1413.0,62140865.0,https://anaconda.org/conda-forge/importlib_resources,2023-09-22 20:36:45.978,15841628.0,2.0,,,,,,,,,,,,,,,,,,, +184,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,52.0,37,4.0,41.0,8.0,63.0,41,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,32,False,4078.0,,zipp,conda-forge/zipp,,164602441.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,163702848.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,32385371.0,3.0,,,,,,,,,,,,,,,,,,, +185,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-09-04 08:28:05.000,2023-07-21 10:40:58,3636.0,27.0,592,144.0,967.0,500.0,772.0,8021,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,617.0,586.0,vaex,conda-forge/vaex,279.0,48762.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,46654.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,174844.0,3.0,,,,,,,,,,,,,,,,,,, +186,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-09-17 00:25:53.000,2023-09-17 00:21:09,1869.0,9.0,598,126.0,1285.0,215.0,1077.0,7528,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,31,True,15652.0,15644.0,hydra,conda-forge/hydra-core,,27435.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8915.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,796391.0,3.0,,,,,,,,,,,,,,,,,,, +187,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-09-26 21:22:31.000,2023-07-20 15:13:35,1853.0,7.0,589,129.0,330.0,65.0,814.0,5576,2023-02-22 18:29:02.053,1.1.1,37.0,107.0,31,True,1804.0,1434.0,csvkit,conda-forge/csvkit,,171531.0,https://pypi.org/project/csvkit,2022-03-06 23:17:12.000,370.0,170273.0,https://anaconda.org/conda-forge/csvkit,2023-06-16 13:24:11.575,98132.0,2.0,,,,,,,,,,,,,,,,,,, +188,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-09-20 12:48:32.000,2023-09-20 12:48:19,981.0,8.0,380,82.0,170.0,,597.0,4626,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1441.0,1266.0,huey,conda-forge/huey,,86234.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,175.0,85736.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32427.0,2.0,,,,,,,,,,,,,,,,,,, +189,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-09-28 11:26:56.000,2023-09-27 23:12:50,7202.0,471.0,612,84.0,1247.0,138.0,628.0,3620,2023-04-12 02:29:00.815,0.3.1,63.0,249.0,31,True,38.0,2.0,toga,,1723.0,1633.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1472.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,5.0,,,,,,,,,,,,,, +190,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-06-16 13:21:36.637,2019-08-15 21:14:59,7496.0,,388,197.0,943.0,264.0,501.0,3166,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9956.0,9138.0,blaze,conda-forge/blaze,,11163.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8396.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202037.0,3.0,,,,,,,,,,,,,,,,,,, +191,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-09-25 15:11:51.000,2023-09-25 15:10:19,1695.0,33.0,98,41.0,1285.0,66.0,352.0,2905,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,467.0,408.0,returns,conda-forge/returns,,121991.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,121739.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7078.0,3.0,,,,,,,,,,,,,,,,,,, +192,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2605,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1466.0,1352.0,mrjob,conda-forge/mrjob,,96424.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,90264.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,517483.0,2.0,,,,,,,,,,,,,,,,,,, +193,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2562,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,31,False,1942.0,1555.0,schematics,conda-forge/schematics,,186828.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,186310.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25900.0,2.0,,,,,,,,,,,,,,,,,,, +194,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,181,28.0,72.0,5.0,84.0,2531,2023-03-01 19:38:11.000,3.8,12.0,35.0,31,True,113211.0,109857.0,python-decouple,conda-forge/python-decouple,12.0,1761993.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3354.0,1761024.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,69829.0,3.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +195,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1889,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,607.0,,fs,conda-forge/fs,,1783052.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,607.0,1773758.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,669183.0,3.0,,,,,,,,,,,,,,,,,,, +196,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,1.0,208,39.0,241.0,42.0,201.0,1784,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15435.0,14073.0,voluptuous,conda-forge/voluptuous,,2604971.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1362.0,2601243.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,320682.0,2.0,,,,,,,,,,,,,,,,,,, +197,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,100.0,402.0,167.0,379.0,1661,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8789.0,7532.0,influxdb,conda-forge/influxdb,,2003605.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1257.0,2000467.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,128679.0,3.0,,,,,,,,,,,,,,,,,,, +198,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-09-27 21:55:15.000,2023-09-27 10:33:11,1386.0,57.0,239,41.0,604.0,143.0,817.0,1646,2023-08-23 19:44:09.000,1.4.0,109.0,43.0,31,False,289.0,272.0,sdv,conda-forge/sdv,,36483.0,https://pypi.org/project/sdv,2023-08-23 19:42:19.000,17.0,35840.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,13504.0,2.0,,,,,,,,,,,,,,,,,,, +199,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-09-28 12:14:06.000,2023-09-26 14:58:20,1288.0,83.0,136,20.0,812.0,57.0,345.0,1273,2023-09-05 09:35:35.000,8.3.0,57.0,62.0,31,True,600.0,567.0,copier,,,173643.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,173643.0,,,,3.0,,,,,,,,,,,,,,,,,,, +200,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-09-10 15:33:11.642,2023-09-08 12:12:19,535.0,14.0,71,19.0,197.0,34.0,93.0,1205,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10276.0,9906.0,questionary,conda-forge/questionary,,1183186.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1181483.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,56207.0,3.0,,,,,,,,,,,,,,,,,,, +201,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,140.0,1130,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6305.0,5989.0,sshtunnel,conda-forge/sshtunnel,,5642168.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,316.0,5640728.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,121016.0,3.0,,,,,,,,,,,,,,,,,,, +202,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,996,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,270253.0,255168.0,appdirs,conda-forge/appdirs,,17365649.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15085.0,17259019.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9596713.0,3.0,,,,,,,,,,,,,,,,,,, +203,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-09-24 12:56:34.597,2023-08-17 00:33:24,1178.0,1.0,362,75.0,21.0,32.0,607.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7948.0,7624.0,cx-Oracle,conda-forge/cx_oracle,,2549141.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2536682.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,473458.0,3.0,,,,,,,,,,,,,,,,,,, +204,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-08-25 19:25:04.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,839,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,True,17614.0,17286.0,anytree,conda-forge/anytree,,785377.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,328.0,784556.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,33668.0,2.0,,,,,,,,,,,,,,,,,,, +205,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-09-20 00:22:48.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,112.0,22.0,100.0,447,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,343604.0,336497.0,rsa,conda-forge/rsa,,124314796.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7107.0,124167433.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12673289.0,3.0,,,,,,,,,,,,,,,,,,, +206,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-09-25 15:16:18.183,2023-09-18 06:02:37,307.0,13.0,32,11.0,76.0,3.0,26.0,386,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,34496.0,34199.0,srsly,conda-forge/srsly,,5407215.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5373316.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1322091.0,3.0,,,,,,,,,,,,,,,,,,, +207,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-09-28 00:11:46.000,2023-09-28 00:09:44,845.0,60.0,61,22.0,444.0,136.0,277.0,353,2023-03-14 09:22:38.000,1.13.0,81.0,34.0,31,True,8301.0,8153.0,param,conda-forge/param,,403254.0,https://pypi.org/project/param,2023-09-25 19:54:00.000,148.0,385761.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1347025.0,2.0,,,,,,,,,,,,,,,,,,, +208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-09-21 21:02:27.000,2023-09-20 14:30:37,768.0,18.0,46,43.0,658.0,46.0,169.0,56,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3115.0,3103.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3560621.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3557497.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,96854.0,3.0,,,,,,,,,,,,,,,,,,, +209,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,274.0,295.0,152.0,462.0,17854,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,893.0,815.0,gooey,conda-forge/gooey,510.0,6068.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,4687.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71319.0,3.0,,,,,,,,,,,,,,,,,,, +210,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-08-19 20:22:58.000,2023-03-04 17:45:05,299.0,,565,131.0,188.0,175.0,338.0,5825,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,30,True,6217.0,6131.0,eel,,,59453.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,59453.0,,,,3.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +211,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,171.0,740.0,21.0,960.0,5570,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,379.0,367.0,snorkel,conda-forge/snorkel,1047.0,29483.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,28565.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,45275.0,2.0,,,,,,,,,,,,,,,,,,, +212,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,403,79.0,69.0,365.0,192.0,3495,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13216.0,12731.0,keyboard,conda-forge/keyboard,,222103.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,485.0,221268.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,22561.0,3.0,,,,,,,,,,,,,,,,,,, +213,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,20.0,112.0,13.0,125.0,3319,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,30,True,21072.0,20682.0,gdown,conda-forge/gdown,,1549517.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,390.0,1544905.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,221393.0,2.0,,,,,,,,,,,,,,,,,,, +214,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-09-28 12:59:08.000,2023-09-26 21:51:23,5908.0,146.0,327,39.0,1621.0,33.0,196.0,3058,2023-09-27 00:05:07.000,0.44.3,104.0,76.0,30,True,185.0,183.0,zenml,,1.0,7775.0,https://pypi.org/project/zenml,2023-09-27 00:05:07.000,2.0,7775.0,,,,2.0,,,,,,,,,,,,,,,,,,, +215,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-09-27 18:36:31.000,2023-09-27 16:20:01,759.0,64.0,103,32.0,996.0,21.0,371.0,2373,2023-09-27 16:01:51.000,1.3.7,289.0,23.0,30,True,189.0,184.0,whylogs,,43.0,107185.0,https://pypi.org/project/whylogs,2023-09-27 16:01:51.000,5.0,107183.0,,,,2.0,,,,,,,,,,,,,,,,,,, +216,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-09-15 21:22:07.000,2023-09-15 21:22:07,1031.0,3.0,314,70.0,399.0,109.0,366.0,1476,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,240.0,215.0,mleap,conda-forge/mleap,,250966.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,249077.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,75566.0,2.0,,,,,,,,,,,,,,,,,,, +217,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-09-09 17:58:27.893,2023-02-24 16:19:12,264.0,,101,34.0,68.0,3.0,64.0,1384,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2880.0,,python-slugify,conda-forge/python-slugify,,11081973.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2880.0,11035128.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1780146.0,3.0,,,,,,,,,,,,,,,,,,, +218,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-09-28 01:56:48.000,2023-09-28 01:56:47,632.0,14.0,59,16.0,228.0,5.0,53.0,1338,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,18692.0,18188.0,bidict,conda-forge/bidict,,1773129.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,504.0,1769000.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,346883.0,2.0,,,,,,,,,,,,,,,,,,, +219,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,265.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1954.0,1736.0,redis-py-cluster,,3873.0,1907425.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1907389.0,,,,3.0,,,,,,,,,,,,,,,,,,, +220,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-09-27 18:37:42.000,2023-09-21 12:51:19,1990.0,21.0,133,43.0,418.0,107.0,250.0,931,2023-05-29 19:24:00.928,0.7.0,28.0,85.0,30,True,1661.0,1542.0,intake,conda-forge/intake,,53698.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,45279.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,488353.0,2.0,,,,,,,,,,,,,,,,,,, +221,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-09-26 18:29:15.000,2023-09-26 18:29:14,597.0,20.0,135,21.0,487.0,39.0,251.0,918,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2034.0,1912.0,aiocache,,9.0,290168.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,122.0,290168.0,,,,2.0,,,,,,,,,,,,,,,,,,, +222,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,253,18.0,212.0,27.0,301.0,862,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,4676.0,4391.0,fastcore,conda-forge/fastcore,,545850.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,285.0,543098.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,57808.0,3.0,,,,,,,,,,,,,,,,,,, +223,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,86.0,792,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,24227.0,22975.0,natsort,conda-forge/natsort,,3779080.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1252.0,3737248.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1422299.0,3.0,,,,,,,,,,,,,,,,,,, +224,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-09-08 14:52:55.000,2020-10-21 17:48:31,219.0,,77,15.0,262.0,46.0,25.0,671,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43540.0,41467.0,cached-property,conda-forge/cached-property,,12104797.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2073.0,12020227.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,6596464.0,2.0,,,,,,,,,,,,,,,,,,, +225,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-09-26 12:05:22.000,2023-09-26 12:05:21,528.0,18.0,335,36.0,275.0,27.0,125.0,650,2020-04-17 20:27:24.000,3.9.0,36.0,70.0,30,True,4424.0,3144.0,pysolr,conda-forge/pysolr,,274526.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,274255.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21475.0,3.0,,,,,,,,,,,,,,,,,,, +226,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-09-22 14:24:39.056,2023-05-31 09:44:31,300.0,,56,7.0,69.0,5.0,77.0,174,2023-06-21 14:09:09.912,4.3.1,45.0,29.0,30,True,3786.0,,tzlocal,conda-forge/tzlocal,,76513181.0,https://pypi.org/project/tzlocal,2023-06-21 14:09:09.912,3786.0,76417642.0,https://anaconda.org/conda-forge/tzlocal,2023-09-22 14:24:39.056,2388475.0,3.0,,,,,,,,,,,,,,,,,,, +227,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,51,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,52151.0,49926.0,isodate,conda-forge/isodate,,70538234.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2225.0,70487616.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4555648.0,3.0,,,,,,,,,,,,,,,,,,, +228,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-09-25 08:21:48.000,2023-04-04 13:18:36,954.0,,4527,640.0,748.0,198.0,100.0,22971,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,109.0,93.0,algorithms,conda-forge/algorithms,,7841.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7781.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1745.0,3.0,,,,,,,,,,,,,,,,,,, +229,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7010,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1257.0,1079.0,records,conda-forge/records,,241381.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,241062.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24565.0,3.0,,,,,,,,,,,,,,,,,,, +230,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,242.0,6602,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1682.0,1652.0,faust,,,20162.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,20162.0,,,,3.0,,,,,,,,,,,,,,,,,,, +231,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5093,,,26.0,28.0,29,False,8035.0,7227.0,pdfminer,conda-forge/pdfminer,,160181.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,808.0,159780.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,34120.0,3.0,,,,,,,,,,,,,,,,,,, +232,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,16.0,218,28.0,283.0,98.0,753.0,3196,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,115.0,109.0,ploomber,conda-forge/ploomber,,7934.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,5138.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,75499.0,3.0,,,,,,,,,,,,,,,,,,, +233,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3144,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9297.0,8671.0,funcy,conda-forge/funcy,,1570817.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,626.0,1566030.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,383005.0,3.0,,,,,,,,,,,,,,,,,,, +234,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,,658,142.0,448.0,143.0,398.0,2721,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,844.0,,pandas-datareader,conda-forge/pandas-datareader,,412293.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,844.0,408129.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,320639.0,3.0,,,,,,,,,,,,,,,,,,, +235,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2389,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7150.0,6761.0,addict,conda-forge/addict,20.0,2636885.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,389.0,2632029.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,417684.0,2.0,,,,,,,,,,,,,,,,,,, +236,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,15.0,101,31.0,82.0,14.0,127.0,2346,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,29,True,1123.0,1082.0,swifter,conda-forge/swifter,,367038.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,360425.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,257922.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +237,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-09-25 18:41:59.000,2023-06-20 15:54:36,2284.0,,176,39.0,370.0,30.0,263.0,1875,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,228725.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,223385.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,176244.0,3.0,,,,,,,,,,,,,,,,,,, +238,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1402,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10663.0,9156.0,blessings,conda-forge/blessings,,795112.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1507.0,788027.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,276321.0,3.0,,,,,,,,,,,,,,,,,,, +239,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-09-19 08:11:31.000,2023-09-16 13:49:27,774.0,14.0,61,16.0,430.0,180.0,168.0,1320,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,29,True,2366.0,2356.0,prisma,,,57442.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,57442.0,,,,3.0,,,,,,,,,,,,,,,,,,, +240,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,,218,47.0,178.0,23.0,760.0,1189,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,641.0,,py2neo,conda-forge/py2neo,,192445.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,641.0,191623.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,61670.0,3.0,,,,,,,,,,,,,,,,,,, +241,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-09-25 18:48:12.000,2023-09-18 20:58:25,796.0,33.0,43,14.0,231.0,11.0,85.0,1154,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1520.0,1486.0,python-benedict,conda-forge/python-benedict,,717574.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,713412.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,141537.0,2.0,,,,,,,,,,,,,,,,,,, +242,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-09-16 08:25:43.000,2023-09-16 08:25:42,1717.0,20.0,74,14.0,414.0,106.0,236.0,1111,2023-09-11 19:57:34.000,0.121.0,243.0,42.0,29,True,294.0,284.0,piccolo,,,14210.0,https://pypi.org/project/piccolo,2023-09-11 19:57:34.000,10.0,14210.0,,,,3.0,,,,,,,,,,,,,,,,,,, +243,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-09-23 11:41:08.325,2023-08-06 23:43:54,1207.0,27.0,141,39.0,83.0,4.0,130.0,1060,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,141.0,,path,conda-forge/path,,1590489.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,141.0,1579176.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,452543.0,3.0,,,,,,,,,,,,,,,,,,, +244,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,5.0,114,16.0,93.0,65.0,127.0,662,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,14552.0,13084.0,configargparse,conda-forge/configargparse,,3494444.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1468.0,3471556.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,709550.0,3.0,,,,,,,,,,,,,,,,,,, +245,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17132.0,14948.0,scandir,conda-forge/scandir,,3603305.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3564785.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1348200.0,3.0,,,,,,,,,,,,,,,,,,, +246,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-09-26 06:31:47.000,2023-09-26 06:31:07,707.0,13.0,44,11.0,82.0,12.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,59.0,22.0,29,True,4764.0,4494.0,python-rapidjson,conda-forge/python-rapidjson,,1510807.0,https://pypi.org/project/python-rapidjson,2023-09-11 06:34:19.000,270.0,1473884.0,https://anaconda.org/conda-forge/python-rapidjson,2023-09-25 04:33:47.598,1292316.0,3.0,,,,,,,,,,,,,,,,,,, +247,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,194,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,29,True,10387.0,10001.0,ordered-set,conda-forge/ordered-set,,9148005.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,386.0,9143464.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,404222.0,2.0,,,,,,,,,,,,,,,,,,, +248,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,1.0,585,176.0,460.0,94.0,476.0,2997,2023-08-17 15:54:23.000,1.82.0,94.0,82.0,28,False,265.0,232.0,arctic,conda-forge/arctic,209.0,3807.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,3238.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29501.0,3.0,,,,,,,-2.0,,,,,,,,,,,, +249,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2752,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6491.0,6335.0,sklearn-pandas,conda-forge/sklearn-pandas,,223958.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,222045.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,65072.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +250,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2598,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2307.0,2262.0,gino,,,53373.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,53373.0,,,,3.0,,,,,,,,,,,,,,,,,,, +251,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-09-27 15:17:27.000,2023-09-02 18:50:48,3844.0,9.0,312,34.0,328.0,137.0,536.0,2402,2023-05-15 21:07:09.000,2.7,208.0,98.0,28,True,96.0,85.0,pyinfra,,,35753.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,35753.0,,,,3.0,,,,,,,,,,,,,,,,,,, +252,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,12.0,130,50.0,61.0,14.0,122.0,2232,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,702.0,680.0,pyfunctional,,,329891.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,329891.0,,,,3.0,,,,,,,,,,,,,,,,,,, +253,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-09-22 06:15:11.000,2023-08-31 05:38:01,5626.0,23.0,507,109.0,931.0,590.0,944.0,2058,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3424.0,20339.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,710091.0,3.0,,,,,,,,,,,,,,,,,,, +254,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-09-09 21:15:54.000,2023-07-31 16:46:45,155.0,2.0,117,23.0,110.0,50.0,42.0,1887,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,6934.0,6845.0,gin-config,conda-forge/gin-config,,176107.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,175583.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,20972.0,3.0,,,,,,,,,,,,,,,,,,, +255,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-06-16 19:24:06.884,2023-05-31 15:44:58,2242.0,,152,94.0,1931.0,163.0,1335.0,1753,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,28,True,23.0,,datatable,conda-forge/datatable,2174.0,99995.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,99278.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22705.0,3.0,,,,,,,,,,,,,,,,,,, +256,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-09-02 06:26:19.000,2023-09-02 06:26:14,1004.0,3.0,59,23.0,101.0,113.0,68.0,1737,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1292.0,1185.0,glom,conda-forge/glom,,1200319.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1199772.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,26267.0,3.0,,,,,,,,,,,,,,,,,,, +257,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-09-25 13:12:03.475,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1071,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6221.0,6101.0,immutables,conda-forge/immutables,,1191431.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,1167904.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,941114.0,3.0,,,,,,,,,,,,,,,,,,, +258,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,127,32.0,74.0,35.0,69.0,1063,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,3966.0,3741.0,sqlitedict,conda-forge/sqlitedict,,275563.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,225.0,273120.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,87967.0,3.0,,,,,,,,,,,,,,,,,,, +259,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,831,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2261.0,2142.0,pyahocorasick,conda-forge/pyahocorasick,,590342.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,119.0,584596.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,201144.0,3.0,,,,,,,,,,,,,,,,,,, +260,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,3.0,82,25.0,51.0,6.0,39.0,707,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,845.0,,munch,conda-forge/munch,,2676051.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,845.0,1750538.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3702052.0,3.0,,,,,,,,,,,,,,,,,,, +261,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,675,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10111.0,8874.0,parsedatetime,conda-forge/parsedatetime,,8464027.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1237.0,8461977.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,172246.0,3.0,,,,,,,,,,,,,,,,,,, +262,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,66.0,59.0,512,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6160.0,4809.0,beaker,conda-forge/beaker,,279004.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,278086.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71628.0,3.0,,,,,,,,,,,,,,,,,,, +263,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-09-28 03:23:11.000,2023-09-22 21:49:56,6463.0,297.0,30,10.0,256.0,38.0,549.0,351,2023-09-22 23:29:29.000,1.6.5,190.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,11300.0,https://pypi.org/project/static-frame,2023-09-22 23:28:31.000,2.0,3801.0,https://anaconda.org/conda-forge/static-frame,2023-09-22 23:45:21.226,299991.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +264,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-09-25 07:27:17.870,2023-09-25 06:00:50,126.0,3.0,21,9.0,56.0,4.0,7.0,162,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,28,True,30571.0,30491.0,catalogue,conda-forge/catalogue,,5036011.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5005894.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1144456.0,3.0,,,,,,,,,,,,,,,,,,, +265,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-23 10:48:23.469,2023-07-06 18:56:38,494.0,4.0,28,6.0,46.0,5.0,36.0,75,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62003.0,57686.0,pathlib2,conda-forge/pathlib2,,6837140.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4317.0,6761544.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2570290.0,3.0,,,,,,,,,,,,,,,,,,, +266,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-07-16 00:30:25.000,2022-09-22 18:12:11,588.0,,744,150.0,293.0,119.0,175.0,6102,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,True,112.0,108.0,powerline-shell,,,1615.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1615.0,,,,3.0,,,,,,,,,,,,,,,,,,, +267,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-09-18 14:04:17.000,2022-03-10 10:33:50,585.0,,517,84.0,251.0,101.0,129.0,3622,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,127.0,,textract,conda-forge/textract,,127076.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,126816.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21902.0,3.0,,,,,,,,,,,,,,,,,,, +268,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-09-26 05:23:50.000,2023-08-27 12:29:45,289.0,7.0,256,29.0,135.0,102.0,118.0,2632,2023-08-20 21:30:11.000,1.42.0,84.0,28.0,27,True,71.0,69.0,img2dataset,,1365.0,21038.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,20984.0,,,,3.0,,,,,,,,,,,,,,,,,,, +269,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1891,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2228.0,,retrying,conda-forge/retrying,,9932617.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2228.0,9914691.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1505812.0,3.0,,,,,,,,,,,,,,,,,,, +270,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1876,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5199.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5199.0,,,,3.0,,,,,,,,,,,,,,,,,,, +271,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,31.0,224.0,64.0,140.0,1683,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,27,True,465.0,446.0,arq,conda-forge/arq,,71019.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,70719.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8711.0,3.0,,,,,,,,,,,,,,,,,,, +272,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,26.0,40.0,85.0,73.0,1319,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2101.0,1847.0,strictyaml,conda-forge/strictyaml,,765954.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,254.0,762732.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,209489.0,3.0,,,,,,,,,,,,,,,,,,, +273,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1263,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2428.0,2343.0,pandasql,conda-forge/pandasql,,1648988.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,85.0,1633929.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,406595.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +274,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80,14.0,131.0,37.0,98.0,879,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,27,True,251.0,,mss,conda-forge/python-mss,,673435.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,251.0,672612.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,32122.0,3.0,,,,,,,,,,,,,,,,,,, +275,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1011.0,779.0,happybase,conda-forge/happybase,,68236.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,66403.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,159543.0,3.0,,,,,,,,,,,,,,,,,,, +276,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,572,,,8.0,12.0,27,False,58904.0,56621.0,dataclasses,conda-forge/dataclasses,,11088199.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,10915916.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11026154.0,3.0,,,,,,,,,,,,,,,,,,, +277,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-09-26 12:45:17.548,2023-08-21 09:17:09,622.0,1.0,134,13.0,92.0,22.0,172.0,472,2022-08-30 07:35:04.550,1.6.3,44.0,53.0,27,True,7144.0,4760.0,pylibmc,conda-forge/pylibmc,296.0,175521.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,169401.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,213443.0,3.0,,,,,,,,,,,,,,,,,,, +278,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,297,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,33884.0,30488.0,configobj,conda-forge/configobj,225.0,2609948.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3396.0,2598335.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,719951.0,3.0,,,,,,,,,,,,,,,,,,, +279,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,26.0,30.0,244,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2781.0,,send2trash,conda-forge/send2trash,,14406847.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2781.0,14235951.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,11620970.0,3.0,,,,,,,,,,,,,,,,,,, +280,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1214.0,1141.0,tabulator,conda-forge/tabulator-py,,181342.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,180623.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53933.0,3.0,,,,,,,,,,,,,,,,,,, +281,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46541.0,38555.0,futures,conda-forge/futures,,8982181.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7986.0,8967380.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1258095.0,3.0,,,,,,,,,,,,,,,,,,, +282,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,247.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2446.0,2156.0,cloudant,conda-forge/cloudant,,115980.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,114686.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108722.0,3.0,,,,,,,,,,,,,,,,,,, +283,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,192,30.0,52.0,75.0,126.0,3251,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,427796.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,426402.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,37658.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +284,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,89.0,359.0,3153,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1681.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,494.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102147.0,3.0,,,,,,,,,,,,,,,,,,, +285,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5193.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5193.0,,,,3.0,,,,,,,,,,,,,,,,,,, +286,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,952,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2453.0,1945.0,bcolz,conda-forge/bcolz,,10078.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,5789.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,338848.0,3.0,,,,,,,,,,,,,,,,,,, +287,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-09-27 08:23:33.000,2023-09-26 11:24:44,168.0,1.0,89,27.0,41.0,7.0,69.0,860,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,385.0,,email-validator,conda-forge/email-validator,,7790647.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7787619.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,115076.0,3.0,,,,,,,,,,,,,,,,,,, +288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-09-11 04:59:06.000,2023-09-11 04:59:05,690.0,21.0,44,21.0,529.0,8.0,33.0,738,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,114.0,,janus,conda-forge/janus,,337057.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,114.0,336767.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14832.0,3.0,,,,,,,,,,,,,,,,,,, +289,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-09-26 04:44:18.571,2023-07-10 14:03:05,1386.0,15.0,48,17.0,136.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,3063.0,3002.0,ubelt,conda-forge/ubelt,,20614.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,18021.0,https://anaconda.org/conda-forge/ubelt,2023-09-26 04:44:18.571,62244.0,3.0,,,,,,,,,,,,,,,,,,, +290,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-09-28 10:19:20.000,2023-09-28 10:19:17,9933.0,25.0,43,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,80869.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,80869.0,,,,3.0,,,,,,['pandas'],,,,,,,,polyaxon/traceml,,,,, +291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-03-12 06:39:06.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,469,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,3202.0,2939.0,pyscreenshot,,,509857.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,263.0,509857.0,,,,3.0,,,,,,,,,,,,,,,,,,, +292,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28,11.0,51.0,21.0,35.0,308,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,22532630.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,22502093.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1618495.0,3.0,,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-09-12 11:28:53.000,2023-09-12 11:28:53,144.0,2.0,62,19.0,43.0,20.0,17.0,192,2020-12-28 15:17:57.000,0.7.0,10.0,18.0,26,True,13043.0,,ptyprocess,conda-forge/ptyprocess,,38524871.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13043.0,38356819.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,14956677.0,3.0,,,,,,,,,,,,,,,,,,, +294,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-09-25 22:02:44.000,2023-09-24 14:46:27,624.0,24.0,374,46.0,142.0,183.0,108.0,2313,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,4993.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,4993.0,,,,3.0,,,,,,,,,,,,,,,,,,, +295,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-09-18 07:20:03.000,2023-08-26 14:44:06,51.0,2.0,104,35.0,101.0,17.0,141.0,2272,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,343.0,,python-box,conda-forge/python-box,39.0,1719662.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,343.0,1712507.0,https://anaconda.org/conda-forge/python-box,2023-06-16 16:11:49.001,465098.0,3.0,,,,,,,,,,,,,,,,,,, +296,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,139,59.0,248.0,95.0,108.0,1560,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,8625.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,8625.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +297,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-11 13:06:57.000,2023-09-11 13:06:49,2703.0,2.0,132,51.0,298.0,46.0,191.0,1487,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,303.0,220.0,enaml,conda-forge/enaml,709.0,3898.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1662.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,155868.0,3.0,,,,,,,,,,,,,,,,,,, +298,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-09-18 14:09:29.000,2023-05-19 04:32:00,6411.0,,226,39.0,1038.0,7.0,209.0,1407,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,10722.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,10722.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1258,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,489.0,300.0,fabtools,,,1798.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1798.0,,,,3.0,,,,,,,,,,,,,,,,,,, +300,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,142,45.0,53.0,20.0,19.0,1171,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,353.0,,singer-python,,,811452.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,353.0,811452.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-09-27 03:05:06.000,2023-07-31 19:45:56,123.0,25.0,40,16.0,84.0,6.0,4.0,1148,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2680.0,2663.0,asyncer,conda-forge/asyncer,,71811.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,71543.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5360.0,3.0,,,,,,,,,,,,,,,,,,, +302,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1141,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,254.0,221.0,parallel-ssh,,376.0,108094.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,33.0,108091.0,,,,3.0,,,,,,,,,,,,,,,,,,, +303,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-09-04 06:28:13.000,2023-09-03 01:02:24,284.0,1.0,49,10.0,28.0,14.0,77.0,600,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1182.0,1158.0,pysimdjson,conda-forge/pysimdjson,,569401.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,567206.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,76839.0,3.0,,,,,,,,,,,,,,,,,,, +304,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,True,15885.0,15869.0,umongo,conda-forge/umongo,,28407.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28181.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5432.0,3.0,,,,,,,,,,,,,,,,,,, +305,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,306,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,199.0,177.0,pyhdb,,97.0,598174.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,598173.0,,,,3.0,,,,,,,,,,,,,,,,,,, +306,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,90,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5820.0,4489.0,clint,conda-forge/clint,114.0,108243.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1331.0,107615.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55299.0,3.0,,,,,,,,,,,,,,,,,,, +307,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,282.0,1792.0,59,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8079.0,,openpyxl,openpyxl,,53959658.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8049.0,53957609.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,191431.0,3.0,,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1222.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +308,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,73880.0,71166.0,contextlib2,conda-forge/contextlib2,,12210564.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12197934.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1149341.0,3.0,,,,,,,,,,,,,,,,,,, +309,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3945,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,4231.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,4231.0,,,,3.0,,,,,,,,,,,,,,,,,,, +310,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1473,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,119.0,108.0,pypeln,conda-forge/pypeln,,24707.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,24331.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14300.0,3.0,,,,,,,,,,,,,,,,,,, +311,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-09-11 10:42:07.000,2023-09-05 13:24:26,323.0,5.0,76,44.0,233.0,42.0,40.0,1311,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,2866.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,2866.0,,,,3.0,,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1066,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2186.0,2017.0,pluginbase,conda-forge/pluginbase,,634734.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,630330.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,299539.0,3.0,,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,657,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3055.0,2828.0,ratelimit,conda-forge/ratelimit,,4033360.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,227.0,4032988.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,11908.0,3.0,,,,,,,,,,,,,,,,,,, +314,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,686.0,595.0,hickle,conda-forge/hickle,,36283.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,35867.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23334.0,3.0,,,,,,,,,,,,,,,,,,, +315,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,45.0,111.0,34.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,414.0,290.0,messytables,,,27378.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,27378.0,,,,3.0,,,,,,,,,,,,,,,,,,, +316,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-09-28 11:16:40.000,2023-07-24 10:51:09,925.0,19.0,23,18.0,171.0,8.0,15.0,338,2023-07-24 10:51:59.000,17.3.21,254.0,18.0,24,True,368.0,332.0,aiomisc,,,13913.0,https://pypi.org/project/aiomisc,2023-07-24 10:51:59.000,36.0,13913.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,883.0,797.0,deepdish,conda-forge/deepdish,,13258.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,12168.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,89401.0,3.0,,,,,,,,,,,,,,,,,,, +318,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32,16.0,81.0,23.0,4.0,242,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,108994.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,108994.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,939.0,892.0,filedepot,,,26681.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,26681.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,24,False,2756.0,2561.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,104785.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,104411.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26612.0,3.0,,,,,,,,,,,,,,,,,,, +321,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8013.0,,entrypoints,conda-forge/entrypoints,,15588402.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8013.0,15400610.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,16713550.0,3.0,,,,,,,,,,,,,,,,,,, +322,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10566,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,16.0,15.0,grumpy-tools,,,53.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,53.0,,,,2.0,,,,,,,,,,,,,,,,,,, +323,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,181.0,160.0,pinject,conda-forge/pinject,,82583.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,82400.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4406.0,3.0,,,,,,,,,,,,,,,,,,, +324,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,11187.0,9140.0,unipath,,,64578.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,64578.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,2.0,54,7.0,58.0,15.0,51.0,465,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,441.0,414.0,cachier,,,30224.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,30224.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +326,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-09-18 18:19:17.000,2023-09-18 17:47:35,356.0,2.0,30,6.0,124.0,3.0,78.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,23,True,916.0,871.0,everett,conda-forge/everett,,105776.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,104813.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,47197.0,3.0,,,,,,,,,,,,,,,,,,, +327,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-09-25 20:54:55.000,2023-06-01 18:46:39,628.0,,14,8.0,32.0,14.0,14.0,129,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,224.0,192.0,docopt-ng,,,71550.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,71550.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-09-27 12:12:39.000,2023-09-27 08:11:57,1713.0,220.0,5,3.0,739.0,18.0,34.0,43,2023-09-04 19:22:34.000,4.7.0,65.0,7.0,23,False,66.0,59.0,click-extra,,245.0,2596.0,https://pypi.org/project/click-extra,2023-09-04 19:22:19.000,7.0,2586.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3497,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,414.0,381.0,pampy,,,26523.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,26523.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,48.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,48.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2443,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21058.0,752.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1774,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,198.0,167.0,bashplotlib,,,3128.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3128.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1548,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,190.0,167.0,commonregex,,,145372.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,145372.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,808,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1345.0,1246.0,pickledb,,,18059.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,18059.0,,,,3.0,,,,,,,,,,,,,,,,,,, +335,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-09-20 11:27:06.000,2023-09-15 17:44:05,113.0,6.0,32,11.0,55.0,15.0,14.0,715,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,210.0,199.0,dirty-equals,conda-forge/dirty-equals,,45062.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,42994.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,37235.0,3.0,,,,,,,,,,,,,,,,,,, +336,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-09-25 21:58:10.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,170.0,16.0,121.0,538,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,2808.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2215.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,11866.0,3.0,,,,,,,,,,,,,,,,,,, +337,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-09-27 12:41:41.000,2022-11-22 16:38:09,106.0,,47,15.0,34.0,25.0,10.0,280,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,22,True,392.0,380.0,price-parser,,,110141.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,110141.0,,,,3.0,,,,,,,,,,,,,,,,,,, +338,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,185.0,177.0,pysparkling,conda-forge/pysparkling,,9847.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9699.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4462.0,3.0,,,,,,,,,,,,,,,,,,, +339,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-09-25 11:44:11.000,2023-09-25 11:44:10,5436.0,87.0,44,14.0,615.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,5.0,5.0,batchflow,,,101.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,101.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3237,,,4.0,19.0,21,False,595.0,565.0,macropy3,,,142.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,142.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,750.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,750.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,167.0,149.0,850,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,632.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,632.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,847,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,220.0,201.0,unsync,conda-forge/unsync,,22080.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,21787.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11435.0,3.0,,,,,,,,,,,,,,,,,,, +344,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-09-12 11:51:47.000,2023-01-03 19:16:25,478.0,,77,21.0,215.0,72.0,81.0,843,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,15863.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15863.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4509.0,3325.0,awesome-slugify,conda-forge/awesome-slugify,,55425.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,54655.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68553.0,3.0,,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,43.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,696.0,613.0,pymodm,conda-forge/pymodm,,20432.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,20316.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,4996.0,3.0,,,,,,,,,,,,,,,,,,, +347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,149.0,143.0,datatest,,,14261.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14261.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,21,True,78.0,74.0,typical,conda-forge/typical,,3085.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1913.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,32818.0,3.0,,,,,,,,,,,,,,,,,,, +349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,124,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1912.0,1858.0,coolname,conda-forge/coolname,,364225.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,54.0,362007.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,73219.0,3.0,,,,,,,,,,,,,,,,,,, +350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2060.0,1934.0,stopit,conda-forge/stopit,,814645.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,804237.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,707760.0,3.0,,,,,,,,,,,,,,,,,,, +351,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-09-14 08:12:22.000,2023-09-03 17:03:01,81.0,2.0,128,33.0,11.0,8.0,157.0,3130,2023-09-03 17:06:36.000,2.1.17,62.0,1.0,20,False,186.0,186.0,ptext-joris-schellekens,conda-forge/borb,,1706.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-09-05 19:13:07.800,42658.0,3.0,,,,,,,,,,,,,,,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,138,69.0,4.0,1.0,40.0,2058,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2166.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2166.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,209,40.0,56.0,81.0,39.0,1359,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11010.0,1143.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,957.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1841.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1046.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,27047.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +355,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,11780.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,11545.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21000.0,3.0,,,,,,,,,,,,,,,,,,, +356,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,259,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,20,True,320.0,282.0,rtoml,,,52624.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,52624.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1977,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +358,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-09-27 21:59:56.000,2023-09-27 21:59:12,2778.0,122.0,126,29.0,200.0,42.0,321.0,1205,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +359,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,117.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,117.0,,,,3.0,,,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,4237.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4237.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-09-27 15:33:36.000,2023-09-27 15:33:18,620.0,41.0,21,4.0,243.0,4.0,,249,2023-09-27 15:33:36.000,1.1.200,488.0,9.0,19,True,2.0,2.0,upgini,,,3659.0,https://pypi.org/project/upgini,2023-09-27 15:33:36.000,,3659.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,199,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,19,False,850.0,846.0,gsheetsdb,,,56658.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,56658.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,2.0,56,36.0,45.0,14.0,58.0,1096,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,5.0,5.0,colout,,,1132.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1132.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,26.0,26.0,d6tflow,,,102.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,102.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,506.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,506.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,631,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,61.0,58.0,pugsql,,,7782.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,7782.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1083.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,72.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,62707.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10386.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10386.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,6.0,62.0,7.0,23.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,18,True,158.0,146.0,aioprometheus,,,53614.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,53614.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-21 05:49:59.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,68.0,24.0,16.0,2020,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,48.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,48.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,59.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,59.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,59.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,59.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,39.0,39.0,11.0,256.0,954,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,153914.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,153914.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,780,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1358.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1358.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,429,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,101.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,101.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-09-25 13:18:45.000,2023-08-28 17:19:32,117.0,4.0,6,13.0,140.0,8.0,3.0,269,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,381.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,381.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +378,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,162.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,162.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,20.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,20.0,,,,3.0,,,,,,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,15,False,,,kubeflow-kale,,,147.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,147.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,550.0,541.0,millify,,,32132.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,32132.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,17.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,17.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-09-27 22:37:39.000,2023-09-27 17:28:05,793.0,150.0,16,2.0,634.0,7.0,9.0,234,2023-09-22 22:36:35.000,0.1.45,28.0,10.0,14,False,,,the-guide,,,18.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,18.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,439.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,439.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,4.0,4.0,pandapy,,,78.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,78.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,36.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,36.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,56.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,56.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +389,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,771,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 3c1d64d..3a46f2c 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- awscli (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“ˆ) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- polars (πŸ₯‡40 Β· ⭐ 20K Β· πŸ“ˆ) - Fast multi-threaded, hybrid-out-of-core query engine focussing on.. MIT -- msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K Β· πŸ“ˆ) - MessagePack serializer implementation for Python.. Apache-2 -- transitions (πŸ₯‡32 Β· ⭐ 5K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine implementation.. MIT -- pypyr (πŸ₯‰22 Β· ⭐ 540 Β· πŸ“ˆ) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 +- boto3 (πŸ₯‡48 Β· ⭐ 8.3K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +- h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- filesystem_spec (πŸ₯‡39 Β· ⭐ 660 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +- Tablib (πŸ₯‡36 Β· ⭐ 4.3K Β· πŸ“ˆ) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +- SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K Β· πŸ“ˆ) - Various utility functions and datatypes for SQLAlchemy. BSD-3 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K Β· πŸ“‰) - The Database Toolkit for Python. MIT -- rq (πŸ₯ˆ38 Β· ⭐ 9.1K Β· πŸ“‰) - Simple job queues for Python. BSD-3 -- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 -- h5py (πŸ₯ˆ38 Β· ⭐ 1.9K Β· πŸ“‰) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - Lightweight in-process concurrent programming. MIT +- awscli (πŸ₯‡44 Β· ⭐ 14K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- attrs (πŸ₯‡40 Β· ⭐ 4.9K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- confluent-kafka-python (πŸ₯ˆ35 Β· ⭐ 3.4K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 +- wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K Β· πŸ“‰) - A Python module for decorators, wrappers and monkey patching. BSD-2 +- Arctic (πŸ₯‰28 Β· ⭐ 3K Β· πŸ“‰) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 From b8cbc5bca95e54aea013774072e485e16e7d20e5 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 5 Oct 2023 13:40:17 +0000 Subject: [PATCH 32/70] Update best-of list for version 2023.10.05 --- README.md | 1556 +++++++++++++++---------------- history/2023-10-05_changes.md | 20 + history/2023-10-05_projects.csv | 391 ++++++++ latest-changes.md | 20 +- 4 files changed, 1171 insertions(+), 816 deletions(-) create mode 100644 history/2023-10-05_changes.md create mode 100644 history/2023-10-05_projects.csv diff --git a/README.md b/README.md index d6d0e46..df65588 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 61K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 500K Β· πŸ“‹ 5.8K - 15% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 36M Β· πŸ“¦ 500K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 04.10.2023): ``` pip install protobuf ``` @@ -106,7 +106,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 3.2K Β· πŸ“₯ 270K Β· πŸ“¦ 73K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 280K Β· πŸ“¦ 74K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 01.10.2023): ``` git clone https://github.com/google/flatbuffers @@ -124,9 +124,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ41 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K Β· πŸ“‰) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 99K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 100K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -147,7 +147,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 40M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 44M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -156,7 +156,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge msgpack-python ```
-
dill (πŸ₯ˆ37 Β· ⭐ 2K) - serialize all of Python. BSD-3 +
orjson (πŸ₯ˆ36 Β· ⭐ 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 + +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 60K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 20.09.2023): + + ``` + git clone https://github.com/ijl/orjson + ``` +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 15M / month Β· πŸ“¦ 1.1K Β· ⏱️ 08.09.2023): + ``` + pip install orjson + ``` +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 940K Β· ⏱️ 26.09.2023): + ``` + conda install -c conda-forge orjson + ``` +
+
dill (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“‰) - serialize all of Python. BSD-3 - [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 120K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.09.2023): @@ -167,28 +183,28 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.2M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.3M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ```
-
orjson (πŸ₯ˆ36 Β· ⭐ 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 59K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 02.10.2023): ``` - git clone https://github.com/ijl/orjson + git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 15M / month Β· πŸ“¦ 1.1K Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): ``` - pip install orjson + pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 930K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.3M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge orjson + conda install -c conda-forge ujson ```
-
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): @@ -204,9 +220,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge simplejson ```
-
cloudpickle (πŸ₯‰35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 +
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 88K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 89K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): ``` git clone https://github.com/cloudpipe/cloudpickle @@ -220,14 +236,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge cloudpickle ```
-
jsonpickle (πŸ₯‰35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 - [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 20.08.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.2M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.3M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -236,22 +252,6 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge jsonpickle ```
-
ultrajson (πŸ₯‰34 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 - -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/ultrajson/ultrajson - ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.7M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): - ``` - pip install ujson - ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.3M Β· ⏱️ 23.09.2023): - ``` - conda install -c conda-forge ujson - ``` -
srsly (πŸ₯‰31 Β· ⭐ 390) - Modern high-performance serialization utilities for Python (JSON,.. MIT - [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 34K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 18.09.2023): @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.4M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.3M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -270,7 +270,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.5K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.5K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 570K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 500K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -300,14 +300,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge pysimdjson ```
-
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰23 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT - [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 600 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 36K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 35K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -316,21 +316,21 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰20 Β· ⭐ 260) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT - [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 280 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 53K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 66K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ```
Show 1 hidden projects... -- pyasn1 (πŸ₯‰34 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰33 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡53 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 840K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 840K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/numpy/numpy @@ -351,42 +351,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 64M Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 65M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge numpy ```
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 220K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 220K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 130M / month Β· πŸ“¦ 72K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 140M / month Β· πŸ“¦ 72K Β· ⏱️ 20.09.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 44M Β· ⏱️ 20.09.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 44M Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge pandas ```
polars (πŸ₯‡40 Β· ⭐ 21K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 5K - 20% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“¦ 4K Β· πŸ“‹ 5.1K - 20% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.3M / month Β· πŸ“¦ 270 Β· ⏱️ 27.09.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.4M / month Β· πŸ“¦ 280 Β· ⏱️ 04.10.2023): ``` pip install polars ```
xarray (πŸ₯‡40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/pydata/xarray @@ -400,9 +400,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡40 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.4K - 17% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/h5py/h5py @@ -416,46 +416,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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Modin (πŸ₯ˆ37 Β· ⭐ 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2 +
PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K Β· πŸ“ˆ) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 05.10.2023): ``` - git clone https://github.com/modin-project/modin + git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.2M / month Β· πŸ“¦ 33 Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 640K / month Β· πŸ“¦ 2.6K Β· ⏱️ 23.12.2022): ``` - pip install modin + pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 270K Β· ⏱️ 27.09.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.5M Β· ⏱️ 02.10.2023): ``` - conda install -c conda-forge modin-core + conda install -c conda-forge pytables ```
-
PyTables (πŸ₯ˆ36 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
Modin (πŸ₯ˆ37 Β· ⭐ 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 05.10.2023): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 630K / month Β· πŸ“¦ 2.6K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.2M / month Β· πŸ“¦ 33 Β· ⏱️ 28.09.2023): ``` - pip install tables + pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.5M Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 270K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge pytables + conda install -c conda-forge modin-core ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 190 Β· πŸ“¦ 2.9K Β· πŸ“‹ 620 - 10% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 190 Β· πŸ“¦ 2.9K Β· πŸ“‹ 620 - 9% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 120K / month Β· πŸ“¦ 17 Β· ⏱️ 27.09.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 140K / month Β· πŸ“¦ 24 Β· ⏱️ 02.10.2023): ``` pip install docarray ``` @@ -471,11 +471,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.8M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.1M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.2M Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge numexpr ``` @@ -487,23 +487,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 880 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 890 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 340K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 350K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tinydb ```
zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“¦ 2.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“¦ 2.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 340K / month Β· πŸ“¦ 420 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 370K / month Β· πŸ“¦ 420 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -530,28 +530,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 210 Β· πŸ“¦ 1K Β· πŸ“‹ 660 - 38% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“¦ 1.1K Β· πŸ“‹ 670 - 38% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.1M / month Β· πŸ“¦ 83 Β· ⏱️ 27.09.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.2M / month Β· πŸ“¦ 83 Β· ⏱️ 30.09.2023): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 28K Β· ⏱️ 27.09.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 29K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge pandera-core ```
datasketch (πŸ₯ˆ32 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 270 Β· πŸ“₯ 19 Β· πŸ“¦ 900 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 910 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.2M / month Β· πŸ“¦ 63 Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.2M / month Β· πŸ“¦ 64 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -563,11 +563,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 530K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 540K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.7M Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge bottleneck ``` @@ -579,45 +579,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 47K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 48K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge vaex ```
-
swifter (πŸ₯‰29 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT +
datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 93K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` - pip install swifter + pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 260K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge swifter + conda install -c conda-forge datatable ```
-
datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
swifter (πŸ₯‰28 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 31.07.2023): ``` - git clone https://github.com/h2oai/datatable + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 99K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 370K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` - pip install datatable + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 260K Β· ⏱️ 31.07.2023): ``` - conda install -c conda-forge datatable + conda install -c conda-forge swifter ```
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.8K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.4K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): ``` pip install static-frame ``` @@ -647,19 +647,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 38K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 39K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 81K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 80K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 18K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 19K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 510 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 480 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 72 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 76 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -706,9 +706,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects... -- Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰28 Β· ⭐ 3K Β· πŸ“‰) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Blaze (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn +- Arctic (πŸ₯‰27 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT @@ -719,7 +719,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 130K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 06.11.2022): @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -753,12 +753,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ32 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 69M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` @@ -767,25 +767,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge multidict ```
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anytree (πŸ₯ˆ31 Β· ⭐ 840 Β· πŸ’€) - Python tree data library. Apache-2 - -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 180 - 30% open Β· ⏱️ 20.09.2022): - - ``` - git clone https://github.com/c0fec0de/anytree - ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 780K / month Β· πŸ“¦ 330 Β· ⏱️ 15.01.2020): - ``` - pip install anytree - ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge anytree - ``` -
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 58 - 8% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 58 - 8% open Β· ⏱️ 01.10.2023): ``` git clone https://github.com/jab/bidict @@ -801,12 +785,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.2K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 43 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 11% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 43 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 11% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 710K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 730K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): ``` pip install python-benedict ``` @@ -815,22 +799,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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ordered-set (πŸ₯ˆ29 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT - -- [GitHub](https://github.com/rspeer/ordered-set) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 45 Β· πŸ“¦ 10K Β· πŸ“‹ 44 - 20% open Β· ⏱️ 06.09.2022): - - ``` - git clone https://github.com/rspeer/ordered-set - ``` -- [PyPi](https://pypi.org/project/ordered-set) (πŸ“₯ 9.1M / month Β· πŸ“¦ 390 Β· ⏱️ 26.01.2022): - ``` - pip install ordered-set - ``` -- [Conda](https://anaconda.org/conda-forge/ordered-set) (πŸ“₯ 400K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge ordered-set - ``` -
glom (πŸ₯‰28 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 02.09.2023): @@ -854,7 +822,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.2M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 780K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -865,28 +833,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.7K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.8K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 270K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 260K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 88K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 89K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge sqlitedict ```
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munch (πŸ₯‰28 Β· ⭐ 710) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
munch (πŸ₯‰27 Β· ⭐ 710) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 840 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 850 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -897,7 +865,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 11.09.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/aio-libs/janus @@ -922,14 +890,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 470K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 470K Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge python-box ```
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Show 2 hidden projects... +
Show 4 hidden projects... +- anytree (πŸ₯ˆ31 Β· ⭐ 840 Β· πŸ’€) - Python tree data library. Apache-2 - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- ordered-set (πŸ₯‰28 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT - cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -940,23 +910,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“¦ 260K Β· πŸ“‹ 3.2K - 10% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“¦ 260K Β· πŸ“‹ 3.2K - 10% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 110M / month Β· πŸ“¦ 8.5K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 120M / month Β· πŸ“¦ 8.5K Β· ⏱️ 28.09.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.1M Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.2M Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 71 Β· πŸ“¦ 450K Β· πŸ“‹ 790 - 4% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 74 Β· πŸ“¦ 450K Β· πŸ“‹ 790 - 4% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/Julian/jsonschema @@ -977,7 +947,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -988,28 +958,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 830) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“₯ 7 Β· πŸ“¦ 84K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“₯ 7 Β· πŸ“¦ 85K Β· πŸ“‹ 150 - 8% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 500K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 510K Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge validators ```
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 200 Β· πŸ“¦ 7.2K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 200 Β· πŸ“¦ 7.3K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 6.1M / month Β· πŸ“¦ 900 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 6.2M / month Β· πŸ“¦ 910 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -1034,30 +1004,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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param (πŸ₯ˆ31 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰30 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.2K Β· πŸ“‹ 410 - 32% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.2K Β· πŸ“‹ 420 - 33% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 390K / month Β· πŸ“¦ 150 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 150 Β· ⏱️ 03.10.2023): ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge param ```
strictyaml (πŸ₯‰27 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 1.8K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 1.9K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 760K / month Β· πŸ“¦ 250 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 760K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1073,51 +1043,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 43K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 44K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 37K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 38K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge dirty-equals ```
-
typical (πŸ₯‰21 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT +
valideer (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 74 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 69 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` - git clone https://github.com/seandstewart/typical + git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.9K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 11K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` - pip install typical + pip install valideer ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/valideer) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge typical + conda install -c conda-forge valideer ```
-
valideer (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT +
typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ“‰) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 69 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 74 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` - git clone https://github.com/podio/valideer + git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 12K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.7K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` - pip install valideer + pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/valideer) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge valideer + conda install -c conda-forge typical ```
Show 4 hidden projects... -- schematics (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰26 Β· ⭐ 860) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 +- python-email-validator (πŸ₯‰25 Β· ⭐ 860) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1129,9 +1099,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 38K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡32 Β· ⭐ 5K) - A lightweight, object-oriented finite state machine implementation in.. MIT +
transitions (πŸ₯‡32 Β· ⭐ 5.1K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 510 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 2% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 510 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions @@ -1140,7 +1110,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1152,11 +1122,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.8K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.8K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge algorithms ``` @@ -1187,50 +1157,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
-
arrow (πŸ₯ˆ36 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯ˆ38 Β· ⭐ 8.4K Β· πŸ“ˆ) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 640 Β· πŸ“¦ 70K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 71K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 18M / month Β· πŸ“¦ 4.8K Β· ⏱️ 03.09.2022): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 19M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.7M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
pendulum (πŸ₯ˆ35 Β· ⭐ 5.7K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 340 Β· πŸ“₯ 170 Β· πŸ“¦ 22K Β· πŸ“‹ 530 - 45% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 360 Β· πŸ“₯ 170 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 14M / month Β· πŸ“¦ 1.2K Β· ⏱️ 23.11.2022): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 15M / month Β· πŸ“¦ 1.2K Β· ⏱️ 30.09.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 830K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 840K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pendulum ```
holidays (πŸ₯ˆ35 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 410 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 21% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 420 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 21% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.9M / month Β· πŸ“¦ 440 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.9M / month Β· πŸ“¦ 450 Β· ⏱️ 02.10.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 19.09.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge holidays ``` @@ -1242,11 +1212,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 190M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 45M Β· ⏱️ 05.09.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 46M Β· ⏱️ 05.09.2023): ``` conda install -c conda-forge pytz ``` @@ -1258,27 +1228,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): ``` pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dateparser ```
tzlocal (πŸ₯‰30 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 56 Β· πŸ“‹ 82 - 6% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 57 Β· πŸ“‹ 84 - 7% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 76M / month Β· πŸ“¦ 3.8K Β· ⏱️ 21.06.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 82M / month Β· πŸ“¦ 3.8K Β· ⏱️ 04.10.2023): ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.4M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.4M Β· ⏱️ 05.10.2023): ``` conda install -c conda-forge tzlocal ``` @@ -1294,9 +1264,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡39 Β· ⭐ 660 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 660) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 64K Β· πŸ“‹ 590 - 33% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 65K Β· πŸ“‹ 590 - 33% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1333,23 +1303,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 50M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 54M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 580) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 320K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 320K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 99M / month Β· πŸ“¦ 2.7K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 100M / month Β· πŸ“¦ 2.7K Β· ⏱️ 13.09.2023): ``` pip install filelock ``` @@ -1390,41 +1360,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge appdirs ```
-
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
scandir (πŸ₯‰29 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/jaraco/path + git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 140 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` - pip install path + pip install scandir ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 450K Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.3M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge path + conda install -c conda-forge scandir ```
-
scandir (πŸ₯‰29 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 +
path (πŸ₯‰28 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 06.08.2023): ``` - git clone https://github.com/benhoyt/scandir + git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 140 Β· ⏱️ 07.07.2023): ``` - pip install scandir + pip install path ``` -- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.3M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 460K Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge scandir + conda install -c conda-forge path ```
Show 2 hidden projects... -- zipp (πŸ₯‰32 Β· ⭐ 41) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰32 Β· ⭐ 42) - Backport of pathlib-compatible object wrapper for zip files. MIT - Unipath (πŸ₯‰23 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1451,12 +1421,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ32 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.4M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1472,7 +1442,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 9M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 8.8M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1496,12 +1466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 550K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 550K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 230M / month Β· πŸ“¦ 21K Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 240M / month Β· πŸ“¦ 21K Β· ⏱️ 19.09.2023): ``` pip install cryptography ``` @@ -1512,28 +1482,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 920 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 930 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 120K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 140K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 540 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 470 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 120 Β· πŸ“¦ 78K Β· πŸ“‹ 560 - 11% open Β· ⏱️ 24.09.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 130 Β· πŸ“¦ 78K Β· πŸ“‹ 560 - 11% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 35M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` pip install pycryptodomex ``` @@ -1542,18 +1512,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pycryptodomex ```
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keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰34 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT - [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 490 - 11% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 37M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 38M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.7M Β· ⏱️ 25.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.7M Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge keyring ``` @@ -1569,35 +1539,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge asn1crypto ```
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bcrypt (πŸ₯‰33 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰32 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 41M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 43M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.1M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge bcrypt ```
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rsa (πŸ₯‰31 Β· ⭐ 450) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰32 Β· ⭐ 450) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 340K Β· πŸ“‹ 120 - 18% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 340K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 120M / month Β· πŸ“¦ 7.1K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 130M / month Β· πŸ“¦ 7.1K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1614,64 +1584,64 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 28.09.2023): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 950K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 960K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge ansible ```
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awscli (πŸ₯‡44 Β· ⭐ 14K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 +
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 27.09.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 04.10.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 05.10.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 270K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 280K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.5K Β· ⏱️ 27.09.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 360M / month Β· πŸ“¦ 8.5K Β· ⏱️ 04.10.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 27.09.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 04.10.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 950 Β· πŸ“₯ 960K Β· πŸ“¦ 6.5K Β· πŸ“‹ 6.4K - 29% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 950 Β· πŸ“₯ 1M Β· πŸ“¦ 6.5K Β· πŸ“‹ 6.5K - 28% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 800K / month Β· πŸ“¦ 140 Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 820K / month Β· πŸ“¦ 140 Β· ⏱️ 26.09.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 820 Β· ⏱️ 26.09.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 820 Β· ⏱️ 26.09.2023): ``` npm install @pulumi/pulumi ``` @@ -1694,7 +1664,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker (πŸ₯ˆ42 Β· ⭐ 6.4K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 680 Β· πŸ“¦ 68K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 680 Β· πŸ“¦ 69K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/docker/docker-py @@ -1703,30 +1673,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.7M Β· ⏱️ 08.07.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.8M Β· ⏱️ 08.07.2023): ``` conda install -c conda-forge docker-py ```
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 280 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 280 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 370K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge docker-compose ```
kubernetes (πŸ₯ˆ38 Β· ⭐ 6K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1742,16 +1712,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 15 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 16 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.2M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.3M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 70K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 71K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ``` @@ -1770,16 +1740,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 940 Β· πŸ“¦ 29K Β· πŸ“‹ 430 - 35% open Β· ⏱️ 11.04.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 29K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 01.10.2023): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 10.04.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 42K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ``` @@ -1791,11 +1761,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.1M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.4M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 980K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 990K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge plumbum ``` @@ -1807,7 +1777,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.6M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1816,9 +1786,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰28 Β· ⭐ 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT +
pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 310 Β· πŸ“¦ 85 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 02.09.2023): +- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 310 Β· πŸ“¦ 85 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 01.10.2023): ``` git clone https://github.com/Fizzadar/pyinfra @@ -1835,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.2K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.7K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1858,14 +1828,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡37 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡38 Β· ⭐ 2.4K Β· πŸ“ˆ) - A Python module for controlling interactive programs in a pseudo-.. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 310K Β· πŸ“‹ 490 - 37% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 310K Β· πŸ“‹ 510 - 36% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 37M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 38M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1881,7 +1851,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1897,7 +1867,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.9M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 3M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1913,7 +1883,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 38M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1928,9 +1898,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top +
greenlet (πŸ₯‡38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT + +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 290K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 02.10.2023): + + ``` + git clone https://github.com/python-greenlet/greenlet + ``` +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 68M / month Β· πŸ“¦ 10K Β· ⏱️ 02.10.2023): + ``` + pip install greenlet + ``` +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge greenlet + ``` +
anyio (πŸ₯‡38 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 180K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 180K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/agronholm/anyio @@ -1946,60 +1932,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯ˆ37 Β· ⭐ 9.6K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 97K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 98K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 640K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 650K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge uvloop ```
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greenlet (πŸ₯ˆ37 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT - -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 290K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 12.09.2023): - - ``` - git clone https://github.com/python-greenlet/greenlet - ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 66M / month Β· πŸ“¦ 10K Β· ⏱️ 12.09.2023): - ``` - pip install greenlet - ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge greenlet - ``` -
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asyncer (πŸ₯‰25 Β· ⭐ 1.1K) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰25 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT - [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 40 Β· πŸ“¦ 2.7K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 72K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 76K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.4K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.5K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ```
aiomisc (πŸ₯‰24 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 330 Β· πŸ“‹ 23 - 34% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 330 Β· πŸ“‹ 24 - 37% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 14K / month Β· πŸ“¦ 36 Β· ⏱️ 24.07.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 14K / month Β· πŸ“¦ 37 Β· ⏱️ 28.09.2023): ``` pip install aiomisc ``` @@ -2017,28 +1987,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 580) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 200 Β· πŸ“¦ 360K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 220 Β· πŸ“¦ 360K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 31M / month Β· πŸ“¦ 15K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 33M / month Β· πŸ“¦ 15K Β· ⏱️ 03.10.2023): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 23M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 23M Β· ⏱️ 04.10.2023): ``` conda install -c conda-forge traitlets ```
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python-dotenv (πŸ₯ˆ36 Β· ⭐ 6.4K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.5K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 560K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 570K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 31M / month Β· πŸ“¦ 8.8K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 8.9K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2049,16 +2019,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.2K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.2K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month Β· πŸ“¦ 270 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.1M / month Β· πŸ“¦ 270 Β· ⏱️ 13.09.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 58K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 59K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge dynaconf ``` @@ -2074,7 +2044,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge omegaconf ``` @@ -2097,12 +2067,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯‰31 Β· ⭐ 2.5K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 89 - 5% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 90 - 6% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2113,7 +2083,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.8K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.9K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/google/gin-config @@ -2129,12 +2099,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 220 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 230 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.5M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2143,9 +2113,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configobj ```
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everett (πŸ₯‰23 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 870 Β· πŸ“‹ 81 - 3% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 880 Β· πŸ“‹ 81 - 2% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/willkg/everett @@ -2154,7 +2124,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 48K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2183,16 +2153,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡44 Β· ⭐ 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.6K Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.7K Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 32M / month Β· πŸ“¦ 5.1K Β· ⏱️ 17.09.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 32M / month Β· πŸ“¦ 5.2K Β· ⏱️ 30.09.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.1M Β· ⏱️ 17.09.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.2M Β· ⏱️ 30.09.2023): ``` conda install -c conda-forge rich ``` @@ -2204,7 +2174,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 35M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 36M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): ``` pip install prompt_toolkit ``` @@ -2220,18 +2190,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 15 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 16 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/typer @@ -2245,9 +2215,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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colorama (πŸ₯ˆ35 Β· ⭐ 3.2K) - Simple cross-platform colored terminal text in Python. BSD-3 +
colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 750K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 760K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tartley/colorama @@ -2272,51 +2242,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.3M Β· ⏱️ 17.09.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.4M Β· ⏱️ 17.09.2023): ``` conda install -c conda-forge argcomplete ```
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cleo (πŸ₯‰33 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
wcwidth (πŸ₯ˆ34 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 17K Β· πŸ“‹ 100 - 32% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 450K Β· πŸ“‹ 38 - 31% open Β· ⏱️ 05.10.2023): ``` - git clone https://github.com/sdispater/cleo + git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 14M / month Β· πŸ“¦ 240 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 42M / month Β· πŸ“¦ 14K Β· ⏱️ 30.09.2023): ``` - pip install cleo + pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 570K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 21M Β· ⏱️ 02.10.2023): ``` - conda install -c conda-forge cleo + conda install -c conda-forge wcwidth ```
-
wcwidth (πŸ₯‰33 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT +
cleo (πŸ₯‰33 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 450K Β· πŸ“‹ 41 - 41% open Β· ⏱️ 23.09.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 17K Β· πŸ“‹ 100 - 32% open Β· ⏱️ 26.09.2023): ``` - git clone https://github.com/jquast/wcwidth + git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 15M / month Β· πŸ“¦ 250 Β· ⏱️ 22.11.2022): ``` - pip install wcwidth + pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 21M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 570K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge wcwidth + conda install -c conda-forge cleo ```
asciimatics (πŸ₯‰32 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 920 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 920 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 87K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 81K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2327,7 +2297,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰31 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 71 Β· πŸ“¦ 9.9K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 72 Β· πŸ“¦ 10K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/tmbo/questionary @@ -2336,7 +2306,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 56K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 57K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2359,24 +2329,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰23 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 190 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 200 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 72K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 80K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.3K / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2385,9 +2355,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰25 Β· ⭐ 90 Β· πŸ’€) - Python Command-line Application Tools. ISC -- Click Extra (πŸ₯‰23 Β· ⭐ 43) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- clint (πŸ₯‰25 Β· ⭐ 91 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT +- Click Extra (πŸ₯‰22 Β· ⭐ 43) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2395,7 +2365,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 800) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 810) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2410,28 +2380,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 99M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 100M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.8M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.9M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ30 Β· ⭐ 920) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 01.10.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 290K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 320K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
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beaker (πŸ₯‰28 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 +
beaker (πŸ₯‰27 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 - [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.8K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): @@ -2454,7 +2424,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 170K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2463,14 +2433,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰23 Β· ⭐ 460) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰23 Β· ⭐ 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT - [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 410 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 30K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 29K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2489,12 +2459,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 33K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 33K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 110K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 120K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2505,7 +2475,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.7K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.8K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2526,42 +2496,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 34K / month Β· πŸ“¦ 46 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 37K / month Β· πŸ“¦ 46 Β· ⏱️ 13.09.2023): ``` pip install dearpygui ```
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toga (πŸ₯ˆ31 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 +
Eel (πŸ₯ˆ30 Β· ⭐ 5.8K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 18% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.2K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 04.03.2023): ``` - git clone https://github.com/beeware/toga - ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.5K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): - ``` - pip install toga + git clone https://github.com/ChrisKnott/Eel ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 5 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 60K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` - npm install @pybee/toga + pip install eel ```
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Eel (πŸ₯‰30 Β· ⭐ 5.8K) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
toga (πŸ₯ˆ30 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.1K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 17% open Β· ⏱️ 04.10.2023): ``` - git clone https://github.com/ChrisKnott/Eel + git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 59K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.4K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` - pip install eel + pip install toga + ``` +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 84 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): + ``` + npm install @pybee/toga ```
Show 4 hidden projects... -- Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- Gooey (πŸ₯ˆ30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰28 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 - enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed @@ -2572,7 +2542,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-ml-python - Computer Vision ( ⭐ 14K) - Collection of computer vision and image processing.. +πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing..
@@ -2580,7 +2550,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-ml-python ( ⭐ 14K) - A ranked list of awesome machine learning Python libraries. Updated.. +πŸ”— best-of-ml-python ( ⭐ 15K) - A ranked list of awesome machine learning Python libraries. Updated..
@@ -2588,20 +2558,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-ml-python - NLP ( ⭐ 14K) - Collection of text processing and NLP libraries. +πŸ”— best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries.
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.09.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 820K Β· ⏱️ 20.09.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 820K Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2613,11 +2583,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 60K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 61K Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge emoji ``` @@ -2637,19 +2607,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 130 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 120 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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inflect (πŸ₯ˆ32 Β· ⭐ 860) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 860) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2674,14 +2644,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰28 Β· ⭐ 830 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
pyahocorasick (πŸ₯‰28 Β· ⭐ 840 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.1K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.2K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2713,7 +2683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 74K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2740,25 +2710,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡48 Β· ⭐ 8.3K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡48 Β· ⭐ 8.3K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 360K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 360K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 820M / month Β· πŸ“¦ 18K Β· ⏱️ 27.09.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 860M / month Β· πŸ“¦ 18K Β· ⏱️ 04.10.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 05.10.2023): ``` conda install -c conda-forge boto3 ```
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/redis/redis-py @@ -2774,12 +2744,12 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 640K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 640K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 91M / month Β· πŸ“¦ 47K Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 92M / month Β· πŸ“¦ 47K Β· ⏱️ 18.09.2023): ``` pip install SQLAlchemy ``` @@ -2790,12 +2760,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 53M / month Β· πŸ“¦ 2K Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 54M / month Β· πŸ“¦ 2K Β· ⏱️ 19.09.2023): ``` pip install google-cloud-storage ``` @@ -2806,12 +2776,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.6K - 11% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.7K - 11% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 41M / month Β· πŸ“¦ 680 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 42M / month Β· πŸ“¦ 680 Β· ⏱️ 25.09.2023): ``` pip install azure-storage-blob ``` @@ -2827,18 +2797,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.7K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.7K Β· ⏱️ 14.08.2023): ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 550K Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 560K Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge peewee ```
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2886,7 +2856,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 04.10.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2918,23 +2888,39 @@ _Libraries for connecting to, operating, and querying databases._
MongoEngine (πŸ₯ˆ37 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 18.04.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 970K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 220K Β· ⏱️ 27.09.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 220K Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge mongoengine ```
+
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 + +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 18.09.2023): + + ``` + git clone https://github.com/elastic/elasticsearch-dsl-py + ``` +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.5M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): + ``` + pip install elasticsearch-dsl + ``` +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.1K Β· ⏱️ 16.06.2023): + ``` + conda install -c anaconda elasticsearch-dsl + ``` +
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 990 - 3% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 990 - 3% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2950,12 +2936,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ37 Β· ⭐ 650) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 32M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.07.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 32M / month Β· πŸ“¦ 1.1K Β· ⏱️ 03.10.2023): ``` pip install google-cloud-bigquery ``` @@ -2964,41 +2950,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 - -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 18.09.2023): - - ``` - git clone https://github.com/elastic/elasticsearch-dsl-py - ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.2M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): - ``` - pip install elasticsearch-dsl - ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8K Β· ⏱️ 16.06.2023): - ``` - conda install -c anaconda elasticsearch-dsl - ``` -
Ibis (πŸ₯ˆ36 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 440 Β· πŸ“₯ 97 Β· πŸ“¦ 600 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 450 Β· πŸ“₯ 98 Β· πŸ“¦ 600 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 97K / month Β· πŸ“¦ 49 Β· ⏱️ 24.09.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 49 Β· ⏱️ 02.10.2023): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 03.10.2023): ``` conda install -c conda-forge ibis-framework ```
libcloud (πŸ₯ˆ36 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/apache/libcloud @@ -3008,7 +2978,7 @@ _Libraries for connecting to, operating, and querying databases._ pip install apache-libcloud ```
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SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K Β· πŸ“ˆ) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 - [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): @@ -3019,14 +2989,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
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confluent-kafka-python (πŸ₯ˆ35 Β· ⭐ 3.4K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 +
confluent-kafka-python (πŸ₯ˆ35 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.2K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.3K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3040,36 +3010,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
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mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
s3transfer (πŸ₯ˆ35 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 26.09.2023): ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): ``` - pip install mysqlclient + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 300K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 26.09.2023): ``` - conda install -c conda-forge mysqlclient + conda install -c conda-forge s3transfer ```
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s3transfer (πŸ₯ˆ35 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 +
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.4K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 05.10.2023): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 97K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` - pip install s3transfer + pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 15K Β· ⏱️ 11.08.2023): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge tortoise-orm ```
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 @@ -3079,7 +3049,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 26M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): ``` pip install prometheus_client ``` @@ -3095,18 +3065,34 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 110K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 120K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 96K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 97K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge pony ```
+
mysqlclient (πŸ₯ˆ34 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 + +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 12.09.2023): + + ``` + git clone https://github.com/PyMySQL/mysqlclient + ``` +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): + ``` + pip install mysqlclient + ``` +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 300K Β· ⏱️ 24.09.2023): + ``` + conda install -c conda-forge mysqlclient + ``` +
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 70K Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 71K Β· ⏱️ 05.09.2023): ``` git clone https://github.com/mongodb/motor @@ -3120,9 +3106,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge motor ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 730) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ34 Β· ⭐ 740) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 420 - 28% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 420 - 28% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/fsspec/s3fs @@ -3138,7 +3124,7 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ34 Β· ⭐ 680) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.3K Β· πŸ“‹ 510 - 1% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.4K Β· πŸ“‹ 510 - 1% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/minio/minio-py @@ -3147,14 +3133,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 140K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 150K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge minio ```
sqlmodel (πŸ₯‰33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 460 Β· πŸ“¦ 7.5K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 460 Β· πŸ“¦ 7.6K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/sqlmodel @@ -3163,27 +3149,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 20K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlmodel ```
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tortoise-orm (πŸ₯‰33 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 - -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.3K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 30.08.2023): - - ``` - git clone https://github.com/tortoise/tortoise-orm - ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 95K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): - ``` - pip install tortoise-orm - ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 15K Β· ⏱️ 11.08.2023): - ``` - conda install -c conda-forge tortoise-orm - ``` -
Databases (πŸ₯‰33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 09.09.2023): @@ -3191,7 +3161,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 410K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3202,7 +3172,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 830) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.1K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.1K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3211,27 +3181,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 190K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 190K Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge neo4j-python-driver ```
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pandas-gbq (πŸ₯‰33 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 - -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 7.9K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): - - ``` - git clone https://github.com/googleapis/python-bigquery-pandas - ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 5.5M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): - ``` - pip install pandas-gbq - ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): - ``` - conda install -c conda-forge pandas-gbq - ``` -
dataset (πŸ₯‰32 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.3K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): @@ -3243,30 +3197,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.1K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
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PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT - -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 18.09.2023): - - ``` - git clone https://github.com/pynamodb/PynamoDB - ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): - ``` - pip install pynamodb - ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pynamodb - ``` -
PyPika (πŸ₯‰32 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 250 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 36% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 260 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 36% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/kayak/pypika @@ -3275,7 +3213,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 3.8K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 3.9K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ``` @@ -3287,7 +3225,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 93 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 93 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ``` @@ -3308,20 +3246,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT +
pandas-gbq (πŸ₯‰32 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.5K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/influxdata/influxdb-python + git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 5.8M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` - pip install influxdb + pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): ``` - conda install -c conda-forge influxdb + conda install -c conda-forge pandas-gbq + ``` +
+
PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT + +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 30.09.2023): + + ``` + git clone https://github.com/pynamodb/PynamoDB + ``` +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.6M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): + ``` + pip install pynamodb + ``` +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pynamodb ```
cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 @@ -3331,39 +3285,55 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.5M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 470K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 480K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ```
+
influxdb (πŸ₯‰30 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT + +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.6K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): + + ``` + git clone https://github.com/influxdata/influxdb-python + ``` +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): + ``` + pip install influxdb + ``` +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge influxdb + ``` +
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 270K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 300K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysolr ```
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Records (πŸ₯‰29 Β· ⭐ 7K) - SQL for Humans. ISC +
Records (πŸ₯‰29 Β· ⭐ 7K Β· πŸ’€) - SQL for Humans. ISC - [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 250K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3374,12 +3344,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.4K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 16.09.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.4K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 57K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 58K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): ``` pip install prisma ``` @@ -3402,92 +3372,77 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 280 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 16.09.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 290 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 16K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): ``` pip install piccolo ```
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umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - -- [GitHub](https://github.com/Scille/umongo) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 64 Β· πŸ“¦ 16K Β· πŸ“‹ 200 - 21% open Β· ⏱️ 21.09.2022): - - ``` - git clone https://github.com/Scille/umongo - ``` -- [PyPi](https://pypi.org/project/umongo) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 23.12.2021): - ``` - pip install umongo - ``` -- [Conda](https://anaconda.org/conda-forge/umongo) (πŸ“₯ 5.4K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge umongo - ``` -
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 890 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 900 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 27K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 26K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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ODMantic (πŸ₯‰21 Β· ⭐ 840 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +
ODMantic (πŸ₯‰21 Β· ⭐ 850 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 77 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 16K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 360 - 11% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 370 - 11% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/psycopg/psycopg ```
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aioprometheus (πŸ₯‰18 Β· ⭐ 150) - A Prometheus Python client library for asyncio-based applications. MIT +
aioprometheus (πŸ₯‰18 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT - [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 150 Β· πŸ“‹ 30 - 23% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 54K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 56K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
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Show 16 hidden projects... +
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 +- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 56) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- gino (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 +- umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 +- gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- PugSQL (πŸ₯‰19 Β· ⭐ 630 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- gsheets-db-api (πŸ₯‰19 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- PugSQL (πŸ₯‰18 Β· ⭐ 630 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT - lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2
@@ -3501,16 +3456,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 25K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 26K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7M / month Β· πŸ“¦ 660 Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.1M / month Β· πŸ“¦ 670 Β· ⏱️ 06.09.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 470K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 480K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge datasets ``` @@ -3531,9 +3486,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge faker ```
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Tablib (πŸ₯‡36 Β· ⭐ 4.3K Β· πŸ“ˆ) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯‡36 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 76K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 23.09.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 77K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/jazzband/tablib @@ -3542,14 +3497,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 91K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 92K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tablib ```
xlwings (πŸ₯‡36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 29K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/xlwings/xlwings @@ -3558,12 +3513,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 660K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 670K Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge xlwings ```
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xmltodict (πŸ₯ˆ35 Β· ⭐ 5.2K) - Python module that makes working with XML feel like you are working.. MIT +
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.2K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT - [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 58K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): @@ -3574,19 +3529,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xmltodict ```
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 300 Β· πŸ“¦ 47K Β· πŸ“‹ 200 - 9% open Β· ⏱️ 25.08.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 300 Β· πŸ“¦ 48K Β· πŸ“‹ 200 - 9% open Β· ⏱️ 25.08.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.9M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3595,7 +3550,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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smart-open (πŸ₯ˆ33 Β· ⭐ 2.9K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
csvkit (πŸ₯ˆ33 Β· ⭐ 5.6K Β· πŸ“ˆ) - A suite of utilities for converting to and working with CSV, the king.. MIT + +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.4K Β· πŸ“‹ 890 - 7% open Β· ⏱️ 05.10.2023): + + ``` + git clone https://github.com/wireservice/csvkit + ``` +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 370 Β· ⏱️ 04.10.2023): + ``` + pip install csvkit + ``` +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 99K Β· ⏱️ 04.10.2023): + ``` + conda install -c conda-forge csvkit + ``` +
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smart-open (πŸ₯ˆ33 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): @@ -3611,20 +3582,20 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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csvkit (πŸ₯ˆ31 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
Intake (πŸ₯ˆ31 Β· ⭐ 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 590 Β· πŸ“¦ 1.4K Β· πŸ“‹ 880 - 7% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 130 Β· πŸ“¦ 1.6K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/wireservice/csvkit + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 370 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 61K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` - pip install csvkit + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 98K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 490K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge csvkit + conda install -c conda-forge intake ```
snorkel (πŸ₯ˆ30 Β· ⭐ 5.6K Β· πŸ’€) - A system for quickly generating training data with weak.. Apache-2 @@ -3650,7 +3621,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 390 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.4M / month Β· πŸ“¦ 390 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3659,22 +3630,6 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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Intake (πŸ₯ˆ30 Β· ⭐ 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 21.09.2023): - - ``` - git clone https://github.com/intake/intake - ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 45K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): - ``` - pip install intake - ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 490K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge intake - ``` -
pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 - [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 660 Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.06.2023): @@ -3682,7 +3637,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 410K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3693,24 +3648,24 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰27 Β· ⭐ 2.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 69 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 70 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 21K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 38K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
camelot (πŸ₯‰25 Β· ⭐ 2.3K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 370 Β· πŸ“‹ 290 - 62% open Β· ⏱️ 24.09.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 380 Β· πŸ“‹ 290 - 63% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.9K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3722,31 +3677,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 630 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 600 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT +
excalibur (πŸ₯‰19 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 960 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
Upgini (πŸ₯‰19 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 29.09.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.7K / month Β· ⏱️ 27.09.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.2K / month Β· ⏱️ 03.10.2023): ``` pip install upgini ``` @@ -3758,7 +3713,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 380 / month Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 360 / month Β· ⏱️ 28.08.2023): ``` pip install squirrel-core ``` @@ -3769,7 +3724,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... -- xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 +- xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ31 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT @@ -3777,7 +3732,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 -- pyexcel-xlsx (πŸ₯‰24 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 +- pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - borb (πŸ₯‰20 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 780 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 @@ -3790,14 +3745,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡47 Β· ⭐ 32K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡46 Β· ⭐ 32K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 540K Β· πŸ“¦ 8.1K Β· πŸ“‹ 8.2K - 10% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 540K Β· πŸ“¦ 8.1K Β· πŸ“‹ 8.2K - 10% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 9.4M / month Β· πŸ“¦ 290 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 10M / month Β· πŸ“¦ 290 Β· ⏱️ 07.09.2023): ``` pip install apache-airflow ``` @@ -3812,12 +3767,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.5M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.6M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): ``` pip install celery ``` @@ -3828,28 +3783,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 650K / month Β· πŸ“¦ 140 Β· ⏱️ 21.09.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 640K / month Β· πŸ“¦ 140 Β· ⏱️ 29.09.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 530K Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 530K Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.1K - 68% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 68% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 29.08.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 180 Β· ⏱️ 03.10.2023): ``` pip install apache-beam ``` @@ -3858,41 +3813,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge apache-beam-with-aws ```
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Dagster (πŸ₯‡41 Β· ⭐ 8.5K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 8.6K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 30% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 30% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 620K / month Β· πŸ“¦ 130 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 130 Β· ⏱️ 04.10.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 03.10.2023): ``` conda install -c conda-forge dagster ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.8K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 41 Β· ⏱️ 21.09.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 42 Β· ⏱️ 28.09.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 720K Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 720K Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ39 Β· ⭐ 3.4K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 340K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 340K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/joblib/joblib @@ -3906,14 +3861,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ38 Β· ⭐ 9.1K) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ38 Β· ⭐ 9.2K) - Simple job queues for Python. BSD-3 - [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 23.09.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` @@ -3924,12 +3879,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 500K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 510K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): ``` pip install luigi ``` @@ -3938,26 +3893,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 8.7K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
Kedro (πŸ₯ˆ37 Β· ⭐ 8.9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 370K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 390K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): ``` pip install kedro ```
dbt (πŸ₯ˆ37 Β· ⭐ 7.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.5K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4.5K - 10% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.5K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4.5K - 10% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): ``` pip install dbt ``` @@ -3968,7 +3923,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ34 Β· ⭐ 6.9K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/activeloopai/Hub @@ -3985,7 +3940,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.1M / month Β· πŸ“¦ 85 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.2M / month Β· πŸ“¦ 85 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -4001,7 +3956,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 86K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 89K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -4010,38 +3965,38 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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zenml (πŸ₯ˆ30 Β· ⭐ 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ31 Β· ⭐ 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 330 Β· πŸ“₯ 1 Β· πŸ“¦ 180 Β· πŸ“‹ 230 - 14% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 330 Β· πŸ“₯ 1 Β· πŸ“¦ 190 Β· πŸ“‹ 230 - 14% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 7.8K / month Β· πŸ“¦ 2 Β· ⏱️ 27.09.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.1K / month Β· πŸ“¦ 2 Β· ⏱️ 27.09.2023): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 390 - 5% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 27.09.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 04.10.2023): ``` pip install whylogs ```
mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 15.09.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 270K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` @@ -4057,7 +4012,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 20K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 19K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -4069,11 +4024,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.1K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.5K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 75K Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 76K Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge ploomber ``` @@ -4090,18 +4045,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install pyfunctional ```
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arq (πŸ₯‰27 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
arq (πŸ₯‰26 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT - [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 450 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 71K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 74K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.8K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4113,27 +4068,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 11K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ```
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Pypeline (πŸ₯‰24 Β· ⭐ 1.5K) - Concurrent data pipelines in Python . MIT - -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 90 Β· πŸ“¦ 110 Β· πŸ“‹ 68 - 30% open Β· ⏱️ 22.03.2023): - - ``` - git clone https://github.com/cgarciae/pypeln - ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 24K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): - ``` - pip install pypeln - ``` -- [Conda](https://anaconda.org/conda-forge/pypeln) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pypeln - ``` -
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT - [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 76 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 05.09.2023): @@ -4141,7 +4080,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.9K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ``` @@ -4153,11 +4092,27 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 110K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 120K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ```
+
Pypeline (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT + +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 90 Β· πŸ“¦ 110 Β· πŸ“‹ 68 - 30% open Β· ⏱️ 22.03.2023): + + ``` + git clone https://github.com/cgarciae/pypeln + ``` +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 26K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): + ``` + pip install pypeln + ``` +- [Conda](https://anaconda.org/conda-forge/pypeln) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pypeln + ``` +
pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 180 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): @@ -4165,7 +4120,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.7K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.8K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4176,7 +4131,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/analysiscenter/batchflow @@ -4193,7 +4148,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 990 / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4202,28 +4157,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 100 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 52 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` - pip install d6tflow + pip install mara-pipelines ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Databolt Flow (πŸ₯‰17 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 120 / month Β· ⏱️ 22.01.2019): ``` - pip install mara-pipelines + pip install d6tflow ```
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT @@ -4233,7 +4188,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 150K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 170K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4245,7 +4200,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 36 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 34 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4272,7 +4227,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 940K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 950K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4286,23 +4241,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyyaml ```
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XlsxWriter (πŸ₯‰36 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 620 Β· πŸ“¦ 67K Β· πŸ“‹ 890 - 1% open Β· ⏱️ 24.09.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 610 Β· πŸ“¦ 67K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 01.10.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 13M / month Β· πŸ“¦ 3.9K Β· ⏱️ 24.09.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 13M / month Β· πŸ“¦ 4K Β· ⏱️ 01.10.2023): ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge xlsxwriter ```
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jmespath (πŸ₯‰33 Β· ⭐ 1.9K) - JMESPath is a query language for JSON. MIT +
jmespath (πŸ₯‰33 Β· ⭐ 1.9K Β· πŸ’€) - JMESPath is a query language for JSON. MIT - [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 35% open Β· ⏱️ 31.03.2023): @@ -4324,18 +4279,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡35 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 200 Β· πŸ“¦ 8.2K Β· πŸ“‹ 260 - 26% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 200 Β· πŸ“¦ 8.2K Β· πŸ“‹ 260 - 25% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 810 Β· ⏱️ 12.09.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 810 Β· ⏱️ 04.10.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 340K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 350K Β· ⏱️ 05.10.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4358,7 +4313,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ32 Β· ⭐ 52) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 52) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰24 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4367,36 +4322,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡40 Β· ⭐ 4.9K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 830K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 28.09.2023): ``` - git clone https://github.com/python-attrs/attrs + git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 120M / month Β· πŸ“¦ 18K Β· ⏱️ 16.04.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 55M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): ``` - pip install attrs + pip install more-itertools ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 32M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 13M Β· ⏱️ 03.08.2023): ``` - conda install -c conda-forge attrs + conda install -c conda-forge more-itertools ```
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more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT +
attrs (πŸ₯‡39 Β· ⭐ 4.9K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 840K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 03.10.2023): ``` - git clone https://github.com/more-itertools/more-itertools + git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 54M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 120M / month Β· πŸ“¦ 18K Β· ⏱️ 16.04.2023): ``` - pip install more-itertools + pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 13M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 32M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge more-itertools + conda install -c conda-forge attrs ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.3K Β· πŸ’€) - A functional standard library for Python. BSD-3 @@ -4431,50 +4386,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
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boltons (πŸ₯ˆ32 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.3K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.4K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): ``` - git clone https://github.com/mahmoud/boltons + git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): ``` - pip install boltons + pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge boltons + conda install -c conda-forge dependency_injector ```
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python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +
boltons (πŸ₯ˆ31 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.4K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.3K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): ``` - git clone https://github.com/ets-labs/python-dependency-injector + git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.9M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): ``` - pip install dependency-injector + pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dependency_injector + conda install -c conda-forge boltons ```
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returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯ˆ31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 410 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 420 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 120K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 130K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.1K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.2K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4506,7 +4461,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 390K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge funcy ``` @@ -4518,11 +4473,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 62K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 63K Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge ubelt ``` @@ -4543,12 +4498,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 92K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 94K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4561,9 +4516,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ34 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 6.7K Β· πŸ“₯ 66K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 6.7K Β· πŸ“₯ 67K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/micropython/micropython @@ -4584,7 +4539,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰17 Β· ⭐ 950 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- stackless (πŸ₯‰17 Β· ⭐ 960 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4595,44 +4550,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 590K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 590K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 69M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 70M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 25M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 26M Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge pygments ```
cookiecutter (πŸ₯‡40 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 840 - 25% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 840 - 25% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.6K Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.6K Β· ⏱️ 29.09.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 860K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 860K Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.3K Β· πŸ“¦ 860K Β· πŸ“‹ 310 - 9% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.3K Β· πŸ“¦ 860K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 88M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 90M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4643,7 +4598,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 660K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 670K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4657,7 +4612,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
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py4j (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 +
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 - [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 30K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): @@ -4668,7 +4623,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4680,7 +4635,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 61M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 58M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4705,7 +4660,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
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wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K Β· πŸ“‰) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 23% open Β· ⏱️ 25.07.2023): @@ -4723,28 +4678,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ33 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 87M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 92M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 22M Β· ⏱️ 26.08.2023): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 23M Β· ⏱️ 26.08.2023): ``` conda install -c conda-forge pluggy ```
Copier (πŸ₯‰31 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 140 Β· πŸ“¦ 570 Β· πŸ“‹ 400 - 14% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 140 Β· πŸ“¦ 590 Β· πŸ“‹ 410 - 14% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 170K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): ``` pip install copier ``` @@ -4767,12 +4722,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰30 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.4K Β· πŸ“‹ 330 - 8% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.4K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 540K / month Β· πŸ“¦ 280 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 540K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4799,7 +4754,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
catalogue (πŸ₯‰28 Β· ⭐ 160) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 30K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 31K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/explosion/catalogue @@ -4808,40 +4763,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.1M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.2M Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge catalogue ```
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powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +
pyscreenshot (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/b-ryan/powerline-shell) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 740 Β· πŸ“¦ 110 Β· πŸ“‹ 290 - 40% open Β· ⏱️ 22.09.2022): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3K Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/b-ryan/powerline-shell + git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/powerline-shell) (πŸ“₯ 1.6K / month Β· πŸ“¦ 4 Β· ⏱️ 16.09.2018): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 510K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` - pip install powerline-shell + pip install pyscreenshot ```
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python-mss (πŸ₯‰27 Β· ⭐ 880) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰26 Β· ⭐ 880) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 27% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 670K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 660K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ```
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Send2Trash (πŸ₯‰27 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
Send2Trash (πŸ₯‰26 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 - [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 56 - 46% open Β· ⏱️ 03.05.2023): @@ -4857,21 +4812,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
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pyscreenshot (πŸ₯‰26 Β· ⭐ 470) - Python screenshot library, replacement for the Pillow ImageGrab.. BSD-2 - -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 2.9K Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/ponty/pyscreenshot - ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 510K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): - ``` - pip install pyscreenshot - ``` -
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Show 3 hidden projects... +
Show 4 hidden projects... -- openpyxl (πŸ₯‰25 Β· ⭐ 59) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +- openpyxl (πŸ₯‰25 Β· ⭐ 60) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰21 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-10-05_changes.md b/history/2023-10-05_changes.md new file mode 100644 index 0000000..31bacea --- /dev/null +++ b/history/2023-10-05_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- h5py (πŸ₯‡40 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- arrow (πŸ₯ˆ38 Β· ⭐ 8.4K Β· πŸ“ˆ) - Better dates & times for Python. Apache-2 +- pexpect (πŸ₯‡38 Β· ⭐ 2.4K Β· πŸ“ˆ) - A Python module for controlling interactive programs in a pseudo-.. ISC +- PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K Β· πŸ“ˆ) - A Python package to manage extremely large amounts of data. BSD-3 +- csvkit (πŸ₯ˆ33 Β· ⭐ 5.6K Β· πŸ“ˆ) - A suite of utilities for converting to and working with CSV, the king.. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- Airflow (πŸ₯‡46 Β· ⭐ 32K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K Β· πŸ“‰) - A lightweight library for converting complex objects to and from.. MIT +- attrs (πŸ₯‡39 Β· ⭐ 4.9K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- dill (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“‰) - serialize all of Python. BSD-3 +- typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ“‰) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT + diff --git a/history/2023-10-05_projects.csv b/history/2023-10-05_projects.csv new file mode 100644 index 0000000..82c4b49 --- /dev/null +++ b/history/2023-10-05_projects.csv @@ -0,0 +1,391 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-28 15:56:16.000,2023-09-28 15:56:15,426.0,30.0,2079,381.0,225.0,16.0,33.0,14503,2023-09-28 15:56:22.000,2023.09.28,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-28 17:01:42.000,2023-09-28 17:01:41,269.0,22.0,150,51.0,161.0,1.0,2.0,2022,2023-09-28 17:01:59.000,2023.09.28,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-09-28 15:56:04.000,2023-09-28 15:56:03,269.0,24.0,40,24.0,159.0,3.0,5.0,807,2023-09-28 15:56:11.000,2023.09.28,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-09-28 17:01:42.000,2023-09-28 17:01:41,269.0,22.0,150,51.0,161.0,1.0,2.0,2022,2023-09-28 17:01:59.000,2023.09.28,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-28 15:56:16.000,2023-09-28 15:56:15,426.0,30.0,2079,381.0,225.0,16.0,33.0,14503,2023-09-28 15:56:22.000,2023.09.28,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1660.0,322.0,13.0,73.0,38210,,,,128.0,0,True,16.0,16.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-09-28 15:56:16.000,2023-09-28 15:56:15,426.0,30.0,2079,381.0,225.0,16.0,33.0,14503,2023-09-28 15:56:22.000,2023.09.28,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-10-05 12:23:12.000,2023-10-05 07:02:33,33727.0,828.0,8386,600.0,12987.0,2178.0,9851.0,24668,2023-09-16 20:33:28.000,1.26.0,152.0,1675.0,53,True,2000310.0,1863235.0,numpy,conda-forge/numpy,842070.0,183495697.0,https://pypi.org/project/numpy,2023-09-16 19:58:18.000,137075.0,181861368.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,64946838.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-10-05 13:22:12.000,2023-10-05 08:45:43,15936.0,845.0,15170,2062.0,8342.0,883.0,4969.0,60927,2023-10-04 17:07:54.000,4.24.4,148.0,1168.0,52,True,523884.0,504249.0,protobuf,conda-forge/protobuf,35662361.0,155316023.0,https://pypi.org/project/protobuf,2023-10-04 17:07:54.000,16159.0,148108328.0,https://anaconda.org/conda-forge/protobuf,2023-09-26 14:10:16.501,15782277.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3476.0,6047494.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-10-05 13:33:43.000,2023-10-05 00:41:22,33393.0,622.0,16710,1127.0,30072.0,3593.0,21774.0,39910,2023-09-20 21:03:54.000,2.1.1,119.0,3464.0,52,True,1392914.0,1320527.0,pandas,conda-forge/pandas,219215.0,137936096.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,72387.0,136702965.0,https://anaconda.org/conda-forge/pandas,2023-10-02 05:16:31.167,44324738.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-10-05 13:08:27.000,2023-10-04 22:33:12,54044.0,225.0,23739,1943.0,49880.0,829.0,31195.0,58776,2023-09-12 13:24:22.000,8.4.0,334.0,6786.0,48,True,33976.0,29904.0,ansible,conda-forge/ansible,,4451933.0,https://pypi.org/project/ansible,2023-09-28 14:41:49.000,4072.0,4428598.0,https://anaconda.org/conda-forge/ansible,2023-09-12 15:30:15.987,956737.0,1.0,,,,,,,,,,,,,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-10-05 09:57:01.000,2023-10-04 18:14:05,5456.0,201.0,1775,240.0,695.0,165.0,2909.0,8340,2023-10-03 19:25:53.000,1.28.59,1401.0,149.0,48,True,382149.0,364320.0,boto3,conda-forge/boto3,,858578311.0,https://pypi.org/project/boto3,2023-10-04 19:37:27.000,17829.0,858157818.0,https://anaconda.org/conda-forge/boto3,2023-10-05 01:32:51.208,17240239.0,1.0,,,,,,,,,,,,,,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-10-05 12:45:40.000,2023-10-05 12:39:31,10972.0,392.0,1674,124.0,7368.0,38.0,2274.0,5816,2023-09-19 16:31:56.000,41.0.4,118.0,298.0,47,True,571280.0,549848.0,cryptography,conda-forge/cryptography,,239331782.0,https://pypi.org/project/cryptography,2023-09-19 16:31:56.000,21432.0,238220991.0,https://anaconda.org/conda-forge/cryptography,2023-09-21 14:49:15.133,43320865.0,1.0,,,,,,,,,,,,,,,,,,, +13,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-10-05 13:33:16.000,2023-10-05 11:14:37,21620.0,1301.0,12741,764.0,23141.0,847.0,7328.0,32420,2023-10-02 23:29:57.000,helm-chart/1.11.0,164.0,3012.0,46,True,8396.0,8106.0,apache-airflow,conda-forge/airflow,544823.0,11642661.0,https://pypi.org/project/apache-airflow,2023-09-07 16:47:41.000,290.0,9996401.0,https://anaconda.org/conda-forge/airflow,2023-09-11 13:24:45.987,950372.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-09-07 17:43:29.792259,474.0,164866018.0,-1.0,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-10-04 16:32:01.000,2023-10-04 16:32:01,12333.0,77.0,4549,475.0,3079.0,634.0,4343.0,22295,2023-09-03 20:16:15.000,5.3.4,201.0,1310.0,46,True,127644.0,112587.0,celery,conda-forge/celery,,7645718.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15057.0,7609926.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1431702.0,1.0,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-10-04 21:40:40.000,2023-09-01 21:20:27,2402.0,53.0,1358,184.0,1071.0,91.0,1421.0,14330,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1470791.0,1396130.0,click,conda-forge/click,104.0,165930987.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74661.0,164858127.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,31112905.0,1.0,,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-10-05 08:21:41.000,2023-10-04 18:36:15,2519.0,316.0,1437,101.0,3087.0,339.0,2853.0,15881,2023-09-28 07:08:34.000,2.4.2,123.0,415.0,45,True,270508.0,262038.0,pydantic,conda-forge/pydantic,,117147533.0,https://pypi.org/project/pydantic,2023-09-28 07:08:34.000,8470.0,116988283.0,https://anaconda.org/conda-forge/pydantic,2023-09-28 09:17:13.969,6210776.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-10-03 09:49:01.000,2023-09-30 14:09:52,3849.0,61.0,1659,542.0,1026.0,190.0,1037.0,44943,2023-09-30 14:13:00.000,13.6.0,189.0,227.0,44,True,132508.0,127316.0,rich,conda-forge/rich,,32477563.0,https://pypi.org/project/rich,2023-09-30 14:10:36.000,5192.0,32344975.0,https://anaconda.org/conda-forge/rich,2023-09-30 19:12:41.298,5170946.0,1.0,,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-10-05 06:33:13.000,2023-10-04 18:13:44,11538.0,234.0,3858,576.0,3509.0,523.0,3948.0,14321,2023-10-03 19:25:47.000,1.29.59,1808.0,425.0,44,True,3059.0,3.0,awscli,conda-forge/awscli,1477.0,140789657.0,https://pypi.org/project/awscli,2023-10-04 19:37:20.000,3056.0,140246925.0,https://anaconda.org/conda-forge/awscli,2023-10-05 01:42:06.281,21165573.0,1.0,,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-10-05 10:44:06.000,2023-10-05 06:41:17,2250.0,49.0,2406,324.0,1449.0,183.0,1366.0,11802,2023-09-26 06:51:15.000,5.0.1,118.0,412.0,44,True,27610.0,,redis,conda-forge/redis-py,,29941492.0,https://pypi.org/project/redis,2023-09-26 06:51:15.000,27610.0,29914165.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1093092.0,1.0,,,,,,,,,,,,,,,,,,, +20,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-10-04 19:54:15.000,2023-10-04 19:54:07,16580.0,154.0,1202,91.0,681.0,175.0,7307.0,7808,2023-09-18 21:15:03.000,rel_2_0_21,291.0,656.0,44,True,689753.0,642271.0,SQLAlchemy,conda-forge/sqlalchemy,45853.0,92604426.0,https://pypi.org/project/SQLAlchemy,2023-09-18 21:14:54.000,47482.0,92212892.0,https://anaconda.org/conda-forge/sqlalchemy,2023-09-19 08:16:13.285,13280380.0,1.0,,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-10-05 04:48:05.000,2023-10-05 04:48:05,10307.0,279.0,1018,65.0,2005.0,141.0,903.0,1335,2023-10-04 19:37:11.000,1.31.60,1799.0,197.0,44,True,283584.0,275061.0,botocore,conda-forge/botocore,,359588273.0,https://pypi.org/project/botocore,2023-10-04 19:37:11.000,8523.0,358913299.0,https://anaconda.org/conda-forge/botocore,2023-10-04 21:52:51.454,23624092.0,1.0,,,,,,,,,,,,,,,,,,, +22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-10-05 13:26:54.000,2023-10-05 13:26:44,119056.0,1354.0,27800,1501.0,44872.0,8617.0,57874.0,56004,2020-07-22 03:00:52.000,0.0.6,11.0,2634.0,43,True,11.0,3.0,cpython,conda-forge/typing,,125221.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,93533.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2883655.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-10-05 10:34:52.000,2023-09-28 18:23:35,3570.0,93.0,2294,278.0,3725.0,594.0,1905.0,17256,2023-09-06 15:38:14.000,2.14.5,76.0,526.0,43,True,26519.0,25847.0,datasets,conda-forge/datasets,,7132192.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,672.0,7118080.0,https://anaconda.org/conda-forge/datasets,2023-09-12 20:47:33.880,479808.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-09-21 20:44:01.554,2023-09-20 14:41:31,3421.0,48.0,1808,223.0,1243.0,17.0,651.0,16325,2023-09-20 14:43:08.000,19.6.2,306.0,539.0,43,True,177446.0,174277.0,Faker,conda-forge/faker,,10417660.0,https://pypi.org/project/Faker,2023-09-20 14:42:53.000,3169.0,10396336.0,https://anaconda.org/conda-forge/faker,2023-09-21 20:44:01.554,852985.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-10-05 13:29:44.000,2023-10-05 13:18:02,15179.0,385.0,1322,156.0,6167.0,546.0,3633.0,12946,2023-09-29 15:31:51.000,2.13.4,235.0,321.0,43,True,3958.0,3813.0,prefect,conda-forge/prefect,,650246.0,https://pypi.org/project/prefect,2023-09-29 15:31:51.000,145.0,637271.0,https://anaconda.org/conda-forge/prefect,2023-09-29 17:56:10.152,531997.0,1.0,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-10-05 08:04:25.000,2023-09-30 07:17:15,6520.0,90.0,548,31.0,784.0,401.0,1364.0,1413,2023-08-06 15:15:44.000,2.16.1,61.0,805.0,43,True,627489.0,590388.0,pygments,conda-forge/pygments,,70415981.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37101.0,69724694.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,25577635.0,1.0,,,,,,,,,,,,,,,,,,, +27,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-10-05 04:59:36.000,2023-10-01 01:54:48,3016.0,28.0,3150,640.0,2399.0,161.0,2162.0,21172,2023-05-26 17:35:41.785,23.5.26,35.0,656.0,42,True,74490.0,73904.0,flatbuffers,conda-forge/flatbuffers,275262.0,14620920.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,315.0,13594912.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,862742.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,271.0,1013858.0,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-10-05 13:10:48.000,2023-10-03 15:35:23,10804.0,381.0,947,174.0,6776.0,1878.0,4598.0,17727,2023-09-26 17:29:16.000,3.86.0,3910.0,235.0,42,True,7500.0,6547.0,pulumi,,1034336.0,2074898.0,https://pypi.org/project/pulumi,2023-09-26 17:30:52.000,138.0,820601.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-09-26 17:30:04.528,815.0,1199859.0,,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-10-01 22:39:48.000,2023-09-24 00:00:44,3958.0,18.0,1943,317.0,765.0,986.0,775.0,8528,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,96960.0,84028.0,paramiko,conda-forge/paramiko,,47056027.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12932.0,46957384.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3847092.0,2.0,,,,,,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-10-05 13:35:52.000,2023-10-05 00:18:54,40578.0,963.0,4029,259.0,22716.0,4224.0,1941.0,7165,2023-08-30 16:14:12.000,2.50.0,96.0,1566.0,42,True,180.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6795287.0,https://pypi.org/project/apache-beam,2023-10-03 17:52:07.000,178.0,6793120.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-09-07 10:54:52.034,54198.0,1.0,,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-10-03 01:43:03.000,2023-08-21 13:31:57,3338.0,29.0,1661,195.0,1572.0,440.0,1213.0,6395,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,72395.0,68575.0,docker,conda-forge/docker-py,685.0,36224525.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,36130569.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3758035.0,2.0,,,,,,,,,,,,,,,,,,, +32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-10-04 23:26:36.000,2023-10-04 23:26:34,29585.0,715.0,1479,299.0,7774.0,151.0,3534.0,4345,2023-10-02 18:52:25.000,google-cloud-texttospeech-v2.14.2,100.0,445.0,42,True,1961.0,,google-cloud-storage,conda-forge/google-cloud-storage,,53943785.0,https://pypi.org/project/google-cloud-storage,2023-09-19 18:33:42.000,1961.0,53843975.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-09-20 18:28:32.621,3892621.0,1.0,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-10-05 08:51:43.000,2023-10-04 22:39:45,15597.0,729.0,2482,372.0,23703.0,1026.0,7641.0,3847,2023-10-04 22:54:42.000,azure-ai-ml_1.11.0,100.0,630.0,42,True,3000.0,2315.0,azure-storage-blob,conda-forge/azure-storage-blob,,41583064.0,https://pypi.org/project/azure-storage-blob,2023-09-25 23:08:21.000,685.0,41557345.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-09-26 02:18:02.761,1028781.0,1.0,,,,,,,,,,,,,,,,,,, +34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-10-03 05:34:28.000,2023-09-29 04:43:16,4415.0,156.0,4995,712.0,3825.0,194.0,6903.0,30588,2023-09-21 15:55:50.000,2.22.0,144.0,472.0,41,True,1526.0,279.0,docker-compose,conda-forge/docker-compose,107622118.0,3544745.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1647473.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,366631.0,2.0,,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-09-27 12:45:08.000,2023-09-27 12:44:53,4547.0,20.0,1370,198.0,469.0,1.0,2314.0,10336,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,27183.0,23469.0,peewee,conda-forge/peewee,,1248300.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3714.0,1233655.0,https://anaconda.org/conda-forge/peewee,2023-09-23 12:49:13.334,556547.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-10-05 13:38:47.000,2023-10-05 13:38:45,16000.0,1090.0,1044,102.0,10295.0,1922.0,4307.0,8579,2023-10-04 22:28:18.000,1.5.1,575.0,347.0,41,True,1669.0,1542.0,dagster,conda-forge/dagster,,665621.0,https://pypi.org/project/dagster,2023-10-04 21:51:24.000,127.0,640916.0,https://anaconda.org/conda-forge/dagster,2023-10-03 01:51:10.092,1012918.0,1.0,,,,,,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-10-03 00:00:54.000,2023-09-26 03:46:54,2565.0,53.0,571,61.0,335.0,32.0,755.0,4250,2023-09-20 14:45:28.000,4.19.1,98.0,109.0,41,True,473182.0,454410.0,jsonschema,conda-forge/jsonschema,74.0,99043673.0,https://pypi.org/project/jsonschema,2023-09-20 14:45:24.000,18772.0,98381765.0,https://anaconda.org/conda-forge/jsonschema,2023-09-20 17:02:37.102,23828636.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +38,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-10-05 13:35:42.000,2023-10-05 12:58:13,7542.0,804.0,1173,136.0,6363.0,1045.0,4062.0,20686,2023-10-04 12:31:01.000,py-0.19.7,314.0,283.0,40,True,4309.0,4032.0,polars,,,2387480.0,https://pypi.org/project/polars,2023-10-04 14:21:11.000,277.0,2387480.0,,,,1.0,,,,,,,,,,,,,,,,,,, +39,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-10-04 10:05:51.000,2023-09-29 12:49:57,3027.0,34.0,1917,226.0,1105.0,210.0,629.0,20355,2023-09-29 13:07:23.000,2.4.0,40.0,311.0,40,True,24249.0,22657.0,cookiecutter,conda-forge/cookiecutter,,2798573.0,https://pypi.org/project/cookiecutter,2023-09-29 13:07:23.000,1592.0,2768757.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-29 16:10:18.671,864682.0,1.0,,,,,,,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-10-05 07:31:45.000,2023-10-04 16:38:14,12813.0,12.0,3028,608.0,3521.0,978.0,3904.0,16295,2023-06-17 17:37:56.000,2.2.1,44.0,594.0,40,True,11605.0,10999.0,kivy,conda-forge/kivy,33249.0,124874.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,606.0,116656.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,324365.0,1.0,,,,,,,,,,,,,,,,,,, +41,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-10-03 07:18:08.000,2023-10-03 07:18:07,3246.0,40.0,628,81.0,1007.0,160.0,1035.0,6680,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,40,True,110089.0,99795.0,marshmallow,conda-forge/marshmallow,,30159569.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10294.0,30107296.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2090921.0,2.0,,,,,,,,,,,,,-1.0,,,,,, +42,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-10-05 07:28:47.000,2023-10-05 06:18:34,1553.0,28.0,1181,403.0,1275.0,59.0,991.0,4038,2023-09-22 10:43:57.000,8.10.0,134.0,198.0,40,True,47201.0,41088.0,elasticsearch,conda-forge/elasticsearch,3506.0,14516164.0,https://pypi.org/project/elasticsearch,2023-09-22 10:25:10.000,6113.0,14493565.0,https://anaconda.org/conda-forge/elasticsearch,2023-09-22 16:40:10.042,922600.0,1.0,,,,,,,,,,,,,,,,,,, +43,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-09-28 19:19:08.000,2023-09-28 19:19:08,1541.0,74.0,256,39.0,491.0,25.0,259.0,3212,2023-08-04 13:37:51.000,10.1.0,44.0,108.0,40,True,202731.0,193831.0,more-itertools,conda-forge/more-itertools,2801.0,55338887.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8900.0,55017512.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12853679.0,1.0,,,,,,,,,,,,,,,,,,, +44,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-10-04 20:24:49.000,2023-10-04 20:24:49,4773.0,126.0,972,108.0,3652.0,1169.0,2903.0,3171,2023-09-26 09:23:31.000,2023.9.0,83.0,452.0,40,True,22714.0,20749.0,xarray,conda-forge/xarray,,3946131.0,https://pypi.org/project/xarray,2023-09-26 09:23:31.000,1965.0,3712692.0,https://anaconda.org/conda-forge/xarray,2023-09-26 15:52:04.896,9104157.0,1.0,,,,,,,,,,,,,,,,,,, +45,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-10-02 03:50:23.000,2023-10-02 03:50:14,1170.0,20.0,260,26.0,168.0,31.0,285.0,1954,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,891555.0,859374.0,pyparsing,conda-forge/pyparsing,8304.0,91255455.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32181.0,89613857.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,39395099.0,1.0,,,,,,,,,,,,,,,,,,, +46,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-10-05 12:02:18.000,2023-10-04 09:14:20,4288.0,20.0,503,57.0,884.0,252.0,1199.0,1931,2023-06-20 09:17:29.999,3.9.0,37.0,196.0,40,True,249264.0,234396.0,h5py,conda-forge/h5py,2829.0,15539358.0,https://pypi.org/project/h5py,2023-06-20 09:17:29.999,14868.0,15207655.0,https://anaconda.org/conda-forge/h5py,2023-09-24 12:26:12.703,13266744.0,1.0,,,,,,,,,,,,,1.0,,,,,, +47,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-10-05 13:36:45.000,2023-10-04 21:02:01,11607.0,411.0,1380,78.0,6926.0,149.0,1618.0,8877,2023-09-29 00:06:27.000,0.17.20,248.0,410.0,39,True,42.0,,great_expectations,conda-forge/great-expectations,,13403018.0,https://pypi.org/project/great_expectations,2023-09-28 22:48:49.000,42.0,13385505.0,https://anaconda.org/conda-forge/great-expectations,2023-09-29 01:18:28.436,718049.0,2.0,,,,,,,,,,,,,,,,,,, +48,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,3.0,1425,228.0,482.0,15.0,627.0,7387,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,186580.0,186188.0,PyMySQL,conda-forge/pymysql,,43985280.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,43953931.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1222615.0,2.0,,,,,,,,,,,,,,,,,,, +49,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-09-28 11:30:49.000,2023-08-09 16:44:53,2166.0,9.0,1359,149.0,963.0,297.0,1187.0,5325,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,21165.0,19750.0,kafka-python,conda-forge/kafka-python,1832.0,6831291.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1415.0,6825860.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,416961.0,2.0,,,,,,,,,,,,,,,,,,, +50,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-10-03 07:08:45.000,2023-10-03 07:08:44,1362.0,34.0,365,66.0,534.0,119.0,540.0,4907,2023-04-16 10:50:23.776,23.1.0,27.0,147.0,39,True,856938.0,838827.0,attrs,conda-forge/attrs,,123491750.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18111.0,123086079.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,32048047.0,1.0,,,,,,,,,,,,,-1.0,,,,,, +51,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-10-04 19:58:05.000,2023-10-04 19:58:04,5422.0,85.0,1135,241.0,1381.0,9.0,,3928,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20080.0,,pymongo,conda-forge/pymongo,,22524176.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20080.0,22491583.0,https://anaconda.org/conda-forge/pymongo,2023-09-24 10:48:18.343,1271165.0,2.0,,,,,,,,,,,,,,,,,,, +52,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-09-29 12:07:04.000,2023-09-29 12:07:04,1489.0,14.0,384,60.0,703.0,400.0,461.0,3445,2023-08-09 09:27:06.000,1.3.2,110.0,125.0,39,True,344172.0,337879.0,joblib,conda-forge/joblib,,38468798.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6293.0,37900888.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,22148507.0,2.0,,,,,,,,,,,,,,,,,,, +53,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-10-03 12:45:27.000,2023-10-03 09:39:35,3069.0,22.0,491,73.0,291.0,19.0,1242.0,3039,2023-10-03 12:45:27.000,2.9.9,62.0,133.0,39,False,718095.0,656588.0,psycopg2,psycopg2,,15056019.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61487.0,15053519.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,237510.0,2.0,,,,,,,,,,,,,,,20.0,,,, +54,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-09-29 18:32:07.000,2023-08-29 22:07:06,320.0,4.0,469,54.0,256.0,265.0,305.0,2279,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1025251.0,948925.0,pyyaml,conda-forge/pyyaml,,224826951.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76326.0,223773513.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,38977227.0,1.0,,,,,,,,,,,,,,,,,,, +55,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-10-04 22:21:05.000,2023-06-06 19:08:37,1575.0,,442,45.0,627.0,341.0,399.0,2130,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1195818.0,1191545.0,python-dateutil,conda-forge/python-dateutil,35043.0,219153003.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,218596973.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,49456484.0,1.0,,,,,,,,,,,,,,,,,,, +56,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-10-04 20:21:31.000,2023-10-04 19:07:54,2214.0,48.0,273,21.0,792.0,200.0,389.0,657,2023-09-22 18:31:44.000,2023.9.2,72.0,199.0,39,True,66055.0,65320.0,fsspec,conda-forge/fsspec,,124623591.0,https://pypi.org/project/fsspec,2023-09-22 18:31:44.000,735.0,124272221.0,https://anaconda.org/conda-forge/fsspec,2023-09-22 21:21:00.663,14406201.0,1.0,,,,,,,,,,,,,,,,,,, +57,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-10-04 00:05:19.532,2023-10-03 20:19:56,1982.0,21.0,194,26.0,591.0,91.0,196.0,576,2023-10-03 20:20:12.000,5.11.2,47.0,110.0,39,True,374118.0,359411.0,traitlets,conda-forge/traitlets,217.0,33411377.0,https://pypi.org/project/traitlets,2023-10-03 20:20:06.000,14707.0,32778077.0,https://anaconda.org/conda-forge/traitlets,2023-10-04 00:05:19.532,23431661.0,1.0,,,,,,,,,,,,,,,,,,, +58,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-10-03 15:56:13.000,2023-08-29 10:07:13,6966.0,229.0,1225,344.0,238.0,39.0,444.0,13332,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,38,True,934.0,929.0,tink,,1093.0,136412.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,135932.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,466.0,,,,,,,,,,,,,, +59,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-10-03 10:23:35.000,2023-09-23 10:35:29,1796.0,7.0,1361,208.0,854.0,163.0,928.0,9150,2023-06-22 02:17:03.239,1.15.1,76.0,299.0,38,True,16410.0,14633.0,rq,conda-forge/rq,,1357220.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1777.0,1354444.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,97179.0,2.0,,,,,,,,,,,,,,,,,,, +60,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-09-13 11:43:49.000,2023-07-04 10:52:46,2705.0,,687,150.0,723.0,569.0,549.0,8587,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,36841266.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,36344490.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,18877491.0,2.0,,,,,,,,,,,,,,,,,,, +61,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-10-02 13:14:51.000,2023-09-30 22:03:06,1402.0,6.0,667,136.0,672.0,97.0,398.0,8381,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,38,True,75845.0,71062.0,arrow,conda-forge/arrow,,18996511.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4783.0,18928823.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,2707523.0,2.0,,,,,,,,,,,,,2.0,,,,,, +62,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-10-04 16:25:49.000,2023-10-04 16:25:49,1705.0,32.0,3262,140.0,869.0,110.0,1164.0,6015,2023-09-18 17:33:52.000,28.1.0,90.0,187.0,38,True,1410.0,,kubernetes,conda-forge/kubernetes,,17766210.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1410.0,17755157.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,453211.0,2.0,,,,,,,,,,,,,,,,,,, +63,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-09-30 17:25:27.000,2023-09-30 17:25:20,2850.0,36.0,454,64.0,204.0,64.0,497.0,2485,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,79626.0,77997.0,pycryptodomex,conda-forge/pycryptodomex,128.0,35385532.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1629.0,35347736.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1474034.0,2.0,,,,,,,,,,,,,,,,,,, +64,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-09-29 19:42:31.000,2023-09-29 19:42:31,1627.0,13.0,463,95.0,304.0,183.0,324.0,2426,2020-01-21 16:37:03.000,4.8.0,19.0,108.0,38,True,329862.0,313699.0,pexpect,conda-forge/pexpect,4364.0,38223719.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16163.0,38046171.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,15976150.0,1.0,,,,,,,,,,,,,1.0,,,,,, +65,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-09-16 21:31:40.000,2023-09-16 21:31:19,1741.0,34.0,197,19.0,127.0,101.0,897.0,2140,2023-08-31 17:27:27.000,rel_1_12_0,120.0,174.0,38,True,193392.0,181881.0,alembic,conda-forge/alembic,,32182371.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11511.0,32081298.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3739733.0,2.0,,,,,,,,,,,,,,,,,,, +66,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-28 13:18:30.000,2023-09-28 08:31:52,866.0,14.0,250,48.0,289.0,7.0,270.0,1788,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,107156.0,104848.0,msgpack,conda-forge/msgpack-python,1136.0,44368619.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,43980900.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,13957342.0,2.0,,,,,,,,,,,,,,,,,,, +67,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-10-03 16:34:39.000,2023-10-02 19:18:27,963.0,34.0,230,52.0,154.0,19.0,200.0,1526,2023-10-02 19:23:07.000,3.0.0,48.0,67.0,38,True,301146.0,290728.0,greenlet,conda-forge/greenlet,,67879039.0,https://pypi.org/project/greenlet,2023-10-02 19:23:07.000,10418.0,67774601.0,https://anaconda.org/conda-forge/greenlet,2023-06-16 13:23:03.030,8041796.0,1.0,,,,,,,,,,,,,,,,,,, +68,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-10-03 07:51:35.000,2023-10-02 22:13:28,897.0,53.0,108,27.0,279.0,58.0,266.0,1396,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,178764.0,178256.0,anyio,conda-forge/anyio,,46489520.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,46238680.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,10284474.0,1.0,,,,,,,,,,,,,,,,,,, +69,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-10-05 11:11:58.000,2023-10-05 10:27:23,4718.0,193.0,253,60.0,355.0,153.0,541.0,1229,2023-10-05 10:44:10.000,3.9.0,43.0,122.0,38,True,51566.0,49006.0,tables,conda-forge/pytables,176.0,808802.0,https://pypi.org/project/tables,2022-12-23 12:54:07.438,2560.0,641974.0,https://anaconda.org/conda-forge/pytables,2023-10-02 23:08:30.141,6506242.0,2.0,,,,,,,,,,,,,2.0,,,,,, +70,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-09-06 06:50:35.000,2023-02-13 20:24:46,287.0,,1407,378.0,163.0,144.0,174.0,25303,2022-12-12 20:38:05.885,0.5.0,10.0,59.0,37,True,27105.0,25282.0,fire,conda-forge/fire,,6764195.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1823.0,6754207.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,759124.0,2.0,,,,,,,,,,,,,,,,,,, +71,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-10-05 11:21:35.000,2023-10-05 11:06:13,4086.0,8.0,2376,480.0,2277.0,118.0,879.0,16829,2023-10-05 11:21:35.000,3.4.0,79.0,605.0,37,True,2629.0,2215.0,luigi,luigi,,509232.0,https://pypi.org/project/luigi,2023-05-04 09:51:02.002,412.0,509081.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,13970.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +72,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-10-02 00:20:18.000,2023-09-23 23:05:56,1604.0,25.0,1950,465.0,551.0,461.0,1307.0,14251,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,133.0,16.0,fabric,conda-forge/fabric,,4323303.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4321159.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,70776.0,3.0,,,,,,,,,,,,,,,,,,, +73,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-09-24 09:43:01.408,2023-08-11 17:25:03,926.0,1.0,555,229.0,239.0,86.0,252.0,9584,2023-07-20 16:25:44.046,0.4.0,78.0,57.0,37,True,99627.0,97722.0,uvloop,conda-forge/uvloop,422.0,6614616.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1905.0,6596679.0,https://anaconda.org/conda-forge/uvloop,2023-09-24 09:43:01.408,645602.0,2.0,,,,,,,,,,,,,,,,,,, +74,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-10-05 13:27:01.000,2023-10-05 10:39:44,2635.0,121.0,620,114.0,2831.0,794.0,3079.0,8993,2023-09-28 12:40:40.000,0.24.1,84.0,121.0,37,True,1189.0,1156.0,modin,conda-forge/modin-core,196715.0,1255457.0,https://pypi.org/project/modin,2023-09-28 12:34:58.000,33.0,1242278.0,https://anaconda.org/conda-forge/modin-core,2023-09-28 15:54:18.068,271541.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +75,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-10-05 12:52:28.000,2023-10-05 12:52:27,2419.0,111.0,810,107.0,1368.0,343.0,1169.0,8870,2023-08-31 10:35:56.000,0.18.13,45.0,208.0,37,True,1966.0,1901.0,kedro,,,385973.0,https://pypi.org/project/kedro,2023-08-31 10:35:56.000,65.0,385973.0,,,,2.0,,,,,,,,,,,,,,,,,,, +76,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-10-05 13:12:30.000,2023-10-05 13:12:28,6412.0,165.0,1323,133.0,3931.0,491.0,4043.0,7594,2023-10-02 18:01:17.000,1.6.5,173.0,299.0,37,True,3374.0,3344.0,dbt,conda-forge/dbt,2522.0,128910.0,https://pypi.org/project/dbt,2021-12-06 20:32:12.000,30.0,125784.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,248517.0,2.0,,,,,,,,,,,,,,,,dbt,,, +77,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,,374,35.0,227.0,40.0,226.0,6454,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,575242.0,566335.0,python-dotenv,conda-forge/python-dotenv,,31645932.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8907.0,31575909.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2730913.0,2.0,,,,,,,,,,,,,,,,,,, +78,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-10-04 06:58:22.000,2023-10-04 06:58:22,4085.0,3.0,1225,139.0,1104.0,377.0,1322.0,4059,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25184.0,21591.0,mongoengine,conda-forge/mongoengine,,975183.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3593.0,968943.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,224665.0,2.0,,,,,,,,,,,,,,,,,,, +79,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-20 05:55:14.000,2023-09-18 06:34:29,1033.0,10.0,818,423.0,383.0,159.0,1151.0,3702,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,37,True,10531.0,9548.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3483961.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,983.0,3483846.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8092.0,2.0,,,,,,,,,,,,,,,,,,, +80,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-10-04 10:48:00.000,2023-10-04 10:47:59,2256.0,47.0,634,60.0,1412.0,32.0,961.0,3591,2023-09-11 18:35:05.000,3.4.0,141.0,136.0,37,True,1293.0,1236.0,awswrangler,conda-forge/awswrangler,208445.0,29404477.0,https://pypi.org/project/awswrangler,2023-09-11 18:08:42.000,57.0,29389924.0,https://anaconda.org/conda-forge/awswrangler,2023-09-11 20:25:32.132,418688.0,2.0,,,,,,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,, +81,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-10-01 14:59:40.063,2023-10-01 10:06:31,1341.0,11.0,614,118.0,121.0,15.0,880.0,3338,2023-10-01 10:06:58.000,3.1.6,163.0,48.0,37,True,70784.0,66834.0,xlsxwriter,conda-forge/xlsxwriter,,13175463.0,https://pypi.org/project/xlsxwriter,2023-10-01 10:06:58.000,3950.0,13103830.0,https://anaconda.org/conda-forge/xlsxwriter,2023-10-01 14:59:40.063,2936959.0,3.0,,,,,,,,,,,,,,,,,,, +82,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-09-27 20:11:07.000,2023-09-18 04:04:57,2714.0,6.0,1184,199.0,1207.0,168.0,1792.0,3232,2023-05-05 16:39:25.000,4.2.0,42.0,223.0,37,True,4146.0,3882.0,netmiko,,,181191.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,181191.0,,,,3.0,,,,,,,,,,,,,,,,,,, +83,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-09-24 12:13:32.000,2023-09-24 12:13:32,1139.0,46.0,238,51.0,265.0,13.0,330.0,3036,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,37,True,15236.0,14103.0,cerberus,conda-forge/cerberus,,4240030.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1133.0,4235986.0,https://anaconda.org/conda-forge/cerberus,2023-06-16 13:23:29.896,347803.0,2.0,,,,,,,,,,,,,,,,,,, +84,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-08-13 04:53:26.000,2023-01-29 03:07:44,1874.0,,278,38.0,239.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,311942.0,294669.0,future,conda-forge/future,,32267215.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17273.0,32124898.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12381590.0,1.0,,,,,,,,,,,,,,,,,,, +85,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,False,1987650.0,1852087.0,six,conda-forge/six,,197498324.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135563.0,196959766.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,47931719.0,1.0,,,,,,,,,,,,,,,,,,, +86,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-10-04 21:43:58.000,2023-10-03 15:12:41,1692.0,24.0,258,53.0,1071.0,84.0,530.0,649,2023-10-03 15:16:10.000,3.12.0,149.0,132.0,37,True,23622.0,22501.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,32297026.0,https://pypi.org/project/google-cloud-bigquery,2023-10-03 15:16:10.000,1121.0,32227159.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-07-20 09:06:34.684,2724846.0,2.0,,,,,,,,,,,,,,,,,,, +87,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-10-02 17:12:50.000,2023-10-02 13:52:25,6829.0,32.0,1752,230.0,3057.0,714.0,2716.0,12100,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10117.0,9802.0,pysimplegui,conda-forge/pysimplegui,,352980.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,350491.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,124493.0,2.0,,,,,,,,,,,,,,,,,,, +88,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-10-02 12:55:42.807,2023-10-01 14:16:00,392.0,3.0,965,212.0,182.0,156.0,292.0,11118,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,30295.0,28860.0,schedule,conda-forge/schedule,,1671545.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1435.0,1670261.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,42378.0,3.0,,,,,,,,,,,,,,,,,,, +89,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7840,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,114705.0,102288.0,docopt,conda-forge/docopt,,10470610.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12417.0,10449081.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1937657.0,2.0,,,,,,,,,,,,,,,,,,, +90,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,25.0,505,136.0,234.0,4.0,457.0,6715,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15854.0,13219.0,sh,conda-forge/sh,,5367657.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2635.0,5362540.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,184216.0,2.0,,,,,,,,,,,,,,,,,,, +91,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-09-22 15:44:49.385,2023-07-28 08:24:09,1442.0,1.0,682,136.0,381.0,174.0,453.0,5988,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,36,True,117750.0,109642.0,watchdog,conda-forge/watchdog,,12248344.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8108.0,12186066.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2491152.0,2.0,,,,,,,,,,,,,,,,,,, +92,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-09-26 23:14:47.221,2023-09-20 23:23:27,607.0,24.0,174,33.0,84.0,2.0,342.0,4949,2023-09-08 16:08:05.000,3.9.7,114.0,22.0,36,True,60708.0,59620.0,orjson,conda-forge/orjson,,14868187.0,https://pypi.org/project/orjson,2023-09-08 16:08:16.000,1088.0,14845347.0,https://anaconda.org/conda-forge/orjson,2023-09-26 23:14:47.221,936476.0,2.0,,,,,,,,,,,,,,,,,,, +93,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-10-03 10:10:59.000,2023-10-03 10:10:50,1177.0,6.0,582,136.0,318.0,33.0,220.0,4281,2023-07-20 15:47:29.216,0.0.1,45.0,124.0,36,True,78421.0,77143.0,tablib,conda-forge/tablib,,1828885.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1278.0,1827781.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,91677.0,1.0,,,,,,,,,,,,,,,,,,, +94,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-10-05 02:52:10.000,2023-10-04 16:21:08,6476.0,812.0,446,80.0,4878.0,98.0,2218.0,3171,2023-10-02 17:04:07.000,7.0.0,57.0,200.0,36,True,649.0,600.0,ibis-framework,conda-forge/ibis-framework,98.0,109156.0,https://pypi.org/project/ibis-framework,2023-10-02 17:04:00.000,49.0,101461.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,307646.0,2.0,,,,,,,,,,,,,,,,,,, +95,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3055,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,134315.0,132113.0,sortedcontainers,conda-forge/sortedcontainers,,26374103.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2202.0,26245942.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11150043.0,1.0,,,,,,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-10-05 10:42:09.000,2023-10-05 10:08:02,2654.0,26.0,474,123.0,550.0,296.0,1492.0,2707,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30178.0,29539.0,xlwings,conda-forge/xlwings,18801.0,144909.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,639.0,128250.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,667626.0,1.0,,,,,,,,,,,,,,,,,,, +97,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-09-28 02:35:17.000,2023-08-17 19:25:44,249.0,28.0,144,36.0,65.0,49.0,64.0,2383,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,36,True,112791.0,110792.0,aiofiles,conda-forge/aiofiles,,53758394.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,1999.0,53746531.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,854165.0,2.0,,,,,,,,,,,,,,,,,,, +98,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-09-13 02:16:47.000,2023-09-13 02:16:10,997.0,8.0,172,23.0,150.0,169.0,326.0,1996,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,123610.0,119713.0,dill,conda-forge/dill,290940.0,37313027.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3897.0,37178872.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5269261.0,2.0,,,,,,,,,,,,,-1.0,,,,,, +99,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-10-04 20:55:59.000,2023-10-04 20:55:57,9921.0,227.0,931,86.0,1763.0,74.0,123.0,1962,2023-08-10 08:07:04.000,3.8.0,71.0,473.0,36,True,861.0,,apache-libcloud,,,185674.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,185674.0,,,,2.0,,,,,,,,,,,,,,,,,,, +100,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-10-05 03:09:26.839,2023-10-04 22:43:49,1054.0,49.0,202,26.0,159.0,68.0,196.0,1754,2023-10-04 22:45:27.000,6.6.0,73.0,78.0,36,True,9035.0,8223.0,deepdiff,conda-forge/deepdiff,,11923056.0,https://pypi.org/project/deepdiff,2023-10-04 22:36:09.000,812.0,11914418.0,https://anaconda.org/conda-forge/deepdiff,2023-10-05 03:09:26.839,345520.0,1.0,,,,,,,,,,,,,,,,,,, +101,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,183.0,237.0,1143,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,36,True,27145.0,25017.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4700134.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2128.0,4694067.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,515727.0,2.0,,,,,,,,,,,,,,,,,,, +102,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-10-03 16:06:51.000,2023-08-01 09:36:09,471.0,14.0,482,68.0,279.0,208.0,167.0,12180,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2349.0,16.0,typer,conda-forge/typer,,12519261.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12478430.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1714904.0,2.0,,,,,,,,,,,,,,,,,,, +103,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-09-25 11:56:54.509,2023-09-19 19:52:24,2430.0,6.0,1222,232.0,475.0,145.0,1002.0,7935,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11652.0,9696.0,supervisor,conda-forge/supervisor,,3038248.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,3030544.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,277365.0,3.0,,,,,,,,,,,,,,,,,,, +104,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-10-02 13:09:11.000,2023-09-30 23:24:34,824.0,28.0,362,70.0,265.0,230.0,291.0,5722,2020-07-24 18:17:05.000,2.1.2,54.0,93.0,35,True,23749.0,22524.0,pendulum,conda-forge/pendulum,166.0,14693454.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1225.0,14671917.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,839934.0,2.0,,,,,,,,,,,,,,,,,,, +105,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,106.0,95.0,87.0,162.0,5237,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,64003.0,58414.0,xmltodict,conda-forge/xmltodict,,28238641.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5589.0,28199535.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3363199.0,2.0,,,,,,,,,,,,,,,,,,, +106,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-09-20 19:24:35.000,2022-11-03 19:39:10,1206.0,,251,83.0,349.0,118.0,142.0,4342,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,116463.0,112998.0,toolz,conda-forge/toolz,,21271459.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,21063745.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18278915.0,2.0,,,,,,,,,,,,,,,,,,, +107,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-10-02 22:48:08.000,2023-10-02 22:48:07,892.0,11.0,368,88.0,266.0,26.0,316.0,4141,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,4434.0,,ujson,conda-forge/ujson,,8703045.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4434.0,8595694.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4294051.0,2.0,,,,,,,,,,,,,,,,,,, +108,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-03 23:49:38.000,2023-07-24 18:25:47,848.0,9.0,864,333.0,536.0,271.0,841.0,3420,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,35,True,7744.0,7299.0,confluent-kafka,conda-forge/python-confluent-kafka,,9620596.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,445.0,9598976.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,778352.0,2.0,,,,,,,,,,,,,,,,,,, +109,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-09-29 17:57:18.840,2023-09-29 15:40:42,1603.0,28.0,418,88.0,111.0,7.0,165.0,3311,2023-09-29 15:44:15.000,8.13.22,231.0,29.0,35,True,1434.0,,phonenumbers,conda-forge/phonenumbers,,4907584.0,https://pypi.org/project/phonenumbers,2023-09-29 15:44:15.000,1434.0,4879204.0,https://anaconda.org/conda-forge/phonenumbers,2023-09-29 17:57:18.840,823035.0,1.0,,,,,,,,,,,,,,,,,,, +110,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3257,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,780418.0,759032.0,colorama,conda-forge/colorama,,118788473.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21386.0,118499886.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,25972897.0,2.0,,,,,,,,,,,,,,,,,,, +111,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584,96.0,178.0,30.0,310.0,2986,,,21.0,83.0,35,True,682902.0,665700.0,pycparser,conda-forge/pycparser,,112774128.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17202.0,112368766.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,34861145.0,2.0,,,,,,,,,,,,,,,,,,, +112,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-09-22 20:48:50.508,2023-04-06 19:00:56,650.0,,330,66.0,122.0,19.0,175.0,1591,2023-04-06 20:37:12.554,3.19.1,106.0,42.0,35,True,133821.0,112886.0,simplejson,conda-forge/simplejson,6363.0,17278898.0,https://pypi.org/project/simplejson,2023-04-06 20:37:12.554,20935.0,17208110.0,https://anaconda.org/conda-forge/simplejson,2023-09-22 20:48:50.508,2899506.0,2.0,,,,,,,,,,,,,,,,,,, +113,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-09-14 06:35:17.000,2023-08-04 01:25:18,424.0,1.0,152,29.0,276.0,86.0,163.0,1440,2023-01-19 09:28:09.524,2.2.1,38.0,57.0,35,True,91685.0,88785.0,cloudpickle,conda-forge/cloudpickle,27.0,28988607.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2900.0,28826909.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14714569.0,2.0,,,,,,,,,,,,,,,,,,, +114,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,18.0,160,34.0,164.0,69.0,234.0,1159,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2410.0,,jsonpickle,conda-forge/jsonpickle,,9328628.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2410.0,9277926.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1521075.0,2.0,,,,,,,,,,,,,,,,,,, +115,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-10-05 06:32:06.000,2023-10-05 02:07:36,2109.0,137.0,420,18.0,1015.0,103.0,367.0,1035,2023-10-02 18:46:39.000,0.34,62.0,219.0,35,True,13438.0,12992.0,holidays,conda-forge/holidays,189.0,5969424.0,https://pypi.org/project/holidays,2023-10-02 18:56:36.000,446.0,5875292.0,https://anaconda.org/conda-forge/holidays,2023-10-02 21:37:16.554,3671133.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +116,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,78,15.0,35.0,35.0,46.0,279,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,35,True,1754140.0,1670956.0,pytz,conda-forge/pytz,,190554886.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83184.0,189248781.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,45713692.0,2.0,,,,,,,,,,,,,,,,,,, +117,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-09-26 23:34:33.362,2023-09-26 19:58:05,564.0,13.0,125,18.0,218.0,46.0,35.0,182,2023-09-26 21:26:08.000,0.7.0,35.0,36.0,35,True,245744.0,241393.0,s3transfer,conda-forge/s3transfer,,253808760.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4351.0,253340080.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,16872485.0,2.0,,,,,,,,,,,,,,,,,,, +118,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-10-05 10:37:18.000,2023-10-05 10:24:47,15216.0,301.0,6741,726.0,5566.0,1673.0,3612.0,17278,2023-04-26 15:20:33.000,1.20.0,14.0,598.0,34,True,14.0,,micropython-_markupbase,,66532.0,899.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +119,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-09-28 23:45:56.000,2023-09-13 03:11:12,2773.0,14.0,598,149.0,484.0,228.0,992.0,11194,2023-09-14 02:43:05.000,1.10.0,219.0,63.0,34,True,2288.0,2242.0,dearpygui,,,36526.0,https://pypi.org/project/dearpygui,2023-09-13 02:53:14.000,46.0,36526.0,,,,2.0,,,,,,,,,,,,,,,,,,, +120,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-10-05 12:08:58.000,2023-10-05 12:08:57,8325.0,503.0,524,84.0,2160.0,51.0,386.0,6926,2023-10-04 17:52:38.000,3.7.3,154.0,119.0,34,True,2439.0,2385.0,hub,,,2996.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,2996.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +121,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-10-05 03:00:24.000,2023-10-05 03:00:24,1185.0,10.0,326,41.0,479.0,486.0,493.0,3848,2023-08-11 03:44:09.000,0.20.0,151.0,122.0,34,True,6448.0,6355.0,tortoise-orm,conda-forge/tortoise-orm,13.0,97146.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,96597.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15374.0,2.0,,,,,,,,,,,,,,,,,,, +122,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-09-29 19:52:59.000,2023-09-18 21:56:01,534.0,10.0,743,68.0,405.0,92.0,408.0,3556,2023-07-10 21:21:10.669,0.17.1,47.0,134.0,34,True,748.0,,prometheus_client,conda-forge/prometheus_client,,25942308.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,25604776.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,13838815.0,2.0,,,,,,,,,,,,,,,,,,, +123,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233,87.0,78.0,313.0,332.0,3320,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4035.0,3672.0,pony,conda-forge/pony,67.0,122273.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,363.0,119513.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,96623.0,2.0,,,,,,,,,,,,,,,,,,, +124,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-10-04 19:56:33.000,2023-10-04 19:56:33,719.0,28.0,296,34.0,497.0,105.0,364.0,3236,2023-09-13 18:34:47.000,3.2.3,85.0,114.0,34,True,7478.0,7211.0,dynaconf,conda-forge/dynaconf,,2104300.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,267.0,2102665.0,https://anaconda.org/conda-forge/dynaconf,2023-09-25 10:33:38.814,58892.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +125,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-09-22 01:30:15.000,2023-08-31 21:17:15,491.0,37.0,550,125.0,219.0,58.0,957.0,2739,2023-04-14 14:28:04.558,4.0.39,61.0,54.0,34,False,52745.0,50586.0,pyodbc,conda-forge/pyodbc,,23455552.0,https://pypi.org/project/pyodbc,2023-08-29 05:26:51.000,2159.0,23440021.0,https://anaconda.org/conda-forge/pyodbc,2023-06-16 13:25:40.684,1149355.0,2.0,,,,,,,,,,,,,,,,,,, +126,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-22 02:03:08.000,2023-09-05 13:59:07,1264.0,3.0,185,50.0,311.0,127.0,221.0,2681,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5417.0,4948.0,plumbum,conda-forge/plumbum,,2363215.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,469.0,2351191.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,985970.0,3.0,,,,,,,,,,,,,,,,,,, +127,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-10-04 06:51:44.000,2023-10-04 06:51:42,1422.0,86.0,192,47.0,1187.0,59.0,559.0,2502,2023-10-02 13:06:43.000,0.39.0,725.0,67.0,34,True,2965.0,2941.0,docarray,conda-forge/docarray,,142666.0,https://pypi.org/project/docarray,2023-10-02 13:06:05.000,24.0,137036.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,118240.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +128,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-09-25 19:52:44.133,2023-08-25 18:02:53,328.0,4.0,295,46.0,108.0,20.0,185.0,2403,2022-06-07 20:16:57.000,0.4.27,28.0,60.0,34,True,50855.0,47569.0,python-magic,conda-forge/python-magic,,6004446.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3286.0,5998019.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,231377.0,2.0,,,,,,,,,,,,,,,,,,, +129,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-09-26 08:39:11.000,2023-08-21 14:51:26,1497.0,1.0,443,133.0,555.0,301.0,372.0,2349,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,34,True,25387.0,24128.0,dateparser,conda-forge/dateparser,,3933158.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1259.0,3930987.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,175907.0,3.0,,,,,,,,,,,,,,,,,,, +130,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-24 10:06:05.674,2023-09-12 18:15:46,1072.0,2.0,439,55.0,288.0,11.0,317.0,2320,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,34,True,145940.0,138722.0,mysqlclient,conda-forge/mysqlclient,5270.0,4047344.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7218.0,4039608.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,299323.0,2.0,,,,,,,,,,,,,,,,,,, +131,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-09-08 01:39:49.000,2023-09-05 16:58:54,1745.0,12.0,204,90.0,225.0,,,2220,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,72150.0,70978.0,motor,conda-forge/motor,,1168825.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1172.0,1167122.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,61310.0,2.0,,,,,,,,,,,,,,,,,,, +132,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-10-02 16:12:58.773,2023-09-26 12:30:29,817.0,39.0,200,63.0,97.0,63.0,292.0,2029,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3161.0,,numexpr,conda-forge/numexpr,431.0,7185355.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3161.0,7005648.0,https://anaconda.org/conda-forge/numexpr,2023-10-02 16:12:58.773,7188099.0,2.0,,,,,,,,,,,,,,,,,,, +133,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-09-23 21:01:56.891,2022-12-29 07:29:09,696.0,,141,43.0,110.0,26.0,144.0,1909,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,34,True,317275.0,314965.0,pyrsistent,conda-forge/pyrsistent,,36674948.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2310.0,36158220.0,https://anaconda.org/conda-forge/pyrsistent,2023-09-23 21:01:56.891,20152404.0,1.0,,,,,,,,,,,,,,,,,,, +134,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,15.0,264,25.0,116.0,10.0,147.0,1723,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,62315.0,60833.0,emoji,conda-forge/emoji,,2668435.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1482.0,2666835.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,60825.0,1.0,,,,,,,,,,,,,,,,,,, +135,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-09-23 21:21:39.000,2023-09-23 21:21:39,739.0,5.0,115,35.0,209.0,53.0,191.0,1263,2023-09-16 20:40:25.000,3.1.2,118.0,67.0,34,True,48598.0,46411.0,argcomplete,conda-forge/argcomplete,309.0,19173220.0,https://pypi.org/project/argcomplete,2023-09-16 20:40:25.000,2187.0,19138510.0,https://anaconda.org/conda-forge/argcomplete,2023-09-17 07:52:21.297,1353590.0,2.0,,,,,,,,,,,,,,,,,,, +136,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-09-29 15:42:13.438,2023-07-23 13:01:17,2027.0,5.0,141,19.0,159.0,59.0,435.0,1108,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,34,True,4147.0,,keyring,conda-forge/keyring,,37821147.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4147.0,37724998.0,https://anaconda.org/conda-forge/keyring,2023-09-29 15:42:13.438,3749824.0,3.0,,,,,,,,,,,,,,,,,,, +137,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,146.0,270.0,1102,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,30454.0,29761.0,py4j,conda-forge/py4j,,31199297.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,693.0,31149319.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4298119.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +138,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,24.0,56.0,13.0,93.0,779,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,503937.0,479572.0,decorator,conda-forge/decorator,,57788449.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24365.0,57513869.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,23888512.0,2.0,,,,,,,,,,,,,,,,,,, +139,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-09-28 15:06:43.000,2023-09-28 13:53:16,1010.0,16.0,243,20.0,381.0,119.0,299.0,737,2023-09-22 18:38:08.000,2023.9.2,62.0,127.0,34,True,15561.0,14881.0,s3fs,conda-forge/s3fs,,117295650.0,https://pypi.org/project/s3fs,2023-09-22 18:38:08.000,680.0,117131791.0,https://anaconda.org/conda-forge/s3fs,2023-09-22 23:05:15.027,6226657.0,2.0,,,,,,,,,,,,,,,,,,, +140,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-10-05 03:09:53.000,2023-09-25 05:57:34,1119.0,11.0,287,32.0,797.0,7.0,505.0,683,2023-09-25 05:58:39.000,7.1.17,106.0,119.0,34,True,5844.0,5397.0,minio,conda-forge/minio,,1442779.0,https://pypi.org/project/minio,2023-09-25 05:57:29.000,447.0,1438954.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,145369.0,2.0,,,,,,,,,,,,,,,,,,, +141,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-10-05 00:59:45.000,2023-10-02 18:08:09,274.0,22.0,89,14.0,174.0,10.0,90.0,581,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,326940.0,324200.0,filelock,conda-forge/filelock,,100197062.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2740.0,99826126.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,15208393.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +142,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-10-05 11:06:14.000,2023-10-05 11:06:03,329.0,41.0,51,15.0,51.0,12.0,26.0,338,2023-09-30 07:27:00.000,0.2.8,20.0,15.0,34,True,464040.0,450538.0,wcwidth,conda-forge/wcwidth,,42433597.0,https://pypi.org/project/wcwidth,2023-09-30 05:29:57.000,13502.0,41910649.0,https://anaconda.org/conda-forge/wcwidth,2023-10-02 14:03:05.516,20917945.0,2.0,,,,,,,,,,,,,,,,,,, +143,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-09-28 11:40:12.000,2023-09-28 11:40:08,806.0,16.0,131,24.0,92.0,53.0,134.0,299,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,110864.0,103796.0,asn1crypto,conda-forge/asn1crypto,,51555741.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7068.0,51447046.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8260869.0,3.0,,,,,,,,,,,,,,,,,,, +144,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-09-05 15:45:52.000,2023-05-22 23:51:10,520.0,,2005,377.0,452.0,343.0,181.0,31602,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1215.0,1180.0,diagrams,conda-forge/diagrams,,108127.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,103938.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,171757.0,2.0,,,,,,,,,,,,,,,,,,, +145,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-09-27 01:48:28.000,2023-08-01 09:19:41,246.0,10.0,460,144.0,254.0,236.0,147.0,10826,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7676.0,7557.0,sqlmodel,conda-forge/sqlmodel,,537138.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,536379.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,19755.0,3.0,,,,,,['pydantic'],,,,,,,,,,,,, +146,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-10-03 16:30:00.000,2023-07-24 18:53:19,697.0,3.0,512,106.0,156.0,12.0,291.0,6135,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12535.0,11647.0,tinydb,conda-forge/tinydb,,481682.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,888.0,477751.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,345958.0,2.0,,,,,,,,,,,,,,,,,,, +147,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-10-05 01:41:11.000,2023-10-05 01:41:08,1870.0,24.0,597,129.0,331.0,68.0,820.0,5580,2023-10-04 15:16:46.000,1.2.0,38.0,107.0,33,True,1807.0,1437.0,csvkit,conda-forge/csvkit,,177368.0,https://pypi.org/project/csvkit,2023-10-04 15:16:46.000,370.0,173964.0,https://anaconda.org/conda-forge/csvkit,2023-10-04 17:09:08.827,98718.0,2.0,,,,,,,,,,,,,2.0,,,,,, +148,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-09-28 11:06:40.000,2023-08-21 07:09:39,474.0,5.0,247,48.0,193.0,91.0,145.0,5274,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1490.0,,tenacity,conda-forge/tenacity,,34943537.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1490.0,34792486.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5437841.0,2.0,,,,,,,,,,,,,,,,,,, +149,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,9.0,253,51.0,200.0,125.0,195.0,3545,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20381.0,20261.0,databases,conda-forge/databases,,415671.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,412287.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,189524.0,3.0,,,,,,,,,,,,,,,,,,, +150,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-10-05 05:44:08.000,2023-09-07 02:59:25,1023.0,11.0,365,50.0,377.0,82.0,310.0,2953,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,16431811.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,16377560.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2115790.0,2.0,,,,,,,,,,,,,,,,,,, +151,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-23 12:04:37.819,2023-08-01 19:17:09,382.0,2.0,250,49.0,149.0,56.0,85.0,1970,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39341.0,5.0,chardet,conda-forge/chardet,,55763646.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39333.0,55175780.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,21746462.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,124.0,,,,,,,,,,,,,, +152,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,85.0,1928,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7003.0,,jmespath,conda-forge/jmespath,,126947982.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7003.0,126755595.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16737684.0,3.0,,,,,,,,,,,,,,,,,,, +153,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-09-22 19:10:19.157,2023-07-25 06:51:09,713.0,6.0,215,43.0,69.0,42.0,136.0,1895,2023-02-27 01:57:13.529,1.15.0,52.0,27.0,33,True,11849.0,,wrapt,conda-forge/wrapt,,79481158.0,https://pypi.org/project/wrapt,2023-02-27 01:57:13.529,11849.0,79121831.0,https://anaconda.org/conda-forge/wrapt,2023-09-22 19:10:19.157,12935802.0,2.0,,,,,,,,,,,,,,,,,,, +154,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-10-03 13:05:15.000,2023-09-22 10:10:25,281.0,12.0,145,27.0,57.0,8.0,225.0,1788,2023-05-27 20:45:18.670,5.3.1,45.0,12.0,33,True,3440.0,,cachetools,conda-forge/cachetools,,101023199.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3440.0,100781622.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9904663.0,1.0,,,,,,,,,,,,,,,,,,, +155,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-10-04 07:39:24.000,2023-10-03 17:24:40,1823.0,30.0,225,46.0,838.0,278.0,372.0,1228,2023-08-18 14:29:58.000,2.16.1,73.0,92.0,33,True,3160.0,2743.0,zarr,conda-forge/zarr,,442244.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,417.0,373690.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2673638.0,2.0,,,,,,,,,,,,,,,,,,, +156,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1159,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3552.0,3467.0,petl,conda-forge/petl,,1231804.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,85.0,1226553.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,210049.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +157,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-10-03 10:57:43.000,2023-09-26 09:36:57,510.0,23.0,82,24.0,270.0,34.0,70.0,1124,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,33,True,17507.0,17261.0,cleo,conda-forge/cleo,,14544337.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,246.0,14535094.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,573076.0,3.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +158,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-10-03 16:22:04.000,2023-10-03 12:45:24,695.0,41.0,125,21.0,272.0,41.0,127.0,1014,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10479.0,,pluggy,conda-forge/pluggy,,92606989.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10479.0,91978896.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,22611378.0,2.0,,,,,,,,,,,,,,,,,,, +159,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-10-05 01:07:51.000,2023-10-05 01:07:51,341.0,25.0,141,15.0,156.0,13.0,135.0,834,2023-09-02 09:17:56.000,0.22.0,42.0,50.0,33,True,87123.0,85361.0,validators,conda-forge/validators,7.0,6234703.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1762.0,6221718.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,506395.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +160,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-10-05 12:56:41.000,2023-09-29 15:05:51,1482.0,22.0,195,98.0,725.0,4.0,227.0,828,2023-09-28 13:27:28.000,5.13.0,127.0,41.0,33,True,7352.0,7126.0,neo4j-driver,conda-forge/neo4j-python-driver,,144091.0,https://pypi.org/project/neo4j-driver,2023-09-28 13:25:30.000,226.0,139269.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-09-28 15:53:06.402,192893.0,3.0,,,,,,,,,,,,,,,,,,, +161,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,233,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,421016.0,405962.0,pyasn1,conda-forge/pyasn1,,141827357.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15054.0,128680979.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13146378.0,3.0,,,,,,,,,,,,,,,,,,, +162,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-09-20 06:18:24.000,2023-09-20 06:18:21,1023.0,25.0,512,92.0,184.0,14.0,423.0,5053,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3437.0,3171.0,transitions,conda-forge/transitions,,480566.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,266.0,470216.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,538230.0,1.0,,,,,,,,,,,,,,,,,,, +163,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,5.0,296,103.0,139.0,34.0,261.0,4638,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3865.0,3285.0,dataset,conda-forge/dataset,,117162.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,116934.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7084.0,3.0,,,,,,,,,,,,,,,,,,, +164,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-10-05 07:31:59.000,2023-10-05 07:31:00,1109.0,24.0,242,64.0,88.0,24.0,269.0,3403,2022-04-23 14:56:04.000,1.14.0,23.0,44.0,32,True,1041.0,923.0,asciimatics,conda-forge/asciimatics,,83435.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,118.0,81287.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,141798.0,3.0,,,,,,,,,,,,,,,,,,, +165,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,486.0,3296,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,331.0,317.0,koalas,conda-forge/koalas,1019.0,1522020.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1516075.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,314160.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +166,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-10-05 08:27:52.000,2022-12-19 03:14:24,1998.0,,242,48.0,197.0,171.0,356.0,3218,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2521.0,2419.0,dependency-injector,conda-forge/dependency_injector,,1031941.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1030653.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,32210.0,2.0,,,,,,,,,,,,,,,,,,, +167,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,196.0,944.0,264.0,501.0,3166,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9959.0,9141.0,blaze,conda-forge/blaze,,11294.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8564.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202060.0,2.0,,,,,,,,,,,,,,,,,,, +168,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-09-27 08:05:18.000,2023-09-27 08:05:17,404.0,4.0,197,58.0,150.0,95.0,73.0,2780,2021-12-01 20:51:57.000,0.7.5,25.0,63.0,32,True,8196.0,7290.0,schema,conda-forge/schema,,6186388.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,906.0,6184016.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,120977.0,2.0,,,,,,,,,,,,,,,,,,, +169,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-10-03 00:32:32.000,2023-09-30 03:43:14,595.0,33.0,215,17.0,569.0,258.0,412.0,2611,2023-09-30 04:00:26.000,0.17.2,77.0,102.0,32,True,1142.0,1059.0,pandera,conda-forge/pandera-core,,1162304.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1161513.0,https://anaconda.org/conda-forge/pandera-core,2023-10-02 17:38:59.227,28508.0,2.0,,,,,,['pandas'],,,,,,,,unionai-oss/pandera,,,,, +170,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-10-02 16:27:07.000,2023-09-29 14:13:28,1028.0,8.0,255,37.0,360.0,146.0,251.0,2163,2022-03-15 11:22:57.000,0.48.9,213.0,96.0,32,True,14561.0,14469.0,pypika,conda-forge/pypika,,2508969.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,92.0,2508806.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,3931.0,3.0,,,,,,,,,,,,,,,,,,, +171,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,14.0,276,49.0,73.0,50.0,113.0,2140,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,976.0,912.0,datasketch,,19.0,1155130.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1155130.0,,,,2.0,,,,,,,,,,,,,,,,,,, +172,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2090,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,195126.0,186624.0,xlrd,conda-forge/xlrd,,20499404.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8502.0,20454810.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3522951.0,2.0,,,,,,,,,,,,,,,,,,, +173,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1662,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2025.0,,humanize,conda-forge/humanize,,4981013.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2025.0,4969338.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,467033.0,2.0,,,,,,,,,,,,,,,,,,, +174,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-09-26 09:05:47.000,2023-09-22 12:24:05,1051.0,4.0,87,17.0,570.0,92.0,438.0,1614,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,18740.0,18369.0,omegaconf,conda-forge/omegaconf,,4807146.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4781571.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1150918.0,2.0,,,,,,,,,,,,,,,,,,, +175,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-10-04 02:34:11.000,2023-10-04 02:34:11,683.0,2.0,223,61.0,399.0,131.0,606.0,1459,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5964.0,,typing,conda-forge/typing,,8442505.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5964.0,8410817.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2883645.0,2.0,,,,,,,,,,,,,,,,,,, +176,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,5.0,214,47.0,179.0,56.0,336.0,1450,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2160.0,2067.0,pygsheets,,,1327742.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1327742.0,,,,3.0,,,,,,,,,,,,,,,,,,, +177,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-09-22 16:28:50.000,2023-09-22 16:28:50,6026.0,2.0,553,81.0,1099.0,15.0,,1352,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,32,True,6217.0,5515.0,cassandra-driver,conda-forge/cassandra-driver,,1345230.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1342876.0,https://anaconda.org/conda-forge/cassandra-driver,2023-06-08 02:12:47.961,183637.0,3.0,,,,,,,,,,,,,,,,,,, +178,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-10-03 12:27:22.000,2023-10-03 12:27:19,527.0,37.0,144,28.0,526.0,5.0,114.0,1051,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,8069.0,,bcrypt,conda-forge/bcrypt,,42705233.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8069.0,42598506.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4055636.0,3.0,,,,,,,,,,,,,,,,,,, +179,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,940,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,44742.0,43084.0,Bottleneck,conda-forge/bottleneck,,645836.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1658.0,542536.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3718827.0,2.0,,,,,,,,,,,,,,,,,,, +180,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-10-03 03:21:14.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,113.0,22.0,101.0,447,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,32,True,346422.0,339310.0,rsa,conda-forge/rsa,,126640929.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7112.0,126494586.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12731892.0,3.0,,,,,,,,,,,,,,,,,,, +181,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-10-03 02:00:47.000,2023-08-29 13:26:41,363.0,9.0,119,60.0,360.0,55.0,278.0,388,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,32,True,8323.0,7994.0,pandas-gbq,conda-forge/pandas-gbq,349.0,5901122.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,329.0,5849650.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1852818.0,3.0,,,,,,,,,,,,,,,,,,, +182,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-10-04 09:51:16.000,2023-09-28 23:25:31,1160.0,11.0,84,17.0,752.0,22.0,121.0,358,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,32,True,3270.0,,multidict,conda-forge/multidict,4467.0,69476435.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3270.0,69337597.0,https://anaconda.org/conda-forge/multidict,2023-06-16 13:24:32.795,10686659.0,2.0,,,,,,,,,,,,,,,,,,, +183,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,46.0,38,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,32,False,4078.0,,zipp,conda-forge/zipp,,166138510.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,165254010.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,32726505.0,3.0,,,,,,,,,,,,,,,,,,, +184,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-09-04 08:28:05.000,2023-07-21 10:40:58,3636.0,21.0,592,144.0,967.0,500.0,773.0,8026,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,620.0,589.0,vaex,conda-forge/vaex,279.0,49632.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,47545.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,175159.0,3.0,,,,,,,,,,,,,,,,,,, +185,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-09-17 00:25:53.000,2023-09-17 00:21:09,1869.0,7.0,598,126.0,1285.0,215.0,1077.0,7541,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,31,True,15824.0,15816.0,hydra,conda-forge/hydra-core,,27179.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,8903.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,804155.0,3.0,,,,,,,,,,,,,,,,,,, +186,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6273,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,31,True,5739.0,5312.0,boltons,conda-forge/boltons,25.0,2967910.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,427.0,2929707.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3400072.0,2.0,,,,,,,,,,,,,,,,,,, +187,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-10-05 00:43:59.000,2023-09-20 12:48:19,981.0,8.0,380,82.0,171.0,,600.0,4634,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1445.0,1270.0,huey,conda-forge/huey,,89687.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,175.0,89195.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32494.0,2.0,,,,,,,,,,,,,,,,,,, +188,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-10-05 13:01:47.000,2023-09-26 21:51:23,5908.0,128.0,327,39.0,1632.0,33.0,198.0,3065,2023-09-27 00:05:07.000,0.44.3,104.0,76.0,31,True,192.0,190.0,zenml,,1.0,8059.0,https://pypi.org/project/zenml,2023-09-27 00:05:07.000,2.0,8059.0,,,,2.0,,,,,,,,,,,,,,,,,,, +189,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-10-03 14:51:15.000,2023-10-03 06:45:11,1697.0,32.0,98,41.0,1288.0,66.0,352.0,2916,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,482.0,423.0,returns,conda-forge/returns,,126063.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,125816.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7165.0,2.0,,,,,,,,,,,,,,,,,,, +190,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2607,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1467.0,1353.0,mrjob,conda-forge/mrjob,,96231.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,90140.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,517735.0,2.0,,,,,,,,,,,,,,,,,,, +191,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,181,28.0,72.0,6.0,84.0,2535,2023-03-01 19:38:11.000,3.8,12.0,35.0,31,True,113823.0,110467.0,python-decouple,conda-forge/python-decouple,12.0,1735023.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3356.0,1734061.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,70282.0,3.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +192,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-09-30 03:45:07.000,2023-09-30 03:45:06,826.0,6.0,424,41.0,625.0,259.0,364.0,2274,2023-04-26 00:04:01.470,5.5.0,89.0,106.0,31,True,1694.0,1533.0,pynamodb,conda-forge/pynamodb,,1631260.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1623743.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,375874.0,3.0,,,,,,,,,,,,,,,,,,, +193,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1892,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,609.0,,fs,conda-forge/fs,,1806290.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,609.0,1797089.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,671702.0,3.0,,,,,,,,,,,,,,,,,,, +194,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,,208,39.0,241.0,42.0,201.0,1784,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15483.0,14119.0,voluptuous,conda-forge/voluptuous,,2598797.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1364.0,2595092.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,322347.0,2.0,,,,,,,,,,,,,,,,,,, +195,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-10-04 20:08:41.000,2023-10-04 16:03:49,1389.0,59.0,239,41.0,607.0,143.0,824.0,1650,2023-08-23 19:44:09.000,1.4.0,109.0,43.0,31,False,292.0,275.0,sdv,conda-forge/sdv,,39045.0,https://pypi.org/project/sdv,2023-08-23 19:42:19.000,17.0,38425.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,13659.0,2.0,,,,,,,,,,,,,,,,,,, +196,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-10-04 22:10:19.000,2023-10-04 22:10:19,1302.0,97.0,137,20.0,820.0,57.0,349.0,1282,2023-09-05 09:35:35.000,8.3.0,57.0,64.0,31,True,626.0,593.0,copier,,,194700.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,194700.0,,,,3.0,,,,,,,,,,,,,,,,,,, +197,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-10-05 02:27:09.000,2023-09-08 12:12:19,535.0,14.0,72,19.0,199.0,34.0,93.0,1239,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10338.0,9968.0,questionary,conda-forge/questionary,,1234960.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1233286.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,56928.0,3.0,,,,,,,,,,,,,,,,,,, +198,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,140.0,1130,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6327.0,6011.0,sshtunnel,conda-forge/sshtunnel,,5660991.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,316.0,5659554.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,122213.0,3.0,,,,,,,,,,,,,,,,,,, +199,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,996,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,271104.0,256007.0,appdirs,conda-forge/appdirs,,17423366.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15097.0,17317501.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9633723.0,3.0,,,,,,,,,,,,,,,,,,, +200,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-10-05 00:43:45.000,2023-09-21 12:51:19,1990.0,21.0,133,43.0,418.0,107.0,250.0,931,2023-05-29 19:24:00.928,0.7.0,28.0,85.0,31,True,1677.0,1558.0,intake,conda-forge/intake,,69173.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,60815.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,493163.0,2.0,,,,,,,,,,,,,,,,,,, +201,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-09-24 12:56:34.597,2023-08-17 00:33:24,1178.0,1.0,362,75.0,21.0,32.0,607.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7968.0,7644.0,cx-Oracle,conda-forge/cx_oracle,,2583804.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2571533.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,478574.0,3.0,,,,,,,,,,,,,,,,,,, +202,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-08-31 16:58:37.000,2023-08-21 00:44:58,953.0,15.0,100,23.0,93.0,26.0,83.0,863,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,31,True,1005.0,,inflect,conda-forge/inflect,,4586850.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1005.0,4578192.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,346338.0,2.0,,,,,,,,,,,,,,,,,,, +203,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-08-25 19:25:04.000,2022-09-20 20:58:59,434.0,,121,23.0,53.0,54.0,125.0,842,2023-06-25 20:20:03.332,2.9.0,27.0,23.0,31,False,17672.0,17343.0,anytree,conda-forge/anytree,,817793.0,https://pypi.org/project/anytree,2020-01-15 01:22:23.000,329.0,816983.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,34020.0,2.0,,,,,,,,,,,,,,,,,,, +204,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-09-25 15:16:18.183,2023-09-18 06:02:37,307.0,13.0,32,11.0,76.0,3.0,26.0,389,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,34697.0,34400.0,srsly,conda-forge/srsly,,5356214.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5322972.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1329687.0,3.0,,,,,,,,,,,,,,,,,,, +205,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-10-03 03:14:19.000,2023-09-20 14:30:37,768.0,16.0,46,44.0,660.0,46.0,170.0,56,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3125.0,3113.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3555454.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3552411.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,97383.0,3.0,,,,,,,,,,,,,,,,,,, +206,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-22 20:36:45.978,2023-09-20 18:00:30,844.0,32.0,36,12.0,53.0,,237.0,52,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,31,False,1413.0,,importlib-resources,conda-forge/importlib_resources,,62730779.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1413.0,62338084.0,https://anaconda.org/conda-forge/importlib_resources,2023-09-22 20:36:45.978,16100510.0,2.0,,,,,,,,,,,,,,,,,,, +207,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,275.0,295.0,152.0,462.0,17858,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,894.0,816.0,gooey,conda-forge/gooey,512.0,5920.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,78.0,4562.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71459.0,2.0,,,,,,,,,,,,,,,,,,, +208,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,131.0,189.0,176.0,338.0,5834,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,30,True,6251.0,6165.0,eel,,,59589.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,59589.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +209,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,170.0,740.0,21.0,961.0,5575,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,380.0,368.0,snorkel,conda-forge/snorkel,1047.0,30124.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,29222.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,45406.0,2.0,,,,,,,,,,,,,,,,,,, +210,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-10-05 10:38:30.000,2023-10-04 03:56:55,7207.0,426.0,612,84.0,1248.0,138.0,629.0,3626,2023-04-12 02:29:00.815,0.3.1,63.0,250.0,30,True,38.0,2.0,toga,,1737.0,1643.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1415.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,84.0,,,,,,,,,,,,,, +211,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,403,79.0,69.0,365.0,192.0,3504,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13317.0,12832.0,keyboard,conda-forge/keyboard,,223299.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,485.0,222487.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,22747.0,3.0,,,,,,,,,,,,,,,,,,, +212,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,20.0,112.0,13.0,125.0,3332,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,30,True,21289.0,20899.0,gdown,conda-forge/gdown,,1376899.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,390.0,1372332.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,223783.0,2.0,,,,,,,,,,,,,,,,,,, +213,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2564,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1945.0,1558.0,schematics,conda-forge/schematics,,204471.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,203963.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25910.0,3.0,,,,,,,,,,,,,,,,,,, +214,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-10-04 20:35:57.000,2023-10-04 06:59:44,770.0,70.0,103,32.0,1005.0,21.0,377.0,2378,2023-10-04 03:37:42.000,1.3.8,292.0,23.0,30,True,190.0,185.0,whylogs,,43.0,109858.0,https://pypi.org/project/whylogs,2023-10-04 20:35:57.000,5.0,109856.0,,,,2.0,,,,,,,,,,,,,,,,,,, +215,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,100.0,402.0,167.0,379.0,1664,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,30,True,8810.0,7553.0,influxdb,conda-forge/influxdb,,2245027.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1257.0,2241954.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,129098.0,3.0,,,,,,,,,,,,,,,,,,, +216,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-10-03 19:56:20.000,2023-10-03 19:56:16,1032.0,4.0,314,70.0,400.0,109.0,366.0,1476,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,240.0,215.0,mleap,conda-forge/mleap,,270333.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,268482.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,75891.0,2.0,,,,,,,,,,,,,,,,,,, +217,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-09-09 17:58:27.893,2023-02-24 16:19:12,264.0,,101,34.0,68.0,3.0,64.0,1384,2023-02-24 16:23:02.934,8.0.1,45.0,33.0,30,True,2882.0,,python-slugify,conda-forge/python-slugify,,11191808.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2882.0,11145854.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1792214.0,3.0,,,,,,,,,,,,,,,,,,, +218,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-10-01 19:18:10.000,2023-10-01 19:15:49,635.0,14.0,59,16.0,230.0,5.0,53.0,1343,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,18819.0,18315.0,bidict,conda-forge/bidict,,1769088.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,504.0,1764968.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,350233.0,2.0,,,,,,,,,,,,,,,,,,, +219,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,265.0,1092,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1955.0,1737.0,redis-py-cluster,,3883.0,1880857.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1880821.0,,,,3.0,,,,,,,,,,,,,,,,,,, +220,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-10-01 18:08:10.000,2023-10-01 18:08:08,599.0,19.0,135,21.0,489.0,39.0,251.0,918,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2047.0,1924.0,aiocache,,9.0,319345.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,123.0,319345.0,,,,2.0,,,,,,,,,,,,,,,,,,, +221,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,18.0,212.0,31.0,301.0,862,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,4737.0,4436.0,fastcore,conda-forge/fastcore,,543578.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,301.0,540921.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,58458.0,3.0,,,,,,,,,,,,,,,,,,, +222,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,86.0,793,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,24368.0,23113.0,natsort,conda-forge/natsort,,3777827.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1255.0,3736962.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1430275.0,3.0,,,,,,,,,,,,,,,,,,, +223,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-10-03 11:40:29.000,2020-10-21 17:48:31,219.0,,77,15.0,263.0,46.0,25.0,671,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43682.0,41606.0,cached-property,conda-forge/cached-property,,12201433.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2076.0,12116034.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,6746553.0,2.0,,,,,,,,,,,,,,,,,,, +224,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-10-03 12:59:46.000,2023-10-03 12:59:45,529.0,18.0,335,36.0,277.0,27.0,125.0,651,2020-04-17 20:27:24.000,3.9.0,36.0,70.0,30,True,4429.0,3149.0,pysolr,conda-forge/pysolr,,298325.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,298057.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21506.0,3.0,,,,,,,,,,,,,,,,,,, +225,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-10-03 21:01:22.000,2023-10-03 13:19:39,853.0,65.0,61,20.0,452.0,138.0,278.0,354,2023-03-14 09:22:38.000,1.13.0,82.0,34.0,30,True,8363.0,8215.0,param,conda-forge/param,,401160.0,https://pypi.org/project/param,2023-10-03 13:32:18.000,148.0,383755.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1357654.0,3.0,,,,,,,,,,,,,,,,,,, +226,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-05 03:13:04.646,2023-10-04 18:13:20,303.0,3.0,57,7.0,69.0,6.0,78.0,174,2023-06-21 14:09:09.912,4.3.1,46.0,29.0,30,True,3791.0,,tzlocal,conda-forge/tzlocal,,82454027.0,https://pypi.org/project/tzlocal,2023-10-04 18:13:10.000,3791.0,82361621.0,https://anaconda.org/conda-forge/tzlocal,2023-10-05 03:13:04.646,2402577.0,3.0,,,,,,,,,,,,,,,,,,, +227,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,51,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,52478.0,50247.0,isodate,conda-forge/isodate,,70883875.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2231.0,70833665.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4569116.0,3.0,,,,,,,,,,,,,,,,,,, +228,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-09-25 08:21:48.000,2023-04-04 13:18:36,954.0,,4527,640.0,748.0,198.0,100.0,22991,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,109.0,93.0,algorithms,conda-forge/algorithms,,7680.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7622.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1754.0,3.0,,,,,,,,,,,,,,,,,,, +229,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7013,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1257.0,1079.0,records,conda-forge/records,,249677.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,249362.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24584.0,3.0,,,,,,,,,,,,,,,,,,, +230,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,242.0,6605,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1688.0,1658.0,faust,,,19321.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,19321.0,,,,3.0,,,,,,,,,,,,,,,,,,, +231,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5093,,,26.0,28.0,29,False,8061.0,7252.0,pdfminer,conda-forge/pdfminer,,161539.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,809.0,161141.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,34302.0,3.0,,,,,,,,,,,,,,,,,,, +232,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,16.0,218,28.0,283.0,99.0,753.0,3199,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,117.0,111.0,ploomber,conda-forge/ploomber,,7168.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,4454.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,76002.0,3.0,,,,,,,,,,,,,,,,,,, +233,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3148,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9361.0,8734.0,funcy,conda-forge/funcy,,1598986.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,627.0,1594232.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,385129.0,3.0,,,,,,,,,,,,,,,,,,, +234,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,,658,142.0,448.0,143.0,398.0,2728,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,844.0,,pandas-datareader,conda-forge/pandas-datareader,,404900.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,844.0,400764.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,322632.0,3.0,,,,,,,,,,,,,,,,,,, +235,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2600,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,29,False,2308.0,2263.0,gino,,,60250.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,60250.0,,,,3.0,,,,,,,,,,,,,,,,,,, +236,pyinfra,Fizzadar/pyinfra,"pyinfra automates infrastructure super fast at massive scale. It can be used for ad-hoc command execution, service..",,infrastructure,https://github.com/Fizzadar/pyinfra,https://github.com/Fizzadar/pyinfra,MIT,2014-10-19 19:37:45.000,2023-10-01 18:14:09.000,2023-10-01 12:58:38,3846.0,11.0,312,35.0,328.0,137.0,537.0,2406,2023-05-15 21:07:09.000,2.7,208.0,98.0,29,True,96.0,85.0,pyinfra,,,36101.0,https://pypi.org/project/pyinfra,2021-08-31 13:50:58.000,11.0,36101.0,,,,3.0,,,,,,,,,,,,,,,,,,, +237,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2393,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7216.0,6827.0,addict,conda-forge/addict,20.0,2555633.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,389.0,2550824.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,418399.0,2.0,,,,,,,,,,,,,,,,,,, +238,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-09-25 18:41:59.000,2023-06-20 15:54:36,2284.0,,176,39.0,370.0,30.0,263.0,1880,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,229056.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,223865.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,176499.0,3.0,,,,,,,,,,,,,,,,,,, +239,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-10-01 11:08:06.000,2023-05-31 15:44:58,2242.0,,152,94.0,1931.0,163.0,1335.0,1756,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2174.0,93574.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,92876.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22747.0,3.0,,,,,,,,,,,,,,,,,,, +240,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1403,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10681.0,9172.0,blessings,conda-forge/blessings,,803180.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1509.0,796262.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,276726.0,3.0,,,,,,,,,,,,,,,,,,, +241,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-10-04 22:04:46.000,2023-10-04 21:51:20,775.0,13.0,61,16.0,433.0,180.0,169.0,1331,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,29,True,2395.0,2385.0,prisma,,,58090.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,58090.0,,,,3.0,,,,,,,,,,,,,,,,,,, +242,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,2023-05-19 06:52:31,2934.0,,218,47.0,178.0,23.0,760.0,1190,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,29,True,642.0,,py2neo,conda-forge/py2neo,,190006.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,642.0,189193.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,61799.0,3.0,,,,,,,,,,,,,,,,,,, +243,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-10-02 20:15:41.000,2023-10-02 20:14:49,798.0,35.0,43,14.0,235.0,11.0,85.0,1160,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1526.0,1492.0,python-benedict,conda-forge/python-benedict,,738212.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,734157.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,141949.0,2.0,,,,,,,,,,,,,,,,,,, +244,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-10-04 21:31:49.000,2023-09-16 08:25:42,1717.0,20.0,74,14.0,415.0,106.0,236.0,1118,2023-09-11 19:57:34.000,0.121.0,243.0,42.0,29,True,297.0,287.0,piccolo,,,16499.0,https://pypi.org/project/piccolo,2023-09-11 19:57:34.000,10.0,16499.0,,,,3.0,,,,,,,,,,,,,,,,,,, +245,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,5.0,114,16.0,93.0,65.0,127.0,663,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,14633.0,13163.0,configargparse,conda-forge/configargparse,,3521001.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1470.0,3498663.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,714838.0,3.0,,,,,,,,,,,,,,,,,,, +246,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17137.0,14953.0,scandir,conda-forge/scandir,,3537564.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2184.0,3500072.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1349742.0,3.0,,,,,,,,,,,,,,,,,,, +247,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-10-02 17:45:26.000,2023-09-26 06:31:07,707.0,13.0,44,11.0,83.0,13.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,59.0,22.0,29,True,4787.0,4517.0,python-rapidjson,conda-forge/python-rapidjson,,1508087.0,https://pypi.org/project/python-rapidjson,2023-09-11 06:34:19.000,270.0,1471773.0,https://anaconda.org/conda-forge/python-rapidjson,2023-09-25 04:33:47.598,1307334.0,3.0,,,,,,,,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,96.0,110.0,31.0,127.0,2753,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6522.0,6366.0,sklearn-pandas,conda-forge/sklearn-pandas,,219844.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,156.0,217976.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,65389.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +249,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,15.0,101,31.0,82.0,14.0,127.0,2348,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1127.0,1086.0,swifter,conda-forge/swifter,,372859.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,366342.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,260693.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +250,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,12.0,130,50.0,61.0,14.0,122.0,2236,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,707.0,685.0,pyfunctional,,,329354.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,329354.0,,,,3.0,,,,,,,,,,,,,,,,,,, +251,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-09-22 06:15:11.000,2023-08-31 05:38:01,5626.0,20.0,507,109.0,931.0,590.0,944.0,2063,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3432.0,19889.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,714186.0,3.0,,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,2.0,117,23.0,111.0,50.0,42.0,1891,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,6978.0,6889.0,gin-config,conda-forge/gin-config,,183476.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,182961.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,21130.0,3.0,,,,,,,,,,,,,,,,,,, +253,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-09-02 06:26:19.000,2023-09-02 06:26:14,1004.0,3.0,59,23.0,101.0,113.0,68.0,1737,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1301.0,1194.0,glom,conda-forge/glom,,1217531.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1216991.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,26474.0,3.0,,,,,,,,,,,,,,,,,,, +254,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-09-25 13:12:03.475,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1073,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6238.0,6118.0,immutables,conda-forge/immutables,,800189.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,777202.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,942494.0,3.0,,,,,,,,,,,,,,,,,,, +255,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,127,32.0,74.0,35.0,69.0,1068,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,3992.0,3767.0,sqlitedict,conda-forge/sqlitedict,,267260.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,225.0,264864.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,88659.0,3.0,,,,,,,,,,,,,,,,,,, +256,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-09-23 11:41:08.325,2023-08-06 23:43:54,1207.0,4.0,141,39.0,83.0,4.0,130.0,1061,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,28,True,142.0,,path,conda-forge/path,,1621807.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,142.0,1610680.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,456243.0,3.0,,,,,,,,,,,,,,,,,,, +257,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,835,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2277.0,2158.0,pyahocorasick,conda-forge/pyahocorasick,,618124.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,119.0,612517.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,201874.0,3.0,,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,675,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10131.0,8894.0,parsedatetime,conda-forge/parsedatetime,,8271867.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1237.0,8269830.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,173214.0,3.0,,,,,,,,,,,,,,,,,,, +259,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-10-05 04:05:22.000,2023-09-22 21:49:56,6463.0,296.0,30,10.0,256.0,38.0,549.0,351,2023-09-22 23:29:29.000,1.6.5,190.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,10742.0,https://pypi.org/project/static-frame,2023-09-22 23:28:31.000,2.0,3395.0,https://anaconda.org/conda-forge/static-frame,2023-09-22 23:45:21.226,301241.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +260,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,194,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,10522.0,10136.0,ordered-set,conda-forge/ordered-set,,9245955.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,386.0,9241414.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,408722.0,3.0,,,,,,,,,,,,,,,,,,, +261,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-09-25 07:27:17.870,2023-09-25 06:00:50,126.0,3.0,21,9.0,56.0,4.0,7.0,163,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,28,True,30767.0,30687.0,catalogue,conda-forge/catalogue,,5042121.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5012567.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1152609.0,3.0,,,,,,,,,,,,,,,,,,, +262,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,28,6.0,47.0,5.0,36.0,75,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62059.0,57740.0,pathlib2,conda-forge/pathlib2,,6955610.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4319.0,6881966.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2577543.0,3.0,,,,,,,,,,,,,,,,,,, +263,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-01 19:10:38.000,2022-09-22 18:12:11,588.0,,744,150.0,295.0,119.0,175.0,6107,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,113.0,109.0,powerline-shell,,,1695.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1695.0,,,,3.0,,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-10-02 14:04:15.000,2022-03-10 10:33:50,585.0,,519,84.0,252.0,101.0,129.0,3627,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,127.0,,textract,conda-forge/textract,,129711.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,129453.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21952.0,3.0,,,,,,,,,,,,,,,,,,, +265,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-07-24 16:07:44.000,2023-07-24 15:51:31,1156.0,1.0,585,176.0,460.0,94.0,476.0,2996,2023-08-17 15:54:23.000,1.82.0,94.0,82.0,27,False,265.0,232.0,arctic,conda-forge/arctic,209.0,4178.0,https://pypi.org/project/arctic,2023-07-24 16:07:44.000,33.0,3618.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29609.0,3.0,,,,,,,,,,,,,,,,,,, +266,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-09-29 01:26:52.000,2023-08-27 12:29:45,289.0,7.0,259,29.0,136.0,102.0,118.0,2644,2023-08-20 21:30:11.000,1.42.0,84.0,28.0,27,True,72.0,70.0,img2dataset,,1389.0,38167.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,38114.0,,,,3.0,,,,,,,,,,,,,,,,,,, +267,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1891,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2236.0,,retrying,conda-forge/retrying,,9888569.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2236.0,9870740.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1515545.0,3.0,,,,,,,,,,,,,,,,,,, +268,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5216.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5216.0,,,,3.0,,,,,,,,,,,,,,,,,,, +269,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,26.0,40.0,85.0,73.0,1326,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2120.0,1865.0,strictyaml,conda-forge/strictyaml,,766425.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,255.0,763245.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,209888.0,3.0,,,,,,,,,,,,,,,,,,, +270,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1266,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2441.0,2356.0,pandasql,conda-forge/pandasql,,1635408.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,85.0,1620755.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,410305.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +271,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,6.0,39.0,709,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,847.0,,munch,conda-forge/munch,,2458831.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,847.0,1714500.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3721659.0,3.0,,,,,,,,,,,,,,,,,,, +272,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1012.0,780.0,happybase,conda-forge/happybase,,74663.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,72848.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,159720.0,3.0,,,,,,,,,,,,,,,,,,, +273,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,59119.0,56836.0,dataclasses,conda-forge/dataclasses,,11508992.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,11338228.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11099695.0,3.0,,,,,,,,,,,,,,,,,,, +274,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,66.0,59.0,513,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6174.0,4823.0,beaker,conda-forge/beaker,,277506.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,276599.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71695.0,3.0,,,,,,,,,,,,,,,,,,, +275,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-09-26 12:45:17.548,2023-08-21 09:17:09,622.0,1.0,134,13.0,92.0,22.0,172.0,472,2022-08-30 07:35:04.550,1.6.3,44.0,53.0,27,True,7151.0,4767.0,pylibmc,conda-forge/pylibmc,303.0,181410.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,175451.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,213793.0,3.0,,,,,,,,,,,,,,,,,,, +276,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-10-02 19:27:37.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,469,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3272.0,3008.0,pyscreenshot,,,507297.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,264.0,507297.0,,,,3.0,,,,,,,,,,,,,,,,,,, +277,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-06-19 15:14:44.000,2023-01-18 22:27:43,225.0,,70,18.0,87.0,71.0,96.0,297,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,34002.0,30606.0,configobj,conda-forge/configobj,231.0,2561068.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3396.0,2549578.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,723770.0,3.0,,,,,,,,,,,,,,,,,,, +278,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1218.0,1145.0,tabulator,conda-forge/tabulator-py,,186786.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,186076.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53964.0,3.0,,,,,,,,,,,,,,,,,,, +279,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46566.0,38579.0,futures,conda-forge/futures,,8827468.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7987.0,8812832.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1258773.0,3.0,,,,,,,,,,,,,,,,,,, +280,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,247.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2448.0,2158.0,cloudant,conda-forge/cloudant,,114683.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,113403.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108830.0,3.0,,,,,,,,,,,,,,,,,,, +281,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,192,30.0,52.0,75.0,126.0,3258,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,434360.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,432965.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,39062.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +282,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3155,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1709.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,534.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102248.0,3.0,,,,,,,,,,,,,,,,,,, +283,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,31.0,224.0,64.0,140.0,1685,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,26,True,468.0,449.0,arq,conda-forge/arq,,74768.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,74477.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8759.0,3.0,,,,,,,,,,,,,,,,,,, +284,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5268.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5268.0,,,,3.0,,,,,,,,,,,,,,,,,,, +285,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,952,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2454.0,1946.0,bcolz,conda-forge/bcolz,,10290.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,6052.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,339109.0,3.0,,,,,,,,,,,,,,,,,,, +286,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80,14.0,131.0,37.0,98.0,879,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,26,True,251.0,,mss,conda-forge/python-mss,,665618.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,251.0,664806.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,32508.0,3.0,,,,,,,,,,,,,,,,,,, +287,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-10-03 04:38:26.000,2023-10-03 04:38:25,691.0,21.0,44,21.0,530.0,8.0,33.0,740,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,114.0,,janus,conda-forge/janus,,342422.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,114.0,342136.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14898.0,3.0,,,,,,,,,,,,,,,,,,, +288,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-10-04 19:41:58.000,2023-07-10 14:03:05,1386.0,15.0,48,17.0,136.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,26,True,3075.0,3014.0,ubelt,conda-forge/ubelt,,19660.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,17157.0,https://anaconda.org/conda-forge/ubelt,2023-09-26 04:44:18.571,62582.0,3.0,,,,,,,,,,,,,,,,,,, +289,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-10-05 12:32:42.000,2023-10-05 12:32:13,9939.0,27.0,43,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,79509.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,79509.0,,,,3.0,,,,,,['pandas'],,,,,,,,polyaxon/traceml,,,,, +290,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28,11.0,51.0,21.0,35.0,308,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,22599392.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,22569278.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1626184.0,3.0,,,,,,,,,,,,,,,,,,, +291,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,26.0,30.0,245,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2781.0,,send2trash,conda-forge/send2trash,,14570663.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2781.0,14399885.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,11783688.0,3.0,,,,,,,,,,,,,,,,,,, +292,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-09-12 11:28:53.000,2023-09-12 11:28:53,144.0,2.0,62,19.0,43.0,20.0,17.0,192,2020-12-28 15:17:57.000,0.7.0,10.0,18.0,26,True,13045.0,,ptyprocess,conda-forge/ptyprocess,,39491027.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13045.0,39323664.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15062708.0,3.0,,,,,,,,,,,,,,,,,,, +293,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-10-03 20:51:40.000,2023-10-02 06:28:26,631.0,31.0,375,46.0,151.0,184.0,108.0,2321,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,4946.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,4946.0,,,,3.0,,,,,,,,,,,,,,,,,,, +294,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,2.0,104,35.0,101.0,17.0,141.0,2272,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,344.0,,python-box,conda-forge/python-box,39.0,1751200.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,344.0,1739168.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,469255.0,3.0,,,,,,,,,,,,,,,,,,, +295,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,139,59.0,248.0,95.0,108.0,1561,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,9296.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,9296.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +296,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-11 13:06:57.000,2023-09-11 13:06:49,2703.0,2.0,132,50.0,298.0,46.0,193.0,1488,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,303.0,220.0,enaml,conda-forge/enaml,709.0,4379.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,2170.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,156219.0,3.0,,,,,,,,,,,,,,,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-10-02 14:09:21.000,2023-05-19 04:32:00,6411.0,,226,39.0,1039.0,7.0,209.0,1408,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,9029.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,9029.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +298,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,490.0,301.0,fabtools,,,1846.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1846.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,142,45.0,53.0,20.0,19.0,1171,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,353.0,,singer-python,,,822611.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,353.0,822611.0,,,,3.0,,,,,,,,,,,,,,,,,,, +300,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-10-04 10:20:31.000,2023-07-31 19:45:56,123.0,25.0,40,16.0,84.0,6.0,4.0,1150,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2716.0,2699.0,asyncer,conda-forge/asyncer,,76628.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,76368.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5476.0,3.0,,,,,,,,,,,,,,,,,,, +301,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1144,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,257.0,223.0,parallel-ssh,,376.0,109113.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,109110.0,,,,3.0,,,,,,,,,,,,,,,,,,, +302,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-09-27 08:23:33.000,2023-09-26 11:24:44,168.0,1.0,89,27.0,41.0,7.0,69.0,865,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,25,False,385.0,,email-validator,conda-forge/email-validator,,7859551.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7856538.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,117542.0,3.0,,,,,,,,,,,,,,,,,,, +303,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-09-04 06:28:13.000,2023-09-03 01:02:24,284.0,1.0,49,10.0,28.0,14.0,77.0,601,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1188.0,1164.0,pysimdjson,conda-forge/pysimdjson,,502627.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,500481.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,77274.0,3.0,,,,,,,,,,,,,,,,,,, +304,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,False,16033.0,16017.0,umongo,conda-forge/umongo,,28583.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28365.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5459.0,3.0,,,,,,,,,,,,,,,,,,, +305,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,307,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,200.0,178.0,pyhdb,,98.0,613554.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,613553.0,,,,3.0,,,,,,,,,,,,,,,,,,, +306,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,91,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5831.0,4499.0,clint,conda-forge/clint,114.0,112449.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1332.0,111827.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55388.0,3.0,,,,,,,,,,,,,,,,,,, +307,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,283.0,1793.0,60,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8098.0,,openpyxl,openpyxl,,54297942.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8068.0,54295900.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,192920.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1223.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +308,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,74037.0,71323.0,contextlib2,conda-forge/contextlib2,,12287897.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12275360.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1153431.0,3.0,,,,,,,,,,,,,,,,,,, +309,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3946,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,4142.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,4142.0,,,,3.0,,,,,,,,,,,,,,,,,,, +310,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-10-02 10:54:52.000,2023-09-05 13:24:26,323.0,5.0,76,45.0,234.0,42.0,40.0,1311,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,3034.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,3034.0,,,,3.0,,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1067,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2195.0,2026.0,pluginbase,conda-forge/pluginbase,,638221.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,169.0,633875.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,299927.0,3.0,,,,,,,,,,,,,,,,,,, +312,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,657,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3064.0,2837.0,ratelimit,conda-forge/ratelimit,,4050367.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,227.0,4050001.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,12086.0,3.0,,,,,,,,,,,,,,,,,,, +313,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,414.0,290.0,messytables,,,27639.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,27639.0,,,,3.0,,,,,,,,,,,,,,,,,,, +314,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-10-03 00:00:42.000,2023-09-28 13:50:55,927.0,16.0,23,18.0,172.0,9.0,15.0,338,2023-09-28 13:51:38.000,17.3.23,255.0,18.0,24,True,370.0,333.0,aiomisc,,,13853.0,https://pypi.org/project/aiomisc,2023-09-28 13:51:38.000,37.0,13853.0,,,,3.0,,,,,,,,,,,,,,,,,,, +315,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,883.0,797.0,deepdish,conda-forge/deepdish,,14056.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,86.0,12976.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,89714.0,3.0,,,,,,,,,,,,,,,,,,, +316,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32,16.0,81.0,23.0,4.0,242,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,124329.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,124329.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,945.0,898.0,filedepot,,,25794.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,25794.0,,,,3.0,,,,,,,,,,,,,,,,,,, +318,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-10-03 20:56:55.000,2023-10-03 15:27:06,359.0,5.0,30,6.0,126.0,2.0,79.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,6.0,24,True,922.0,877.0,everett,conda-forge/everett,,103826.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,102872.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,47701.0,3.0,,,,,,,,,,,,,,,,,,, +319,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8015.0,,entrypoints,conda-forge/entrypoints,,15578920.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8015.0,15391468.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,16870687.0,3.0,,,,,,,,,,,,,,,,,,, +320,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10567,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,17.0,16.0,grumpy-tools,,,44.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,44.0,,,,2.0,,,,,,,,,,,,,,,,,,, +321,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1475,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,120.0,109.0,pypeln,conda-forge/pypeln,,26021.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,25654.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14333.0,3.0,,,,,,,,,,,,,,,,,,, +322,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1342,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,181.0,160.0,pinject,conda-forge/pinject,,83056.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,82878.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4460.0,3.0,,,,,,,,,,,,,,,,,,, +323,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,11196.0,9149.0,unipath,,,63718.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,63718.0,,,,3.0,,,,,,,,,,,,,,,,,,, +324,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,23,True,688.0,597.0,hickle,conda-forge/hickle,,35056.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,34646.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23377.0,3.0,,,,,,,,,,,,,,,,,,, +325,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,,54,7.0,58.0,15.0,51.0,466,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,441.0,414.0,cachier,,,28920.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,28920.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +326,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-10-02 20:49:13.000,2023-06-01 18:46:39,628.0,,14,8.0,32.0,14.0,14.0,131,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,228.0,196.0,docopt-ng,,,79750.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,79750.0,,,,3.0,,,,,,,,,,,,,,,,,,, +327,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2763.0,2568.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,107680.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,195.0,107310.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26664.0,3.0,,,,,,,,,,,,,,,,,,, +328,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,420.0,387.0,pampy,,,26896.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,26896.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,49.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,49.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +330,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2444,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21176.0,730.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +331,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1774,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,201.0,170.0,bashplotlib,,,3693.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3693.0,,,,3.0,,,,,,,,,,,,,,,,,,, +332,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1548,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,190.0,167.0,commonregex,,,147567.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,147567.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,808,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1349.0,1250.0,pickledb,,,19067.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,19067.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-09-20 11:27:06.000,2023-09-15 17:44:05,113.0,6.0,32,11.0,55.0,15.0,14.0,717,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,211.0,200.0,dirty-equals,conda-forge/dirty-equals,,45702.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,43726.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,37546.0,3.0,,,,,,,,,,,,,,,,,,, +335,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-10-05 03:47:25.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,173.0,16.0,121.0,540,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,3253.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2684.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,11961.0,3.0,,,,,,,,,,,,,,,,,,, +336,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-09-27 12:41:41.000,2022-11-22 16:38:09,106.0,,47,15.0,34.0,25.0,10.0,280,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,22,True,394.0,382.0,price-parser,,,105615.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,105615.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,186.0,178.0,pysparkling,conda-forge/pysparkling,,9957.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9813.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4470.0,3.0,,,,,,,,,,,,,,,,,,, +338,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-10-04 01:55:55.000,2023-09-25 11:44:10,5436.0,77.0,44,14.0,617.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,105.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,105.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-10-05 12:38:08.000,2023-10-03 19:05:21,1722.0,171.0,5,3.0,747.0,18.0,34.0,43,2023-09-29 12:39:26.000,4.7.1,66.0,7.0,22,False,67.0,60.0,click-extra,,245.0,3143.0,https://pypi.org/project/click-extra,2023-09-29 12:39:08.000,7.0,3133.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3237,,,4.0,19.0,21,False,596.0,566.0,macropy3,,,129.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,129.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,795.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,795.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,851,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,220.0,201.0,unsync,conda-forge/unsync,,22836.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,22549.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11493.0,3.0,,,,,,,,,,,,,,,,,,, +343,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,167.0,149.0,851,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,600.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,600.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-09-12 11:51:47.000,2023-01-03 19:16:25,478.0,,77,21.0,215.0,72.0,81.0,846,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,15367.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15367.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4509.0,3325.0,awesome-slugify,conda-forge/awesome-slugify,,57689.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1184.0,56927.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68600.0,3.0,,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,46.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,697.0,614.0,pymodm,conda-forge/pymodm,,16450.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,16337.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5011.0,3.0,,,,,,,,,,,,,,,,,,, +347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,150.0,144.0,datatest,,,14620.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14620.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,259,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,322.0,284.0,rtoml,,,66296.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,66296.0,,,,3.0,,,,,,,,,,,,,,,,,,, +349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1928.0,1874.0,coolname,conda-forge/coolname,,357967.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,54.0,355791.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,73998.0,3.0,,,,,,,,,,,,,,,,,,, +350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2068.0,1942.0,stopit,conda-forge/stopit,,810426.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,126.0,800109.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,711904.0,3.0,,,,,,,,,,,,,,,,,,, +351,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-09-14 08:12:22.000,2023-09-03 17:03:01,81.0,2.0,128,33.0,11.0,8.0,159.0,3139,2023-09-03 17:06:36.000,2.1.17,62.0,1.0,20,False,187.0,187.0,ptext-joris-schellekens,conda-forge/borb,,1652.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-09-05 19:13:07.800,42963.0,3.0,,,,,,,,,,,,,,,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,140,69.0,4.0,1.0,40.0,2062,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2078.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2078.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1766.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,989.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,27200.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +354,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,11490.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,11257.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21010.0,3.0,,,,,,,,,,,,,,,,,,, +355,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,200,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,20,False,858.0,854.0,gsheetsdb,,,58418.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,58418.0,,,,3.0,,,,,,,,,,,,,,,,,,, +356,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,156.0,142.0,78.0,27.0,1978,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +357,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,209,40.0,56.0,81.0,39.0,1361,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,19,True,,,excalibur-py,,11041.0,1187.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1003.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-10-05 03:21:44.000,2023-10-03 16:31:06,2786.0,130.0,126,28.0,200.0,42.0,326.0,1210,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +359,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,124.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,124.0,,,,3.0,,,,,,,,,,,,,,,,,,, +360,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,633,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,61.0,58.0,pugsql,,,8562.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,8562.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,4192.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4192.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-10-03 20:11:37.000,2023-09-29 13:19:50,621.0,39.0,21,4.0,243.0,4.0,,249,2023-10-03 20:11:37.000,1.1.202,490.0,9.0,19,True,2.0,2.0,upgini,,,4208.0,https://pypi.org/project/upgini,2023-10-03 20:11:37.000,,4208.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,78.0,74.0,typical,conda-forge/typical,,2818.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1680.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,33024.0,3.0,,,,,,,,,,,,,-2.0,,,,,, +364,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,483.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,483.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1075.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,76.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,62983.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +366,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10063.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10063.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,6.0,62.0,7.0,23.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,18,True,158.0,146.0,aioprometheus,,,56299.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,56299.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-29 09:57:28.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,68.0,24.0,16.0,2021,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,52.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,52.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,73.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,73.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,52.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,52.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,2.0,56,36.0,45.0,14.0,58.0,1096,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,5.0,5.0,colout,,,1313.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1313.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,61,39.0,39.0,11.0,256.0,956,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +373,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,26.0,26.0,d6tflow,,,117.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,117.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,165065.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,165065.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,780,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1356.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1356.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,429,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,39.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,39.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-10-04 01:19:02.000,2023-08-28 17:19:32,117.0,4.0,6,13.0,142.0,8.0,3.0,270,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,355.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,355.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +378,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,173.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,173.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,9.0,,,,3.0,,,,,,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,607,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,15,False,,,kubeflow-kale,,,140.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,140.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,562.0,553.0,millify,,,35214.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,35214.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,15.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,15.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-10-05 03:41:03.000,2023-10-05 03:41:02,800.0,151.0,16,2.0,660.0,7.0,9.0,234,2023-09-22 22:36:35.000,0.1.45,28.0,10.0,14,False,,,the-guide,,,19.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,19.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,453.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,453.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,4.0,4.0,pandapy,,,91.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,91.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,34.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,34.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,59.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,59.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,356,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +389,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,771,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 3a46f2c..31bacea 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- boto3 (πŸ₯‡48 Β· ⭐ 8.3K Β· πŸ“ˆ) - AWS SDK for Python. Apache-2 -- h5py (πŸ₯ˆ39 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- filesystem_spec (πŸ₯‡39 Β· ⭐ 660 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 -- Tablib (πŸ₯‡36 Β· ⭐ 4.3K Β· πŸ“ˆ) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K Β· πŸ“ˆ) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +- h5py (πŸ₯‡40 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- arrow (πŸ₯ˆ38 Β· ⭐ 8.4K Β· πŸ“ˆ) - Better dates & times for Python. Apache-2 +- pexpect (πŸ₯‡38 Β· ⭐ 2.4K Β· πŸ“ˆ) - A Python module for controlling interactive programs in a pseudo-.. ISC +- PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K Β· πŸ“ˆ) - A Python package to manage extremely large amounts of data. BSD-3 +- csvkit (πŸ₯ˆ33 Β· ⭐ 5.6K Β· πŸ“ˆ) - A suite of utilities for converting to and working with CSV, the king.. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- awscli (πŸ₯‡44 Β· ⭐ 14K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- attrs (πŸ₯‡40 Β· ⭐ 4.9K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- confluent-kafka-python (πŸ₯ˆ35 Β· ⭐ 3.4K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 -- wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K Β· πŸ“‰) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- Arctic (πŸ₯‰28 Β· ⭐ 3K Β· πŸ“‰) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Airflow (πŸ₯‡46 Β· ⭐ 32K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K Β· πŸ“‰) - A lightweight library for converting complex objects to and from.. MIT +- attrs (πŸ₯‡39 Β· ⭐ 4.9K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- dill (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“‰) - serialize all of Python. BSD-3 +- typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ“‰) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT From 9f4f12a9b09dcbb3b7883b57764c82f4f45adfc6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Miguel=20=C3=81ngel=20Cabrera=20Mi=C3=B1agorri?= Date: Tue, 10 Oct 2023 15:14:04 +0200 Subject: [PATCH 33/70] Add project: Pipeless (#174) Signed-off-by: Miguel A. Cabrera Minagorri --- projects.yaml | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/projects.yaml b/projects.yaml index ebb9287..61236fb 100644 --- a/projects.yaml +++ b/projects.yaml @@ -1987,4 +1987,9 @@ projects: github_id: grai-io/grai-core pypi_id: the-guide category: infrastructure - description: Platform to programmatically manage, test, and debug data infrastructure. \ No newline at end of file + description: Platform to programmatically manage, test, and debug data infrastructure. + - name: Pipeless + github_id: pipeless-ai/pipeless + pypi_id: pipeless-ai + category: computer-vision + description: An open-source framework to create and deploy computer vision applications in minutes. From 89313045c57bc932a655447375cca59e328c74d7 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 12 Oct 2023 13:34:55 +0000 Subject: [PATCH 34/70] Update best-of list for version 2023.10.12 --- README.md | 1432 ++++++++++++++++--------------- history/2023-10-12_changes.md | 26 + history/2023-10-12_projects.csv | 392 +++++++++ latest-changes.md | 26 +- 4 files changed, 1156 insertions(+), 720 deletions(-) create mode 100644 history/2023-10-12_changes.md create mode 100644 history/2023-10-12_projects.csv diff --git a/README.md b/README.md index df65588..0af94e4 100644 --- a/README.md +++ b/README.md @@ -48,7 +48,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M - [Development Tools](#development-tools) _1 projects_ - [Data Caching](#data-caching) _6 projects_ - [GUI Development](#gui-development) _10 projects_ -- [Computer & Machine Vision](#computer--machine-vision) _1 projects_ +- [Computer & Machine Vision](#computer--machine-vision) _2 projects_ - [Machine Learning & Data Engineering](#machine-learning--data-engineering) _1 projects_ - [Text Data](#text-data) _12 projects_ - [Web Development](#web-development) _1 projects_ @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 61K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 36M Β· πŸ“¦ 500K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 36M Β· πŸ“¦ 510K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,18 +95,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 16M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 16M Β· ⏱️ 09.10.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 280K Β· πŸ“¦ 74K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 01.10.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 280K Β· πŸ“¦ 75K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 860K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 870K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -124,9 +124,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K Β· πŸ“‰) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 100K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 100K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -142,12 +142,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.1K Β· πŸ“¦ 100K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.1K Β· πŸ“¦ 110K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 44M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 48M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -156,23 +156,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge msgpack-python ```
-
orjson (πŸ₯ˆ36 Β· ⭐ 4.9K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ36 Β· ⭐ 5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 170 Β· πŸ“¦ 60K Β· πŸ“‹ 340 - 0% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 60K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 15M / month Β· πŸ“¦ 1.1K Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1.1K Β· ⏱️ 10.10.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 940K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 950K Β· ⏱️ 10.10.2023): ``` conda install -c conda-forge orjson ```
-
dill (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“‰) - serialize all of Python. BSD-3 +
dill (πŸ₯ˆ36 Β· ⭐ 2K) - serialize all of Python. BSD-3 - [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 120K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.09.2023): @@ -188,55 +188,55 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge dill ```
-
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 89K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 11.10.2023): ``` - git clone https://github.com/ultrajson/ultrajson + git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 29M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): ``` - pip install ujson + pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.3M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge ujson + conda install -c conda-forge cloudpickle ```
-
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
ultrajson (πŸ₯‰35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 9% open Β· ⏱️ 06.04.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 02.10.2023): ``` - git clone https://github.com/simplejson/simplejson + git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 17M / month Β· πŸ“¦ 21K Β· ⏱️ 06.04.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.3M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): ``` - pip install simplejson + pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.9M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.3M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge simplejson + conda install -c conda-forge ujson ```
-
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 +
simplejson (πŸ₯‰35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 89K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 04.08.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 05.10.2023): ``` - git clone https://github.com/cloudpipe/cloudpickle + git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 29M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` - pip install cloudpickle + pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.9M Β· ⏱️ 06.10.2023): ``` - conda install -c conda-forge cloudpickle + conda install -c conda-forge simplejson ```
-
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯‰35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 - [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 20.08.2023): @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
srsly (πŸ₯‰31 Β· ⭐ 390) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 34K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 35K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.3M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.4M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -270,23 +270,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.5K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.5K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.5M / month Β· πŸ“¦ 270 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.5M / month Β· πŸ“¦ 270 Β· ⏱️ 07.10.2023): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.3M Β· ⏱️ 07.10.2023): ``` conda install -c conda-forge python-rapidjson ```
pysimdjson (πŸ₯‰25 Β· ⭐ 600) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 49 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/TkTech/pysimdjson @@ -295,7 +295,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 77K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 35K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 34K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
rtoml (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 280 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 290 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 66K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 100K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡53 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 840K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 850K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/numpy/numpy @@ -358,35 +358,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 220K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 220K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 140M / month Β· πŸ“¦ 72K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 140M / month Β· πŸ“¦ 73K Β· ⏱️ 20.09.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 44M Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 45M Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge pandas ```
polars (πŸ₯‡40 Β· ⭐ 21K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 1.2K Β· πŸ“¦ 4K Β· πŸ“‹ 5.1K - 20% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“₯ 9 Β· πŸ“¦ 4.2K Β· πŸ“‹ 5.2K - 20% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.4M / month Β· πŸ“¦ 280 Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.3M / month Β· πŸ“¦ 280 Β· ⏱️ 10.10.2023): ``` pip install polars ```
xarray (πŸ₯‡40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/pydata/xarray @@ -400,62 +400,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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h5py (πŸ₯‡40 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡40 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 500 Β· πŸ“₯ 2.8K Β· πŸ“¦ 230K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 2.9K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 13M Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 13M Β· ⏱️ 09.10.2023): ``` conda install -c conda-forge h5py ```
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PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K Β· πŸ“ˆ) - A Python package to manage extremely large amounts of data. BSD-3 +
Modin (πŸ₯ˆ37 Β· ⭐ 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 690 - 22% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 11.10.2023): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 640K / month Β· πŸ“¦ 2.6K Β· ⏱️ 23.12.2022): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.3M / month Β· πŸ“¦ 33 Β· ⏱️ 28.09.2023): ``` - pip install tables + pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.5M Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 270K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge pytables + conda install -c conda-forge modin-core ```
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Modin (πŸ₯ˆ37 Β· ⭐ 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2 +
PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 700 - 22% open Β· ⏱️ 11.10.2023): ``` - git clone https://github.com/modin-project/modin + git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.2M / month Β· πŸ“¦ 33 Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 680K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): ``` - pip install modin + pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 270K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.5M Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge modin-core + conda install -c conda-forge pytables ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 190 Β· πŸ“¦ 2.9K Β· πŸ“‹ 620 - 9% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 190 Β· πŸ“¦ 3K Β· πŸ“‹ 620 - 9% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 140K / month Β· πŸ“¦ 24 Β· ⏱️ 02.10.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 120K / month Β· πŸ“¦ 24 Β· ⏱️ 02.10.2023): ``` pip install docarray ``` @@ -466,50 +466,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 200 Β· πŸ“₯ 430 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 200 Β· πŸ“₯ 440 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.6M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.2M Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.2M Β· ⏱️ 11.10.2023): ``` conda install -c conda-forge numexpr ```
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TinyDB (πŸ₯ˆ33 Β· ⭐ 6.1K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
zarr (πŸ₯ˆ34 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“¦ 2.8K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 03.10.2023): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 890 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 410K / month Β· πŸ“¦ 420 Β· ⏱️ 18.08.2023): ``` - pip install tinydb + pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 350K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.7M Β· ⏱️ 21.08.2023): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge zarr ```
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zarr (πŸ₯ˆ33 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
TinyDB (πŸ₯ˆ33 Β· ⭐ 6.2K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“¦ 2.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/zarr-developers/zarr-python + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 370K / month Β· πŸ“¦ 420 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 890 Β· ⏱️ 12.06.2023): ``` - pip install zarr + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.7M Β· ⏱️ 21.08.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 350K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge zarr + conda install -c conda-forge tinydb ```
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark @@ -523,7 +523,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 310K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge koalas ``` @@ -546,7 +546,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯ˆ32 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 910 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 930 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -563,7 +563,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 540K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 560K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -572,14 +572,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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Vaex (πŸ₯‰31 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT +
Vaex (πŸ₯‰30 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT - [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 590 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 48K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 44K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 93K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 88K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -604,7 +604,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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swifter (πŸ₯‰28 Β· ⭐ 2.3K) - A package which efficiently applies any function to a pandas.. MIT +
swifter (πŸ₯‰28 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT - [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 31.07.2023): @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.4K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.2K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): ``` pip install static-frame ``` @@ -643,11 +643,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 430K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 440K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 39K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 44K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -659,19 +659,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 80K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 77K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
pickleDB (πŸ₯‰22 Β· ⭐ 810) - pickleDB is an open source key-value store using Pythons json module. BSD-3 -- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.3K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 19K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 20K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 480 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 500 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 76 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 50 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -707,8 +707,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects... - Blaze (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 +- Arctic (πŸ₯‰29 Β· ⭐ 3K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn -- Arctic (πŸ₯‰27 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT @@ -735,14 +735,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
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pyrsistent (πŸ₯‡34 Β· ⭐ 1.9K Β· πŸ’€) - Persistent/Immutable/Functional data structures for Python. MIT +
anytree (πŸ₯‡34 Β· ⭐ 840 Β· πŸ“ˆ) - Python tree data library. Apache-2 + +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 180 - 16% open Β· ⏱️ 11.10.2023): + + ``` + git clone https://github.com/c0fec0de/anytree + ``` +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 840K / month Β· πŸ“¦ 330 Β· ⏱️ 11.10.2023): + ``` + pip install anytree + ``` +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge anytree + ``` +
+
pyrsistent (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ’€) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 310K Β· πŸ“‹ 170 - 15% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“‹ 170 - 15% open Β· ⏱️ 29.12.2022): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 35M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` pip install pyrsistent ``` @@ -751,7 +767,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯ˆ32 Β· ⭐ 360) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ31 Β· ⭐ 360) - The multidict implementation. Apache-2 - [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 28.09.2023): @@ -762,19 +778,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): ``` conda install -c conda-forge multidict ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 58 - 8% open Β· ⏱️ 01.10.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 58 - 8% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.8M / month Β· πŸ“¦ 500 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.7M / month Β· πŸ“¦ 510 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -790,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 730K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 760K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): ``` pip install python-benedict ``` @@ -810,7 +826,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 26K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 27K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge glom ``` @@ -822,7 +838,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 780K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 760K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -838,11 +854,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 260K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 280K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 89K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 90K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -865,12 +881,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 340K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 350K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -886,7 +902,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.7M / month Β· πŸ“¦ 340 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.8M / month Β· πŸ“¦ 350 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -895,11 +911,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-box ```
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Show 4 hidden projects... +
Show 3 hidden projects... -- anytree (πŸ₯ˆ31 Β· ⭐ 840 Β· πŸ’€) - Python tree data library. Apache-2 -- addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - ordered-set (πŸ₯‰28 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +- addict (πŸ₯‰27 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -910,7 +925,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“¦ 260K Β· πŸ“‹ 3.2K - 10% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“¦ 270K Β· πŸ“‹ 3.2K - 10% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/samuelcolvin/pydantic @@ -919,19 +934,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.2M Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.3M Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡41 Β· ⭐ 4.2K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 74 Β· πŸ“¦ 450K Β· πŸ“‹ 790 - 4% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 87 Β· πŸ“¦ 460K Β· πŸ“‹ 790 - 4% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 98M / month Β· πŸ“¦ 19K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 97M / month Β· πŸ“¦ 19K Β· ⏱️ 20.09.2023): ``` pip install jsonschema ``` @@ -947,23 +962,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 350K Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge cerberus ```
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validators (πŸ₯ˆ33 Β· ⭐ 830) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 840) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“₯ 7 Β· πŸ“¦ 85K Β· πŸ“‹ 150 - 8% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“₯ 8 Β· πŸ“¦ 86K Β· πŸ“‹ 150 - 9% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -1006,12 +1021,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰30 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.2K Β· πŸ“‹ 420 - 33% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.3K Β· πŸ“‹ 420 - 33% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 380K / month Β· πŸ“¦ 150 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 390K / month Β· πŸ“¦ 150 Β· ⏱️ 10.10.2023): ``` pip install param ``` @@ -1027,7 +1042,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 760K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 790K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1038,12 +1053,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 720) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 32 Β· πŸ“¦ 200 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 15.09.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 33 Β· πŸ“¦ 210 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 44K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 41K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` @@ -1068,14 +1083,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge valideer ```
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typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ“‰) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT +
typical (πŸ₯‰19 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT - [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 74 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.7K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1087,7 +1102,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰25 Β· ⭐ 860) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰25 Β· ⭐ 870) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1106,7 +1121,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 470K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 460K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1117,12 +1132,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 93 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 94 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1152,30 +1167,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 49M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 50M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-dateutil ```
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arrow (πŸ₯ˆ38 Β· ⭐ 8.4K Β· πŸ“ˆ) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯ˆ38 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 71K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 72K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 19M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 20M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.7M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.8M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
pendulum (πŸ₯ˆ35 Β· ⭐ 5.7K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 360 Β· πŸ“₯ 170 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 360 Β· πŸ“₯ 190 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1184,19 +1199,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 840K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 850K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pendulum ```
holidays (πŸ₯ˆ35 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 420 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 21% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 420 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 21% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.9M / month Β· πŸ“¦ 450 Β· ⏱️ 02.10.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6M / month Β· πŸ“¦ 450 Β· ⏱️ 02.10.2023): ``` pip install holidays ``` @@ -1221,14 +1236,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytz ```
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dateparser (πŸ₯‰34 Β· ⭐ 2.3K) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯‰34 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 - [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 24K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): ``` pip install dateparser ``` @@ -1237,14 +1252,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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tzlocal (πŸ₯‰30 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰34 Β· ⭐ 170 Β· πŸ“ˆ) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 57 Β· πŸ“‹ 84 - 7% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 57 Β· πŸ“¦ 130K Β· πŸ“‹ 86 - 6% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 82M / month Β· πŸ“¦ 3.8K Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 85M / month Β· πŸ“¦ 3.8K Β· ⏱️ 04.10.2023): ``` pip install tzlocal ``` @@ -1264,25 +1279,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡39 Β· ⭐ 660) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 660 Β· πŸ“‰) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 65K Β· πŸ“‹ 590 - 33% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 67K Β· πŸ“‹ 590 - 33% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 120M / month Β· πŸ“¦ 740 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 130M / month Β· πŸ“¦ 740 Β· ⏱️ 22.09.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 14M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ36 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ37 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 110K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 28.07.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 110K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1307,19 +1322,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 860K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 580) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 320K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 330K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 100M / month Β· πŸ“¦ 2.7K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 99M / month Β· πŸ“¦ 2.8K Β· ⏱️ 13.09.2023): ``` pip install filelock ``` @@ -1355,46 +1370,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ```
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scandir (πŸ₯‰29 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 +
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 08.10.2023): ``` - git clone https://github.com/benhoyt/scandir + git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 140 Β· ⏱️ 07.07.2023): ``` - pip install scandir + pip install path ``` -- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.3M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 460K Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge scandir + conda install -c conda-forge path ```
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path (πŸ₯‰28 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
scandir (πŸ₯‰29 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 06.08.2023): +- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/jaraco/path + git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 140 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` - pip install path + pip install scandir ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 460K Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.4M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge path + conda install -c conda-forge scandir ```
Show 2 hidden projects... -- zipp (πŸ₯‰32 Β· ⭐ 42) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰31 Β· ⭐ 42) - Backport of pathlib-compatible object wrapper for zip files. MIT - Unipath (πŸ₯‰23 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1405,12 +1420,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 290K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 300K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 32M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1442,7 +1457,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 8.8M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 8.7M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1454,7 +1469,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - six (πŸ₯‡37 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT -- pathlib2 (πŸ₯‰28 Β· ⭐ 75) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰28 Β· ⭐ 74) - Backport of pathlib aiming to support the full stdlib Python API. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag
@@ -1466,7 +1481,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 550K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 550K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/pyca/cryptography @@ -1475,67 +1490,67 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 43M Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 44M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge cryptography ```
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tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 930 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 140 Β· πŸ“¦ 78K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 07.10.2023): ``` - git clone https://github.com/google/tink + git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 140K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 36M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` - pip install tink + pip install pycryptodomex ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 470 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.5M Β· ⏱️ 23.09.2023): ``` - npm install tink-crypto + conda install -c conda-forge pycryptodomex ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 +
tink (πŸ₯ˆ37 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 130 Β· πŸ“¦ 78K Β· πŸ“‹ 560 - 11% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 940 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/Legrandin/pycryptodome + git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 35M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 150K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` - pip install pycryptodomex + pip install tink ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.5M Β· ⏱️ 23.09.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 350 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` - conda install -c conda-forge pycryptodomex + npm install tink-crypto ```
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keyring (πŸ₯‰34 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 490 - 11% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 490 - 11% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 38M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 38M / month Β· πŸ“¦ 4.2K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.7M Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.8M Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge keyring ```
asn1crypto (πŸ₯‰34 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 28% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 28% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 51M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 52M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1546,12 +1561,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰32 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 43M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 44M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` @@ -1584,64 +1599,64 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 11.10.2023): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 960K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 960K Β· ⏱️ 11.10.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 130M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.10.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 05.10.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 07.10.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 280K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 280K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 360M / month Β· πŸ“¦ 8.5K Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 350M / month Β· πŸ“¦ 8.5K Β· ⏱️ 06.10.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 04.10.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 950 Β· πŸ“₯ 1M Β· πŸ“¦ 6.5K Β· πŸ“‹ 6.5K - 28% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 950 Β· πŸ“₯ 1.1M Β· πŸ“¦ 6.6K Β· πŸ“‹ 6.5K - 28% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 820K / month Β· πŸ“¦ 140 Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 840K / month Β· πŸ“¦ 160 Β· ⏱️ 11.10.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 820 Β· ⏱️ 26.09.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.3M / month Β· πŸ“¦ 880 Β· ⏱️ 12.10.2023): ``` npm install @pulumi/pulumi ``` @@ -1657,19 +1672,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.8M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.9M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge paramiko ```
docker (πŸ₯ˆ42 Β· ⭐ 6.4K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 680 Β· πŸ“¦ 69K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 690 Β· πŸ“¦ 69K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 37M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` pip install docker ``` @@ -1680,7 +1695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 280 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 280 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/docker/compose @@ -1696,7 +1711,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1712,12 +1727,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 16 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 18 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.3M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.5M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1728,7 +1743,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯‰37 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1749,19 +1764,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 42K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 43K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ```
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 4.9K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.4M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.5M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1772,7 +1787,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.1K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel @@ -1786,14 +1801,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure super fast at massive scale. It can be.. MIT +
pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/Fizzadar/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 310 Β· πŸ“¦ 85 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 01.10.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 320 Β· πŸ“¦ 85 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month Β· πŸ“¦ 11 Β· ⏱️ 31.08.2021): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month Β· πŸ“¦ 11 Β· ⏱️ 09.10.2023): ``` pip install pyinfra ``` @@ -1805,7 +1820,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.7K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.8K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1828,9 +1843,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡38 Β· ⭐ 2.4K Β· πŸ“ˆ) - A Python module for controlling interactive programs in a pseudo-.. ISC +
pexpect (πŸ₯‡38 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 310K Β· πŸ“‹ 510 - 36% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 320K Β· πŸ“‹ 510 - 36% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/pexpect/pexpect @@ -1851,7 +1866,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.7M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1862,12 +1877,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯‰35 Β· ⭐ 7.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 19.09.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 06.10.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 3M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.8M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1898,6 +1913,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top +
uvloop (πŸ₯‡38 Β· ⭐ 9.6K) - Ultra fast asyncio event loop. Apache-2 + +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 99K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 10.10.2023): + + ``` + git clone https://github.com/MagicStack/uvloop + ``` +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): + ``` + pip install uvloop + ``` +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 650K Β· ⏱️ 24.09.2023): + ``` + conda install -c conda-forge uvloop + ``` +
greenlet (πŸ₯‡38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT - [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 290K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 02.10.2023): @@ -1905,18 +1936,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 68M / month Β· πŸ“¦ 10K Β· ⏱️ 02.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 71M / month Β· πŸ“¦ 10K Β· ⏱️ 02.10.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.1M Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯‡38 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 180K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 180K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/agronholm/anyio @@ -1925,27 +1956,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 10M Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 11M Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge anyio ```
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uvloop (πŸ₯ˆ37 Β· ⭐ 9.6K) - Ultra fast asyncio event loop. Apache-2 - -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 98K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 11.08.2023): - - ``` - git clone https://github.com/MagicStack/uvloop - ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): - ``` - pip install uvloop - ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 650K Β· ⏱️ 24.09.2023): - ``` - conda install -c conda-forge uvloop - ``` -
asyncer (πŸ₯‰25 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT - [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 40 Β· πŸ“¦ 2.7K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): @@ -1953,11 +1968,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 76K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 77K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.5K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.6K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1992,11 +2007,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 33M / month Β· πŸ“¦ 15K Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 34M / month Β· πŸ“¦ 15K Β· ⏱️ 03.10.2023): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 23M Β· ⏱️ 04.10.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 24M Β· ⏱️ 04.10.2023): ``` conda install -c conda-forge traitlets ``` @@ -2008,11 +2023,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 8.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 9K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.7M Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.8M Β· ⏱️ 04.09.2023): ``` conda install -c conda-forge python-dotenv ``` @@ -2024,7 +2039,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.1M / month Β· πŸ“¦ 270 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.2M / month Β· πŸ“¦ 270 Β· ⏱️ 13.09.2023): ``` pip install dynaconf ``` @@ -2035,12 +2050,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 87 Β· πŸ“¦ 18K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 87 Β· πŸ“¦ 19K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.8M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.7M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2049,25 +2064,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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hydra (πŸ₯‰31 Β· ⭐ 7.5K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰31 Β· ⭐ 7.6K) - Hydra is a framework for elegantly configuring complex applications. MIT - [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 16K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 8.9K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.2K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
python-decouple (πŸ₯‰31 Β· ⭐ 2.5K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 90 - 6% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 92 - 8% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple @@ -2076,7 +2091,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ``` @@ -2088,7 +2103,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 180K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 190K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2097,25 +2112,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge gin-config ```
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configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 70 Β· πŸ“₯ 230 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 240 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.5M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 720K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge configobj ```
everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 30 Β· πŸ“¦ 880 Β· πŸ“‹ 81 - 2% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“¦ 890 Β· πŸ“‹ 81 - 2% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/willkg/everett @@ -2137,12 +2152,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 100 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 110 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 160M / month Β· πŸ“¦ 75K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 170M / month Β· πŸ“¦ 75K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2162,7 +2177,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.2M Β· ⏱️ 30.09.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.3M Β· ⏱️ 30.09.2023): ``` conda install -c conda-forge rich ``` @@ -2183,25 +2198,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge prompt-toolkit ```
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python-fire (πŸ₯ˆ37 Β· ⭐ 25K Β· πŸ’€) - Python Fire is a library for automatically generating.. Apache-2 +
python-fire (πŸ₯ˆ36 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 1.4K Β· πŸ“¦ 25K Β· πŸ“‹ 320 - 45% open Β· ⏱️ 13.02.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 1.4K Β· πŸ“¦ 26K Β· πŸ“‹ 320 - 45% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 16 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 18 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/typer @@ -2233,7 +2248,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 23.09.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 23.09.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2254,7 +2269,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 42M / month Β· πŸ“¦ 14K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 44M / month Β· πŸ“¦ 14K Β· ⏱️ 30.09.2023): ``` pip install wcwidth ``` @@ -2265,7 +2280,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰33 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 17K Β· πŸ“‹ 100 - 32% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 18K Β· πŸ“‹ 100 - 32% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/sdispater/cleo @@ -2274,19 +2289,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 570K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 580K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ```
asciimatics (πŸ₯‰32 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 920 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 920 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 81K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 92K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2297,23 +2312,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰31 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 72 Β· πŸ“¦ 10K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 73 Β· πŸ“¦ 10K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 08.09.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.2M / month Β· πŸ“¦ 370 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.3M / month Β· πŸ“¦ 370 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 57K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 58K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ```
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ConfigArgParse (πŸ₯‰29 Β· ⭐ 660) - A drop-in replacement for argparse that allows options to also be.. MIT +
ConfigArgParse (πŸ₯‰29 Β· ⭐ 670) - A drop-in replacement for argparse that allows options to also be.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 13K Β· πŸ“‹ 190 - 33% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 13K Β· πŸ“‹ 190 - 34% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse @@ -2322,7 +2337,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 710K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 720K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ``` @@ -2334,19 +2349,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 80K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 87K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰19 Β· ⭐ 1.1K Β· πŸ“ˆ) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.3K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.4K / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2365,7 +2380,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 810) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 820) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2384,14 +2399,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 9.9M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 10M Β· ⏱️ 01.07.2023): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ30 Β· ⭐ 920) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 01.10.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2401,36 +2416,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install aiocache ```
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beaker (πŸ₯‰27 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 +
pylibmc (πŸ₯‰28 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.8K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 360 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` - git clone https://github.com/bbangert/beaker + git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` - pip install beaker + pip install pylibmc ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 210K Β· ⏱️ 26.09.2023): ``` - conda install -c conda-forge beaker + conda install -c conda-forge pylibmc ```
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pylibmc (πŸ₯‰27 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 +
beaker (πŸ₯‰27 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“₯ 300 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.8K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/lericson/pylibmc + git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` - pip install pylibmc + pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 210K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pylibmc + conda install -c conda-forge beaker ```
cachier (πŸ₯‰23 Β· ⭐ 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT @@ -2440,7 +2455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 29K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 27K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2459,7 +2474,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 590 Β· πŸ”€ 3K Β· πŸ“₯ 33K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 20% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 33K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 19% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/kivy/kivy @@ -2468,14 +2483,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 320K Β· ⏱️ 19.09.2023): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 330K Β· ⏱️ 19.09.2023): ``` conda install -c conda-forge kivy ```
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.8K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.9K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI @@ -2484,54 +2499,54 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 120K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ34 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 600 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.2K - 18% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 37K / month Β· πŸ“¦ 46 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 40K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
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Eel (πŸ₯ˆ30 Β· ⭐ 5.8K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
Eel (πŸ₯ˆ31 Β· ⭐ 5.8K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.2K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.2K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 60K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 61K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
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toga (πŸ₯ˆ30 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯‰30 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 17% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 17% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.4K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.6K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 84 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 150 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Show 4 hidden projects... -- Gooey (πŸ₯ˆ30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰28 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 - enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed @@ -2544,6 +2559,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. +
Pipeless (πŸ₯‡17 Β· ⭐ 130 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 + +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 11 Β· πŸ“‹ 8 - 25% open Β· ⏱️ 11.10.2023): + + ``` + git clone https://github.com/pipeless-ai/pipeless + ``` +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 710 / month Β· πŸ“¦ 2 Β· ⏱️ 06.10.2023): + ``` + pip install pipeless-ai + ``` +

## Machine Learning & Data Engineering @@ -2567,11 +2594,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.09.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.09.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 820K Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 830K Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2583,7 +2610,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` @@ -2607,19 +2634,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 120 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 240 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
inflect (πŸ₯ˆ31 Β· ⭐ 860) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2628,9 +2655,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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python-slugify (πŸ₯‰30 Β· ⭐ 1.4K Β· πŸ’€) - Returns unicode slugs. MIT +
python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 100 Β· πŸ“‹ 67 - 4% open Β· ⏱️ 24.02.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 100 Β· πŸ“‹ 68 - 4% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/un33k/python-slugify @@ -2651,7 +2678,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2667,7 +2694,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 110K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 97K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2679,11 +2706,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 360K / month Β· πŸ“¦ 54 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 350K / month Β· πŸ“¦ 54 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 74K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 75K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2691,7 +2718,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT -- awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- awesome-slugify (πŸ₯‰22 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 78 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2710,25 +2737,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡48 Β· ⭐ 8.3K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡48 Β· ⭐ 8.4K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 360K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 370K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 06.10.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 860M / month Β· πŸ“¦ 18K Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 880M / month Β· πŸ“¦ 18K Β· ⏱️ 06.10.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 05.10.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge boto3 ```
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.6K - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/redis/redis-py @@ -2744,28 +2771,28 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 640K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 650K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 92M / month Β· πŸ“¦ 47K Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 93M / month Β· πŸ“¦ 48K Β· ⏱️ 18.09.2023): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 19.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 11.10.2023): ``` conda install -c conda-forge sqlalchemy ```
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 54M / month Β· πŸ“¦ 2K Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 55M / month Β· πŸ“¦ 2K Β· ⏱️ 19.09.2023): ``` pip install google-cloud-storage ``` @@ -2774,30 +2801,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-storage ```
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azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.8K) - This repository is for active development of the Azure SDK.. MIT +
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.7K - 11% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.7K - 11% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 42M / month Β· πŸ“¦ 680 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 43M / month Β· πŸ“¦ 690 Β· ⏱️ 10.10.2023): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1M Β· ⏱️ 11.10.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 23K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.7K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.7K Β· ⏱️ 14.08.2023): ``` pip install peewee ``` @@ -2808,16 +2835,16 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1K - 5% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 06.10.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 14M / month Β· πŸ“¦ 6.1K Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.1K Β· ⏱️ 22.09.2023): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 920K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 930K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge elasticsearch ``` @@ -2829,7 +2856,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 44M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2856,12 +2883,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 11.10.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 22M / month Β· πŸ“¦ 20K Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 23M / month Β· πŸ“¦ 20K Β· ⏱️ 22.08.2023): ``` pip install pymongo ``` @@ -2881,7 +2908,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.7M Β· ⏱️ 14.09.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.8M Β· ⏱️ 14.09.2023): ``` conda install -c conda-forge alembic ``` @@ -2893,23 +2920,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 970K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 940K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 220K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge mongoengine ```
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.5K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.6K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 18.09.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.5M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.8M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): ``` pip install elasticsearch-dsl ``` @@ -2920,7 +2947,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 990 - 3% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2936,7 +2963,7 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ37 Β· ⭐ 650) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2945,19 +2972,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 20.07.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 05.10.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
Ibis (πŸ₯ˆ36 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 450 Β· πŸ“₯ 98 Β· πŸ“¦ 600 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 450 Β· πŸ“₯ 98 Β· πŸ“¦ 600 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 49 Β· ⏱️ 02.10.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 50 Β· ⏱️ 08.10.2023): ``` pip install ibis-framework ``` @@ -2968,7 +2995,7 @@ _Libraries for connecting to, operating, and querying databases._
libcloud (πŸ₯ˆ36 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/apache/libcloud @@ -2994,22 +3021,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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confluent-kafka-python (πŸ₯ˆ35 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 - -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.3K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): - - ``` - git clone https://github.com/confluentinc/confluent-kafka-python - ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.6M / month Β· πŸ“¦ 440 Β· ⏱️ 12.07.2023): - ``` - pip install confluent-kafka - ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 780K Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge python-confluent-kafka - ``` -
s3transfer (πŸ₯ˆ35 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 - [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 26.09.2023): @@ -3017,7 +3028,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 250M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 260M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): ``` pip install s3transfer ``` @@ -3026,14 +3037,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.8K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.9K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.4K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.4K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 97K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 95K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3042,30 +3053,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 +
confluent-kafka-python (πŸ₯ˆ34 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.4K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 26M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.6M / month Β· πŸ“¦ 440 Β· ⏱️ 12.07.2023): ``` - pip install prometheus_client + pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 14M Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 780K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge python-confluent-kafka ```
Pony (πŸ₯ˆ34 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 67 Β· πŸ“¦ 3.7K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 68 Β· πŸ“¦ 3.7K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 120K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 130K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3081,7 +3092,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` @@ -3092,12 +3103,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 71K Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 72K Β· ⏱️ 05.09.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): ``` pip install motor ``` @@ -3117,19 +3128,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.2M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.3M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge s3fs ```
-
minio (πŸ₯ˆ34 Β· ⭐ 680) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ34 Β· ⭐ 690) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.4K Β· πŸ“‹ 510 - 1% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.4K Β· πŸ“‹ 520 - 1% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.4M / month Β· πŸ“¦ 450 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.5M / month Β· πŸ“¦ 450 Β· ⏱️ 25.09.2023): ``` pip install minio ``` @@ -3145,7 +3156,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 540K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 530K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` pip install sqlmodel ``` @@ -3154,6 +3165,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlmodel ```
+
Prometheus Client (πŸ₯‰33 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 + +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 11.10.2023): + + ``` + git clone https://github.com/prometheus/client_python + ``` +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): + ``` + pip install prometheus_client + ``` +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 14M Β· ⏱️ 10.07.2023): + ``` + conda install -c conda-forge prometheus_client + ``` +
Databases (πŸ₯‰33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 09.09.2023): @@ -3170,96 +3197,96 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
-
neo4j-driver (πŸ₯‰33 Β· ⭐ 830) - Neo4j Bolt driver for Python. Apache-2 +
PyPika (πŸ₯‰33 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.1K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 260 Β· πŸ“¦ 15K Β· πŸ“‹ 400 - 37% open Β· ⏱️ 10.10.2023): ``` - git clone https://github.com/neo4j/neo4j-python-driver + git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.5M / month Β· πŸ“¦ 93 Β· ⏱️ 15.03.2022): ``` - pip install neo4j-driver + pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 190K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 4.2K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge neo4j-python-driver + conda install -c conda-forge pypika ```
-
dataset (πŸ₯‰32 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT +
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.3K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.6K Β· ⏱️ 12.10.2023): ``` - git clone https://github.com/pudo/dataset + git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` - pip install dataset + pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.1K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge dataset + conda install -c conda-forge cassandra-driver ```
-
PyPika (πŸ₯‰32 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 830) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 260 Β· πŸ“¦ 14K Β· πŸ“‹ 400 - 36% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.2K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 11.10.2023): ``` - git clone https://github.com/kayak/pypika + git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.5M / month Β· πŸ“¦ 92 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 28.09.2023): ``` - pip install pypika + pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 3.9K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 190K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge pypika + conda install -c conda-forge neo4j-python-driver ```
-
pygsheets (πŸ₯‰32 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT +
pandas-gbq (πŸ₯‰33 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 210 Β· πŸ“¦ 2.1K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.1K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 10.10.2023): ``` - git clone https://github.com/nithinmurali/pygsheets + git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 93 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.2M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` - pip install pygsheets + pip install pandas-gbq + ``` +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): + ``` + conda install -c conda-forge pandas-gbq ```
-
Cassandra Driver (πŸ₯‰32 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
dataset (πŸ₯‰32 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.5K Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.3K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/datastax/python-driver + git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` - pip install cassandra-driver + pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 08.06.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.1K Β· ⏱️ 12.07.2023): ``` - conda install -c conda-forge cassandra-driver + conda install -c conda-forge dataset ```
-
pandas-gbq (πŸ₯‰32 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 +
pygsheets (πŸ₯‰32 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8K Β· πŸ“‹ 330 - 16% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 210 Β· πŸ“¦ 2.1K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): ``` - git clone https://github.com/googleapis/python-bigquery-pandas - ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 5.8M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): - ``` - pip install pandas-gbq + git clone https://github.com/nithinmurali/pygsheets ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 93 Β· ⏱️ 30.11.2022): ``` - conda install -c conda-forge pandas-gbq + pip install pygsheets ```
PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT @@ -3269,7 +3296,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.6M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` pip install pynamodb ``` @@ -3280,7 +3307,7 @@ _Libraries for connecting to, operating, and querying databases._
cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.6K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.7K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/oracle/python-cx_Oracle @@ -3301,7 +3328,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3310,14 +3337,26 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
+
prisma (πŸ₯‰30 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 + +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.4K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 04.10.2023): + + ``` + git clone https://github.com/RobertCraigie/prisma-client-py + ``` +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 60K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): + ``` + pip install prisma + ``` +
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 300K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): ``` pip install pysolr ``` @@ -3333,7 +3372,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 250K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 260K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3342,56 +3381,44 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
-
prisma (πŸ₯‰29 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.4K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 75 Β· πŸ“¦ 290 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 16.09.2023): ``` - git clone https://github.com/RobertCraigie/prisma-client-py + git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 58K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): ``` - pip install prisma + pip install piccolo ```
-
py2neo (πŸ₯‰29 Β· ⭐ 1.2K) - Py2neo is a comprehensive Neo4j driver library and toolkit for Python. Apache-2 +
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 2% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 900 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` - git clone https://github.com/py2neo-org/py2neo - ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 190K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): - ``` - pip install py2neo + git clone https://github.com/amol-/depot ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 24K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` - conda install -c conda-forge py2neo + pip install filedepot ```
-
piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT +
py2neo (πŸ₯‰22 Β· ⭐ 1K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 74 Β· πŸ“¦ 290 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 16.09.2023): +- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 220): ``` - git clone https://github.com/piccolo-orm/piccolo - ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 16K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): - ``` - pip install piccolo + git clone https://github.com/py2neo-org/py2neo ``` -
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filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT - -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 900 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): - +- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 180K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): ``` - git clone https://github.com/amol-/depot + pip install py2neo ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 26K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): ``` - pip install filedepot + conda install -c conda-forge py2neo ```
ODMantic (πŸ₯‰21 Β· ⭐ 850 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC @@ -3408,20 +3435,20 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 370 - 11% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 370 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/psycopg/psycopg ```
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aioprometheus (πŸ₯‰18 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT +
aioprometheus (πŸ₯‰19 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT - [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 150 Β· πŸ“‹ 30 - 23% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 56K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 58K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ``` @@ -3429,10 +3456,10 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 56) - Google Cloud Bigtable API client library. Apache-2 +- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- gino (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 @@ -3441,10 +3468,10 @@ _Libraries for connecting to, operating, and querying databases._ - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- PugSQL (πŸ₯‰19 Β· ⭐ 630 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- PugSQL (πŸ₯‰19 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- SuperSQLite (πŸ₯‰15 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT - lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3456,39 +3483,39 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 26K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 26K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.1M / month Β· πŸ“¦ 670 Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.8M / month Β· πŸ“¦ 680 Β· ⏱️ 06.09.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 480K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 490K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 170K Β· πŸ“‹ 670 - 2% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 180K Β· πŸ“‹ 670 - 2% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 10M / month Β· πŸ“¦ 3.2K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 10M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.10.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 850K Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 860K Β· ⏱️ 11.10.2023): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡36 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 77K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 79K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/jazzband/tablib @@ -3520,12 +3547,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.2K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 58K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 59K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 28M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3536,7 +3563,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 300 Β· πŸ“¦ 48K Β· πŸ“‹ 200 - 9% open Β· ⏱️ 25.08.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 300 Β· πŸ“¦ 48K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3550,14 +3577,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.6K Β· πŸ“ˆ) - A suite of utilities for converting to and working with CSV, the king.. MIT +
csvkit (πŸ₯ˆ33 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.4K Β· πŸ“‹ 890 - 7% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.4K Β· πŸ“‹ 890 - 7% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 370 Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 04.10.2023): ``` pip install csvkit ``` @@ -3582,52 +3609,52 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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Intake (πŸ₯ˆ31 Β· ⭐ 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
gdown (πŸ₯ˆ31 Β· ⭐ 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 130 Β· πŸ“¦ 1.6K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 21K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): ``` - git clone https://github.com/intake/intake + git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 61K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.3M / month Β· πŸ“¦ 400 Β· ⏱️ 18.10.2022): ``` - pip install intake + pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 490K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 230K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge intake + conda install -c conda-forge gdown ```
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snorkel (πŸ₯ˆ30 Β· ⭐ 5.6K Β· πŸ’€) - A system for quickly generating training data with weak.. Apache-2 +
Intake (πŸ₯ˆ31 Β· ⭐ 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 370 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 130 Β· πŸ“¦ 1.6K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 10.10.2023): ``` - git clone https://github.com/snorkel-team/snorkel + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 69K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` - pip install snorkel + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 45K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge snorkel + conda install -c conda-forge intake ```
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gdown (πŸ₯ˆ30 Β· ⭐ 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
snorkel (πŸ₯‰30 Β· ⭐ 5.6K Β· πŸ’€) - A system for quickly generating training data with weak.. Apache-2 -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 21K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 370 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): ``` - git clone https://github.com/wkentaro/gdown + git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.4M / month Β· πŸ“¦ 390 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` - pip install gdown + pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge gdown + conda install -c conda-forge snorkel ```
pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 @@ -3641,19 +3668,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandas-datareader ```
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img2dataset (πŸ₯‰27 Β· ⭐ 2.6K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 2.7K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 70 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 27.08.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 77 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 38K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 43K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ``` @@ -3677,43 +3704,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 600 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 620 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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excalibur (πŸ₯‰19 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT +
Upgini (πŸ₯‰20 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 10.10.2023): ``` - git clone https://github.com/camelot-dev/excalibur + git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5K / month Β· ⏱️ 10.10.2023): ``` - pip install excalibur-py + pip install upgini ```
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Upgini (πŸ₯‰19 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
excalibur (πŸ₯‰19 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` - git clone https://github.com/upgini/upgini + git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.2K / month Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1K / month Β· ⏱️ 21.03.2020): ``` - pip install upgini + pip install excalibur-py ```
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 11 - 72% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 66% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 360 / month Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 370 / month Β· ⏱️ 28.08.2023): ``` pip install squirrel-core ``` @@ -3725,7 +3752,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ31 Β· ⭐ 1.6K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- SDV (πŸ₯ˆ31 Β· ⭐ 1.7K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT @@ -3745,14 +3772,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡46 Β· ⭐ 32K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 +
Airflow (πŸ₯‡47 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 540K Β· πŸ“¦ 8.1K Β· πŸ“‹ 8.2K - 10% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 550K Β· πŸ“¦ 8.2K Β· πŸ“‹ 8.2K - 10% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 10M / month Β· πŸ“¦ 290 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 10M / month Β· πŸ“¦ 300 Β· ⏱️ 12.10.2023): ``` pip install apache-airflow ``` @@ -3760,14 +3787,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 160M Β· ⭐ 470 Β· ⏱️ 07.09.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 170M Β· ⭐ 480 Β· ⏱️ 12.10.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/celery/celery @@ -3783,28 +3810,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 640K / month Β· πŸ“¦ 140 Β· ⏱️ 29.09.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 640K / month Β· πŸ“¦ 140 Β· ⏱️ 05.10.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 530K Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 540K Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 68% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 68% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 180 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 180 Β· ⏱️ 11.10.2023): ``` pip install apache-beam ``` @@ -3815,39 +3842,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Dagster (πŸ₯‡41 Β· ⭐ 8.6K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1K Β· πŸ“¦ 1.5K Β· πŸ“‹ 6.2K - 30% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1K Β· πŸ“¦ 1.6K Β· πŸ“‹ 6.2K - 30% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 640K / month Β· πŸ“¦ 130 Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 670K / month Β· πŸ“¦ 130 Β· ⏱️ 09.10.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 03.10.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 10.10.2023): ``` conda install -c conda-forge dagster ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 8.9K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ40 Β· ⭐ 8.9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 42 Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 43 Β· ⏱️ 06.10.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 720K Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 720K Β· ⏱️ 07.10.2023): ``` conda install -c conda-forge great-expectations ```
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joblib (πŸ₯ˆ39 Β· ⭐ 3.4K) - Computing with Python functions. BSD-3 +
joblib (πŸ₯ˆ40 Β· ⭐ 3.5K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 340K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 340K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/joblib/joblib @@ -3863,7 +3890,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
rq (πŸ₯ˆ38 Β· ⭐ 9.2K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 23.09.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/rq/rq @@ -3879,12 +3906,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 11% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 510K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 540K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): ``` pip install luigi ``` @@ -3895,24 +3922,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 8.9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 810 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 820 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 390K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 400K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): ``` pip install kedro ```
dbt (πŸ₯ˆ37 Β· ⭐ 7.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.5K Β· πŸ“¦ 3.3K Β· πŸ“‹ 4.5K - 10% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.5K Β· πŸ“¦ 3.4K Β· πŸ“‹ 4.6K - 10% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 06.12.2021): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 11.10.2023): ``` pip install dbt ``` @@ -3921,14 +3948,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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Activeloop (πŸ₯ˆ34 Β· ⭐ 6.9K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ34 Β· ⭐ 7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.2K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3949,47 +3976,47 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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huey (πŸ₯ˆ31 Β· ⭐ 4.6K) - a little task queue for python. MIT +
zenml (πŸ₯ˆ32 Β· ⭐ 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 330 Β· πŸ“₯ 1 Β· πŸ“¦ 190 Β· πŸ“‹ 230 - 13% open Β· ⏱️ 26.09.2023): ``` - git clone https://github.com/coleifer/huey - ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 89K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): - ``` - pip install huey + git clone https://github.com/zenml-io/zenml ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 9K / month Β· πŸ“¦ 2 Β· ⏱️ 12.10.2023): ``` - conda install -c conda-forge huey + pip install zenml ```
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zenml (πŸ₯ˆ31 Β· ⭐ 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
huey (πŸ₯ˆ31 Β· ⭐ 4.6K) - a little task queue for python. MIT -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 330 Β· πŸ“₯ 1 Β· πŸ“¦ 190 Β· πŸ“‹ 230 - 14% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 20.09.2023): ``` - git clone https://github.com/zenml-io/zenml + git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 8.1K / month Β· πŸ“¦ 2 Β· ⏱️ 27.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 90K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` - pip install zenml + pip install huey + ``` +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge huey ```
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whylogs (πŸ₯ˆ30 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 180 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 190 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 10.10.2023): ``` pip install whylogs ```
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mleap (πŸ₯ˆ30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
mleap (πŸ₯‰30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 - [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 03.10.2023): @@ -4024,7 +4051,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.5K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.2K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): ``` pip install ploomber ``` @@ -4035,7 +4062,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰28 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 680 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 690 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/EntilZha/PyFunctional @@ -4052,7 +4079,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 74K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 71K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4068,7 +4095,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.9K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4080,7 +4107,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.8K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ``` @@ -4092,7 +4119,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 120K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 140K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4120,7 +4147,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.8K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 10K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4131,12 +4158,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 100 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 130 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4148,7 +4175,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 990 / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 960 / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4164,7 +4191,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 52 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 47 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4176,7 +4203,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 120 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 140 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4200,7 +4227,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 34 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 35 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4210,7 +4237,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 -- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT @@ -4227,12 +4254,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 950K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 960K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 220M / month Β· πŸ“¦ 76K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 230M / month Β· πŸ“¦ 76K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4243,16 +4270,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 610 Β· πŸ“¦ 67K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 01.10.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 610 Β· πŸ“¦ 67K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 13M / month Β· πŸ“¦ 4K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 13M / month Β· πŸ“¦ 4K Β· ⏱️ 09.10.2023): ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 2.9M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3M Β· ⏱️ 10.10.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4281,12 +4308,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 200 Β· πŸ“¦ 8.2K Β· πŸ“‹ 260 - 25% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 200 Β· πŸ“¦ 8.3K Β· πŸ“‹ 260 - 25% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 810 Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 810 Β· ⏱️ 04.10.2023): ``` pip install deepdiff ``` @@ -4324,7 +4351,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 190K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4338,9 +4365,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge more-itertools ```
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attrs (πŸ₯‡39 Β· ⭐ 4.9K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡39 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 840K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 840K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4354,7 +4381,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
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toolz (πŸ₯ˆ35 Β· ⭐ 4.3K Β· πŸ’€) - A functional standard library for Python. BSD-3 +
toolz (πŸ₯ˆ35 Β· ⭐ 4.4K Β· πŸ’€) - A functional standard library for Python. BSD-3 - [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 110K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 03.11.2022): @@ -4377,18 +4404,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 35M / month Β· πŸ“¦ 1.5K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 34M / month Β· πŸ“¦ 1.5K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.4M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.5M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ```
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.4K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.5K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector @@ -4397,30 +4424,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dependency_injector ```
boltons (πŸ₯ˆ31 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.3K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.4K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.9M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.8M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ```
returns (πŸ₯ˆ31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 420 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 430 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/dry-python/returns @@ -4434,7 +4461,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge returns ```
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natsort (πŸ₯‰30 Β· ⭐ 790) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰30 Β· ⭐ 800) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 23K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): @@ -4450,9 +4477,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge natsort ```
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funcy (πŸ₯‰29 Β· ⭐ 3.1K) - A fancy and practical functional tools. BSD-3 +
funcy (πŸ₯‰29 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.7K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.8K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy @@ -4466,9 +4493,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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ubelt (πŸ₯‰26 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰25 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 3K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 3.1K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/Erotemic/ubelt @@ -4498,12 +4525,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 66K - 12% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 94K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 97K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4516,9 +4543,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ34 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 6.7K Β· πŸ“₯ 67K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 6.7K Β· πŸ“₯ 67K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/micropython/micropython @@ -4550,12 +4577,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 800 Β· πŸ”€ 550 Β· πŸ“¦ 590K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 590K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 70M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 69M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` @@ -4575,7 +4602,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 860K Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 870K Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge cookiecutter ``` @@ -4587,11 +4614,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 90M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 91M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 39M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 40M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge pyparsing ``` @@ -4612,6 +4639,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
+
wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 + +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 24% open Β· ⏱️ 07.10.2023): + + ``` + git clone https://github.com/GrahamDumpleton/wrapt + ``` +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 79M / month Β· πŸ“¦ 12K Β· ⏱️ 07.10.2023): + ``` + pip install wrapt + ``` +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 22.09.2023): + ``` + conda install -c conda-forge wrapt + ``` +
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 - [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 30K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): @@ -4623,7 +4666,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4635,7 +4678,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 58M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 55M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4660,30 +4703,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
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wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 23% open Β· ⏱️ 25.07.2023): - - ``` - git clone https://github.com/GrahamDumpleton/wrapt - ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 79M / month Β· πŸ“¦ 12K Β· ⏱️ 27.02.2023): - ``` - pip install wrapt - ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 22.09.2023): - ``` - conda install -c conda-forge wrapt - ``` -
pluggy (πŸ₯ˆ33 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 92M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 95M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` @@ -4694,12 +4721,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰31 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 140 Β· πŸ“¦ 590 Β· πŸ“‹ 410 - 14% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 140 Β· πŸ“¦ 610 Β· πŸ“‹ 410 - 14% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 200K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): ``` pip install copier ``` @@ -4711,7 +4738,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 220K / month Β· πŸ“¦ 480 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 220K / month Β· πŸ“¦ 490 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4722,44 +4749,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰30 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.4K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.5K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 540K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 540K / month): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 58K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 59K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ```
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pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT +
pyscreenshot (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.1K Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/pyscaffold/pyscaffold - ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 220K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): - ``` - pip install pyscaffold + git clone https://github.com/ponty/pyscreenshot ``` -- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 180K Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): ``` - conda install -c conda-forge pyscaffold + pip install pyscreenshot ```
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catalogue (πŸ₯‰28 Β· ⭐ 160) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 31K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.1M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4768,18 +4791,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
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pyscreenshot (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 - -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3K Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/ponty/pyscreenshot - ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 510K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): - ``` - pip install pyscreenshot - ``` -
python-mss (πŸ₯‰26 Β· ⭐ 880) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 27% open Β· ⏱️ 27.04.2023): @@ -4787,7 +4798,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 660K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 650K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4798,7 +4809,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Send2Trash (πŸ₯‰26 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 56 - 46% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 58 - 48% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash @@ -4812,12 +4823,13 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
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Show 4 hidden projects... +
Show 5 hidden projects... - powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- openpyxl (πŸ₯‰25 Β· ⭐ 60) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰25 Β· ⭐ 61) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- pyscaffold (πŸ₯‰24 Β· ⭐ 1.9K Β· πŸ“‰) - Python project template generator with batteries included. ❗Unlicensed - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- macropy (πŸ₯‰21 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
--- diff --git a/history/2023-10-12_changes.md b/history/2023-10-12_changes.md new file mode 100644 index 0000000..673bc71 --- /dev/null +++ b/history/2023-10-12_changes.md @@ -0,0 +1,26 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 +- anytree (πŸ₯‡34 Β· ⭐ 840 Β· πŸ“ˆ) - Python tree data library. Apache-2 +- tzlocal (πŸ₯‰34 Β· ⭐ 170 Β· πŸ“ˆ) - A Python module that tries to figure out what your local timezone is. MIT +- Arctic (πŸ₯‰29 Β· ⭐ 3K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- colout (πŸ₯‰19 Β· ⭐ 1.1K Β· πŸ“ˆ) - Color text streams with a polished command line interface. ❗️GPL-3.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- filesystem_spec (πŸ₯‡38 Β· ⭐ 660 Β· πŸ“‰) - A specification that python filesystems should adhere to. BSD-3 +- pyrsistent (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ’€) - Persistent/Immutable/Functional data structures for Python. MIT +- addict (πŸ₯‰27 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- pyscaffold (πŸ₯‰24 Β· ⭐ 1.9K Β· πŸ“‰) - Python project template generator with batteries included. ❗Unlicensed +- py2neo (πŸ₯‰22 Β· ⭐ 1K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 + +## βž• Added Projects + +_Projects that were recently added to this best-of list._ + +- Pipeless (πŸ₯‡17 Β· ⭐ 130 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 + diff --git a/history/2023-10-12_projects.csv b/history/2023-10-12_projects.csv new file mode 100644 index 0000000..1340fca --- /dev/null +++ b/history/2023-10-12_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,trending,brew_id,docs_url,gitlab_id,gitlab_url,new_addition +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-05 17:09:25.000,2023-10-05 17:09:24,428.0,30.0,2079,382.0,226.0,16.0,33.0,14533,2023-10-05 17:09:30.000,2023.10.05,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-10-05 17:09:42.000,2023-10-05 17:09:41,271.0,22.0,150,52.0,162.0,1.0,2.0,2031,2023-10-05 17:09:45.000,2023.10.05,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-10-05 15:34:05.000,2023-10-05 15:34:04,271.0,24.0,40,24.0,160.0,3.0,5.0,817,2023-10-05 15:34:12.000,2023.10.05,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-10-05 17:09:42.000,2023-10-05 17:09:41,271.0,22.0,150,52.0,162.0,1.0,2.0,2031,2023-10-05 17:09:45.000,2023.10.05,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-05 17:09:25.000,2023-10-05 17:09:24,428.0,30.0,2079,382.0,226.0,16.0,33.0,14533,2023-10-05 17:09:30.000,2023.10.05,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1660.0,322.0,13.0,73.0,38238,,,,128.0,0,True,18.0,18.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-05 17:09:25.000,2023-10-05 17:09:24,428.0,30.0,2079,382.0,226.0,16.0,33.0,14533,2023-10-05 17:09:30.000,2023.10.05,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-10-12 13:27:36.000,2023-10-11 17:58:37,33758.0,787.0,8386,597.0,13012.0,2178.0,9862.0,24713,2023-09-16 20:33:28.000,1.26.0,152.0,1678.0,53,True,2013341.0,1875952.0,numpy,conda-forge/numpy,848294.0,185931327.0,https://pypi.org/project/numpy,2023-09-16 19:58:18.000,137389.0,184285855.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,65389409.0,1.0,,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-10-12 13:11:29.000,2023-10-12 13:11:23,15984.0,809.0,15170,2066.0,8404.0,883.0,4971.0,61043,2023-10-04 17:07:54.000,4.24.4,148.0,1169.0,52,True,528548.0,508899.0,protobuf,conda-forge/protobuf,36106328.0,155485282.0,https://pypi.org/project/protobuf,2023-10-04 17:07:54.000,16166.0,148258304.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,15890122.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3483.0,6054495.0,,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-10-12 13:02:01.000,2023-10-11 17:55:10,33430.0,610.0,16710,1121.0,30123.0,3593.0,21806.0,39984,2023-09-20 21:03:54.000,2.1.1,119.0,3468.0,52,True,1403083.0,1330432.0,pandas,conda-forge/pandas,221488.0,139364410.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,72651.0,138124403.0,https://anaconda.org/conda-forge/pandas,2023-10-02 05:16:31.167,44571531.0,1.0,,,,,,['pandas'],,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-10-12 02:04:30.000,2023-10-12 02:04:30,54059.0,208.0,23742,1935.0,49923.0,850.0,31201.0,58841,2023-10-09 15:56:50.000,2.13.13,336.0,6786.0,48,True,34123.0,30050.0,ansible,conda-forge/ansible,,4479723.0,https://pypi.org/project/ansible,2023-10-11 14:42:08.000,4073.0,4456329.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,959191.0,1.0,,,,,,,,,,,,,,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-10-06 23:52:13.114,2023-10-06 18:13:45,5462.0,200.0,1775,240.0,696.0,165.0,2910.0,8350,2023-10-06 19:37:23.000,1.28.62,1403.0,149.0,48,True,384964.0,367126.0,boto3,conda-forge/boto3,,877015591.0,https://pypi.org/project/boto3,2023-10-06 19:37:23.000,17838.0,876593036.0,https://anaconda.org/conda-forge/boto3,2023-10-06 23:52:13.114,17324759.0,1.0,,,,,,,,,,,,,,,,,,,, +12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-10-12 13:33:39.000,2023-10-12 12:27:06,21670.0,1258.0,12741,761.0,23203.0,847.0,7345.0,32513,2023-10-12 10:58:32.000,2.7.2,166.0,3023.0,47,True,8466.0,8165.0,apache-airflow,conda-forge/airflow,548247.0,12054224.0,https://pypi.org/project/apache-airflow,2023-10-12 09:07:56.000,301.0,10313552.0,https://anaconda.org/conda-forge/airflow,2023-09-11 13:24:45.987,953438.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-10-12 09:39:51.822547,476.0,174484428.0,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-10-12 12:44:59.000,2023-10-12 12:44:52,10990.0,379.0,1674,124.0,7387.0,38.0,2277.0,5828,2023-09-19 16:31:56.000,41.0.4,118.0,298.0,47,True,576068.0,554601.0,cryptography,conda-forge/cryptography,,242596898.0,https://pypi.org/project/cryptography,2023-09-19 16:31:56.000,21467.0,241480696.0,https://anaconda.org/conda-forge/cryptography,2023-09-21 14:49:15.133,43531899.0,1.0,,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-10-12 13:27:12.000,2023-10-10 17:18:57,12336.0,77.0,4549,474.0,3085.0,634.0,4347.0,22331,2023-09-03 20:16:15.000,5.3.4,201.0,1311.0,46,True,128205.0,113146.0,celery,conda-forge/celery,,7633581.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15059.0,7597549.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1441282.0,1.0,,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-10-08 23:15:10.000,2023-09-01 21:20:27,2402.0,48.0,1358,184.0,1071.0,91.0,1422.0,14354,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1479875.0,1405111.0,click,conda-forge/click,108.0,170906966.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74764.0,169826099.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,31345086.0,1.0,,,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-10-12 13:07:39.000,2023-10-12 13:03:09,2533.0,278.0,1437,101.0,3106.0,341.0,2884.0,15962,2023-09-28 07:08:34.000,2.4.2,123.0,417.0,45,True,274269.0,265799.0,pydantic,conda-forge/pydantic,,121800315.0,https://pypi.org/project/pydantic,2023-09-28 07:08:34.000,8470.0,121639413.0,https://anaconda.org/conda-forge/pydantic,2023-09-28 09:17:13.969,6275192.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,,, +17,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-10-11 15:59:18.000,2023-09-30 14:09:52,3849.0,61.0,1659,542.0,1028.0,190.0,1040.0,45021,2023-09-30 14:13:00.000,13.6.0,189.0,227.0,44,True,134314.0,129122.0,rich,conda-forge/rich,,32627471.0,https://pypi.org/project/rich,2023-09-30 14:10:36.000,5192.0,32492115.0,https://anaconda.org/conda-forge/rich,2023-09-30 19:12:41.298,5278888.0,1.0,,,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-10-11 21:36:12.000,2023-10-11 18:18:04,11545.0,234.0,3858,575.0,3514.0,523.0,3951.0,14329,2023-10-06 19:37:17.000,1.29.62,1810.0,425.0,44,True,3059.0,3.0,awscli,conda-forge/awscli,1490.0,132227872.0,https://pypi.org/project/awscli,2023-10-06 19:37:17.000,3056.0,131683812.0,https://anaconda.org/conda-forge/awscli,2023-10-07 01:09:07.268,21217377.0,1.0,,,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-10-12 05:27:58.000,2023-10-11 12:45:01,2253.0,52.0,2406,323.0,1458.0,183.0,1368.0,11813,2023-09-26 06:51:15.000,5.0.1,118.0,413.0,44,True,27625.0,,redis,conda-forge/redis-py,,30028585.0,https://pypi.org/project/redis,2023-09-26 06:51:15.000,27625.0,30001097.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1099551.0,1.0,,,,,,,,,,,,,,,,,,,, +20,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-10-12 07:19:42.000,2023-10-11 15:54:26,16592.0,144.0,1202,90.0,686.0,178.0,7313.0,7833,2023-09-18 21:15:03.000,rel_2_0_21,291.0,657.0,44,True,693844.0,646329.0,SQLAlchemy,conda-forge/sqlalchemy,45870.0,93560609.0,https://pypi.org/project/SQLAlchemy,2023-09-18 21:14:54.000,47515.0,93166815.0,https://anaconda.org/conda-forge/sqlalchemy,2023-10-11 10:44:37.580,13357198.0,1.0,,,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-10-11 20:55:03.000,2023-10-10 20:49:47,10322.0,285.0,1018,64.0,2008.0,141.0,906.0,1335,2023-10-06 19:37:08.000,1.31.62,1801.0,200.0,44,True,285836.0,277312.0,botocore,conda-forge/botocore,,351419037.0,https://pypi.org/project/botocore,2023-10-06 19:37:08.000,8524.0,350740763.0,https://anaconda.org/conda-forge/botocore,2023-10-06 22:35:48.359,23739602.0,1.0,,,,,,,,,,,,,,,,,,,, +22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-10-12 13:05:24.000,2023-10-12 13:05:23,119170.0,1372.0,27800,1501.0,45148.0,8617.0,57998.0,56142,2020-07-22 03:00:52.000,0.0.6,11.0,2646.0,43,True,11.0,3.0,cpython,conda-forge/typing,,128607.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,96831.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2891645.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-10-12 12:38:20.000,2023-10-12 12:38:18,3574.0,85.0,2294,277.0,3734.0,594.0,1914.0,17306,2023-09-06 15:38:14.000,2.14.5,76.0,527.0,43,True,27103.0,26426.0,datasets,conda-forge/datasets,,7840365.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,677.0,7825836.0,https://anaconda.org/conda-forge/datasets,2023-09-12 20:47:33.880,493993.0,1.0,,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-10-11 21:47:39.193,2023-10-11 19:09:08,3444.0,56.0,1816,222.0,1252.0,19.0,654.0,16342,2023-10-11 19:10:08.000,19.10.0,312.0,544.0,43,True,179541.0,176363.0,Faker,conda-forge/faker,,10461430.0,https://pypi.org/project/Faker,2023-10-11 19:09:57.000,3178.0,10440035.0,https://anaconda.org/conda-forge/faker,2023-10-11 21:47:39.193,855831.0,1.0,,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-10-12 03:18:18.000,2023-10-11 16:41:08,15196.0,370.0,1322,156.0,6193.0,546.0,3646.0,13004,2023-10-05 21:32:19.000,2.13.5,236.0,321.0,43,True,3994.0,3849.0,prefect,conda-forge/prefect,,654503.0,https://pypi.org/project/prefect,2023-10-05 21:32:19.000,145.0,641349.0,https://anaconda.org/conda-forge/prefect,2023-10-06 02:26:10.536,539326.0,1.0,,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-10-11 06:35:51.000,2023-10-10 21:43:29,6527.0,95.0,548,31.0,787.0,401.0,1364.0,1415,2023-08-06 15:15:44.000,2.16.1,61.0,807.0,43,True,631104.0,593981.0,pygments,conda-forge/pygments,,70142375.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37123.0,69444300.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,25828781.0,1.0,,,,,,,,,,,,,,,,,,,, +27,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-10-11 02:43:19.000,2023-10-07 19:28:52,3017.0,27.0,3150,640.0,2399.0,161.0,2164.0,21212,2023-05-26 17:35:41.785,23.5.26,35.0,657.0,42,True,75354.0,74767.0,flatbuffers,conda-forge/flatbuffers,279686.0,14943101.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,315.0,13911455.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,870655.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,272.0,1019367.0,,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-10-12 03:16:56.000,2023-10-12 01:26:11,10840.0,370.0,947,175.0,6879.0,1878.0,4620.0,17793,2023-10-11 21:20:50.000,3.88.1,3913.0,238.0,42,True,7641.0,6602.0,pulumi,,1108334.0,2167909.0,https://pypi.org/project/pulumi,2023-10-11 21:22:39.000,162.0,838600.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-10-12 00:40:04.555,877.0,1267735.0,,,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-10-01 22:39:48.000,2023-09-24 00:00:44,3958.0,18.0,1943,317.0,765.0,986.0,778.0,8541,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,97285.0,84349.0,paramiko,conda-forge/paramiko,,47111475.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12936.0,47011937.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3881983.0,2.0,,,,,,,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-10-12 13:27:18.000,2023-10-12 13:27:14,40679.0,1009.0,4029,259.0,22799.0,4224.0,1961.0,7177,2023-10-12 02:30:12.000,2.51.0,97.0,1566.0,42,True,180.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,7023428.0,https://pypi.org/project/apache-beam,2023-10-11 15:50:10.000,178.0,7021250.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-09-07 10:54:52.034,54453.0,1.0,,,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-10-03 01:43:03.000,2023-08-21 13:31:57,3338.0,29.0,1661,195.0,1572.0,440.0,1213.0,6402,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,72779.0,68959.0,docker,conda-forge/docker-py,687.0,36613819.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,36519272.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3781651.0,2.0,,,,,,,,,,,,,,,,,,,, +32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-10-10 20:57:54.000,2023-10-10 20:57:38,29596.0,648.0,1479,299.0,7789.0,151.0,3536.0,4348,2023-10-10 20:57:54.000,google-cloud-documentai-v2.20.1,100.0,446.0,42,True,1968.0,,google-cloud-storage,conda-forge/google-cloud-storage,,54722956.0,https://pypi.org/project/google-cloud-storage,2023-09-19 18:33:42.000,1968.0,54622494.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-09-20 18:28:32.621,3918020.0,1.0,,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-10-12 09:59:05.000,2023-10-12 00:42:35,15655.0,725.0,2482,373.0,23785.0,1026.0,7665.0,3873,2023-10-11 21:24:27.000,azure-servicebus_7.11.3,100.0,634.0,42,True,3018.0,2324.0,azure-storage-blob,conda-forge/azure-storage-blob,,42601785.0,https://pypi.org/project/azure-storage-blob,2023-10-10 22:59:55.000,694.0,42575935.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-10-11 01:36:34.107,1034017.0,1.0,,,,,,,,,,,,,,,,,,,, +34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-10-12 01:33:42.000,2023-10-11 12:19:56,4420.0,138.0,4995,713.0,3832.0,194.0,6905.0,30630,2023-09-21 15:55:50.000,2.22.0,144.0,472.0,41,True,1530.0,283.0,docker-compose,conda-forge/docker-compose,108389385.0,3511096.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1600318.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,368402.0,2.0,,,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-10-08 18:33:22.000,2023-10-08 18:33:03,4548.0,19.0,1370,198.0,469.0,1.0,2317.0,10352,2023-08-14 14:19:40.000,3.16.3,184.0,152.0,41,True,27336.0,23622.0,peewee,conda-forge/peewee,,1331418.0,https://pypi.org/project/peewee,2023-08-14 14:15:20.000,3714.0,1316687.0,https://anaconda.org/conda-forge/peewee,2023-09-23 12:49:13.334,559788.0,1.0,,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-10-12 09:49:38.000,2023-10-12 06:06:58,16102.0,1110.0,1047,102.0,10407.0,1922.0,4323.0,8622,2023-10-09 23:12:14.000,1.5.2,576.0,350.0,41,True,1698.0,1570.0,dagster,conda-forge/dagster,,694766.0,https://pypi.org/project/dagster,2023-10-09 22:15:21.000,128.0,669981.0,https://anaconda.org/conda-forge/dagster,2023-10-10 02:07:55.196,1016202.0,1.0,,,,,,,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-10-11 20:56:38.000,2023-10-11 20:56:31,2574.0,55.0,571,60.0,335.0,32.0,757.0,4254,2023-09-20 14:45:28.000,4.19.1,98.0,109.0,41,True,477147.0,458345.0,jsonschema,conda-forge/jsonschema,87.0,97850216.0,https://pypi.org/project/jsonschema,2023-09-20 14:45:24.000,18802.0,97181484.0,https://anaconda.org/conda-forge/jsonschema,2023-09-20 17:02:37.102,24074279.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,,, +38,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-10-12 13:19:14.000,2023-10-12 13:15:57,7617.0,822.0,1184,138.0,6452.0,1049.0,4124.0,20847,2023-10-10 16:38:25.000,py-0.19.8,315.0,287.0,40,True,4453.0,4171.0,polars,,9.0,2344611.0,https://pypi.org/project/polars,2023-10-10 16:37:10.000,282.0,2344611.0,,,,1.0,,,,,,,,,,,,,,,,,,,, +39,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-10-09 21:07:31.000,2023-09-29 12:49:57,3027.0,23.0,1917,226.0,1106.0,210.0,630.0,20397,2023-09-29 13:07:23.000,2.4.0,40.0,311.0,40,True,24423.0,22828.0,cookiecutter,conda-forge/cookiecutter,,2879346.0,https://pypi.org/project/cookiecutter,2023-09-29 13:07:23.000,1595.0,2849255.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-29 16:10:18.671,872646.0,1.0,,,,,,,,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-10-10 18:16:25.000,2023-10-10 18:16:25,12817.0,15.0,3028,609.0,3525.0,978.0,3914.0,16313,2023-06-17 17:37:56.000,2.2.1,44.0,595.0,40,True,11660.0,11052.0,kivy,conda-forge/kivy,33373.0,127594.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,608.0,119355.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,325141.0,1.0,,,,,,,,,,,,,,,,,,,, +41,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-10-12 13:32:38.000,2023-10-11 19:28:59,11631.0,383.0,1379,77.0,6952.0,149.0,1620.0,8890,2023-10-06 15:00:42.000,0.17.21,249.0,410.0,40,True,43.0,,great_expectations,conda-forge/great-expectations,,13284563.0,https://pypi.org/project/great_expectations,2023-10-06 14:11:33.000,43.0,13266988.0,https://anaconda.org/conda-forge/great-expectations,2023-10-07 19:40:22.053,720596.0,2.0,,,,,,,,,,,,,,,,,,,, +42,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-10-10 19:21:59.000,2023-10-10 07:16:10,3247.0,39.0,628,81.0,1009.0,160.0,1035.0,6688,2023-07-20 22:08:23.000,3.20.1,171.0,207.0,40,True,111169.0,100872.0,marshmallow,conda-forge/marshmallow,,30133085.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10297.0,30080396.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2107595.0,2.0,,,,,,,,,,,,,,,,,,,, +43,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-10-12 08:10:46.000,2023-10-06 07:30:31,1556.0,31.0,1181,404.0,1284.0,59.0,996.0,4039,2023-09-22 10:43:57.000,8.10.0,134.0,198.0,40,True,47341.0,41228.0,elasticsearch,conda-forge/elasticsearch,3514.0,14952866.0,https://pypi.org/project/elasticsearch,2023-09-22 10:25:10.000,6113.0,14930164.0,https://anaconda.org/conda-forge/elasticsearch,2023-09-22 16:40:10.042,926838.0,1.0,,,,,,,,,,,,,,,,,,,, +44,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-10-12 12:16:20.000,2023-10-12 12:16:19,1490.0,12.0,384,61.0,704.0,400.0,463.0,3451,2023-08-09 09:27:06.000,1.3.2,110.0,125.0,40,True,346918.0,340605.0,joblib,conda-forge/joblib,,38570452.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6313.0,37996952.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,22366521.0,2.0,,,,,,,,,,,,,,,,,,,, +45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-10-12 12:44:52.000,2023-09-28 19:19:08,1541.0,72.0,256,40.0,492.0,25.0,259.0,3218,2023-08-04 13:37:51.000,10.1.0,44.0,108.0,40,True,204016.0,195107.0,more-itertools,conda-forge/more-itertools,2802.0,55621869.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8909.0,55297954.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,12955260.0,1.0,,,,,,,,,,,,,,,,,,,, +46,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-10-12 06:59:56.000,2023-10-10 06:37:19,4783.0,126.0,972,108.0,3666.0,1169.0,2909.0,3184,2023-09-26 09:23:31.000,2023.9.0,83.0,452.0,40,True,22929.0,20950.0,xarray,conda-forge/xarray,,3899691.0,https://pypi.org/project/xarray,2023-09-26 09:23:31.000,1979.0,3665190.0,https://anaconda.org/conda-forge/xarray,2023-09-26 15:52:04.896,9145564.0,1.0,,,,,,,,,,,,,,,,,,,, +47,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-10-02 03:50:23.000,2023-10-02 03:50:14,1170.0,19.0,260,25.0,168.0,31.0,285.0,1959,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,895645.0,863444.0,pyparsing,conda-forge/pyparsing,8319.0,92397017.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32201.0,90746662.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,39605276.0,1.0,,,,,,,,,,,,,,,,,,,, +48,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-10-10 19:14:06.000,2023-10-10 19:11:21,4309.0,41.0,530,57.0,886.0,257.0,1202.0,1935,2023-10-09 14:43:38.000,3.10.0,38.0,196.0,40,True,250333.0,235432.0,h5py,conda-forge/h5py,2853.0,15599888.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,14901.0,15266482.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13334824.0,1.0,,,,,,,,,,,,,,,,,,,, +49,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,3.0,1425,228.0,482.0,15.0,627.0,7394,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,187345.0,186953.0,PyMySQL,conda-forge/pymysql,,41084665.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,41053178.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1228013.0,2.0,,,,,,,,,,,,,,,,,,,, +50,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-09-28 11:30:49.000,2023-08-09 16:44:53,2166.0,9.0,1359,150.0,963.0,297.0,1188.0,5333,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,21280.0,19863.0,kafka-python,conda-forge/kafka-python,1832.0,6790906.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1417.0,6785463.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,417954.0,2.0,,,,,,,,,,,,,,,,,,,, +51,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-10-09 13:13:22.000,2023-10-09 13:13:17,1364.0,30.0,365,66.0,534.0,119.0,540.0,4908,2023-04-16 10:50:23.776,23.1.0,27.0,147.0,39,True,863111.0,844973.0,attrs,conda-forge/attrs,,123043142.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18138.0,122634677.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,32268743.0,1.0,,,,,,,,,,,,,,,,,,,, +52,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-10-11 17:25:10.000,2023-10-11 17:25:10,5426.0,73.0,1135,241.0,1383.0,9.0,,3937,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20092.0,,pymongo,conda-forge/pymongo,,22611242.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20092.0,22578318.0,https://anaconda.org/conda-forge/pymongo,2023-09-24 10:48:18.343,1284059.0,2.0,,,,,,,,,,,,,,,,,,,, +53,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-10-10 21:39:28.000,2023-10-10 21:35:40,3071.0,24.0,491,73.0,292.0,19.0,1243.0,3044,2023-10-03 12:45:27.000,2.9.9,62.0,134.0,39,False,721304.0,659792.0,psycopg2,psycopg2,,15035009.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61492.0,15032493.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,239100.0,2.0,,,,,,,,,,,,,,20.0,,,,,, +54,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-10-07 23:12:07.000,2023-08-29 22:07:06,320.0,4.0,469,55.0,257.0,265.0,306.0,2286,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1032782.0,956374.0,pyyaml,conda-forge/pyyaml,,231774579.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76408.0,230713426.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,39262694.0,1.0,,,,,,,,,,,,,,,,,,,, +55,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-10-04 22:21:05.000,2023-06-06 19:08:37,1575.0,,443,45.0,627.0,341.0,400.0,2134,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1203675.0,1199402.0,python-dateutil,conda-forge/python-dateutil,35046.0,221055013.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,220495795.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,49740221.0,1.0,,,,,,,,,,,,,,,,,,,, +56,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-10-04 00:05:19.532,2023-10-03 20:19:56,1982.0,19.0,194,26.0,591.0,91.0,196.0,578,2023-10-03 20:20:12.000,5.11.2,47.0,110.0,39,True,376240.0,361530.0,traitlets,conda-forge/traitlets,221.0,34624599.0,https://pypi.org/project/traitlets,2023-10-03 20:20:06.000,14710.0,33986131.0,https://anaconda.org/conda-forge/traitlets,2023-10-04 00:05:19.532,23622835.0,1.0,,,,,,,,,,,,,,,,,,,, +57,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-10-11 23:08:27.000,2023-10-10 00:28:47,928.0,3.0,555,230.0,241.0,86.0,253.0,9606,2023-07-20 16:25:44.046,0.4.0,78.0,58.0,38,True,100452.0,98547.0,uvloop,conda-forge/uvloop,422.0,6616268.0,https://pypi.org/project/uvloop,2022-09-19 23:04:02.885,1905.0,6598238.0,https://anaconda.org/conda-forge/uvloop,2023-09-24 09:43:01.408,648940.0,1.0,,,,,,,,,,,,,,,,,,,, +58,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-10-09 09:16:30.000,2023-10-07 00:09:32,1799.0,9.0,1361,208.0,855.0,163.0,928.0,9157,2023-06-22 02:17:03.239,1.15.1,76.0,299.0,38,True,16459.0,14682.0,rq,conda-forge/rq,,1356902.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1777.0,1354118.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,97453.0,2.0,,,,,,,,,,,,,,,,,,,, +59,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-09-13 11:43:49.000,2023-07-04 10:52:46,2705.0,,687,150.0,723.0,569.0,550.0,8593,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,36674266.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,36171679.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,19098311.0,2.0,,,,,,,,,,,,,,,,,,,, +60,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-10-02 13:14:51.000,2023-09-30 22:03:06,1402.0,6.0,667,137.0,672.0,97.0,399.0,8391,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,38,True,76712.0,71929.0,arrow,conda-forge/arrow,,19935389.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4783.0,19864581.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,2832321.0,2.0,,,,,,,,,,,,,,,,,,,, +61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-10-10 04:57:37.000,2023-10-09 16:41:34,1707.0,33.0,3262,139.0,869.0,110.0,1164.0,6043,2023-09-18 17:33:52.000,28.1.0,90.0,187.0,38,True,1418.0,,kubernetes,conda-forge/kubernetes,,17772639.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1418.0,17761549.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,454717.0,2.0,,,,,,,,,,,,,,,,,,,, +62,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-10-09 00:39:22.000,2023-10-07 07:19:00,2851.0,36.0,454,64.0,206.0,64.0,502.0,2492,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,80080.0,78448.0,pycryptodomex,conda-forge/pycryptodomex,140.0,35979892.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1632.0,35941803.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1485455.0,2.0,,,,,,,,,,,,,,,,,,,, +63,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-10-05 14:56:48.000,2023-09-29 19:42:31,1627.0,13.0,463,95.0,305.0,183.0,324.0,2431,2020-01-21 16:37:03.000,4.8.0,19.0,108.0,38,True,332120.0,315950.0,pexpect,conda-forge/pexpect,4364.0,37947127.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16170.0,37768347.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16087002.0,1.0,,,,,,,,,,,,,,,,,,,, +64,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-09-16 21:31:40.000,2023-09-16 21:31:19,1741.0,33.0,197,19.0,127.0,101.0,897.0,2146,2023-08-31 17:27:27.000,rel_1_12_0,120.0,174.0,38,True,194598.0,183076.0,alembic,conda-forge/alembic,,32200216.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11522.0,32098342.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3769344.0,2.0,,,,,,,,,,,,,,,,,,,, +65,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-28 13:18:30.000,2023-09-28 08:31:52,866.0,14.0,250,48.0,289.0,7.0,270.0,1787,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,108297.0,105989.0,msgpack,conda-forge/msgpack-python,1136.0,48786221.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,48396083.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,14044409.0,2.0,,,,,,,,,,,,,,,,,,,, +66,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-10-06 13:15:59.754,2023-10-02 19:18:27,963.0,34.0,230,53.0,154.0,19.0,203.0,1528,2023-10-02 19:23:07.000,3.0.0,48.0,67.0,38,True,303790.0,293370.0,greenlet,conda-forge/greenlet,,71358877.0,https://pypi.org/project/greenlet,2023-10-02 19:23:07.000,10420.0,71156012.0,https://anaconda.org/conda-forge/greenlet,2023-10-06 13:15:59.754,8114635.0,1.0,,,,,,,,,,,,,,,,,,,, +67,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-10-09 19:36:27.000,2023-10-09 19:36:26,898.0,51.0,109,27.0,280.0,58.0,266.0,1402,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,181656.0,181148.0,anyio,conda-forge/anyio,,45801745.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,45545338.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,10512723.0,1.0,,,,,,,,,,,,,,,,,,,, +68,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-10-11 19:18:56.000,2023-10-11 19:18:56,2216.0,46.0,273,20.0,793.0,200.0,389.0,658,2023-09-22 18:31:44.000,2023.9.2,72.0,199.0,38,True,67250.0,66515.0,fsspec,conda-forge/fsspec,,128006279.0,https://pypi.org/project/fsspec,2023-09-22 18:31:44.000,735.0,127652199.0,https://anaconda.org/conda-forge/fsspec,2023-09-22 21:21:00.663,14517307.0,1.0,,,,,,,,,,,,,,,-1.0,,,,, +69,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-10-06 08:59:57.000,2023-10-05 11:06:13,4086.0,8.0,2379,480.0,2278.0,121.0,879.0,16845,2023-10-05 11:21:35.000,3.4.0,80.0,605.0,37,True,2633.0,2219.0,luigi,luigi,,539386.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,412.0,539234.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14019.0,2.0,,,,,,,,stable/luigi,,,,,,2.0,,,,,, +70,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-10-02 00:20:18.000,2023-09-23 23:05:56,1604.0,25.0,1950,465.0,551.0,461.0,1307.0,14256,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,135.0,18.0,fabric,conda-forge/fabric,,4454900.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4452746.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,71085.0,3.0,,,,,,,,,,,,,,,,,,,, +71,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-10-11 22:30:59.000,2023-08-29 10:07:13,6966.0,186.0,1225,344.0,239.0,39.0,445.0,13341,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,37,True,940.0,935.0,tink,,1097.0,150679.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,150313.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,351.0,,,,,,,,,,,,,,, +72,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-10-11 20:34:45.000,2023-10-11 20:34:45,2643.0,120.0,620,114.0,2835.0,794.0,3088.0,9023,2023-09-28 12:40:40.000,0.24.1,84.0,121.0,37,True,1194.0,1161.0,modin,conda-forge/modin-core,196716.0,1277476.0,https://pypi.org/project/modin,2023-09-28 12:34:58.000,33.0,1264257.0,https://anaconda.org/conda-forge/modin-core,2023-09-28 15:54:18.068,272640.0,2.0,,,,,,['pandas'],,,,,,,,,,,,,, +73,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-10-12 12:34:38.000,2023-10-12 12:02:38,2433.0,114.0,815,107.0,1393.0,344.0,1183.0,8894,2023-08-31 10:35:56.000,0.18.13,45.0,210.0,37,True,1973.0,1908.0,kedro,,,401674.0,https://pypi.org/project/kedro,2023-08-31 10:35:56.000,65.0,401674.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +74,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-10-12 12:53:28.000,2023-10-11 23:46:26,6434.0,166.0,1324,135.0,3967.0,491.0,4073.0,7628,2023-10-11 19:07:56.000,1.4.9,174.0,299.0,37,True,3421.0,3391.0,dbt,conda-forge/dbt,2533.0,122420.0,https://pypi.org/project/dbt,2023-10-11 22:09:23.000,30.0,119283.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,248754.0,2.0,,,,,,,,,,,,,,,,dbt,,,, +75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,,374,35.0,227.0,40.0,226.0,6482,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,581300.0,572336.0,python-dotenv,conda-forge/python-dotenv,,31983851.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,8964.0,31913290.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2751886.0,2.0,,,,,,,,,,,,,,,,,,,, +76,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-12 08:33:07.000,2023-10-10 18:33:40,1448.0,7.0,682,135.0,388.0,173.0,454.0,5996,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,37,True,118737.0,110622.0,watchdog,conda-forge/watchdog,,12211895.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8115.0,12149126.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2510797.0,2.0,,,,,,,,,,,,,,,,,,,, +77,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-10-07 15:27:00.000,2023-10-04 06:58:22,4085.0,3.0,1225,139.0,1105.0,377.0,1322.0,4065,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25254.0,21661.0,mongoengine,conda-forge/mongoengine,,950813.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3593.0,944555.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,225306.0,2.0,,,,,,,,,,,,,,,,,,,, +78,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-20 05:55:14.000,2023-09-18 06:34:29,1033.0,10.0,818,425.0,383.0,159.0,1151.0,3707,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,37,True,10552.0,9569.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3831315.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,983.0,3831199.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8139.0,2.0,,,,,,,,,,,,,,,,,,,, +79,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-10-11 15:10:44.000,2023-10-11 15:10:44,2258.0,44.0,634,61.0,1413.0,33.0,963.0,3597,2023-09-11 18:35:05.000,3.4.0,141.0,137.0,37,True,1303.0,1246.0,awswrangler,conda-forge/awswrangler,209476.0,29313114.0,https://pypi.org/project/awswrangler,2023-09-11 18:08:42.000,57.0,29298488.0,https://anaconda.org/conda-forge/awswrangler,2023-09-11 20:25:32.132,420770.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,,, +80,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-10-10 21:33:23.840,2023-10-09 21:31:54,1346.0,15.0,613,118.0,121.0,14.0,883.0,3341,2023-10-09 19:20:55.000,3.1.7,164.0,48.0,37,True,71116.0,67164.0,xlsxwriter,conda-forge/xlsxwriter,,13460204.0,https://pypi.org/project/xlsxwriter,2023-10-09 19:20:55.000,3952.0,13388030.0,https://anaconda.org/conda-forge/xlsxwriter,2023-10-10 21:33:23.840,2959141.0,3.0,,,,,,,,,,,,,,,,,,,, +81,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-10-12 03:23:04.000,2023-10-12 03:23:04,2715.0,7.0,1184,200.0,1208.0,169.0,1792.0,3239,2023-05-05 16:39:25.000,4.2.0,42.0,224.0,37,True,4156.0,3892.0,netmiko,,,179575.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,179575.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +82,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-06 12:57:48.461,2023-09-24 12:13:32,1139.0,46.0,238,51.0,265.0,13.0,330.0,3042,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,37,True,15272.0,14139.0,cerberus,conda-forge/cerberus,,4330547.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1133.0,4314654.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,349667.0,2.0,,,,,,,,,,,,,,,,,,,, +83,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-10-11 15:49:00.000,2023-10-11 15:49:00,4731.0,188.0,259,60.0,360.0,159.0,544.0,1230,2023-10-06 16:01:39.000,3.9.1,45.0,123.0,37,True,51747.0,49181.0,tables,conda-forge/pytables,176.0,845335.0,https://pypi.org/project/tables,2023-10-06 15:50:38.000,2566.0,677731.0,https://anaconda.org/conda-forge/pytables,2023-10-07 10:19:49.597,6536486.0,2.0,,,,,,,,,,,,,,,,,,,, +84,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1166,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,312855.0,295577.0,future,conda-forge/future,,32647498.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17278.0,32504659.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12427001.0,1.0,,,,,,,,,,,,,,,,,,,, +85,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-06-16 13:17:33.301,2022-07-26 21:04:04,529.0,,264,29.0,105.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,37,False,1997568.0,1861982.0,six,conda-forge/six,,198308385.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135586.0,197766559.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,48222583.0,1.0,,,,,,,,,,,,,,,,,,,, +86,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-10-11 23:29:47.000,2023-10-10 14:07:23,1696.0,25.0,258,53.0,1076.0,84.0,530.0,650,2023-10-03 15:16:10.000,3.12.0,149.0,132.0,37,True,23793.0,22671.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,32372324.0,https://pypi.org/project/google-cloud-bigquery,2023-10-03 15:16:10.000,1122.0,32302328.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-05 13:36:31.492,2729870.0,2.0,,,,,,,,,,,,,,,,,,,, +87,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-10-08 11:01:26.000,2023-10-05 15:39:58,288.0,1.0,1407,378.0,164.0,144.0,175.0,25341,2022-12-12 20:38:05.885,0.5.0,10.0,60.0,36,True,27377.0,25548.0,fire,conda-forge/fire,,6730479.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1829.0,6720386.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,767136.0,2.0,,,,,,,,,,,,,,,,,,,, +88,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-10-05 20:26:37.000,2023-10-05 20:26:37,6836.0,37.0,1752,230.0,3060.0,718.0,2719.0,12117,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10174.0,9859.0,pysimplegui,conda-forge/pysimplegui,,354637.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,352129.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,125400.0,2.0,,,,,,,,,,,,,,,,,,,, +89,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-10-02 12:55:42.807,2023-10-01 14:16:00,392.0,3.0,965,212.0,182.0,156.0,293.0,11134,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,30430.0,28994.0,schedule,conda-forge/schedule,,1693359.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1436.0,1692053.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,43102.0,3.0,,,,,,,,,,,,,,,,,,,, +90,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7845,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,115093.0,102672.0,docopt,conda-forge/docopt,,10605749.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12421.0,10584103.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1948173.0,2.0,,,,,,,,,,,,,,,,,,,, +91,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,23.0,505,136.0,234.0,4.0,457.0,6722,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15897.0,13262.0,sh,conda-forge/sh,,5719924.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2635.0,5714792.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,184782.0,2.0,,,,,,,,,,,,,,,,,,,, +92,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-10-10 21:53:51.778,2023-10-10 14:30:27,610.0,27.0,176,32.0,84.0,2.0,347.0,4962,2023-10-10 14:46:19.000,3.9.8,115.0,22.0,36,True,61384.0,60265.0,orjson,conda-forge/orjson,,14522056.0,https://pypi.org/project/orjson,2023-10-10 14:49:51.000,1119.0,14498916.0,https://anaconda.org/conda-forge/orjson,2023-10-10 21:53:51.778,948741.0,2.0,,,,,,,,,,,,,,,,,,,, +93,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-10-03 10:10:59.000,2023-10-03 10:10:50,1177.0,6.0,582,136.0,318.0,33.0,220.0,4285,2023-07-20 15:47:29.216,0.0.1,45.0,124.0,36,True,79898.0,78620.0,tablib,conda-forge/tablib,,1791859.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1278.0,1790752.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,91904.0,1.0,,,,,,,,,,,,,,,,,,,, +94,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-10-12 13:21:22.000,2023-10-12 12:44:32,6528.0,842.0,446,80.0,4909.0,105.0,2229.0,3182,2023-10-02 17:04:07.000,7.0.0,58.0,203.0,36,True,654.0,604.0,ibis-framework,conda-forge/ibis-framework,98.0,110253.0,https://pypi.org/project/ibis-framework,2023-10-08 00:04:19.000,50.0,102533.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,308663.0,2.0,,,,,,,,,,,,,,,,,,,, +95,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3062,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,135151.0,132948.0,sortedcontainers,conda-forge/sortedcontainers,,26537512.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2203.0,26408606.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11214881.0,1.0,,,,,,,,,,,,,,,,,,,, +96,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-10-11 04:19:56.219,2023-10-10 14:43:35,500.0,46.0,569,125.0,221.0,58.0,960.0,2744,2023-10-10 15:06:12.000,5.0.0,62.0,56.0,36,False,52975.0,50812.0,pyodbc,conda-forge/pyodbc,,23464427.0,https://pypi.org/project/pyodbc,2023-10-10 15:01:53.000,2163.0,23432265.0,https://anaconda.org/conda-forge/pyodbc,2023-10-11 04:19:56.219,1157835.0,2.0,,,,,,,,,,,,,,,2.0,,,,, +97,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-10-05 14:00:33.000,2023-10-05 10:08:02,2654.0,26.0,474,123.0,550.0,297.0,1493.0,2709,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30253.0,29614.0,xlwings,conda-forge/xlwings,18847.0,146863.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,639.0,130119.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,671127.0,1.0,,,,,,,,,,,,,,,,,,,, +98,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-09-28 02:35:17.000,2023-08-17 19:25:44,249.0,28.0,144,36.0,65.0,49.0,64.0,2390,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,36,True,113783.0,111768.0,aiofiles,conda-forge/aiofiles,,53865592.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2015.0,53853596.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,863741.0,2.0,,,,,,,,,,,,,,,,,,,, +99,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-09-13 02:16:47.000,2023-09-13 02:16:10,997.0,8.0,172,23.0,150.0,169.0,326.0,1999,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,124627.0,120723.0,dill,conda-forge/dill,290957.0,37456793.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3904.0,37320747.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5344903.0,2.0,,,,,,,,,,,,,,,,,,,, +100,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-10-10 08:49:58.000,2023-10-10 08:48:43,9923.0,229.0,931,85.0,1765.0,74.0,123.0,1963,2023-08-10 08:07:04.000,3.8.0,71.0,473.0,36,True,861.0,,apache-libcloud,,,193314.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,193314.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +101,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-10-11 00:10:04.000,2023-10-04 22:43:49,1054.0,48.0,202,25.0,159.0,68.0,197.0,1755,2023-10-04 22:45:27.000,6.6.0,73.0,78.0,36,True,9096.0,8284.0,deepdiff,conda-forge/deepdiff,,11391685.0,https://pypi.org/project/deepdiff,2023-10-04 22:36:09.000,812.0,11382938.0,https://anaconda.org/conda-forge/deepdiff,2023-10-05 03:09:26.839,349919.0,1.0,,,,,,,,,,,,,,,,,,,, +102,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-10-12 13:18:29.000,2023-10-11 17:41:37,426.0,3.0,152,29.0,279.0,86.0,165.0,1447,2023-01-19 09:28:09.524,2.2.1,38.0,58.0,36,True,92227.0,89319.0,cloudpickle,conda-forge/cloudpickle,27.0,28912981.0,https://pypi.org/project/cloudpickle,2023-01-19 09:28:09.524,2908.0,28750350.0,https://anaconda.org/conda-forge/cloudpickle,2023-06-16 13:22:49.606,14799482.0,2.0,,,,,,,,,,,,,,,,,,,, +103,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,183.0,237.0,1144,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,36,True,27283.0,25154.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4674394.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2129.0,4668289.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,518955.0,2.0,,,,,,,,,,,,,,,,,,,, +104,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-10-12 10:22:16.000,2023-10-12 04:47:15,15226.0,291.0,6741,727.0,5594.0,1673.0,3620.0,17310,2023-10-06 00:09:41.000,1.21.0,15.0,600.0,35,True,14.0,,micropython-_markupbase,,67076.0,906.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,,, +105,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-10-12 08:25:22.000,2023-08-01 09:36:09,471.0,14.0,485,68.0,279.0,208.0,167.0,12214,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2351.0,18.0,typer,conda-forge/typer,,12405294.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12364000.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1734369.0,2.0,,,,,,,,,,,,,,,,,,,, +106,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-10-06 16:46:25.000,2023-10-06 16:36:49,2431.0,7.0,1222,232.0,475.0,145.0,1002.0,7947,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11683.0,9727.0,supervisor,conda-forge/supervisor,,2843005.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,2835282.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,278035.0,3.0,,,,,,,,,,,,,,,,,,,, +107,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-10-07 00:11:08.000,2023-09-30 23:24:34,824.0,28.0,362,70.0,266.0,230.0,291.0,5735,2020-07-24 18:17:05.000,2.1.2,54.0,93.0,35,True,23898.0,22671.0,pendulum,conda-forge/pendulum,189.0,14905484.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1227.0,14883786.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,846166.0,2.0,,,,,,,,,,,,,,,,,,,, +108,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,106.0,95.0,87.0,162.0,5244,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,64243.0,58648.0,xmltodict,conda-forge/xmltodict,,28736450.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5595.0,28697031.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3390114.0,2.0,,,,,,,,,,,,,,,,,,,, +109,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4350,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,117473.0,114008.0,toolz,conda-forge/toolz,,20992518.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,20783750.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18371612.0,2.0,,,,,,,,,,,,,,,,,,,, +110,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-10-02 22:48:08.000,2023-10-02 22:48:07,892.0,11.0,368,88.0,266.0,26.0,316.0,4141,2023-06-11 08:50:12.594,5.8.0,36.0,85.0,35,True,4438.0,,ujson,conda-forge/ujson,,8451955.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4438.0,8344014.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4317676.0,3.0,,,,,,,,,,,,,,,,,,,, +111,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-09-29 17:57:18.840,2023-09-29 15:40:42,1603.0,25.0,418,88.0,111.0,7.0,165.0,3314,2023-09-29 15:44:15.000,8.13.22,231.0,29.0,35,True,1435.0,,phonenumbers,conda-forge/phonenumbers,,4877031.0,https://pypi.org/project/phonenumbers,2023-09-29 15:44:15.000,1435.0,4848514.0,https://anaconda.org/conda-forge/phonenumbers,2023-09-29 17:57:18.840,826999.0,1.0,,,,,,,,,,,,,,,,,,,, +112,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3260,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,786187.0,764771.0,colorama,conda-forge/colorama,,120610960.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21416.0,120320069.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,26180277.0,2.0,,,,,,,,,,,,,,,,,,,, +113,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584,96.0,178.0,30.0,310.0,2991,,,21.0,83.0,35,True,688332.0,671123.0,pycparser,conda-forge/pycparser,,113117734.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17209.0,112709880.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,35075514.0,2.0,,,,,,,,,,,,,,,,,,,, +114,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-10-06 12:48:17.070,2023-10-05 19:56:36,652.0,2.0,331,66.0,123.0,20.0,176.0,1594,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,134175.0,113233.0,simplejson,conda-forge/simplejson,6364.0,17646074.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20942.0,17574813.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,2918890.0,3.0,,,,,,,,,,,,,,,,,,,, +115,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-08-20 21:14:53.000,2023-08-20 21:14:53,1376.0,18.0,160,34.0,164.0,69.0,234.0,1160,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2414.0,,jsonpickle,conda-forge/jsonpickle,,9393279.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2414.0,9342263.0,https://anaconda.org/conda-forge/jsonpickle,2023-08-13 21:05:07.244,1530507.0,3.0,,,,,,,,,,,,,,,,,,,, +116,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-10-10 08:04:25.000,2023-10-08 20:47:28,2036.0,11.0,141,19.0,160.0,59.0,435.0,1113,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4154.0,,keyring,conda-forge/keyring,,37808297.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4154.0,37711350.0,https://anaconda.org/conda-forge/keyring,2023-09-29 15:42:13.438,3780952.0,3.0,,,,,,,,,,,,,,,,,,,, +117,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-10-12 02:28:42.000,2023-10-11 02:32:25,2119.0,135.0,420,18.0,1026.0,100.0,370.0,1042,2023-10-02 18:46:39.000,0.34,62.0,219.0,35,True,13566.0,13118.0,holidays,conda-forge/holidays,189.0,6079570.0,https://pypi.org/project/holidays,2023-10-02 18:56:36.000,448.0,5985201.0,https://anaconda.org/conda-forge/holidays,2023-10-02 21:37:16.554,3680377.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,,, +118,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,78,15.0,35.0,35.0,46.0,282,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,35,True,1763137.0,1679917.0,pytz,conda-forge/pytz,,190831664.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83220.0,189517052.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,46011447.0,2.0,,,,,,,,,,,,,,,,,,,, +119,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-09-26 23:34:33.362,2023-09-26 19:58:05,564.0,13.0,125,18.0,218.0,46.0,35.0,182,2023-09-26 21:26:08.000,0.7.0,35.0,36.0,35,True,247882.0,243531.0,s3transfer,conda-forge/s3transfer,,260394703.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4351.0,259923822.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,16951717.0,2.0,,,,,,,,,,,,,,,,,,,, +120,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-10-12 11:13:30.000,2023-10-09 22:05:55,8334.0,477.0,524,84.0,2175.0,51.0,386.0,6956,2023-10-09 23:27:00.000,3.8.0,154.0,119.0,34,True,2465.0,2411.0,hub,,,3194.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3194.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,,, +121,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-10-11 19:30:58.000,2023-10-11 08:31:09,1187.0,12.0,329,41.0,482.0,486.0,496.0,3857,2023-08-11 03:44:09.000,0.20.0,151.0,122.0,34,True,6495.0,6402.0,tortoise-orm,conda-forge/tortoise-orm,13.0,95898.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,95346.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15477.0,2.0,,,,,,,,,,,,,,,,,,,, +122,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-12 11:49:28.000,2023-07-24 18:25:47,848.0,1.0,864,335.0,537.0,271.0,844.0,3424,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,34,True,7795.0,7350.0,confluent-kafka,conda-forge/python-confluent-kafka,,9648847.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,445.0,9627124.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,782056.0,2.0,,,,,,,,,,,,,,,,,,,, +123,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233,87.0,78.0,313.0,332.0,3323,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4043.0,3680.0,pony,conda-forge/pony,68.0,128813.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,363.0,126047.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,96810.0,2.0,,,,,,,,,,,,,,,,,,,, +124,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-10-04 19:56:33.000,2023-10-04 19:56:33,719.0,19.0,296,34.0,497.0,105.0,364.0,3248,2023-09-13 18:34:47.000,3.2.3,85.0,114.0,34,True,7517.0,7249.0,dynaconf,conda-forge/dynaconf,,2236076.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,268.0,2234428.0,https://anaconda.org/conda-forge/dynaconf,2023-09-25 10:33:38.814,59345.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,,, +125,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-22 02:03:08.000,2023-09-05 13:59:07,1264.0,3.0,185,50.0,311.0,127.0,221.0,2681,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5479.0,5009.0,plumbum,conda-forge/plumbum,,2503122.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,470.0,2491089.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,986786.0,3.0,,,,,,,,,,,,,,,,,,,, +126,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-10-04 06:51:44.000,2023-10-04 06:51:42,1422.0,78.0,192,47.0,1187.0,62.0,559.0,2510,2023-10-02 13:06:43.000,0.39.0,725.0,68.0,34,True,3023.0,2999.0,docarray,conda-forge/docarray,,123437.0,https://pypi.org/project/docarray,2023-10-02 13:06:05.000,24.0,117774.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,118930.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,,, +127,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-10-12 11:03:42.000,2023-10-09 21:18:20,331.0,7.0,299,46.0,111.0,14.0,185.0,2410,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,51134.0,47846.0,python-magic,conda-forge/python-magic,,5989926.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3288.0,5983476.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,232228.0,2.0,,,,,,,,,,,,,,,,,,,, +128,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-10-10 10:11:56.000,2023-08-21 14:51:26,1497.0,1.0,443,133.0,557.0,301.0,372.0,2350,2023-03-23 14:03:04.308,1.1.8,29.0,129.0,34,True,25505.0,24243.0,dateparser,conda-forge/dateparser,,3991274.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1262.0,3989087.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,177190.0,3.0,,,,,,,,,,,,,,,,,,,, +129,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-24 10:06:05.674,2023-09-12 18:15:46,1072.0,2.0,439,55.0,288.0,11.0,317.0,2320,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,34,True,146606.0,139383.0,mysqlclient,conda-forge/mysqlclient,5270.0,4086532.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7223.0,4078749.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,301123.0,2.0,,,,,,,,,,,,,,,,,,,, +130,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-09-08 01:39:49.000,2023-09-05 16:58:54,1745.0,12.0,204,89.0,225.0,,,2224,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,72720.0,71545.0,motor,conda-forge/motor,,1142327.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1175.0,1140620.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,61467.0,2.0,,,,,,,,,,,,,,,,,,,, +131,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-10-11 13:00:51.270,2023-09-26 12:30:29,817.0,39.0,200,63.0,97.0,63.0,292.0,2032,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3170.0,,numexpr,conda-forge/numexpr,440.0,6805462.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3170.0,6624748.0,https://anaconda.org/conda-forge/numexpr,2023-10-11 13:00:51.270,7228391.0,2.0,,,,,,,,,,,,,,,,,,,, +132,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-10-07 07:59:33.000,2023-10-07 07:02:37,717.0,10.0,218,43.0,69.0,45.0,137.0,1898,2023-02-27 01:57:13.529,1.15.0,53.0,27.0,34,True,11855.0,,wrapt,conda-forge/wrapt,,79218468.0,https://pypi.org/project/wrapt,2023-10-07 07:00:22.000,11855.0,78856998.0,https://anaconda.org/conda-forge/wrapt,2023-09-22 19:10:19.157,13012944.0,2.0,,,,,,,,,,,,,,,,,,,, +133,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,14.0,264,25.0,116.0,10.0,147.0,1727,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,62595.0,61112.0,emoji,conda-forge/emoji,,2752155.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1483.0,2750544.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,61240.0,1.0,,,,,,,,,,,,,,,,,,,, +134,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-09-23 21:21:39.000,2023-09-23 21:21:39,739.0,4.0,115,35.0,209.0,53.0,191.0,1270,2023-09-16 20:40:25.000,3.1.2,118.0,67.0,34,True,48759.0,46572.0,argcomplete,conda-forge/argcomplete,309.0,19083949.0,https://pypi.org/project/argcomplete,2023-09-16 20:40:25.000,2187.0,19048940.0,https://anaconda.org/conda-forge/argcomplete,2023-09-17 07:52:21.297,1365259.0,2.0,,,,,,,,,,,,,,,,,,,, +135,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-10-11 04:44:03.000,2023-10-03 17:24:40,1823.0,21.0,225,46.0,841.0,278.0,372.0,1231,2023-08-18 14:29:58.000,2.16.1,73.0,92.0,34,True,3193.0,2772.0,zarr,conda-forge/zarr,,474330.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,421.0,405307.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2691898.0,2.0,,,,,,,,,,,,,,,,,,,, +136,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,146.0,270.0,1104,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,30668.0,29974.0,py4j,conda-forge/py4j,,31482451.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,694.0,31431528.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4379449.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,,, +137,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-10-11 21:59:47.000,2023-10-11 21:36:07,498.0,55.0,123,23.0,61.0,29.0,149.0,845,2023-10-11 21:59:56.000,2.10.0,30.0,26.0,34,True,17752.0,17423.0,anytree,conda-forge/anytree,,844462.0,https://pypi.org/project/anytree,2023-10-11 21:59:47.000,329.0,843644.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,34381.0,1.0,,,,,,,,,,,,,,,3.0,,,,, +138,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,24.0,56.0,13.0,93.0,781,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,506380.0,482012.0,decorator,conda-forge/decorator,,54859897.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24368.0,54583089.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,24082349.0,2.0,,,,,,,,,,,,,,,,,,,, +139,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-10-09 22:00:56.000,2023-09-28 13:53:16,1010.0,16.0,244,20.0,382.0,119.0,300.0,740,2023-09-22 18:38:08.000,2023.9.2,62.0,127.0,34,True,15652.0,14967.0,s3fs,conda-forge/s3fs,,117610559.0,https://pypi.org/project/s3fs,2023-09-22 18:38:08.000,685.0,117445787.0,https://anaconda.org/conda-forge/s3fs,2023-09-22 23:05:15.027,6261367.0,2.0,,,,,,,,,,,,,,,,,,,, +140,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-10-06 06:07:07.000,2023-09-25 05:57:34,1119.0,11.0,287,32.0,797.0,7.0,510.0,686,2023-09-25 05:58:39.000,7.1.17,106.0,119.0,34,True,5893.0,5442.0,minio,conda-forge/minio,,1512160.0,https://pypi.org/project/minio,2023-09-25 05:57:29.000,451.0,1508309.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,146338.0,2.0,,,,,,,,,,,,,,,,,,,, +141,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-10-09 16:51:35.000,2023-10-02 18:08:09,274.0,19.0,89,14.0,175.0,10.0,90.0,584,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,331414.0,328660.0,filelock,conda-forge/filelock,,99770465.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2754.0,99396189.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,15345317.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,,, +142,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-10-05 11:06:14.000,2023-10-05 11:06:03,329.0,41.0,51,15.0,51.0,12.0,26.0,340,2023-09-30 07:27:00.000,0.2.8,20.0,15.0,34,True,466728.0,453222.0,wcwidth,conda-forge/wcwidth,,44793853.0,https://pypi.org/project/wcwidth,2023-09-30 05:29:57.000,13506.0,44265319.0,https://anaconda.org/conda-forge/wcwidth,2023-10-02 14:03:05.516,21141377.0,2.0,,,,,,,,,,,,,,,,,,,, +143,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-10-12 11:56:00.000,2023-10-12 11:55:59,808.0,18.0,131,23.0,92.0,53.0,135.0,299,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,111062.0,103994.0,asn1crypto,conda-forge/asn1crypto,,52538574.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7068.0,52429717.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8273164.0,3.0,,,,,,,,,,,,,,,,,,,, +144,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-11 03:49:59.000,2023-10-11 03:49:59,310.0,10.0,57,7.0,73.0,6.0,80.0,174,2023-06-21 14:09:09.912,4.3.1,46.0,29.0,34,True,132144.0,128352.0,tzlocal,conda-forge/tzlocal,,84994428.0,https://pypi.org/project/tzlocal,2023-10-04 18:13:10.000,3792.0,84901466.0,https://anaconda.org/conda-forge/tzlocal,2023-10-05 03:13:04.646,2417017.0,3.0,,,,,,,,,,,,,,,4.0,,,,, +145,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-10-11 09:07:12.000,2023-05-22 23:51:10,520.0,,2008,376.0,453.0,343.0,181.0,31636,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1234.0,1199.0,diagrams,conda-forge/diagrams,,105122.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,100929.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,171945.0,2.0,,,,,,,,,,,,,,,,,,,, +146,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-10-09 18:31:30.000,2023-10-09 18:16:28,2774.0,13.0,606,147.0,484.0,240.0,993.0,11227,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2305.0,2258.0,dearpygui,,,40174.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,40174.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +147,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-10-12 07:16:23.000,2023-08-01 09:19:41,246.0,10.0,460,147.0,255.0,236.0,147.0,10869,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,33,True,7769.0,7650.0,sqlmodel,conda-forge/sqlmodel,,531520.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,530742.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,20228.0,3.0,,,,,,['pydantic'],,,,,,,,,,,,,, +148,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-10-03 16:30:00.000,2023-07-24 18:53:19,697.0,3.0,512,106.0,156.0,12.0,291.0,6155,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12588.0,11694.0,tinydb,conda-forge/tinydb,,486656.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,894.0,482695.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,348653.0,2.0,,,,,,,,,,,,,,,,,,,, +149,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-10-10 16:47:00.000,2023-10-10 16:46:59,1873.0,27.0,597,130.0,331.0,68.0,822.0,5587,2023-10-04 15:16:46.000,1.2.0,38.0,107.0,33,True,1816.0,1446.0,csvkit,conda-forge/csvkit,,181960.0,https://pypi.org/project/csvkit,2023-10-04 15:16:46.000,370.0,178539.0,https://anaconda.org/conda-forge/csvkit,2023-10-04 17:09:08.827,99234.0,2.0,,,,,,,,,,,,,,,,,,,, +150,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-09-28 11:06:40.000,2023-08-21 07:09:39,474.0,4.0,247,48.0,193.0,91.0,145.0,5306,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1506.0,,tenacity,conda-forge/tenacity,,34580096.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1506.0,34427730.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5485202.0,2.0,,,,,,,,,,,,,,,,,,,, +151,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-10-11 17:13:20.000,2023-10-11 17:13:20,535.0,8.0,743,68.0,405.0,92.0,408.0,3568,2023-07-10 21:21:10.669,0.17.1,47.0,135.0,33,True,748.0,,prometheus_client,conda-forge/prometheus_client,,25630695.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,25289231.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,14000060.0,3.0,,,,,,,,,,,,,,,,,,,, +152,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,6.0,253,51.0,200.0,125.0,195.0,3549,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20454.0,20334.0,databases,conda-forge/databases,,409721.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,406334.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,189718.0,3.0,,,,,,,,,,,,,,,,,,,, +153,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-10-05 05:44:08.000,2023-09-07 02:59:25,1023.0,11.0,365,50.0,377.0,82.0,310.0,2955,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,16403906.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,16349230.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2132389.0,2.0,,,,,,,,,,,,,,,,,,,, +154,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-10-12 01:13:54.000,2023-10-10 18:15:00,1030.0,10.0,255,37.0,363.0,148.0,251.0,2168,2022-03-15 11:22:57.000,0.48.9,213.0,97.0,33,True,14693.0,14600.0,pypika,conda-forge/pypika,,2487782.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,93.0,2487607.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,4213.0,3.0,,,,,,,,,,,,,,,,,,,, +155,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-23 12:04:37.819,2023-08-01 19:17:09,382.0,2.0,250,49.0,149.0,56.0,85.0,1974,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39347.0,5.0,chardet,conda-forge/chardet,,55507050.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39339.0,54916810.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,21830056.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,239.0,,,,,,,,,,,,,,, +156,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,85.0,1933,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7003.0,,jmespath,conda-forge/jmespath,,128129307.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7003.0,127936051.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16813325.0,3.0,,,,,,,,,,,,,,,,,,,, +157,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-10-03 13:05:15.000,2023-09-22 10:10:25,281.0,12.0,145,27.0,57.0,8.0,225.0,1792,2023-05-27 20:45:18.670,5.3.1,45.0,12.0,33,True,3445.0,,cachetools,conda-forge/cachetools,,101725369.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3445.0,101482252.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,9967835.0,1.0,,,,,,,,,,,,,,,,,,,, +158,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-10-12 04:31:53.000,2023-10-12 04:10:51,6028.0,4.0,553,80.0,1102.0,15.0,,1352,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,33,True,6255.0,5553.0,cassandra-driver,conda-forge/cassandra-driver,,1348736.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1343875.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,184739.0,3.0,,,,,,,,,,,,,,,,,,,, +159,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1159,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3556.0,3471.0,petl,conda-forge/petl,,1249685.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,85.0,1244409.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,211042.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,,, +160,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-10-03 10:57:43.000,2023-09-26 09:36:57,510.0,23.0,82,24.0,270.0,34.0,70.0,1128,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,33,True,18050.0,17799.0,cleo,conda-forge/cleo,,14661761.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,251.0,14652408.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,579922.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,,,, +161,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-10-10 11:11:50.000,2023-10-10 11:11:50,696.0,38.0,125,21.0,273.0,41.0,127.0,1018,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10485.0,,pluggy,conda-forge/pluggy,,96095302.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10485.0,95462801.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,22770068.0,2.0,,,,,,,,,,,,,,,,,,,, +162,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-10-05 01:07:51.000,2023-10-05 01:07:51,341.0,25.0,141,15.0,156.0,14.0,135.0,837,2023-09-02 09:17:56.000,0.22.0,42.0,50.0,33,True,88023.0,86255.0,validators,conda-forge/validators,8.0,6045030.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1768.0,6031901.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,512029.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,,, +163,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-10-11 08:08:30.000,2023-10-11 08:08:29,1485.0,24.0,195,98.0,726.0,4.0,228.0,831,2023-09-28 13:27:28.000,5.13.0,127.0,41.0,33,True,7393.0,7167.0,neo4j-driver,conda-forge/neo4j-python-driver,,142139.0,https://pypi.org/project/neo4j-driver,2023-09-28 13:25:30.000,226.0,137303.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-09-28 15:53:06.402,193446.0,3.0,,,,,,,,,,,,,,,,,,,, +164,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-10-10 14:17:50.000,2023-10-10 14:16:05,365.0,10.0,119,60.0,361.0,55.0,280.0,389,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,33,True,8394.0,8065.0,pandas-gbq,conda-forge/pandas-gbq,349.0,6210082.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,329.0,6158563.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1854536.0,3.0,,,,,,,,,,,,,,,,,,,, +165,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,234,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,424446.0,409389.0,pyasn1,conda-forge/pyasn1,,144444749.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15057.0,131229914.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13214835.0,3.0,,,,,,,,,,,,,,,,,,,, +166,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-09-20 06:18:24.000,2023-09-20 06:18:21,1023.0,25.0,512,92.0,184.0,15.0,425.0,5058,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3441.0,3174.0,transitions,conda-forge/transitions,,474187.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,267.0,463742.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,543182.0,1.0,,,,,,,,,,,,,,,,,,,, +167,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4643,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3890.0,3310.0,dataset,conda-forge/dataset,,122541.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,122311.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7141.0,3.0,,,,,,,,,,,,,,,,,,,, +168,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-10-11 21:44:24.000,2023-10-11 21:43:49,1112.0,27.0,242,64.0,88.0,24.0,270.0,3405,2022-04-23 14:56:04.000,1.14.0,23.0,44.0,32,True,1042.0,924.0,asciimatics,conda-forge/asciimatics,,94266.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,118.0,92115.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,142013.0,3.0,,,,,,,,,,,,,,,,,,,, +169,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,486.0,3298,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,331.0,317.0,koalas,conda-forge/koalas,1019.0,1498547.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1492581.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,315291.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,,, +170,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-10-05 08:27:52.000,2022-12-19 03:14:24,1998.0,,243,48.0,197.0,171.0,356.0,3233,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2560.0,2458.0,dependency-injector,conda-forge/dependency_injector,,1022411.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1021107.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,32601.0,2.0,,,,,,,,,,,,,,,,,,,, +171,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,196.0,944.0,264.0,501.0,3167,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9961.0,9143.0,blaze,conda-forge/blaze,,11485.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8754.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202104.0,2.0,,,,,,,,,,,,,,,,,,,, +172,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-10-12 13:03:12.000,2023-09-26 21:51:23,5908.0,122.0,328,39.0,1710.0,31.0,199.0,3077,2023-10-12 13:03:12.000,0.45.0,105.0,76.0,32,True,196.0,194.0,zenml,,1.0,9005.0,https://pypi.org/project/zenml,2023-10-12 13:03:12.000,2.0,9005.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +173,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-09-27 08:05:18.000,2023-09-27 08:05:17,404.0,4.0,197,58.0,150.0,95.0,73.0,2783,2021-12-01 20:51:57.000,0.7.5,25.0,63.0,32,True,8243.0,7332.0,schema,conda-forge/schema,,6229979.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,911.0,6227575.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,122615.0,2.0,,,,,,,,,,,,,,,,,,,, +174,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-10-07 05:00:12.000,2023-09-30 03:43:14,595.0,25.0,215,17.0,571.0,261.0,412.0,2617,2023-09-30 04:00:26.000,0.17.2,77.0,102.0,32,True,1157.0,1074.0,pandera,conda-forge/pandera-core,,1176317.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1175519.0,https://anaconda.org/conda-forge/pandera-core,2023-10-02 17:38:59.227,28740.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,,, +175,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,14.0,276,49.0,73.0,50.0,113.0,2145,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,991.0,927.0,datasketch,,19.0,1243774.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1243774.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +176,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2093,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,197014.0,188512.0,xlrd,conda-forge/xlrd,,20633243.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8502.0,20588484.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3536007.0,2.0,,,,,,,,,,,,,,,,,,,, +177,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1665,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2029.0,,humanize,conda-forge/humanize,,4874878.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2029.0,4863076.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,472080.0,2.0,,,,,,,,,,,,,,,,,,,, +178,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-10-11 14:28:55.000,2023-09-22 12:24:05,1051.0,4.0,87,17.0,570.0,92.0,438.0,1621,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,19023.0,18652.0,omegaconf,conda-forge/omegaconf,,4695211.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4669397.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1161633.0,2.0,,,,,,,,,,,,,,,,,,,, +179,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-10-04 02:34:11.000,2023-10-04 02:34:11,683.0,2.0,223,60.0,399.0,131.0,606.0,1460,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5975.0,,typing,conda-forge/typing,,8465844.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5975.0,8434068.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2891621.0,2.0,,,,,,,,,,,,,,,,,,,, +180,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,5.0,214,47.0,179.0,56.0,336.0,1450,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2179.0,2086.0,pygsheets,,,1306088.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1306088.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +181,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-10-12 04:41:48.000,2023-10-12 04:41:44,531.0,37.0,144,28.0,530.0,5.0,114.0,1054,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,8072.0,,bcrypt,conda-forge/bcrypt,,44125741.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8072.0,44017884.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4098585.0,3.0,,,,,,,,,,,,,,,,,,,, +182,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,944,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,44875.0,43216.0,Bottleneck,conda-forge/bottleneck,,660978.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1659.0,557235.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3734763.0,2.0,,,,,,,,,,,,,,,,,,,, +183,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-10-03 03:21:14.000,2023-08-16 09:51:45,583.0,2.0,106,12.0,113.0,22.0,101.0,448,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,32,True,349621.0,342507.0,rsa,conda-forge/rsa,,129301997.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7114.0,129154951.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12793008.0,3.0,,,,,,,,,,,,,,,,,,,, +184,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-10-08 05:01:21.000,2023-09-17 00:21:09,1869.0,5.0,598,126.0,1286.0,215.0,1078.0,7570,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,31,True,16024.0,16016.0,hydra,conda-forge/hydra-core,,27695.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,9234.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,812292.0,3.0,,,,,,,,,,,,,,,,,,,, +185,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-07-25 05:55:45.000,2023-05-06 17:25:38,1519.0,,346,146.0,193.0,67.0,102.0,6276,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,31,True,5790.0,5362.0,boltons,conda-forge/boltons,25.0,2860195.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,428.0,2821292.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3462371.0,2.0,,,,,,,,,,,,,,,,,,,, +186,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,131.0,189.0,176.0,340.0,5847,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6282.0,6196.0,eel,,,60734.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,60734.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,,,, +187,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-10-05 00:43:59.000,2023-09-20 12:48:19,981.0,8.0,380,83.0,171.0,,600.0,4642,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1449.0,1274.0,huey,conda-forge/huey,,90803.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,175.0,90310.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32560.0,2.0,,,,,,,,,,,,,,,,,,,, +188,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,21.0,112.0,14.0,125.0,3345,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,21609.0,21211.0,gdown,conda-forge/gdown,,1347024.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,398.0,1342408.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,226192.0,2.0,,,,,,,,,,,,,,,,,,,, +189,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-10-12 06:20:07.000,2023-10-10 21:04:43,1700.0,34.0,98,41.0,1293.0,66.0,352.0,2924,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,485.0,426.0,returns,conda-forge/returns,,129583.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,129334.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7245.0,2.0,,,,,,,,,,,,,,,,,,,, +190,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1467.0,1353.0,mrjob,conda-forge/mrjob,,95500.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,89407.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,517921.0,2.0,,,,,,,,,,,,,,,,,,,, +191,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-06-16 13:21:51.317,2023-04-17 23:37:12,196.0,,181,28.0,72.0,8.0,84.0,2544,2023-03-01 19:38:11.000,3.8,12.0,35.0,31,True,114481.0,111120.0,python-decouple,conda-forge/python-decouple,12.0,1693350.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3361.0,1692382.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,70705.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,,, +192,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-10-11 19:40:01.000,2023-10-10 18:39:35,772.0,65.0,103,32.0,1008.0,21.0,379.0,2364,2023-10-10 20:59:49.000,1.3.9,293.0,23.0,31,True,194.0,189.0,whylogs,,43.0,112039.0,https://pypi.org/project/whylogs,2023-10-10 21:00:51.000,5.0,112037.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +193,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-09-30 03:45:07.000,2023-09-30 03:45:06,826.0,6.0,424,41.0,625.0,259.0,365.0,2285,2023-04-26 00:04:01.470,5.5.0,89.0,106.0,31,True,1699.0,1538.0,pynamodb,conda-forge/pynamodb,,1535703.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1528182.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,376083.0,3.0,,,,,,,,,,,,,,,,,,,, +194,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-05 20:53:15.000,2022-12-29 07:29:09,696.0,,141,43.0,110.0,26.0,144.0,1911,2022-12-29 08:00:53.165,0.19.3,74.0,69.0,31,True,2314.0,,pyrsistent,conda-forge/pyrsistent,,35991979.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2314.0,35473749.0,https://anaconda.org/conda-forge/pyrsistent,2023-09-23 21:01:56.891,20210987.0,2.0,,,,,,,,,,,,,,,-3.0,,,,, +195,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,271.0,1895,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,609.0,,fs,conda-forge/fs,,1827977.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,609.0,1818742.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,674161.0,3.0,,,,,,,,,,,,,,,,,,,, +196,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,,208,39.0,241.0,42.0,201.0,1784,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15533.0,14168.0,voluptuous,conda-forge/voluptuous,,2570046.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1365.0,2566319.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,324280.0,2.0,,,,,,,,,,,,,,,,,,,, +197,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-10-12 02:45:13.000,2023-10-11 02:01:32,1393.0,57.0,246,42.0,608.0,141.0,828.0,1658,2023-08-23 19:44:09.000,1.4.0,110.0,44.0,31,False,294.0,276.0,sdv,conda-forge/sdv,,42911.0,https://pypi.org/project/sdv,2023-10-11 02:01:26.000,18.0,42283.0,https://anaconda.org/conda-forge/sdv,2023-08-24 04:14:32.021,13817.0,2.0,,,,,,,,,,,,,,,,,,,, +198,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-10-11 12:59:39.000,2023-10-10 12:32:53,1308.0,89.0,138,20.0,829.0,57.0,350.0,1290,2023-09-05 09:35:35.000,8.3.0,57.0,64.0,31,True,641.0,608.0,copier,,,195136.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,195136.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +199,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-10-11 10:23:05.000,2023-09-08 12:12:19,535.0,14.0,73,19.0,201.0,34.0,94.0,1247,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10394.0,10024.0,questionary,conda-forge/questionary,,1292421.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1290721.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,57822.0,3.0,,,,,,,,,,,,,,,,,,,, +200,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183,28.0,94.0,61.0,141.0,1131,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6370.0,6054.0,sshtunnel,conda-forge/sshtunnel,,5653289.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,316.0,5651833.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,123844.0,3.0,,,,,,,,,,,,,,,,,,,, +201,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,998,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,271956.0,256849.0,appdirs,conda-forge/appdirs,,17510804.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15107.0,17404498.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9673879.0,3.0,,,,,,,,,,,,,,,,,,,, +202,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-10-11 15:13:12.000,2023-10-10 14:12:37,1994.0,25.0,134,43.0,419.0,107.0,251.0,934,2023-05-29 19:24:00.928,0.7.0,28.0,86.0,31,True,1703.0,1584.0,intake,conda-forge/intake,,76948.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,68503.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,498274.0,2.0,,,,,,,,,,,,,,,,,,,, +203,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-10-08 20:49:23.000,2023-10-08 20:49:22,962.0,21.0,100,23.0,93.0,26.0,83.0,865,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,31,True,1006.0,,inflect,conda-forge/inflect,,4750905.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1006.0,4742218.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,347507.0,2.0,,,,,,,,,,,,,,,,,,,, +204,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-09-24 12:56:34.597,2023-08-17 00:33:24,1178.0,1.0,362,75.0,21.0,32.0,607.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,7989.0,7665.0,cx-Oracle,conda-forge/cx_oracle,,2622647.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2610253.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,483396.0,3.0,,,,,,,,,,,,,,,,,,,, +205,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-09-25 15:16:18.183,2023-09-18 06:02:37,307.0,13.0,32,11.0,76.0,3.0,26.0,389,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,35009.0,34712.0,srsly,conda-forge/srsly,,5455304.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5421863.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1337671.0,3.0,,,,,,,,,,,,,,,,,,,, +206,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-10-10 23:29:06.000,2023-09-28 23:25:31,1160.0,8.0,84,17.0,753.0,22.0,121.0,358,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3273.0,,multidict,conda-forge/multidict,4468.0,69138941.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3273.0,68839564.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,10775750.0,2.0,,,,,,,,,,,,,,,,,,,, +207,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-10-09 15:07:07.000,2023-10-09 15:05:02,771.0,15.0,46,44.0,664.0,46.0,170.0,57,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3134.0,3122.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3562227.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3559169.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,97878.0,3.0,,,,,,,,,,,,,,,,,,,, +208,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-22 20:36:45.978,2023-09-20 18:00:30,844.0,29.0,36,12.0,53.0,,237.0,52,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,31,False,1413.0,,importlib-resources,conda-forge/importlib_resources,,62388834.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1413.0,61990383.0,https://anaconda.org/conda-forge/importlib_resources,2023-09-22 20:36:45.978,16336494.0,2.0,,,,,,,,,,,,,,,,,,,, +209,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,16.0,38,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,165917888.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,165024885.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,33041146.0,3.0,,,,,,,,,,,,,,,,,,,, +210,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,274.0,295.0,152.0,462.0,17871,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,897.0,818.0,gooey,conda-forge/gooey,514.0,5802.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,79.0,4441.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71621.0,3.0,,,,,,,,,,,,,,,,,,,, +211,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-09-04 08:28:05.000,2023-07-21 10:40:58,3636.0,9.0,592,145.0,967.0,500.0,773.0,8028,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,624.0,593.0,vaex,conda-forge/vaex,279.0,46277.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,44187.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,175466.0,3.0,,,,,,,,,,,,,,,,,,,, +212,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-08-04 02:59:27.000,2023-02-17 21:58:39,2685.0,,847,170.0,740.0,21.0,961.0,5576,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,30,True,383.0,371.0,snorkel,conda-forge/snorkel,1047.0,29885.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,28980.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,45572.0,3.0,,,,,,,,,,,,,,,,,,,, +213,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-10-12 07:28:36.000,2023-10-12 07:28:35,7298.0,463.0,612,85.0,1255.0,138.0,634.0,3631,2023-04-12 02:29:00.815,0.3.1,63.0,251.0,30,True,38.0,2.0,toga,,1740.0,1915.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1618.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,152.0,,,,,,,,,,,,,,, +214,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,403,79.0,69.0,365.0,192.0,3508,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13422.0,12935.0,keyboard,conda-forge/keyboard,,221731.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,487.0,220912.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,22944.0,3.0,,,,,,,,,,,,,,,,,,,, +215,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2564,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1946.0,1559.0,schematics,conda-forge/schematics,,211944.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,211436.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25937.0,3.0,,,,,,,,,,,,,,,,,,,, +216,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,2.0,511,100.0,402.0,167.0,379.0,1664,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,30,True,8839.0,7582.0,influxdb,conda-forge/influxdb,,2569694.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1257.0,2566612.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,129466.0,3.0,,,,,,,,,,,,,,,,,,,, +217,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-10-03 19:56:20.000,2023-10-03 19:56:16,1032.0,4.0,314,70.0,400.0,109.0,366.0,1477,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,240.0,215.0,mleap,conda-forge/mleap,,274719.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,272860.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,76225.0,3.0,,,,,,,,,,,,,,,,,,,, +218,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-09 14:20:54.000,2023-10-09 14:20:54,267.0,3.0,101,34.0,71.0,3.0,65.0,1386,2023-02-24 16:23:02.934,8.0.1,45.0,34.0,30,True,2884.0,,python-slugify,conda-forge/python-slugify,,11262006.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2884.0,11215719.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1805222.0,3.0,,,,,,,,,,,,,,,,,,,, +219,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-10-08 16:46:58.000,2023-10-08 16:42:20,636.0,15.0,59,16.0,230.0,5.0,53.0,1344,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,19003.0,18496.0,bidict,conda-forge/bidict,,1752774.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,507.0,1748612.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,353852.0,2.0,,,,,,,,,,,,,,,,,,,, +220,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-10-10 19:21:20.000,2023-10-04 21:51:20,775.0,13.0,61,16.0,433.0,180.0,169.0,1340,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,30,True,2422.0,2412.0,prisma,,,60086.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,60086.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +221,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,265.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1961.0,1743.0,redis-py-cluster,,3895.0,1827692.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1827656.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-10-10 18:15:20.000,2023-10-09 19:02:38,600.0,18.0,135,21.0,491.0,39.0,251.0,923,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2054.0,1931.0,aiocache,,9.0,321857.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,123.0,321857.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +223,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,250,18.0,212.0,23.0,302.0,861,2023-03-28 20:05:01.000,1.5.29,74.0,56.0,30,True,4494.0,4494.0,fastcore,conda-forge/fastcore,,545316.0,https://pypi.org/project/fastcore,,,542624.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,59226.0,3.0,,,,,,,,,,,,,,,,,,,, +224,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,86.0,795,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,24565.0,23308.0,natsort,conda-forge/natsort,,3790539.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1257.0,3749443.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1438385.0,3.0,,,,,,,,,,,,,,,,,,,, +225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-10-03 11:40:29.000,2020-10-21 17:48:31,219.0,,77,15.0,263.0,46.0,25.0,672,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43813.0,41733.0,cached-property,conda-forge/cached-property,,12226041.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2080.0,12138844.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,6888635.0,2.0,,,,,,,,,,,,,,,,,,,, +226,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-10-10 02:08:22.000,2023-10-03 12:59:45,529.0,17.0,335,36.0,279.0,27.0,125.0,651,2020-04-17 20:27:24.000,3.9.0,36.0,70.0,30,True,4437.0,3157.0,pysolr,conda-forge/pysolr,,311241.0,https://pypi.org/project/pysolr,2022-06-01 15:13:08.000,1280.0,310972.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21554.0,3.0,,,,,,,,,,,,,,,,,,,, +227,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-10-10 14:32:54.000,2023-10-10 14:30:43,856.0,58.0,61,20.0,454.0,141.0,280.0,354,2023-03-14 09:22:38.000,1.13.0,83.0,34.0,30,True,8463.0,8314.0,param,conda-forge/param,,404103.0,https://pypi.org/project/param,2023-10-10 14:32:54.000,149.0,386537.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1370183.0,3.0,,,,,,,,,,,,,,,,,,,, +228,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,51,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,52812.0,50578.0,isodate,conda-forge/isodate,,71760783.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2234.0,71710420.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4583079.0,3.0,,,,,,,,,,,,,,,,,,,, +229,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-10-06 07:31:37.000,2023-04-04 13:18:36,954.0,,4527,640.0,749.0,198.0,100.0,23016,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,110.0,94.0,algorithms,conda-forge/algorithms,,7154.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,7096.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1763.0,3.0,,,,,,,,,,,,,,,,,,,, +230,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7012,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1261.0,1083.0,records,conda-forge/records,,256628.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,256313.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24612.0,3.0,,,,,,,,,,,,,,,,,,,, +231,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,142.0,293.0,282.0,242.0,6608,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1689.0,1659.0,faust,,,19386.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,19386.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +232,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5096,,,26.0,28.0,29,False,8097.0,7286.0,pdfminer,conda-forge/pdfminer,,167110.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,811.0,166710.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,34440.0,3.0,,,,,,,,,,,,,,,,,,,, +233,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,15.0,218,28.0,283.0,99.0,753.0,3211,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,117.0,111.0,ploomber,conda-forge/ploomber,,6896.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,4165.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,76471.0,3.0,,,,,,,,,,,,,,,,,,,, +234,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,73.0,52.0,9.0,71.0,3151,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9428.0,8800.0,funcy,conda-forge/funcy,,1603870.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,628.0,1599087.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,387494.0,3.0,,,,,,,,,,,,,,,,,,,, +235,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-10-09 16:58:32.000,2023-10-09 16:19:55,1158.0,3.0,587,175.0,462.0,94.0,476.0,2996,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,29,False,265.0,232.0,arctic,conda-forge/arctic,209.0,4495.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3932.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29737.0,3.0,,,,,,,,,,,,,,,2.0,,,,, +236,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,,658,142.0,448.0,143.0,398.0,2728,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,844.0,,pandas-datareader,conda-forge/pandas-datareader,,403085.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,844.0,398915.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,325296.0,3.0,,,,,,,,,,,,,,,,,,,, +237,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-10-09 18:29:15.000,2023-10-09 18:04:50,3848.0,13.0,316,35.0,328.0,137.0,537.0,2407,2023-10-09 19:54:22.000,2.8,209.0,98.0,29,True,96.0,85.0,pyinfra,,,36165.0,https://pypi.org/project/pyinfra,2023-10-09 18:29:15.000,11.0,36165.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,,, +238,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-10-01 11:08:06.000,2023-05-31 15:44:58,2242.0,,152,94.0,1931.0,163.0,1335.0,1756,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2177.0,88275.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,87576.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22787.0,3.0,,,,,,,,,,,,,,,,,,,, +239,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1405,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10697.0,9188.0,blessings,conda-forge/blessings,,825523.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1509.0,818592.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,277253.0,3.0,,,,,,,,,,,,,,,,,,,, +240,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-10-09 17:05:34.000,2023-10-02 20:14:49,798.0,35.0,43,14.0,235.0,11.0,85.0,1165,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1530.0,1496.0,python-benedict,conda-forge/python-benedict,,765003.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,760935.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,142414.0,2.0,,,,,,,,,,,,,,,,,,,, +241,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-10-04 21:31:49.000,2023-09-16 08:25:42,1717.0,13.0,75,14.0,415.0,106.0,236.0,1122,2023-09-11 19:57:34.000,0.121.0,243.0,42.0,29,True,301.0,291.0,piccolo,,,18320.0,https://pypi.org/project/piccolo,2023-09-11 19:57:34.000,10.0,18320.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +242,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-10-08 20:51:36.000,2023-10-08 20:51:35,1216.0,10.0,141,39.0,83.0,4.0,130.0,1062,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,142.0,,path,conda-forge/path,,1635821.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,142.0,1624621.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,459202.0,3.0,,,,,,,,,,,,,,,,,,,, +243,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,4.0,114,16.0,93.0,66.0,127.0,667,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,14727.0,13256.0,configargparse,conda-forge/configargparse,,3537206.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1471.0,3514688.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,720595.0,3.0,,,,,,,,,,,,,,,,,,,, +244,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17148.0,14963.0,scandir,conda-forge/scandir,,3510737.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2185.0,3473188.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1351768.0,3.0,,,,,,,,,,,,,,,,,,,, +245,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-10-07 09:55:12.348,2023-10-07 08:32:02,710.0,16.0,44,11.0,83.0,13.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,60.0,22.0,29,True,4813.0,4543.0,python-rapidjson,conda-forge/python-rapidjson,,1576889.0,https://pypi.org/project/python-rapidjson,2023-10-07 08:32:10.000,270.0,1540225.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-07 09:55:12.348,1319936.0,3.0,,,,,,,,,,,,,,,,,,,, +246,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,96.0,110.0,31.0,127.0,2754,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6570.0,6413.0,sklearn-pandas,conda-forge/sklearn-pandas,,212906.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,211028.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,65763.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,,, +247,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2605,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2313.0,2268.0,gino,,,56403.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,56403.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +248,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,15.0,101,31.0,82.0,14.0,127.0,2353,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1139.0,1098.0,swifter,conda-forge/swifter,,379727.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,373160.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,262691.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,, +249,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,12.0,130,50.0,61.0,14.0,122.0,2246,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,710.0,688.0,pyfunctional,,,329043.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,329043.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +250,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-10-08 00:19:27.000,2023-08-31 05:38:01,5626.0,14.0,507,109.0,932.0,590.0,944.0,2063,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3449.0,20000.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,718173.0,3.0,,,,,,,,,,,,,,,,,,,, +251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,2.0,117,23.0,111.0,50.0,42.0,1899,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7037.0,6948.0,gin-config,conda-forge/gin-config,,189611.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,189089.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,21412.0,3.0,,,,,,,,,,,,,,,,,,,, +252,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-09-02 06:26:19.000,2023-09-02 06:26:14,1004.0,3.0,59,23.0,101.0,113.0,68.0,1738,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1314.0,1207.0,glom,conda-forge/glom,,1232914.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1232371.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,26634.0,3.0,,,,,,,,,,,,,,,,,,,, +253,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-09-25 13:12:03.475,2023-08-15 16:33:33,126.0,11.0,54,22.0,69.0,9.0,37.0,1073,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6256.0,6136.0,immutables,conda-forge/immutables,,779946.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,756921.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,944027.0,3.0,,,,,,,,,,,,,,,,,,,, +254,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,128,31.0,74.0,35.0,69.0,1069,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,4026.0,3801.0,sqlitedict,conda-forge/sqlitedict,,286102.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,225.0,283680.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,89620.0,3.0,,,,,,,,,,,,,,,,,,,, +255,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,842,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2300.0,2181.0,pyahocorasick,conda-forge/pyahocorasick,,648221.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,119.0,642602.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,202314.0,3.0,,,,,,,,,,,,,,,,,,,, +256,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,26.0,126.0,66.0,96.0,678,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10182.0,8944.0,parsedatetime,conda-forge/parsedatetime,,8029689.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,8027639.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,174291.0,3.0,,,,,,,,,,,,,,,,,,,, +257,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,4.0,134,13.0,94.0,22.0,172.0,472,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7157.0,4773.0,pylibmc,conda-forge/pylibmc,357.0,183964.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,177994.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,214026.0,3.0,,,,,,,,,,,,,,,,,,,, +258,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-10-11 23:56:44.000,2023-09-22 21:49:56,6463.0,295.0,30,10.0,256.0,39.0,549.0,351,2023-09-22 23:29:29.000,1.6.5,190.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,10529.0,https://pypi.org/project/static-frame,2023-09-22 23:28:31.000,2.0,3153.0,https://anaconda.org/conda-forge/static-frame,2023-09-22 23:45:21.226,302424.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,,, +259,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,71,18.0,88.0,71.0,96.0,298,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,34142.0,30743.0,configobj,conda-forge/configobj,241.0,2568156.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3399.0,2556596.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,728192.0,3.0,,,,,,,,,,,,,,,,,,,, +260,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,194,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,10659.0,10269.0,ordered-set,conda-forge/ordered-set,,9247345.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,390.0,9242753.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,413337.0,3.0,,,,,,,,,,,,,,,,,,,, +261,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,28,6.0,47.0,5.0,36.0,74,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62140.0,57821.0,pathlib2,conda-forge/pathlib2,,6988121.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4319.0,6914273.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2584709.0,3.0,,,,,,,,,,,,,,,,,,,, +262,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-01 19:10:38.000,2022-09-22 18:12:11,588.0,,744,150.0,295.0,119.0,175.0,6112,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,113.0,109.0,powerline-shell,,,1728.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1728.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +263,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-10-02 14:04:15.000,2022-03-10 10:33:50,585.0,,520,84.0,252.0,101.0,129.0,3633,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,127.0,,textract,conda-forge/textract,,124842.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,124584.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,21996.0,3.0,,,,,,,,,,,,,,,,,,,, +264,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-10-12 13:30:57.000,2023-10-12 13:30:56,291.0,8.0,261,30.0,138.0,102.0,118.0,2662,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,27,True,79.0,77.0,img2dataset,,1394.0,43195.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,43142.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +265,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2393,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,27,False,391.0,,addict,conda-forge/addict,20.0,2450730.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,391.0,2445912.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,419189.0,3.0,,,,,,,,,,,,,,,-2.0,,,,, +266,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,31.0,48.0,51.0,13.0,1894,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2240.0,,retrying,conda-forge/retrying,,9824159.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2240.0,9806208.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1525902.0,3.0,,,,,,,,,,,,,,,,,,,, +267,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5314.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5314.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +268,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,26.0,40.0,85.0,73.0,1326,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2140.0,1884.0,strictyaml,conda-forge/strictyaml,,797533.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,256.0,794348.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,210257.0,3.0,,,,,,,,,,,,,,,,,,,, +269,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1267,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2471.0,2386.0,pandasql,conda-forge/pandasql,,1622492.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,85.0,1607692.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,414408.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,, +270,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,6.0,39.0,711,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,848.0,,munch,conda-forge/munch,,2413162.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,848.0,1665064.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3740494.0,3.0,,,,,,,,,,,,,,,,,,,, +271,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1014.0,782.0,happybase,conda-forge/happybase,,73091.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,71276.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,159805.0,3.0,,,,,,,,,,,,,,,,,,,, +272,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,59298.0,57015.0,dataclasses,conda-forge/dataclasses,,12124252.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,11952078.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11191351.0,3.0,,,,,,,,,,,,,,,,,,,, +273,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,66.0,59.0,513,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6190.0,4839.0,beaker,conda-forge/beaker,,278703.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,277795.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71782.0,3.0,,,,,,,,,,,,,,,,,,,, +274,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-10-02 19:27:37.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,470,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3345.0,3080.0,pyscreenshot,,,501985.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,265.0,501985.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +275,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1225.0,1152.0,tabulator,conda-forge/tabulator-py,,182742.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,182032.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,53997.0,3.0,,,,,,,,,,,,,,,,,,,, +276,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46600.0,38613.0,futures,conda-forge/futures,,8693325.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7987.0,8678679.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1259567.0,3.0,,,,,,,,,,,,,,,,,,,, +277,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-09-25 07:27:17.870,2023-09-25 06:00:50,126.0,2.0,21,9.0,56.0,4.0,7.0,164,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,31078.0,30998.0,catalogue,conda-forge/catalogue,,5157756.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5127992.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1160833.0,3.0,,,,,,,,,,,,,,,,,,,, +278,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,247.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2455.0,2165.0,cloudant,conda-forge/cloudant,,113620.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,112339.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,108918.0,3.0,,,,,,,,,,,,,,,,,,,, +279,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,192,30.0,52.0,75.0,126.0,3261,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,438940.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,437362.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,44192.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,,, +280,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3157,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1640.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,464.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102341.0,3.0,,,,,,,,,,,,,,,,,,,, +281,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140,31.0,224.0,64.0,140.0,1688,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,26,True,468.0,449.0,arq,conda-forge/arq,,71453.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,71160.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8809.0,3.0,,,,,,,,,,,,,,,,,,,, +282,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5327.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5327.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +283,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2454.0,1946.0,bcolz,conda-forge/bcolz,,10371.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,6129.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,339402.0,3.0,,,,,,,,,,,,,,,,,,,, +284,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80,14.0,131.0,38.0,98.0,882,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,26,True,252.0,,mss,conda-forge/python-mss,,649763.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,252.0,648941.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,32916.0,3.0,,,,,,,,,,,,,,,,,,,, +285,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-10-11 04:15:22.000,2023-10-11 04:15:21,692.0,20.0,44,21.0,531.0,8.0,33.0,742,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,114.0,,janus,conda-forge/janus,,348025.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,114.0,347738.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,14948.0,3.0,,,,,,,,,,,,,,,,,,,, +286,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-10-05 12:32:42.000,2023-10-05 12:32:13,9939.0,27.0,43,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,77342.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,77342.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,,, +287,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28,11.0,51.0,21.0,35.0,308,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,22649601.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,22619344.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1633916.0,3.0,,,,,,,,,,,,,,,,,,,, +288,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,30.0,245,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2781.0,,send2trash,conda-forge/send2trash,,14129245.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2781.0,13956374.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,11928139.0,3.0,,,,,,,,,,,,,,,,,,,, +289,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-09-12 11:28:53.000,2023-09-12 11:28:53,144.0,2.0,62,19.0,43.0,20.0,17.0,192,2020-12-28 15:17:57.000,0.7.0,10.0,18.0,26,True,13048.0,,ptyprocess,conda-forge/ptyprocess,,39165224.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13048.0,38996658.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15171003.0,3.0,,,,,,,,,,,,,,,,,,,, +290,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-10-03 20:51:40.000,2023-10-02 06:28:26,631.0,29.0,377,46.0,151.0,186.0,108.0,2330,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,4907.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,4907.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +291,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,2.0,104,36.0,101.0,17.0,141.0,2275,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,346.0,,python-box,conda-forge/python-box,39.0,1765198.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,346.0,1753089.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,472283.0,3.0,,,,,,,,,,,,,,,,,,,, +292,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,139,59.0,248.0,95.0,108.0,1562,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,9712.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,9712.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,,, +293,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-11 13:06:57.000,2023-09-11 13:06:49,2703.0,2.0,132,50.0,298.0,46.0,193.0,1488,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,303.0,220.0,enaml,conda-forge/enaml,709.0,4309.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,2097.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,156418.0,3.0,,,,,,,,,,,,,,,,,,,, +294,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-10-02 14:09:21.000,2023-05-19 04:32:00,6411.0,,226,39.0,1039.0,7.0,209.0,1409,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,8949.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,8949.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,, +295,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,490.0,301.0,fabtools,,,1730.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1730.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +296,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,142,45.0,53.0,20.0,19.0,1171,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,353.0,,singer-python,,,845320.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,353.0,845320.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +297,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-10-09 19:31:00.000,2023-07-31 19:45:56,123.0,25.0,40,16.0,84.0,6.0,4.0,1156,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2742.0,2725.0,asyncer,conda-forge/asyncer,,76984.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,76719.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5565.0,3.0,,,,,,,,,,,,,,,,,,,, +298,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1144,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,259.0,225.0,parallel-ssh,,376.0,108920.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,108917.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +299,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-09-27 08:23:33.000,2023-09-26 11:24:44,168.0,1.0,90,27.0,41.0,7.0,69.0,866,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,25,False,385.0,,email-validator,conda-forge/email-validator,,7858983.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,7855895.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,120442.0,3.0,,,,,,,,,,,,,,,,,,,, +300,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-10-04 19:41:58.000,2023-07-10 14:03:05,1386.0,,48,17.0,136.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,25,True,3116.0,3055.0,ubelt,conda-forge/ubelt,,19853.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,17335.0,https://anaconda.org/conda-forge/ubelt,2023-09-26 04:44:18.571,62971.0,3.0,,,,,,,,,,,,,,,,,,,, +301,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-10-11 22:26:36.000,2023-09-03 01:02:24,284.0,1.0,50,10.0,29.0,14.0,77.0,603,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1198.0,1174.0,pysimdjson,conda-forge/pysimdjson,,506005.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,503847.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,77723.0,3.0,,,,,,,,,,,,,,,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,False,16201.0,16185.0,umongo,conda-forge/umongo,,29552.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,29333.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5491.0,3.0,,,,,,,,,,,,,,,,,,,, +303,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,307,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,201.0,179.0,pyhdb,,98.0,623253.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,623252.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +304,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,91,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5837.0,4504.0,clint,conda-forge/clint,114.0,112148.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1333.0,111525.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55487.0,3.0,,,,,,,,,,,,,,,,,,,, +305,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,284.0,1795.0,61,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8128.0,,openpyxl,openpyxl,,55110768.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8098.0,55108707.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,194735.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1223.0,,30.0,,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl, +306,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,74221.0,71507.0,contextlib2,conda-forge/contextlib2,,12296974.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12284393.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1157474.0,3.0,,,,,,,,,,,,,,,,,,,, +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3946,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,4307.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,4307.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +308,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,,2014-04-02 07:01:57.000,2023-10-09 17:03:30.000,2023-06-20 15:54:36,2284.0,,172,39.0,370.0,27.0,263.0,1881,2023-06-20 16:24:20.000,4.5,34.0,58.0,24,False,,,pyscaffold,conda-forge/pyscaffold,,235224.0,https://pypi.org/project/pyscaffold,,,230025.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,176771.0,3.0,,,,,,,,,,,,,,,-5.0,,,,, +309,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-10-02 10:54:52.000,2023-09-05 13:24:26,323.0,5.0,76,44.0,234.0,42.0,40.0,1311,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,2774.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,2774.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1068,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2202.0,2032.0,pluginbase,conda-forge/pluginbase,,650298.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,645945.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,300373.0,3.0,,,,,,,,,,,,,,,,,,,, +311,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,660,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3078.0,2850.0,ratelimit,conda-forge/ratelimit,,3982850.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,228.0,3982480.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,12214.0,3.0,,,,,,,,,,,,,,,,,,,, +312,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,106,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,414.0,290.0,messytables,,,28032.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,28032.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +313,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-10-03 00:00:42.000,2023-09-28 13:50:55,927.0,14.0,23,18.0,172.0,9.0,15.0,339,2023-09-28 13:51:38.000,17.3.23,255.0,18.0,24,True,370.0,333.0,aiomisc,,,13751.0,https://pypi.org/project/aiomisc,2023-09-28 13:51:38.000,37.0,13751.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +314,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,886.0,799.0,deepdish,conda-forge/deepdish,,13659.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,12575.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,90043.0,3.0,,,,,,,,,,,,,,,,,,,, +315,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32,16.0,81.0,23.0,4.0,243,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,139078.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,139078.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +316,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,949.0,902.0,filedepot,,,23678.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,23678.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +317,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-10-05 23:34:18.000,2023-10-05 23:32:30,363.0,9.0,30,6.0,130.0,2.0,79.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,7.0,24,True,932.0,887.0,everett,conda-forge/everett,,102493.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,101529.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,48236.0,3.0,,,,,,,,,,,,,,,,,,,, +318,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8016.0,,entrypoints,conda-forge/entrypoints,,14959966.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8016.0,14770810.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17024087.0,3.0,,,,,,,,,,,,,,,,,,,, +319,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,393.0,276.0,81.0,80.0,10565,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,19.0,18.0,grumpy-tools,,,30.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,30.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +320,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1475,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,122.0,111.0,pypeln,conda-forge/pypeln,,26081.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,25713.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14368.0,3.0,,,,,,,,,,,,,,,,,,,, +321,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1342,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,182.0,161.0,pinject,conda-forge/pinject,,80375.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,80195.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4507.0,3.0,,,,,,,,,,,,,,,,,,,, +322,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,23,False,11207.0,9160.0,unipath,,,61007.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,61007.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +323,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,1.0,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,23,True,691.0,600.0,hickle,conda-forge/hickle,,34316.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,33905.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23443.0,3.0,,,,,,,,,,,,,,,,,,,, +324,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,,54,7.0,58.0,15.0,51.0,466,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,441.0,414.0,cachier,,,27128.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,27128.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,,, +325,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-10-02 20:49:13.000,2023-06-01 18:46:39,628.0,,14,8.0,32.0,14.0,14.0,132,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,231.0,199.0,docopt-ng,,,87383.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,32.0,87383.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +326,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2776.0,2580.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,108552.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,108181.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26713.0,3.0,,,,,,,,,,,,,,,,,,,, +327,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,421.0,388.0,pampy,,,27947.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,27947.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +328,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3237,,,4.0,19.0,22,False,597.0,567.0,macropy3,,,151.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,151.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +329,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2449,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21269.0,733.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +330,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1775,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,201.0,170.0,bashplotlib,,,3671.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3671.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +331,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1549,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,190.0,167.0,commonregex,,,142762.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,142762.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +332,py2neo,py2neo-org/py2neo,Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/py2neo-org/py2neo,https://github.com/py2neo-org/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-06-16 13:20:51.158,,,,218,,,8.0,,1039,2021-10-14 07:46:17.000,2021.2.3,114.0,22.0,22,True,643.0,,py2neo,conda-forge/py2neo,,180292.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,643.0,179476.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,62020.0,3.0,,,,,,,,,,,,,,,-7.0,,,,, +333,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,807,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1353.0,1254.0,pickledb,,,19611.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,19611.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +334,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-10-05 14:11:51.000,2023-09-15 17:44:05,113.0,6.0,33,11.0,56.0,15.0,14.0,717,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,217.0,206.0,dirty-equals,conda-forge/dirty-equals,,43477.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,41491.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,37746.0,3.0,,,,,,,,,,,,,,,,,,,, +335,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-10-10 03:55:46.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,177.0,16.0,121.0,541,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,3421.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2847.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12062.0,3.0,,,,,,,,,,,,,,,,,,,, +336,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,4515.0,3330.0,awesome-slugify,conda-forge/awesome-slugify,,61241.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1185.0,60479.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68664.0,3.0,,,,,,,,,,,,,,,,,,,, +337,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-09-27 12:41:41.000,2022-11-22 16:38:09,106.0,,47,15.0,34.0,25.0,10.0,280,2020-11-25 09:35:49.000,0.3.4,12.0,13.0,22,True,394.0,382.0,price-parser,,,97450.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,97450.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +338,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,186.0,178.0,pysparkling,conda-forge/pysparkling,,10166.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10022.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4478.0,3.0,,,,,,,,,,,,,,,,,,,, +339,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-10-10 16:33:39.000,2023-10-10 16:33:38,5438.0,71.0,44,14.0,617.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,131.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,131.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +340,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-10-12 12:31:01.000,2023-10-11 06:06:37,1727.0,139.0,5,3.0,748.0,18.0,34.0,43,2023-09-29 12:39:26.000,4.7.1,66.0,7.0,22,False,67.0,60.0,click-extra,,245.0,2903.0,https://pypi.org/project/click-extra,2023-09-29 12:39:08.000,7.0,2893.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +341,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,6.0,5.0,dpark,,,14.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,14.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,, +342,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,781.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,781.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +343,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,20.0,20.0,3.0,27.0,853,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,222.0,203.0,unsync,conda-forge/unsync,,23542.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,23253.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11565.0,3.0,,,,,,,,,,,,,,,,,,,, +344,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,167.0,149.0,851,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,624.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,624.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +345,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-09-12 11:51:47.000,2023-01-03 19:16:25,478.0,,77,21.0,215.0,72.0,81.0,848,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,15353.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15353.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,46.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,697.0,614.0,pymodm,conda-forge/pymodm,,13937.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,13823.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5030.0,3.0,,,,,,,,,,,,,,,,,,,, +347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,150.0,144.0,datatest,,,15324.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15324.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +348,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,259,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,331.0,293.0,rtoml,,,100921.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,100921.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1942.0,1888.0,coolname,conda-forge/coolname,,352367.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,54.0,350173.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,74613.0,3.0,,,,,,,,,,,,,,,,,,,, +350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2082.0,1955.0,stopit,conda-forge/stopit,,815050.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,804671.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,716164.0,3.0,,,,,,,,,,,,,,,,,,,, +351,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-09-14 08:12:22.000,2023-09-03 17:03:01,81.0,2.0,128,33.0,11.0,8.0,159.0,3146,2023-09-03 17:06:36.000,2.1.17,62.0,1.0,20,False,188.0,188.0,ptext-joris-schellekens,conda-forge/borb,,1664.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-09-05 19:13:07.800,43269.0,3.0,,,,,,,,,,,,,,,,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,140,69.0,4.0,1.0,40.0,2067,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2053.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2053.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +353,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,714,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1735.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,955.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,27331.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,, +354,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,11492.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,11259.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21028.0,3.0,,,,,,,,,,,,,,,,,,,, +355,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-10-10 05:09:51.000,2023-10-10 05:09:38,628.0,46.0,21,4.0,244.0,4.0,,251,2023-10-10 05:09:51.000,1.1.207,497.0,9.0,20,True,2.0,2.0,upgini,,,5046.0,https://pypi.org/project/upgini,2023-10-10 05:09:51.000,,5046.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +356,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,201,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,20,False,859.0,855.0,gsheetsdb,,,56264.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,56264.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +357,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459,156.0,142.0,78.0,27.0,1978,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,,, +358,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,1.0,209,40.0,56.0,81.0,39.0,1364,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,19,True,,,excalibur-py,,11071.0,1224.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1040.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +359,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-10-11 21:45:51.000,2023-10-11 21:45:19,2798.0,142.0,126,28.0,203.0,42.0,328.0,1216,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +360,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-07-10 16:26:21.000,2023-07-10 16:25:40,265.0,,56,36.0,45.0,14.0,58.0,1098,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,1430.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1430.0,,,,3.0,,,,,,,,,,,,,,,2.0,,,,, +361,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,68.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,68.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +362,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,636,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,61.0,58.0,pugsql,,,8805.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,8805.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,4063.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4063.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +364,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,78.0,74.0,typical,conda-forge/typical,,2622.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1478.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,33204.0,3.0,,,,,,,,,,,,,,,,,,,, +365,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-03-14 05:55:33.000,2023-03-14 05:55:27,124.0,,17,6.0,62.0,7.0,23.0,149,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,158.0,146.0,aioprometheus,,,58162.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,58162.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +366,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,39.0,31.0,bounter,,,500.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,500.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +367,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1053.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,50.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,63249.0,3.0,,,,,,['pandas'],,,,,,,,,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10444.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10444.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +369,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-29 09:57:28.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,68.0,24.0,16.0,2025,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,47.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,47.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +370,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1597,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,82.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,82.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,88.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,54.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,54.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,39.0,39.0,11.0,256.0,957,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +373,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,3.0,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,26.0,26.0,d6tflow,,,143.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,143.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,168610.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,168610.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +375,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-10-11 09:51:44.000,2023-10-11 09:51:40,379.0,379.0,11,3.0,45.0,2.0,6.0,130,2023-10-06 12:58:48.000,0.1.16,36.0,7.0,17,True,2.0,,pipeless-ai,,,710.0,https://pypi.org/project/pipeless-ai,2023-10-06 12:58:48.000,2.0,710.0,,,,1.0,,,,,,,,,,,,,,,,,,,,True +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,781,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1406.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1406.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +377,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,19,11.0,120.0,21.0,57.0,429,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,32.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,32.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +378,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-10-10 20:32:25.000,2023-08-28 17:19:32,117.0,4.0,6,13.0,143.0,8.0,4.0,270,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,369.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,369.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,9.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,9.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,609,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,15,False,,,kubeflow-kale,,,148.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,148.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,574.0,565.0,millify,,,34801.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,34801.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,16.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,16.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,119.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,119.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +384,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-10-12 12:43:18.000,2023-10-11 17:34:14,813.0,161.0,19,2.0,673.0,8.0,12.0,234,2023-10-10 15:07:13.000,0.1.46,29.0,11.0,14,False,,,the-guide,,,16.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,16.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,580.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,580.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,5.0,5.0,pandapy,,,66.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,66.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,35.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,35.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,63.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,63.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35,29.0,10.0,3.0,16.0,357,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,771,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 31bacea..673bc71 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,25 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- h5py (πŸ₯‡40 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- arrow (πŸ₯ˆ38 Β· ⭐ 8.4K Β· πŸ“ˆ) - Better dates & times for Python. Apache-2 -- pexpect (πŸ₯‡38 Β· ⭐ 2.4K Β· πŸ“ˆ) - A Python module for controlling interactive programs in a pseudo-.. ISC -- PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K Β· πŸ“ˆ) - A Python package to manage extremely large amounts of data. BSD-3 -- csvkit (πŸ₯ˆ33 Β· ⭐ 5.6K Β· πŸ“ˆ) - A suite of utilities for converting to and working with CSV, the king.. MIT +- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 +- anytree (πŸ₯‡34 Β· ⭐ 840 Β· πŸ“ˆ) - Python tree data library. Apache-2 +- tzlocal (πŸ₯‰34 Β· ⭐ 170 Β· πŸ“ˆ) - A Python module that tries to figure out what your local timezone is. MIT +- Arctic (πŸ₯‰29 Β· ⭐ 3K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- colout (πŸ₯‰19 Β· ⭐ 1.1K Β· πŸ“ˆ) - Color text streams with a polished command line interface. ❗️GPL-3.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- Airflow (πŸ₯‡46 Β· ⭐ 32K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K Β· πŸ“‰) - A lightweight library for converting complex objects to and from.. MIT -- attrs (πŸ₯‡39 Β· ⭐ 4.9K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- dill (πŸ₯ˆ36 Β· ⭐ 2K Β· πŸ“‰) - serialize all of Python. BSD-3 -- typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ“‰) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT +- filesystem_spec (πŸ₯‡38 Β· ⭐ 660 Β· πŸ“‰) - A specification that python filesystems should adhere to. BSD-3 +- pyrsistent (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ’€) - Persistent/Immutable/Functional data structures for Python. MIT +- addict (πŸ₯‰27 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- pyscaffold (πŸ₯‰24 Β· ⭐ 1.9K Β· πŸ“‰) - Python project template generator with batteries included. ❗Unlicensed +- py2neo (πŸ₯‰22 Β· ⭐ 1K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 + +## βž• Added Projects + +_Projects that were recently added to this best-of list._ + +- Pipeless (πŸ₯‡17 Β· ⭐ 130 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 From 262cc06c04f06dd2b99442b5aa8f46964f402e9f Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 19 Oct 2023 14:12:39 +0000 Subject: [PATCH 35/70] Update best-of list for version 2023.10.19 --- README.md | 1414 +++++++++++++++---------------- history/2023-10-19_changes.md | 20 + history/2023-10-19_projects.csv | 392 +++++++++ latest-changes.md | 26 +- 4 files changed, 1129 insertions(+), 723 deletions(-) create mode 100644 history/2023-10-19_changes.md create mode 100644 history/2023-10-19_projects.csv diff --git a/README.md b/README.md index 0af94e4..e8eaf03 100644 --- a/README.md +++ b/README.md @@ -84,14 +84,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M Back to top -
protobuf (πŸ₯‡52 Β· ⭐ 61K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 36M Β· πŸ“¦ 510K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 510K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 18.10.2023): ``` pip install protobuf ``` @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 280K Β· πŸ“¦ 75K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 280K Β· πŸ“¦ 76K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 870K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 880K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -126,7 +126,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 100K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 100K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -142,12 +142,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.1K Β· πŸ“¦ 110K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.2K Β· πŸ“¦ 110K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 48M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 53M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -158,16 +158,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
orjson (πŸ₯ˆ36 Β· ⭐ 5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 60K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 61K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1.1K Β· ⏱️ 10.10.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 15M / month Β· πŸ“¦ 1.1K Β· ⏱️ 12.10.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 950K Β· ⏱️ 10.10.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 960K Β· ⏱️ 10.10.2023): ``` conda install -c conda-forge orjson ``` @@ -183,35 +183,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.3M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.4M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ```
-
cloudpickle (πŸ₯ˆ36 Β· ⭐ 1.4K) - Extended pickling support for Python objects. BSD-3 +
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 150 Β· πŸ“₯ 27 Β· πŸ“¦ 89K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 11.10.2023): - - ``` - git clone https://github.com/cloudpipe/cloudpickle - ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 29M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.01.2023): - ``` - pip install cloudpickle - ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge cloudpickle - ``` -
-
ultrajson (πŸ₯‰35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 - -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.3M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.4M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` @@ -220,7 +204,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge ujson ```
-
simplejson (πŸ₯‰35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 05.10.2023): @@ -236,18 +220,34 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge simplejson ```
-
jsonpickle (πŸ₯‰35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K Β· πŸ“‰) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 20.08.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 32% open Β· ⏱️ 17.10.2023): + + ``` + git clone https://github.com/cloudpipe/cloudpickle + ``` +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 29M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): + ``` + pip install cloudpickle + ``` +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 15M Β· ⏱️ 16.10.2023): + ``` + conda install -c conda-forge cloudpickle + ``` +
+
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 + +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 23% open Β· ⏱️ 20.08.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.3M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.5M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.5M Β· ⏱️ 13.08.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.5M Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge jsonpickle ``` @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.4M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.5M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.5K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.6K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.5M / month Β· πŸ“¦ 270 Β· ⏱️ 07.10.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.6M / month Β· πŸ“¦ 270 Β· ⏱️ 07.10.2023): ``` pip install python-rapidjson ``` @@ -300,18 +300,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M conda install -c conda-forge pysimdjson ```
-
hickle (πŸ₯‰23 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT - [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 600 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 34K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 32K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hickle ``` @@ -342,23 +342,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡53 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 850K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 850K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 14.10.2023): ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 65M Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 66M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge numpy ```
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 220K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 220K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -372,53 +372,53 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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polars (πŸ₯‡40 Β· ⭐ 21K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT +
h5py (πŸ₯‡41 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 1.2K Β· πŸ“₯ 9 Β· πŸ“¦ 4.2K Β· πŸ“‹ 5.2K - 20% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 2.9K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 17.10.2023): ``` - git clone https://github.com/pola-rs/polars + git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.3M / month Β· πŸ“¦ 280 Β· ⏱️ 10.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` - pip install polars + pip install h5py + ``` +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 13M Β· ⏱️ 09.10.2023): + ``` + conda install -c conda-forge h5py ```
-
xarray (πŸ₯‡40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 +
polars (πŸ₯ˆ40 Β· ⭐ 21K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.2K Β· πŸ“₯ 16 Β· πŸ“¦ 4.3K Β· πŸ“‹ 5.2K - 20% open Β· ⏱️ 19.10.2023): ``` - git clone https://github.com/pydata/xarray - ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2K Β· ⏱️ 26.09.2023): - ``` - pip install xarray + git clone https://github.com/pola-rs/polars ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.1M Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.5M / month Β· πŸ“¦ 290 Β· ⏱️ 17.10.2023): ``` - conda install -c conda-forge xarray + pip install polars ```
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h5py (πŸ₯‡40 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
xarray (πŸ₯ˆ40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 2.9K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 19.10.2023): ``` - git clone https://github.com/h5py/h5py + git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2K Β· ⏱️ 26.09.2023): ``` - pip install h5py + pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 13M Β· ⏱️ 09.10.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.2M Β· ⏱️ 26.09.2023): ``` - conda install -c conda-forge h5py + conda install -c conda-forge xarray ```
Modin (πŸ₯ˆ37 Β· ⭐ 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/modin-project/modin @@ -439,11 +439,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 680K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.5M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.6M Β· ⏱️ 07.10.2023): ``` conda install -c conda-forge pytables ``` @@ -455,7 +455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 120K / month Β· πŸ“¦ 24 Β· ⏱️ 02.10.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 110K / month Β· πŸ“¦ 24 Β· ⏱️ 02.10.2023): ``` pip install docarray ``` @@ -466,16 +466,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 200 Β· πŸ“₯ 440 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 200 Β· πŸ“₯ 490 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.6M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.2M Β· ⏱️ 11.10.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.3M Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge numexpr ``` @@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 410K / month Β· πŸ“¦ 420 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 440K / month Β· πŸ“¦ 420 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 890 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 490K / month Β· πŸ“¦ 900 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -530,7 +530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“¦ 1.1K Β· πŸ“‹ 670 - 38% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“¦ 1.1K Β· πŸ“‹ 680 - 38% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/pandera-dev/pandera @@ -544,26 +544,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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datasketch (πŸ₯ˆ32 Β· ⭐ 2.1K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
datasketch (πŸ₯ˆ32 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 930 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 940 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.2M / month Β· πŸ“¦ 64 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 64 Β· ⏱️ 03.10.2023): ``` pip install datasketch ```
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Bottleneck (πŸ₯ˆ32 Β· ⭐ 940) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ32 Β· ⭐ 950) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 43K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 560K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 570K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -574,12 +574,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 590 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 600 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 44K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 45K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 88K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 84K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -604,22 +604,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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swifter (πŸ₯‰28 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT - -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 9% open Β· ⏱️ 31.07.2023): - - ``` - git clone https://github.com/jmcarpenter2/swifter - ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 370K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): - ``` - pip install swifter - ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 260K Β· ⏱️ 31.07.2023): - ``` - conda install -c conda-forge swifter - ``` -
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT - [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 6% open Β· ⏱️ 22.09.2023): @@ -627,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.2K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.6K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): ``` pip install static-frame ``` @@ -636,30 +620,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge static-frame ```
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PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 440K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 44K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 45K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
+
swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT + +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 31.07.2023): + + ``` + git clone https://github.com/jmcarpenter2/swifter + ``` +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 370K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): + ``` + pip install swifter + ``` +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 260K Β· ⏱️ 31.07.2023): + ``` + conda install -c conda-forge swifter + ``` +
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 77K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 74K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -678,7 +678,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 31 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): +- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 32 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): ``` git clone https://github.com/RaRe-Technologies/bounter @@ -695,11 +695,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 50 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 47 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 63K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 64K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fletcher ``` @@ -707,7 +707,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects... - Blaze (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰29 Β· ⭐ 3K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯‰29 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 @@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 26M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 27M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -735,36 +735,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
-
anytree (πŸ₯‡34 Β· ⭐ 840 Β· πŸ“ˆ) - Python tree data library. Apache-2 +
pyrsistent (πŸ₯‡36 Β· ⭐ 1.9K Β· πŸ“ˆ) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 180 - 16% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 320K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 18.10.2023): ``` - git clone https://github.com/c0fec0de/anytree + git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 840K / month Β· πŸ“¦ 330 Β· ⏱️ 11.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): ``` - pip install anytree + pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 20M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge anytree + conda install -c conda-forge pyrsistent ```
-
pyrsistent (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ’€) - Persistent/Immutable/Functional data structures for Python. MIT +
anytree (πŸ₯ˆ33 Β· ⭐ 840 Β· πŸ“‰) - Python tree data library. Apache-2 -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“‹ 170 - 15% open Β· ⏱️ 29.12.2022): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 180 - 16% open Β· ⏱️ 18.10.2023): ``` - git clone https://github.com/tobgu/pyrsistent + git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 35M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 870K / month Β· πŸ“¦ 330 Β· ⏱️ 11.10.2023): ``` - pip install pyrsistent + pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 20M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 35K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pyrsistent + conda install -c conda-forge anytree ```
multidict (πŸ₯ˆ31 Β· ⭐ 360) - The multidict implementation. Apache-2 @@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 69M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` @@ -785,7 +785,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 18K Β· πŸ“‹ 58 - 8% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 19K Β· πŸ“‹ 59 - 8% open Β· ⏱️ 14.10.2023): ``` git clone https://github.com/jab/bidict @@ -794,19 +794,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bidict ```
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.2K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 43 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 11% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 43 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 11% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 760K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 690K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): ``` pip install python-benedict ``` @@ -817,12 +817,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
glom (πŸ₯‰28 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 62% open Β· ⏱️ 02.09.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 61% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.2M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): ``` pip install glom ``` @@ -842,7 +842,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 940K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 950K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge immutables ``` @@ -854,11 +854,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 280K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 300K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 90K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 91K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -874,19 +874,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.7M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.8M Β· ⏱️ 02.07.2023): ``` conda install -c conda-forge munch ```
janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 350K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 360K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -897,7 +897,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-box (πŸ₯‰25 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 10% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box @@ -906,15 +906,15 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 470K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 480K Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge python-box ```
Show 3 hidden projects... -- ordered-set (πŸ₯‰28 Β· ⭐ 190 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- addict (πŸ₯‰27 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT - cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -925,12 +925,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“¦ 270K Β· πŸ“‹ 3.2K - 10% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“¦ 270K Β· πŸ“‹ 3.3K - 10% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 120M / month Β· πŸ“¦ 8.5K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 8.5K Β· ⏱️ 28.09.2023): ``` pip install pydantic ``` @@ -941,12 +941,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 87 Β· πŸ“¦ 460K Β· πŸ“‹ 790 - 4% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 95 Β· πŸ“¦ 460K Β· πŸ“‹ 790 - 4% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 97M / month Β· πŸ“¦ 19K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 98M / month Β· πŸ“¦ 19K Β· ⏱️ 20.09.2023): ``` pip install jsonschema ``` @@ -962,7 +962,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -973,28 +973,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 840) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“₯ 8 Β· πŸ“¦ 86K Β· πŸ“‹ 150 - 9% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 87K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 510K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 520K Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge validators ```
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 200 Β· πŸ“¦ 7.3K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 200 Β· πŸ“¦ 7.4K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 6.2M / month Β· πŸ“¦ 910 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 6.4M / month Β· πŸ“¦ 910 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -1010,23 +1010,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge voluptuous ```
-
param (πŸ₯‰30 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯ˆ31 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.3K Β· πŸ“‹ 420 - 33% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.4K Β· πŸ“‹ 420 - 33% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 390K / month Β· πŸ“¦ 150 Β· ⏱️ 10.10.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 520K / month Β· πŸ“¦ 150 Β· ⏱️ 10.10.2023): ``` pip install param ``` @@ -1042,7 +1042,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 790K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 850K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1053,7 +1053,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 720) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 33 Β· πŸ“¦ 210 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 15.09.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 34 Β· πŸ“¦ 210 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals @@ -1090,7 +1090,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1102,7 +1102,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰25 Β· ⭐ 870) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰26 Β· ⭐ 870) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1121,11 +1121,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 460K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 470K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 550K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1137,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 7.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1156,41 +1156,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dateutil (πŸ₯‡39 Β· ⭐ 2.1K) - Useful extensions to the standard Python datetime features. Apache-2 +
arrow (πŸ₯‡39 Β· ⭐ 8.4K Β· πŸ“ˆ) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“₯ 35K Β· πŸ“¦ 1.2M Β· πŸ“‹ 740 - 46% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 73K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` - git clone https://github.com/dateutil/dateutil + git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 20M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` - pip install python-dateutil + pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 50M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.9M Β· ⏱️ 01.10.2023): ``` - conda install -c conda-forge python-dateutil + conda install -c conda-forge arrow ```
-
arrow (πŸ₯ˆ38 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 +
python-dateutil (πŸ₯‡39 Β· ⭐ 2.1K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 72K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“₯ 35K Β· πŸ“¦ 1.2M Β· πŸ“‹ 740 - 46% open Β· ⏱️ 06.06.2023): ``` - git clone https://github.com/arrow-py/arrow + git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 20M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 14.07.2021): ``` - pip install arrow + pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.8M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 50M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge arrow + conda install -c conda-forge python-dateutil ```
-
pendulum (πŸ₯ˆ35 Β· ⭐ 5.7K) - Python datetimes made easy. MIT +
pendulum (πŸ₯ˆ35 Β· ⭐ 5.8K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 360 Β· πŸ“₯ 190 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 360 Β· πŸ“₯ 250 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1206,16 +1206,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ35 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 420 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 21% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 430 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 21% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6M / month Β· πŸ“¦ 450 Β· ⏱️ 02.10.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.1M / month Β· πŸ“¦ 450 Β· ⏱️ 16.10.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 16.10.2023): ``` conda install -c conda-forge holidays ``` @@ -1227,7 +1227,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 190M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` pip install pytz ``` @@ -1238,7 +1238,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯‰34 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 24K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 24K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/dateparser @@ -1252,14 +1252,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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tzlocal (πŸ₯‰34 Β· ⭐ 170 Β· πŸ“ˆ) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰34 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 57 Β· πŸ“¦ 130K Β· πŸ“‹ 86 - 6% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 57 Β· πŸ“¦ 130K Β· πŸ“‹ 87 - 6% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 85M / month Β· πŸ“¦ 3.8K Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 75M / month Β· πŸ“¦ 3.8K Β· ⏱️ 04.10.2023): ``` pip install tzlocal ``` @@ -1279,9 +1279,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡38 Β· ⭐ 660 Β· πŸ“‰) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 660) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 270 Β· πŸ“¦ 67K Β· πŸ“‹ 590 - 33% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 280 Β· πŸ“¦ 68K Β· πŸ“‹ 590 - 33% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1318,23 +1318,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 54M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 42M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 860K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 870K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
-
filelock (πŸ₯ˆ34 Β· ⭐ 580) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ34 Β· ⭐ 590) - A platform-independent file lock for Python. Unlicense - [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 330K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 99M / month Β· πŸ“¦ 2.8K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 100M / month Β· πŸ“¦ 2.8K Β· ⏱️ 13.09.2023): ``` pip install filelock ``` @@ -1350,11 +1350,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyfilesystem/pyfilesystem2 ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.8M / month Β· πŸ“¦ 610 Β· ⏱️ 02.05.2022): +- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.9M / month Β· πŸ“¦ 610 Β· ⏱️ 02.05.2022): ``` pip install fs ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 670K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 680K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fs ``` @@ -1366,7 +1366,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 17M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 18M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` @@ -1375,42 +1375,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge appdirs ```
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path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
scandir (πŸ₯‰30 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/jaraco/path + git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 140 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` - pip install path + pip install scandir ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 460K Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.4M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge path + conda install -c conda-forge scandir ```
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scandir (πŸ₯‰29 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 +
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 08.10.2023): ``` - git clone https://github.com/benhoyt/scandir + git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 140 Β· ⏱️ 07.07.2023): ``` - pip install scandir + pip install path ``` -- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.4M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 460K Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge scandir + conda install -c conda-forge path ```
Show 2 hidden projects... - zipp (πŸ₯‰31 Β· ⭐ 42) - Backport of pathlib-compatible object wrapper for zip files. MIT -- Unipath (πŸ₯‰23 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT +- Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1418,7 +1418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT +
future (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT - [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 300K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): @@ -1441,7 +1441,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.4M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.5M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1457,7 +1457,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 8.7M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 8.6M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1468,7 +1468,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- six (πŸ₯‡37 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT +- six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT - pathlib2 (πŸ₯‰28 Β· ⭐ 74) - Backport of pathlib aiming to support the full stdlib Python API. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag @@ -1481,12 +1481,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 550K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 560K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 240M / month Β· πŸ“¦ 21K Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 230M / month Β· πŸ“¦ 21K Β· ⏱️ 19.09.2023): ``` pip install cryptography ``` @@ -1497,12 +1497,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 140 Β· πŸ“¦ 78K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 150 Β· πŸ“¦ 79K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 36M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 37M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` pip install pycryptodomex ``` @@ -1518,18 +1518,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 150K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 190K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 350 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 460 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 490 - 11% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 12% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/jaraco/keyring @@ -1545,12 +1545,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asn1crypto (πŸ₯‰34 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 28% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 52M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 55M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1561,12 +1561,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰32 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 44M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 43M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` @@ -1577,7 +1577,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rsa (πŸ₯‰32 Β· ⭐ 450) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 340K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 350K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1599,12 +1599,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 11.10.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 17.10.2023): ``` pip install ansible ``` @@ -1615,60 +1615,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 130M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 18.10.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 19.10.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 280K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 280K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 350M / month Β· πŸ“¦ 8.5K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 360M / month Β· πŸ“¦ 8.5K Β· ⏱️ 18.10.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 950 Β· πŸ“₯ 1.1M Β· πŸ“¦ 6.6K Β· πŸ“‹ 6.5K - 28% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 950 Β· πŸ“₯ 1.2M Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.5K - 28% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 840K / month Β· πŸ“¦ 160 Β· ⏱️ 11.10.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 840K / month Β· πŸ“¦ 160 Β· ⏱️ 17.10.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.3M / month Β· πŸ“¦ 880 Β· ⏱️ 12.10.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.3M / month Β· πŸ“¦ 880 Β· ⏱️ 17.10.2023): ``` npm install @pulumi/pulumi ```
paramiko (πŸ₯ˆ42 Β· ⭐ 8.5K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 84K Β· πŸ“‹ 1.8K - 55% open Β· ⏱️ 24.09.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 85K Β· πŸ“‹ 1.8K - 55% open Β· ⏱️ 24.09.2023): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 46M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): ``` pip install paramiko ``` @@ -1679,12 +1679,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker (πŸ₯ˆ42 Β· ⭐ 6.4K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 690 Β· πŸ“¦ 69K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 720 Β· πŸ“¦ 69K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 37M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` pip install docker ``` @@ -1695,12 +1695,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 280 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 290 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1709,48 +1709,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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kubernetes (πŸ₯ˆ38 Β· ⭐ 6K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.1K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 18M / month Β· πŸ“¦ 1.4K Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 17M / month Β· πŸ“¦ 1.4K Β· ⏱️ 18.09.2023): ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 450K Β· ⏱️ 19.06.2023): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 460K Β· ⏱️ 19.06.2023): ``` conda install -c conda-forge kubernetes ```
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fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 +
netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 18 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 18.10.2023): ``` - git clone https://github.com/fabric/fabric - ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.5M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): - ``` - pip install fabric + git clone https://github.com/ktbyers/netmiko ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 71K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): ``` - conda install -c conda-forge fabric + pip install netmiko ```
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netmiko (πŸ₯‰37 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 19 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): ``` - git clone https://github.com/ktbyers/netmiko + git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.5M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): ``` - pip install netmiko + pip install fabric + ``` +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 73K Β· ⏱️ 31.08.2023): + ``` + conda install -c conda-forge fabric ```
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT @@ -1760,23 +1760,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 43K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 44K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ```
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.1K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.5M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.6M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1796,7 +1796,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sshtunnel ``` -- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 120K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sshtunnel ``` @@ -1808,7 +1808,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month Β· πŸ“¦ 11 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 35K / month Β· πŸ“¦ 11 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ``` @@ -1820,7 +1820,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.8K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.1K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1835,7 +1835,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰14 Β· ⭐ 230) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰14 Β· ⭐ 240) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1866,23 +1866,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.7M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.9M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 180K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 190K Β· ⏱️ 10.08.2023): ``` conda install -c conda-forge sh ```
-
supervisor (πŸ₯‰35 Β· ⭐ 7.9K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯‰35 Β· ⭐ 8K) - Supervisor process control system for Unix.. ❗️Repoze Public License - [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 06.10.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.8M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.6M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1898,7 +1898,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1915,32 +1915,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯‡38 Β· ⭐ 9.6K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 560 Β· πŸ“₯ 420 Β· πŸ“¦ 99K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 420 Β· πŸ“¦ 99K Β· πŸ“‹ 350 - 27% open Β· ⏱️ 15.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 13.10.2023): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 650K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 650K Β· ⏱️ 14.10.2023): ``` conda install -c conda-forge uvloop ```
greenlet (πŸ₯‡38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 290K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 300K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 71M / month Β· πŸ“¦ 10K Β· ⏱️ 02.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 75M / month Β· πŸ“¦ 10K Β· ⏱️ 02.10.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.1M Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.2M Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge greenlet ``` @@ -1963,12 +1963,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰25 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 40 Β· πŸ“¦ 2.7K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 41 Β· πŸ“¦ 2.7K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 77K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 79K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` @@ -1977,7 +1977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asyncer ```
-
aiomisc (πŸ₯‰24 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰23 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT - [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 330 Β· πŸ“‹ 24 - 37% open Β· ⏱️ 28.09.2023): @@ -2002,12 +2002,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 580) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 220 Β· πŸ“¦ 360K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 240 Β· πŸ“¦ 360K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 34M / month Β· πŸ“¦ 15K Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 35M / month Β· πŸ“¦ 15K Β· ⏱️ 03.10.2023): ``` pip install traitlets ``` @@ -2018,12 +2018,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.5K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 570K Β· πŸ“‹ 270 - 15% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 580K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 33M / month Β· πŸ“¦ 9K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2032,30 +2032,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dotenv ```
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Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.2K) - Configuration Management for Python. MIT +
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.2K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.3K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.2M / month Β· πŸ“¦ 270 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.3M / month Β· πŸ“¦ 270 Β· ⏱️ 13.09.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 59K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 60K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge dynaconf ```
+
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.5K) - Strict separation of config from code. MIT + +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 92 - 8% open Β· ⏱️ 17.04.2023): + + ``` + git clone https://github.com/henriquebastos/python-decouple + ``` +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): + ``` + pip install python-decouple + ``` +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge python-decouple + ``` +
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 87 Β· πŸ“¦ 19K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 88 Β· πŸ“¦ 19K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.7M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2071,34 +2087,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.2K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
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python-decouple (πŸ₯‰31 Β· ⭐ 2.5K) - Strict separation of config from code. MIT - -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 92 - 8% open Β· ⏱️ 17.04.2023): - - ``` - git clone https://github.com/henriquebastos/python-decouple - ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): - ``` - pip install python-decouple - ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge python-decouple - ``` -
gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 6.9K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/google/gin-config @@ -2107,19 +2107,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gin-config ```
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 240 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 260 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.5M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2135,11 +2135,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 100K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 48K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 50K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2150,7 +2150,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 - [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 110 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): @@ -2161,7 +2161,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 31M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 32M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge click ``` @@ -2173,11 +2173,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 32M / month Β· πŸ“¦ 5.2K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 33M / month Β· πŸ“¦ 5.2K Β· ⏱️ 30.09.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.3M Β· ⏱️ 30.09.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.4M Β· ⏱️ 30.09.2023): ``` conda install -c conda-forge rich ``` @@ -2189,7 +2189,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 36M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 37M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): ``` pip install prompt_toolkit ``` @@ -2205,34 +2205,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 480 Β· πŸ“¦ 18 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 490 Β· πŸ“¦ 19 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.3K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 02.05.2023): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typer ```
colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 760K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 770K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tartley/colorama @@ -2248,12 +2248,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 23.09.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 19M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.09.2023): ``` pip install argcomplete ``` @@ -2264,12 +2264,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯ˆ34 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 450K Β· πŸ“‹ 38 - 31% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 460K Β· πŸ“‹ 38 - 31% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 44M / month Β· πŸ“¦ 14K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 47M / month Β· πŸ“¦ 14K Β· ⏱️ 30.09.2023): ``` pip install wcwidth ``` @@ -2289,19 +2289,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 580K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 590K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge cleo ```
asciimatics (πŸ₯‰32 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 920 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 930 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 92K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 100K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): ``` pip install asciimatics ``` @@ -2310,9 +2310,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰31 Β· ⭐ 1.2K) - Python library to build pretty command line user prompts Easy to use.. MIT +
questionary (πŸ₯‰31 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 73 Β· πŸ“¦ 10K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 08.09.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 74 Β· πŸ“¦ 10K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/tmbo/questionary @@ -2321,7 +2321,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 58K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 59K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2337,24 +2337,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 720K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 730K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰23 Β· ⭐ 130) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰23 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 200 Β· πŸ“‹ 28 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 200 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 87K / month Β· πŸ“¦ 32 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 95K / month Β· πŸ“¦ 34 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰19 Β· ⭐ 1.1K Β· πŸ“ˆ) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰20 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): @@ -2372,7 +2372,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰25 Β· ⭐ 91 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 43) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 45) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2395,7 +2395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 100M / month Β· πŸ“¦ 3.4K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 100M / month Β· πŸ“¦ 3.5K Β· ⏱️ 27.05.2023): ``` pip install cachetools ``` @@ -2404,14 +2404,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 920) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 930) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 320K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 330K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2434,12 +2434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
beaker (πŸ₯‰27 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.8K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.9K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2450,7 +2450,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰23 Β· ⭐ 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 410 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 420 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/shaypal5/cachier @@ -2462,7 +2462,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 1 hidden projects... -- cached-property (πŸ₯ˆ30 Β· ⭐ 670 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3 +- cached-property (πŸ₯ˆ30 Β· ⭐ 680 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3

@@ -2474,7 +2474,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 33K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 19% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 33K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 19% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/kivy/kivy @@ -2490,12 +2490,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.9K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.9K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 350K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 360K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2511,35 +2511,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 40K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 38K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
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Eel (πŸ₯ˆ31 Β· ⭐ 5.8K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
Eel (πŸ₯ˆ31 Β· ⭐ 5.9K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT - [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.2K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 61K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 62K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰30 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 17% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 780 - 17% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.6K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.7K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 150 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 170 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2559,14 +2559,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡17 Β· ⭐ 130 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡17 Β· ⭐ 150 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 11 Β· πŸ“‹ 8 - 25% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 11 Β· πŸ“‹ 7 - 14% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 710 / month Β· πŸ“¦ 2 Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 700 / month Β· πŸ“¦ 2 Β· ⏱️ 13.10.2023): ``` pip install pipeless-ai ``` @@ -2589,16 +2589,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 29.09.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.10.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 830K Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 830K Β· ⏱️ 17.10.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2614,7 +2614,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 61K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 62K Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge emoji ``` @@ -2634,19 +2634,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 240 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 280 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
-
inflect (πŸ₯ˆ31 Β· ⭐ 860) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 870) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2657,12 +2657,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 100 Β· πŸ“‹ 68 - 4% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 100 Β· πŸ“‹ 68 - 4% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 11M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` pip install python-slugify ``` @@ -2678,7 +2678,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 640K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 650K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2687,14 +2687,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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price-parser (πŸ₯‰22 Β· ⭐ 280 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 +
price-parser (πŸ₯‰21 Β· ⭐ 280) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 47 Β· πŸ“¦ 380 Β· πŸ“‹ 35 - 71% open Β· ⏱️ 22.11.2022): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 380 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 97K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 92K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2706,7 +2706,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 350K / month Β· πŸ“¦ 54 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 350K / month Β· πŸ“¦ 55 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2739,28 +2739,28 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.4K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 370K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 06.10.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 370K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 880M / month Β· πŸ“¦ 18K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 900M / month Β· πŸ“¦ 18K Β· ⏱️ 18.10.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge boto3 ```
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.6K - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.6K - 11% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 30M / month Β· πŸ“¦ 28K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 31M / month Β· πŸ“¦ 28K Β· ⏱️ 26.09.2023): ``` pip install redis ``` @@ -2769,46 +2769,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
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SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.8K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.9K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 650K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 650K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 93M / month Β· πŸ“¦ 48K Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 95M / month Β· πŸ“¦ 48K Β· ⏱️ 12.10.2023): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 11.10.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 13.10.2023): ``` conda install -c conda-forge sqlalchemy ```
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google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.3K) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.4K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 55M / month Β· πŸ“¦ 2K Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 55M / month Β· πŸ“¦ 2K Β· ⏱️ 12.10.2023): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.9M Β· ⏱️ 20.09.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.9M Β· ⏱️ 13.10.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.7K - 11% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.7K - 11% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 43M / month Β· πŸ“¦ 690 Β· ⏱️ 10.10.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 44M / month Β· πŸ“¦ 700 Β· ⏱️ 17.10.2023): ``` pip install azure-storage-blob ``` @@ -2819,28 +2819,28 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.7K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.7K Β· ⏱️ 13.10.2023): ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 560K Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 560K Β· ⏱️ 13.10.2023): ``` conda install -c conda-forge peewee ```
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 06.10.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 13.10.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.1K Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.1K Β· ⏱️ 13.10.2023): ``` pip install elasticsearch ``` @@ -2856,7 +2856,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 43M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2872,7 +2872,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2883,7 +2883,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 17.10.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2897,9 +2897,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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alembic (πŸ₯ˆ38 Β· ⭐ 2.1K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ38 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 16.09.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/sqlalchemy/alembic @@ -2920,7 +2920,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 940K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 950K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2936,23 +2936,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.8M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.9M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.1K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.2K Β· ⏱️ 16.06.2023): ``` conda install -c anaconda elasticsearch-dsl ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.2K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 29M / month Β· πŸ“¦ 57 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 31M / month Β· πŸ“¦ 57 Β· ⏱️ 11.09.2023): ``` pip install awswrangler ``` @@ -2961,36 +2961,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge awswrangler ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 650) - Google BigQuery API client library. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 450 Β· πŸ“₯ 100 Β· πŸ“¦ 610 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 19.10.2023): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 32M / month Β· πŸ“¦ 1.1K Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 98K / month Β· πŸ“¦ 51 Β· ⏱️ 15.10.2023): ``` - pip install google-cloud-bigquery + pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 05.10.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 03.10.2023): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c conda-forge ibis-framework ```
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Ibis (πŸ₯ˆ36 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 650) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 450 Β· πŸ“₯ 98 Β· πŸ“¦ 600 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 18.10.2023): ``` - git clone https://github.com/ibis-project/ibis + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 50 Β· ⏱️ 08.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 33M / month Β· πŸ“¦ 1.1K Β· ⏱️ 03.10.2023): ``` - pip install ibis-framework + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 03.10.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 05.10.2023): ``` - conda install -c conda-forge ibis-framework + conda install -c conda-forge google-cloud-bigquery ```
libcloud (πŸ₯ˆ36 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 @@ -3023,12 +3023,12 @@ _Libraries for connecting to, operating, and querying databases._
s3transfer (πŸ₯ˆ35 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 250K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 260M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 270M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): ``` pip install s3transfer ``` @@ -3037,41 +3037,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 3.9K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
sqlmodel (πŸ₯ˆ34 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.4K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 460 Β· πŸ“¦ 7.7K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/tortoise/tortoise-orm + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 95K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 540K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): ``` - pip install tortoise-orm + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 15K Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge tortoise-orm + conda install -c conda-forge sqlmodel ```
confluent-kafka-python (πŸ₯ˆ34 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.4K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.4K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.6M / month Β· πŸ“¦ 440 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.7M / month Β· πŸ“¦ 450 Β· ⏱️ 12.07.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 780K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 790K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge python-confluent-kafka ```
Pony (πŸ₯ˆ34 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 68 Β· πŸ“¦ 3.7K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 74 Β· πŸ“¦ 3.7K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony @@ -3092,7 +3092,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.3M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` @@ -3108,23 +3108,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 61K Β· ⏱️ 01.09.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 62K Β· ⏱️ 01.09.2023): ``` conda install -c conda-forge motor ```
s3fs (πŸ₯ˆ34 Β· ⭐ 740) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 420 - 28% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 15K Β· πŸ“‹ 420 - 28% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 680 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 690 Β· ⏱️ 22.09.2023): ``` pip install s3fs ``` @@ -3135,12 +3135,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ34 Β· ⭐ 690) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.4K Β· πŸ“‹ 520 - 1% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.5K Β· πŸ“‹ 520 - 1% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.5M / month Β· πŸ“¦ 450 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.6M / month Β· πŸ“¦ 450 Β· ⏱️ 25.09.2023): ``` pip install minio ``` @@ -3149,25 +3149,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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sqlmodel (πŸ₯‰33 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
tortoise-orm (πŸ₯‰33 Β· ⭐ 3.9K Β· πŸ“‰) - Familiar asyncio ORM for python, built with relations in.. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 460 Β· πŸ“¦ 7.6K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.4K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 13.10.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 530K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 96K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` - pip install sqlmodel + pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 20K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 16K Β· ⏱️ 11.08.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge tortoise-orm ```
Prometheus Client (πŸ₯‰33 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 740 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 750 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/prometheus/client_python @@ -3181,7 +3181,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge prometheus_client ```
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Databases (πŸ₯‰33 Β· ⭐ 3.5K) - Async database support for Python. BSD-3 +
Databases (πŸ₯‰33 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 09.09.2023): @@ -3199,32 +3199,32 @@ _Libraries for connecting to, operating, and querying databases._
PyPika (πŸ₯‰33 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 260 Β· πŸ“¦ 15K Β· πŸ“‹ 400 - 37% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 260 Β· πŸ“¦ 15K Β· πŸ“‹ 400 - 37% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.5M / month Β· πŸ“¦ 93 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.5M / month Β· πŸ“¦ 94 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 4.2K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 4.4K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.6K Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.6K Β· ⏱️ 13.10.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 180K Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 190K Β· ⏱️ 07.10.2023): ``` conda install -c conda-forge cassandra-driver ``` @@ -3245,22 +3245,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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pandas-gbq (πŸ₯‰33 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 - -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.1K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 10.10.2023): - - ``` - git clone https://github.com/googleapis/python-bigquery-pandas - ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.2M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): - ``` - pip install pandas-gbq - ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): - ``` - conda install -c conda-forge pandas-gbq - ``` -
dataset (πŸ₯‰32 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.3K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): @@ -3268,16 +3252,16 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 140K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.1K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.2K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
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pygsheets (πŸ₯‰32 Β· ⭐ 1.4K) - Google Sheets Python API v4. MIT +
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT - [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 210 Β· πŸ“¦ 2.1K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): @@ -3289,39 +3273,39 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
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PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT +
pandas-gbq (πŸ₯‰32 Β· ⭐ 390 Β· πŸ“‰) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.1K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 10.10.2023): ``` - git clone https://github.com/pynamodb/PynamoDB + git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.6M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` - pip install pynamodb + pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): ``` - conda install -c conda-forge pynamodb + conda install -c conda-forge pandas-gbq ```
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cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 +
PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.7K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 30.09.2023): ``` - git clone https://github.com/oracle/python-cx_Oracle + git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.6M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` - pip install cx-Oracle + pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 480K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge cx_oracle + conda install -c conda-forge pynamodb ```
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influxdb (πŸ₯‰30 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT +
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.6K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): @@ -3337,6 +3321,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 + +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.7K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): + + ``` + git clone https://github.com/oracle/python-cx_Oracle + ``` +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.7M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): + ``` + pip install cx-Oracle + ``` +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 490K Β· ⏱️ 24.09.2023): + ``` + conda install -c conda-forge cx_oracle + ``` +
prisma (πŸ₯‰30 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.4K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 04.10.2023): @@ -3344,19 +3344,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 60K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 63K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): ``` pip install prisma ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 340 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3383,44 +3383,28 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 75 Β· πŸ“¦ 290 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 16.09.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 76 Β· πŸ“¦ 290 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 16.09.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): ``` pip install piccolo ```
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 900 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 910 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 24K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 21K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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py2neo (πŸ₯‰22 Β· ⭐ 1K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - -- [GitHub](https://github.com/py2neo-org/py2neo) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 220): - - ``` - git clone https://github.com/py2neo-org/py2neo - ``` -- [PyPi](https://pypi.org/project/py2neo) (πŸ“₯ 180K / month Β· πŸ“¦ 640 Β· ⏱️ 14.10.2021): - ``` - pip install py2neo - ``` -- [Conda](https://anaconda.org/conda-forge/py2neo) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge py2neo - ``` -
ODMantic (πŸ₯‰21 Β· ⭐ 850 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 77 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): @@ -3433,9 +3417,9 @@ _Libraries for connecting to, operating, and querying databases._ pip install odmantic ```
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psycopg3 (πŸ₯‰19 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
psycopg3 (πŸ₯‰20 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 370 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 370 - 11% open Β· ⏱️ 14.10.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3443,23 +3427,23 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰19 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 17 Β· πŸ“¦ 150 Β· πŸ“‹ 30 - 23% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 150 Β· πŸ“‹ 31 - 25% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 58K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 56K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
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Show 17 hidden projects... +
Show 18 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 +- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 58) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- gino (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 @@ -3467,6 +3451,7 @@ _Libraries for connecting to, operating, and querying databases._ - pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 +- py2neo (πŸ₯‰21 Β· ⭐ 2) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰19 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 @@ -3483,39 +3468,39 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 26K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 27K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.8M / month Β· πŸ“¦ 680 Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.9M / month Β· πŸ“¦ 690 Β· ⏱️ 06.09.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 490K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 510K Β· ⏱️ 12.09.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 180K Β· πŸ“‹ 670 - 2% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 180K Β· πŸ“‹ 680 - 3% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 10M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.10.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 18.10.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 860K Β· ⏱️ 11.10.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 860K Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡36 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 79K Β· πŸ“‹ 250 - 13% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 80K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/jazzband/tablib @@ -3540,12 +3525,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 670K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 680K Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge xlwings ```
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xmltodict (πŸ₯ˆ35 Β· ⭐ 5.2K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT +
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT - [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 59K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): @@ -3561,36 +3546,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xmltodict ```
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python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT +
csvkit (πŸ₯ˆ34 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 300 Β· πŸ“¦ 48K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.4K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 18.10.2023): ``` - git clone https://github.com/ahupp/python-magic + git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): ``` - pip install python-magic + pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 230K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 100K Β· ⏱️ 18.10.2023): ``` - conda install -c conda-forge python-magic + conda install -c conda-forge csvkit ```
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.4K Β· πŸ“‹ 890 - 7% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 300 Β· πŸ“¦ 48K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): ``` - git clone https://github.com/wireservice/csvkit + git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` - pip install csvkit + pip install python-magic ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 99K Β· ⏱️ 04.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 230K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge csvkit + conda install -c conda-forge python-magic ```
smart-open (πŸ₯ˆ33 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT @@ -3600,16 +3585,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 16M / month Β· πŸ“¦ 610 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 17M / month Β· πŸ“¦ 610 Β· ⏱️ 07.09.2023): ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.1M Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.2M Β· ⏱️ 07.09.2023): ``` conda install -c conda-forge smart_open ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3.3K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
gdown (πŸ₯ˆ31 Β· ⭐ 3.4K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT - [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 21K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): @@ -3625,14 +3610,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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Intake (πŸ₯ˆ31 Β· ⭐ 930) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ31 Β· ⭐ 940) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 130 Β· πŸ“¦ 1.6K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 69K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 71K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` @@ -3641,14 +3626,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge intake ```
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snorkel (πŸ₯‰30 Β· ⭐ 5.6K Β· πŸ’€) - A system for quickly generating training data with weak.. Apache-2 +
snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 370 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.02.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 380 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3680,19 +3665,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 43K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 48K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
camelot (πŸ₯‰25 Β· ⭐ 2.3K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 380 Β· πŸ“‹ 290 - 63% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 380 Β· πŸ“‹ 300 - 63% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.9K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.2K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3704,43 +3689,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 620 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 660 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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Upgini (πŸ₯‰20 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` - git clone https://github.com/upgini/upgini + git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5K / month Β· ⏱️ 10.10.2023): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.1K / month Β· ⏱️ 21.03.2020): ``` - pip install upgini + pip install excalibur-py ```
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excalibur (πŸ₯‰19 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT +
Upgini (πŸ₯‰20 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 18.10.2023): ``` - git clone https://github.com/camelot-dev/excalibur + git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.7K / month Β· ⏱️ 17.10.2023): ``` - pip install excalibur-py + pip install upgini ```
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Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰15 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 - [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 66% open Β· ⏱️ 28.08.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 370 / month Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 320 / month Β· ⏱️ 28.08.2023): ``` pip install squirrel-core ``` @@ -3760,8 +3745,8 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 +- borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- borb (πŸ₯‰20 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 780 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3774,100 +3759,100 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 550K Β· πŸ“¦ 8.2K Β· πŸ“‹ 8.2K - 10% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 550K Β· πŸ“¦ 8.2K Β· πŸ“‹ 8.2K - 10% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 10M / month Β· πŸ“¦ 300 Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 13M / month Β· πŸ“¦ 300 Β· ⏱️ 12.10.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 950K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 960K Β· ⏱️ 19.10.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 170M Β· ⭐ 480 Β· ⏱️ 12.10.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 190M Β· ⭐ 480 Β· ⏱️ 12.10.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.6M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.7M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): ``` pip install celery ``` -- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.4M Β· ⏱️ 05.09.2023): +- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.5M Β· ⏱️ 05.09.2023): ``` conda install -c conda-forge celery ```
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 640K / month Β· πŸ“¦ 140 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 650K / month Β· πŸ“¦ 150 Β· ⏱️ 13.10.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 540K Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 540K Β· ⏱️ 13.10.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 68% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 68% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 180 Β· ⏱️ 11.10.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.2M / month Β· πŸ“¦ 180 Β· ⏱️ 11.10.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 54K Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 55K Β· ⏱️ 12.10.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
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Dagster (πŸ₯‡41 Β· ⭐ 8.6K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 8.7K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1K Β· πŸ“¦ 1.6K Β· πŸ“‹ 6.2K - 30% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.6K Β· πŸ“‹ 6.3K - 30% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 670K / month Β· πŸ“¦ 130 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 680K / month Β· πŸ“¦ 130 Β· ⏱️ 12.10.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 10.10.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 13.10.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 8.9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 43 Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 44 Β· ⏱️ 12.10.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 720K Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 720K Β· ⏱️ 12.10.2023): ``` conda install -c conda-forge great-expectations ``` @@ -3879,18 +3864,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 38M / month Β· πŸ“¦ 6.3K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 39M / month Β· πŸ“¦ 6.3K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 22M Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 23M Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge joblib ```
rq (πŸ₯ˆ38 Β· ⭐ 9.2K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/rq/rq @@ -3899,7 +3884,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 97K Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 98K Β· ⏱️ 04.09.2023): ``` conda install -c conda-forge rq ``` @@ -3911,7 +3896,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 540K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): ``` pip install luigi ``` @@ -3922,24 +3907,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 8.9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 820 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.5K - 22% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 840 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 400K / month Β· πŸ“¦ 65 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 410K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): ``` pip install kedro ```
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dbt (πŸ₯ˆ37 Β· ⭐ 7.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ37 Β· ⭐ 7.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.5K Β· πŸ“¦ 3.4K Β· πŸ“‹ 4.6K - 10% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.7K Β· πŸ“¦ 3.4K Β· πŸ“‹ 4.6K - 10% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 11.10.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 18.10.2023): ``` pip install dbt ``` @@ -3950,12 +3935,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ34 Β· ⭐ 7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 520 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 530 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.2K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.5K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3967,7 +3952,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.2M / month Β· πŸ“¦ 85 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.3M / month Β· πŸ“¦ 85 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3978,24 +3963,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ32 Β· ⭐ 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 330 Β· πŸ“₯ 1 Β· πŸ“¦ 190 Β· πŸ“‹ 230 - 13% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 330 Β· πŸ“₯ 1 Β· πŸ“¦ 200 Β· πŸ“‹ 230 - 13% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 9K / month Β· πŸ“¦ 2 Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 10K / month Β· πŸ“¦ 2 Β· ⏱️ 18.10.2023): ``` pip install zenml ```
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huey (πŸ₯ˆ31 Β· ⭐ 4.6K) - a little task queue for python. MIT +
huey (πŸ₯ˆ31 Β· ⭐ 4.7K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 90K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 94K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -4006,12 +3991,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 190 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 190 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 10.10.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 17.10.2023): ``` pip install whylogs ``` @@ -4023,11 +4008,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 270K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 280K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 76K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 77K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge mleap ``` @@ -4051,11 +4036,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.2K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.3K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 76K Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 77K Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge ploomber ``` @@ -4074,16 +4059,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
arq (πŸ₯‰26 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 450 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 460 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 71K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 72K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.8K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.9K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4095,7 +4080,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.9K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.6K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4107,7 +4092,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.8K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.7K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ``` @@ -4119,7 +4104,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 140K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 160K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4131,7 +4116,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 26K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 29K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4147,7 +4132,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 10K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.7K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4158,54 +4143,54 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 130 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 110 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
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pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT +
pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 56 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 960 / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 950 / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 27K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 28K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pdpipe ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 47 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 150 / month Β· ⏱️ 22.01.2019): ``` - pip install mara-pipelines + pip install d6tflow ```
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Databolt Flow (πŸ₯‰17 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 140 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 40 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` - pip install d6tflow + pip install mara-pipelines ```
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT @@ -4227,7 +4212,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 35 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 46 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4259,23 +4244,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 230M / month Β· πŸ“¦ 76K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 230M / month Β· πŸ“¦ 77K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 39M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 40M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pyyaml ```
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 610 Β· πŸ“¦ 67K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 620 Β· πŸ“¦ 67K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 13M / month Β· πŸ“¦ 4K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 14M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): ``` pip install xlsxwriter ``` @@ -4286,7 +4271,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
jmespath (πŸ₯‰33 Β· ⭐ 1.9K Β· πŸ’€) - JMESPath is a query language for JSON. MIT -- [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 35% open Β· ⏱️ 31.03.2023): +- [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 34% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/jmespath/jmespath.py @@ -4308,16 +4293,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 200 Β· πŸ“¦ 8.3K Β· πŸ“‹ 260 - 25% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 200 Β· πŸ“¦ 8.3K Β· πŸ“‹ 270 - 25% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 810 Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 820 Β· ⏱️ 17.10.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 350K Β· ⏱️ 05.10.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 350K Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4340,7 +4325,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 52) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 53) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰24 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4351,12 +4336,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 55M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 56M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4367,7 +4352,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡39 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 840K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 850K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4388,7 +4373,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 21M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 20M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` @@ -4404,7 +4389,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 34M / month Β· πŸ“¦ 1.5K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 35M / month Β· πŸ“¦ 1.5K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4413,50 +4398,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
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python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +
boltons (πŸ₯ˆ32 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.5K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.4K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): ``` - git clone https://github.com/ets-labs/python-dependency-injector + git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.8M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): ``` - pip install dependency-injector + pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dependency_injector + conda install -c conda-forge boltons ```
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boltons (πŸ₯ˆ31 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.4K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.5K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): ``` - git clone https://github.com/mahmoud/boltons + git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.8M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): ``` - pip install boltons + pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge boltons + conda install -c conda-forge dependency_injector ```
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returns (πŸ₯ˆ31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 430 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 440 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 130K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 140K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.2K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.3K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4468,7 +4453,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4479,7 +4464,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰29 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.8K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.9K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy @@ -4500,11 +4485,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 63K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 64K Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge ubelt ``` @@ -4515,7 +4500,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - ratelimit (πŸ₯‰24 Β· ⭐ 660 Β· πŸ’€) - API Rate Limit Decorator. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT -- CommonRegex (πŸ₯‰22 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT +- CommonRegex (πŸ₯‰22 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT

@@ -4525,12 +4510,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 97K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4545,7 +4530,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 6.7K Β· πŸ“₯ 67K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 6.7K Β· πŸ“₯ 68K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/micropython/micropython @@ -4555,7 +4540,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install micropython-_markupbase ```
-
pyston (πŸ₯‰22 Β· ⭐ 2.4K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 +
pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 21K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): @@ -4577,12 +4562,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 590K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 600K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 69M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 71M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` @@ -4598,23 +4583,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.6K Β· ⏱️ 29.09.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 29.09.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 870K Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 880K Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.3K Β· πŸ“¦ 860K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.3K Β· πŸ“¦ 870K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 91M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 93M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4625,7 +4610,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 670K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 680K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4646,7 +4631,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 79M / month Β· πŸ“¦ 12K Β· ⏱️ 07.10.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 80M / month Β· πŸ“¦ 12K Β· ⏱️ 07.10.2023): ``` pip install wrapt ``` @@ -4662,11 +4647,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 31M / month Β· πŸ“¦ 690 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 32M / month Β· πŸ“¦ 700 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4705,12 +4690,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ33 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 95M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 99M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` @@ -4721,12 +4706,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰31 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 140 Β· πŸ“¦ 610 Β· πŸ“‹ 410 - 14% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 140 Β· πŸ“¦ 640 Β· πŸ“‹ 410 - 14% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 200K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): ``` pip install copier ``` @@ -4738,7 +4723,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 220K / month Β· πŸ“¦ 490 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 500 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4749,20 +4734,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰30 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 4.5K Β· πŸ“‹ 320 - 7% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.5K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 540K / month): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 570K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 59K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 60K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ```
+
pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ“ˆ) - Python project template generator with batteries included. MIT + +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 20.06.2023): + + ``` + git clone https://github.com/pyscaffold/pyscaffold + ``` +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 230K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): + ``` + pip install pyscaffold + ``` +- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 180K Β· ⏱️ 26.06.2023): + ``` + conda install -c conda-forge pyscaffold + ``` +
pyscreenshot (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 - [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.1K Β· ⏱️ 12.03.2023): @@ -4782,7 +4783,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.1M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.2M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4791,14 +4792,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
-
python-mss (πŸ₯‰26 Β· ⭐ 880) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰26 Β· ⭐ 890) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 27% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 650K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 640K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4823,13 +4824,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
-
Show 5 hidden projects... +
Show 4 hidden projects... - powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - openpyxl (πŸ₯‰25 Β· ⭐ 61) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT -- pyscaffold (πŸ₯‰24 Β· ⭐ 1.9K Β· πŸ“‰) - Python project template generator with batteries included. ❗Unlicensed - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- macropy (πŸ₯‰21 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
--- diff --git a/history/2023-10-19_changes.md b/history/2023-10-19_changes.md new file mode 100644 index 0000000..026963d --- /dev/null +++ b/history/2023-10-19_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- h5py (πŸ₯‡41 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- arrow (πŸ₯‡39 Β· ⭐ 8.4K Β· πŸ“ˆ) - Better dates & times for Python. Apache-2 +- pyrsistent (πŸ₯‡36 Β· ⭐ 1.9K Β· πŸ“ˆ) - Persistent/Immutable/Functional data structures for Python. MIT +- addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ“ˆ) - Python project template generator with batteries included. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- click (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 +- cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K Β· πŸ“‰) - Extended pickling support for Python objects. BSD-3 +- tortoise-orm (πŸ₯‰33 Β· ⭐ 3.9K Β· πŸ“‰) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +- anytree (πŸ₯ˆ33 Β· ⭐ 840 Β· πŸ“‰) - Python tree data library. Apache-2 +- pandas-gbq (πŸ₯‰32 Β· ⭐ 390 Β· πŸ“‰) - Google BigQuery connector for pandas. BSD-3 + diff --git a/history/2023-10-19_projects.csv b/history/2023-10-19_projects.csv new file mode 100644 index 0000000..8cbad07 --- /dev/null +++ b/history/2023-10-19_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-13 13:36:55.000,2023-10-13 13:36:53,430.0,30.0,2081.0,381.0,227.0,16.0,33.0,14557,2023-10-13 13:37:02.000,2023.10.12,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-10-13 13:37:54.000,2023-10-13 13:37:52,273.0,22.0,151.0,52.0,163.0,1.0,2.0,2036,2023-10-05 17:09:45.000,2023.10.05,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-10-13 13:36:31.000,2023-10-13 13:36:30,273.0,24.0,40.0,24.0,161.0,3.0,5.0,821,2023-10-13 13:36:39.000,2023.10.12,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-10-13 13:37:54.000,2023-10-13 13:37:52,273.0,22.0,151.0,52.0,163.0,1.0,2.0,2036,2023-10-05 17:09:45.000,2023.10.05,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-13 13:36:55.000,2023-10-13 13:36:53,430.0,30.0,2081.0,381.0,227.0,16.0,33.0,14557,2023-10-13 13:37:02.000,2023.10.12,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876.0,1660.0,322.0,13.0,73.0,38272,,,,128.0,0,True,19.0,19.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-13 13:36:55.000,2023-10-13 13:36:53,430.0,30.0,2081.0,381.0,227.0,16.0,33.0,14557,2023-10-13 13:37:02.000,2023.10.12,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-10-19 13:22:39.000,2023-10-19 06:24:48,33827.0,772.0,8386.0,594.0,13050.0,2178.0,9879.0,24749,2023-10-14 20:22:16.000,1.26.1,153.0,1684.0,53,True,2026262.0,1888524.0,numpy,conda-forge/numpy,854627.0,192215675.0,https://pypi.org/project/numpy,2023-10-14 19:39:25.000,137738.0,190559301.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,65822241.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-10-19 10:45:38.000,2023-10-19 01:48:36,16062.0,834.0,15170.0,2065.0,8502.0,883.0,4976.0,61620,2023-10-04 17:07:54.000,4.24.4,150.0,1175.0,52,True,533009.0,513324.0,protobuf,conda-forge/protobuf,34917252.0,157144702.0,https://pypi.org/project/protobuf,2023-10-18 19:41:12.000,16197.0,149725918.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,15980742.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3488.0,6235437.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-10-19 12:45:41.000,2023-10-19 01:15:29,33462.0,578.0,16710.0,1120.0,30180.0,3593.0,21821.0,40062,2023-09-20 21:03:54.000,2.1.1,119.0,3472.0,52,True,1412955.0,1340062.0,pandas,conda-forge/pandas,224225.0,142158149.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,72893.0,140911223.0,https://anaconda.org/conda-forge/pandas,2023-10-02 05:16:31.167,44819810.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-10-19 07:15:02.000,2023-10-18 23:33:11,54065.0,195.0,23788.0,1936.0,49956.0,869.0,31217.0,58901,2023-10-11 14:42:08.000,8.5.0,337.0,6789.0,48,True,34234.0,30161.0,ansible,conda-forge/ansible,,4507007.0,https://pypi.org/project/ansible,2023-10-17 15:10:16.000,4073.0,4483556.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,961530.0,1.0,,,,,,,,,,,,,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-10-18 23:02:49.181,2023-10-18 18:13:27,5474.0,194.0,1775.0,241.0,697.0,165.0,2915.0,8363,2023-10-17 19:41:48.000,1.28.65,1407.0,149.0,48,True,387666.0,369779.0,boto3,conda-forge/boto3,,896672516.0,https://pypi.org/project/boto3,2023-10-18 19:28:50.000,17887.0,896248064.0,https://anaconda.org/conda-forge/boto3,2023-10-18 23:02:49.181,17402558.0,1.0,,,,,,,,,,,,,,,,,,, +12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-10-19 13:57:25.000,2023-10-19 11:58:48,21744.0,1260.0,12741.0,757.0,23305.0,847.0,7373.0,32602,2023-10-12 10:58:32.000,2.7.2,166.0,3030.0,47,True,8538.0,8237.0,apache-airflow,conda-forge/airflow,551675.0,14417785.0,https://pypi.org/project/apache-airflow,2023-10-12 09:07:56.000,301.0,12549648.0,https://anaconda.org/conda-forge/airflow,2023-10-19 12:30:29.120,957082.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-10-12 09:39:51.822547,477.0,187472818.0,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-10-19 11:15:40.000,2023-10-19 11:15:33,11005.0,364.0,1674.0,124.0,7405.0,38.0,2279.0,5839,2023-09-19 16:31:56.000,41.0.4,118.0,298.0,47,True,580413.0,558919.0,cryptography,conda-forge/cryptography,,233067189.0,https://pypi.org/project/cryptography,2023-09-19 16:31:56.000,21494.0,231945443.0,https://anaconda.org/conda-forge/cryptography,2023-09-21 14:49:15.133,43748130.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-10-18 13:30:01.000,2023-10-18 13:29:23,12342.0,80.0,4549.0,474.0,3090.0,634.0,4348.0,22380,2023-09-03 20:16:15.000,5.3.4,201.0,1312.0,46,True,128769.0,113706.0,celery,conda-forge/celery,,7753888.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15063.0,7717573.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1452630.0,1.0,,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-10-19 08:08:57.000,2023-10-19 08:04:57,2546.0,267.0,1437.0,101.0,3120.0,352.0,2907.0,16031,2023-09-28 07:08:34.000,2.4.2,123.0,422.0,45,True,277810.0,269340.0,pydantic,conda-forge/pydantic,,126459866.0,https://pypi.org/project/pydantic,2023-09-28 07:08:34.000,8470.0,126297262.0,https://anaconda.org/conda-forge/pydantic,2023-09-28 09:17:13.969,6341578.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-10-08 23:15:10.000,2023-09-01 21:20:27,2402.0,42.0,1358.0,184.0,1071.0,91.0,1422.0,14377,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1488584.0,1413723.0,click,conda-forge/click,111.0,174340241.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74861.0,173252478.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,31545075.0,1.0,,,,,,,,,,,,,,-1.0,,,,, +17,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-10-16 17:18:06.000,2023-09-30 14:09:52,3849.0,57.0,1659.0,542.0,1028.0,190.0,1040.0,45113,2023-09-30 14:13:00.000,13.6.0,189.0,227.0,44,True,136236.0,131044.0,rich,conda-forge/rich,,33519913.0,https://pypi.org/project/rich,2023-09-30 14:10:36.000,5192.0,33382244.0,https://anaconda.org/conda-forge/rich,2023-09-30 19:12:41.298,5369112.0,1.0,,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-10-19 06:13:32.000,2023-10-18 18:13:18,11559.0,224.0,3858.0,576.0,3521.0,523.0,3956.0,14362,2023-10-17 19:41:42.000,1.29.65,1814.0,425.0,44,True,3060.0,3.0,awscli,conda-forge/awscli,1497.0,139445652.0,https://pypi.org/project/awscli,2023-10-18 19:28:43.000,3057.0,138900184.0,https://anaconda.org/conda-forge/awscli,2023-10-19 00:44:02.037,21272278.0,1.0,,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-10-18 13:15:51.000,2023-10-16 14:16:37,2258.0,56.0,2406.0,323.0,1468.0,183.0,1372.0,11823,2023-09-26 06:51:15.000,5.0.1,118.0,415.0,44,True,27643.0,,redis,conda-forge/redis-py,,30622703.0,https://pypi.org/project/redis,2023-09-26 06:51:15.000,27643.0,30595049.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1106176.0,1.0,,,,,,,,,,,,,,,,,,, +20,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-10-19 07:44:52.000,2023-10-17 13:30:54,16611.0,157.0,1204.0,89.0,689.0,178.0,7327.0,7858,2023-10-12 20:52:08.000,rel_2_0_22,292.0,659.0,44,True,697693.0,650139.0,SQLAlchemy,conda-forge/sqlalchemy,46051.0,95414320.0,https://pypi.org/project/SQLAlchemy,2023-10-12 20:51:57.000,47554.0,95018392.0,https://anaconda.org/conda-forge/sqlalchemy,2023-10-13 13:28:23.732,13429638.0,1.0,,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-10-19 13:05:10.000,2023-10-18 18:13:05,10338.0,276.0,1018.0,64.0,2010.0,141.0,907.0,1338,2023-10-18 19:28:31.000,1.31.66,1805.0,200.0,44,True,288024.0,279483.0,botocore,conda-forge/botocore,,360335340.0,https://pypi.org/project/botocore,2023-10-18 19:28:31.000,8541.0,359653845.0,https://anaconda.org/conda-forge/botocore,2023-10-18 21:41:12.522,23852347.0,1.0,,,,,,,,,,,,,,,,,,, +22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-10-19 13:36:06.000,2023-10-19 08:29:45,119269.0,1398.0,27877.0,1503.0,45350.0,8612.0,58080.0,56247,2020-07-22 03:00:52.000,0.0.6,11.0,2649.0,43,True,11.0,3.0,cpython,conda-forge/typing,,132946.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,101063.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2901384.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-10-19 12:19:14.000,2023-10-18 13:50:34,3581.0,85.0,2294.0,276.0,3745.0,594.0,1927.0,17354,2023-09-06 15:38:14.000,2.14.5,76.0,528.0,43,True,27584.0,26898.0,datasets,conda-forge/datasets,,7910815.0,https://pypi.org/project/datasets,2023-09-06 15:38:14.000,686.0,7895864.0,https://anaconda.org/conda-forge/datasets,2023-09-12 20:47:33.880,508359.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-10-18 19:31:37.644,2023-10-18 17:31:32,3452.0,61.0,1818.0,223.0,1258.0,21.0,654.0,16365,2023-10-18 17:32:04.000,19.11.0,313.0,545.0,43,True,181287.0,178103.0,Faker,conda-forge/faker,,10668440.0,https://pypi.org/project/Faker,2023-10-18 17:31:51.000,3184.0,10646956.0,https://anaconda.org/conda-forge/faker,2023-10-18 19:31:37.644,859397.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-10-19 13:46:55.000,2023-10-19 13:14:06,15226.0,368.0,1324.0,156.0,6229.0,551.0,3656.0,13047,2023-10-13 20:51:01.000,2.13.7,238.0,321.0,43,True,4024.0,3874.0,prefect,conda-forge/prefect,,659276.0,https://pypi.org/project/prefect,2023-10-13 20:51:01.000,150.0,646045.0,https://anaconda.org/conda-forge/prefect,2023-10-13 22:55:52.414,542500.0,1.0,,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-10-16 17:27:45.000,2023-10-16 17:27:45,6529.0,91.0,548.0,31.0,789.0,401.0,1365.0,1415,2023-08-06 15:15:44.000,2.16.1,61.0,808.0,43,True,634848.0,597708.0,pygments,conda-forge/pygments,,71498342.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37140.0,70794292.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,26049851.0,1.0,,,,,,,,,,,,,,,,,,, +27,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-10-17 08:48:53.000,2023-10-07 19:28:52,3017.0,27.0,3150.0,640.0,2403.0,161.0,2167.0,21237,2023-05-26 17:35:41.785,23.5.26,35.0,657.0,42,True,76177.0,75587.0,flatbuffers,conda-forge/flatbuffers,284160.0,15285943.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,317.0,14250389.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,878571.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,273.0,1023146.0,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-10-19 07:13:35.000,2023-10-18 17:16:16,10864.0,356.0,947.0,176.0,6902.0,1878.0,4641.0,17869,2023-10-17 04:46:49.000,3.89.0,3914.0,239.0,42,True,7691.0,6652.0,pulumi,,1196005.0,2230533.0,https://pypi.org/project/pulumi,2023-10-17 04:48:11.000,162.0,841647.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-10-17 04:47:46.501,877.0,1322442.0,,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-10-17 08:32:06.000,2023-09-24 00:00:44,3958.0,17.0,1943.0,317.0,766.0,986.0,780.0,8543,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,42,True,97634.0,84691.0,paramiko,conda-forge/paramiko,,46076427.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12943.0,45976106.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3912531.0,2.0,,,,,,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-10-19 13:59:56.000,2023-10-19 13:59:56,40764.0,1047.0,4029.0,259.0,22890.0,4224.0,1975.0,7186,2023-10-12 02:30:12.000,2.51.0,97.0,1567.0,42,True,180.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,7236027.0,https://pypi.org/project/apache-beam,2023-10-11 15:50:10.000,178.0,7233828.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,54985.0,1.0,,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-10-17 22:41:31.000,2023-08-21 13:31:57,3338.0,29.0,1661.0,196.0,1573.0,440.0,1213.0,6411,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,73121.0,69301.0,docker,conda-forge/docker-py,721.0,36447911.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,36352870.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3801428.0,2.0,,,,,,,,,,,,,,,,,,, +32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-10-19 06:05:58.000,2023-10-19 06:02:03,29612.0,595.0,1479.0,298.0,7835.0,151.0,3538.0,4354,2023-10-13 00:39:14.000,google-cloud-securesourcemanager-v0.1.0,100.0,446.0,42,True,1970.0,,google-cloud-storage,conda-forge/google-cloud-storage,,55514362.0,https://pypi.org/project/google-cloud-storage,2023-10-12 20:08:29.000,1970.0,55413229.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-10-13 09:23:26.152,3944206.0,1.0,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-10-19 12:59:36.000,2023-10-19 01:42:22,15723.0,724.0,2482.0,372.0,23866.0,1026.0,7688.0,3880,2023-10-18 10:16:02.000,azure-mgmt-keyvault_10.3.0,100.0,639.0,42,True,3023.0,2327.0,azure-storage-blob,conda-forge/azure-storage-blob,,43537630.0,https://pypi.org/project/azure-storage-blob,2023-10-17 22:32:49.000,696.0,43511632.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-10-11 01:36:34.107,1039959.0,1.0,,,,,,,,,,,,,,,,,,, +34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-10-19 08:04:32.000,2023-10-19 08:04:32,4438.0,131.0,4995.0,717.0,3839.0,194.0,6919.0,30683,2023-10-18 15:52:16.000,2.23.0,144.0,472.0,41,True,1538.0,291.0,docker-compose,conda-forge/docker-compose,109064827.0,3530593.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1538347.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,370020.0,2.0,,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-10-19 12:49:47.000,2023-10-19 12:49:22,4553.0,23.0,1370.0,199.0,469.0,1.0,2321.0,10362,2023-10-13 15:46:19.000,3.17.0,185.0,152.0,41,True,27486.0,23770.0,peewee,conda-forge/peewee,,1456748.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3716.0,1441910.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,563864.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-10-19 13:18:09.000,2023-10-19 00:59:43,16183.0,1094.0,1055.0,102.0,10506.0,1922.0,4342.0,8668,2023-10-12 21:28:08.000,1.5.3,577.0,350.0,41,True,1726.0,1597.0,dagster,conda-forge/dagster,,704942.0,https://pypi.org/project/dagster,2023-10-12 20:49:37.000,129.0,680059.0,https://anaconda.org/conda-forge/dagster,2023-10-13 22:09:32.812,1020207.0,1.0,,,,,,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-10-11 20:56:38.000,2023-10-11 20:56:31,2574.0,51.0,571.0,60.0,335.0,32.0,758.0,4259,2023-09-20 14:45:28.000,4.19.1,98.0,109.0,41,True,480722.0,461910.0,jsonschema,conda-forge/jsonschema,95.0,98888633.0,https://pypi.org/project/jsonschema,2023-09-20 14:45:24.000,18812.0,98213818.0,https://anaconda.org/conda-forge/jsonschema,2023-09-20 17:02:37.102,24293263.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +38,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-10-18 21:57:52.000,2023-10-17 09:01:07,4318.0,50.0,530.0,57.0,893.0,257.0,1204.0,1934,2023-10-09 14:43:38.000,3.10.0,38.0,196.0,41,True,251304.0,236390.0,h5py,conda-forge/h5py,2873.0,15887536.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,14914.0,15551939.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13422468.0,1.0,,,,,,,,,,,,,,1.0,,,,, +39,polars,pola-rs/polars,"Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame front-ends.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-10-19 13:51:28.000,2023-10-19 13:02:29,7688.0,828.0,1201.0,138.0,6539.0,1052.0,4195.0,20974,2023-10-17 19:22:44.000,py-0.19.9,316.0,295.0,40,True,4575.0,4286.0,polars,,16.0,2520933.0,https://pypi.org/project/polars,2023-10-17 15:58:11.000,289.0,2520932.0,,,,2.0,,,,,,,,,,,,,,,,,,, +40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-10-18 15:04:13.000,2023-09-29 12:49:57,3027.0,23.0,1917.0,225.0,1110.0,210.0,630.0,20439,2023-09-29 13:07:23.000,2.4.0,40.0,311.0,40,True,24536.0,22941.0,cookiecutter,conda-forge/cookiecutter,,2994236.0,https://pypi.org/project/cookiecutter,2023-09-29 13:07:23.000,1595.0,2963864.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-29 16:10:18.671,880794.0,1.0,,,,,,,,,,,,,,,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-10-19 09:09:22.000,2023-10-16 19:03:31,12822.0,17.0,3028.0,608.0,3530.0,978.0,3915.0,16337,2023-06-17 17:37:56.000,2.2.1,44.0,596.0,40,True,11719.0,11110.0,kivy,conda-forge/kivy,33499.0,131283.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,609.0,123022.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,325996.0,1.0,,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-10-19 13:51:04.000,2023-10-18 20:26:49,11649.0,357.0,1388.0,78.0,6966.0,149.0,1627.0,8908,2023-10-12 18:10:37.000,0.17.22,250.0,411.0,40,True,44.0,,great_expectations,conda-forge/great-expectations,,13093892.0,https://pypi.org/project/great_expectations,2023-10-12 14:39:23.000,44.0,13076247.0,https://anaconda.org/conda-forge/great-expectations,2023-10-12 19:36:47.451,723482.0,2.0,,,,,,,,,,,,,,,,,,, +43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-10-19 08:52:23.000,2023-10-19 08:52:23,3251.0,33.0,628.0,81.0,1012.0,160.0,1035.0,6693,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,112227.0,101923.0,marshmallow,conda-forge/marshmallow,,30297262.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10304.0,30244128.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2125391.0,2.0,,,,,,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-10-13 13:15:47.000,2023-10-13 11:34:07,1559.0,33.0,1192.0,403.0,1292.0,57.0,996.0,4041,2023-10-13 13:10:21.000,8.10.1,135.0,198.0,40,True,47487.0,41371.0,elasticsearch,conda-forge/elasticsearch,3518.0,15128216.0,https://pypi.org/project/elasticsearch,2023-10-13 13:10:21.000,6116.0,15105407.0,https://anaconda.org/conda-forge/elasticsearch,2023-09-22 16:40:10.042,931231.0,1.0,,,,,,,,,,,,,,,,,,, +45,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-10-17 08:54:01.000,2023-10-12 12:16:19,1490.0,12.0,384.0,61.0,705.0,400.0,463.0,3458,2023-08-09 09:27:06.000,1.3.2,110.0,125.0,40,True,349566.0,343241.0,joblib,conda-forge/joblib,,39375209.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6325.0,38797096.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,22546437.0,2.0,,,,,,,,,,,,,,,,,,, +46,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-10-17 17:29:34.000,2023-10-17 17:29:26,1544.0,65.0,256.0,40.0,493.0,25.0,260.0,3221,2023-08-04 13:37:51.000,10.1.0,44.0,109.0,40,True,205149.0,196229.0,more-itertools,conda-forge/more-itertools,2802.0,56694008.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8920.0,56368076.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13035932.0,1.0,,,,,,,,,,,,,,,,,,, +47,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-10-19 12:47:34.000,2023-10-19 12:47:34,4805.0,135.0,972.0,108.0,3691.0,1169.0,2922.0,3198,2023-09-26 09:23:31.000,2023.9.0,83.0,454.0,40,True,23097.0,21108.0,xarray,conda-forge/xarray,,3921304.0,https://pypi.org/project/xarray,2023-09-26 09:23:31.000,1989.0,3685764.0,https://anaconda.org/conda-forge/xarray,2023-09-26 15:52:04.896,9186069.0,2.0,,,,,,,,,,,,,,,,,,, +48,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-10-02 03:50:23.000,2023-10-02 03:50:14,1170.0,18.0,260.0,25.0,168.0,31.0,286.0,1967,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,899661.0,867444.0,pyparsing,conda-forge/pyparsing,8329.0,94450483.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32217.0,92792519.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,39787880.0,1.0,,,,,,,,,,,,,,,,,,, +49,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-10-02 13:14:51.000,2023-09-30 22:03:06,1402.0,6.0,667.0,137.0,672.0,97.0,399.0,8393,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,77689.0,72902.0,arrow,conda-forge/arrow,,20498498.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4787.0,20424881.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,2944707.0,1.0,,,,,,,,,,,,,,1.0,,,,, +50,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,3.0,1425.0,228.0,482.0,15.0,627.0,7402,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,188256.0,187864.0,PyMySQL,conda-forge/pymysql,,43495262.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,43463642.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1233218.0,2.0,,,,,,,,,,,,,,,,,,, +51,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-10-16 09:24:46.000,2023-08-09 16:44:53,2166.0,9.0,1359.0,150.0,964.0,297.0,1188.0,5338,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,21382.0,19963.0,kafka-python,conda-forge/kafka-python,1832.0,6908518.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1419.0,6903061.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,419014.0,2.0,,,,,,,,,,,,,,,,,,, +52,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-10-18 06:39:28.000,2023-10-18 06:39:24,1367.0,33.0,365.0,66.0,536.0,119.0,542.0,4912,2023-04-16 10:50:23.776,23.1.0,27.0,147.0,39,True,869098.0,850936.0,attrs,conda-forge/attrs,,124999062.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18162.0,124588138.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,32463014.0,1.0,,,,,,,,,,,,,,,,,,, +53,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-10-18 23:52:59.000,2023-10-17 19:15:04,5436.0,77.0,1135.0,239.0,1395.0,9.0,,3938,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20102.0,,pymongo,conda-forge/pymongo,,22786059.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20102.0,22752968.0,https://anaconda.org/conda-forge/pymongo,2023-09-24 10:48:18.343,1290549.0,2.0,,,,,,,,,,,,,,,,,,, +54,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-10-10 21:39:28.000,2023-10-10 21:35:40,3071.0,24.0,491.0,72.0,292.0,19.0,1244.0,3048,2023-10-03 12:45:27.000,2.9.9,62.0,134.0,39,False,724183.0,662663.0,psycopg2,psycopg2,,15129832.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61500.0,15127297.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,240885.0,2.0,,,,,,,,,,,,,,,20.0,,,, +55,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-10-12 20:14:46.000,2023-08-29 22:07:06,320.0,4.0,469.0,54.0,258.0,265.0,307.0,2291,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1040149.0,963628.0,pyyaml,conda-forge/pyyaml,,234284158.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76521.0,233216015.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,39521312.0,1.0,,,,,,,,,,,,,,,,,,, +56,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-10-04 22:21:05.000,2023-06-06 19:08:37,1575.0,,443.0,45.0,627.0,341.0,400.0,2140,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1211232.0,1206959.0,python-dateutil,conda-forge/python-dateutil,35048.0,222020068.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,221457680.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,50022324.0,1.0,,,,,,,,,,,,,,,,,,, +57,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-10-19 07:37:46.000,2023-10-17 01:27:32,1983.0,20.0,194.0,26.0,595.0,91.0,197.0,579,2023-10-03 20:20:12.000,5.11.2,47.0,110.0,39,True,378455.0,363738.0,traitlets,conda-forge/traitlets,242.0,35366730.0,https://pypi.org/project/traitlets,2023-10-03 20:20:06.000,14717.0,34723561.0,https://anaconda.org/conda-forge/traitlets,2023-10-04 00:05:19.532,23796740.0,1.0,,,,,,,,,,,,,,,,,,, +58,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-10-16 21:08:18.000,2023-10-15 19:14:06,934.0,9.0,567.0,229.0,246.0,97.0,255.0,9624,2023-10-13 20:24:57.000,0.18.0,79.0,60.0,38,True,101351.0,99443.0,uvloop,conda-forge/uvloop,422.0,7719940.0,https://pypi.org/project/uvloop,2023-10-13 20:24:57.000,1908.0,7701788.0,https://anaconda.org/conda-forge/uvloop,2023-10-14 01:58:55.041,653337.0,1.0,,,,,,,,,,,,,,,,,,, +59,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-10-18 18:33:04.000,2023-10-18 15:56:26,1800.0,8.0,1361.0,208.0,855.0,163.0,928.0,9164,2023-06-22 02:17:03.239,1.15.1,76.0,299.0,38,True,16532.0,14753.0,rq,conda-forge/rq,,1355992.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1779.0,1353200.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,97732.0,2.0,,,,,,,,,,,,,,,,,,, +60,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-10-18 04:39:02.000,2023-07-04 10:52:46,2705.0,,687.0,149.0,724.0,569.0,550.0,8604,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,37409850.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,36902266.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,19288218.0,2.0,,,,,,,,,,,,,,,,,,, +61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-10-16 20:26:42.000,2023-10-16 20:26:42,1711.0,36.0,3262.0,139.0,869.0,110.0,1164.0,6055,2023-09-18 17:33:52.000,28.1.0,90.0,187.0,38,True,1423.0,,kubernetes,conda-forge/kubernetes,,17442801.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1423.0,17431671.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,456358.0,2.0,,,,,,,,,,,,,,,,,,, +62,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-10-18 00:59:46.000,2023-10-18 00:59:45,2722.0,12.0,1186.0,199.0,1214.0,170.0,1793.0,3243,2023-05-05 16:39:25.000,4.2.0,42.0,228.0,38,True,4174.0,3910.0,netmiko,,,180114.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,180114.0,,,,2.0,,,,,,,,,,,,,,,,,,, +63,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-10-09 00:39:22.000,2023-10-07 07:19:00,2851.0,36.0,454.0,64.0,206.0,64.0,503.0,2504,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,80605.0,78969.0,pycryptodomex,conda-forge/pycryptodomex,151.0,36828680.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1636.0,36790302.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1496721.0,2.0,,,,,,,,,,,,,,,,,,, +64,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-10-05 14:56:48.000,2023-09-29 19:42:31,1627.0,13.0,463.0,95.0,305.0,183.0,324.0,2442,2020-01-21 16:37:03.000,4.8.0,19.0,108.0,38,True,334414.0,318239.0,pexpect,conda-forge/pexpect,4364.0,38628631.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16175.0,38448636.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16196344.0,1.0,,,,,,,,,,,,,,,,,,, +65,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-10-17 23:35:56.000,2023-10-17 23:18:20,1744.0,36.0,197.0,19.0,127.0,101.0,901.0,2156,2023-08-31 17:27:27.000,rel_1_12_0,120.0,174.0,38,True,195737.0,184209.0,alembic,conda-forge/alembic,,32454648.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11528.0,32352099.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3794335.0,2.0,,,,,,,,,,,,,,,,,,, +66,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-28 13:18:30.000,2023-09-28 08:31:52,866.0,12.0,250.0,48.0,289.0,7.0,270.0,1787,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,109307.0,106999.0,msgpack,conda-forge/msgpack-python,1166.0,53152566.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,52760175.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,14125500.0,2.0,,,,,,,,,,,,,,,,,,, +67,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-10-06 13:15:59.754,2023-10-02 19:18:27,963.0,34.0,230.0,53.0,154.0,20.0,203.0,1532,2023-10-02 19:23:07.000,3.0.0,48.0,67.0,38,True,306308.0,295884.0,greenlet,conda-forge/greenlet,,75552844.0,https://pypi.org/project/greenlet,2023-10-02 19:23:07.000,10424.0,75348341.0,https://anaconda.org/conda-forge/greenlet,2023-10-06 13:15:59.754,8180139.0,1.0,,,,,,,,,,,,,,,,,,, +68,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-10-16 17:48:36.000,2023-10-09 19:36:26,898.0,48.0,108.0,27.0,281.0,58.0,267.0,1407,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,38,True,184595.0,184087.0,anyio,conda-forge/anyio,,46624783.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,46363846.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,10698452.0,1.0,,,,,,,,,,,,,,,,,,, +69,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-18 23:17:46.000,2022-07-26 21:04:04,529.0,,264.0,29.0,106.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,65.0,38,False,2006955.0,1871334.0,six,conda-forge/six,,198621214.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135621.0,198076161.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,48509777.0,1.0,,,,,,,,,,,,,,,,,,, +70,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-10-19 08:26:12.000,2023-10-11 19:18:56,2216.0,44.0,275.0,20.0,795.0,200.0,389.0,664,2023-09-22 18:31:44.000,2023.9.2,72.0,199.0,38,True,68424.0,67689.0,fsspec,conda-forge/fsspec,,133642562.0,https://pypi.org/project/fsspec,2023-09-22 18:31:44.000,735.0,133286044.0,https://anaconda.org/conda-forge/fsspec,2023-09-22 21:21:00.663,14617239.0,1.0,,,,,,,,,,,,,,,,,,, +71,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-10-17 13:11:38.000,2023-10-05 11:06:13,4086.0,8.0,2379.0,479.0,2279.0,121.0,879.0,16858,2023-10-05 11:21:35.000,3.4.0,80.0,605.0,37,True,2638.0,2223.0,luigi,luigi,,555202.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,413.0,555050.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14026.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +72,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-10-02 00:20:18.000,2023-09-23 23:05:56,1604.0,25.0,1950.0,465.0,551.0,461.0,1307.0,14265,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,136.0,19.0,fabric,conda-forge/fabric,,4492635.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4490436.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,72573.0,3.0,,,,,,,,,,,,,,,,,,, +73,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-10-18 00:46:36.000,2023-08-29 10:07:13,6966.0,157.0,1225.0,344.0,241.0,39.0,445.0,13343,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,37,True,944.0,939.0,tink,,1097.0,186894.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,186423.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,456.0,,,,,,,,,,,,,, +74,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-10-19 13:27:51.000,2023-10-19 13:27:50,2651.0,118.0,620.0,113.0,2846.0,794.0,3116.0,9043,2023-09-28 12:40:40.000,0.24.1,84.0,121.0,37,True,1205.0,1172.0,modin,conda-forge/modin-core,196725.0,1319502.0,https://pypi.org/project/modin,2023-09-28 12:34:58.000,33.0,1306239.0,https://anaconda.org/conda-forge/modin-core,2023-09-28 15:54:18.068,273810.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +75,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-10-19 13:39:13.000,2023-10-18 14:24:44,2441.0,118.0,837.0,107.0,1413.0,358.0,1204.0,8908,2023-10-18 14:58:27.000,0.18.14,46.0,211.0,37,True,1992.0,1923.0,kedro,,,413172.0,https://pypi.org/project/kedro,2023-10-18 14:58:27.000,69.0,413172.0,,,,2.0,,,,,,,,,,,,,,,,,,, +76,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-10-19 09:08:47.000,2023-10-12 15:46:37,6437.0,154.0,1330.0,135.0,3975.0,491.0,4082.0,7663,2023-10-11 19:07:56.000,1.4.9,185.0,299.0,37,True,3462.0,3432.0,dbt,conda-forge/dbt,2679.0,126164.0,https://pypi.org/project/dbt,2023-10-18 20:14:12.000,30.0,123015.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,249085.0,2.0,,,,,,,,,,,,,,,,dbt,,, +77,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,,374.0,35.0,227.0,40.0,227.0,6508,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,586786.0,577764.0,python-dotenv,conda-forge/python-dotenv,,32620665.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9022.0,32549536.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2774048.0,2.0,,,,,,,,,,,,,,,,,,, +78,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-12 08:33:07.000,2023-10-10 18:33:40,1448.0,7.0,682.0,134.0,388.0,173.0,455.0,6001,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,37,True,119629.0,111508.0,watchdog,conda-forge/watchdog,,12234097.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8121.0,12170796.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2532045.0,2.0,,,,,,,,,,,,,,,,,,, +79,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-10-07 15:27:00.000,2023-10-04 06:58:22,4085.0,3.0,1225.0,139.0,1105.0,377.0,1322.0,4068,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25312.0,21719.0,mongoengine,conda-forge/mongoengine,,953484.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3593.0,947205.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,226059.0,2.0,,,,,,,,,,,,,,,,,,, +80,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-20 05:55:14.000,2023-09-18 06:34:29,1033.0,10.0,818.0,422.0,383.0,159.0,1151.0,3712,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,37,True,10567.0,9584.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3854092.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,983.0,3853976.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8166.0,2.0,,,,,,,,,,,,,,,,,,, +81,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-10-18 14:43:59.000,2023-10-18 14:43:54,2261.0,44.0,634.0,61.0,1416.0,26.0,972.0,3608,2023-09-11 18:35:05.000,3.4.0,141.0,138.0,37,True,1309.0,1252.0,awswrangler,conda-forge/awswrangler,210769.0,30899455.0,https://pypi.org/project/awswrangler,2023-09-11 18:08:42.000,57.0,30884739.0,https://anaconda.org/conda-forge/awswrangler,2023-09-11 20:25:32.132,423333.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +82,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-10-19 12:40:02.000,2023-10-19 12:39:54,1356.0,25.0,615.0,118.0,123.0,10.0,888.0,3344,2023-10-19 08:03:12.000,3.1.9,166.0,50.0,37,True,71419.0,67460.0,xlsxwriter,conda-forge/xlsxwriter,,13886272.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3959.0,13813729.0,https://anaconda.org/conda-forge/xlsxwriter,2023-10-10 21:33:23.840,2974276.0,3.0,,,,,,,,,,,,,,,,,,, +83,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-10-19 13:38:25.000,2023-10-19 13:38:24,6613.0,890.0,449.0,80.0,4957.0,106.0,2238.0,3195,2023-10-02 17:04:07.000,7.0.0,59.0,205.0,37,True,663.0,612.0,ibis-framework,conda-forge/ibis-framework,100.0,105617.0,https://pypi.org/project/ibis-framework,2023-10-15 00:04:13.000,51.0,97871.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,309693.0,2.0,,,,,,,,,,,,,,,,,,, +84,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-06 12:57:48.461,2023-09-24 12:13:32,1139.0,46.0,238.0,51.0,265.0,13.0,330.0,3045,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,37,True,15302.0,14168.0,cerberus,conda-forge/cerberus,,4994533.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1134.0,4978566.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,351290.0,2.0,,,,,,,,,,,,,,,,,,, +85,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-10-19 12:10:52.000,2023-10-11 15:49:00,4731.0,172.0,259.0,60.0,361.0,159.0,544.0,1231,2023-10-06 16:01:39.000,3.9.1,45.0,123.0,37,True,51901.0,49329.0,tables,conda-forge/pytables,177.0,873764.0,https://pypi.org/project/tables,2023-10-06 15:50:38.000,2572.0,705368.0,https://anaconda.org/conda-forge/pytables,2023-10-07 10:19:49.597,6567370.0,2.0,,,,,,,,,,,,,,,,,,, +86,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278.0,38.0,240.0,198.0,198.0,1167,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,313774.0,296489.0,future,conda-forge/future,,33123551.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17285.0,32980177.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12473619.0,2.0,,,,,,,,,,,,,,,,,,, +87,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-10-18 23:15:51.000,2023-10-18 16:56:17,1698.0,23.0,258.0,53.0,1084.0,84.0,530.0,653,2023-10-03 15:16:10.000,3.12.0,149.0,133.0,37,True,23995.0,22870.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,32857889.0,https://pypi.org/project/google-cloud-bigquery,2023-10-03 15:16:10.000,1125.0,32787749.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-05 13:36:31.492,2735465.0,2.0,,,,,,,,,,,,,,,,,,, +88,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-10-08 11:01:26.000,2023-10-05 15:39:58,288.0,1.0,1407.0,378.0,164.0,144.0,175.0,25378,2022-12-12 20:38:05.885,0.5.0,10.0,60.0,36,True,27602.0,25768.0,fire,conda-forge/fire,,6771776.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1834.0,6761567.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,775931.0,2.0,,,,,,,,,,,,,,,,,,, +89,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-10-16 15:18:54.000,2023-10-16 12:58:12,6838.0,39.0,1752.0,230.0,3061.0,707.0,2737.0,12129,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10238.0,9923.0,pysimplegui,conda-forge/pysimplegui,,357682.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,355156.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,126346.0,2.0,,,,,,,,,,,,,,,,,,, +90,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-10-02 12:55:42.807,2023-10-01 14:16:00,392.0,3.0,965.0,212.0,182.0,156.0,293.0,11150,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,30583.0,29146.0,schedule,conda-forge/schedule,,1752353.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1437.0,1751028.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,43737.0,3.0,,,,,,,,,,,,,,,,,,, +91,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567.0,163.0,110.0,260.0,186.0,7846,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,115493.0,103069.0,docopt,conda-forge/docopt,,10748392.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12424.0,10726634.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1958222.0,2.0,,,,,,,,,,,,,,,,,,, +92,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,23.0,505.0,136.0,234.0,4.0,457.0,6723,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15943.0,13308.0,sh,conda-forge/sh,,5913553.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2635.0,5908402.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,185461.0,2.0,,,,,,,,,,,,,,,,,,, +93,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-10-12 22:54:53.000,2023-10-12 22:51:03,612.0,29.0,175.0,32.0,84.0,2.0,348.0,4975,2023-10-12 22:51:37.000,3.9.9,116.0,22.0,36,True,62154.0,61032.0,orjson,conda-forge/orjson,,14695058.0,https://pypi.org/project/orjson,2023-10-12 22:54:53.000,1122.0,14671646.0,https://anaconda.org/conda-forge/orjson,2023-10-10 21:53:51.778,959928.0,2.0,,,,,,,,,,,,,,,,,,, +94,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-10-03 10:10:59.000,2023-10-03 10:10:50,1177.0,6.0,586.0,136.0,318.0,32.0,220.0,4289,2023-07-20 15:47:29.216,0.0.1,45.0,124.0,36,True,81143.0,79865.0,tablib,conda-forge/tablib,,1784262.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1278.0,1783151.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,92233.0,1.0,,,,,,,,,,,,,,,,,,, +95,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190.0,34.0,51.0,25.0,158.0,3070,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,136185.0,133978.0,sortedcontainers,conda-forge/sortedcontainers,,27337103.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2207.0,27207449.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11279977.0,1.0,,,,,,,,,,,,,,,,,,, +96,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-10-13 19:05:25.669,2023-10-13 16:49:02,504.0,50.0,571.0,125.0,221.0,57.0,963.0,2749,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,36,False,53175.0,51010.0,pyodbc,conda-forge/pyodbc,,23789430.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2165.0,23756997.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1167614.0,2.0,,,,,,,,,,,,,,,,,,, +97,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-10-19 00:52:57.000,2023-10-05 10:08:02,2654.0,25.0,474.0,123.0,551.0,297.0,1493.0,2713,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30307.0,29668.0,xlwings,conda-forge/xlwings,18878.0,150421.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,639.0,133574.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,675275.0,1.0,,,,,,,,,,,,,,,,,,, +98,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-09-28 02:35:17.000,2023-08-17 19:25:44,249.0,28.0,144.0,36.0,65.0,49.0,64.0,2391,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,36,True,114724.0,112693.0,aiofiles,conda-forge/aiofiles,,42061596.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2031.0,42049453.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,874325.0,2.0,,,,,,,,,,,,,,,,,,, +99,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-09-13 02:16:47.000,2023-09-13 02:16:10,997.0,8.0,172.0,23.0,150.0,169.0,326.0,2005,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,125682.0,121767.0,dill,conda-forge/dill,291001.0,37306762.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3915.0,37169066.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5410844.0,2.0,,,,,,,,,,,,,,,,,,, +100,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-10-18 11:29:30.000,2023-10-10 08:48:43,9923.0,228.0,931.0,85.0,1767.0,74.0,123.0,1963,2023-08-10 08:07:04.000,3.8.0,71.0,473.0,36,True,861.0,,apache-libcloud,,,194174.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,194174.0,,,,2.0,,,,,,,,,,,,,,,,,,, +101,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-18 19:45:24.000,2023-10-18 19:44:55,719.0,20.0,141.0,43.0,112.0,26.0,149.0,1920,2022-12-29 08:00:53.165,0.19.3,74.0,73.0,36,True,319127.0,316812.0,pyrsistent,conda-forge/pyrsistent,,36355608.0,https://pypi.org/project/pyrsistent,2022-12-29 08:00:53.165,2315.0,35836090.0,https://anaconda.org/conda-forge/pyrsistent,2023-09-23 21:01:56.891,20261211.0,1.0,,,,,,,,,,,,,,5.0,,,,, +102,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-10-18 05:21:44.000,2023-10-18 05:21:23,1060.0,53.0,202.0,25.0,160.0,68.0,199.0,1762,2023-10-17 22:50:43.000,6.6.1,74.0,78.0,36,True,9164.0,8347.0,deepdiff,conda-forge/deepdiff,,10903247.0,https://pypi.org/project/deepdiff,2023-10-17 22:50:43.000,817.0,10894389.0,https://anaconda.org/conda-forge/deepdiff,2023-10-18 00:49:44.540,354320.0,1.0,,,,,,,,,,,,,,,,,,, +103,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313.0,31.0,327.0,183.0,237.0,1148,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,36,True,27419.0,25285.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4720218.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2134.0,4714076.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,522126.0,2.0,,,,,,,,,,,,,,,,,,, +104,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-10-19 13:44:04.000,2023-10-19 07:21:09,15250.0,287.0,6741.0,729.0,5627.0,1673.0,3629.0,17334,2023-10-06 00:09:41.000,1.21.0,15.0,601.0,35,True,14.0,,micropython-_markupbase,,67521.0,912.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +105,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-10-19 05:53:25.000,2023-08-01 09:36:09,471.0,14.0,488.0,69.0,279.0,208.0,167.0,12248,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2352.0,19.0,typer,conda-forge/typer,,12568661.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12526878.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1754926.0,2.0,,,,,,,,,,,,,,,,,,, +106,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-10-06 16:46:25.000,2023-10-06 16:36:49,2431.0,7.0,1222.0,232.0,475.0,145.0,1002.0,7956,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11703.0,9747.0,supervisor,conda-forge/supervisor,,2593604.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,2585851.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,279138.0,3.0,,,,,,,,,,,,,,,,,,, +107,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-10-07 00:11:08.000,2023-09-30 23:24:34,824.0,26.0,362.0,70.0,266.0,230.0,292.0,5750,2020-07-24 18:17:05.000,2.1.2,54.0,93.0,35,True,24030.0,22799.0,pendulum,conda-forge/pendulum,253.0,14848753.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1231.0,14826898.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,852278.0,2.0,,,,,,,,,,,,,,,,,,, +108,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469.0,106.0,95.0,87.0,162.0,5253,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,64543.0,58938.0,xmltodict,conda-forge/xmltodict,,28872623.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5605.0,28832878.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3418085.0,2.0,,,,,,,,,,,,,,,,,,, +109,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251.0,83.0,350.0,118.0,142.0,4355,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,118434.0,114969.0,toolz,conda-forge/toolz,,20623156.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,20413349.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18463077.0,2.0,,,,,,,,,,,,,,,,,,, +110,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-10-17 17:45:44.000,2023-10-17 17:45:44,893.0,12.0,368.0,88.0,267.0,26.0,316.0,4147,2023-06-11 08:50:12.594,5.8.0,36.0,86.0,35,True,4442.0,,ujson,conda-forge/ujson,,8528562.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4442.0,8419988.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4342990.0,2.0,,,,,,,,,,,,,,,,,,, +111,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-10-17 10:35:44.311,2023-10-17 05:52:33,1606.0,25.0,418.0,87.0,111.0,8.0,165.0,3319,2023-10-17 06:06:12.000,8.13.23,232.0,29.0,35,True,1438.0,,phonenumbers,conda-forge/phonenumbers,,4845678.0,https://pypi.org/project/phonenumbers,2023-10-17 06:06:12.000,1438.0,4817014.0,https://anaconda.org/conda-forge/phonenumbers,2023-10-17 10:35:44.311,831269.0,1.0,,,,,,,,,,,,,,,,,,, +112,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232.0,45.0,142.0,110.0,138.0,3265,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,791828.0,770387.0,colorama,conda-forge/colorama,,120498815.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21441.0,120205771.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,26374038.0,2.0,,,,,,,,,,,,,,,,,,, +113,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584.0,96.0,178.0,30.0,310.0,2997,,,21.0,83.0,35,True,693445.0,676229.0,pycparser,conda-forge/pycparser,,114215472.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17216.0,113805290.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,35275682.0,2.0,,,,,,,,,,,,,,,,,,, +114,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-10-06 12:48:17.070,2023-10-05 19:56:36,652.0,2.0,331.0,66.0,123.0,20.0,176.0,1595,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,134518.0,113574.0,simplejson,conda-forge/simplejson,6368.0,18311723.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20944.0,18240006.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,2937603.0,2.0,,,,,,,,,,,,,,,,,,, +115,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-10-17 08:43:56.000,2023-10-17 08:43:56,436.0,13.0,160.0,29.0,281.0,81.0,166.0,1452,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2912.0,,cloudpickle,conda-forge/cloudpickle,27.0,29661874.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2912.0,29280105.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,14889003.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +116,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-10-18 22:21:59.292,2023-08-20 21:14:53,1376.0,18.0,160.0,34.0,164.0,70.0,234.0,1160,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2416.0,,jsonpickle,conda-forge/jsonpickle,,9503091.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2416.0,9451711.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1541426.0,2.0,,,,,,,,,,,,,,,,,,, +117,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-10-19 00:16:37.000,2023-10-08 20:47:28,2036.0,11.0,141.0,19.0,161.0,60.0,435.0,1114,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,35,True,4169.0,,keyring,conda-forge/keyring,,38500212.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4169.0,38402477.0,https://anaconda.org/conda-forge/keyring,2023-09-29 15:42:13.438,3811699.0,3.0,,,,,,,,,,,,,,,,,,, +118,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-10-19 02:36:45.000,2023-10-19 01:57:34,2132.0,132.0,428.0,18.0,1036.0,99.0,372.0,1047,2023-10-16 16:52:25.000,0.35,63.0,219.0,35,True,13640.0,13191.0,holidays,conda-forge/holidays,189.0,6204950.0,https://pypi.org/project/holidays,2023-10-16 17:02:35.000,449.0,6110274.0,https://anaconda.org/conda-forge/holidays,2023-10-16 19:36:45.206,3692363.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,, +119,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,78.0,15.0,35.0,35.0,46.0,285,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,35,True,1771594.0,1688343.0,pytz,conda-forge/pytz,,180956517.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83251.0,179633868.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,46292735.0,2.0,,,,,,,,,,,,,,,,,,, +120,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-10-18 16:10:09.000,2023-09-26 19:58:05,564.0,13.0,125.0,18.0,219.0,46.0,35.0,182,2023-09-26 21:26:08.000,0.7.0,35.0,36.0,35,True,249904.0,245549.0,s3transfer,conda-forge/s3transfer,,268255362.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4355.0,267782601.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,17019408.0,2.0,,,,,,,,,,,,,,,,,,, +121,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-10-12 20:15:50.000,2023-08-01 09:19:41,246.0,10.0,459.0,149.0,255.0,236.0,147.0,10908,2022-08-30 17:58:44.923,0.0.8,8.0,53.0,34,True,7862.0,7743.0,sqlmodel,conda-forge/sqlmodel,,536477.0,https://pypi.org/project/sqlmodel,2022-08-30 17:58:44.923,119.0,535683.0,https://anaconda.org/conda-forge/sqlmodel,2023-06-16 19:27:16.658,20667.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,, +122,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-10-19 14:10:30.000,2023-10-17 16:34:47,8376.0,459.0,528.0,83.0,2184.0,51.0,387.0,6989,2023-10-17 16:31:08.000,3.8.2,154.0,119.0,34,True,2474.0,2420.0,hub,,,3509.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3509.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +123,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-10-18 07:05:42.131,2023-10-18 04:37:57,1902.0,49.0,597.0,129.0,331.0,35.0,851.0,5597,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1818.0,1448.0,csvkit,conda-forge/csvkit,,180228.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,176786.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,99846.0,2.0,,,,,,,,,,,,,,,,,,, +124,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-19 13:43:06.000,2023-10-19 07:42:44,849.0,2.0,864.0,334.0,540.0,271.0,844.0,3434,2023-07-12 15:58:31.000,2.2.0,30.0,109.0,34,True,7860.0,7414.0,confluent-kafka,conda-forge/python-confluent-kafka,,9675762.0,https://pypi.org/project/confluent-kafka,2023-07-12 15:29:04.334,446.0,9653945.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,785418.0,2.0,,,,,,,,,,,,,,,,,,, +125,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233.0,87.0,78.0,313.0,332.0,3329,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4053.0,3690.0,pony,conda-forge/pony,74.0,132439.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,363.0,129669.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,96971.0,2.0,,,,,,,,,,,,,,,,,,, +126,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-10-04 19:56:33.000,2023-10-04 19:56:33,719.0,16.0,296.0,34.0,497.0,105.0,364.0,3256,2023-09-13 18:34:47.000,3.2.3,85.0,114.0,34,True,7556.0,7285.0,dynaconf,conda-forge/dynaconf,,2316723.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,271.0,2315058.0,https://anaconda.org/conda-forge/dynaconf,2023-09-25 10:33:38.814,59955.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +127,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-22 02:03:08.000,2023-09-05 13:59:07,1264.0,3.0,185.0,50.0,311.0,127.0,221.0,2682,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5549.0,5079.0,plumbum,conda-forge/plumbum,,2622149.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,470.0,2610105.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,987639.0,3.0,,,,,,,,,,,,,,,,,,, +128,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-10-18 13:07:14.000,2023-10-04 06:51:42,1422.0,66.0,192.0,47.0,1188.0,62.0,559.0,2513,2023-10-02 13:06:43.000,0.39.0,725.0,68.0,34,True,3065.0,3041.0,docarray,conda-forge/docarray,,116709.0,https://pypi.org/project/docarray,2023-10-02 13:06:05.000,24.0,111000.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,119894.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,, +129,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-10-12 11:03:42.000,2023-10-09 21:18:20,331.0,7.0,299.0,46.0,111.0,14.0,186.0,2416,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,51401.0,48107.0,python-magic,conda-forge/python-magic,,6052953.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3294.0,6046472.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,233345.0,2.0,,,,,,,,,,,,,,,,,,, +130,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-10-17 16:49:49.000,2023-10-17 16:49:49,1498.0,2.0,443.0,133.0,557.0,301.0,373.0,2357,2023-03-23 14:03:04.308,1.1.8,29.0,130.0,34,True,25620.0,24356.0,dateparser,conda-forge/dateparser,,4049658.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1264.0,4047447.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,179105.0,3.0,,,,,,,,,,,,,,,,,,, +131,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-24 10:06:05.674,2023-09-12 18:15:46,1072.0,2.0,439.0,55.0,288.0,11.0,317.0,2323,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,34,True,147244.0,140018.0,mysqlclient,conda-forge/mysqlclient,5271.0,4311570.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7226.0,4303742.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,302909.0,2.0,,,,,,,,,,,,,,,,,,, +132,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-09-08 01:39:49.000,2023-09-05 16:58:54,1745.0,12.0,204.0,89.0,225.0,,,2225,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,73259.0,72081.0,motor,conda-forge/motor,,1158325.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1178.0,1156612.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,61669.0,2.0,,,,,,,,,,,,,,,,,,, +133,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-10-18 14:06:54.606,2023-09-26 12:30:29,817.0,39.0,200.0,63.0,97.0,63.0,292.0,2035,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3174.0,,numexpr,conda-forge/numexpr,490.0,6356651.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3174.0,6174905.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7269632.0,2.0,,,,,,,,,,,,,,,,,,, +134,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-10-07 07:59:33.000,2023-10-07 07:02:37,717.0,10.0,218.0,43.0,69.0,45.0,137.0,1899,2023-02-27 01:57:13.529,1.15.0,53.0,27.0,34,True,11859.0,,wrapt,conda-forge/wrapt,,80041771.0,https://pypi.org/project/wrapt,2023-10-07 07:00:22.000,11859.0,79678296.0,https://anaconda.org/conda-forge/wrapt,2023-09-22 19:10:19.157,13085107.0,2.0,,,,,,,,,,,,,,,,,,, +135,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,11.0,264.0,25.0,116.0,10.0,147.0,1730,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,34,True,62830.0,61342.0,emoji,conda-forge/emoji,,2798087.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1488.0,2796464.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,61685.0,1.0,,,,,,,,,,,,,,,,,,, +136,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-10-16 06:31:25.000,2023-10-16 06:31:25,740.0,5.0,115.0,35.0,210.0,53.0,192.0,1273,2023-09-16 20:40:25.000,3.1.2,118.0,68.0,34,True,48940.0,46752.0,argcomplete,conda-forge/argcomplete,311.0,20170047.0,https://pypi.org/project/argcomplete,2023-09-16 20:40:25.000,2188.0,20134723.0,https://anaconda.org/conda-forge/argcomplete,2023-09-17 07:52:21.297,1377546.0,2.0,,,,,,,,,,,,,,,,,,, +137,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-10-16 18:59:15.000,2023-10-03 17:24:40,1823.0,13.0,225.0,45.0,842.0,278.0,372.0,1232,2023-08-18 14:29:58.000,2.16.1,73.0,92.0,34,True,3214.0,2790.0,zarr,conda-forge/zarr,,509704.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,424.0,440166.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2711999.0,2.0,,,,,,,,,,,,,,,,,,, +138,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203.0,41.0,114.0,146.0,270.0,1106,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,31048.0,30353.0,py4j,conda-forge/py4j,,31982453.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,695.0,31930686.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4451984.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,, +139,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101.0,24.0,56.0,13.0,93.0,781,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,508958.0,484586.0,decorator,conda-forge/decorator,,55005269.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24372.0,54726351.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,24265912.0,2.0,,,,,,,,,,,,,,,,,,, +140,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-10-18 20:32:15.000,2023-10-18 13:28:35,1011.0,17.0,247.0,20.0,383.0,119.0,301.0,743,2023-09-22 18:38:08.000,2023.9.2,62.0,128.0,34,True,15723.0,15034.0,s3fs,conda-forge/s3fs,,121869239.0,https://pypi.org/project/s3fs,2023-09-22 18:38:08.000,689.0,121703630.0,https://anaconda.org/conda-forge/s3fs,2023-09-22 23:05:15.027,6293168.0,2.0,,,,,,,,,,,,,,,,,,, +141,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-10-06 06:07:07.000,2023-09-25 05:57:34,1119.0,11.0,287.0,32.0,797.0,7.0,512.0,689,2023-09-25 05:58:39.000,7.1.17,106.0,119.0,34,True,5939.0,5488.0,minio,conda-forge/minio,,1636065.0,https://pypi.org/project/minio,2023-09-25 05:57:29.000,451.0,1632183.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,147528.0,2.0,,,,,,,,,,,,,,,,,,, +142,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-10-09 16:51:35.000,2023-10-02 18:08:09,274.0,18.0,89.0,14.0,175.0,10.0,90.0,586,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,335534.0,332768.0,filelock,conda-forge/filelock,,100519423.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2766.0,100142147.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,15468351.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,, +143,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-10-18 19:43:16.000,2023-10-05 11:06:03,329.0,41.0,51.0,15.0,53.0,12.0,26.0,340,2023-09-30 07:27:00.000,0.2.8,20.0,15.0,34,True,469513.0,456001.0,wcwidth,conda-forge/wcwidth,,48001184.0,https://pypi.org/project/wcwidth,2023-09-30 05:29:57.000,13512.0,47467903.0,https://anaconda.org/conda-forge/wcwidth,2023-10-02 14:03:05.516,21331268.0,2.0,,,,,,,,,,,,,,,,,,, +144,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-10-12 11:56:00.000,2023-10-12 11:55:59,808.0,18.0,131.0,23.0,92.0,53.0,137.0,300,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,111245.0,104177.0,asn1crypto,conda-forge/asn1crypto,,55252913.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7068.0,55143922.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8283355.0,3.0,,,,,,,,,,,,,,,,,,, +145,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-18 13:07:26.000,2023-10-18 13:07:26,312.0,12.0,57.0,7.0,75.0,6.0,81.0,174,2023-06-21 14:09:09.912,4.3.1,46.0,30.0,34,True,133199.0,129403.0,tzlocal,conda-forge/tzlocal,,74777764.0,https://pypi.org/project/tzlocal,2023-10-04 18:13:10.000,3796.0,74684266.0,https://anaconda.org/conda-forge/tzlocal,2023-10-05 03:13:04.646,2430964.0,3.0,,,,,,,,,,,,,,,,,,, +146,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-10-13 11:44:59.000,2023-05-22 23:51:10,520.0,,2013.0,376.0,457.0,343.0,181.0,31694,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1237.0,1202.0,diagrams,conda-forge/diagrams,,104136.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,99935.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,172249.0,2.0,,,,,,,,,,,,,,,,,,, +147,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-10-09 18:31:30.000,2023-10-09 18:16:28,2774.0,10.0,606.0,148.0,484.0,240.0,993.0,11254,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2323.0,2276.0,dearpygui,,,37737.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,37737.0,,,,2.0,,,,,,,,,,,,,,,,,,, +148,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-10-17 20:45:32.000,2023-07-24 18:53:19,697.0,3.0,512.0,106.0,157.0,12.0,291.0,6170,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12624.0,11726.0,tinydb,conda-forge/tinydb,,495160.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,898.0,491176.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,350639.0,2.0,,,,,,,,,,,,,,,,,,, +149,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-09-28 11:06:40.000,2023-08-21 07:09:39,474.0,4.0,247.0,48.0,193.0,91.0,145.0,5328,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1521.0,,tenacity,conda-forge/tenacity,,35081104.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1521.0,34927426.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5532436.0,2.0,,,,,,,,,,,,,,,,,,, +150,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-10-15 03:27:38.000,2023-10-13 01:32:04,1189.0,9.0,333.0,41.0,483.0,486.0,499.0,3870,2023-08-11 03:44:09.000,0.20.0,151.0,123.0,33,True,6532.0,6439.0,tortoise-orm,conda-forge/tortoise-orm,13.0,96237.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,95680.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15614.0,3.0,,,,,,,,,,,,,,-1.0,,,,, +151,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-10-19 10:14:36.000,2023-10-11 17:13:20,535.0,4.0,747.0,69.0,407.0,92.0,410.0,3576,2023-07-10 21:21:10.669,0.17.1,47.0,135.0,33,True,748.0,,prometheus_client,conda-forge/prometheus_client,,25596827.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,25251915.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,14141429.0,3.0,,,,,,,,,,,,,,,,,,, +152,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,6.0,253.0,51.0,200.0,125.0,195.0,3557,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20563.0,20443.0,databases,conda-forge/databases,,411322.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,407929.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,190035.0,3.0,,,,,,,,,,,,,,,,,,, +153,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/RaRe-Technologies/smart_open,https://github.com/RaRe-Technologies/smart_open,MIT,2015-01-02 13:05:52.000,2023-10-05 05:44:08.000,2023-09-07 02:59:25,1023.0,11.0,365.0,50.0,377.0,82.0,310.0,2956,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,16599047.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,16543908.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2150422.0,2.0,,,,,,,,,,,,,,,,,,, +154,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-10-18 04:22:47.000,2023-10-16 15:26:04,1031.0,11.0,256.0,35.0,364.0,149.0,253.0,2173,2022-03-15 11:22:57.000,0.48.9,213.0,98.0,33,True,14839.0,14745.0,pypika,conda-forge/pypika,,2508925.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,94.0,2508744.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,4362.0,3.0,,,,,,,,,,,,,,,,,,, +155,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-23 12:04:37.819,2023-08-01 19:17:09,382.0,2.0,250.0,49.0,149.0,56.0,85.0,1977,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39357.0,5.0,chardet,conda-forge/chardet,,55124493.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39349.0,54532458.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,21895016.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,278.0,,,,,,,,,,,,,, +156,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170.0,35.0,161.0,46.0,86.0,1937,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7010.0,,jmespath,conda-forge/jmespath,,127816709.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7010.0,127622682.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16880404.0,3.0,,,,,,,,,,,,,,,,,,, +157,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-10-03 13:05:15.000,2023-09-22 10:10:25,281.0,12.0,145.0,27.0,57.0,8.0,225.0,1792,2023-05-27 20:45:18.670,5.3.1,45.0,12.0,33,True,3454.0,,cachetools,conda-forge/cachetools,,102044685.0,https://pypi.org/project/cachetools,2023-05-27 20:45:18.670,3454.0,101800129.0,https://anaconda.org/conda-forge/cachetools,2023-07-01 16:07:05.657,10026803.0,1.0,,,,,,,,,,,,,,,,,,, +158,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-10-16 19:52:24.000,2023-10-13 22:15:03,6029.0,5.0,553.0,79.0,1102.0,15.0,,1352,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,33,True,6287.0,5585.0,cassandra-driver,conda-forge/cassandra-driver,,1387101.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1382223.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,185400.0,3.0,,,,,,,,,,,,,,,,,,, +159,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190.0,49.0,202.0,85.0,371.0,1161,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3562.0,3477.0,petl,conda-forge/petl,,1305253.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,85.0,1299951.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,212106.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +160,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-10-03 10:57:43.000,2023-09-26 09:36:57,510.0,16.0,82.0,24.0,270.0,34.0,70.0,1133,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,33,True,18486.0,18233.0,cleo,conda-forge/cleo,,15005479.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,253.0,14996030.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,585841.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,,, +161,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-10-17 12:05:09.000,2023-10-17 12:05:09,697.0,37.0,125.0,21.0,274.0,41.0,127.0,1021,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10492.0,,pluggy,conda-forge/pluggy,,99583553.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10492.0,98946850.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,22921323.0,2.0,,,,,,,,,,,,,,,,,,, +162,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-10-18 20:01:49.000,2023-10-18 20:00:33,473.0,37.0,123.0,23.0,61.0,29.0,150.0,845,2023-10-11 21:59:56.000,2.10.0,30.0,26.0,33,True,17806.0,17475.0,anytree,conda-forge/anytree,,871005.0,https://pypi.org/project/anytree,2023-10-11 21:59:47.000,331.0,870179.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,34733.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +163,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-10-17 21:06:42.000,2023-10-05 01:07:51,341.0,24.0,141.0,15.0,158.0,16.0,135.0,840,2023-09-02 09:17:56.000,0.22.0,42.0,50.0,33,True,88817.0,87043.0,validators,conda-forge/validators,9.0,6100478.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1774.0,6087213.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,517329.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,, +164,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-10-11 08:08:30.000,2023-10-11 08:08:29,1485.0,22.0,195.0,98.0,726.0,4.0,229.0,832,2023-09-28 13:27:28.000,5.13.0,127.0,41.0,33,True,7438.0,7212.0,neo4j-driver,conda-forge/neo4j-python-driver,,140431.0,https://pypi.org/project/neo4j-driver,2023-09-28 13:25:30.000,226.0,135580.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-09-28 15:53:06.402,194046.0,3.0,,,,,,,,,,,,,,,,,,, +165,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98.0,33.0,104.0,58.0,67.0,234,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,427704.0,412645.0,pyasn1,conda-forge/pyasn1,,144587129.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15059.0,131309338.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13277791.0,3.0,,,,,,,,,,,,,,,,,,, +166,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-10-13 22:10:12.000,2023-05-06 17:25:38,1519.0,,346.0,145.0,194.0,67.0,102.0,6276,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,32,True,5826.0,5396.0,boltons,conda-forge/boltons,25.0,2804406.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,430.0,2764839.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3521500.0,2.0,,,,,,,,,,,,,,,,,,, +167,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-09-20 06:18:24.000,2023-09-20 06:18:21,1023.0,25.0,512.0,92.0,184.0,15.0,426.0,5069,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3450.0,3182.0,transitions,conda-forge/transitions,,475742.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,465175.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,549494.0,1.0,,,,,,,,,,,,,,,,,,, +168,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296.0,103.0,139.0,34.0,261.0,4647,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3903.0,3323.0,dataset,conda-forge/dataset,,140036.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,139804.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7222.0,3.0,,,,,,,,,,,,,,,,,,, +169,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-10-11 21:44:24.000,2023-10-11 21:43:49,1112.0,20.0,242.0,64.0,88.0,24.0,270.0,3407,2022-04-23 14:56:04.000,1.14.0,23.0,44.0,32,True,1045.0,927.0,asciimatics,conda-forge/asciimatics,,102707.0,https://pypi.org/project/asciimatics,2016-09-26 15:26:12.000,118.0,100552.0,https://anaconda.org/conda-forge/asciimatics,2023-06-16 16:08:33.392,142262.0,3.0,,,,,,,,,,,,,,,,,,, +170,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349.0,283.0,1629.0,112.0,486.0,3299,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,332.0,318.0,koalas,conda-forge/koalas,1019.0,1480551.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1474560.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,316573.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +171,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-10-05 08:27:52.000,2022-12-19 03:14:24,1998.0,,243.0,48.0,197.0,171.0,356.0,3251,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2588.0,2486.0,dependency-injector,conda-forge/dependency_injector,,1043886.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1042570.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,32910.0,2.0,,,,,,,,,,,,,,,,,,, +172,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388.0,196.0,944.0,264.0,501.0,3167,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9964.0,9146.0,blaze,conda-forge/blaze,,11493.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8762.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202134.0,2.0,,,,,,,,,,,,,,,,,,, +173,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-10-19 13:56:26.000,2023-10-18 18:08:54,5967.0,163.0,330.0,39.0,1736.0,30.0,200.0,3101,2023-10-19 04:09:43.000,0.45.3,108.0,78.0,32,True,202.0,200.0,zenml,,1.0,10366.0,https://pypi.org/project/zenml,2023-10-18 20:32:24.000,2.0,10366.0,,,,2.0,,,,,,,,,,,,,,,,,,, +174,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-09-27 08:05:18.000,2023-09-27 08:05:17,404.0,4.0,197.0,58.0,150.0,95.0,73.0,2783,2021-12-01 20:51:57.000,0.7.5,25.0,63.0,32,True,8288.0,7377.0,schema,conda-forge/schema,,6409200.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,911.0,6406766.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,124166.0,2.0,,,,,,,,,,,,,,,,,,, +175,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-10-18 19:30:18.000,2023-10-18 14:59:25,599.0,25.0,219.0,17.0,580.0,264.0,414.0,2629,2023-09-30 04:00:26.000,0.17.2,77.0,101.0,32,True,1169.0,1086.0,pandera,conda-forge/pandera-core,,1211912.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1211106.0,https://anaconda.org/conda-forge/pandera-core,2023-10-02 17:38:59.227,29019.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +176,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-10-18 20:14:42.000,2023-04-17 23:37:12,196.0,,183.0,28.0,74.0,8.0,84.0,2548,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,115108.0,111745.0,python-decouple,conda-forge/python-decouple,12.0,1690253.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3363.0,1689278.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,71193.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +177,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,14.0,276.0,49.0,73.0,50.0,113.0,2154,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,1001.0,937.0,datasketch,,19.0,1308675.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1308675.0,,,,2.0,,,,,,,,,,,,,,,,,,, +178,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444.0,96.0,160.0,3.0,,2095,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,198616.0,190108.0,xlrd,conda-forge/xlrd,,20797191.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8508.0,20752279.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3548094.0,2.0,,,,,,,,,,,,,,,,,,, +179,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156.0,26.0,184.0,,80.0,1666,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2032.0,,humanize,conda-forge/humanize,,4877076.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2032.0,4865184.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,475708.0,2.0,,,,,,,,,,,,,,,,,,, +180,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-10-11 14:28:55.000,2023-09-22 12:24:05,1051.0,4.0,88.0,17.0,570.0,92.0,438.0,1625,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,19322.0,18951.0,omegaconf,conda-forge/omegaconf,,4600726.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4574627.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1174474.0,2.0,,,,,,,,,,,,,,,,,,, +181,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-10-04 02:34:11.000,2023-10-04 02:34:11,683.0,2.0,223.0,60.0,399.0,132.0,606.0,1459,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5979.0,,typing,conda-forge/typing,,8511095.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5979.0,8479212.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2901365.0,2.0,,,,,,,,,,,,,,,,,,, +182,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,5.0,214.0,47.0,179.0,56.0,336.0,1451,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2191.0,2098.0,pygsheets,,,1305995.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,93.0,1305995.0,,,,3.0,,,,,,,,,,,,,,,,,,, +183,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-10-18 03:22:27.000,2023-10-18 03:13:16,533.0,33.0,144.0,28.0,533.0,5.0,116.0,1055,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,8078.0,,bcrypt,conda-forge/bcrypt,,43427157.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8078.0,43318283.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4137234.0,3.0,,,,,,,,,,,,,,,,,,, +184,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97.0,32.0,205.0,46.0,192.0,948,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,45010.0,43350.0,Bottleneck,conda-forge/bottleneck,,671518.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1660.0,567378.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3749042.0,2.0,,,,,,,,,,,,,,,,,,, +185,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-10-18 00:24:54.000,2023-08-16 09:51:45,583.0,2.0,106.0,12.0,114.0,22.0,101.0,450,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,32,True,352631.0,345515.0,rsa,conda-forge/rsa,,129672462.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7116.0,129524763.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12849830.0,3.0,,,,,,,,,,,,,,,,,,, +186,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-10-18 20:30:57.000,2023-10-10 14:16:05,365.0,8.0,119.0,59.0,363.0,55.0,281.0,390,2023-05-10 16:05:56.572,0.19.2,43.0,43.0,32,True,8452.0,8121.0,pandas-gbq,conda-forge/pandas-gbq,349.0,6638978.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,331.0,6587402.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1856574.0,3.0,,,,,,,,,,,,,,-1.0,,,,, +187,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-10-08 05:01:21.000,2023-09-17 00:21:09,1869.0,4.0,598.0,127.0,1286.0,215.0,1078.0,7589,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,31,True,16260.0,16252.0,hydra,conda-forge/hydra-core,,28944.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,10263.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,822007.0,3.0,,,,,,,,,,,,,,,,,,, +188,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565.0,131.0,189.0,177.0,340.0,5858,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6312.0,6226.0,eel,,,62234.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,62234.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,,, +189,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-10-13 12:38:44.000,2023-10-13 12:38:32,982.0,5.0,380.0,83.0,172.0,,600.0,4652,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1454.0,1279.0,huey,conda-forge/huey,,94422.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,175.0,93928.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32647.0,2.0,,,,,,,,,,,,,,,,,,, +190,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287.0,21.0,112.0,14.0,125.0,3360,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,21894.0,21493.0,gdown,conda-forge/gdown,,1343018.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,401.0,1338353.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,228605.0,2.0,,,,,,,,,,,,,,,,,,, +191,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-10-19 04:39:19.000,2023-10-17 21:13:56,1706.0,39.0,98.0,42.0,1301.0,66.0,352.0,2936,2023-08-26 13:41:44.000,0.22.0,25.0,47.0,31,True,495.0,436.0,returns,conda-forge/returns,,140264.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,140011.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7338.0,3.0,,,,,,,,,,,,,,,,,,, +192,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608.0,110.0,921.0,211.0,1093.0,2608,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1469.0,1355.0,mrjob,conda-forge/mrjob,,97202.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,91107.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,518143.0,2.0,,,,,,,,,,,,,,,,,,, +193,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-10-18 23:41:16.000,2023-10-17 18:44:44,778.0,63.0,104.0,32.0,1015.0,21.0,381.0,2369,2023-10-17 18:29:21.000,1.3.10,296.0,23.0,31,True,197.0,192.0,whylogs,,43.0,111771.0,https://pypi.org/project/whylogs,2023-10-17 20:27:28.000,5.0,111769.0,,,,2.0,,,,,,,,,,,,,,,,,,, +194,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-09-30 03:45:07.000,2023-09-30 03:45:06,826.0,5.0,424.0,40.0,621.0,259.0,364.0,2286,2023-04-26 00:04:01.470,5.5.0,89.0,105.0,31,True,1707.0,1546.0,pynamodb,conda-forge/pynamodb,,1482326.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1474800.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,376314.0,3.0,,,,,,,,,,,,,,,,,,, +195,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176.0,44.0,218.0,104.0,272.0,1897,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,609.0,,fs,conda-forge/fs,,1875557.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,609.0,1866286.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,676814.0,3.0,,,,,,,,,,,,,,,,,,, +196,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,,208.0,39.0,241.0,42.0,201.0,1785,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15586.0,14219.0,voluptuous,conda-forge/voluptuous,,2527211.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1367.0,2523458.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,326515.0,2.0,,,,,,,,,,,,,,,,,,, +197,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-10-18 20:46:38.000,2023-10-16 14:36:08,1398.0,60.0,247.0,42.0,616.0,142.0,834.0,1667,2023-10-13 17:30:13.000,1.5.0,111.0,44.0,31,False,298.0,280.0,sdv,conda-forge/sdv,,47175.0,https://pypi.org/project/sdv,2023-10-13 17:28:52.000,18.0,46537.0,https://anaconda.org/conda-forge/sdv,2023-10-13 20:33:53.396,14043.0,2.0,,,,,,,,,,,,,,,,,,, +198,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511.0,101.0,402.0,167.0,379.0,1665,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8875.0,7618.0,influxdb,conda-forge/influxdb,,2559733.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1257.0,2556641.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,129891.0,3.0,,,,,,,,,,,,,,,,,,, +199,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-10-18 12:39:20.000,2023-10-18 12:39:18,1313.0,78.0,137.0,20.0,835.0,57.0,350.0,1300,2023-09-05 09:35:35.000,8.3.0,57.0,63.0,31,True,669.0,636.0,copier,,,194814.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,194814.0,,,,3.0,,,,,,,,,,,,,,,,,,, +200,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-10-19 09:02:07.000,2023-10-16 00:08:39,536.0,15.0,74.0,19.0,205.0,34.0,94.0,1251,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10454.0,10084.0,questionary,conda-forge/questionary,,1312029.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1310301.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,58775.0,3.0,,,,,,,,,,,,,,,,,,, +201,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183.0,28.0,94.0,61.0,141.0,1133,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6402.0,6084.0,sshtunnel,conda-forge/sshtunnel,,5748633.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,318.0,5747161.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,125124.0,3.0,,,,,,,,,,,,,,,,,,, +202,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97.0,68.0,94.0,50.0,59.0,1001,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,272840.0,257723.0,appdirs,conda-forge/appdirs,,17609490.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15117.0,17502749.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9713434.0,3.0,,,,,,,,,,,,,,,,,,, +203,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-10-11 15:13:12.000,2023-10-10 14:12:37,1994.0,25.0,134.0,43.0,419.0,107.0,251.0,935,2023-05-29 19:24:00.928,0.7.0,28.0,86.0,31,True,1720.0,1601.0,intake,conda-forge/intake,,79366.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,70836.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,503273.0,2.0,,,,,,,,,,,,,,,,,,, +204,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-10-08 20:49:23.000,2023-10-08 20:49:22,962.0,21.0,100.0,23.0,93.0,26.0,83.0,867,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,31,True,1011.0,,inflect,conda-forge/inflect,,4816755.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1011.0,4808031.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,348970.0,2.0,,,,,,,,,,,,,,,,,,, +205,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,1.0,362.0,74.0,22.0,32.0,608.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8017.0,7693.0,cx-Oracle,conda-forge/cx_oracle,,2716851.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2704367.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,486914.0,3.0,,,,,,,,,,,,,,,,,,, +206,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-09-25 15:16:18.183,2023-09-18 06:02:37,307.0,11.0,32.0,11.0,76.0,3.0,26.0,389,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,35238.0,34941.0,srsly,conda-forge/srsly,,5559690.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5526045.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1345819.0,3.0,,,,,,,,,,,,,,,,,,, +207,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-10-18 23:47:05.000,2023-09-28 23:25:31,1160.0,7.0,84.0,17.0,755.0,22.0,121.0,358,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3280.0,,multidict,conda-forge/multidict,4469.0,70315880.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3280.0,70014151.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,10860423.0,2.0,,,,,,,,,,,,,,,,,,, +208,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-10-12 17:40:06.000,2023-10-10 14:30:43,856.0,55.0,61.0,19.0,454.0,141.0,280.0,354,2023-03-14 09:22:38.000,1.13.0,83.0,34.0,31,True,8534.0,8385.0,param,conda-forge/param,,536847.0,https://pypi.org/project/param,2023-10-10 14:32:54.000,149.0,519130.0,https://anaconda.org/conda-forge/param,2023-06-16 13:24:51.042,1381998.0,2.0,,,,,,,,,,,,,,,,,,, +209,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-10-18 21:08:57.000,2023-10-09 15:05:02,771.0,12.0,46.0,43.0,668.0,46.0,172.0,58,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3144.0,3132.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3649425.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3646348.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,98483.0,3.0,,,,,,,,,,,,,,,,,,, +210,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-22 20:36:45.978,2023-09-20 18:00:30,844.0,29.0,36.0,12.0,53.0,,237.0,53,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,31,False,1413.0,,importlib-resources,conda-forge/importlib_resources,,63729651.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1413.0,63326331.0,https://anaconda.org/conda-forge/importlib_resources,2023-09-22 20:36:45.978,16536131.0,2.0,,,,,,,,,,,,,,,,,,, +211,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,14.0,38.0,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,166186216.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,165285753.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,33317140.0,3.0,,,,,,,,,,,,,,,,,,, +212,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945.0,273.0,295.0,152.0,462.0,17884,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,900.0,820.0,gooey,conda-forge/gooey,518.0,5592.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,80.0,4228.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71812.0,3.0,,,,,,,,,,,,,,,,,,, +213,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-19 06:29:38.000,2023-07-21 10:40:58,3636.0,,592.0,145.0,967.0,500.0,773.0,8036,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,629.0,598.0,vaex,conda-forge/vaex,279.0,46697.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,44602.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,175884.0,3.0,,,,,,,,,,,,,,,,,,, +214,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-10-19 13:13:19.000,2023-10-18 02:54:40,7370.0,506.0,612.0,85.0,1259.0,138.0,640.0,3636,2023-04-12 02:29:00.815,0.3.1,63.0,251.0,30,True,38.0,2.0,toga,,1740.0,2041.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1724.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,172.0,,,,,,,,,,,,,, +215,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,404.0,80.0,69.0,365.0,193.0,3514,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13532.0,13037.0,keyboard,conda-forge/keyboard,,211083.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,495.0,210257.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,23145.0,3.0,,,,,,,,,,,,,,,,,,, +216,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290.0,62.0,305.0,107.0,238.0,2564,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1946.0,1559.0,schematics,conda-forge/schematics,,227452.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,226944.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25956.0,3.0,,,,,,,,,,,,,,,,,,, +217,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-10-18 01:22:15.000,2023-10-03 19:56:16,1032.0,4.0,314.0,70.0,401.0,109.0,366.0,1477,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,241.0,216.0,mleap,conda-forge/mleap,,280823.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,278957.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,76524.0,3.0,,,,,,,,,,,,,,,,,,, +218,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-09 14:20:54.000,2023-10-09 14:20:54,267.0,3.0,101.0,34.0,71.0,3.0,65.0,1388,2023-02-24 16:23:02.934,8.0.1,45.0,35.0,30,True,2886.0,,python-slugify,conda-forge/python-slugify,,11685848.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2886.0,11639212.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1818804.0,3.0,,,,,,,,,,,,,,,,,,, +219,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-10-15 19:39:56.000,2023-10-04 21:51:20,775.0,12.0,61.0,16.0,433.0,180.0,169.0,1347,2023-08-28 10:13:22.000,0.10.0,31.0,25.0,30,True,2445.0,2435.0,prisma,,,63214.0,https://pypi.org/project/prisma,2023-08-28 10:11:26.000,10.0,63214.0,,,,3.0,,,,,,,,,,,,,,,,,,, +220,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-10-14 17:08:42.000,2023-10-14 17:08:20,638.0,17.0,59.0,16.0,230.0,5.0,54.0,1345,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,19136.0,18628.0,bidict,conda-forge/bidict,,1727141.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,508.0,1722937.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,357387.0,2.0,,,,,,,,,,,,,,,,,,, +221,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323.0,52.0,211.0,32.0,265.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1974.0,1756.0,redis-py-cluster,,3903.0,1810508.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1810472.0,,,,3.0,,,,,,,,,,,,,,,,,,, +222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-10-18 18:32:06.000,2023-10-18 18:32:04,602.0,17.0,135.0,21.0,492.0,39.0,251.0,926,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2065.0,1940.0,aiocache,,9.0,333418.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,125.0,333418.0,,,,2.0,,,,,,,,,,,,,,,,,,, +223,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256.0,18.0,212.0,31.0,302.0,862,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,4850.0,4549.0,fastcore,conda-forge/fastcore,,568075.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,301.0,565348.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,60013.0,3.0,,,,,,,,,,,,,,,,,,, +224,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46.0,17.0,75.0,1.0,86.0,797,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,24728.0,23468.0,natsort,conda-forge/natsort,,3859788.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1260.0,3818447.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1446966.0,3.0,,,,,,,,,,,,,,,,,,, +225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-10-03 11:40:29.000,2020-10-21 17:48:31,219.0,,77.0,15.0,263.0,46.0,25.0,675,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,43947.0,41863.0,cached-property,conda-forge/cached-property,,12313045.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2084.0,12223914.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7041424.0,2.0,,,,,,,,,,,,,,,,,,, +226,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-10-18 00:23:05.000,2023-10-18 00:23:04,550.0,37.0,358.0,36.0,284.0,27.0,125.0,651,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4445.0,3165.0,pysolr,conda-forge/pysolr,,314989.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1280.0,314719.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21657.0,3.0,,,,,,,,,,,,,,,,,,, +227,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66.0,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17167.0,14982.0,scandir,conda-forge/scandir,,3633437.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2185.0,3595839.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1353560.0,3.0,,,,,,,,,,,,,,,,,,, +228,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,51.0,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,53263.0,51028.0,isodate,conda-forge/isodate,,74289419.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2235.0,74238919.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4595577.0,3.0,,,,,,,,,,,,,,,,,,, +229,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-10-06 07:31:37.000,2023-04-04 13:18:36,954.0,,4527.0,639.0,749.0,198.0,100.0,23035,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,110.0,94.0,algorithms,conda-forge/algorithms,,6990.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6931.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1778.0,3.0,,,,,,,,,,,,,,,,,,, +230,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578.0,188.0,90.0,64.0,82.0,7010,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1264.0,1086.0,records,conda-forge/records,,265086.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,178.0,264770.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24658.0,3.0,,,,,,,,,,,,,,,,,,, +231,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552.0,142.0,293.0,282.0,242.0,6615,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1692.0,1662.0,faust,,,18788.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,18788.0,,,,3.0,,,,,,,,,,,,,,,,,,, +232,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-10-18 23:24:05.000,2023-10-18 23:24:04,2686.0,1.0,847.0,170.0,741.0,21.0,961.0,5582,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,29,True,389.0,377.0,snorkel,conda-forge/snorkel,1047.0,29389.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,28480.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,45767.0,3.0,,,,,,,,,,,,,,,,,,, +233,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078.0,222.0,90.0,231.0,43.0,5101,,,26.0,28.0,29,False,8137.0,7326.0,pdfminer,conda-forge/pdfminer,,184246.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,811.0,183844.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,34623.0,3.0,,,,,,,,,,,,,,,,,,, +234,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,15.0,218.0,28.0,283.0,99.0,753.0,3220,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,117.0,111.0,ploomber,conda-forge/ploomber,,7028.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,4275.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,77107.0,3.0,,,,,,,,,,,,,,,,,,, +235,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141.0,74.0,52.0,9.0,71.0,3153,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9508.0,8880.0,funcy,conda-forge/funcy,,1574849.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,628.0,1570035.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,389986.0,3.0,,,,,,,,,,,,,,,,,,, +236,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-10-09 16:58:32.000,2023-10-09 16:19:55,1158.0,3.0,587.0,175.0,462.0,94.0,476.0,2999,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,29,False,265.0,232.0,arctic,conda-forge/arctic,209.0,4602.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,4036.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29899.0,3.0,,,,,,,,,,,,,,,,,,, +237,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-08-13 15:51:19.000,2023-06-24 15:26:30,816.0,,658.0,142.0,448.0,143.0,398.0,2731,2021-07-13 12:38:57.000,0.10.0,22.0,87.0,29,True,844.0,,pandas-datareader,conda-forge/pandas-datareader,,402824.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,844.0,398626.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,327521.0,3.0,,,,,,,,,,,,,,,,,,, +238,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148.0,49.0,472.0,58.0,262.0,2604,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,29,False,2317.0,2272.0,gino,,,61713.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,61713.0,,,,3.0,,,,,,,,,,,,,,,,,,, +239,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-10-14 20:40:02.000,2023-10-09 18:04:50,3848.0,12.0,316.0,36.0,328.0,137.0,537.0,2412,2023-10-09 19:54:22.000,2.8,210.0,98.0,29,True,96.0,85.0,pyinfra,,,35365.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,11.0,35365.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +240,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132.0,56.0,73.0,15.0,64.0,2393,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7379.0,6986.0,addict,conda-forge/addict,20.0,2391235.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,393.0,2386407.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,420084.0,2.0,,,,,,,,,,,,,,2.0,,,,, +241,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-10-09 17:03:30.000,2023-06-20 15:54:36,2284.0,,176.0,39.0,370.0,30.0,263.0,1882,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,234859.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,229650.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,177138.0,3.0,,,,,,,,,,,,,,5.0,,,,, +242,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-10-01 11:08:06.000,2023-05-31 15:44:58,2242.0,,152.0,94.0,1931.0,163.0,1335.0,1755,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2177.0,84369.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,83669.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22842.0,3.0,,,,,,,,,,,,,,,,,,, +243,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134.0,32.0,80.0,34.0,54.0,1406,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10721.0,9212.0,blessings,conda-forge/blessings,,862600.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1509.0,855656.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,277767.0,3.0,,,,,,,,,,,,,,,,,,, +244,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-10-17 19:18:33.000,2023-10-17 12:05:26,801.0,26.0,43.0,14.0,235.0,11.0,85.0,1171,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1541.0,1507.0,python-benedict,conda-forge/python-benedict,,697376.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,693290.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,143013.0,2.0,,,,,,,,,,,,,,,,,,, +245,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-10-04 21:31:49.000,2023-09-16 08:25:42,1717.0,10.0,76.0,14.0,415.0,106.0,237.0,1125,2023-09-11 19:57:34.000,0.121.0,243.0,42.0,29,True,303.0,293.0,piccolo,,,18542.0,https://pypi.org/project/piccolo,2023-09-11 19:57:34.000,10.0,18542.0,,,,3.0,,,,,,,,,,,,,,,,,,, +246,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-10-08 20:51:36.000,2023-10-08 20:51:35,1216.0,10.0,141.0,39.0,83.0,4.0,130.0,1062,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,142.0,,path,conda-forge/path,,1658938.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,142.0,1647664.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,462272.0,3.0,,,,,,,,,,,,,,,,,,, +247,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,4.0,114.0,16.0,93.0,66.0,127.0,668,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,14836.0,13360.0,configargparse,conda-forge/configargparse,,3549964.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1476.0,3527214.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,728020.0,3.0,,,,,,,,,,,,,,,,,,, +248,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-10-07 09:55:12.348,2023-10-07 08:32:02,710.0,16.0,44.0,11.0,83.0,13.0,93.0,485,2020-11-16 12:53:09.000,0.9.4,60.0,22.0,29,True,4830.0,4559.0,python-rapidjson,conda-forge/python-rapidjson,,1594471.0,https://pypi.org/project/python-rapidjson,2023-10-07 08:32:10.000,271.0,1557750.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-07 09:55:12.348,1321987.0,3.0,,,,,,,,,,,,,,,,,,, +249,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410.0,96.0,110.0,31.0,127.0,2755,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6602.0,6445.0,sklearn-pandas,conda-forge/sklearn-pandas,,212892.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,211005.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,66075.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +250,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,11.0,130.0,50.0,61.0,14.0,123.0,2249,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,28,True,712.0,690.0,pyfunctional,,,330190.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,330190.0,,,,3.0,,,,,,,,,,,,,,,,,,, +251,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-10-19 04:46:55.000,2023-08-31 05:38:01,5626.0,10.0,507.0,108.0,933.0,590.0,944.0,2064,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,28,False,76.0,,wx,conda-forge/wxpython,3469.0,20117.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,722400.0,3.0,,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,2.0,117.0,23.0,111.0,50.0,42.0,1906,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7076.0,6987.0,gin-config,conda-forge/gin-config,,194524.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,193996.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,21654.0,3.0,,,,,,,,,,,,,,,,,,, +253,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-10-18 19:01:57.000,2023-10-18 19:01:51,1005.0,4.0,59.0,22.0,101.0,113.0,71.0,1739,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1325.0,1218.0,glom,conda-forge/glom,,1272626.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1272077.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,26917.0,3.0,,,,,,,,,,,,,,,,,,, +254,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,11.0,54.0,22.0,70.0,9.0,37.0,1075,2023-08-14 23:38:46.000,0.20,20.0,16.0,28,True,6267.0,6147.0,immutables,conda-forge/immutables,,780839.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,757737.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,947205.0,3.0,,,,,,,,,,,,,,,,,,, +255,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/RaRe-Technologies/sqlitedict,https://github.com/RaRe-Technologies/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,128.0,31.0,74.0,35.0,69.0,1070,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,4052.0,3827.0,sqlitedict,conda-forge/sqlitedict,,299849.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,225.0,297402.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,90559.0,3.0,,,,,,,,,,,,,,,,,,, +256,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119.0,21.0,62.0,25.0,104.0,841,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2332.0,2212.0,pyahocorasick,conda-forge/pyahocorasick,,654773.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,120.0,649136.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,202942.0,3.0,,,,,,,,,,,,,,,,,,, +257,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105.0,26.0,126.0,66.0,96.0,679,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10222.0,8984.0,parsedatetime,conda-forge/parsedatetime,,7826975.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,7824913.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,175308.0,3.0,,,,,,,,,,,,,,,,,,, +258,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,4.0,134.0,13.0,94.0,22.0,172.0,473,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7168.0,4784.0,pylibmc,conda-forge/pylibmc,362.0,188728.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,182748.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,214402.0,3.0,,,,,,,,,,,,,,,,,,, +259,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-10-19 00:17:18.000,2023-09-22 21:49:56,6463.0,267.0,30.0,10.0,257.0,39.0,549.0,352,2023-09-22 23:29:29.000,1.6.5,190.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9968.0,https://pypi.org/project/static-frame,2023-09-22 23:28:31.000,2.0,2555.0,https://anaconda.org/conda-forge/static-frame,2023-09-22 23:45:21.226,303945.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,, +260,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,71.0,18.0,88.0,71.0,96.0,299,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,34297.0,30898.0,configobj,conda-forge/configobj,256.0,2556533.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3399.0,2544900.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,732772.0,3.0,,,,,,,,,,,,,,,,,,, +261,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45.0,29.0,53.0,9.0,35.0,196,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,10777.0,10386.0,ordered-set,conda-forge/ordered-set,,9552730.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,391.0,9548083.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,418269.0,3.0,,,,,,,,,,,,,,,,,,, +262,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,28.0,6.0,47.0,6.0,36.0,74,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62209.0,57887.0,pathlib2,conda-forge/pathlib2,,6930533.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4322.0,6856488.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2591599.0,3.0,,,,,,,,,,,,,,,,,,, +263,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-01 19:10:38.000,2022-09-22 18:12:11,588.0,,744.0,149.0,295.0,119.0,175.0,6116,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,113.0,109.0,powerline-shell,,,1665.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1665.0,,,,3.0,,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-10-17 11:08:31.000,2022-03-10 10:33:50,585.0,,521.0,84.0,254.0,102.0,129.0,3635,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,127.0,,textract,conda-forge/textract,,117848.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,127.0,117589.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22057.0,3.0,,,,,,,,,,,,,,,,,,, +265,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,192.0,30.0,52.0,75.0,127.0,3270,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,34.0,,pandarallel,conda-forge/pandarallel,,477661.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,476065.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,44693.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +266,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-10-12 13:30:57.000,2023-10-12 13:30:56,291.0,7.0,261.0,30.0,138.0,102.0,118.0,2691,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,27,True,79.0,77.0,img2dataset,,1396.0,48404.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,48351.0,,,,3.0,,,,,,,,,,,,,,,,,,, +267,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,8.0,101.0,31.0,82.0,15.0,127.0,2358,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1146.0,1105.0,swifter,conda-forge/swifter,,376270.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,369658.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,264488.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +268,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157.0,31.0,48.0,51.0,13.0,1894,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2243.0,,retrying,conda-forge/retrying,,9856011.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2243.0,9837963.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1534127.0,3.0,,,,,,,,,,,,,,,,,,, +269,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484.0,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5625.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5625.0,,,,3.0,,,,,,,,,,,,,,,,,,, +270,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58.0,26.0,40.0,85.0,73.0,1330,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2161.0,1903.0,strictyaml,conda-forge/strictyaml,,854135.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,258.0,850942.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,210753.0,3.0,,,,,,,,,,,,,,,,,,, +271,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175.0,49.0,33.0,59.0,25.0,1271,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2487.0,2401.0,pandasql,conda-forge/pandasql,,1637276.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,86.0,1622345.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,418070.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +272,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82.0,25.0,51.0,6.0,39.0,713,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,850.0,,munch,conda-forge/munch,,2495778.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,850.0,1744003.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3758878.0,3.0,,,,,,,,,,,,,,,,,,, +273,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160.0,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1016.0,784.0,happybase,conda-forge/happybase,,70347.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,68531.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,159867.0,3.0,,,,,,,,,,,,,,,,,,, +274,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53.0,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,59487.0,57204.0,dataclasses,conda-forge/dataclasses,,12740187.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,12566959.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11259827.0,3.0,,,,,,,,,,,,,,,,,,, +275,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,135.0,25.0,106.0,66.0,59.0,513,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6214.0,4863.0,beaker,conda-forge/beaker,,291689.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,290779.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,71967.0,3.0,,,,,,,,,,,,,,,,,,, +276,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-10-02 19:27:37.000,2023-03-12 06:38:57,620.0,,91.0,15.0,26.0,,67.0,472,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3406.0,3141.0,pyscreenshot,,,502062.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,265.0,502062.0,,,,3.0,,,,,,,,,,,,,,,,,,, +277,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44.0,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1233.0,1160.0,tabulator,conda-forge/tabulator-py,,181702.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,180991.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54101.0,3.0,,,,,,,,,,,,,,,,,,, +278,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51.0,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46648.0,38660.0,futures,conda-forge/futures,,8584260.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7988.0,8569606.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1260323.0,3.0,,,,,,,,,,,,,,,,,,, +279,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-09-25 07:27:17.870,2023-09-25 06:00:50,126.0,2.0,21.0,9.0,56.0,4.0,7.0,165,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,31308.0,31228.0,catalogue,conda-forge/catalogue,,5240754.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5210780.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1169016.0,3.0,,,,,,,,,,,,,,,,,,, +280,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55.0,104.0,266.0,,247.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2458.0,2168.0,cloudant,conda-forge/cloudant,,117558.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,116275.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109089.0,3.0,,,,,,,,,,,,,,,,,,, +281,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260.0,144.0,290.0,89.0,359.0,3160,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1642.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,464.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102507.0,3.0,,,,,,,,,,,,,,,,,,, +282,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140.0,31.0,224.0,64.0,140.0,1702,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,26,True,476.0,457.0,arq,conda-forge/arq,,72711.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,72415.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8882.0,3.0,,,,,,,,,,,,,,,,,,, +283,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221.0,103.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,86.0,59.0,streamparse,,,5168.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5168.0,,,,3.0,,,,,,,,,,,,,,,,,,, +284,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142.0,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2455.0,1947.0,bcolz,conda-forge/bcolz,,10625.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,6379.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,339699.0,3.0,,,,,,,,,,,,,,,,,,, +285,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80.0,14.0,131.0,37.0,99.0,887,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,26,True,252.0,,mss,conda-forge/python-mss,,636913.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,252.0,636079.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,33361.0,3.0,,,,,,,,,,,,,,,,,,, +286,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-10-19 11:55:57.000,2023-10-19 11:53:15,174.0,7.0,90.0,27.0,41.0,7.0,70.0,873,2023-04-16 01:30:05.685,2.0.0,26.0,19.0,26,False,385.0,,email-validator,conda-forge/email-validator,,8015171.0,https://pypi.org/project/email-validator,2023-04-19 21:09:05.946,385.0,8012001.0,https://anaconda.org/conda-forge/email-validator,2023-07-19 07:38:20.262,123635.0,3.0,,,,,,,,,,,,,,,,,,, +287,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-10-19 04:54:16.000,2023-10-19 04:54:14,694.0,22.0,44.0,21.0,533.0,8.0,33.0,742,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,114.0,,janus,conda-forge/janus,,358990.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,114.0,358702.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,15017.0,3.0,,,,,,,,,,,,,,,,,,, +288,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-10-18 08:34:10.000,2023-10-18 08:34:01,9942.0,30.0,43.0,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,74444.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,74444.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,, +289,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28.0,11.0,51.0,21.0,35.0,308,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,22988549.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,22958141.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1642036.0,3.0,,,,,,,,,,,,,,,,,,, +290,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37.0,9.0,28.0,28.0,30.0,245,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2782.0,,send2trash,conda-forge/send2trash,,13860759.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2782.0,13685991.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12059007.0,3.0,,,,,,,,,,,,,,,,,,, +291,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-09-12 11:28:53.000,2023-09-12 11:28:53,144.0,2.0,62.0,19.0,43.0,20.0,17.0,193,2020-12-28 15:17:57.000,0.7.0,10.0,18.0,26,True,13051.0,,ptyprocess,conda-forge/ptyprocess,,39817150.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13051.0,39647400.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15277515.0,3.0,,,,,,,,,,,,,,,,,,, +292,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-10-17 21:15:39.000,2023-10-02 06:28:26,631.0,28.0,377.0,45.0,155.0,187.0,108.0,2341,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5156.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5156.0,,,,3.0,,,,,,,,,,,,,,,,,,, +293,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,2.0,104.0,36.0,101.0,18.0,141.0,2278,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,347.0,,python-box,conda-forge/python-box,39.0,1827514.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,347.0,1815300.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,476352.0,3.0,,,,,,,,,,,,,,,,,,, +294,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,139.0,59.0,248.0,95.0,108.0,1562,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,9780.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,9780.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +295,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-11 13:06:57.000,2023-09-11 13:06:49,2703.0,2.0,132.0,50.0,298.0,46.0,193.0,1489,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,303.0,220.0,enaml,conda-forge/enaml,709.0,4299.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,2084.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,156696.0,3.0,,,,,,,,,,,,,,,,,,, +296,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-10-16 14:09:20.000,2023-05-19 04:32:00,6411.0,,226.0,39.0,1040.0,7.0,209.0,1409,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,8610.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,8610.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +297,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218.0,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,490.0,301.0,fabtools,,,1855.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1855.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,143.0,45.0,53.0,20.0,19.0,1175,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,354.0,,singer-python,,,859284.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,354.0,859284.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-10-09 19:31:00.000,2023-07-31 19:45:56,123.0,25.0,41.0,16.0,84.0,6.0,4.0,1161,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2754.0,2737.0,asyncer,conda-forge/asyncer,,79371.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,79104.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5620.0,3.0,,,,,,,,,,,,,,,,,,, +300,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147.0,40.0,126.0,28.0,202.0,1144,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,259.0,225.0,parallel-ssh,,376.0,108312.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,108309.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-10-04 19:41:58.000,2023-07-10 14:03:05,1386.0,,48.0,17.0,136.0,3.0,13.0,691,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,25,True,3137.0,3076.0,ubelt,conda-forge/ubelt,,20715.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,18170.0,https://anaconda.org/conda-forge/ubelt,2023-09-26 04:44:18.571,63632.0,3.0,,,,,,,,,,,,,,,,,,, +302,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-10-11 22:26:36.000,2023-09-03 01:02:24,284.0,1.0,50.0,10.0,29.0,14.0,77.0,603,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1203.0,1179.0,pysimdjson,conda-forge/pysimdjson,,504182.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,502009.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,78260.0,3.0,,,,,,,,,,,,,,,,,,, +303,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64.0,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,False,16373.0,16357.0,umongo,conda-forge/umongo,,30020.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,29799.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5545.0,3.0,,,,,,,,,,,,,,,,,,, +304,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136.0,53.0,60.0,,90.0,307,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,201.0,179.0,pyhdb,,98.0,628362.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,628361.0,,,,3.0,,,,,,,,,,,,,,,,,,, +305,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19.0,4.0,113.0,50.0,42.0,91,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5841.0,4508.0,clint,conda-forge/clint,114.0,112206.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1333.0,111582.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55567.0,3.0,,,,,,,,,,,,,,,,,,, +306,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0.0,,,289.0,1795.0,61,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8158.0,,openpyxl,openpyxl,,57694605.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8128.0,57692526.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,196392.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1223.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +307,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13.0,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,74391.0,71677.0,contextlib2,conda-forge/contextlib2,,12467222.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2714.0,12454603.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1161030.0,3.0,,,,,,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173.0,86.0,81.0,22.0,82.0,3947,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,4199.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,4199.0,,,,3.0,,,,,,,,,,,,,,,,,,, +309,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-10-16 10:34:13.000,2023-09-05 13:24:26,323.0,4.0,76.0,44.0,236.0,42.0,40.0,1313,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,36.0,26.0,tasktiger,,,2742.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,2742.0,,,,3.0,,,,,,,,,,,,,,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146.0,43.0,10.0,2.0,12.0,1069,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2217.0,2047.0,pluginbase,conda-forge/pluginbase,,667042.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,662678.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,301166.0,3.0,,,,,,,,,,,,,,,,,,, +311,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138.0,10.0,22.0,29.0,19.0,662,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3101.0,2873.0,ratelimit,conda-forge/ratelimit,,3924344.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,228.0,3923970.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,12344.0,3.0,,,,,,,,,,,,,,,,,,, +312,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70.0,22.0,66.0,11.0,99.0,471,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,693.0,602.0,hickle,conda-forge/hickle,,32832.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,32420.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23517.0,3.0,,,,,,,,,,,,,,,,,,, +313,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,106.0,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,414.0,290.0,messytables,,,27393.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,27393.0,,,,3.0,,,,,,,,,,,,,,,,,,, +314,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57.0,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,886.0,799.0,deepdish,conda-forge/deepdish,,12884.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,11797.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,90299.0,3.0,,,,,,,,,,,,,,,,,,, +315,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32.0,16.0,81.0,23.0,4.0,242,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,155882.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,155882.0,,,,3.0,,,,,,,,,,,,,,,,,,, +316,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40.0,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,955.0,908.0,filedepot,,,20653.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,20653.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-10-05 23:34:18.000,2023-10-05 23:32:30,363.0,9.0,30.0,6.0,130.0,2.0,79.0,140,2023-03-21 14:01:01.054,3.2.0,19.0,7.0,24,True,936.0,891.0,everett,conda-forge/everett,,112143.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,111150.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,49668.0,3.0,,,,,,,,,,,,,,,,,,, +318,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25.0,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8017.0,,entrypoints,conda-forge/entrypoints,,14657255.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8017.0,14466557.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17162845.0,3.0,,,,,,,,,,,,,,,,,,, +319,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657.0,393.0,276.0,81.0,80.0,10563,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,20.0,19.0,grumpy-tools,,,28.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,28.0,,,,2.0,,,,,,,,,,,,,,,,,,, +320,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90.0,42.0,42.0,21.0,47.0,1476,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,122.0,111.0,pypeln,conda-forge/pypeln,,29106.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,28737.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14417.0,3.0,,,,,,,,,,,,,,,,,,, +321,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95.0,33.0,24.0,27.0,10.0,1342,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,182.0,161.0,pinject,conda-forge/pinject,,79802.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,79621.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4549.0,3.0,,,,,,,,,,,,,,,,,,, +322,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,,54.0,7.0,58.0,15.0,51.0,466,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,444.0,417.0,cachier,,,27141.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,27141.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,, +323,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-10-17 20:44:09.000,2023-09-28 13:50:55,927.0,7.0,23.0,18.0,173.0,9.0,15.0,341,2023-09-28 13:51:38.000,17.3.23,255.0,18.0,23,True,370.0,333.0,aiomisc,,,14111.0,https://pypi.org/project/aiomisc,2023-09-28 13:51:38.000,37.0,14111.0,,,,3.0,,,,,,,,,,,,,,,,,,, +324,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-10-02 20:49:13.000,2023-06-01 18:46:39,628.0,,14.0,8.0,32.0,15.0,14.0,136,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,238.0,204.0,docopt-ng,,,95041.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,34.0,95041.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26.0,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2783.0,2587.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,116513.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,116141.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26816.0,3.0,,,,,,,,,,,,,,,,,,, +326,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126.0,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,422.0,389.0,pampy,,,29712.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,29712.0,,,,3.0,,,,,,,,,,,,,,,,,,, +327,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89.0,38.0,214.0,46.0,56.0,2452,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21369.0,736.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +328,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83.0,45.0,34.0,18.0,11.0,1777,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,201.0,170.0,bashplotlib,,,3290.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3290.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142.0,40.0,22.0,20.0,11.0,1550,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,190.0,167.0,commonregex,,,132257.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,23.0,132257.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122.0,13.0,32.0,31.0,42.0,807,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1364.0,1265.0,pickledb,,,19757.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,19757.0,,,,3.0,,,,,,,,,,,,,,,,,,, +331,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-10-17 14:48:36.000,2023-09-15 17:44:05,113.0,6.0,34.0,11.0,57.0,15.0,15.0,719,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,218.0,207.0,dirty-equals,conda-forge/dirty-equals,,42724.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,40726.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,37972.0,3.0,,,,,,,,,,,,,,,,,,, +332,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-10-10 03:55:46.000,2023-09-22 03:08:36,714.0,6.0,26.0,15.0,177.0,16.0,121.0,542,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,3677.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,3098.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12173.0,3.0,,,,,,,,,,,,,,,,,,, +333,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39.0,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11217.0,9170.0,unipath,,,57052.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,57052.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43.0,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,4516.0,3330.0,awesome-slugify,conda-forge/awesome-slugify,,62057.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1186.0,61294.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68739.0,3.0,,,,,,,,,,,,,,,,,,, +335,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48.0,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,186.0,178.0,pysparkling,conda-forge/pysparkling,,9800.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9656.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4493.0,3.0,,,,,,,,,,,,,,,,,,, +336,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-10-18 01:33:49.000,2023-10-16 08:38:09,5442.0,75.0,44.0,14.0,619.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,110.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,110.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-10-18 12:19:44.000,2023-10-16 20:49:33,1728.0,124.0,5.0,3.0,753.0,18.0,35.0,45,2023-09-29 12:39:26.000,4.7.1,66.0,7.0,22,False,67.0,60.0,click-extra,,245.0,3071.0,https://pypi.org/project/click-extra,2023-09-29 12:39:08.000,7.0,3061.0,,,,3.0,,,,,,,,,,,,,,,,,,, +338,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164.0,99.0,31.0,18.0,58.0,3238,,,4.0,19.0,21,False,598.0,568.0,macropy3,,,139.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,139.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-10-17 20:28:16.809,2023-10-16 21:11:44,82.0,3.0,128.0,33.0,11.0,8.0,160.0,3146,2023-10-16 21:15:05.000,2.1.18,63.0,1.0,21,False,190.0,190.0,ptext-joris-schellekens,conda-forge/borb,,1681.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-10-17 20:28:16.809,43726.0,3.0,,,,,,,,,,,,,,,,,,, +340,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554.0,268.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,6.0,5.0,dpark,,,12.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,12.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +341,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113.0,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,766.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,766.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51.0,20.0,20.0,3.0,27.0,853,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,222.0,203.0,unsync,conda-forge/unsync,,22927.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,22636.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11645.0,3.0,,,,,,,,,,,,,,,,,,, +343,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135.0,62.0,76.0,167.0,149.0,851,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,655.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,655.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-09-12 11:51:47.000,2023-01-03 19:16:25,478.0,,77.0,21.0,215.0,72.0,81.0,847,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,15008.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15008.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64.0,46.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,698.0,615.0,pymodm,conda-forge/pymodm,,15547.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,15432.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5061.0,3.0,,,,,,,,,,,,,,,,,,, +346,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15.0,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,155.0,149.0,datatest,,,15576.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15576.0,,,,3.0,,,,,,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47.0,15.0,34.0,25.0,11.0,280,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,395.0,383.0,price-parser,,,92441.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,92441.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27.0,8.0,48.0,10.0,10.0,260,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,332.0,294.0,rtoml,,,103718.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,103718.0,,,,3.0,,,,,,,,,,,,,,,,,,, +349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12.0,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1950.0,1895.0,coolname,conda-forge/coolname,,353438.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,55.0,351224.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,75296.0,3.0,,,,,,,,,,,,,,,,,,, +350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19.0,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2094.0,1967.0,stopit,conda-forge/stopit,,805030.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,794566.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,722073.0,3.0,,,,,,,,,,,,,,,,,,, +351,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-10-19 08:15:10.000,2023-05-19 06:52:31,2934.0,,,1.0,179.0,23.0,760.0,2,2021-10-14 07:46:17.000,2021.2.3,114.0,33.0,21,False,643.0,,py2neo,conda-forge/py2neo,,133051.0,https://pypi.org/project/py2neo,2021-10-14 07:46:17.000,643.0,132232.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,62295.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,140.0,69.0,4.0,1.0,40.0,2070,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1957.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1957.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,210.0,40.0,56.0,81.0,39.0,1364,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11110.0,1268.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1083.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-10-18 10:13:14.000,2023-10-14 07:59:57,2882.0,224.0,126.0,28.0,205.0,42.0,330.0,1226,,,,46.0,20,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +355,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,56.0,36.0,46.0,14.0,58.0,1100,2022-05-12 11:29:27.000,1.0,6.0,30.0,20,True,5.0,5.0,colout,,,1396.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1396.0,,,,3.0,,,,,,,,,,,,,,,,,,, +356,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44.0,18.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1733.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,947.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,27539.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +357,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23.0,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,11283.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,11050.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21058.0,3.0,,,,,,,,,,,,,,,,,,, +358,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-10-18 17:31:48.000,2023-10-18 17:31:39,634.0,50.0,21.0,4.0,245.0,4.0,,253,2023-10-17 06:25:01.000,1.1.211,502.0,9.0,20,True,2.0,2.0,upgini,,,4702.0,https://pypi.org/project/upgini,2023-10-17 06:25:01.000,,4702.0,,,,3.0,,,,,,,,,,,,,,,,,,, +359,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16.0,7.0,9.0,14.0,5.0,201,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,20,False,863.0,859.0,gsheetsdb,,,54109.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,54109.0,,,,3.0,,,,,,,,,,,,,,,,,,, +360,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459.0,156.0,142.0,78.0,27.0,1979,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +361,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121.0,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,44.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,44.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20.0,10.0,31.0,22.0,20.0,639,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,64.0,61.0,pugsql,,,8639.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,8639.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34.0,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,152.0,125.0,queries,,,4360.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4360.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9.0,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,78.0,74.0,typical,conda-forge/typical,,2597.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1444.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,33443.0,3.0,,,,,,,,,,,,,,,,,,, +365,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-10-18 14:18:19.000,2023-03-14 05:55:27,124.0,,18.0,6.0,63.0,8.0,23.0,148,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,19,True,160.0,148.0,aioprometheus,,,56250.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,56250.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,74.0,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,26.0,26.0,d6tflow,,,151.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,151.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/RaRe-Technologies/bounter,https://github.com/RaRe-Technologies/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49.0,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,40.0,32.0,bounter,,,497.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,497.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33.0,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1055.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,47.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,63514.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +369,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12.0,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10394.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10394.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-29 09:57:28.000,2023-09-21 05:49:57,164.0,1.0,105.0,57.0,68.0,24.0,16.0,2026,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,40.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,40.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76.0,52.0,23.0,22.0,8.0,1596,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,77.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,77.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275.0,87.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,48.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,48.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60.0,39.0,39.0,11.0,256.0,958,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13.0,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,171587.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,171587.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-10-17 23:21:13.000,2023-10-17 23:21:09,387.0,368.0,11.0,3.0,48.0,1.0,6.0,148,2023-10-13 10:30:34.000,0.1.18,38.0,7.0,17,True,2.0,,pipeless-ai,,,697.0,https://pypi.org/project/pipeless-ai,2023-10-13 10:30:34.000,2.0,697.0,,,,1.0,,,,,,,,,,,,,,,,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60.0,19.0,27.0,42.0,29.0,782,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1387.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1387.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,20.0,11.0,120.0,21.0,57.0,429,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,31.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,31.0,,,,3.0,,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23.0,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,6.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,6.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124.0,16.0,278.0,127.0,78.0,610,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,15,False,,,kubeflow-kale,,,140.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,140.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +380,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-10-18 00:01:28.000,2023-08-28 17:19:32,117.0,2.0,6.0,13.0,144.0,8.0,4.0,270,2023-07-24 11:09:58.000,0.19.2,99.0,14.0,15,True,3.0,2.0,squirrel-core,squirrel-core,,322.0,https://pypi.org/project/squirrel-core,2023-08-28 17:25:30.000,,322.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12.0,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,580.0,571.0,millify,,,36720.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,36720.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101.0,55.0,28.0,3.0,2.0,1192,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,15.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,15.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24.0,13.0,3.0,6.0,1.0,714,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,88.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,88.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-10-19 13:28:41.000,2023-10-19 13:28:38,836.0,165.0,19.0,2.0,695.0,8.0,13.0,235,2023-10-18 18:55:47.000,0.1.47,30.0,12.0,14,False,,,the-guide,,,12.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,12.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9.0,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,35.0,30.0,cleverdict,,,717.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,717.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63.0,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,5.0,5.0,pandapy,,,42.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,42.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18.0,6.0,77.0,18.0,40.0,105,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,46.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,46.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,10.0,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,31.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,31.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35.0,29.0,10.0,3.0,16.0,357,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28.0,19.0,5.0,1.0,3.0,770,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 673bc71..026963d 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,25 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.7K Β· πŸ“ˆ) - Python ODBC bridge. ❗️MIT-0 -- anytree (πŸ₯‡34 Β· ⭐ 840 Β· πŸ“ˆ) - Python tree data library. Apache-2 -- tzlocal (πŸ₯‰34 Β· ⭐ 170 Β· πŸ“ˆ) - A Python module that tries to figure out what your local timezone is. MIT -- Arctic (πŸ₯‰29 Β· ⭐ 3K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 -- colout (πŸ₯‰19 Β· ⭐ 1.1K Β· πŸ“ˆ) - Color text streams with a polished command line interface. ❗️GPL-3.0 +- h5py (πŸ₯‡41 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +- arrow (πŸ₯‡39 Β· ⭐ 8.4K Β· πŸ“ˆ) - Better dates & times for Python. Apache-2 +- pyrsistent (πŸ₯‡36 Β· ⭐ 1.9K Β· πŸ“ˆ) - Persistent/Immutable/Functional data structures for Python. MIT +- addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ“ˆ) - Python project template generator with batteries included. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- filesystem_spec (πŸ₯‡38 Β· ⭐ 660 Β· πŸ“‰) - A specification that python filesystems should adhere to. BSD-3 -- pyrsistent (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ’€) - Persistent/Immutable/Functional data structures for Python. MIT -- addict (πŸ₯‰27 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT -- pyscaffold (πŸ₯‰24 Β· ⭐ 1.9K Β· πŸ“‰) - Python project template generator with batteries included. ❗Unlicensed -- py2neo (πŸ₯‰22 Β· ⭐ 1K Β· πŸ“‰) - Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - -## βž• Added Projects - -_Projects that were recently added to this best-of list._ - -- Pipeless (πŸ₯‡17 Β· ⭐ 130 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +- click (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 +- cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K Β· πŸ“‰) - Extended pickling support for Python objects. BSD-3 +- tortoise-orm (πŸ₯‰33 Β· ⭐ 3.9K Β· πŸ“‰) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +- anytree (πŸ₯ˆ33 Β· ⭐ 840 Β· πŸ“‰) - Python tree data library. Apache-2 +- pandas-gbq (πŸ₯‰32 Β· ⭐ 390 Β· πŸ“‰) - Google BigQuery connector for pandas. BSD-3 From 20a94e592d6dff00ce345caf3420c5051a03b1e0 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 26 Oct 2023 13:46:59 +0000 Subject: [PATCH 36/70] Update best-of list for version 2023.10.26 --- README.md | 1347 ++++++++++++++++--------------- history/2023-10-26_changes.md | 20 + history/2023-10-26_projects.csv | 392 +++++++++ latest-changes.md | 20 +- 4 files changed, 1103 insertions(+), 676 deletions(-) create mode 100644 history/2023-10-26_changes.md create mode 100644 history/2023-10-26_projects.csv diff --git a/README.md b/README.md index e8eaf03..9661c75 100644 --- a/README.md +++ b/README.md @@ -17,7 +17,7 @@

-This curated list contains 390 awesome open-source projects with a total of 1.6M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python/edit/main/projects.yaml). Contributions are very welcome! +This curated list contains 390 awesome open-source projects with a total of 1.7M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python/edit/main/projects.yaml). Contributions are very welcome! --- @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 510K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 520K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡43 Β· ⭐ 21K Β· πŸ“ˆ) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 280K Β· πŸ“¦ 76K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 290K Β· πŸ“¦ 76K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 880K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 890K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -131,7 +131,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 30M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 29M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -147,7 +147,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 53M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 54M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -158,7 +158,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
orjson (πŸ₯ˆ36 Β· ⭐ 5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 61K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 62K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/ijl/orjson @@ -167,7 +167,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 960K Β· ⏱️ 10.10.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 970K Β· ⏱️ 10.10.2023): ``` conda install -c conda-forge orjson ``` @@ -179,11 +179,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 37M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 38M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.4M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.5M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ``` @@ -195,11 +195,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.4M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.3M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.4M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge ujson ``` @@ -211,23 +211,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 2.9M Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3M Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge simplejson ```
-
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K Β· πŸ“‰) - Extended pickling support for Python objects. BSD-3 +
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 32% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 29M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 30M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -243,11 +243,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.5M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.6M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.5M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.6M Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge jsonpickle ``` @@ -259,16 +259,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.5M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.6M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge srsly ```
-
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT - [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.6K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 07.10.2023): @@ -291,18 +291,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 500K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 540K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 79K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 600 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 610 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle @@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.6M
rtoml (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 290 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 300 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 100K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 110K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡53 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 850K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 860K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/numpy/numpy @@ -358,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 220K Β· πŸ“¦ 1.3M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 230K Β· πŸ“¦ 1.4M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -372,90 +372,90 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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h5py (πŸ₯‡41 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
polars (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 2.9K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.2K Β· πŸ“₯ 25 Β· πŸ“¦ 4.4K Β· πŸ“‹ 5.3K - 19% open Β· ⏱️ 26.10.2023): ``` - git clone https://github.com/h5py/h5py - ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): - ``` - pip install h5py + git clone https://github.com/pola-rs/polars ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 13M Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.7M / month Β· πŸ“¦ 300 Β· ⏱️ 24.10.2023): ``` - conda install -c conda-forge h5py + pip install polars ```
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polars (πŸ₯ˆ40 Β· ⭐ 21K) - Fast multi-threaded, hybrid-out-of-core query engine focussing on DataFrame.. MIT +
h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.2K Β· πŸ“₯ 16 Β· πŸ“¦ 4.3K Β· πŸ“‹ 5.2K - 20% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 2.9K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/pola-rs/polars + git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.5M / month Β· πŸ“¦ 290 Β· ⏱️ 17.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` - pip install polars + pip install h5py + ``` +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 14M Β· ⏱️ 09.10.2023): + ``` + conda install -c conda-forge h5py ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2K Β· ⏱️ 19.10.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.2M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.2M Β· ⏱️ 20.10.2023): ``` conda install -c conda-forge xarray ```
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Modin (πŸ₯ˆ37 Β· ⭐ 9K) - Modin: Scale your Pandas workflows by changing a single line of code. Apache-2 +
PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 700 - 22% open Β· ⏱️ 20.10.2023): ``` - git clone https://github.com/modin-project/modin + git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.3M / month Β· πŸ“¦ 33 Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 730K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): ``` - pip install modin + pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 270K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.6M Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge modin-core + conda install -c conda-forge pytables ```
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PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
Modin (πŸ₯ˆ37 Β· ⭐ 9.1K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 49K Β· πŸ“‹ 700 - 22% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 980K / month Β· πŸ“¦ 33 Β· ⏱️ 28.09.2023): ``` - pip install tables + pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.6M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 270K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge pytables + conda install -c conda-forge modin-core ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 190 Β· πŸ“¦ 3K Β· πŸ“‹ 620 - 9% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 3.1K Β· πŸ“‹ 620 - 9% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 110K / month Β· πŸ“¦ 24 Β· ⏱️ 02.10.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 130K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): ``` pip install docarray ``` @@ -471,7 +471,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): ``` pip install numexpr ``` @@ -482,12 +482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ34 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“¦ 2.8K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 220 Β· πŸ“¦ 2.8K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 440K / month Β· πŸ“¦ 420 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 440K / month Β· πŸ“¦ 430 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -530,7 +530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“¦ 1.1K Β· πŸ“‹ 680 - 38% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“¦ 1.1K Β· πŸ“‹ 680 - 38% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pandera-dev/pandera @@ -546,19 +546,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯ˆ32 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 940 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 950 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 64 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 64 Β· ⏱️ 03.10.2023): ``` pip install datasketch ```
Bottleneck (πŸ₯ˆ32 Β· ⭐ 950) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 43K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck @@ -567,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.7M Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.8M Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge bottleneck ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 45K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 44K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 84K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 79K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -606,16 +606,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 6% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 7% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.6K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 300K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge static-frame ``` @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 470K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` @@ -643,18 +643,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 370K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 260K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 270K Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge swifter ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/polyaxon/datatile @@ -671,19 +671,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 20K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 19K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
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Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT +
Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- [GitHub](https://github.com/RaRe-Technologies/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 32 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): +- [GitHub](https://github.com/piskvorky/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 32 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 500 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 480 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 47 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 51 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -707,7 +707,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 6 hidden projects... - Blaze (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰29 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯‰28 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 @@ -719,46 +719,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
pyrsistent (πŸ₯‡37 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 130K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 06.11.2022): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 320K Β· πŸ“‹ 170 - 11% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/grantjenks/python-sortedcontainers + git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 27M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` - pip install sortedcontainers + pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 20M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge sortedcontainers + conda install -c conda-forge pyrsistent ```
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pyrsistent (πŸ₯‡36 Β· ⭐ 1.9K Β· πŸ“ˆ) - Persistent/Immutable/Functional data structures for Python. MIT +
python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 320K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 140K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 06.11.2022): ``` - git clone https://github.com/tobgu/pyrsistent + git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.12.2022): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 28M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` - pip install pyrsistent + pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 20M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pyrsistent + conda install -c conda-forge sortedcontainers ```
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anytree (πŸ₯ˆ33 Β· ⭐ 840 Β· πŸ“‰) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ34 Β· ⭐ 850) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 180 - 16% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 870K / month Β· πŸ“¦ 330 Β· ⏱️ 11.10.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 910K / month Β· πŸ“¦ 330 Β· ⏱️ 19.10.2023): ``` pip install anytree ``` @@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 70M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 71M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` @@ -806,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 690K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 710K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): ``` pip install python-benedict ``` @@ -817,7 +817,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
glom (πŸ₯‰28 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 61% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 61% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/mahmoud/glom @@ -831,36 +831,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge glom ```
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immutables (πŸ₯‰28 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 +
sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.1K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.9K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` - git clone https://github.com/MagicStack/immutables + git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 760K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 330K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): ``` - pip install immutables + pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 950K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 92K Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge immutables + conda install -c conda-forge sqlitedict ```
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sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 +
immutables (πŸ₯‰27 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/RaRe-Technologies/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.8K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.2K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` - git clone https://github.com/RaRe-Technologies/sqlitedict + git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 300K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 740K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` - pip install sqlitedict + pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 91K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 950K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge sqlitedict + conda install -c conda-forge immutables ```
munch (πŸ₯‰27 Β· ⭐ 710) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT @@ -881,12 +881,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 360K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 370K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -902,7 +902,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.8M / month Β· πŸ“¦ 350 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.9M / month Β· πŸ“¦ 350 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -925,7 +925,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“¦ 270K Β· πŸ“‹ 3.3K - 10% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 270K Β· πŸ“‹ 3.3K - 10% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/samuelcolvin/pydantic @@ -934,14 +934,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.3M Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.4M Β· ⏱️ 20.10.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 95 Β· πŸ“¦ 460K Β· πŸ“‹ 790 - 4% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 99 Β· πŸ“¦ 470K Β· πŸ“‹ 790 - 4% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/Julian/jsonschema @@ -955,14 +955,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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cerberus (πŸ₯ˆ37 Β· ⭐ 3K) - Lightweight, extensible data validation library for Python. ISC +
cerberus (πŸ₯ˆ36 Β· ⭐ 3K Β· πŸ“‰) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 24.09.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -973,12 +973,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 840) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 87K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 88K Β· πŸ“‹ 150 - 11% open Β· ⏱️ 20.10.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.1M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -994,45 +994,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 6.4M / month Β· πŸ“¦ 910 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 6.8M / month Β· πŸ“¦ 920 Β· ⏱️ 01.12.2021): ``` pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 120K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge schema ```
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voluptuous (πŸ₯ˆ31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
param (πŸ₯ˆ32 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 17% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 62 Β· πŸ“¦ 8.5K Β· πŸ“‹ 420 - 33% open Β· ⏱️ 24.10.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 560K / month Β· πŸ“¦ 150 Β· ⏱️ 24.10.2023): ``` - pip install voluptuous + pip install param ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.4M Β· ⏱️ 24.10.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge param ```
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param (πŸ₯ˆ31 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
voluptuous (πŸ₯‰31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 61 Β· πŸ“¦ 8.4K Β· πŸ“‹ 420 - 33% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 17% open Β· ⏱️ 04.07.2023): ``` - git clone https://github.com/holoviz/param + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 520K / month Β· πŸ“¦ 150 Β· ⏱️ 10.10.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` - pip install param + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge param + conda install -c conda-forge voluptuous ```
strictyaml (πŸ₯‰27 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT @@ -1042,7 +1042,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 850K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 900K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1053,7 +1053,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 720) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 34 Β· πŸ“¦ 210 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 15.09.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 33 Β· πŸ“¦ 210 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 15.09.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals @@ -1090,11 +1090,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typical ``` @@ -1102,7 +1102,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰26 Β· ⭐ 870) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰29 Β· ⭐ 880 Β· πŸ“ˆ) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1125,7 +1125,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 550K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 560K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1137,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1156,9 +1156,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
arrow (πŸ₯‡39 Β· ⭐ 8.4K Β· πŸ“ˆ) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯‡39 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 73K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 74K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1167,7 +1167,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 2.9M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.1M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1190,7 +1190,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ35 Β· ⭐ 5.8K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 360 Β· πŸ“₯ 250 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 250 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1199,19 +1199,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 850K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 860K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pendulum ```
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holidays (πŸ₯ˆ35 Β· ⭐ 1K) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯ˆ35 Β· ⭐ 1.1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 430 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 21% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 430 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 20% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.1M / month Β· πŸ“¦ 450 Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.2M / month Β· πŸ“¦ 450 Β· ⏱️ 16.10.2023): ``` pip install holidays ``` @@ -1220,50 +1220,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge holidays ```
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pytz (πŸ₯ˆ35 Β· ⭐ 280) - pytz Python historical timezone library and database. MIT +
dateparser (πŸ₯‰34 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 81 - 43% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 24K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 17.10.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): ``` - pip install pytz + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 46M Β· ⏱️ 05.09.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge dateparser ```
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dateparser (πŸ₯‰34 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 +
pytz (πŸ₯‰34 Β· ⭐ 290) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 24K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 81 - 43% open Β· ⏱️ 05.09.2023): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 160M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` - pip install dateparser + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 47M Β· ⏱️ 05.09.2023): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge pytz ```
-
tzlocal (πŸ₯‰34 Β· ⭐ 170) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰34 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 57 Β· πŸ“¦ 130K Β· πŸ“‹ 87 - 6% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 58 Β· πŸ“¦ 130K Β· πŸ“‹ 82 - 1% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 75M / month Β· πŸ“¦ 3.8K Β· ⏱️ 04.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 58M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.4M Β· ⏱️ 05.10.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.4M Β· ⏱️ 22.10.2023): ``` conda install -c conda-forge tzlocal ``` @@ -1281,16 +1281,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡38 Β· ⭐ 660) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 280 Β· πŸ“¦ 68K Β· πŸ“‹ 590 - 33% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 280 Β· πŸ“¦ 69K Β· πŸ“‹ 600 - 34% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 130M / month Β· πŸ“¦ 740 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 140M / month Β· πŸ“¦ 760 Β· ⏱️ 21.10.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 21.10.2023): ``` conda install -c conda-forge fsspec ``` @@ -1306,30 +1306,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.5M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.6M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge watchdog ```
-
aiofiles (πŸ₯ˆ36 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K Β· πŸ“‰) - File support for asyncio. Apache-2 - [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 140 Β· πŸ“¦ 110K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 42M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 24M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 870K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 890K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 590) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 330K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 340K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/tox-dev/py-filelock @@ -1338,7 +1338,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 15M Β· ⏱️ 13.09.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 16M Β· ⏱️ 13.09.2023): ``` conda install -c conda-forge filelock ``` @@ -1370,7 +1370,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ``` @@ -1382,7 +1382,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1398,11 +1398,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 140 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.7M / month Β· πŸ“¦ 140 Β· ⏱️ 07.07.2023): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 460K Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 470K Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge path ``` @@ -1418,22 +1418,38 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT +
future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT - [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 300K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 34M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` -- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge future ```
+
six (πŸ₯‡37 Β· ⭐ 950 Β· πŸ“‰) - Python 2 and 3 compatibility library. MIT + +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 1.9M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 21.10.2023): + + ``` + git clone https://github.com/benjaminp/six + ``` +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): + ``` + pip install six + ``` +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 49M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge six + ``` +
typing (πŸ₯ˆ32 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 - [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 04.10.2023): @@ -1457,7 +1473,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/pythonfutures ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 8.6M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): +- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 8.5M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): ``` pip install futures ``` @@ -1466,9 +1482,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge futures ```
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Show 4 hidden projects... +
Show 3 hidden projects... -- six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ’€) - Python 2 and 3 compatibility library. MIT - pathlib2 (πŸ₯‰28 Β· ⭐ 74) - Backport of pathlib aiming to support the full stdlib Python API. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag @@ -1479,30 +1494,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡47 Β· ⭐ 5.8K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡47 Β· ⭐ 5.9K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 560K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 560K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 230M / month Β· πŸ“¦ 21K Β· ⏱️ 19.09.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 22K Β· ⏱️ 24.10.2023): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 44M Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 44M Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 150 Β· πŸ“¦ 79K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 160 Β· πŸ“¦ 80K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 37M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 38M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` pip install pycryptodomex ``` @@ -1518,23 +1533,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 190K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 200K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 460 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 420 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰34 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT - [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 12% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 38M / month Β· πŸ“¦ 4.2K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 39M / month Β· πŸ“¦ 4.2K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` @@ -1550,7 +1565,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 55M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 57M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1561,7 +1576,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰32 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1570,7 +1585,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.1M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.2M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge bcrypt ``` @@ -1599,7 +1614,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/ansible/ansible @@ -1608,78 +1623,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 960K Β· ⏱️ 11.10.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 970K Β· ⏱️ 11.10.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 25.10.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 19.10.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 26.10.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 280K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 280K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 360M / month Β· πŸ“¦ 8.5K Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.5K Β· ⏱️ 25.10.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 26.10.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 950 Β· πŸ“₯ 1.2M Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.5K - 28% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 950 Β· πŸ“₯ 1.3M Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.5K - 28% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 840K / month Β· πŸ“¦ 160 Β· ⏱️ 17.10.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 840K / month Β· πŸ“¦ 160 Β· ⏱️ 26.10.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.3M / month Β· πŸ“¦ 880 Β· ⏱️ 17.10.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.5M / month Β· πŸ“¦ 890 Β· ⏱️ 26.10.2023): ``` npm install @pulumi/pulumi ```
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paramiko (πŸ₯ˆ42 Β· ⭐ 8.5K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 - -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 85K Β· πŸ“‹ 1.8K - 55% open Β· ⏱️ 24.09.2023): - - ``` - git clone https://github.com/paramiko/paramiko - ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 46M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): - ``` - pip install paramiko - ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 3.9M Β· ⏱️ 30.07.2023): - ``` - conda install -c conda-forge paramiko - ``` -
docker (πŸ₯ˆ42 Β· ⭐ 6.4K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 720 Β· πŸ“¦ 69K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 720 Β· πŸ“¦ 70K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): ``` git clone https://github.com/docker/docker-py @@ -1695,7 +1694,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 290 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 300 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/docker/compose @@ -1709,6 +1708,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 + +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 85K Β· πŸ“‹ 1.8K - 55% open Β· ⏱️ 24.09.2023): + + ``` + git clone https://github.com/paramiko/paramiko + ``` +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 45M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): + ``` + pip install paramiko + ``` +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4M Β· ⏱️ 30.07.2023): + ``` + conda install -c conda-forge paramiko + ``` +
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.1K) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 16.10.2023): @@ -1727,7 +1742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1739,7 +1754,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 19 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): ``` git clone https://github.com/fabric/fabric @@ -1748,14 +1763,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 73K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 75K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 29K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 01.10.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 29K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/dbader/schedule @@ -1776,7 +1791,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.6M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.7M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1792,7 +1807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.8M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1803,7 +1818,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 320 Β· πŸ“¦ 85 Β· πŸ“‹ 670 - 20% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 320 Β· πŸ“¦ 85 Β· πŸ“‹ 680 - 20% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/Fizzadar/pyinfra @@ -1820,7 +1835,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.1K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.9K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1861,12 +1876,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (πŸ₯ˆ36 Β· ⭐ 6.7K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 500 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 0% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 500 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 1% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.9M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1877,12 +1892,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯‰35 Β· ⭐ 8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 06.10.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 06.10.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.6M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.3M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1891,14 +1906,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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ptyprocess (πŸ₯‰26 Β· ⭐ 190) - Run a subprocess in a pseudo terminal. ISC +
ptyprocess (πŸ₯‰27 Β· ⭐ 190) - Run a subprocess in a pseudo terminal. ISC -- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 62 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 62 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1913,41 +1928,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡38 Β· ⭐ 9.6K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡39 Β· ⭐ 9.6K Β· πŸ“ˆ) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 420 Β· πŸ“¦ 99K Β· πŸ“‹ 350 - 27% open Β· ⏱️ 15.10.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 420 Β· πŸ“¦ 100K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 8.4M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 650K Β· ⏱️ 14.10.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 660K Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge uvloop ```
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greenlet (πŸ₯‡38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
greenlet (πŸ₯ˆ38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 300K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 300K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 75M / month Β· πŸ“¦ 10K Β· ⏱️ 02.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 79M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.2M Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.3M Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge greenlet ```
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anyio (πŸ₯‡38 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯ˆ37 Β· ⭐ 1.4K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 180K Β· πŸ“‹ 320 - 17% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 190K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/agronholm/anyio @@ -1963,23 +1978,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰25 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 41 Β· πŸ“¦ 2.7K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 43 Β· πŸ“¦ 2.8K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 79K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 82K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.6K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.7K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ```
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aiomisc (πŸ₯‰23 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰22 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 330 Β· πŸ“‹ 24 - 37% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 330 Β· πŸ“‹ 25 - 36% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/aiokitchen/aiomisc @@ -2002,16 +2017,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 580) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 240 Β· πŸ“¦ 360K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 250 Β· πŸ“¦ 370K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 35M / month Β· πŸ“¦ 15K Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 34M / month Β· πŸ“¦ 15K Β· ⏱️ 25.10.2023): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 24M Β· ⏱️ 04.10.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 24M Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge traitlets ``` @@ -2023,7 +2038,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 33M / month Β· πŸ“¦ 9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 33M / month Β· πŸ“¦ 9.1K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2034,12 +2049,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.3K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.3K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 19.10.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.3M / month Β· πŸ“¦ 270 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.2M / month Β· πŸ“¦ 280 Β· ⏱️ 13.09.2023): ``` pip install dynaconf ``` @@ -2048,7 +2063,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dynaconf ```
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python-decouple (πŸ₯ˆ32 Β· ⭐ 2.5K) - Strict separation of config from code. MIT +
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.6K) - Strict separation of config from code. MIT - [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 92 - 8% open Β· ⏱️ 17.04.2023): @@ -2059,7 +2074,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ``` @@ -2080,18 +2095,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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hydra (πŸ₯‰31 Β· ⭐ 7.6K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰30 Β· ⭐ 7.6K) - Hydra is a framework for elegantly configuring complex applications. MIT - [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 16K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 11K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2103,7 +2118,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 190K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 210K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2114,7 +2129,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 260 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 270 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2123,23 +2138,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 730K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge configobj ```
everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“¦ 890 Β· πŸ“‹ 81 - 2% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“¦ 970 Β· πŸ“‹ 81 - 2% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 120K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 50K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 51K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge everett ``` @@ -2150,9 +2165,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡45 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 110 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 120 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click @@ -2173,11 +2188,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 33M / month Β· πŸ“¦ 5.2K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 34M / month Β· πŸ“¦ 5.2K Β· ⏱️ 30.09.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.4M Β· ⏱️ 30.09.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.5M Β· ⏱️ 30.09.2023): ``` conda install -c conda-forge rich ``` @@ -2209,14 +2224,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 490 Β· πŸ“¦ 19 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 490 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/tiangolo/typer @@ -2232,7 +2247,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 770K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 780K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tartley/colorama @@ -2241,7 +2256,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 26M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 27M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge colorama ``` @@ -2253,7 +2268,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.09.2023): ``` pip install argcomplete ``` @@ -2264,50 +2279,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯ˆ34 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 460K Β· πŸ“‹ 38 - 31% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 460K Β· πŸ“‹ 40 - 35% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 47M / month Β· πŸ“¦ 14K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 50M / month Β· πŸ“¦ 14K Β· ⏱️ 30.09.2023): ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 21M Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 22M Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge wcwidth ```
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cleo (πŸ₯‰33 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
asciimatics (πŸ₯‰33 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 18K Β· πŸ“‹ 100 - 32% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 930 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/sdispater/cleo + git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 15M / month Β· πŸ“¦ 250 Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 100K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` - pip install cleo + pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 590K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 140K Β· ⏱️ 25.10.2023): ``` - conda install -c conda-forge cleo + conda install -c conda-forge asciimatics ```
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asciimatics (πŸ₯‰32 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
cleo (πŸ₯‰33 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 930 Β· πŸ“‹ 290 - 8% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 18K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/peterbrittain/asciimatics + git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 100K / month Β· πŸ“¦ 120 Β· ⏱️ 26.09.2016): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 15M / month Β· πŸ“¦ 250 Β· ⏱️ 22.11.2022): ``` - pip install asciimatics + pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 590K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge asciimatics + conda install -c conda-forge cleo ```
questionary (πŸ₯‰31 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT @@ -2333,7 +2348,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2344,12 +2359,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰23 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 200 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 210 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 95K / month Β· πŸ“¦ 34 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 110K / month Β· πŸ“¦ 34 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2361,18 +2376,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.4K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): ``` pip install colout ```
Show 5 hidden projects... -- docopt (πŸ₯ˆ36 Β· ⭐ 7.8K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- docopt (πŸ₯ˆ36 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰25 Β· ⭐ 91 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 45) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 46) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2380,7 +2395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 820) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 830) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2390,16 +2405,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡33 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 140 Β· πŸ“‹ 230 - 3% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 100M / month Β· πŸ“¦ 3.5K Β· ⏱️ 27.05.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 100M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.10.2023): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 10M Β· ⏱️ 01.07.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 10M Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge cachetools ``` @@ -2411,19 +2426,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 330K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 370K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
pylibmc (πŸ₯‰28 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 360 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 370 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 190K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2439,7 +2454,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2455,7 +2470,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 27K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 28K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2474,12 +2489,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 33K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 19% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 19% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 120K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 130K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2490,12 +2505,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 9.9K Β· πŸ“‹ 3.4K - 20% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 360K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 370K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2511,35 +2526,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 38K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 42K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 5.9K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.2K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.3K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 62K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 64K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯‰30 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.7K Β· πŸ“¦ 2 Β· πŸ“‹ 780 - 17% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.8K Β· πŸ“¦ 2 Β· πŸ“‹ 780 - 17% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.7K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.8K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 170 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 180 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2547,7 +2562,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- Phoenix (πŸ₯‰28 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- Phoenix (πŸ₯‰27 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 - enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed
@@ -2559,14 +2574,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡17 Β· ⭐ 150 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡18 Β· ⭐ 170 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 11 Β· πŸ“‹ 7 - 14% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 7 - 14% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 700 / month Β· πŸ“¦ 2 Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 510 / month Β· πŸ“¦ 2 Β· ⏱️ 13.10.2023): ``` pip install pipeless-ai ``` @@ -2603,23 +2618,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge phonenumbers ```
-
emoji (πŸ₯‡34 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 - -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 61K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): - - ``` - git clone https://github.com/carpedm20/emoji - ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): - ``` - pip install emoji - ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 62K Β· ⏱️ 16.08.2023): - ``` - conda install -c conda-forge emoji - ``` -
-
chardet (πŸ₯ˆ33 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 +
chardet (πŸ₯‡33 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 5 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): @@ -2634,11 +2633,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 280 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 290 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
+
emoji (πŸ₯‡33 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 + +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 62K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): + + ``` + git clone https://github.com/carpedm20/emoji + ``` +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): + ``` + pip install emoji + ``` +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 62K Β· ⏱️ 16.08.2023): + ``` + conda install -c conda-forge emoji + ``` +
inflect (πŸ₯ˆ31 Β· ⭐ 870) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): @@ -2646,7 +2661,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2657,7 +2672,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 100 Β· πŸ“‹ 68 - 4% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 69 - 4% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/un33k/python-slugify @@ -2678,7 +2693,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 650K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 630K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2689,12 +2704,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
price-parser (πŸ₯‰21 Β· ⭐ 280) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 380 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 390 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 92K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 80K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2710,7 +2725,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 75K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 76K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2739,16 +2754,16 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.4K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 370K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 370K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 900M / month Β· πŸ“¦ 18K Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 910M / month Β· πŸ“¦ 18K Β· ⏱️ 25.10.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 26.10.2023): ``` conda install -c conda-forge boto3 ``` @@ -2760,7 +2775,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 31M / month Β· πŸ“¦ 28K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 32M / month Β· πŸ“¦ 28K Β· ⏱️ 26.09.2023): ``` pip install redis ``` @@ -2771,39 +2786,39 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.9K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 650K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 650K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 95M / month Β· πŸ“¦ 48K Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 97M / month Β· πŸ“¦ 48K Β· ⏱️ 12.10.2023): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 13M Β· ⏱️ 13.10.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 13.10.2023): ``` conda install -c conda-forge sqlalchemy ```
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.4K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 55M / month Β· πŸ“¦ 2K Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 54M / month Β· πŸ“¦ 2K Β· ⏱️ 12.10.2023): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 3.9M Β· ⏱️ 13.10.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4M Β· ⏱️ 13.10.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.7K - 11% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.7K - 11% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2819,23 +2834,23 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 20.10.2023): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.7K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.7K Β· ⏱️ 13.10.2023): ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 560K Β· ⏱️ 13.10.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 570K Β· ⏱️ 13.10.2023): ``` conda install -c conda-forge peewee ```
elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 41K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 13.10.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 42K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 13.10.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2856,7 +2871,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 43M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 46M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2883,7 +2898,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 25.10.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2899,12 +2914,12 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ38 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 180K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 32M / month Β· πŸ“¦ 12K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 33M / month Β· πŸ“¦ 12K Β· ⏱️ 31.08.2023): ``` pip install alembic ``` @@ -2936,7 +2951,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.9M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.7M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): ``` pip install elasticsearch-dsl ``` @@ -2947,28 +2962,28 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 31M / month Β· πŸ“¦ 57 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 31M / month Β· πŸ“¦ 61 Β· ⏱️ 24.10.2023): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 420K Β· ⏱️ 11.09.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 430K Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge awswrangler ```
Ibis (πŸ₯ˆ37 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 450 Β· πŸ“₯ 100 Β· πŸ“¦ 610 Β· πŸ“‹ 2.3K - 4% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 450 Β· πŸ“₯ 100 Β· πŸ“¦ 640 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 98K / month Β· πŸ“¦ 51 Β· ⏱️ 15.10.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 52 Β· ⏱️ 22.10.2023): ``` pip install ibis-framework ``` @@ -2979,7 +2994,7 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ37 Β· ⭐ 650) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 610 - 13% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 620 - 13% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2993,6 +3008,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
+
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 + +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.5K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): + + ``` + git clone https://github.com/confluentinc/confluent-kafka-python + ``` +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.8M / month Β· πŸ“¦ 450 Β· ⏱️ 25.10.2023): + ``` + pip install confluent-kafka + ``` +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 790K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge python-confluent-kafka + ``` +
libcloud (πŸ₯ˆ36 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 10.10.2023): @@ -3012,66 +3043,66 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.7M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
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s3transfer (πŸ₯ˆ35 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 +
sqlmodel (πŸ₯ˆ35 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 120 Β· πŸ“¦ 250K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 510 Β· πŸ“¦ 7.8K Β· πŸ“‹ 360 - 58% open Β· ⏱️ 26.10.2023): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 270M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 540K / month Β· πŸ“¦ 170 Β· ⏱️ 23.10.2023): ``` - pip install s3transfer + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 21K Β· ⏱️ 24.10.2023): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge sqlmodel ```
-
sqlmodel (πŸ₯ˆ34 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
s3transfer (πŸ₯ˆ35 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 460 Β· πŸ“¦ 7.7K Β· πŸ“‹ 380 - 61% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 120 Β· πŸ“¦ 250K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 20.10.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 540K / month Β· πŸ“¦ 120 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 280M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): ``` - pip install sqlmodel + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 26.09.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge s3transfer ```
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confluent-kafka-python (πŸ₯ˆ34 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 860 Β· πŸ“¦ 7.4K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 750 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 24.10.2023): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.7M / month Β· πŸ“¦ 450 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): ``` - pip install confluent-kafka + pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 790K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 14M Β· ⏱️ 10.07.2023): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c conda-forge prometheus_client ```
Pony (πŸ₯ˆ34 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 74 Β· πŸ“¦ 3.7K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 75 Β· πŸ“¦ 3.7K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony @@ -3092,7 +3123,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.3M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.6M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` @@ -3103,7 +3134,7 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 72K Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 73K Β· ⏱️ 20.10.2023): ``` git clone https://github.com/mongodb/motor @@ -3119,28 +3150,28 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ34 Β· ⭐ 740) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 15K Β· πŸ“‹ 420 - 28% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 15K Β· πŸ“‹ 430 - 28% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 120M / month Β· πŸ“¦ 690 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 690 Β· ⏱️ 21.10.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.3M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.3M Β· ⏱️ 21.10.2023): ``` conda install -c conda-forge s3fs ```
minio (πŸ₯ˆ34 Β· ⭐ 690) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.5K Β· πŸ“‹ 520 - 1% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.6K Β· πŸ“‹ 520 - 1% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.6M / month Β· πŸ“¦ 450 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.7M / month Β· πŸ“¦ 460 Β· ⏱️ 25.09.2023): ``` pip install minio ``` @@ -3149,14 +3180,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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tortoise-orm (πŸ₯‰33 Β· ⭐ 3.9K Β· πŸ“‰) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +
tortoise-orm (πŸ₯‰33 Β· ⭐ 3.9K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.4K Β· πŸ“‹ 980 - 49% open Β· ⏱️ 13.10.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.5K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 13.10.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 96K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 98K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3165,30 +3196,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Prometheus Client (πŸ₯‰33 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 - -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 750 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 11.10.2023): - - ``` - git clone https://github.com/prometheus/client_python - ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): - ``` - pip install prometheus_client - ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 14M Β· ⏱️ 10.07.2023): - ``` - conda install -c conda-forge prometheus_client - ``` -
Databases (πŸ₯‰33 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 20K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 09.09.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 09.09.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 410K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 390K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3208,7 +3223,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 4.4K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 4.6K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ``` @@ -3231,7 +3246,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 830) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.2K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.3K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3252,11 +3267,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 140K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 160K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.2K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.3K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ``` @@ -3268,19 +3283,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 93 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 96 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
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pandas-gbq (πŸ₯‰32 Β· ⭐ 390 Β· πŸ“‰) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯‰32 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.1K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.2K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 6.6M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3291,12 +3306,12 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 420 Β· πŸ“¦ 1.5K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.6K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): ``` pip install pynamodb ``` @@ -3312,7 +3327,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3328,7 +3343,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.7M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.8M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): ``` pip install cx-Oracle ``` @@ -3337,26 +3352,26 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cx_oracle ```
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prisma (πŸ₯‰30 Β· ⭐ 1.3K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 61 Β· πŸ“¦ 2.4K Β· πŸ“‹ 350 - 51% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.5K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 63K / month Β· πŸ“¦ 10 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 67K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): ``` pip install prisma ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3372,7 +3387,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 260K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 270K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3383,24 +3398,24 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 76 Β· πŸ“¦ 290 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 16.09.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 76 Β· πŸ“¦ 290 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 20.10.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 10 Β· ⏱️ 11.09.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 10 Β· ⏱️ 20.10.2023): ``` pip install piccolo ```
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 910 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 920 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 21K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 17K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ``` @@ -3412,27 +3427,27 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ```
psycopg3 (πŸ₯‰20 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 370 - 11% open Β· ⏱️ 14.10.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 380 - 11% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/psycopg/psycopg ```
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aioprometheus (πŸ₯‰19 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT +
aioprometheus (πŸ₯‰20 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT - [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 150 Β· πŸ“‹ 31 - 25% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 56K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 52K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ``` @@ -3440,7 +3455,7 @@ _Libraries for connecting to, operating, and querying databases._
Show 18 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.7K) - Python ODBC bridge. ❗️MIT-0 +- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 58) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 @@ -3449,14 +3464,14 @@ _Libraries for connecting to, operating, and querying databases._ - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- py2neo (πŸ₯‰22 Β· ⭐ 2) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- py2neo (πŸ₯‰21 Β· ⭐ 2) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰19 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 710 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3468,39 +3483,39 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 27K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 28K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.9M / month Β· πŸ“¦ 690 Β· ⏱️ 06.09.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 8.1M / month Β· πŸ“¦ 700 Β· ⏱️ 23.10.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 510K Β· ⏱️ 12.09.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 520K Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.8K Β· πŸ“¦ 180K Β· πŸ“‹ 680 - 3% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 180K Β· πŸ“‹ 680 - 2% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.10.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 860K Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 860K Β· ⏱️ 24.10.2023): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡36 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 80K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 81K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 03.10.2023): ``` git clone https://github.com/jazzband/tablib @@ -3516,7 +3531,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯‡36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/xlwings/xlwings @@ -3537,7 +3552,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 30M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3548,7 +3563,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
csvkit (πŸ₯ˆ34 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.4K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/wireservice/csvkit @@ -3564,12 +3579,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 300 Β· πŸ“¦ 48K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 300 Β· πŸ“¦ 48K Β· πŸ“‹ 200 - 6% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3578,9 +3593,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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smart-open (πŸ₯ˆ33 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
smart-open (πŸ₯ˆ33 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/RaRe-Technologies/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): ``` git clone https://github.com/RaRe-Technologies/smart_open @@ -3596,12 +3611,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ31 Β· ⭐ 3.4K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 21K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 22K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.3M / month Β· πŸ“¦ 400 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.4M / month Β· πŸ“¦ 400 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3617,67 +3632,67 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 71K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 56K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 500K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge intake ```
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snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 +
pandas-datareader (πŸ₯‰30 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 380 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` - git clone https://github.com/snorkel-team/snorkel + git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): ``` - pip install snorkel + pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge snorkel + conda install -c conda-forge pandas-datareader ```
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pandas-datareader (πŸ₯‰29 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 660 Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.06.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 380 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 18.10.2023): ``` - git clone https://github.com/pydata/pandas-datareader + git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` - pip install pandas-datareader + pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pandas-datareader + conda install -c conda-forge snorkel ```
img2dataset (πŸ₯‰27 Β· ⭐ 2.7K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 77 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 80 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 48K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 55K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
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camelot (πŸ₯‰25 Β· ⭐ 2.3K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰25 Β· ⭐ 2.4K) - A Python library to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 380 Β· πŸ“‹ 300 - 63% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.2K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.3K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3689,43 +3704,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 660 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 670 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT +
Upgini (πŸ₯‰21 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 4 Β· ⏱️ 26.10.2023): ``` - git clone https://github.com/camelot-dev/excalibur + git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.1K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.4K / month Β· ⏱️ 26.10.2023): ``` - pip install excalibur-py + pip install upgini ```
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Upgini (πŸ₯‰20 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 2 Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` - git clone https://github.com/upgini/upgini + git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.7K / month Β· ⏱️ 17.10.2023): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.1K / month Β· ⏱️ 21.03.2020): ``` - pip install upgini + pip install excalibur-py ```
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Squirrel (πŸ₯‰15 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 66% open Β· ⏱️ 28.08.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 11 - 63% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 320 / month Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 560 / month Β· ⏱️ 23.10.2023): ``` pip install squirrel-core ``` @@ -3745,7 +3760,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰21 Β· ⭐ 3.1K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed +- borb (πŸ₯‰22 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 780 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2
@@ -3759,12 +3774,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 550K Β· πŸ“¦ 8.2K Β· πŸ“‹ 8.2K - 10% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 550K Β· πŸ“¦ 8.3K Β· πŸ“‹ 8.3K - 10% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 13M / month Β· πŸ“¦ 300 Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 17M / month Β· πŸ“¦ 300 Β· ⏱️ 12.10.2023): ``` pip install apache-airflow ``` @@ -3772,19 +3787,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 190M Β· ⭐ 480 Β· ⏱️ 12.10.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 200M Β· ⭐ 480 Β· ⏱️ 12.10.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.7M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.8M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): ``` pip install celery ``` @@ -3795,28 +3810,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 650K / month Β· πŸ“¦ 150 Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 640K / month Β· πŸ“¦ 150 Β· ⏱️ 25.10.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 540K Β· ⏱️ 13.10.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 550K Β· ⏱️ 26.10.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 68% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 68% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.2M / month Β· πŸ“¦ 180 Β· ⏱️ 11.10.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.4M / month Β· πŸ“¦ 180 Β· ⏱️ 11.10.2023): ``` pip install apache-beam ``` @@ -3827,44 +3842,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Dagster (πŸ₯‡41 Β· ⭐ 8.7K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.6K Β· πŸ“‹ 6.3K - 30% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.6K Β· πŸ“‹ 6.3K - 30% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 680K / month Β· πŸ“¦ 130 Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 690K / month Β· πŸ“¦ 130 Β· ⏱️ 19.10.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 13.10.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 8.9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 44 Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 45 Β· ⏱️ 20.10.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 720K Β· ⏱️ 12.10.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 730K Β· ⏱️ 20.10.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ40 Β· ⭐ 3.5K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 340K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 350K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 20.10.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 39M / month Β· πŸ“¦ 6.3K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 39M / month Β· πŸ“¦ 6.4K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3873,58 +3888,58 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ38 Β· ⭐ 9.2K) - Simple job queues for Python. BSD-3 +
luigi (πŸ₯ˆ38 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/rq/rq + git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 580K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): ``` - pip install rq + pip install luigi ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 98K Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge rq + conda install -c anaconda luigi ```
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luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
rq (πŸ₯ˆ38 Β· ⭐ 9.2K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 18.10.2023): ``` - git clone https://github.com/spotify/luigi + git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` - pip install luigi + pip install rq ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 98K Β· ⏱️ 04.09.2023): ``` - conda install -c anaconda luigi + conda install -c conda-forge rq ```
Kedro (πŸ₯ˆ37 Β· ⭐ 8.9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 840 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 840 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 410K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 400K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): ``` pip install kedro ```
dbt (πŸ₯ˆ37 Β· ⭐ 7.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.7K Β· πŸ“¦ 3.4K Β· πŸ“‹ 4.6K - 10% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.8K Β· πŸ“¦ 3.5K Β· πŸ“‹ 4.6K - 10% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 120K / month Β· πŸ“¦ 30 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 110K / month Β· πŸ“¦ 30 Β· ⏱️ 25.10.2023): ``` pip install dbt ``` @@ -3935,12 +3950,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ34 Β· ⭐ 7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 530 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 530 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.5K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.3K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ``` @@ -3952,7 +3967,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.3M / month Β· πŸ“¦ 85 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.4M / month Β· πŸ“¦ 85 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3961,26 +3976,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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zenml (πŸ₯ˆ32 Β· ⭐ 3.1K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ32 Β· ⭐ 3.2K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 330 Β· πŸ“₯ 1 Β· πŸ“¦ 200 Β· πŸ“‹ 230 - 13% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 330 Β· πŸ“₯ 1 Β· πŸ“¦ 210 Β· πŸ“‹ 230 - 14% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 10K / month Β· πŸ“¦ 2 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 12K / month Β· πŸ“¦ 2 Β· ⏱️ 24.10.2023): ``` pip install zenml ```
huey (πŸ₯ˆ31 Β· ⭐ 4.7K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 94K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 96K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3991,12 +4006,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 190 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 200 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 17.10.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 24.10.2023): ``` pip install whylogs ``` @@ -4008,7 +4023,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 280K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 290K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` @@ -4036,23 +4051,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.3K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.6K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 77K Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 78K Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge ploomber ```
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PyFunctional (πŸ₯‰28 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT +
PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 690 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 700 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 330K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 340K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4064,7 +4079,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 72K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 74K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4073,26 +4088,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge arq ```
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Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark +
Optimus (πŸ₯‰24 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark - [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.6K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7.3K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ```
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 76 Β· πŸ“¦ 26 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.7K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.1K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ``` @@ -4104,7 +4119,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 160K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 170K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): ``` pip install dbnd ``` @@ -4116,7 +4131,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 29K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 30K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4132,7 +4147,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.7K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 8.8K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4148,7 +4163,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 110 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 120 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4160,7 +4175,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 950 / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 980 / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4171,7 +4186,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 26 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/d6t/d6tflow @@ -4188,7 +4203,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 40 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 44 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4205,14 +4220,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install flupy ```
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datajob (πŸ₯‰13 Β· ⭐ 100 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +
datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 46 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 51 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4226,8 +4241,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - bodywork-core (πŸ₯‰16 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- kale (πŸ₯‰15 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
@@ -4239,12 +4254,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 470 Β· πŸ“¦ 960K Β· πŸ“‹ 570 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 970K Β· πŸ“‹ 580 - 46% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 230M / month Β· πŸ“¦ 77K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 240M / month Β· πŸ“¦ 77K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4253,9 +4268,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyyaml ```
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XlsxWriter (πŸ₯‰37 Β· ⭐ 3.3K) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 620 Β· πŸ“¦ 67K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 620 Β· πŸ“¦ 68K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 20.10.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4293,7 +4308,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 200 Β· πŸ“¦ 8.3K Β· πŸ“‹ 270 - 25% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 200 Β· πŸ“¦ 8.4K Β· πŸ“‹ 270 - 25% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/seperman/deepdiff @@ -4302,7 +4317,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 350K Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 360K Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4318,7 +4333,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install typing_inspect ``` -- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.6M Β· ⏱️ 03.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.7M Β· ⏱️ 03.06.2023): ``` conda install -c conda-forge typing_inspect ``` @@ -4336,12 +4351,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 20.10.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 56M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 57M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4352,23 +4367,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡39 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 850K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 860K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 120M / month Β· πŸ“¦ 18K Β· ⏱️ 16.04.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 130M / month Β· πŸ“¦ 18K Β· ⏱️ 16.04.2023): ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 32M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 33M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge attrs ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.4K Β· πŸ’€) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 110K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 03.11.2022): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 120K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 03.11.2022): ``` git clone https://github.com/pytoolz/toolz @@ -4377,7 +4392,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 18M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 19M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge toolz ``` @@ -4393,35 +4408,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.5M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.6M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ```
boltons (πŸ₯ˆ32 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.4K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.5K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.8M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.7M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ```
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 240 Β· πŸ“¦ 2.5K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 250 Β· πŸ“¦ 2.5K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): ``` pip install dependency-injector ``` @@ -4432,44 +4447,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 98 Β· πŸ“¦ 440 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 98 Β· πŸ“¦ 440 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 140K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 150K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.3K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.4K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ```
natsort (πŸ₯‰30 Β· ⭐ 800) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 23K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 24K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.4M Β· ⏱️ 20.06.2023): +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.5M Β· ⏱️ 20.06.2023): ``` conda install -c conda-forge natsort ```
funcy (πŸ₯‰29 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 8.9K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 9K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.6M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4498,9 +4513,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 660 Β· πŸ’€) - API Rate Limit Decorator. MIT +- CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT -- CommonRegex (πŸ₯‰22 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT

@@ -4510,7 +4525,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.6K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/python/cpython @@ -4530,7 +4545,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 6.7K Β· πŸ“₯ 68K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 6.7K Β· πŸ“₯ 68K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/micropython/micropython @@ -4562,7 +4577,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 600K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 600K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/pygments/pygments @@ -4576,7 +4591,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
-
cookiecutter (πŸ₯‡40 Β· ⭐ 20K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 840 - 25% open Β· ⏱️ 29.09.2023): @@ -4587,19 +4602,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 880K Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 890K Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.3K Β· πŸ“¦ 870K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.4K Β· πŸ“¦ 870K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 93M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 94M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4624,30 +4639,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
-
wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 24% open Β· ⏱️ 07.10.2023): - - ``` - git clone https://github.com/GrahamDumpleton/wrapt - ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 80M / month Β· πŸ“¦ 12K Β· ⏱️ 07.10.2023): - ``` - pip install wrapt - ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 22.09.2023): - ``` - conda install -c conda-forge wrapt - ``` -
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 30K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 31K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 32M / month Β· πŸ“¦ 700 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 33M / month Β· πŸ“¦ 700 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4658,12 +4657,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ34 Β· ⭐ 780) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 480K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 490K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 55M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 54M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4679,7 +4678,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 99K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): ``` pip install diagrams ``` @@ -4688,14 +4687,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
+
wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 + +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 25% open Β· ⏱️ 07.10.2023): + + ``` + git clone https://github.com/GrahamDumpleton/wrapt + ``` +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 80M / month Β· πŸ“¦ 12K Β· ⏱️ 07.10.2023): + ``` + pip install wrapt + ``` +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 22.09.2023): + ``` + conda install -c conda-forge wrapt + ``` +
pluggy (πŸ₯ˆ33 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 99M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 100M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` @@ -4706,7 +4721,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰31 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 140 Β· πŸ“¦ 640 Β· πŸ“‹ 410 - 14% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 140 Β· πŸ“¦ 660 Β· πŸ“‹ 410 - 13% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/copier-org/copier @@ -4723,7 +4738,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 500 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 200K / month Β· πŸ“¦ 500 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4734,21 +4749,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰30 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.5K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.6K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 570K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 60K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 61K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ```
-
pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ“ˆ) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 20.06.2023): @@ -4766,19 +4781,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.1K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.2K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 510K / month Β· πŸ“¦ 270 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 31K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 32K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/explosion/catalogue @@ -4799,23 +4814,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 640K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 650K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ```
-
Send2Trash (πŸ₯‰26 Β· ⭐ 240) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
Send2Trash (πŸ₯‰26 Β· ⭐ 250) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 - [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 58 - 48% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 14M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4827,9 +4842,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... - powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- openpyxl (πŸ₯‰25 Β· ⭐ 61) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰25 Β· ⭐ 62) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- macropy (πŸ₯‰21 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
--- diff --git a/history/2023-10-26_changes.md b/history/2023-10-26_changes.md new file mode 100644 index 0000000..d5929a2 --- /dev/null +++ b/history/2023-10-26_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- flatbuffers (πŸ₯‡43 Β· ⭐ 21K Β· πŸ“ˆ) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +- polars (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- uvloop (πŸ₯‡39 Β· ⭐ 9.6K Β· πŸ“ˆ) - Ultra fast asyncio event loop. Apache-2 +- confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 +- python-email-validator (πŸ₯‰29 Β· ⭐ 880 Β· πŸ“ˆ) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- anyio (πŸ₯ˆ37 Β· ⭐ 1.4K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +- six (πŸ₯‡37 Β· ⭐ 950 Β· πŸ“‰) - Python 2 and 3 compatibility library. MIT +- cerberus (πŸ₯ˆ36 Β· ⭐ 3K Β· πŸ“‰) - Lightweight, extensible data validation library for Python. ISC +- aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K Β· πŸ“‰) - File support for asyncio. Apache-2 + diff --git a/history/2023-10-26_projects.csv b/history/2023-10-26_projects.csv new file mode 100644 index 0000000..2cedca0 --- /dev/null +++ b/history/2023-10-26_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-19 17:35:09.000,2023-10-19 17:35:08,432.0,30.0,2085.0,382.0,228.0,16.0,33.0,14582,2023-10-19 17:35:15.000,2023.10.19,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-10-19 17:34:28.000,2023-10-19 17:34:27,275.0,22.0,151.0,52.0,164.0,1.0,2.0,2041,2023-10-19 17:34:34.000,2023.10.19,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-10-19 17:35:20.000,2023-10-19 17:35:19,275.0,24.0,40.0,24.0,162.0,3.0,5.0,826,2023-10-19 17:35:26.000,2023.10.19,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-10-19 17:34:28.000,2023-10-19 17:34:27,275.0,22.0,151.0,52.0,164.0,1.0,2.0,2041,2023-10-19 17:34:34.000,2023.10.19,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-19 17:35:09.000,2023-10-19 17:35:08,432.0,30.0,2085.0,382.0,228.0,16.0,33.0,14582,2023-10-19 17:35:15.000,2023.10.19,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876.0,1662.0,322.0,13.0,73.0,38302,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-19 17:35:09.000,2023-10-19 17:35:08,432.0,30.0,2085.0,382.0,228.0,16.0,33.0,14582,2023-10-19 17:35:15.000,2023.10.19,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-10-26 10:58:45.000,2023-10-26 07:42:11,33915.0,793.0,8414.0,597.0,13082.0,2178.0,9891.0,24818,2023-10-14 20:22:16.000,1.26.1,153.0,1686.0,53,True,2039403.0,1901281.0,numpy,conda-forge/numpy,861179.0,194833647.0,https://pypi.org/project/numpy,2023-10-14 19:39:25.000,138122.0,193165983.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,66270546.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-10-26 11:23:24.000,2023-10-26 04:09:31,16090.0,845.0,15170.0,2065.0,8541.0,883.0,4976.0,61698,2023-10-04 17:07:54.000,4.24.4,150.0,1178.0,52,True,538007.0,518285.0,protobuf,conda-forge/protobuf,35358880.0,157650924.0,https://pypi.org/project/protobuf,2023-10-18 19:41:12.000,16228.0,149973536.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16092998.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3494.0,6481266.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-10-26 13:18:26.000,2023-10-26 13:10:48,33526.0,594.0,16710.0,1124.0,30257.0,3593.0,21848.0,40131,2023-09-20 21:03:54.000,2.1.1,119.0,3479.0,52,True,1423472.0,1350342.0,pandas,conda-forge/pandas,226160.0,143979233.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,73130.0,142725401.0,https://anaconda.org/conda-forge/pandas,2023-10-02 05:16:31.167,45067794.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-10-26 13:12:34.000,2023-10-26 02:09:46,54081.0,200.0,23788.0,1937.0,50000.0,869.0,31240.0,58998,2023-10-11 14:42:08.000,8.5.0,337.0,6792.0,48,True,34342.0,30269.0,ansible,conda-forge/ansible,,4474312.0,https://pypi.org/project/ansible,2023-10-17 15:10:16.000,4073.0,4450773.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,965103.0,1.0,,,,,,,,,,,,,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-10-26 12:16:26.724,2023-10-25 20:15:35,5496.0,197.0,1775.0,241.0,701.0,165.0,2918.0,8371,2023-10-24 19:42:43.000,1.28.70,1412.0,149.0,48,True,390793.0,372877.0,boto3,conda-forge/boto3,,907949271.0,https://pypi.org/project/boto3,2023-10-25 21:44:43.000,17916.0,907522731.0,https://anaconda.org/conda-forge/boto3,2023-10-26 12:16:26.724,17488145.0,1.0,,,,,,,,,,,,,,,,,,, +12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-10-26 13:19:37.000,2023-10-26 12:05:11,21824.0,1262.0,12741.0,758.0,23387.0,847.0,7405.0,32667,2023-10-12 10:58:32.000,2.7.2,166.0,3040.0,47,True,8587.0,8286.0,apache-airflow,conda-forge/airflow,554718.0,19396729.0,https://pypi.org/project/apache-airflow,2023-10-12 09:07:56.000,301.0,17411257.0,https://anaconda.org/conda-forge/airflow,2023-10-19 12:30:29.120,960989.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-10-12 09:39:51.822547,479.0,199427608.0,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-10-26 12:55:58.000,2023-10-26 12:54:56,11042.0,374.0,1674.0,124.0,7448.0,38.0,2282.0,5851,2023-10-24 16:14:47.000,41.0.5,119.0,299.0,47,True,584975.0,563445.0,cryptography,conda-forge/cryptography,,215361985.0,https://pypi.org/project/cryptography,2023-10-24 16:14:47.000,21530.0,214234622.0,https://anaconda.org/conda-forge/cryptography,2023-10-25 00:30:12.953,43967178.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-10-26 08:38:35.000,2023-10-25 03:59:36,12344.0,78.0,4549.0,472.0,3096.0,634.0,4348.0,22419,2023-09-03 20:16:15.000,5.3.4,201.0,1312.0,46,True,129325.0,114258.0,celery,conda-forge/celery,,7885984.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15067.0,7849361.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1464949.0,1.0,,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-10-26 11:13:32.000,2023-10-25 21:56:35,2563.0,233.0,1437.0,101.0,3140.0,350.0,2933.0,16107,2023-09-28 07:08:34.000,2.4.2,123.0,427.0,45,True,281425.0,272955.0,pydantic,conda-forge/pydantic,,127711435.0,https://pypi.org/project/pydantic,2023-09-28 07:08:34.000,8470.0,127547069.0,https://anaconda.org/conda-forge/pydantic,2023-10-20 08:52:35.422,6410300.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-10-08 23:15:10.000,2023-09-01 21:20:27,2402.0,42.0,1358.0,183.0,1071.0,91.0,1422.0,14411,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1497583.0,1422630.0,click,conda-forge/click,123.0,175358933.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,74953.0,174263955.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,31754306.0,1.0,,,,,,,,,,,,,,,,,,, +17,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-10-24 18:38:41.000,2023-09-30 14:09:52,3849.0,52.0,1659.0,542.0,1033.0,190.0,1039.0,45199,2023-09-30 14:13:00.000,13.6.0,189.0,227.0,44,True,138410.0,133218.0,rich,conda-forge/rich,,33925642.0,https://pypi.org/project/rich,2023-09-30 14:10:36.000,5192.0,33785784.0,https://anaconda.org/conda-forge/rich,2023-09-30 19:12:41.298,5454474.0,1.0,,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-10-26 13:26:18.543,2023-10-25 20:15:14,11577.0,220.0,3858.0,577.0,3531.0,523.0,3964.0,14382,2023-10-24 19:42:37.000,1.29.70,1819.0,425.0,44,True,3060.0,3.0,awscli,conda-forge/awscli,1499.0,154027344.0,https://pypi.org/project/awscli,2023-10-25 21:44:37.000,3057.0,153480419.0,https://anaconda.org/conda-forge/awscli,2023-10-26 13:26:18.543,21329128.0,1.0,,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-10-24 08:23:09.000,2023-10-16 14:16:37,2258.0,55.0,2406.0,323.0,1471.0,183.0,1374.0,11839,2023-09-26 06:51:15.000,5.0.1,118.0,415.0,44,True,27660.0,,redis,conda-forge/redis-py,,31966448.0,https://pypi.org/project/redis,2023-09-26 06:51:15.000,27660.0,31938630.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1112742.0,1.0,,,,,,,,,,,,,,,,,,, +20,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-10-26 12:32:34.000,2023-10-25 13:55:15,16644.0,185.0,1210.0,88.0,693.0,179.0,7342.0,7887,2023-10-12 20:52:08.000,rel_2_0_22,292.0,661.0,44,True,701503.0,653924.0,SQLAlchemy,conda-forge/sqlalchemy,46127.0,96943733.0,https://pypi.org/project/SQLAlchemy,2023-10-12 20:51:57.000,47579.0,96545442.0,https://anaconda.org/conda-forge/sqlalchemy,2023-10-13 13:28:23.732,13509905.0,1.0,,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-10-26 08:18:36.722,2023-10-25 20:15:23,10362.0,270.0,1018.0,64.0,2014.0,141.0,907.0,1339,2023-10-25 21:44:28.000,1.31.71,1810.0,200.0,44,True,290497.0,281951.0,botocore,conda-forge/botocore,,373097378.0,https://pypi.org/project/botocore,2023-10-25 21:44:28.000,8546.0,372412134.0,https://anaconda.org/conda-forge/botocore,2023-10-26 08:18:36.722,23983561.0,1.0,,,,,,,,,,,,,,,,,,, +22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-10-26 13:14:19.000,2023-10-26 12:45:39,119358.0,1322.0,27877.0,1502.0,45543.0,8612.0,58153.0,56345,2020-07-22 03:00:52.000,0.0.6,11.0,2660.0,43,True,11.0,3.0,cpython,conda-forge/typing,,132669.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,100684.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2910703.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +23,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-10-25 21:56:16.000,2023-10-07 19:28:52,3017.0,27.0,3150.0,640.0,2406.0,161.0,2169.0,21264,2023-05-26 17:35:41.785,23.5.26,35.0,657.0,43,True,77052.0,76459.0,flatbuffers,conda-forge/flatbuffers,288208.0,15267997.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,319.0,14233675.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,887615.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,274.0,1021776.0,,,,,,,,,1.0,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-10-25 18:25:09.000,2023-10-25 16:36:38,3593.0,78.0,2294.0,277.0,3763.0,594.0,1937.0,17412,2023-10-24 08:15:47.000,2.14.6,77.0,532.0,43,True,28227.0,27523.0,datasets,conda-forge/datasets,,8100000.0,https://pypi.org/project/datasets,2023-10-23 15:08:49.000,704.0,8084616.0,https://anaconda.org/conda-forge/datasets,2023-10-23 17:53:45.655,523072.0,1.0,,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-10-25 16:42:10.000,2023-10-24 16:35:56,3460.0,69.0,1819.0,221.0,1263.0,19.0,656.0,16415,2023-10-24 16:36:29.000,19.12.0,315.0,546.0,43,True,183247.0,180060.0,Faker,conda-forge/faker,,10901796.0,https://pypi.org/project/Faker,2023-10-24 16:36:16.000,3187.0,10880242.0,https://anaconda.org/conda-forge/faker,2023-10-24 21:51:21.137,862191.0,1.0,,,,,,,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-10-26 13:34:47.000,2023-10-25 20:38:11,15253.0,378.0,1328.0,156.0,6260.0,554.0,3661.0,13097,2023-10-25 21:42:35.000,2.14.1,241.0,321.0,43,True,4048.0,3897.0,prefect,conda-forge/prefect,,656396.0,https://pypi.org/project/prefect,2023-10-25 21:42:35.000,151.0,643102.0,https://anaconda.org/conda-forge/prefect,2023-10-26 04:42:12.978,545094.0,1.0,,,,,,,,,,,,,,,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-10-26 11:40:51.000,2023-10-26 11:40:46,6536.0,96.0,548.0,31.0,791.0,401.0,1365.0,1419,2023-08-06 15:15:44.000,2.16.1,61.0,809.0,43,True,638749.0,601586.0,pygments,conda-forge/pygments,,71935061.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37163.0,71225293.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,26261418.0,1.0,,,,,,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-10-26 13:01:45.000,2023-10-26 12:19:55,10893.0,326.0,951.0,176.0,6996.0,1878.0,4661.0,17940,2023-10-26 02:37:03.000,3.91.0,3917.0,241.0,42,True,7752.0,6699.0,pulumi,,1265303.0,2372028.0,https://pypi.org/project/pulumi,2023-10-26 02:38:56.000,165.0,843095.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-10-26 02:37:46.910,888.0,1454504.0,,,,,,,,,,,,,, +29,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-10-26 13:41:50.000,2023-10-26 13:41:50,40835.0,1018.0,4029.0,259.0,22948.0,4224.0,1984.0,7194,2023-10-12 02:30:12.000,2.51.0,97.0,1572.0,42,True,181.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,7436011.0,https://pypi.org/project/apache-beam,2023-10-11 15:50:10.000,179.0,7433792.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,55477.0,1.0,,,,,,,,,,,,,,,,,,, +30,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-10-17 22:41:31.000,2023-08-21 13:31:57,3338.0,29.0,1661.0,196.0,1573.0,440.0,1213.0,6418,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,73464.0,69644.0,docker,conda-forge/docker-py,723.0,35795174.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,35699389.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3831194.0,2.0,,,,,,,,,,,,,,,,,,, +31,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-10-26 10:56:39.000,2023-10-26 01:18:15,29619.0,545.0,1479.0,299.0,7878.0,151.0,3551.0,4358,2023-10-19 20:01:30.000,google-maps-fleetengine-delivery-v0.1.0,100.0,446.0,42,True,1979.0,,google-cloud-storage,conda-forge/google-cloud-storage,,53932105.0,https://pypi.org/project/google-cloud-storage,2023-10-12 20:08:29.000,1979.0,53830239.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-10-13 09:23:26.152,3972796.0,1.0,,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-10-26 12:39:39.000,2023-10-26 08:58:46,15821.0,736.0,2482.0,372.0,23994.0,1026.0,7709.0,3885,2023-10-25 07:51:17.000,azure-mgmt-connectedvmware_1.0.0,100.0,644.0,42,True,3031.0,2335.0,azure-storage-blob,conda-forge/azure-storage-blob,,43924815.0,https://pypi.org/project/azure-storage-blob,2023-10-17 22:32:49.000,696.0,43898701.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-10-11 01:36:34.107,1044572.0,1.0,,,,,,,,,,,,,,,,,,, +33,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-10-26 10:19:50.000,2023-10-26 10:19:50,4442.0,134.0,4995.0,719.0,3848.0,201.0,6926.0,30735,2023-10-18 15:52:16.000,2.23.0,144.0,472.0,41,True,1545.0,298.0,docker-compose,conda-forge/docker-compose,109869420.0,3485245.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1247.0,1478330.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,371619.0,2.0,,,,,,,,,,,,,,,,,,, +34,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-10-26 12:55:11.000,2023-10-26 12:55:10,7793.0,867.0,1210.0,138.0,6653.0,1065.0,4263.0,21120,2023-10-24 16:11:22.000,rs-0.34.0,319.0,300.0,41,True,4733.0,4438.0,polars,,25.0,2706598.0,https://pypi.org/project/polars,2023-10-24 15:56:25.000,295.0,2706596.0,,,,1.0,,,,,,,,,,,,,,1.0,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-10-26 13:28:29.000,2023-10-20 19:08:44,4555.0,24.0,1370.0,199.0,470.0,1.0,2326.0,10385,2023-10-13 15:46:19.000,3.17.0,185.0,152.0,41,True,27635.0,23916.0,peewee,conda-forge/peewee,,1533884.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3719.0,1518972.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,566679.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-10-26 13:43:51.000,2023-10-26 13:38:58,16238.0,1096.0,1062.0,102.0,10577.0,1922.0,4355.0,8723,2023-10-19 18:48:39.000,1.5.4,578.0,355.0,41,True,1751.0,1622.0,dagster,conda-forge/dagster,,715518.0,https://pypi.org/project/dagster,2023-10-19 18:18:05.000,129.0,690572.0,https://anaconda.org/conda-forge/dagster,2023-10-23 14:05:27.752,1022814.0,1.0,,,,,,,,,,,,,,,,,,, +37,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-10-17 08:32:06.000,2023-09-24 00:00:44,3958.0,8.0,1943.0,317.0,766.0,986.0,780.0,8552,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,41,True,97978.0,85028.0,paramiko,conda-forge/paramiko,,45468136.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12950.0,45366726.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3955006.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-10-23 18:28:07.000,2023-10-11 20:56:31,2574.0,46.0,571.0,60.0,336.0,32.0,759.0,4268,2023-09-20 14:45:28.000,4.19.1,98.0,109.0,41,True,484647.0,465819.0,jsonschema,conda-forge/jsonschema,99.0,98651251.0,https://pypi.org/project/jsonschema,2023-09-20 14:45:24.000,18828.0,97970712.0,https://anaconda.org/conda-forge/jsonschema,2023-09-20 17:02:37.102,24499306.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +39,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-10-25 22:59:27.000,2023-10-25 22:59:27,4329.0,61.0,530.0,57.0,893.0,257.0,1205.0,1935,2023-10-09 14:43:38.000,3.10.0,38.0,197.0,41,True,252359.0,237429.0,h5py,conda-forge/h5py,2886.0,15991574.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,14930.0,15653980.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13502337.0,1.0,,,,,,,,,,,,,,,,,,, +40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-10-25 08:03:33.000,2023-09-29 12:49:57,3027.0,21.0,1917.0,225.0,1113.0,210.0,630.0,20504,2023-09-29 13:07:23.000,2.4.0,40.0,311.0,40,True,24661.0,23059.0,cookiecutter,conda-forge/cookiecutter,,3067147.0,https://pypi.org/project/cookiecutter,2023-09-29 13:07:23.000,1602.0,3036476.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-29 16:10:18.671,889476.0,1.0,,,,,,,,,,,,,,,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-10-25 18:00:24.000,2023-10-25 16:33:49,12825.0,18.0,3028.0,608.0,3533.0,978.0,3921.0,16354,2023-06-17 17:37:56.000,2.2.1,44.0,598.0,40,True,11767.0,11158.0,kivy,conda-forge/kivy,33607.0,137788.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,609.0,129511.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,326616.0,1.0,,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-10-26 13:34:17.000,2023-10-26 12:34:19,11661.0,312.0,1388.0,78.0,6984.0,149.0,1633.0,8931,2023-10-20 14:43:29.000,0.17.23,251.0,411.0,40,True,45.0,,great_expectations,conda-forge/great-expectations,,12030204.0,https://pypi.org/project/great_expectations,2023-10-20 02:01:58.000,45.0,12012507.0,https://anaconda.org/conda-forge/great-expectations,2023-10-20 04:39:55.304,725606.0,2.0,,,,,,,,,,,,,,,,,,, +43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-10-23 18:52:57.000,2023-10-19 08:52:23,3251.0,32.0,628.0,81.0,1013.0,160.0,1036.0,6700,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,113214.0,102906.0,marshmallow,conda-forge/marshmallow,,29247734.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10308.0,29194153.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2143266.0,2.0,,,,,,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-10-20 20:56:30.000,2023-10-13 11:34:07,1559.0,33.0,1192.0,403.0,1293.0,57.0,997.0,4041,2023-10-13 13:10:21.000,8.10.1,135.0,198.0,40,True,47637.0,41518.0,elasticsearch,conda-forge/elasticsearch,3518.0,15237515.0,https://pypi.org/project/elasticsearch,2023-10-13 13:10:21.000,6119.0,15214614.0,https://anaconda.org/conda-forge/elasticsearch,2023-09-22 16:40:10.042,934969.0,1.0,,,,,,,,,,,,,,,,,,, +45,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-10-20 21:26:01.000,2023-10-20 17:59:00,1493.0,15.0,384.0,61.0,707.0,400.0,465.0,3467,2023-08-09 09:27:06.000,1.3.2,110.0,125.0,40,True,352362.0,345997.0,joblib,conda-forge/joblib,,39915290.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6365.0,39332459.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,22730429.0,2.0,,,,,,,,,,,,,,,,,,, +46,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-10-20 16:49:47.000,2023-10-20 16:49:47,1546.0,48.0,256.0,40.0,494.0,25.0,260.0,3234,2023-08-04 13:37:51.000,10.1.0,44.0,110.0,40,True,206104.0,197164.0,more-itertools,conda-forge/more-itertools,2804.0,57661503.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8940.0,57333598.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13114871.0,1.0,,,,,,,,,,,,,,,,,,, +47,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-10-26 11:01:57.000,2023-10-26 01:13:53,4821.0,144.0,972.0,108.0,3712.0,1169.0,2925.0,3213,2023-10-19 22:47:25.000,2023.10.1,85.0,454.0,40,True,23309.0,21301.0,xarray,conda-forge/xarray,,3867390.0,https://pypi.org/project/xarray,2023-10-19 22:47:25.000,2008.0,3630803.0,https://anaconda.org/conda-forge/xarray,2023-10-20 01:16:07.998,9226919.0,2.0,,,,,,,,,,,,,,,,,,, +48,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-10-02 03:50:23.000,2023-10-02 03:50:14,1170.0,14.0,260.0,25.0,168.0,31.0,286.0,1970,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,40,True,903834.0,871602.0,pyparsing,conda-forge/pyparsing,8361.0,96051008.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32232.0,94384590.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,39990746.0,1.0,,,,,,,,,,,,,,,,,,, +49,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-10-23 19:09:59.969,2023-10-22 20:53:42,936.0,11.0,566.0,228.0,247.0,87.0,257.0,9626,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,102340.0,100432.0,uvloop,conda-forge/uvloop,422.0,8449987.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1908.0,8431723.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,657389.0,1.0,,,,,,,,,,,,,,1.0,,,,, +50,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-10-02 13:14:51.000,2023-09-30 22:03:06,1402.0,6.0,667.0,137.0,672.0,97.0,399.0,8399,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,78849.0,74057.0,arrow,conda-forge/arrow,,20184685.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4792.0,20108390.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3051835.0,1.0,,,,,,,,,,,,,,,,,,, +51,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,3.0,1425.0,229.0,482.0,15.0,628.0,7407,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,189238.0,188846.0,PyMySQL,conda-forge/pymysql,,46501933.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,46470152.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1239467.0,2.0,,,,,,,,,,,,,,,,,,, +52,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-10-16 09:24:46.000,2023-08-09 16:44:53,2166.0,9.0,1359.0,150.0,964.0,297.0,1188.0,5347,2020-09-30 07:33:37.000,2.0.1,36.0,213.0,39,True,21500.0,20078.0,kafka-python,conda-forge/kafka-python,1832.0,6954477.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1422.0,6949004.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,420200.0,2.0,,,,,,,,,,,,,,,,,,, +53,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-10-26 09:46:43.000,2023-10-18 06:39:24,1367.0,32.0,365.0,66.0,537.0,119.0,542.0,4917,2023-04-16 10:50:23.776,23.1.0,27.0,147.0,39,True,875600.0,857408.0,attrs,conda-forge/attrs,,126830212.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18192.0,126416877.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,32653466.0,1.0,,,,,,,,,,,,,,,,,,, +54,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-10-25 19:25:21.000,2023-10-25 19:25:20,5448.0,76.0,1135.0,239.0,1404.0,9.0,,3942,2023-08-22 13:42:54.000,4.5.0,134.0,205.0,39,True,20107.0,,pymongo,conda-forge/pymongo,,22752545.0,https://pypi.org/project/pymongo,2023-08-22 13:23:14.000,20107.0,22719273.0,https://anaconda.org/conda-forge/pymongo,2023-09-24 10:48:18.343,1297627.0,2.0,,,,,,,,,,,,,,,,,,, +55,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-10-10 21:39:28.000,2023-10-10 21:35:40,3071.0,23.0,491.0,72.0,292.0,19.0,1244.0,3049,2023-10-03 12:45:27.000,2.9.9,62.0,134.0,39,False,727420.0,665893.0,psycopg2,psycopg2,,15207198.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61507.0,15204642.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,242865.0,2.0,,,,,,,,,,,,,,,20.0,,,, +56,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-10-12 20:14:46.000,2023-08-29 22:07:06,320.0,4.0,504.0,54.0,258.0,271.0,308.0,2299,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1048000.0,971372.0,pyyaml,conda-forge/pyyaml,,237176870.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76628.0,236101414.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,39791902.0,1.0,,,,,,,,,,,,,,,,,,, +57,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-10-04 22:21:05.000,2023-06-06 19:08:37,1575.0,,443.0,45.0,627.0,341.0,400.0,2145,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1219312.0,1215039.0,python-dateutil,conda-forge/python-dateutil,35049.0,224710568.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,224144949.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,50309897.0,1.0,,,,,,,,,,,,,,,,,,, +58,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-10-25 11:11:30.132,2023-10-25 00:03:02,1989.0,26.0,194.0,26.0,596.0,91.0,197.0,577,2023-10-25 00:03:21.000,5.12.0,48.0,110.0,39,True,380878.0,366152.0,traitlets,conda-forge/traitlets,248.0,34558982.0,https://pypi.org/project/traitlets,2023-10-25 00:03:15.000,14726.0,33911110.0,https://anaconda.org/conda-forge/traitlets,2023-10-25 11:11:30.132,23970766.0,1.0,,,,,,,,,,,,,,,,,,, +59,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-10-25 23:50:30.000,2023-10-25 23:50:29,4088.0,10.0,2379.0,479.0,2280.0,121.0,879.0,16872,2023-10-05 11:21:35.000,3.4.0,80.0,606.0,38,True,2643.0,2228.0,luigi,luigi,,580475.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,413.0,580322.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14093.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +60,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-10-23 17:34:05.000,2023-10-18 15:56:26,1800.0,8.0,1361.0,208.0,856.0,163.0,931.0,9179,2023-06-22 02:17:03.239,1.15.1,76.0,299.0,38,True,16597.0,14818.0,rq,conda-forge/rq,,1363325.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1779.0,1360526.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,97982.0,2.0,,,,,,,,,,,,,,,,,,, +61,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-10-18 04:39:02.000,2023-07-04 10:52:46,2705.0,,687.0,149.0,724.0,569.0,550.0,8615,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,37032955.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,36520473.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,19474338.0,2.0,,,,,,,,,,,,,,,,,,, +62,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-10-16 20:26:42.000,2023-10-16 20:26:42,1711.0,36.0,3262.0,140.0,869.0,110.0,1164.0,6066,2023-09-18 17:33:52.000,28.1.0,90.0,187.0,38,True,1426.0,,kubernetes,conda-forge/kubernetes,,17079626.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1426.0,17068462.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,457741.0,2.0,,,,,,,,,,,,,,,,,,, +63,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-10-26 01:17:47.000,2023-10-23 16:29:45,2724.0,14.0,1189.0,199.0,1222.0,174.0,1797.0,3245,2023-05-05 16:39:25.000,4.2.0,42.0,228.0,38,True,4188.0,3924.0,netmiko,,,179342.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,179342.0,,,,2.0,,,,,,,,,,,,,,,,,,, +64,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-10-09 00:39:22.000,2023-10-07 07:19:00,2851.0,34.0,454.0,64.0,206.0,64.0,503.0,2509,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,81199.0,79561.0,pycryptodomex,conda-forge/pycryptodomex,160.0,37625060.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1638.0,37586415.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1507120.0,2.0,,,,,,,,,,,,,,,,,,, +65,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-10-05 14:56:48.000,2023-09-29 19:42:31,1627.0,13.0,463.0,95.0,305.0,183.0,324.0,2446,2020-01-21 16:37:03.000,4.8.0,19.0,108.0,38,True,336576.0,320395.0,pexpect,conda-forge/pexpect,4365.0,38381035.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16181.0,38199814.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16306700.0,1.0,,,,,,,,,,,,,,,,,,, +66,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-10-26 11:09:08.000,2023-10-24 14:42:25,1747.0,39.0,197.0,19.0,130.0,101.0,902.0,2169,2023-08-31 17:27:27.000,rel_1_12_0,120.0,174.0,38,True,196838.0,185305.0,alembic,conda-forge/alembic,,32692068.0,https://pypi.org/project/alembic,2023-08-31 17:27:20.000,11533.0,32588556.0,https://anaconda.org/conda-forge/alembic,2023-09-14 11:20:18.985,3829980.0,2.0,,,,,,,,,,,,,,,,,,, +67,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-28 13:18:30.000,2023-09-28 08:31:52,866.0,12.0,250.0,48.0,289.0,7.0,271.0,1787,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,110087.0,107779.0,msgpack,conda-forge/msgpack-python,1166.0,54819851.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,54425107.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,14210210.0,2.0,,,,,,,,,,,,,,,,,,, +68,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-10-25 14:31:04.225,2023-10-25 12:23:58,971.0,42.0,230.0,53.0,154.0,19.0,206.0,1536,2023-10-25 11:50:28.000,3.0.1,49.0,67.0,38,True,308816.0,298386.0,greenlet,conda-forge/greenlet,,79617964.0,https://pypi.org/project/greenlet,2023-10-25 11:50:28.000,10430.0,79411538.0,https://anaconda.org/conda-forge/greenlet,2023-10-25 14:31:04.225,8257065.0,2.0,,,,,,,,,,,,,,,,,,, +69,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-10-25 15:57:31.000,2023-10-20 12:24:38,4775.0,200.0,259.0,60.0,361.0,159.0,544.0,1231,2023-10-06 16:01:39.000,3.9.1,45.0,123.0,38,True,52091.0,49510.0,tables,conda-forge/pytables,178.0,894945.0,https://pypi.org/project/tables,2023-10-06 15:50:38.000,2581.0,725730.0,https://anaconda.org/conda-forge/pytables,2023-10-07 10:19:49.597,6599339.0,2.0,,,,,,,,,,,,,,,,,,, +70,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-10-24 20:55:17.000,2023-10-21 17:35:51,2222.0,47.0,279.0,20.0,800.0,206.0,391.0,665,2023-10-21 17:37:02.000,2023.10.0,73.0,201.0,38,True,69748.0,68987.0,fsspec,conda-forge/fsspec,,141342563.0,https://pypi.org/project/fsspec,2023-10-21 17:37:02.000,761.0,140983231.0,https://anaconda.org/conda-forge/fsspec,2023-10-21 20:19:19.578,14732616.0,1.0,,,,,,,,,,,,,,,,,,, +71,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-10-02 00:20:18.000,2023-09-23 23:05:56,1604.0,25.0,1950.0,465.0,551.0,461.0,1308.0,14275,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,138.0,21.0,fabric,conda-forge/fabric,,4459668.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4457408.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,74588.0,3.0,,,,,,,,,,,,,,,,,,, +72,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-10-25 22:36:44.000,2023-08-29 10:07:13,6966.0,134.0,1225.0,343.0,242.0,39.0,445.0,13352,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,37,True,948.0,943.0,tink,,1097.0,200773.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,200333.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,425.0,,,,,,,,,,,,,, +73,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-10-25 21:07:27.000,2023-10-25 20:48:03,2656.0,117.0,620.0,114.0,2858.0,794.0,3122.0,9085,2023-09-28 12:40:40.000,0.24.1,84.0,121.0,37,True,1209.0,1176.0,modin,conda-forge/modin-core,196725.0,994037.0,https://pypi.org/project/modin,2023-09-28 12:34:58.000,33.0,980739.0,https://anaconda.org/conda-forge/modin-core,2023-09-28 15:54:18.068,274755.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +74,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-10-26 13:45:07.000,2023-10-25 11:20:12,2446.0,108.0,837.0,108.0,1429.0,358.0,1219.0,8938,2023-10-18 14:58:27.000,0.18.14,46.0,212.0,37,True,2009.0,1940.0,kedro,,,404326.0,https://pypi.org/project/kedro,2023-10-18 14:58:27.000,69.0,404326.0,,,,2.0,,,,,,,,,,,,,,,,,,, +75,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-10-26 12:58:52.000,2023-10-25 21:44:02,6441.0,142.0,1336.0,135.0,3991.0,491.0,4094.0,7707,2023-10-11 19:07:56.000,1.4.9,190.0,299.0,37,True,3531.0,3501.0,dbt,conda-forge/dbt,2808.0,117620.0,https://pypi.org/project/dbt,2023-10-25 20:22:08.000,30.0,114461.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,249290.0,2.0,,,,,,,,,,,,,,,,dbt,,, +76,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,,374.0,35.0,227.0,40.0,227.0,6538,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,592651.0,583568.0,python-dotenv,conda-forge/python-dotenv,,33531224.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9083.0,33459487.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2797749.0,2.0,,,,,,,,,,,,,,,,,,, +77,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682.0,134.0,389.0,174.0,455.0,6010,2023-07-20 15:43:30.598,0.3.6,46.0,145.0,37,True,120574.0,112449.0,watchdog,conda-forge/watchdog,,11902504.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8125.0,11838645.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2554391.0,2.0,,,,,,,,,,,,,,,,,,, +78,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-10-07 15:27:00.000,2023-10-04 06:58:22,4085.0,3.0,1225.0,139.0,1105.0,377.0,1322.0,4074,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25378.0,21785.0,mongoengine,conda-forge/mongoengine,,958176.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3593.0,951882.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,226619.0,2.0,,,,,,,,,,,,,,,,,,, +79,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-20 05:55:14.000,2023-09-18 06:34:29,1033.0,10.0,818.0,422.0,383.0,159.0,1153.0,3717,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,37,True,10601.0,9617.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3674864.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,984.0,3674747.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8232.0,2.0,,,,,,,,,,,,,,,,,,, +80,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-10-25 19:47:44.000,2023-10-25 16:13:01,2266.0,49.0,634.0,63.0,1421.0,29.0,974.0,3614,2023-10-24 13:19:55.000,3.4.1,142.0,138.0,37,True,1323.0,1262.0,awswrangler,conda-forge/awswrangler,211828.0,31343191.0,https://pypi.org/project/awswrangler,2023-10-24 13:09:58.000,61.0,31328399.0,https://anaconda.org/conda-forge/awswrangler,2023-10-25 15:01:54.519,425550.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +81,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-10-20 07:58:10.000,2023-10-20 07:58:10,1357.0,26.0,615.0,117.0,124.0,10.0,890.0,3352,2023-10-19 08:03:12.000,3.1.9,166.0,51.0,37,True,71701.0,67736.0,xlsxwriter,conda-forge/xlsxwriter,,14187030.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3965.0,14114121.0,https://anaconda.org/conda-forge/xlsxwriter,2023-10-10 21:33:23.840,2989294.0,3.0,,,,,,,,,,,,,,,,,,, +82,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-10-26 11:15:24.000,2023-10-26 11:15:24,6680.0,917.0,452.0,80.0,4991.0,108.0,2249.0,3203,2023-10-02 17:04:07.000,7.0.0,60.0,208.0,37,True,697.0,645.0,ibis-framework,conda-forge/ibis-framework,100.0,109779.0,https://pypi.org/project/ibis-framework,2023-10-22 00:04:11.000,52.0,102010.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,310609.0,2.0,,,,,,,,,,,,,,,,,,, +83,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-25 21:06:04.000,2023-10-25 20:31:08,725.0,26.0,143.0,43.0,112.0,20.0,151.0,1921,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,320022.0,317705.0,pyrsistent,conda-forge/pyrsistent,,36948359.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2317.0,36427730.0,https://anaconda.org/conda-forge/pyrsistent,2023-09-23 21:01:56.891,20304550.0,1.0,,,,,,,,,,,,,,,,,,, +84,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-10-23 17:58:28.000,2023-10-09 19:36:26,898.0,34.0,108.0,27.0,281.0,58.0,268.0,1413,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,37,True,187737.0,187229.0,anyio,conda-forge/anyio,,45939869.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,45674672.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,10873084.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +85,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278.0,38.0,240.0,198.0,198.0,1167,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,314655.0,297367.0,future,conda-forge/future,,33786610.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17288.0,33642736.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12517112.0,1.0,,,,,,,,,,,,,,,,,,, +86,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264.0,29.0,106.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2016674.0,1881014.0,six,conda-forge/six,,200367618.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135660.0,199819224.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,48807113.0,1.0,,,,,,,,,,,,,,-1.0,,,,, +87,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-10-25 20:41:35.000,2023-10-23 17:35:07,1703.0,25.0,258.0,53.0,1093.0,84.0,532.0,654,2023-10-03 15:16:10.000,3.12.0,149.0,134.0,37,True,24184.0,23055.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,32999705.0,https://pypi.org/project/google-cloud-bigquery,2023-10-03 15:16:10.000,1129.0,32929421.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-05 13:36:31.492,2741105.0,2.0,,,,,,,,,,,,,,,,,,, +88,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-10-08 11:01:26.000,2023-10-05 15:39:58,288.0,1.0,1407.0,377.0,164.0,144.0,175.0,25408,2022-12-12 20:38:05.885,0.5.0,10.0,60.0,36,True,27847.0,26002.0,fire,conda-forge/fire,,6857700.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1845.0,6847364.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,785542.0,2.0,,,,,,,,,,,,,,,,,,, +89,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-10-23 17:30:23.000,2023-10-23 17:30:23,6841.0,42.0,1752.0,230.0,3061.0,716.0,2745.0,12157,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10306.0,9991.0,pysimplegui,conda-forge/pysimplegui,,368883.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,366340.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,127195.0,2.0,,,,,,,,,,,,,,,,,,, +90,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-10-23 20:45:01.000,2023-10-22 22:51:27,393.0,4.0,965.0,212.0,183.0,156.0,293.0,11172,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,30759.0,29319.0,schedule,conda-forge/schedule,,1782412.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1440.0,1781067.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,44412.0,3.0,,,,,,,,,,,,,,,,,,, +91,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567.0,164.0,110.0,260.0,186.0,7851,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,115954.0,103526.0,docopt,conda-forge/docopt,,10908662.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12428.0,10886806.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1967103.0,2.0,,,,,,,,,,,,,,,,,,, +92,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,23.0,505.0,136.0,234.0,5.0,457.0,6726,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,36,True,15978.0,13342.0,sh,conda-forge/sh,,5981041.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2636.0,5975876.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,185944.0,2.0,,,,,,,,,,,,,,,,,,, +93,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-10-12 22:54:53.000,2023-10-12 22:51:03,612.0,29.0,175.0,32.0,84.0,2.0,349.0,4988,2023-10-12 22:51:37.000,3.9.9,116.0,22.0,36,True,62983.0,61861.0,orjson,conda-forge/orjson,,14784952.0,https://pypi.org/project/orjson,2023-10-12 22:54:53.000,1122.0,14761288.0,https://anaconda.org/conda-forge/orjson,2023-10-10 21:53:51.778,970236.0,2.0,,,,,,,,,,,,,,,,,,, +94,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-10-26 08:11:11.000,2023-10-03 10:10:50,1177.0,6.0,586.0,136.0,319.0,32.0,220.0,4288,2023-07-20 15:47:29.216,0.0.1,45.0,124.0,36,True,82628.0,81350.0,tablib,conda-forge/tablib,,1765415.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1278.0,1764302.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,92416.0,1.0,,,,,,,,,,,,,,,,,,, +95,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-25 18:32:01.000,2023-10-25 17:39:04,860.0,12.0,897.0,334.0,549.0,281.0,848.0,3446,2023-10-25 18:46:39.000,2.3.0,31.0,109.0,36,True,7928.0,7477.0,confluent-kafka,conda-forge/python-confluent-kafka,,9851397.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,451.0,9829487.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,788767.0,2.0,,,,,,,,,,,,,,2.0,,,,, +96,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190.0,35.0,51.0,25.0,158.0,3074,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,36,True,137279.0,135067.0,sortedcontainers,conda-forge/sortedcontainers,,28115853.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2212.0,27985455.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11344698.0,1.0,,,,,,,,,,,,,,,,,,, +97,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,15.0,238.0,51.0,266.0,12.0,332.0,3049,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,36,True,15324.0,14189.0,cerberus,conda-forge/cerberus,,5304270.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1135.0,5288241.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,352656.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +98,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-10-25 14:41:20.000,2023-10-13 16:49:02,504.0,50.0,571.0,125.0,221.0,57.0,964.0,2753,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,36,False,53373.0,51204.0,pyodbc,conda-forge/pyodbc,,24100632.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2169.0,24067976.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1175646.0,2.0,,,,,,,,,,,,,,,,,,, +99,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-10-25 13:40:25.000,2023-10-23 21:02:02,2655.0,25.0,474.0,121.0,551.0,297.0,1494.0,2720,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30365.0,29725.0,xlwings,conda-forge/xlwings,18930.0,149580.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,640.0,132657.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,678368.0,1.0,,,,,,,,,,,,,,,,,,, +100,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-09-13 02:16:47.000,2023-09-13 02:16:10,997.0,4.0,172.0,23.0,150.0,169.0,327.0,2012,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,126969.0,123041.0,dill,conda-forge/dill,291074.0,37736365.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3928.0,37597063.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5475097.0,2.0,,,,,,,,,,,,,,,,,,, +101,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-10-24 18:13:50.000,2023-10-10 08:48:43,9923.0,228.0,931.0,85.0,1769.0,74.0,123.0,1963,2023-08-10 08:07:04.000,3.8.0,71.0,473.0,36,True,861.0,,apache-libcloud,,,188381.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,188381.0,,,,2.0,,,,,,,,,,,,,,,,,,, +102,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-10-23 11:11:23.000,2023-10-18 05:21:23,1060.0,53.0,202.0,25.0,161.0,68.0,199.0,1768,2023-10-17 22:50:43.000,6.6.1,74.0,78.0,36,True,9208.0,8390.0,deepdiff,conda-forge/deepdiff,,10948717.0,https://pypi.org/project/deepdiff,2023-10-17 22:50:43.000,818.0,10939746.0,https://anaconda.org/conda-forge/deepdiff,2023-10-18 00:49:44.540,358866.0,1.0,,,,,,,,,,,,,,,,,,, +103,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313.0,31.0,327.0,183.0,237.0,1149,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,36,True,27564.0,25429.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4833053.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2135.0,4826877.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,525007.0,2.0,,,,,,,,,,,,,,,,,,, +104,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-10-26 11:52:24.000,2023-10-26 06:40:22,15277.0,297.0,6741.0,730.0,5649.0,1673.0,3637.0,17375,2023-10-06 00:09:41.000,1.21.0,15.0,601.0,35,True,14.0,,micropython-_markupbase,,67854.0,916.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +105,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-10-23 19:28:24.000,2023-08-01 09:36:09,471.0,14.0,489.0,69.0,280.0,208.0,167.0,12307,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,35,True,2354.0,21.0,typer,conda-forge/typer,,12728402.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12686114.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1776120.0,2.0,,,,,,,,,,,,,,,,,,, +106,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-10-26 10:18:42.000,2023-10-26 10:18:41,306.0,70.0,511.0,146.0,271.0,209.0,148.0,10959,2023-10-23 21:05:19.000,0.0.9,9.0,69.0,35,True,8012.0,7846.0,sqlmodel,conda-forge/sqlmodel,,544338.0,https://pypi.org/project/sqlmodel,2023-10-23 21:05:19.000,166.0,543522.0,https://anaconda.org/conda-forge/sqlmodel,2023-10-24 08:33:27.057,21240.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,, +107,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-10-06 16:46:25.000,2023-10-06 16:36:49,2431.0,5.0,1222.0,232.0,475.0,145.0,1002.0,7965,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11737.0,9781.0,supervisor,conda-forge/supervisor,,2313827.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,2306057.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,279741.0,3.0,,,,,,,,,,,,,,,,,,, +108,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-10-24 11:53:47.000,2023-10-24 11:53:47,826.0,28.0,362.0,70.0,267.0,230.0,292.0,5759,2020-07-24 18:17:05.000,2.1.2,54.0,95.0,35,True,24177.0,22941.0,pendulum,conda-forge/pendulum,253.0,15183849.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1236.0,15161843.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,858193.0,2.0,,,,,,,,,,,,,,,,,,, +109,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469.0,105.0,95.0,87.0,162.0,5258,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,64813.0,59197.0,xmltodict,conda-forge/xmltodict,,29631842.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5616.0,29591776.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3445710.0,2.0,,,,,,,,,,,,,,,,,,, +110,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251.0,83.0,350.0,118.0,142.0,4359,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,119495.0,116030.0,toolz,conda-forge/toolz,,19722912.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,19512124.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18549375.0,2.0,,,,,,,,,,,,,,,,,,, +111,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-10-17 17:45:44.000,2023-10-17 17:45:44,893.0,12.0,368.0,88.0,267.0,26.0,316.0,4148,2023-06-11 08:50:12.594,5.8.0,36.0,86.0,35,True,4446.0,,ujson,conda-forge/ujson,,8669469.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4446.0,8560241.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4369157.0,2.0,,,,,,,,,,,,,,,,,,, +112,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-10-17 10:35:44.311,2023-10-17 05:52:33,1606.0,23.0,418.0,88.0,111.0,8.0,165.0,3322,2023-10-17 06:06:12.000,8.13.23,232.0,29.0,35,True,1439.0,,phonenumbers,conda-forge/phonenumbers,,4857501.0,https://pypi.org/project/phonenumbers,2023-10-17 06:06:12.000,1439.0,4828712.0,https://anaconda.org/conda-forge/phonenumbers,2023-10-17 10:35:44.311,834890.0,1.0,,,,,,,,,,,,,,,,,,, +113,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232.0,45.0,142.0,110.0,138.0,3269,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,797623.0,776149.0,colorama,conda-forge/colorama,,120999435.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21474.0,120704123.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,26578137.0,2.0,,,,,,,,,,,,,,,,,,, +114,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584.0,96.0,178.0,30.0,310.0,2999,,,21.0,83.0,35,True,698790.0,681559.0,pycparser,conda-forge/pycparser,,114669713.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17231.0,114257250.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,35471854.0,2.0,,,,,,,,,,,,,,,,,,, +115,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-09-28 02:35:17.000,2023-08-17 19:25:44,249.0,28.0,144.0,36.0,65.0,49.0,64.0,2392,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,35,True,115771.0,113730.0,aiofiles,conda-forge/aiofiles,,23758701.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2041.0,23746403.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,885500.0,2.0,,,,,,,,,,,,,,-1.0,,,,, +116,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-10-06 12:48:17.070,2023-10-05 19:56:36,652.0,2.0,331.0,66.0,123.0,20.0,176.0,1596,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,134864.0,113914.0,simplejson,conda-forge/simplejson,6368.0,19114334.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20950.0,19042138.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,2957238.0,2.0,,,,,,,,,,,,,,,,,,, +117,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-10-17 08:43:56.000,2023-10-17 08:43:56,436.0,13.0,160.0,29.0,281.0,81.0,166.0,1464,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2917.0,,cloudpickle,conda-forge/cloudpickle,27.0,30765857.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2917.0,30381184.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15002248.0,2.0,,,,,,,,,,,,,,,,,,, +118,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-10-18 22:21:59.292,2023-08-20 21:14:53,1376.0,18.0,160.0,34.0,164.0,70.0,234.0,1161,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2422.0,,jsonpickle,conda-forge/jsonpickle,,9692651.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2422.0,9640873.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1553358.0,2.0,,,,,,,,,,,,,,,,,,, +119,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-10-25 14:16:27.000,2023-10-25 01:22:46,2143.0,123.0,428.0,17.0,1048.0,96.0,376.0,1051,2023-10-16 16:52:25.000,0.35,63.0,220.0,35,True,13746.0,13295.0,holidays,conda-forge/holidays,189.0,6263455.0,https://pypi.org/project/holidays,2023-10-16 17:02:35.000,451.0,6168501.0,https://anaconda.org/conda-forge/holidays,2023-10-16 19:36:45.206,3703191.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,, +120,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-10-20 17:10:24.000,2023-10-20 17:10:23,565.0,13.0,125.0,18.0,220.0,46.0,35.0,182,2023-09-26 21:26:08.000,0.7.0,35.0,37.0,35,True,252234.0,247877.0,s3transfer,conda-forge/s3transfer,,276502353.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4357.0,276027325.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,17101027.0,2.0,,,,,,,,,,,,,,,,,,, +121,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-10-24 22:57:20.000,2023-10-24 22:57:18,8383.0,422.0,531.0,83.0,2193.0,51.0,387.0,7023,2023-10-24 14:07:33.000,3.8.3,154.0,119.0,34,True,2490.0,2436.0,hub,,,3317.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3317.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +122,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-10-23 21:46:41.000,2023-10-23 21:46:40,1906.0,53.0,597.0,129.0,331.0,35.0,854.0,5610,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1821.0,1451.0,csvkit,conda-forge/csvkit,,182071.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,178611.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,100347.0,2.0,,,,,,,,,,,,,,,,,,, +123,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-10-24 21:44:31.000,2023-10-24 21:44:31,541.0,10.0,747.0,70.0,408.0,92.0,413.0,3579,2023-07-10 21:21:10.669,0.17.1,47.0,138.0,34,True,748.0,,prometheus_client,conda-forge/prometheus_client,,24863898.0,https://pypi.org/project/prometheus_client,2023-07-10 21:21:10.669,748.0,24515505.0,https://anaconda.org/conda-forge/prometheus_client,2023-07-10 23:43:43.209,14284143.0,2.0,,,,,,,,,,,,,,,,,,, +124,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233.0,87.0,78.0,313.0,332.0,3335,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4063.0,3700.0,pony,conda-forge/pony,75.0,135496.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,363.0,132723.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97061.0,2.0,,,,,,,,,,,,,,,,,,, +125,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-10-22 05:24:59.000,2023-10-19 20:56:06,721.0,17.0,296.0,34.0,499.0,105.0,367.0,3268,2023-09-13 18:34:47.000,3.2.3,85.0,114.0,34,True,7594.0,7319.0,dynaconf,conda-forge/dynaconf,,2195423.0,https://pypi.org/project/dynaconf,2023-09-13 18:34:06.000,275.0,2193747.0,https://anaconda.org/conda-forge/dynaconf,2023-09-25 10:33:38.814,60352.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +126,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-09-22 02:03:08.000,2023-09-05 13:59:07,1264.0,3.0,185.0,50.0,311.0,127.0,221.0,2686,2023-05-30 10:39:04.306,1.8.2,28.0,109.0,34,True,5604.0,5134.0,plumbum,conda-forge/plumbum,,2724388.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,470.0,2712335.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,988423.0,3.0,,,,,,,,,,,,,,,,,,, +127,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-10-24 09:20:40.000,2023-10-24 08:59:39,1426.0,60.0,195.0,47.0,1190.0,61.0,562.0,2529,2023-10-23 08:57:14.000,0.39.1,730.0,69.0,34,True,3117.0,3088.0,docarray,conda-forge/docarray,,131319.0,https://pypi.org/project/docarray,2023-10-24 09:20:40.000,29.0,125577.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,120593.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,, +128,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-10-12 11:03:42.000,2023-10-09 21:18:20,331.0,7.0,299.0,46.0,111.0,14.0,187.0,2422,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,51694.0,48397.0,python-magic,conda-forge/python-magic,,6136093.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3297.0,6129591.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,234079.0,2.0,,,,,,,,,,,,,,,,,,, +129,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-10-17 16:49:49.000,2023-10-17 16:49:49,1498.0,2.0,443.0,133.0,557.0,301.0,373.0,2362,2023-03-23 14:03:04.308,1.1.8,29.0,130.0,34,True,25712.0,24444.0,dateparser,conda-forge/dateparser,,3979037.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1268.0,3976805.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,180870.0,3.0,,,,,,,,,,,,,,,,,,, +130,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-24 10:06:05.674,2023-09-12 18:15:46,1072.0,2.0,439.0,55.0,288.0,11.0,317.0,2325,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,34,True,147947.0,140720.0,mysqlclient,conda-forge/mysqlclient,5271.0,4587070.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7227.0,4579204.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,304358.0,2.0,,,,,,,,,,,,,,,,,,, +131,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-10-20 18:45:21.000,2023-10-20 18:45:21,1746.0,12.0,204.0,89.0,226.0,,,2228,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,73793.0,72612.0,motor,conda-forge/motor,,1205518.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1181.0,1203800.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,61850.0,2.0,,,,,,,,,,,,,,,,,,, +132,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-10-18 14:06:54.606,2023-09-26 12:30:29,817.0,37.0,200.0,63.0,97.0,64.0,292.0,2039,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3181.0,,numexpr,conda-forge/numexpr,492.0,5794718.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3181.0,5611914.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7311925.0,2.0,,,,,,,,,,,,,,,,,,, +133,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-10-16 06:31:25.000,2023-10-16 06:31:25,740.0,5.0,115.0,35.0,210.0,53.0,192.0,1275,2023-09-16 20:40:25.000,3.1.2,118.0,68.0,34,True,49098.0,46908.0,argcomplete,conda-forge/argcomplete,313.0,20752506.0,https://pypi.org/project/argcomplete,2023-09-16 20:40:25.000,2190.0,20716898.0,https://anaconda.org/conda-forge/argcomplete,2023-09-17 07:52:21.297,1388605.0,2.0,,,,,,,,,,,,,,,,,,, +134,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-10-26 04:50:13.000,2023-10-25 21:04:25,1824.0,12.0,225.0,45.0,846.0,278.0,373.0,1238,2023-08-18 14:29:58.000,2.16.1,73.0,93.0,34,True,3251.0,2821.0,zarr,conda-forge/zarr,,513460.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,430.0,443411.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2731941.0,2.0,,,,,,,,,,,,,,,,,,, +135,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-10-23 17:00:53.000,2023-10-08 20:47:28,2036.0,9.0,141.0,18.0,161.0,60.0,435.0,1118,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,34,True,4185.0,,keyring,conda-forge/keyring,,39196677.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4185.0,39098172.0,https://anaconda.org/conda-forge/keyring,2023-09-29 15:42:13.438,3841731.0,3.0,,,,,,,,,,,,,,,,,,, +136,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-07-14 00:50:51.000,2023-02-12 00:08:39,785.0,,203.0,41.0,114.0,147.0,270.0,1108,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,31496.0,30800.0,py4j,conda-forge/py4j,,32572358.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,696.0,32519807.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4519418.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,, +137,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-10-19 22:19:53.000,2023-10-19 22:17:01,498.0,50.0,123.0,23.0,63.0,25.0,154.0,848,2023-10-19 22:19:53.000,2.11.1,32.0,27.0,34,True,17895.0,17564.0,anytree,conda-forge/anytree,,910620.0,https://pypi.org/project/anytree,2023-10-19 22:19:53.000,331.0,909786.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,35067.0,2.0,,,,,,,,,,,,,,,,,,, +138,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101.0,24.0,56.0,13.0,93.0,782,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,511716.0,487337.0,decorator,conda-forge/decorator,,54621668.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24379.0,54340700.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,24444286.0,2.0,,,,,,,,,,,,,,,,,,, +139,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-10-21 20:45:12.148,2023-10-21 17:54:00,1015.0,19.0,248.0,20.0,385.0,122.0,306.0,745,2023-10-21 17:55:06.000,2023.10.0,63.0,129.0,34,True,15822.0,15130.0,s3fs,conda-forge/s3fs,,130236105.0,https://pypi.org/project/s3fs,2023-10-21 17:55:06.000,692.0,130069717.0,https://anaconda.org/conda-forge/s3fs,2023-10-21 20:45:12.148,6322764.0,2.0,,,,,,,,,,,,,,,,,,, +140,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-10-20 02:47:06.000,2023-09-25 05:57:34,1119.0,11.0,287.0,32.0,802.0,7.0,512.0,692,2023-09-25 05:58:39.000,7.1.17,106.0,119.0,34,True,6012.0,5555.0,minio,conda-forge/minio,,1689160.0,https://pypi.org/project/minio,2023-09-25 05:57:29.000,457.0,1685252.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,148504.0,2.0,,,,,,,,,,,,,,,,,,, +141,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-10-25 20:58:41.000,2023-10-23 18:39:43,276.0,19.0,89.0,14.0,177.0,11.0,90.0,590,2023-09-13 16:01:02.000,3.12.4,63.0,39.0,34,True,339890.0,337113.0,filelock,conda-forge/filelock,,101901837.0,https://pypi.org/project/filelock,2023-09-13 16:01:02.000,2777.0,101521504.0,https://anaconda.org/conda-forge/filelock,2023-09-13 18:24:17.350,15593665.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,, +142,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-10-19 22:22:10.000,2023-10-05 11:06:03,329.0,41.0,51.0,15.0,54.0,14.0,26.0,342,2023-09-30 07:27:00.000,0.2.8,20.0,15.0,34,True,472425.0,458908.0,wcwidth,conda-forge/wcwidth,,50085201.0,https://pypi.org/project/wcwidth,2023-09-30 05:29:57.000,13517.0,49547307.0,https://anaconda.org/conda-forge/wcwidth,2023-10-02 14:03:05.516,21515762.0,2.0,,,,,,,,,,,,,,,,,,, +143,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-10-12 11:56:00.000,2023-10-12 11:55:59,808.0,18.0,131.0,23.0,92.0,53.0,137.0,299,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,111460.0,104387.0,asn1crypto,conda-forge/asn1crypto,,56630365.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7073.0,56521237.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8293790.0,3.0,,,,,,,,,,,,,,,,,,, +144,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,7.0,78.0,15.0,35.0,35.0,46.0,286,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,34,True,1780802.0,1697514.0,pytz,conda-forge/pytz,,163419622.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83288.0,162089026.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,46570886.0,3.0,,,,,,,,,,,,,,,,,,, +145,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-22 22:23:29.297,2023-10-22 17:41:43,315.0,15.0,58.0,7.0,75.0,1.0,81.0,175,2023-06-21 14:09:09.912,4.3.1,47.0,30.0,34,True,134393.0,130593.0,tzlocal,conda-forge/tzlocal,,57595670.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3800.0,57501587.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2446178.0,3.0,,,,,,,,,,,,,,,,,,, +146,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-10-13 11:44:59.000,2023-05-22 23:51:10,520.0,,2021.0,378.0,457.0,343.0,181.0,31836,2023-01-13 01:02:27.000,0.23.3,44.0,132.0,33,True,1246.0,1211.0,diagrams,conda-forge/diagrams,,102789.0,https://pypi.org/project/diagrams,2022-02-09 13:23:28.000,35.0,98586.0,https://anaconda.org/conda-forge/diagrams,2023-06-16 19:19:05.750,172362.0,2.0,,,,,,,,,,,,,,,,,,, +147,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-10-09 18:31:30.000,2023-10-09 18:16:28,2774.0,10.0,606.0,148.0,484.0,240.0,993.0,11282,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2347.0,2300.0,dearpygui,,,41913.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,41913.0,,,,2.0,,,,,,,,,,,,,,,,,,, +148,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-10-17 20:45:32.000,2023-07-24 18:53:19,697.0,,512.0,106.0,157.0,12.0,291.0,6186,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12665.0,11767.0,tinydb,conda-forge/tinydb,,496648.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,898.0,492638.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,352967.0,2.0,,,,,,,,,,,,,,,,,,, +149,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-09-28 11:06:40.000,2023-08-21 07:09:39,474.0,4.0,247.0,48.0,193.0,91.0,145.0,5343,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1540.0,,tenacity,conda-forge/tenacity,,35637879.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1540.0,35483001.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5575634.0,2.0,,,,,,,,,,,,,,,,,,, +150,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-10-20 12:51:38.000,2023-10-13 01:32:04,1189.0,7.0,333.0,41.0,483.0,486.0,500.0,3880,2023-08-11 03:44:09.000,0.20.0,151.0,123.0,33,True,6566.0,6473.0,tortoise-orm,conda-forge/tortoise-orm,13.0,98264.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,97703.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15717.0,3.0,,,,,,,,,,,,,,,,,,, +151,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,5.0,253.0,50.0,200.0,125.0,195.0,3559,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20693.0,20573.0,databases,conda-forge/databases,,397411.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,394016.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,190151.0,3.0,,,,,,,,,,,,,,,,,,, +152,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-10-25 21:59:55.078,2023-10-25 14:52:47,1132.0,40.0,243.0,64.0,88.0,23.0,272.0,3411,2023-10-25 15:29:54.000,1.15.0,24.0,44.0,33,True,1049.0,930.0,asciimatics,conda-forge/asciimatics,,107966.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,119.0,104008.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,142493.0,3.0,,,,,,,,,,,,,,,,,,, +153,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-10-05 05:44:08.000,2023-09-07 02:59:25,1023.0,11.0,365.0,50.0,377.0,82.0,310.0,2958,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,16864135.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,16808583.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2166542.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,,, +154,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-10-18 04:22:47.000,2023-10-16 15:26:04,1031.0,11.0,258.0,35.0,364.0,149.0,253.0,2180,2022-03-15 11:22:57.000,0.48.9,213.0,98.0,33,True,14992.0,14898.0,pypika,conda-forge/pypika,,2461315.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,94.0,2461124.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,4605.0,3.0,,,,,,,,,,,,,,,,,,, +155,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-23 12:04:37.819,2023-08-01 19:17:09,382.0,2.0,250.0,49.0,149.0,56.0,85.0,1984,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,33,True,39366.0,5.0,chardet,conda-forge/chardet,,55151500.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39358.0,54557730.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,21958943.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,286.0,,,,,,,,,,,,,, +156,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170.0,35.0,161.0,46.0,86.0,1944,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7013.0,,jmespath,conda-forge/jmespath,,129142688.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7013.0,128947692.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,16964683.0,3.0,,,,,,,,,,,,,,,,,,, +157,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-10-07 07:59:33.000,2023-10-07 07:02:37,717.0,4.0,218.0,43.0,69.0,47.0,137.0,1903,2023-02-27 01:57:13.529,1.15.0,53.0,27.0,33,True,11865.0,,wrapt,conda-forge/wrapt,,80424543.0,https://pypi.org/project/wrapt,2023-10-07 07:00:22.000,11865.0,80059065.0,https://anaconda.org/conda-forge/wrapt,2023-09-22 19:10:19.157,13157211.0,2.0,,,,,,,,,,,,,,,,,,, +158,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-10-25 01:31:27.619,2023-10-24 18:11:29,287.0,18.0,147.0,27.0,57.0,6.0,228.0,1802,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3470.0,,cachetools,conda-forge/cachetools,,102486003.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3470.0,102239836.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10092871.0,1.0,,,,,,,,,,,,,,,,,,, +159,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,7.0,264.0,25.0,116.0,10.0,147.0,1732,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,33,True,63114.0,61619.0,emoji,conda-forge/emoji,,2801024.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1495.0,2799392.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,62048.0,1.0,,,,,,,,,,,,,,,,,,, +160,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-10-16 19:52:24.000,2023-10-13 22:15:03,6029.0,5.0,553.0,79.0,1102.0,15.0,,1353,2023-06-06 15:21:12.274,3.28.0,75.0,195.0,33,True,6317.0,5615.0,cassandra-driver,conda-forge/cassandra-driver,,1450817.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1445924.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,185943.0,3.0,,,,,,,,,,,,,,,,,,, +161,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190.0,49.0,202.0,85.0,371.0,1163,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,33,True,3564.0,3479.0,petl,conda-forge/petl,,1379390.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,85.0,1374063.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,213080.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +162,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-10-25 19:02:12.000,2023-10-25 19:02:12,515.0,20.0,82.0,24.0,272.0,30.0,74.0,1143,2022-11-22 23:32:02.583,2.0.1,33.0,34.0,33,True,18686.0,18432.0,cleo,conda-forge/cleo,,15366567.0,https://pypi.org/project/cleo,2022-11-22 23:32:02.583,254.0,15357010.0,https://anaconda.org/conda-forge/cleo,2023-06-16 16:09:18.424,592577.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,,, +163,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-10-24 11:31:45.000,2023-10-24 11:31:45,698.0,38.0,125.0,22.0,275.0,41.0,127.0,1027,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10499.0,,pluggy,conda-forge/pluggy,,102065639.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10499.0,101424761.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23071615.0,2.0,,,,,,,,,,,,,,,,,,, +164,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-10-23 14:35:12.000,2023-10-20 07:05:51,343.0,24.0,141.0,15.0,159.0,17.0,135.0,841,2023-09-02 09:17:56.000,0.22.0,42.0,50.0,33,True,89774.0,87992.0,validators,conda-forge/validators,9.0,6293437.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1782.0,6280036.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,522635.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,, +165,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-10-26 12:45:00.000,2023-10-26 10:25:29,1488.0,25.0,195.0,98.0,731.0,4.0,229.0,833,2023-09-28 13:27:28.000,5.13.0,127.0,41.0,33,True,7508.0,7282.0,neo4j-driver,conda-forge/neo4j-python-driver,,141871.0,https://pypi.org/project/neo4j-driver,2023-09-28 13:25:30.000,226.0,137011.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-09-28 15:53:06.402,194438.0,3.0,,,,,,,,,,,,,,,,,,, +166,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98.0,33.0,104.0,58.0,67.0,234,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,431338.0,416267.0,pyasn1,conda-forge/pyasn1,,145426472.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15071.0,132079836.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13346636.0,3.0,,,,,,,,,,,,,,,,,,, +167,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-10-13 22:10:12.000,2023-05-06 17:25:38,1519.0,,346.0,145.0,194.0,67.0,102.0,6279,2023-02-20 06:30:03.674,23.0.0,51.0,85.0,32,True,5884.0,5453.0,boltons,conda-forge/boltons,25.0,2765748.0,https://pypi.org/project/boltons,2023-02-20 06:30:03.674,431.0,2725567.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3576165.0,2.0,,,,,,,,,,,,,,,,,,, +168,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-10-24 16:00:35.000,2023-09-20 06:18:21,1023.0,25.0,512.0,92.0,185.0,14.0,428.0,5076,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3459.0,3191.0,transitions,conda-forge/transitions,,476310.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,465604.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,556719.0,1.0,,,,,,,,,,,,,,,,,,, +169,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296.0,103.0,139.0,34.0,261.0,4649,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3916.0,3336.0,dataset,conda-forge/dataset,,156511.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,156277.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7281.0,3.0,,,,,,,,,,,,,,,,,,, +170,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349.0,283.0,1629.0,112.0,486.0,3303,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,332.0,318.0,koalas,conda-forge/koalas,1019.0,1466401.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1460389.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,317727.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +171,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-10-05 08:27:52.000,2022-12-19 03:14:24,1998.0,,246.0,48.0,197.0,171.0,356.0,3259,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2614.0,2512.0,dependency-injector,conda-forge/dependency_injector,,1094799.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1093472.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,33189.0,2.0,,,,,,,,,,,,,,,,,,, +172,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-10-26 13:17:03.000,2023-10-24 17:14:43,5982.0,169.0,333.0,39.0,1761.0,34.0,200.0,3198,2023-10-24 18:26:38.000,0.45.5,110.0,78.0,32,True,211.0,209.0,zenml,,1.0,12362.0,https://pypi.org/project/zenml,2023-10-24 18:26:38.000,2.0,12362.0,,,,2.0,,,,,,,,,,,,,,,,,,, +173,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388.0,196.0,944.0,264.0,501.0,3168,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9965.0,9147.0,blaze,conda-forge/blaze,,10885.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8154.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202157.0,2.0,,,,,,,,,,,,,,,,,,, +174,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-09-27 08:05:18.000,2023-09-27 08:05:17,404.0,4.0,197.0,58.0,150.0,95.0,73.0,2788,2021-12-01 20:51:57.000,0.7.5,25.0,63.0,32,True,8333.0,7418.0,schema,conda-forge/schema,,6835202.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,915.0,6832738.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,125707.0,2.0,,,,,,,,,,,,,,,,,,, +175,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-10-26 00:23:41.000,2023-10-23 18:21:48,603.0,29.0,220.0,17.0,582.0,264.0,417.0,2644,2023-09-30 04:00:26.000,0.17.2,77.0,103.0,32,True,1178.0,1095.0,pandera,conda-forge/pandera-core,,1238547.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1237735.0,https://anaconda.org/conda-forge/pandera-core,2023-10-02 17:38:59.227,29256.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +176,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-10-18 20:14:42.000,2023-04-17 23:37:12,196.0,,184.0,28.0,74.0,8.0,84.0,2554,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,115748.0,112376.0,python-decouple,conda-forge/python-decouple,12.0,1682481.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3372.0,1681499.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,71694.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +177,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,14.0,276.0,49.0,73.0,50.0,113.0,2157,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,1013.0,949.0,datasketch,,19.0,1482824.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1482824.0,,,,2.0,,,,,,,,,,,,,,,,,,, +178,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444.0,96.0,160.0,3.0,,2098,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,200513.0,191999.0,xlrd,conda-forge/xlrd,,20898822.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8514.0,20853745.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3561118.0,2.0,,,,,,,,,,,,,,,,,,, +179,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156.0,26.0,184.0,,80.0,1665,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,32,False,2034.0,,humanize,conda-forge/humanize,,5050432.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2034.0,5038466.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,478669.0,2.0,,,,,,,,,,,,,,,,,,, +180,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-10-24 03:26:23.000,2023-09-22 12:24:05,1051.0,3.0,88.0,17.0,573.0,92.0,438.0,1629,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,19613.0,19242.0,omegaconf,conda-forge/omegaconf,,4615618.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4589234.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1187296.0,2.0,,,,,,,,,,,,,,,,,,, +181,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-10-04 02:34:11.000,2023-10-04 02:34:11,683.0,2.0,223.0,60.0,399.0,133.0,607.0,1463,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5986.0,,typing,conda-forge/typing,,8515614.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5986.0,8483629.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2910680.0,2.0,,,,,,,,,,,,,,,,,,, +182,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,5.0,214.0,48.0,179.0,56.0,336.0,1453,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2217.0,2121.0,pygsheets,,,1330797.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,96.0,1330797.0,,,,3.0,,,,,,,,,,,,,,,,,,, +183,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-10-24 04:01:56.000,2023-10-24 04:01:48,536.0,35.0,144.0,28.0,536.0,5.0,116.0,1056,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,8084.0,,bcrypt,conda-forge/bcrypt,,43122721.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8084.0,43012523.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4187547.0,3.0,,,,,,,,,,,,,,,,,,, +184,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97.0,32.0,205.0,46.0,192.0,951,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,45167.0,43504.0,Bottleneck,conda-forge/bottleneck,,670325.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1663.0,565787.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3763392.0,2.0,,,,,,,,,,,,,,,,,,, +185,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-10-18 00:24:54.000,2023-08-16 09:51:45,583.0,2.0,106.0,12.0,114.0,22.0,101.0,453,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,32,True,356032.0,348903.0,rsa,conda-forge/rsa,,130649471.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7129.0,130501066.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12911287.0,3.0,,,,,,,,,,,,,,,,,,, +186,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-10-23 21:17:35.000,2023-10-23 21:11:41,366.0,7.0,119.0,59.0,364.0,55.0,286.0,390,2023-05-10 16:05:56.572,0.19.2,43.0,44.0,32,True,8533.0,8201.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7060005.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,332.0,7008386.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1858130.0,3.0,,,,,,,,,,,,,,,,,,, +187,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-10-24 13:50:09.282,2023-10-24 11:32:09,858.0,51.0,62.0,19.0,455.0,140.0,281.0,354,2023-10-24 13:42:38.000,2.0.0,84.0,34.0,32,True,8628.0,8478.0,param,conda-forge/param,,595430.0,https://pypi.org/project/param,2023-10-24 11:37:21.000,150.0,556705.0,https://anaconda.org/conda-forge/param,2023-10-24 13:50:09.282,1394122.0,2.0,,,,,,,,,,,,,,,,,,, +188,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565.0,131.0,189.0,176.0,341.0,5864,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6339.0,6253.0,eel,,,63725.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,63725.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,,, +189,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-10-22 12:50:33.000,2023-10-22 12:50:12,983.0,6.0,380.0,84.0,173.0,,600.0,4656,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1461.0,1286.0,huey,conda-forge/huey,,96039.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,175.0,95544.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32724.0,2.0,,,,,,,,,,,,,,,,,,, +190,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287.0,21.0,112.0,14.0,125.0,3383,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,22142.0,21739.0,gdown,conda-forge/gdown,,1355630.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,403.0,1350917.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,230950.0,2.0,,,,,,,,,,,,,,,,,,, +191,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-10-25 16:21:30.000,2023-10-25 16:21:29,1708.0,40.0,98.0,42.0,1303.0,66.0,353.0,2943,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,502.0,443.0,returns,conda-forge/returns,,146375.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,146119.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7435.0,3.0,,,,,,,,,,,,,,,,,,, +192,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608.0,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1472.0,1358.0,mrjob,conda-forge/mrjob,,97311.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,91215.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,518225.0,2.0,,,,,,,,,,,,,,,,,,, +193,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-10-26 06:48:21.000,2023-10-26 06:32:01,784.0,66.0,104.0,32.0,1017.0,21.0,382.0,2371,2023-10-24 20:47:17.000,1.3.11,297.0,23.0,31,True,200.0,195.0,whylogs,,43.0,109920.0,https://pypi.org/project/whylogs,2023-10-24 21:36:36.000,5.0,109918.0,,,,2.0,,,,,,,,,,,,,,,,,,, +194,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-10-25 19:04:53.000,2023-09-30 03:45:06,826.0,5.0,424.0,40.0,627.0,259.0,365.0,2291,2023-04-26 00:04:01.470,5.5.0,89.0,106.0,31,True,1714.0,1553.0,pynamodb,conda-forge/pynamodb,,1431776.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1424246.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,376501.0,3.0,,,,,,,,,,,,,,,,,,, +195,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176.0,44.0,218.0,104.0,273.0,1901,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,True,612.0,,fs,conda-forge/fs,,1920541.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,612.0,1911233.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,679496.0,3.0,,,,,,,,,,,,,,,,,,, +196,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,,208.0,39.0,241.0,42.0,201.0,1785,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15631.0,14264.0,voluptuous,conda-forge/voluptuous,,2525455.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1367.0,2521686.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,327979.0,3.0,,,,,,,,,,,,,,,,,,, +197,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-10-26 11:16:43.000,2023-10-24 14:16:33,1419.0,80.0,247.0,42.0,622.0,146.0,837.0,1670,2023-10-13 17:30:13.000,1.5.0,111.0,45.0,31,False,303.0,285.0,sdv,conda-forge/sdv,,49666.0,https://pypi.org/project/sdv,2023-10-13 17:28:52.000,18.0,49021.0,https://anaconda.org/conda-forge/sdv,2023-10-13 20:33:53.396,14206.0,2.0,,,,,,,,,,,,,,,,,,, +198,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511.0,101.0,402.0,167.0,379.0,1666,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8894.0,7635.0,influxdb,conda-forge/influxdb,,2364554.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1259.0,2361446.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,130543.0,3.0,,,,,,,,,,,,,,,,,,, +199,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-10-25 12:20:49.000,2023-10-22 13:24:05,1315.0,77.0,138.0,20.0,838.0,57.0,352.0,1308,2023-10-22 13:25:24.000,9.0.0,57.0,65.0,31,True,690.0,657.0,copier,,,186332.0,https://pypi.org/project/copier,2023-09-05 09:35:35.000,33.0,186332.0,,,,3.0,,,,,,,,,,,,,,,,,,, +200,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-10-25 10:12:11.000,2023-10-16 00:08:39,536.0,15.0,74.0,19.0,206.0,34.0,94.0,1254,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10529.0,10159.0,questionary,conda-forge/questionary,,1319534.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1317787.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,59419.0,3.0,,,,,,,,,,,,,,,,,,, +201,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-06-25 15:08:15.000,2023-05-14 21:12:56,446.0,,183.0,28.0,94.0,61.0,141.0,1136,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6431.0,6110.0,sshtunnel,conda-forge/sshtunnel,,5811731.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,321.0,5810246.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,126304.0,3.0,,,,,,,,,,,,,,,,,,, +202,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97.0,68.0,94.0,50.0,59.0,1002,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,273763.0,258633.0,appdirs,conda-forge/appdirs,,17929548.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15130.0,17822399.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9750566.0,3.0,,,,,,,,,,,,,,,,,,, +203,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-10-25 17:26:32.000,2023-10-10 14:12:37,1994.0,25.0,134.0,43.0,420.0,107.0,251.0,937,2023-05-29 19:24:00.928,0.7.0,28.0,86.0,31,True,1743.0,1624.0,intake,conda-forge/intake,,64383.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,55786.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,507269.0,2.0,,,,,,,,,,,,,,,,,,, +204,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-10-08 20:49:23.000,2023-10-08 20:49:22,962.0,21.0,100.0,23.0,93.0,26.0,83.0,869,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,31,True,1014.0,,inflect,conda-forge/inflect,,4907559.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1014.0,4898814.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,349838.0,2.0,,,,,,,,,,,,,,,,,,, +205,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,1.0,362.0,74.0,22.0,32.0,608.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8047.0,7723.0,cx-Oracle,conda-forge/cx_oracle,,2846177.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2833594.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,490737.0,3.0,,,,,,,,,,,,,,,,,,, +206,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-09-25 15:16:18.183,2023-09-18 06:02:37,307.0,10.0,32.0,11.0,76.0,3.0,26.0,392,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,35528.0,35231.0,srsly,conda-forge/srsly,,5614771.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5580952.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1352788.0,3.0,,,,,,,,,,,,,,,,,,, +207,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-10-24 23:36:18.000,2023-09-28 23:25:31,1160.0,7.0,84.0,17.0,757.0,22.0,121.0,358,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3284.0,,multidict,conda-forge/multidict,4470.0,71698367.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3284.0,71394242.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,10946674.0,2.0,,,,,,,,,,,,,,,,,,, +208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-10-25 16:01:16.000,2023-10-09 15:05:02,771.0,10.0,46.0,43.0,672.0,46.0,174.0,58,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3158.0,3146.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3611258.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3608167.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,98939.0,3.0,,,,,,,,,,,,,,,,,,, +209,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-22 20:36:45.978,2023-09-20 18:00:30,844.0,29.0,36.0,12.0,53.0,,237.0,53,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,31,False,1505.0,,importlib-resources,conda-forge/importlib_resources,,64815751.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1505.0,64407445.0,https://anaconda.org/conda-forge/importlib_resources,2023-09-22 20:36:45.978,16740559.0,2.0,,,,,,,,,,,,,,,,,,, +210,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,14.0,38.0,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,165088449.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,164180181.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,33605930.0,3.0,,,,,,,,,,,,,,,,,,, +211,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945.0,274.0,295.0,152.0,462.0,17906,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,903.0,823.0,gooey,conda-forge/gooey,520.0,5522.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,80.0,4155.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,71922.0,3.0,,,,,,,,,,,,,,,,,,, +212,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592.0,145.0,967.0,500.0,773.0,8042,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,633.0,602.0,vaex,conda-forge/vaex,280.0,46059.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,43960.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,176148.0,3.0,,,,,,,,,,,,,,,,,,, +213,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-10-08 05:01:21.000,2023-09-17 00:21:09,1869.0,1.0,598.0,127.0,1286.0,215.0,1080.0,7610,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,30,True,16486.0,16478.0,hydra,conda-forge/hydra-core,,29776.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,10860.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,832337.0,3.0,,,,,,,,,,,,,,,,,,, +214,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-10-26 00:32:46.000,2023-10-24 16:38:08,7400.0,435.0,612.0,84.0,1265.0,138.0,643.0,3644,2023-04-12 02:29:00.815,0.3.1,63.0,252.0,30,True,38.0,2.0,toga,,1752.0,2161.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1839.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,176.0,,,,,,,,,,,,,, +215,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,404.0,80.0,69.0,365.0,193.0,3519,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13644.0,13147.0,keyboard,conda-forge/keyboard,,203305.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,497.0,202473.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,23321.0,3.0,,,,,,,,,,,,,,,,,,, +216,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,25.0,658.0,141.0,453.0,143.0,399.0,2732,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,30,True,844.0,,pandas-datareader,conda-forge/pandas-datareader,,399501.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,844.0,395273.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,329842.0,3.0,,,,,,,,,,,,,,,,,,, +217,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290.0,63.0,305.0,107.0,238.0,2564,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1948.0,1561.0,schematics,conda-forge/schematics,,231305.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,230796.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25973.0,3.0,,,,,,,,,,,,,,,,,,, +218,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-10-18 01:22:15.000,2023-10-03 19:56:16,1032.0,4.0,314.0,70.0,401.0,109.0,367.0,1477,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,241.0,216.0,mleap,conda-forge/mleap,,289891.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,288021.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,76697.0,3.0,,,,,,,,,,,,,,,,,,, +219,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101.0,34.0,72.0,3.0,66.0,1392,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2895.0,,python-slugify,conda-forge/python-slugify,,12231955.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2895.0,12184948.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1833297.0,3.0,,,,,,,,,,,,,,,,,,, +220,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-10-23 09:00:17.000,2023-10-23 08:25:45,783.0,18.0,62.0,16.0,436.0,185.0,171.0,1351,2023-10-22 23:01:49.000,0.11.0,32.0,25.0,30,True,2470.0,2455.0,prisma,,,66813.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,66813.0,,,,3.0,,,,,,,,,,,,,,,,,,, +221,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-10-14 17:08:42.000,2023-10-14 17:08:20,638.0,15.0,59.0,16.0,230.0,5.0,54.0,1345,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,19342.0,18834.0,bidict,conda-forge/bidict,,1686457.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,508.0,1682215.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,360583.0,2.0,,,,,,,,,,,,,,,,,,, +222,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323.0,52.0,211.0,32.0,265.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,30,False,1979.0,1761.0,redis-py-cluster,,3925.0,1814079.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1814042.0,,,,3.0,,,,,,,,,,,,,,,,,,, +223,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-10-25 18:44:48.000,2023-10-18 18:32:04,602.0,17.0,135.0,21.0,494.0,39.0,251.0,930,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2073.0,1947.0,aiocache,,9.0,370529.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,126.0,370529.0,,,,2.0,,,,,,,,,,,,,,,,,,, +224,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256.0,18.0,212.0,31.0,302.0,862,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,4921.0,4620.0,fastcore,conda-forge/fastcore,,597646.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,301.0,594884.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,60768.0,3.0,,,,,,,,,,,,,,,,,,, +225,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46.0,17.0,75.0,1.0,86.0,798,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,24925.0,23663.0,natsort,conda-forge/natsort,,3943774.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1262.0,3902188.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1455526.0,3.0,,,,,,,,,,,,,,,,,,, +226,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-10-25 14:39:11.000,2020-10-21 17:48:31,219.0,,77.0,15.0,264.0,46.0,25.0,675,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,44104.0,42018.0,cached-property,conda-forge/cached-property,,12469577.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2086.0,12378687.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7180332.0,2.0,,,,,,,,,,,,,,,,,,, +227,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-10-23 21:09:36.000,2023-10-23 21:09:35,552.0,37.0,358.0,36.0,285.0,27.0,125.0,652,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4455.0,3175.0,pysolr,conda-forge/pysolr,,319437.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1280.0,319166.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21715.0,3.0,,,,,,,,,,,,,,,,,,, +228,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66.0,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17175.0,14989.0,scandir,conda-forge/scandir,,3581247.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2186.0,3543602.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1355240.0,3.0,,,,,,,,,,,,,,,,,,, +229,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,51.0,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,53851.0,51602.0,isodate,conda-forge/isodate,,75331978.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2249.0,75281348.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4607354.0,3.0,,,,,,,,,,,,,,,,,,, +230,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-10-06 07:31:37.000,2023-04-04 13:18:36,954.0,,4527.0,639.0,749.0,198.0,100.0,23049,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,110.0,94.0,algorithms,conda-forge/algorithms,,6675.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6616.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1791.0,3.0,,,,,,,,,,,,,,,,,,, +231,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578.0,188.0,90.0,64.0,82.0,7014,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1268.0,1089.0,records,conda-forge/records,,274217.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,179.0,273901.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24682.0,3.0,,,,,,,,,,,,,,,,,,, +232,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552.0,142.0,293.0,282.0,242.0,6619,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1700.0,1670.0,faust,,,18519.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,18519.0,,,,3.0,,,,,,,,,,,,,,,,,,, +233,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-10-18 23:24:05.000,2023-10-18 23:24:04,2686.0,1.0,847.0,170.0,741.0,21.0,961.0,5586,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,29,True,393.0,381.0,snorkel,conda-forge/snorkel,1047.0,29072.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,28160.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,45921.0,3.0,,,,,,,,,,,,,,,,,,, +234,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078.0,222.0,90.0,231.0,43.0,5103,,,26.0,28.0,29,False,8183.0,7372.0,pdfminer,conda-forge/pdfminer,,200645.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,811.0,200241.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,34780.0,3.0,,,,,,,,,,,,,,,,,,, +235,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,12.0,218.0,28.0,283.0,99.0,753.0,3227,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,29,True,118.0,112.0,ploomber,conda-forge/ploomber,,7339.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,4569.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,77574.0,3.0,,,,,,,,,,,,,,,,,,, +236,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141.0,74.0,52.0,9.0,71.0,3152,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9582.0,8952.0,funcy,conda-forge/funcy,,1553424.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,630.0,1548583.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,392164.0,3.0,,,,,,,,,,,,,,,,,,, +237,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148.0,49.0,472.0,58.0,262.0,2606,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,29,False,2322.0,2277.0,gino,,,62463.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,62463.0,,,,3.0,,,,,,,,,,,,,,,,,,, +238,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-10-21 20:45:22.000,2023-10-21 18:10:36,3849.0,13.0,316.0,36.0,328.0,139.0,537.0,2419,2023-10-09 19:54:22.000,2.8,210.0,98.0,29,True,96.0,85.0,pyinfra,,,34752.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,11.0,34752.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +239,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132.0,56.0,73.0,15.0,64.0,2393,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7460.0,7066.0,addict,conda-forge/addict,20.0,2414134.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,394.0,2409295.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,421059.0,2.0,,,,,,,,,,,,,,,,,,, +240,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-10-25 15:06:33.000,2023-06-20 15:54:36,2284.0,,176.0,39.0,371.0,30.0,263.0,1884,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,235007.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,229791.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,177366.0,3.0,,,,,,,,,,,,,,,,,,, +241,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-10-22 15:47:12.000,2023-05-31 15:44:58,2242.0,,152.0,94.0,1932.0,163.0,1335.0,1755,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2180.0,80128.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,79427.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22876.0,3.0,,,,,,,,,,,,,,,,,,, +242,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134.0,32.0,80.0,34.0,54.0,1406,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10739.0,9230.0,blessings,conda-forge/blessings,,891488.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1509.0,884535.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,278137.0,3.0,,,,,,,,,,,,,,,,,,, +243,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-10-23 17:04:33.000,2023-10-17 12:05:26,801.0,24.0,43.0,14.0,236.0,11.0,85.0,1174,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1548.0,1514.0,python-benedict,conda-forge/python-benedict,,711035.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,706937.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,143436.0,2.0,,,,,,,,,,,,,,,,,,, +244,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-10-20 03:48:16.000,2023-10-20 03:37:55,1719.0,10.0,76.0,15.0,417.0,106.0,238.0,1131,2023-10-20 03:48:16.000,1.0.0,245.0,42.0,29,True,304.0,294.0,piccolo,,,21020.0,https://pypi.org/project/piccolo,2023-10-20 03:48:16.000,10.0,21020.0,,,,3.0,,,,,,,,,,,,,,,,,,, +245,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-10-08 20:51:36.000,2023-10-08 20:51:35,1216.0,10.0,141.0,39.0,83.0,4.0,130.0,1065,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,144.0,,path,conda-forge/path,,1698311.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,144.0,1686963.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,465279.0,3.0,,,,,,,,,,,,,,,,,,, +246,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-10-26 12:55:18.000,2023-10-26 12:42:19,180.0,13.0,130.0,27.0,44.0,9.0,70.0,878,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,424.0,,email-validator,conda-forge/email-validator,,8238061.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,424.0,8234818.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,126515.0,3.0,,,,,,,,,,,,,,3.0,,,,, +247,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114.0,16.0,93.0,66.0,127.0,668,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,14922.0,13446.0,configargparse,conda-forge/configargparse,,3635710.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1476.0,3612749.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,734772.0,3.0,,,,,,,,,,,,,,,,,,, +248,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-10-07 09:55:12.348,2023-10-07 08:32:02,710.0,16.0,44.0,11.0,83.0,14.0,94.0,486,2020-11-16 12:53:09.000,0.9.4,60.0,22.0,29,True,4870.0,4598.0,python-rapidjson,conda-forge/python-rapidjson,,1608600.0,https://pypi.org/project/python-rapidjson,2023-10-07 08:32:10.000,272.0,1571832.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-07 09:55:12.348,1323649.0,3.0,,,,,,,,,,,,,,,,,,, +249,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-10-22 09:06:38.000,2023-10-09 16:19:55,1158.0,2.0,587.0,175.0,462.0,94.0,476.0,3002,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,28,False,265.0,232.0,arctic,conda-forge/arctic,209.0,4876.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,4309.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,29983.0,3.0,,,,,,,,,,,,,,,,,,, +250,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410.0,96.0,110.0,31.0,127.0,2755,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6641.0,6484.0,sklearn-pandas,conda-forge/sklearn-pandas,,211123.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,209229.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,66293.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,2.0,117.0,23.0,111.0,50.0,42.0,1912,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7128.0,7039.0,gin-config,conda-forge/gin-config,,209409.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,208877.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,21830.0,3.0,,,,,,,,,,,,,,,,,,, +252,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-10-25 18:10:56.000,2023-10-25 18:10:56,1006.0,5.0,59.0,22.0,102.0,113.0,71.0,1740,2023-03-31 01:43:06.594,23.3.0,24.0,20.0,28,True,1333.0,1226.0,glom,conda-forge/glom,,1284081.0,https://pypi.org/project/glom,2023-03-31 01:43:06.594,107.0,1283528.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,27130.0,3.0,,,,,,,,,,,,,,,,,,, +253,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,128.0,31.0,74.0,35.0,69.0,1073,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,4094.0,3869.0,sqlitedict,conda-forge/sqlitedict,,331961.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,225.0,329487.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,91549.0,3.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +254,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119.0,21.0,62.0,25.0,104.0,841,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2365.0,2244.0,pyahocorasick,conda-forge/pyahocorasick,,636097.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,121.0,630448.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,203369.0,3.0,,,,,,,,,,,,,,,,,,, +255,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105.0,26.0,126.0,66.0,96.0,680,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10281.0,9043.0,parsedatetime,conda-forge/parsedatetime,,7671329.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,7669256.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,176277.0,3.0,,,,,,,,,,,,,,,,,,, +256,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,4.0,134.0,13.0,94.0,22.0,172.0,474,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7175.0,4791.0,pylibmc,conda-forge/pylibmc,369.0,194686.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,188701.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,214545.0,3.0,,,,,,,,,,,,,,,,,,, +257,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-10-26 03:24:55.000,2023-09-22 21:49:56,6463.0,262.0,30.0,10.0,257.0,42.0,549.0,353,2023-09-22 23:29:29.000,1.6.5,190.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9470.0,https://pypi.org/project/static-frame,2023-09-22 23:28:31.000,2.0,2027.0,https://anaconda.org/conda-forge/static-frame,2023-09-22 23:45:21.226,305192.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,, +258,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,71.0,18.0,88.0,71.0,96.0,300,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,34467.0,31068.0,configobj,conda-forge/configobj,269.0,2544381.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3399.0,2532683.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,736878.0,3.0,,,,,,,,,,,,,,,,,,, +259,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45.0,29.0,53.0,9.0,35.0,196,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,10920.0,10527.0,ordered-set,conda-forge/ordered-set,,10096213.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,393.0,10091512.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,423165.0,3.0,,,,,,,,,,,,,,,,,,, +260,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,28.0,6.0,47.0,6.0,36.0,74,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62277.0,57955.0,pathlib2,conda-forge/pathlib2,,6770043.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4322.0,6695811.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2598120.0,3.0,,,,,,,,,,,,,,,,,,, +261,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744.0,149.0,298.0,119.0,175.0,6120,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,113.0,109.0,powerline-shell,,,1592.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1592.0,,,,3.0,,,,,,,,,,,,,,,,,,, +262,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-10-17 11:08:31.000,2022-03-10 10:33:50,585.0,,522.0,84.0,254.0,103.0,129.0,3637,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,128.0,,textract,conda-forge/textract,,110733.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,128.0,110473.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22116.0,3.0,,,,,,,,,,,,,,,,,,, +263,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,192.0,30.0,52.0,75.0,127.0,3276,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,34.0,,pandarallel,conda-forge/pandarallel,,470294.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,468687.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,45023.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +264,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-10-12 13:30:57.000,2023-10-12 13:30:56,291.0,7.0,263.0,30.0,138.0,102.0,119.0,2711,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,27,True,82.0,80.0,img2dataset,,1406.0,55223.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,55169.0,,,,3.0,,,,,,,,,,,,,,,,,,, +265,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,3.0,101.0,31.0,82.0,15.0,127.0,2361,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1156.0,1115.0,swifter,conda-forge/swifter,,365506.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,358792.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,268561.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +266,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,8.0,130.0,49.0,61.0,14.0,123.0,2250,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,27,True,719.0,697.0,pyfunctional,,,337393.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,337393.0,,,,3.0,,,,,,,,,,,,,,,,,,, +267,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-10-25 23:43:10.000,2023-08-31 05:38:01,5626.0,8.0,507.0,108.0,933.0,590.0,944.0,2067,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,130.0,27,False,76.0,,wx,conda-forge/wxpython,3490.0,20219.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,726020.0,3.0,,,,,,,,,,,,,,,,,,, +268,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157.0,30.0,48.0,51.0,13.0,1894,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2246.0,,retrying,conda-forge/retrying,,9874179.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2246.0,9856026.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1543011.0,3.0,,,,,,,,,,,,,,,,,,, +269,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484.0,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,5608.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5608.0,,,,3.0,,,,,,,,,,,,,,,,,,, +270,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58.0,26.0,40.0,85.0,73.0,1332,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2189.0,1930.0,strictyaml,conda-forge/strictyaml,,907244.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,259.0,904046.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,211113.0,3.0,,,,,,,,,,,,,,,,,,, +271,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175.0,49.0,33.0,59.0,25.0,1272,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2508.0,2422.0,pandasql,conda-forge/pandasql,,1673559.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,86.0,1658531.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,420790.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +272,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,8.0,54.0,22.0,70.0,9.0,37.0,1076,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6289.0,6169.0,immutables,conda-forge/immutables,,758723.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,735576.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,949049.0,3.0,,,,,,,,,,,,,,,,,,, +273,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82.0,25.0,51.0,6.0,39.0,714,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,852.0,,munch,conda-forge/munch,,2493434.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,852.0,1737526.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3779540.0,3.0,,,,,,,,,,,,,,,,,,, +274,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160.0,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,27,False,1026.0,794.0,happybase,conda-forge/happybase,,69696.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,67879.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,159901.0,3.0,,,,,,,,,,,,,,,,,,, +275,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53.0,12.0,49.0,8.0,116.0,574,,,8.0,12.0,27,False,59662.0,57379.0,dataclasses,conda-forge/dataclasses,,13289313.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,13115066.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11326097.0,3.0,,,,,,,,,,,,,,,,,,, +276,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,135.0,25.0,106.0,66.0,59.0,513,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6235.0,4884.0,beaker,conda-forge/beaker,,297884.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,296972.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72060.0,3.0,,,,,,,,,,,,,,,,,,, +277,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-10-02 19:27:37.000,2023-03-12 06:38:57,620.0,,91.0,15.0,26.0,,67.0,471,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3473.0,3207.0,pyscreenshot,,,507676.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,266.0,507676.0,,,,3.0,,,,,,,,,,,,,,,,,,, +278,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44.0,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1244.0,1171.0,tabulator,conda-forge/tabulator-py,,180517.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,179805.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54116.0,3.0,,,,,,,,,,,,,,,,,,, +279,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51.0,11.0,28.0,7.0,67.0,228,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,True,46695.0,38707.0,futures,conda-forge/futures,,8482566.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7988.0,8467903.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1261071.0,3.0,,,,,,,,,,,,,,,,,,, +280,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,6.0,62.0,19.0,45.0,20.0,17.0,193,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13057.0,,ptyprocess,conda-forge/ptyprocess,,39577448.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13057.0,39406502.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15385167.0,3.0,,,,,,,,,,,,,,,,,,, +281,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-09-25 07:27:17.870,2023-09-25 06:00:50,126.0,1.0,21.0,9.0,56.0,4.0,7.0,165,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,31596.0,31516.0,catalogue,conda-forge/catalogue,,5270366.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5240203.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1176378.0,3.0,,,,,,,,,,,,,,,,,,, +282,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55.0,104.0,266.0,,247.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2463.0,2173.0,cloudant,conda-forge/cloudant,,119343.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,290.0,118059.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109148.0,3.0,,,,,,,,,,,,,,,,,,, +283,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260.0,144.0,290.0,89.0,359.0,3162,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1647.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,468.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102591.0,3.0,,,,,,,,,,,,,,,,,,, +284,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-07-25 20:56:30.000,2023-05-20 15:36:34,375.0,,140.0,31.0,224.0,64.0,140.0,1709,2022-12-02 13:23:00.600,0.25.0,59.0,54.0,26,True,478.0,459.0,arq,conda-forge/arq,,74184.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,73887.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8933.0,3.0,,,,,,,,,,,,,,,,,,, +285,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221.0,104.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,26,False,87.0,60.0,streamparse,,,5275.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5275.0,,,,3.0,,,,,,,,,,,,,,,,,,, +286,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142.0,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2456.0,1948.0,bcolz,conda-forge/bcolz,,10741.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,6492.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,339985.0,3.0,,,,,,,,,,,,,,,,,,, +287,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80.0,14.0,131.0,37.0,99.0,892,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,26,True,252.0,,mss,conda-forge/python-mss,,647199.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,252.0,646354.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,33815.0,3.0,,,,,,,,,,,,,,,,,,, +288,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-10-25 04:39:34.000,2023-10-25 04:39:33,696.0,23.0,44.0,21.0,535.0,8.0,33.0,743,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,114.0,,janus,conda-forge/janus,,372869.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,114.0,372577.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,15189.0,3.0,,,,,,,,,,,,,,,,,,, +289,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-10-24 11:33:15.000,2023-10-24 11:32:59,9944.0,31.0,43.0,14.0,10.0,6.0,8.0,486,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,74439.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,74439.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,, +290,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28.0,11.0,51.0,21.0,35.0,309,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,22607452.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,22576859.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1652048.0,3.0,,,,,,,,,,,,,,,,,,, +291,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37.0,9.0,28.0,28.0,30.0,246,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2784.0,,send2trash,conda-forge/send2trash,,12771169.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2784.0,12594634.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12180936.0,3.0,,,,,,,,,,,,,,,,,,, +292,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-10-24 21:49:51.000,2023-10-02 06:28:26,631.0,28.0,378.0,46.0,158.0,187.0,108.0,2356,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5264.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5264.0,,,,3.0,,,,,,,,,,,,,,,,,,, +293,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,2.0,104.0,36.0,101.0,18.0,141.0,2281,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,352.0,,python-box,conda-forge/python-box,39.0,1877094.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,352.0,1864788.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,479961.0,3.0,,,,,,,,,,,,,,,,,,, +294,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,140.0,59.0,248.0,95.0,108.0,1562,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,9789.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,9789.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +295,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-09-11 13:06:57.000,2023-09-11 13:06:49,2703.0,2.0,132.0,50.0,298.0,46.0,193.0,1488,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,25,False,303.0,220.0,enaml,conda-forge/enaml,709.0,4254.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,2037.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,156836.0,3.0,,,,,,,,,,,,,,,,,,, +296,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218.0,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,490.0,301.0,fabtools,,,2144.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2144.0,,,,3.0,,,,,,,,,,,,,,,,,,, +297,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,143.0,45.0,53.0,20.0,19.0,1176,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,354.0,,singer-python,,,883965.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,354.0,883965.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-10-24 05:17:12.000,2023-10-22 10:06:45,125.0,12.0,43.0,16.0,86.0,6.0,4.0,1170,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2770.0,2753.0,asyncer,conda-forge/asyncer,,82380.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,82108.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5731.0,3.0,,,,,,,,,,,,,,,,,,, +299,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147.0,40.0,126.0,28.0,202.0,1148,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,260.0,226.0,parallel-ssh,,376.0,108047.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,108044.0,,,,3.0,,,,,,,,,,,,,,,,,,, +300,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-10-24 01:59:20.000,2023-07-10 14:03:05,1386.0,,48.0,17.0,136.0,3.0,13.0,692,2023-07-10 21:08:01.384,1.3.3,71.0,4.0,25,True,3158.0,3097.0,ubelt,conda-forge/ubelt,,20543.0,https://pypi.org/project/ubelt,2023-07-10 21:08:01.384,61.0,17985.0,https://anaconda.org/conda-forge/ubelt,2023-09-26 04:44:18.571,63969.0,3.0,,,,,,,,,,,,,,,,,,, +301,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-10-11 22:26:36.000,2023-09-03 01:02:24,284.0,1.0,50.0,10.0,29.0,14.0,77.0,604,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1208.0,1184.0,pysimdjson,conda-forge/pysimdjson,,544939.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,542757.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,78565.0,3.0,,,,,,,,,,,,,,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64.0,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,False,16502.0,16486.0,umongo,conda-forge/umongo,,30023.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,29799.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5612.0,3.0,,,,,,,,,,,,,,,,,,, +303,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136.0,53.0,60.0,,90.0,307,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,203.0,181.0,pyhdb,,98.0,555469.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,555468.0,,,,3.0,,,,,,,,,,,,,,,,,,, +304,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19.0,4.0,113.0,50.0,42.0,91,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5849.0,4515.0,clint,conda-forge/clint,114.0,107918.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1334.0,107293.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55699.0,3.0,,,,,,,,,,,,,,,,,,, +305,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0.0,,,288.0,1798.0,62,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8193.0,,openpyxl,openpyxl,,58711851.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8163.0,58709752.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,198305.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1223.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +306,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13.0,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,74594.0,71879.0,contextlib2,conda-forge/contextlib2,,12783417.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2715.0,12770758.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1164683.0,3.0,,,,,,,,,,,,,,,,,,, +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,173.0,86.0,81.0,22.0,82.0,3948,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,3510.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3510.0,,,,3.0,,,,,,,,,,,,,,,,,,, +308,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-10-16 14:09:20.000,2023-05-19 04:32:00,6411.0,,226.0,39.0,1040.0,7.0,209.0,1410,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,,,optimuspyspark,,,7332.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,7332.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +309,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-10-16 10:34:13.000,2023-09-05 13:24:26,323.0,4.0,77.0,44.0,236.0,42.0,40.0,1314,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,38.0,28.0,tasktiger,,,3088.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,3088.0,,,,3.0,,,,,,,,,,,,,,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146.0,43.0,10.0,2.0,12.0,1069,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2233.0,2063.0,pluginbase,conda-forge/pluginbase,,677065.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,672689.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,301964.0,3.0,,,,,,,,,,,,,,,,,,, +311,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138.0,10.0,22.0,29.0,19.0,664,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3128.0,2897.0,ratelimit,conda-forge/ratelimit,,4153221.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,231.0,4152844.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,12454.0,3.0,,,,,,,,,,,,,,,,,,, +312,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70.0,22.0,66.0,11.0,99.0,471,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,700.0,609.0,hickle,conda-forge/hickle,,31948.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,31535.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23580.0,3.0,,,,,,,,,,,,,,,,,,, +313,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,106.0,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,414.0,290.0,messytables,,,23641.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,23641.0,,,,3.0,,,,,,,,,,,,,,,,,,, +314,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57.0,19.0,14.0,16.0,24.0,261,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,888.0,801.0,deepdish,conda-forge/deepdish,,12895.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,11806.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,90424.0,3.0,,,,,,,,,,,,,,,,,,, +315,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-08-06 08:30:27.000,2023-05-28 07:57:36,3381.0,,32.0,16.0,81.0,23.0,4.0,243,2022-09-07 10:31:33.181,0.90.10,541.0,66.0,24,True,58.0,35.0,dbnd,,,172331.0,https://pypi.org/project/dbnd,2022-07-06 14:34:12.000,23.0,172331.0,,,,3.0,,,,,,,,,,,,,,,,,,, +316,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40.0,8.0,39.0,8.0,37.0,147,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,968.0,921.0,filedepot,,,17458.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,17458.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-10-05 23:34:18.000,2023-10-05 23:32:30,363.0,9.0,30.0,7.0,130.0,2.0,79.0,142,2023-03-21 14:01:01.054,3.2.0,19.0,7.0,24,True,1017.0,972.0,everett,conda-forge/everett,,120978.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,119967.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,50568.0,3.0,,,,,,,,,,,,,,,,,,, +318,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25.0,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8019.0,,entrypoints,conda-forge/entrypoints,,13711868.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8019.0,13519559.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17307831.0,3.0,,,,,,,,,,,,,,,,,,, +319,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657.0,393.0,276.0,81.0,80.0,10563,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,21.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,21.0,,,,2.0,,,,,,,,,,,,,,,,,,, +320,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142.0,40.0,22.0,20.0,11.0,1550,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,193.0,169.0,commonregex,,,122942.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,24.0,122942.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90.0,42.0,42.0,21.0,47.0,1479,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,122.0,111.0,pypeln,conda-forge/pypeln,,29993.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,29623.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14453.0,3.0,,,,,,,,,,,,,,,,,,, +322,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95.0,33.0,24.0,27.0,10.0,1342,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,182.0,161.0,pinject,conda-forge/pinject,,79551.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,79368.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4597.0,3.0,,,,,,,,,,,,,,,,,,, +323,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,,54.0,7.0,58.0,15.0,51.0,467,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,446.0,419.0,cachier,,,27814.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,27814.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,, +324,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-10-23 17:38:07.000,2023-06-01 18:46:39,628.0,,14.0,8.0,32.0,15.0,14.0,136,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,240.0,206.0,docopt-ng,,,106296.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,34.0,106296.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26.0,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2786.0,2590.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,127884.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,127511.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26872.0,3.0,,,,,,,,,,,,,,,,,,, +326,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126.0,66.0,19.0,23.0,15.0,3497,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,422.0,389.0,pampy,,,31732.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,31732.0,,,,3.0,,,,,,,,,,,,,,,,,,, +327,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164.0,99.0,31.0,18.0,58.0,3237,,,4.0,19.0,22,False,600.0,570.0,macropy3,,,171.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,171.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-10-17 20:28:16.809,2023-10-16 21:11:44,82.0,3.0,128.0,33.0,11.0,8.0,160.0,3156,2023-10-16 21:15:05.000,2.1.18,63.0,1.0,22,False,191.0,191.0,ptext-joris-schellekens,conda-forge/borb,,1695.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,1.0,https://anaconda.org/conda-forge/borb,2023-10-17 20:28:16.809,44055.0,3.0,,,,,,,,,,,,,,,,,,, +329,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89.0,38.0,214.0,46.0,56.0,2452,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21497.0,741.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +330,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84.0,45.0,34.0,18.0,11.0,1777,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,202.0,171.0,bashplotlib,,,3053.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3053.0,,,,3.0,,,,,,,,,,,,,,,,,,, +331,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122.0,13.0,32.0,31.0,42.0,812,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1369.0,1270.0,pickledb,,,19061.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,19061.0,,,,3.0,,,,,,,,,,,,,,,,,,, +332,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-10-17 14:48:36.000,2023-09-15 17:44:05,113.0,6.0,33.0,11.0,57.0,15.0,15.0,722,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,222.0,211.0,dirty-equals,conda-forge/dirty-equals,,42785.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,40778.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,38140.0,3.0,,,,,,,,,,,,,,,,,,, +333,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-10-21 20:06:15.000,2023-09-22 03:08:36,714.0,6.0,26.0,15.0,178.0,16.0,121.0,542,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,3493.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2908.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12285.0,3.0,,,,,,,,,,,,,,,,,,, +334,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39.0,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11229.0,9182.0,unipath,,,56798.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,56798.0,,,,3.0,,,,,,,,,,,,,,,,,,, +335,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43.0,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,4516.0,3330.0,awesome-slugify,conda-forge/awesome-slugify,,61609.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1186.0,60845.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68788.0,3.0,,,,,,,,,,,,,,,,,,, +336,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-10-17 20:44:09.000,2023-09-28 13:50:55,927.0,2.0,23.0,18.0,173.0,9.0,16.0,342,2023-09-28 13:51:38.000,17.3.23,255.0,18.0,22,True,370.0,333.0,aiomisc,,,13849.0,https://pypi.org/project/aiomisc,2023-09-28 13:51:38.000,37.0,13849.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48.0,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,187.0,179.0,pysparkling,conda-forge/pysparkling,,8985.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,8840.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4509.0,3.0,,,,,,,,,,,,,,,,,,, +338,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-10-18 01:33:49.000,2023-10-16 08:38:09,5442.0,67.0,44.0,15.0,619.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,117.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,117.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-10-25 20:06:53.000,2023-10-16 20:49:33,1728.0,124.0,5.0,3.0,754.0,18.0,35.0,46,2023-09-29 12:39:26.000,4.7.1,66.0,7.0,22,False,67.0,60.0,click-extra,,245.0,2815.0,https://pypi.org/project/click-extra,2023-09-29 12:39:08.000,7.0,2805.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-10-26 13:30:52.000,2023-10-26 09:31:44,2941.0,7.0,,1.0,179.0,23.0,760.0,2,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,22,False,643.0,,py2neo,conda-forge/py2neo,,94629.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,643.0,93808.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,62437.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +341,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554.0,268.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,6.0,5.0,dpark,,,14.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,14.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +342,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113.0,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,816.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,816.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51.0,20.0,20.0,3.0,27.0,852,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,21,False,224.0,205.0,unsync,conda-forge/unsync,,23084.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,22792.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11700.0,3.0,,,,,,,,,,,,,,,,,,, +344,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135.0,62.0,76.0,167.0,149.0,851,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,672.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,672.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-09-12 11:51:47.000,2023-01-03 19:16:25,478.0,,77.0,21.0,215.0,72.0,81.0,849,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,21,True,6.0,,odmantic,,,14053.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,14053.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64.0,46.0,71.0,4.0,,350,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,698.0,615.0,pymodm,conda-forge/pymodm,,21275.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,21160.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5081.0,3.0,,,,,,,,,,,,,,,,,,, +347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15.0,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,158.0,152.0,datatest,,,15916.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15916.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47.0,15.0,34.0,25.0,11.0,280,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,399.0,387.0,price-parser,,,79578.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,79578.0,,,,3.0,,,,,,,,,,,,,,,,,,, +349,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27.0,8.0,48.0,10.0,10.0,260,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,335.0,297.0,rtoml,,,110410.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,110410.0,,,,3.0,,,,,,,,,,,,,,,,,,, +350,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-10-26 13:24:06.000,2023-10-26 13:16:25,636.0,47.0,21.0,4.0,246.0,4.0,,253,2023-10-26 13:24:06.000,1.1.214,504.0,9.0,21,True,4.0,4.0,upgini,,,4431.0,https://pypi.org/project/upgini,2023-10-26 13:24:06.000,,4431.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12.0,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1962.0,1907.0,coolname,conda-forge/coolname,,353355.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,55.0,351119.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,76057.0,3.0,,,,,,,,,,,,,,,,,,, +352,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19.0,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2104.0,1977.0,stopit,conda-forge/stopit,,782554.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,772020.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,726875.0,3.0,,,,,,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,140.0,69.0,4.0,1.0,40.0,2071,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1989.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1989.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,210.0,40.0,56.0,81.0,39.0,1364,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11147.0,1314.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1129.0,,,,3.0,,,,,,,,,,,,,,,,,,, +355,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-10-24 21:59:45.000,2023-10-24 18:14:59,2887.0,224.0,126.0,28.0,209.0,42.0,334.0,1233,,,,46.0,20,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +356,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,56.0,36.0,46.0,14.0,58.0,1100,2022-05-12 11:29:27.000,1.0,6.0,30.0,20,True,5.0,5.0,colout,,,1142.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,1142.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44.0,18.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,1768.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,977.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,27697.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +358,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23.0,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,10749.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,10515.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21072.0,3.0,,,,,,,,,,,,,,,,,,, +359,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16.0,7.0,9.0,14.0,5.0,201,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,20,False,864.0,860.0,gsheetsdb,,,54328.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,54328.0,,,,3.0,,,,,,,,,,,,,,,,,,, +360,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-10-18 14:18:19.000,2023-03-14 05:55:27,124.0,,18.0,6.0,63.0,8.0,23.0,150,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,160.0,148.0,aioprometheus,,,51591.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,51591.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460.0,157.0,142.0,78.0,27.0,1980,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +362,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121.0,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,50.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,50.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20.0,10.0,31.0,22.0,20.0,642,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,64.0,61.0,pugsql,,,8716.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,8716.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34.0,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,154.0,127.0,queries,,,4142.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,4142.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9.0,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,78.0,74.0,typical,conda-forge/typical,,2652.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1493.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,33622.0,3.0,,,,,,,,,,,,,,,,,,, +366,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,74.0,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,27.0,27.0,d6tflow,,,150.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,150.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49.0,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,40.0,32.0,bounter,,,484.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,484.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,,, +368,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33.0,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1063.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,51.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,63762.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +369,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12.0,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10443.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10443.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-10-24 09:16:51.000,2023-10-24 09:16:47,389.0,365.0,12.0,3.0,49.0,1.0,6.0,174,2023-10-13 10:30:34.000,0.1.18,38.0,7.0,18,True,2.0,,pipeless-ai,,,509.0,https://pypi.org/project/pipeless-ai,2023-10-13 10:30:34.000,2.0,509.0,,,,1.0,,,,,,,,,,,,,,,,,,, +371,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-29 09:57:28.000,2023-09-21 05:49:57,164.0,1.0,105.0,57.0,68.0,24.0,16.0,2026,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,44.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,44.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76.0,52.0,23.0,22.0,8.0,1598,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,67.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,67.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275.0,87.0,15.0,26.0,5.0,1347,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,50.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,50.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60.0,39.0,39.0,11.0,256.0,957,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +375,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13.0,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,173459.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,173459.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60.0,19.0,27.0,42.0,29.0,784,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1480.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1480.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124.0,16.0,278.0,127.0,78.0,612,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,178.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,178.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,20.0,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,33.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,33.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-10-25 19:26:12.000,2023-10-23 13:26:13,118.0,3.0,6.0,13.0,148.0,7.0,4.0,270,2023-07-24 11:09:58.000,0.19.2,100.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,560.0,https://pypi.org/project/squirrel-core,2023-10-23 13:33:05.000,,560.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +380,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23.0,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,8.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,8.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12.0,3.0,5.0,3.0,,78,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,589.0,580.0,millify,,,37192.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,37192.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101.0,55.0,28.0,3.0,2.0,1193,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,17.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,17.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24.0,13.0,3.0,6.0,1.0,715,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,78.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,78.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-10-26 01:00:36.000,2023-10-26 01:00:35,840.0,154.0,19.0,2.0,698.0,7.0,14.0,235,2023-10-26 00:56:48.000,0.1.48,31.0,12.0,14,False,,,the-guide,,,12.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,12.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9.0,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,36.0,31.0,cleverdict,,,645.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,645.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63.0,21.0,2.0,2.0,1.0,544,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,5.0,5.0,pandapy,,,28.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,28.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18.0,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,51.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,51.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11.0,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,28.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,28.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2022-03-10 15:51:40.000,2022-03-10 15:51:06,1490.0,,35.0,29.0,10.0,3.0,16.0,357,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28.0,19.0,5.0,1.0,3.0,770,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 026963d..d5929a2 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- h5py (πŸ₯‡41 Β· ⭐ 1.9K Β· πŸ“ˆ) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- arrow (πŸ₯‡39 Β· ⭐ 8.4K Β· πŸ“ˆ) - Better dates & times for Python. Apache-2 -- pyrsistent (πŸ₯‡36 Β· ⭐ 1.9K Β· πŸ“ˆ) - Persistent/Immutable/Functional data structures for Python. MIT -- addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT -- pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ“ˆ) - Python project template generator with batteries included. MIT +- flatbuffers (πŸ₯‡43 Β· ⭐ 21K Β· πŸ“ˆ) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +- polars (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- uvloop (πŸ₯‡39 Β· ⭐ 9.6K Β· πŸ“ˆ) - Ultra fast asyncio event loop. Apache-2 +- confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 +- python-email-validator (πŸ₯‰29 Β· ⭐ 880 Β· πŸ“ˆ) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- click (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 -- cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K Β· πŸ“‰) - Extended pickling support for Python objects. BSD-3 -- tortoise-orm (πŸ₯‰33 Β· ⭐ 3.9K Β· πŸ“‰) - Familiar asyncio ORM for python, built with relations in.. Apache-2 -- anytree (πŸ₯ˆ33 Β· ⭐ 840 Β· πŸ“‰) - Python tree data library. Apache-2 -- pandas-gbq (πŸ₯‰32 Β· ⭐ 390 Β· πŸ“‰) - Google BigQuery connector for pandas. BSD-3 +- paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- anyio (πŸ₯ˆ37 Β· ⭐ 1.4K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +- six (πŸ₯‡37 Β· ⭐ 950 Β· πŸ“‰) - Python 2 and 3 compatibility library. MIT +- cerberus (πŸ₯ˆ36 Β· ⭐ 3K Β· πŸ“‰) - Lightweight, extensible data validation library for Python. ISC +- aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K Β· πŸ“‰) - File support for asyncio. Apache-2 From fd76a1a28ce3a73a2fbaaf8e1af1f47a960e1211 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 2 Nov 2023 13:30:57 +0000 Subject: [PATCH 37/70] Update best-of list for version 2023.11.02 --- README.md | 1633 +++++++++++++++---------------- history/2023-11-02_changes.md | 20 + history/2023-11-02_projects.csv | 392 ++++++++ latest-changes.md | 20 +- 4 files changed, 1216 insertions(+), 849 deletions(-) create mode 100644 history/2023-11-02_changes.md create mode 100644 history/2023-11-02_projects.csv diff --git a/README.md b/README.md index 9661c75..baaebdd 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 520K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 520K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 01.11.2023): ``` pip install protobuf ``` @@ -99,23 +99,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.6M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡43 Β· ⭐ 21K Β· πŸ“ˆ) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 290K Β· πŸ“¦ 76K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 290K Β· πŸ“¦ 77K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 14M / month Β· πŸ“¦ 320 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 15M / month Β· πŸ“¦ 320 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 890K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 900K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -126,7 +126,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 100K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 100K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -135,7 +135,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.1M Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.2M Β· ⏱️ 21.07.2023): ``` conda install -c conda-forge marshmallow ``` @@ -147,7 +147,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 54M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 55M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -158,16 +158,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
orjson (πŸ₯ˆ36 Β· ⭐ 5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 62K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 63K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 15M / month Β· πŸ“¦ 1.1K Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 15M / month Β· πŸ“¦ 1.1K Β· ⏱️ 26.10.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 970K Β· ⏱️ 10.10.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 980K Β· ⏱️ 29.10.2023): ``` conda install -c conda-forge orjson ``` @@ -188,14 +188,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge dill ```
-
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.1K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.4K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.7M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` @@ -211,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 30M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 32M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.6M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -252,7 +252,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge jsonpickle ```
-
srsly (πŸ₯‰31 Β· ⭐ 390) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
srsly (πŸ₯‰31 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT - [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 35K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 18.09.2023): @@ -270,16 +270,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 44 Β· πŸ“¦ 4.6K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 45 Β· πŸ“¦ 4.6K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 29.10.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.6M / month Β· πŸ“¦ 270 Β· ⏱️ 07.10.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.6M / month Β· πŸ“¦ 270 Β· ⏱️ 29.10.2023): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.3M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.3M Β· ⏱️ 29.10.2023): ``` conda install -c conda-forge python-rapidjson ``` @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 540K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 560K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 32K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 33K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 110K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 120K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -342,23 +342,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡53 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.4K Β· πŸ“₯ 860K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.5K Β· πŸ“₯ 870K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 14.10.2023): ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 66M Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 67M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge numpy ```
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 230K Β· πŸ“¦ 1.4M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 230K Β· πŸ“¦ 1.4M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -367,19 +367,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 45M Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 45M Β· ⏱️ 28.10.2023): ``` conda install -c conda-forge pandas ```
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polars (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +
polars (πŸ₯‡41 Β· ⭐ 21K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.2K Β· πŸ“₯ 25 Β· πŸ“¦ 4.4K Β· πŸ“‹ 5.3K - 19% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.2K Β· πŸ“₯ 34 Β· πŸ“¦ 4.6K Β· πŸ“‹ 5.4K - 20% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.7M / month Β· πŸ“¦ 300 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.8M / month Β· πŸ“¦ 310 Β· ⏱️ 01.11.2023): ``` pip install polars ``` @@ -402,7 +402,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/pydata/xarray @@ -411,51 +411,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.2M Β· ⏱️ 20.10.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.3M Β· ⏱️ 20.10.2023): ``` conda install -c conda-forge xarray ```
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PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
Modin (πŸ₯ˆ37 Β· ⭐ 9.1K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 700 - 22% open Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 31.10.2023): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 730K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 960K / month Β· πŸ“¦ 34 Β· ⏱️ 26.10.2023): ``` - pip install tables + pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.6M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 280K Β· ⏱️ 27.10.2023): ``` - conda install -c conda-forge pytables + conda install -c conda-forge modin-core ```
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Modin (πŸ₯ˆ37 Β· ⭐ 9.1K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 700 - 22% open Β· ⏱️ 20.10.2023): ``` - git clone https://github.com/modin-project/modin + git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 980K / month Β· πŸ“¦ 33 Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 750K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): ``` - pip install modin + pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 270K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.6M Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge modin-core + conda install -c conda-forge pytables ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 3.1K Β· πŸ“‹ 620 - 9% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 3.1K Β· πŸ“‹ 620 - 10% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 130K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 120K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): ``` pip install docarray ``` @@ -471,27 +471,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.3M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.4M Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ34 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 220 Β· πŸ“¦ 2.8K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“¦ 2.8K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 440K / month Β· πŸ“¦ 430 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 440K / month Β· πŸ“¦ 440 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.7M Β· ⏱️ 21.08.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.8M Β· ⏱️ 21.08.2023): ``` conda install -c conda-forge zarr ``` @@ -503,11 +503,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 490K / month Β· πŸ“¦ 900 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 500K / month Β· πŸ“¦ 900 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 350K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 360K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tinydb ``` @@ -528,42 +528,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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pandera (πŸ₯ˆ32 Β· ⭐ 2.6K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ32 Β· ⭐ 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“¦ 1.1K Β· πŸ“‹ 680 - 38% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“¦ 1.1K Β· πŸ“‹ 680 - 38% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.2M / month Β· πŸ“¦ 83 Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.3M / month Β· πŸ“¦ 83 Β· ⏱️ 30.09.2023): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 29K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 30K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge pandera-core ```
datasketch (πŸ₯ˆ32 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 950 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 960 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 64 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 64 Β· ⏱️ 03.10.2023): ``` pip install datasketch ```
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Bottleneck (πŸ₯ˆ32 Β· ⭐ 950) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ32 Β· ⭐ 950 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 570K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 580K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 44K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 41K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 79K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 75K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -611,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.6K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): ``` pip install static-frame ``` @@ -620,82 +620,70 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge static-frame ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 31.07.2023): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 470K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 370K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` - pip install pandarallel + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 45K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 270K Β· ⏱️ 31.07.2023): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge swifter ```
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swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT +
PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 360K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 460K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` - pip install swifter + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 270K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 50K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge swifter + conda install -c conda-forge pandarallel ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 74K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 75K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
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pickleDB (πŸ₯‰22 Β· ⭐ 810) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰22 Β· ⭐ 820 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.3K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 19K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 18K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
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Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - -- [GitHub](https://github.com/piskvorky/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 32 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): - - ``` - git clone https://github.com/RaRe-Technologies/bounter - ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 480 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): - ``` - pip install bounter - ``` -
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fletcher (πŸ₯‰18 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +
fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 17 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 51 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 100 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -704,6 +692,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fletcher ```
+
Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT + +- [GitHub](https://github.com/piskvorky/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 32 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): + + ``` + git clone https://github.com/RaRe-Technologies/bounter + ``` +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 470 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): + ``` + pip install bounter + ``` +
Show 6 hidden projects... - Blaze (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 @@ -711,7 +711,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 -- PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -726,23 +726,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 36M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 40M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 20M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 20M Β· ⏱️ 31.10.2023): ``` conda install -c conda-forge pyrsistent ```
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python-sortedcontainers (πŸ₯‡36 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
python-sortedcontainers (πŸ₯‡35 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 140K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 06.11.2022): ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 28M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 29M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -753,12 +753,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anytree (πŸ₯ˆ34 Β· ⭐ 850) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 11% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 910K / month Β· πŸ“¦ 330 Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 940K / month Β· πŸ“¦ 330 Β· ⏱️ 26.10.2023): ``` pip install anytree ``` @@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 71M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 73M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` @@ -785,12 +785,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 19K Β· πŸ“‹ 59 - 8% open Β· ⏱️ 14.10.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 19K Β· πŸ“‹ 59 - 8% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.7M / month Β· πŸ“¦ 510 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.6M / month Β· πŸ“¦ 510 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -799,14 +799,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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python-benedict (πŸ₯ˆ29 Β· ⭐ 1.2K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 43 Β· πŸ“¦ 1.5K Β· πŸ“‹ 96 - 11% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 43 Β· πŸ“¦ 1.5K Β· πŸ“‹ 97 - 11% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 710K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 740K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): ``` pip install python-benedict ``` @@ -815,22 +815,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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glom (πŸ₯‰28 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 1.2K Β· πŸ“‹ 180 - 61% open Β· ⏱️ 25.10.2023): - - ``` - git clone https://github.com/mahmoud/glom - ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 110 Β· ⏱️ 31.03.2023): - ``` - pip install glom - ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 27K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge glom - ``` -
sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.9K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): @@ -838,11 +822,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 330K / month Β· πŸ“¦ 220 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 360K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 92K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 93K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -854,7 +838,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 740K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 720K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -863,14 +847,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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munch (πŸ₯‰27 Β· ⭐ 710) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
munch (πŸ₯‰27 Β· ⭐ 720) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 850 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 850 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -881,12 +865,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 370K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 380K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -895,14 +879,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge janus ```
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python-box (πŸ₯‰25 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT +
python-box (πŸ₯‰21 Β· ⭐ 2.3K Β· πŸ“‰) - Python dictionaries with advanced dot notation access. MIT - [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.9M / month Β· πŸ“¦ 350 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.9M / month): ``` pip install python-box ``` @@ -911,10 +895,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-box ```
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Show 3 hidden projects... +
Show 4 hidden projects... - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +- glom (πŸ₯‰25 Β· ⭐ 1.7K Β· πŸ“‰) - Pythons nested data operator (and CLI), for all your declarative.. ❗Unlicensed - cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -925,7 +910,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 270K Β· πŸ“‹ 3.3K - 10% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 280K Β· πŸ“‹ 3.3K - 10% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/samuelcolvin/pydantic @@ -934,35 +919,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.4M Β· ⏱️ 20.10.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.5M Β· ⏱️ 20.10.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 99 Β· πŸ“¦ 470K Β· πŸ“‹ 790 - 4% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 100 Β· πŸ“¦ 470K Β· πŸ“‹ 790 - 3% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 98M / month Β· πŸ“¦ 19K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 99M / month Β· πŸ“¦ 19K Β· ⏱️ 30.10.2023): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 24M Β· ⏱️ 20.09.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 25M Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge jsonschema ```
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cerberus (πŸ₯ˆ36 Β· ⭐ 3K Β· πŸ“‰) - Lightweight, extensible data validation library for Python. ISC +
cerberus (πŸ₯ˆ36 Β· ⭐ 3K) - Lightweight, extensible data validation library for Python. ISC - [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -973,28 +958,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 840) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 88K Β· πŸ“‹ 150 - 11% open Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“₯ 10 Β· πŸ“¦ 89K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 20.10.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 520K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 530K Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge validators ```
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 200 Β· πŸ“¦ 7.4K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 200 Β· πŸ“¦ 7.5K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 6.8M / month Β· πŸ“¦ 920 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 7.1M / month Β· πŸ“¦ 920 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -1003,14 +988,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schema ```
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param (πŸ₯ˆ32 Β· ⭐ 350) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯ˆ32 Β· ⭐ 360) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 62 Β· πŸ“¦ 8.5K Β· πŸ“‹ 420 - 33% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 62 Β· πŸ“¦ 8.6K Β· πŸ“‹ 420 - 33% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 560K / month Β· πŸ“¦ 150 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 590K / month Β· πŸ“¦ 150 Β· ⏱️ 24.10.2023): ``` pip install param ``` @@ -1026,7 +1011,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -1037,12 +1022,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (πŸ₯‰27 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 1.9K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 2K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 900K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 970K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1058,7 +1043,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 41K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 45K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` @@ -1074,7 +1059,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 11K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 10K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1083,7 +1068,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge valideer ```
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typical (πŸ₯‰19 Β· ⭐ 180) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT +
typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT - [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 74 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): @@ -1102,7 +1087,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰29 Β· ⭐ 880 Β· πŸ“ˆ) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰29 Β· ⭐ 880) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1130,14 +1115,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge transitions ```
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algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT +
algorithms (πŸ₯‰29 Β· ⭐ 23K Β· πŸ’€) - Minimal examples of data structures and algorithms in Python. MIT - [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 94 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1158,7 +1143,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 74K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 75K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1167,7 +1152,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.1M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.2M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1179,50 +1164,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 4.3K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 230M / month Β· πŸ“¦ 4.3K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 50M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 51M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-dateutil ```
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pendulum (πŸ₯ˆ35 Β· ⭐ 5.8K) - Python datetimes made easy. MIT +
holidays (πŸ₯ˆ36 Β· ⭐ 1.1K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 250 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 430 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 20% open Β· ⏱️ 28.10.2023): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 15M / month Β· πŸ“¦ 1.2K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.3M / month Β· πŸ“¦ 450 Β· ⏱️ 16.10.2023): ``` - pip install pendulum + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 860K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 16.10.2023): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge holidays ```
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holidays (πŸ₯ˆ35 Β· ⭐ 1.1K) - Generate and work with holidays in Python. MIT +
pendulum (πŸ₯ˆ35 Β· ⭐ 5.8K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 430 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 20% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 250 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 24.10.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.2M / month Β· πŸ“¦ 450 Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 15M / month Β· πŸ“¦ 1.2K Β· ⏱️ 30.09.2023): ``` - pip install holidays + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 16.10.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 860K Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pendulum ```
dateparser (πŸ₯‰34 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 24K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 25K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/dateparser @@ -1243,7 +1228,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 160M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` pip install pytz ``` @@ -1259,11 +1244,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 58M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 48M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.4M Β· ⏱️ 22.10.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.5M Β· ⏱️ 22.10.2023): ``` conda install -c conda-forge tzlocal ``` @@ -1279,9 +1264,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡38 Β· ⭐ 660) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 670) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 280 Β· πŸ“¦ 69K Β· πŸ“‹ 600 - 34% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 280 Β· πŸ“¦ 70K Β· πŸ“‹ 600 - 34% open Β· ⏱️ 28.10.2023): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1295,14 +1280,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ37 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ36 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 680 Β· πŸ“¦ 110K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 110K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8.1K Β· ⏱️ 20.03.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month): ``` pip install watchdog ``` @@ -1311,54 +1296,38 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K Β· πŸ“‰) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 - [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 140 Β· πŸ“¦ 110K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 24M / month Β· πŸ“¦ 2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 13M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 890K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 900K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge aiofiles ```
filelock (πŸ₯ˆ34 Β· ⭐ 590) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 89 Β· πŸ“¦ 340K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 90 Β· πŸ“¦ 340K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 100M / month Β· πŸ“¦ 2.8K Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 100M / month Β· πŸ“¦ 2.8K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 16M Β· ⏱️ 13.09.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 16M Β· ⏱️ 31.10.2023): ``` conda install -c conda-forge filelock ```
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pyfilesystem2 (πŸ₯‰31 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - -- [GitHub](https://github.com/PyFilesystem/pyfilesystem2) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 180 Β· πŸ“‹ 380 - 27% open Β· ⏱️ 18.10.2022): - - ``` - git clone https://github.com/pyfilesystem/pyfilesystem2 - ``` -- [PyPi](https://pypi.org/project/fs) (πŸ“₯ 1.9M / month Β· πŸ“¦ 610 Β· ⏱️ 02.05.2022): - ``` - pip install fs - ``` -- [Conda](https://anaconda.org/conda-forge/fs) (πŸ“₯ 680K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge fs - ``` -
appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 260K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): @@ -1382,7 +1351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1398,7 +1367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.7M / month Β· πŸ“¦ 140 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.7M / month Β· πŸ“¦ 150 Β· ⏱️ 07.07.2023): ``` pip install path ``` @@ -1407,9 +1376,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge path ```
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Show 2 hidden projects... +
Show 3 hidden projects... - zipp (πŸ₯‰31 Β· ⭐ 42) - Backport of pathlib-compatible object wrapper for zip files. MIT +- pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1434,7 +1404,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
-
six (πŸ₯‡37 Β· ⭐ 950 Β· πŸ“‰) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯‡37 Β· ⭐ 950) - Python 2 and 3 compatibility library. MIT - [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 1.9M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 21.10.2023): @@ -1466,26 +1436,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typing ```
-
futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - -- [GitHub](https://github.com/agronholm/pythonfutures) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 39K Β· πŸ“‹ 74 - 9% open Β· ⏱️ 31.10.2022): - - ``` - git clone https://github.com/agronholm/pythonfutures - ``` -- [PyPi](https://pypi.org/project/futures) (πŸ“₯ 8.5M / month Β· πŸ“¦ 8K Β· ⏱️ 31.10.2022): - ``` - pip install futures - ``` -- [Conda](https://anaconda.org/conda-forge/futures) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge futures - ``` -
-
Show 3 hidden projects... +
Show 4 hidden projects... - pathlib2 (πŸ₯‰28 Β· ⭐ 74) - Backport of pathlib aiming to support the full stdlib Python API. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1496,7 +1451,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.9K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 560K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 570K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/pyca/cryptography @@ -1512,7 +1467,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 160 Β· πŸ“¦ 80K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 170 Β· πŸ“¦ 80K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1528,12 +1483,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ37 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 940 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 950 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 200K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 190K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` pip install tink ``` @@ -1544,20 +1499,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
keyring (πŸ₯‰34 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 12% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 39M / month Β· πŸ“¦ 4.2K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 40M / month Β· πŸ“¦ 4.2K Β· ⏱️ 24.06.2023): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.8M Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.9M Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge keyring ```
+
rsa (πŸ₯‰34 Β· ⭐ 450 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 + +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 350K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 01.11.2023): + + ``` + git clone https://github.com/sybrenstuvel/python-rsa + ``` +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 130M / month Β· πŸ“¦ 7.1K Β· ⏱️ 20.07.2022): + ``` + pip install rsa + ``` +- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge rsa + ``` +
asn1crypto (πŸ₯‰34 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 12.10.2023): @@ -1565,7 +1536,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 57M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 58M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1576,7 +1547,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰32 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1590,36 +1561,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
-
rsa (πŸ₯‰32 Β· ⭐ 450) - Python-RSA is a pure-Python RSA implementation. Apache-2 - -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 350K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 16.08.2023): - - ``` - git clone https://github.com/sybrenstuvel/python-rsa - ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 130M / month Β· πŸ“¦ 7.1K Β· ⏱️ 20.07.2022): - ``` - pip install rsa - ``` -- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge rsa - ``` -

## Infrastructure & DevOps Back to top -
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 +
ansible (πŸ₯‡47 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 30K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 17.10.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 17.10.2023): ``` pip install ansible ``` @@ -1630,48 +1585,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.11.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 26.10.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 280K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 280K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.5K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.6K Β· ⏱️ 01.11.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 26.10.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 01.11.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 950 Β· πŸ“₯ 1.3M Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.5K - 28% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 960 Β· πŸ“₯ 1.3M Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.6K - 28% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 840K / month Β· πŸ“¦ 160 Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 850K / month Β· πŸ“¦ 160 Β· ⏱️ 28.10.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.5M / month Β· πŸ“¦ 890 Β· ⏱️ 26.10.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.5M / month Β· πŸ“¦ 890 Β· ⏱️ 28.10.2023): ``` npm install @pulumi/pulumi ``` @@ -1683,23 +1638,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.8M Β· ⏱️ 08.07.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 08.07.2023): ``` conda install -c conda-forge docker-py ```
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 300 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 300 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1708,14 +1663,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
-
paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 - [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 85K Β· πŸ“‹ 1.8K - 55% open Β· ⏱️ 24.09.2023): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 45M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 46M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): ``` pip install paramiko ``` @@ -1740,18 +1695,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
-
netmiko (πŸ₯ˆ38 Β· ⭐ 3.2K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT - -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 23.10.2023): - - ``` - git clone https://github.com/ktbyers/netmiko - ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): - ``` - pip install netmiko - ``` -
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 - [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): @@ -1759,15 +1702,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.5M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.6M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 75K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 76K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
+
netmiko (πŸ₯‰37 Β· ⭐ 3.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT + +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 31.10.2023): + + ``` + git clone https://github.com/ktbyers/netmiko + ``` +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): + ``` + pip install netmiko + ``` +
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT - [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 29K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 22.10.2023): @@ -1779,19 +1734,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 44K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 45K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ```
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.1K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.2K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.7M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.8M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1800,14 +1755,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
-
sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰32 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT - [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.1K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 5.8M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1818,12 +1773,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 320 Β· πŸ“¦ 85 Β· πŸ“‹ 680 - 20% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 320 Β· πŸ“¦ 87 Β· πŸ“‹ 680 - 20% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 35K / month Β· πŸ“¦ 11 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 37K / month Β· πŸ“¦ 11 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ``` @@ -1835,7 +1790,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.9K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.8K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1850,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰14 Β· ⭐ 240) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰13 Β· ⭐ 240) - Platform to programmatically manage, test, and debug data.. ❗Unlicensed

@@ -1865,7 +1820,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 38M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 39M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): ``` pip install pexpect ``` @@ -1874,36 +1829,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
-
sh (πŸ₯ˆ36 Β· ⭐ 6.7K) - Python process launching. MIT +
supervisor (πŸ₯ˆ35 Β· ⭐ 8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 500 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 1% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 06.10.2023): ``` - git clone https://github.com/amoffat/sh + git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` - pip install sh + pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 190K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 280K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge sh + conda install -c conda-forge supervisor ```
-
supervisor (πŸ₯‰35 Β· ⭐ 8K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
sh (πŸ₯ˆ35 Β· ⭐ 6.7K) - Python process launching. MIT -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 06.10.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 500 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 1% open Β· ⏱️ 10.08.2023): ``` - git clone https://github.com/Supervisor/supervisor + git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.3M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` - pip install supervisor + pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 280K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 190K Β· ⏱️ 10.08.2023): ``` - conda install -c conda-forge supervisor + conda install -c conda-forge sh ```
ptyprocess (πŸ₯‰27 Β· ⭐ 190) - Run a subprocess in a pseudo terminal. ISC @@ -1913,7 +1868,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 39M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1928,14 +1883,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡39 Β· ⭐ 9.6K Β· πŸ“ˆ) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡39 Β· ⭐ 9.6K) - Ultra fast asyncio event loop. Apache-2 - [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 420 Β· πŸ“¦ 100K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 8.4M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.1M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1946,12 +1901,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯ˆ38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 300K Β· πŸ“‹ 220 - 8% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 300K Β· πŸ“‹ 230 - 9% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 79M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 84M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): ``` pip install greenlet ``` @@ -1960,7 +1915,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge greenlet ```
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anyio (πŸ₯ˆ37 Β· ⭐ 1.4K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +
anyio (πŸ₯ˆ37 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT - [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 190K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 09.10.2023): @@ -1978,16 +1933,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰25 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 43 Β· πŸ“¦ 2.8K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 43 Β· πŸ“¦ 2.8K Β· πŸ“‹ 6 - 33% open Β· ⏱️ 29.10.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 82K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 84K / month): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.7K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.8K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -2006,7 +1961,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... -- unsync (πŸ₯‰21 Β· ⭐ 850 Β· πŸ’€) - Unsynchronize asyncio. MIT +- unsync (πŸ₯‰22 Β· ⭐ 850 Β· πŸ’€) - Unsynchronize asyncio. MIT - stopit (πŸ₯‰21 Β· ⭐ 100 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -2017,28 +1972,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 580) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 250 Β· πŸ“¦ 370K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 250 Β· πŸ“¦ 370K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 34M / month Β· πŸ“¦ 15K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 34M / month Β· πŸ“¦ 15K Β· ⏱️ 30.10.2023): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 24M Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 24M Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge traitlets ```
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python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.5K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 580K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 590K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 33M / month Β· πŸ“¦ 9.1K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 34M / month Β· πŸ“¦ 9.1K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2049,28 +2004,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 300 Β· πŸ“¦ 7.3K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 19.10.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.4K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.2M / month Β· πŸ“¦ 280 Β· ⏱️ 13.09.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.1M / month Β· πŸ“¦ 280 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 60K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 61K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge dynaconf ```
-
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.6K) - Strict separation of config from code. MIT +
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Strict separation of config from code. MIT - [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 92 - 8% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2081,12 +2036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 88 Β· πŸ“¦ 19K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 89 Β· πŸ“¦ 20K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.6M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.7M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2097,28 +2052,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (πŸ₯‰30 Β· ⭐ 7.6K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 16K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 17K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 11K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 12K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.1K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 210K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 230K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2129,12 +2084,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 270 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 280 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.5M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2143,9 +2098,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configobj ```
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everett (πŸ₯‰24 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“¦ 970 Β· πŸ“‹ 81 - 2% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“¦ 990 Β· πŸ“‹ 81 - 2% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/willkg/everett @@ -2167,12 +2122,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡45 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 120 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.3K Β· πŸ“₯ 130 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 5% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 170M / month Β· πŸ“¦ 75K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 180M / month): ``` pip install click ``` @@ -2181,14 +2136,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡44 Β· ⭐ 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡43 Β· ⭐ 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.7K Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.7K Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 34M / month Β· πŸ“¦ 5.2K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 35M / month Β· πŸ“¦ 5.2K Β· ⏱️ 30.09.2023): ``` pip install rich ``` @@ -2208,7 +2163,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 19M Β· ⏱️ 05.07.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 20M Β· ⏱️ 05.07.2023): ``` conda install -c conda-forge prompt-toolkit ``` @@ -2220,7 +2175,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2229,30 +2184,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fire ```
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Typer (πŸ₯ˆ35 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 490 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 02.11.2023): ``` - git clone https://github.com/tiangolo/typer + git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 02.11.2023): ``` - pip install typer + pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.4M Β· ⏱️ 02.11.2023): ``` - conda install -c conda-forge typer + conda install -c conda-forge argcomplete + ``` +
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wcwidth (πŸ₯ˆ35 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT + +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 49 Β· πŸ“¦ 460K Β· πŸ“‹ 41 - 17% open Β· ⏱️ 31.10.2023): + + ``` + git clone https://github.com/jquast/wcwidth + ``` +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 51M / month Β· πŸ“¦ 14K Β· ⏱️ 30.10.2023): + ``` + pip install wcwidth + ``` +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 22M Β· ⏱️ 31.10.2023): + ``` + conda install -c conda-forge wcwidth ```
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colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 +
colorama (πŸ₯ˆ34 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 - [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 780K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 120M / month Β· πŸ“¦ 21K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 120M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2261,46 +2232,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge colorama ```
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argcomplete (πŸ₯ˆ34 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 +
cleo (πŸ₯ˆ34 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 27% open Β· ⏱️ 31.10.2023): ``` - git clone https://github.com/kislyuk/argcomplete + git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 17M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): ``` - pip install argcomplete + pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.4M Β· ⏱️ 17.09.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 600K Β· ⏱️ 30.10.2023): ``` - conda install -c conda-forge argcomplete + conda install -c conda-forge cleo ```
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wcwidth (πŸ₯ˆ34 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT +
Typer (πŸ₯‰33 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 51 Β· πŸ“¦ 460K Β· πŸ“‹ 40 - 35% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 490 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 29.10.2023): ``` - git clone https://github.com/jquast/wcwidth + git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 50M / month Β· πŸ“¦ 14K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 02.05.2023): ``` - pip install wcwidth + pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 22M Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.8M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge wcwidth + conda install -c conda-forge typer ```
asciimatics (πŸ₯‰33 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 930 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 930 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 100K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 110K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2309,22 +2280,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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cleo (πŸ₯‰33 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT - -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 18K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 25.10.2023): - - ``` - git clone https://github.com/sdispater/cleo - ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 15M / month Β· πŸ“¦ 250 Β· ⏱️ 22.11.2022): - ``` - pip install cleo - ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 590K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge cleo - ``` -
questionary (πŸ₯‰31 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT - [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 74 Β· πŸ“¦ 10K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 16.10.2023): @@ -2336,28 +2291,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 59K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 60K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ```
ConfigArgParse (πŸ₯‰29 Β· ⭐ 670) - A drop-in replacement for argparse that allows options to also be.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 13K Β· πŸ“‹ 190 - 34% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 14K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 730K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 740K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰23 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰22 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT - [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 210 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 01.06.2023): @@ -2369,21 +2324,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install docopt-ng ```
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colout (πŸ₯‰20 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 71 - 18% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 1.1K / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 900 / month): ``` pip install colout ```
Show 5 hidden projects... -- docopt (πŸ₯ˆ36 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- docopt (πŸ₯‰33 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰25 Β· ⭐ 91 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT @@ -2405,7 +2360,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡33 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/tkem/cachetools @@ -2421,19 +2376,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 930) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 1.9K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 370K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 380K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
pylibmc (πŸ₯‰28 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 370 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 380 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc @@ -2449,7 +2404,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
beaker (πŸ₯‰27 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.9K Β· πŸ“‹ 120 - 52% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.9K Β· πŸ“‹ 130 - 53% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker @@ -2470,7 +2425,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 28K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 27K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2489,12 +2444,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 19% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 5K - 19% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 130K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 140K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2503,14 +2458,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 29.10.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 370K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 380K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2521,12 +2476,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 42K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 43K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ``` @@ -2538,23 +2493,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 64K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 67K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
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toga (πŸ₯‰30 Β· ⭐ 3.6K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯‰30 Β· ⭐ 3.7K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.8K Β· πŸ“¦ 2 Β· πŸ“‹ 780 - 17% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.8K Β· πŸ“¦ 2 Β· πŸ“‹ 790 - 17% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 1.8K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 180 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 130 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2562,9 +2517,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- Phoenix (πŸ₯‰27 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- Phoenix (πŸ₯‰28 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 -- enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- enaml (πŸ₯‰24 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2574,14 +2529,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡18 Β· ⭐ 170 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡17 Β· ⭐ 170 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 7 - 14% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 7 - 14% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 510 / month Β· πŸ“¦ 2 Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 410 / month): ``` pip install pipeless-ai ``` @@ -2604,21 +2559,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.10.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 830K Β· ⏱️ 17.10.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 840K Β· ⏱️ 31.10.2023): ``` conda install -c conda-forge phonenumbers ```
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chardet (πŸ₯‡33 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 +
chardet (πŸ₯‡34 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 5 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): @@ -2633,19 +2588,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 290 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 220 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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emoji (πŸ₯‡33 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯ˆ32 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 - [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 62K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` @@ -2654,30 +2609,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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inflect (πŸ₯ˆ31 Β· ⭐ 870) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): - - ``` - git clone https://github.com/jaraco/inflect - ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): - ``` - pip install inflect - ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 350K Β· ⏱️ 04.07.2023): - ``` - conda install -c conda-forge inflect - ``` -
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python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯ˆ30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT - [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 69 - 4% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` pip install python-slugify ``` @@ -2688,12 +2627,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyahocorasick (πŸ₯‰28 Β· ⭐ 840 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.2K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.3K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 630K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2702,6 +2641,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
+
inflect (πŸ₯‰26 Β· ⭐ 870 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT + +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 90 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): + + ``` + git clone https://github.com/jaraco/inflect + ``` +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5M / month): + ``` + pip install inflect + ``` +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 350K Β· ⏱️ 04.07.2023): + ``` + conda install -c conda-forge inflect + ``` +
price-parser (πŸ₯‰21 Β· ⭐ 280) - Extract price amount and currency symbol from a raw text string. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 390 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): @@ -2709,7 +2664,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 80K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 74K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2721,20 +2676,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 350K / month Β· πŸ“¦ 55 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 360K / month Β· πŸ“¦ 59 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 76K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 77K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ```
Show 3 hidden projects... -- humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT +- humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - awesome-slugify (πŸ₯‰22 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 78 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 80 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2754,16 +2709,16 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.4K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 370K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 380K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 910M / month Β· πŸ“¦ 18K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 910M / month Β· πŸ“¦ 18K Β· ⏱️ 01.11.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 17M Β· ⏱️ 26.10.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 01.11.2023): ``` conda install -c conda-forge boto3 ``` @@ -2775,7 +2730,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 32M / month Β· πŸ“¦ 28K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 33M / month Β· πŸ“¦ 28K Β· ⏱️ 26.09.2023): ``` pip install redis ``` @@ -2786,12 +2741,12 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.9K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 650K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 660K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 97M / month Β· πŸ“¦ 48K Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 99M / month Β· πŸ“¦ 48K Β· ⏱️ 29.10.2023): ``` pip install SQLAlchemy ``` @@ -2800,25 +2755,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.4K) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.4K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 54M / month Β· πŸ“¦ 2K Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 54M / month Β· πŸ“¦ 2K Β· ⏱️ 31.10.2023): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4M Β· ⏱️ 13.10.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4M Β· ⏱️ 01.11.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 640 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.7K - 11% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.8K - 11% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2834,12 +2789,12 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.7K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.6M / month Β· πŸ“¦ 3.7K Β· ⏱️ 13.10.2023): ``` pip install peewee ``` @@ -2848,20 +2803,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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elasticsearch (πŸ₯‡40 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 +
kafka-python (πŸ₯‡40 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 42K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 13.10.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 20K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.11.2023): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.1K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` - pip install elasticsearch + pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 930K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge kafka-python ```
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K) - MySQL client library for Python. MIT @@ -2880,50 +2835,50 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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kafka-python (πŸ₯ˆ39 Β· ⭐ 5.3K) - Python client for Apache Kafka. Apache-2 +
elasticsearch (πŸ₯ˆ39 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 20K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 09.08.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 02.11.2023): ``` - git clone https://github.com/dpkp/kafka-python + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.1K Β· ⏱️ 13.10.2023): ``` - pip install kafka-python + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 940K Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge kafka-python + conda install -c conda-forge elasticsearch ```
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· ⏱️ 02.11.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 23M / month Β· πŸ“¦ 20K Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 23M / month Β· πŸ“¦ 20K Β· ⏱️ 01.11.2023): ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.3M Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.3M Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge pymongo ```
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alembic (πŸ₯ˆ38 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ39 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 170 Β· πŸ”€ 200 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 200 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 33M / month Β· πŸ“¦ 12K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 33M / month Β· πŸ“¦ 12K Β· ⏱️ 26.10.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.8M Β· ⏱️ 14.09.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.9M Β· ⏱️ 26.10.2023): ``` conda install -c conda-forge alembic ``` @@ -2935,7 +2890,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 950K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 940K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2951,23 +2906,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.7M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.5M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.2K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.3K Β· ⏱️ 16.06.2023): ``` conda install -c anaconda elasticsearch-dsl ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 31M / month Β· πŸ“¦ 61 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 33M / month Β· πŸ“¦ 61 Β· ⏱️ 24.10.2023): ``` pip install awswrangler ``` @@ -2978,12 +2933,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ37 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 450 Β· πŸ“₯ 100 Β· πŸ“¦ 640 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 450 Β· πŸ“₯ 100 Β· πŸ“¦ 660 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 52 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 53 Β· ⏱️ 29.10.2023): ``` pip install ibis-framework ``` @@ -2992,30 +2947,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 650) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 660) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 620 - 13% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 620 - 13% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 33M / month Β· πŸ“¦ 1.1K Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 33M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.10.2023): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 05.10.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 31.10.2023): ``` conda install -c conda-forge google-cloud-bigquery ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 +
sqlmodel (πŸ₯ˆ36 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic + +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 520 Β· πŸ“¦ 7.9K Β· πŸ“‹ 350 - 57% open Β· ⏱️ 29.10.2023): + + ``` + git clone https://github.com/tiangolo/sqlmodel + ``` +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 570K / month Β· πŸ“¦ 170 Β· ⏱️ 29.10.2023): + ``` + pip install sqlmodel + ``` +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 22K Β· ⏱️ 29.10.2023): + ``` + conda install -c conda-forge sqlmodel + ``` +
+
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 - [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.5K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 9.8M / month Β· πŸ“¦ 450 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 450 Β· ⏱️ 25.10.2023): ``` pip install confluent-kafka ``` @@ -3024,9 +2995,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
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libcloud (πŸ₯ˆ36 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 +
libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 28.10.2023): ``` git clone https://github.com/apache/libcloud @@ -3036,14 +3007,14 @@ _Libraries for connecting to, operating, and querying databases._ pip install apache-libcloud ```
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SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.1K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 26K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3052,22 +3023,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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sqlmodel (πŸ₯ˆ35 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic - -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 510 Β· πŸ“¦ 7.8K Β· πŸ“‹ 360 - 58% open Β· ⏱️ 26.10.2023): - - ``` - git clone https://github.com/tiangolo/sqlmodel - ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 540K / month Β· πŸ“¦ 170 Β· ⏱️ 23.10.2023): - ``` - pip install sqlmodel - ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 21K Β· ⏱️ 24.10.2023): - ``` - conda install -c conda-forge sqlmodel - ``` -
s3transfer (πŸ₯ˆ35 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 - [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 120 Β· πŸ“¦ 250K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 20.10.2023): @@ -3086,16 +3041,16 @@ _Libraries for connecting to, operating, and querying databases._
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 750 Β· πŸ“‹ 500 - 18% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 790 Β· πŸ“‹ 510 - 18% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 750 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 830 Β· ⏱️ 30.10.2023): ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 14M Β· ⏱️ 10.07.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 14M Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge prometheus_client ``` @@ -3123,11 +3078,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.6M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.8M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 300K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 310K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge mysqlclient ``` @@ -3148,14 +3103,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge motor ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 740) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ34 Β· ⭐ 750) - S3 Filesystem. BSD-3 - [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 15K Β· πŸ“‹ 430 - 28% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 690 Β· ⏱️ 21.10.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 700 Β· ⏱️ 21.10.2023): ``` pip install s3fs ``` @@ -3164,9 +3119,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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minio (πŸ₯ˆ34 Β· ⭐ 690) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ34 Β· ⭐ 700) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.6K Β· πŸ“‹ 520 - 1% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.6K Β· πŸ“‹ 520 - 1% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/minio/minio-py @@ -3187,7 +3142,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 98K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 100K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3198,12 +3153,12 @@ _Libraries for connecting to, operating, and querying databases._
Databases (πŸ₯‰33 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 320 - 39% open Β· ⏱️ 09.09.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 09.09.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 390K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 360K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3219,23 +3174,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.5M / month Β· πŸ“¦ 94 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.4M / month Β· πŸ“¦ 96 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 4.6K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 4.8K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.6K Β· ⏱️ 13.10.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.6K Β· ⏱️ 30.10.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.5M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` pip install cassandra-driver ``` @@ -3244,34 +3199,34 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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neo4j-driver (πŸ₯‰33 Β· ⭐ 830) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 840) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.3K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.3K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 26.10.2023): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 190K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 190K Β· ⏱️ 26.10.2023): ``` conda install -c conda-forge neo4j-python-driver ```
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dataset (πŸ₯‰32 Β· ⭐ 4.6K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT +
dataset (πŸ₯‰32 Β· ⭐ 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.3K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.4K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 160K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 170K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.3K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.4K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ``` @@ -3283,27 +3238,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 96 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.5M / month Β· πŸ“¦ 96 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
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pandas-gbq (πŸ₯‰32 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 - -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.2K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 23.10.2023): - - ``` - git clone https://github.com/googleapis/python-bigquery-pandas - ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): - ``` - pip install pandas-gbq - ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): - ``` - conda install -c conda-forge pandas-gbq - ``` -
PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT - [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.6K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 30.09.2023): @@ -3322,12 +3261,12 @@ _Libraries for connecting to, operating, and querying databases._
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.6K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.7K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3338,12 +3277,12 @@ _Libraries for connecting to, operating, and querying databases._
cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.7K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.8K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.8M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.9M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): ``` pip install cx-Oracle ``` @@ -3352,6 +3291,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cx_oracle ```
+
pandas-gbq (πŸ₯‰31 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 + +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.3K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 01.11.2023): + + ``` + git clone https://github.com/googleapis/python-bigquery-pandas + ``` +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.2M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): + ``` + pip install pandas-gbq + ``` +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): + ``` + conda install -c conda-forge pandas-gbq + ``` +
prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.5K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 23.10.2023): @@ -3359,19 +3314,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 67K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 72K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): ``` pip install prisma ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3387,7 +3342,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 270K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 280K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3398,38 +3353,38 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 76 Β· πŸ“¦ 290 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 76 Β· πŸ“¦ 300 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 20.10.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 10 Β· ⏱️ 20.10.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 22K / month Β· πŸ“¦ 10 Β· ⏱️ 20.10.2023): ``` pip install piccolo ```
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filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT +
ODMantic (πŸ₯‰25 Β· ⭐ 850 Β· πŸ“ˆ) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 920 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 78 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 47% open Β· ⏱️ 01.11.2023): ``` - git clone https://github.com/amol-/depot + git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 17K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` - pip install filedepot + pip install odmantic ```
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ODMantic (πŸ₯‰21 Β· ⭐ 850 Β· πŸ’€) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 77 Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.01.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 920 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` - git clone https://github.com/art049/odmantic + git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 15K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` - pip install odmantic + pip install filedepot ```
psycopg3 (πŸ₯‰20 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 @@ -3447,21 +3402,21 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 52K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 51K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
Show 18 hidden projects... -- psycopg2 (πŸ₯ˆ39 Β· ⭐ 3K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 58) - Google Cloud Bigtable API client library. Apache-2 -- redis-py-cluster (πŸ₯‰30 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- gino (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- psycopg2 (πŸ₯ˆ39 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯ˆ37 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 +- google-cloud-bigtable (πŸ₯‰30 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 +- redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 -- HappyBase (πŸ₯‰27 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 +- HappyBase (πŸ₯‰26 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - py2neo (πŸ₯‰22 Β· ⭐ 2) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 @@ -3470,8 +3425,8 @@ _Libraries for connecting to, operating, and querying databases._ - gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰19 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 +- SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT - lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3483,39 +3438,39 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 28K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 28K Β· πŸ“‹ 2.5K - 21% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 8.1M / month Β· πŸ“¦ 700 Β· ⏱️ 23.10.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.4M / month): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 520K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 540K Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 180K Β· πŸ“‹ 680 - 2% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 180K Β· πŸ“‹ 680 - 3% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 01.11.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 860K Β· ⏱️ 24.10.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 870K Β· ⏱️ 01.11.2023): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡36 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 81K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 83K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/jazzband/tablib @@ -3524,7 +3479,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 92K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 93K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tablib ``` @@ -3536,7 +3491,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 130K / month Β· πŸ“¦ 640 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 140K / month Β· πŸ“¦ 640 Β· ⏱️ 18.09.2023): ``` pip install xlwings ``` @@ -3556,7 +3511,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xmltodict ``` @@ -3579,7 +3534,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 300 Β· πŸ“¦ 48K Β· πŸ“‹ 200 - 6% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 300 Β· πŸ“¦ 49K Β· πŸ“‹ 200 - 6% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3609,14 +3564,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3.4K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
gdown (πŸ₯ˆ31 Β· ⭐ 3.4K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT - [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 22K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.4M / month Β· πŸ“¦ 400 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.4M / month): ``` pip install gdown ``` @@ -3625,30 +3580,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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Intake (πŸ₯ˆ31 Β· ⭐ 940) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 130 Β· πŸ“¦ 1.6K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 10.10.2023): - - ``` - git clone https://github.com/intake/intake - ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 56K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): - ``` - pip install intake - ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge intake - ``` -
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pandas-datareader (πŸ₯‰30 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
pandas-datareader (πŸ₯ˆ30 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 - [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 840 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 850 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3664,7 +3603,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 27K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3673,14 +3612,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
+
Intake (πŸ₯‰29 Β· ⭐ 940) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 + +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 130 Β· πŸ“¦ 1.6K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 10.10.2023): + + ``` + git clone https://github.com/intake/intake + ``` +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 48K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): + ``` + pip install intake + ``` +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge intake + ``` +
img2dataset (πŸ₯‰27 Β· ⭐ 2.7K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 80 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 81 Β· πŸ“‹ 220 - 44% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 55K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 49K / month): ``` pip install img2dataset ``` @@ -3692,31 +3647,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.3K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.5K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ```
rows (πŸ₯‰21 Β· ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 300 - 49% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 670 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 750 / month): ``` pip install rows ```
Upgini (πŸ₯‰21 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 21 Β· πŸ“¦ 4 Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 21 Β· πŸ“¦ 4 Β· ⏱️ 27.10.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.4K / month Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.7K / month Β· ⏱️ 27.10.2023): ``` pip install upgini ``` @@ -3728,19 +3683,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.1K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.2K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
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Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰15 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 - [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 11 - 63% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 560 / month Β· ⏱️ 23.10.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 650 / month Β· ⏱️ 23.10.2023): ``` pip install squirrel-core ``` @@ -3757,11 +3712,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 -- messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT -- deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 +- deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰22 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed -- datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- messytables (πŸ₯‰21 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now.. ❗Unlicensed +- datatest (πŸ₯‰19 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 780 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3774,12 +3729,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡47 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3K Β· πŸ”€ 13K Β· πŸ“₯ 550K Β· πŸ“¦ 8.3K Β· πŸ“‹ 8.3K - 10% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 560K Β· πŸ“¦ 8.3K Β· πŸ“‹ 8.3K - 10% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 17M / month Β· πŸ“¦ 300 Β· ⏱️ 12.10.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 21M / month Β· πŸ“¦ 310 Β· ⏱️ 02.11.2023): ``` pip install apache-airflow ``` @@ -3787,19 +3742,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 200M Β· ⭐ 480 Β· ⏱️ 12.10.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 210M Β· ⭐ 480 Β· ⏱️ 02.11.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 110K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.8M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): ``` pip install celery ``` @@ -3810,64 +3765,64 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 640K / month Β· πŸ“¦ 150 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 620K / month Β· πŸ“¦ 150 Β· ⏱️ 27.10.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 550K Β· ⏱️ 26.10.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 550K Β· ⏱️ 31.10.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 68% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 67% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.4M / month Β· πŸ“¦ 180 Β· ⏱️ 11.10.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.5M / month Β· πŸ“¦ 180 Β· ⏱️ 11.10.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 55K Β· ⏱️ 12.10.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 56K Β· ⏱️ 12.10.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
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Dagster (πŸ₯‡41 Β· ⭐ 8.7K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 8.8K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.6K Β· πŸ“‹ 6.3K - 30% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.6K Β· πŸ“‹ 6.1K - 28% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 690K / month Β· πŸ“¦ 130 Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 710K / month): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 27.10.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 8.9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 45 Β· ⏱️ 20.10.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 47 Β· ⏱️ 30.10.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 730K Β· ⏱️ 20.10.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 730K Β· ⏱️ 31.10.2023): ``` conda install -c conda-forge great-expectations ``` @@ -3879,7 +3834,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 39M / month Β· πŸ“¦ 6.4K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 40M / month Β· πŸ“¦ 6.4K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3895,7 +3850,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 580K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 600K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): ``` pip install luigi ``` @@ -3920,26 +3875,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 8.9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
Kedro (πŸ₯ˆ37 Β· ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 840 Β· πŸ“¦ 1.9K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 400K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 390K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): ``` pip install kedro ```
dbt (πŸ₯ˆ37 Β· ⭐ 7.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.8K Β· πŸ“¦ 3.5K Β· πŸ“‹ 4.6K - 10% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.9K Β· πŸ“¦ 3.6K Β· πŸ“‹ 4.6K - 10% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 110K / month Β· πŸ“¦ 30 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 99K / month Β· πŸ“¦ 30 Β· ⏱️ 31.10.2023): ``` pip install dbt ``` @@ -3948,19 +3903,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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Activeloop (πŸ₯ˆ34 Β· ⭐ 7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.1K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 530 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 530 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 28.10.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.3K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.5K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
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petl (πŸ₯ˆ33 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT +
zenml (πŸ₯ˆ32 Β· ⭐ 3.2K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 + +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 210 Β· πŸ“‹ 230 - 14% open Β· ⏱️ 31.10.2023): + + ``` + git clone https://github.com/zenml-io/zenml + ``` +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 31.10.2023): + ``` + pip install zenml + ``` +
+
petl (πŸ₯ˆ32 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT - [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): @@ -3976,18 +3943,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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zenml (πŸ₯ˆ32 Β· ⭐ 3.2K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 - -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 330 Β· πŸ“₯ 1 Β· πŸ“¦ 210 Β· πŸ“‹ 230 - 14% open Β· ⏱️ 24.10.2023): - - ``` - git clone https://github.com/zenml-io/zenml - ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 12K / month Β· πŸ“¦ 2 Β· ⏱️ 24.10.2023): - ``` - pip install zenml - ``` -
huey (πŸ₯ˆ31 Β· ⭐ 4.7K) - a little task queue for python. MIT - [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): @@ -4006,12 +3961,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 100 Β· πŸ“₯ 43 Β· πŸ“¦ 200 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“₯ 43 Β· πŸ“¦ 200 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 5 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 98K / month Β· πŸ“¦ 5 Β· ⏱️ 01.11.2023): ``` pip install whylogs ``` @@ -4023,7 +3978,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 290K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 280K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): ``` pip install mleap ``` @@ -4039,19 +3994,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 19K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 22K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
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ploomber (πŸ₯‰29 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
ploomber (πŸ₯‰27 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 - [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 110 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.6K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.9K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): ``` pip install ploomber ``` @@ -4060,68 +4015,68 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge ploomber ```
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PyFunctional (πŸ₯‰27 Β· ⭐ 2.2K) - Python library for creating data pipelines with chain functional.. MIT +
PyFunctional (πŸ₯‰26 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT - [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 700 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 340K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 330K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰26 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 460 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 20.05.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 140 Β· πŸ“¦ 460 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 74K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 72K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 8.9K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ```
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Optimus (πŸ₯‰24 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark +
dbnd (πŸ₯‰25 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 32 Β· πŸ“¦ 36 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 29.10.2023): ``` - git clone https://github.com/hi-primus/optimus + git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7.3K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 180K / month Β· πŸ“¦ 24 Β· ⏱️ 29.10.2023): ``` - pip install optimuspyspark + pip install dbnd ```
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TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
Optimus (πŸ₯‰24 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/closeio/tasktiger + git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.1K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.6K / month Β· ⏱️ 30.05.2019): ``` - pip install tasktiger + pip install optimuspyspark ```
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dbnd (πŸ₯‰24 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 32 Β· πŸ“¦ 35 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 28.05.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 30.10.2023): ``` - git clone https://github.com/databand-ai/dbnd + git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 170K / month Β· πŸ“¦ 23 Β· ⏱️ 06.07.2022): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.2K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` - pip install dbnd + pip install tasktiger ```
Pypeline (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT @@ -4131,7 +4086,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 30K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 28K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4147,7 +4102,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 8.8K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4163,7 +4118,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 120 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 100 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4175,7 +4130,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 980 / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.7K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4191,33 +4146,33 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 150 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 180 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ’€) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 13 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 44 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 180K / month Β· ⏱️ 21.10.2022): ``` - pip install mara-pipelines + pip install flupy ```
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flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT +
Mara Pipelines (πŸ₯‰16 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 13 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/olirice/flupy + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 170K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 43 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` - pip install flupy + pip install mara-pipelines ```
datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 @@ -4227,7 +4182,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 51 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 53 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4235,14 +4190,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 11 hidden projects... - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 -- streamparse (πŸ₯‰26 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 +- streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT -- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - bodywork-core (πŸ₯‰16 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- riko (πŸ₯‰15 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
@@ -4254,7 +4209,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 970K Β· πŸ“‹ 580 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 980K Β· πŸ“‹ 580 - 46% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4270,12 +4225,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 620 Β· πŸ“¦ 68K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 620 Β· πŸ“¦ 68K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 14M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 15M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): ``` pip install xlsxwriter ``` @@ -4284,7 +4239,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge xlsxwriter ```
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jmespath (πŸ₯‰33 Β· ⭐ 1.9K Β· πŸ’€) - JMESPath is a query language for JSON. MIT +
jmespath (πŸ₯‰33 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT - [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 34% open Β· ⏱️ 31.03.2023): @@ -4322,7 +4277,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰26 Β· ⭐ 310) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰25 Β· ⭐ 310) - Runtime inspection utilities for Python typing module. MIT - [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 28 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): @@ -4349,36 +4304,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
more-itertools (πŸ₯‡40 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT +
attrs (πŸ₯‡39 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 8% open Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 860K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 01.11.2023): ``` - git clone https://github.com/more-itertools/more-itertools + git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 57M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 130M / month Β· πŸ“¦ 18K Β· ⏱️ 16.04.2023): ``` - pip install more-itertools + pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 13M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 33M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge more-itertools + conda install -c conda-forge attrs ```
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attrs (πŸ₯‡39 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT +
more-itertools (πŸ₯‡39 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 860K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 290 - 8% open Β· ⏱️ 29.10.2023): ``` - git clone https://github.com/python-attrs/attrs + git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 130M / month Β· πŸ“¦ 18K Β· ⏱️ 16.04.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 58M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): ``` - pip install attrs + pip install more-itertools ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 33M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 13M Β· ⏱️ 03.08.2023): ``` - conda install -c conda-forge attrs + conda install -c conda-forge more-itertools ```
toolz (πŸ₯ˆ35 Β· ⭐ 4.4K Β· πŸ’€) - A functional standard library for Python. BSD-3 @@ -4388,7 +4343,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 20M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 19M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` @@ -4397,36 +4352,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 5.3K) - Retrying library for Python. Apache-2 +
boltons (πŸ₯ˆ34 Β· ⭐ 6.3K Β· πŸ“ˆ) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.5K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 01.11.2023): ``` - git clone https://github.com/jd/tenacity + git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 35M / month Β· πŸ“¦ 1.5K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.8M / month Β· πŸ“¦ 430 Β· ⏱️ 01.11.2023): ``` - pip install tenacity + pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.6M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge tenacity + conda install -c conda-forge boltons ```
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boltons (πŸ₯ˆ32 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
tenacity (πŸ₯ˆ33 Β· ⭐ 5.4K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.5K Β· πŸ“‹ 170 - 39% open Β· ⏱️ 06.05.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 21.08.2023): ``` - git clone https://github.com/mahmoud/boltons + git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.7M / month Β· πŸ“¦ 430 Β· ⏱️ 20.02.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 36M / month Β· πŸ“¦ 1.6K Β· ⏱️ 14.08.2023): ``` - pip install boltons + pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.6M Β· ⏱️ 14.08.2023): ``` - conda install -c conda-forge boltons + conda install -c conda-forge tenacity ```
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 @@ -4440,23 +4395,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dependency_injector ```
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returns (πŸ₯‰31 Β· ⭐ 2.9K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰31 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 98 Β· πŸ“¦ 440 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 450 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 150K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.4K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.5K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4468,7 +4423,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4484,7 +4439,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.6M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4493,18 +4448,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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ubelt (πŸ₯‰25 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰24 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 48 Β· πŸ“¦ 3.1K Β· πŸ“‹ 16 - 18% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 46 Β· πŸ“‹ 16 - 18% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 61 Β· ⏱️ 10.07.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 64K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 65K Β· ⏱️ 28.10.2023): ``` conda install -c conda-forge ubelt ``` @@ -4525,12 +4480,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 99K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4545,7 +4500,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 6.7K Β· πŸ“₯ 68K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 6.7K Β· πŸ“₯ 68K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/micropython/micropython @@ -4557,7 +4512,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 -- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 21K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 22K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/pyston/pyston @@ -4567,7 +4522,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 960 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed -- cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed +- cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4577,12 +4532,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 600K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 610K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 71M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 73M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` @@ -4593,28 +4548,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 840 - 25% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 820 - 22% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 29.09.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.1M / month): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 890K Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 900K Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge cookiecutter ```
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pyparsing (πŸ₯‡40 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT +
pyparsing (πŸ₯‡39 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.4K Β· πŸ“¦ 870K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.5K Β· πŸ“¦ 880K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 94M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 95M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4623,68 +4578,52 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
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pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 +
diagrams (πŸ₯ˆ35 Β· ⭐ 32K Β· πŸ“ˆ) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 680K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 530 - 65% open Β· ⏱️ 30.10.2023): ``` - git clone https://github.com/eliben/pycparser - ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 110M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): - ``` - pip install pycparser - ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 35M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pycparser - ``` -
-
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 - -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 31K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): - + git clone https://github.com/mingrammer/diagrams ``` - git clone https://github.com/bartdag/py4j +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 37 Β· ⏱️ 30.10.2023): ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 33M / month Β· πŸ“¦ 700 Β· ⏱️ 12.08.2022): - ``` - pip install py4j + pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 170K Β· ⏱️ 30.10.2023): ``` - conda install -c conda-forge py4j + conda install -c conda-forge diagrams ```
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decorator (πŸ₯ˆ34 Β· ⭐ 780) - Decorators for Humans. BSD-2 +
pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 490K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 690K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` - git clone https://github.com/micheles/decorator + git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 54M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 120M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` - pip install decorator + pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 24M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 36M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge decorator + conda install -c conda-forge pycparser ```
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diagrams (πŸ₯ˆ33 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT +
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 520 - 65% open Β· ⏱️ 22.05.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 31K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` - git clone https://github.com/mingrammer/diagrams + git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 99K / month Β· πŸ“¦ 35 Β· ⏱️ 09.02.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 33M / month Β· πŸ“¦ 700 Β· ⏱️ 12.08.2022): ``` - pip install diagrams + pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 170K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.6M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge diagrams + conda install -c conda-forge py4j ```
wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 @@ -4694,7 +4633,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 80M / month Β· πŸ“¦ 12K Β· ⏱️ 07.10.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 81M / month Β· πŸ“¦ 12K Β· ⏱️ 07.10.2023): ``` pip install wrapt ``` @@ -4710,7 +4649,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 100M / month Β· πŸ“¦ 10K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 100M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` @@ -4719,14 +4658,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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Copier (πŸ₯‰31 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT +
decorator (πŸ₯ˆ33 Β· ⭐ 780) - Decorators for Humans. BSD-2 + +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 490K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): + + ``` + git clone https://github.com/micheles/decorator + ``` +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 56M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): + ``` + pip install decorator + ``` +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 25M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge decorator + ``` +
+
Copier (πŸ₯‰32 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 140 Β· πŸ“¦ 660 Β· πŸ“‹ 410 - 13% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 140 Β· πŸ“¦ 680 Β· πŸ“‹ 420 - 14% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 33 Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 170K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): ``` pip install copier ``` @@ -4742,23 +4697,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge keyboard ```
fastcore (πŸ₯‰30 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.6K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.7K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 590K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 610K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 61K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4770,7 +4725,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 230K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 220K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4781,17 +4736,17 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.2K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.3K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 510K / month Β· πŸ“¦ 270 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 520K / month Β· πŸ“¦ 270 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ```
-
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 32K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 25.09.2023): @@ -4807,9 +4762,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
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python-mss (πŸ₯‰26 Β· ⭐ 890) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰26 Β· ⭐ 900 Β· πŸ’€) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 27% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 27.04.2023): ``` git clone https://github.com/BoboTiG/python-mss @@ -4830,7 +4785,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4842,9 +4797,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... - powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- openpyxl (πŸ₯‰25 Β· ⭐ 62) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- openpyxl (πŸ₯‰17 Β· ⭐ 63 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
--- diff --git a/history/2023-11-02_changes.md b/history/2023-11-02_changes.md new file mode 100644 index 0000000..08a174e --- /dev/null +++ b/history/2023-11-02_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.4K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +- diagrams (πŸ₯ˆ35 Β· ⭐ 32K Β· πŸ“ˆ) - Diagram as Code for prototyping cloud system architectures. MIT +- boltons (πŸ₯ˆ34 Β· ⭐ 6.3K Β· πŸ“ˆ) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +- rsa (πŸ₯‰34 Β· ⭐ 450 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 +- ODMantic (πŸ₯‰25 Β· ⭐ 850 Β· πŸ“ˆ) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- docopt (πŸ₯‰33 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- inflect (πŸ₯‰26 Β· ⭐ 870 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- glom (πŸ₯‰25 Β· ⭐ 1.7K Β· πŸ“‰) - Pythons nested data operator (and CLI), for all your declarative.. ❗Unlicensed +- python-box (πŸ₯‰21 Β· ⭐ 2.3K Β· πŸ“‰) - Python dictionaries with advanced dot notation access. MIT +- openpyxl (πŸ₯‰17 Β· ⭐ 63 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT + diff --git a/history/2023-11-02_projects.csv b/history/2023-11-02_projects.csv new file mode 100644 index 0000000..5bf4948 --- /dev/null +++ b/history/2023-11-02_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-26 16:35:54.000,2023-10-26 16:35:53,434.0,28.0,2083,384.0,229.0,16.0,33.0,14607,2023-10-26 16:36:02.000,2023.10.26,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-10-26 16:36:29.000,2023-10-26 16:36:28,277.0,22.0,152,52.0,165.0,1.0,2.0,2043,2023-10-26 16:36:35.000,2023.10.26,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-10-26 16:35:01.000,2023-10-26 16:35:00,277.0,24.0,40,24.0,163.0,3.0,5.0,830,2023-10-26 16:35:08.000,2023.10.26,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-10-26 16:36:29.000,2023-10-26 16:36:28,277.0,22.0,152,52.0,165.0,1.0,2.0,2043,2023-10-26 16:36:35.000,2023.10.26,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-26 16:35:54.000,2023-10-26 16:35:53,434.0,28.0,2083,384.0,229.0,16.0,33.0,14607,2023-10-26 16:36:02.000,2023.10.26,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1668.0,322.0,13.0,73.0,38341,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-10-26 16:35:54.000,2023-10-26 16:35:53,434.0,28.0,2083,384.0,229.0,16.0,33.0,14607,2023-10-26 16:36:02.000,2023.10.26,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-11-02 13:24:05.000,2023-11-02 00:57:56,33960.0,783.0,8455,596.0,13109.0,2178.0,9908.0,24878,2023-10-14 20:22:16.000,1.26.1,153.0,1689.0,53,True,2052333.0,1913768.0,numpy,conda-forge/numpy,868019.0,199037629.0,https://pypi.org/project/numpy,2023-10-14 19:39:25.000,138565.0,197398819.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,66746365.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-11-02 12:33:05.000,2023-11-02 12:33:01,16116.0,804.0,15170,2066.0,8602.0,883.0,4985.0,61776,2023-11-01 23:08:30.000,4.25.0,151.0,1179.0,52,True,543290.0,523544.0,protobuf,conda-forge/protobuf,34232631.0,160331042.0,https://pypi.org/project/protobuf,2023-11-01 23:08:30.000,16250.0,152511101.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16192027.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3496.0,6619355.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-11-02 12:02:53.000,2023-11-02 05:06:09,33570.0,564.0,16710,1130.0,30313.0,3593.0,21881.0,40197,2023-10-26 21:16:59.000,2.1.2,119.0,3486.0,52,True,1434124.0,1360707.0,pandas,conda-forge/pandas,226909.0,145643587.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,73417.0,144415161.0,https://anaconda.org/conda-forge/pandas,2023-10-28 01:15:15.627,45378145.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-11-01 23:41:38.135,2023-11-01 18:15:10,5511.0,196.0,1775,241.0,701.0,165.0,2923.0,8380,2023-10-31 19:39:27.000,1.28.75,1417.0,149.0,48,True,394017.0,376060.0,boto3,conda-forge/boto3,,911611067.0,https://pypi.org/project/boto3,2023-11-01 19:28:42.000,17957.0,911192796.0,https://anaconda.org/conda-forge/boto3,2023-11-01 23:41:38.135,17567422.0,1.0,,,,,,,,,,,,,,,,,,, +11,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-11-02 09:57:09.000,2023-11-02 00:05:36,54094.0,188.0,23815,1939.0,50027.0,850.0,31251.0,59139,2023-10-11 14:42:08.000,8.5.0,337.0,6794.0,47,True,34690.0,30614.0,ansible,conda-forge/ansible,,4452712.0,https://pypi.org/project/ansible,2023-10-17 15:10:16.000,4076.0,4429668.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,967865.0,1.0,,,,,,,,,,,,,,,,,,, +12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-11-02 13:18:07.000,2023-11-02 11:44:12,21913.0,1223.0,12741,759.0,23494.0,847.0,7435.0,32742,2023-10-12 10:58:32.000,2.7.2,167.0,3052.0,47,True,8654.0,8347.0,apache-airflow,conda-forge/airflow,557562.0,23314582.0,https://pypi.org/project/apache-airflow,2023-11-02 12:04:37.000,307.0,21239505.0,https://anaconda.org/conda-forge/airflow,2023-10-19 12:30:29.120,964119.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-11-02 12:30:16.746208,479.0,210670527.0,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-11-02 11:05:50.000,2023-11-02 02:00:36,11071.0,366.0,1674,124.0,7477.0,38.0,2294.0,5867,2023-10-24 16:14:47.000,41.0.5,119.0,299.0,47,True,589439.0,567887.0,cryptography,conda-forge/cryptography,,206849207.0,https://pypi.org/project/cryptography,2023-10-24 16:14:47.000,21552.0,205744001.0,https://anaconda.org/conda-forge/cryptography,2023-10-25 00:30:12.953,44208251.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-11-02 12:10:20.000,2023-11-02 12:10:20,12345.0,73.0,4549,473.0,3100.0,634.0,4349.0,22451,2023-09-03 20:16:15.000,5.3.4,201.0,1313.0,46,True,130079.0,115004.0,celery,conda-forge/celery,,8046395.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15075.0,8010393.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1476115.0,1.0,,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-11-02 13:18:17.000,2023-11-01 21:37:17,2576.0,240.0,1437,101.0,3151.0,355.0,2958.0,16191,2023-09-28 07:08:34.000,2.4.2,123.0,432.0,45,True,285021.0,276551.0,pydantic,conda-forge/pydantic,,127416151.0,https://pypi.org/project/pydantic,2023-09-28 07:08:34.000,8470.0,127254221.0,https://anaconda.org/conda-forge/pydantic,2023-10-20 08:52:35.422,6477226.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-11-01 16:11:00.000,2023-09-01 21:20:27,2402.0,36.0,1315,183.0,1073.0,77.0,1422.0,14439,2023-08-17 17:29:32.000,8.1.7,20.0,366.0,45,True,1430985.0,1430985.0,click,conda-forge/click,129.0,177735599.0,https://pypi.org/project/click,,,176670482.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,31953455.0,1.0,,,,,,,,,,,,,,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-11-02 09:44:50.936,2023-11-01 18:14:49,11594.0,220.0,3858,577.0,3539.0,523.0,3967.0,14398,2023-10-31 19:38:57.000,1.29.75,1824.0,426.0,44,True,3061.0,3.0,awscli,conda-forge/awscli,1505.0,169293700.0,https://pypi.org/project/awscli,2023-11-01 19:28:17.000,3058.0,168758564.0,https://anaconda.org/conda-forge/awscli,2023-11-02 09:44:50.936,21404474.0,1.0,,,,,,,,,,,,,,,,,,, +18,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-11-02 11:13:06.000,2023-10-16 14:16:37,2258.0,48.0,2406,323.0,1474.0,183.0,1380.0,11848,2023-09-26 06:51:15.000,5.0.1,118.0,415.0,44,True,27681.0,,redis,conda-forge/redis-py,,33437539.0,https://pypi.org/project/redis,2023-09-26 06:51:15.000,27681.0,33410243.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1119157.0,1.0,,,,,,,,,,,,,,,,,,, +19,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-11-02 05:00:52.000,2023-11-02 00:16:11,16651.0,178.0,1214,87.0,694.0,177.0,7353.0,7927,2023-10-29 20:32:18.000,rel_1_4_50,293.0,662.0,44,True,705427.0,657808.0,SQLAlchemy,conda-forge/sqlalchemy,46153.0,99059633.0,https://pypi.org/project/SQLAlchemy,2023-10-29 20:32:00.000,47619.0,98670599.0,https://anaconda.org/conda-forge/sqlalchemy,2023-10-13 13:28:23.732,13583263.0,1.0,,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-11-01 22:07:53.608,2023-11-01 18:14:58,10379.0,266.0,1018,64.0,2014.0,141.0,907.0,1340,2023-11-01 19:27:51.000,1.31.76,1814.0,200.0,44,True,293115.0,284560.0,botocore,conda-forge/botocore,,375839738.0,https://pypi.org/project/botocore,2023-11-01 19:27:51.000,8555.0,375170200.0,https://anaconda.org/conda-forge/botocore,2023-11-01 22:07:53.608,24103377.0,1.0,,,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-11-02 13:05:23.000,2023-11-02 11:10:30,119455.0,1343.0,27877,1510.0,45739.0,8612.0,58232.0,56448,2020-07-22 03:00:52.000,0.0.6,11.0,2673.0,43,True,11.0,3.0,cpython,conda-forge/typing,,130293.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,98564.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2919092.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +22,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-11-02 12:02:11.000,2023-11-01 17:04:37,3853.0,20.0,1659,549.0,1037.0,190.0,1043.0,45271,2023-09-30 14:13:00.000,13.6.0,189.0,229.0,43,True,140412.0,135220.0,rich,conda-forge/rich,,34646367.0,https://pypi.org/project/rich,2023-09-30 14:10:36.000,5192.0,34507960.0,https://anaconda.org/conda-forge/rich,2023-09-30 19:12:41.298,5536318.0,1.0,,,,,,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-11-02 10:25:11.000,2023-11-02 10:11:38,3599.0,78.0,2280,278.0,3772.0,538.0,1942.0,17456,2023-10-24 08:15:47.000,2.14.6,77.0,534.0,43,True,28096.0,28096.0,datasets,conda-forge/datasets,,7425421.0,https://pypi.org/project/datasets,,,7410053.0,https://anaconda.org/conda-forge/datasets,2023-10-23 17:53:45.655,537903.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-11-02 09:31:58.000,2023-11-01 18:26:33,3468.0,77.0,1823,221.0,1265.0,22.0,656.0,16448,2023-11-01 18:27:18.000,19.13.0,317.0,547.0,43,True,185480.0,182288.0,Faker,conda-forge/faker,,11151776.0,https://pypi.org/project/Faker,2023-11-01 18:27:02.000,3192.0,11130674.0,https://anaconda.org/conda-forge/faker,2023-11-01 19:16:54.155,865197.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-11-02 13:08:50.000,2023-11-02 13:08:49,15281.0,390.0,1333,155.0,6289.0,561.0,3674.0,13136,2023-10-27 13:21:28.000,2.14.2,242.0,321.0,43,True,4073.0,3922.0,prefect,conda-forge/prefect,,637535.0,https://pypi.org/project/prefect,2023-10-27 13:21:28.000,151.0,624376.0,https://anaconda.org/conda-forge/prefect,2023-10-31 18:55:52.818,552712.0,1.0,,,,,,,,,,,,,,,,,,, +26,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-11-02 11:11:24.000,2023-11-02 11:10:41,37269.0,932.0,1479,299.0,7920.0,151.0,3582.0,4379,2023-11-02 11:11:24.000,google-maps-places-v0.1.4,100.0,507.0,43,True,1985.0,,google-cloud-storage,conda-forge/google-cloud-storage,,54409319.0,https://pypi.org/project/google-cloud-storage,2023-10-31 17:41:47.000,1985.0,54309277.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-11-01 08:55:18.033,4001704.0,1.0,,,,,,,,,,,,,,1.0,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-11-01 15:17:14.000,2023-10-31 17:56:22,6538.0,96.0,548,30.0,796.0,401.0,1365.0,1423,2023-08-06 15:15:44.000,2.16.1,61.0,809.0,43,True,642528.0,605353.0,pygments,conda-forge/pygments,,73400322.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37175.0,72703833.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,26466586.0,1.0,,,,,,,,,,,,,,,,,,, +28,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-11-01 22:20:45.000,2023-10-07 19:28:52,3017.0,27.0,3150,641.0,2410.0,161.0,2172.0,21290,2023-05-26 17:35:41.785,23.5.26,35.0,657.0,42,True,77872.0,77274.0,flatbuffers,conda-forge/flatbuffers,292429.0,15528074.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,324.0,14504557.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,895411.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,274.0,1010981.0,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-11-02 13:18:04.000,2023-11-02 11:05:31,10918.0,332.0,955,175.0,7032.0,1878.0,4674.0,18006,2023-10-28 00:13:36.000,3.91.1,3918.0,243.0,42,True,7780.0,6727.0,pulumi,,1335047.0,2471303.0,https://pypi.org/project/pulumi,2023-10-28 00:14:50.000,165.0,852625.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-10-28 00:14:31.868,888.0,1544509.0,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-11-02 13:16:40.000,2023-11-02 13:16:40,40938.0,1024.0,4029,258.0,23044.0,4224.0,2008.0,7215,2023-10-12 02:30:12.000,2.51.0,97.0,1573.0,42,True,181.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,7521241.0,https://pypi.org/project/apache-beam,2023-10-11 15:50:10.000,179.0,7519091.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,55911.0,1.0,,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-10-17 22:41:31.000,2023-08-21 13:31:57,3338.0,29.0,1661,196.0,1573.0,440.0,1214.0,6428,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,73803.0,69983.0,docker,conda-forge/docker-py,723.0,35381028.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,35287016.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3854265.0,2.0,,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-11-02 11:42:28.000,2023-11-02 00:48:44,15905.0,757.0,2482,374.0,24091.0,1026.0,7730.0,3894,2023-10-27 02:46:28.000,azure-mgmt-containerservicefleet_1.0.0,100.0,650.0,42,True,3034.0,2338.0,azure-storage-blob,conda-forge/azure-storage-blob,,44257461.0,https://pypi.org/project/azure-storage-blob,2023-10-17 22:32:49.000,696.0,44231880.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-10-11 01:36:34.107,1048826.0,1.0,,,,,,,,,,,,,,,,,,, +33,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-11-02 10:17:45.000,2023-11-02 10:16:35,4460.0,133.0,4995,717.0,3855.0,194.0,6950.0,30778,2023-10-18 15:52:16.000,2.23.0,144.0,472.0,41,True,1553.0,305.0,docker-compose,conda-forge/docker-compose,110693076.0,3420437.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1434667.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,373438.0,2.0,,,,,,,,,,,,,,,,,,, +34,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-11-02 13:23:13.000,2023-11-02 12:03:06,7850.0,864.0,1230,136.0,6724.0,1092.0,4312.0,21231,2023-10-29 06:14:16.000,py-0.17.5,321.0,303.0,41,True,4887.0,4579.0,polars,,34.0,2762662.0,https://pypi.org/project/polars,2023-11-01 22:32:10.000,308.0,2762660.0,,,,1.0,,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-11-02 09:44:42.000,2023-10-31 14:04:20,4559.0,28.0,1370,199.0,472.0,1.0,2326.0,10404,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,27774.0,24053.0,peewee,conda-forge/peewee,,1571373.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3721.0,1556754.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,570152.0,1.0,,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-11-02 11:49:36.000,2023-11-01 21:33:26,16297.0,1071.0,1070,103.0,10659.0,1757.0,4375.0,8763,2023-10-26 20:49:58.000,1.5.5,167.0,358.0,41,True,1640.0,1640.0,dagster,conda-forge/dagster,,734761.0,https://pypi.org/project/dagster,,,710312.0,https://anaconda.org/conda-forge/dagster,2023-10-27 16:53:12.409,1026882.0,1.0,,,,,,,,,,,,,,,,,,, +37,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-10-17 08:32:06.000,2023-09-24 00:00:44,3958.0,8.0,1943,316.0,766.0,986.0,780.0,8567,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,41,True,98276.0,85318.0,paramiko,conda-forge/paramiko,,45732133.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12958.0,45632439.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,3987777.0,2.0,,,,,,,,,,,,,,,,,,, +38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-10-31 16:46:40.000,2023-10-31 16:46:24,2587.0,51.0,574,60.0,337.0,30.0,763.0,4280,2023-10-30 13:33:57.000,4.19.2,99.0,109.0,41,True,488694.0,469838.0,jsonschema,conda-forge/jsonschema,103.0,99677038.0,https://pypi.org/project/jsonschema,2023-10-30 13:33:48.000,18856.0,99008922.0,https://anaconda.org/conda-forge/jsonschema,2023-10-30 15:13:31.902,24720207.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +39,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-10-25 22:59:27.000,2023-10-25 22:59:27,4329.0,61.0,530,57.0,893.0,257.0,1206.0,1942,2023-10-09 14:43:38.000,3.10.0,38.0,197.0,41,True,253368.0,238410.0,h5py,conda-forge/h5py,2891.0,16289777.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,14958.0,15957296.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13630274.0,1.0,,,,,,,,,,,,,,,,,,, +40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-10-30 20:40:51.000,2023-09-29 12:49:57,3027.0,16.0,1870,226.0,1114.0,187.0,631.0,20554,2023-09-29 13:05:44.000,2.4.0,27.0,311.0,40,True,23161.0,23161.0,cookiecutter,conda-forge/cookiecutter,,3124420.0,https://pypi.org/project/cookiecutter,,,3094525.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-29 16:10:18.671,896872.0,1.0,,,,,,,,,,,,,,,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-11-01 20:23:55.000,2023-11-01 20:23:55,12832.0,25.0,3028,605.0,3535.0,978.0,4010.0,16375,2023-06-17 17:37:56.000,2.2.1,44.0,599.0,40,True,11820.0,11211.0,kivy,conda-forge/kivy,33709.0,145272.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,609.0,137166.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,327477.0,1.0,,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-11-02 13:28:52.000,2023-11-02 12:44:16,11690.0,294.0,1391,78.0,7025.0,149.0,1637.0,8940,2023-10-30 21:34:29.000,0.18.0,252.0,413.0,40,True,47.0,,great_expectations,conda-forge/great-expectations,,12044726.0,https://pypi.org/project/great_expectations,2023-10-30 19:42:27.000,47.0,12027385.0,https://anaconda.org/conda-forge/great-expectations,2023-10-31 01:20:02.377,728327.0,2.0,,,,,,,,,,,,,,,,,,, +43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-10-30 20:49:15.000,2023-10-30 20:49:14,3252.0,31.0,628,81.0,1013.0,160.0,1036.0,6707,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,114214.0,103888.0,marshmallow,conda-forge/marshmallow,,29349234.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10326.0,29296532.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2160794.0,2.0,,,,,,,,,,,,,,,,,,, +44,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-11-02 04:05:02.000,2023-11-02 04:04:55,2168.0,11.0,1359,150.0,964.0,297.0,1190.0,5350,2020-09-30 07:33:37.000,2.0.1,36.0,215.0,40,True,21823.0,20401.0,kafka-python,conda-forge/kafka-python,1832.0,7027000.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1422.0,7021582.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,421380.0,1.0,,,,,,,,,,,,,,,,,,, +45,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-10-20 21:26:01.000,2023-10-20 17:59:00,1493.0,15.0,384,61.0,707.0,400.0,465.0,3474,2023-08-09 09:27:06.000,1.3.2,110.0,125.0,40,True,354960.0,348580.0,joblib,conda-forge/joblib,,40333328.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6380.0,39760869.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,22898394.0,2.0,,,,,,,,,,,,,,,,,,, +46,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-11-02 12:06:16.000,2023-11-02 04:12:51,4831.0,149.0,972,109.0,3725.0,1169.0,2930.0,3220,2023-10-19 22:47:25.000,2023.10.1,85.0,455.0,40,True,23487.0,21461.0,xarray,conda-forge/xarray,,3822024.0,https://pypi.org/project/xarray,2023-10-19 22:47:25.000,2026.0,3590367.0,https://anaconda.org/conda-forge/xarray,2023-10-20 01:16:07.998,9266307.0,2.0,,,,,,,,,,,,,,,,,,, +47,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-10-23 19:09:59.969,2023-10-22 20:53:42,936.0,11.0,566,227.0,247.0,87.0,257.0,9640,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,103225.0,101311.0,uvloop,conda-forge/uvloop,422.0,9141405.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1914.0,9123534.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,661079.0,1.0,,,,,,,,,,,,,,,,,,, +48,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-10-02 13:14:51.000,2023-09-30 22:03:06,1402.0,6.0,667,137.0,672.0,97.0,399.0,8405,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,79851.0,75056.0,arrow,conda-forge/arrow,,20511647.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4795.0,20434635.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3157508.0,1.0,,,,,,,,,,,,,,,,,,, +49,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,3.0,1425,229.0,482.0,15.0,628.0,7419,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,190515.0,190123.0,PyMySQL,conda-forge/pymysql,,45812760.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,45781638.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1244889.0,2.0,,,,,,,,,,,,,,,,,,, +50,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-11-01 07:38:06.000,2023-11-01 07:37:41,1372.0,34.0,365,65.0,539.0,119.0,542.0,4924,2023-04-16 10:50:23.776,23.1.0,27.0,147.0,39,True,882060.0,863844.0,attrs,conda-forge/attrs,,128202075.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18216.0,127791551.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,32841963.0,1.0,,,,,,,,,,,,,,,,,,, +51,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-11-02 10:25:09.000,2023-11-02 07:55:27,1560.0,34.0,1192,403.0,1304.0,57.0,997.0,4043,2023-10-13 13:10:21.000,8.10.1,135.0,198.0,39,True,6121.0,,elasticsearch,conda-forge/elasticsearch,3521.0,15264951.0,https://pypi.org/project/elasticsearch,2023-10-13 13:10:21.000,6121.0,15242497.0,https://anaconda.org/conda-forge/elasticsearch,2023-09-22 16:40:10.042,939093.0,2.0,,,,,,,,,,,,,,,,,,, +52,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-11-02 02:45:48.721,2023-11-02 00:37:22,5460.0,77.0,1178,239.0,1415.0,9.0,,3943,2023-11-01 22:19:31.000,4.6.0,135.0,205.0,39,True,20124.0,,pymongo,conda-forge/pymongo,,22958534.0,https://pypi.org/project/pymongo,2023-11-01 22:09:27.000,20124.0,22925884.0,https://anaconda.org/conda-forge/pymongo,2023-11-02 02:45:48.721,1306021.0,2.0,,,,,,,,,,,,,,,,,,, +53,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-10-29 13:07:01.000,2023-10-29 13:07:01,1549.0,35.0,256,40.0,495.0,25.0,261.0,3242,2023-08-04 13:37:51.000,10.1.0,44.0,111.0,39,True,206880.0,197940.0,more-itertools,conda-forge/more-itertools,2804.0,58686938.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8940.0,58365111.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13193548.0,1.0,,,,,,,,,,,,,,,,,,, +54,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-11-01 17:41:28.000,2023-11-01 10:45:52,3078.0,20.0,491,72.0,295.0,19.0,1248.0,3056,2023-10-03 12:45:27.000,2.9.9,62.0,135.0,39,False,730863.0,669322.0,psycopg2,psycopg2,,15454147.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61521.0,15451601.0,https://anaconda.org/anaconda/psycopg2,2023-06-22 17:47:17.043,244501.0,2.0,,,,,,,,,,,,,,,20.0,,,, +55,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-10-12 20:14:46.000,2023-08-29 22:07:06,320.0,4.0,504,54.0,258.0,271.0,308.0,2308,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1056121.0,979336.0,pyyaml,conda-forge/pyyaml,,239297810.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76785.0,238243658.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,40057794.0,1.0,,,,,,,,,,,,,,,,,,, +56,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-10-27 20:08:55.000,2023-10-27 15:06:17,1753.0,43.0,203,19.0,131.0,102.0,903.0,2181,2023-10-26 15:10:48.000,rel_1_12_1,121.0,177.0,39,True,198008.0,186469.0,alembic,conda-forge/alembic,,33528300.0,https://pypi.org/project/alembic,2023-10-26 15:10:40.000,11539.0,33426728.0,https://anaconda.org/conda-forge/alembic,2023-10-26 19:16:26.685,3859740.0,2.0,,,,,,,,,,,,,,,,,,, +57,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-10-30 12:35:48.000,2023-06-06 19:08:37,1575.0,,444,45.0,628.0,341.0,400.0,2149,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1227440.0,1223167.0,python-dateutil,conda-forge/python-dateutil,35049.0,227579249.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,227016413.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,50624913.0,1.0,,,,,,,,,,,,,,,,,,, +58,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-10-02 03:50:23.000,2023-10-02 03:50:14,1170.0,6.0,260,25.0,168.0,31.0,287.0,1977,2023-07-30 15:17:13.000,3.1.1,71.0,60.0,39,True,907636.0,875389.0,pyparsing,conda-forge/pyparsing,8458.0,96771303.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32247.0,95164325.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40171057.0,1.0,,,,,,,,,,,,,,,,,,, +59,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-10-30 13:09:06.478,2023-10-30 11:10:16,1993.0,29.0,194,26.0,599.0,91.0,197.0,579,2023-10-30 11:10:33.000,5.13.0,49.0,110.0,39,True,383150.0,368422.0,traitlets,conda-forge/traitlets,254.0,34699740.0,https://pypi.org/project/traitlets,2023-10-30 11:10:25.000,14728.0,34064248.0,https://anaconda.org/conda-forge/traitlets,2023-10-30 13:09:06.478,24148172.0,1.0,,,,,,,,,,,,,,,,,,, +60,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-10-28 16:14:29.000,2023-10-25 23:50:29,4088.0,10.0,2379,479.0,2281.0,121.0,879.0,16882,2023-10-05 11:21:35.000,3.4.0,80.0,606.0,38,True,2645.0,2230.0,luigi,luigi,,599190.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,413.0,599039.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14105.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +61,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-10-28 12:57:44.000,2023-10-18 15:56:26,1800.0,8.0,1361,209.0,856.0,163.0,932.0,9194,2023-06-22 02:17:03.239,1.15.1,76.0,299.0,38,True,16658.0,14878.0,rq,conda-forge/rq,,1366158.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1780.0,1363429.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,98252.0,2.0,,,,,,,,,,,,,,,,,,, +62,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-11-02 10:41:19.000,2023-07-04 10:52:46,2705.0,,687,149.0,725.0,569.0,551.0,8631,2023-07-04 11:15:11.669,3.0.39,123.0,217.0,38,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,37298869.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,36794888.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,19655266.0,2.0,,,,,,,,,,,,,,,,,,, +63,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-10-16 20:26:42.000,2023-10-16 20:26:42,1711.0,33.0,3262,140.0,869.0,110.0,1165.0,6077,2023-09-18 17:33:52.000,28.1.0,90.0,187.0,38,True,1426.0,,kubernetes,conda-forge/kubernetes,,16793747.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1426.0,16782815.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,459166.0,2.0,,,,,,,,,,,,,,,,,,, +64,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-10-28 23:24:35.000,2023-10-28 23:24:31,2853.0,36.0,454,64.0,207.0,64.0,503.0,2515,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,81697.0,80055.0,pycryptodomex,conda-forge/pycryptodomex,168.0,38492914.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1642.0,38454953.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1518413.0,2.0,,,,,,,,,,,,,,,,,,, +65,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-10-05 14:56:48.000,2023-09-29 19:42:31,1627.0,13.0,462,95.0,305.0,183.0,324.0,2450,2020-01-21 16:37:03.000,4.8.0,19.0,108.0,38,True,338538.0,322349.0,pexpect,conda-forge/pexpect,4366.0,38744858.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16189.0,38564482.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16410969.0,1.0,,,,,,,,,,,,,,,,,,, +66,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-28 13:18:30.000,2023-09-28 08:31:52,866.0,12.0,250,48.0,289.0,7.0,271.0,1790,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,110759.0,108451.0,msgpack,conda-forge/msgpack-python,1166.0,55421365.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,55034992.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,14295219.0,2.0,,,,,,,,,,,,,,,,,,, +67,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-10-25 14:31:04.225,2023-10-25 12:23:58,971.0,42.0,230,52.0,154.0,22.0,208.0,1540,2023-10-25 11:50:28.000,3.0.1,49.0,67.0,38,True,311271.0,300834.0,greenlet,conda-forge/greenlet,,84050118.0,https://pypi.org/project/greenlet,2023-10-25 11:50:28.000,10437.0,83847039.0,https://anaconda.org/conda-forge/greenlet,2023-10-25 14:31:04.225,8326254.0,2.0,,,,,,,,,,,,,,,,,,, +68,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-11-01 15:09:38.000,2023-10-28 19:13:02,2224.0,46.0,279,19.0,802.0,206.0,393.0,674,2023-10-21 17:37:02.000,2023.10.0,73.0,202.0,38,True,71020.0,70259.0,fsspec,conda-forge/fsspec,,144801636.0,https://pypi.org/project/fsspec,2023-10-21 17:37:02.000,761.0,144447996.0,https://anaconda.org/conda-forge/fsspec,2023-10-21 20:19:19.578,14852914.0,1.0,,,,,,,,,,,,,,,,,,, +69,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-10-02 00:20:18.000,2023-09-23 23:05:56,1604.0,24.0,1950,465.0,551.0,461.0,1308.0,14290,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,138.0,21.0,fabric,conda-forge/fabric,,4620430.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4618183.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,76400.0,3.0,,,,,,,,,,,,,,,,,,, +70,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-10-25 22:36:44.000,2023-08-29 10:07:13,6966.0,127.0,1225,342.0,242.0,39.0,445.0,13355,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,37,True,954.0,949.0,tink,,1097.0,189842.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,189411.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,417.0,,,,,,,,,,,,,, +71,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-10-29 17:23:31.000,2023-10-29 17:23:31,6854.0,53.0,1752,228.0,3067.0,716.0,2748.0,12184,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,10371.0,10056.0,pysimplegui,conda-forge/pysimplegui,,385125.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,382616.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,128008.0,2.0,,,,,,,,,,,,,,,,,,, +72,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-11-01 14:35:08.000,2023-10-31 14:42:29,2662.0,111.0,620,115.0,2865.0,794.0,3133.0,9097,2023-10-26 19:46:22.000,0.25.0,85.0,121.0,37,True,1215.0,1181.0,modin,conda-forge/modin-core,196732.0,977392.0,https://pypi.org/project/modin,2023-10-26 19:37:51.000,34.0,964457.0,https://anaconda.org/conda-forge/modin-core,2023-10-27 15:34:05.537,276142.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +73,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-11-02 13:22:27.000,2023-10-31 12:20:12,2451.0,109.0,837,108.0,1451.0,358.0,1233.0,8954,2023-10-18 14:58:27.000,0.18.14,46.0,214.0,37,True,2019.0,1950.0,kedro,,,391212.0,https://pypi.org/project/kedro,2023-10-18 14:58:27.000,69.0,391212.0,,,,2.0,,,,,,,,,,,,,,,,,,, +74,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-11-02 09:09:10.000,2023-11-01 20:25:27,6448.0,138.0,1339,135.0,4018.0,491.0,4115.0,7728,2023-11-01 13:22:20.000,1.6.7,194.0,299.0,37,True,3581.0,3551.0,dbt,conda-forge/dbt,2876.0,102276.0,https://pypi.org/project/dbt,2023-10-31 16:38:09.000,30.0,99154.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,249604.0,2.0,,,,,,,,,,,,,,,,dbt,,, +75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,,374,35.0,227.0,40.0,227.0,6559,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,598330.0,589196.0,python-dotenv,conda-forge/python-dotenv,,34286754.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9134.0,34216245.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2820394.0,2.0,,,,,,,,,,,,,,,,,,, +76,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-10-07 15:27:00.000,2023-10-04 06:58:22,4085.0,3.0,1225,139.0,1105.0,377.0,1322.0,4080,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25460.0,21865.0,mongoengine,conda-forge/mongoengine,,950762.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3595.0,944624.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,227123.0,2.0,,,,,,,,,,,,,,,,,,, +77,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-09-20 05:55:14.000,2023-09-18 06:34:29,1033.0,10.0,818,422.0,383.0,159.0,1153.0,3721,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,37,True,10622.0,9638.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3490644.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,984.0,3490527.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8289.0,2.0,,,,,,,,,,,,,,,,,,, +78,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-11-02 12:14:02.000,2023-11-01 12:56:57,2269.0,43.0,634,63.0,1423.0,30.0,977.0,3635,2023-10-24 13:19:55.000,3.4.1,142.0,138.0,37,True,1329.0,1268.0,awswrangler,conda-forge/awswrangler,212687.0,32940112.0,https://pypi.org/project/awswrangler,2023-10-24 13:09:58.000,61.0,32925564.0,https://anaconda.org/conda-forge/awswrangler,2023-10-25 15:01:54.519,428751.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +79,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-11-01 19:39:07.000,2023-10-31 17:31:33,1358.0,27.0,615,117.0,125.0,10.0,891.0,3357,2023-10-19 08:03:12.000,3.1.9,166.0,51.0,37,True,71968.0,67999.0,xlsxwriter,conda-forge/xlsxwriter,,14584585.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3969.0,14513137.0,https://anaconda.org/conda-forge/xlsxwriter,2023-10-10 21:33:23.840,3000844.0,3.0,,,,,,,,,,,,,,,,,,, +80,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-11-02 05:10:52.000,2023-10-31 16:52:29,2726.0,16.0,1190,199.0,1224.0,173.0,1799.0,3257,2023-05-05 16:39:25.000,4.2.0,42.0,228.0,37,True,4199.0,3935.0,netmiko,,,182776.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,182776.0,,,,3.0,,,,,,,,,,,,,,,,,,, +81,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-11-02 13:21:12.000,2023-11-02 13:08:04,6718.0,901.0,453,80.0,5027.0,103.0,2252.0,3215,2023-10-02 17:04:07.000,7.0.0,61.0,210.0,37,True,716.0,663.0,ibis-framework,conda-forge/ibis-framework,105.0,111268.0,https://pypi.org/project/ibis-framework,2023-10-29 00:04:22.000,53.0,103664.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,311629.0,2.0,,,,,,,,,,,,,,,,,,, +82,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-01 04:01:28.000,2023-11-01 04:01:28,505.0,51.0,571,125.0,222.0,57.0,965.0,2755,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,37,False,53555.0,51379.0,pyodbc,conda-forge/pyodbc,,24318935.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2176.0,24286978.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1182420.0,2.0,,,,,,,,,,,,,,,,,,, +83,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,26.0,143,43.0,113.0,20.0,151.0,1924,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,320869.0,318550.0,pyrsistent,conda-forge/pyrsistent,,40130278.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2319.0,39621606.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20346912.0,1.0,,,,,,,,,,,,,,,,,,, +84,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-11-02 10:40:27.000,2023-10-09 19:36:26,898.0,33.0,109,27.0,282.0,58.0,268.0,1418,2023-08-30 22:24:05.000,4.0.0,48.0,42.0,37,True,190682.0,190174.0,anyio,conda-forge/anyio,,46177553.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,45914465.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,11049724.0,2.0,,,,,,,,,,,,,,,,,,, +85,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-11-01 21:44:29.000,2023-10-20 12:24:38,4775.0,187.0,259,60.0,362.0,159.0,544.0,1233,2023-10-06 16:01:39.000,3.9.1,45.0,123.0,37,True,52219.0,49632.0,tables,conda-forge/pytables,178.0,913409.0,https://pypi.org/project/tables,2023-10-06 15:50:38.000,2587.0,747647.0,https://anaconda.org/conda-forge/pytables,2023-10-07 10:19:49.597,6630424.0,2.0,,,,,,,,,,,,,,,,,,, +86,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1168,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,315507.0,298212.0,future,conda-forge/future,,34473766.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17295.0,34331043.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12559709.0,1.0,,,,,,,,,,,,,,,,,,, +87,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2026332.0,1890626.0,six,conda-forge/six,,202814654.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135706.0,202268660.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,49139539.0,1.0,,,,,,,,,,,,,,,,,,, +88,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-11-01 23:49:50.000,2023-11-01 23:49:09,1712.0,34.0,258,53.0,1096.0,84.0,541.0,656,2023-10-30 19:50:13.000,3.13.0,150.0,136.0,37,True,24345.0,23211.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,33116583.0,https://pypi.org/project/google-cloud-bigquery,2023-10-30 19:50:13.000,1134.0,33047920.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-31 10:20:16.090,2746558.0,2.0,,,,,,,,,,,,,,,,,,, +89,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-10-08 11:01:26.000,2023-10-05 15:39:58,288.0,1.0,1407,377.0,164.0,144.0,175.0,25441,2022-12-12 20:38:05.885,0.5.0,10.0,60.0,36,True,28072.0,26217.0,fire,conda-forge/fire,,6898099.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1855.0,6887780.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,794591.0,2.0,,,,,,,,,,,,,,,,,,, +90,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-10-29 21:50:38.000,2023-10-22 22:51:27,393.0,4.0,965,212.0,183.0,156.0,293.0,11184,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,30934.0,29487.0,schedule,conda-forge/schedule,,1812484.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1447.0,1811154.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,45221.0,3.0,,,,,,,,,,,,,,,,,,, +91,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-11-01 18:10:18.000,2023-10-29 09:56:39,327.0,81.0,519,146.0,280.0,201.0,149.0,11062,2023-10-29 09:58:26.000,0.0.11,11.0,71.0,36,True,8108.0,7940.0,sqlmodel,conda-forge/sqlmodel,,570287.0,https://pypi.org/project/sqlmodel,2023-10-29 09:58:26.000,168.0,569474.0,https://anaconda.org/conda-forge/sqlmodel,2023-10-29 11:37:02.744,21972.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,, +92,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,455.0,6023,2023-03-20 09:22:33.000,3.0.0,33.0,146.0,36,True,113460.0,113460.0,watchdog,conda-forge/watchdog,,12244920.0,https://pypi.org/project/watchdog,,,12182119.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2574850.0,2.0,,,,,,,,,,,,,,,,,,, +93,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-10-29 22:59:58.820,2023-10-26 14:26:36,614.0,26.0,175,32.0,84.0,2.0,350.0,5012,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,36,True,63730.0,62589.0,orjson,conda-forge/orjson,,14861953.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1141.0,14838580.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,981697.0,2.0,,,,,,,,,,,,,,,,,,, +94,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-10-30 21:42:44.000,2023-10-30 21:42:44,1181.0,8.0,586,136.0,322.0,32.0,221.0,4294,2023-07-20 15:47:29.216,0.0.1,45.0,124.0,36,True,84339.0,83061.0,tablib,conda-forge/tablib,,1757404.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1278.0,1756302.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,92605.0,1.0,,,,,,,,,,,,,,,,,,, +95,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-30 08:02:25.000,2023-10-25 17:39:04,860.0,12.0,897,335.0,549.0,281.0,848.0,3448,2023-10-25 18:46:39.000,2.3.0,31.0,109.0,36,True,7985.0,7534.0,confluent-kafka,conda-forge/python-confluent-kafka,,10019968.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,451.0,9998570.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,791726.0,2.0,,,,,,,,,,,,,,,,,,, +96,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,13.0,238,51.0,266.0,13.0,332.0,3049,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,36,True,15347.0,14210.0,cerberus,conda-forge/cerberus,,5543103.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1137.0,5527696.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,354367.0,2.0,,,,,,,,,,,,,,,,,,, +97,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-10-25 13:40:25.000,2023-10-23 21:02:02,2655.0,25.0,474,121.0,551.0,298.0,1494.0,2725,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30418.0,29777.0,xlwings,conda-forge/xlwings,18965.0,154154.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,641.0,137546.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,681971.0,1.0,,,,,,,,,,,,,,,,,,, +98,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-11-02 09:52:20.000,2023-09-13 02:16:10,997.0,4.0,172,23.0,151.0,169.0,327.0,2014,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,128100.0,124166.0,dill,conda-forge/dill,291145.0,38294721.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3934.0,38157260.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5537284.0,2.0,,,,,,,,,,,,,,,,,,, +99,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-10-23 11:11:23.000,2023-10-18 05:21:23,1060.0,53.0,202,25.0,161.0,68.0,199.0,1775,2023-10-17 22:50:43.000,6.6.1,74.0,78.0,36,True,9256.0,8436.0,deepdiff,conda-forge/deepdiff,,11099788.0,https://pypi.org/project/deepdiff,2023-10-17 22:50:43.000,820.0,11090932.0,https://anaconda.org/conda-forge/deepdiff,2023-10-18 00:49:44.540,363096.0,1.0,,,,,,,,,,,,,,,,,,, +100,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-11-02 13:17:49.000,2023-10-28 16:41:38,2148.0,112.0,428,17.0,1053.0,96.0,376.0,1125,2023-10-16 16:52:25.000,0.35,63.0,220.0,36,True,13817.0,13366.0,holidays,conda-forge/holidays,189.0,6436390.0,https://pypi.org/project/holidays,2023-10-16 17:02:35.000,451.0,6343525.0,https://anaconda.org/conda-forge/holidays,2023-10-16 19:36:45.206,3714564.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,, +101,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-10-31 19:16:17.000,2023-10-30 14:18:42,532.0,12.0,2030,377.0,459.0,343.0,184.0,31894,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1253.0,1216.0,diagrams,conda-forge/diagrams,,103615.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,37.0,99503.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,172740.0,2.0,,,,,,,,,,,,,,2.0,,,,, +102,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-11-02 13:02:45.000,2023-11-01 05:27:10,15303.0,320.0,6741,732.0,5661.0,1673.0,3642.0,17406,2023-10-06 00:09:41.000,1.21.0,15.0,603.0,35,True,14.0,,micropython-_markupbase,,68324.0,910.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +103,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-10-06 16:46:25.000,2023-10-06 16:36:49,2431.0,5.0,1222,232.0,475.0,145.0,1002.0,7972,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11767.0,9811.0,supervisor,conda-forge/supervisor,,2003005.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,1995423.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,280552.0,2.0,,,,,,,,,,,,,,,,,,, +104,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,22.0,505,136.0,234.0,6.0,457.0,6730,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,35,True,16019.0,13382.0,sh,conda-forge/sh,,5960358.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2637.0,5955319.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,186469.0,2.0,,,,,,,,,,,,,,,,,,, +105,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-11-02 01:23:27.000,2023-10-24 11:53:47,826.0,28.0,362,70.0,268.0,230.0,292.0,5775,2020-07-24 18:17:05.000,2.1.2,54.0,95.0,35,True,24308.0,23067.0,pendulum,conda-forge/pendulum,254.0,15405082.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1241.0,15383493.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,863519.0,2.0,,,,,,,,,,,,,,,,,,, +106,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5259,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,65025.0,59401.0,xmltodict,conda-forge/xmltodict,,30012093.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5624.0,29972190.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3471608.0,2.0,,,,,,,,,,,,,,,,,,, +107,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,84.0,350.0,118.0,142.0,4363,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,120528.0,117063.0,toolz,conda-forge/toolz,,19546193.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,19336798.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18636178.0,2.0,,,,,,,,,,,,,,,,,,, +108,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-11-01 17:17:13.000,2023-11-01 17:17:12,898.0,13.0,368,88.0,269.0,26.0,316.0,4151,2023-06-11 08:50:12.594,5.8.0,36.0,86.0,35,True,4456.0,,ujson,conda-forge/ujson,,8800871.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4456.0,8693690.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4394429.0,2.0,,,,,,,,,,,,,,,,,,, +109,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-10-31 12:03:21.478,2023-10-31 06:51:32,1609.0,20.0,418,88.0,111.0,8.0,165.0,3326,2023-10-31 07:12:16.000,8.13.24,233.0,29.0,35,True,1441.0,,phonenumbers,conda-forge/phonenumbers,,4868296.0,https://pypi.org/project/phonenumbers,2023-10-31 07:12:16.000,1441.0,4840348.0,https://anaconda.org/conda-forge/phonenumbers,2023-10-31 12:03:21.478,838442.0,1.0,,,,,,,,,,,,,,,,,,, +110,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,35.0,51.0,25.0,158.0,3078,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,138285.0,136067.0,sortedcontainers,conda-forge/sortedcontainers,,29043101.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2218.0,28913471.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11407520.0,1.0,,,,,,,,,,,,,,,,,,, +111,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584,96.0,178.0,30.0,311.0,3003,,,21.0,83.0,35,True,704052.0,686809.0,pycparser,conda-forge/pycparser,,116411107.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17243.0,116001174.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,35664188.0,2.0,,,,,,,,,,,,,,,,,,, +112,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-09-28 02:35:17.000,2023-08-17 19:25:44,249.0,28.0,144,36.0,65.0,49.0,64.0,2398,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,35,True,116689.0,114636.0,aiofiles,conda-forge/aiofiles,,13397491.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2053.0,13385199.0,https://anaconda.org/conda-forge/aiofiles,2023-06-16 13:22:11.325,897374.0,2.0,,,,,,,,,,,,,,,,,,, +113,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-10-30 17:04:52.000,2023-10-28 16:38:51,9941.0,139.0,931,85.0,1770.0,74.0,124.0,1963,2023-08-10 08:07:04.000,3.8.0,71.0,474.0,35,True,861.0,,apache-libcloud,,,194210.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,194210.0,,,,2.0,,,,,,,,,,,,,,,,,,, +114,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-10-06 12:48:17.070,2023-10-05 19:56:36,652.0,2.0,331,66.0,123.0,20.0,176.0,1596,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,135195.0,114240.0,simplejson,conda-forge/simplejson,6372.0,19883397.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20955.0,19812467.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,2976224.0,2.0,,,,,,,,,,,,,,,,,,, +115,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-10-17 08:43:56.000,2023-10-17 08:43:56,436.0,12.0,160,29.0,281.0,81.0,166.0,1466,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2927.0,,cloudpickle,conda-forge/cloudpickle,27.0,32019549.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2927.0,31641804.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15109839.0,2.0,,,,,,,,,,,,,,,,,,, +116,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-11-02 08:04:53.606,2023-11-02 05:13:25,746.0,11.0,115,35.0,210.0,53.0,192.0,1278,2023-11-02 05:14:00.000,3.1.4,120.0,68.0,35,True,49260.0,47065.0,argcomplete,conda-forge/argcomplete,314.0,21457190.0,https://pypi.org/project/argcomplete,2023-11-02 05:14:00.000,2195.0,21422224.0,https://anaconda.org/conda-forge/argcomplete,2023-11-02 08:04:53.606,1398552.0,2.0,,,,,,,,,,,,,,,,,,, +117,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-10-18 22:21:59.292,2023-08-20 21:14:53,1376.0,18.0,160,34.0,164.0,70.0,234.0,1164,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2423.0,,jsonpickle,conda-forge/jsonpickle,,9942369.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2423.0,9891957.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1562780.0,2.0,,,,,,,,,,,,,,,,,,, +118,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,183.0,237.0,1153,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,35,True,27708.0,25569.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4973627.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2139.0,4967492.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,527658.0,2.0,,,,,,,,,,,,,,,,,,, +119,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,147.0,270.0,1109,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,31856.0,31159.0,py4j,conda-forge/py4j,,33105516.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,697.0,33052767.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4589247.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,, +120,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-10-31 17:04:06.000,2023-10-31 17:04:06,336.0,48.0,49,15.0,55.0,7.0,34.0,342,2023-10-30 20:58:32.000,0.2.9,21.0,17.0,35,True,475217.0,461697.0,wcwidth,conda-forge/wcwidth,,51941471.0,https://pypi.org/project/wcwidth,2023-10-30 20:58:32.000,13520.0,51412016.0,https://anaconda.org/conda-forge/wcwidth,2023-10-31 09:35:46.940,21707694.0,2.0,,,,,,,,,,,,,,,,,,, +121,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-10-20 17:10:24.000,2023-10-20 17:10:23,565.0,13.0,125,18.0,220.0,46.0,35.0,182,2023-09-26 21:26:08.000,0.7.0,35.0,37.0,35,True,254729.0,250370.0,s3transfer,conda-forge/s3transfer,,282063547.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4359.0,281599495.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,17169959.0,2.0,,,,,,,,,,,,,,,,,,, +122,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-11-02 11:27:25.000,2023-10-28 18:59:24,8431.0,431.0,532,83.0,2197.0,51.0,387.0,7056,2023-10-24 14:07:33.000,3.8.3,154.0,119.0,34,True,2502.0,2448.0,hub,,,3489.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3489.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +123,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-11-01 07:07:30.000,2023-11-01 07:07:19,1531.0,12.0,348,144.0,198.0,66.0,104.0,6281,2023-11-01 07:04:40.000,23.1.1,53.0,86.0,34,True,5941.0,5510.0,boltons,conda-forge/boltons,25.0,2796749.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,431.0,2756471.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3625050.0,2.0,,,,,,,,,,,,,,2.0,,,,, +124,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-10-23 21:46:41.000,2023-10-23 21:46:40,1906.0,53.0,597,129.0,331.0,35.0,854.0,5615,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1827.0,1457.0,csvkit,conda-forge/csvkit,,186865.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,183502.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,100893.0,2.0,,,,,,,,,,,,,,,,,,, +125,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-10-31 13:23:30.000,2023-10-30 16:56:16,543.0,12.0,786,70.0,410.0,96.0,414.0,3585,2023-10-30 17:16:08.000,0.18.0,48.0,138.0,34,True,828.0,,prometheus_client,conda-forge/prometheus_client,,24955178.0,https://pypi.org/project/prometheus_client,2023-10-30 17:15:31.000,828.0,24611697.0,https://anaconda.org/conda-forge/prometheus_client,2023-10-30 19:05:35.457,14426241.0,2.0,,,,,,,,,,,,,,,,,,, +126,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233,87.0,78.0,313.0,332.0,3338,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4065.0,3702.0,pony,conda-forge/pony,75.0,130429.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,363.0,127731.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97150.0,2.0,,,,,,,,,,,,,,,,,,, +127,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-11-01 00:49:42.000,2023-10-31 13:52:46,723.0,19.0,316,33.0,501.0,105.0,368.0,3274,2023-10-31 18:44:59.000,3.2.4,86.0,115.0,34,True,7631.0,7353.0,dynaconf,conda-forge/dynaconf,,2145695.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,278.0,2144053.0,https://anaconda.org/conda-forge/dynaconf,2023-09-25 10:33:38.814,60762.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +128,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3271,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,34,True,803338.0,781834.0,colorama,conda-forge/colorama,,122742350.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21504.0,122448150.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,26772284.0,2.0,,,,,,,,,,,,,,,,,,, +129,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-11-01 21:12:48.000,2023-11-01 21:12:44,1273.0,12.0,185,50.0,317.0,127.0,223.0,2689,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,5650.0,5178.0,plumbum,conda-forge/plumbum,,2796278.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,472.0,2784361.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,989184.0,3.0,,,,,,,,,,,,,,,,,,, +130,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-10-31 09:22:44.000,2023-10-24 08:59:39,1426.0,50.0,197,47.0,1191.0,63.0,561.0,2540,2023-10-23 08:57:14.000,0.39.1,730.0,69.0,34,True,3150.0,3121.0,docarray,conda-forge/docarray,,122482.0,https://pypi.org/project/docarray,2023-10-24 09:20:40.000,29.0,116969.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,121298.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,, +131,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-10-12 11:03:42.000,2023-10-09 21:18:20,331.0,6.0,299,46.0,111.0,14.0,188.0,2425,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,51959.0,48661.0,python-magic,conda-forge/python-magic,,6153653.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3298.0,6147311.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,234658.0,2.0,,,,,,,,,,,,,,,,,,, +132,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-10-17 16:49:49.000,2023-10-17 16:49:49,1498.0,2.0,443,133.0,557.0,301.0,373.0,2366,2023-03-23 14:03:04.308,1.1.8,29.0,130.0,34,True,25825.0,24557.0,dateparser,conda-forge/dateparser,,4028423.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1268.0,4026198.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,182459.0,3.0,,,,,,,,,,,,,,,,,,, +133,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-24 10:06:05.674,2023-09-12 18:15:46,1072.0,2.0,439,55.0,288.0,11.0,317.0,2329,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,34,True,148882.0,141653.0,mysqlclient,conda-forge/mysqlclient,5273.0,4842618.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7229.0,4834906.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,306043.0,2.0,,,,,,,,,,,,,,,,,,, +134,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-10-20 18:45:21.000,2023-10-20 18:45:21,1746.0,12.0,204,89.0,226.0,,,2235,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,74381.0,73197.0,motor,conda-forge/motor,,1229372.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1184.0,1227696.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,62038.0,2.0,,,,,,,,,,,,,,,,,,, +135,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-10-18 14:06:54.606,2023-09-26 12:30:29,817.0,37.0,200,63.0,97.0,64.0,292.0,2040,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3184.0,,numexpr,conda-forge/numexpr,493.0,5484815.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3184.0,5305502.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7351613.0,2.0,,,,,,,,,,,,,,,,,,, +136,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-09-23 12:04:37.819,2023-08-01 19:17:09,382.0,,250,49.0,149.0,56.0,85.0,1985,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39377.0,5.0,chardet,conda-forge/chardet,,55829466.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39369.0,55249713.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22022150.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,223.0,,,,,,,,,,,,,, +137,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-11-01 04:18:09.000,2023-10-31 15:28:13,1836.0,24.0,225,45.0,856.0,278.0,375.0,1240,2023-08-18 14:29:58.000,2.16.1,73.0,94.0,34,True,3285.0,2847.0,zarr,conda-forge/zarr,,504052.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,438.0,435261.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2751674.0,2.0,,,,,,,,,,,,,,,,,,, +138,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-10-31 13:50:47.000,2023-10-31 13:50:46,517.0,21.0,82,24.0,274.0,29.0,75.0,1146,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,34,True,18777.0,18521.0,cleo,conda-forge/cleo,,16776675.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,256.0,16760459.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,599999.0,2.0,,,,,,,,,,,,,python-poetry/cleo,,,,,, +139,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-10-23 17:00:53.000,2023-10-08 20:47:28,2036.0,9.0,141,18.0,161.0,59.0,436.0,1121,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,34,True,4199.0,,keyring,conda-forge/keyring,,39936366.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4199.0,39839583.0,https://anaconda.org/conda-forge/keyring,2023-09-29 15:42:13.438,3871322.0,3.0,,,,,,,,,,,,,,,,,,, +140,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-10-26 21:28:54.000,2023-10-26 21:25:42,512.0,62.0,123,23.0,66.0,20.0,159.0,849,2023-10-26 21:28:54.000,2.12.0,34.0,29.0,34,True,17968.0,17636.0,anytree,conda-forge/anytree,,940708.0,https://pypi.org/project/anytree,2023-10-26 21:28:54.000,332.0,939887.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,35330.0,2.0,,,,,,,,,,,,,,,,,,, +141,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-10-21 20:45:12.148,2023-10-21 17:54:00,1015.0,19.0,248,19.0,385.0,122.0,307.0,746,2023-10-21 17:55:06.000,2023.10.0,63.0,129.0,34,True,15917.0,15214.0,s3fs,conda-forge/s3fs,,131878480.0,https://pypi.org/project/s3fs,2023-10-21 17:55:06.000,703.0,131715703.0,https://anaconda.org/conda-forge/s3fs,2023-10-21 20:45:12.148,6348341.0,2.0,,,,,,,,,,,,,,,,,,, +142,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-11-01 10:29:52.000,2023-11-01 10:29:52,1120.0,12.0,287,32.0,802.0,7.0,512.0,696,2023-09-25 05:58:39.000,7.1.17,106.0,119.0,34,True,6073.0,5612.0,minio,conda-forge/minio,,1752426.0,https://pypi.org/project/minio,2023-09-25 05:57:29.000,461.0,1748596.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,149399.0,2.0,,,,,,,,,,,,,,,,,,, +143,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-10-31 01:19:50.500,2023-10-30 18:28:21,278.0,20.0,90,14.0,178.0,10.0,91.0,592,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,34,True,344099.0,341309.0,filelock,conda-forge/filelock,,104237193.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2790.0,103862292.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,15745853.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,, +144,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-11-01 16:03:03.000,2023-11-01 16:03:00,597.0,16.0,106,12.0,115.0,22.0,103.0,452,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,34,True,359587.0,352454.0,rsa,conda-forge/rsa,,132704417.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7133.0,132557050.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,12968327.0,3.0,,,,,,,,,,,,,,2.0,,,,, +145,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-10-12 11:56:00.000,2023-10-12 11:55:59,808.0,18.0,131,23.0,92.0,53.0,137.0,300,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,111632.0,104555.0,asn1crypto,conda-forge/asn1crypto,,58347383.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7077.0,58239537.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8304183.0,3.0,,,,,,,,,,,,,,,,,,, +146,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,6.0,78,15.0,35.0,35.0,46.0,287,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,34,True,1789877.0,1706550.0,pytz,conda-forge/pytz,,154033827.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83327.0,152731350.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,46889193.0,3.0,,,,,,,,,,,,,,,,,,, +147,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-22 22:23:29.297,2023-10-22 17:41:43,315.0,15.0,58,7.0,75.0,1.0,81.0,176,2023-06-21 14:09:09.912,4.3.1,47.0,30.0,34,True,135575.0,131774.0,tzlocal,conda-forge/tzlocal,,48524010.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3801.0,48432952.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2458568.0,3.0,,,,,,,,,,,,,,,,,,, +148,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-10-30 19:18:13.000,2023-10-29 09:15:59,475.0,4.0,493,69.0,286.0,208.0,167.0,12354,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2354.0,21.0,typer,conda-forge/typer,,12848359.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,12806561.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1797330.0,3.0,,,,,,,,,,,,,,,,,,, +149,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-11-02 00:31:19.000,2023-11-02 00:31:19,2775.0,11.0,606,148.0,484.0,240.0,994.0,11324,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2369.0,2322.0,dearpygui,,,43473.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,43473.0,,,,2.0,,,,,,,,,,,,,,,,,,, +150,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,551,164.0,110.0,222.0,186.0,7851,,,1.0,31.0,33,False,103939.0,103939.0,docopt,conda-forge/docopt,,10945873.0,https://pypi.org/project/docopt,,,10924169.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1975140.0,3.0,,,,,,,,,,,,,,-3.0,,,,, +151,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-10-17 20:45:32.000,2023-07-24 18:53:19,697.0,,512,106.0,157.0,12.0,291.0,6193,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12719.0,11815.0,tinydb,conda-forge/tinydb,,503960.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,904.0,499971.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,355022.0,2.0,,,,,,,,,,,,,,,,,,, +152,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-09-28 11:06:40.000,2023-08-21 07:09:39,474.0,4.0,247,48.0,193.0,91.0,145.0,5380,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1564.0,,tenacity,conda-forge/tenacity,,36528570.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1564.0,36376767.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5616742.0,2.0,,,,,,,,,,,,,,,,,,, +153,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-10-29 11:04:18.000,2023-10-13 01:32:04,1189.0,7.0,334,41.0,484.0,486.0,501.0,3896,2023-08-11 03:44:09.000,0.20.0,151.0,124.0,33,True,6599.0,6506.0,tortoise-orm,conda-forge/tortoise-orm,13.0,105212.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,104667.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15809.0,3.0,,,,,,,,,,,,,,,,,,, +154,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,4.0,253,50.0,200.0,125.0,196.0,3567,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20801.0,20681.0,databases,conda-forge/databases,,361057.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,357716.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,190467.0,3.0,,,,,,,,,,,,,,,,,,, +155,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-10-27 08:57:15.000,2023-10-27 08:54:47,1133.0,33.0,243,64.0,88.0,23.0,273.0,3414,2023-10-25 15:29:54.000,1.15.0,24.0,44.0,33,True,1049.0,930.0,asciimatics,conda-forge/asciimatics,,115473.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,119.0,111612.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,142857.0,3.0,,,,,,,,,,,,,,,,,,, +156,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-10-28 01:59:36.000,2023-09-07 02:59:25,1023.0,11.0,365,50.0,378.0,82.0,310.0,2968,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,16900382.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,16845805.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2183104.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,,, +157,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-10-18 04:22:47.000,2023-10-16 15:26:04,1031.0,11.0,259,35.0,364.0,149.0,253.0,2181,2022-03-15 11:22:57.000,0.48.9,213.0,98.0,33,True,15130.0,15034.0,pypika,conda-forge/pypika,,2425459.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,96.0,2425267.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,4824.0,3.0,,,,,,,,,,,,,,,,,,, +158,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,86.0,1952,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7022.0,,jmespath,conda-forge/jmespath,,130498511.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7022.0,130304891.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17038587.0,3.0,,,,,,,,,,,,,,,,,,, +159,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-10-07 07:59:33.000,2023-10-07 07:02:37,717.0,4.0,218,43.0,69.0,47.0,137.0,1906,2023-02-27 01:57:13.529,1.15.0,53.0,27.0,33,True,11870.0,,wrapt,conda-forge/wrapt,,81141105.0,https://pypi.org/project/wrapt,2023-10-07 07:00:22.000,11870.0,80783589.0,https://anaconda.org/conda-forge/wrapt,2023-09-22 19:10:19.157,13228113.0,2.0,,,,,,,,,,,,,,,,,,, +160,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-11-01 12:10:42.000,2023-10-30 00:20:45,288.0,19.0,147,27.0,58.0,6.0,228.0,1811,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3486.0,,cachetools,conda-forge/cachetools,,104236786.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3486.0,103994452.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10178053.0,1.0,,,,,,,,,,,,,,,,,,, +161,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-11-01 20:37:26.000,2023-10-30 14:34:53,6031.0,7.0,553,79.0,1102.0,15.0,,1353,2023-06-06 15:21:12.274,3.28.0,75.0,197.0,33,True,6350.0,5648.0,cassandra-driver,conda-forge/cassandra-driver,,1519879.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1515088.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,186878.0,3.0,,,,,,,,,,,,,,,,,,, +162,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-10-24 11:31:45.000,2023-10-24 11:31:45,698.0,33.0,125,22.0,275.0,41.0,128.0,1028,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10506.0,,pluggy,conda-forge/pluggy,,104157641.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10506.0,103530240.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23213844.0,2.0,,,,,,,,,,,,,,,,,,, +163,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-10-23 14:35:12.000,2023-10-20 07:05:51,343.0,21.0,141,15.0,159.0,18.0,137.0,841,2023-09-02 09:17:56.000,0.22.0,42.0,50.0,33,True,90677.0,88888.0,validators,conda-forge/validators,10.0,6411086.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1789.0,6397905.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,527233.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,, +164,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-11-01 08:43:15.000,2023-10-26 10:25:29,1488.0,23.0,203,98.0,731.0,5.0,229.0,836,2023-10-26 14:14:56.000,5.14.0,128.0,41.0,33,True,7550.0,7324.0,neo4j-driver,conda-forge/neo4j-python-driver,,136403.0,https://pypi.org/project/neo4j-driver,2023-10-26 14:12:18.000,226.0,131649.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-10-26 19:31:12.838,194931.0,3.0,,,,,,,,,,,,,,,,,,, +165,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,24.0,56.0,13.0,93.0,784,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,514349.0,489963.0,decorator,conda-forge/decorator,,56192914.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24386.0,55913164.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,24618014.0,2.0,,,,,,,,,,,,,,,,,,, +166,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,234,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,435093.0,420018.0,pyasn1,conda-forge/pyasn1,,140921203.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15075.0,134216022.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13410362.0,3.0,,,,,,,,,,,,,,,,,,, +167,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-10-24 16:00:35.000,2023-09-20 06:18:21,1023.0,25.0,512,92.0,185.0,14.0,428.0,5089,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3469.0,3201.0,transitions,conda-forge/transitions,,483641.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,473019.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,562981.0,1.0,,,,,,,,,,,,,,,,,,, +168,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4654,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3931.0,3351.0,dataset,conda-forge/dataset,,171248.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,171019.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7353.0,3.0,,,,,,,,,,,,,,,,,,, +169,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,486.0,3305,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,332.0,318.0,koalas,conda-forge/koalas,1019.0,1475705.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1469782.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,318895.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +170,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-10-26 21:56:39.000,2022-12-19 03:14:24,1998.0,,250,48.0,198.0,172.0,356.0,3275,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2639.0,2537.0,dependency-injector,conda-forge/dependency_injector,,1143932.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1142637.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,33684.0,2.0,,,,,,,,,,,,,,,,,,, +171,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-11-02 13:18:09.000,2023-10-31 08:01:23,5999.0,185.0,336,40.0,1778.0,34.0,200.0,3230,2023-10-31 10:10:33.000,0.45.6,111.0,80.0,32,True,211.0,209.0,zenml,,1.0,13126.0,https://pypi.org/project/zenml,2023-10-31 10:10:33.000,2.0,13126.0,,,,2.0,,,,,,,,,,,,,,,,,,, +172,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,196.0,944.0,264.0,501.0,3168,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9967.0,9149.0,blaze,conda-forge/blaze,,11262.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8567.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202187.0,2.0,,,,,,,,,,,,,,,,,,, +173,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-10-27 11:59:43.000,2023-10-27 11:59:43,406.0,6.0,197,58.0,151.0,95.0,73.0,2791,2021-12-01 20:51:57.000,0.7.5,25.0,64.0,32,True,8388.0,7469.0,schema,conda-forge/schema,,7055407.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,919.0,7052955.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,127522.0,2.0,,,,,,,,,,,,,,,,,,, +174,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-11-02 11:46:10.000,2023-11-01 20:35:23,607.0,33.0,221,17.0,585.0,267.0,418.0,2656,2023-09-30 04:00:26.000,0.17.2,77.0,105.0,32,True,1181.0,1098.0,pandera,conda-forge/pandera-core,,1252813.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1252016.0,https://anaconda.org/conda-forge/pandera-core,2023-10-02 17:38:59.227,29516.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +175,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-10-18 20:14:42.000,2023-04-17 23:37:12,196.0,,184,28.0,74.0,8.0,84.0,2559,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,116366.0,112991.0,python-decouple,conda-forge/python-decouple,12.0,1751504.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3375.0,1750528.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,72226.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +176,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,13.0,276,49.0,73.0,50.0,113.0,2163,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,1023.0,959.0,datasketch,,19.0,1618975.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1618975.0,,,,2.0,,,,,,,,,,,,,,,,,,, +177,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2099,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,202596.0,194074.0,xlrd,conda-forge/xlrd,,20565464.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8522.0,20520804.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3572863.0,2.0,,,,,,,,,,,,,,,,,,, +178,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,7.0,264,25.0,116.0,10.0,147.0,1735,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,32,True,63327.0,61831.0,emoji,conda-forge/emoji,,2741188.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1496.0,2739589.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,62372.0,2.0,,,,,,,,,,,,,,,,,,, +179,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-10-26 14:53:51.000,2023-09-22 12:24:05,1051.0,3.0,89,17.0,574.0,92.0,440.0,1633,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,19883.0,19512.0,omegaconf,conda-forge/omegaconf,,4749283.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,4723207.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1199503.0,2.0,,,,,,,,,,,,,,,,,,, +180,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-10-04 02:34:11.000,2023-10-04 02:34:11,683.0,2.0,223,60.0,399.0,131.0,610.0,1464,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5989.0,,typing,conda-forge/typing,,8535531.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5989.0,8503803.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2919056.0,2.0,,,,,,,,,,,,,,,,,,, +181,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,5.0,214,48.0,179.0,56.0,336.0,1453,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2236.0,2140.0,pygsheets,,,1460662.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,96.0,1460662.0,,,,3.0,,,,,,,,,,,,,,,,,,, +182,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-10-31 17:39:36.000,2023-10-30 18:29:55,1323.0,81.0,139,21.0,845.0,59.0,357.0,1317,2023-10-30 09:56:49.000,9.0.1,58.0,65.0,32,True,714.0,676.0,copier,,,171813.0,https://pypi.org/project/copier,2023-10-30 09:56:49.000,38.0,171813.0,,,,3.0,,,,,,,,,,,,,,,,,,, +183,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1166,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3571.0,3486.0,petl,conda-forge/petl,,1413201.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,85.0,1407985.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,213882.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +184,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,28.0,95.0,61.0,141.0,1136,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6449.0,6128.0,sshtunnel,conda-forge/sshtunnel,,5980347.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,321.0,5978868.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,127202.0,3.0,,,,,,,,,,,,,,,,,,, +185,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-10-27 04:05:46.000,2023-10-27 04:05:38,537.0,34.0,144,28.0,537.0,5.0,116.0,1058,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,8090.0,,bcrypt,conda-forge/bcrypt,,42674979.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8090.0,42566551.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4228696.0,3.0,,,,,,,,,,,,,,,,,,, +186,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,954,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,45305.0,43641.0,Bottleneck,conda-forge/bottleneck,,681364.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1664.0,579272.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3777438.0,2.0,,,,,,,,,,,,,,,,,,, +187,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-10-24 13:50:09.282,2023-10-24 11:32:09,858.0,43.0,62,19.0,455.0,140.0,281.0,356,2023-10-24 13:42:38.000,2.0.0,84.0,34.0,32,True,8702.0,8550.0,param,conda-forge/param,,632551.0,https://pypi.org/project/param,2023-10-24 11:37:21.000,152.0,594549.0,https://anaconda.org/conda-forge/param,2023-10-24 13:50:09.282,1406106.0,2.0,,,,,,,,,,,,,,,,,,, +188,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,131.0,189.0,177.0,341.0,5873,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6372.0,6286.0,eel,,,66850.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,66850.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,,, +189,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-11-01 14:26:38.000,2023-10-22 12:50:12,983.0,3.0,380,84.0,175.0,,600.0,4669,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1465.0,1289.0,huey,conda-forge/huey,,96948.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,176.0,96459.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32796.0,2.0,,,,,,,,,,,,,,,,,,, +190,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,21.0,112.0,14.0,125.0,3400,2023-03-25 04:12:25.000,4.7.1,34.0,17.0,31,True,21964.0,21964.0,gdown,conda-forge/gdown,,1409358.0,https://pypi.org/project/gdown,,,1404692.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,233308.0,2.0,,,,,,,,,,,,,,,,,,, +191,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-10-25 16:21:30.000,2023-10-25 16:21:29,1708.0,40.0,100,42.0,1303.0,66.0,353.0,2950,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,510.0,451.0,returns,conda-forge/returns,,155303.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,155052.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7534.0,3.0,,,,,,,,,,,,,,,,,,, +192,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1472.0,1358.0,mrjob,conda-forge/mrjob,,97578.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,91552.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,518310.0,2.0,,,,,,,,,,,,,,,,,,, +193,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-11-01 22:27:10.000,2023-10-31 15:28:50,785.0,61.0,106,32.0,1021.0,21.0,383.0,2376,2023-11-01 22:25:28.000,1.3.12,298.0,23.0,31,True,201.0,196.0,whylogs,,43.0,97750.0,https://pypi.org/project/whylogs,2023-11-01 22:26:23.000,5.0,97748.0,,,,2.0,,,,,,,,,,,,,,,,,,, +194,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-10-25 19:04:53.000,2023-09-30 03:45:06,826.0,5.0,424,40.0,627.0,259.0,365.0,2297,2023-04-26 00:04:01.470,5.5.0,89.0,106.0,31,True,1714.0,1553.0,pynamodb,conda-forge/pynamodb,,1407601.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1400215.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,376718.0,3.0,,,,,,,,,,,,,,,,,,, +195,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,,208,39.0,241.0,42.0,201.0,1785,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15674.0,14307.0,voluptuous,conda-forge/voluptuous,,2572404.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1367.0,2568657.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,329792.0,3.0,,,,,,,,,,,,,,,,,,, +196,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-11-01 22:39:19.000,2023-10-31 20:08:05,1425.0,83.0,247,42.0,626.0,142.0,849.0,1677,2023-10-13 17:30:13.000,1.5.0,111.0,45.0,31,False,305.0,287.0,sdv,conda-forge/sdv,,53451.0,https://pypi.org/project/sdv,2023-10-13 17:28:52.000,18.0,52826.0,https://anaconda.org/conda-forge/sdv,2023-10-13 20:33:53.396,14375.0,2.0,,,,,,,,,,,,,,,,,,, +197,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1667,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,31,False,2037.0,,humanize,conda-forge/humanize,,5230514.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2037.0,5218766.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,481681.0,2.0,,,,,,,,,,,,,,,,,,, +198,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,100.0,402.0,167.0,379.0,1667,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8925.0,7665.0,influxdb,conda-forge/influxdb,,2114164.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,2111113.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,131202.0,3.0,,,,,,,,,,,,,,,,,,, +199,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-11-01 11:01:20.000,2023-10-16 00:08:39,536.0,15.0,74,19.0,207.0,34.0,94.0,1257,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10591.0,10221.0,questionary,conda-forge/questionary,,1336733.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1335017.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,60068.0,3.0,,,,,,,,,,,,,,,,,,, +200,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,1004,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,274691.0,259552.0,appdirs,conda-forge/appdirs,,18280210.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15139.0,18173813.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9788552.0,3.0,,,,,,,,,,,,,,,,,,, +201,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,1.0,362,74.0,22.0,32.0,608.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8079.0,7755.0,cx-Oracle,conda-forge/cx_oracle,,2961449.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2949082.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,494687.0,3.0,,,,,,,,,,,,,,,,,,, +202,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-09-25 15:16:18.183,2023-09-18 06:02:37,307.0,10.0,32,11.0,76.0,3.0,26.0,395,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,35772.0,35475.0,srsly,conda-forge/srsly,,5647893.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5614728.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1359791.0,3.0,,,,,,,,,,,,,,,,,,, +203,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-11-01 18:18:22.000,2023-11-01 18:17:50,369.0,8.0,119,59.0,365.0,55.0,288.0,391,2023-05-10 16:05:56.572,0.19.2,43.0,45.0,31,True,8587.0,8255.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7254784.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,332.0,7204526.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1859431.0,3.0,,,,,,,,,,,,,,,,,,, +204,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-10-24 23:36:18.000,2023-09-28 23:25:31,1160.0,7.0,84,17.0,757.0,22.0,121.0,358,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3294.0,,multidict,conda-forge/multidict,4475.0,73357498.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3294.0,73059290.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11031849.0,2.0,,,,,,,,,,,,,,,,,,, +205,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-09-22 20:36:45.978,2023-09-20 18:00:30,844.0,29.0,36,12.0,53.0,,237.0,53,2023-09-20 18:06:51.000,6.1.0,65.0,35.0,31,False,1505.0,,importlib-resources,conda-forge/importlib_resources,,66281831.0,https://pypi.org/project/importlib-resources,2023-09-20 18:06:33.000,1505.0,65878713.0,https://anaconda.org/conda-forge/importlib_resources,2023-09-22 20:36:45.978,16930979.0,2.0,,,,,,,,,,,,,,,,,,, +206,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,14.0,38,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,166707244.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,165815654.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,33880429.0,3.0,,,,,,,,,,,,,,,,,,, +207,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,274.0,295.0,152.0,462.0,17911,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,903.0,823.0,gooey,conda-forge/gooey,520.0,5453.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,80.0,4109.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72084.0,3.0,,,,,,,,,,,,,,,,,,, +208,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8044,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,633.0,602.0,vaex,conda-forge/vaex,280.0,42969.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,40892.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,176405.0,3.0,,,,,,,,,,,,,,,,,,, +209,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-10-28 11:04:45.000,2023-09-17 00:21:09,1869.0,1.0,598,127.0,1288.0,215.0,1080.0,7626,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,30,True,16654.0,16646.0,hydra,conda-forge/hydra-core,,30328.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,11614.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,842152.0,3.0,,,,,,,,,,,,,,,,,,, +210,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-11-02 00:37:37.000,2023-11-01 22:02:23,7506.0,498.0,612,84.0,1270.0,138.0,649.0,3652,2023-04-12 02:29:00.815,0.3.1,63.0,252.0,30,True,38.0,2.0,toga,,1754.0,2245.0,https://pypi.org/project/toga,2014-08-01 21:41:47.000,34.0,1977.0,,,,3.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,134.0,,,,,,,,,,,,,, +211,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,404,80.0,69.0,365.0,194.0,3524,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13756.0,13254.0,keyboard,conda-forge/keyboard,,204355.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,502.0,203545.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,23516.0,3.0,,,,,,,,,,,,,,,,,,, +212,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,25.0,658,140.0,453.0,143.0,399.0,2734,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,30,True,849.0,,pandas-datareader,conda-forge/pandas-datareader,,407523.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,849.0,403320.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,332079.0,2.0,,,,,,,,,,,,,,,,,,, +213,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2565,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1952.0,1565.0,schematics,conda-forge/schematics,,242353.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,241854.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,25995.0,3.0,,,,,,,,,,,,,,,,,,, +214,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-08-16 06:06:50.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,273.0,1901,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,613.0,,fs,conda-forge/fs,,1960843.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,613.0,1951620.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,682545.0,3.0,,,,,,,,,,,,,,,,,,, +215,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-10-18 01:22:15.000,2023-10-03 19:56:16,1032.0,4.0,314,70.0,401.0,109.0,367.0,1478,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,241.0,216.0,mleap,conda-forge/mleap,,284979.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,283149.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,76884.0,3.0,,,,,,,,,,,,,,,,,,, +216,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,66.0,1392,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2901.0,,python-slugify,conda-forge/python-slugify,,12729753.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2901.0,12683602.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1846051.0,2.0,,,,,,,,,,,,,,,,,,, +217,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-10-23 09:00:17.000,2023-10-23 08:25:45,783.0,17.0,62,16.0,436.0,185.0,171.0,1360,2023-10-22 23:01:49.000,0.11.0,32.0,25.0,30,True,2490.0,2475.0,prisma,,,71501.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,71501.0,,,,3.0,,,,,,,,,,,,,,,,,,, +218,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-11-01 21:23:32.000,2023-11-01 21:23:10,644.0,19.0,59,16.0,232.0,5.0,54.0,1349,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,19511.0,19003.0,bidict,conda-forge/bidict,,1640696.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,508.0,1636471.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,363403.0,2.0,,,,,,,,,,,,,,,,,,, +219,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-10-27 19:04:37.000,2023-10-18 18:32:04,602.0,16.0,135,21.0,495.0,39.0,251.0,933,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2077.0,1950.0,aiocache,,9.0,383992.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,127.0,383992.0,,,,2.0,,,,,,,,,,,,,,,,,,, +220,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,18.0,212.0,31.0,302.0,862,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,4960.0,4659.0,fastcore,conda-forge/fastcore,,614575.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,301.0,611891.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,61732.0,3.0,,,,,,,,,,,,,,,,,,, +221,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,86.0,802,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,25082.0,23813.0,natsort,conda-forge/natsort,,4091427.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1269.0,4050767.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1463786.0,3.0,,,,,,,,,,,,,,,,,,, +222,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-10-25 14:39:11.000,2020-10-21 17:48:31,219.0,,77,15.0,264.0,46.0,25.0,676,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,44239.0,42151.0,cached-property,conda-forge/cached-property,,12609090.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2088.0,12517024.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7365336.0,2.0,,,,,,,,,,,,,,,,,,, +223,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-10-30 23:57:23.000,2023-10-30 23:57:22,553.0,37.0,358,36.0,286.0,27.0,125.0,652,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4460.0,3180.0,pysolr,conda-forge/pysolr,,314577.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1280.0,314309.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21780.0,3.0,,,,,,,,,,,,,,,,,,, +224,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17186.0,15000.0,scandir,conda-forge/scandir,,3693928.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2186.0,3657262.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1356651.0,3.0,,,,,,,,,,,,,,,,,,, +225,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,51,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,54351.0,52091.0,isodate,conda-forge/isodate,,77069043.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2260.0,77018845.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4618244.0,3.0,,,,,,,,,,,,,,,,,,, +226,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-10-30 11:27:37.000,2023-10-30 11:26:59,773.0,9.0,46,43.0,672.0,46.0,176.0,57,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,30,False,3167.0,3155.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3818537.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3815524.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,99456.0,3.0,,,,,,,,,,,,,,,,,,, +227,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-10-06 07:31:37.000,2023-04-04 13:18:36,954.0,,4527,638.0,749.0,198.0,100.0,23058,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,110.0,94.0,algorithms,conda-forge/algorithms,,6562.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6504.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1825.0,3.0,,,,,,,,,,,,,,,,,,, +228,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7015,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1274.0,1093.0,records,conda-forge/records,,280248.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,181.0,279936.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24706.0,3.0,,,,,,,,,,,,,,,,,,, +229,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,142.0,293.0,282.0,242.0,6621,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1705.0,1675.0,faust,,,22271.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,22271.0,,,,3.0,,,,,,,,,,,,,,,,,,, +230,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-10-18 23:24:05.000,2023-10-18 23:24:04,2686.0,1.0,847,170.0,741.0,21.0,961.0,5586,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,29,True,396.0,384.0,snorkel,conda-forge/snorkel,1049.0,27667.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,26770.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46067.0,3.0,,,,,,,,,,,,,,,,,,, +231,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5102,,,26.0,28.0,29,False,8206.0,7392.0,pdfminer,conda-forge/pdfminer,,214677.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,814.0,214276.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,34960.0,3.0,,,,,,,,,,,,,,,,,,, +232,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,74.0,52.0,9.0,71.0,3157,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9648.0,9017.0,funcy,conda-forge/funcy,,1571376.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,631.0,1566566.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,394454.0,3.0,,,,,,,,,,,,,,,,,,, +233,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-10-27 00:12:59.000,2023-10-21 18:10:36,3849.0,13.0,316,36.0,329.0,139.0,537.0,2424,2023-10-09 19:54:22.000,2.8,210.0,98.0,29,True,98.0,87.0,pyinfra,,,36577.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,11.0,36577.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +234,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2395,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7547.0,7153.0,addict,conda-forge/addict,20.0,2467412.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,394.0,2462618.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,421884.0,2.0,,,,,,,,,,,,,,,,,,, +235,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-10-30 17:01:37.000,2023-06-20 15:54:36,2284.0,,176,39.0,371.0,30.0,263.0,1887,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,223508.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,218434.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,177606.0,3.0,,,,,,,,,,,,,,,,,,, +236,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-10-22 15:47:12.000,2023-05-31 15:44:58,2242.0,,152,94.0,1932.0,163.0,1335.0,1756,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2188.0,75713.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,75029.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,22951.0,3.0,,,,,,,,,,,,,,,,,,, +237,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1408,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10752.0,9243.0,blessings,conda-forge/blessings,,930988.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1509.0,924190.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,278718.0,3.0,,,,,,,,,,,,,,,,,,, +238,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, ini, json, pickle, plist, query-..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-11-01 12:31:39.000,2023-10-31 19:37:23,803.0,23.0,43,14.0,240.0,11.0,86.0,1255,2023-09-18 21:05:06.000,0.32.1,62.0,7.0,29,True,1550.0,1516.0,python-benedict,conda-forge/python-benedict,,741463.0,https://pypi.org/project/python-benedict,2023-09-18 21:05:06.000,34.0,737463.0,https://anaconda.org/conda-forge/python-benedict,2023-09-18 23:25:43.021,144019.0,2.0,,,,,,,,,,,,,,,,,,, +239,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-11-02 12:32:12.000,2023-10-20 03:37:55,1719.0,10.0,76,15.0,418.0,106.0,238.0,1135,2023-10-20 03:48:16.000,1.0.0,245.0,42.0,29,True,305.0,295.0,piccolo,,,21810.0,https://pypi.org/project/piccolo,2023-10-20 03:48:16.000,10.0,21810.0,,,,3.0,,,,,,,,,,,,,,,,,,, +240,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1096,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,1993.0,1775.0,redis-py-cluster,,3955.0,1854035.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1853999.0,,,,3.0,,,,,,,,,,,,,,,,,,, +241,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-10-08 20:51:36.000,2023-10-08 20:51:35,1216.0,10.0,141,39.0,83.0,4.0,130.0,1067,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,29,True,146.0,,path,conda-forge/path,,1760414.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,146.0,1749262.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,468413.0,3.0,,,,,,,,,,,,,,,,,,, +242,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-11-01 15:36:08.000,2023-10-10 14:12:37,1994.0,25.0,134,43.0,420.0,107.0,251.0,938,2023-05-29 19:24:00.928,0.7.0,28.0,86.0,29,True,1760.0,1641.0,intake,conda-forge/intake,,57021.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,48494.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,511624.0,3.0,,,,,,,,,,,,,,,,,,, +243,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-10-26 12:55:18.000,2023-10-26 12:42:19,180.0,13.0,130,27.0,44.0,9.0,70.0,879,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,424.0,,email-validator,conda-forge/email-validator,,8680693.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,424.0,8677462.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,129255.0,3.0,,,,,,,,,,,,,,,,,,, +244,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,669,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,15017.0,13539.0,configargparse,conda-forge/configargparse,,3763112.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1478.0,3740649.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,741304.0,3.0,,,,,,,,,,,,,,,,,,, +245,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-10-29 09:57:16.120,2023-10-29 08:32:08,714.0,20.0,45,11.0,83.0,14.0,95.0,486,2020-11-16 12:53:09.000,0.9.4,61.0,22.0,29,True,4893.0,4620.0,python-rapidjson,conda-forge/python-rapidjson,,1670930.0,https://pypi.org/project/python-rapidjson,2023-10-29 08:32:19.000,273.0,1634716.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-29 09:57:16.120,1339943.0,3.0,,,,,,,,,,,,,,,,,,, +246,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-10-22 09:06:38.000,2023-10-09 16:19:55,1158.0,2.0,587,175.0,462.0,94.0,476.0,3002,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,28,False,265.0,232.0,arctic,conda-forge/arctic,209.0,4779.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,4220.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30093.0,3.0,,,,,,,,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,97.0,110.0,31.0,127.0,2758,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6674.0,6517.0,sklearn-pandas,conda-forge/sklearn-pandas,,217110.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,215264.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,66479.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2610,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2327.0,2282.0,gino,,,58615.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,58615.0,,,,3.0,,,,,,,,,,,,,,,,,,, +249,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-10-30 15:01:07.000,2023-10-30 15:01:07,5633.0,12.0,507,108.0,935.0,590.0,946.0,2072,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,131.0,28,False,76.0,,wx,conda-forge/wxpython,3505.0,19766.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,729460.0,3.0,,,,,,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,1.0,117,23.0,111.0,50.0,42.0,1916,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7162.0,7073.0,gin-config,conda-forge/gin-config,,232105.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,231580.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22074.0,3.0,,,,,,,,,,,,,,,,,,, +251,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,128,31.0,74.0,35.0,69.0,1076,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,4131.0,3905.0,sqlitedict,conda-forge/sqlitedict,,361467.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,226.0,359021.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,92976.0,3.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +252,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,842,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2384.0,2262.0,pyahocorasick,conda-forge/pyahocorasick,,617876.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,122.0,612370.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,203734.0,3.0,,,,,,,,,,,,,,,,,,, +253,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,682,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10345.0,9107.0,parsedatetime,conda-forge/parsedatetime,,7760791.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,7758732.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,177151.0,3.0,,,,,,,,,,,,,,,,,,, +254,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,4.0,134,13.0,94.0,22.0,172.0,474,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7183.0,4799.0,pylibmc,conda-forge/pylibmc,378.0,196182.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,190356.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,214672.0,3.0,,,,,,,,,,,,,,,,,,, +255,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-11-02 00:02:03.000,2023-09-22 21:49:56,6463.0,215.0,30,10.0,257.0,42.0,549.0,353,2023-09-22 23:29:29.000,1.6.5,190.0,21.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,8874.0,https://pypi.org/project/static-frame,2023-09-22 23:28:31.000,2.0,1579.0,https://anaconda.org/conda-forge/static-frame,2023-09-22 23:45:21.226,306420.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,, +256,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,71,18.0,88.0,71.0,96.0,302,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,34611.0,31210.0,configobj,conda-forge/configobj,279.0,2614800.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3401.0,2603221.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,740936.0,3.0,,,,,,,,,,,,,,,,,,, +257,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,196,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,11054.0,10660.0,ordered-set,conda-forge/ordered-set,,10727452.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,394.0,10722750.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,427942.0,3.0,,,,,,,,,,,,,,,,,,, +258,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,28,6.0,47.0,6.0,36.0,74,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62340.0,58018.0,pathlib2,conda-forge/pathlib2,,6773273.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4322.0,6700932.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2604303.0,3.0,,,,,,,,,,,,,,,,,,, +259,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,149.0,298.0,119.0,175.0,6125,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,114.0,110.0,powerline-shell,,,1577.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1577.0,,,,3.0,,,,,,,,,,,,,,,,,,, +260,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-10-17 11:08:31.000,2022-03-10 10:33:50,585.0,,523,84.0,254.0,103.0,129.0,3643,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,128.0,,textract,conda-forge/textract,,105657.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,128.0,105400.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22182.0,3.0,,,,,,,,,,,,,,,,,,, +261,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,8.0,218,28.0,283.0,99.0,753.0,3231,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,27,True,119.0,113.0,ploomber,conda-forge/ploomber,,7608.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,4915.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,78118.0,3.0,,,,,,,,,,,,,,,,,,, +262,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-10-12 13:30:57.000,2023-10-12 13:30:56,291.0,7.0,263,30.0,138.0,97.0,119.0,2733,2023-08-20 21:30:00.000,1.42.0,84.0,29.0,27,True,81.0,81.0,img2dataset,,1413.0,48994.0,https://pypi.org/project/img2dataset,,,48942.0,,,,3.0,,,,,,,,,,,,,,,,,,, +263,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,31.0,82.0,15.0,127.0,2364,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1163.0,1122.0,swifter,conda-forge/swifter,,376571.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,369928.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,272373.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +264,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1896,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2249.0,,retrying,conda-forge/retrying,,9788480.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2249.0,9770434.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1551978.0,3.0,,,,,,,,,,,,,,,,,,, +265,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1877,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,210.0,174.0,mongo-connector,,,6201.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6201.0,,,,3.0,,,,,,,,,,,,,,,,,,, +266,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,26.0,40.0,85.0,73.0,1341,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2211.0,1950.0,strictyaml,conda-forge/strictyaml,,976987.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,261.0,973830.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,211576.0,3.0,,,,,,,,,,,,,,,,,,, +267,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1273,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2522.0,2435.0,pandasql,conda-forge/pandasql,,1700508.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,87.0,1685892.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,423889.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +268,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,8.0,54,22.0,70.0,9.0,37.0,1077,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6304.0,6184.0,immutables,conda-forge/immutables,,742908.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,720272.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,950720.0,3.0,,,,,,,,,,,,,,,,,,, +269,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,6.0,39.0,716,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,852.0,,munch,conda-forge/munch,,2385964.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,852.0,1752722.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3799453.0,3.0,,,,,,,,,,,,,,,,,,, +270,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,574,,,8.0,12.0,27,False,59844.0,57561.0,dataclasses,conda-forge/dataclasses,,13517597.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,13345009.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11390826.0,3.0,,,,,,,,,,,,,,,,,,, +271,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,135,25.0,106.0,67.0,59.0,513,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6261.0,4910.0,beaker,conda-forge/beaker,,297086.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1351.0,296184.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72187.0,3.0,,,,,,,,,,,,,,,,,,, +272,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-10-02 19:27:37.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,471,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3538.0,3272.0,pyscreenshot,,,516578.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,266.0,516578.0,,,,3.0,,,,,,,,,,,,,,,,,,, +273,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,41,22.0,162.0,,178.0,234,2021-03-21 07:42:12.000,1.53.5,100.0,27.0,27,False,1173.0,1173.0,tabulator,conda-forge/tabulator-py,,182479.0,https://pypi.org/project/tabulator,,,181776.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54136.0,3.0,,,,,,,,,,,,,,,,,,, +274,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,229,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,46732.0,38739.0,futures,conda-forge/futures,,8526256.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7993.0,8511753.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1261816.0,3.0,,,,,,,,,,,,,,,,,,, +275,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,6.0,62,19.0,45.0,20.0,17.0,193,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13060.0,,ptyprocess,conda-forge/ptyprocess,,39960878.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13060.0,39790671.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15488892.0,3.0,,,,,,,,,,,,,,,,,,, +276,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-09-25 07:27:17.870,2023-09-25 06:00:50,126.0,1.0,21,9.0,56.0,4.0,7.0,166,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,31838.0,31758.0,catalogue,conda-forge/catalogue,,5276721.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5247121.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1184022.0,3.0,,,,,,,,,,,,,,,,,,, +277,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2469.0,2177.0,cloudant,conda-forge/cloudant,,121652.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,120382.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109277.0,3.0,,,,,,,,,,,,,,,,,,, +278,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,193,30.0,52.0,75.0,127.0,3281,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,456934.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,455209.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,50044.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +279,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3163,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,154.0,132.0,flexx,conda-forge/flexx,,1635.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,468.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102708.0,3.0,,,,,,,,,,,,,,,,,,, +280,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,2.0,130,49.0,61.0,14.0,123.0,2252,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,722.0,700.0,pyfunctional,,,325775.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,325775.0,,,,3.0,,,,,,,,,,,,,,,,,,, +281,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-10-30 18:09:26.000,2023-10-30 18:09:26,376.0,1.0,140,32.0,224.0,64.0,140.0,1717,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,480.0,461.0,arq,conda-forge/arq,,72236.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,71946.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,8995.0,3.0,,,,,,,,,,,,,,,,,,, +282,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2457.0,1949.0,bcolz,conda-forge/bcolz,,10380.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,6178.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,340426.0,3.0,,,,,,,,,,,,,,,,,,, +283,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-09-04 12:26:08.000,2023-04-27 07:43:18,748.0,,80,14.0,131.0,35.0,101.0,895,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,26,True,252.0,,mss,conda-forge/python-mss,,655049.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,252.0,654213.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,34290.0,3.0,,,,,,,,,,,,,,,,,,, +284,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-10-08 20:49:23.000,2023-10-08 20:49:22,962.0,20.0,90,22.0,93.0,26.0,83.0,871,2023-07-04 14:17:12.000,7.0.0,23.0,52.0,26,True,,,inflect,conda-forge/inflect,,5005127.0,https://pypi.org/project/inflect,,,4996569.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,350885.0,3.0,,,,,,,,,,,,,,-5.0,,,,, +285,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-10-31 04:04:57.000,2023-10-31 04:04:56,697.0,23.0,44,21.0,536.0,8.0,33.0,742,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,114.0,,janus,conda-forge/janus,,382747.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,114.0,382458.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,15367.0,3.0,,,,,,,,,,,,,,,,,,, +286,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,26,False,1029.0,797.0,happybase,conda-forge/happybase,,52642.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,50845.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,159952.0,3.0,,,,,,,,,,,,,,,,,,, +287,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-11-01 21:22:04.000,2023-11-01 21:21:44,9945.0,31.0,43,14.0,10.0,6.0,8.0,487,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,75211.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,75211.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,, +288,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,30.0,247,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2785.0,,send2trash,conda-forge/send2trash,,12411509.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2785.0,12235774.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12301467.0,3.0,,,,,,,,,,,,,,,,,,, +289,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-11-01 21:35:11.000,2023-10-02 06:28:26,631.0,28.0,380,47.0,160.0,187.0,108.0,2361,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5498.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5498.0,,,,3.0,,,,,,,,,,,,,,,,,,, +290,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,,2018-04-18 06:03:24.000,2023-10-25 18:10:56.000,2023-10-25 18:10:56,1006.0,5.0,56,22.0,102.0,98.0,72.0,1744,,,9.0,20.0,25,False,1233.0,1233.0,glom,conda-forge/glom,,1306596.0,https://pypi.org/project/glom,,,1306049.0,https://anaconda.org/conda-forge/glom,2023-06-16 16:16:49.028,27392.0,3.0,,,,,,,,,,,,,,-3.0,,,,, +291,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,140,59.0,248.0,95.0,108.0,1562,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,9659.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,9659.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +292,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,87.0,60.0,streamparse,,,5762.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,5762.0,,,,3.0,,,,,,,,,,,,,,,,,,, +293,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1258,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,490.0,301.0,fabtools,,,2233.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2233.0,,,,3.0,,,,,,,,,,,,,,,,,,, +294,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1177,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,354.0,,singer-python,,,924563.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,354.0,924563.0,,,,3.0,,,,,,,,,,,,,,,,,,, +295,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-10-30 19:18:07.000,2023-10-29 12:56:41,135.0,12.0,43,16.0,89.0,2.0,4.0,1174,2022-11-04 22:08:55.000,0.0.2,2.0,10.0,25,True,2763.0,2763.0,asyncer,conda-forge/asyncer,,84081.0,https://pypi.org/project/asyncer,,,83816.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5830.0,3.0,,,,,,,,,,,,,,,,,,, +296,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1148,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,260.0,226.0,parallel-ssh,,376.0,107345.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,107342.0,,,,3.0,,,,,,,,,,,,,,,,,,, +297,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-11-01 19:34:15.000,2023-11-01 19:34:14,481.0,3.0,78,21.0,215.0,72.0,81.0,850,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,25,True,3103.0,3097.0,odmantic,,,13642.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,13642.0,,,,3.0,,,,,,,,,,,,,,4.0,,,,, +298,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-10-11 22:26:36.000,2023-09-03 01:02:24,284.0,1.0,50,10.0,29.0,14.0,77.0,605,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1221.0,1197.0,pysimdjson,conda-forge/pysimdjson,,560481.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,558350.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,78857.0,3.0,,,,,,,,,,,,,,,,,,, +299,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,False,16655.0,16639.0,umongo,conda-forge/umongo,,29690.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,29473.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5653.0,3.0,,,,,,,,,,,,,,,,,,, +300,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28,11.0,51.0,21.0,35.0,311,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,347.0,,typing_inspect,conda-forge/typing_inspect,,23194998.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,23164811.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1660313.0,3.0,,,,,,,,,,,,,,,,,,, +301,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,307,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,25,False,204.0,182.0,pyhdb,,98.0,484825.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,484824.0,,,,3.0,,,,,,,,,,,,,,,,,,, +302,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-10-29 13:13:08.000,2023-10-29 11:49:12,3457.0,40.0,32,16.0,81.0,23.0,4.0,245,2022-09-07 10:31:33.181,0.90.10,542.0,69.0,25,True,60.0,36.0,dbnd,,,184151.0,https://pypi.org/project/dbnd,2023-10-29 13:07:07.000,24.0,184151.0,,,,3.0,,,,,,,,,,,,,,,,,,, +303,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-11-01 11:54:13.000,2023-11-01 11:54:05,364.0,10.0,30,7.0,131.0,2.0,79.0,142,2023-03-21 14:01:01.054,3.2.0,19.0,7.0,25,True,1033.0,988.0,everett,conda-forge/everett,,122064.0,https://pypi.org/project/everett,2023-03-21 14:01:01.054,45.0,121061.0,https://anaconda.org/conda-forge/everett,2023-06-16 16:16:38.603,51174.0,3.0,,,,,,,,,,,,,,,,,,, +304,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,33.0,42.0,91,2015-08-25 16:13:43.000,0.5.1,7.0,64.0,25,False,4521.0,4521.0,clint,conda-forge/clint,114.0,104766.0,https://pypi.org/project/clint,,,104147.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55798.0,3.0,,,,,,,,,,,,,,,,,,, +305,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,74770.0,72055.0,contextlib2,conda-forge/contextlib2,,13084085.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2715.0,13071517.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1168908.0,3.0,,,,,,,,,,,,,,,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3948,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,3831.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3831.0,,,,3.0,,,,,,,,,,,,,,,,,,, +307,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-10-31 14:52:41.000,2023-09-11 13:06:49,2703.0,2.0,132,50.0,298.0,46.0,193.0,1487,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,24,False,303.0,220.0,enaml,conda-forge/enaml,709.0,4016.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1824.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,157179.0,3.0,,,,,,,,,,,,,,,,,,, +308,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-10-16 14:09:20.000,2023-05-19 04:32:00,6411.0,,226,39.0,1040.0,7.0,209.0,1411,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,,,optimuspyspark,,,6629.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,6629.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +309,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-10-30 13:16:42.000,2023-10-30 13:15:56,324.0,5.0,76,43.0,237.0,42.0,40.0,1319,2023-08-24 10:35:41.000,0.18.1,33.0,29.0,24,True,38.0,28.0,tasktiger,,,3219.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,3219.0,,,,3.0,,,,,,,,,,,,,,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1072,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2240.0,2070.0,pluginbase,conda-forge/pluginbase,,684092.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,679768.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,302714.0,3.0,,,,,,,,,,,,,,,,,,, +311,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-10-28 00:24:21.834,2023-10-27 23:08:49,1413.0,21.0,46,17.0,137.0,3.0,13.0,693,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,19857.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,17368.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,64722.0,3.0,,,,,,,,,,,,,,,,,,, +312,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,665,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3145.0,2911.0,ratelimit,conda-forge/ratelimit,,4205271.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,234.0,4204900.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,12628.0,3.0,,,,,,,,,,,,,,,,,,, +313,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,703.0,612.0,hickle,conda-forge/hickle,,33175.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,32768.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23639.0,3.0,,,,,,,,,,,,,,,,,,, +314,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,149,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,972.0,925.0,filedepot,,,14505.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,14505.0,,,,3.0,,,,,,,,,,,,,,,,,,, +315,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8021.0,,entrypoints,conda-forge/entrypoints,,13482872.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8021.0,13291154.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17446354.0,3.0,,,,,,,,,,,,,,,,,,, +316,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,393.0,276.0,81.0,80.0,10562,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,21.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,21.0,,,,2.0,,,,,,,,,,,,,,,,,,, +317,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1550,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,193.0,169.0,commonregex,,,133701.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,24.0,133701.0,,,,3.0,,,,,,,,,,,,,,,,,,, +318,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1482,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,122.0,111.0,pypeln,conda-forge/pypeln,,27925.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,27563.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14497.0,3.0,,,,,,,,,,,,,,,,,,, +319,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1342,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,182.0,161.0,pinject,conda-forge/pinject,,80485.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,80307.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4649.0,3.0,,,,,,,,,,,,,,,,,,, +320,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,,54,7.0,58.0,15.0,51.0,469,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,446.0,419.0,cachier,,,27250.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,27250.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,, +321,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,262,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,889.0,802.0,deepdish,conda-forge/deepdish,,12421.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,11342.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,90639.0,3.0,,,,,,,,,,,,,,,,,,, +322,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2787.0,2591.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,128142.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,127774.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,26932.0,3.0,,,,,,,,,,,,,,,,,,, +323,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3497,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,423.0,390.0,pampy,,,32463.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,32463.0,,,,3.0,,,,,,,,,,,,,,,,,,, +324,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3237,,,4.0,19.0,22,False,601.0,571.0,macropy3,,,211.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,211.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-10-17 20:28:16.809,2023-10-16 21:11:44,82.0,2.0,127,33.0,11.0,8.0,161.0,3170,2023-10-16 21:15:05.000,2.1.18,63.0,,22,False,192.0,192.0,ptext-joris-schellekens,conda-forge/borb,,1645.0,https://pypi.org/project/ptext-joris-schellekens,,,1.0,https://anaconda.org/conda-forge/borb,2023-10-17 20:28:16.809,44388.0,3.0,,,,,,,,,,,,,,,,,,, +326,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2452,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21610.0,720.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +327,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1777,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,203.0,172.0,bashplotlib,,,2699.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2699.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,854,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,224.0,205.0,unsync,conda-forge/unsync,,23780.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,23494.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11751.0,3.0,,,,,,,,,,,,,,,,,,, +329,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,816,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1370.0,1271.0,pickledb,,,17632.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,99.0,17632.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-10-17 14:48:36.000,2023-09-15 17:44:05,113.0,6.0,33,11.0,57.0,15.0,15.0,723,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,224.0,213.0,dirty-equals,conda-forge/dirty-equals,,47078.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,45158.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,38409.0,3.0,,,,,,,,,,,,,,,,,,, +331,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-10-21 20:06:15.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,178.0,16.0,121.0,544,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,3369.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2805.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12426.0,3.0,,,,,,,,,,,,,,,,,,, +332,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11248.0,9201.0,unipath,,,54955.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,54955.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,22,False,4519.0,3333.0,awesome-slugify,conda-forge/awesome-slugify,,61173.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1186.0,60417.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,68868.0,3.0,,,,,,,,,,,,,,,,,,, +334,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-10-17 20:44:09.000,2023-09-28 13:50:55,927.0,2.0,23,18.0,173.0,9.0,16.0,343,2023-09-28 13:51:38.000,17.3.23,255.0,18.0,22,True,370.0,333.0,aiomisc,,,13729.0,https://pypi.org/project/aiomisc,2023-09-28 13:51:38.000,37.0,13729.0,,,,3.0,,,,,,,,,,,,,,,,,,, +335,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,187.0,179.0,pysparkling,conda-forge/pysparkling,,9142.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9001.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4526.0,3.0,,,,,,,,,,,,,,,,,,, +336,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-10-27 11:05:01.000,2023-10-16 08:38:09,5442.0,55.0,44,15.0,620.0,33.0,79.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,103.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,103.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-10-30 17:33:34.000,2023-06-01 18:46:39,628.0,,14,8.0,32.0,15.0,14.0,136,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,246.0,212.0,docopt-ng,,,114344.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,34.0,114344.0,,,,3.0,,,,,,,,,,,,,,,,,,, +338,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-11-01 12:44:35.000,2023-10-26 18:02:25,1733.0,129.0,5,3.0,758.0,18.0,35.0,46,2023-09-29 12:39:26.000,4.7.1,66.0,7.0,22,False,67.0,60.0,click-extra,,245.0,2694.0,https://pypi.org/project/click-extra,2023-09-29 12:39:08.000,7.0,2685.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-10-27 07:07:33.000,2023-10-27 07:07:31,2941.0,7.0,1,1.0,180.0,23.0,760.0,2,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,22,False,643.0,,py2neo,conda-forge/py2neo,,61062.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,643.0,60250.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,62567.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +340,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,6.0,5.0,dpark,,,19.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,19.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +341,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,2.0,104,36.0,101.0,18.0,141.0,2284,2023-08-26 14:44:30.000,7.1.1,58.0,1.0,21,True,,,python-box,conda-forge/python-box,39.0,1955472.0,https://pypi.org/project/python-box,,,1943395.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,483105.0,3.0,,,,,,,,,,,,,,-4.0,,,,, +342,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,811.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,811.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,146.0,149.0,851,2019-02-14 21:20:15.000,0.4.1,7.0,31.0,21,True,160.0,160.0,rows,,38.0,751.0,https://pypi.org/project/rows,,,751.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,106,45.0,111.0,35.0,55.0,389,2016-09-29 14:15:14.000,0.15.1,1.0,44.0,21,False,290.0,290.0,messytables,,,24898.0,https://pypi.org/project/messytables,,,24898.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,46.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,698.0,615.0,pymodm,conda-forge/pymodm,,23184.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,23071.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5103.0,3.0,,,,,,,,,,,,,,,,,,, +346,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47,16.0,34.0,25.0,11.0,281,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,400.0,388.0,price-parser,,,74339.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,74339.0,,,,3.0,,,,,,,,,,,,,,,,,,, +347,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,260,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,338.0,300.0,rtoml,,,123135.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,123135.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-10-27 20:41:49.000,2023-10-27 20:41:48,639.0,44.0,21,4.0,247.0,4.0,,253,2023-10-27 08:26:15.000,1.1.215,505.0,10.0,21,True,4.0,4.0,upgini,,,3721.0,https://pypi.org/project/upgini,2023-10-27 08:26:15.000,,3721.0,,,,3.0,,,,,,,,,,,,,,,,,,, +349,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1977.0,1918.0,coolname,conda-forge/coolname,,360974.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,59.0,358776.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,76951.0,3.0,,,,,,,,,,,,,,,,,,, +350,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,19,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2113.0,1986.0,stopit,conda-forge/stopit,,772325.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,761868.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,732049.0,3.0,,,,,,,,,,,,,,,,,,, +351,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,139,69.0,4.0,1.0,40.0,2073,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,2038.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,2038.0,,,,3.0,,,,,,,,,,,,,,,,,,, +352,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,211,40.0,56.0,81.0,39.0,1368,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11174.0,1416.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1233.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-11-02 09:34:04.000,2023-10-24 18:14:59,2887.0,198.0,126,28.0,210.0,42.0,334.0,1240,,,,46.0,20,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +354,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,62.0,56.0,pdpipe,conda-forge/pdpipe,,2468.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1695.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,27851.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +355,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,10393.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,10162.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21092.0,3.0,,,,,,,,,,,,,,,,,,, +356,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,203,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,20,False,866.0,862.0,gsheetsdb,,,56459.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,56459.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-10-18 14:18:19.000,2023-03-14 05:55:27,124.0,,18,6.0,63.0,8.0,23.0,150,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,163.0,151.0,aioprometheus,,,51374.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,51374.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1979,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +359,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,56,36.0,46.0,13.0,58.0,1099,2022-05-12 11:29:27.000,1.0,2.0,30.0,19,True,5.0,5.0,colout,,,905.0,https://pypi.org/project/colout,,,905.0,,,,3.0,,,,,,,,,,,,,,,,,,, +360,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,133.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,133.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,642,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,65.0,62.0,pugsql,,,8533.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,8533.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,16.0,7.0,19,False,156.0,156.0,datatest,,,16009.0,https://pypi.org/project/datatest,,,16009.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,154.0,127.0,queries,,,3489.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3489.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1101.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,101.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,64046.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +365,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,78.0,74.0,typical,conda-forge/typical,,2623.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1497.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,33785.0,3.0,,,,,,,,,,,,,,,,,,, +366,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,27.0,27.0,d6tflow,,,182.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,182.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,40.0,32.0,bounter,,,466.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,466.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,,, +368,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10489.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10489.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1348,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,49.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,49.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,39.0,39.0,11.0,256.0,958,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +371,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,175331.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,175331.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-11-02 12:46:43.000,2023-11-02 12:40:33,390.0,320.0,12,3.0,49.0,1.0,6.0,174,2023-11-02 12:46:43.000,cli-v0.1.16-alpha,40.0,7.0,17,True,,,pipeless-ai,,,407.0,https://pypi.org/project/pipeless-ai,,,407.0,,,,1.0,,,,,,,,,,,,,,,,,,, +373,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://foss.heptapod.net/openpyxl/openpyxl,MIT,2015-11-03 00:22:17.154,2023-06-16 13:05:51.959,,,,0,,,289.0,1798.0,63,,,42.0,,17,False,,,openpyxl,openpyxl,,60173186.0,https://pypi.org/project/openpyxl,,,60171093.0,https://anaconda.org/anaconda/openpyxl,2023-06-16 13:05:51.959,199849.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,-8.0,,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +374,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-29 09:57:28.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,68.0,24.0,16.0,2025,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,16,True,1.0,,mara-pipelines,,,43.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,43.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,784,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1583.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1583.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,612,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,312.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,312.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +377,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,20,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,157.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,157.0,,,,3.0,,,,,,,,,,,,,,,,,,, +378,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:01:39.000,2021-12-28 23:01:31,1269.0,,69,52.0,23.0,21.0,8.0,1598,,,,18.0,15,False,,,riko,,,61.0,https://pypi.org/project/riko,,,61.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,716,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,152.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,152.0,,,,3.0,,,,,,,,,,,,,,,,,,, +380,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,12.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,12.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-10-26 16:12:16.000,2023-10-23 13:26:13,118.0,2.0,6,14.0,148.0,7.0,4.0,270,2023-07-24 11:09:58.000,0.19.2,100.0,14.0,15,True,3.0,2.0,squirrel-core,squirrel-core,,651.0,https://pypi.org/project/squirrel-core,2023-10-23 13:33:05.000,,651.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,80,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,593.0,584.0,millify,,,35498.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,35498.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1193,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,17.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,17.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,36.0,31.0,cleverdict,,,697.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,697.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,,2022-06-09 16:16:22.000,2023-11-02 11:02:35.000,2023-11-02 11:02:33,866.0,171.0,20,2.0,723.0,7.0,15.0,236,2023-10-26 00:56:48.000,0.1.48,31.0,12.0,13,False,,,the-guide,,,9.0,https://pypi.org/project/the-guide,,,9.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,53.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,53.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,5.0,5.0,pandapy,,,19.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,19.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,97.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,97.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,357,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,770,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index d5929a2..08a174e 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- flatbuffers (πŸ₯‡43 Β· ⭐ 21K Β· πŸ“ˆ) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- polars (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- uvloop (πŸ₯‡39 Β· ⭐ 9.6K Β· πŸ“ˆ) - Ultra fast asyncio event loop. Apache-2 -- confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 -- python-email-validator (πŸ₯‰29 Β· ⭐ 880 Β· πŸ“ˆ) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.4K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +- diagrams (πŸ₯ˆ35 Β· ⭐ 32K Β· πŸ“ˆ) - Diagram as Code for prototyping cloud system architectures. MIT +- boltons (πŸ₯ˆ34 Β· ⭐ 6.3K Β· πŸ“ˆ) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +- rsa (πŸ₯‰34 Β· ⭐ 450 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 +- ODMantic (πŸ₯‰25 Β· ⭐ 850 Β· πŸ“ˆ) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- anyio (πŸ₯ˆ37 Β· ⭐ 1.4K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT -- six (πŸ₯‡37 Β· ⭐ 950 Β· πŸ“‰) - Python 2 and 3 compatibility library. MIT -- cerberus (πŸ₯ˆ36 Β· ⭐ 3K Β· πŸ“‰) - Lightweight, extensible data validation library for Python. ISC -- aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K Β· πŸ“‰) - File support for asyncio. Apache-2 +- docopt (πŸ₯‰33 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- inflect (πŸ₯‰26 Β· ⭐ 870 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- glom (πŸ₯‰25 Β· ⭐ 1.7K Β· πŸ“‰) - Pythons nested data operator (and CLI), for all your declarative.. ❗Unlicensed +- python-box (πŸ₯‰21 Β· ⭐ 2.3K Β· πŸ“‰) - Python dictionaries with advanced dot notation access. MIT +- openpyxl (πŸ₯‰17 Β· ⭐ 63 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT From 45ce1670a331da3302cccdd45c25f840a041dba1 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 9 Nov 2023 13:32:15 +0000 Subject: [PATCH 38/70] Update best-of list for version 2023.11.09 --- README.md | 1335 +++++++++++++++---------------- history/2023-11-09_changes.md | 20 + history/2023-11-09_projects.csv | 392 +++++++++ latest-changes.md | 20 +- 4 files changed, 1082 insertions(+), 685 deletions(-) create mode 100644 history/2023-11-09_changes.md create mode 100644 history/2023-11-09_projects.csv diff --git a/README.md b/README.md index baaebdd..da788a8 100644 --- a/README.md +++ b/README.md @@ -84,14 +84,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M Back to top -
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡53 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 34M Β· πŸ“¦ 520K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 530K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 160M / month Β· πŸ“¦ 16K Β· ⏱️ 01.11.2023): ``` pip install protobuf ``` @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.6M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.4M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 290K Β· πŸ“¦ 77K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 300K Β· πŸ“¦ 78K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 15M / month Β· πŸ“¦ 320 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 14M / month Β· πŸ“¦ 320 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` @@ -119,19 +119,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 270 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 950K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 100K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 29M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 30M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -167,23 +167,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 980K Β· ⏱️ 29.10.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 990K Β· ⏱️ 29.10.2023): ``` conda install -c conda-forge orjson ```
dill (πŸ₯ˆ36 Β· ⭐ 2K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 120K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.09.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 04.11.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 38M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 39M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.5M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.6M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.7M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 9M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 32M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 33M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 10M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
srsly (πŸ₯‰31 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 35K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 36K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.6M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.5M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -275,16 +275,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.6M / month Β· πŸ“¦ 270 Β· ⏱️ 29.10.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 270 Β· ⏱️ 29.10.2023): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.3M Β· ⏱️ 29.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.4M Β· ⏱️ 29.10.2023): ``` conda install -c conda-forge python-rapidjson ```
-
pysimdjson (πŸ₯‰25 Β· ⭐ 600) - Python bindings for the simdjson project. MIT +
pysimdjson (πŸ₯‰25 Β· ⭐ 610) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): @@ -302,12 +302,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 610 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 620 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 33K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 32K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -330,7 +330,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
Show 1 hidden projects... -- pyasn1 (πŸ₯‰33 Β· ⭐ 230 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰33 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡53 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.5K Β· πŸ“₯ 870K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 18% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.5K Β· πŸ“₯ 870K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/numpy/numpy @@ -358,28 +358,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 230K Β· πŸ“¦ 1.4M Β· πŸ“‹ 25K - 14% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 230K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 140M / month Β· πŸ“¦ 73K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 74K Β· ⏱️ 20.09.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 45M Β· ⏱️ 28.10.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 46M Β· ⏱️ 28.10.2023): ``` conda install -c conda-forge pandas ```
polars (πŸ₯‡41 Β· ⭐ 21K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.2K Β· πŸ“₯ 34 Β· πŸ“¦ 4.6K Β· πŸ“‹ 5.4K - 20% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.2K Β· πŸ“₯ 47 Β· πŸ“¦ 4.7K Β· πŸ“‹ 5.5K - 20% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.8M / month Β· πŸ“¦ 310 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.7M / month Β· πŸ“¦ 310 Β· ⏱️ 01.11.2023): ``` pip install polars ``` @@ -402,7 +402,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 970 Β· πŸ“¦ 21K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 970 Β· πŸ“¦ 22K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/pydata/xarray @@ -418,7 +418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.1K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 20% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 4K - 20% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/modin-project/modin @@ -434,7 +434,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 700 - 22% open Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 700 - 22% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/PyTables/PyTables @@ -443,19 +443,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.6M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.7M Β· ⏱️ 07.10.2023): ``` conda install -c conda-forge pytables ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 3.1K Β· πŸ“‹ 620 - 10% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 3.2K Β· πŸ“‹ 620 - 10% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 120K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 110K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): ``` pip install docarray ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 200 Β· πŸ“₯ 490 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 200 Β· πŸ“₯ 500 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.09.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): ``` pip install numexpr ``` @@ -482,7 +482,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ34 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“¦ 2.8K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“¦ 2.9K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/zarr-developers/zarr-python @@ -498,12 +498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
TinyDB (πŸ₯ˆ33 Β· ⭐ 6.2K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 300 - 3% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 500K / month Β· πŸ“¦ 900 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 510K / month Β· πŸ“¦ 900 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -530,7 +530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“¦ 1.1K Β· πŸ“‹ 680 - 38% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“¦ 1.1K Β· πŸ“‹ 690 - 39% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/pandera-dev/pandera @@ -539,14 +539,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 30K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 30K Β· ⏱️ 07.11.2023): ``` conda install -c conda-forge pandera-core ```
datasketch (πŸ₯ˆ32 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 960 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 970 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -556,7 +556,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install datasketch ```
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Bottleneck (πŸ₯ˆ32 Β· ⭐ 950 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ32 Β· ⭐ 960 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 41K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 39K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 75K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 70K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -604,36 +604,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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StaticFrame (πŸ₯‰28 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT +
swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 7% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 31.07.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.6K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 370K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` - pip install static-frame + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 280K Β· ⏱️ 31.07.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge swifter ```
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swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT +
StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 7% open Β· ⏱️ 22.09.2023): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 370K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.6K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): ``` - pip install swifter + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 270K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge swifter + conda install -c conda-forge static-frame ```
PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter @@ -643,11 +643,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 460K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 520K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 50K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 53K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 18K / month Β· πŸ“¦ 99 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 16K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 100 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 95 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 470 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 430 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -721,12 +721,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyrsistent (πŸ₯‡37 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 320K Β· πŸ“‹ 170 - 11% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 320K Β· πŸ“‹ 170 - 12% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 40M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 41M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 29M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 30M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -758,11 +758,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 940K / month Β· πŸ“¦ 330 Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 950K / month Β· πŸ“¦ 330 Β· ⏱️ 26.10.2023): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 35K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 36K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anytree ``` @@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 73M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 76M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): ``` pip install multidict ``` @@ -783,9 +783,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge multidict ```
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bidict (πŸ₯ˆ30 Β· ⭐ 1.3K) - The bidirectional mapping library for Python. MPL-2.0 +
glom (πŸ₯ˆ30 Β· ⭐ 1.7K Β· πŸ“ˆ) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 + +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 1.2K Β· πŸ“‹ 190 - 61% open Β· ⏱️ 08.11.2023): + + ``` + git clone https://github.com/mahmoud/glom + ``` +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 08.11.2023): + ``` + pip install glom + ``` +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 28K Β· ⏱️ 08.11.2023): + ``` + conda install -c conda-forge glom + ``` +
+
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 59 Β· πŸ“¦ 19K Β· πŸ“‹ 59 - 8% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 60 Β· πŸ“¦ 19K Β· πŸ“‹ 59 - 8% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/jab/bidict @@ -794,23 +810,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bidict ```
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python-benedict (πŸ₯ˆ29 Β· ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯‰29 Β· ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 43 Β· πŸ“¦ 1.5K Β· πŸ“‹ 97 - 11% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 45 Β· πŸ“¦ 1.5K Β· πŸ“‹ 98 - 9% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 740K / month Β· πŸ“¦ 34 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 740K / month Β· πŸ“¦ 34 Β· ⏱️ 08.11.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 18.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 09.11.2023): ``` conda install -c conda-forge python-benedict ``` @@ -822,84 +838,83 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 360K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 390K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 93K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 94K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge sqlitedict ```
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immutables (πŸ₯‰27 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 +
munch (πŸ₯‰28 Β· ⭐ 720) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.2K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): ``` - git clone https://github.com/MagicStack/immutables + git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 720K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.9M / month Β· πŸ“¦ 860 Β· ⏱️ 01.07.2023): ``` - pip install immutables + pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 950K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.8M Β· ⏱️ 02.07.2023): ``` - conda install -c conda-forge immutables + conda install -c conda-forge munch ```
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munch (πŸ₯‰27 Β· ⭐ 720) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
immutables (πŸ₯‰27 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.2K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` - git clone https://github.com/Infinidat/munch + git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 850 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 740K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` - pip install munch + pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.8M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 950K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge munch + conda install -c conda-forge immutables ```
janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 380K / month Β· πŸ“¦ 110 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 390K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge janus ```
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python-box (πŸ₯‰21 Β· ⭐ 2.3K Β· πŸ“‰) - Python dictionaries with advanced dot notation access. MIT +
python-box (πŸ₯‰25 Β· ⭐ 2.3K Β· πŸ“ˆ) - Python dictionaries with advanced dot notation access. MIT - [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 1.9M / month): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2M / month Β· πŸ“¦ 350 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 480K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 490K Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge python-box ```
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Show 4 hidden projects... +
Show 3 hidden projects... -- addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- addict (πŸ₯‰29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- glom (πŸ₯‰25 Β· ⭐ 1.7K Β· πŸ“‰) - Pythons nested data operator (and CLI), for all your declarative.. ❗Unlicensed - cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -910,7 +925,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 280K Β· πŸ“‹ 3.3K - 10% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.4K Β· πŸ“¦ 280K Β· πŸ“‹ 3.3K - 10% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/samuelcolvin/pydantic @@ -926,12 +941,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 100 Β· πŸ“¦ 470K Β· πŸ“‹ 790 - 3% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 100 Β· πŸ“¦ 470K Β· πŸ“‹ 790 - 3% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 99M / month Β· πŸ“¦ 19K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 100M / month Β· πŸ“¦ 19K Β· ⏱️ 30.10.2023): ``` pip install jsonschema ``` @@ -940,30 +955,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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cerberus (πŸ₯ˆ36 Β· ⭐ 3K) - Lightweight, extensible data validation library for Python. ISC +
cerberus (πŸ₯ˆ35 Β· ⭐ 3K) - Lightweight, extensible data validation library for Python. ISC - [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.8M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 350K Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 360K Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge cerberus ```
validators (πŸ₯ˆ33 Β· ⭐ 840) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“₯ 10 Β· πŸ“¦ 89K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 11 Β· πŸ“¦ 90K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -974,12 +989,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 200 Β· πŸ“¦ 7.5K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 27.10.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 200 Β· πŸ“¦ 7.5K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 7.1M / month Β· πŸ“¦ 920 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 7.3M / month Β· πŸ“¦ 920 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -990,16 +1005,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯ˆ32 Β· ⭐ 360) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 62 Β· πŸ“¦ 8.6K Β· πŸ“‹ 420 - 33% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 62 Β· πŸ“¦ 8.6K Β· πŸ“‹ 420 - 31% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 590K / month Β· πŸ“¦ 150 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 620K / month): ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.4M Β· ⏱️ 24.10.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.4M Β· ⏱️ 08.11.2023): ``` conda install -c conda-forge param ``` @@ -1011,7 +1026,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): ``` pip install voluptuous ``` @@ -1027,7 +1042,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 970K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1043,11 +1058,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 45K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 53K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 38K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 39K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1059,7 +1074,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 10K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 9.8K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1070,12 +1085,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 74 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 74 Β· πŸ“‹ 99 - 16% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month): ``` pip install typical ``` @@ -1106,11 +1121,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 470K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 480K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 560K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 570K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1122,11 +1137,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.8K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.9K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge algorithms ``` @@ -1143,7 +1158,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 75K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 76K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1152,14 +1167,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.2M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.3M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
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python-dateutil (πŸ₯‡39 Β· ⭐ 2.1K) - Useful extensions to the standard Python datetime features. Apache-2 +
python-dateutil (πŸ₯‡39 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“₯ 35K Β· πŸ“¦ 1.2M Β· πŸ“‹ 740 - 46% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“₯ 35K Β· πŸ“¦ 1.2M Β· πŸ“‹ 740 - 45% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/dateutil/dateutil @@ -1173,34 +1188,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
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holidays (πŸ₯ˆ36 Β· ⭐ 1.1K) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯ˆ36 Β· ⭐ 1.2K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 430 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 20% open Β· ⏱️ 28.10.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 450 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 20% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.3M / month Β· πŸ“¦ 450 Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.4M / month Β· πŸ“¦ 450 Β· ⏱️ 06.11.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 16.10.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 07.11.2023): ``` conda install -c conda-forge holidays ```
pendulum (πŸ₯ˆ35 Β· ⭐ 5.8K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 250 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 15M / month Β· πŸ“¦ 1.2K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 16M / month Β· πŸ“¦ 1.2K Β· ⏱️ 30.09.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 860K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 870K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pendulum ``` @@ -1223,7 +1238,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯‰34 Β· ⭐ 290) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 81 - 43% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 82 - 42% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/stub42/pytz @@ -1264,14 +1279,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡38 Β· ⭐ 670) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 680) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 280 Β· πŸ“¦ 70K Β· πŸ“‹ 600 - 34% open Β· ⏱️ 28.10.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 280 Β· πŸ“¦ 72K Β· πŸ“‹ 600 - 34% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 140M / month Β· πŸ“¦ 760 Β· ⏱️ 21.10.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 150M / month Β· πŸ“¦ 760 Β· ⏱️ 21.10.2023): ``` pip install fsspec ``` @@ -1280,14 +1295,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ36 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ37 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 - [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 110K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8.1K Β· ⏱️ 20.03.2023): ``` pip install watchdog ``` @@ -1296,30 +1311,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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aiofiles (πŸ₯ˆ35 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 +
filelock (πŸ₯ˆ35 Β· ⭐ 600) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 140 Β· πŸ“¦ 110K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/Tinche/aiofiles - ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 13M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.08.2023): - ``` - pip install aiofiles - ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 900K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge aiofiles - ``` -
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filelock (πŸ₯ˆ34 Β· ⭐ 590) - A platform-independent file lock for Python. Unlicense - -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 90 Β· πŸ“¦ 340K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 90 Β· πŸ“¦ 350K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 100M / month Β· πŸ“¦ 2.8K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 110M / month Β· πŸ“¦ 2.8K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` @@ -1328,14 +1327,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge filelock ```
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appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT +
appdirs (πŸ₯ˆ31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 260K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 18M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 19M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` @@ -1344,6 +1343,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge appdirs ```
+
aiofiles (πŸ₯‰30 Β· ⭐ 2.4K Β· πŸ“‰) - File support for asyncio. Apache-2 + +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 43% open Β· ⏱️ 17.08.2023): + + ``` + git clone https://github.com/Tinche/aiofiles + ``` +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 13M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.08.2023): + ``` + pip install aiofiles + ``` +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 910K Β· ⏱️ 02.11.2023): + ``` + conda install -c conda-forge aiofiles + ``` +
scandir (πŸ₯‰30 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 - [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): @@ -1360,7 +1375,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge scandir ```
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path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰28 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT - [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 08.10.2023): @@ -1378,8 +1393,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... -- zipp (πŸ₯‰31 Β· ⭐ 42) - Backport of pathlib-compatible object wrapper for zip files. MIT -- pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- pyfilesystem2 (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- zipp (πŸ₯ˆ31 Β· ⭐ 42) - Backport of pathlib-compatible object wrapper for zip files. MIT - Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1420,28 +1435,13 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge six ```
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typing (πŸ₯ˆ32 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 - -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 04.10.2023): - - ``` - git clone https://github.com/python/typing - ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.5M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): - ``` - pip install typing - ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge typing - ``` -
-
Show 4 hidden projects... +
Show 5 hidden projects... -- pathlib2 (πŸ₯‰28 Β· ⭐ 74) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯ˆ28 Β· ⭐ 75) - Backport of pathlib aiming to support the full stdlib Python API. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- typing (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ“‰) - Python static typing home. Hosts the documentation and a user.. ❗Unlicensed

@@ -1451,7 +1451,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.9K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 570K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 570K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/pyca/cryptography @@ -1467,12 +1467,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 170 Β· πŸ“¦ 80K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 190 Β· πŸ“¦ 81K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 38M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 37M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` pip install pycryptodomex ``` @@ -1483,23 +1483,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ37 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 950 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 960 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 190K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 210K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 420 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 380 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
keyring (πŸ₯‰34 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 12% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/jaraco/keyring @@ -1513,9 +1513,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge keyring ```
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rsa (πŸ₯‰34 Β· ⭐ 450 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰34 Β· ⭐ 450) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 350K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 360K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1531,12 +1531,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asn1crypto (πŸ₯‰34 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 58M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 59M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1547,16 +1547,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰32 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 27.10.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 43M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 41M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.2M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.3M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge bcrypt ``` @@ -1567,14 +1567,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
ansible (πŸ₯‡47 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 +
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 17.10.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 07.11.2023): ``` pip install ansible ``` @@ -1585,48 +1585,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 09.11.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 21M Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 09.11.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 280K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 290K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.6K Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.6K Β· ⏱️ 09.11.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 01.11.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 09.11.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 960 Β· πŸ“₯ 1.3M Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.6K - 28% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 960 Β· πŸ“₯ 1.4M Β· πŸ“¦ 6.8K Β· πŸ“‹ 6.6K - 28% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 850K / month Β· πŸ“¦ 160 Β· ⏱️ 28.10.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 880K / month Β· πŸ“¦ 160 Β· ⏱️ 03.11.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.5M / month Β· πŸ“¦ 890 Β· ⏱️ 28.10.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.5M / month Β· πŸ“¦ 890 Β· ⏱️ 03.11.2023): ``` npm install @pulumi/pulumi ``` @@ -1649,7 +1649,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 300 Β· πŸ“‹ 7.1K - 2% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 310 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/docker/compose @@ -1658,14 +1658,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 370K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 380K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge docker-compose ```
paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 85K Β· πŸ“‹ 1.8K - 55% open Β· ⏱️ 24.09.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 86K Β· πŸ“‹ 1.8K - 55% open Β· ⏱️ 24.09.2023): ``` git clone https://github.com/paramiko/paramiko @@ -1702,11 +1702,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.6M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.7M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 76K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 77K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ``` @@ -1725,7 +1725,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 29K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 30K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/dbader/schedule @@ -1734,7 +1734,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 45K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 46K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ``` @@ -1757,12 +1757,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰32 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.1K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.2K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6.2M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1773,28 +1773,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 320 Β· πŸ“¦ 87 Β· πŸ“‹ 680 - 20% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 320 Β· πŸ“¦ 90 Β· πŸ“‹ 680 - 21% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 37K / month Β· πŸ“¦ 11 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month): ``` pip install pyinfra ```
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pypyr (πŸ₯‰22 Β· ⭐ 540) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 550) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.8K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.9K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 12K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 13K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pypyr ``` @@ -1804,8 +1804,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT -- wssh (πŸ₯‰17 Β· ⭐ 1.3K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰13 Β· ⭐ 240) - Platform to programmatically manage, test, and debug data.. ❗Unlicensed +- wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT +- Grai (πŸ₯‰14 Β· ⭐ 240) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1813,7 +1813,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡38 Β· ⭐ 2.4K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡38 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC - [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 320K Β· πŸ“‹ 510 - 36% open Β· ⏱️ 29.09.2023): @@ -1824,7 +1824,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 17M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pexpect ``` @@ -1836,7 +1836,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.1M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1845,14 +1845,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯ˆ35 Β· ⭐ 6.7K) - Python process launching. MIT +
sh (πŸ₯‰34 Β· ⭐ 6.7K) - Python process launching. MIT - [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 500 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 1% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.9M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1872,7 +1872,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ptyprocess ``` -- [Conda](https://anaconda.org/conda-forge/ptyprocess) (πŸ“₯ 15M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ptyprocess) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ptyprocess ``` @@ -1883,14 +1883,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡39 Β· ⭐ 9.6K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡39 Β· ⭐ 9.7K) - Ultra fast asyncio event loop. Apache-2 - [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 420 Β· πŸ“¦ 100K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.1M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1906,23 +1906,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 84M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 86M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.3M Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.4M Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 110 Β· πŸ“¦ 190K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 190K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 46M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 47M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): ``` pip install anyio ``` @@ -1933,23 +1933,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰25 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 43 Β· πŸ“¦ 2.8K Β· πŸ“‹ 6 - 33% open Β· ⏱️ 29.10.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 42 Β· πŸ“¦ 2.8K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 04.11.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 84K / month): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 90K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 5.8K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ```
aiomisc (πŸ₯‰22 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 330 Β· πŸ“‹ 25 - 36% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 340 Β· πŸ“‹ 25 - 36% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/aiokitchen/aiomisc @@ -1961,7 +1961,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... -- unsync (πŸ₯‰22 Β· ⭐ 850 Β· πŸ’€) - Unsynchronize asyncio. MIT +- unsync (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - Unsynchronize asyncio. MIT - stopit (πŸ₯‰21 Β· ⭐ 100 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1972,7 +1972,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 580) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 250 Β· πŸ“¦ 370K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 260 Β· πŸ“¦ 370K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 05.11.2023): ``` git clone https://github.com/ipython/traitlets @@ -1988,12 +1988,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 590K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 600K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 34M / month Β· πŸ“¦ 9.1K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 35M / month Β· πŸ“¦ 9.2K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2004,7 +2004,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.4K Β· πŸ“‹ 470 - 22% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.4K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 31.10.2023): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2013,7 +2013,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 61K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 61K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge dynaconf ``` @@ -2029,19 +2029,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
-
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰31 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 89 Β· πŸ“¦ 20K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 20K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 4.7M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2061,7 +2061,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2073,7 +2073,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 230K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 240K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2084,12 +2084,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 280 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 290 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2098,18 +2098,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configobj ```
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everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰26 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“¦ 990 Β· πŸ“‹ 81 - 2% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 32 Β· πŸ“¦ 1K Β· πŸ“‹ 83 - 3% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 120K / month Β· πŸ“¦ 45 Β· ⏱️ 21.03.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 120K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 51K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 52K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2120,14 +2120,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡45 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.3K Β· πŸ“₯ 130 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 5% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 130 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 180M / month): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 180M / month Β· πŸ“¦ 75K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2138,7 +2138,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.7K Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/Textualize/rich @@ -2147,14 +2147,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.5M Β· ⏱️ 30.09.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.6M Β· ⏱️ 30.09.2023): ``` conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.6K) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.6K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 690 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 04.07.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 690 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 04.11.2023): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit @@ -2175,23 +2175,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 120 Β· πŸ“₯ 310 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 21% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 120 Β· πŸ“₯ 320 Β· πŸ“¦ 47K Β· πŸ“‹ 250 - 21% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 22M / month Β· πŸ“¦ 2.2K Β· ⏱️ 02.11.2023): ``` pip install argcomplete ``` @@ -2200,25 +2200,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge argcomplete ```
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wcwidth (πŸ₯ˆ35 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT - -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 49 Β· πŸ“¦ 460K Β· πŸ“‹ 41 - 17% open Β· ⏱️ 31.10.2023): - - ``` - git clone https://github.com/jquast/wcwidth - ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 51M / month Β· πŸ“¦ 14K Β· ⏱️ 30.10.2023): - ``` - pip install wcwidth - ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 22M Β· ⏱️ 31.10.2023): - ``` - conda install -c conda-forge wcwidth - ``` -
colorama (πŸ₯ˆ34 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 780K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 790K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tartley/colorama @@ -2234,23 +2218,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯ˆ34 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 27% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 27% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 17M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 20M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 600K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 610K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
Typer (πŸ₯‰33 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 490 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 29.10.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 500 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 04.11.2023): ``` git clone https://github.com/tiangolo/typer @@ -2291,7 +2275,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 60K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 61K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2303,46 +2287,47 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 740K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 750K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
docopt-ng (πŸ₯‰22 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 210 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 220 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 110K / month Β· πŸ“¦ 34 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 120K / month Β· πŸ“¦ 34 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 71 - 18% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 900 / month): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 540 / month Β· ⏱️ 21.06.2020): ``` pip install colout ```
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Show 5 hidden projects... +
Show 6 hidden projects... -- docopt (πŸ₯‰33 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- docopt (πŸ₯ˆ35 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- wcwidth (πŸ₯‰33 Β· ⭐ 340 Β· πŸ“‰) - Python library that measures the width of unicode strings.. ❗Unlicensed - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰25 Β· ⭐ 91 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 46) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 48) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2350,7 +2335,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 830) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 840) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2365,7 +2350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 100M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 110M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.10.2023): ``` pip install cachetools ``` @@ -2374,21 +2359,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 930) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 940) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 9 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 10 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 380K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 400K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
pylibmc (πŸ₯‰28 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 380 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 390 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc @@ -2409,7 +2394,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2444,12 +2429,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 5K - 19% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 14% open Β· ⏱️ 05.11.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 140K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 140K / month): ``` pip install kivy ``` @@ -2460,12 +2445,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 29.10.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 380K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 400K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2481,35 +2466,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 43K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 47K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 5.9K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.3K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.3K Β· πŸ“‹ 520 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 67K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 68K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
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toga (πŸ₯‰30 Β· ⭐ 3.7K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯ˆ31 Β· ⭐ 3.8K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 610 Β· πŸ“₯ 1.8K Β· πŸ“¦ 2 Β· πŸ“‹ 790 - 17% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 650 Β· πŸ“₯ 2K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 14% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2K / month Β· πŸ“¦ 34 Β· ⏱️ 01.08.2014): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.9K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 130 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 32 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2536,7 +2521,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 410 / month): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 330 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2557,22 +2542,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries. -
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 - -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 420 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 31.10.2023): - - ``` - git clone https://github.com/daviddrysdale/python-phonenumbers - ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 31.10.2023): - ``` - pip install phonenumbers - ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 840K Β· ⏱️ 31.10.2023): - ``` - conda install -c conda-forge phonenumbers - ``` -
chardet (πŸ₯‡34 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 5 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): @@ -2580,7 +2549,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 55M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 56M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2588,30 +2557,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 220 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 130 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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emoji (πŸ₯ˆ32 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯‡32 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 - [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 62K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 62K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 63K Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge emoji ```
python-slugify (πŸ₯ˆ30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 69 - 4% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/un33k/python-slugify @@ -2620,19 +2589,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.8M Β· ⏱️ 09.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): ``` conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰28 Β· ⭐ 840 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
phonenumbers (πŸ₯ˆ28 Β· ⭐ 3.3K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.3K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 390 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 31.10.2023): + + ``` + git clone https://github.com/daviddrysdale/python-phonenumbers + ``` +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.9M / month): + ``` + pip install phonenumbers + ``` +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 840K Β· ⏱️ 31.10.2023): + ``` + conda install -c conda-forge phonenumbers + ``` +
+
pyahocorasick (πŸ₯ˆ28 Β· ⭐ 840 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 + +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.3K Β· πŸ“‹ 130 - 17% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 580K / month): ``` pip install pyahocorasick ``` @@ -2641,14 +2626,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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inflect (πŸ₯‰26 Β· ⭐ 870 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +
inflect (πŸ₯‰26 Β· ⭐ 870) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 90 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5M / month): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.1M / month): ``` pip install inflect ``` @@ -2664,7 +2649,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 74K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 70K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2676,11 +2661,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 360K / month Β· πŸ“¦ 59 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 350K / month Β· πŸ“¦ 59 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 77K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2688,7 +2673,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT -- awesome-slugify (πŸ₯‰22 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 80 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2709,60 +2694,60 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.4K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 380K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 380K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 910M / month Β· πŸ“¦ 18K Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 900M / month Β· πŸ“¦ 18K Β· ⏱️ 09.11.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 01.11.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 09.11.2023): ``` conda install -c conda-forge boto3 ```
-
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT +
SQLAlchemy (πŸ₯‡44 Β· ⭐ 8K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.6K - 11% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 660K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 08.11.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 33M / month Β· πŸ“¦ 28K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 100M / month Β· πŸ“¦ 48K Β· ⏱️ 02.11.2023): ``` - pip install redis + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 02.11.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge sqlalchemy ```
-
SQLAlchemy (πŸ₯‡44 Β· ⭐ 7.9K) - The Database Toolkit for Python. MIT +
redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 660K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.6K - 11% open Β· ⏱️ 16.10.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 99M / month Β· πŸ“¦ 48K Β· ⏱️ 29.10.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 35M / month Β· πŸ“¦ 28K Β· ⏱️ 26.09.2023): ``` - pip install SQLAlchemy + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 13.10.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 26.09.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge redis-py ```
-
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.4K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.4K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 4% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 3% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 54M / month Β· πŸ“¦ 2K Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 56M / month Β· πŸ“¦ 2K Β· ⏱️ 31.10.2023): ``` pip install google-cloud-storage ``` @@ -2773,23 +2758,23 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 650 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.8K - 11% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.8K - 11% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 44M / month Β· πŸ“¦ 700 Β· ⏱️ 17.10.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 44M / month Β· πŸ“¦ 710 Β· ⏱️ 07.11.2023): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1M Β· ⏱️ 11.10.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 08.11.2023): ``` conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/coleifer/peewee @@ -2803,20 +2788,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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kafka-python (πŸ₯‡40 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 +
elasticsearch (πŸ₯‡41 Β· ⭐ 4K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 20K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 42K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 08.11.2023): ``` - git clone https://github.com/dpkp/kafka-python + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.1K Β· ⏱️ 13.10.2023): ``` - pip install kafka-python + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 940K Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge kafka-python + conda install -c conda-forge elasticsearch ```
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K) - MySQL client library for Python. MIT @@ -2830,30 +2815,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.2M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.3M Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge pymysql ```
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elasticsearch (πŸ₯ˆ39 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 +
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 07.11.2023): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.1K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` - pip install elasticsearch + pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 940K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge kafka-python ```
pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· ⏱️ 08.11.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2867,14 +2852,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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alembic (πŸ₯ˆ39 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ38 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 200 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 27.10.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 200 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 33M / month Β· πŸ“¦ 12K Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 34M / month Β· πŸ“¦ 12K Β· ⏱️ 26.10.2023): ``` pip install alembic ``` @@ -2890,7 +2875,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 940K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 970K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2899,100 +2884,100 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
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Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 +
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.6K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 08.11.2023): ``` - git clone https://github.com/elastic/elasticsearch-dsl-py + git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.5M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 34M / month Β· πŸ“¦ 61 Β· ⏱️ 24.10.2023): ``` - pip install elasticsearch-dsl + pip install awswrangler ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.3K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 440K Β· ⏱️ 25.10.2023): ``` - conda install -c anaconda elasticsearch-dsl + conda install -c conda-forge awswrangler ```
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AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 660) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 630 - 13% open Β· ⏱️ 08.11.2023): ``` - git clone https://github.com/awslabs/aws-data-wrangler + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 33M / month Β· πŸ“¦ 61 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.10.2023): ``` - pip install awswrangler + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 430K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 31.10.2023): ``` - conda install -c conda-forge awswrangler + conda install -c conda-forge google-cloud-bigquery ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
sqlmodel (πŸ₯ˆ36 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 450 Β· πŸ“₯ 100 Β· πŸ“¦ 660 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 520 Β· πŸ“¦ 8K Β· πŸ“‹ 350 - 56% open Β· ⏱️ 08.11.2023): ``` - git clone https://github.com/ibis-project/ibis + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 53 Β· ⏱️ 29.10.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 590K / month Β· πŸ“¦ 170 Β· ⏱️ 29.10.2023): ``` - pip install ibis-framework + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 03.10.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 23K Β· ⏱️ 29.10.2023): ``` - conda install -c conda-forge ibis-framework + conda install -c conda-forge sqlmodel ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 660) - Google BigQuery API client library. Apache-2 +
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 620 - 13% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 18.09.2023): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 33M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.1M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): ``` - pip install google-cloud-bigquery + pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.7M Β· ⏱️ 31.10.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.3K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c anaconda elasticsearch-dsl ```
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sqlmodel (πŸ₯ˆ36 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.5K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 520 Β· πŸ“¦ 7.9K Β· πŸ“‹ 350 - 57% open Β· ⏱️ 29.10.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.6K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 570K / month Β· πŸ“¦ 170 Β· ⏱️ 29.10.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 460 Β· ⏱️ 25.10.2023): ``` - pip install sqlmodel + pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 22K Β· ⏱️ 29.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 790K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge python-confluent-kafka ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 +
Ibis (πŸ₯ˆ36 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.5K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 450 Β· πŸ“₯ 100 Β· πŸ“¦ 690 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 09.11.2023): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 450 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 53 Β· ⏱️ 05.11.2023): ``` - pip install confluent-kafka + pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 790K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 03.10.2023): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c conda-forge ibis-framework ```
libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 @@ -3002,7 +2987,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 190K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 200K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ``` @@ -3014,7 +2999,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3041,7 +3026,7 @@ _Libraries for connecting to, operating, and querying databases._
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 790 Β· πŸ“‹ 510 - 18% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 790 Β· πŸ“‹ 510 - 18% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/prometheus/client_python @@ -3050,7 +3035,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 14M Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge prometheus_client ``` @@ -3078,7 +3063,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.8M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` @@ -3089,12 +3074,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 73K Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 74K Β· ⏱️ 08.11.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): ``` pip install motor ``` @@ -3110,23 +3095,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 130M / month Β· πŸ“¦ 700 Β· ⏱️ 21.10.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 140M / month Β· πŸ“¦ 710 Β· ⏱️ 21.10.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.3M Β· ⏱️ 21.10.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.4M Β· ⏱️ 21.10.2023): ``` conda install -c conda-forge s3fs ```
minio (πŸ₯ˆ34 Β· ⭐ 700) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.6K Β· πŸ“‹ 520 - 1% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.7K Β· πŸ“‹ 520 - 1% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.7M / month Β· πŸ“¦ 460 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.8M / month Β· πŸ“¦ 460 Β· ⏱️ 25.09.2023): ``` pip install minio ``` @@ -3137,12 +3122,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯‰33 Β· ⭐ 3.9K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.5K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 13.10.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.5K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 05.11.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 100K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 110K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3158,7 +3143,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 360K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 340K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3178,19 +3163,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 4.8K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.1K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.6K Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.7K Β· ⏱️ 06.11.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.5M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.6M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` pip install cassandra-driver ``` @@ -3201,16 +3186,16 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 840) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.3K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.4K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 03.11.2023): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 190K Β· ⏱️ 26.10.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 03.11.2023): ``` conda install -c conda-forge neo4j-python-driver ``` @@ -3222,27 +3207,43 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 170K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 190K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.4K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.5K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 210 Β· πŸ“¦ 2.1K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 210 Β· πŸ“¦ 2.2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.5M / month Β· πŸ“¦ 96 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.6M / month Β· πŸ“¦ 97 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
+
pandas-gbq (πŸ₯‰32 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 + +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.3K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 08.11.2023): + + ``` + git clone https://github.com/googleapis/python-bigquery-pandas + ``` +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.3M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): + ``` + pip install pandas-gbq + ``` +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): + ``` + conda install -c conda-forge pandas-gbq + ``` +
PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT - [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.6K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 30.09.2023): @@ -3266,7 +3267,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3282,31 +3283,15 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.9M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 490K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 500K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ```
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pandas-gbq (πŸ₯‰31 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 - -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.3K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 01.11.2023): - - ``` - git clone https://github.com/googleapis/python-bigquery-pandas - ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.2M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): - ``` - pip install pandas-gbq - ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): - ``` - conda install -c conda-forge pandas-gbq - ``` -
prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.5K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 23.10.2023): @@ -3314,7 +3299,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 72K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 74K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): ``` pip install prisma ``` @@ -3342,7 +3327,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 280K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 290K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3351,21 +3336,21 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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piccolos (πŸ₯‰29 Β· ⭐ 1.1K) - A fast, user friendly ORM and query builder which supports asyncio. MIT +
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 76 Β· πŸ“¦ 300 Β· πŸ“‹ 340 - 30% open Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 76 Β· πŸ“¦ 300 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 22K / month Β· πŸ“¦ 10 Β· ⏱️ 20.10.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 10 Β· ⏱️ 03.11.2023): ``` pip install piccolo ```
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ODMantic (πŸ₯‰25 Β· ⭐ 850 Β· πŸ“ˆ) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +
ODMantic (πŸ₯‰25 Β· ⭐ 850) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 78 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 47% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 78 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/art049/odmantic @@ -3377,36 +3362,36 @@ _Libraries for connecting to, operating, and querying databases._
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 920 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 930 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 15K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 14K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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psycopg3 (πŸ₯‰20 Β· ⭐ 1.2K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 - -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 380 - 11% open Β· ⏱️ 24.10.2023): - - ``` - git clone https://github.com/psycopg/psycopg - ``` -
aioprometheus (πŸ₯‰20 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 150 Β· πŸ“‹ 31 - 25% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 160 Β· πŸ“‹ 31 - 25% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 51K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 56K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
+
psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 + +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 380 - 11% open Β· ⏱️ 02.11.2023): + + ``` + git clone https://github.com/psycopg/psycopg + ``` +
Show 18 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution @@ -3418,15 +3403,15 @@ _Libraries for connecting to, operating, and querying databases._ - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - HappyBase (πŸ₯‰26 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- pyhdb (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- py2neo (πŸ₯‰22 Β· ⭐ 2) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- py2neo (πŸ₯‰22 Β· ⭐ 3) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- PugSQL (πŸ₯‰19 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- PugSQL (πŸ₯‰18 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3436,18 +3421,18 @@ _Libraries for connecting to, operating, and querying databases._ _Libraries for loading, collecting, and extracting data from a variety of data sources and formats._ -
Datasets (πŸ₯‡43 Β· ⭐ 17K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 +
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 2.3K Β· πŸ“¦ 28K Β· πŸ“‹ 2.5K - 21% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.3K Β· πŸ“¦ 29K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.4M / month): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.4M / month Β· πŸ“¦ 730 Β· ⏱️ 23.10.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 540K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 560K Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge datasets ``` @@ -3468,14 +3453,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge faker ```
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Tablib (πŸ₯‡36 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯‡37 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 83K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 85K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` pip install tablib ``` @@ -3484,9 +3469,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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xlwings (πŸ₯‡36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯ˆ36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 05.11.2023): ``` git clone https://github.com/xlwings/xlwings @@ -3495,14 +3480,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 680K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 690K Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge xlwings ```
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 59K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 60K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict @@ -3518,12 +3503,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
csvkit (πŸ₯ˆ34 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 190K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): ``` pip install csvkit ``` @@ -3539,11 +3524,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 230K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 240K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge python-magic ``` @@ -3571,11 +3556,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.4M / month): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 410 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 230K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 240K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gdown ``` @@ -3598,7 +3583,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 380 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 390 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 18.10.2023): ``` git clone https://github.com/snorkel-team/snorkel @@ -3614,28 +3599,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯‰29 Β· ⭐ 940) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 130 Β· πŸ“¦ 1.6K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 130 Β· πŸ“¦ 1.7K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 48K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 43K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 510K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge intake ```
-
img2dataset (πŸ₯‰27 Β· ⭐ 2.7K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 2.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 81 Β· πŸ“‹ 220 - 44% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 83 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 49K / month): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 56K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ``` @@ -3647,31 +3632,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.5K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.9K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ```
rows (πŸ₯‰21 Β· ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 300 - 49% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 750 / month): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 840 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
Upgini (πŸ₯‰21 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 21 Β· πŸ“¦ 4 Β· ⏱️ 27.10.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 21 Β· πŸ“¦ 4 Β· ⏱️ 09.11.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.7K / month Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.2K / month Β· ⏱️ 09.11.2023): ``` pip install upgini ``` @@ -3690,12 +3675,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Squirrel (πŸ₯‰15 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 11 - 63% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 14 - 64% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 650 / month Β· ⏱️ 23.10.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 820 / month Β· ⏱️ 07.11.2023): ``` pip install squirrel-core ``` @@ -3712,11 +3697,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰22 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed -- messytables (πŸ₯‰21 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now.. ❗Unlicensed -- datatest (πŸ₯‰19 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. ❗Unlicensed +- borb (πŸ₯‰21 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed +- datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 780 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3727,34 +3712,34 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡47 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡48 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 560K Β· πŸ“¦ 8.3K Β· πŸ“‹ 8.3K - 10% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 560K Β· πŸ“¦ 8.4K Β· πŸ“‹ 8.3K - 10% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 21M / month Β· πŸ“¦ 310 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 310 Β· ⏱️ 06.11.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 960K Β· ⏱️ 19.10.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 970K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 210M Β· ⭐ 480 Β· ⏱️ 02.11.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 230M Β· ⭐ 480 Β· ⏱️ 06.11.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.2M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): ``` pip install celery ``` @@ -3765,64 +3750,64 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.2K - 13% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.3K - 13% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 620K / month Β· πŸ“¦ 150 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 630K / month Β· πŸ“¦ 150 Β· ⏱️ 02.11.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 550K Β· ⏱️ 31.10.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 560K Β· ⏱️ 03.11.2023): ``` conda install -c conda-forge prefect ```
Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 67% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 67% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.5M / month Β· πŸ“¦ 180 Β· ⏱️ 11.10.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.2M / month Β· πŸ“¦ 180 Β· ⏱️ 08.11.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 56K Β· ⏱️ 12.10.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 57K Β· ⏱️ 12.10.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
Dagster (πŸ₯‡41 Β· ⭐ 8.8K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.6K Β· πŸ“‹ 6.1K - 28% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.7K Β· πŸ“‹ 6.3K - 30% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 710K / month): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 730K / month Β· πŸ“¦ 130 Β· ⏱️ 02.11.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 27.10.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 8.9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 47 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 47 Β· ⏱️ 02.11.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 730K Β· ⏱️ 31.10.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 730K Β· ⏱️ 03.11.2023): ``` conda install -c conda-forge great-expectations ``` @@ -3861,7 +3846,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
rq (πŸ₯ˆ38 Β· ⭐ 9.2K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/rq/rq @@ -3870,31 +3855,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 98K Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 99K Β· ⏱️ 04.09.2023): ``` conda install -c conda-forge rq ```
Kedro (πŸ₯ˆ37 Β· ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 390K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 380K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): ``` pip install kedro ```
-
dbt (πŸ₯ˆ37 Β· ⭐ 7.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ37 Β· ⭐ 7.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.9K Β· πŸ“¦ 3.6K Β· πŸ“‹ 4.6K - 10% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.9K Β· πŸ“¦ 3.6K Β· πŸ“‹ 4.6K - 10% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 99K / month Β· πŸ“¦ 30 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 100K / month Β· πŸ“¦ 30 Β· ⏱️ 03.11.2023): ``` pip install dbt ``` @@ -3905,7 +3890,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.1K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 530 Β· πŸ“¦ 2.4K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 28.10.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 530 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 04.11.2023): ``` git clone https://github.com/activeloopai/Hub @@ -3917,12 +3902,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ32 Β· ⭐ 3.2K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 210 Β· πŸ“‹ 230 - 14% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 210 Β· πŸ“‹ 240 - 18% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 06.11.2023): ``` pip install zenml ``` @@ -3934,7 +3919,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.4M / month Β· πŸ“¦ 85 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.3M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3945,12 +3930,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
huey (πŸ₯ˆ31 Β· ⭐ 4.7K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· πŸ“‹ 600 - 0% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 96K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 97K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3961,12 +3946,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“₯ 43 Β· πŸ“¦ 200 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“₯ 43 Β· πŸ“¦ 200 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 98K / month Β· πŸ“¦ 5 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 97K / month Β· πŸ“¦ 5 Β· ⏱️ 07.11.2023): ``` pip install whylogs ``` @@ -3994,7 +3979,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 22K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 26K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -4006,11 +3991,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.9K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.4K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 78K Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 79K Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge ploomber ``` @@ -4022,7 +4007,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 330K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 310K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4034,23 +4019,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 72K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 73K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.1K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ```
-
dbnd (πŸ₯‰25 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 32 Β· πŸ“¦ 36 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 29.10.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 32 Β· πŸ“¦ 36 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 180K / month Β· πŸ“¦ 24 Β· ⏱️ 29.10.2023): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 07.11.2023): ``` pip install dbnd ``` @@ -4062,19 +4047,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.6K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.2K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ```
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.2K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.5K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ``` @@ -4086,11 +4071,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 28K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 30K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` -- [Conda](https://anaconda.org/conda-forge/pypeln) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypeln) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypeln ``` @@ -4102,7 +4087,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4118,19 +4103,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 100 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 96 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT -- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 56 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): +- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 58 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.7K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.8K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4139,14 +4124,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
-
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Databolt Flow (πŸ₯‰17 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT - [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 180 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 130 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4170,7 +4155,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 43 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4182,7 +4167,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 53 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 27 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4195,11 +4180,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - bodywork-core (πŸ₯‰16 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- riko (πŸ₯‰15 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 -- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +- RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4209,7 +4194,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 980K Β· πŸ“‹ 580 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 990K Β· πŸ“‹ 580 - 46% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4225,7 +4210,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 620 Β· πŸ“¦ 68K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 68K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4234,7 +4219,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3M Β· ⏱️ 10.10.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3M Β· ⏱️ 05.11.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4263,16 +4248,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 200 Β· πŸ“¦ 8.4K Β· πŸ“‹ 270 - 25% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 200 Β· πŸ“¦ 8.5K Β· πŸ“‹ 270 - 25% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 820 Β· ⏱️ 17.10.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 820 Β· ⏱️ 08.11.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 360K Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 370K Β· ⏱️ 08.11.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4284,7 +4269,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 23M / month Β· πŸ“¦ 350 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 24M / month Β· πŸ“¦ 350 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4306,7 +4291,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡39 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 860K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 870K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4322,12 +4307,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 290 - 8% open Β· ⏱️ 29.10.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 290 - 8% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 58M / month Β· πŸ“¦ 8.9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 59M / month Β· πŸ“¦ 9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4352,18 +4337,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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boltons (πŸ₯ˆ34 Β· ⭐ 6.3K Β· πŸ“ˆ) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
boltons (πŸ₯ˆ34 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.5K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.6K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.8M / month Β· πŸ“¦ 430 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.9M / month Β· πŸ“¦ 430 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ``` @@ -4375,55 +4360,55 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 36M / month Β· πŸ“¦ 1.6K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 37M / month Β· πŸ“¦ 1.6K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.6M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.7M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ```
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python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +
returns (πŸ₯ˆ32 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 250 Β· πŸ“¦ 2.5K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 99 Β· πŸ“¦ 450 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 06.11.2023): ``` - git clone https://github.com/ets-labs/python-dependency-injector + git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` - pip install dependency-injector + pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.7K Β· ⏱️ 28.08.2023): ``` - conda install -c conda-forge dependency_injector + conda install -c conda-forge returns ```
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returns (πŸ₯‰31 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
python-dependency-injector (πŸ₯‰31 Β· ⭐ 3.3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 450 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 250 Β· πŸ“¦ 2.6K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): ``` - git clone https://github.com/dry-python/returns + git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.2M / month): ``` - pip install returns + pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.5K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge returns + conda install -c conda-forge dependency_injector ```
natsort (πŸ₯‰30 Β· ⭐ 800) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 24K Β· πŸ“‹ 87 - 1% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 24K Β· πŸ“‹ 88 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4434,7 +4419,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰29 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 9K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 9.1K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): ``` git clone https://github.com/Suor/funcy @@ -4443,7 +4428,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 390K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 400K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge funcy ``` @@ -4467,7 +4452,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 660 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰24 Β· ⭐ 670 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT @@ -4478,14 +4463,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡43 Β· ⭐ 56K) - The Python programming language. MIT +
cpython (πŸ₯‡43 Β· ⭐ 57K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 99K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4500,7 +4485,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 6.7K Β· πŸ“₯ 68K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 6.7K Β· πŸ“₯ 69K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/micropython/micropython @@ -4532,28 +4517,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 610K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 610K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 73M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 74M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 26M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 27M Β· ⏱️ 07.08.2023): ``` conda install -c conda-forge pygments ```
cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 820 - 22% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.1M / month): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 29.09.2023): ``` pip install cookiecutter ``` @@ -4564,12 +4549,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡39 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“₯ 8.5K Β· πŸ“¦ 880K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.6K Β· πŸ“¦ 880K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 95M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 96M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4578,9 +4563,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
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diagrams (πŸ₯ˆ35 Β· ⭐ 32K Β· πŸ“ˆ) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯ˆ35 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 530 - 65% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/mingrammer/diagrams @@ -4610,36 +4595,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
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py4j (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 +
wrapt (πŸ₯ˆ35 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 31K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 09.11.2023): ``` - git clone https://github.com/bartdag/py4j + git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 33M / month Β· πŸ“¦ 700 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 82M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` - pip install py4j + pip install wrapt ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 09.11.2023): ``` - conda install -c conda-forge py4j + conda install -c conda-forge wrapt ```
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wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 180 - 25% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 31K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` - git clone https://github.com/GrahamDumpleton/wrapt + git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 81M / month Β· πŸ“¦ 12K Β· ⏱️ 07.10.2023): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 34M / month Β· πŸ“¦ 700 Β· ⏱️ 12.08.2022): ``` - pip install wrapt + pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.7M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge wrapt + conda install -c conda-forge py4j ```
pluggy (πŸ₯ˆ33 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT @@ -4658,14 +4643,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ33 Β· ⭐ 780) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ33 Β· ⭐ 790) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 490K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 56M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 57M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4676,7 +4661,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰32 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 140 Β· πŸ“¦ 680 Β· πŸ“‹ 420 - 14% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 140 Β· πŸ“¦ 700 Β· πŸ“‹ 420 - 14% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/copier-org/copier @@ -4693,7 +4678,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 200K / month Β· πŸ“¦ 500 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 200K / month Β· πŸ“¦ 510 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4709,11 +4694,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 610K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 650K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 63K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4725,7 +4710,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 220K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 210K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4748,12 +4733,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 32K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 32K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.2M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.1M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4769,11 +4754,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 650K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 660K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 35K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` @@ -4799,7 +4784,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT -- openpyxl (πŸ₯‰17 Β· ⭐ 63 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰18 Β· ⭐ 63) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
--- diff --git a/history/2023-11-09_changes.md b/history/2023-11-09_changes.md new file mode 100644 index 0000000..8c5bfec --- /dev/null +++ b/history/2023-11-09_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- elasticsearch (πŸ₯‡41 Β· ⭐ 4K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 +- docopt (πŸ₯ˆ35 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- glom (πŸ₯ˆ30 Β· ⭐ 1.7K Β· πŸ“ˆ) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +- python-box (πŸ₯‰25 Β· ⭐ 2.3K Β· πŸ“ˆ) - Python dictionaries with advanced dot notation access. MIT +- messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- wcwidth (πŸ₯‰33 Β· ⭐ 340 Β· πŸ“‰) - Python library that measures the width of unicode strings.. ❗Unlicensed +- aiofiles (πŸ₯‰30 Β· ⭐ 2.4K Β· πŸ“‰) - File support for asyncio. Apache-2 +- phonenumbers (πŸ₯ˆ28 Β· ⭐ 3.3K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 +- typing (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ“‰) - Python static typing home. Hosts the documentation and a user.. ❗Unlicensed + diff --git a/history/2023-11-09_projects.csv b/history/2023-11-09_projects.csv new file mode 100644 index 0000000..4d63905 --- /dev/null +++ b/history/2023-11-09_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,npm_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,projectrank_placing,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-02 14:56:20.000,2023-10-26 16:35:53,434.0,26.0,2086,382.0,230.0,16.0,33.0,14617,2023-11-02 18:04:35.000,2023.11.02,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-11-02 18:05:30.000,2023-11-02 18:05:29,279.0,22.0,153,52.0,166.0,1.0,2.0,2049,2023-11-02 18:06:09.000,2023.11.02,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-11-02 18:04:01.000,2023-11-02 18:04:00,279.0,24.0,40,24.0,164.0,3.0,5.0,836,2023-11-02 18:04:09.000,2023.11.02,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-11-02 18:05:30.000,2023-11-02 18:05:29,279.0,22.0,153,52.0,166.0,1.0,2.0,2049,2023-11-02 18:06:09.000,2023.11.02,100.0,12.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-02 14:56:20.000,2023-10-26 16:35:53,434.0,26.0,2086,382.0,230.0,16.0,33.0,14617,2023-11-02 18:04:35.000,2023.11.02,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1667.0,322.0,13.0,73.0,38376,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-02 14:56:20.000,2023-10-26 16:35:53,434.0,26.0,2086,382.0,230.0,16.0,33.0,14617,2023-11-02 18:04:35.000,2023.11.02,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-11-09 11:48:38.000,2023-11-09 11:48:30,16228.0,865.0,15170,2067.0,8686.0,883.0,4999.0,61843,2023-11-01 23:08:30.000,4.25.0,151.0,1182.0,53,True,548983.0,529188.0,protobuf,conda-forge/protobuf,google-protobuf,34701571.0,162914535.0,https://pypi.org/project/protobuf,2023-11-01 23:08:30.000,16296.0,155339775.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16285114.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3499.0,6360793.0,1.0,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-11-09 13:19:36.000,2023-11-09 10:30:34,34062.0,837.0,8470,596.0,13139.0,2178.0,9934.0,24933,2023-10-14 20:22:16.000,1.26.1,153.0,1694.0,53,True,2066352.0,1927354.0,numpy,conda-forge/numpy,,874906.0,202320975.0,https://pypi.org/project/numpy,2023-10-14 19:39:25.000,138998.0,200670358.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,67226929.0,,,,,1.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-11-09 13:03:56.000,2023-11-09 07:55:00,33614.0,546.0,16896,1129.0,30368.0,3673.0,21908.0,40265,2023-10-26 21:16:59.000,2.1.2,119.0,3493.0,52,True,1445304.0,1371486.0,pandas,conda-forge/pandas,,229429.0,147085091.0,https://pypi.org/project/pandas,2023-09-20 21:03:54.000,73818.0,145847897.0,https://anaconda.org/conda-forge/pandas,2023-10-28 01:15:15.627,45701766.0,,,,,1.0,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-11-09 09:45:19.000,2023-11-08 21:50:08,54124.0,205.0,23833,1939.0,50070.0,856.0,31269.0,59188,2023-11-07 17:09:23.000,8.6.0,339.0,6800.0,48,True,34803.0,30727.0,ansible,conda-forge/ansible,,,4442437.0,https://pypi.org/project/ansible,2023-11-07 17:09:23.000,4076.0,4419284.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,972439.0,,,,,1.0,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-11-09 13:20:12.000,2023-11-09 10:49:24,22034.0,1226.0,12741,758.0,23610.0,847.0,7471.0,32818,2023-11-06 07:14:17.000,2.7.3,168.0,3061.0,48,True,8742.0,8435.0,apache-airflow,conda-forge/airflow,,560434.0,27535439.0,https://pypi.org/project/apache-airflow,2023-11-06 05:43:57.000,307.0,25317108.0,https://anaconda.org/conda-forge/airflow,2023-11-06 14:53:07.769,970715.0,,,,,1.0,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-11-06 06:05:54.262186,479.0,225405683.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-11-09 02:37:04.000,2023-11-09 01:24:13,5531.0,201.0,1775,242.0,703.0,165.0,2927.0,8400,2023-11-09 02:37:04.000,1.28.82,1423.0,149.0,48,True,397239.0,379236.0,boto3,conda-forge/boto3,,,898977038.0,https://pypi.org/project/boto3,2023-11-09 02:37:04.000,18003.0,898556619.0,https://anaconda.org/conda-forge/boto3,2023-11-09 02:12:07.539,17657615.0,,,,,1.0,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-11-09 12:08:25.000,2023-11-09 12:08:00,11090.0,347.0,1674,123.0,7497.0,38.0,2297.0,5867,2023-10-24 16:14:47.000,41.0.5,119.0,299.0,47,True,594098.0,572514.0,cryptography,conda-forge/cryptography,,,206555504.0,https://pypi.org/project/cryptography,2023-10-24 16:14:47.000,21584.0,205444158.0,https://anaconda.org/conda-forge/cryptography,2023-10-25 00:30:12.953,44453847.0,,,,,1.0,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-11-08 23:37:06.000,2023-11-08 10:37:18,12360.0,85.0,4549,473.0,3117.0,634.0,4351.0,22497,2023-09-03 20:16:15.000,5.3.4,201.0,1316.0,46,True,130935.0,115857.0,celery,conda-forge/celery,,,8259626.0,https://pypi.org/project/celery,2023-09-03 20:16:15.000,15078.0,8223313.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1488834.0,,,,,1.0,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-11-07 22:56:25.000,2023-09-01 21:20:27,2402.0,36.0,1358,183.0,1074.0,91.0,1422.0,14459,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1515494.0,1440329.0,click,conda-forge/click,,134.0,179146232.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75165.0,178074311.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32157543.0,,,,,1.0,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-11-09 13:13:48.000,2023-11-09 10:24:37,2605.0,254.0,1437,101.0,3186.0,357.0,2985.0,16316,2023-09-28 07:08:34.000,2.4.2,123.0,438.0,45,True,288994.0,280524.0,pydantic,conda-forge/pydantic,,,126430426.0,https://pypi.org/project/pydantic,2023-09-28 07:08:34.000,8470.0,126266692.0,https://anaconda.org/conda-forge/pydantic,2023-10-20 08:52:35.422,6549393.0,,,,,1.0,,,,,,,,pydantic/pydantic,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-11-09 06:33:14.000,2023-11-09 01:24:04,11618.0,229.0,3858,572.0,3553.0,523.0,3977.0,14428,2023-11-09 02:36:40.000,1.29.82,1830.0,427.0,44,True,3061.0,3.0,awscli,conda-forge/awscli,,1521.0,171276535.0,https://pypi.org/project/awscli,2023-11-09 02:36:40.000,3058.0,170738870.0,https://anaconda.org/conda-forge/awscli,2023-11-09 02:09:08.111,21505627.0,,,,,1.0,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-11-08 21:59:19.000,2023-11-08 20:49:06,16663.0,176.0,1218,87.0,698.0,178.0,7362.0,7961,2023-11-02 14:52:13.000,rel_2_0_23,294.0,663.0,44,True,709691.0,662028.0,SQLAlchemy,conda-forge/sqlalchemy,,46249.0,101625979.0,https://pypi.org/project/SQLAlchemy,2023-11-02 14:52:02.000,47663.0,101234888.0,https://anaconda.org/conda-forge/sqlalchemy,2023-11-02 19:25:18.675,13655203.0,,,,,1.0,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-11-09 10:00:48.278,2023-11-09 01:23:53,10403.0,267.0,1018,64.0,2017.0,141.0,907.0,1341,2023-11-09 02:36:17.000,1.31.82,1820.0,200.0,44,True,295758.0,287197.0,botocore,conda-forge/botocore,,,381025982.0,https://pypi.org/project/botocore,2023-11-09 02:36:17.000,8561.0,380352806.0,https://anaconda.org/conda-forge/botocore,2023-11-09 10:00:48.278,24234342.0,,,,,1.0,,,,,,,,,,,,,, +20,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-11-09 13:07:22.000,2023-11-09 11:19:51,119530.0,1333.0,27877,1507.0,45874.0,8612.0,58311.0,56559,2020-07-22 03:00:52.000,0.0.6,11.0,2681.0,43,True,11.0,3.0,cpython,conda-forge/typing,@buckpkg/python,,131635.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,99800.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2928893.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,1.0,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-11-08 11:43:39.000,2023-11-08 11:43:38,3867.0,34.0,1659,550.0,1042.0,190.0,1050.0,45361,2023-09-30 14:13:00.000,13.6.0,189.0,235.0,43,True,142584.0,137392.0,rich,conda-forge/rich,,,35621893.0,https://pypi.org/project/rich,2023-09-30 14:10:36.000,5192.0,35481335.0,https://anaconda.org/conda-forge/rich,2023-09-30 19:12:41.298,5622341.0,,,,,1.0,,,,,,,,,,,,,, +22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-11-08 17:32:00.000,2023-11-07 10:32:41,3605.0,81.0,2294,279.0,3777.0,594.0,1949.0,17503,2023-10-24 08:15:47.000,2.14.6,77.0,536.0,43,True,29386.0,28652.0,datasets,conda-forge/datasets,,,6422803.0,https://pypi.org/project/datasets,2023-10-23 15:08:49.000,734.0,6406943.0,https://anaconda.org/conda-forge/datasets,2023-10-23 17:53:45.655,555127.0,,,,,1.0,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-11-02 21:10:18.000,2023-11-01 18:26:33,3468.0,73.0,1823,221.0,1266.0,22.0,658.0,16472,2023-11-01 18:27:18.000,19.13.0,317.0,547.0,43,True,187807.0,184610.0,Faker,conda-forge/faker,,,11287734.0,https://pypi.org/project/Faker,2023-11-01 18:27:02.000,3197.0,11266509.0,https://anaconda.org/conda-forge/faker,2023-11-01 19:16:54.155,870234.0,,,,,1.0,,,,,,,,,,,,,, +24,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-11-09 04:01:45.000,2023-11-09 01:08:33,15315.0,418.0,1336,155.0,6324.0,572.0,3683.0,13211,2023-11-02 21:33:47.000,2.14.3,243.0,321.0,43,True,4101.0,3949.0,prefect,conda-forge/prefect,,,638616.0,https://pypi.org/project/prefect,2023-11-02 21:33:47.000,152.0,625317.0,https://anaconda.org/conda-forge/prefect,2023-11-03 02:03:48.954,558599.0,,,,,1.0,,,,,,,,,,,,,, +25,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-11-02 11:13:06.000,2023-10-16 14:16:37,2258.0,37.0,2406,323.0,1474.0,183.0,1380.0,11864,2023-09-26 06:51:15.000,5.0.1,118.0,415.0,43,True,27697.0,,redis,conda-forge/redis-py,,,35108725.0,https://pypi.org/project/redis,2023-09-26 06:51:15.000,27697.0,35081271.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1125640.0,,,,,1.0,,,,,,,,,-1.0,,,,, +26,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-11-09 10:06:03.000,2023-11-08 22:51:42,37294.0,906.0,1479,300.0,7954.0,151.0,3641.0,4396,2023-11-07 16:46:32.000,google-cloud-edgenetwork-v0.1.0,100.0,507.0,43,True,1985.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,55654335.0,https://pypi.org/project/google-cloud-storage,2023-10-31 17:41:47.000,1985.0,55553595.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-11-01 08:55:18.033,4029604.0,,,,,1.0,,,,,,,,,,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-11-09 01:28:53.000,2023-11-09 01:28:53,6554.0,94.0,548,30.0,807.0,401.0,1369.0,1431,2023-08-06 15:15:44.000,2.16.1,61.0,812.0,43,True,646641.0,609450.0,pygments,conda-forge/pygments,,,74672462.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37191.0,73970675.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,26667927.0,,,,,1.0,,,,,,,,,,,,,, +28,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-11-09 00:13:11.000,2023-10-07 19:28:52,3017.0,27.0,3150,641.0,2414.0,161.0,2174.0,21336,2023-05-26 17:35:41.785,23.5.26,35.0,657.0,42,True,78789.0,78189.0,flatbuffers,conda-forge/flatbuffers,flatbuffers,296755.0,15329402.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,325.0,14361973.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,902966.0,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,275.0,954771.0,1.0,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-11-09 13:03:15.000,2023-11-06 15:26:47,10931.0,273.0,958,175.0,7049.0,1878.0,4679.0,18109,2023-11-03 16:14:55.000,3.92.0,3919.0,243.0,42,True,7826.0,6768.0,pulumi,,@pulumi/pulumi,1407755.0,2474336.0,https://pypi.org/project/pulumi,2023-11-03 16:15:55.000,165.0,878740.0,,,,https://www.npmjs.com/package/@pulumi/pulumi,2023-11-03 16:15:38.938,893.0,1517388.0,2.0,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-11-09 12:07:18.000,2023-11-09 00:26:37,41002.0,990.0,4029,258.0,23125.0,4224.0,2021.0,7225,2023-10-12 02:30:12.000,2.51.0,99.0,1577.0,42,True,182.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,,7172268.0,https://pypi.org/project/apache-beam,2023-11-08 23:42:16.000,180.0,7170085.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,56772.0,,,,,1.0,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-10-17 22:41:31.000,2023-08-21 13:31:57,3338.0,29.0,1661,197.0,1573.0,440.0,1214.0,6435,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,42,True,74173.0,70353.0,docker,conda-forge/docker-py,,724.0,34712634.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3820.0,34618141.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3873992.0,,,,,2.0,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-11-09 12:55:51.000,2023-11-09 05:20:44,15988.0,788.0,2482,376.0,24208.0,1026.0,7752.0,3902,2023-11-09 00:36:49.000,azure-monitor-opentelemetry_1.1.0,100.0,659.0,42,True,3048.0,2342.0,azure-storage-blob,conda-forge/azure-storage-blob,,,44469652.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,706.0,44443957.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1053508.0,,,,,1.0,,,,,,,,,,,,,, +33,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-11-08 22:23:16.000,2023-11-08 22:23:16,4464.0,123.0,4995,716.0,3863.0,194.0,6957.0,30834,2023-10-18 15:52:16.000,2.23.0,144.0,472.0,41,True,1555.0,307.0,docker-compose,conda-forge/docker-compose,,111545867.0,3375104.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1374053.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,375627.0,,,,,2.0,,,,,,,,,,,,,, +34,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-11-09 12:23:43.000,2023-11-09 11:27:23,7928.0,884.0,1241,136.0,6812.0,1107.0,4358.0,21384,2023-10-29 06:14:16.000,py-0.17.5,321.0,308.0,41,True,5035.0,4727.0,polars,,,47.0,2709279.0,https://pypi.org/project/polars,2023-11-01 22:32:10.000,308.0,2709276.0,,,,,,,,1.0,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-11-03 13:56:30.000,2023-11-03 13:56:15,4561.0,29.0,1370,198.0,473.0,1.0,2328.0,10427,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,27963.0,24241.0,peewee,conda-forge/peewee,,,1609712.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3722.0,1594991.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,574132.0,,,,,1.0,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-11-09 11:24:35.000,2023-11-08 18:06:53,16374.0,1084.0,1074,103.0,10741.0,1922.0,4396.0,8825,2023-11-02 20:29:51.000,1.5.6,580.0,362.0,41,True,1789.0,1658.0,dagster,conda-forge/dagster,,,753801.0,https://pypi.org/project/dagster,2023-11-02 19:59:25.000,131.0,729175.0,https://anaconda.org/conda-forge/dagster,2023-11-06 18:21:02.806,1034294.0,,,,,1.0,,,,,,,,,,,,,, +37,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-11-09 12:19:20.000,2023-09-24 00:00:44,3958.0,8.0,1943,316.0,768.0,986.0,781.0,8576,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,41,True,98652.0,85691.0,paramiko,conda-forge/paramiko,,,46074567.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12961.0,45974136.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,4017240.0,,,,,2.0,,,,,,,,,,,,,, +38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-11-06 19:00:23.000,2023-11-06 19:00:22,2590.0,48.0,574,60.0,338.0,30.0,764.0,4288,2023-10-30 13:33:57.000,4.19.2,99.0,109.0,41,True,493222.0,474361.0,jsonschema,conda-forge/jsonschema,,103.0,101383716.0,https://pypi.org/project/jsonschema,2023-10-30 13:33:48.000,18861.0,100709226.0,https://anaconda.org/conda-forge/jsonschema,2023-10-30 15:13:31.902,24956021.0,,,,,1.0,,,,,,,,python-jsonschema/jsonschema,,,,,, +39,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-11-09 11:16:18.000,2023-11-08 07:31:44,1571.0,45.0,1192,404.0,1311.0,57.0,1001.0,4043,2023-10-13 13:10:21.000,8.10.1,135.0,198.0,41,True,48511.0,42387.0,elasticsearch,conda-forge/elasticsearch,,3522.0,15396199.0,https://pypi.org/project/elasticsearch,2023-10-13 13:10:21.000,6124.0,15373626.0,https://anaconda.org/conda-forge/elasticsearch,2023-09-22 16:40:10.042,944079.0,,,,,1.0,,,,,,,,,2.0,,,,, +40,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-11-06 19:30:52.000,2023-10-25 22:59:27,4329.0,61.0,530,57.0,893.0,257.0,1207.0,1947,2023-10-09 14:43:38.000,3.10.0,38.0,197.0,41,True,254488.0,239505.0,h5py,conda-forge/h5py,,2903.0,16396856.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,14983.0,16060917.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13772050.0,,,,,1.0,,,,,,,,,,,,,, +41,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-11-07 11:01:29.000,2023-09-29 12:49:57,3027.0,16.0,1917,229.0,1114.0,210.0,631.0,20619,2023-09-29 13:07:23.000,2.4.0,40.0,311.0,40,True,24918.0,23311.0,cookiecutter,conda-forge/cookiecutter,,,3177652.0,https://pypi.org/project/cookiecutter,2023-09-29 13:07:23.000,1607.0,3147500.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-29 16:10:18.671,904584.0,,,,,1.0,,,,,,,,,,,,,, +42,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-11-08 14:14:49.000,2023-11-05 08:30:48,12834.0,27.0,2952,604.0,3541.0,728.0,4127.0,16402,2023-06-17 17:37:56.000,2.2.1,11.0,600.0,40,True,11275.0,11275.0,kivy,conda-forge/kivy,,33820.0,150014.0,https://pypi.org/project/kivy,,,141872.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,328965.0,,,,,1.0,,,,,,,,,,,,,, +43,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-11-09 12:49:28.000,2023-11-08 21:22:35,11713.0,292.0,1396,78.0,7049.0,149.0,1642.0,8948,2023-11-03 00:36:14.000,0.18.1,253.0,415.0,40,True,47.0,,great_expectations,conda-forge/great-expectations,,,12270483.0,https://pypi.org/project/great_expectations,2023-11-02 23:17:42.000,47.0,12253044.0,https://anaconda.org/conda-forge/great-expectations,2023-11-03 02:01:45.445,732451.0,,,,,2.0,,,,,,,,,,,,,, +44,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-10-30 20:49:15.000,2023-10-30 20:49:14,3252.0,26.0,628,82.0,1013.0,160.0,1036.0,6715,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,115340.0,105005.0,marshmallow,conda-forge/marshmallow,,,30005366.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10335.0,29952208.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2179509.0,,,,,2.0,,,,,,,,,,,,,, +45,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-11-09 13:28:34.000,2023-10-20 17:59:00,1493.0,11.0,384,61.0,709.0,400.0,465.0,3476,2023-08-09 09:27:06.000,1.3.2,110.0,125.0,40,True,357958.0,351549.0,joblib,conda-forge/joblib,,,40852643.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6409.0,40276075.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23062757.0,,,,,2.0,,,,,,,,,,,,,, +46,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-11-09 07:43:04.000,2023-11-08 00:52:05,4837.0,153.0,972,110.0,3739.0,1169.0,2951.0,3227,2023-10-19 22:47:25.000,2023.10.1,85.0,458.0,40,True,23700.0,21660.0,xarray,conda-forge/xarray,,,3816131.0,https://pypi.org/project/xarray,2023-10-19 22:47:25.000,2040.0,3583512.0,https://anaconda.org/conda-forge/xarray,2023-10-20 01:16:07.998,9304774.0,,,,,2.0,,,,,,,,,,,,,, +47,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-10-23 19:09:59.969,2023-10-22 20:53:42,936.0,10.0,566,227.0,247.0,87.0,257.0,9655,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,104110.0,102193.0,uvloop,conda-forge/uvloop,,422.0,9816539.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1917.0,9798563.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,664994.0,,,,,1.0,,,,,,,,,,,,,, +48,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-11-04 22:29:23.000,2023-11-04 22:29:23,2716.0,11.0,687,149.0,730.0,569.0,551.0,8641,2023-07-04 11:15:11.669,3.0.39,123.0,221.0,39,True,1462.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,37687918.0,https://pypi.org/project/prompt_toolkit,2023-07-04 11:15:11.669,1462.0,37179290.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-07-05 14:09:06.451,19836502.0,,,,,2.0,,,,,,,,,,,,,, +49,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,6.0,667,136.0,673.0,97.0,399.0,8415,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,80975.0,76173.0,arrow,conda-forge/arrow,,,20571775.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4802.0,20492114.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3266136.0,,,,,1.0,,,,,,,,,,,,,, +50,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-09-14 21:55:03.000,2023-09-14 21:55:02,1084.0,3.0,1425,229.0,482.0,15.0,629.0,7420,2023-06-26 05:34:54.000,1.1.0,42.0,123.0,39,True,191848.0,191456.0,PyMySQL,conda-forge/pymysql,,,45796001.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,45764730.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1250871.0,,,,,2.0,,,,,,,,,,,,,, +51,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-11-07 04:20:20.000,2023-11-07 04:20:17,2175.0,9.0,1359,150.0,966.0,297.0,1192.0,5357,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,22243.0,20820.0,kafka-python,conda-forge/kafka-python,,1832.0,7155081.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1423.0,7149648.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,422546.0,,,,,2.0,,,,,,,,,,,,,, +52,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-11-09 09:25:01.000,2023-11-07 05:44:17,1373.0,34.0,365,65.0,541.0,119.0,542.0,4927,2023-04-16 10:50:23.776,23.1.0,27.0,147.0,39,True,889161.0,870924.0,attrs,conda-forge/attrs,,,129697764.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18237.0,129284820.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,33035586.0,,,,,1.0,,,,,,,,,,,,,, +53,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-11-08 20:59:13.000,2023-11-08 20:59:13,5466.0,72.0,1178,241.0,1422.0,9.0,,3947,2023-11-01 22:19:31.000,4.6.0,135.0,205.0,39,True,20134.0,,pymongo,conda-forge/pymongo,,,23242077.0,https://pypi.org/project/pymongo,2023-11-01 22:09:27.000,20134.0,23208664.0,https://anaconda.org/conda-forge/pymongo,2023-11-02 02:45:48.721,1336545.0,,,,,2.0,,,,,,,,,,,,,, +54,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-11-06 20:54:11.000,2023-11-06 20:54:11,1553.0,36.0,256,40.0,497.0,25.0,261.0,3244,2023-08-04 13:37:51.000,10.1.0,44.0,111.0,39,True,207765.0,198815.0,more-itertools,conda-forge/more-itertools,,2804.0,59755205.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8950.0,59431376.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13275603.0,,,,,1.0,,,,,,,,,,,,,, +55,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-11-07 22:53:08.532,2023-11-01 10:45:52,3078.0,20.0,491,72.0,295.0,19.0,1249.0,3066,2023-10-03 12:45:27.000,2.9.9,62.0,135.0,39,False,734499.0,672943.0,psycopg2,psycopg2,,,15557887.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61536.0,15555320.0,https://anaconda.org/anaconda/psycopg2,2023-11-07 22:53:08.532,246440.0,,,,,2.0,,,,,,,,,,20.0,,,, +56,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-10-12 20:14:46.000,2023-08-29 22:07:06,320.0,4.0,504,54.0,258.0,271.0,309.0,2310,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1064724.0,987804.0,pyyaml,conda-forge/pyyaml,,,236353800.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76920.0,235292560.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,40327144.0,,,,,1.0,,,,,,,,,,,,,, +57,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-11-07 13:52:04.000,2023-06-06 19:08:37,1575.0,,445,45.0,629.0,341.0,401.0,2151,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1236098.0,1231825.0,python-dateutil,conda-forge/python-dateutil,,35049.0,227987306.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,227420678.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,50966199.0,,,,,1.0,,,,,,,,,,,,,, +58,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-08 15:38:16.000,2023-11-07 14:32:31,1172.0,8.0,260,25.0,173.0,31.0,288.0,1980,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,39,True,911557.0,879295.0,pyparsing,conda-forge/pyparsing,,8551.0,97738606.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32262.0,96124642.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40345695.0,,,,,1.0,,,,,,,,,,,,,, +59,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-11-06 20:32:56.000,2023-11-05 00:55:11,1994.0,30.0,194,26.0,601.0,92.0,197.0,579,2023-10-30 11:10:33.000,5.13.0,49.0,110.0,39,True,385515.0,370783.0,traitlets,conda-forge/traitlets,,256.0,34882565.0,https://pypi.org/project/traitlets,2023-10-30 11:10:25.000,14732.0,34242459.0,https://anaconda.org/conda-forge/traitlets,2023-10-30 13:09:06.478,24323507.0,,,,,1.0,,,,,,,,,,,,,, +60,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-10-28 16:14:29.000,2023-10-25 23:50:29,4088.0,10.0,2379,479.0,2281.0,121.0,879.0,16889,2023-10-05 11:21:35.000,3.4.0,80.0,607.0,38,True,2649.0,2234.0,luigi,luigi,,,602278.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,413.0,602126.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14226.0,,,,,2.0,,,stable/luigi,,,,,,,2.0,,,, +61,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-11-09 13:22:05.000,2023-11-03 10:05:59,1801.0,8.0,1361,209.0,860.0,163.0,932.0,9204,2023-06-22 02:17:03.239,1.15.1,76.0,299.0,38,True,16718.0,14938.0,rq,conda-forge/rq,,,1381931.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1780.0,1379194.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,98550.0,,,,,2.0,,,,,,,,,,,,,, +62,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-10-16 20:26:42.000,2023-10-16 20:26:42,1711.0,33.0,3262,140.0,869.0,110.0,1166.0,6094,2023-09-18 17:33:52.000,28.1.0,90.0,187.0,38,True,1431.0,,kubernetes,conda-forge/kubernetes,,,16611555.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1431.0,16600576.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,461155.0,,,,,2.0,,,,,,,,,,,,,, +63,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-11-08 16:32:55.000,2023-10-28 23:24:31,2853.0,35.0,454,64.0,208.0,64.0,503.0,2515,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,82237.0,80591.0,pycryptodomex,conda-forge/pycryptodomex,,193.0,37284935.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1646.0,37246706.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1529122.0,,,,,2.0,,,,,,,,,,,,,, +64,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-10-05 14:56:48.000,2023-09-29 19:42:31,1627.0,12.0,462,95.0,305.0,183.0,324.0,2452,2020-01-21 16:37:03.000,4.8.0,19.0,108.0,38,True,340600.0,324390.0,pexpect,conda-forge/pexpect,,4366.0,39273481.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16210.0,39091843.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16525810.0,,,,,1.0,,,,,,,,,,,,,, +65,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-11-08 15:24:56.000,2023-11-08 15:24:41,1756.0,41.0,203,19.0,132.0,103.0,907.0,2196,2023-10-26 15:10:48.000,rel_1_12_1,121.0,177.0,38,True,199191.0,187646.0,alembic,conda-forge/alembic,,,34298617.0,https://pypi.org/project/alembic,2023-10-26 15:10:40.000,11545.0,34196362.0,https://anaconda.org/conda-forge/alembic,2023-10-26 19:16:26.685,3885690.0,,,,,2.0,,,,,,,,,,,,,, +66,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-09-28 13:18:30.000,2023-09-28 08:31:52,866.0,10.0,250,48.0,289.0,7.0,271.0,1791,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,111568.0,109260.0,msgpack,conda-forge/msgpack-python,,1166.0,55648713.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,55260061.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,14379548.0,,,,,2.0,,,,,,,,,,,,,, +67,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-10-25 14:31:04.225,2023-10-25 12:23:58,971.0,42.0,230,52.0,154.0,23.0,208.0,1541,2023-10-25 11:50:28.000,3.0.1,49.0,67.0,38,True,314051.0,303610.0,greenlet,conda-forge/greenlet,,,85731197.0,https://pypi.org/project/greenlet,2023-10-25 11:50:28.000,10441.0,85526480.0,https://anaconda.org/conda-forge/greenlet,2023-10-25 14:31:04.225,8393435.0,,,,,2.0,,,,,,,,,,,,,, +68,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-11-09 09:55:49.000,2023-11-08 16:21:17,2230.0,51.0,282,19.0,807.0,206.0,395.0,681,2023-10-21 17:37:02.000,2023.10.0,73.0,205.0,38,True,72417.0,71656.0,fsspec,conda-forge/fsspec,,,148257804.0,https://pypi.org/project/fsspec,2023-10-21 17:37:02.000,761.0,147901154.0,https://anaconda.org/conda-forge/fsspec,2023-10-21 20:19:19.578,14979310.0,,,,,1.0,,,,,,,,,,,,,, +69,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-10-02 00:20:18.000,2023-09-23 23:05:56,1604.0,14.0,1950,465.0,551.0,461.0,1309.0,14299,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,138.0,21.0,fabric,conda-forge/fabric,,,4733019.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,117.0,4730746.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,77288.0,,,,,3.0,,,,,,,,,,,,,, +70,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-11-06 14:46:33.000,2023-08-29 10:07:13,6966.0,102.0,1225,342.0,243.0,39.0,445.0,13357,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,37,True,964.0,959.0,tink,,tink-crypto,1097.0,212922.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,212529.0,,,,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,379.0,2.0,,,,,,,,,,,,,, +71,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-11-07 18:30:23.000,2023-11-07 18:30:22,6855.0,52.0,1752,228.0,3068.0,717.0,2754.0,12200,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,10435.0,10120.0,pysimplegui,conda-forge/pysimplegui,,,399731.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,397203.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,128939.0,,,,,2.0,,,,,,,,,,,,,, +72,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-11-09 13:07:42.000,2023-11-09 13:07:42,2678.0,117.0,620,115.0,2886.0,794.0,3156.0,9112,2023-10-26 19:46:22.000,0.25.0,85.0,121.0,37,True,1222.0,1188.0,modin,conda-forge/modin-core,,196732.0,976472.0,https://pypi.org/project/modin,2023-10-26 19:37:51.000,34.0,963470.0,https://anaconda.org/conda-forge/modin-core,2023-10-27 15:34:05.537,278027.0,,,,,2.0,['pandas'],,,,,,,,,,,,, +73,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-11-09 12:30:03.000,2023-11-06 13:33:33,2455.0,101.0,837,109.0,1473.0,358.0,1241.0,8977,2023-10-18 14:58:27.000,0.18.14,46.0,216.0,37,True,2035.0,1966.0,kedro,,,,376398.0,https://pypi.org/project/kedro,2023-10-18 14:58:27.000,69.0,376398.0,,,,,,,,2.0,,,,,,,,,,,,,, +74,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-11-09 09:08:32.000,2023-11-08 21:19:28,6458.0,138.0,1349,136.0,4044.0,491.0,4147.0,7759,2023-11-08 23:54:54.000,1.6.8,195.0,300.0,37,True,3641.0,3611.0,dbt,conda-forge/dbt,,2922.0,102760.0,https://pypi.org/project/dbt,2023-11-03 19:44:10.000,30.0,99629.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,250197.0,,,,,2.0,,,,,,,,,,,dbt,,, +75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-09-04 22:19:51.991,2023-07-07 17:27:15,356.0,,374,35.0,227.0,40.0,227.0,6579,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,604671.0,595473.0,python-dotenv,conda-forge/python-dotenv,,,34634967.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9198.0,34563858.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2844388.0,,,,,2.0,,,,,,,,,,,,,, +76,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,456.0,6031,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,37,True,122706.0,114561.0,watchdog,conda-forge/watchdog,,,13008266.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8145.0,12944951.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2595935.0,,,,,2.0,,,,,,,,,,,,,, +77,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-11-08 13:31:39.000,2023-11-08 13:31:38,1183.0,10.0,586,136.0,323.0,32.0,221.0,4298,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,37,True,86095.0,84817.0,tablib,conda-forge/tablib,,,1745482.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1278.0,1744377.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,92853.0,,,,,1.0,,,,,,,,,,,,,, +78,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-11-08 22:32:56.000,2023-10-04 06:58:22,4085.0,3.0,1225,139.0,1105.0,377.0,1322.0,4081,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25541.0,21945.0,mongoengine,conda-forge/mongoengine,,,980556.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3596.0,974381.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,228493.0,,,,,2.0,,,,,,,,,,,,,, +79,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-11-08 17:29:14.000,2023-11-08 17:23:47,2271.0,43.0,634,63.0,1425.0,31.0,979.0,3643,2023-10-24 13:19:55.000,3.4.1,142.0,138.0,37,True,1345.0,1284.0,awswrangler,conda-forge/awswrangler,,213535.0,34283584.0,https://pypi.org/project/awswrangler,2023-10-24 13:09:58.000,61.0,34268865.0,https://anaconda.org/conda-forge/awswrangler,2023-10-25 15:01:54.519,435233.0,,,,,2.0,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +80,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-11-08 17:22:41.000,2023-11-08 17:22:41,1363.0,32.0,615,117.0,127.0,10.0,894.0,3361,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,72253.0,68280.0,xlsxwriter,conda-forge/xlsxwriter,,,14946080.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3973.0,14874364.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3012094.0,,,,,3.0,,,,,,,,,,,,,, +81,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-11-09 04:30:47.000,2023-10-31 16:52:29,2726.0,16.0,1192,199.0,1225.0,173.0,1800.0,3266,2023-05-05 16:39:25.000,4.2.0,42.0,228.0,37,True,4207.0,3943.0,netmiko,,,,184614.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,184614.0,,,,,,,,3.0,,,,,,,,,,,,,, +82,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-01 04:01:28.000,2023-11-01 04:01:28,505.0,50.0,571,125.0,222.0,57.0,965.0,2756,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,37,False,53763.0,51586.0,pyodbc,conda-forge/pyodbc,,,24552136.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2177.0,24519979.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1189839.0,,,,,2.0,,,,,,,,,,,,,, +83,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,26.0,143,43.0,113.0,21.0,151.0,1925,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,322030.0,319710.0,pyrsistent,conda-forge/pyrsistent,,,41267563.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2320.0,40757885.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20387143.0,,,,,1.0,,,,,,,,,,,,,, +84,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-11-07 21:46:27.000,2023-11-06 20:06:56,905.0,38.0,109,27.0,285.0,58.0,269.0,1424,2023-08-30 22:24:05.000,4.0.0,48.0,43.0,37,True,193964.0,193456.0,anyio,conda-forge/anyio,,,47549969.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,47282824.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,11220096.0,,,,,2.0,,,,,,,,,,,,,, +85,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-11-09 11:20:34.000,2023-11-08 07:05:26,4779.0,184.0,259,60.0,364.0,159.0,546.0,1233,2023-10-06 16:01:39.000,3.9.1,45.0,124.0,37,True,52414.0,49822.0,tables,conda-forge/pytables,,178.0,916901.0,https://pypi.org/project/tables,2023-10-06 15:50:38.000,2592.0,750283.0,https://anaconda.org/conda-forge/pytables,2023-10-07 10:19:49.597,6664673.0,,,,,2.0,,,,,,,,,,,,,, +86,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1168,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,316461.0,299158.0,future,conda-forge/future,,,34456694.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17303.0,34313441.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12606286.0,,,,,1.0,,,,,,,,,,,,,, +87,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,948,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2036755.0,1901011.0,six,conda-forge/six,,,203530688.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135744.0,202980805.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,49489554.0,,,,,1.0,,,,,,,,,,,,,, +88,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-11-08 21:59:42.000,2023-11-08 21:00:24,1715.0,34.0,258,52.0,1100.0,84.0,543.0,661,2023-10-30 19:50:13.000,3.13.0,150.0,137.0,37,True,24534.0,23400.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,33957295.0,https://pypi.org/project/google-cloud-bigquery,2023-10-30 19:50:13.000,1134.0,33888437.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-31 10:20:16.090,2754349.0,,,,,2.0,,,,,,,,,,,,,, +89,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-10-08 11:01:26.000,2023-10-05 15:39:58,288.0,1.0,1407,377.0,164.0,144.0,175.0,25471,2022-12-12 20:38:05.885,0.5.0,10.0,60.0,36,True,28300.0,26435.0,fire,conda-forge/fire,,,6966884.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1865.0,6956431.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,804893.0,,,,,2.0,,,,,,,,,,,,,, +90,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-10-29 21:50:38.000,2023-10-22 22:51:27,393.0,4.0,965,212.0,183.0,156.0,293.0,11191,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,31080.0,29633.0,schedule,conda-forge/schedule,,,1800441.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1447.0,1799089.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,45989.0,,,,,3.0,,,,,,,,,,,,,, +91,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-11-08 16:04:48.000,2023-11-08 16:04:47,331.0,85.0,519,145.0,281.0,201.0,153.0,11166,2023-10-29 09:58:26.000,0.0.11,11.0,71.0,36,True,8202.0,8034.0,sqlmodel,conda-forge/sqlmodel,,,594276.0,https://pypi.org/project/sqlmodel,2023-10-29 09:58:26.000,168.0,593442.0,https://anaconda.org/conda-forge/sqlmodel,2023-10-29 11:37:02.744,22537.0,,,,,2.0,['pydantic'],,,,,,,,,,,,, +92,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-11-05 06:01:13.000,2023-10-26 14:26:36,614.0,21.0,176,32.0,85.0,2.0,351.0,5037,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,36,True,64382.0,63241.0,orjson,conda-forge/orjson,,,14747644.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1141.0,14723992.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,993412.0,,,,,2.0,,,,,,,,,,,,,, +93,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-11-09 11:15:17.000,2023-09-18 06:34:29,1033.0,10.0,818,424.0,384.0,159.0,1153.0,3719,2023-09-07 09:38:39.000,8.9.0,36.0,131.0,36,True,10650.0,9666.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,200.0,3145535.0,https://pypi.org/project/elasticsearch-dsl,2023-09-07 09:36:22.000,984.0,3145418.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8328.0,,,,,2.0,,,,,,,,,,,,,, +94,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-11-06 23:12:52.000,2023-10-25 17:39:04,860.0,12.0,897,333.0,550.0,281.0,848.0,3452,2023-10-25 18:46:39.000,2.3.0,31.0,109.0,36,True,8066.0,7609.0,confluent-kafka,conda-forge/python-confluent-kafka,,,10119124.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,457.0,10097641.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,794898.0,,,,,2.0,,,,,,,,,,,,,, +95,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-11-09 12:19:17.000,2023-11-09 12:19:15,6748.0,853.0,453,80.0,5051.0,108.0,2254.0,3230,2023-10-02 17:04:07.000,7.0.0,62.0,212.0,36,True,746.0,693.0,ibis-framework,conda-forge/ibis-framework,,105.0,109679.0,https://pypi.org/project/ibis-framework,2023-11-05 00:04:13.000,53.0,102039.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,313113.0,,,,,2.0,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-11-05 11:40:04.000,2023-11-05 11:40:02,2656.0,26.0,474,121.0,551.0,298.0,1496.0,2732,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30479.0,29838.0,xlwings,conda-forge/xlwings,,19004.0,155666.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,641.0,138973.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,685495.0,,,,,2.0,,,,,,,,,,,,,, +97,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-11-04 20:00:45.000,2023-11-04 19:59:55,998.0,5.0,172,23.0,152.0,169.0,327.0,2017,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,129272.0,125325.0,dill,conda-forge/dill,,291210.0,39187865.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3947.0,39048775.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5604082.0,,,,,2.0,,,,,,,,,,,,,, +98,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-11-08 20:11:23.000,2023-11-08 00:27:40,1068.0,59.0,203,25.0,162.0,68.0,200.0,1778,2023-11-08 00:28:50.000,6.7.0,75.0,79.0,36,True,9305.0,8483.0,deepdiff,conda-forge/deepdiff,,,11019502.0,https://pypi.org/project/deepdiff,2023-11-08 00:28:50.000,822.0,11010527.0,https://anaconda.org/conda-forge/deepdiff,2023-11-08 14:53:20.558,367982.0,,,,,1.0,,,,,,,,,,,,,, +99,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-11-09 00:45:02.000,2023-11-08 04:29:20,2157.0,116.0,447,17.0,1056.0,95.0,377.0,1150,2023-11-06 17:53:20.000,0.36,64.0,220.0,36,True,13922.0,13468.0,holidays,conda-forge/holidays,,189.0,6492307.0,https://pypi.org/project/holidays,2023-11-06 18:02:34.000,454.0,6399229.0,https://anaconda.org/conda-forge/holidays,2023-11-07 00:23:17.831,3723081.0,,,,,2.0,,,,,,,,vacanza/python-holidays,,,,,, +100,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-10-31 19:16:17.000,2023-10-30 14:18:42,532.0,12.0,2032,377.0,459.0,343.0,185.0,31938,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1259.0,1222.0,diagrams,conda-forge/diagrams,,,107129.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,37.0,103001.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,173388.0,,,,,2.0,,,,,,,,,,,,,, +101,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-11-09 12:47:33.000,2023-11-09 06:56:58,15365.0,365.0,6741,731.0,5688.0,1673.0,3655.0,17442,2023-10-06 00:09:41.000,1.21.0,15.0,607.0,35,True,14.0,,micropython-_markupbase,,,68690.0,915.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,,,,,2.0,,,,,,,,,,,,,, +102,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-10-06 16:46:25.000,2023-10-06 16:36:49,2431.0,3.0,1222,232.0,475.0,145.0,1004.0,7979,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11791.0,9835.0,supervisor,conda-forge/supervisor,,,2085991.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,2078387.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,281384.0,,,,,2.0,,,,,,,,,,,,,, +103,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,164.0,110.0,260.0,186.0,7854,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,116837.0,104403.0,docopt,conda-forge/docopt,,,10798636.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12434.0,10776844.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1983154.0,,,,,2.0,,,,,,,,,2.0,,,,, +104,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-11-02 01:23:27.000,2023-10-24 11:53:47,826.0,16.0,362,70.0,268.0,230.0,292.0,5784,2020-07-24 18:17:05.000,2.1.2,54.0,95.0,35,True,24450.0,23209.0,pendulum,conda-forge/pendulum,,255.0,15635667.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1241.0,15613919.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,869852.0,,,,,2.0,,,,,,,,,,,,,, +105,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5260,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,65285.0,59657.0,xmltodict,conda-forge/xmltodict,,,29879550.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5628.0,29839309.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3501010.0,,,,,2.0,,,,,,,,,,,,,, +106,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,84.0,350.0,118.0,142.0,4372,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,121732.0,118267.0,toolz,conda-forge/toolz,,,19637327.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3465.0,19426939.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18724535.0,,,,,2.0,,,,,,,,,,,,,, +107,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-11-01 17:17:13.000,2023-11-01 17:17:12,898.0,13.0,368,88.0,269.0,26.0,316.0,4153,2023-06-11 08:50:12.594,5.8.0,36.0,86.0,35,True,4462.0,,ujson,conda-forge/ujson,,,9080866.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4462.0,8973026.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4421442.0,,,,,2.0,,,,,,,,,,,,,, +108,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,35.0,51.0,25.0,158.0,3085,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,139213.0,136990.0,sortedcontainers,conda-forge/sortedcontainers,,,29641116.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2223.0,29510741.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11473072.0,,,,,1.0,,,,,,,,,,,,,, +109,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,4.0,238,51.0,266.0,13.0,332.0,3049,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,35,True,15370.0,14232.0,cerberus,conda-forge/cerberus,,,5828162.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1138.0,5812681.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,356075.0,,,,,2.0,,,,,,,,,,,,,, +110,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,1.0,584,96.0,178.0,30.0,311.0,3005,,,21.0,83.0,35,True,709618.0,692365.0,pycparser,conda-forge/pycparser,,,117879317.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17253.0,117467111.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,35861991.0,,,,,2.0,,,,,,,,,,,,,, +111,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-10-30 17:04:52.000,2023-10-28 16:38:51,9941.0,86.0,931,85.0,1770.0,74.0,124.0,1964,2023-08-10 08:07:04.000,3.8.0,71.0,474.0,35,True,861.0,,apache-libcloud,,,,199185.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,199185.0,,,,,,,,2.0,,,,,,,,,,,,,, +112,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-09 12:40:47.871,2023-11-09 06:09:26,728.0,15.0,218,43.0,69.0,50.0,141.0,1908,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11872.0,,wrapt,conda-forge/wrapt,,,82696426.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11872.0,82336926.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13301532.0,,,,,2.0,,,,,,,,,,,,,, +113,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-10-06 12:48:17.070,2023-10-05 19:56:36,652.0,2.0,331,66.0,123.0,20.0,176.0,1598,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,135528.0,114572.0,simplejson,conda-forge/simplejson,,6373.0,20376765.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20956.0,20305363.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,2996059.0,,,,,2.0,,,,,,,,,,,,,, +114,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-10-17 08:43:56.000,2023-10-17 08:43:56,436.0,12.0,160,29.0,281.0,81.0,166.0,1470,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2931.0,,cloudpickle,conda-forge/cloudpickle,,27.0,33284261.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2931.0,32903799.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15218508.0,,,,,2.0,,,,,,,,,,,,,, +115,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-11-02 08:04:53.606,2023-11-02 05:13:25,746.0,11.0,115,35.0,210.0,53.0,193.0,1286,2023-11-02 05:14:00.000,3.1.4,120.0,68.0,35,True,49483.0,47285.0,argcomplete,conda-forge/argcomplete,,315.0,22378217.0,https://pypi.org/project/argcomplete,2023-11-02 05:14:00.000,2198.0,22342929.0,https://anaconda.org/conda-forge/argcomplete,2023-11-02 08:04:53.606,1411407.0,,,,,2.0,,,,,,,,,,,,,, +116,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-11-07 11:03:19.000,2023-08-20 21:14:53,1376.0,15.0,160,34.0,165.0,70.0,234.0,1165,2023-08-13 18:56:24.000,3.0.2,40.0,71.0,35,True,2425.0,,jsonpickle,conda-forge/jsonpickle,,,10084005.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2425.0,10033265.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1572948.0,,,,,2.0,,,,,,,,,,,,,, +117,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,183.0,237.0,1153,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,35,True,27897.0,25755.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,5107915.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2142.0,5101743.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,530820.0,,,,,2.0,,,,,,,,,,,,,, +118,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,148.0,270.0,1111,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,32158.0,31456.0,py4j,conda-forge/py4j,,,33784887.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,702.0,33731352.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4657549.0,,,,,2.0,,,,,,,,py4j/py4j,,,,,, +119,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-11-06 22:53:16.000,2023-11-06 22:53:15,279.0,19.0,90,14.0,179.0,10.0,91.0,596,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,348604.0,345805.0,filelock,conda-forge/filelock,,,105991224.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2799.0,105612537.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,15904886.0,,,,,2.0,,,,,,,,tox-dev/filelock,,,,,, +120,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-11-03 15:56:41.000,2023-10-20 17:10:23,565.0,13.0,125,18.0,221.0,46.0,35.0,183,2023-09-26 21:26:08.000,0.7.0,35.0,37.0,35,True,257193.0,252833.0,s3transfer,conda-forge/s3transfer,,,285319401.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4360.0,284853465.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,17239641.0,,,,,2.0,,,,,,,,,,,,,, +121,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-11-09 12:34:38.000,2023-11-04 14:08:21,8439.0,396.0,534,83.0,2209.0,53.0,388.0,7100,2023-11-03 15:20:34.000,3.8.4,154.0,120.0,34,True,2522.0,2468.0,hub,,,,3490.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3490.0,,,,,,,,2.0,,,,,,,,activeloopai/deeplake,,,,,, +122,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-08-10 02:31:43.807,2023-08-10 01:24:28,1462.0,,505,136.0,234.0,6.0,457.0,6736,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,34,True,16077.0,13439.0,sh,conda-forge/sh,,,5859080.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2638.0,5854024.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,187080.0,,,,,3.0,,,,,,,,,,,,,, +123,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-11-02 16:32:17.000,2023-11-02 16:32:11,1532.0,13.0,348,144.0,198.0,66.0,104.0,6282,2023-11-01 07:04:40.000,23.1.1,53.0,86.0,34,True,5997.0,5566.0,boltons,conda-forge/boltons,,25.0,2943527.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,431.0,2902663.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3677782.0,,,,,2.0,,,,,,,,,,,,,, +124,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-11-07 18:51:17.000,2023-11-07 18:51:15,1908.0,55.0,597,129.0,331.0,35.0,854.0,5623,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1832.0,1462.0,csvkit,conda-forge/csvkit,,,190568.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,187182.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,101590.0,,,,,2.0,,,,,,,,,,,,,, +125,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-11-08 14:25:14.000,2023-11-06 16:58:37,544.0,12.0,786,69.0,410.0,96.0,415.0,3593,2023-10-30 17:16:08.000,0.18.0,48.0,138.0,34,True,828.0,,prometheus_client,conda-forge/prometheus_client,,,25370349.0,https://pypi.org/project/prometheus_client,2023-10-30 17:15:31.000,828.0,25023485.0,https://anaconda.org/conda-forge/prometheus_client,2023-10-30 19:05:35.457,14568315.0,,,,,2.0,,,,,,,,,,,,,, +126,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233,87.0,78.0,313.0,332.0,3339,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4073.0,3709.0,pony,conda-forge/pony,,75.0,127725.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,364.0,125023.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97296.0,,,,,2.0,,,,,,,,,,,,,, +127,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-11-08 03:50:12.000,2023-10-31 13:52:46,723.0,18.0,316,33.0,502.0,107.0,368.0,3284,2023-10-31 18:44:59.000,3.2.4,86.0,115.0,34,True,7669.0,7390.0,dynaconf,conda-forge/dynaconf,,,2126009.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,279.0,2124352.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,61327.0,,,,,2.0,,,,,,,,dynaconf/dynaconf,,,,,, +128,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,138.0,3278,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,34,True,809589.0,788056.0,colorama,conda-forge/colorama,,,122977138.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21533.0,122680619.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,26983236.0,,,,,2.0,,,,,,,,,,,,,, +129,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-11-01 21:12:48.000,2023-11-01 21:12:44,1273.0,11.0,185,50.0,317.0,127.0,223.0,2692,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,5702.0,5230.0,plumbum,conda-forge/plumbum,,,2769788.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,472.0,2757858.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,990252.0,,,,,3.0,,,,,,,,,,,,,, +130,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-10-31 09:22:44.000,2023-10-24 08:59:39,1426.0,48.0,199,47.0,1191.0,64.0,561.0,2547,2023-10-23 08:57:14.000,0.39.1,730.0,69.0,34,True,3215.0,3186.0,docarray,conda-forge/docarray,,,110735.0,https://pypi.org/project/docarray,2023-10-24 09:20:40.000,29.0,105166.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,122537.0,,,,,2.0,,,,,,,,docarray/docarray,,,,,, +131,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-10-12 11:03:42.000,2023-10-09 21:18:20,331.0,5.0,299,46.0,111.0,14.0,188.0,2426,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,52218.0,48914.0,python-magic,conda-forge/python-magic,,,6246715.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3304.0,6240352.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,235460.0,,,,,2.0,,,,,,,,,,,,,, +132,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-10-17 16:49:49.000,2023-10-17 16:49:49,1498.0,2.0,443,133.0,557.0,301.0,373.0,2370,2023-03-23 14:03:04.308,1.1.8,29.0,130.0,34,True,25941.0,24671.0,dateparser,conda-forge/dateparser,,,4001300.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1270.0,3999058.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,183915.0,,,,,3.0,,,,,,,,,,,,,, +133,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-09-24 10:06:05.674,2023-09-12 18:15:46,1072.0,2.0,439,55.0,288.0,11.0,318.0,2333,2023-06-22 06:12:29.713,2.2.0,36.0,82.0,34,True,149936.0,142704.0,mysqlclient,conda-forge/mysqlclient,,5273.0,5092240.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7232.0,5084468.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,308457.0,,,,,2.0,,,,,,,,,,,,,, +134,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-11-08 22:16:20.000,2023-11-08 16:13:38,1747.0,11.0,204,91.0,229.0,,,2233,2023-08-31 20:43:19.000,3.3.1,46.0,45.0,34,True,74937.0,73752.0,motor,conda-forge/motor,,,1257203.0,https://pypi.org/project/motor,2023-08-31 20:40:30.000,1185.0,1255519.0,https://anaconda.org/conda-forge/motor,2023-09-01 00:24:22.394,62331.0,,,,,2.0,,,,,,,,,,,,,, +135,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-11-06 11:50:25.000,2023-09-26 12:30:29,817.0,32.0,200,63.0,98.0,64.0,292.0,2040,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3185.0,,numexpr,conda-forge/numexpr,,500.0,5536191.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3185.0,5355740.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7398273.0,,,,,2.0,,,,,,,,,,,,,, +136,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,49.0,149.0,56.0,85.0,1987,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39390.0,5.0,chardet,conda-forge/chardet,@pypi/chardet,,56644784.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39382.0,56063517.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22083216.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,130.0,1.0,,,,,,,,,,,,,, +137,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-11-06 19:00:32.000,2023-11-03 10:09:31,1837.0,23.0,225,45.0,857.0,278.0,376.0,1244,2023-08-18 14:29:58.000,2.16.1,73.0,94.0,34,True,3331.0,2888.0,zarr,conda-forge/zarr,,,512125.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,443.0,442839.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2771462.0,,,,,2.0,,,,,,,,,,,,,, +138,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-11-07 09:49:19.000,2023-11-07 09:49:17,519.0,21.0,82,24.0,276.0,29.0,75.0,1148,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,34,True,18916.0,18659.0,cleo,conda-forge/cleo,,,19698906.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,257.0,19682468.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,608233.0,,,,,2.0,,,,,,,,python-poetry/cleo,,,,,, +139,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-10-23 17:00:53.000,2023-10-08 20:47:28,2036.0,9.0,141,18.0,161.0,60.0,436.0,1124,2023-06-24 16:10:00.733,24.1.1,191.0,114.0,34,True,4204.0,,keyring,conda-forge/keyring,,,40440415.0,https://pypi.org/project/keyring,2023-06-24 16:10:00.733,4204.0,40342609.0,https://anaconda.org/conda-forge/keyring,2023-09-29 15:42:13.438,3912246.0,,,,,3.0,,,,,,,,,,,,,, +140,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-11-06 06:47:21.000,2023-10-26 21:25:42,512.0,62.0,123,23.0,66.0,20.0,159.0,851,2023-10-26 21:28:54.000,2.12.0,34.0,29.0,34,True,18024.0,17692.0,anytree,conda-forge/anytree,,,949471.0,https://pypi.org/project/anytree,2023-10-26 21:28:54.000,332.0,948642.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,35678.0,,,,,2.0,,,,,,,,,,,,,, +141,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-11-09 10:34:37.000,2023-10-21 17:54:00,1015.0,19.0,250,19.0,387.0,122.0,307.0,749,2023-10-21 17:55:06.000,2023.10.0,63.0,129.0,34,True,16000.0,15293.0,s3fs,conda-forge/s3fs,,,135756578.0,https://pypi.org/project/s3fs,2023-10-21 17:55:06.000,707.0,135593151.0,https://anaconda.org/conda-forge/s3fs,2023-10-21 20:45:12.148,6373657.0,,,,,2.0,,,,,,,,,,,,,, +142,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-11-09 11:02:57.000,2023-11-01 10:29:52,1120.0,12.0,287,32.0,804.0,7.0,512.0,700,2023-09-25 05:58:39.000,7.1.17,106.0,119.0,34,True,6132.0,5669.0,minio,conda-forge/minio,,,1845368.0,https://pypi.org/project/minio,2023-09-25 05:57:29.000,463.0,1841514.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,150311.0,,,,,2.0,,,,,,,,,,,,,, +143,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-11-01 16:03:03.000,2023-11-01 16:03:00,597.0,16.0,106,12.0,115.0,22.0,103.0,453,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,34,True,363205.0,356066.0,rsa,conda-forge/rsa,,,133102258.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7139.0,132954186.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13030362.0,,,,,3.0,,,,,,,,,,,,,, +144,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-11-03 12:32:10.000,2023-11-03 12:31:26,810.0,20.0,131,23.0,94.0,53.0,139.0,300,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,111837.0,104759.0,asn1crypto,conda-forge/asn1crypto,,,59180059.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7078.0,59072087.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8313895.0,,,,,3.0,,,,,,,,,,,,,, +145,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,6.0,78,15.0,35.0,35.0,47.0,288,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,34,True,1799672.0,1716318.0,pytz,conda-forge/pytz,,,155041084.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83354.0,153729254.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,47225884.0,,,,,3.0,,,,,,,,,,,,,, +146,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-22 22:23:29.297,2023-10-22 17:41:43,315.0,15.0,58,7.0,75.0,1.0,81.0,177,2023-06-21 14:09:09.912,4.3.1,47.0,30.0,34,True,136877.0,133072.0,tzlocal,conda-forge/tzlocal,,,47856165.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3805.0,47764646.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2471016.0,,,,,3.0,,,,,,,,,,,,,, +147,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-11-08 03:38:07.000,2023-11-04 01:48:01,477.0,6.0,496,69.0,288.0,208.0,167.0,12414,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2354.0,21.0,typer,conda-forge/typer,,,13059061.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,13016633.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1824435.0,,,,,3.0,,,,,,,,,,,,,, +148,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-11-02 00:31:19.000,2023-11-02 00:31:19,2775.0,11.0,606,148.0,484.0,240.0,994.0,11362,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2391.0,2344.0,dearpygui,,,,46709.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,46709.0,,,,,,,,2.0,,,,,,,,,,,,,, +149,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-11-08 18:20:15.000,2023-07-24 18:53:19,697.0,,512,106.0,158.0,13.0,291.0,6209,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12756.0,11852.0,tinydb,conda-forge/tinydb,,,512375.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,904.0,508359.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,357471.0,,,,,2.0,,,,,,,,,,,,,, +150,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-11-09 04:40:26.000,2023-08-21 07:09:39,474.0,4.0,247,48.0,194.0,91.0,147.0,5406,2023-08-14 13:22:49.000,8.2.3,53.0,84.0,33,True,1564.0,,tenacity,conda-forge/tenacity,,,37433969.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1564.0,37280940.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5662075.0,,,,,2.0,,,,,,,,,,,,,, +151,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-11-06 02:07:28.000,2023-11-05 03:35:54,1190.0,7.0,334,41.0,484.0,486.0,505.0,3909,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6641.0,6548.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,113891.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,113340.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,15983.0,,,,,3.0,,,,,,,,,,,,,, +152,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,4.0,253,50.0,200.0,125.0,196.0,3572,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20896.0,20776.0,databases,conda-forge/databases,,,338806.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,335455.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,191060.0,,,,,3.0,,,,,,,,,,,,,, +153,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-10-27 08:57:15.000,2023-10-27 08:54:47,1133.0,33.0,243,64.0,88.0,23.0,273.0,3418,2023-10-25 15:29:54.000,1.15.0,24.0,44.0,33,True,1052.0,933.0,asciimatics,conda-forge/asciimatics,,,110867.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,119.0,106990.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,143483.0,,,,,3.0,,,,,,,,,,,,,, +154,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-11-04 21:19:40.000,2023-09-07 02:59:25,1023.0,11.0,365,49.0,380.0,82.0,310.0,2978,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,,17309101.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,17254118.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2199359.0,,,,,2.0,,,,,,,,piskvorky/smart_open,,,,,, +155,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-10-18 04:22:47.000,2023-10-16 15:26:04,1031.0,11.0,259,35.0,364.0,151.0,253.0,2188,2022-03-15 11:22:57.000,0.48.9,213.0,98.0,33,True,15279.0,15183.0,pypika,conda-forge/pypika,,,2367209.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,96.0,2367004.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,5133.0,,,,,3.0,,,,,,,,,,,,,, +156,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,86.0,1959,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7026.0,,jmespath,conda-forge/jmespath,,,130316587.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7026.0,130122105.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17114492.0,,,,,3.0,,,,,,,,,,,,,, +157,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-11-01 12:10:42.000,2023-10-30 00:20:45,288.0,19.0,147,27.0,58.0,6.0,228.0,1817,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3499.0,,cachetools,conda-forge/cachetools,,,105821274.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3499.0,105576850.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10265829.0,,,,,1.0,,,,,,,,,,,,,, +158,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-11-08 16:47:03.000,2023-11-06 18:54:06,6032.0,8.0,553,78.0,1105.0,15.0,,1353,2023-06-06 15:21:12.274,3.28.0,75.0,196.0,33,True,6384.0,5682.0,cassandra-driver,conda-forge/cassandra-driver,,,1574901.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1570081.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,188014.0,,,,,3.0,,,,,,,,,,,,,, +159,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-10-24 11:31:45.000,2023-10-24 11:31:45,698.0,27.0,125,22.0,275.0,41.0,128.0,1033,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10512.0,,pluggy,conda-forge/pluggy,,,104778994.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10512.0,104147594.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23361835.0,,,,,2.0,,,,,,,,,,,,,, +160,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-11-07 16:05:40.000,2023-11-07 16:05:40,346.0,20.0,141,14.0,160.0,18.0,138.0,844,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,33,True,91723.0,89930.0,validators,conda-forge/validators,,11.0,6521656.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1793.0,6508341.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,532573.0,,,,,2.0,,,,,,,,python-validators/validators,,,,,, +161,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-11-09 11:45:23.000,2023-11-06 11:26:50,1491.0,25.0,204,98.0,738.0,4.0,229.0,839,2023-11-03 13:41:42.000,5.14.1,129.0,41.0,33,True,7608.0,7382.0,neo4j-driver,conda-forge/neo4j-python-driver,,,138016.0,https://pypi.org/project/neo4j-driver,2023-11-03 13:38:58.000,226.0,133241.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-11-03 17:41:04.235,195782.0,,,,,3.0,,,,,,,,,,,,,, +162,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,24.0,56.0,13.0,93.0,786,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,517138.0,492747.0,decorator,conda-forge/decorator,,,57727139.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24391.0,57445396.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,24793437.0,,,,,2.0,,,,,,,,,,,,,, +163,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,,2014-04-05 09:57:11.000,2023-11-07 18:40:13.000,2023-10-31 17:04:06,336.0,48.0,49,15.0,56.0,7.0,35.0,343,2023-10-30 20:45:33.000,0.2.9,17.0,17.0,33,False,464628.0,464628.0,wcwidth,conda-forge/wcwidth,,,52618557.0,https://pypi.org/project/wcwidth,,,52083824.0,https://anaconda.org/conda-forge/wcwidth,2023-10-31 09:35:46.940,21924090.0,,,,,3.0,,,,,,,,,-2.0,,,,, +164,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,235,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,438960.0,423880.0,pyasn1,conda-forge/pyasn1,,,141346841.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15080.0,134606843.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13479997.0,,,,,3.0,,,,,,,,,,,,,, +165,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-10-24 16:00:35.000,2023-09-20 06:18:21,1023.0,25.0,512,91.0,185.0,15.0,428.0,5101,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3477.0,3209.0,transitions,conda-forge/transitions,,,493187.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,482433.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,569963.0,,,,,1.0,,,,,,,,,,,,,, +166,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4658,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3952.0,3372.0,dataset,conda-forge/dataset,,,185948.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,185716.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7455.0,,,,,3.0,,,,,,,,,,,,,, +167,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,486.0,3304,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,332.0,318.0,koalas,conda-forge/koalas,,1019.0,1460927.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1454978.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,320284.0,,,,,2.0,"['spark', 'pandas']",,,,,,,,,,,,, +168,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-11-09 13:17:13.000,2023-11-06 19:10:16,6013.0,185.0,336,41.0,1801.0,44.0,200.0,3238,2023-11-06 20:12:06.000,0.46.0,112.0,80.0,32,True,216.0,214.0,zenml,,,1.0,13081.0,https://pypi.org/project/zenml,2023-11-06 20:10:30.000,2.0,13081.0,,,,,,,,2.0,,,,,,,,,,,,,, +169,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,196.0,944.0,264.0,501.0,3169,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9970.0,9152.0,blaze,conda-forge/blaze,,,11439.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8743.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202227.0,,,,,2.0,,,,,,,,,,,,,, +170,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-11-06 14:58:34.000,2023-11-06 14:58:33,1714.0,46.0,99,42.0,1309.0,66.0,353.0,2958,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,32,True,513.0,454.0,returns,conda-forge/returns,,,163554.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,163299.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7664.0,,,,,2.0,,,,,,,,,,,,,, +171,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-11-08 17:58:33.000,2023-11-08 17:58:33,408.0,8.0,198,58.0,153.0,95.0,73.0,2793,2021-12-01 20:51:57.000,0.7.5,25.0,65.0,32,True,8432.0,7508.0,schema,conda-forge/schema,,,7293491.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,924.0,7290996.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,129740.0,,,,,2.0,,,,,,,,,,,,,, +172,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-11-07 19:43:56.519,2023-11-01 20:35:23,607.0,31.0,223,17.0,587.0,273.0,418.0,2665,2023-09-30 04:00:26.000,0.17.2,77.0,105.0,32,True,1192.0,1109.0,pandera,conda-forge/pandera-core,,,1270035.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1269226.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,29943.0,,,,,2.0,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +173,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-11-08 18:48:21.000,2023-04-17 23:37:12,196.0,,185,28.0,76.0,8.0,84.0,2570,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,116998.0,113620.0,python-decouple,conda-forge/python-decouple,,12.0,1792453.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3378.0,1791472.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,72667.0,,,,,2.0,,,,,,,,HBNetwork/python-decouple,,,,,, +174,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,13.0,276,49.0,73.0,50.0,113.0,2170,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,1033.0,969.0,datasketch,,,19.0,1645647.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1645647.0,,,,,,,,2.0,,,,,,,,,,,,,, +175,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2103,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,204750.0,196223.0,xlrd,conda-forge/xlrd,,,20137284.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8527.0,20092464.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3585627.0,,,,,2.0,,,,,,,,,,,,,, +176,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,4.0,264,26.0,116.0,10.0,147.0,1741,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,32,True,63594.0,62097.0,emoji,conda-forge/emoji,,,2614541.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1497.0,2612929.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,62904.0,,,,,1.0,,,,,,,,,,,,,, +177,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,5.0,214,48.0,179.0,56.0,336.0,1455,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2255.0,2158.0,pygsheets,,,,1587825.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,97.0,1587825.0,,,,,,,,3.0,,,,,,,,,,,,,, +178,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-11-07 14:05:57.000,2023-11-06 13:38:15,1326.0,81.0,139,21.0,847.0,59.0,358.0,1326,2023-10-30 09:56:49.000,9.0.1,58.0,66.0,32,True,733.0,695.0,copier,,,,166990.0,https://pypi.org/project/copier,2023-10-30 09:56:49.000,38.0,166990.0,,,,,,,,3.0,,,,,,,,,,,,,, +179,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,6.0,190,49.0,202.0,85.0,371.0,1167,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3580.0,3494.0,petl,conda-forge/petl,,,1347904.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1342666.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,214768.0,,,,,2.0,,,,,,,,,,,,http://petl.readthedocs.org,, +180,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,28.0,95.0,61.0,141.0,1136,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6473.0,6152.0,sshtunnel,conda-forge/sshtunnel,,,6230360.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,321.0,6228871.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,128101.0,,,,,3.0,,,,,,,,,,,,,, +181,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-11-08 03:32:03.000,2023-11-08 03:31:55,540.0,37.0,144,27.0,540.0,5.0,118.0,1060,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,8095.0,,bcrypt,conda-forge/bcrypt,,,40952321.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8095.0,40842901.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4267411.0,,,,,3.0,,,,,,,,,,,,,, +182,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,955,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,45460.0,43795.0,Bottleneck,conda-forge/bottleneck,,,679732.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1665.0,577167.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3794917.0,,,,,2.0,,,,,,,,,,,,,, +183,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-11-08 21:00:00.000,2023-11-08 20:59:29,371.0,10.0,119,59.0,367.0,55.0,288.0,393,2023-05-10 16:05:56.572,0.19.2,43.0,45.0,32,True,8655.0,8323.0,pandas-gbq,conda-forge/pandas-gbq,,349.0,7362942.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,332.0,7312622.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1861728.0,,,,,3.0,,,,,,,,,,,,,, +184,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-11-08 21:17:18.293,2023-11-08 17:30:56,868.0,52.0,62,18.0,465.0,132.0,283.0,359,2023-10-24 13:42:38.000,2.0.0,25.0,35.0,32,True,8644.0,8644.0,param,conda-forge/param,,,663149.0,https://pypi.org/project/param,,,624814.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1418402.0,,,,,2.0,,,,,,,,,,,,,, +185,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,130.0,189.0,175.0,343.0,5880,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6405.0,6319.0,eel,,,,68311.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,68311.0,,,,,,,,2.0,,,,,,,,python-eel/Eel,,,,,, +186,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-11-01 14:26:38.000,2023-10-22 12:50:12,983.0,3.0,380,84.0,175.0,1.0,600.0,4675,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1467.0,1291.0,huey,conda-forge/huey,,,97929.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,176.0,97438.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32930.0,,,,,2.0,,,,,,,,,,,,,, +187,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-11-09 10:30:08.000,2023-11-08 21:48:13,7587.0,552.0,650,85.0,1280.0,114.0,656.0,3813,2023-11-03 04:09:37.000,0.4.0,64.0,253.0,31,True,38.0,2.0,toga,,@pybee/toga,2033.0,3070.0,https://pypi.org/project/toga,2023-11-03 04:09:37.000,34.0,2882.0,,,,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,32.0,2.0,,,,,,,,,,,,,, +188,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,23.0,112.0,15.0,125.0,3408,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,22636.0,22225.0,gdown,conda-forge/gdown,,,1487583.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,411.0,1482862.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,236091.0,,,,,2.0,,,,,,,,,,,,,, +189,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-10-26 21:56:39.000,2022-12-19 03:14:24,1998.0,,252,48.0,198.0,175.0,356.0,3292,,,5.0,29.0,31,True,2566.0,2566.0,dependency-injector,conda-forge/dependency_injector,,,1169681.0,https://pypi.org/project/dependency-injector,,,1168371.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,34069.0,,,,,3.0,,,,,,,,,,,,,, +190,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,142.0,31,False,1477.0,1363.0,mrjob,conda-forge/mrjob,,,97184.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,91153.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,518706.0,,,,,2.0,,,,,,,,,,,,,, +191,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-11-08 19:38:13.000,2023-11-08 19:25:29,788.0,59.0,106,32.0,1022.0,21.0,383.0,2379,2023-11-07 23:04:32.000,1.3.13,299.0,23.0,31,True,205.0,200.0,whylogs,,,43.0,96580.0,https://pypi.org/project/whylogs,2023-11-07 23:05:31.000,5.0,96578.0,,,,,,,,2.0,,,,,,,,,,,,,, +192,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-11-04 04:17:28.000,2023-09-30 03:45:06,826.0,5.0,424,40.0,628.0,259.0,365.0,2306,2023-04-26 00:04:01.470,5.5.0,89.0,106.0,31,True,1719.0,1558.0,pynamodb,conda-forge/pynamodb,,,1428541.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1421149.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,376992.0,,,,,3.0,,,,,,,,,,,,,, +193,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,273.0,1903,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,False,614.0,,fs,conda-forge/fs,,,2040066.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,614.0,2030793.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,686203.0,,,,,2.0,,,,,,,,,,,,,, +194,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-07-04 11:52:18.000,2023-07-04 11:52:18,464.0,,208,39.0,241.0,42.0,201.0,1786,2022-04-07 16:00:25.000,0.13.1,46.0,91.0,31,True,15715.0,14347.0,voluptuous,conda-forge/voluptuous,,,2677622.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1368.0,2673854.0,https://anaconda.org/conda-forge/voluptuous,2023-06-16 13:24:19.491,331585.0,,,,,3.0,,,,,,,,,,,,,, +195,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-11-09 06:03:18.000,2023-11-08 18:04:37,1438.0,95.0,249,42.0,630.0,139.0,860.0,1685,2023-11-07 17:21:14.000,1.6.0,114.0,45.0,31,False,305.0,287.0,sdv,conda-forge/sdv,,,56725.0,https://pypi.org/project/sdv,2023-11-07 17:19:33.000,18.0,56088.0,https://anaconda.org/conda-forge/sdv,2023-11-08 00:56:05.769,14655.0,,,,,2.0,,,,,,,,,,,,,, +196,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1667,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,31,False,2043.0,,humanize,conda-forge/humanize,,,5356574.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2043.0,5344732.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,485528.0,,,,,2.0,,,,,,,,,,,,,, +197,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,100.0,402.0,167.0,379.0,1667,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8952.0,7692.0,influxdb,conda-forge/influxdb,,,1740408.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1737341.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,131893.0,,,,,3.0,,,,,,,,,,,,,, +198,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-11-07 07:05:53.000,2023-09-22 12:24:05,1051.0,2.0,90,17.0,575.0,92.0,440.0,1638,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,31,True,20193.0,19822.0,omegaconf,conda-forge/omegaconf,,,5044965.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,5018581.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1213666.0,,,,,3.0,,,,,,,,,,,,,, +199,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-11-01 11:01:20.000,2023-10-16 00:08:39,536.0,14.0,74,19.0,207.0,34.0,94.0,1261,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10667.0,10297.0,questionary,conda-forge/questionary,,,1318516.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1316779.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,60828.0,,,,,3.0,,,,,,,,,,,,,, +200,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,1003,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,275632.0,260481.0,appdirs,conda-forge/appdirs,,,18812532.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15151.0,18705714.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9827310.0,,,,,2.0,,,,,,,,,,,,,, +201,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,1.0,362,74.0,22.0,32.0,608.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8094.0,7770.0,cx-Oracle,conda-forge/cx_oracle,,,3022944.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,3010464.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,499224.0,,,,,3.0,,,,,,,,,,,,,, +202,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,11.0,32,11.0,77.0,3.0,26.0,395,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,36041.0,35744.0,srsly,conda-forge/srsly,,,5539946.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5506619.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1366424.0,,,,,3.0,,,,,,,,,,,,,, +203,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-11-08 23:22:27.000,2023-09-28 23:25:31,1160.0,4.0,84,17.0,759.0,22.0,121.0,357,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3302.0,,multidict,conda-forge/multidict,,4476.0,75892482.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3302.0,75591886.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11120221.0,,,,,2.0,,,,,,,,,,,,,, +204,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-11-07 13:47:04.229,2023-11-07 00:42:12,849.0,30.0,36,12.0,53.0,,237.0,53,2023-11-07 00:46:54.000,6.1.1,66.0,36.0,31,False,1533.0,,importlib-resources,conda-forge/importlib_resources,,,68045631.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1533.0,67637633.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17135921.0,,,,,2.0,,,,,,,,,,,,,, +205,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,13.0,38,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,,169261835.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,168362861.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34161022.0,,,,,2.0,,,,,,,,,,,,,, +206,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,274.0,295.0,152.0,462.0,17929,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,907.0,827.0,gooey,conda-forge/gooey,,522.0,5456.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,80.0,4107.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72314.0,,,,,3.0,,,,,,,,,,,,,, +207,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8047,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,636.0,605.0,vaex,conda-forge/vaex,,280.0,41410.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,39328.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,176853.0,,,,,3.0,,,,,,,,,,,,,, +208,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-10-28 11:04:45.000,2023-09-17 00:21:09,1869.0,1.0,598,126.0,1288.0,215.0,1082.0,7640,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,30,True,16862.0,16854.0,hydra,conda-forge/hydra-core,,,31231.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,12273.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,853143.0,,,,,3.0,,,,,,,,,,,,,, +209,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,403,80.0,69.0,365.0,194.0,3534,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,13878.0,13369.0,keyboard,conda-forge/keyboard,,,204156.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,509.0,203337.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,23777.0,,,,,3.0,,,,,,,,,,,,,, +210,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,25.0,658,140.0,453.0,143.0,400.0,2737,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,30,True,851.0,,pandas-datareader,conda-forge/pandas-datareader,,,403892.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,851.0,399661.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,334283.0,,,,,2.0,,,,,,,,,,,,,, +211,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2566,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1956.0,1569.0,schematics,conda-forge/schematics,,,245931.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,245431.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26010.0,,,,,3.0,,,,,,,,,,,,,, +212,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-02 17:29:27.974,2023-08-17 19:25:44,249.0,2.0,144,36.0,65.0,49.0,64.0,2405,2023-08-11 13:31:17.000,23.2.1,15.0,34.0,30,True,2075.0,,aiofiles,conda-forge/aiofiles,,,13475501.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2075.0,13450911.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,909858.0,,,,,3.0,,,,,,,,,-5.0,,,,, +213,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-11-08 17:06:42.000,2023-11-08 17:06:42,1011.0,10.0,58,22.0,103.0,115.0,73.0,1746,2023-11-08 00:44:20.000,23.4.0,25.0,20.0,30,True,1364.0,1244.0,glom,conda-forge/glom,,,1336498.0,https://pypi.org/project/glom,2023-11-08 00:44:20.000,120.0,1335788.0,https://anaconda.org/conda-forge/glom,2023-11-08 03:22:33.044,27696.0,,,,,2.0,,,,,,,,,5.0,,,,, +214,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-10-18 01:22:15.000,2023-10-03 19:56:16,1032.0,3.0,314,70.0,401.0,109.0,367.0,1477,2023-06-23 21:51:00.000,0.23.0,14.0,85.0,30,True,242.0,217.0,mleap,conda-forge/mleap,,,279783.0,https://pypi.org/project/mleap,2023-06-23 21:50:02.489,25.0,277946.0,https://anaconda.org/conda-forge/mleap,2023-06-26 01:27:19.500,77180.0,,,,,3.0,,,,,,,,,,,,,, +215,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1394,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2907.0,,python-slugify,conda-forge/python-slugify,,,13068907.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2907.0,13022421.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1859470.0,,,,,2.0,,,,,,,,,,,,,, +216,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-11-03 09:44:34.000,2023-10-23 08:25:45,783.0,17.0,62,16.0,436.0,185.0,171.0,1368,2023-10-22 23:01:49.000,0.11.0,32.0,25.0,30,True,2513.0,2498.0,prisma,,,,74269.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,74269.0,,,,,,,,3.0,,,,,,,,,,,,,, +217,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-11-01 21:23:32.000,2023-11-01 21:23:10,644.0,19.0,60,16.0,232.0,5.0,54.0,1353,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,19695.0,19186.0,bidict,conda-forge/bidict,,,1587458.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,509.0,1583193.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,366835.0,,,,,2.0,,,,,,,,,,,,,, +218,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-11-08 18:43:22.000,2023-11-08 18:43:21,604.0,17.0,135,22.0,498.0,39.0,251.0,938,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2081.0,1954.0,aiocache,,,10.0,403554.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,127.0,403554.0,,,,,,,,2.0,,,,,,,,,,,,,, +219,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,18.0,212.0,31.0,302.0,862,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5023.0,4722.0,fastcore,conda-forge/fastcore,,,649059.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,301.0,646329.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,62811.0,,,,,3.0,,,,,,,,,,,,,, +220,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,87.0,805,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,25262.0,23989.0,natsort,conda-forge/natsort,,,4226582.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1273.0,4185627.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1474399.0,,,,,3.0,,,,,,,,,,,,,, +221,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-10-25 14:39:11.000,2020-10-21 17:48:31,219.0,,77,15.0,264.0,46.0,25.0,676,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,44404.0,42314.0,cached-property,conda-forge/cached-property,,,12671343.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2090.0,12576748.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7567611.0,,,,,2.0,,,,,,,,,,,,,, +222,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-11-06 20:44:37.000,2023-10-30 23:57:22,553.0,36.0,358,36.0,287.0,27.0,125.0,652,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4465.0,3185.0,pysolr,conda-forge/pysolr,,,309851.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1280.0,309582.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21855.0,,,,,3.0,,,,,,,,,,,,,, +223,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,517,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17196.0,15010.0,scandir,conda-forge/scandir,,,3765369.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2186.0,3728666.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1358046.0,,,,,3.0,,,,,,,,,,,,,, +224,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,51,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,54763.0,52502.0,isodate,conda-forge/isodate,,,78356716.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2261.0,78306400.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4629104.0,,,,,3.0,,,,,,,,,,,,,, +225,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-11-08 19:51:11.000,2023-11-03 01:20:47,774.0,9.0,46,43.0,674.0,46.0,176.0,57,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,30,False,3179.0,3167.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3910122.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3907083.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,100310.0,,,,,3.0,,,,,,,,,,,,,, +226,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-11-08 04:57:00.000,2023-04-04 13:18:36,954.0,,4527,636.0,749.0,198.0,100.0,23065,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,110.0,94.0,algorithms,conda-forge/algorithms,,,6321.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,6261.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1871.0,,,,,3.0,,,,,,,,,,,,,, +227,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7017,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1275.0,1094.0,records,conda-forge/records,,,289177.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,181.0,288864.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24735.0,,,,,3.0,,,,,,,,,,,,,, +228,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,142.0,293.0,282.0,242.0,6626,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1707.0,1677.0,faust,,,,25584.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,25584.0,,,,,,,,3.0,,,,,,,,,,,,,, +229,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-10-18 23:24:05.000,2023-10-18 23:24:04,2686.0,1.0,847,170.0,741.0,21.0,961.0,5590,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,29,True,401.0,389.0,snorkel,conda-forge/snorkel,,1049.0,28152.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,12.0,27250.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46297.0,,,,,3.0,,,,,,,,,,,,,, +230,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5104,,,26.0,28.0,29,False,8241.0,7423.0,pdfminer,conda-forge/pdfminer,,,228915.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,818.0,228512.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35111.0,,,,,3.0,,,,,,,,,,,,,, +231,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-06-16 13:23:43.902,2023-05-11 06:39:41,983.0,,141,74.0,52.0,9.0,71.0,3159,2018-06-30 04:16:20.000,1.10.3,51.0,31.0,29,True,9713.0,9081.0,funcy,conda-forge/funcy,,,1651949.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,632.0,1647112.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,396702.0,,,,,3.0,,,,,,,,,,,,,, +232,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-10-27 00:12:59.000,2023-10-21 18:10:36,3849.0,13.0,315,37.0,329.0,144.0,537.0,2427,2023-10-09 19:54:22.000,2.8,94.0,98.0,29,True,90.0,90.0,pyinfra,,,,35878.0,https://pypi.org/project/pyinfra,,,35878.0,,,,,,,,3.0,,,,,,,,pyinfra-dev/pyinfra,,,,,, +233,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2396,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7625.0,7229.0,addict,conda-forge/addict,,20.0,2506134.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,396.0,2501325.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,423213.0,,,,,3.0,,,,,,,,,,,,,, +234,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-10-30 17:01:37.000,2023-06-20 15:54:36,2284.0,,176,39.0,371.0,30.0,263.0,1892,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,,211196.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,206112.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,177954.0,,,,,3.0,,,,,,,,,,,,,, +235,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-10-22 15:47:12.000,2023-05-31 15:44:58,2242.0,,152,93.0,1932.0,163.0,1335.0,1759,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,,2188.0,70609.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,69922.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23056.0,,,,,3.0,,,,,,,,,,,,,, +236,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1411,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10768.0,9259.0,blessings,conda-forge/blessings,,,949146.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1509.0,942336.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,279241.0,,,,,3.0,,,,,,,,,,,,,, +237,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-11-09 06:24:03.276,2023-11-08 21:49:40,813.0,33.0,45,13.0,241.0,9.0,89.0,1265,2023-11-08 21:14:41.000,0.33.0,63.0,7.0,29,True,1556.0,1522.0,python-benedict,conda-forge/python-benedict,,,742924.0,https://pypi.org/project/python-benedict,2023-11-08 21:14:41.000,34.0,738906.0,https://anaconda.org/conda-forge/python-benedict,2023-11-09 06:24:03.276,144666.0,,,,,3.0,,,,,,,,,,,,,, +238,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-11-07 18:23:10.000,2023-11-07 18:23:10,1724.0,15.0,76,14.0,420.0,106.0,240.0,1154,2023-11-03 15:17:05.000,1.1.0,246.0,42.0,29,True,305.0,295.0,piccolo,,,,20668.0,https://pypi.org/project/piccolo,2023-11-03 15:17:05.000,10.0,20668.0,,,,,,,,3.0,,,,,,,,,,,,,, +239,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1096,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2004.0,1786.0,redis-py-cluster,,,3962.0,1934845.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,1934808.0,,,,,,,,3.0,,,,,,,,,,,,,, +240,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-11-06 15:47:34.000,2023-10-10 14:12:37,1994.0,25.0,134,43.0,420.0,107.0,251.0,940,2023-05-29 19:24:00.928,0.7.0,28.0,86.0,29,True,1784.0,1665.0,intake,conda-forge/intake,,,51696.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,43083.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,516817.0,,,,,3.0,,,,,,,,,,,,,, +241,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-10-26 12:55:18.000,2023-10-26 12:42:19,180.0,13.0,130,27.0,44.0,9.0,70.0,882,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,424.0,,email-validator,conda-forge/email-validator,,,9233872.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,424.0,9230563.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,132391.0,,,,,3.0,,,,,,,,,,,,,, +242,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,670,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,15146.0,13664.0,configargparse,conda-forge/configargparse,,,3879654.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1482.0,3856996.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,747714.0,,,,,3.0,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-10-29 09:57:16.120,2023-10-29 08:32:08,714.0,16.0,45,11.0,83.0,14.0,95.0,486,2020-11-16 12:53:09.000,0.9.4,61.0,22.0,29,True,4917.0,4644.0,python-rapidjson,conda-forge/python-rapidjson,,,1701613.0,https://pypi.org/project/python-rapidjson,2023-10-29 08:32:19.000,273.0,1664711.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-29 09:57:16.120,1365390.0,,,,,3.0,,,,,,,,,,,,,, +244,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-10-31 12:03:21.478,2023-10-31 06:51:32,1609.0,18.0,388,88.0,111.0,8.0,165.0,3329,,,91.0,29.0,28,True,,,phonenumbers,conda-forge/phonenumbers,,,4931148.0,https://pypi.org/project/phonenumbers,,,4903053.0,https://anaconda.org/conda-forge/phonenumbers,2023-10-31 12:03:21.478,842868.0,,,,,2.0,,,,,,,,,-7.0,,,,, +245,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-10-22 09:06:38.000,2023-10-09 16:19:55,1158.0,2.0,587,175.0,462.0,94.0,476.0,3001,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,28,False,265.0,232.0,arctic,conda-forge/arctic,,209.0,4316.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3754.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30293.0,,,,,3.0,,,,,,,,,,,,,, +246,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,97.0,110.0,31.0,127.0,2758,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6714.0,6557.0,sklearn-pandas,conda-forge/sklearn-pandas,,,219640.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,217785.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,66802.0,,,,,3.0,"['sklearn', 'pandas']",,,,,,,,,,,,, +247,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2611,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2328.0,2283.0,gino,,,,49127.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,49127.0,,,,,,,,3.0,,,,,,,,,,,,,, +248,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-11-05 20:28:33.000,2023-10-30 15:01:07,5633.0,11.0,507,108.0,936.0,590.0,947.0,2073,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,131.0,28,False,76.0,,wx,conda-forge/wxpython,,3529.0,19893.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,734170.0,,,,,3.0,,,,,,,,,,,,,, +249,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,1.0,117,23.0,111.0,50.0,42.0,1922,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7210.0,7121.0,gin-config,conda-forge/gin-config,,,235955.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,235425.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22287.0,,,,,3.0,,,,,,,,,,,,,, +250,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,128,31.0,74.0,35.0,69.0,1077,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,4166.0,3940.0,sqlitedict,conda-forge/sqlitedict,,,388666.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,226.0,386189.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,94134.0,,,,,3.0,,,,,,,,piskvorky/sqlitedict,,,,,, +251,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-10-08 20:51:36.000,2023-10-08 20:51:35,1216.0,9.0,141,39.0,83.0,4.0,130.0,1066,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,28,True,146.0,,path,conda-forge/path,,,1749877.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,146.0,1738634.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,472232.0,,,,,3.0,,,,,,,,,,,,,, +252,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,116,21.0,62.0,22.0,104.0,844,2023-01-14 16:16:40.000,2.0.0,7.0,29.0,28,True,2273.0,2273.0,pyahocorasick,conda-forge/pyahocorasick,,,584130.0,https://pypi.org/project/pyahocorasick,,,578608.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,204333.0,,,,,2.0,,,,,,,,,,,,,, +253,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,6.0,39.0,718,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,855.0,,munch,conda-forge/munch,,,2511890.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,855.0,1875209.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3820090.0,,,,,3.0,,,,,,,,,,,,,, +254,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,683,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10410.0,9172.0,parsedatetime,conda-forge/parsedatetime,,,7754351.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,7752279.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,178273.0,,,,,3.0,,,,,,,,,,,,,, +255,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,4.0,134,13.0,94.0,22.0,172.0,474,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7196.0,4812.0,pylibmc,conda-forge/pylibmc,,388.0,193107.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,187274.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,214923.0,,,,,3.0,,,,,,,,,,,,,, +256,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,71,18.0,88.0,71.0,96.0,302,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,34763.0,31361.0,configobj,conda-forge/configobj,,291.0,2732044.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3402.0,2720402.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,744964.0,,,,,3.0,,,,,,,,,,,,,, +257,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,196,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,11227.0,10832.0,ordered-set,conda-forge/ordered-set,,,11375843.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,395.0,11371084.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,433137.0,,,,,3.0,,,,,,,,,,,,,, +258,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,28,6.0,47.0,6.0,36.0,75,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62412.0,58088.0,pathlib2,conda-forge/pathlib2,,,6736173.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4324.0,6663638.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2611289.0,,,,,2.0,,,,,,,,,,,,,, +259,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,149.0,298.0,119.0,175.0,6128,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,114.0,110.0,powerline-shell,,,,1649.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1649.0,,,,,,,,3.0,,,,,,,,,,,,,, +260,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-11-06 14:04:16.000,2022-03-10 10:33:50,585.0,,523,84.0,255.0,105.0,129.0,3648,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,,106045.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,105786.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22282.0,,,,,3.0,,,,,,,,,,,,,, +261,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-08-30 22:44:45.813,2023-08-30 20:19:15,3036.0,8.0,218,29.0,283.0,99.0,753.0,3238,2023-08-30 21:12:57.000,0.23.0,114.0,76.0,27,True,119.0,113.0,ploomber,conda-forge/ploomber,,,8071.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,5354.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,78807.0,,,,,3.0,,,,,,,,,,,,,, +262,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-10-12 13:30:57.000,2023-10-12 13:30:56,291.0,5.0,263,30.0,138.0,102.0,119.0,2751,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,27,True,85.0,83.0,img2dataset,,,1413.0,55919.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,55867.0,,,,,,,,3.0,,,,,,,,,,,,,, +263,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,32.0,82.0,16.0,127.0,2369,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1170.0,1129.0,swifter,conda-forge/swifter,,,379546.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,372797.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,276743.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +264,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1895,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2263.0,,retrying,conda-forge/retrying,,,9813484.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2263.0,9795335.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1560836.0,,,,,3.0,,,,,,,,,,,,,, +265,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1876,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,211.0,175.0,mongo-connector,,,,6614.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6614.0,,,,,,,,3.0,,,,,,,,,,,,,, +266,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,26.0,40.0,85.0,73.0,1347,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2231.0,1967.0,strictyaml,conda-forge/strictyaml,,,1025439.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,264.0,1022272.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,212201.0,,,,,3.0,,,,,,,,,,,,,, +267,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1274,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2540.0,2453.0,pandasql,conda-forge/pandasql,,,1719047.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,87.0,1704310.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,427375.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +268,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,8.0,54,22.0,70.0,9.0,37.0,1077,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6317.0,6197.0,immutables,conda-forge/immutables,,,762553.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,739866.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,952869.0,,,,,3.0,,,,,,,,,,,,,, +269,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,574,,,8.0,12.0,27,False,60011.0,57728.0,dataclasses,conda-forge/dataclasses,,,13409684.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,13236189.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11450676.0,,,,,3.0,,,,,,,,,,,,,, +270,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,135,25.0,106.0,67.0,59.0,513,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6292.0,4940.0,beaker,conda-forge/beaker,,,295152.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1352.0,294247.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72416.0,,,,,3.0,,,,,,,,,,,,,, +271,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,473,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3605.0,3339.0,pyscreenshot,,,,522197.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,266.0,522197.0,,,,,,,,3.0,,,,,,,,,,,,,, +272,StaticFrame,InvestmentSystems/static-frame,Immutable and grow-only Pandas-like DataFrames with a more explicit and consistent interface.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-11-09 01:37:14.000,2023-09-22 21:49:56,6463.0,185.0,30,10.0,257.0,42.0,549.0,353,2023-09-22 23:29:29.000,1.6.5,190.0,21.0,27,True,21.0,19.0,static-frame,conda-forge/static-frame,,,8924.0,https://pypi.org/project/static-frame,2023-09-22 23:28:31.000,2.0,1585.0,https://anaconda.org/conda-forge/static-frame,2023-09-22 23:45:21.226,308271.0,,,,,3.0,,,,,,,,static-frame/static-frame,,,,,, +273,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1254.0,1181.0,tabulator,conda-forge/tabulator-py,,,179800.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,179097.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54174.0,,,,,3.0,,,,,,,,,,,,,, +274,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,229,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,46771.0,38776.0,futures,conda-forge/futures,,,8697594.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7995.0,8683081.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1262632.0,,,,,3.0,,,,,,,,,,,,,, +275,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,6.0,62,19.0,45.0,20.0,17.0,193,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13066.0,,ptyprocess,conda-forge/ptyprocess,,,40617376.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13066.0,40445929.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15601754.0,,,,,3.0,,,,,,,,,,,,,, +276,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,2.0,21,9.0,57.0,4.0,7.0,166,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,32110.0,32030.0,catalogue,conda-forge/catalogue,,,5130707.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5100919.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1191557.0,,,,,3.0,,,,,,,,,,,,,, +277,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2472.0,2180.0,cloudant,conda-forge/cloudant,,,124535.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,123262.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109508.0,,,,,3.0,,,,,,,,,,,,,, +278,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,193,30.0,52.0,75.0,127.0,3286,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,,524340.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,522521.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,52774.0,,,,,3.0,"['pandas', 'jupyter']",,,,,,,,,,,,, +279,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3163,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,155.0,133.0,flexx,conda-forge/flexx,,,1700.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,531.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102923.0,,,,,3.0,,,,,,,,,,,,,, +280,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,2.0,130,49.0,61.0,14.0,123.0,2253,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,725.0,703.0,pyfunctional,,,,307673.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,307673.0,,,,,,,,3.0,,,,,,,,,,,,,, +281,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-11-07 22:42:57.000,2023-10-30 18:09:26,376.0,1.0,140,32.0,224.0,64.0,141.0,1720,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,481.0,462.0,arq,conda-forge/arq,,,73779.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,73485.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9139.0,,,,,3.0,,,,,,,,,,,,,, +282,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2458.0,1950.0,bcolz,conda-forge/bcolz,,,9611.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,5403.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,340880.0,,,,,3.0,,,,,,,,,,,,,, +283,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-11-08 15:50:32.000,2023-04-27 07:43:18,748.0,,80,14.0,132.0,35.0,101.0,899,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,26,True,253.0,,mss,conda-forge/python-mss,,,661420.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,253.0,660573.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,34740.0,,,,,3.0,,,,,,,,,,,,,, +284,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-10-08 20:49:23.000,2023-10-08 20:49:22,962.0,19.0,90,22.0,93.0,26.0,83.0,871,2023-07-04 14:17:12.000,7.0.0,23.0,52.0,26,True,,,inflect,conda-forge/inflect,,,5082004.0,https://pypi.org/project/inflect,,,5073409.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,352409.0,,,,,3.0,,,,,,,,,,,,,, +285,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-11-09 04:20:56.000,2023-11-09 04:20:55,698.0,21.0,44,21.0,537.0,8.0,33.0,743,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,115.0,,janus,conda-forge/janus,,,388558.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,115.0,388265.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,15529.0,,,,,3.0,,,,,,,,,,,,,, +286,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,26,False,1033.0,801.0,happybase,conda-forge/happybase,,,54785.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,232.0,52987.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160023.0,,,,,3.0,,,,,,,,,,,,,, +287,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-11-01 21:22:04.000,2023-11-01 21:21:44,9945.0,29.0,43,14.0,10.0,6.0,8.0,487,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,,74864.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,74864.0,,,,,,,,3.0,['pandas'],,,,,,,polyaxon/traceml,,,,,, +288,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,30.0,248,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2792.0,,send2trash,conda-forge/send2trash,,,12381053.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2792.0,12203600.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12421757.0,,,,,3.0,,,,,,,,,,,,,, +289,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-11-07 14:54:33.000,2023-11-07 14:28:55,3466.0,49.0,32,16.0,81.0,23.0,4.0,245,2022-09-07 10:31:33.181,0.90.10,544.0,69.0,26,True,61.0,36.0,dbnd,,,,188260.0,https://pypi.org/project/dbnd,2023-11-07 14:49:10.000,25.0,188260.0,,,,,,,,3.0,,,,,,,,,,,,,, +290,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-11-06 18:31:38.869,2023-11-06 17:16:28,368.0,14.0,32,7.0,135.0,3.0,80.0,142,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,26,True,1043.0,998.0,everett,conda-forge/everett,,,123708.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,122295.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,52309.0,,,,,3.0,,,,,,,,,,,,,, +291,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-11-01 21:35:11.000,2023-10-02 06:28:26,631.0,28.0,381,47.0,160.0,187.0,108.0,2375,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,,5898.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5898.0,,,,,,,,3.0,,,,,,,,,,,,,, +292,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,2.0,104,36.0,101.0,18.0,141.0,2284,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,354.0,,python-box,conda-forge/python-box,,39.0,2029992.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,354.0,2017805.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,487494.0,,,,,3.0,,,,,,,,,4.0,,,,, +293,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,140,59.0,248.0,95.0,108.0,1563,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,199.0,166.0,bonobo,,,,8800.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,8800.0,,,,,,,,3.0,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +294,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,87.0,60.0,streamparse,,,,6169.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,6169.0,,,,,,,,3.0,,,,,,,,,,,,,, +295,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,490.0,301.0,fabtools,,,,2484.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2484.0,,,,,,,,3.0,,,,,,,,,,,,,, +296,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1180,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,354.0,,singer-python,,,,1025587.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,354.0,1025587.0,,,,,,,,3.0,,,,,,,,,,,,,, +297,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-11-04 01:39:37.000,2023-11-04 01:39:36,148.0,25.0,42,16.0,94.0,6.0,4.0,1179,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2810.0,2793.0,asyncer,conda-forge/asyncer,,,89888.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,89618.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,5955.0,,,,,3.0,,,,,,,,,,,,,, +298,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1149,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,261.0,227.0,parallel-ssh,,,376.0,116058.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,116055.0,,,,,,,,3.0,,,,,,,,,,,,,, +299,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-11-06 03:10:32.000,2023-11-03 20:39:38,482.0,4.0,78,21.0,215.0,72.0,81.0,852,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,25,True,3108.0,3102.0,odmantic,,,,13718.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,13718.0,,,,,,,,3.0,,,,,,,,,,,,,, +300,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-10-11 22:26:36.000,2023-09-03 01:02:24,284.0,1.0,50,10.0,29.0,14.0,77.0,607,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1228.0,1204.0,pysimdjson,conda-forge/pysimdjson,,,557584.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,555441.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,79299.0,,,,,3.0,,,,,,,,,,,,,, +301,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,False,16788.0,16772.0,umongo,conda-forge/umongo,,,28846.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28625.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5759.0,,,,,3.0,,,,,,,,,,,,,, +302,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28,11.0,51.0,21.0,35.0,311,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,347.0,,typing_inspect,conda-forge/typing_inspect,,,23729411.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,23699077.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1668387.0,,,,,3.0,,,,,,,,,,,,,, +303,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,91,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5862.0,4528.0,clint,conda-forge/clint,,114.0,102608.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1334.0,101987.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55904.0,,,,,3.0,,,,,,,,,,,,,, +304,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,13,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,74967.0,72252.0,contextlib2,conda-forge/contextlib2,,,13306889.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2715.0,13294269.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1173688.0,,,,,3.0,,,,,,,,,,,,,, +305,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3947,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,,4095.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,4095.0,,,,,,,,3.0,,,,,,,,,,,,,, +306,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-10-31 14:52:41.000,2023-09-11 13:06:49,2703.0,2.0,132,50.0,298.0,46.0,193.0,1486,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,24,False,304.0,221.0,enaml,conda-forge/enaml,,709.0,3539.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1339.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,157787.0,,,,,3.0,,,,,,,,,,,,,, +307,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-11-06 14:09:21.000,2023-05-19 04:32:00,6411.0,,226,39.0,1041.0,8.0,209.0,1410,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,,,optimuspyspark,,,,6174.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,6174.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +308,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-11-07 19:37:16.000,2023-11-07 19:36:31,325.0,5.0,76,43.0,238.0,42.0,40.0,1320,2023-08-24 10:35:41.000,0.18.1,33.0,30.0,24,True,38.0,28.0,tasktiger,,,,3462.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,3462.0,,,,,,,,3.0,,,,,,,,,,,,,, +309,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1072,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2251.0,2081.0,pluginbase,conda-forge/pluginbase,,,691634.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,687305.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303052.0,,,,,3.0,,,,,,,,,,,,,, +310,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-11-05 00:08:47.000,2023-10-27 23:08:49,1413.0,21.0,46,17.0,137.0,3.0,13.0,694,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,,20005.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,17495.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,65263.0,,,,,3.0,,,,,,,,,,,,,, +311,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,668,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3163.0,2928.0,ratelimit,conda-forge/ratelimit,,,4335420.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,235.0,4335044.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,12812.0,,,,,3.0,,,,,,,,,,,,,, +312,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,707.0,616.0,hickle,conda-forge/hickle,,,32694.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,32285.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23727.0,,,,,3.0,,,,,,,,,,,,,, +313,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,,24498.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,24498.0,,,,,,,,3.0,,,,,,,,,3.0,,,,, +314,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,307,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,205.0,183.0,pyhdb,,,98.0,415326.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,415325.0,,,,,,,,3.0,,,,,,,,,,,,,, +315,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,149,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,980.0,933.0,filedepot,,,,13624.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,13624.0,,,,,,,,3.0,,,,,,,,,,,,,, +316,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8023.0,,entrypoints,conda-forge/entrypoints,,,13607731.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8023.0,13414534.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17580992.0,,,,,3.0,,,,,,,,,,,,,, +317,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,393.0,276.0,81.0,80.0,10562,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,24.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,24.0,,,,,,,,2.0,,,,,,,,,,,,,, +318,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,142,40.0,22.0,20.0,11.0,1550,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,194.0,170.0,commonregex,,,,133675.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,24.0,133675.0,,,,,,,,3.0,,,,,,,,,,,,,, +319,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,90,42.0,42.0,21.0,47.0,1484,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,122.0,111.0,pypeln,conda-forge/pypeln,,,30175.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,29812.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14548.0,,,,,3.0,,,,,,,,,,,,,, +320,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,,2014-09-29 16:54:42.000,2023-10-04 02:34:11.000,2023-10-04 02:34:11,683.0,2.0,211,60.0,399.0,131.0,610.0,1463,,,11.0,91.0,23,False,,,typing,conda-forge/typing,,,8489916.0,https://pypi.org/project/typing,,,8458081.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2928880.0,,,,,3.0,,,,,,,,,-9.0,,,,, +321,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,86,33.0,24.0,27.0,10.0,1342,2020-04-10 22:23:01.000,0.15.3,7.0,11.0,23,False,161.0,161.0,pinject,conda-forge/pinject,,,81984.0,https://pypi.org/project/pinject,,,81804.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4694.0,,,,,3.0,,,,,,,,,,,,,, +322,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,,54,7.0,58.0,15.0,51.0,469,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,446.0,419.0,cachier,,,,27087.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,27087.0,,,,,,,,3.0,,,,,,,,python-cachier/cachier,,,,,, +323,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,263,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,890.0,803.0,deepdish,conda-forge/deepdish,,,12579.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,11497.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,90928.0,,,,,3.0,,,,,,,,,,,,,, +324,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2792.0,2596.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,131418.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,131049.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27001.0,,,,,3.0,,,,,,,,,,,,,, +325,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3498,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,424.0,391.0,pampy,,,,32222.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,32222.0,,,,,,,,3.0,,,,,,,,,,,,,, +326,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3238,,,4.0,19.0,22,False,602.0,572.0,macropy3,,,,231.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,231.0,,,,,,,,3.0,,,,,,,,,,,,,, +327,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2456,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,,21752.0,725.0,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +328,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1779,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,203.0,172.0,bashplotlib,,,,2563.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2563.0,,,,,,,,3.0,,,,,,,,,,,,,, +329,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,855,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,225.0,206.0,unsync,conda-forge/unsync,,,25235.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,24946.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11850.0,,,,,3.0,,,,,,,,,,,,,, +330,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,816,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1375.0,1275.0,pickledb,,,,15565.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,100.0,15565.0,,,,,,,,3.0,,,,,,,,,,,,,, +331,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-10-17 14:48:36.000,2023-09-15 17:44:05,113.0,6.0,33,11.0,57.0,15.0,15.0,725,2023-09-03 16:16:19.000,0.7.0,13.0,13.0,22,True,224.0,213.0,dirty-equals,conda-forge/dirty-equals,,,54949.0,https://pypi.org/project/dirty-equals,2023-04-28 00:10:00.508,11.0,53008.0,https://anaconda.org/conda-forge/dirty-equals,2023-06-18 08:40:58.453,38834.0,,,,,3.0,,,,,,,,,,,,,, +332,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-11-06 00:08:19.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,178.0,16.0,122.0,546,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,,3424.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2852.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12592.0,,,,,3.0,,,,,,,,,,,,,, +333,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11268.0,9221.0,unipath,,,,54260.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,54260.0,,,,,,,,3.0,,,,,,,,,,,,,, +334,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-10-17 20:44:09.000,2023-09-28 13:50:55,927.0,2.0,23,18.0,173.0,9.0,16.0,343,2023-09-28 13:51:38.000,17.3.23,255.0,18.0,22,True,374.0,337.0,aiomisc,,,,13778.0,https://pypi.org/project/aiomisc,2023-09-28 13:51:38.000,37.0,13778.0,,,,,,,,3.0,,,,,,,,,,,,,, +335,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,188.0,180.0,pysparkling,conda-forge/pysparkling,,,9652.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9511.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4538.0,,,,,3.0,,,,,,,,,,,,,, +336,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-10-27 11:05:01.000,2023-10-16 08:38:09,5442.0,53.0,44,15.0,620.0,33.0,79.0,194,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,,96.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,96.0,,,,,,,,3.0,,,,,,,,,,,,,, +337,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-11-06 17:31:28.000,2023-06-01 18:46:39,628.0,,14,8.0,32.0,15.0,14.0,138,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,253.0,219.0,docopt-ng,,,,121910.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,34.0,121910.0,,,,,,,,3.0,,,,,,,,,,,,,, +338,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-11-09 12:26:45.000,2023-11-08 10:35:16,1750.0,139.0,5,3.0,761.0,18.0,35.0,48,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,,245.0,2691.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,2682.0,,,,,,,,3.0,,,,,,,,,,,,,, +339,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-10-27 07:07:33.000,2023-10-27 07:07:31,2941.0,7.0,1,1.0,180.0,23.0,760.0,3,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,22,False,643.0,,py2neo,conda-forge/py2neo,,,20068.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,643.0,19254.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,62749.0,,,,,3.0,,,,,,,,neo4j-contrib/py2neo,,,,,, +340,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-10-17 20:28:16.809,2023-10-16 21:11:44,82.0,2.0,128,33.0,11.0,8.0,162.0,3175,2023-10-16 21:15:05.000,2.1.18,63.0,1.0,21,False,194.0,194.0,ptext-joris-schellekens,conda-forge/borb,,,1675.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,1.0,https://anaconda.org/conda-forge/borb,2023-10-17 20:28:16.809,45211.0,,,,,3.0,,,,,,,,,,,,,, +341,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,6.0,5.0,dpark,,,,20.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,20.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +342,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,735.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,735.0,,,,,,,,3.0,,,,,,,,,,,,,, +343,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,62.0,76.0,167.0,149.0,851,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,,38.0,840.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,840.0,,,,,,,,3.0,,,,,,,,,,,,,, +344,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4522.0,3335.0,awesome-slugify,conda-forge/awesome-slugify,,,56981.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1187.0,56223.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69020.0,,,,,3.0,,,,,,,,,,,,,, +345,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,64,47.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,700.0,617.0,pymodm,conda-forge/pymodm,,,23976.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,23863.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5124.0,,,,,3.0,,,,,,,,,,,,,, +346,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,162.0,156.0,datatest,,,,15225.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15225.0,,,,,,,,3.0,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47,16.0,34.0,25.0,11.0,281,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,403.0,391.0,price-parser,,,,70359.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,70359.0,,,,,,,,3.0,,,,,,,,,,,,,, +348,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,10.0,10.0,259,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,343.0,305.0,rtoml,,,,124900.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,38.0,124900.0,,,,,,,,3.0,,,,,,,,,,,,,, +349,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-11-09 12:56:46.000,2023-11-09 12:52:32,642.0,47.0,21,4.0,248.0,4.0,,252,2023-11-09 12:52:50.000,1.1.220,510.0,10.0,21,True,4.0,4.0,upgini,,,,3244.0,https://pypi.org/project/upgini,2023-11-09 12:52:50.000,,3244.0,,,,,,,,3.0,,,,,,,,,,,,,, +350,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,203,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,21,False,868.0,864.0,gsheetsdb,,,,61718.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,61718.0,,,,,,,,3.0,,,,,,,,,,,,,, +351,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,1991.0,1932.0,coolname,conda-forge/coolname,,,355075.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,59.0,352854.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,77744.0,,,,,3.0,,,,,,,,,,,,,, +352,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,20,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2129.0,2002.0,stopit,conda-forge/stopit,,,739075.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,728549.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,736827.0,,,,,3.0,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,139,69.0,4.0,1.0,40.0,2075,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,,1922.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1922.0,,,,,,,,3.0,,,,,,,,,,,,,, +354,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,212,40.0,56.0,82.0,39.0,1376,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11198.0,1367.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1184.0,,,,,,,,3.0,,,,,,,,,,,,,, +355,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,64.0,58.0,pdpipe,conda-forge/pdpipe,,,2562.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1782.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28089.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +356,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,,9987.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,9756.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21111.0,,,,,3.0,,,,,,,,,,,,,, +357,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-10-18 14:18:19.000,2023-03-14 05:55:27,124.0,,18,6.0,63.0,8.0,23.0,150,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,20,True,167.0,155.0,aioprometheus,,,,56266.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,56266.0,,,,,,,,3.0,,,,,,,,,,,,,, +358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1979,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +359,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-11-07 11:12:00.000,2023-11-02 09:25:42,2888.0,164.0,126,28.0,210.0,42.0,334.0,1252,,,,46.0,19,True,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +360,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,56,36.0,46.0,14.0,58.0,1099,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,,542.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,542.0,,,,,,,,3.0,,,,,,,,,,,,,, +361,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,,132.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,132.0,,,,,,,,3.0,,,,,,,,,,,,,, +362,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,154.0,127.0,queries,,,,3037.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3037.0,,,,,,,,3.0,,,,,,,,,,,,,, +363,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,5.0,4.0,fletcher,conda-forge/fletcher,,17.0,1102.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,95.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,64459.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +364,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,16.0,83.0,180,2023-04-26 16:59:22.000,2.8.1,72.0,9.0,19,True,74.0,74.0,typical,conda-forge/typical,,,2559.0,https://pypi.org/project/typical,,,1423.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34098.0,,,,,3.0,,,,,,,,,,,,,, +365,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,40.0,32.0,bounter,,,,429.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,429.0,,,,,,,,3.0,,,,,,,,piskvorky/bounter,,,,,, +366,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,645,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,67.0,64.0,pugsql,,,,8041.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,8041.0,,,,,,,,3.0,,,,,,,,,,,,,, +367,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,,10425.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10425.0,,,,,,,,3.0,,,,,,,,,,,,,, +368,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://foss.heptapod.net/openpyxl/openpyxl,MIT,2015-11-03 00:22:17.154,2023-11-07 22:52:50.342,,,,0,,,290.0,1801.0,63,,,42.0,,18,False,,,openpyxl,openpyxl,,,61165709.0,https://pypi.org/project/openpyxl,,,61163598.0,https://anaconda.org/anaconda/openpyxl,2023-11-07 22:52:50.342,201597.0,,,,,3.0,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,,,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +369,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1599,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,,59.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,59.0,,,,,,,,3.0,,,,,,,,,,,,,, +370,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1351,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,53.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,53.0,,,,,,,,3.0,,,,,,,,,,,,,, +371,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,39.0,39.0,11.0,256.0,960,,,,1000.0,17,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +372,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,,130.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,130.0,,,,,,,,3.0,,,,,,,,,,,,,, +373,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,13,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,180053.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,180053.0,,,,,,,,3.0,,,,,,,,,,,,,, +374,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-11-08 12:55:10.000,2023-11-02 12:40:33,390.0,286.0,12,3.0,50.0,1.0,6.0,174,2023-11-02 12:46:43.000,cli-v0.1.16-alpha,40.0,7.0,17,True,2.0,,pipeless-ai,,,,334.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,334.0,,,,,,,,1.0,,,,,,,,,,,,,, +375,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-29 09:57:28.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,68.0,24.0,16.0,2026,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,16,True,1.0,,mara-pipelines,,,,48.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,48.0,,,,,,,,3.0,,,,,,,,,,,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,784,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,,1636.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1636.0,,,,,,,,3.0,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,613,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,,321.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,321.0,,,,,,,,3.0,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,20,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,,159.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,159.0,,,,,,,,3.0,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,,12.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,12.0,,,,,,,,3.0,,,,,,,,,,,,,, +380,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-11-07 13:25:40.000,2023-10-23 13:26:13,118.0,2.0,6,14.0,149.0,9.0,5.0,271,2023-11-07 10:51:10.000,0.19.4,101.0,14.0,15,True,3.0,2.0,squirrel-core,squirrel-core,,,822.0,https://pypi.org/project/squirrel-core,2023-11-07 10:51:10.000,,822.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,,,,,3.0,,,,,,,,,,1.0,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,80,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,601.0,592.0,millify,,,,35319.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,35319.0,,,,,,,,3.0,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,,13.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,13.0,,,,,,,,3.0,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,716,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,,143.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,143.0,,,,,,,,3.0,,,,,,,,,,,,,, +384,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-11-09 11:41:18.000,2023-11-09 10:50:28,890.0,174.0,20,2.0,747.0,7.0,15.0,239,2023-11-07 18:53:58.000,0.1.49,32.0,12.0,14,False,,,the-guide,,,,7.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,7.0,,,,,,,,3.0,,,,,,,,,,,,,, +385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,36.0,31.0,cleverdict,,,,680.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,680.0,,,,,,,,3.0,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,157.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,157.0,,,,,,,,3.0,,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,,27.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,27.0,,,,,,,,3.0,,,,,,,,,,,,,, +388,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,5.0,5.0,pandapy,,,,19.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,19.0,,,,,,,,3.0,['pandas'],,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,360,,,,12.0,11,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,770,,,,3.0,7,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 08a174e..8c5bfec 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.4K Β· πŸ“ˆ) - Google Cloud Client Library for Python. Apache-2 -- diagrams (πŸ₯ˆ35 Β· ⭐ 32K Β· πŸ“ˆ) - Diagram as Code for prototyping cloud system architectures. MIT -- boltons (πŸ₯ˆ34 Β· ⭐ 6.3K Β· πŸ“ˆ) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- rsa (πŸ₯‰34 Β· ⭐ 450 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- ODMantic (πŸ₯‰25 Β· ⭐ 850 Β· πŸ“ˆ) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +- elasticsearch (πŸ₯‡41 Β· ⭐ 4K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 +- docopt (πŸ₯ˆ35 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- glom (πŸ₯ˆ30 Β· ⭐ 1.7K Β· πŸ“ˆ) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +- python-box (πŸ₯‰25 Β· ⭐ 2.3K Β· πŸ“ˆ) - Python dictionaries with advanced dot notation access. MIT +- messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- docopt (πŸ₯‰33 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT -- inflect (πŸ₯‰26 Β· ⭐ 870 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- glom (πŸ₯‰25 Β· ⭐ 1.7K Β· πŸ“‰) - Pythons nested data operator (and CLI), for all your declarative.. ❗Unlicensed -- python-box (πŸ₯‰21 Β· ⭐ 2.3K Β· πŸ“‰) - Python dictionaries with advanced dot notation access. MIT -- openpyxl (πŸ₯‰17 Β· ⭐ 63 Β· πŸ“‰) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- wcwidth (πŸ₯‰33 Β· ⭐ 340 Β· πŸ“‰) - Python library that measures the width of unicode strings.. ❗Unlicensed +- aiofiles (πŸ₯‰30 Β· ⭐ 2.4K Β· πŸ“‰) - File support for asyncio. Apache-2 +- phonenumbers (πŸ₯ˆ28 Β· ⭐ 3.3K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 +- typing (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ“‰) - Python static typing home. Hosts the documentation and a user.. ❗Unlicensed From d93c91e5067de80225215acc12ab2b2dddcc7e67 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 16 Nov 2023 13:32:05 +0000 Subject: [PATCH 39/70] Update best-of list for version 2023.11.16 --- README.md | 1550 ++++++++++++++++--------------- history/2023-11-16_changes.md | 20 + history/2023-11-16_projects.csv | 392 ++++++++ latest-changes.md | 20 +- 4 files changed, 1212 insertions(+), 770 deletions(-) create mode 100644 history/2023-11-16_changes.md create mode 100644 history/2023-11-16_projects.csv diff --git a/README.md b/README.md index da788a8..8b65cfa 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡53 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 530K Β· πŸ“‹ 5.9K - 15% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 540K Β· πŸ“‹ 6K - 15% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 160M / month Β· πŸ“¦ 16K Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 160M / month Β· πŸ“¦ 16K Β· ⏱️ 15.11.2023): ``` pip install protobuf ``` @@ -106,7 +106,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 300K Β· πŸ“¦ 78K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 300K Β· πŸ“¦ 79K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,23 +115,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 900K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 910K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 950K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 30M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 31M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -142,12 +142,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.2K Β· πŸ“¦ 110K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 110K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 55M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 56M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -156,30 +156,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge msgpack-python ```
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orjson (πŸ₯ˆ36 Β· ⭐ 5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ36 Β· ⭐ 5.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 63K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 64K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 15M / month Β· πŸ“¦ 1.1K Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1.1K Β· ⏱️ 26.10.2023): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 990K Β· ⏱️ 29.10.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1M Β· ⏱️ 29.10.2023): ``` conda install -c conda-forge orjson ```
dill (πŸ₯ˆ36 Β· ⭐ 2K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 04.11.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 39M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 40M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): ``` pip install dill ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 9M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.9M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` @@ -206,7 +206,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 110K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 05.10.2023): ``` git clone https://github.com/simplejson/simplejson @@ -222,12 +222,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 32% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 33M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 34M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -236,9 +236,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge cloudpickle ```
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jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯‰34 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 23% open Β· ⏱️ 20.08.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 12.11.2023): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.5M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.4M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -270,7 +270,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 45 Β· πŸ“¦ 4.6K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 29.10.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 45 Β· πŸ“¦ 4.7K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 29.10.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -291,11 +291,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 560K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 570K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 79K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ``` @@ -316,14 +316,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 300 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 310 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 120K / month Β· πŸ“¦ 38 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 140K / month): ``` pip install rtoml ``` @@ -340,14 +340,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M _General-purpose data containers as well as utilities & extensions for pandas._ -
numpy (πŸ₯‡53 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡54 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.5K Β· πŸ“₯ 870K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.5K Β· πŸ“₯ 880K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 12.11.2023): ``` pip install numpy ``` @@ -358,33 +358,33 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 230K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 230K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 74K Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 74K Β· ⏱️ 10.11.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 46M Β· ⏱️ 28.10.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 46M Β· ⏱️ 11.11.2023): ``` conda install -c conda-forge pandas ```
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polars (πŸ₯‡41 Β· ⭐ 21K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT +
polars (πŸ₯‡41 Β· ⭐ 22K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.2K Β· πŸ“₯ 47 Β· πŸ“¦ 4.7K Β· πŸ“‹ 5.5K - 20% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.2K Β· πŸ“₯ 58 Β· πŸ“¦ 4.9K Β· πŸ“‹ 5.6K - 20% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.7M / month Β· πŸ“¦ 310 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.7M / month Β· πŸ“¦ 320 Β· ⏱️ 10.11.2023): ``` pip install polars ```
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h5py (πŸ₯‡41 Β· ⭐ 1.9K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 2.9K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 25.10.2023): @@ -402,12 +402,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 970 Β· πŸ“¦ 22K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 970 Β· πŸ“¦ 22K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2K Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2K Β· ⏱️ 19.10.2023): ``` pip install xarray ``` @@ -416,46 +416,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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Modin (πŸ₯ˆ37 Β· ⭐ 9.1K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 4K - 20% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 700 - 22% open Β· ⏱️ 13.11.2023): ``` - git clone https://github.com/modin-project/modin + git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 960K / month Β· πŸ“¦ 34 Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 750K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): ``` - pip install modin + pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 280K Β· ⏱️ 27.10.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.7M Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge modin-core + conda install -c conda-forge pytables ```
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PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
Modin (πŸ₯ˆ36 Β· ⭐ 9.1K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 700 - 22% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 16.11.2023): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 750K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 980K / month Β· πŸ“¦ 34 Β· ⏱️ 15.11.2023): ``` - pip install tables + pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.7M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 280K Β· ⏱️ 27.10.2023): ``` - conda install -c conda-forge pytables + conda install -c conda-forge modin-core ```
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docarray (πŸ₯ˆ34 Β· ⭐ 2.5K) - Represent, send, store and search multimodal data. Apache-2 +
docarray (πŸ₯ˆ34 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 3.2K Β· πŸ“‹ 620 - 10% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 3.2K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 110K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): ``` pip install docarray ``` @@ -471,7 +471,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): ``` pip install numexpr ``` @@ -482,12 +482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ34 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“¦ 2.9K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“¦ 2.9K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 440K / month Β· πŸ“¦ 440 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 420K / month Β· πŸ“¦ 450 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.4M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -530,7 +530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“¦ 1.1K Β· πŸ“‹ 690 - 39% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.1K Β· πŸ“‹ 700 - 39% open Β· ⏱️ 11.11.2023): ``` git clone https://github.com/pandera-dev/pandera @@ -546,7 +546,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯ˆ32 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 970 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 990 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/ekzhu/datasketch @@ -572,14 +572,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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Vaex (πŸ₯‰30 Β· ⭐ 8K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT +
Vaex (πŸ₯‰30 Β· ⭐ 8.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 600 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 610 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 39K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 38K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -604,46 +604,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT +
StaticFrame (πŸ₯‰28 Β· ⭐ 360) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 31 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 6% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 370K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 12.11.2023): ``` - pip install swifter + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 280K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 12.11.2023): ``` - conda install -c conda-forge swifter + conda install -c conda-forge static-frame ```
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StaticFrame (πŸ₯‰27 Β· ⭐ 350) - Immutable and grow-only Pandas-like DataFrames with a more explicit.. MIT +
swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 30 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 7% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 31.07.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.6K / month Β· πŸ“¦ 2 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 380K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` - pip install static-frame + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 280K Β· ⏱️ 31.07.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge swifter ```
PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 520K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 490K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` pip install pandarallel ``` @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 16K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 14K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,11 +683,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 95 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 140 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 64K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 65K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fletcher ``` @@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 430 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 440 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -711,7 +711,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 -- PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -746,14 +746,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 11M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sortedcontainers ```
anytree (πŸ₯ˆ34 Β· ⭐ 850) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 11% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 11% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree @@ -767,46 +767,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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multidict (πŸ₯ˆ31 Β· ⭐ 360) - The multidict implementation. Apache-2 +
glom (πŸ₯ˆ31 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 58 Β· πŸ“¦ 1.3K Β· πŸ“‹ 190 - 60% open Β· ⏱️ 10.11.2023): ``` - git clone https://github.com/aio-libs/multidict + git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 76M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.4M / month Β· πŸ“¦ 120 Β· ⏱️ 08.11.2023): ``` - pip install multidict + pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 28K Β· ⏱️ 08.11.2023): ``` - conda install -c conda-forge multidict + conda install -c conda-forge glom ```
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glom (πŸ₯ˆ30 Β· ⭐ 1.7K Β· πŸ“ˆ) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +
multidict (πŸ₯ˆ31 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 1.2K Β· πŸ“‹ 190 - 61% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 28.09.2023): ``` - git clone https://github.com/mahmoud/glom + git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 77M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): ``` - pip install glom + pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 28K Β· ⏱️ 08.11.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge glom + conda install -c conda-forge multidict ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 60 Β· πŸ“¦ 19K Β· πŸ“‹ 59 - 8% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 61 Β· πŸ“¦ 19K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.6M / month Β· πŸ“¦ 510 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 510 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -822,39 +822,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 740K / month Β· πŸ“¦ 34 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 730K / month Β· πŸ“¦ 34 Β· ⏱️ 08.11.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 140K Β· ⏱️ 09.11.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 09.11.2023): ``` conda install -c conda-forge python-benedict ```
sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 3.9K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 390K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 410K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 94K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 95K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge sqlitedict ```
munch (πŸ₯‰28 Β· ⭐ 720) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 45 - 13% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.9M / month Β· πŸ“¦ 860 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 860 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -870,7 +870,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 740K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 710K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -881,12 +881,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 390K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 400K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -895,7 +895,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge janus ```
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python-box (πŸ₯‰25 Β· ⭐ 2.3K Β· πŸ“ˆ) - Python dictionaries with advanced dot notation access. MIT +
python-box (πŸ₯‰25 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT - [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): @@ -925,23 +925,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.4K Β· πŸ“¦ 280K Β· πŸ“‹ 3.3K - 10% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.5K Β· πŸ“¦ 290K Β· πŸ“‹ 3.4K - 10% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 8.5K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 9.3K Β· ⏱️ 15.11.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.5M Β· ⏱️ 20.10.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.6M Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 100 Β· πŸ“¦ 470K Β· πŸ“‹ 790 - 3% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 110 Β· πŸ“¦ 480K Β· πŸ“‹ 790 - 3% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/Julian/jsonschema @@ -962,7 +962,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.8M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -971,9 +971,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cerberus ```
+
voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 + +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 14.11.2023): + + ``` + git clone https://github.com/alecthomas/voluptuous + ``` +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): + ``` + pip install voluptuous + ``` +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 330K Β· ⏱️ 12.11.2023): + ``` + conda install -c conda-forge voluptuous + ``` +
validators (πŸ₯ˆ33 Β· ⭐ 840) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 11 Β· πŸ“¦ 90K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 11 Β· πŸ“¦ 91K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/kvesteri/validators @@ -982,19 +998,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 530K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 540K Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge validators ```
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 200 Β· πŸ“¦ 7.5K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 200 Β· πŸ“¦ 7.6K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 7.3M / month Β· πŸ“¦ 920 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 7.6M / month Β· πŸ“¦ 920 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -1005,12 +1021,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯ˆ32 Β· ⭐ 360) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 62 Β· πŸ“¦ 8.6K Β· πŸ“‹ 420 - 31% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 63 Β· πŸ“¦ 8.7K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 620K / month): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 660K / month Β· πŸ“¦ 150 Β· ⏱️ 08.11.2023): ``` pip install param ``` @@ -1019,25 +1035,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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voluptuous (πŸ₯‰31 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 - -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 240 - 17% open Β· ⏱️ 04.07.2023): - - ``` - git clone https://github.com/alecthomas/voluptuous - ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): - ``` - pip install voluptuous - ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge voluptuous - ``` -
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strictyaml (πŸ₯‰27 Β· ⭐ 1.3K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰27 Β· ⭐ 1.4K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 2K Β· πŸ“‹ 160 - 53% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 2K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml @@ -1051,18 +1051,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰22 Β· ⭐ 720) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰24 Β· ⭐ 730) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 33 Β· πŸ“¦ 210 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 15.09.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 34 Β· πŸ“¦ 210 Β· πŸ“‹ 33 - 42% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 53K / month Β· πŸ“¦ 11 Β· ⏱️ 28.04.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 61K / month Β· πŸ“¦ 27 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 39K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 39K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1074,7 +1074,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 9.8K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 10K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1085,12 +1085,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 74 Β· πŸ“‹ 99 - 16% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 75 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1102,7 +1102,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰29 Β· ⭐ 880) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰29 Β· ⭐ 890) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1121,7 +1121,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 480K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 490K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1132,12 +1132,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
algorithms (πŸ₯‰29 Β· ⭐ 23K Β· πŸ’€) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 94 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 95 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 6.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 5.2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1158,12 +1158,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 76K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 77K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 20M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 21M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` @@ -1174,7 +1174,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯‡39 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“₯ 35K Β· πŸ“¦ 1.2M Β· πŸ“‹ 740 - 45% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“₯ 35K Β· πŸ“¦ 1.2M Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/dateutil/dateutil @@ -1190,7 +1190,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ36 Β· ⭐ 1.2K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 450 Β· πŸ“₯ 190 Β· πŸ“¦ 13K Β· πŸ“‹ 470 - 20% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 450 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 19% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/dr-prodigy/python-holidays @@ -1204,36 +1204,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge holidays ```
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pendulum (πŸ₯ˆ35 Β· ⭐ 5.8K) - Python datetimes made easy. MIT +
dateparser (πŸ₯ˆ35 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 25K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 15.11.2023): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 16M / month Β· πŸ“¦ 1.2K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): ``` - pip install pendulum + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 870K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge dateparser ```
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dateparser (πŸ₯‰34 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 +
pendulum (πŸ₯‰34 Β· ⭐ 5.8K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 25K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 24.10.2023): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 16M / month Β· πŸ“¦ 1.2K Β· ⏱️ 30.09.2023): ``` - pip install dateparser + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 870K Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge pendulum ```
pytz (πŸ₯‰34 Β· ⭐ 290) - pytz Python historical timezone library and database. MIT @@ -1259,7 +1259,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 48M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 45M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1279,46 +1279,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡38 Β· ⭐ 680) - A specification that python filesystems should adhere to. BSD-3 +
watchdog (πŸ₯‡37 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 280 Β· πŸ“¦ 72K Β· πŸ“‹ 600 - 34% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): ``` - git clone https://github.com/fsspec/filesystem_spec + git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 150M / month Β· πŸ“¦ 760 Β· ⏱️ 21.10.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8.1K Β· ⏱️ 20.03.2023): ``` - pip install fsspec + pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 21.10.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.6M Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge fsspec + conda install -c conda-forge watchdog ```
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watchdog (πŸ₯ˆ37 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
filesystem_spec (πŸ₯ˆ36 Β· ⭐ 690 Β· πŸ“‰) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 110K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 280 Β· πŸ“¦ 73K Β· πŸ“‹ 600 - 33% open Β· ⏱️ 15.11.2023): ``` - git clone https://github.com/gorakhargosh/watchdog + git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8.1K Β· ⏱️ 20.03.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 150M / month): ``` - pip install watchdog + pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.6M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 21.10.2023): ``` - conda install -c conda-forge watchdog + conda install -c conda-forge fsspec ```
filelock (πŸ₯ˆ35 Β· ⭐ 600) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 90 Β· πŸ“¦ 350K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 88 Β· πŸ“¦ 350K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 110M / month Β· πŸ“¦ 2.8K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 110M / month): ``` pip install filelock ``` @@ -1327,36 +1327,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge filelock ```
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appdirs (πŸ₯ˆ31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT +
aiofiles (πŸ₯ˆ33 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 260K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 140 Β· πŸ“¦ 120K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 10.11.2023): ``` - git clone https://github.com/ActiveState/appdirs + git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 19M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 11M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.08.2023): ``` - pip install appdirs + pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 920K Β· ⏱️ 02.11.2023): ``` - conda install -c conda-forge appdirs + conda install -c conda-forge aiofiles ```
-
aiofiles (πŸ₯‰30 Β· ⭐ 2.4K Β· πŸ“‰) - File support for asyncio. Apache-2 +
appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 140 Β· πŸ“‹ 110 - 43% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 260K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` - git clone https://github.com/Tinche/aiofiles + git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 13M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 19M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` - pip install aiofiles + pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 910K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.8M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge aiofiles + conda install -c conda-forge appdirs ```
scandir (πŸ₯‰30 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 @@ -1366,7 +1366,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.9M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1393,8 +1393,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... -- pyfilesystem2 (πŸ₯ˆ31 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- zipp (πŸ₯ˆ31 Β· ⭐ 42) - Backport of pathlib-compatible object wrapper for zip files. MIT +- pyfilesystem2 (πŸ₯‰31 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- zipp (πŸ₯‰31 Β· ⭐ 42) - Backport of pathlib-compatible object wrapper for zip files. MIT - Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1430,18 +1430,33 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 49M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 50M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge six ```
-
Show 5 hidden projects... +
typing (πŸ₯ˆ32 Β· ⭐ 1.5K Β· πŸ“ˆ) - Python static typing home. Hosts the documentation and a user.. Python-2.0 + +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 04.10.2023): + + ``` + git clone https://github.com/python/typing + ``` +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.4M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): + ``` + pip install typing + ``` +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge typing + ``` +
+
Show 4 hidden projects... -- pathlib2 (πŸ₯ˆ28 Β· ⭐ 75) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰28 Β· ⭐ 75) - Backport of pathlib aiming to support the full stdlib Python API. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag -- typing (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ“‰) - Python static typing home. Hosts the documentation and a user.. ❗Unlicensed

@@ -1451,7 +1466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.9K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 570K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 580K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/pyca/cryptography @@ -1460,19 +1475,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 44M Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 45M Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 190 Β· πŸ“¦ 81K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 200 Β· πŸ“¦ 81K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 37M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 35M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` pip install pycryptodomex ``` @@ -1483,7 +1498,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ37 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 960 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 970 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/google/tink @@ -1497,23 +1512,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ npm install tink-crypto ```
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keyring (πŸ₯‰34 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 12% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 12.11.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 40M / month Β· πŸ“¦ 4.2K Β· ⏱️ 24.06.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 41M / month Β· πŸ“¦ 4.2K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.9M Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.9M Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge keyring ```
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rsa (πŸ₯‰34 Β· ⭐ 450) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰34 Β· ⭐ 460) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 360K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 01.11.2023): @@ -1547,7 +1562,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰32 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/pyca/bcrypt @@ -1569,12 +1584,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.11.2023): ``` pip install ansible ``` @@ -1585,92 +1600,92 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 15.11.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 09.11.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 290K Β· πŸ“‹ 1K - 13% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 290K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.6K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.6K Β· ⏱️ 15.11.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 09.11.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 960 Β· πŸ“₯ 1.4M Β· πŸ“¦ 6.8K Β· πŸ“‹ 6.6K - 28% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1K Β· πŸ“₯ 1.5M Β· πŸ“¦ 6.8K Β· πŸ“‹ 6.7K - 29% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 880K / month Β· πŸ“¦ 160 Β· ⏱️ 03.11.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 900K / month Β· πŸ“¦ 160 Β· ⏱️ 15.11.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.5M / month Β· πŸ“¦ 890 Β· ⏱️ 03.11.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.6M / month Β· πŸ“¦ 900 Β· ⏱️ 15.11.2023): ``` npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.4K) - A Python library for the Docker Engine API. Apache-2 +
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 720 Β· πŸ“¦ 70K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 310 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 16.11.2023): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.8K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` - pip install docker + pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 08.07.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 380K Β· ⏱️ 02.10.2023): ``` - conda install -c conda-forge docker-py + conda install -c conda-forge docker-compose ```
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docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 +
docker (πŸ₯ˆ40 Β· ⭐ 6.4K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 310 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 730 Β· πŸ“¦ 71K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): ``` - git clone https://github.com/docker/compose + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.9K Β· ⏱️ 01.06.2023): ``` - pip install docker-compose + pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 380K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 08.07.2023): ``` - conda install -c conda-forge docker-compose + conda install -c conda-forge docker-py ```
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paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
paramiko (πŸ₯ˆ39 Β· ⭐ 8.6K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 86K Β· πŸ“‹ 1.8K - 55% open Β· ⏱️ 24.09.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 86K Β· πŸ“‹ 1.6K - 49% open Β· ⏱️ 24.09.2023): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 46M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month): ``` pip install paramiko ``` @@ -1702,18 +1717,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.7M / month Β· πŸ“¦ 120 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.9M / month Β· πŸ“¦ 130 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 77K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 78K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
netmiko (πŸ₯‰37 Β· ⭐ 3.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 3.9K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1741,12 +1756,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.2K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.3K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.8M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.7M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1762,7 +1777,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6.2M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6.5M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1778,7 +1793,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 37K / month Β· πŸ“¦ 11 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ``` @@ -1790,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.9K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.8K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1801,9 +1816,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... -- fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 -- parallel-ssh (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 +- parallel-ssh (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT +- fabtools (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT - Grai (πŸ₯‰14 Β· ⭐ 240) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0
@@ -1815,7 +1830,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡38 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 320K Β· πŸ“‹ 510 - 36% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 330K Β· πŸ“‹ 510 - 36% open Β· ⏱️ 29.09.2023): ``` git clone https://github.com/pexpect/pexpect @@ -1831,7 +1846,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ35 Β· ⭐ 8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.8K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 06.10.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.9K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 06.10.2023): ``` git clone https://github.com/Supervisor/supervisor @@ -1845,14 +1860,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯‰34 Β· ⭐ 6.7K) - Python process launching. MIT +
sh (πŸ₯ˆ35 Β· ⭐ 6.7K) - Python process launching. MIT - [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 500 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 1% open Β· ⏱️ 10.08.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.9M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.8M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1868,7 +1883,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 41M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1890,18 +1905,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 11M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 660K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 670K Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge uvloop ```
greenlet (πŸ₯ˆ38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 300K Β· πŸ“‹ 230 - 9% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 310K Β· πŸ“‹ 230 - 9% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/python-greenlet/greenlet @@ -1917,12 +1932,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ37 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 190K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 200K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 47M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 49M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): ``` pip install anyio ``` @@ -1938,7 +1953,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 90K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 92K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` @@ -1947,14 +1962,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asyncer ```
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aiomisc (πŸ₯‰22 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰23 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 340 Β· πŸ“‹ 25 - 36% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 340 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 14K / month Β· πŸ“¦ 37 Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 16K / month Β· πŸ“¦ 38 Β· ⏱️ 15.11.2023): ``` pip install aiomisc ``` @@ -1972,7 +1987,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 580) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 260 Β· πŸ“¦ 370K Β· πŸ“‹ 290 - 31% open Β· ⏱️ 05.11.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 260 Β· πŸ“¦ 370K Β· πŸ“‹ 290 - 32% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/ipython/traitlets @@ -1997,23 +2012,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.8M Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.9M Β· ⏱️ 04.09.2023): ``` conda install -c conda-forge python-dotenv ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.4K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 7.4K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.1M / month Β· πŸ“¦ 280 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.2M / month): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 61K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 62K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge dynaconf ``` @@ -2025,7 +2040,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.8M / month): ``` pip install python-decouple ``` @@ -2034,14 +2049,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯‰31 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 20K Β· πŸ“‹ 530 - 17% open Β· ⏱️ 22.09.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 20K Β· πŸ“‹ 540 - 17% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.4M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2050,30 +2065,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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hydra (πŸ₯‰30 Β· ⭐ 7.6K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰30 Β· ⭐ 7.7K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 17K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 17K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 12K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 12K / month): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 860K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.1K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.2K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 240K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 250K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2084,16 +2099,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 290 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 300 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 740K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge configobj ``` @@ -2109,7 +2124,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 52K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 53K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2120,9 +2135,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡46 Β· ⭐ 14K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 130 Β· πŸ“¦ 1.4M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 140 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click @@ -2138,71 +2153,87 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 15% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 140K Β· πŸ“‹ 1.3K - 15% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 35M / month Β· πŸ“¦ 5.2K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 36M / month Β· πŸ“¦ 5.6K Β· ⏱️ 15.11.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.6M Β· ⏱️ 30.09.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.7M Β· ⏱️ 30.09.2023): ``` conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.6K) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.7K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 690 Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 04.11.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 730 Β· πŸ“‹ 1.1K - 51% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 37M / month Β· πŸ“¦ 1.5K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 37M / month Β· πŸ“¦ 1.6K Β· ⏱️ 14.11.2023): ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 20M Β· ⏱️ 05.07.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 20M Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge prompt-toolkit ```
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python-fire (πŸ₯ˆ36 Β· ⭐ 25K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-fire (πŸ₯ˆ36 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 1.4K Β· πŸ“¦ 26K Β· πŸ“‹ 320 - 45% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 1.4K Β· πŸ“¦ 27K Β· πŸ“‹ 320 - 45% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 120 Β· πŸ“₯ 320 Β· πŸ“¦ 47K Β· πŸ“‹ 250 - 21% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 120 Β· πŸ“₯ 320 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 21% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 22M / month Β· πŸ“¦ 2.2K Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 23M / month Β· πŸ“¦ 2.2K Β· ⏱️ 12.11.2023): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.4M Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.4M Β· ⏱️ 13.11.2023): ``` conda install -c conda-forge argcomplete ```
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wcwidth (πŸ₯ˆ35 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT + +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 49 Β· πŸ“¦ 470K Β· πŸ“‹ 43 - 13% open Β· ⏱️ 14.11.2023): + + ``` + git clone https://github.com/jquast/wcwidth + ``` +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 53M / month Β· πŸ“¦ 14K Β· ⏱️ 13.11.2023): + ``` + pip install wcwidth + ``` +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 22M Β· ⏱️ 14.11.2023): + ``` + conda install -c conda-forge wcwidth + ``` +
colorama (πŸ₯ˆ34 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 790K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 800K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tartley/colorama @@ -2216,14 +2247,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge colorama ```
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cleo (πŸ₯ˆ34 Β· ⭐ 1.1K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
cleo (πŸ₯ˆ34 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 27% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 27% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 20M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 23M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2250,12 +2281,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asciimatics (πŸ₯‰33 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 930 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 27.10.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 940 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 110K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 94K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2287,7 +2318,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2298,12 +2329,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰22 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 220 Β· πŸ“‹ 29 - 51% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 230 Β· πŸ“‹ 29 - 48% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 120K / month Β· πŸ“¦ 34 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 130K / month Β· πŸ“¦ 34 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2315,19 +2346,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 540 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 180 / month Β· ⏱️ 21.06.2020): ``` pip install colout ```
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Show 6 hidden projects... +
Show 5 hidden projects... - docopt (πŸ₯ˆ35 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT -- wcwidth (πŸ₯‰33 Β· ⭐ 340 Β· πŸ“‰) - Python library that measures the width of unicode strings.. ❗Unlicensed - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰25 Β· ⭐ 91 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 48) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 49) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2366,7 +2396,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 400K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 410K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2405,12 +2435,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰23 Β· ⭐ 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 420 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 55 Β· πŸ“¦ 420 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 27K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 28K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2425,16 +2455,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-web-python - Web UI ( ⭐ 2K) - Collection of libraries to implement web-based UIs. +πŸ”— best-of-web-python - Web UI ( ⭐ 2.1K) - Collection of libraries to implement web-based UIs.
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 4.9K - 14% open Β· ⏱️ 05.11.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 12.11.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 140K / month): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 150K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): ``` pip install kivy ``` @@ -2445,12 +2475,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 400K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 410K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2459,42 +2489,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ32 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 47K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 53K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 5.9K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.3K Β· πŸ“‹ 520 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.4K Β· πŸ“‹ 520 - 33% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 68K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 69K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 3.8K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 650 Β· πŸ“₯ 2K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 14% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 650 Β· πŸ“₯ 2.1K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 14% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 2.9K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.4K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 32 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 35 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2504,7 +2534,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰28 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 -- enaml (πŸ₯‰24 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2514,14 +2544,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡17 Β· ⭐ 170 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡18 Β· ⭐ 190 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 7 - 14% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 13 Β· πŸ“₯ 97 Β· πŸ“‹ 13 - 46% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 330 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 190 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2542,6 +2572,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries. +
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 + +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 450 Β· πŸ“‹ 170 - 5% open Β· ⏱️ 14.11.2023): + + ``` + git clone https://github.com/daviddrysdale/python-phonenumbers + ``` +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.11.2023): + ``` + pip install phonenumbers + ``` +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 850K Β· ⏱️ 14.11.2023): + ``` + conda install -c conda-forge phonenumbers + ``` +
chardet (πŸ₯‡34 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 5 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): @@ -2549,7 +2595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 56M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 57M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2557,12 +2603,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 130 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 76 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
-
emoji (πŸ₯‡32 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯ˆ32 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 - [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 62K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): @@ -2578,46 +2624,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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python-slugify (πŸ₯ˆ30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 880 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` - pip install python-slugify + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 350K Β· ⏱️ 04.07.2023): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge inflect ```
-
phonenumbers (πŸ₯ˆ28 Β· ⭐ 3.3K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 +
python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 390 Β· πŸ“‹ 170 - 4% open Β· ⏱️ 31.10.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/daviddrysdale/python-phonenumbers + git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.9M / month): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` - pip install phonenumbers + pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 840K Β· ⏱️ 31.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): ``` - conda install -c conda-forge phonenumbers + conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯ˆ28 Β· ⭐ 840 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
pyahocorasick (πŸ₯‰28 Β· ⭐ 850 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.3K Β· πŸ“‹ 130 - 17% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.3K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 580K / month): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2626,22 +2672,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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inflect (πŸ₯‰26 Β· ⭐ 870) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 90 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): - - ``` - git clone https://github.com/jaraco/inflect - ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.1M / month): - ``` - pip install inflect - ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 350K Β· ⏱️ 04.07.2023): - ``` - conda install -c conda-forge inflect - ``` -
price-parser (πŸ₯‰21 Β· ⭐ 280) - Extract price amount and currency symbol from a raw text string. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 390 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): @@ -2649,19 +2679,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 70K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 65K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
coolname (πŸ₯‰21 Β· ⭐ 120 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 12 Β· πŸ“¦ 1.9K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 12 Β· πŸ“¦ 2K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 350K / month Β· πŸ“¦ 59 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 360K / month Β· πŸ“¦ 59 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2682,7 +2712,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-web-python ( ⭐ 2K) - A ranked list of awesome python libraries for web development. Updated.. +πŸ”— best-of-web-python ( ⭐ 2.1K) - A ranked list of awesome python libraries for web development. Updated..
@@ -2694,23 +2724,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.4K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 380K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 380K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 900M / month Β· πŸ“¦ 18K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 890M / month Β· πŸ“¦ 18K Β· ⏱️ 15.11.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 09.11.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡44 Β· ⭐ 8K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 660K Β· πŸ“‹ 7.5K - 2% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 670K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2724,14 +2754,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.6K - 11% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 35M / month Β· πŸ“¦ 28K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 36M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): ``` pip install redis ``` @@ -2742,12 +2772,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.4K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 3% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 56M / month Β· πŸ“¦ 2K Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 57M / month Β· πŸ“¦ 2K Β· ⏱️ 31.10.2023): ``` pip install google-cloud-storage ``` @@ -2758,12 +2788,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 2.5K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.8K - 11% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.9K - 12% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 44M / month Β· πŸ“¦ 710 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 45M / month Β· πŸ“¦ 710 Β· ⏱️ 07.11.2023): ``` pip install azure-storage-blob ``` @@ -2783,35 +2813,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 570K Β· ⏱️ 13.10.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 580K Β· ⏱️ 13.10.2023): ``` conda install -c conda-forge peewee ```
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elasticsearch (πŸ₯‡41 Β· ⭐ 4K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 +
elasticsearch (πŸ₯‡41 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 42K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 43K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.1K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.1K Β· ⏱️ 13.11.2023): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 940K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 950K Β· ⏱️ 13.11.2023): ``` conda install -c conda-forge elasticsearch ```
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PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.4K) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.4K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 190K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 14.09.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 190K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 46M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 43M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2827,7 +2857,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2836,9 +2866,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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pymongo (πŸ₯ˆ39 Β· ⭐ 3.9K) - PyMongo - the Official MongoDB Python driver. Apache-2 +
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· ⏱️ 15.11.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2847,7 +2877,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.3M Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.4M Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge pymongo ``` @@ -2859,7 +2889,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 34M / month Β· πŸ“¦ 12K Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 35M / month Β· πŸ“¦ 12K Β· ⏱️ 26.10.2023): ``` pip install alembic ``` @@ -2875,7 +2905,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 970K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 990K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2886,28 +2916,28 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 630 Β· πŸ“₯ 210K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 210K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 34M / month Β· πŸ“¦ 61 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 34M / month Β· πŸ“¦ 62 Β· ⏱️ 13.11.2023): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 440K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 440K Β· ⏱️ 13.11.2023): ``` conda install -c conda-forge awswrangler ```
python-bigquery (πŸ₯ˆ37 Β· ⭐ 660) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 630 - 13% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 630 - 13% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.10.2023): ``` pip install google-cloud-bigquery ``` @@ -2918,12 +2948,12 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 520 Β· πŸ“¦ 8K Β· πŸ“‹ 350 - 56% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 520 Β· πŸ“¦ 8.1K Β· πŸ“‹ 350 - 56% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 590K / month Β· πŸ“¦ 170 Β· ⏱️ 29.10.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 620K / month Β· πŸ“¦ 170 Β· ⏱️ 29.10.2023): ``` pip install sqlmodel ``` @@ -2934,12 +2964,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 820 Β· πŸ“₯ 200 Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.3K - 12% open Β· ⏱️ 18.09.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.1M / month Β· πŸ“¦ 980 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.1M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): ``` pip install elasticsearch-dsl ``` @@ -2950,7 +2980,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.5K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.6K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.7K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -2959,19 +2989,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 790K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 800K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge python-confluent-kafka ```
Ibis (πŸ₯ˆ36 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 450 Β· πŸ“₯ 100 Β· πŸ“¦ 690 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 450 Β· πŸ“₯ 100 Β· πŸ“¦ 710 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 53 Β· ⏱️ 05.11.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 110K / month Β· πŸ“¦ 53 Β· ⏱️ 12.11.2023): ``` pip install ibis-framework ``` @@ -2980,6 +3010,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
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mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 + +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 15.11.2023): + + ``` + git clone https://github.com/PyMySQL/mysqlclient + ``` +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): + ``` + pip install mysqlclient + ``` +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 310K Β· ⏱️ 24.09.2023): + ``` + conda install -c conda-forge mysqlclient + ``` +
libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 28.10.2023): @@ -2987,19 +3033,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 200K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 210K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 26K Β· πŸ“‹ 420 - 43% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 26K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.2M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3008,25 +3054,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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s3transfer (πŸ₯ˆ35 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 - -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 120 Β· πŸ“¦ 250K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 20.10.2023): - - ``` - git clone https://github.com/boto/s3transfer - ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 280M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): - ``` - pip install s3transfer - ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 26.09.2023): - ``` - conda install -c conda-forge s3transfer - ``` -
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 790 Β· πŸ“‹ 510 - 18% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 790 Β· πŸ“‹ 510 - 18% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/prometheus/client_python @@ -3035,7 +3065,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge prometheus_client ``` @@ -3047,7 +3077,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 130K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 120K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3056,41 +3086,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
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mysqlclient (πŸ₯ˆ34 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 12.09.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 210 Β· πŸ“¦ 75K Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): ``` - pip install mysqlclient + pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 310K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 62K Β· ⏱️ 15.11.2023): ``` - conda install -c conda-forge mysqlclient + conda install -c conda-forge motor ```
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Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 200 Β· πŸ“¦ 74K Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.7K Β· ⏱️ 13.11.2023): ``` - git clone https://github.com/mongodb/motor + git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.7M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` - pip install motor + pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 62K Β· ⏱️ 01.09.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 190K Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge motor + conda install -c conda-forge cassandra-driver ```
s3fs (πŸ₯ˆ34 Β· ⭐ 750) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 15K Β· πŸ“‹ 430 - 28% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 15K Β· πŸ“‹ 430 - 28% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/fsspec/s3fs @@ -3106,12 +3136,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ34 Β· ⭐ 700) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.7K Β· πŸ“‹ 520 - 1% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.7K Β· πŸ“‹ 530 - 2% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.8M / month Β· πŸ“¦ 460 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.8M / month Β· πŸ“¦ 460 Β· ⏱️ 10.11.2023): ``` pip install minio ``` @@ -3120,14 +3150,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
+
s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 + +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 20.10.2023): + + ``` + git clone https://github.com/boto/s3transfer + ``` +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 290M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): + ``` + pip install s3transfer + ``` +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 26.09.2023): + ``` + conda install -c conda-forge s3transfer + ``` +
tortoise-orm (πŸ₯‰33 Β· ⭐ 3.9K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 330 Β· πŸ“₯ 13 Β· πŸ“¦ 6.5K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 05.11.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 6.6K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 05.11.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 110K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 120K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3143,7 +3189,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 340K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 330K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3159,34 +3205,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.4M / month Β· πŸ“¦ 96 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.3M / month Β· πŸ“¦ 97 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.1K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.3K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
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Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 - -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.7K Β· ⏱️ 06.11.2023): - - ``` - git clone https://github.com/datastax/python-driver - ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.6M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): - ``` - pip install cassandra-driver - ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 190K Β· ⏱️ 07.10.2023): - ``` - conda install -c conda-forge cassandra-driver - ``` -
neo4j-driver (πŸ₯‰33 Β· ⭐ 840) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.4K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.5K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3207,7 +3237,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 190K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 200K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3228,14 +3258,30 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
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pandas-gbq (πŸ₯‰32 Β· ⭐ 390) - Google BigQuery connector for pandas. BSD-3 +
cx-Oracle (πŸ₯‰32 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 + +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.8K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): + + ``` + git clone https://github.com/oracle/python-cx_Oracle + ``` +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): + ``` + pip install cx-Oracle + ``` +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 500K Β· ⏱️ 24.09.2023): + ``` + conda install -c conda-forge cx_oracle + ``` +
+
pandas-gbq (πŸ₯‰32 Β· ⭐ 400) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.3K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.4K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.3M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.5M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3276,22 +3322,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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cx-Oracle (πŸ₯‰31 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 - -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.8K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/oracle/python-cx_Oracle - ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): - ``` - pip install cx-Oracle - ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 500K Β· ⏱️ 24.09.2023): - ``` - conda install -c conda-forge cx_oracle - ``` -
prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.5K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 23.10.2023): @@ -3299,19 +3329,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 74K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 72K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): ``` pip install prisma ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 300K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3338,17 +3368,17 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 76 Β· πŸ“¦ 300 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 77 Β· πŸ“¦ 300 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 10 Β· ⏱️ 03.11.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 22K / month Β· πŸ“¦ 10 Β· ⏱️ 10.11.2023): ``` pip install piccolo ```
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ODMantic (πŸ₯‰25 Β· ⭐ 850) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰24 Β· ⭐ 850) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 78 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.11.2023): @@ -3362,41 +3392,41 @@ _Libraries for connecting to, operating, and querying databases._
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 930 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 940 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 14K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ```
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aioprometheus (πŸ₯‰20 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT +
psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 160 Β· πŸ“‹ 31 - 25% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 380 - 10% open Β· ⏱️ 16.11.2023): ``` - git clone https://github.com/claws/aioprometheus - ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 56K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): - ``` - pip install aioprometheus + git clone https://github.com/psycopg/psycopg ```
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psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
aioprometheus (πŸ₯‰19 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 380 - 11% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 160 Β· πŸ“‹ 31 - 25% open Β· ⏱️ 14.03.2023): ``` - git clone https://github.com/psycopg/psycopg + git clone https://github.com/claws/aioprometheus + ``` +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 65K / month): + ``` + pip install aioprometheus ```
Show 18 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ37 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰30 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 @@ -3404,14 +3434,14 @@ _Libraries for connecting to, operating, and querying databases._ - HappyBase (πŸ₯‰26 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- py2neo (πŸ₯‰22 Β· ⭐ 3) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- py2neo (πŸ₯‰22 Β· ⭐ 4) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - PugSQL (πŸ₯‰18 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT - lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3423,12 +3453,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.3K Β· πŸ“¦ 29K Β· πŸ“‹ 2.5K - 23% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 29K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.4M / month Β· πŸ“¦ 730 Β· ⏱️ 23.10.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.7M / month Β· πŸ“¦ 750 Β· ⏱️ 16.11.2023): ``` pip install datasets ``` @@ -3437,25 +3467,25 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge datasets ```
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Faker (πŸ₯‡43 Β· ⭐ 16K) - Faker is a Python package that generates fake data for you. MIT +
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 180K Β· πŸ“‹ 680 - 3% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 190K Β· πŸ“‹ 680 - 3% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 14.11.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 870K Β· ⏱️ 01.11.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 870K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡37 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 85K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 86K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/jazzband/tablib @@ -3549,36 +3579,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3.4K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.7K Β· πŸ“ˆ) - Extract data from a wide range of Internet sources.. BSD-3 -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 22K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 21K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` - git clone https://github.com/wkentaro/gdown + git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 410 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 850 Β· ⏱️ 13.07.2021): ``` - pip install gdown + pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 240K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge gdown + conda install -c conda-forge pandas-datareader ```
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pandas-datareader (πŸ₯ˆ30 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
gdown (πŸ₯ˆ31 Β· ⭐ 3.4K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 23K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): ``` - git clone https://github.com/pydata/pandas-datareader + git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 850 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month Β· πŸ“¦ 410 Β· ⏱️ 18.10.2022): ``` - pip install pandas-datareader + pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 240K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pandas-datareader + conda install -c conda-forge gdown ```
snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 @@ -3588,7 +3618,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 27K / month Β· πŸ“¦ 12 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3599,12 +3629,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯‰29 Β· ⭐ 940) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 130 Β· πŸ“¦ 1.7K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.7K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 43K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 46K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): ``` pip install intake ``` @@ -3615,12 +3645,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰27 Β· ⭐ 2.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 83 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 84 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 56K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 54K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ``` @@ -3632,7 +3662,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.9K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.8K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3644,19 +3674,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 840 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 900 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
Upgini (πŸ₯‰21 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 21 Β· πŸ“¦ 4 Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 4 Β· ⏱️ 15.11.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.2K / month Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3K / month Β· ⏱️ 15.11.2023): ``` pip install upgini ``` @@ -3668,19 +3698,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.2K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.3K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
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Squirrel (πŸ₯‰15 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 14 - 64% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 13 - 61% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 820 / month Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1K / month Β· ⏱️ 10.11.2023): ``` pip install squirrel-core ``` @@ -3694,7 +3724,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ31 Β· ⭐ 1.7K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- textract (πŸ₯‰27 Β· ⭐ 3.6K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT +- textract (πŸ₯‰27 Β· ⭐ 3.7K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT @@ -3702,7 +3732,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰21 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 780 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 790 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3714,32 +3744,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 560K Β· πŸ“¦ 8.4K Β· πŸ“‹ 8.3K - 10% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 560K Β· πŸ“¦ 8.5K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 310 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 27M / month Β· πŸ“¦ 310 Β· ⏱️ 06.11.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 970K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 970K Β· ⏱️ 13.11.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 230M Β· ⭐ 480 Β· ⏱️ 06.11.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 240M Β· ⭐ 480 Β· ⏱️ 06.11.2023): ``` docker pull apache/airflow ```
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Celery (πŸ₯‡46 Β· ⭐ 22K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 +
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.5K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.2M / month Β· πŸ“¦ 15K Β· ⏱️ 03.09.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.5M / month Β· πŸ“¦ 15K Β· ⏱️ 10.11.2023): ``` pip install celery ``` @@ -3750,76 +3780,76 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.3K - 13% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 4K Β· πŸ“‹ 4.3K - 13% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 630K / month Β· πŸ“¦ 150 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 630K / month Β· πŸ“¦ 150 Β· ⏱️ 09.11.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 560K Β· ⏱️ 03.11.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 560K Β· ⏱️ 10.11.2023): ``` conda install -c conda-forge prefect ```
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Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 +
Dagster (πŸ₯‡42 Β· ⭐ 8.9K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.2K - 67% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.7K Β· πŸ“‹ 6.6K - 32% open Β· ⏱️ 15.11.2023): ``` - git clone https://github.com/apache/beam + git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.2M / month Β· πŸ“¦ 180 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 800K / month Β· πŸ“¦ 130 Β· ⏱️ 15.11.2023): ``` - pip install apache-beam + pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 57K Β· ⏱️ 12.10.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 15.11.2023): ``` - conda install -c conda-forge apache-beam-with-aws + conda install -c conda-forge dagster ```
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Dagster (πŸ₯‡41 Β· ⭐ 8.8K) - An orchestration platform for the development, production, and.. Apache-2 +
Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.7K Β· πŸ“‹ 6.3K - 30% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.3K - 67% open Β· ⏱️ 16.11.2023): ``` - git clone https://github.com/dagster-io/dagster + git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 730K / month Β· πŸ“¦ 130 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 180 Β· ⏱️ 13.11.2023): ``` - pip install dagster + pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 57K Β· ⏱️ 12.10.2023): ``` - conda install -c conda-forge dagster + conda install -c conda-forge apache-beam-with-aws ```
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Great Expectations (πŸ₯ˆ40 Β· ⭐ 8.9K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 47 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 50 Β· ⏱️ 09.11.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 730K Β· ⏱️ 03.11.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 730K Β· ⏱️ 09.11.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ40 Β· ⭐ 3.5K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“¦ 350K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 20.10.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 360K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 40M / month Β· πŸ“¦ 6.4K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 41M / month Β· πŸ“¦ 6.4K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3828,53 +3858,53 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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luigi (πŸ₯ˆ38 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
rq (πŸ₯ˆ38 Β· ⭐ 9.2K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 11.11.2023): ``` - git clone https://github.com/spotify/luigi + git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 600K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` - pip install luigi + pip install rq ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 99K Β· ⏱️ 04.09.2023): ``` - conda install -c anaconda luigi + conda install -c conda-forge rq ```
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rq (πŸ₯ˆ38 Β· ⭐ 9.2K) - Simple job queues for Python. BSD-3 +
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/rq/rq + git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 650K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): ``` - pip install rq + pip install luigi ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 99K Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge rq + conda install -c anaconda luigi ```
Kedro (πŸ₯ˆ37 Β· ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 380K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 360K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): ``` pip install kedro ```
dbt (πŸ₯ˆ37 Β· ⭐ 7.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.3K Β· πŸ“₯ 2.9K Β· πŸ“¦ 3.6K Β· πŸ“‹ 4.6K - 10% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.1K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.7K - 10% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/dbt-labs/dbt-core @@ -3890,52 +3920,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.1K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 530 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 04.11.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 540 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.5K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.1K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
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zenml (πŸ₯ˆ32 Β· ⭐ 3.2K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ33 Β· ⭐ 3.2K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 210 Β· πŸ“‹ 240 - 18% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 220 Β· πŸ“‹ 240 - 16% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 12K / month Β· πŸ“¦ 2 Β· ⏱️ 14.11.2023): ``` pip install zenml ```
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petl (πŸ₯ˆ32 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT - -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): - - ``` - git clone https://github.com/petl-developers/petl - ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.3M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): - ``` - pip install petl - ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 210K Β· ⏱️ 22.08.2023): - ``` - conda install -c conda-forge petl - ``` -
huey (πŸ₯ˆ31 Β· ⭐ 4.7K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· πŸ“‹ 600 - 0% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· πŸ“‹ 600 - 0% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 97K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 98K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3946,68 +3960,84 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“₯ 43 Β· πŸ“¦ 200 Β· πŸ“‹ 400 - 5% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“₯ 43 Β· πŸ“¦ 210 Β· πŸ“‹ 410 - 5% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 97K / month Β· πŸ“¦ 5 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 91K / month Β· πŸ“¦ 5 Β· ⏱️ 14.11.2023): ``` pip install whylogs ```
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mleap (πŸ₯‰30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
petl (πŸ₯ˆ31 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 03.10.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): ``` - git clone https://github.com/combust/mleap + git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 280K / month Β· πŸ“¦ 25 Β· ⏱️ 23.06.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.3M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` - pip install mleap + pip install petl ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 77K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 220K Β· ⏱️ 22.08.2023): ``` - conda install -c conda-forge mleap + conda install -c conda-forge petl ```
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faust (πŸ₯‰29 Β· ⭐ 6.6K Β· πŸ’€) - Python Stream Processing. BSD-3 +
ploomber (πŸ₯‰30 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.7K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 220 Β· πŸ“¦ 110 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 15.11.2023): ``` - git clone https://github.com/robinhood/faust + git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 26K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.1K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): ``` - pip install faust + pip install ploomber + ``` +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 79K Β· ⏱️ 30.08.2023): + ``` + conda install -c conda-forge ploomber ```
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ploomber (πŸ₯‰27 Β· ⭐ 3.2K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
mleap (πŸ₯‰30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 220 Β· πŸ“¦ 110 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 30.08.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/ploomber/ploomber + git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.4K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 270K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` - pip install ploomber + pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 79K Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 77K Β· ⏱️ 15.11.2023): ``` - conda install -c conda-forge ploomber + conda install -c conda-forge mleap + ``` +
+
faust (πŸ₯‰29 Β· ⭐ 6.6K Β· πŸ’€) - Python Stream Processing. BSD-3 + +- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.7K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): + + ``` + git clone https://github.com/robinhood/faust + ``` +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 27K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): + ``` + pip install faust ```
PyFunctional (πŸ₯‰26 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 700 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 710 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 310K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 290K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4019,23 +4049,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 73K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 77K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.1K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.2K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ```
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 32 Β· πŸ“¦ 36 Β· πŸ“‹ 27 - 85% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 33 Β· πŸ“¦ 36 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 200K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install dbnd ``` @@ -4047,31 +4077,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.2K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.9K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ```
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 82 - 51% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 83 - 50% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.5K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.8K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ```
Pypeline (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 90 Β· πŸ“¦ 110 Β· πŸ“‹ 68 - 30% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 91 Β· πŸ“¦ 110 Β· πŸ“‹ 70 - 32% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 30K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 27K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4087,7 +4117,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.6K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4098,12 +4128,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 96 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 97 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4115,7 +4145,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.8K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 2K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4124,26 +4154,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
-
Databolt Flow (πŸ₯‰17 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT - [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 130 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 150 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ```
flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ’€) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 13 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 180K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 190K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4155,19 +4185,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 54 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ```
-
datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +
datajob (πŸ₯‰12 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 27 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 19 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4177,13 +4207,13 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 -- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT -- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - bodywork-core (πŸ₯‰16 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4194,7 +4224,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 990K Β· πŸ“‹ 580 - 46% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1M Β· πŸ“‹ 580 - 46% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4210,7 +4240,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 68K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 69K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4248,16 +4278,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 200 Β· πŸ“¦ 8.5K Β· πŸ“‹ 270 - 25% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 200 Β· πŸ“¦ 8.6K Β· πŸ“‹ 270 - 24% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 820 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 820 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 370K Β· ⏱️ 08.11.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 370K Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4291,7 +4321,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡39 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 870K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 880K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 11.11.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4305,14 +4335,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
-
more-itertools (πŸ₯‡39 Β· ⭐ 3.2K) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡39 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT - [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 290 - 8% open Β· ⏱️ 06.11.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 59M / month Β· πŸ“¦ 9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 60M / month Β· πŸ“¦ 9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4328,7 +4358,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 19M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 20M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): ``` pip install toolz ``` @@ -4344,7 +4374,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 2.9M / month Β· πŸ“¦ 430 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3M / month Β· πŸ“¦ 430 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` @@ -4353,14 +4383,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge boltons ```
-
tenacity (πŸ₯ˆ33 Β· ⭐ 5.4K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ34 Β· ⭐ 5.4K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 37M / month Β· πŸ“¦ 1.6K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 38M / month Β· πŸ“¦ 1.6K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4369,39 +4399,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
-
returns (πŸ₯ˆ32 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 99 Β· πŸ“¦ 450 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 250 Β· πŸ“¦ 2.6K Β· πŸ“‹ 530 - 33% open Β· ⏱️ 19.12.2022): ``` - git clone https://github.com/dry-python/returns + git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.2M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): ``` - pip install returns + pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.7K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge returns + conda install -c conda-forge dependency_injector ```
-
python-dependency-injector (πŸ₯‰31 Β· ⭐ 3.3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +
returns (πŸ₯ˆ32 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 250 Β· πŸ“¦ 2.6K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 99 Β· πŸ“¦ 460 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 15.11.2023): ``` - git clone https://github.com/ets-labs/python-dependency-injector + git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.2M / month): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` - pip install dependency-injector + pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.7K Β· ⏱️ 28.08.2023): ``` - conda install -c conda-forge dependency_injector + conda install -c conda-forge returns ```
-
natsort (πŸ₯‰30 Β· ⭐ 800) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰30 Β· ⭐ 810) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 24K Β· πŸ“‹ 88 - 1% open Β· ⏱️ 20.06.2023): @@ -4419,12 +4449,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰29 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“¦ 9.1K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 11.05.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 9.2K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.6M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.8M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4465,12 +4495,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 57K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 100K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 97K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4485,7 +4515,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 6.7K Β· πŸ“₯ 69K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 6.7K Β· πŸ“₯ 69K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/micropython/micropython @@ -4517,12 +4547,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 610K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 610K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 74M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 75M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): ``` pip install pygments ``` @@ -4533,16 +4563,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 09.11.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 29.09.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 29.09.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 900K Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 910K Β· ⏱️ 29.09.2023): ``` conda install -c conda-forge cookiecutter ``` @@ -4563,46 +4593,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
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diagrams (πŸ₯ˆ35 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT +
pycparser (πŸ₯ˆ36 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 700K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` - git clone https://github.com/mingrammer/diagrams + git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 100K / month Β· πŸ“¦ 37 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 120M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` - pip install diagrams + pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 170K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 36M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge diagrams + conda install -c conda-forge pycparser ```
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pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 +
diagrams (πŸ₯ˆ35 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 690K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 30.10.2023): ``` - git clone https://github.com/eliben/pycparser + git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 120M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 110K / month Β· πŸ“¦ 37 Β· ⏱️ 30.10.2023): ``` - pip install pycparser + pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 36M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 170K Β· ⏱️ 30.10.2023): ``` - conda install -c conda-forge pycparser + conda install -c conda-forge diagrams ```
wrapt (πŸ₯ˆ35 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 82M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 89M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4613,7 +4643,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 31K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 32K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j @@ -4629,7 +4659,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ33 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/pytest-dev/pluggy @@ -4645,12 +4675,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ33 Β· ⭐ 790) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 490K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 500K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 57M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 58M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4661,19 +4691,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰32 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 140 Β· πŸ“¦ 700 Β· πŸ“‹ 420 - 14% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 710 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 170K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 160K / month): ``` pip install copier ```
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keyboard (πŸ₯‰30 Β· ⭐ 3.5K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT +
keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 13K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 14K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard @@ -4689,7 +4719,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰30 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.7K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.8K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore @@ -4705,12 +4735,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 290 - 10% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“‹ 300 - 11% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 210K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 200K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4719,14 +4749,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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pyscreenshot (πŸ₯‰27 Β· ⭐ 470 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 +
pyscreenshot (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.3K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.4K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 520K / month Β· πŸ“¦ 270 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 460K / month Β· πŸ“¦ 270 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` @@ -4738,7 +4768,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.1M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4747,44 +4777,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
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python-mss (πŸ₯‰26 Β· ⭐ 900 Β· πŸ’€) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
Send2Trash (πŸ₯‰26 Β· ⭐ 250) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 27.04.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 58 - 48% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/BoboTiG/python-mss + git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 660K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` - pip install mss + pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 35K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-mss + conda install -c conda-forge send2trash ```
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Send2Trash (πŸ₯‰26 Β· ⭐ 250) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
python-mss (πŸ₯‰25 Β· ⭐ 900) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 58 - 48% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 16.11.2023): ``` - git clone https://github.com/arsenetar/send2trash + git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 610K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` - pip install send2trash + pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 35K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge send2trash + conda install -c conda-forge python-mss ```
Show 4 hidden projects... - powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 63 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT -- openpyxl (πŸ₯‰18 Β· ⭐ 63) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
--- diff --git a/history/2023-11-16_changes.md b/history/2023-11-16_changes.md new file mode 100644 index 0000000..ff391e7 --- /dev/null +++ b/history/2023-11-16_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 +- pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.7K Β· πŸ“ˆ) - Extract data from a wide range of Internet sources.. BSD-3 +- typing (πŸ₯ˆ32 Β· ⭐ 1.5K Β· πŸ“ˆ) - Python static typing home. Hosts the documentation and a user.. Python-2.0 +- inflect (πŸ₯ˆ31 Β· ⭐ 880 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 63 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- click (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 +- docker (πŸ₯ˆ40 Β· ⭐ 6.4K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +- paramiko (πŸ₯ˆ39 Β· ⭐ 8.6K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- filesystem_spec (πŸ₯ˆ36 Β· ⭐ 690 Β· πŸ“‰) - A specification that python filesystems should adhere to. BSD-3 +- fabtools (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 + diff --git a/history/2023-11-16_projects.csv b/history/2023-11-16_projects.csv new file mode 100644 index 0000000..29ddee9 --- /dev/null +++ b/history/2023-11-16_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-09 18:02:22.000,2023-11-09 18:02:21,436.0,26.0,2094,383.0,231.0,17.0,33.0,14640,2023-11-09 18:02:59.000,2023.11.09,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-11-10 20:22:49.000,2023-11-10 20:22:49,282.0,23.0,154,52.0,169.0,1.0,2.0,2056,2023-11-09 18:04:11.000,2023.11.09,100.0,13.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-11-09 14:21:25.000,2023-11-02 18:04:00,279.0,22.0,40,24.0,165.0,3.0,5.0,838,2023-11-02 18:04:09.000,2023.11.02,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-11-10 20:22:49.000,2023-11-10 20:22:49,282.0,23.0,154,52.0,169.0,1.0,2.0,2056,2023-11-09 18:04:11.000,2023.11.09,100.0,13.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-09 18:02:22.000,2023-11-09 18:02:21,436.0,26.0,2094,383.0,231.0,17.0,33.0,14640,2023-11-09 18:02:59.000,2023.11.09,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1666.0,322.0,13.0,73.0,38423,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-09 18:02:22.000,2023-11-09 18:02:21,436.0,26.0,2094,383.0,231.0,17.0,33.0,14640,2023-11-09 18:02:59.000,2023.11.09,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-11-16 13:01:02.000,2023-11-16 09:39:36,34144.0,878.0,8506,596.0,13185.0,2178.0,9959.0,24996,2023-11-13 00:42:04.000,1.26.2,154.0,1696.0,54,True,2082943.0,1943753.0,numpy,conda-forge/numpy,879707.0,202699919.0,https://pypi.org/project/numpy,2023-11-12 22:51:49.000,139190.0,201042999.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,67471340.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-11-16 12:26:49.000,2023-11-16 12:25:48,16287.0,866.0,15314,2066.0,8747.0,946.0,5009.0,61929,2023-11-15 23:29:56.000,4.25.1,152.0,1182.0,53,True,555152.0,535315.0,protobuf,conda-forge/protobuf,35157473.0,165015955.0,https://pypi.org/project/protobuf,2023-11-15 23:29:56.000,16330.0,157410830.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16333676.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3507.0,6379146.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-11-16 12:32:37.000,2023-11-16 02:20:58,33664.0,557.0,16904,1125.0,30435.0,3680.0,21932.0,40336,2023-11-10 19:13:33.000,2.1.3,120.0,3496.0,52,True,1458466.0,1384428.0,pandas,conda-forge/pandas,230936.0,147463402.0,https://pypi.org/project/pandas,2023-11-10 19:13:33.000,74038.0,146221578.0,https://anaconda.org/conda-forge/pandas,2023-11-11 07:59:29.778,45872583.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-11-16 01:58:00.000,2023-11-16 01:57:59,54133.0,203.0,23856,1939.0,50095.0,875.0,31289.0,59261,2023-11-09 20:07:44.000,8.6.1,341.0,6800.0,48,True,34961.0,30885.0,ansible,conda-forge/ansible,,4472954.0,https://pypi.org/project/ansible,2023-11-14 16:07:33.000,4076.0,4449779.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,973358.0,1.0,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-11-16 13:19:09.000,2023-11-16 13:15:33,22104.0,1177.0,13135,757.0,23696.0,946.0,7495.0,32885,2023-11-06 07:14:17.000,2.7.3,168.0,3074.0,48,True,8852.0,8539.0,apache-airflow,conda-forge/airflow,563204.0,29590549.0,https://pypi.org/project/apache-airflow,2023-11-06 05:43:57.000,313.0,27227426.0,https://anaconda.org/conda-forge/airflow,2023-11-13 20:15:27.982,973745.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-11-06 06:05:54.262186,481.0,240308509.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-11-15 20:49:14.000,2023-11-15 19:17:09,5546.0,198.0,1850,242.0,704.0,182.0,2934.0,8414,2023-11-15 20:49:14.000,1.29.1,1428.0,149.0,48,True,400726.0,382685.0,boto3,conda-forge/boto3,,891626653.0,https://pypi.org/project/boto3,2023-11-15 20:49:14.000,18041.0,891205303.0,https://anaconda.org/conda-forge/boto3,2023-11-15 09:30:54.641,17696724.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-11-16 11:50:31.000,2023-11-16 11:50:23,11130.0,350.0,1674,122.0,7539.0,38.0,2299.0,5883,2023-10-24 16:14:47.000,41.0.5,119.0,300.0,47,True,599645.0,578028.0,cryptography,conda-forge/cryptography,,208290269.0,https://pypi.org/project/cryptography,2023-10-24 16:14:47.000,21617.0,207176204.0,https://anaconda.org/conda-forge/cryptography,2023-11-15 11:21:43.391,44562605.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-11-14 10:28:14.000,2023-11-13 19:36:52,12367.0,85.0,4571,473.0,3125.0,654.0,4355.0,22535,2023-11-10 13:32:30.000,5.3.5,202.0,1318.0,46,True,131954.0,116875.0,celery,conda-forge/celery,,8503048.0,https://pypi.org/project/celery,2023-11-10 13:28:16.000,15079.0,8466603.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1494255.0,1.0,,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-11-15 21:25:59.000,2023-11-15 21:05:01,2629.0,248.0,1503,101.0,3212.0,365.0,3023.0,16402,2023-11-15 13:42:46.000,2.5.1,126.0,441.0,45,True,295068.0,285777.0,pydantic,conda-forge/pydantic,,125561044.0,https://pypi.org/project/pydantic,2023-11-15 13:42:46.000,9291.0,125396419.0,https://anaconda.org/conda-forge/pydantic,2023-11-14 07:42:20.207,6585012.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-11-07 22:56:25.000,2023-09-01 21:20:27,2402.0,21.0,1358,183.0,1074.0,91.0,1422.0,14488,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1526443.0,1451278.0,click,conda-forge/click,137.0,178430637.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75165.0,177355441.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32255808.0,1.0,,,,,,,,,,,,,,-1.0,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-11-16 00:32:05.000,2023-11-15 19:17:24,11636.0,224.0,3955,572.0,3564.0,534.0,3982.0,14437,2023-11-15 20:49:31.000,1.30.1,1835.0,427.0,44,True,3061.0,3.0,awscli,conda-forge/awscli,1527.0,169478900.0,https://pypi.org/project/awscli,2023-11-15 20:49:31.000,3058.0,168940555.0,https://anaconda.org/conda-forge/awscli,2023-11-15 13:51:55.683,21532822.0,1.0,,,,,,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-11-16 02:51:52.000,2023-11-15 18:50:19,16673.0,168.0,1217,87.0,703.0,181.0,7370.0,7999,2023-11-02 14:52:13.000,rel_2_0_23,294.0,664.0,44,True,714727.0,667064.0,SQLAlchemy,conda-forge/sqlalchemy,46366.0,103253197.0,https://pypi.org/project/SQLAlchemy,2023-11-02 14:52:02.000,47663.0,102861025.0,https://anaconda.org/conda-forge/sqlalchemy,2023-11-02 19:25:18.675,13692934.0,1.0,,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-11-16 02:49:41.000,2023-11-15 19:17:12,10430.0,265.0,1028,64.0,2026.0,149.0,909.0,1343,2023-11-15 20:48:48.000,1.32.1,1825.0,201.0,44,True,298484.0,289913.0,botocore,conda-forge/botocore,,382936700.0,https://pypi.org/project/botocore,2023-11-15 20:48:48.000,8571.0,382261863.0,https://anaconda.org/conda-forge/botocore,2023-11-15 08:48:18.001,24294134.0,1.0,,,,,,,,,,,,,,,,,,, +20,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-11-16 13:24:17.000,2023-11-16 13:04:46,119612.0,1339.0,28155,1506.0,46065.0,8660.0,58441.0,56809,2020-07-22 03:00:52.000,0.0.6,11.0,2687.0,43,True,11.0,3.0,cpython,conda-forge/typing,,129251.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,97365.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2933553.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-11-15 16:33:44.000,2023-11-15 16:31:56,3870.0,37.0,1675,549.0,1044.0,197.0,1054.0,45439,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,145382.0,139789.0,rich,conda-forge/rich,,36566223.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,5593.0,36424633.0,https://anaconda.org/conda-forge/rich,2023-09-30 19:12:41.298,5663626.0,1.0,,,,,,,,,,,,,,,,,,, +22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-11-16 12:12:55.000,2023-11-16 09:03:38,3618.0,87.0,2384,278.0,3795.0,631.0,1954.0,17548,2023-11-16 08:06:00.000,2.15.0,79.0,538.0,43,True,30208.0,29462.0,datasets,conda-forge/datasets,,5716457.0,https://pypi.org/project/datasets,2023-11-16 07:42:48.000,746.0,5700360.0,https://anaconda.org/conda-forge/datasets,2023-10-23 17:53:45.655,563413.0,1.0,,,,,,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-11-15 11:33:15.170,2023-11-14 20:06:24,3484.0,89.0,1833,221.0,1268.0,21.0,660.0,16514,2023-11-14 18:46:55.000,20.0.3,321.0,549.0,43,True,190238.0,187035.0,Faker,conda-forge/faker,,11258872.0,https://pypi.org/project/Faker,2023-11-14 18:46:45.000,3203.0,11237603.0,https://anaconda.org/conda-forge/faker,2023-11-15 11:33:15.170,872061.0,1.0,,,,,,,,,,,,,,,,,,, +24,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-11-16 13:09:09.000,2023-11-15 21:51:20,15353.0,427.0,1337,155.0,6361.0,572.0,3696.0,13320,2023-11-09 21:55:05.000,2.14.4,244.0,321.0,43,True,4135.0,3983.0,prefect,conda-forge/prefect,,642916.0,https://pypi.org/project/prefect,2023-11-09 21:55:05.000,152.0,629564.0,https://anaconda.org/conda-forge/prefect,2023-11-10 02:29:52.029,560802.0,1.0,,,,,,,,,,,,,,,,,,, +25,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-11-16 12:21:49.000,2023-11-16 11:59:07,2262.0,41.0,2473,323.0,1480.0,227.0,1385.0,11886,2023-09-26 06:51:15.000,5.0.1,119.0,416.0,43,True,27719.0,,redis,conda-forge/redis-py,,36383937.0,https://pypi.org/project/redis,2023-11-16 12:21:49.000,27719.0,36356389.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1129493.0,1.0,,,,,,,,,,,,,,,,,,, +26,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-11-15 15:40:27.000,2023-11-15 15:40:04,37309.0,876.0,1549,299.0,7967.0,56.0,3642.0,4407,2023-11-15 15:40:27.000,google-cloud-monitoring-dashboards-v2.12.3,100.0,507.0,43,True,1989.0,,google-cloud-storage,conda-forge/google-cloud-storage,,56677648.0,https://pypi.org/project/google-cloud-storage,2023-10-31 17:41:47.000,1989.0,56576576.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-11-01 08:55:18.033,4042889.0,1.0,,,,,,,,,,,,,,,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-11-16 06:16:32.000,2023-11-14 20:41:45,6574.0,100.0,548,30.0,812.0,401.0,1376.0,1437,2023-08-06 15:15:44.000,2.16.1,61.0,813.0,43,True,651479.0,614257.0,pygments,conda-forge/pygments,,75526733.0,https://pypi.org/project/pygments,2023-08-06 15:14:51.000,37222.0,74822619.0,https://anaconda.org/conda-forge/pygments,2023-08-07 11:47:09.425,26756341.0,1.0,,,,,,,,,,,,,,,,,,, +28,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-11-14 22:16:05.000,2023-10-07 19:28:52,3017.0,27.0,3150,641.0,2418.0,161.0,2174.0,21374,2023-05-26 17:35:41.785,23.5.26,35.0,657.0,42,True,79919.0,79318.0,flatbuffers,conda-forge/flatbuffers,300806.0,15151539.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,325.0,14138644.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,907304.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,276.0,1000152.0,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-11-16 13:18:41.000,2023-11-16 09:58:30,10957.0,296.0,1000,176.0,7092.0,1999.0,4692.0,18181,2023-11-15 02:26:57.000,3.94.0,3921.0,243.0,42,True,7879.0,6819.0,pulumi,,1479183.0,2622865.0,https://pypi.org/project/pulumi,2023-11-15 02:26:57.000,165.0,898893.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-11-15 02:26:41.236,895.0,1641796.0,,,,,,,,,,,,,, +30,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-11-16 02:14:48.000,2023-11-15 22:46:19,16444.0,1073.0,1104,103.0,10828.0,2153.0,4422.0,8949,2023-11-15 01:25:21.000,1.5.8,582.0,363.0,42,True,1815.0,1684.0,dagster,conda-forge/dagster,,822679.0,https://pypi.org/project/dagster,2023-11-15 00:52:59.000,131.0,798007.0,https://anaconda.org/conda-forge/dagster,2023-11-15 14:03:01.988,1036229.0,1.0,,,,,,,,,,,,,,,,,,, +31,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-11-16 09:34:57.000,2023-11-16 02:50:42,41052.0,981.0,4029,258.0,23199.0,4224.0,2034.0,7234,2023-10-12 02:30:12.000,2.51.0,101.0,1580.0,42,True,182.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6976969.0,https://pypi.org/project/apache-beam,2023-11-13 23:04:59.000,180.0,6974781.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,56903.0,1.0,,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-11-16 11:36:14.000,2023-11-16 00:46:45,16063.0,799.0,2587,376.0,24312.0,1123.0,7775.0,3909,2023-11-13 23:41:43.000,azure-servicebus_7.11.4,100.0,662.0,42,True,3056.0,2347.0,azure-storage-blob,conda-forge/azure-storage-blob,,44736052.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,709.0,44710307.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1055571.0,1.0,,,,,,,,,,,,,,,,,,, +33,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-11-16 11:26:38.000,2023-11-16 11:25:13,4473.0,128.0,4995,715.0,3874.0,197.0,6964.0,30913,2023-11-16 07:50:53.000,2.23.1,144.0,472.0,41,True,1560.0,312.0,docker-compose,conda-forge/docker-compose,112369691.0,3387789.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1372010.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,376315.0,2.0,,,,,,,,,,,,,,,,,,, +34,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-11-16 13:15:56.000,2023-11-16 12:55:30,7998.0,884.0,1243,136.0,6895.0,1127.0,4423.0,21561,2023-11-10 16:23:01.000,py-0.19.13,322.0,309.0,41,True,5210.0,4891.0,polars,,58.0,2747873.0,https://pypi.org/project/polars,2023-11-10 16:20:51.000,319.0,2747869.0,,,,1.0,,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-11-09 13:33:56.000,2023-11-03 13:56:15,4561.0,23.0,1370,198.0,473.0,1.0,2329.0,10444,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,28121.0,24399.0,peewee,conda-forge/peewee,,1614954.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3722.0,1600191.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,575770.0,1.0,,,,,,,,,,,,,,,,,,, +36,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-11-13 18:57:44.000,2023-11-13 18:57:43,2592.0,50.0,574,59.0,339.0,30.0,764.0,4296,2023-10-30 13:33:57.000,4.19.2,99.0,109.0,41,True,498045.0,479150.0,jsonschema,conda-forge/jsonschema,106.0,102404900.0,https://pypi.org/project/jsonschema,2023-10-30 13:33:48.000,18895.0,101727449.0,https://anaconda.org/conda-forge/jsonschema,2023-10-30 15:13:31.902,25065558.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +37,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-11-16 10:30:28.000,2023-11-16 10:26:58,1575.0,48.0,1199,401.0,1318.0,58.0,1001.0,4045,2023-11-13 13:01:40.000,8.11.0,136.0,198.0,41,True,48974.0,42848.0,elasticsearch,conda-forge/elasticsearch,3525.0,15726440.0,https://pypi.org/project/elasticsearch,2023-11-13 13:01:40.000,6126.0,15703808.0,https://anaconda.org/conda-forge/elasticsearch,2023-11-13 15:52:43.303,946570.0,1.0,,,,,,,,,,,,,,,,,,, +38,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-11-06 19:30:52.000,2023-10-25 22:59:27,4329.0,61.0,530,57.0,893.0,257.0,1207.0,1950,2023-10-09 14:43:38.000,3.10.0,38.0,197.0,41,True,255970.0,240961.0,h5py,conda-forge/h5py,2922.0,16146252.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15009.0,15808434.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13849067.0,1.0,,,,,,,,,,,,,,,,,,, +39,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-11-13 21:09:11.000,2023-11-09 18:55:02,3034.0,23.0,1917,228.0,1115.0,210.0,632.0,20681,2023-09-29 13:07:23.000,2.4.0,40.0,316.0,40,True,25091.0,23484.0,cookiecutter,conda-forge/cookiecutter,,3233175.0,https://pypi.org/project/cookiecutter,2023-09-29 13:07:23.000,1607.0,3202888.0,https://anaconda.org/conda-forge/cookiecutter,2023-09-29 16:10:18.671,908634.0,1.0,,,,,,,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-11-16 13:09:01.000,2023-11-12 15:16:51,12839.0,32.0,3028,607.0,3549.0,978.0,4185.0,16438,2023-06-17 17:37:56.000,2.2.1,44.0,600.0,40,True,11944.0,11333.0,kivy,conda-forge/kivy,34086.0,155636.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,611.0,147483.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,329351.0,1.0,,,,,,,,,,,,,,,,,,, +41,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-11-16 13:28:28.000,2023-11-15 19:53:46,11724.0,263.0,1397,78.0,7063.0,149.0,1642.0,8959,2023-11-14 18:06:30.000,0.18.2,254.0,416.0,40,True,50.0,,great_expectations,conda-forge/great-expectations,,12429057.0,https://pypi.org/project/great_expectations,2023-11-09 19:50:30.000,50.0,12411583.0,https://anaconda.org/conda-forge/great-expectations,2023-11-09 21:42:23.063,733927.0,2.0,,,,,,,,,,,,,,,,,,, +42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-11-16 10:39:02.000,2023-11-16 10:39:02,1096.0,15.0,1425,229.0,487.0,15.0,629.0,7425,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,193302.0,192910.0,PyMySQL,conda-forge/pymysql,,42724068.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,392.0,42692718.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1254007.0,2.0,,,,,,,,,,,,,,,,,,, +43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-11-15 21:08:56.000,2023-11-15 21:08:55,3253.0,17.0,628,82.0,1015.0,160.0,1036.0,6720,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,116634.0,106299.0,marshmallow,conda-forge/marshmallow,,30584015.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10335.0,30530644.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2188246.0,2.0,,,,,,,,,,,,,,,,,,, +44,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-10-17 22:41:31.000,2023-08-21 13:31:57,3338.0,2.0,1661,197.0,1573.0,440.0,1214.0,6442,2023-07-20 15:18:46.499,0.0.1,84.0,443.0,40,True,74755.0,70828.0,docker,conda-forge/docker-py,728.0,34727454.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3927.0,34632732.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3883386.0,2.0,,,,,,,,,,,,,,-2.0,,,,, +45,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-11-16 11:27:55.000,2023-11-16 11:27:55,1497.0,15.0,384,61.0,709.0,400.0,465.0,3484,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,40,True,361515.0,355084.0,joblib,conda-forge/joblib,,41245048.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6431.0,40666721.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23133110.0,2.0,,,,,,,,,,,,,,,,,,, +46,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-11-16 10:41:45.000,2023-11-15 17:05:22,4847.0,158.0,972,110.0,3751.0,1169.0,2960.0,3235,2023-10-19 22:47:25.000,2023.10.1,85.0,460.0,40,True,23905.0,21865.0,xarray,conda-forge/xarray,,3752129.0,https://pypi.org/project/xarray,2023-10-19 22:47:25.000,2040.0,3519030.0,https://anaconda.org/conda-forge/xarray,2023-10-20 01:16:07.998,9323980.0,2.0,,,,,,,,,,,,,,,,,,, +47,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-11-14 16:21:41.000,2023-10-22 20:53:42,936.0,10.0,566,226.0,248.0,87.0,257.0,9674,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,105262.0,103345.0,uvloop,conda-forge/uvloop,423.0,10898744.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1917.0,10880717.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,666876.0,1.0,,,,,,,,,,,,,,,,,,, +48,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-11-09 12:19:20.000,2023-09-24 00:00:44,3958.0,8.0,1854,316.0,768.0,778.0,781.0,8586,,,29.0,187.0,39,True,86112.0,86112.0,paramiko,conda-forge/paramiko,,46870115.0,https://pypi.org/project/paramiko,,,46769327.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,4031552.0,2.0,,,,,,,,,,,,,,-2.0,,,,, +49,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,6.0,667,135.0,673.0,97.0,399.0,8417,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,82287.0,77485.0,arrow,conda-forge/arrow,,20899408.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4802.0,20818497.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3317370.0,1.0,,,,,,,,,,,,,,,,,,, +50,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-11-07 04:20:20.000,2023-11-07 04:20:17,2175.0,9.0,1359,150.0,966.0,297.0,1194.0,5366,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,22669.0,21246.0,kafka-python,conda-forge/kafka-python,1834.0,7247661.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1423.0,7242221.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,423137.0,2.0,,,,,,,,,,,,,,,,,,, +51,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-11-13 23:30:27.000,2023-11-11 10:54:24,1375.0,24.0,365,65.0,545.0,119.0,542.0,4936,2023-04-16 10:50:23.776,23.1.0,27.0,148.0,39,True,897186.0,878920.0,attrs,conda-forge/attrs,,131261196.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18266.0,130847083.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,33129077.0,1.0,,,,,,,,,,,,,,,,,,, +52,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-11-16 12:51:26.000,2023-11-15 20:03:36,5469.0,70.0,1178,241.0,1428.0,9.0,,3951,2023-11-01 22:19:31.000,4.6.0,135.0,205.0,39,True,20134.0,,pymongo,conda-forge/pymongo,,23519264.0,https://pypi.org/project/pymongo,2023-11-01 22:09:27.000,20134.0,23485480.0,https://anaconda.org/conda-forge/pymongo,2023-11-02 02:45:48.721,1351390.0,2.0,,,,,,,,,,,,,,,,,,, +53,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-11-06 20:54:11.000,2023-11-06 20:54:11,1553.0,36.0,256,40.0,497.0,25.0,261.0,3252,2023-08-04 13:37:51.000,10.1.0,44.0,111.0,39,True,208713.0,199753.0,more-itertools,conda-forge/more-itertools,2805.0,60721553.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8960.0,60396771.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13314670.0,1.0,,,,,,,,,,,,,,,,,,, +54,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-11-14 16:51:42.838,2023-11-01 10:45:52,3078.0,20.0,491,72.0,295.0,19.0,1249.0,3075,2023-10-03 12:45:27.000,2.9.9,62.0,135.0,39,False,738315.0,676759.0,psycopg2,psycopg2,,15359827.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61536.0,15357251.0,https://anaconda.org/anaconda/psycopg2,2023-11-14 16:51:42.838,247297.0,2.0,,,,,,,,,,,,,,,20.0,,,, +55,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-11-14 16:25:37.000,2023-11-14 16:25:37,322.0,6.0,504,54.0,261.0,271.0,310.0,2310,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1074335.0,997415.0,pyyaml,conda-forge/pyyaml,,237397757.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,76920.0,236333132.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,40455761.0,1.0,,,,,,,,,,,,,,,,,,, +56,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-11-13 17:22:29.000,2023-11-13 16:35:34,1579.0,4.0,445,45.0,630.0,341.0,403.0,2157,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1245998.0,1241725.0,python-dateutil,conda-forge/python-dateutil,35050.0,228540754.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,4273.0,227972194.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,51140139.0,1.0,,,,,,,,,,,,,,,,,,, +57,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-14 03:29:16.000,2023-11-07 14:32:31,1172.0,8.0,260,25.0,174.0,31.0,288.0,1985,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,39,True,916589.0,884293.0,pyparsing,conda-forge/pyparsing,8631.0,97524843.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32296.0,95907457.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40431198.0,1.0,,,,,,,,,,,,,,,,,,, +58,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-11-15 10:38:39.000,2023-11-13 19:21:19,1996.0,32.0,194,26.0,602.0,93.0,197.0,583,2023-10-30 11:10:33.000,5.13.0,49.0,110.0,39,True,388445.0,373702.0,traitlets,conda-forge/traitlets,265.0,34957600.0,https://pypi.org/project/traitlets,2023-10-30 11:10:25.000,14743.0,34315284.0,https://anaconda.org/conda-forge/traitlets,2023-10-30 13:09:06.478,24407494.0,1.0,,,,,,,,,,,,,,,,,,, +59,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-11-13 02:10:00.000,2023-11-11 01:01:15,1802.0,7.0,1361,210.0,860.0,163.0,932.0,9219,2023-06-22 02:17:03.239,1.15.1,76.0,300.0,38,True,16801.0,15021.0,rq,conda-forge/rq,,1387307.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1780.0,1384566.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,98700.0,2.0,,,,,,,,,,,,,,,,,,, +60,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-11-14 12:01:09.748,2023-11-14 08:58:07,2721.0,16.0,730,148.0,735.0,589.0,553.0,8651,2023-11-14 08:57:52.000,3.0.41,125.0,221.0,38,True,1633.0,,prompt_toolkit,conda-forge/prompt-toolkit,,37859654.0,https://pypi.org/project/prompt_toolkit,2023-11-14 08:57:52.000,1633.0,37348608.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-11-14 12:01:09.748,19930823.0,2.0,,,,,,,,,,,,,,,,,,, +61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-11-15 02:43:09.000,2023-10-16 20:26:42,1711.0,33.0,3262,140.0,870.0,110.0,1166.0,6111,2023-09-18 17:33:52.000,28.1.0,90.0,187.0,38,True,1433.0,,kubernetes,conda-forge/kubernetes,,16744481.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1433.0,16733479.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,462091.0,2.0,,,,,,,,,,,,,,,,,,, +62,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-11-15 16:14:54.000,2023-10-28 23:24:31,2853.0,35.0,454,63.0,209.0,64.0,503.0,2521,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,82900.0,81254.0,pycryptodomex,conda-forge/pycryptodomex,203.0,35390725.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1646.0,35352368.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1534259.0,2.0,,,,,,,,,,,,,,,,,,, +63,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-10-05 14:56:48.000,2023-09-29 19:42:31,1627.0,12.0,464,96.0,305.0,183.0,324.0,2457,2020-01-21 16:37:03.000,4.8.0,19.0,108.0,38,True,343082.0,326872.0,pexpect,conda-forge/pexpect,4368.0,39666513.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16210.0,39484167.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16590250.0,1.0,,,,,,,,,,,,,,,,,,, +64,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-11-16 09:30:23.000,2023-11-08 15:24:41,1756.0,35.0,203,19.0,133.0,104.0,910.0,2213,2023-10-26 15:10:48.000,rel_1_12_1,121.0,177.0,38,True,200709.0,189156.0,alembic,conda-forge/alembic,,34778335.0,https://pypi.org/project/alembic,2023-10-26 15:10:40.000,11553.0,34675728.0,https://anaconda.org/conda-forge/alembic,2023-10-26 19:16:26.685,3899075.0,2.0,,,,,,,,,,,,,,,,,,, +65,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-11-15 14:34:33.000,2023-11-15 14:34:32,867.0,11.0,250,48.0,290.0,7.0,271.0,1793,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,112474.0,110166.0,msgpack,conda-forge/msgpack-python,1275.0,56260645.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,55870910.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,14419559.0,2.0,,,,,,,,,,,,,,,,,,, +66,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-10-25 14:31:04.225,2023-10-25 12:23:58,971.0,42.0,230,53.0,154.0,23.0,208.0,1543,2023-10-25 11:50:28.000,3.0.1,49.0,67.0,38,True,317415.0,306974.0,greenlet,conda-forge/greenlet,,86657403.0,https://pypi.org/project/greenlet,2023-10-25 11:50:28.000,10441.0,86451842.0,https://anaconda.org/conda-forge/greenlet,2023-10-25 14:31:04.225,8428020.0,2.0,,,,,,,,,,,,,,,,,,, +67,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-11-13 12:28:13.000,2023-11-13 12:28:13,4798.0,196.0,259,60.0,366.0,159.0,546.0,1235,2023-10-06 16:01:39.000,3.9.1,45.0,124.0,38,True,52591.0,49999.0,tables,conda-forge/pytables,180.0,919223.0,https://pypi.org/project/tables,2023-10-06 15:50:38.000,2592.0,752194.0,https://anaconda.org/conda-forge/pytables,2023-10-07 10:19:49.597,6681094.0,2.0,,,,,,,,,,,,,,,,,,, +68,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-11-16 12:40:29.000,2023-10-25 23:50:29,4088.0,8.0,2379,479.0,2282.0,121.0,879.0,16903,2023-10-05 11:21:35.000,3.4.0,80.0,607.0,37,True,2654.0,2239.0,luigi,luigi,,645528.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,413.0,645376.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14227.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +69,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-10-02 00:20:18.000,2023-09-23 23:05:56,1604.0,14.0,1980,465.0,551.0,469.0,1310.0,14310,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,155.0,21.0,fabric,conda-forge/fabric,,4928931.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,134.0,4926648.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,77632.0,3.0,,,,,,,,,,,,,,,,,,, +70,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-11-06 14:46:33.000,2023-08-29 10:07:13,6966.0,68.0,1225,342.0,243.0,39.0,445.0,13364,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,37,True,972.0,967.0,tink,,1097.0,205409.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,205010.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,385.0,,,,,,,,,,,,,, +71,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-11-16 07:31:55.000,2023-11-13 18:15:38,6858.0,49.0,1752,228.0,3070.0,723.0,2758.0,12215,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,10530.0,10215.0,pysimplegui,conda-forge/pysimplegui,,416117.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,413578.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,129519.0,2.0,,,,,,,,,,,,,,,,,,, +72,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-11-16 13:24:57.000,2023-11-16 12:26:11,2459.0,95.0,837,109.0,1489.0,358.0,1249.0,8988,2023-10-18 14:58:27.000,0.18.14,46.0,217.0,37,True,2053.0,1984.0,kedro,,,360386.0,https://pypi.org/project/kedro,2023-10-18 14:58:27.000,69.0,360386.0,,,,2.0,,,,,,,,,,,,,,,,,,, +73,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-11-16 09:08:51.000,2023-11-16 00:03:43,6466.0,124.0,1354,136.0,4073.0,491.0,4168.0,7789,2023-11-08 23:54:54.000,1.6.8,195.0,300.0,37,True,3691.0,3661.0,dbt,conda-forge/dbt,3072.0,104040.0,https://pypi.org/project/dbt,2023-11-03 19:44:10.000,30.0,100899.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,250358.0,2.0,,,,,,,,,,,,,,,,dbt,,, +74,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-11-15 22:02:55.000,2023-07-07 17:27:15,356.0,,374,35.0,228.0,40.0,227.0,6601,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,612682.0,603484.0,python-dotenv,conda-forge/python-dotenv,,34808767.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9198.0,34737378.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2855598.0,2.0,,,,,,,,,,,,,,,,,,, +75,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,456.0,6036,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,37,True,123949.0,115804.0,watchdog,conda-forge/watchdog,,13900017.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8145.0,13836417.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2607626.0,1.0,,,,,,,,,,,,,,,,,,, +76,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-11-08 13:31:39.000,2023-11-08 13:31:38,1183.0,10.0,585,136.0,323.0,32.0,221.0,4301,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,37,True,87709.0,86429.0,tablib,conda-forge/tablib,,1748632.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1747526.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,92966.0,1.0,,,,,,,,,,,,,,,,,,, +77,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-11-08 22:32:56.000,2023-10-04 06:58:22,4085.0,3.0,1225,139.0,1105.0,377.0,1323.0,4080,2023-03-03 10:28:06.959,0.27.0,72.0,387.0,37,True,25645.0,22049.0,mongoengine,conda-forge/mongoengine,,991303.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3596.0,985120.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,228802.0,2.0,,,,,,,,,,,,,,,,,,, +78,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-11-15 22:02:03.000,2023-11-15 22:01:59,2276.0,47.0,653,63.0,1429.0,32.0,981.0,3648,2023-11-13 19:02:13.000,3.4.2,143.0,138.0,37,True,1355.0,1293.0,awswrangler,conda-forge/awswrangler,214579.0,34167331.0,https://pypi.org/project/awswrangler,2023-11-13 17:56:17.000,62.0,34152546.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,437065.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +79,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-11-08 17:22:41.000,2023-11-08 17:22:41,1363.0,32.0,615,117.0,127.0,10.0,894.0,3365,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,72681.0,68708.0,xlsxwriter,conda-forge/xlsxwriter,,14985479.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3973.0,14913628.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3017743.0,3.0,,,,,,,,,,,,,,,,,,, +80,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-11-15 18:52:39.000,2023-11-15 18:52:38,2729.0,18.0,1193,200.0,1227.0,172.0,1800.0,3274,2023-05-05 16:39:25.000,4.2.0,42.0,228.0,37,True,4227.0,3963.0,netmiko,,,184304.0,https://pypi.org/project/netmiko,2022-08-09 21:27:01.488,264.0,184304.0,,,,3.0,,,,,,,,,,,,,,,,,,, +81,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-01 04:01:28.000,2023-11-01 04:01:28,505.0,50.0,571,125.0,222.0,57.0,965.0,2764,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,37,False,54020.0,51843.0,pyodbc,conda-forge/pyodbc,,24572688.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2177.0,24540417.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1194054.0,2.0,,,,,,,,,,,,,,,,,,, +82,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,26.0,143,42.0,113.0,21.0,151.0,1929,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,323407.0,321087.0,pyrsistent,conda-forge/pyrsistent,,41026913.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2320.0,40516751.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20406480.0,1.0,,,,,,,,,,,,,,,,,,, +83,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-11-14 23:15:52.000,2023-11-14 23:15:42,906.0,34.0,109,27.0,286.0,58.0,270.0,1430,2023-08-30 22:24:05.000,4.0.0,48.0,43.0,37,True,198245.0,197737.0,anyio,conda-forge/anyio,,48946595.0,https://pypi.org/project/anyio,2023-08-30 22:24:04.000,508.0,48677705.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,11293386.0,2.0,,,,,,,,,,,,,,,,,,, +84,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1169,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,317637.0,300334.0,future,conda-forge/future,,34173099.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17303.0,34029594.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12628465.0,1.0,,,,,,,,,,,,,,,,,,, +85,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2048847.0,1913103.0,six,conda-forge/six,,205350731.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135744.0,204798866.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,49667872.0,1.0,,,,,,,,,,,,,,,,,,, +86,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-11-16 11:55:56.000,2023-11-10 01:18:22,1716.0,34.0,258,51.0,1109.0,84.0,544.0,662,2023-10-30 19:50:13.000,3.13.0,150.0,137.0,37,True,24761.0,23625.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,35402486.0,https://pypi.org/project/google-cloud-bigquery,2023-10-30 19:50:13.000,1136.0,35333545.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-31 10:20:16.090,2757642.0,2.0,,,,,,,,,,,,,,,,,,, +87,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-11-13 18:49:58.000,2023-11-13 18:49:58,289.0,2.0,1407,376.0,165.0,144.0,175.0,25505,2022-12-12 20:38:05.885,0.5.0,10.0,61.0,36,True,28624.0,26759.0,fire,conda-forge/fire,,6955566.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1865.0,6945057.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,809269.0,2.0,,,,,,,,,,,,,,,,,,, +88,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-11-15 09:12:58.000,2023-11-08 16:04:47,331.0,85.0,519,148.0,282.0,201.0,153.0,11251,2023-10-29 09:58:26.000,0.0.11,11.0,71.0,36,True,8313.0,8145.0,sqlmodel,conda-forge/sqlmodel,,618019.0,https://pypi.org/project/sqlmodel,2023-10-29 09:58:26.000,168.0,617176.0,https://anaconda.org/conda-forge/sqlmodel,2023-10-29 11:37:02.744,22781.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,, +89,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-11-13 07:54:26.000,2023-10-22 22:51:27,393.0,4.0,965,213.0,183.0,156.0,293.0,11207,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,31305.0,29858.0,schedule,conda-forge/schedule,,1790526.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1447.0,1789165.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,46289.0,3.0,,,,,,,,,,,,,,,,,,, +90,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-11-16 13:29:31.000,2023-11-16 12:20:31,2682.0,119.0,625,115.0,2892.0,731.0,3162.0,9121,2023-11-15 19:54:54.000,0.23.1.post0,86.0,121.0,36,True,1226.0,1192.0,modin,conda-forge/modin-core,196732.0,994892.0,https://pypi.org/project/modin,2023-11-15 19:44:20.000,34.0,981867.0,https://anaconda.org/conda-forge/modin-core,2023-10-27 15:34:05.537,278672.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +91,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-11-12 17:23:57.000,2023-10-26 14:26:36,614.0,18.0,176,33.0,85.0,2.0,351.0,5057,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,36,True,65261.0,64120.0,orjson,conda-forge/orjson,,14503108.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1141.0,14479335.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,998475.0,2.0,,,,,,,,,,,,,,,,,,, +92,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-11-13 13:25:46.000,2023-11-13 11:54:53,1037.0,14.0,836,421.0,386.0,157.0,1155.0,3720,2023-11-13 12:01:30.000,8.11.0,37.0,132.0,36,True,10668.0,9684.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3065620.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,984.0,3065503.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8330.0,2.0,,,,,,,,,,,,,,,,,,, +93,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-11-14 13:21:13.000,2023-10-25 17:39:04,860.0,12.0,897,335.0,552.0,281.0,848.0,3463,2023-10-25 18:46:39.000,2.3.0,31.0,109.0,36,True,8160.0,7703.0,confluent-kafka,conda-forge/python-confluent-kafka,,10347447.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,457.0,10325916.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,796656.0,2.0,,,,,,,,,,,,,,,,,,, +94,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-11-16 11:45:44.000,2023-11-16 10:26:02,6798.0,854.0,454,80.0,5091.0,111.0,2257.0,3239,2023-10-02 17:04:07.000,7.0.0,63.0,215.0,36,True,763.0,710.0,ibis-framework,conda-forge/ibis-framework,105.0,115348.0,https://pypi.org/project/ibis-framework,2023-11-12 00:04:33.000,53.0,107696.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,313571.0,2.0,,,,,,,,,,,,,,,,,,, +95,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,311.0,3010,,,21.0,83.0,36,True,716275.0,699022.0,pycparser,conda-forge/pycparser,,121120315.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17253.0,120707010.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,35957604.0,2.0,,,,,,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-11-05 11:40:04.000,2023-11-05 11:40:02,2656.0,22.0,474,121.0,551.0,300.0,1498.0,2738,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30565.0,29924.0,xlwings,conda-forge/xlwings,19039.0,158068.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,641.0,141327.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,687457.0,2.0,,,,,,,,,,,,,,,,,,, +97,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-11-13 03:37:49.000,2023-11-13 03:37:13,999.0,6.0,172,23.0,153.0,169.0,327.0,2024,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,130742.0,126795.0,dill,conda-forge/dill,291243.0,40016459.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3947.0,39876601.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5635557.0,2.0,,,,,,,,,,,,,,,,,,, +98,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-11-14 14:00:05.348,2023-11-14 07:16:07,1076.0,62.0,204,25.0,163.0,67.0,203.0,1781,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,36,True,9376.0,8552.0,deepdiff,conda-forge/deepdiff,,10814442.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,824.0,10805413.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,370227.0,1.0,,,,,,,,,,,,,,,,,,, +99,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-11-16 11:09:14.000,2023-11-15 19:53:12,2169.0,115.0,447,17.0,1068.0,93.0,381.0,1167,2023-11-06 17:53:20.000,0.36,64.0,221.0,36,True,14003.0,13549.0,holidays,conda-forge/holidays,189.0,6472583.0,https://pypi.org/project/holidays,2023-11-06 18:02:34.000,454.0,6379397.0,https://anaconda.org/conda-forge/holidays,2023-11-07 00:23:17.831,3727432.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,, +100,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-11-16 04:21:50.000,2023-11-15 18:45:27,2239.0,58.0,284,19.0,814.0,201.0,398.0,687,,,64.0,208.0,36,True,73329.0,73329.0,fsspec,conda-forge/fsspec,,151903852.0,https://pypi.org/project/fsspec,,,151545764.0,https://anaconda.org/conda-forge/fsspec,2023-10-21 20:19:19.578,15039703.0,2.0,,,,,,,,,,,,,,-2.0,,,,, +101,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-10-31 19:16:17.000,2023-10-30 14:18:42,532.0,12.0,2030,377.0,459.0,343.0,185.0,31973,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1267.0,1230.0,diagrams,conda-forge/diagrams,,112144.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,37.0,108014.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,173485.0,2.0,,,,,,,,,,,,,,,,,,, +102,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-11-16 11:28:21.000,2023-11-16 04:03:09,15369.0,338.0,6741,730.0,5701.0,1673.0,3659.0,17474,2023-10-06 00:09:41.000,1.21.0,15.0,607.0,35,True,14.0,,micropython-_markupbase,,69046.0,920.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +103,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-10-06 16:46:25.000,2023-10-06 16:36:49,2431.0,3.0,1222,232.0,475.0,145.0,1005.0,7997,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11823.0,9867.0,supervisor,conda-forge/supervisor,,2075582.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,2067970.0,https://anaconda.org/conda-forge/supervisor,2023-09-25 11:56:54.509,281644.0,2.0,,,,,,,,,,,,,,,,,,, +104,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,164.0,110.0,260.0,186.0,7858,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,117381.0,104947.0,docopt,conda-forge/docopt,,10707563.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12434.0,10685725.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1987265.0,2.0,,,,,,,,,,,,,,,,,,, +105,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-11-16 11:28:56.000,2023-08-10 01:24:28,1462.0,,505,135.0,235.0,7.0,457.0,6740,2023-08-14 08:32:59.000,2.0.0,44.0,96.0,35,True,16132.0,13494.0,sh,conda-forge/sh,,5781912.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2638.0,5776848.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,187382.0,2.0,,,,,,,,,,,,,,,,,,, +106,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5266,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,65604.0,59976.0,xmltodict,conda-forge/xmltodict,,30266056.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5628.0,30225662.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3514331.0,2.0,,,,,,,,,,,,,,,,,,, +107,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4372,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,123122.0,119622.0,toolz,conda-forge/toolz,,19927052.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3500.0,19716164.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18769067.0,2.0,,,,,,,,,,,,,,,,,,, +108,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-11-01 17:17:13.000,2023-11-01 17:17:12,898.0,10.0,368,88.0,269.0,26.0,316.0,4159,2023-06-11 08:50:12.594,5.8.0,36.0,86.0,35,True,4462.0,,ujson,conda-forge/ujson,,9026047.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4462.0,8917877.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4434980.0,2.0,,,,,,,,,,,,,,,,,,, +109,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-11-14 11:22:46.194,2023-11-14 05:30:19,1612.0,21.0,454,88.0,111.0,9.0,165.0,3331,2023-11-14 05:49:11.000,8.13.25,234.0,29.0,35,True,1443.0,,phonenumbers,conda-forge/phonenumbers,,4994510.0,https://pypi.org/project/phonenumbers,2023-11-14 05:49:11.000,1443.0,4966324.0,https://anaconda.org/conda-forge/phonenumbers,2023-11-14 11:22:46.194,845605.0,1.0,,,,,,,,,,,,,,7.0,,,,, +110,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3087,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,140469.0,138246.0,sortedcontainers,conda-forge/sortedcontainers,,30171074.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2223.0,30040354.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11503442.0,1.0,,,,,,,,,,,,,,,,,,, +111,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,4.0,238,51.0,266.0,13.0,332.0,3049,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,35,True,15412.0,14274.0,cerberus,conda-forge/cerberus,,5953106.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1138.0,5937589.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,356910.0,2.0,,,,,,,,,,,,,,,,,,, +112,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-11-16 07:44:09.000,2023-11-15 07:59:21,1499.0,3.0,443,133.0,559.0,301.0,373.0,2372,2023-03-23 14:03:04.308,1.1.8,29.0,131.0,35,True,26105.0,24835.0,dateparser,conda-forge/dateparser,,4046223.0,https://pypi.org/project/dateparser,2023-03-23 14:03:04.308,1270.0,4043968.0,https://anaconda.org/conda-forge/dateparser,2023-06-16 13:25:35.305,184948.0,2.0,,,,,,,,,,,,,,,,,,, +113,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-11-15 10:51:11.000,2023-11-15 10:51:10,1076.0,6.0,439,55.0,293.0,11.0,318.0,2336,2023-06-22 06:12:29.713,2.2.0,36.0,84.0,35,True,151065.0,143831.0,mysqlclient,conda-forge/mysqlclient,5273.0,5151747.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7234.0,5143948.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,309549.0,2.0,,,,,,,,,,,,,,,,,,, +114,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-11-12 09:44:16.000,2023-10-28 16:38:51,9941.0,71.0,931,85.0,1773.0,74.0,124.0,1966,2023-08-10 08:07:04.000,3.8.0,71.0,474.0,35,True,861.0,,apache-libcloud,,,209042.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,209042.0,,,,2.0,,,,,,,,,,,,,,,,,,, +115,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,22.0,218,43.0,69.0,50.0,142.0,1909,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11872.0,,wrapt,conda-forge/wrapt,,89653219.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11872.0,89292401.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13350288.0,2.0,,,,,,,,,,,,,,,,,,, +116,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-10-06 12:48:17.070,2023-10-05 19:56:36,652.0,2.0,331,66.0,123.0,20.0,176.0,1599,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,135968.0,115012.0,simplejson,conda-forge/simplejson,6373.0,20388785.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20956.0,20317144.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3006069.0,2.0,,,,,,,,,,,,,,,,,,, +117,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-11-15 22:18:51.000,2023-10-17 08:43:56,436.0,12.0,160,29.0,282.0,83.0,166.0,1473,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2936.0,,cloudpickle,conda-forge/cloudpickle,27.0,34430657.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2936.0,34048937.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15268809.0,2.0,,,,,,,,,,,,,,,,,,, +118,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-11-16 03:00:38.000,2023-11-16 03:00:38,752.0,17.0,115,35.0,211.0,54.0,194.0,1295,2023-11-12 21:29:27.000,3.1.6,122.0,69.0,35,True,49717.0,47517.0,argcomplete,conda-forge/argcomplete,316.0,22742136.0,https://pypi.org/project/argcomplete,2023-11-12 21:29:27.000,2200.0,22706681.0,https://anaconda.org/conda-forge/argcomplete,2023-11-13 02:41:32.366,1418105.0,2.0,,,,,,,,,,,,,,,,,,, +119,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,312,31.0,327.0,190.0,237.0,1156,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,35,True,28130.0,25983.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,5196103.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2147.0,5189908.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,532817.0,2.0,,,,,,,,,,,,,,,,,,, +120,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-11-14 01:14:23.910,2023-11-12 22:34:37,2052.0,20.0,148,18.0,162.0,60.0,444.0,1125,2023-11-12 22:31:41.000,24.3.0,192.0,115.0,35,True,4206.0,,keyring,conda-forge/keyring,,41384556.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4206.0,41286001.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,3942227.0,3.0,,,,,,,,,,,,,,,,,,, +121,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,148.0,270.0,1113,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,32465.0,31763.0,py4j,conda-forge/py4j,,34250768.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,702.0,34196843.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4691516.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,, +122,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-11-14 08:53:05.000,2023-11-14 08:53:03,280.0,18.0,88,14.0,180.0,11.0,91.0,599,2023-10-30 18:28:40.000,3.13.1,38.0,41.0,35,True,350646.0,350646.0,filelock,conda-forge/filelock,,107764911.0,https://pypi.org/project/filelock,,,107384450.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,15979367.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,, +123,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-11-14 10:56:38.255,2023-11-14 07:44:34,338.0,50.0,49,15.0,58.0,6.0,37.0,344,2023-11-13 21:53:02.000,0.2.10,22.0,18.0,35,True,481813.0,468284.0,wcwidth,conda-forge/wcwidth,,53065768.0,https://pypi.org/project/wcwidth,2023-11-13 21:53:02.000,13529.0,52528743.0,https://anaconda.org/conda-forge/wcwidth,2023-11-14 10:56:38.255,22018033.0,2.0,,,,,,,,,,,,,,,,,,, +124,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-11-16 07:24:27.000,2023-11-15 21:07:59,8480.0,413.0,539,82.0,2215.0,53.0,388.0,7126,2023-11-15 20:29:52.000,3.8.6,154.0,120.0,34,True,2541.0,2487.0,hub,,,3125.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,3125.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +125,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-11-02 16:32:17.000,2023-11-02 16:32:11,1532.0,13.0,348,143.0,198.0,66.0,104.0,6288,2023-11-01 07:04:40.000,23.1.1,53.0,86.0,34,True,6066.0,5635.0,boltons,conda-forge/boltons,25.0,3015540.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,431.0,2974384.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3704090.0,2.0,,,,,,,,,,,,,,,,,,, +126,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-11-02 01:23:27.000,2023-10-24 11:53:47,826.0,4.0,362,69.0,268.0,230.0,292.0,5793,2020-07-24 18:17:05.000,2.1.2,54.0,95.0,34,True,24634.0,23389.0,pendulum,conda-forge/pendulum,255.0,15954334.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1245.0,15932498.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,873373.0,3.0,,,,,,,,,,,,,,,,,,, +127,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-11-16 05:03:24.000,2023-11-07 18:51:15,1908.0,55.0,597,129.0,332.0,35.0,855.0,5630,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1842.0,1472.0,csvkit,conda-forge/csvkit,,196317.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,192923.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,101848.0,2.0,,,,,,,,,,,,,,,,,,, +128,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-11-14 12:53:27.000,2023-11-14 12:53:27,481.0,10.0,247,48.0,194.0,91.0,148.0,5429,2023-08-14 13:22:49.000,8.2.3,53.0,85.0,34,True,1596.0,,tenacity,conda-forge/tenacity,,38129115.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1596.0,37975488.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5684222.0,2.0,,,,,,,,,,,,,,,,,,, +129,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-11-15 15:13:55.000,2023-11-15 15:13:53,549.0,17.0,786,69.0,413.0,96.0,418.0,3601,2023-10-30 17:16:08.000,0.18.0,48.0,140.0,34,True,828.0,,prometheus_client,conda-forge/prometheus_client,,25670699.0,https://pypi.org/project/prometheus_client,2023-10-30 17:15:31.000,828.0,25322237.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-14 11:46:13.075,14635434.0,2.0,,,,,,,,,,,,,,,,,,, +130,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233,87.0,78.0,313.0,332.0,3346,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4085.0,3721.0,pony,conda-forge/pony,75.0,126051.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,364.0,123347.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97344.0,2.0,,,,,,,,,,,,,,,,,,, +131,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-11-15 16:45:44.000,2023-11-15 16:45:43,724.0,18.0,276,33.0,502.0,107.0,368.0,3296,2023-10-31 18:44:59.000,3.2.4,64.0,116.0,34,True,7430.0,7430.0,dynaconf,conda-forge/dynaconf,,2166236.0,https://pypi.org/project/dynaconf,,,2164570.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,61651.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +132,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,1.0,232,45.0,142.0,110.0,139.0,3289,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,34,True,816866.0,795287.0,colorama,conda-forge/colorama,,122852253.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21579.0,122554636.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27083237.0,2.0,,,,,,,,,,,,,,,,,,, +133,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-11-16 10:15:35.000,2023-11-01 21:12:44,1273.0,11.0,185,51.0,318.0,127.0,223.0,2692,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,5760.0,5288.0,plumbum,conda-forge/plumbum,,2709542.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,472.0,2697605.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,990833.0,3.0,,,,,,,,,,,,,,,,,,, +134,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-10-31 09:22:44.000,2023-10-24 08:59:39,1426.0,47.0,199,47.0,1191.0,65.0,561.0,2556,2023-10-23 08:57:14.000,0.39.1,730.0,69.0,34,True,3253.0,3224.0,docarray,conda-forge/docarray,,105993.0,https://pypi.org/project/docarray,2023-10-24 09:20:40.000,29.0,100397.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,123114.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,, +135,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,5.0,299,45.0,111.0,14.0,188.0,2431,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,52578.0,49274.0,python-magic,conda-forge/python-magic,,6214676.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3304.0,6208301.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,235907.0,2.0,,,,,,,,,,,,,,,,,,, +136,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-11-15 13:28:47.872,2023-11-14 21:41:14,1758.0,20.0,210,91.0,236.0,,,2238,2023-11-14 21:54:12.000,3.3.2,47.0,46.0,34,True,75743.0,74556.0,motor,conda-forge/motor,,1289660.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1187.0,1287973.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,62444.0,2.0,,,,,,,,,,,,,,,,,,, +137,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-11-06 11:50:25.000,2023-09-26 12:30:29,817.0,25.0,200,63.0,98.0,64.0,292.0,2046,2023-09-26 08:55:29.000,2.8.7,51.0,70.0,34,True,3185.0,,numexpr,conda-forge/numexpr,500.0,5501684.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3185.0,5320705.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7419932.0,2.0,,,,,,,,,,,,,,,,,,, +138,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,49.0,149.0,56.0,85.0,1993,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39390.0,5.0,chardet,conda-forge/chardet,,57309391.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39382.0,56727356.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22114474.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,76.0,,,,,,,,,,,,,, +139,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-11-15 21:02:29.000,2023-11-13 20:12:14,6035.0,11.0,553,78.0,1109.0,15.0,,1353,2023-06-06 15:21:12.274,3.28.0,75.0,196.0,34,True,6427.0,5725.0,cassandra-driver,conda-forge/cassandra-driver,,1658779.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,702.0,1653950.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,188336.0,2.0,,,,,,,,,,,,,,,,,,, +140,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-11-14 14:56:43.000,2023-11-13 15:25:20,1839.0,22.0,225,45.0,859.0,278.0,376.0,1247,2023-08-18 14:29:58.000,2.16.1,73.0,94.0,34,True,3366.0,2920.0,zarr,conda-forge/zarr,,492616.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,446.0,423092.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2780965.0,2.0,,,,,,,,,,,,,,,,,,, +141,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-11-15 07:40:03.000,2023-11-12 22:19:21,1382.0,8.0,160,34.0,166.0,69.0,235.0,1167,2023-08-13 18:56:24.000,3.0.2,40.0,72.0,34,True,2425.0,,jsonpickle,conda-forge/jsonpickle,,10187259.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2425.0,10136378.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1577312.0,3.0,,,,,,,,,,,,,,,,,,, +142,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-11-16 12:19:27.000,2023-11-16 02:45:32,521.0,22.0,82,23.0,278.0,29.0,75.0,1152,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,34,True,19053.0,18793.0,cleo,conda-forge/cleo,,22740374.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,260.0,22723818.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,612599.0,2.0,,,,,,,,,,,,,python-poetry/cleo,,,,,, +143,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-11-16 06:34:45.000,2023-11-16 06:34:42,514.0,64.0,123,23.0,67.0,20.0,160.0,853,2023-10-26 21:28:54.000,2.12.0,34.0,29.0,34,True,18106.0,17773.0,anytree,conda-forge/anytree,,953218.0,https://pypi.org/project/anytree,2023-10-26 21:28:54.000,333.0,952385.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,35830.0,2.0,,,,,,,,,,,,,,,,,,, +144,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-11-15 18:51:19.000,2023-11-15 18:51:19,1016.0,19.0,250,18.0,389.0,123.0,307.0,753,2023-10-21 17:55:06.000,2023.10.0,63.0,129.0,34,True,16119.0,15412.0,s3fs,conda-forge/s3fs,,140790907.0,https://pypi.org/project/s3fs,2023-10-21 17:55:06.000,707.0,140627147.0,https://anaconda.org/conda-forge/s3fs,2023-10-21 20:45:12.148,6386653.0,2.0,,,,,,,,,,,,,,,,,,, +145,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-11-10 08:23:02.000,2023-11-10 08:23:00,1121.0,10.0,289,32.0,804.0,13.0,514.0,703,2023-11-10 08:24:20.000,7.2.0,107.0,119.0,34,True,6207.0,5744.0,minio,conda-forge/minio,,1843732.0,https://pypi.org/project/minio,2023-11-10 08:22:48.000,463.0,1839866.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,150776.0,2.0,,,,,,,,,,,,,,,,,,, +146,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-11-01 16:03:03.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,115.0,22.0,103.0,455,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,34,True,367226.0,360087.0,rsa,conda-forge/rsa,,133334747.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7139.0,133186335.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13060271.0,3.0,,,,,,,,,,,,,,,,,,, +147,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-11-03 12:32:10.000,2023-11-03 12:31:26,810.0,14.0,131,23.0,94.0,53.0,139.0,301,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,34,True,112072.0,104994.0,asn1crypto,conda-forge/asn1crypto,,58758518.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7078.0,58650477.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8319166.0,3.0,,,,,,,,,,,,,,,,,,, +148,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,6.0,78,15.0,35.0,35.0,47.0,289,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,34,True,1811194.0,1727840.0,pytz,conda-forge/pytz,,153227192.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83354.0,151910591.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,47397665.0,3.0,,,,,,,,,,,,,,,,,,, +149,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-11-16 03:07:09.000,2023-10-20 17:10:23,565.0,6.0,125,17.0,224.0,46.0,35.0,183,2023-09-26 21:26:08.000,0.7.0,35.0,37.0,34,True,259698.0,255338.0,s3transfer,conda-forge/s3transfer,,285838152.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4360.0,285371317.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,17272926.0,2.0,,,,,,,,,,,,,,,,,,, +150,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-22 22:23:29.297,2023-10-22 17:41:43,315.0,15.0,58,7.0,75.0,1.0,81.0,177,2023-06-21 14:09:09.912,4.3.1,47.0,30.0,34,True,138356.0,134547.0,tzlocal,conda-forge/tzlocal,,44786457.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3809.0,44694677.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2478067.0,3.0,,,,,,,,,,,,,,,,,,, +151,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-11-13 19:32:34.000,2023-11-04 01:48:01,477.0,6.0,495,69.0,288.0,208.0,167.0,12479,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2354.0,21.0,typer,conda-forge/typer,,13253467.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,13210556.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1845188.0,3.0,,,,,,,,,,,,,,,,,,, +152,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-11-08 18:20:15.000,2023-07-24 18:53:19,697.0,,512,106.0,158.0,13.0,291.0,6222,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12850.0,11946.0,tinydb,conda-forge/tinydb,,513157.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,904.0,509127.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,358724.0,2.0,,,,,,,,,,,,,,,,,,, +153,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-11-15 03:03:54.000,2023-11-05 03:35:54,1190.0,7.0,335,41.0,485.0,486.0,505.0,3932,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6692.0,6599.0,tortoise-orm,conda-forge/tortoise-orm,13.0,122314.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,121761.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16064.0,3.0,,,,,,,,,,,,,,,,,,, +154,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,4.0,253,51.0,200.0,125.0,196.0,3578,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,20996.0,20876.0,databases,conda-forge/databases,,333158.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,329805.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,191151.0,3.0,,,,,,,,,,,,,,,,,,, +155,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-10-27 08:57:15.000,2023-10-27 08:54:47,1133.0,33.0,243,64.0,88.0,23.0,273.0,3424,2023-10-25 15:29:54.000,1.15.0,24.0,44.0,33,True,1055.0,936.0,asciimatics,conda-forge/asciimatics,,97576.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,119.0,93696.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,143575.0,3.0,,,,,,,,,,,,,,,,,,, +156,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-11-16 13:30:32.000,2023-11-14 19:51:06,6030.0,193.0,338,40.0,1820.0,39.0,201.0,3249,2023-11-14 20:49:07.000,0.47.0,115.0,80.0,33,True,225.0,223.0,zenml,,1.0,12323.0,https://pypi.org/project/zenml,2023-11-14 20:49:07.000,2.0,12323.0,,,,2.0,,,,,,,,,,,,,,,,,,, +157,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-11-04 21:19:40.000,2023-09-07 02:59:25,1023.0,11.0,365,49.0,380.0,82.0,310.0,2981,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,17306887.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,17251699.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2207556.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,,, +158,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,140.0,453.0,143.0,401.0,2741,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,22208.0,21357.0,pandas-datareader,conda-forge/pandas-datareader,,403840.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,851.0,399598.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,335182.0,2.0,,,,,,,,,,,,,,3.0,,,,, +159,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2413,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,119002.0,116927.0,aiofiles,conda-forge/aiofiles,,11185032.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2075.0,11160291.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,915428.0,2.0,,,,,,,,,,,,,,,,,,, +160,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-11-13 06:37:07.000,2023-10-16 15:26:04,1031.0,11.0,260,35.0,365.0,151.0,253.0,2196,2022-03-15 11:22:57.000,0.48.9,213.0,98.0,33,True,15444.0,15347.0,pypika,conda-forge/pypika,,2313549.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,97.0,2313339.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,5256.0,3.0,,,,,,,,,,,,,,,,,,, +161,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,86.0,1966,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7026.0,,jmespath,conda-forge/jmespath,,130048025.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7026.0,129853128.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17151017.0,3.0,,,,,,,,,,,,,,,,,,, +162,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-11-01 12:10:42.000,2023-10-30 00:20:45,288.0,19.0,147,27.0,58.0,6.0,228.0,1826,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3499.0,,cachetools,conda-forge/cachetools,,107551194.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3499.0,107305740.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10309084.0,1.0,,,,,,,,,,,,,,,,,,, +163,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-11-16 12:57:59.000,2023-11-14 21:11:14,467.0,3.0,208,38.0,245.0,42.0,207.0,1785,2023-11-12 17:04:42.000,0.14.0,46.0,93.0,33,True,15763.0,14395.0,voluptuous,conda-forge/voluptuous,,2937598.0,https://pypi.org/project/voluptuous,2022-04-07 16:00:25.000,1368.0,2928360.0,https://anaconda.org/conda-forge/voluptuous,2023-11-12 22:09:16.001,332590.0,2.0,,,,,,,,,,,,,,,,,,, +164,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-11-14 11:42:14.000,2023-11-14 11:42:13,699.0,19.0,125,22.0,276.0,41.0,128.0,1040,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10512.0,,pluggy,conda-forge/pluggy,,103832883.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10512.0,103199523.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23434334.0,2.0,,,,,,,,,,,,,,,,,,, +165,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-11-07 16:05:40.000,2023-11-07 16:05:40,346.0,18.0,141,14.0,160.0,18.0,138.0,845,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,33,True,92849.0,91056.0,validators,conda-forge/validators,11.0,6472593.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1793.0,6459212.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,535210.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,, +166,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-11-09 13:30:06.000,2023-11-09 13:30:05,1492.0,24.0,204,98.0,738.0,4.0,229.0,840,2023-11-03 13:41:42.000,5.14.1,129.0,41.0,33,True,7683.0,7457.0,neo4j-driver,conda-forge/neo4j-python-driver,,138726.0,https://pypi.org/project/neo4j-driver,2023-11-03 13:38:58.000,226.0,133942.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-11-03 17:41:04.235,196168.0,3.0,,,,,,,,,,,,,,,,,,, +167,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,6.0,101,24.0,56.0,13.0,93.0,789,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,520627.0,496236.0,decorator,conda-forge/decorator,,58590047.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24391.0,58307330.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,24879167.0,2.0,,,,,,,,,,,,,,,,,,, +168,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-09-13 14:37:03.070,2020-03-21 18:06:04,970.0,,98,33.0,104.0,58.0,67.0,235,2023-04-20 00:55:08.738,0.5.0,38.0,16.0,33,False,443352.0,428272.0,pyasn1,conda-forge/pyasn1,,141838823.0,https://pypi.org/project/pyasn1,2023-04-20 00:55:08.738,15080.0,135081882.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13513883.0,3.0,,,,,,,,,,,,,,,,,,, +169,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-11-16 09:58:29.000,2023-11-02 00:31:19,2775.0,9.0,606,148.0,487.0,240.0,997.0,11392,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,32,True,2420.0,2373.0,dearpygui,,,52815.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,52815.0,,,,2.0,,,,,,,,,,,,,,,,,,, +170,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-10-24 16:00:35.000,2023-09-20 06:18:21,1023.0,25.0,512,91.0,185.0,14.0,429.0,5110,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3496.0,3228.0,transitions,conda-forge/transitions,,499360.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,488553.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,572818.0,1.0,,,,,,,,,,,,,,,,,,, +171,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4661,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3976.0,3396.0,dataset,conda-forge/dataset,,197317.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,197083.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7495.0,3.0,,,,,,,,,,,,,,,,,,, +172,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-11-15 02:04:09.000,2022-12-19 03:14:24,1998.0,,254,47.0,199.0,176.0,357.0,3309,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2709.0,2607.0,dependency-injector,conda-forge/dependency_injector,,1194920.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1193603.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,34262.0,2.0,,,,,,,,,,,,,,,,,,, +173,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,486.0,3304,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,334.0,320.0,koalas,conda-forge/koalas,1019.0,1444043.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1438084.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,320846.0,2.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +174,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,196.0,944.0,264.0,501.0,3171,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9978.0,9160.0,blaze,conda-forge/blaze,,10747.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8051.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202240.0,2.0,,,,,,,,,,,,,,,,,,, +175,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-11-15 15:20:17.000,2023-11-15 15:20:16,1717.0,49.0,99,42.0,1313.0,66.0,353.0,2974,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,32,True,518.0,459.0,returns,conda-forge/returns,,164588.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,164331.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7712.0,2.0,,,,,,,,,,,,,,,,,,, +176,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-11-12 20:22:43.000,2023-11-08 17:58:33,408.0,8.0,198,58.0,154.0,95.0,73.0,2796,2021-12-01 20:51:57.000,0.7.5,25.0,65.0,32,True,8474.0,7550.0,schema,conda-forge/schema,,7594165.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,924.0,7591655.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,130554.0,2.0,,,,,,,,,,,,,,,,,,, +177,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-11-15 16:49:59.000,2023-11-11 20:41:25,614.0,33.0,229,17.0,594.0,277.0,419.0,2671,2023-09-30 04:00:26.000,0.17.2,77.0,107.0,32,True,1210.0,1127.0,pandera,conda-forge/pandera-core,,1283177.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1282360.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,30231.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +178,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-11-08 18:48:21.000,2023-04-17 23:37:12,196.0,,185,28.0,76.0,8.0,84.0,2579,2023-03-01 19:38:11.000,3.8,8.0,35.0,32,True,114430.0,114430.0,python-decouple,conda-forge/python-decouple,12.0,1784599.0,https://pypi.org/project/python-decouple,,,1783614.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,72958.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +179,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,13.0,276,49.0,73.0,50.0,113.0,2179,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,1051.0,987.0,datasketch,,19.0,1624822.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1624822.0,,,,2.0,,,,,,,,,,,,,,,,,,, +180,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2103,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,206837.0,198310.0,xlrd,conda-forge/xlrd,,19656758.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8527.0,19611857.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3592136.0,2.0,,,,,,,,,,,,,,,,,,, +181,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,,264,26.0,116.0,10.0,147.0,1744,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,32,True,63900.0,62403.0,emoji,conda-forge/emoji,,2587833.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1497.0,2586214.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,63153.0,2.0,,,,,,,,,,,,,,,,,,, +182,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-11-15 22:08:09.000,2023-11-15 22:08:09,1055.0,6.0,90,17.0,578.0,92.0,443.0,1639,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,20600.0,20229.0,omegaconf,conda-forge/omegaconf,,5419893.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,5393377.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1219752.0,2.0,,,,,,,,,,,,,,,,,,, +183,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-10-04 02:34:11.000,2023-10-04 02:34:11,683.0,2.0,223,60.0,399.0,133.0,610.0,1463,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5995.0,,typing,conda-forge/typing,,8428506.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5995.0,8396620.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2933552.0,2.0,,,,,,,,,,,,,,9.0,,,,, +184,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,5.0,214,48.0,179.0,56.0,336.0,1454,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2275.0,2178.0,pygsheets,,,1598831.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,97.0,1598831.0,,,,3.0,,,,,,,,,,,,,,,,,,, +185,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-11-16 12:06:40.000,2023-11-15 13:12:13,1334.0,86.0,141,21.0,856.0,49.0,360.0,1333,2023-10-30 09:45:42.000,9.0.1,37.0,69.0,32,True,706.0,706.0,copier,,,157788.0,https://pypi.org/project/copier,,,157788.0,,,,3.0,,,,,,,,,,,,,,,,,,, +186,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,28.0,95.0,61.0,141.0,1138,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6504.0,6183.0,sshtunnel,conda-forge/sshtunnel,,6458060.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,321.0,6456563.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,128785.0,3.0,,,,,,,,,,,,,,,,,,, +187,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-11-16 04:05:03.000,2023-11-16 04:04:55,543.0,32.0,144,27.0,543.0,5.0,118.0,1060,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,8095.0,,bcrypt,conda-forge/bcrypt,,41417500.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8095.0,41307580.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4286882.0,3.0,,,,,,,,,,,,,,,,,,, +188,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,956,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,45654.0,43989.0,Bottleneck,conda-forge/bottleneck,,679206.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1665.0,576400.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3803827.0,2.0,,,,,,,,,,,,,,,,,,, +189,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,608.0,864,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,32,True,8134.0,7810.0,cx-Oracle,conda-forge/cx_oracle,,3033858.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,3021319.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,501573.0,3.0,,,,,,,,,,,,,,,,,,, +190,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-11-15 18:36:38.000,2023-11-10 00:38:59,372.0,10.0,119,59.0,370.0,55.0,288.0,396,2023-05-10 16:05:56.572,0.19.2,43.0,46.0,32,True,8719.0,8386.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7549401.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,333.0,7499054.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1862694.0,3.0,,,,,,,,,,,,,,,,,,, +191,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-11-12 18:19:54.000,2023-11-08 17:30:56,868.0,49.0,63,18.0,466.0,139.0,283.0,361,2023-11-08 17:32:32.000,2.0.1,87.0,35.0,32,True,8894.0,8741.0,param,conda-forge/param,,699554.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,153.0,661050.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1424678.0,2.0,,,,,,,,,,,,,,,,,,, +192,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,130.0,189.0,175.0,343.0,5892,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6462.0,6376.0,eel,,,68965.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,68965.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,,, +193,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-11-15 14:50:51.000,2023-11-15 14:50:23,984.0,4.0,380,85.0,175.0,1.0,602.0,4687,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1475.0,1299.0,huey,conda-forge/huey,,98865.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,176.0,98373.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,32972.0,2.0,,,,,,,,,,,,,,,,,,, +194,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-11-16 00:19:10.000,2023-11-14 06:30:03,7622.0,530.0,650,85.0,1289.0,115.0,657.0,3821,2023-11-03 04:09:37.000,0.4.0,64.0,253.0,31,True,38.0,2.0,toga,,2059.0,3614.0,https://pypi.org/project/toga,2023-11-03 04:09:37.000,34.0,3421.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,35.0,,,,,,,,,,,,,, +195,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-09-12 20:53:04.000,2023-04-22 06:02:17,441.0,,287,23.0,112.0,15.0,125.0,3434,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,22948.0,22534.0,gdown,conda-forge/gdown,,1585091.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,414.0,1580343.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,237448.0,2.0,,,,,,,,,,,,,,,,,,, +196,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2610,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1482.0,1368.0,mrjob,conda-forge/mrjob,,96269.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,90237.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,518770.0,2.0,,,,,,,,,,,,,,,,,,, +197,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-11-15 20:28:32.000,2023-11-14 22:51:50,791.0,58.0,107,32.0,1025.0,21.0,385.0,2394,2023-11-14 22:38:49.000,1.3.14,300.0,23.0,31,True,211.0,206.0,whylogs,,43.0,91476.0,https://pypi.org/project/whylogs,2023-11-14 22:39:29.000,5.0,91474.0,,,,2.0,,,,,,,,,,,,,,,,,,, +198,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-11-04 04:17:28.000,2023-09-30 03:45:06,826.0,5.0,424,40.0,628.0,259.0,365.0,2308,2023-04-26 00:04:01.470,5.5.0,89.0,106.0,31,True,1726.0,1565.0,pynamodb,conda-forge/pynamodb,,1429625.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1422230.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,377176.0,3.0,,,,,,,,,,,,,,,,,,, +199,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,273.0,1905,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,False,614.0,,fs,conda-forge/fs,,2065241.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,614.0,2055946.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,687849.0,3.0,,,,,,,,,,,,,,,,,,, +200,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-11-10 17:50:51.000,2023-11-10 17:50:51,1012.0,11.0,58,22.0,104.0,115.0,74.0,1748,2023-11-08 00:44:20.000,23.4.0,25.0,21.0,31,True,1373.0,1253.0,glom,conda-forge/glom,,1354997.0,https://pypi.org/project/glom,2023-11-08 00:44:20.000,120.0,1354284.0,https://anaconda.org/conda-forge/glom,2023-11-08 03:22:33.044,27839.0,2.0,,,,,,,,,,,,,,,,,,, +201,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-11-15 22:16:01.000,2023-11-15 21:52:43,1444.0,85.0,250,42.0,633.0,131.0,864.0,1693,2023-11-07 17:21:14.000,1.6.0,115.0,45.0,31,False,311.0,293.0,sdv,conda-forge/sdv,,58500.0,https://pypi.org/project/sdv,2023-11-15 21:52:37.000,18.0,57857.0,https://anaconda.org/conda-forge/sdv,2023-11-08 00:56:05.769,14798.0,2.0,,,,,,,,,,,,,,,,,,, +202,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,100.0,402.0,167.0,379.0,1671,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,8980.0,7720.0,influxdb,conda-forge/influxdb,,1660830.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1657756.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,132202.0,3.0,,,,,,,,,,,,,,,,,,, +203,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-08-17 03:29:24.743,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1666,2023-08-16 18:04:48.000,4.8.0,47.0,64.0,31,False,2045.0,,humanize,conda-forge/humanize,,5430848.0,https://pypi.org/project/humanize,2023-08-16 18:04:48.000,2045.0,5418947.0,https://anaconda.org/conda-forge/humanize,2023-08-17 03:29:24.743,487944.0,2.0,,,,,,,,,,,,,,,,,,, +204,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-11-13 10:34:59.000,2023-10-16 00:08:39,536.0,13.0,74,19.0,212.0,34.0,94.0,1263,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,31,True,10742.0,10372.0,questionary,conda-forge/questionary,,1320107.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1318358.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,61236.0,3.0,,,,,,,,,,,,,,,,,,, +205,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,2.0,190,49.0,202.0,85.0,371.0,1167,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,31,True,3588.0,3502.0,petl,conda-forge/petl,,1303032.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1297784.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,215175.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +206,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,1002,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,276758.0,261607.0,appdirs,conda-forge/appdirs,,19270818.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15151.0,19163785.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9847097.0,3.0,,,,,,,,,,,,,,,,,,, +207,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-10-08 20:49:23.000,2023-10-08 20:49:22,962.0,16.0,100,22.0,93.0,26.0,83.0,877,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,31,True,1019.0,,inflect,conda-forge/inflect,,5117992.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1019.0,5109385.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,352896.0,2.0,,,,,,,,,,,,,,5.0,,,,, +208,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,11.0,32,11.0,77.0,3.0,26.0,395,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,36383.0,36086.0,srsly,conda-forge/srsly,,5430075.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5396663.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1369920.0,3.0,,,,,,,,,,,,,,,,,,, +209,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-11-10 23:47:23.000,2023-09-28 23:25:31,1160.0,4.0,84,17.0,760.0,22.0,121.0,358,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3302.0,,multidict,conda-forge/multidict,4480.0,77774146.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3302.0,77472361.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11164206.0,2.0,,,,,,,,,,,,,,,,,,, +210,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-11-15 07:32:58.000,2023-11-15 07:32:20,775.0,10.0,46,43.0,675.0,46.0,176.0,57,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3207.0,3195.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,4033356.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,4030306.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,100658.0,3.0,,,,,,,,,,,,,,,,,,, +211,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-11-07 13:47:04.229,2023-11-07 00:42:12,849.0,30.0,36,12.0,53.0,,237.0,53,2023-11-07 00:46:54.000,6.1.1,66.0,36.0,31,False,1533.0,,importlib-resources,conda-forge/importlib_resources,,68983902.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1533.0,68573376.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17242092.0,2.0,,,,,,,,,,,,,,,,,,, +212,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,13.0,39,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,170971429.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,170069036.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34290958.0,3.0,,,,,,,,,,,,,,,,,,, +213,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,274.0,295.0,152.0,462.0,17943,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,913.0,833.0,gooey,conda-forge/gooey,523.0,5587.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,80.0,4237.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72364.0,3.0,,,,,,,,,,,,,,,,,,, +214,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8053,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,642.0,611.0,vaex,conda-forge/vaex,280.0,40420.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,38336.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,177033.0,3.0,,,,,,,,,,,,,,,,,,, +215,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-10-28 11:04:45.000,2023-09-17 00:21:09,1869.0,1.0,565,126.0,1288.0,214.0,1083.0,7665,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,30,True,17131.0,17131.0,hydra,conda-forge/hydra-core,,31289.0,https://pypi.org/project/hydra,,,12223.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,857980.0,3.0,,,,,,,,,,,,,,,,,,, +216,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,404,80.0,69.0,365.0,194.0,3550,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,14025.0,13512.0,keyboard,conda-forge/keyboard,,202738.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,513.0,201915.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,23882.0,3.0,,,,,,,,,,,,,,,,,,, +217,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-11-15 22:17:46.000,2023-11-15 22:17:45,3039.0,11.0,218,29.0,286.0,99.0,755.0,3251,2023-08-30 21:12:57.000,0.23.0,114.0,77.0,30,True,119.0,113.0,ploomber,conda-forge/ploomber,,8816.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,6082.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,79307.0,3.0,,,,,,,,,,,,,,,,,,, +218,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1956.0,1569.0,schematics,conda-forge/schematics,,254213.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,253713.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26019.0,3.0,,,,,,,,,,,,,,,,,,, +219,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,4.0,315,70.0,401.0,109.0,367.0,1480,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,30,True,243.0,218.0,mleap,conda-forge/mleap,,273530.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,271690.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,77317.0,3.0,,,,,,,,,,,,,,,,,,, +220,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1394,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2907.0,,python-slugify,conda-forge/python-slugify,,13130458.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2907.0,13083802.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1866264.0,3.0,,,,,,,,,,,,,,,,,,, +221,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-11-03 09:44:34.000,2023-10-23 08:25:45,783.0,17.0,62,16.0,436.0,185.0,171.0,1376,2023-10-22 23:01:49.000,0.11.0,32.0,25.0,30,True,2544.0,2529.0,prisma,,,72031.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,72031.0,,,,3.0,,,,,,,,,,,,,,,,,,, +222,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-11-14 19:40:02.000,2023-11-14 19:39:46,645.0,20.0,61,16.0,232.0,3.0,54.0,1355,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,19927.0,19417.0,bidict,conda-forge/bidict,,1543703.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,510.0,1539422.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,368243.0,2.0,,,,,,,,,,,,,,,,,,, +223,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-11-10 18:56:53.000,2023-11-08 18:43:21,604.0,15.0,135,22.0,499.0,39.0,251.0,943,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2087.0,1960.0,aiocache,,10.0,410908.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,127.0,410908.0,,,,2.0,,,,,,,,,,,,,,,,,,, +224,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,18.0,212.0,31.0,302.0,865,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5081.0,4780.0,fastcore,conda-forge/fastcore,,651687.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,301.0,648934.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,63326.0,3.0,,,,,,,,,,,,,,,,,,, +225,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,87.0,808,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,25467.0,24194.0,natsort,conda-forge/natsort,,4289947.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1273.0,4248861.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1479125.0,3.0,,,,,,,,,,,,,,,,,,, +226,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-10-25 14:39:11.000,2020-10-21 17:48:31,219.0,,77,15.0,264.0,46.0,25.0,676,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,44563.0,42473.0,cached-property,conda-forge/cached-property,,12655311.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2090.0,12559395.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7673306.0,2.0,,,,,,,,,,,,,,,,,,, +227,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-11-14 08:23:01.000,2023-11-14 08:22:18,554.0,34.0,358,36.0,287.0,27.0,125.0,653,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4472.0,3192.0,pysolr,conda-forge/pysolr,,303149.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1280.0,302879.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21878.0,3.0,,,,,,,,,,,,,,,,,,, +228,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,518,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17216.0,15030.0,scandir,conda-forge/scandir,,3917714.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2186.0,3880995.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1358639.0,3.0,,,,,,,,,,,,,,,,,,, +229,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,51,9.0,46.0,19.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,55222.0,52961.0,isodate,conda-forge/isodate,,78488844.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2261.0,78438473.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4634159.0,3.0,,,,,,,,,,,,,,,,,,, +230,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-11-13 17:52:29.000,2023-04-04 13:18:36,954.0,,4527,636.0,749.0,198.0,100.0,23092,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,111.0,95.0,algorithms,conda-forge/algorithms,,5252.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,5192.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1880.0,3.0,,,,,,,,,,,,,,,,,,, +231,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7020,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1284.0,1103.0,records,conda-forge/records,,295227.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,181.0,294914.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24748.0,3.0,,,,,,,,,,,,,,,,,,, +232,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,242.0,6629,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1711.0,1681.0,faust,,,26592.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,26592.0,,,,3.0,,,,,,,,,,,,,,,,,,, +233,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-10-18 23:24:05.000,2023-10-18 23:24:04,2686.0,1.0,847,170.0,741.0,21.0,961.0,5594,2022-07-29 04:10:00.400,0.9.9,21.0,79.0,29,True,403.0,390.0,snorkel,conda-forge/snorkel,1050.0,28630.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,27726.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46415.0,3.0,,,,,,,,,,,,,,,,,,, +234,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5109,,,26.0,28.0,29,False,8286.0,7466.0,pdfminer,conda-forge/pdfminer,,219835.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,820.0,219430.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35250.0,3.0,,,,,,,,,,,,,,,,,,, +235,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-11-15 15:30:04.000,2023-11-13 04:39:50,985.0,2.0,141,72.0,58.0,9.0,71.0,3165,2018-06-30 04:16:20.000,1.10.3,51.0,32.0,29,True,9787.0,9155.0,funcy,conda-forge/funcy,,1775949.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,632.0,1771098.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,397820.0,3.0,,,,,,,,,,,,,,,,,,, +236,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-11-11 12:44:49.000,2023-10-21 18:10:36,3849.0,13.0,316,37.0,330.0,146.0,538.0,2434,2023-10-09 19:54:22.000,2.8,210.0,98.0,29,True,101.0,90.0,pyinfra,,,36930.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,11.0,36930.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +237,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2396,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7743.0,7345.0,addict,conda-forge/addict,20.0,2554184.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,398.0,2549370.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,423650.0,3.0,,,,,,,,,,,,,,,,,,, +238,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-11-13 17:02:54.000,2023-06-20 15:54:36,2284.0,,173,39.0,371.0,33.0,263.0,1896,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,202559.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,197468.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,178193.0,3.0,,,,,,,,,,,,,,,,,,, +239,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-11-14 00:57:48.000,2023-05-31 15:44:58,2242.0,,152,93.0,1933.0,163.0,1336.0,1761,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2190.0,70524.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,69836.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23078.0,3.0,,,,,,,,,,,,,,,,,,, +240,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1411,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10778.0,9269.0,blessings,conda-forge/blessings,,955947.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1509.0,949133.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,279411.0,3.0,,,,,,,,,,,,,,,,,,, +241,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-11-13 17:04:56.000,2023-11-08 21:49:40,813.0,33.0,45,12.0,242.0,9.0,89.0,1270,2023-11-08 21:14:41.000,0.33.0,63.0,7.0,29,True,1559.0,1525.0,python-benedict,conda-forge/python-benedict,,737931.0,https://pypi.org/project/python-benedict,2023-11-08 21:14:41.000,34.0,733902.0,https://anaconda.org/conda-forge/python-benedict,2023-11-09 06:24:03.276,145068.0,3.0,,,,,,,,,,,,,,,,,,, +242,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-11-10 20:52:07.000,2023-11-10 20:52:07,1728.0,19.0,77,14.0,420.0,106.0,240.0,1163,2023-11-10 17:34:43.000,1.1.1,247.0,42.0,29,True,307.0,297.0,piccolo,,,22029.0,https://pypi.org/project/piccolo,2023-11-10 17:34:43.000,10.0,22029.0,,,,3.0,,,,,,,,,,,,,,,,,,, +243,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1096,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2021.0,1803.0,redis-py-cluster,,3967.0,2002448.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,218.0,2002411.0,,,,3.0,,,,,,,,,,,,,,,,,,, +244,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-11-13 15:57:15.000,2023-10-10 14:12:37,1994.0,22.0,135,43.0,420.0,107.0,251.0,943,2023-05-29 19:24:00.928,0.7.0,28.0,86.0,29,True,1816.0,1697.0,intake,conda-forge/intake,,54378.0,https://pypi.org/project/intake,2023-05-29 19:24:00.928,119.0,45718.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,519600.0,3.0,,,,,,,,,,,,,,,,,,, +245,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-14 00:28:23.000,2023-11-14 00:28:23,181.0,14.0,130,27.0,44.0,9.0,74.0,890,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,424.0,,email-validator,conda-forge/email-validator,,9577283.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,424.0,9573925.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,134357.0,3.0,,,,,,,,,,,,,,,,,,, +246,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,670,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,15234.0,13752.0,configargparse,conda-forge/configargparse,,4002588.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1482.0,3979839.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,750724.0,3.0,,,,,,,,,,,,,,,,,,, +247,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-10-29 09:57:16.120,2023-10-29 08:32:08,714.0,15.0,45,11.0,83.0,14.0,95.0,486,2020-11-16 12:53:09.000,0.9.4,61.0,22.0,29,True,4949.0,4676.0,python-rapidjson,conda-forge/python-rapidjson,,1729450.0,https://pypi.org/project/python-rapidjson,2023-10-29 08:32:19.000,273.0,1692228.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-29 09:57:16.120,1377233.0,3.0,,,,,,,,,,,,,,,,,,, +248,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-11-15 13:05:09.000,2023-10-09 16:19:55,1158.0,2.0,587,175.0,463.0,94.0,476.0,3001,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,28,False,265.0,232.0,arctic,conda-forge/arctic,209.0,3937.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3373.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30360.0,3.0,,,,,,,,,,,,,,,,,,, +249,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,97.0,110.0,31.0,127.0,2758,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6750.0,6593.0,sklearn-pandas,conda-forge/sklearn-pandas,,218455.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,216596.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,66939.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +250,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2613,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2339.0,2294.0,gino,,,37713.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,37713.0,,,,3.0,,,,,,,,,,,,,,,,,,, +251,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-11-15 02:19:03.000,2023-10-30 15:01:07,5633.0,11.0,507,108.0,939.0,590.0,947.0,2074,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,131.0,28,False,76.0,,wx,conda-forge/wxpython,3550.0,19956.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,736475.0,3.0,,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,1.0,117,23.0,111.0,50.0,42.0,1925,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7263.0,7174.0,gin-config,conda-forge/gin-config,,248132.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,247600.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22361.0,3.0,,,,,,,,,,,,,,,,,,, +253,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,128,31.0,74.0,35.0,69.0,1078,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,4213.0,3987.0,sqlitedict,conda-forge/sqlitedict,,411401.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,226.0,408909.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,94716.0,3.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +254,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-10-08 20:51:36.000,2023-10-08 20:51:35,1216.0,9.0,141,39.0,83.0,4.0,130.0,1067,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,28,True,146.0,,path,conda-forge/path,,1708742.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,146.0,1697463.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,473727.0,3.0,,,,,,,,,,,,,,,,,,, +255,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,847,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2413.0,2291.0,pyahocorasick,conda-forge/pyahocorasick,,562214.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,122.0,556679.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,204818.0,3.0,,,,,,,,,,,,,,,,,,, +256,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,7.0,39.0,718,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,855.0,,munch,conda-forge/munch,,2462151.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,855.0,1823756.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3830373.0,3.0,,,,,,,,,,,,,,,,,,, +257,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,683,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10463.0,9225.0,parsedatetime,conda-forge/parsedatetime,,7607993.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,7605914.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,178841.0,3.0,,,,,,,,,,,,,,,,,,, +258,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,4.0,134,13.0,94.0,22.0,172.0,474,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7205.0,4821.0,pylibmc,conda-forge/pylibmc,393.0,196055.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,190219.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,214991.0,3.0,,,,,,,,,,,,,,,,,,, +259,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-11-15 00:47:16.000,2023-11-14 01:01:09,6885.0,558.0,31,10.0,262.0,38.0,554.0,356,2023-11-12 01:58:19.000,2.0.1,192.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9720.0,https://pypi.org/project/static-frame,2023-11-12 01:53:18.000,2.0,2358.0,https://anaconda.org/conda-forge/static-frame,2023-11-12 21:58:17.281,309214.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,, +260,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,71,18.0,88.0,71.0,96.0,303,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,34926.0,31524.0,configobj,conda-forge/configobj,296.0,2839484.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3402.0,2827814.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,746783.0,3.0,,,,,,,,,,,,,,,,,,, +261,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,197,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,11444.0,11046.0,ordered-set,conda-forge/ordered-set,,11857904.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,398.0,11853120.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,435348.0,3.0,,,,,,,,,,,,,,,,,,, +262,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,29,6.0,47.0,6.0,36.0,75,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62517.0,58191.0,pathlib2,conda-forge/pathlib2,,6790710.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4326.0,6718085.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2614531.0,3.0,,,,,,,,,,,,,,,,,,, +263,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,149.0,298.0,119.0,175.0,6131,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,114.0,110.0,powerline-shell,,,1757.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1757.0,,,,3.0,,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-11-09 18:34:30.000,2022-03-10 10:33:50,585.0,,525,84.0,256.0,105.0,129.0,3651,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,135442.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,135183.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22334.0,3.0,,,,,,,,,,,,,,,,,,, +265,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-10-12 13:30:57.000,2023-10-12 13:30:56,291.0,5.0,263,29.0,138.0,102.0,119.0,2777,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,27,True,86.0,84.0,img2dataset,,1438.0,53800.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,53747.0,,,,3.0,,,,,,,,,,,,,,,,,,, +266,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,32.0,82.0,16.0,127.0,2373,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1181.0,1140.0,swifter,conda-forge/swifter,,383551.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,376792.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,277130.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +267,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1895,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2263.0,,retrying,conda-forge/retrying,,9741223.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2263.0,9723022.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1565324.0,3.0,,,,,,,,,,,,,,,,,,, +268,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,211.0,175.0,mongo-connector,,,6367.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6367.0,,,,3.0,,,,,,,,,,,,,,,,,,, +269,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,27.0,40.0,86.0,73.0,1353,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2251.0,1987.0,strictyaml,conda-forge/strictyaml,,1028011.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,264.0,1024839.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,212534.0,3.0,,,,,,,,,,,,,,,,,,, +270,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1274,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2555.0,2468.0,pandasql,conda-forge/pandasql,,1714618.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,87.0,1699812.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,429388.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +271,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1077,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6346.0,6226.0,immutables,conda-forge/immutables,,728020.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,705319.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,953472.0,3.0,,,,,,,,,,,,,,,,,,, +272,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,574,,,8.0,12.0,27,False,60238.0,57955.0,dataclasses,conda-forge/dataclasses,,12950731.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,12776944.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11469963.0,3.0,,,,,,,,,,,,,,,,,,, +273,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,135,25.0,106.0,67.0,59.0,513,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6299.0,4947.0,beaker,conda-forge/beaker,,289190.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1352.0,288285.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72450.0,3.0,,,,,,,,,,,,,,,,,,, +274,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,475,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3668.0,3402.0,pyscreenshot,,,456763.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,266.0,456763.0,,,,3.0,,,,,,,,,,,,,,,,,,, +275,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1263.0,1190.0,tabulator,conda-forge/tabulator-py,,174543.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,173840.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54192.0,3.0,,,,,,,,,,,,,,,,,,, +276,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,46812.0,38817.0,futures,conda-forge/futures,,8883789.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7995.0,8869273.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1262968.0,3.0,,,,,,,,,,,,,,,,,,, +277,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,6.0,62,19.0,45.0,20.0,17.0,193,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13066.0,,ptyprocess,conda-forge/ptyprocess,,41128804.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13066.0,40956653.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15665762.0,3.0,,,,,,,,,,,,,,,,,,, +278,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,2.0,21,9.0,57.0,4.0,7.0,166,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,32450.0,32370.0,catalogue,conda-forge/catalogue,,5019143.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,4989272.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1194872.0,3.0,,,,,,,,,,,,,,,,,,, +279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2475.0,2183.0,cloudant,conda-forge/cloudant,,123389.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,122116.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109535.0,3.0,,,,,,,,,,,,,,,,,,, +280,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-06-26 21:43:06.000,2023-05-02 20:40:06,191.0,,193,29.0,52.0,78.0,127.0,3292,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,26,True,34.0,,pandarallel,conda-forge/pandarallel,,494020.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,492194.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,52966.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +281,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3169,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,155.0,133.0,flexx,conda-forge/flexx,,1868.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,698.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,102987.0,3.0,,,,,,,,,,,,,,,,,,, +282,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,2.0,130,49.0,61.0,14.0,123.0,2255,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,729.0,707.0,pyfunctional,,,287822.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,287822.0,,,,3.0,,,,,,,,,,,,,,,,,,, +283,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-11-14 18:48:33.000,2023-10-30 18:09:26,376.0,1.0,140,32.0,225.0,64.0,141.0,1724,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,483.0,464.0,arq,conda-forge/arq,,77465.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,77170.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9175.0,3.0,,,,,,,,,,,,,,,,,,, +284,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-11-15 08:10:23.000,2023-11-15 08:10:20,2722.0,21.0,132,49.0,299.0,46.0,193.0,1486,2023-05-05 07:59:00.489,0.16.1,27.0,39.0,26,False,304.0,221.0,enaml,conda-forge/enaml,722.0,3548.0,https://pypi.org/project/enaml,2023-05-05 07:59:00.489,83.0,1346.0,https://anaconda.org/conda-forge/enaml,2023-06-01 07:35:24.656,157891.0,3.0,,,,,,,,,,,,,,,,,,, +285,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2462.0,1954.0,bcolz,conda-forge/bcolz,,9097.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4887.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,341030.0,3.0,,,,,,,,,,,,,,,,,,, +286,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-11-13 04:31:55.000,2023-11-13 04:31:54,699.0,19.0,44,21.0,538.0,8.0,33.0,744,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,115.0,,janus,conda-forge/janus,,395419.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,115.0,395125.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,15622.0,3.0,,,,,,,,,,,,,,,,,,, +287,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-06-16 13:16:41.411,2022-07-12 08:02:24,285.0,,160,35.0,48.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,19.0,26,False,1037.0,804.0,happybase,conda-forge/happybase,,55098.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,53300.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160030.0,3.0,,,,,,,,,,,,,,,,,,, +288,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-11-01 21:22:04.000,2023-11-01 21:21:44,9945.0,28.0,43,14.0,10.0,6.0,8.0,487,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,75266.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,75266.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,, +289,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,30.0,248,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2792.0,,send2trash,conda-forge/send2trash,,12417724.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2792.0,12239473.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12477633.0,3.0,,,,,,,,,,,,,,,,,,, +290,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-11-14 18:22:31.000,2023-11-14 17:27:26,3472.0,54.0,33,16.0,81.0,24.0,4.0,245,2022-09-07 10:31:33.181,0.90.10,545.0,70.0,26,True,61.0,36.0,dbnd,,,199204.0,https://pypi.org/project/dbnd,2023-11-14 18:16:37.000,25.0,199204.0,,,,3.0,,,,,,,,,,,,,,,,,,, +291,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-11-06 18:31:38.869,2023-11-06 17:16:28,368.0,14.0,32,7.0,135.0,3.0,80.0,142,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,26,True,1052.0,1007.0,everett,conda-forge/everett,,122818.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,121395.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,52677.0,3.0,,,,,,,,,,,,,,,,,,, +292,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,291.0,1802.0,63,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,8259.0,,openpyxl,openpyxl,,60472704.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8229.0,60470582.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,202636.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,8.0,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +293,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-11-14 22:14:26.000,2023-10-02 06:28:26,631.0,28.0,382,47.0,162.0,189.0,108.0,2389,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5832.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5832.0,,,,3.0,,,,,,,,,,,,,,,,,,, +294,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,2.0,104,36.0,101.0,18.0,141.0,2284,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,354.0,,python-box,conda-forge/python-box,39.0,2028149.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,354.0,2015913.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,489440.0,3.0,,,,,,,,,,,,,,,,,,, +295,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,140,59.0,248.0,95.0,108.0,1564,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,8697.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,8697.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +296,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1486,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,87.0,60.0,streamparse,,,6657.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,6657.0,,,,3.0,,,,,,,,,,,,,,,,,,, +297,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-11-13 19:31:46.000,2023-11-04 01:39:36,148.0,25.0,42,16.0,94.0,6.0,4.0,1188,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2844.0,2827.0,asyncer,conda-forge/asyncer,,92056.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,91783.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6009.0,3.0,,,,,,,,,,,,,,,,,,, +298,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1183,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,354.0,,singer-python,,,1138051.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,354.0,1138051.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2022-11-22 10:37:47.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1151,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,261.0,227.0,parallel-ssh,,376.0,125695.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,125692.0,,,,3.0,,,,,,,,,,,,,,,,,,, +300,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-11-16 12:29:21.000,2023-11-16 12:29:20,749.0,1.0,80,14.0,132.0,35.0,101.0,901,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,25,True,253.0,,mss,conda-forge/python-mss,,609340.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,253.0,608487.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,34997.0,3.0,,,,,,,,,,,,,,,,,,, +301,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-10-11 22:26:36.000,2023-09-03 01:02:24,284.0,1.0,50,10.0,29.0,14.0,77.0,609,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1231.0,1207.0,pysimdjson,conda-forge/pysimdjson,,569180.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,567031.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,79539.0,3.0,,,,,,,,,,,,,,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,False,16962.0,16946.0,umongo,conda-forge/umongo,,29018.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28796.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5788.0,3.0,,,,,,,,,,,,,,,,,,, +303,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28,11.0,51.0,21.0,35.0,311,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,347.0,,typing_inspect,conda-forge/typing_inspect,,24151755.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,24121349.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1672365.0,3.0,,,,,,,,,,,,,,,,,,, +304,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,91,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5877.0,4543.0,clint,conda-forge/clint,114.0,104903.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1334.0,104282.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,55946.0,3.0,,,,,,,,,,,,,,,,,,, +305,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,14,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,75182.0,72467.0,contextlib2,conda-forge/contextlib2,,13546630.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2715.0,13533989.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1175621.0,3.0,,,,,,,,,,,,,,,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3947,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,3915.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3915.0,,,,3.0,,,,,,,,,,,,,,,,,,, +307,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-11-06 14:09:21.000,2023-05-19 04:32:00,6411.0,,227,39.0,1041.0,8.0,209.0,1411,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,,,optimuspyspark,,,6859.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,6859.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +308,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-11-11 19:01:00.000,2023-11-07 19:36:31,325.0,5.0,76,43.0,239.0,42.0,41.0,1321,2023-08-24 10:35:41.000,0.18.1,33.0,30.0,24,True,38.0,28.0,tasktiger,,,3815.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,3815.0,,,,3.0,,,,,,,,,,,,,,,,,,, +309,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,146,43.0,10.0,2.0,12.0,1072,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2264.0,2094.0,pluginbase,conda-forge/pluginbase,,691162.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,686832.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303154.0,3.0,,,,,,,,,,,,,,,,,,, +310,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-11-15 16:33:20.000,2023-11-03 20:39:38,482.0,4.0,78,20.0,216.0,72.0,81.0,852,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,24,True,3116.0,3110.0,odmantic,,,14021.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,14021.0,,,,3.0,,,,,,,,,,,,,,,,,,, +311,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-11-15 20:33:25.333,2023-11-15 05:38:03,126.0,19.0,34,11.0,64.0,14.0,19.0,728,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,241.0,214.0,dirty-equals,conda-forge/dirty-equals,,63192.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,27.0,61244.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,38970.0,3.0,,,,,,,,,,,,,,,,,,, +312,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-11-05 00:08:47.000,2023-10-27 23:08:49,1413.0,19.0,46,17.0,137.0,3.0,13.0,694,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,19192.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,16675.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,65451.0,3.0,,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,672,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3180.0,2945.0,ratelimit,conda-forge/ratelimit,,4554270.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,235.0,4553891.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,12892.0,3.0,,,,,,,,,,,,,,,,,,, +314,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,713.0,622.0,hickle,conda-forge/hickle,,32072.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,31663.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23764.0,3.0,,,,,,,,,,,,,,,,,,, +315,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,105,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,25132.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,25132.0,,,,3.0,,,,,,,,,,,,,,,,,,, +316,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,307,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,205.0,183.0,pyhdb,,98.0,346521.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,346520.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,150,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,987.0,940.0,filedepot,,,12733.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,12733.0,,,,3.0,,,,,,,,,,,,,,,,,,, +318,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8023.0,,entrypoints,conda-forge/entrypoints,,13713667.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8023.0,13519767.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17644975.0,3.0,,,,,,,,,,,,,,,,,,, +319,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10561,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,28.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,28.0,,,,2.0,,,,,,,,,,,,,,,,,,, +320,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,141,40.0,22.0,20.0,11.0,1550,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,195.0,171.0,commonregex,,,133477.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,24.0,133477.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,91,42.0,42.0,23.0,47.0,1485,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,123.0,112.0,pypeln,conda-forge/pypeln,,27819.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,27455.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14577.0,3.0,,,,,,,,,,,,,,,,,,, +322,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1342,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,183.0,162.0,pinject,conda-forge/pinject,,77754.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,77573.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4722.0,3.0,,,,,,,,,,,,,,,,,,, +323,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,192,45.0,231.0,78.0,64.0,1258,,,,88.0,23,False,302.0,302.0,fabtools,,,2681.0,https://pypi.org/project/fabtools,,,2681.0,,,,3.0,,,,,,,,,,,,,,-2.0,,,,, +324,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,,55,7.0,58.0,15.0,51.0,470,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,450.0,423.0,cachier,,,27642.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,27642.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,, +325,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-15 09:24:10.000,2023-11-15 09:23:27,929.0,4.0,23,18.0,173.0,10.0,16.0,344,2023-11-15 09:24:10.000,17.3.25,257.0,18.0,23,True,379.0,341.0,aiomisc,,,16279.0,https://pypi.org/project/aiomisc,2023-11-15 09:24:10.000,38.0,16279.0,,,,3.0,,,,,,,,,,,,,,,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,264,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,897.0,810.0,deepdish,conda-forge/deepdish,,12561.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,11478.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,90996.0,3.0,,,,,,,,,,,,,,,,,,, +327,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2795.0,2599.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,137213.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,136843.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27059.0,3.0,,,,,,,,,,,,,,,,,,, +328,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3499,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,425.0,392.0,pampy,,,33071.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,33071.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,99.0,31.0,18.0,58.0,3238,,,4.0,19.0,22,False,604.0,574.0,macropy3,,,240.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,240.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,38.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,38.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2456,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21814.0,727.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1781,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,203.0,172.0,bashplotlib,,,2689.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2689.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,855,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,228.0,209.0,unsync,conda-forge/unsync,,25807.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,25518.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11889.0,3.0,,,,,,,,,,,,,,,,,,, +334,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,819,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1382.0,1282.0,pickledb,,,13870.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,100.0,13870.0,,,,3.0,,,,,,,,,,,,,,,,,,, +335,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-11-06 00:08:19.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,178.0,16.0,122.0,549,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,3353.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2776.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12711.0,3.0,,,,,,,,,,,,,,,,,,, +336,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11303.0,9256.0,unipath,,,53474.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,53474.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,True,189.0,181.0,pysparkling,conda-forge/pysparkling,,9722.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9580.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4547.0,3.0,,,,,,,,,,,,,,,,,,, +338,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-11-16 10:10:15.000,2023-11-16 10:10:14,5450.0,48.0,44,15.0,621.0,33.0,80.0,194,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,97.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,97.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-11-13 17:39:40.000,2023-06-01 18:46:39,628.0,,14,8.0,32.0,14.0,15.0,138,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,260.0,226.0,docopt-ng,,,125645.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,34.0,125645.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-11-13 08:08:15.000,2023-11-13 07:57:36,1757.0,133.0,5,3.0,763.0,18.0,35.0,49,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,245.0,4572.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,4563.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-10-27 07:07:33.000,2023-10-27 07:07:31,2941.0,7.0,1,1.0,180.0,23.0,760.0,4,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,22,False,644.0,,py2neo,conda-forge/py2neo,,24225.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,644.0,23409.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,62851.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +342,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-11-13 21:26:10.493,2023-11-11 11:37:59,83.0,3.0,132,33.0,11.0,9.0,162.0,3176,2023-11-11 11:41:58.000,2.1.19`,64.0,1.0,21,False,195.0,195.0,ptext-joris-schellekens,conda-forge/borb,,1683.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,1.0,https://anaconda.org/conda-forge/borb,2023-11-13 21:26:10.493,45424.0,3.0,,,,,,,,,,,,,,,,,,, +343,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1223,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,707.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,707.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,851,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,903.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,903.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4524.0,3336.0,awesome-slugify,conda-forge/awesome-slugify,,57048.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,56290.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69047.0,3.0,,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,47.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,701.0,618.0,pymodm,conda-forge/pymodm,,23175.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,23061.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5137.0,3.0,,,,,,,,,,,,,,,,,,, +347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,163.0,157.0,datatest,,,14806.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14806.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47,15.0,34.0,25.0,11.0,281,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,403.0,391.0,price-parser,,,64934.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,64934.0,,,,3.0,,,,,,,,,,,,,,,,,,, +349,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-11-15 19:08:18.000,2023-11-15 19:08:16,647.0,49.0,21,4.0,250.0,4.0,,254,2023-11-15 18:02:35.000,1.1.223,516.0,11.0,21,True,4.0,4.0,upgini,,,3033.0,https://pypi.org/project/upgini,2023-11-15 18:02:35.000,,3033.0,,,,3.0,,,,,,,,,,,,,,,,,,, +350,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,203,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,21,False,873.0,869.0,gsheetsdb,,,66135.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,66135.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2010.0,1951.0,coolname,conda-forge/coolname,,363780.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,59.0,361548.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,78130.0,3.0,,,,,,,,,,,,,,,,,,, +352,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-06-16 16:07:54.264,2019-08-27 15:33:26,32.0,,20,4.0,10.0,6.0,13.0,100,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,21,False,2164.0,2037.0,stopit,conda-forge/stopit,,706196.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,695638.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,739082.0,3.0,,,,,,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,139,68.0,4.0,1.0,40.0,2079,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1974.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1974.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,213,40.0,56.0,82.0,39.0,1385,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11213.0,1457.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1274.0,,,,3.0,,,,,,,,,,,,,,,,,,, +355,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,42.0,30.0,mrq,,,220.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,220.0,,,,3.0,,,,,,,,,,,,,,,,,,, +356,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,64.0,58.0,pdpipe,conda-forge/pdpipe,,2776.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1993.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28215.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +357,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,10286.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,10054.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21118.0,3.0,,,,,,,,,,,,,,,,,,, +358,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,26,8.0,48.0,10.0,10.0,262,2022-11-10 16:45:23.000,0.9,10.0,13.0,20,True,307.0,307.0,rtoml,,,140293.0,https://pypi.org/project/rtoml,,,140293.0,,,,3.0,,,,,,,,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1979,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +360,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-11-16 09:47:57.000,2023-11-16 01:27:14,2905.0,172.0,130,28.0,210.0,40.0,337.0,1253,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +361,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,56,36.0,46.0,14.0,58.0,1100,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,176.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,176.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,154.0,127.0,queries,,,2704.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2704.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1145.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,136.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,64637.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +364,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,79.0,75.0,typical,conda-forge/typical,,2561.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1420.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34239.0,3.0,,,,,,,,,,,,,,,,,,, +365,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-10-18 14:18:19.000,2023-03-14 05:55:27,124.0,,18,6.0,63.0,8.0,23.0,150,,,,12.0,19,True,156.0,156.0,aioprometheus,,,64797.0,https://pypi.org/project/aioprometheus,,,64797.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1605,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,178.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,178.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,27.0,27.0,d6tflow,,,150.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,150.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,40.0,32.0,bounter,,,442.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,442.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,,, +369,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,645,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,68.0,65.0,pugsql,,,7229.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,7229.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10586.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10586.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-11-16 11:39:49.000,2023-11-16 11:25:17,487.0,326.0,13,3.0,57.0,6.0,7.0,189,2023-11-16 11:39:50.000,1.0.2,43.0,7.0,18,True,2.0,,pipeless-ai,,97.0,226.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,194.0,,,,1.0,,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1352,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,58.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,58.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,39.0,39.0,11.0,256.0,962,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,188102.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,188102.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-09-29 09:57:28.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,68.0,24.0,16.0,2027,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,16,True,1.0,,mara-pipelines,,,54.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,54.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,29.0,787,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1734.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1734.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,613,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,338.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,338.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,20,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,164.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,164.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-11-14 23:19:29.000,2023-11-10 16:15:49,119.0,3.0,6,14.0,151.0,8.0,5.0,269,2023-11-07 10:51:10.000,0.19.4,102.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,1035.0,https://pypi.org/project/squirrel-core,2023-11-10 16:23:01.000,,1035.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,30.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,30.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,716,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,198.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,198.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,15.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,15.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,80,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,612.0,603.0,millify,,,34514.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,34514.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-11-15 12:56:48.000,2023-11-15 12:56:46,904.0,171.0,20,2.0,759.0,9.0,15.0,240,2023-11-07 18:53:58.000,0.1.49,32.0,12.0,14,False,,,the-guide,,,9.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,9.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,37.0,32.0,cleverdict,,,650.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,650.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,5.0,5.0,pandapy,,,25.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,25.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,162.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,162.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,12,True,,,datajob,,,19.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,19.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,361,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,771,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 8c5bfec..ff391e7 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- elasticsearch (πŸ₯‡41 Β· ⭐ 4K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 -- docopt (πŸ₯ˆ35 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT -- glom (πŸ₯ˆ30 Β· ⭐ 1.7K Β· πŸ“ˆ) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- python-box (πŸ₯‰25 Β· ⭐ 2.3K Β· πŸ“ˆ) - Python dictionaries with advanced dot notation access. MIT -- messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT +- phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 +- pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.7K Β· πŸ“ˆ) - Extract data from a wide range of Internet sources.. BSD-3 +- typing (πŸ₯ˆ32 Β· ⭐ 1.5K Β· πŸ“ˆ) - Python static typing home. Hosts the documentation and a user.. Python-2.0 +- inflect (πŸ₯ˆ31 Β· ⭐ 880 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 63 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT -- wcwidth (πŸ₯‰33 Β· ⭐ 340 Β· πŸ“‰) - Python library that measures the width of unicode strings.. ❗Unlicensed -- aiofiles (πŸ₯‰30 Β· ⭐ 2.4K Β· πŸ“‰) - File support for asyncio. Apache-2 -- phonenumbers (πŸ₯ˆ28 Β· ⭐ 3.3K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 -- typing (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ“‰) - Python static typing home. Hosts the documentation and a user.. ❗Unlicensed +- click (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 +- docker (πŸ₯ˆ40 Β· ⭐ 6.4K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +- paramiko (πŸ₯ˆ39 Β· ⭐ 8.6K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- filesystem_spec (πŸ₯ˆ36 Β· ⭐ 690 Β· πŸ“‰) - A specification that python filesystems should adhere to. BSD-3 +- fabtools (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 From 61c0a6397cc69ae1366a0b1284522719448b2685 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 23 Nov 2023 13:31:11 +0000 Subject: [PATCH 40/70] Update best-of list for version 2023.11.23 --- README.md | 1343 ++++++++++++++++--------------- history/2023-11-23_changes.md | 20 + history/2023-11-23_projects.csv | 392 +++++++++ latest-changes.md | 20 +- 4 files changed, 1101 insertions(+), 674 deletions(-) create mode 100644 history/2023-11-23_changes.md create mode 100644 history/2023-11-23_projects.csv diff --git a/README.md b/README.md index 8b65cfa..3a76006 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M Back to top -
protobuf (πŸ₯‡53 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡52 Β· ⭐ 62K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 35M Β· πŸ“¦ 540K Β· πŸ“‹ 6K - 15% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 36M Β· πŸ“¦ 540K Β· πŸ“‹ 6K - 15% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.4M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
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flatbuffers (πŸ₯‡42 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 3.2K Β· πŸ“₯ 300K Β· πŸ“¦ 79K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 07.10.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 300K Β· πŸ“¦ 80K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 14M / month Β· πŸ“¦ 320 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 14M / month Β· πŸ“¦ 330 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` @@ -119,14 +119,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 990K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -158,7 +158,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
orjson (πŸ₯ˆ36 Β· ⭐ 5.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 64K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 65K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/ijl/orjson @@ -179,11 +179,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 40M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 40M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.6M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.7M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.9M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.8M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 34M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 35M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -236,9 +236,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge cloudpickle ```
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jsonpickle (πŸ₯‰34 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 12.11.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 19.11.2023): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.4M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.3M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 570K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 590K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 32K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 31K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -316,21 +316,21 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 26 Β· πŸ“¦ 310 Β· πŸ“‹ 20 - 50% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 310 Β· πŸ“‹ 24 - 54% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 140K / month): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 150K / month Β· πŸ“¦ 51 Β· ⏱️ 10.11.2022): ``` pip install rtoml ```
Show 1 hidden projects... -- pyasn1 (πŸ₯‰33 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰34 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡54 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.5K Β· πŸ“₯ 880K Β· πŸ“¦ 1.9M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.5K Β· πŸ“₯ 890K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/numpy/numpy @@ -351,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 67M Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 68M Β· ⏱️ 21.09.2023): ``` conda install -c conda-forge numpy ```
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 230K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 230K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -372,18 +372,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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polars (πŸ₯‡41 Β· ⭐ 22K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.2K Β· πŸ“₯ 58 Β· πŸ“¦ 4.9K Β· πŸ“‹ 5.6K - 20% open Β· ⏱️ 16.11.2023): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.7M / month Β· πŸ“¦ 320 Β· ⏱️ 10.11.2023): - ``` - pip install polars - ``` -
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 2.9K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 25.10.2023): @@ -391,7 +379,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` @@ -402,28 +390,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 970 Β· πŸ“¦ 22K Β· πŸ“‹ 4.1K - 28% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 22K Β· πŸ“‹ 4.1K - 27% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2K Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 17.11.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.3M Β· ⏱️ 20.10.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.3M Β· ⏱️ 18.11.2023): ``` conda install -c conda-forge xarray ```
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PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
polars (πŸ₯ˆ39 Β· ⭐ 22K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 700 - 22% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.3K Β· πŸ“₯ 65 Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 21% open Β· ⏱️ 23.11.2023): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.7M / month Β· πŸ“¦ 340 Β· ⏱️ 20.11.2023): + ``` + pip install polars + ``` +
+
PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ“‰) - A Python package to manage extremely large amounts of data. BSD-3 + +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 710 - 22% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 750K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 760K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): ``` pip install tables ``` @@ -434,39 +434,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ36 Β· ⭐ 9.1K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 980K / month Β· πŸ“¦ 34 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 940K / month Β· πŸ“¦ 34 Β· ⏱️ 17.11.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 280K Β· ⏱️ 27.10.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 280K Β· ⏱️ 18.11.2023): ``` conda install -c conda-forge modin-core ```
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docarray (πŸ₯ˆ34 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 - -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 3.2K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 24.10.2023): - - ``` - git clone https://github.com/jina-ai/docarray - ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): - ``` - pip install docarray - ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 120K Β· ⏱️ 18.06.2023): - ``` - conda install -c conda-forge docarray - ``` -
numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 200 Β· πŸ“₯ 500 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.09.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“₯ 500 Β· πŸ“‹ 360 - 18% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/pydata/numexpr @@ -482,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ34 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“¦ 2.9K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“¦ 3K Β· πŸ“‹ 660 - 42% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 420K / month Β· πŸ“¦ 450 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 410K / month Β· πŸ“¦ 460 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -503,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 510K / month Β· πŸ“¦ 900 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 500K / month Β· πŸ“¦ 910 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -512,6 +496,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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docarray (πŸ₯ˆ33 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 + +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 3.3K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 24.10.2023): + + ``` + git clone https://github.com/jina-ai/docarray + ``` +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): + ``` + pip install docarray + ``` +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 120K Β· ⏱️ 18.06.2023): + ``` + conda install -c conda-forge docarray + ``` +
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark - [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): @@ -530,7 +530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.1K Β· πŸ“‹ 700 - 39% open Β· ⏱️ 11.11.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.1K Β· πŸ“‹ 700 - 39% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/pandera-dev/pandera @@ -539,7 +539,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 30K Β· ⏱️ 07.11.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 31K Β· ⏱️ 07.11.2023): ``` conda install -c conda-forge pandera-core ``` @@ -563,7 +563,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 580K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 600K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 38K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 37K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 70K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 65K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -604,14 +604,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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StaticFrame (πŸ₯‰28 Β· ⭐ 360) - Immutable and statically-typeable DataFrames with runtime type and.. MIT +
StaticFrame (πŸ₯‰28 Β· ⭐ 370) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 31 Β· πŸ“¦ 19 Β· πŸ“‹ 590 - 6% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 31 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.5K / month Β· πŸ“¦ 2 Β· ⏱️ 12.11.2023): ``` pip install static-frame ``` @@ -620,36 +620,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge static-frame ```
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swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 380K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): ``` - pip install swifter + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 280K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 53K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge swifter + conda install -c conda-forge pandarallel ```
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PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 31.07.2023): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 490K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 380K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): ``` - pip install pandarallel + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 53K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 280K Β· ⏱️ 31.07.2023): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge swifter ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 @@ -659,7 +659,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 75K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 77K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 440 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 450 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -751,14 +751,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
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anytree (πŸ₯ˆ34 Β· ⭐ 850) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ34 Β· ⭐ 860) - Python tree data library. Apache-2 - [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 11% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 950K / month Β· πŸ“¦ 330 Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 960K / month Β· πŸ“¦ 330 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -767,41 +767,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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glom (πŸ₯ˆ31 Β· ⭐ 1.7K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +
multidict (πŸ₯ˆ31 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 58 Β· πŸ“¦ 1.3K Β· πŸ“‹ 190 - 60% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 28.09.2023): ``` - git clone https://github.com/mahmoud/glom + git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.4M / month Β· πŸ“¦ 120 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 78M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): ``` - pip install glom + pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 28K Β· ⏱️ 08.11.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge glom + conda install -c conda-forge multidict ```
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multidict (πŸ₯ˆ31 Β· ⭐ 360) - The multidict implementation. Apache-2 +
glom (πŸ₯ˆ30 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 58 Β· πŸ“¦ 1.3K Β· πŸ“‹ 190 - 60% open Β· ⏱️ 10.11.2023): ``` - git clone https://github.com/aio-libs/multidict + git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 77M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.4M / month Β· πŸ“¦ 120 Β· ⏱️ 08.11.2023): ``` - pip install multidict + pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 28K Β· ⏱️ 08.11.2023): ``` - conda install -c conda-forge multidict + conda install -c conda-forge glom ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 61 Β· πŸ“¦ 19K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 61 Β· πŸ“¦ 20K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/jab/bidict @@ -822,7 +822,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 730K / month Β· πŸ“¦ 34 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 710K / month Β· πŸ“¦ 34 Β· ⏱️ 08.11.2023): ``` pip install python-benedict ``` @@ -838,7 +838,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 410K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 420K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` @@ -870,7 +870,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 710K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 700K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -923,46 +923,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡45 Β· ⭐ 16K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡45 Β· ⭐ 17K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.5K Β· πŸ“¦ 290K Β· πŸ“‹ 3.4K - 10% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.5K Β· πŸ“¦ 290K Β· πŸ“‹ 3.4K - 10% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 9.3K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 120M / month Β· πŸ“¦ 9.4K Β· ⏱️ 22.11.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.6M Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.6M Β· ⏱️ 22.11.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 110 Β· πŸ“¦ 480K Β· πŸ“‹ 790 - 3% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 110 Β· πŸ“¦ 480K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 100M / month Β· πŸ“¦ 19K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 100M / month Β· πŸ“¦ 19K Β· ⏱️ 16.11.2023): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 25M Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 25M Β· ⏱️ 16.11.2023): ``` conda install -c conda-forge jsonschema ```
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cerberus (πŸ₯ˆ35 Β· ⭐ 3K) - Lightweight, extensible data validation library for Python. ISC +
cerberus (πŸ₯ˆ35 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -971,62 +971,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cerberus ```
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voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
voluptuous (πŸ₯ˆ34 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 17.11.2023): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.04.2022): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 330K Β· ⏱️ 12.11.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 330K Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge voluptuous ```
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validators (πŸ₯ˆ33 Β· ⭐ 840) - Python Data Validation for Humans. MIT +
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 11 Β· πŸ“¦ 91K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“¦ 7.6K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 23.11.2023): ``` - git clone https://github.com/kvesteri/validators + git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 7.5M / month Β· πŸ“¦ 920 Β· ⏱️ 01.12.2021): ``` - pip install validators + pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 540K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge validators + conda install -c conda-forge schema ```
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schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 850) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 200 Β· πŸ“¦ 7.6K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 12 Β· πŸ“¦ 92K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): ``` - git clone https://github.com/keleshev/schema + git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 7.6M / month Β· πŸ“¦ 920 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` - pip install schema + pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 540K Β· ⏱️ 02.09.2023): ``` - conda install -c conda-forge schema + conda install -c conda-forge validators ```
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param (πŸ₯ˆ32 Β· ⭐ 360) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰32 Β· ⭐ 360) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 63 Β· πŸ“¦ 8.7K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 63 Β· πŸ“¦ 8.8K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 660K / month Β· πŸ“¦ 150 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 530K / month Β· πŸ“¦ 150 Β· ⏱️ 08.11.2023): ``` pip install param ``` @@ -1051,14 +1051,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰24 Β· ⭐ 730) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰24 Β· ⭐ 740) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 34 Β· πŸ“¦ 210 Β· πŸ“‹ 33 - 42% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 34 Β· πŸ“¦ 220 Β· πŸ“‹ 31 - 38% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 61K / month Β· πŸ“¦ 27 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 68K / month Β· πŸ“¦ 27 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1074,7 +1074,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 10K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 9.9K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1090,7 +1090,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.3K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1102,7 +1102,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰29 Β· ⭐ 890) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰29 Β· ⭐ 900) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1121,7 +1121,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 490K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 500K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` @@ -1137,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 5.2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 4.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1158,7 +1158,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 77K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 78K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1167,19 +1167,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.3M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.4M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
python-dateutil (πŸ₯‡39 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“₯ 35K Β· πŸ“¦ 1.2M Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 450 Β· πŸ“₯ 35K Β· πŸ“¦ 1.3M Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 230M / month Β· πŸ“¦ 4.3K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 230M / month Β· πŸ“¦ 5.4K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1188,84 +1188,84 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
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holidays (πŸ₯ˆ36 Β· ⭐ 1.2K) - Generate and work with holidays in Python. MIT +
dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K Β· πŸ“ˆ) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 450 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 19% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 25K Β· πŸ“‹ 690 - 46% open Β· ⏱️ 22.11.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.4M / month Β· πŸ“¦ 450 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` - pip install holidays + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 07.11.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 190K Β· ⏱️ 17.11.2023): ``` - conda install -c conda-forge holidays + conda install -c conda-forge dateparser ```
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dateparser (πŸ₯ˆ35 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 +
holidays (πŸ₯ˆ36 Β· ⭐ 1.2K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 440 Β· πŸ“¦ 25K Β· πŸ“‹ 670 - 44% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 480 - 19% open Β· ⏱️ 21.11.2023): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 23.03.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.4M / month Β· πŸ“¦ 460 Β· ⏱️ 20.11.2023): ``` - pip install dateparser + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 20.11.2023): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge holidays ```
pendulum (πŸ₯‰34 Β· ⭐ 5.8K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 16M / month Β· πŸ“¦ 1.2K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 16M / month Β· πŸ“¦ 1.3K Β· ⏱️ 30.09.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 870K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 880K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pendulum ```
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pytz (πŸ₯‰34 Β· ⭐ 290) - pytz Python historical timezone library and database. MIT +
tzlocal (πŸ₯‰34 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 82 - 42% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 58 Β· πŸ“¦ 140K Β· πŸ“‹ 82 - 1% open Β· ⏱️ 22.10.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 44M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` - pip install pytz + pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 47M Β· ⏱️ 05.09.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.5M Β· ⏱️ 22.10.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge tzlocal ```
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tzlocal (πŸ₯‰34 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT +
pytz (πŸ₯‰33 Β· ⭐ 290) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 58 Β· πŸ“¦ 130K Β· πŸ“‹ 82 - 1% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 82 - 42% open Β· ⏱️ 05.09.2023): ``` - git clone https://github.com/regebro/tzlocal + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 45M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` - pip install tzlocal + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.5M Β· ⏱️ 22.10.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 48M Β· ⏱️ 05.09.2023): ``` - conda install -c conda-forge tzlocal + conda install -c conda-forge pytz ```
Show 2 hidden projects... @@ -1279,46 +1279,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
watchdog (πŸ₯‡37 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 690 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 290 Β· πŸ“¦ 75K Β· πŸ“‹ 610 - 33% open Β· ⏱️ 22.11.2023): ``` - git clone https://github.com/gorakhargosh/watchdog + git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8.1K Β· ⏱️ 20.03.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 150M / month Β· πŸ“¦ 760 Β· ⏱️ 21.10.2023): ``` - pip install watchdog + pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.6M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 21.10.2023): ``` - conda install -c conda-forge watchdog + conda install -c conda-forge fsspec ```
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filesystem_spec (πŸ₯ˆ36 Β· ⭐ 690 Β· πŸ“‰) - A specification that python filesystems should adhere to. BSD-3 +
watchdog (πŸ₯ˆ37 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 280 Β· πŸ“¦ 73K Β· πŸ“‹ 600 - 33% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): ``` - git clone https://github.com/fsspec/filesystem_spec + git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 150M / month): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.03.2023): ``` - pip install fsspec + pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 21.10.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.6M Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge fsspec + conda install -c conda-forge watchdog ```
filelock (πŸ₯ˆ35 Β· ⭐ 600) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 88 Β· πŸ“¦ 350K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 350K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 110M / month): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 110M / month Β· πŸ“¦ 2.8K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` @@ -1354,7 +1354,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ``` @@ -1435,7 +1435,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge six ```
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typing (πŸ₯ˆ32 Β· ⭐ 1.5K Β· πŸ“ˆ) - Python static typing home. Hosts the documentation and a user.. Python-2.0 +
typing (πŸ₯ˆ32 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 - [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 04.10.2023): @@ -1453,8 +1453,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- pathlib2 (πŸ₯‰28 Β· ⭐ 75) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- pathlib2 (πŸ₯‰28 Β· ⭐ 78) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag
@@ -1466,7 +1466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.9K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 580K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 580K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/pyca/cryptography @@ -1482,12 +1482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 200 Β· πŸ“¦ 81K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 210 Β· πŸ“¦ 82K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 35M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` pip install pycryptodomex ``` @@ -1496,34 +1496,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pycryptodomex ```
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tink (πŸ₯ˆ37 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
tink (πŸ₯ˆ36 Β· ⭐ 13K Β· πŸ“‰) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 - [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 970 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 210K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 230K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 380 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 270 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 12.11.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 41M / month Β· πŸ“¦ 4.2K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 42M / month Β· πŸ“¦ 4.2K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 3.9M Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4M Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge keyring ``` @@ -1535,7 +1535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 130M / month Β· πŸ“¦ 7.1K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 130M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1544,9 +1544,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge rsa ```
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asn1crypto (πŸ₯‰34 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰33 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 100K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto @@ -1562,12 +1562,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰32 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 17.11.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 41M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 42M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): ``` pip install bcrypt ``` @@ -1584,12 +1584,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 21.11.2023): ``` pip install ansible ``` @@ -1600,92 +1600,92 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 22.11.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 23.11.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 290K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 290K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.6K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 390M / month Β· πŸ“¦ 8.6K Β· ⏱️ 22.11.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 22.11.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1K Β· πŸ“₯ 1.5M Β· πŸ“¦ 6.8K Β· πŸ“‹ 6.7K - 29% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1K Β· πŸ“₯ 1.5M Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.7K - 29% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 900K / month Β· πŸ“¦ 160 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 930K / month Β· πŸ“¦ 170 Β· ⏱️ 17.11.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.6M / month Β· πŸ“¦ 900 Β· ⏱️ 15.11.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.7M / month Β· πŸ“¦ 900 Β· ⏱️ 17.11.2023): ``` npm install @pulumi/pulumi ```
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docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 +
docker (πŸ₯ˆ42 Β· ⭐ 6.5K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 5K Β· πŸ“₯ 110M Β· πŸ“¦ 310 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 730 Β· πŸ“¦ 71K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.11.2023): ``` - git clone https://github.com/docker/compose + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.9K Β· ⏱️ 01.06.2023): ``` - pip install docker-compose + pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 380K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 08.07.2023): ``` - conda install -c conda-forge docker-compose + conda install -c conda-forge docker-py ```
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docker (πŸ₯ˆ40 Β· ⭐ 6.4K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 +
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 730 Β· πŸ“¦ 71K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.08.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 100M Β· πŸ“¦ 320 Β· πŸ“‹ 7.2K - 3% open Β· ⏱️ 23.11.2023): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.9K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` - pip install docker + pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 08.07.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 380K Β· ⏱️ 02.10.2023): ``` - conda install -c conda-forge docker-py + conda install -c conda-forge docker-compose ```
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paramiko (πŸ₯ˆ39 Β· ⭐ 8.6K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K Β· πŸ“ˆ) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 86K Β· πŸ“‹ 1.6K - 49% open Β· ⏱️ 24.09.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 87K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 24.09.2023): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): ``` pip install paramiko ``` @@ -1710,6 +1710,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
+
netmiko (πŸ₯ˆ38 Β· ⭐ 3.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT + +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4K Β· πŸ“‹ 2K - 9% open Β· ⏱️ 17.11.2023): + + ``` + git clone https://github.com/ktbyers/netmiko + ``` +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 220K / month Β· πŸ“¦ 260 Β· ⏱️ 17.11.2023): + ``` + pip install netmiko + ``` +
fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 - [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): @@ -1717,7 +1729,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.9M / month Β· πŸ“¦ 130 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.3M / month Β· πŸ“¦ 140 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1726,21 +1738,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fabric ```
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netmiko (πŸ₯‰37 Β· ⭐ 3.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT - -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4K Β· πŸ“‹ 2K - 8% open Β· ⏱️ 15.11.2023): - - ``` - git clone https://github.com/ktbyers/netmiko - ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 180K / month Β· πŸ“¦ 260 Β· ⏱️ 09.08.2022): - ``` - pip install netmiko - ``` -
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 30K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 30K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 17.11.2023): ``` git clone https://github.com/dbader/schedule @@ -1749,7 +1749,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 46K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 47K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ``` @@ -1777,7 +1777,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6.5M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6.7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1788,12 +1788,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 320 Β· πŸ“¦ 90 Β· πŸ“‹ 680 - 21% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 93 Β· πŸ“‹ 680 - 21% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 37K / month Β· πŸ“¦ 11 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month Β· πŸ“¦ 11 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ``` @@ -1805,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.8K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1816,9 +1816,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... -- parallel-ssh (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 +- parallel-ssh (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 +- fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT -- fabtools (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT - Grai (πŸ₯‰14 Β· ⭐ 240) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0
@@ -1828,7 +1828,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡38 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡39 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC - [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 330K Β· πŸ“‹ 510 - 36% open Β· ⏱️ 29.09.2023): @@ -1846,28 +1846,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ35 Β· ⭐ 8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.9K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 06.10.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.9K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 2.1M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 280K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 280K Β· ⏱️ 23.11.2023): ``` conda install -c conda-forge supervisor ```
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sh (πŸ₯ˆ35 Β· ⭐ 6.7K) - Python process launching. MIT +
sh (πŸ₯‰34 Β· ⭐ 6.7K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 500 Β· πŸ“¦ 13K Β· πŸ“‹ 460 - 1% open Β· ⏱️ 10.08.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 500 Β· πŸ“¦ 14K Β· πŸ“‹ 460 - 1% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.8M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.7M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1921,23 +1921,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 86M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 87M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.4M Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.5M Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 200K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 200K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 49M / month Β· πŸ“¦ 510 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 49M / month Β· πŸ“¦ 660 Β· ⏱️ 22.11.2023): ``` pip install anyio ``` @@ -1948,36 +1948,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰25 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 42 Β· πŸ“¦ 2.8K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 04.11.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 42 Β· πŸ“¦ 2.9K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 04.11.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 92K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 93K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.1K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ```
-
aiomisc (πŸ₯‰23 Β· ⭐ 340) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰24 Β· ⭐ 350) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 340 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 340 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 16K / month Β· πŸ“¦ 38 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 38 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ```
Show 2 hidden projects... +- stopit (πŸ₯‰23 Β· ⭐ 100 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT - unsync (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - Unsynchronize asyncio. MIT -- stopit (πŸ₯‰21 Β· ⭐ 100 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT

@@ -1985,9 +1985,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
traitlets (πŸ₯‡39 Β· ⭐ 580) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯‡39 Β· ⭐ 590) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 260 Β· πŸ“¦ 370K Β· πŸ“‹ 290 - 32% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 270 Β· πŸ“¦ 380K Β· πŸ“‹ 290 - 32% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/ipython/traitlets @@ -2003,12 +2003,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 600K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 610K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 35M / month Β· πŸ“¦ 9.2K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 34M / month Β· πŸ“¦ 9.3K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2019,12 +2019,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 7.4K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.5K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 19.11.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.2M / month): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.1M / month Β· πŸ“¦ 280 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` @@ -2035,12 +2035,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 110K Β· πŸ“‹ 92 - 8% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 92 - 8% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.8M / month): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2051,12 +2051,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 20K Β· πŸ“‹ 540 - 17% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 21K Β· πŸ“‹ 540 - 17% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.4M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.6M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): ``` pip install omegaconf ``` @@ -2065,14 +2065,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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hydra (πŸ₯‰30 Β· ⭐ 7.7K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰31 Β· ⭐ 7.7K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 560 Β· πŸ“¦ 17K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 17K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 12K / month): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 12K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2088,7 +2088,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 250K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 240K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2099,12 +2099,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 71 Β· πŸ“₯ 300 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 300 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.9M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2135,7 +2135,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 - [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 140 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): @@ -2151,25 +2151,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡43 Β· ⭐ 45K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡43 Β· ⭐ 46K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT - [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 140K Β· πŸ“‹ 1.3K - 15% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 36M / month Β· πŸ“¦ 5.6K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 37M / month Β· πŸ“¦ 5.6K Β· ⏱️ 15.11.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.7M Β· ⏱️ 30.09.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.7M Β· ⏱️ 16.11.2023): ``` conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.7K) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.7K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 730 Β· πŸ“‹ 1.1K - 51% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 730 Β· πŸ“‹ 1.1K - 51% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit @@ -2185,7 +2185,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ36 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 1.4K Β· πŸ“¦ 27K Β· πŸ“‹ 320 - 45% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 1.4K Β· πŸ“¦ 27K Β· πŸ“‹ 320 - 44% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/google/python-fire @@ -2199,71 +2199,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fire ```
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argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 +
colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 120 Β· πŸ“₯ 320 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 21% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 800K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` - git clone https://github.com/kislyuk/argcomplete + git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 23M / month Β· πŸ“¦ 2.2K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 120M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` - pip install argcomplete + pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.4M Β· ⏱️ 13.11.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 27M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge argcomplete + conda install -c conda-forge colorama ```
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wcwidth (πŸ₯ˆ35 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT +
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 49 Β· πŸ“¦ 470K Β· πŸ“‹ 43 - 13% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 120 Β· πŸ“₯ 320 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 22% open Β· ⏱️ 16.11.2023): ``` - git clone https://github.com/jquast/wcwidth + git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 53M / month Β· πŸ“¦ 14K Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 23M / month Β· πŸ“¦ 2.2K Β· ⏱️ 12.11.2023): ``` - pip install wcwidth + pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 22M Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.4M Β· ⏱️ 13.11.2023): ``` - conda install -c conda-forge wcwidth + conda install -c conda-forge argcomplete ```
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colorama (πŸ₯ˆ34 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 +
cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 800K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 81 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 17.11.2023): ``` - git clone https://github.com/tartley/colorama + git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 120M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 25M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): ``` - pip install colorama + pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 27M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 620K Β· ⏱️ 30.10.2023): ``` - conda install -c conda-forge colorama + conda install -c conda-forge cleo ```
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cleo (πŸ₯ˆ34 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
wcwidth (πŸ₯ˆ35 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 82 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 27% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 50 Β· πŸ“¦ 470K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 21.11.2023): ``` - git clone https://github.com/sdispater/cleo + git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 23M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 53M / month Β· πŸ“¦ 14K Β· ⏱️ 21.11.2023): ``` - pip install cleo + pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 610K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 22M Β· ⏱️ 21.11.2023): ``` - conda install -c conda-forge cleo + conda install -c conda-forge wcwidth ```
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Typer (πŸ₯‰33 Β· ⭐ 12K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
Typer (πŸ₯‰33 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT - [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 500 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 04.11.2023): @@ -2274,7 +2274,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typer ``` @@ -2286,7 +2286,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 94K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 93K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2295,9 +2295,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰31 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT +
questionary (πŸ₯‰30 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 74 Β· πŸ“¦ 10K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 75 Β· πŸ“¦ 10K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/tmbo/questionary @@ -2306,7 +2306,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 61K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 62K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2329,24 +2329,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰22 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 14 Β· πŸ“¦ 230 Β· πŸ“‹ 29 - 48% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 15 Β· πŸ“¦ 230 Β· πŸ“‹ 29 - 48% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 130K / month Β· πŸ“¦ 34 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 120K / month Β· πŸ“¦ 34 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 180 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 140 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2375,7 +2375,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡33 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 230 - 2% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 3% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/tkem/cachetools @@ -2389,21 +2389,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 940) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 950) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 10 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 13 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 410K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 440K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
pylibmc (πŸ₯‰28 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 390 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 400 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc @@ -2412,14 +2412,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pylibmc ``` -- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 210K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 220K Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge pylibmc ```
beaker (πŸ₯‰27 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 4.9K Β· πŸ“‹ 130 - 53% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5K Β· πŸ“‹ 130 - 53% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker @@ -2428,7 +2428,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge beaker ``` @@ -2440,7 +2440,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 28K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 27K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2459,7 +2459,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 12.11.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/kivy/kivy @@ -2473,14 +2473,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
-
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 19.11.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 410K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 430K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2496,7 +2496,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 53K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 59K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ``` @@ -2515,16 +2515,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
toga (πŸ₯ˆ31 Β· ⭐ 3.8K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 650 Β· πŸ“₯ 2.1K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 14% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 650 Β· πŸ“₯ 2.1K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 14% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.4K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.7K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 35 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 18 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2533,8 +2533,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰28 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed - flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 -- enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2544,14 +2544,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡18 Β· ⭐ 190 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡19 Β· ⭐ 470 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 13 Β· πŸ“₯ 97 Β· πŸ“‹ 13 - 46% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“₯ 140 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 190 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 180 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2572,18 +2572,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries. -
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 +
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 450 Β· πŸ“‹ 170 - 5% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 450 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 23.11.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 850K Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 850K Β· ⏱️ 23.11.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2603,14 +2603,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 76 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 120 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
-
emoji (πŸ₯ˆ32 Β· ⭐ 1.7K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯ˆ32 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 62K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 63K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2619,41 +2619,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 63K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 64K Β· ⏱️ 16.08.2023): ``` conda install -c conda-forge emoji ```
-
inflect (πŸ₯ˆ31 Β· ⭐ 880 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +
python-slugify (πŸ₯ˆ30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` - pip install inflect + pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 350K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): ``` - conda install -c conda-forge inflect + conda install -c conda-forge python-slugify ```
-
python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
inflect (πŸ₯ˆ30 Β· ⭐ 880) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` - pip install python-slugify + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 350K Β· ⏱️ 04.07.2023): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge inflect ```
pyahocorasick (πŸ₯‰28 Β· ⭐ 850 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 @@ -2663,11 +2663,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` -- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 200K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 210K Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge pyahocorasick ``` @@ -2691,20 +2691,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 360K / month Β· πŸ“¦ 59 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 370K / month Β· πŸ“¦ 59 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 79K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ```
Show 3 hidden projects... -- humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT +- humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 80 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 81 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2724,23 +2724,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.4K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 380K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 6% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 890M / month Β· πŸ“¦ 18K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 880M / month Β· πŸ“¦ 18K Β· ⏱️ 22.11.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 23.11.2023): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡44 Β· ⭐ 8K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 1.2K Β· πŸ“₯ 46K Β· πŸ“¦ 670K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 46K Β· πŸ“¦ 670K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2761,7 +2761,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 36M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 37M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): ``` pip install redis ``` @@ -2772,7 +2772,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.4K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2781,14 +2781,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4M Β· ⏱️ 01.11.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.1M Β· ⏱️ 01.11.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.3K Β· πŸ“‹ 8.9K - 12% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 8.9K - 12% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2804,7 +2804,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 24K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 25K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/coleifer/peewee @@ -2818,46 +2818,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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elasticsearch (πŸ₯‡41 Β· ⭐ 4K) - Official Python client for Elasticsearch. Apache-2 +
PyMySQL (πŸ₯‡40 Β· ⭐ 7.4K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 43K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 190K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 16.11.2023): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.1K Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 550 Β· ⏱️ 26.06.2023): ``` - pip install elasticsearch + pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 950K Β· ⏱️ 13.11.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.3M Β· ⏱️ 26.06.2023): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge pymysql ```
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PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.4K) - MySQL client library for Python. MIT +
elasticsearch (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 190K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 43K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 21.11.2023): ``` - git clone https://github.com/PyMySQL/PyMySQL + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 43M / month Β· πŸ“¦ 390 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.1K Β· ⏱️ 13.11.2023): ``` - pip install PyMySQL + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.3M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 950K Β· ⏱️ 13.11.2023): ``` - conda install -c conda-forge pymysql + conda install -c conda-forge elasticsearch ```
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 21K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 22K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2868,12 +2868,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· ⏱️ 21.11.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 23M / month Β· πŸ“¦ 20K Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 24M / month Β· πŸ“¦ 20K Β· ⏱️ 01.11.2023): ``` pip install pymongo ``` @@ -2882,9 +2882,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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alembic (πŸ₯ˆ38 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ39 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 200 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/sqlalchemy/alembic @@ -2900,12 +2900,12 @@ _Libraries for connecting to, operating, and querying databases._
MongoEngine (πŸ₯ˆ37 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 990K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2914,14 +2914,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
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AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.6K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 +
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 210K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 34M / month Β· πŸ“¦ 62 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 35M / month Β· πŸ“¦ 62 Β· ⏱️ 13.11.2023): ``` pip install awswrangler ``` @@ -2930,14 +2930,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge awswrangler ```
+
Ibis (πŸ₯ˆ37 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 + +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 740 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 23.11.2023): + + ``` + git clone https://github.com/ibis-project/ibis + ``` +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 110K / month Β· πŸ“¦ 53 Β· ⏱️ 19.11.2023): + ``` + pip install ibis-framework + ``` +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 03.10.2023): + ``` + conda install -c conda-forge ibis-framework + ``` +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 660) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 630 - 13% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 630 - 13% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 36M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.10.2023): ``` pip install google-cloud-bigquery ``` @@ -2948,16 +2964,16 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 520 Β· πŸ“¦ 8.1K Β· πŸ“‹ 350 - 56% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 520 Β· πŸ“¦ 8.3K Β· πŸ“‹ 350 - 56% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 620K / month Β· πŸ“¦ 170 Β· ⏱️ 29.10.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 650K / month Β· πŸ“¦ 170 Β· ⏱️ 18.11.2023): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 23K Β· ⏱️ 29.10.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 23K Β· ⏱️ 18.11.2023): ``` conda install -c conda-forge sqlmodel ``` @@ -2980,12 +2996,12 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.5K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.7K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.8K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 460 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 11M / month Β· πŸ“¦ 460 Β· ⏱️ 25.10.2023): ``` pip install confluent-kafka ``` @@ -2994,30 +3010,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
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Ibis (πŸ₯ˆ36 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 - -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 450 Β· πŸ“₯ 100 Β· πŸ“¦ 710 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 16.11.2023): - - ``` - git clone https://github.com/ibis-project/ibis - ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 110K / month Β· πŸ“¦ 53 Β· ⏱️ 12.11.2023): - ``` - pip install ibis-framework - ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 03.10.2023): - ``` - conda install -c conda-forge ibis-framework - ``` -
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 440 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` @@ -3033,7 +3033,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 210K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 230K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ``` @@ -3056,23 +3056,23 @@ _Libraries for connecting to, operating, and querying databases._
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 790 Β· πŸ“‹ 510 - 18% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 510 - 18% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 830 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 26M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge prometheus_client ```
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Pony (πŸ₯ˆ34 Β· ⭐ 3.3K) - Pony Object Relational Mapper. Apache-2 +
Pony (πŸ₯ˆ34 Β· ⭐ 3.4K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 75 Β· πŸ“¦ 3.7K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 76 Β· πŸ“¦ 3.7K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony @@ -3097,14 +3097,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 62K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 63K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge motor ```
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.7K Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.8K Β· ⏱️ 13.11.2023): ``` git clone https://github.com/datastax/python-driver @@ -3118,14 +3118,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 750) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ34 Β· ⭐ 760) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 15K Β· πŸ“‹ 430 - 28% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 16K Β· πŸ“‹ 430 - 28% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 140M / month Β· πŸ“¦ 710 Β· ⏱️ 21.10.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 140M / month Β· πŸ“¦ 720 Β· ⏱️ 21.10.2023): ``` pip install s3fs ``` @@ -3134,14 +3134,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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minio (πŸ₯ˆ34 Β· ⭐ 700) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ34 Β· ⭐ 710) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.7K Β· πŸ“‹ 530 - 2% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.8K Β· πŸ“‹ 530 - 2% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.8M / month Β· πŸ“¦ 460 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.9M / month Β· πŸ“¦ 460 Β· ⏱️ 10.11.2023): ``` pip install minio ``` @@ -3150,14 +3150,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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s3transfer (πŸ₯ˆ34 Β· ⭐ 180) - Amazon S3 Transfer Manager for Python. Apache-2 +
s3transfer (πŸ₯ˆ34 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 - [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 20.10.2023): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 290M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 280M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): ``` pip install s3transfer ``` @@ -3205,18 +3205,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.3M / month Β· πŸ“¦ 97 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.3M / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.3K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.4K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
neo4j-driver (πŸ₯‰33 Β· ⭐ 840) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.5K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.5K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3237,7 +3237,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 200K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 190K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3276,12 +3276,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰32 Β· ⭐ 400) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.4K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.5K Β· πŸ“‹ 340 - 15% open Β· ⏱️ 17.11.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.5M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.4M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3324,24 +3324,24 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.5K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.6K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 19.11.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 72K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 68K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): ``` pip install prisma ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 300K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 290K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3357,7 +3357,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 290K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 310K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): ``` pip install records ``` @@ -3373,19 +3373,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 22K / month Β· πŸ“¦ 10 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 24K / month Β· πŸ“¦ 10 Β· ⏱️ 10.11.2023): ``` pip install piccolo ```
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ODMantic (πŸ₯‰24 Β· ⭐ 850) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
HappyBase (πŸ₯‰26 Β· ⭐ 600) - A developer-friendly Python library to interact with Apache HBase. MIT + +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 160 Β· πŸ“¦ 810 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 20.11.2023): + + ``` + git clone https://github.com/python-happybase/happybase + ``` +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 53K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): + ``` + pip install happybase + ``` +- [Conda](https://anaconda.org/conda-forge/happybase) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge happybase + ``` +
+
ODMantic (πŸ₯‰25 Β· ⭐ 860) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 78 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 14K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3402,36 +3418,35 @@ _Libraries for connecting to, operating, and querying databases._ pip install filedepot ```
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psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
aioprometheus (πŸ₯‰21 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 380 - 10% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 160 Β· πŸ“‹ 31 - 25% open Β· ⏱️ 14.03.2023): ``` - git clone https://github.com/psycopg/psycopg + git clone https://github.com/claws/aioprometheus + ``` +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 74K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): + ``` + pip install aioprometheus ```
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aioprometheus (πŸ₯‰19 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT +
psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 160 Β· πŸ“‹ 31 - 25% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 380 - 10% open Β· ⏱️ 21.11.2023): ``` - git clone https://github.com/claws/aioprometheus - ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 65K / month): - ``` - pip install aioprometheus + git clone https://github.com/psycopg/psycopg ```
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Show 18 hidden projects... +
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ37 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 +- google-cloud-bigtable (πŸ₯‰30 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- HappyBase (πŸ₯‰26 Β· ⭐ 600 Β· πŸ’€) - A developer-friendly Python library to interact with Apache HBase. MIT - umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - py2neo (πŸ₯‰22 Β· ⭐ 4) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 @@ -3453,39 +3468,39 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 29K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 30K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.7M / month Β· πŸ“¦ 750 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.1M / month Β· πŸ“¦ 750 Β· ⏱️ 16.11.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 560K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 570K Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 190K Β· πŸ“‹ 680 - 3% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 190K Β· πŸ“‹ 680 - 3% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 20.11.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 870K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 870K Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡37 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 86K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 88K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/jazzband/tablib @@ -3533,12 +3548,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
csvkit (πŸ₯ˆ34 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 190K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 200K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): ``` pip install csvkit ``` @@ -3549,7 +3564,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 300 Β· πŸ“¦ 49K Β· πŸ“‹ 200 - 6% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 50K Β· πŸ“‹ 200 - 6% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3579,7 +3594,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.7K Β· πŸ“ˆ) - Extract data from a wide range of Internet sources.. BSD-3 +
pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 - [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 21K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): @@ -3602,7 +3617,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month Β· πŸ“¦ 410 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month Β· πŸ“¦ 420 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3611,46 +3626,46 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 +
Intake (πŸ₯‰30 Β· ⭐ 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 850 Β· πŸ“₯ 1K Β· πŸ“¦ 390 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 18.10.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.7K Β· πŸ“‹ 360 - 31% open Β· ⏱️ 10.10.2023): ``` - git clone https://github.com/snorkel-team/snorkel + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 53K / month Β· πŸ“¦ 130 Β· ⏱️ 21.11.2023): ``` - pip install snorkel + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge snorkel + conda install -c conda-forge intake ```
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Intake (πŸ₯‰29 Β· ⭐ 940) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.7K Β· πŸ“‹ 360 - 29% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 400 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.11.2023): ``` - git clone https://github.com/intake/intake + git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 46K / month Β· πŸ“¦ 120 Β· ⏱️ 29.05.2023): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 27K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): ``` - pip install intake + pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge intake + conda install -c conda-forge snorkel ```
img2dataset (πŸ₯‰27 Β· ⭐ 2.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 84 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 87 Β· πŸ“‹ 220 - 45% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 54K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 44K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ``` @@ -3662,7 +3677,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.8K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.7K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): ``` pip install camelot ``` @@ -3674,19 +3689,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 900 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 870 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
Upgini (πŸ₯‰21 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 4 Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 4 Β· ⏱️ 23.11.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3K / month Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.2K / month Β· ⏱️ 23.11.2023): ``` pip install upgini ``` @@ -3710,7 +3725,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1K / month Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 950 / month Β· ⏱️ 10.11.2023): ``` pip install squirrel-core ``` @@ -3722,7 +3737,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ31 Β· ⭐ 1.7K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- SDV (πŸ₯ˆ32 Β· ⭐ 1.7K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰29 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - textract (πŸ₯‰27 Β· ⭐ 3.7K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - tabulator-py (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT @@ -3744,32 +3759,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 560K Β· πŸ“¦ 8.5K Β· πŸ“‹ 8.4K - 11% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 570K Β· πŸ“¦ 8.6K Β· πŸ“‹ 8.5K - 11% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 27M / month Β· πŸ“¦ 310 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 310 Β· ⏱️ 06.11.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 970K Β· ⏱️ 13.11.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 980K Β· ⏱️ 13.11.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 240M Β· ⭐ 480 Β· ⏱️ 06.11.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 260M Β· ⭐ 480 Β· ⏱️ 06.11.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.5M / month Β· πŸ“¦ 15K Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.6M / month Β· πŸ“¦ 15K Β· ⏱️ 22.11.2023): ``` pip install celery ``` @@ -3780,44 +3795,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“¦ 4K Β· πŸ“‹ 4.3K - 13% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4K Β· πŸ“‹ 4.3K - 13% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 630K / month Β· πŸ“¦ 150 Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 650K / month Β· πŸ“¦ 150 Β· ⏱️ 22.11.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 560K Β· ⏱️ 10.11.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 560K Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡42 Β· ⭐ 8.9K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡42 Β· ⭐ 9K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.7K Β· πŸ“‹ 6.6K - 32% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.7K Β· πŸ“‹ 6.6K - 32% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 800K / month Β· πŸ“¦ 130 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 820K / month Β· πŸ“¦ 130 Β· ⏱️ 16.11.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge dagster ```
Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4K Β· πŸ“¦ 2 Β· πŸ“‹ 6.3K - 67% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.3K - 67% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 180 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): ``` pip install apache-beam ``` @@ -3828,28 +3843,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 50 Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 50 Β· ⏱️ 16.11.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 730K Β· ⏱️ 09.11.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 740K Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ40 Β· ⭐ 3.5K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 360K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 360K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 17.11.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 41M / month Β· πŸ“¦ 6.4K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 41M / month Β· πŸ“¦ 6.5K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3881,7 +3896,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 650K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 640K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): ``` pip install luigi ``` @@ -3892,19 +3907,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 360K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): ``` pip install kedro ```
dbt (πŸ₯ˆ37 Β· ⭐ 7.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.1K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.7K - 10% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.1K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.8K - 11% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/dbt-labs/dbt-core @@ -3920,31 +3935,47 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.1K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 540 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 540 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.1K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
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zenml (πŸ₯ˆ33 Β· ⭐ 3.2K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ32 Β· ⭐ 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 220 Β· πŸ“‹ 240 - 16% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 230 Β· πŸ“‹ 240 - 16% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 12K / month Β· πŸ“¦ 2 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 11K / month Β· πŸ“¦ 2 Β· ⏱️ 14.11.2023): ``` pip install zenml ```
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petl (πŸ₯ˆ32 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT + +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): + + ``` + git clone https://github.com/petl-developers/petl + ``` +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.2M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): + ``` + pip install petl + ``` +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 220K Β· ⏱️ 22.08.2023): + ``` + conda install -c conda-forge petl + ``` +
huey (πŸ₯ˆ31 Β· ⭐ 4.7K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· πŸ“‹ 600 - 0% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 21.11.2023): ``` git clone https://github.com/coleifer/huey @@ -3960,44 +3991,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“₯ 43 Β· πŸ“¦ 210 Β· πŸ“‹ 410 - 5% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“₯ 43 Β· πŸ“¦ 210 Β· πŸ“‹ 410 - 5% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 91K / month Β· πŸ“¦ 5 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 95K / month Β· πŸ“¦ 5 Β· ⏱️ 21.11.2023): ``` pip install whylogs ```
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petl (πŸ₯ˆ31 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT - -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): - - ``` - git clone https://github.com/petl-developers/petl - ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.3M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): - ``` - pip install petl - ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 220K Β· ⏱️ 22.08.2023): - ``` - conda install -c conda-forge petl - ``` -
ploomber (πŸ₯‰30 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 220 Β· πŸ“¦ 110 Β· πŸ“‹ 850 - 11% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 220 Β· πŸ“¦ 110 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 17.11.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.1K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.7K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 79K Β· ⏱️ 30.08.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 80K Β· ⏱️ 30.08.2023): ``` conda install -c conda-forge ploomber ``` @@ -4020,12 +4035,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
faust (πŸ₯‰29 Β· ⭐ 6.6K Β· πŸ’€) - Python Stream Processing. BSD-3 -- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.7K Β· πŸ“‹ 520 - 53% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.7K Β· πŸ“‹ 530 - 53% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 27K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 25K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -4037,19 +4052,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 290K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 270K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰26 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 140 Β· πŸ“¦ 460 Β· πŸ“‹ 200 - 31% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 480 Β· πŸ“‹ 210 - 32% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 77K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 75K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4065,43 +4080,43 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 200K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 210K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install dbnd ```
Optimus (πŸ₯‰24 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 3% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.9K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7.6K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ```
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 83 - 50% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 83 - 50% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.8K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.1K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` pip install tasktiger ```
Pypeline (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 91 Β· πŸ“¦ 110 Β· πŸ“‹ 70 - 32% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 92 Β· πŸ“¦ 110 Β· πŸ“‹ 70 - 32% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 27K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 31K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4110,30 +4125,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT +
pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 180 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.6K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` -- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.5K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.6K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysparkling ```
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BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
BatchFlow (πŸ₯‰21 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 97 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 100 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4154,14 +4169,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Databolt Flow (πŸ₯‰17 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT - [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 150 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 130 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4185,7 +4200,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 54 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 68 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): ``` pip install mara-pipelines ``` @@ -4197,7 +4212,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 19 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 14 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4233,7 +4248,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 40M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 41M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pyyaml ``` @@ -4278,7 +4293,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 200 Β· πŸ“¦ 8.6K Β· πŸ“‹ 270 - 24% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 8.6K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff @@ -4292,7 +4307,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰25 Β· ⭐ 310) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰26 Β· ⭐ 310) - Runtime inspection utilities for Python typing module. MIT - [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 28 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): @@ -4321,7 +4336,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡39 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 880K Β· πŸ“‹ 660 - 18% open Β· ⏱️ 11.11.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 890K Β· πŸ“‹ 660 - 17% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4337,7 +4352,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 290 - 8% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 5% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4369,7 +4384,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ34 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.6K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.7K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/mahmoud/boltons @@ -4383,7 +4398,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 5.4K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 5.4K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 14.11.2023): @@ -4401,7 +4416,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 250 Β· πŸ“¦ 2.6K Β· πŸ“‹ 530 - 33% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“¦ 2.6K Β· πŸ“‹ 530 - 33% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector @@ -4417,16 +4432,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯ˆ32 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 99 Β· πŸ“¦ 460 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 470 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 180K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.7K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.8K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4438,7 +4453,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4454,7 +4469,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.8M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.9M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4463,18 +4478,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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ubelt (πŸ₯‰24 Β· ⭐ 690) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰24 Β· ⭐ 700) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 - [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 46 Β· πŸ“‹ 16 - 18% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 16K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 65K Β· ⏱️ 28.10.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 66K Β· ⏱️ 28.10.2023): ``` conda install -c conda-forge ubelt ``` @@ -4482,7 +4497,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 670 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰24 Β· ⭐ 680 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT @@ -4495,12 +4510,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 57K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 97K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 95K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4513,9 +4528,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ35 Β· ⭐ 17K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 6.7K Β· πŸ“₯ 69K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 6.7K Β· πŸ“₯ 69K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/micropython/micropython @@ -4547,44 +4562,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 810 Β· πŸ”€ 550 Β· πŸ“¦ 610K Β· πŸ“‹ 1.8K - 22% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 620K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 75M / month Β· πŸ“¦ 37K Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 76M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 27M Β· ⏱️ 07.08.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 27M Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡41 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 23K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 09.11.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 24K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 29.09.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 910K Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 910K Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge cookiecutter ```
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pyparsing (πŸ₯‡39 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT +
pyparsing (πŸ₯‡40 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.6K Β· πŸ“¦ 880K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.7K Β· πŸ“¦ 890K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 96M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 95M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4632,7 +4647,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 89M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 95M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4680,7 +4695,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 58M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 59M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4691,24 +4706,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰32 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 140 Β· πŸ“¦ 710 Β· πŸ“‹ 410 - 11% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 150 Β· πŸ“¦ 720 Β· πŸ“‹ 420 - 13% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 160K / month): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): ``` pip install copier ```
keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 14K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 410 Β· πŸ“¦ 14K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 200K / month Β· πŸ“¦ 510 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 200K / month Β· πŸ“¦ 520 Β· ⏱️ 27.03.2018): ``` pip install keyboard ``` @@ -4717,18 +4732,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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fastcore (πŸ₯‰30 Β· ⭐ 860) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰30 Β· ⭐ 870) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.8K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.9K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 650K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 660K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 63K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 64K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4740,7 +4755,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 200K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 190K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): ``` pip install pyscaffold ``` @@ -4749,21 +4764,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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pyscreenshot (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 - -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.4K Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/ponty/pyscreenshot - ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 460K / month Β· πŸ“¦ 270 Β· ⏱️ 18.04.2021): - ``` - pip install pyscreenshot - ``` -
catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 32K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 33K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/catalogue @@ -4777,9 +4780,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
+
pyscreenshot (πŸ₯‰26 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 + +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.4K Β· ⏱️ 12.03.2023): + + ``` + git clone https://github.com/ponty/pyscreenshot + ``` +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 350K / month Β· πŸ“¦ 270 Β· ⏱️ 18.04.2021): + ``` + pip install pyscreenshot + ``` +
Send2Trash (πŸ₯‰26 Β· ⭐ 250) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 58 - 48% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash @@ -4788,7 +4803,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge send2trash ``` @@ -4800,7 +4815,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 610K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 530K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4812,7 +4827,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... - powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- openpyxl (πŸ₯‰26 Β· ⭐ 63 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 63) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-11-23_changes.md b/history/2023-11-23_changes.md new file mode 100644 index 0000000..6ae5393 --- /dev/null +++ b/history/2023-11-23_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- docker (πŸ₯ˆ42 Β· ⭐ 6.5K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +- paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K Β· πŸ“ˆ) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- filesystem_spec (πŸ₯‡38 Β· ⭐ 690 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +- dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K Β· πŸ“ˆ) - python parser for human readable dates. BSD-3 +- fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- protobuf (πŸ₯‡52 Β· ⭐ 62K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- elasticsearch (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 +- polars (πŸ₯ˆ39 Β· ⭐ 22K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ“‰) - A Python package to manage extremely large amounts of data. BSD-3 +- tink (πŸ₯ˆ36 Β· ⭐ 13K Β· πŸ“‰) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 + diff --git a/history/2023-11-23_projects.csv b/history/2023-11-23_projects.csv new file mode 100644 index 0000000..7db261e --- /dev/null +++ b/history/2023-11-23_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-16 18:07:40.000,2023-11-16 18:07:39,438.0,26.0,2099,381.0,232.0,17.0,33.0,14659,2023-11-16 18:07:45.000,2023.11.16,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-11-16 18:15:11.000,2023-11-16 18:15:10,284.0,23.0,153,52.0,170.0,1.0,2.0,2065,2023-11-16 18:15:16.000,2023.11.16,100.0,13.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-11-16 18:07:21.000,2023-11-16 18:07:20,281.0,22.0,40,24.0,166.0,3.0,5.0,839,2023-11-16 18:07:25.000,2023.11.16,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-11-16 18:15:11.000,2023-11-16 18:15:10,284.0,23.0,153,52.0,170.0,1.0,2.0,2065,2023-11-16 18:15:16.000,2023.11.16,100.0,13.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-16 18:07:40.000,2023-11-16 18:07:39,438.0,26.0,2099,381.0,232.0,17.0,33.0,14659,2023-11-16 18:07:45.000,2023.11.16,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1668.0,322.0,13.0,73.0,38457,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-16 18:07:40.000,2023-11-16 18:07:39,438.0,26.0,2099,381.0,232.0,17.0,33.0,14659,2023-11-16 18:07:45.000,2023.11.16,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-11-23 13:25:11.000,2023-11-22 22:58:21,34233.0,858.0,8525,596.0,13231.0,2178.0,9988.0,25045,2023-11-13 00:42:04.000,1.26.2,154.0,1699.0,54,True,2096438.0,1956980.0,numpy,conda-forge/numpy,887339.0,203013535.0,https://pypi.org/project/numpy,2023-11-12 22:51:49.000,139458.0,201352249.0,https://anaconda.org/conda-forge/numpy,2023-09-21 11:52:08.298,67646347.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-11-23 10:02:17.000,2023-11-22 20:17:03,16330.0,813.0,15314,2065.0,8800.0,946.0,5043.0,62015,2023-11-15 23:29:56.000,4.25.1,152.0,1182.0,52,True,560598.0,540742.0,protobuf,conda-forge/protobuf,35602902.0,166790059.0,https://pypi.org/project/protobuf,2023-11-15 23:29:56.000,16349.0,159298782.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16373248.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3507.0,6253750.0,-1.0,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-11-23 09:54:50.000,2023-11-23 01:51:25,33762.0,591.0,16923,1124.0,30550.0,3701.0,22053.0,40411,2023-11-10 19:13:33.000,2.1.3,121.0,3497.0,52,True,1469634.0,1395270.0,pandas,conda-forge/pandas,233259.0,147061305.0,https://pypi.org/project/pandas,2023-11-10 19:13:33.000,74364.0,145816312.0,https://anaconda.org/conda-forge/pandas,2023-11-11 07:59:29.778,45989058.0,1.0,,,,,,,['pandas'],,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-11-23 12:54:11.000,2023-11-22 16:42:51,54150.0,205.0,23854,1937.0,50122.0,880.0,31309.0,59315,2023-11-21 23:00:48.000,9.0.1,343.0,6802.0,48,True,35085.0,31005.0,ansible,conda-forge/ansible,,4509549.0,https://pypi.org/project/ansible,2023-11-21 23:00:48.000,4080.0,4486336.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,974974.0,1.0,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-11-23 12:34:37.000,2023-11-23 04:49:54,22192.0,1124.0,13135,757.0,23786.0,946.0,7518.0,32964,2023-11-06 07:14:17.000,2.7.3,168.0,3089.0,48,True,8907.0,8594.0,apache-airflow,conda-forge/airflow,565919.0,27262759.0,https://pypi.org/project/apache-airflow,2023-11-06 05:43:57.000,313.0,24754153.0,https://anaconda.org/conda-forge/airflow,2023-11-13 20:15:27.982,976665.0,1.0,,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-11-06 06:05:54.262186,483.0,255282832.0,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-11-23 00:39:14.374,2023-11-22 19:39:15,5561.0,197.0,1851,242.0,705.0,188.0,2937.0,8433,2023-11-22 20:59:02.000,1.29.6,1433.0,149.0,48,True,403804.0,385722.0,boto3,conda-forge/boto3,,876541721.0,https://pypi.org/project/boto3,2023-11-22 20:59:02.000,18082.0,876119524.0,https://anaconda.org/conda-forge/boto3,2023-11-23 00:39:14.374,17732312.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-11-23 02:18:45.000,2023-11-23 02:17:43,11155.0,348.0,1674,122.0,7563.0,38.0,2302.0,5897,2023-10-24 16:14:47.000,41.0.5,119.0,300.0,47,True,604166.0,582517.0,cryptography,conda-forge/cryptography,,211101284.0,https://pypi.org/project/cryptography,2023-10-24 16:14:47.000,21649.0,209985090.0,https://anaconda.org/conda-forge/cryptography,2023-11-15 11:21:43.391,44647772.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-11-23 13:01:13.000,2023-11-23 11:51:34,12380.0,94.0,4575,473.0,3136.0,650.0,4362.0,22571,2023-11-22 15:18:14.000,5.3.6,203.0,1322.0,46,True,132860.0,117774.0,celery,conda-forge/celery,,8637392.0,https://pypi.org/project/celery,2023-11-22 15:16:19.000,15086.0,8600855.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1498020.0,1.0,,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-11-22 19:12:17.000,2023-11-22 12:35:33,2638.0,235.0,1511,104.0,3225.0,367.0,3053.0,16529,2023-11-22 13:52:00.000,2.5.2,127.0,443.0,45,True,299532.0,290103.0,pydantic,conda-forge/pydantic,,124737146.0,https://pypi.org/project/pydantic,2023-11-22 13:52:00.000,9429.0,124571772.0,https://anaconda.org/conda-forge/pydantic,2023-11-22 16:10:09.282,6614983.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-11-07 22:56:25.000,2023-09-01 21:20:27,2402.0,12.0,1358,184.0,1074.0,91.0,1422.0,14513,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1535015.0,1459732.0,click,conda-forge/click,139.0,177123133.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75283.0,176045304.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32334797.0,1.0,,,,,,,,,,,,,,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-11-23 06:30:27.000,2023-11-22 19:39:18,11653.0,221.0,3958,572.0,3581.0,535.0,3988.0,14458,2023-11-22 20:59:23.000,1.30.6,1840.0,428.0,44,True,3063.0,3.0,awscli,conda-forge/awscli,1534.0,171005702.0,https://pypi.org/project/awscli,2023-11-22 20:59:23.000,3060.0,170466347.0,https://anaconda.org/conda-forge/awscli,2023-11-23 02:13:24.010,21573230.0,1.0,,,,,,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-11-23 12:30:51.000,2023-11-22 19:37:03,16678.0,169.0,1287,87.0,709.0,202.0,7378.0,8027,2023-11-02 14:52:13.000,rel_2_0_23,294.0,666.0,44,True,718773.0,671047.0,SQLAlchemy,conda-forge/sqlalchemy,46466.0,103791881.0,https://pypi.org/project/SQLAlchemy,2023-11-02 14:52:02.000,47726.0,103398900.0,https://anaconda.org/conda-forge/sqlalchemy,2023-11-02 19:25:18.675,13721171.0,1.0,,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-11-22 23:39:14.792,2023-11-22 19:39:27,10465.0,277.0,1029,64.0,2030.0,145.0,914.0,1347,2023-11-22 20:58:41.000,1.32.6,1831.0,201.0,44,True,300916.0,292335.0,botocore,conda-forge/botocore,,389965019.0,https://pypi.org/project/botocore,2023-11-22 20:58:41.000,8581.0,389288799.0,https://anaconda.org/conda-forge/botocore,2023-11-22 23:39:14.792,24343933.0,1.0,,,,,,,,,,,,,,,,,,, +20,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-11-23 13:09:41.000,2023-11-23 00:55:00,119685.0,1266.0,28229,1508.0,46191.0,8699.0,58495.0,56952,2020-07-22 03:00:52.000,0.0.6,11.0,2695.0,43,True,11.0,3.0,cpython,conda-forge/typing,,127379.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,95458.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2936769.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-11-20 05:43:58.000,2023-11-15 16:31:56,3870.0,37.0,1675,550.0,1046.0,197.0,1054.0,45521,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,147486.0,141893.0,rich,conda-forge/rich,,37226495.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,5593.0,37084091.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5696187.0,1.0,,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-11-23 12:09:56.000,2023-11-23 00:32:02,3043.0,51.0,3187,640.0,2429.0,157.0,2184.0,21400,2023-05-26 17:35:41.785,23.5.26,35.0,666.0,43,True,80863.0,80256.0,flatbuffers,conda-forge/flatbuffers,304946.0,14977148.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,331.0,13975193.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,911631.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,276.0,989128.0,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-11-23 05:47:01.000,2023-11-22 16:42:07,3623.0,85.0,2384,279.0,3800.0,631.0,1963.0,17595,2023-11-16 08:06:00.000,2.15.0,79.0,538.0,43,True,30817.0,30069.0,datasets,conda-forge/datasets,,5096309.0,https://pypi.org/project/datasets,2023-11-16 07:42:48.000,748.0,5079983.0,https://anaconda.org/conda-forge/datasets,2023-11-17 23:01:48.010,571443.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-11-21 15:14:47.429,2023-11-20 18:08:34,3490.0,90.0,1839,222.0,1271.0,21.0,660.0,16545,2023-11-20 18:09:28.000,20.1.0,322.0,551.0,43,True,192437.0,189227.0,Faker,conda-forge/faker,,11163579.0,https://pypi.org/project/Faker,2023-11-20 18:09:14.000,3210.0,11142268.0,https://anaconda.org/conda-forge/faker,2023-11-21 15:14:47.429,873776.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-11-23 07:38:01.000,2023-11-22 23:04:51,15384.0,427.0,1376,154.0,6395.0,591.0,3705.0,13366,2023-11-22 21:35:02.000,2.14.6,246.0,428.0,43,True,4160.0,4008.0,prefect,conda-forge/prefect,,666812.0,https://pypi.org/project/prefect,2023-11-22 21:35:02.000,152.0,653423.0,https://anaconda.org/conda-forge/prefect,2023-11-17 03:13:07.052,562379.0,1.0,,,,,,,,,,,,,,,,,,, +26,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-11-22 00:54:26.000,2023-11-16 11:59:07,2262.0,39.0,2473,324.0,1483.0,227.0,1387.0,11896,2023-09-26 06:51:15.000,5.0.1,119.0,416.0,43,True,27719.0,,redis,conda-forge/redis-py,,37029230.0,https://pypi.org/project/redis,2023-11-16 12:21:49.000,27719.0,37001607.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1132573.0,1.0,,,,,,,,,,,,,,,,,,, +27,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-11-23 10:58:05.000,2023-11-23 10:45:38,37328.0,882.0,1550,298.0,7986.0,57.0,3641.0,4420,2023-11-16 23:21:29.000,google-cloud-container-v2.34.0,100.0,507.0,43,True,1998.0,,google-cloud-storage,conda-forge/google-cloud-storage,,57445639.0,https://pypi.org/project/google-cloud-storage,2023-10-31 17:41:47.000,1998.0,57344271.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-11-01 08:55:18.033,4054752.0,1.0,,,,,,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-11-22 09:18:10.000,2023-11-22 00:04:52,6607.0,133.0,564,30.0,819.0,417.0,1380.0,1443,2023-11-21 20:44:20.000,2.17.2,64.0,816.0,43,True,655313.0,618066.0,pygments,conda-forge/pygments,,76551195.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37247.0,75844819.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,26842307.0,1.0,,,,,,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-11-23 12:35:49.000,2023-11-23 02:43:38,10987.0,311.0,1000,176.0,7120.0,1999.0,4707.0,18241,2023-11-17 16:12:08.000,3.94.2,3923.0,244.0,42,True,7917.0,6855.0,pulumi,,1542324.0,2772471.0,https://pypi.org/project/pulumi,2023-11-17 16:12:08.000,166.0,934415.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-11-17 16:11:42.957,896.0,1747332.0,,,,,,,,,,,,,, +30,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-11-23 08:29:14.000,2023-11-22 22:40:17,16497.0,1016.0,1110,103.0,10898.0,2168.0,4436.0,8988,2023-11-16 22:51:01.000,1.5.9,583.0,367.0,42,True,1834.0,1700.0,dagster,conda-forge/dagster,,845139.0,https://pypi.org/project/dagster,2023-11-16 22:13:37.000,134.0,820398.0,https://anaconda.org/conda-forge/dagster,2023-11-17 03:25:28.109,1039132.0,1.0,,,,,,,,,,,,,,,,,,, +31,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-11-23 13:17:22.000,2023-11-23 11:13:05,41107.0,982.0,4080,258.0,23258.0,4287.0,2056.0,7244,2023-11-17 18:45:43.000,2.52.0,102.0,1580.0,42,True,182.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6696991.0,https://pypi.org/project/apache-beam,2023-11-17 18:02:51.000,180.0,6694795.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,57111.0,1.0,,,,,,,,,,,,,,,,,,, +32,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-11-21 20:57:50.000,2023-11-21 17:17:12,3360.0,14.0,1661,196.0,1578.0,440.0,1222.0,6453,2023-07-20 15:18:46.499,0.0.1,85.0,444.0,42,True,75099.0,71160.0,docker,conda-forge/docker-py,729.0,34806658.0,https://pypi.org/project/docker,2023-06-01 14:26:11.333,3939.0,34711755.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3890786.0,2.0,,,,,,2.0,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-11-23 12:58:44.000,2023-11-23 08:14:29,16114.0,798.0,2590,376.0,24368.0,1147.0,7789.0,3916,2023-11-23 11:01:17.000,azure-communication-callautomation_1.1.0,100.0,664.0,42,True,3068.0,2356.0,azure-storage-blob,conda-forge/azure-storage-blob,,45165766.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,712.0,45139981.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1057201.0,1.0,,,,,,,,,,,,,,,,,,, +34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-11-23 12:52:20.000,2023-11-23 12:52:20,4498.0,142.0,5082,717.0,3890.0,222.0,6980.0,30954,2023-11-23 08:49:38.000,2.23.3,144.0,522.0,41,True,1565.0,317.0,docker-compose,conda-forge/docker-compose,101548102.0,3291806.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1366611.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,376963.0,2.0,,,,,,,,,,,,,,,,,,, +35,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-11-21 18:43:10.623,2023-11-21 16:38:17,3041.0,30.0,1955,229.0,1117.0,206.0,637.0,20725,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,41,True,25225.0,23617.0,cookiecutter,conda-forge/cookiecutter,,3281480.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1608.0,3251081.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,911979.0,1.0,,,,,,,,,,,,,,,,,,, +36,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-11-21 14:12:36.000,2023-11-21 14:12:16,4562.0,23.0,1370,198.0,473.0,1.0,2331.0,10459,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,28300.0,24576.0,peewee,conda-forge/peewee,,1607104.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3724.0,1592299.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,577430.0,1.0,,,,,,,,,,,,,,,,,,, +37,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-11-09 12:19:20.000,2023-09-24 00:00:44,3958.0,8.0,1996,316.0,768.0,1006.0,781.0,8604,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,41,True,99509.0,86536.0,paramiko,conda-forge/paramiko,,47284221.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12973.0,47183166.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,4042200.0,2.0,,,,,,2.0,,,,,,,,,,,,, +38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-11-20 19:04:44.000,2023-11-20 19:04:43,2596.0,52.0,572,59.0,340.0,30.0,765.0,4304,2023-11-16 17:08:08.000,4.20.0,100.0,109.0,41,True,502203.0,483281.0,jsonschema,conda-forge/jsonschema,114.0,103213875.0,https://pypi.org/project/jsonschema,2023-11-16 17:08:03.000,18922.0,102534135.0,https://anaconda.org/conda-forge/jsonschema,2023-11-16 18:45:00.717,25150245.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +39,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-11-20 16:18:22.000,2023-10-25 22:59:27,4329.0,61.0,530,57.0,894.0,257.0,1207.0,1952,2023-10-09 14:43:38.000,3.10.0,38.0,197.0,41,True,257123.0,242084.0,h5py,conda-forge/h5py,2938.0,15766557.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15039.0,15427769.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13888863.0,1.0,,,,,,,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-11-23 02:21:46.000,2023-11-18 13:30:06,12842.0,31.0,3028,606.0,3549.0,978.0,4187.0,16453,2023-06-17 17:37:56.000,2.2.1,44.0,601.0,40,True,11988.0,11377.0,kivy,conda-forge/kivy,34219.0,159380.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,611.0,151215.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,329805.0,1.0,,,,,,,,,,,,,,,,,,, +41,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-11-22 21:01:27.000,2023-11-22 20:43:53,11740.0,257.0,1399,78.0,7086.0,149.0,1643.0,8979,2023-11-16 21:23:58.000,0.18.3,255.0,418.0,40,True,50.0,,great_expectations,conda-forge/great-expectations,,12748474.0,https://pypi.org/project/great_expectations,2023-11-16 17:58:01.000,50.0,12730963.0,https://anaconda.org/conda-forge/great-expectations,2023-11-17 04:53:52.206,735485.0,2.0,,,,,,,,,,,,,,,,,,, +42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-11-16 10:39:02.000,2023-11-16 10:39:02,1096.0,15.0,1462,229.0,487.0,15.0,629.0,7432,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,194696.0,194149.0,PyMySQL,conda-forge/pymysql,,39017155.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,547.0,38985739.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1256654.0,1.0,,,,,,,,,,,,,,,,,,, +43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-11-21 19:54:43.000,2023-11-21 19:46:48,3258.0,20.0,628,82.0,1015.0,160.0,1040.0,6728,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,117658.0,107308.0,marshmallow,conda-forge/marshmallow,,31109289.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10350.0,31055766.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2194449.0,2.0,,,,,,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-11-23 12:48:24.000,2023-11-21 11:33:44,1576.0,42.0,1199,401.0,1323.0,58.0,1002.0,4048,2023-11-13 13:01:40.000,8.11.0,136.0,198.0,40,True,49494.0,43366.0,elasticsearch,conda-forge/elasticsearch,3526.0,15723932.0,https://pypi.org/project/elasticsearch,2023-11-13 13:01:40.000,6128.0,15701245.0,https://anaconda.org/conda-forge/elasticsearch,2023-11-13 15:52:43.303,948872.0,1.0,,,,,,-1.0,,,,,,,,,,,,, +45,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-11-23 13:26:29.000,2023-11-17 14:14:37,1498.0,16.0,384,61.0,713.0,400.0,465.0,3491,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,40,True,364316.0,357856.0,joblib,conda-forge/joblib,,41632395.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6460.0,41052639.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23190255.0,2.0,,,,,,,,,,,,,,,,,,, +46,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-11-23 01:48:21.000,2023-11-22 18:45:22,4861.0,171.0,988,109.0,3766.0,1132.0,2965.0,3244,2023-11-17 21:40:28.000,2023.11.0,86.0,460.0,40,True,24132.0,22077.0,xarray,conda-forge/xarray,,3704092.0,https://pypi.org/project/xarray,2023-11-17 21:40:28.000,2055.0,3470610.0,https://anaconda.org/conda-forge/xarray,2023-11-18 10:38:39.034,9339305.0,2.0,,,,,,,,,,,,,,,,,,, +47,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-20 03:58:16.000,2023-11-20 03:58:10,1175.0,11.0,260,25.0,174.0,31.0,289.0,1989,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,40,True,920368.0,888060.0,pyparsing,conda-forge/pyparsing,8671.0,97020050.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32308.0,95400076.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40495884.0,1.0,,,,,,,,,,,,,,,,,,, +48,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-11-23 11:58:23.000,2023-11-23 11:58:23,8063.0,893.0,1268,135.0,6960.0,1199.0,4474.0,21702,2023-11-20 14:33:43.000,py-0.19.15,324.0,314.0,39,True,337.0,2.0,polars,,65.0,2721490.0,https://pypi.org/project/polars,2023-11-20 14:32:14.000,335.0,2721485.0,,,,2.0,,,,,,-2.0,,,,,,,,,,,,, +49,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-11-14 16:21:41.000,2023-10-22 20:53:42,936.0,10.0,566,226.0,248.0,87.0,257.0,9685,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,106030.0,104108.0,uvloop,conda-forge/uvloop,424.0,10862471.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1922.0,10844405.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,668327.0,1.0,,,,,,,,,,,,,,,,,,, +50,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-11-17 08:41:14.000,2023-11-16 21:47:32,2724.0,19.0,730,149.0,737.0,589.0,553.0,8664,2023-11-14 08:57:52.000,3.0.41,125.0,221.0,39,True,1633.0,,prompt_toolkit,conda-forge/prompt-toolkit,,37855363.0,https://pypi.org/project/prompt_toolkit,2023-11-14 08:57:52.000,1633.0,37342296.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-11-14 12:01:09.748,20009645.0,2.0,,,,,,,,,,,,,,,,,,, +51,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,6.0,667,135.0,673.0,97.0,399.0,8424,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,83232.0,78425.0,arrow,conda-forge/arrow,,21201223.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4807.0,21119365.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3356192.0,1.0,,,,,,,,,,,,,,,,,,, +52,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-11-18 01:05:16.000,2023-11-07 04:20:17,2175.0,9.0,1359,149.0,967.0,297.0,1194.0,5377,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,23103.0,21676.0,kafka-python,conda-forge/kafka-python,1834.0,7304665.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1427.0,7299218.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,423684.0,2.0,,,,,,,,,,,,,,,,,,, +53,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-11-23 07:33:48.000,2023-11-23 07:33:37,1380.0,27.0,365,65.0,545.0,119.0,544.0,4941,2023-04-16 10:50:23.776,23.1.0,27.0,148.0,39,True,903760.0,885472.0,attrs,conda-forge/attrs,,131381005.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18288.0,130965971.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,33202777.0,1.0,,,,,,,,,,,,,,,,,,, +54,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-11-22 13:27:09.000,2023-11-21 20:24:49,5475.0,72.0,1178,241.0,1437.0,9.0,,3959,2023-11-01 22:19:31.000,4.6.0,135.0,205.0,39,True,20159.0,,pymongo,conda-forge/pymongo,,23647626.0,https://pypi.org/project/pymongo,2023-11-01 22:09:27.000,20159.0,23613554.0,https://anaconda.org/conda-forge/pymongo,2023-11-02 02:45:48.721,1362905.0,2.0,,,,,,,,,,,,,,,,,,, +55,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-11-22 14:27:35.000,2023-11-22 14:27:35,1556.0,39.0,262,40.0,498.0,15.0,262.0,3263,2023-08-04 13:37:51.000,10.1.0,44.0,111.0,39,True,209543.0,200558.0,more-itertools,conda-forge/more-itertools,2805.0,60648814.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8985.0,60323303.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13344566.0,1.0,,,,,,,,,,,,,,,,,,, +56,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-11-14 16:51:42.838,2023-11-01 10:45:52,3078.0,20.0,491,72.0,295.0,19.0,1251.0,3086,2023-10-03 12:45:27.000,2.9.9,62.0,135.0,39,False,741830.0,680263.0,psycopg2,psycopg2,,15306457.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61547.0,15303871.0,https://anaconda.org/anaconda/psycopg2,2023-11-14 16:51:42.838,248342.0,2.0,,,,,,,,,,,,,,,20.0,,,, +57,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-10-05 14:56:48.000,2023-09-29 19:42:31,1627.0,12.0,465,96.0,305.0,183.0,324.0,2458,2020-01-21 16:37:03.000,4.8.0,19.0,108.0,39,True,344929.0,328705.0,pexpect,conda-forge/pexpect,4368.0,39639823.0,https://pypi.org/project/pexpect,2020-01-21 16:37:03.000,16224.0,39456925.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16640532.0,1.0,,,,,,,,,,,,,,,,,,, +58,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-11-14 16:25:37.000,2023-11-14 16:25:37,322.0,6.0,504,54.0,261.0,271.0,310.0,2315,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,39,True,1082612.0,1005473.0,pyyaml,conda-forge/pyyaml,,238080953.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77139.0,237013583.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,40560071.0,1.0,,,,,,,,,,,,,,,,,,, +59,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-11-22 20:53:57.000,2023-11-22 20:53:41,1772.0,46.0,206,19.0,135.0,103.0,921.0,2222,2023-10-26 15:10:48.000,rel_1_12_1,121.0,181.0,39,True,201788.0,190232.0,alembic,conda-forge/alembic,,34870882.0,https://pypi.org/project/alembic,2023-10-26 15:10:40.000,11556.0,34768019.0,https://anaconda.org/conda-forge/alembic,2023-10-26 19:16:26.685,3908831.0,2.0,,,,,,,,,,,,,,,,,,, +60,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-11-22 05:50:05.000,2023-11-13 16:35:34,1579.0,4.0,448,45.0,631.0,341.0,404.0,2162,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1255395.0,1250030.0,python-dateutil,conda-forge/python-dateutil,35050.0,227880517.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5365.0,227310699.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,51253375.0,1.0,,,,,,,,,,,,,,,,,,, +61,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-11-21 16:30:06.000,2023-11-13 19:21:19,1996.0,32.0,194,26.0,602.0,93.0,197.0,586,2023-10-30 11:10:33.000,5.13.0,49.0,110.0,39,True,390665.0,375917.0,traitlets,conda-forge/traitlets,271.0,35022225.0,https://pypi.org/project/traitlets,2023-10-30 11:10:25.000,14748.0,34378227.0,https://anaconda.org/conda-forge/traitlets,2023-10-30 13:09:06.478,24471378.0,1.0,,,,,,,,,,,,,,,,,,, +62,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-11-23 00:12:33.000,2023-11-11 01:01:15,1802.0,7.0,1361,209.0,860.0,163.0,933.0,9224,2023-06-22 02:17:03.239,1.15.1,76.0,300.0,38,True,16862.0,15081.0,rq,conda-forge/rq,,1373704.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1781.0,1370959.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,98840.0,2.0,,,,,,,,,,,,,,,,,,, +63,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-11-15 02:43:09.000,2023-10-16 20:26:42,1711.0,31.0,3262,141.0,870.0,112.0,1166.0,6127,2023-09-18 17:33:52.000,28.1.0,90.0,187.0,38,True,1441.0,,kubernetes,conda-forge/kubernetes,,16944074.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1441.0,16933052.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,462964.0,2.0,,,,,,,,,,,,,,,,,,, +64,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-11-23 10:28:38.000,2023-11-17 19:59:42,2736.0,25.0,1223,202.0,1231.0,195.0,1801.0,3282,2023-11-17 18:40:04.000,4.3.0,43.0,229.0,38,True,4246.0,3981.0,netmiko,,,217270.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,265.0,217270.0,,,,2.0,,,,,,,,,,,,,,,,,,, +65,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-11-15 16:14:54.000,2023-10-28 23:24:31,2853.0,35.0,454,63.0,209.0,64.0,504.0,2530,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,83467.0,81819.0,pycryptodomex,conda-forge/pycryptodomex,210.0,33199890.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1648.0,33161448.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1537669.0,2.0,,,,,,,,,,,,,,,,,,, +66,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-11-15 14:34:33.000,2023-11-15 14:34:32,867.0,11.0,250,48.0,290.0,7.0,271.0,1797,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,113224.0,110916.0,msgpack,conda-forge/msgpack-python,1275.0,56395648.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,56004998.0,https://anaconda.org/conda-forge/msgpack-python,2023-09-23 10:50:44.158,14453399.0,2.0,,,,,,,,,,,,,,,,,,, +67,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-10-25 14:31:04.225,2023-10-25 12:23:58,971.0,42.0,230,53.0,154.0,22.0,209.0,1544,2023-10-25 11:50:28.000,3.0.1,49.0,67.0,38,True,320039.0,309591.0,greenlet,conda-forge/greenlet,,87244272.0,https://pypi.org/project/greenlet,2023-10-25 11:50:28.000,10448.0,87038067.0,https://anaconda.org/conda-forge/greenlet,2023-10-25 14:31:04.225,8454405.0,2.0,,,,,,,,,,,,,,,,,,, +68,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-11-22 15:25:22.000,2023-11-22 15:25:22,2244.0,58.0,286,19.0,819.0,206.0,402.0,691,2023-10-21 17:37:02.000,2023.10.0,73.0,211.0,38,True,75526.0,74765.0,fsspec,conda-forge/fsspec,,147877490.0,https://pypi.org/project/fsspec,2023-10-21 17:37:02.000,761.0,147518115.0,https://anaconda.org/conda-forge/fsspec,2023-10-21 20:19:19.578,15093755.0,1.0,,,,,,2.0,,,,,,,,,,,,, +69,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-11-16 12:40:29.000,2023-10-25 23:50:29,4088.0,7.0,2379,479.0,2282.0,121.0,879.0,16913,2023-10-05 11:21:35.000,3.4.0,80.0,607.0,37,True,2664.0,2248.0,luigi,luigi,,643766.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,414.0,643613.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14232.0,2.0,,,,,,,,,stable/luigi,,,,,,2.0,,,, +70,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-10-02 00:20:18.000,2023-09-23 23:05:56,1604.0,14.0,1982,464.0,551.0,470.0,1310.0,14331,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,37,True,157.0,21.0,fabric,conda-forge/fabric,,5260319.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,136.0,5258027.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,77951.0,3.0,,,,,,,,,,,,,,,,,,, +71,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-11-23 12:20:17.000,2023-11-21 09:25:34,2461.0,86.0,837,108.0,1502.0,358.0,1260.0,9000,2023-10-18 14:58:27.000,0.18.14,46.0,217.0,37,True,2058.0,1989.0,kedro,,,353083.0,https://pypi.org/project/kedro,2023-10-18 14:58:27.000,69.0,353083.0,,,,2.0,,,,,,,,,,,,,,,,,,, +72,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-11-23 09:08:33.000,2023-11-20 22:50:16,6470.0,120.0,1385,137.0,4087.0,563.0,4188.0,7826,2023-11-16 19:16:34.000,1.7.2,195.0,301.0,37,True,3750.0,3720.0,dbt,conda-forge/dbt,3123.0,107434.0,https://pypi.org/project/dbt,2023-11-03 19:44:10.000,30.0,104278.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,250588.0,2.0,,,,,,,,,,,,,,,,dbt,,, +73,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-11-15 22:02:55.000,2023-07-07 17:27:15,356.0,,374,36.0,228.0,40.0,227.0,6633,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,618925.0,609660.0,python-dotenv,conda-forge/python-dotenv,,34080734.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9265.0,34009139.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2863817.0,2.0,,,,,,,,,,,,,,,,,,, +74,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,456.0,6045,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,37,True,125074.0,116921.0,watchdog,conda-forge/watchdog,,14547734.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8153.0,14483922.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2616300.0,2.0,,,,,,,,,,,,,,,,,,, +75,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-11-08 13:31:39.000,2023-11-08 13:31:38,1183.0,10.0,585,136.0,323.0,32.0,221.0,4303,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,37,True,89357.0,88077.0,tablib,conda-forge/tablib,,1750801.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1749694.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93061.0,1.0,,,,,,,,,,,,,,,,,,, +76,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-11-21 13:09:44.000,2023-11-21 13:09:44,4087.0,5.0,1225,138.0,1106.0,377.0,1321.0,4089,2023-03-03 10:28:06.959,0.27.0,72.0,388.0,37,True,25725.0,22129.0,mongoengine,conda-forge/mongoengine,,1007828.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3596.0,1001634.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,229202.0,2.0,,,,,,,,,,,,,,,,,,, +77,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-11-22 18:31:18.000,2023-11-21 16:57:55,2280.0,50.0,653,63.0,1432.0,31.0,984.0,3653,2023-11-13 19:02:13.000,3.4.2,143.0,139.0,37,True,1365.0,1303.0,awswrangler,conda-forge/awswrangler,215789.0,34598280.0,https://pypi.org/project/awswrangler,2023-11-13 17:56:17.000,62.0,34583402.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,439952.0,2.0,,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,, +78,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-11-08 17:22:41.000,2023-11-08 17:22:41,1363.0,32.0,615,118.0,127.0,10.0,894.0,3366,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,73060.0,69075.0,xlsxwriter,conda-forge/xlsxwriter,,15225519.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3985.0,15153515.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3024188.0,3.0,,,,,,,,,,,,,,,,,,, +79,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-11-23 13:22:26.000,2023-11-23 12:08:17,6873.0,889.0,455,80.0,5129.0,113.0,2269.0,3247,2023-11-16 19:51:34.000,7.1.0,65.0,220.0,37,True,796.0,743.0,ibis-framework,conda-forge/ibis-framework,107.0,119982.0,https://pypi.org/project/ibis-framework,2023-11-19 00:02:26.000,53.0,112318.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,314067.0,2.0,,,,,,,,,,,,,,,,,,, +80,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-21 16:29:17.000,2023-11-01 04:01:28,505.0,50.0,571,125.0,223.0,57.0,969.0,2768,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,37,False,54182.0,52001.0,pyodbc,conda-forge/pyodbc,,24708788.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2181.0,24676427.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1197372.0,2.0,,,,,,,,,,,,,,,,,,, +81,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-11-22 13:16:06.000,2023-11-22 13:16:06,1508.0,11.0,457,133.0,560.0,318.0,373.0,2374,2023-11-17 10:47:56.000,1.2.0,30.0,132.0,37,True,26234.0,24956.0,dateparser,conda-forge/dateparser,,4218676.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1278.0,4214139.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,186024.0,2.0,,,,,,2.0,,,,,,,,,,,,, +82,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,26.0,143,42.0,113.0,21.0,151.0,1930,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,324193.0,321870.0,pyrsistent,conda-forge/pyrsistent,,41124642.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2323.0,40614126.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20420651.0,1.0,,,,,,,,,,,,,,,,,,, +83,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-11-22 23:23:52.000,2023-11-22 23:22:34,915.0,38.0,109,27.0,290.0,58.0,272.0,1439,2023-11-22 23:23:49.000,4.1.0,49.0,43.0,37,True,201686.0,201026.0,anyio,conda-forge/anyio,,49697378.0,https://pypi.org/project/anyio,2023-11-22 23:23:52.000,660.0,49427091.0,https://anaconda.org/conda-forge/anyio,2023-08-31 13:33:48.464,11352061.0,2.0,,,,,,,,,,,,,,,,,,, +84,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-11-23 10:50:38.000,2023-11-20 18:27:56,4800.0,184.0,259,60.0,367.0,159.0,547.0,1236,2023-10-06 16:01:39.000,3.9.1,45.0,124.0,37,True,52755.0,50161.0,tables,conda-forge/pytables,180.0,930499.0,https://pypi.org/project/tables,2023-10-06 15:50:38.000,2594.0,763121.0,https://anaconda.org/conda-forge/pytables,2023-10-07 10:19:49.597,6695062.0,2.0,,,,,,-1.0,,,,,,,,,,,,, +85,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1169,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,318591.0,301273.0,future,conda-forge/future,,33783124.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17318.0,33639413.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12646632.0,1.0,,,,,,,,,,,,,,,,,,, +86,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2058582.0,1922785.0,six,conda-forge/six,,205286656.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135797.0,204733473.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,49786479.0,1.0,,,,,,,,,,,,,,,,,,, +87,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-11-22 21:44:01.000,2023-11-22 21:39:50,1724.0,40.0,258,51.0,1119.0,84.0,550.0,665,2023-10-30 19:50:13.000,3.13.0,150.0,137.0,37,True,24950.0,23809.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,36517791.0,https://pypi.org/project/google-cloud-bigquery,2023-10-30 19:50:13.000,1141.0,36448769.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-31 10:20:16.090,2760885.0,2.0,,,,,,,,,,,,,,,,,,, +88,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-11-13 18:49:58.000,2023-11-13 18:49:58,289.0,2.0,1407,376.0,165.0,144.0,177.0,25532,2022-12-12 20:38:05.885,0.5.0,10.0,61.0,36,True,28900.0,27024.0,fire,conda-forge/fire,,6891304.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1876.0,6880756.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,812244.0,2.0,,,,,,,,,,,,,,,,,,, +89,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-11-06 14:46:33.000,2023-08-29 10:07:13,6966.0,12.0,1225,342.0,243.0,39.0,445.0,13369,2023-08-28 10:59:22.000,1.8.0,21.0,116.0,36,True,975.0,970.0,tink,,1097.0,230084.0,https://pypi.org/project/tink,2023-08-28 10:59:22.000,4.0,229797.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,273.0,-1.0,,,,,,,,,,,,, +90,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-11-23 01:02:32.000,2023-11-19 18:30:26,6859.0,42.0,1752,229.0,3071.0,726.0,2762.0,12246,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10582.0,10267.0,pysimplegui,conda-forge/pysimplegui,,432312.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,429763.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,130013.0,2.0,,,,,,,,,,,,,,,,,,, +91,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-11-23 07:58:56.000,2023-11-18 11:32:59,335.0,89.0,525,148.0,286.0,197.0,153.0,11350,2023-11-18 11:34:55.000,0.0.12,12.0,71.0,36,True,8427.0,8253.0,sqlmodel,conda-forge/sqlmodel,,650771.0,https://pypi.org/project/sqlmodel,2023-11-18 11:34:55.000,174.0,649920.0,https://anaconda.org/conda-forge/sqlmodel,2023-11-18 19:35:44.482,23002.0,2.0,,,,,,,['pydantic'],,,,,,,,,,,, +92,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-11-17 22:15:48.000,2023-11-17 22:04:13,394.0,5.0,965,213.0,184.0,156.0,293.0,11215,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,31455.0,30007.0,schedule,conda-forge/schedule,,1764859.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1448.0,1763489.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,46599.0,3.0,,,,,,,,,,,,,,,,,,, +93,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-11-23 12:16:06.000,2023-11-21 18:01:35,2695.0,121.0,625,115.0,2904.0,727.0,3175.0,9131,2023-11-17 23:23:44.000,0.24.1.post0,89.0,121.0,36,True,1234.0,1200.0,modin,conda-forge/modin-core,196733.0,956407.0,https://pypi.org/project/modin,2023-11-17 23:53:14.000,34.0,943338.0,https://anaconda.org/conda-forge/modin-core,2023-11-18 00:38:04.283,279911.0,2.0,,,,,,,['pandas'],,,,,,,,,,,, +94,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-11-17 19:34:50.000,2023-10-26 14:26:36,614.0,18.0,177,33.0,86.0,2.0,352.0,5074,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,36,True,65873.0,64732.0,orjson,conda-forge/orjson,,14268856.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1141.0,14244968.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1003330.0,2.0,,,,,,,,,,,,,,,,,,, +95,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-11-23 11:17:57.000,2023-11-13 11:54:53,1037.0,10.0,836,421.0,387.0,157.0,1155.0,3724,2023-11-13 12:01:30.000,8.11.0,37.0,132.0,36,True,10698.0,9714.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3081017.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,984.0,3080900.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8332.0,2.0,,,,,,,,,,,,,,,,,,, +96,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-11-18 16:14:56.000,2023-10-25 17:39:04,860.0,12.0,897,333.0,552.0,281.0,849.0,3472,2023-10-25 18:46:39.000,2.3.0,31.0,109.0,36,True,8244.0,7786.0,confluent-kafka,conda-forge/python-confluent-kafka,,10544176.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,458.0,10522600.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,798340.0,2.0,,,,,,,,,,,,,,,,,,, +97,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,312.0,3016,,,21.0,83.0,36,True,721669.0,704403.0,pycparser,conda-forge/pycparser,,123185017.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17266.0,122770876.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36030311.0,2.0,,,,,,,,,,,,,,,,,,, +98,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-11-05 11:40:04.000,2023-11-05 11:40:02,2656.0,18.0,474,121.0,551.0,301.0,1498.0,2742,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,36,True,30622.0,29981.0,xlwings,conda-forge/xlwings,19084.0,157210.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,641.0,140436.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,688836.0,2.0,,,,,,,,,,,,,,,,,,, +99,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-11-13 03:37:49.000,2023-11-13 03:37:13,999.0,4.0,172,23.0,153.0,169.0,327.0,2028,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,131777.0,127815.0,dill,conda-forge/dill,291271.0,39879570.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3962.0,39739125.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5659592.0,2.0,,,,,,,,,,,,,,,,,,, +100,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-11-21 06:24:09.000,2023-11-14 07:16:07,1076.0,62.0,206,25.0,164.0,66.0,214.0,1785,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,36,True,9426.0,8601.0,deepdiff,conda-forge/deepdiff,,10603735.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,825.0,10594655.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,372292.0,1.0,,,,,,,,,,,,,,,,,,, +101,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-11-23 02:48:48.000,2023-11-21 17:24:05,2177.0,110.0,459,17.0,1076.0,94.0,381.0,1193,2023-11-20 17:41:08.000,0.37,65.0,221.0,36,True,14121.0,13665.0,holidays,conda-forge/holidays,189.0,6482871.0,https://pypi.org/project/holidays,2023-11-20 17:51:13.000,456.0,6389610.0,https://anaconda.org/conda-forge/holidays,2023-11-20 19:46:28.049,3730403.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +102,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-11-20 13:00:23.000,2023-10-30 14:18:42,532.0,12.0,2033,378.0,460.0,343.0,185.0,32030,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1270.0,1233.0,diagrams,conda-forge/diagrams,,116679.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,37.0,112544.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,173685.0,2.0,,,,,,,,,,,,,,,,,,, +103,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-11-23 13:18:53.000,2023-11-23 01:21:28,15391.0,343.0,6741,729.0,5709.0,1673.0,3672.0,17513,2023-10-06 00:09:41.000,1.21.0,15.0,609.0,35,True,14.0,,micropython-_markupbase,,69391.0,925.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +104,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-11-23 10:15:30.879,2023-11-18 22:08:03,2432.0,4.0,1222,232.0,475.0,145.0,1005.0,8014,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11843.0,9887.0,supervisor,conda-forge/supervisor,,1721969.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1956.0,1714347.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,282043.0,2.0,,,,,,,,,,,,,,,,,,, +105,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,164.0,110.0,260.0,186.0,7862,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,117845.0,105408.0,docopt,conda-forge/docopt,,10636598.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12437.0,10614722.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1990771.0,2.0,,,,,,,,,,,,,,,,,,, +106,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5268,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,65846.0,60209.0,xmltodict,conda-forge/xmltodict,,30276540.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5637.0,30236038.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3523690.0,2.0,,,,,,,,,,,,,,,,,,, +107,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4375,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,124354.0,120849.0,toolz,conda-forge/toolz,,20242768.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3505.0,20031493.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18803487.0,2.0,,,,,,,,,,,,,,,,,,, +108,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-11-18 23:33:57.000,2023-11-01 17:17:12,898.0,10.0,368,88.0,270.0,26.0,316.0,4170,2023-06-11 08:50:12.594,5.8.0,36.0,86.0,35,True,4468.0,,ujson,conda-forge/ujson,,8945140.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4468.0,8836753.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4443869.0,2.0,,,,,,,,,,,,,,,,,,, +109,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-11-23 08:56:27.048,2023-11-23 06:53:52,1615.0,21.0,454,88.0,111.0,9.0,166.0,3333,2023-11-23 07:24:51.000,8.13.26,235.0,29.0,35,True,1448.0,,phonenumbers,conda-forge/phonenumbers,,5021138.0,https://pypi.org/project/phonenumbers,2023-11-23 07:24:51.000,1448.0,4992889.0,https://anaconda.org/conda-forge/phonenumbers,2023-11-23 08:56:27.048,847473.0,1.0,,,,,,,,,,,,,,,,,,, +110,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-08-29 20:16:41.000,2023-08-23 19:48:01,371.0,,232,45.0,142.0,110.0,139.0,3293,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,822873.0,801257.0,colorama,conda-forge/colorama,,122423488.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21616.0,122124988.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27163510.0,2.0,,,,,,,,,,,,,,,,,,, +111,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3090,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,141459.0,139236.0,sortedcontainers,conda-forge/sortedcontainers,,29889232.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2223.0,29758216.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11529485.0,1.0,,,,,,,,,,,,,,,,,,, +112,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,4.0,238,51.0,266.0,13.0,333.0,3052,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,35,True,15436.0,14297.0,cerberus,conda-forge/cerberus,,5564255.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1139.0,5548705.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,357658.0,2.0,,,,,,,,,,,,,,,,,,, +113,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-11-15 10:51:11.000,2023-11-15 10:51:10,1076.0,5.0,466,55.0,293.0,10.0,319.0,2343,2023-06-22 06:12:29.713,2.2.0,36.0,84.0,35,True,152113.0,144878.0,mysqlclient,conda-forge/mysqlclient,5273.0,5012979.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7235.0,5005154.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,310562.0,2.0,,,,,,,,,,,,,,,,,,, +114,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-11-21 16:43:33.000,2023-10-28 16:38:51,9941.0,66.0,931,85.0,1774.0,74.0,124.0,1969,2023-08-10 08:07:04.000,3.8.0,71.0,474.0,35,True,861.0,,apache-libcloud,,,225660.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,225660.0,,,,2.0,,,,,,,,,,,,,,,,,,, +115,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,22.0,218,43.0,69.0,50.0,142.0,1911,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11886.0,,wrapt,conda-forge/wrapt,,95294143.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11886.0,94932369.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13385649.0,2.0,,,,,,,,,,,,,,,,,,, +116,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-10-06 12:48:17.070,2023-10-05 19:56:36,652.0,2.0,331,66.0,123.0,20.0,176.0,1600,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,136331.0,115369.0,simplejson,conda-forge/simplejson,6375.0,20345141.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20962.0,20273319.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3013682.0,2.0,,,,,,,,,,,,,,,,,,, +117,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-11-22 23:02:38.000,2023-10-17 08:43:56,436.0,12.0,160,29.0,282.0,83.0,166.0,1475,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2938.0,,cloudpickle,conda-forge/cloudpickle,27.0,34926172.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2938.0,34543403.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15310771.0,2.0,,,,,,,,,,,,,,,,,,, +118,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-11-21 09:27:25.000,2023-11-16 03:00:38,752.0,16.0,115,35.0,212.0,55.0,194.0,1300,2023-11-12 21:29:27.000,3.1.6,122.0,69.0,35,True,49905.0,47701.0,argcomplete,conda-forge/argcomplete,318.0,22597374.0,https://pypi.org/project/argcomplete,2023-11-12 21:29:27.000,2204.0,22561808.0,https://anaconda.org/conda-forge/argcomplete,2023-11-13 02:41:32.366,1422552.0,2.0,,,,,,,,,,,,,,,,,,, +119,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-11-19 20:59:41.000,2023-11-19 20:59:41,1386.0,10.0,160,34.0,166.0,69.0,235.0,1171,2023-08-13 18:56:24.000,3.0.2,40.0,72.0,35,True,2426.0,,jsonpickle,conda-forge/jsonpickle,,10125389.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2426.0,10074394.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1580863.0,2.0,,,,,,,,,,,,,,,,,,, +120,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-11-17 10:46:31.000,2023-11-17 10:46:31,522.0,19.0,81,23.0,278.0,30.0,75.0,1160,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,35,True,19172.0,18912.0,cleo,conda-forge/cleo,,25515475.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,260.0,25498820.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,616252.0,2.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +121,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,312,31.0,327.0,190.0,237.0,1160,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,35,True,28250.0,26101.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,5194148.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2149.0,5187938.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,534069.0,2.0,,,,,,,,,,,,,,,,,,, +122,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-11-20 00:14:40.000,2023-11-20 00:14:39,2058.0,26.0,148,18.0,164.0,60.0,444.0,1127,2023-11-12 22:31:41.000,24.3.0,192.0,116.0,35,True,4214.0,,keyring,conda-forge/keyring,,41922641.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4214.0,41823507.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,3965382.0,3.0,,,,,,,,,,,,,,,,,,, +123,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,148.0,270.0,1114,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,32679.0,31977.0,py4j,conda-forge/py4j,,34325827.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,702.0,34271643.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4714015.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +124,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-11-20 16:48:00.000,2023-11-14 08:53:03,280.0,15.0,91,14.0,181.0,11.0,91.0,602,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,357715.0,354899.0,filelock,conda-forge/filelock,,107975410.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2816.0,107593512.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16039720.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +125,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-11-21 23:08:20.164,2023-11-21 19:54:56,343.0,55.0,50,13.0,58.0,8.0,38.0,344,2023-11-21 19:57:19.000,0.2.12,24.0,18.0,35,True,484596.0,471063.0,wcwidth,conda-forge/wcwidth,,53413169.0,https://pypi.org/project/wcwidth,2023-11-21 19:57:19.000,13533.0,52874231.0,https://anaconda.org/conda-forge/wcwidth,2023-11-21 23:08:20.164,22096475.0,2.0,,,,,,,,,,,,,,,,,,, +126,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-11-23 10:24:06.000,2023-11-22 23:25:33,8519.0,408.0,540,83.0,2223.0,53.0,388.0,7146,2023-11-22 17:05:17.000,3.8.8,154.0,122.0,34,True,2549.0,2495.0,hub,,,2704.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,2704.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +127,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-11-20 17:54:24.000,2023-11-20 17:54:24,1464.0,2.0,505,135.0,235.0,6.0,459.0,6742,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16168.0,13528.0,sh,conda-forge/sh,,5665339.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2640.0,5660269.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,187606.0,3.0,,,,,,,,,,,,,,,,,,, +128,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-11-02 16:32:17.000,2023-11-02 16:32:11,1532.0,13.0,348,143.0,198.0,66.0,104.0,6294,2023-11-01 07:04:40.000,23.1.1,53.0,86.0,34,True,6137.0,5705.0,boltons,conda-forge/boltons,25.0,3050754.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,432.0,3009390.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3722835.0,2.0,,,,,,,,,,,,,,,,,,, +129,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-11-02 01:23:27.000,2023-10-24 11:53:47,826.0,4.0,362,70.0,268.0,230.0,292.0,5813,2020-07-24 18:17:05.000,2.1.2,54.0,95.0,34,True,24775.0,23524.0,pendulum,conda-forge/pendulum,256.0,15861169.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1251.0,15839265.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,876093.0,3.0,,,,,,,,,,,,,,,,,,, +130,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-11-20 20:44:53.000,2023-11-20 20:44:50,1912.0,59.0,597,129.0,332.0,35.0,857.0,5639,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1845.0,1475.0,csvkit,conda-forge/csvkit,,199735.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,196330.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,102166.0,2.0,,,,,,,,,,,,,,,,,,, +131,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-11-21 15:11:56.691,2023-11-21 00:41:16,550.0,18.0,797,70.0,413.0,95.0,419.0,3611,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,34,True,842.0,,prometheus_client,conda-forge/prometheus_client,,25924212.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,842.0,25574524.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,14686936.0,2.0,,,,,,,,,,,,,,,,,,, +132,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233,87.0,78.0,313.0,332.0,3353,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4105.0,3741.0,pony,conda-forge/pony,76.0,125438.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,364.0,122732.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97418.0,2.0,,,,,,,,,,,,,,,,,,, +133,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-11-19 21:38:35.000,2023-11-19 17:58:21,725.0,14.0,316,33.0,503.0,107.0,370.0,3305,2023-10-31 18:44:59.000,3.2.4,86.0,116.0,34,True,7747.0,7466.0,dynaconf,conda-forge/dynaconf,,2131126.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,281.0,2129454.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,61900.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +134,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-11-16 10:15:35.000,2023-11-01 21:12:44,1273.0,10.0,185,51.0,318.0,127.0,223.0,2699,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,5800.0,5328.0,plumbum,conda-forge/plumbum,,2679017.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,472.0,2667074.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,991322.0,3.0,,,,,,,,,,,,,,,,,,, +135,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,3.0,311,45.0,111.0,14.0,188.0,2436,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,52846.0,49533.0,python-magic,conda-forge/python-magic,,6177790.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3313.0,6171405.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,236272.0,2.0,,,,,,,,,,,,,,,,,,, +136,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-11-21 02:14:58.000,2023-11-14 21:41:14,1758.0,17.0,210,91.0,237.0,,,2245,2023-11-14 21:54:12.000,3.3.2,47.0,46.0,34,True,76279.0,75091.0,motor,conda-forge/motor,,1303277.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1188.0,1301586.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,62568.0,2.0,,,,,,,,,,,,,,,,,,, +137,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-11-22 16:10:10.000,2023-11-22 16:10:08,819.0,27.0,200,63.0,98.0,65.0,292.0,2048,2023-09-26 08:55:29.000,2.8.7,51.0,71.0,34,True,3195.0,,numexpr,conda-forge/numexpr,502.0,5512574.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3195.0,5331135.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7438761.0,2.0,,,,,,,,,,,,,,,,,,, +138,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,49.0,149.0,56.0,85.0,1995,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39405.0,5.0,chardet,conda-forge/chardet,,57409778.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39397.0,56827069.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22138545.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,116.0,,,,,,,,,,,,,, +139,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-11-17 13:16:51.101,2023-11-17 11:10:44,469.0,5.0,211,36.0,246.0,41.0,209.0,1786,2023-11-17 11:13:10.000,0.14.1,48.0,93.0,34,True,15812.0,14443.0,voluptuous,conda-forge/voluptuous,,3287922.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1369.0,3278657.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,333558.0,2.0,,,,,,,,,,,,,,,,,,, +140,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-11-21 18:05:30.000,2023-11-13 20:12:14,6035.0,11.0,553,78.0,1110.0,15.0,,1354,2023-06-06 15:21:12.274,3.28.0,75.0,196.0,34,True,6468.0,5765.0,cassandra-driver,conda-forge/cassandra-driver,,1678916.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,703.0,1674073.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,188915.0,2.0,,,,,,,,,,,,,,,,,,, +141,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-11-23 09:33:15.000,2023-11-23 09:33:15,1840.0,21.0,225,45.0,861.0,278.0,378.0,1249,2023-08-18 14:29:58.000,2.16.1,73.0,94.0,34,True,3409.0,2953.0,zarr,conda-forge/zarr,,481902.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,456.0,412200.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2788082.0,2.0,,,,,,,,,,,,,,,,,,, +142,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-11-16 21:53:00.000,2023-11-16 21:49:07,517.0,67.0,125,23.0,67.0,20.0,161.0,856,2023-11-16 21:53:00.000,2.12.1,35.0,29.0,34,True,18153.0,17820.0,anytree,conda-forge/anytree,,957387.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,333.0,956552.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,35934.0,2.0,,,,,,,,,,,,,,,,,,, +143,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-11-21 15:37:33.000,2023-11-15 18:51:19,1016.0,18.0,250,18.0,389.0,123.0,307.0,755,2023-10-21 17:55:06.000,2023.10.0,63.0,129.0,34,True,16219.0,15504.0,s3fs,conda-forge/s3fs,,136507281.0,https://pypi.org/project/s3fs,2023-10-21 17:55:06.000,715.0,136343234.0,https://anaconda.org/conda-forge/s3fs,2023-10-21 20:45:12.148,6397846.0,2.0,,,,,,,,,,,,,,,,,,, +144,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-11-23 12:14:41.000,2023-11-22 06:07:11,1128.0,17.0,289,32.0,814.0,13.0,517.0,707,2023-11-10 08:24:20.000,7.2.0,107.0,122.0,34,True,6258.0,5794.0,minio,conda-forge/minio,,1866354.0,https://pypi.org/project/minio,2023-11-10 08:22:48.000,464.0,1862475.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,151288.0,2.0,,,,,,,,,,,,,,,,,,, +145,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-11-01 16:03:03.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,115.0,22.0,103.0,457,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,34,True,370702.0,363549.0,rsa,conda-forge/rsa,,133372610.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7153.0,133223949.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13082209.0,3.0,,,,,,,,,,,,,,,,,,, +146,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-21 11:16:12.000,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,235,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,447056.0,431964.0,pyasn1,conda-forge/pyasn1,,144446499.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15092.0,137677180.0,https://anaconda.org/conda-forge/pyasn1,2023-09-13 14:37:03.070,13538639.0,3.0,,,,,,,,,,,,,,,,,,, +147,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-11-21 22:36:20.000,2023-10-20 17:10:23,565.0,6.0,125,17.0,225.0,46.0,35.0,187,2023-09-26 21:26:08.000,0.7.0,35.0,37.0,34,True,261998.0,257636.0,s3transfer,conda-forge/s3transfer,,283973292.0,https://pypi.org/project/s3transfer,2023-09-26 21:26:08.000,4362.0,283505727.0,https://anaconda.org/conda-forge/s3transfer,2023-09-26 23:34:33.362,17299941.0,2.0,,,,,,,,,,,,,,,,,,, +148,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-22 22:23:29.297,2023-10-22 17:41:43,315.0,15.0,58,7.0,75.0,1.0,81.0,177,2023-06-21 14:09:09.912,4.3.1,47.0,30.0,34,True,139668.0,135854.0,tzlocal,conda-forge/tzlocal,,43624618.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3814.0,43532634.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2483573.0,3.0,,,,,,,,,,,,,,,,,,, +149,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-11-16 18:28:39.000,2023-11-04 01:48:01,477.0,6.0,495,69.0,288.0,208.0,167.0,12528,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2354.0,21.0,typer,conda-forge/typer,,13416707.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,13373423.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1861223.0,3.0,,,,,,,,,,,,,,,,,,, +150,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-11-08 18:20:15.000,2023-07-24 18:53:19,697.0,,512,106.0,158.0,13.0,291.0,6236,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12936.0,12030.0,tinydb,conda-forge/tinydb,,506307.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,906.0,502266.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,359672.0,2.0,,,,,,,,,,,,,,,,,,, +151,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-11-14 12:53:27.000,2023-11-14 12:53:27,481.0,7.0,247,48.0,194.0,91.0,148.0,5449,2023-08-14 13:22:49.000,8.2.3,53.0,85.0,33,True,1629.0,,tenacity,conda-forge/tenacity,,38269643.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1629.0,38115592.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5699906.0,2.0,,,,,,,,,,,,,,,,,,, +152,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-11-22 09:36:17.000,2023-11-05 03:35:54,1190.0,7.0,335,41.0,486.0,486.0,505.0,3946,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6740.0,6647.0,tortoise-orm,conda-forge/tortoise-orm,13.0,123101.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,122545.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16131.0,3.0,,,,,,,,,,,,,,,,,,, +153,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-09-09 20:15:39.000,2023-09-09 20:15:39,329.0,4.0,253,51.0,200.0,125.0,196.0,3586,2023-08-28 14:51:41.000,0.8.0,42.0,56.0,33,True,21080.0,20960.0,databases,conda-forge/databases,,334717.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,331360.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,191398.0,3.0,,,,,,,,,,,,,,,,,,, +154,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-10-27 08:57:15.000,2023-10-27 08:54:47,1133.0,33.0,243,64.0,88.0,23.0,273.0,3432,2023-10-25 15:29:54.000,1.15.0,24.0,44.0,33,True,1056.0,937.0,asciimatics,conda-forge/asciimatics,,96879.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,119.0,92992.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,143826.0,3.0,,,,,,,,,,,,,,,,,,, +155,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-11-04 21:19:40.000,2023-09-07 02:59:25,1023.0,11.0,365,49.0,380.0,82.0,310.0,2984,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,17141357.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,17086008.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2213981.0,2.0,,,,,,,,,,,,,,piskvorky/smart_open,,,,, +156,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-11-23 10:48:28.000,2023-11-23 10:48:28,410.0,10.0,198,58.0,154.0,95.0,73.0,2799,2021-12-01 20:51:57.000,0.7.5,25.0,66.0,33,True,8525.0,7601.0,schema,conda-forge/schema,,7539558.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,924.0,7537032.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,131363.0,2.0,,,,,,,,,,,,,,,,,,, +157,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,140.0,453.0,143.0,401.0,2746,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,22297.0,21443.0,pandas-datareader,conda-forge/pandas-datareader,,407405.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,854.0,403152.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,336033.0,2.0,,,,,,,,,,,,,,,,,,, +158,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-10-31 09:22:44.000,2023-10-24 08:59:39,1426.0,41.0,200,47.0,1191.0,65.0,561.0,2559,2023-10-23 08:57:14.000,0.39.1,730.0,69.0,33,True,3290.0,3261.0,docarray,conda-forge/docarray,,109992.0,https://pypi.org/project/docarray,2023-10-24 09:20:40.000,29.0,104373.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,123637.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +159,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2419,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,119978.0,117879.0,aiofiles,conda-forge/aiofiles,,11061863.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2099.0,11037007.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,919708.0,2.0,,,,,,,,,,,,,,,,,,, +160,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-11-23 08:48:48.000,2023-10-16 15:26:04,1031.0,11.0,260,35.0,365.0,152.0,253.0,2206,2022-03-15 11:22:57.000,0.48.9,213.0,98.0,33,True,15588.0,15487.0,pypika,conda-forge/pypika,,2252247.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,101.0,2252031.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,5409.0,3.0,,,,,,,,,,,,,,,,,,, +161,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,86.0,1971,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7031.0,,jmespath,conda-forge/jmespath,,129397527.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7031.0,129202314.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17178750.0,3.0,,,,,,,,,,,,,,,,,,, +162,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-11-01 12:10:42.000,2023-10-30 00:20:45,288.0,19.0,148,27.0,58.0,8.0,228.0,1832,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3515.0,,cachetools,conda-forge/cachetools,,108596235.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3515.0,108349976.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10342898.0,1.0,,,,,,,,,,,,,,,,,,, +163,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-11-14 11:42:14.000,2023-11-14 11:42:13,699.0,18.0,125,22.0,276.0,41.0,128.0,1048,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10520.0,,pluggy,conda-forge/pluggy,,101863573.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10520.0,101228684.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23490922.0,2.0,,,,,,,,,,,,,,,,,,, +164,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-11-07 16:05:40.000,2023-11-07 16:05:40,346.0,18.0,141,14.0,160.0,18.0,138.0,847,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,33,True,93922.0,92120.0,validators,conda-forge/validators,12.0,6350383.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1802.0,6336955.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,537114.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +165,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-11-23 09:50:52.000,2023-11-22 13:48:19,1497.0,27.0,204,98.0,741.0,4.0,229.0,841,2023-11-03 13:41:42.000,5.14.1,129.0,41.0,33,True,7729.0,7503.0,neo4j-driver,conda-forge/neo4j-python-driver,,133119.0,https://pypi.org/project/neo4j-driver,2023-11-03 13:38:58.000,226.0,128327.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-11-03 17:41:04.235,196512.0,3.0,,,,,,,,,,,,,,,,,,, +166,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,101,24.0,56.0,13.0,93.0,790,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,523278.0,498880.0,decorator,conda-forge/decorator,,58996687.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24398.0,58713219.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,24945235.0,2.0,,,,,,,,,,,,,,,,,,, +167,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-11-03 12:32:10.000,2023-11-03 12:31:26,810.0,6.0,131,23.0,94.0,53.0,139.0,301,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,112269.0,105187.0,asn1crypto,conda-forge/asn1crypto,,59080709.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7082.0,58972604.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8324151.0,3.0,,,,,,,,,,,,,,,,,,, +168,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,2.0,78,15.0,35.0,35.0,47.0,290,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1820530.0,1737130.0,pytz,conda-forge/pytz,,152851318.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83400.0,151531560.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,47511311.0,3.0,,,,,,,,,,,,,,,,,,, +169,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-11-16 09:58:29.000,2023-11-02 00:31:19,2775.0,7.0,606,148.0,487.0,240.0,998.0,11438,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,32,True,2440.0,2393.0,dearpygui,,,58734.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,58734.0,,,,2.0,,,,,,,,,,,,,,,,,,, +170,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-10-24 16:00:35.000,2023-09-20 06:18:21,1023.0,25.0,512,91.0,185.0,14.0,429.0,5121,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3501.0,3233.0,transitions,conda-forge/transitions,,507094.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,496256.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,574447.0,1.0,,,,,,,,,,,,,,,,,,, +171,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4660,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,3992.0,3412.0,dataset,conda-forge/dataset,,194822.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,194587.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7546.0,3.0,,,,,,,,,,,,,,,,,,, +172,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-11-15 02:04:09.000,2022-12-19 03:14:24,1998.0,,255,47.0,199.0,177.0,357.0,3321,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2730.0,2628.0,dependency-injector,conda-forge/dependency_injector,,1159683.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1158358.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,34475.0,2.0,,,,,,,,,,,,,,,,,,, +173,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,486.0,3305,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,336.0,322.0,koalas,conda-forge/koalas,1019.0,1448777.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1442807.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,321431.0,2.0,,,,,,,"['spark', 'pandas']",,,,,,,,,,,, +174,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-11-23 13:09:04.000,2023-11-14 19:51:06,6030.0,183.0,338,40.0,1841.0,39.0,201.0,3269,2023-11-14 20:49:07.000,0.47.0,115.0,80.0,32,True,235.0,233.0,zenml,,1.0,10856.0,https://pypi.org/project/zenml,2023-11-14 20:49:07.000,2.0,10856.0,,,,2.0,,,,,,,,,,,,,,,,,,, +175,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,196.0,944.0,264.0,501.0,3171,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9980.0,9162.0,blaze,conda-forge/blaze,,11535.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8838.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202275.0,2.0,,,,,,,,,,,,,,,,,,, +176,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-11-20 14:51:20.000,2023-11-20 14:50:14,1719.0,51.0,100,42.0,1315.0,66.0,353.0,2985,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,32,True,525.0,466.0,returns,conda-forge/returns,,179938.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,179680.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7759.0,2.0,,,,,,,,,,,,,,,,,,, +177,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-11-21 22:19:12.000,2023-11-21 22:19:04,616.0,32.0,229,17.0,595.0,278.0,419.0,2686,2023-09-30 04:00:26.000,0.17.2,77.0,107.0,32,True,1226.0,1143.0,pandera,conda-forge/pandera-core,,1278839.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1278014.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,30539.0,2.0,,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,, +178,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-11-08 18:48:21.000,2023-04-17 23:37:12,196.0,,185,28.0,76.0,8.0,84.0,2581,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,118518.0,115130.0,python-decouple,conda-forge/python-decouple,12.0,1774802.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3388.0,1773814.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,73165.0,2.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +179,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,13.0,276,49.0,73.0,50.0,113.0,2188,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,1055.0,991.0,datasketch,,19.0,1568040.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1568040.0,,,,2.0,,,,,,,,,,,,,,,,,,, +180,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2104,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,208901.0,200366.0,xlrd,conda-forge/xlrd,,19162819.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8535.0,19117851.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3597454.0,2.0,,,,,,,,,,,,,,,,,,, +181,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-08-16 14:51:37.518,2023-08-16 13:13:55,492.0,,264,26.0,116.0,10.0,148.0,1750,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,32,True,64143.0,62642.0,emoji,conda-forge/emoji,,2597740.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1501.0,2596107.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,63696.0,2.0,,,,,,,,,,,,,,,,,,, +182,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-11-21 22:57:28.000,2023-11-20 15:11:05,1449.0,79.0,250,42.0,637.0,134.0,868.0,1702,2023-11-16 18:54:04.000,1.7.0,116.0,45.0,32,False,314.0,296.0,sdv,conda-forge/sdv,,61853.0,https://pypi.org/project/sdv,2023-11-16 18:47:22.000,18.0,61204.0,https://anaconda.org/conda-forge/sdv,2023-11-17 17:35:07.427,14930.0,2.0,,,,,,,,,,,,,,,,,,, +183,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1666,2023-11-21 19:53:26.000,4.9.0,48.0,64.0,32,False,2056.0,,humanize,conda-forge/humanize,,5409600.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2056.0,5397651.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,489912.0,2.0,,,,,,,,,,,,,,,,,,, +184,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-11-22 15:23:33.000,2023-11-18 19:19:04,1056.0,7.0,90,17.0,579.0,92.0,443.0,1644,2022-12-08 21:01:02.889,2.3.0,145.0,31.0,32,True,20930.0,20559.0,omegaconf,conda-forge/omegaconf,,5638091.0,https://pypi.org/project/omegaconf,2023-08-09 20:02:29.000,371.0,5611478.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1224204.0,2.0,,,,,,,,,,,,,,,,,,, +185,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-10-04 02:34:11.000,2023-10-04 02:34:11,683.0,2.0,223,60.0,399.0,133.0,610.0,1465,2019-06-19 22:31:20.000,3.7.4,16.0,91.0,32,True,5998.0,,typing,conda-forge/typing,,8478003.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,5998.0,8446082.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2936769.0,2.0,,,,,,,,,,,,,,,,,,, +186,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,4.0,214,48.0,179.0,56.0,336.0,1455,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2291.0,2194.0,pygsheets,,,1570238.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,97.0,1570238.0,,,,3.0,,,,,,,,,,,,,,,,,,, +187,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-11-23 12:58:22.000,2023-11-23 12:58:21,1345.0,92.0,146,21.0,867.0,59.0,364.0,1340,2023-10-30 09:56:49.000,9.0.1,58.0,69.0,32,True,756.0,718.0,copier,,,154428.0,https://pypi.org/project/copier,2023-10-30 09:56:49.000,38.0,154428.0,,,,3.0,,,,,,,,,,,,,,,,,,, +188,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1167,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3594.0,3508.0,petl,conda-forge/petl,,1245307.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1240047.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,215690.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +189,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,28.0,95.0,61.0,141.0,1139,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6534.0,6213.0,sshtunnel,conda-forge/sshtunnel,,6720972.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,321.0,6719469.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,129296.0,3.0,,,,,,,,,,,,,,,,,,, +190,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-11-17 03:27:45.000,2023-11-17 03:27:38,544.0,31.0,144,27.0,544.0,5.0,118.0,1063,2022-10-09 15:38:07.610,4.0.1,20.0,32.0,32,True,8105.0,,bcrypt,conda-forge/bcrypt,,41914045.0,https://pypi.org/project/bcrypt,2022-10-09 15:38:07.610,8105.0,41803748.0,https://anaconda.org/conda-forge/bcrypt,2023-09-22 09:02:02.651,4301613.0,3.0,,,,,,,,,,,,,,,,,,, +191,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,956,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,45779.0,44113.0,Bottleneck,conda-forge/bottleneck,,699660.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1666.0,596645.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3811583.0,2.0,,,,,,,,,,,,,,,,,,, +192,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,608.0,865,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,32,True,8161.0,7837.0,cx-Oracle,conda-forge/cx_oracle,,2966849.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2954265.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,503384.0,3.0,,,,,,,,,,,,,,,,,,, +193,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-11-21 04:16:53.000,2023-11-17 20:00:35,373.0,11.0,119,59.0,372.0,55.0,290.0,398,2023-05-10 16:05:56.572,0.19.2,43.0,46.0,32,True,8784.0,8451.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7439210.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,333.0,7388843.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1863435.0,3.0,,,,,,,,,,,,,,,,,,, +194,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-11-12 18:19:54.000,2023-11-08 17:30:56,868.0,48.0,63,18.0,466.0,139.0,283.0,363,2023-11-08 17:32:32.000,2.0.1,87.0,35.0,32,True,8978.0,8825.0,param,conda-forge/param,,573610.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,153.0,534981.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1429278.0,3.0,,,,,,,,,,,,,,,,,,, +195,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-11-22 10:27:02.000,2023-09-17 00:21:09,1869.0,1.0,598,125.0,1288.0,218.0,1086.0,7690,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,31,True,17379.0,17371.0,hydra,conda-forge/hydra-core,,30664.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,8.0,11530.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,861050.0,3.0,,,,,,,,,,,,,,,,,,, +196,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,130.0,189.0,175.0,343.0,5906,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6492.0,6406.0,eel,,,69469.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69469.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +197,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-11-21 17:36:02.000,2023-11-21 17:35:44,985.0,5.0,380,85.0,175.0,,603.0,4695,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1480.0,1303.0,huey,conda-forge/huey,,98636.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,177.0,98144.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33010.0,2.0,,,,,,,,,,,,,,,,,,, +198,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-11-23 01:55:20.000,2023-11-23 00:42:37,7635.0,482.0,650,85.0,1296.0,115.0,659.0,3831,2023-11-03 04:09:37.000,0.4.0,64.0,253.0,31,True,38.0,2.0,toga,,2075.0,3914.0,https://pypi.org/project/toga,2023-11-03 04:09:37.000,34.0,3737.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,18.0,,,,,,,,,,,,,, +199,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-11-20 07:27:02.000,2023-04-22 06:02:17,441.0,,287,23.0,113.0,15.0,125.0,3450,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,23219.0,22801.0,gdown,conda-forge/gdown,,1558475.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,418.0,1553705.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,238545.0,2.0,,,,,,,,,,,,,,,,,,, +200,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1485.0,1371.0,mrjob,conda-forge/mrjob,,95144.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,89111.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,518884.0,2.0,,,,,,,,,,,,,,,,,,, +201,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-11-23 02:21:38.000,2023-11-21 16:04:21,796.0,58.0,107,32.0,1028.0,21.0,386.0,2402,2023-11-21 22:40:04.000,1.3.15,302.0,23.0,31,True,218.0,213.0,whylogs,,43.0,94933.0,https://pypi.org/project/whylogs,2023-11-21 22:40:54.000,5.0,94931.0,,,,2.0,,,,,,,,,,,,,,,,,,, +202,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-11-04 04:17:28.000,2023-09-30 03:45:06,826.0,5.0,424,40.0,628.0,259.0,365.0,2312,2023-04-26 00:04:01.470,5.5.0,89.0,106.0,31,True,1735.0,1574.0,pynamodb,conda-forge/pynamodb,,1434352.0,https://pypi.org/project/pynamodb,2023-04-26 00:04:01.470,161.0,1426954.0,https://anaconda.org/conda-forge/pynamodb,2023-06-16 16:16:19.847,377312.0,3.0,,,,,,,,,,,,,,,,,,, +203,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,44.0,218.0,104.0,273.0,1907,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,False,616.0,,fs,conda-forge/fs,,2063549.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,616.0,2054236.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,689180.0,3.0,,,,,,,,,,,,,,,,,,, +204,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,99.0,402.0,167.0,379.0,1671,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9008.0,7748.0,influxdb,conda-forge/influxdb,,1656688.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1653607.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,132494.0,3.0,,,,,,,,,,,,,,,,,,, +205,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,1003,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,277678.0,262520.0,appdirs,conda-forge/appdirs,,19342607.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15158.0,19235401.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9863021.0,3.0,,,,,,,,,,,,,,,,,,, +206,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,11.0,32,10.0,77.0,3.0,26.0,396,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,36674.0,36377.0,srsly,conda-forge/srsly,,5375820.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5342340.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1372685.0,3.0,,,,,,,,,,,,,,,,,,, +207,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-11-10 23:47:23.000,2023-09-28 23:25:31,1160.0,4.0,84,18.0,760.0,22.0,121.0,358,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3315.0,,multidict,conda-forge/multidict,4480.0,78578364.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3315.0,78275598.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11200526.0,2.0,,,,,,,,,,,,,,,,,,, +208,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-11-07 13:47:04.229,2023-11-07 00:42:12,849.0,30.0,36,12.0,53.0,,237.0,53,2023-11-07 00:46:54.000,6.1.1,66.0,36.0,31,False,1533.0,,importlib-resources,conda-forge/importlib_resources,,69268480.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1533.0,68856056.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17321824.0,2.0,,,,,,,,,,,,,,,,,,, +209,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,13.0,40,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,171277443.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,170372354.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34393419.0,3.0,,,,,,,,,,,,,,,,,,, +210,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,274.0,295.0,152.0,462.0,17958,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,916.0,836.0,gooey,conda-forge/gooey,525.0,5582.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,80.0,4231.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72437.0,3.0,,,,,,,,,,,,,,,,,,, +211,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8058,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,645.0,614.0,vaex,conda-forge/vaex,280.0,39577.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,37491.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,177194.0,3.0,,,,,,,,,,,,,,,,,,, +212,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,406,80.0,69.0,365.0,194.0,3557,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,14147.0,13630.0,keyboard,conda-forge/keyboard,,199035.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,517.0,198208.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,23991.0,3.0,,,,,,,,,,,,,,,,,,, +213,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-11-22 16:50:17.000,2023-11-17 15:13:27,3040.0,12.0,218,28.0,288.0,98.0,757.0,3259,2023-08-30 21:12:57.000,0.23.0,114.0,77.0,30,True,119.0,113.0,ploomber,conda-forge/ploomber,,9441.0,https://pypi.org/project/ploomber,2023-08-30 21:12:57.000,6.0,6695.0,https://anaconda.org/conda-forge/ploomber,2023-08-30 22:44:45.813,79652.0,3.0,,,,,,,,,,,,,,,,,,, +214,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2572,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1956.0,1569.0,schematics,conda-forge/schematics,,252317.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,251817.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26028.0,3.0,,,,,,,,,,,,,,,,,,, +215,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-11-10 17:50:51.000,2023-11-10 17:50:51,1012.0,9.0,58,22.0,104.0,115.0,75.0,1752,2023-11-08 00:44:20.000,23.4.0,25.0,21.0,30,True,1390.0,1270.0,glom,conda-forge/glom,,1358730.0,https://pypi.org/project/glom,2023-11-08 00:44:20.000,120.0,1358013.0,https://anaconda.org/conda-forge/glom,2023-11-08 03:22:33.044,27980.0,2.0,,,,,,,,,,,,,,,,,,, +216,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,4.0,315,70.0,401.0,109.0,367.0,1481,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,30,True,243.0,218.0,mleap,conda-forge/mleap,,268283.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,266439.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,77482.0,3.0,,,,,,,,,,,,,,,,,,, +217,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1398,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2909.0,,python-slugify,conda-forge/python-slugify,,12963300.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2909.0,12916521.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1871193.0,2.0,,,,,,,,,,,,,,,,,,, +218,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-11-19 16:34:05.000,2023-11-19 16:25:28,785.0,19.0,62,15.0,437.0,185.0,172.0,1385,2023-10-22 23:01:49.000,0.11.0,32.0,25.0,30,True,2570.0,2555.0,prisma,,,67535.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,67535.0,,,,3.0,,,,,,,,,,,,,,,,,,, +219,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-11-14 19:40:02.000,2023-11-14 19:39:46,645.0,20.0,61,16.0,232.0,3.0,54.0,1355,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,20152.0,19639.0,bidict,conda-forge/bidict,,1514124.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,513.0,1509828.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,369526.0,2.0,,,,,,,,,,,,,,,,,,, +220,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-11-13 10:34:59.000,2023-10-16 00:08:39,536.0,7.0,75,19.0,212.0,34.0,94.0,1271,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,30,True,10822.0,10452.0,questionary,conda-forge/questionary,,1330800.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1329043.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,61510.0,3.0,,,,,,,,,,,,,,,,,,, +221,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-11-20 18:25:18.000,2023-11-08 18:43:21,604.0,12.0,135,22.0,500.0,39.0,251.0,949,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2102.0,1975.0,aiocache,,13.0,442282.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,127.0,442282.0,,,,2.0,,,,,,,,,,,,,,,,,,, +222,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-11-21 14:50:25.000,2023-10-10 14:12:37,1994.0,21.0,136,42.0,420.0,114.0,251.0,946,2023-05-29 19:24:00.928,0.7.0,29.0,86.0,30,True,1845.0,1718.0,intake,conda-forge/intake,,61661.0,https://pypi.org/project/intake,2023-11-21 14:50:25.000,127.0,52969.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,521538.0,3.0,,,,,,,,,,,,,,,,,,, +223,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-10-08 20:49:23.000,2023-10-08 20:49:22,962.0,9.0,100,22.0,93.0,26.0,83.0,876,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,30,True,1021.0,,inflect,conda-forge/inflect,,5082998.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1021.0,5074380.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,353347.0,2.0,,,,,,,,,,,,,,,,,,, +224,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,868,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5158.0,4857.0,fastcore,conda-forge/fastcore,,665773.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,301.0,663001.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,63758.0,3.0,,,,,,,,,,,,,,,,,,, +225,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,87.0,811,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,25640.0,24362.0,natsort,conda-forge/natsort,,4344840.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1278.0,4303641.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1483178.0,3.0,,,,,,,,,,,,,,,,,,, +226,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-10-25 14:39:11.000,2020-10-21 17:48:31,219.0,,77,15.0,264.0,46.0,25.0,676,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,44703.0,42609.0,cached-property,conda-forge/cached-property,,12447331.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2094.0,12350672.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7732726.0,2.0,,,,,,,,,,,,,,,,,,, +227,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-11-21 05:45:47.000,2023-11-21 05:45:46,555.0,34.0,358,36.0,288.0,27.0,125.0,653,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4478.0,3198.0,pysolr,conda-forge/pysolr,,293897.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1280.0,293627.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21906.0,3.0,,,,,,,,,,,,,,,,,,, +228,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,2.0,66,23.0,49.0,6.0,90.0,518,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17229.0,15043.0,scandir,conda-forge/scandir,,3920320.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2186.0,3883581.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1359350.0,3.0,,,,,,,,,,,,,,,,,,, +229,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,52,9.0,46.0,20.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,55538.0,53274.0,isodate,conda-forge/isodate,,79926741.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2264.0,79876325.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4638297.0,3.0,,,,,,,,,,,,,,,,,,, +230,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-11-23 01:13:30.000,2023-11-15 07:32:20,775.0,9.0,46,43.0,675.0,46.0,176.0,57,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,30,False,3214.0,3202.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,4003151.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,4000092.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,100966.0,3.0,,,,,,,,,,,,,,,,,,, +231,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-11-13 17:52:29.000,2023-04-04 13:18:36,954.0,,4527,636.0,749.0,198.0,100.0,23111,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,111.0,95.0,algorithms,conda-forge/algorithms,,4190.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,4129.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1891.0,3.0,,,,,,,,,,,,,,,,,,, +232,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7018,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1287.0,1106.0,records,conda-forge/records,,311411.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,181.0,311098.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24766.0,3.0,,,,,,,,,,,,,,,,,,, +233,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-02-23 18:42:48.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,244.0,6637,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1715.0,1685.0,faust,,,24840.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,24840.0,,,,3.0,,,,,,,,,,,,,,,,,,, +234,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-11-17 17:28:01.000,2023-11-17 17:28:01,2687.0,2.0,847,170.0,741.0,21.0,961.0,5599,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,29,True,408.0,395.0,snorkel,conda-forge/snorkel,1053.0,27999.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,27093.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46498.0,3.0,,,,,,,,,,,,,,,,,,, +235,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5112,,,26.0,28.0,29,False,8326.0,7506.0,pdfminer,conda-forge/pdfminer,,203397.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,820.0,202990.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35421.0,3.0,,,,,,,,,,,,,,,,,,, +236,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-11-15 15:30:04.000,2023-11-13 04:39:50,985.0,2.0,141,72.0,58.0,9.0,71.0,3172,2018-06-30 04:16:20.000,1.10.3,51.0,32.0,29,True,9840.0,9208.0,funcy,conda-forge/funcy,,1886407.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,632.0,1881545.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,398748.0,3.0,,,,,,,,,,,,,,,,,,, +237,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-11-23 10:54:03.000,2023-11-18 09:22:28,3851.0,15.0,317,37.0,336.0,147.0,538.0,2440,2023-10-09 19:54:22.000,2.8,210.0,100.0,29,True,104.0,93.0,pyinfra,,,35796.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,11.0,35796.0,,,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +238,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2397,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7832.0,7434.0,addict,conda-forge/addict,20.0,2551660.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,398.0,2546841.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,424152.0,3.0,,,,,,,,,,,,,,,,,,, +239,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-11-13 17:02:54.000,2023-06-20 15:54:36,2284.0,,173,39.0,371.0,33.0,263.0,1901,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,198908.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,193812.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,178385.0,3.0,,,,,,,,,,,,,,,,,,, +240,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-11-21 18:42:25.000,2023-05-31 15:44:58,2242.0,,152,93.0,1934.0,163.0,1336.0,1763,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,29,True,23.0,,datatable,conda-forge/datatable,2194.0,65916.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,65227.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23115.0,3.0,,,,,,,,,,,,,,,,,,, +241,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1412,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10801.0,9292.0,blessings,conda-forge/blessings,,941886.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1509.0,935066.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,279625.0,3.0,,,,,,,,,,,,,,,,,,, +242,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-11-20 16:59:41.000,2023-11-08 21:49:40,813.0,32.0,45,12.0,242.0,9.0,89.0,1279,2023-11-08 21:14:41.000,0.33.0,63.0,7.0,29,True,1562.0,1528.0,python-benedict,conda-forge/python-benedict,,709875.0,https://pypi.org/project/python-benedict,2023-11-08 21:14:41.000,34.0,705838.0,https://anaconda.org/conda-forge/python-benedict,2023-11-09 06:24:03.276,145337.0,3.0,,,,,,,,,,,,,,,,,,, +243,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-11-10 20:52:07.000,2023-11-10 20:52:07,1728.0,17.0,77,14.0,420.0,106.0,241.0,1173,2023-11-10 17:34:43.000,1.1.1,247.0,42.0,29,True,314.0,304.0,piccolo,,,23609.0,https://pypi.org/project/piccolo,2023-11-10 17:34:43.000,10.0,23609.0,,,,3.0,,,,,,,,,,,,,,,,,,, +244,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1095,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2027.0,1808.0,redis-py-cluster,,4006.0,1988726.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,1988689.0,,,,3.0,,,,,,,,,,,,,,,,,,, +245,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,19.0,130,27.0,44.0,9.0,74.0,896,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,424.0,,email-validator,conda-forge/email-validator,,9713280.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,424.0,9709892.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,135546.0,3.0,,,,,,,,,,,,,,,,,,, +246,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,670,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,15324.0,13842.0,configargparse,conda-forge/configargparse,,4033697.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1482.0,4010864.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,753515.0,3.0,,,,,,,,,,,,,,,,,,, +247,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-10-29 09:57:16.120,2023-10-29 08:32:08,714.0,13.0,45,11.0,83.0,14.0,96.0,486,2020-11-16 12:53:09.000,0.9.4,61.0,22.0,29,True,4971.0,4698.0,python-rapidjson,conda-forge/python-rapidjson,,1748338.0,https://pypi.org/project/python-rapidjson,2023-10-29 08:32:19.000,273.0,1710870.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-29 09:57:16.120,1386318.0,3.0,,,,,,,,,,,,,,,,,,, +248,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-11-15 13:05:09.000,2023-10-09 16:19:55,1158.0,2.0,587,175.0,463.0,94.0,476.0,3002,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,28,False,265.0,232.0,arctic,conda-forge/arctic,209.0,3861.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3296.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30419.0,3.0,,,,,,,,,,,,,,,,,,, +249,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,97.0,110.0,31.0,127.0,2758,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6798.0,6641.0,sklearn-pandas,conda-forge/sklearn-pandas,,216818.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,214955.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67095.0,3.0,,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,, +250,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2614,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2346.0,2301.0,gino,,,28299.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,28299.0,,,,3.0,,,,,,,,,,,,,,,,,,, +251,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-11-21 03:13:37.000,2023-10-30 15:01:07,5633.0,11.0,507,108.0,939.0,590.0,947.0,2082,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,131.0,28,False,76.0,,wx,conda-forge/wxpython,3574.0,20005.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,738273.0,3.0,,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,1.0,117,23.0,111.0,50.0,42.0,1927,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7314.0,7225.0,gin-config,conda-forge/gin-config,,235600.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,235066.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22449.0,3.0,,,,,,,,,,,,,,,,,,, +253,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,128,31.0,74.0,35.0,69.0,1081,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,28,True,4260.0,4034.0,sqlitedict,conda-forge/sqlitedict,,427350.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,226.0,424849.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,95046.0,3.0,,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +254,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-10-08 20:51:36.000,2023-10-08 20:51:35,1216.0,9.0,141,39.0,83.0,4.0,130.0,1067,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,28,True,148.0,,path,conda-forge/path,,1706315.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,148.0,1695007.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,474954.0,3.0,,,,,,,,,,,,,,,,,,, +255,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,848,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2426.0,2304.0,pyahocorasick,conda-forge/pyahocorasick,,583300.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,122.0,577758.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,205083.0,3.0,,,,,,,,,,,,,,,,,,, +256,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,7.0,39.0,720,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,856.0,,munch,conda-forge/munch,,2419072.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,856.0,1779315.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3838545.0,3.0,,,,,,,,,,,,,,,,,,, +257,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,683,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10505.0,9267.0,parsedatetime,conda-forge/parsedatetime,,7518187.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,7516102.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,179383.0,3.0,,,,,,,,,,,,,,,,,,, +258,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,3.0,134,13.0,94.0,22.0,172.0,474,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7214.0,4830.0,pylibmc,conda-forge/pylibmc,404.0,197480.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,191642.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215053.0,3.0,,,,,,,,,,,,,,,,,,, +259,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-11-22 00:01:01.000,2023-11-20 18:52:53,6891.0,533.0,31,10.0,262.0,41.0,554.0,370,2023-11-12 01:58:19.000,2.0.1,192.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9924.0,https://pypi.org/project/static-frame,2023-11-12 01:53:18.000,2.0,2545.0,https://anaconda.org/conda-forge/static-frame,2023-11-12 21:58:17.281,309949.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +260,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,304,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,35038.0,31633.0,configobj,conda-forge/configobj,305.0,2934003.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3405.0,2922308.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,748413.0,3.0,,,,,,,,,,,,,,,,,,, +261,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,199,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,11579.0,11179.0,ordered-set,conda-forge/ordered-set,,11853609.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,400.0,11848803.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,437371.0,3.0,,,,,,,,,,,,,,,,,,, +262,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,29,7.0,47.0,6.0,36.0,78,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62586.0,58260.0,pathlib2,conda-forge/pathlib2,,7045535.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4326.0,6972832.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2617314.0,3.0,,,,,,,,,,,,,,,,,,, +263,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,149.0,298.0,119.0,175.0,6136,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,115.0,111.0,powerline-shell,,,2087.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2087.0,,,,3.0,,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-11-20 14:04:13.000,2022-03-10 10:33:50,585.0,,526,84.0,257.0,105.0,129.0,3657,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,195096.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,194836.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22393.0,3.0,,,,,,,,,,,,,,,,,,, +265,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,193,29.0,53.0,79.0,127.0,3305,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,34.0,,pandarallel,conda-forge/pandarallel,,477048.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,475217.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,53115.0,3.0,,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,, +266,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-11-21 05:10:34.000,2023-10-12 13:30:56,291.0,3.0,262,29.0,139.0,102.0,121.0,2799,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,27,True,89.0,87.0,img2dataset,,1441.0,44455.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,44402.0,,,,3.0,,,,,,,,,,,,,,,,,,, +267,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,32.0,82.0,16.0,127.0,2374,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1187.0,1146.0,swifter,conda-forge/swifter,,391390.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,384556.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,280203.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +268,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1896,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2270.0,,retrying,conda-forge/retrying,,9623090.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2270.0,9604853.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1568455.0,3.0,,,,,,,,,,,,,,,,,,, +269,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,211.0,175.0,mongo-connector,,,5983.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5983.0,,,,3.0,,,,,,,,,,,,,,,,,,, +270,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-11-20 21:08:49.218,2023-11-20 16:58:09,2723.0,22.0,134,49.0,299.0,45.0,193.0,1489,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,304.0,221.0,enaml,conda-forge/enaml,732.0,6585.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,2716.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,158229.0,3.0,,,,,,,,,,,,,,,,,,, +271,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,58,27.0,40.0,86.0,73.0,1355,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2265.0,2000.0,strictyaml,conda-forge/strictyaml,,1024992.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,265.0,1021816.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,212797.0,3.0,,,,,,,,,,,,,,,,,,, +272,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1276,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2583.0,2496.0,pandasql,conda-forge/pandasql,,1719586.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,87.0,1704723.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,431049.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +273,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1078,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6364.0,6244.0,immutables,conda-forge/immutables,,723065.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,700347.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,954166.0,3.0,,,,,,,,,,,,,,,,,,, +274,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,575,,,8.0,12.0,27,False,60433.0,58150.0,dataclasses,conda-forge/dataclasses,,12482845.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,12308855.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11483385.0,3.0,,,,,,,,,,,,,,,,,,, +275,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,67.0,59.0,513,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6318.0,4965.0,beaker,conda-forge/beaker,,287445.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1353.0,286539.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72519.0,3.0,,,,,,,,,,,,,,,,,,, +276,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,234,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1266.0,1193.0,tabulator,conda-forge/tabulator-py,,165574.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,164870.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54216.0,3.0,,,,,,,,,,,,,,,,,,, +277,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,46844.0,38849.0,futures,conda-forge/futures,,9111713.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7995.0,9097193.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1263299.0,3.0,,,,,,,,,,,,,,,,,,, +278,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,6.0,62,19.0,45.0,20.0,17.0,194,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13072.0,,ptyprocess,conda-forge/ptyprocess,,41163755.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13072.0,40991061.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15715183.0,3.0,,,,,,,,,,,,,,,,,,, +279,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,2.0,21,8.0,57.0,4.0,7.0,166,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,32742.0,32662.0,catalogue,conda-forge/catalogue,,4985576.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,4955627.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1197968.0,3.0,,,,,,,,,,,,,,,,,,, +280,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2476.0,2184.0,cloudant,conda-forge/cloudant,,124229.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,122954.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109658.0,3.0,,,,,,,,,,,,,,,,,,, +281,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,89.0,359.0,3170,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,155.0,133.0,flexx,conda-forge/flexx,,1858.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,687.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103069.0,3.0,,,,,,,,,,,,,,,,,,, +282,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,2.0,130,50.0,61.0,14.0,123.0,2260,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,736.0,714.0,pyfunctional,,,266673.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,266673.0,,,,3.0,,,,,,,,,,,,,,,,,,, +283,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-11-17 19:41:14.000,2023-10-30 18:09:26,376.0,1.0,146,32.0,225.0,69.0,142.0,1729,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,497.0,478.0,arq,conda-forge/arq,,75619.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,75322.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9207.0,3.0,,,,,,,,,,,,,,,,,,, +284,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,202.0,1151,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,261.0,227.0,parallel-ssh,,376.0,117430.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,117427.0,,,,3.0,,,,,,,,,,,,,,,,,,, +285,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2464.0,1956.0,bcolz,conda-forge/bcolz,,8523.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4311.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,341235.0,3.0,,,,,,,,,,,,,,,,,,, +286,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-11-13 04:31:55.000,2023-11-13 04:31:54,699.0,17.0,44,21.0,538.0,8.0,33.0,744,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,115.0,,janus,conda-forge/janus,,399435.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,115.0,399137.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,15806.0,3.0,,,,,,,,,,,,,,,,,,, +287,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-11-20 20:12:29.000,2023-11-20 20:12:29,286.0,1.0,160,35.0,49.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,20.0,26,True,1042.0,809.0,happybase,conda-forge/happybase,,54766.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,52968.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160066.0,3.0,,,,,,,,,,,,,,,,,,, +288,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-11-01 21:22:04.000,2023-11-01 21:21:44,9945.0,27.0,43,14.0,10.0,6.0,8.0,487,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,77041.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,77041.0,,,,3.0,,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,, +289,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,475,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,3712.0,3446.0,pyscreenshot,,,354490.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,266.0,354490.0,,,,3.0,,,,,,,,,,,,,,,,,,, +290,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28,11.0,51.0,21.0,35.0,312,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,24472313.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,24441852.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1675383.0,3.0,,,,,,,,,,,,,,,,,,, +291,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,31.0,250,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2794.0,,send2trash,conda-forge/send2trash,,12561231.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2794.0,12382376.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12519882.0,3.0,,,,,,,,,,,,,,,,,,, +292,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-11-14 18:22:31.000,2023-11-14 17:27:26,3472.0,44.0,33,16.0,81.0,24.0,4.0,245,2022-09-07 10:31:33.181,0.90.10,545.0,70.0,26,True,61.0,36.0,dbnd,,,213902.0,https://pypi.org/project/dbnd,2023-11-14 18:16:37.000,25.0,213902.0,,,,3.0,,,,,,,,,,,,,,,,,,, +293,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-11-06 18:31:38.869,2023-11-06 17:16:28,368.0,14.0,32,7.0,135.0,3.0,80.0,142,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,26,True,1058.0,1013.0,everett,conda-forge/everett,,120382.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,118952.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,52928.0,3.0,,,,,,,,,,,,,,,,,,, +294,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,294.0,1802.0,63,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,8309.0,,openpyxl,openpyxl,,60718018.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8279.0,60715888.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,203366.0,3.0,,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +295,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-11-21 21:33:48.000,2023-10-02 06:28:26,631.0,28.0,383,47.0,165.0,190.0,108.0,2407,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5675.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5675.0,,,,3.0,,,,,,,,,,,,,,,,,,, +296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,2.0,104,36.0,101.0,18.0,141.0,2288,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,354.0,,python-box,conda-forge/python-box,39.0,2028242.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,354.0,2015975.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,490709.0,3.0,,,,,,,,,,,,,,,,,,, +297,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,140,59.0,248.0,95.0,108.0,1564,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,8611.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,8611.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +298,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,87.0,60.0,streamparse,,,6699.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,6699.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1258,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,2520.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2520.0,,,,3.0,,,,,,2.0,,,,,,,,,,,,, +300,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-11-13 19:31:46.000,2023-11-04 01:39:36,148.0,25.0,42,16.0,94.0,6.0,4.0,1196,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2879.0,2862.0,asyncer,conda-forge/asyncer,,93690.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,93415.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6061.0,3.0,,,,,,,,,,,,,,,,,,, +301,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1187,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,354.0,,singer-python,,,1254532.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,354.0,1254532.0,,,,3.0,,,,,,,,,,,,,,,,,,, +302,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-11-16 12:29:21.000,2023-11-16 12:29:20,749.0,1.0,80,14.0,132.0,35.0,101.0,902,2023-04-20 05:48:03.905,9.0.1,40.0,21.0,25,True,253.0,,mss,conda-forge/python-mss,,526605.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,253.0,525747.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,35183.0,3.0,,,,,,,,,,,,,,,,,,, +303,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-11-21 18:19:44.000,2023-11-03 20:39:38,482.0,4.0,78,21.0,217.0,72.0,81.0,855,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,25,True,3122.0,3116.0,odmantic,,,14967.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,14967.0,,,,3.0,,,,,,,,,,,,,,,,,,, +304,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-10-11 22:26:36.000,2023-09-03 01:02:24,284.0,1.0,50,10.0,29.0,14.0,77.0,610,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1239.0,1215.0,pysimdjson,conda-forge/pysimdjson,,587450.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,585295.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,79748.0,3.0,,,,,,,,,,,,,,,,,,, +305,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,439,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,25,False,17061.0,17045.0,umongo,conda-forge/umongo,,28989.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28766.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5822.0,3.0,,,,,,,,,,,,,,,,,,, +306,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,91,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5886.0,4552.0,clint,conda-forge/clint,114.0,108360.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1334.0,107738.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56009.0,3.0,,,,,,,,,,,,,,,,,,, +307,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,14,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,75349.0,72634.0,contextlib2,conda-forge/contextlib2,,13481880.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2715.0,13469222.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1177276.0,3.0,,,,,,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3948,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,3772.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3772.0,,,,3.0,,,,,,,,,,,,,,,,,,, +309,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-11-20 14:09:43.000,2023-05-19 04:32:00,6411.0,,227,39.0,1042.0,9.0,209.0,1411,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,,,optimuspyspark,,,7618.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,7618.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +310,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-11-16 18:10:41.000,2023-11-07 19:36:31,325.0,3.0,77,43.0,239.0,42.0,41.0,1321,2023-08-24 10:35:41.000,0.18.1,33.0,30.0,24,True,38.0,28.0,tasktiger,,,4148.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,4148.0,,,,3.0,,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,43.0,10.0,2.0,12.0,1073,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2274.0,2104.0,pluginbase,conda-forge/pluginbase,,687995.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,683664.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303234.0,3.0,,,,,,,,,,,,,,,,,,, +312,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-11-15 20:33:25.333,2023-11-15 05:38:03,126.0,19.0,34,11.0,64.0,12.0,19.0,735,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,244.0,217.0,dirty-equals,conda-forge/dirty-equals,,70303.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,27.0,68345.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,39160.0,3.0,,,,,,,,,,,,,,,,,,, +313,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-11-05 00:08:47.000,2023-10-27 23:08:49,1413.0,17.0,46,17.0,137.0,3.0,13.0,695,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,18564.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,16040.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,65636.0,3.0,,,,,,,,,,,,,,,,,,, +314,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,676,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3201.0,2965.0,ratelimit,conda-forge/ratelimit,,4439128.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,236.0,4438747.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,12965.0,3.0,,,,,,,,,,,,,,,,,,, +315,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,473,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,715.0,624.0,hickle,conda-forge/hickle,,31435.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,31025.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23799.0,3.0,,,,,,,,,,,,,,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,22491.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,22491.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,20.0,23,18.0,177.0,10.0,16.0,346,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,379.0,341.0,aiomisc,,,16856.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,38.0,16856.0,,,,3.0,,,,,,,,,,,,,,,,,,, +318,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,307,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,205.0,183.0,pyhdb,,98.0,330544.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,330543.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,150,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,992.0,945.0,filedepot,,,12624.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,12624.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8023.0,,entrypoints,conda-forge/entrypoints,,13835112.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8023.0,13640689.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17692523.0,3.0,,,,,,,,,,,,,,,,,,, +321,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10560,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,27.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,27.0,,,,2.0,,,,,,,,,,,,,,,,,,, +322,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,141,40.0,22.0,20.0,11.0,1550,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,195.0,171.0,commonregex,,,144372.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,24.0,144372.0,,,,3.0,,,,,,,,,,,,,,,,,,, +323,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,92,43.0,42.0,23.0,47.0,1491,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,123.0,112.0,pypeln,conda-forge/pypeln,,31682.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,31317.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14608.0,3.0,,,,,,,,,,,,,,,,,,, +324,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1341,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,183.0,162.0,pinject,conda-forge/pinject,,75092.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,74910.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4740.0,3.0,,,,,,,,,,,,,,,,,,, +325,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,,55,7.0,58.0,15.0,51.0,471,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,451.0,424.0,cachier,,,27406.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,27406.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,263,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,898.0,811.0,deepdish,conda-forge/deepdish,,12398.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,11314.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91109.0,3.0,,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,191.0,183.0,pysparkling,conda-forge/pysparkling,,9650.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9508.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4553.0,3.0,,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,112,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2801.0,2605.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,123537.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,123166.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27095.0,3.0,,,,,,,,,,,,,,,,,,, +329,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-11-18 00:06:42.000,2019-08-27 15:33:26,32.0,,21,4.0,12.0,6.0,13.0,101,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,23,False,2180.0,2053.0,stopit,conda-forge/stopit,,708698.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,698112.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,741033.0,3.0,,,,,,,,,,,,,,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3500,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,427.0,394.0,pampy,,,32606.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,32606.0,,,,3.0,,,,,,,,,,,,,,,,,,, +331,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3239,,,4.0,19.0,22,False,605.0,575.0,macropy3,,,219.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,219.0,,,,3.0,,,,,,,,,,,,,,,,,,, +332,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,36.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,36.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +333,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2461,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21901.0,730.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +334,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,45.0,34.0,18.0,11.0,1791,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,203.0,172.0,bashplotlib,,,3031.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3031.0,,,,3.0,,,,,,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,856,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,228.0,209.0,unsync,conda-forge/unsync,,28689.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,28399.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11920.0,3.0,,,,,,,,,,,,,,,,,,, +336,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,823,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1394.0,1294.0,pickledb,,,13515.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,100.0,13515.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-11-06 00:08:19.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,178.0,16.0,122.0,551,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,3171.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2590.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12789.0,3.0,,,,,,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11317.0,9270.0,unipath,,,52166.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,52166.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-11-20 17:30:22.000,2023-06-01 18:46:39,628.0,,15,8.0,32.0,14.0,15.0,138,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,264.0,230.0,docopt-ng,,,122089.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,34.0,122089.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-11-22 12:24:00.000,2023-11-22 12:14:02,1759.0,107.0,5,3.0,765.0,18.0,35.0,49,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,245.0,4827.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,4818.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-10-27 07:07:33.000,2023-10-27 07:07:31,2941.0,7.0,2,2.0,180.0,23.0,760.0,4,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,22,False,644.0,,py2neo,conda-forge/py2neo,,28882.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,644.0,28065.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,62946.0,3.0,,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +342,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-11-17 23:01:30.116,2023-11-11 11:37:59,83.0,3.0,133,33.0,11.0,10.0,162.0,3179,2023-11-11 11:41:58.000,2.1.19`,64.0,1.0,21,False,196.0,196.0,ptext-joris-schellekens,conda-forge/borb,,1692.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-11-17 23:01:30.116,45697.0,3.0,,,,,,,,,,,,,,,,,,, +343,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,113,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,621.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,621.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,851,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,21,True,189.0,160.0,rows,,38.0,873.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,873.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4524.0,3336.0,awesome-slugify,conda-forge/awesome-slugify,,56582.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,55823.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69101.0,3.0,,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,47.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,701.0,618.0,pymodm,conda-forge/pymodm,,19200.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,19086.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5144.0,3.0,,,,,,,,,,,,,,,,,,, +347,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,284,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,163.0,157.0,datatest,,,14924.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14924.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47,15.0,34.0,25.0,11.0,281,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,404.0,392.0,price-parser,,,64856.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,64856.0,,,,3.0,,,,,,,,,,,,,,,,,,, +349,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,13.0,11.0,265,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,361.0,310.0,rtoml,,,149298.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,51.0,149298.0,,,,3.0,,,,,,,,,,,,,,,,,,, +350,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-11-23 06:33:49.000,2023-11-23 05:51:00,653.0,52.0,21,4.0,253.0,4.0,,254,2023-11-23 05:51:21.000,1.1.225,520.0,11.0,21,True,4.0,4.0,upgini,,,3165.0,https://pypi.org/project/upgini,2023-11-23 05:51:21.000,,3165.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,203,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,21,False,873.0,869.0,gsheetsdb,,,69763.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,69763.0,,,,3.0,,,,,,,,,,,,,,,,,,, +352,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-11-21 14:29:46.000,2023-11-21 14:29:39,5451.0,38.0,44,15.0,621.0,33.0,80.0,194,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,21,True,7.0,7.0,batchflow,,,104.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,104.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-11-18 09:58:05.000,2023-03-14 05:55:27,124.0,,19,6.0,63.0,8.0,23.0,152,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,21,True,170.0,158.0,aioprometheus,,,73661.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,73661.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2025.0,1966.0,coolname,conda-forge/coolname,,372227.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,59.0,369984.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,78513.0,3.0,,,,,,,,,,,,,,,,,,, +355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,141,68.0,4.0,1.0,40.0,2083,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1818.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1818.0,,,,3.0,,,,,,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,213,40.0,56.0,82.0,39.0,1388,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11232.0,1520.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1336.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,42.0,30.0,mrq,,,212.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,212.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,64.0,58.0,pdpipe,conda-forge/pdpipe,,2749.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1963.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28316.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +359,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,10148.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,9916.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21127.0,3.0,,,,,,,,,,,,,,,,,,, +360,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459,157.0,142.0,78.0,27.0,1980,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,37.0,37.0,,,,,,,,,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +361,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-11-21 12:19:47.000,2023-11-21 12:19:25,2911.0,178.0,129,28.0,213.0,38.0,339.0,1267,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +362,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-11-22 22:47:17.000,2023-11-22 22:47:14,503.0,302.0,21,5.0,63.0,7.0,11.0,470,2023-11-19 11:39:58.000,1.1.2,46.0,7.0,19,True,2.0,,pipeless-ai,,141.0,229.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,182.0,,,,1.0,,,,,,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,154.0,127.0,queries,,,2702.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2702.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1150.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,138.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,64805.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +365,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,79.0,75.0,typical,conda-forge/typical,,2406.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1262.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34346.0,3.0,,,,,,,,,,,,,,,,,,, +366,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1605,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,174.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,174.0,,,,3.0,,,,,,,,,,,,,,,,,,, +367,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,56,36.0,46.0,14.0,58.0,1100,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,5.0,5.0,colout,,,141.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,141.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,40.0,32.0,bounter,,,452.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,452.0,,,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,, +369,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,20.0,645,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,18,False,68.0,65.0,pugsql,,,6365.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6365.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,208,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10584.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10584.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1352,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,65.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,65.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-04-12 07:12:45.000,2021-08-11 18:33:11,106029.0,,60,39.0,39.0,11.0,256.0,963,,,,1000.0,17,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +373,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,132.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,132.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,186170.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,186170.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-11-22 14:31:34.000,2023-09-21 05:49:57,164.0,1.0,105,57.0,72.0,24.0,16.0,2028,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,16,True,1.0,,mara-pipelines,,,68.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,68.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,30.0,788,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1617.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1617.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,613,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,319.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,319.0,,,,3.0,,,,,,,['jupyter'],,,,,,,,,,,, +378,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,20,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,16,False,13.0,13.0,bodywork,,,165.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,165.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-11-17 19:17:03.000,2023-11-10 16:15:49,119.0,3.0,6,15.0,153.0,8.0,5.0,269,2023-11-07 10:51:10.000,0.19.4,102.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,952.0,https://pypi.org/project/squirrel-core,2023-11-10 16:23:01.000,,952.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1195,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,28.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,28.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,716,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,192.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,192.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,627,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,13.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,13.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,81,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,617.0,608.0,millify,,,34726.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,34726.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-11-21 17:16:08.000,2023-11-21 17:16:01,917.0,160.0,20,2.0,770.0,8.0,16.0,240,2023-11-20 18:04:12.000,0.1.50,33.0,13.0,14,False,,,the-guide,,,10.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,10.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,37.0,32.0,cleverdict,,,619.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,619.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,23.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,23.0,,,,3.0,,,,,,,['pandas'],,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,156.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,156.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,12,True,,,datajob,,,14.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,14.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,362,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,773,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index ff391e7..6ae5393 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 -- pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.7K Β· πŸ“ˆ) - Extract data from a wide range of Internet sources.. BSD-3 -- typing (πŸ₯ˆ32 Β· ⭐ 1.5K Β· πŸ“ˆ) - Python static typing home. Hosts the documentation and a user.. Python-2.0 -- inflect (πŸ₯ˆ31 Β· ⭐ 880 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- openpyxl (πŸ₯‰26 Β· ⭐ 63 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- docker (πŸ₯ˆ42 Β· ⭐ 6.5K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +- paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K Β· πŸ“ˆ) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- filesystem_spec (πŸ₯‡38 Β· ⭐ 690 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +- dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K Β· πŸ“ˆ) - python parser for human readable dates. BSD-3 +- fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- click (πŸ₯‡45 Β· ⭐ 14K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 -- docker (πŸ₯ˆ40 Β· ⭐ 6.4K Β· πŸ“‰) - A Python library for the Docker Engine API. Apache-2 -- paramiko (πŸ₯ˆ39 Β· ⭐ 8.6K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- filesystem_spec (πŸ₯ˆ36 Β· ⭐ 690 Β· πŸ“‰) - A specification that python filesystems should adhere to. BSD-3 -- fabtools (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 +- protobuf (πŸ₯‡52 Β· ⭐ 62K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- elasticsearch (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 +- polars (πŸ₯ˆ39 Β· ⭐ 22K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ“‰) - A Python package to manage extremely large amounts of data. BSD-3 +- tink (πŸ₯ˆ36 Β· ⭐ 13K Β· πŸ“‰) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 From f2148ed632cfa6251d34f183ba2b4b351ddd39f6 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 30 Nov 2023 13:39:45 +0000 Subject: [PATCH 41/70] Update best-of list for version 2023.11.30 --- README.md | 1184 +++++++++++++++---------------- history/2023-11-30_changes.md | 20 + history/2023-11-30_projects.csv | 392 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1014 insertions(+), 602 deletions(-) create mode 100644 history/2023-11-30_changes.md create mode 100644 history/2023-11-30_projects.csv diff --git a/README.md b/README.md index 3a76006..99d7e6e 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M Back to top -
protobuf (πŸ₯‡52 Β· ⭐ 62K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 36M Β· πŸ“¦ 540K Β· πŸ“‹ 6K - 15% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 36M Β· πŸ“¦ 550K Β· πŸ“‹ 6K - 14% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 300K Β· πŸ“¦ 80K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 310K Β· πŸ“¦ 81K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 910K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 920K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -126,7 +126,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -147,18 +147,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 56M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 55M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 14M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 15M Β· ⏱️ 25.11.2023): ``` conda install -c conda-forge msgpack-python ```
orjson (πŸ₯ˆ36 Β· ⭐ 5.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 65K Β· πŸ“‹ 350 - 0% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 65K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/ijl/orjson @@ -190,16 +190,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.8M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.4M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.5M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge ujson ``` @@ -222,7 +222,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/cloudpipe/cloudpickle @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 10M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.7M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
srsly (πŸ₯‰31 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 36K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 37K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.3M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.5M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -286,12 +286,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
pysimdjson (πŸ₯‰25 Β· ⭐ 610) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 590K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 540K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -302,12 +302,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 620 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 630 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 31K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 29K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -316,7 +316,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT - [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 310 Β· πŸ“‹ 24 - 54% open Β· ⏱️ 27.03.2023): @@ -340,9 +340,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M _General-purpose data containers as well as utilities & extensions for pandas._ -
numpy (πŸ₯‡54 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡53 Β· ⭐ 25K Β· πŸ“‰) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.5K Β· πŸ“₯ 890K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.6K Β· πŸ“₯ 890K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/numpy/numpy @@ -351,19 +351,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 68M Β· ⏱️ 21.09.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 68M Β· ⏱️ 25.11.2023): ``` conda install -c conda-forge numpy ```
pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 230K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 74K Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 140M / month Β· πŸ“¦ 75K Β· ⏱️ 10.11.2023): ``` pip install pandas ``` @@ -374,7 +374,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 2.9K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/h5py/h5py @@ -388,58 +388,58 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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xarray (πŸ₯ˆ40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 +
polars (πŸ₯ˆ40 Β· ⭐ 22K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 22K Β· πŸ“‹ 4.1K - 27% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“₯ 73 Β· πŸ“¦ 2 Β· πŸ“‹ 5.8K - 21% open Β· ⏱️ 30.11.2023): ``` - git clone https://github.com/pydata/xarray - ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 17.11.2023): - ``` - pip install xarray + git clone https://github.com/pola-rs/polars ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.3M Β· ⏱️ 18.11.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.7M / month Β· πŸ“¦ 340 Β· ⏱️ 29.11.2023): ``` - conda install -c conda-forge xarray + pip install polars ```
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polars (πŸ₯ˆ39 Β· ⭐ 22K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +
xarray (πŸ₯ˆ40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.3K Β· πŸ“₯ 65 Β· πŸ“¦ 2 Β· πŸ“‹ 5.7K - 21% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 22K Β· πŸ“‹ 4.1K - 27% open Β· ⏱️ 29.11.2023): ``` - git clone https://github.com/pola-rs/polars + git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.7M / month Β· πŸ“¦ 340 Β· ⏱️ 20.11.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.4M / month Β· πŸ“¦ 2.1K Β· ⏱️ 17.11.2023): ``` - pip install polars + pip install xarray + ``` +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.4M Β· ⏱️ 18.11.2023): + ``` + conda install -c conda-forge xarray ```
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PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ“‰) - A Python package to manage extremely large amounts of data. BSD-3 +
PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 710 - 22% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 710 - 23% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 760K / month Β· πŸ“¦ 2.6K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 760K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.7M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.7M Β· ⏱️ 28.11.2023): ``` conda install -c conda-forge pytables ```
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Modin (πŸ₯ˆ36 Β· ⭐ 9.1K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
Modin (πŸ₯ˆ36 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 940K / month Β· πŸ“¦ 34 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 900K / month Β· πŸ“¦ 34 Β· ⏱️ 17.11.2023): ``` pip install modin ``` @@ -448,25 +448,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
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numexpr (πŸ₯ˆ34 Β· ⭐ 2K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT +
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“₯ 500 Β· πŸ“‹ 360 - 18% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“₯ 510 Β· πŸ“‹ 360 - 18% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.2M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.4M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.5M Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge numexpr ```
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zarr (πŸ₯ˆ34 Β· ⭐ 1.2K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ34 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“¦ 3K Β· πŸ“‹ 660 - 42% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“¦ 3K Β· πŸ“‹ 660 - 42% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/zarr-developers/zarr-python @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 90K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): ``` pip install docarray ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.4M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -530,12 +530,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.1K Β· πŸ“‹ 700 - 39% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.2K Β· πŸ“‹ 700 - 40% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.3M / month Β· πŸ“¦ 83 Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.2M / month Β· πŸ“¦ 83 Β· ⏱️ 30.09.2023): ``` pip install pandera ``` @@ -546,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯ˆ32 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 990 Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 64 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.4M / month Β· πŸ“¦ 64 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -574,12 +574,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 8.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 610 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 620 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 37K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 36K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -588,14 +588,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 31.05.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 65K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 61K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): ``` pip install datatable ``` @@ -606,12 +606,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 370) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 31 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 31 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.5K / month Β· πŸ“¦ 2 Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.6K / month Β· πŸ“¦ 2 Β· ⏱️ 12.11.2023): ``` pip install static-frame ``` @@ -622,7 +622,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel @@ -631,14 +631,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 53K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 54K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/jmcarpenter2/swifter @@ -647,19 +647,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 280K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 300K Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge swifter ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 77K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 78K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,7 +671,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 14K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 13K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 140 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -699,7 +699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/RaRe-Technologies/bounter ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 450 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): +- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 480 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): ``` pip install bounter ``` @@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 41M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 38M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 30M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 29M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -767,36 +767,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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multidict (πŸ₯ˆ31 Β· ⭐ 360) - The multidict implementation. Apache-2 +
glom (πŸ₯ˆ31 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 59 Β· πŸ“¦ 1.3K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 28.11.2023): ``` - git clone https://github.com/aio-libs/multidict + git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 78M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.4M / month Β· πŸ“¦ 120 Β· ⏱️ 27.11.2023): ``` - pip install multidict + pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 28K Β· ⏱️ 27.11.2023): ``` - conda install -c conda-forge multidict + conda install -c conda-forge glom ```
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glom (πŸ₯ˆ30 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +
multidict (πŸ₯ˆ31 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 58 Β· πŸ“¦ 1.3K Β· πŸ“‹ 190 - 60% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 28.09.2023): ``` - git clone https://github.com/mahmoud/glom + git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.4M / month Β· πŸ“¦ 120 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 79M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): ``` - pip install glom + pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 28K Β· ⏱️ 08.11.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge glom + conda install -c conda-forge multidict ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 @@ -806,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 510 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 520 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -822,7 +822,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 710K / month Β· πŸ“¦ 34 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 670K / month Β· πŸ“¦ 34 Β· ⏱️ 08.11.2023): ``` pip install python-benedict ``` @@ -831,14 +831,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 +
sqlitedict (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4.1K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 420K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 460K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` @@ -865,50 +865,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
immutables (πŸ₯‰27 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.2K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.3K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 700K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 720K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 950K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 960K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge immutables ```
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janus (πŸ₯‰26 Β· ⭐ 740) - Thread-safe asyncio-aware queue for Python. Apache-2 +
python-box (πŸ₯‰26 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): ``` - git clone https://github.com/aio-libs/janus + git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 400K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2M / month Β· πŸ“¦ 350 Β· ⏱️ 26.08.2023): ``` - pip install janus + pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 490K Β· ⏱️ 01.10.2023): ``` - conda install -c conda-forge janus + conda install -c conda-forge python-box ```
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python-box (πŸ₯‰25 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT +
janus (πŸ₯‰26 Β· ⭐ 750) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 29.11.2023): ``` - git clone https://github.com/cdgriffith/Box + git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2M / month Β· πŸ“¦ 350 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 430K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` - pip install python-box + pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 490K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-box + conda install -c conda-forge janus ```
Show 3 hidden projects... @@ -925,12 +925,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 17K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.5K Β· πŸ“¦ 290K Β· πŸ“‹ 3.4K - 10% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.5K Β· πŸ“¦ 290K Β· πŸ“‹ 3.4K - 10% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 120M / month Β· πŸ“¦ 9.4K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 9.4K Β· ⏱️ 22.11.2023): ``` pip install pydantic ``` @@ -941,7 +941,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 110 Β· πŸ“¦ 480K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 120 Β· πŸ“¦ 490K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 24.11.2023): ``` git clone https://github.com/Julian/jsonschema @@ -962,7 +962,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -978,7 +978,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` pip install voluptuous ``` @@ -989,12 +989,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“¦ 7.6K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“¦ 7.7K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 7.5M / month Β· πŸ“¦ 920 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 7.6M / month Β· πŸ“¦ 930 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -1005,12 +1005,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 850) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 12 Β· πŸ“¦ 92K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 12 Β· πŸ“¦ 93K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -1021,12 +1021,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰32 Β· ⭐ 360) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 63 Β· πŸ“¦ 8.8K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 63 Β· πŸ“¦ 8.9K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 530K / month Β· πŸ“¦ 150 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 540K / month Β· πŸ“¦ 150 Β· ⏱️ 08.11.2023): ``` pip install param ``` @@ -1037,12 +1037,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (πŸ₯‰27 Β· ⭐ 1.4K) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 58 Β· πŸ“¦ 2K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 2K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1M / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 990K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1058,7 +1058,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 68K / month Β· πŸ“¦ 27 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 67K / month Β· πŸ“¦ 27 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1121,11 +1121,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 500K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 490K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 570K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 580K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1137,7 +1137,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 4.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 3.2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1158,7 +1158,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 78K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 79K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1179,7 +1179,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 230M / month Β· πŸ“¦ 5.4K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 5.4K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1188,14 +1188,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
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dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K Β· πŸ“ˆ) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 - [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 25K Β· πŸ“‹ 690 - 46% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1206,12 +1206,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ36 Β· ⭐ 1.2K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 480 - 19% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 480 - 20% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.4M / month Β· πŸ“¦ 460 Β· ⏱️ 20.11.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.3M / month Β· πŸ“¦ 460 Β· ⏱️ 20.11.2023): ``` pip install holidays ``` @@ -1222,7 +1222,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯‰34 Β· ⭐ 5.8K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 520 - 44% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 520 - 43% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1243,7 +1243,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 44M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 42M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1279,14 +1279,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡38 Β· ⭐ 690 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 690) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 290 Β· πŸ“¦ 75K Β· πŸ“‹ 610 - 33% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 290 Β· πŸ“¦ 76K Β· πŸ“‹ 620 - 34% open Β· ⏱️ 24.11.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 150M / month Β· πŸ“¦ 760 Β· ⏱️ 21.10.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 150M / month Β· πŸ“¦ 840 Β· ⏱️ 21.10.2023): ``` pip install fsspec ``` @@ -1295,14 +1295,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ37 Β· ⭐ 6K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ37 Β· ⭐ 6.1K) - Python library and shell utilities to monitor filesystem events. Apache-2 - [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.03.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 15M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.03.2023): ``` pip install watchdog ``` @@ -1311,9 +1311,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ35 Β· ⭐ 600) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 610) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 350K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 360K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/tox-dev/py-filelock @@ -1359,7 +1359,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge appdirs ```
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scandir (πŸ₯‰30 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 +
scandir (πŸ₯‰31 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 - [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): @@ -1382,11 +1382,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.7M / month Β· πŸ“¦ 150 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 150 Β· ⏱️ 07.07.2023): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 470K Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 480K Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge path ``` @@ -1410,7 +1410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 34M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1435,9 +1435,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge six ```
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typing (πŸ₯ˆ32 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ33 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/python/typing @@ -1454,7 +1454,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - pathlib2 (πŸ₯‰28 Β· ⭐ 78) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag
@@ -1466,28 +1466,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.9K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 580K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 590K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 22K Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 22K Β· ⏱️ 28.11.2023): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 45M Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 45M Β· ⏱️ 28.11.2023): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 210 Β· πŸ“¦ 82K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 220 Β· πŸ“¦ 82K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` pip install pycryptodomex ``` @@ -1496,18 +1496,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pycryptodomex ```
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tink (πŸ₯ˆ36 Β· ⭐ 13K Β· πŸ“‰) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
bcrypt (πŸ₯ˆ37 Β· ⭐ 1.1K Β· πŸ“ˆ) - Modern(-ish) password hashing for your software and your servers. Apache-2 + +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 190 Β· πŸ“¦ 190K Β· πŸ“‹ 130 - 5% open Β· ⏱️ 28.11.2023): + + ``` + git clone https://github.com/pyca/bcrypt + ``` +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 42M / month Β· πŸ“¦ 8.1K Β· ⏱️ 28.11.2023): + ``` + pip install bcrypt + ``` +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.3M Β· ⏱️ 28.11.2023): + ``` + conda install -c conda-forge bcrypt + ``` +
+
tink (πŸ₯‰35 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 - [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 970 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 230K / month Β· πŸ“¦ 4 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 250K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 270 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 340 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ``` @@ -1530,7 +1546,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rsa (πŸ₯‰34 Β· ⭐ 460) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 360K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 370K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1560,22 +1576,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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bcrypt (πŸ₯‰32 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 - -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“‹ 120 - 4% open Β· ⏱️ 17.11.2023): - - ``` - git clone https://github.com/pyca/bcrypt - ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 42M / month Β· πŸ“¦ 8.1K Β· ⏱️ 09.10.2022): - ``` - pip install bcrypt - ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.3M Β· ⏱️ 22.09.2023): - ``` - conda install -c conda-forge bcrypt - ``` -

## Infrastructure & DevOps @@ -1584,7 +1584,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/ansible/ansible @@ -1593,67 +1593,67 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 970K Β· ⏱️ 11.10.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 980K Β· ⏱️ 11.10.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 170M / month Β· πŸ“¦ 3.1K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 30.11.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 23.11.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 30.11.2023): ``` conda install -c conda-forge awscli ```
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botocore (πŸ₯‡44 Β· ⭐ 1.3K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 +
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 290K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 290K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 390M / month Β· πŸ“¦ 8.6K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.6K Β· ⏱️ 30.11.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 22.11.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 30.11.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1K Β· πŸ“₯ 1.5M Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.7K - 29% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.6M Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.7K - 29% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 930K / month Β· πŸ“¦ 170 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 900K / month Β· πŸ“¦ 170 Β· ⏱️ 17.11.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.7M / month Β· πŸ“¦ 900 Β· ⏱️ 17.11.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.8M / month Β· πŸ“¦ 900 Β· ⏱️ 17.11.2023): ``` npm install @pulumi/pulumi ```
-
docker (πŸ₯ˆ42 Β· ⭐ 6.5K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ42 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 730 Β· πŸ“¦ 71K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 740 Β· πŸ“¦ 72K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 3.9K Β· ⏱️ 01.06.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 34M / month Β· πŸ“¦ 3.9K Β· ⏱️ 27.11.2023): ``` pip install docker ``` @@ -1664,7 +1664,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 100M Β· πŸ“¦ 320 Β· πŸ“‹ 7.2K - 3% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 100M Β· πŸ“¦ 320 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/docker/compose @@ -1678,7 +1678,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K Β· πŸ“ˆ) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 - [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 87K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 24.09.2023): @@ -1689,14 +1689,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.1M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge paramiko ```
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.1K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/kubernetes-client/python @@ -1712,7 +1712,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯ˆ38 Β· ⭐ 3.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4K Β· πŸ“‹ 2K - 9% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4K Β· πŸ“‹ 2K - 9% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/ktbyers/netmiko @@ -1722,14 +1722,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install netmiko ```
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fabric (πŸ₯‰37 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 +
fabric (πŸ₯‰36 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 - [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.3M / month Β· πŸ“¦ 140 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.2M / month Β· πŸ“¦ 140 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1745,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` @@ -1756,12 +1756,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.3K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.4K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.7M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.5M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1788,12 +1788,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 93 Β· πŸ“‹ 680 - 21% open Β· ⏱️ 18.11.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 94 Β· πŸ“‹ 690 - 20% open Β· ⏱️ 26.11.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month Β· πŸ“¦ 11 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 32K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ``` @@ -1805,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.3K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1828,14 +1828,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡39 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡40 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 330K Β· πŸ“‹ 510 - 36% open Β· ⏱️ 29.09.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 330K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 39M / month Β· πŸ“¦ 16K Β· ⏱️ 21.01.2020): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 42M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1862,12 +1862,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sh (πŸ₯‰34 Β· ⭐ 6.7K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 500 Β· πŸ“¦ 14K Β· πŸ“‹ 460 - 1% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 500 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.7M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.5M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1883,7 +1883,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 41M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1921,7 +1921,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 87M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 86M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): ``` pip install greenlet ``` @@ -1932,16 +1932,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ37 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 200K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“¦ 200K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 49M / month Β· πŸ“¦ 660 Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 51M / month Β· πŸ“¦ 660 Β· ⏱️ 22.11.2023): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 11M Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 11M Β· ⏱️ 24.11.2023): ``` conda install -c conda-forge anyio ``` @@ -1987,28 +1987,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 590) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 270 Β· πŸ“¦ 380K Β· πŸ“‹ 290 - 32% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 280 Β· πŸ“¦ 380K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 34M / month Β· πŸ“¦ 15K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 34M / month Β· πŸ“¦ 15K Β· ⏱️ 27.11.2023): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 24M Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 25M Β· ⏱️ 27.11.2023): ``` conda install -c conda-forge traitlets ```
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python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.6K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 610K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 620K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 34M / month Β· πŸ“¦ 9.3K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 33M / month Β· πŸ“¦ 9.4K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2035,12 +2035,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 92 - 8% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 93 - 9% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2051,12 +2051,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 21K Β· πŸ“‹ 540 - 17% open Β· ⏱️ 18.11.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 21K Β· πŸ“‹ 540 - 18% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.6M / month Β· πŸ“¦ 370 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.8M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): ``` pip install omegaconf ``` @@ -2067,12 +2067,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (πŸ₯‰31 Β· ⭐ 7.7K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 17K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 18K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 12K / month Β· πŸ“¦ 8 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 12K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2083,28 +2083,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.2K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.3K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 240K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 210K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gin-config ```
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 300 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 320 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 2.9M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2135,14 +2135,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡44 Β· ⭐ 15K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 - [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 140 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 180M / month Β· πŸ“¦ 75K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 170M / month Β· πŸ“¦ 75K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2190,7 +2190,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2199,9 +2199,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fire ```
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colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 +
colorama (πŸ₯ˆ36 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 800K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 810K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/tartley/colorama @@ -2217,12 +2217,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 120 Β· πŸ“₯ 320 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 22% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 120 Β· πŸ“₯ 320 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 21% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 23M / month Β· πŸ“¦ 2.2K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 22M / month Β· πŸ“¦ 2.2K Β· ⏱️ 12.11.2023): ``` pip install argcomplete ``` @@ -2233,12 +2233,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 81 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 80 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 17.11.2023): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 25M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 28M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2247,9 +2247,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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wcwidth (πŸ₯ˆ35 Β· ⭐ 340) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯ˆ35 Β· ⭐ 350) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 50 Β· πŸ“¦ 470K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 470K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 26.11.2023): ``` git clone https://github.com/jquast/wcwidth @@ -2281,12 +2281,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asciimatics (πŸ₯‰33 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 240 Β· πŸ“¦ 940 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 27.10.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 940 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 93K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 80K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2297,7 +2297,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰30 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 75 Β· πŸ“¦ 10K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 75 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/tmbo/questionary @@ -2322,14 +2322,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 750K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 760K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
docopt-ng (πŸ₯‰22 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 15 Β· πŸ“¦ 230 Β· πŸ“‹ 29 - 48% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 16 Β· πŸ“¦ 240 Β· πŸ“‹ 29 - 48% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng @@ -2346,7 +2346,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 140 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 120 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2355,7 +2355,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ35 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰25 Β· ⭐ 91 Β· πŸ’€) - Python Command-line Application Tools. ISC +- clint (πŸ₯‰25 Β· ⭐ 92 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT - Click Extra (πŸ₯‰22 Β· ⭐ 49) - Extra colorization and configuration loading for Click. ❗️GPL-2.0
@@ -2391,19 +2391,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 950) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 13 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 13 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 440K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 420K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
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pylibmc (πŸ₯‰28 Β· ⭐ 470) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 +
pylibmc (πŸ₯‰28 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 400 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 420 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc @@ -2424,7 +2424,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2435,12 +2435,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰23 Β· ⭐ 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 55 Β· πŸ“¦ 420 Β· πŸ“‹ 66 - 22% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 55 Β· πŸ“¦ 430 Β· πŸ“‹ 67 - 23% open Β· ⏱️ 02.07.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 27K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 28K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): ``` pip install cachier ``` @@ -2459,7 +2459,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 18.11.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/kivy/kivy @@ -2473,14 +2473,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ38 Β· ⭐ 12K Β· πŸ“ˆ) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 19.11.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 26.11.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 430K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 440K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): ``` pip install pysimplegui ``` @@ -2489,21 +2489,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ32 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT - [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 02.11.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 59K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 58K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 5.9K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.4K Β· πŸ“‹ 520 - 33% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.4K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2513,18 +2513,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install eel ```
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toga (πŸ₯ˆ31 Β· ⭐ 3.8K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯ˆ31 Β· ⭐ 3.9K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 650 Β· πŸ“₯ 2.1K Β· πŸ“¦ 2 Β· πŸ“‹ 770 - 14% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 650 Β· πŸ“₯ 2.1K Β· πŸ“¦ 2 Β· πŸ“‹ 780 - 15% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.7K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.3K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 18 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 21 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2544,14 +2544,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡19 Β· ⭐ 470 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡19 Β· ⭐ 480 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“₯ 140 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 22 Β· πŸ“₯ 150 Β· πŸ“‹ 19 - 31% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 180 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 220 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2595,7 +2595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 57M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 56M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2603,19 +2603,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 120 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 130 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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emoji (πŸ₯ˆ32 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯ˆ33 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 - [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 63K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): ``` pip install emoji ``` @@ -2640,14 +2640,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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inflect (πŸ₯ˆ30 Β· ⭐ 880) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ30 Β· ⭐ 870) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 23% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 24% open Β· ⏱️ 08.10.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2679,7 +2679,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 65K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 64K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2691,7 +2691,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 370K / month Β· πŸ“¦ 59 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 390K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2722,25 +2722,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡48 Β· ⭐ 8.4K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡48 Β· ⭐ 8.5K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 6% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 6% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 880M / month Β· πŸ“¦ 18K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 850M / month Β· πŸ“¦ 18K Β· ⏱️ 30.11.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 23.11.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 30.11.2023): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡44 Β· ⭐ 8K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡44 Β· ⭐ 8.1K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 46K Β· πŸ“¦ 670K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 47K Β· πŸ“¦ 670K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2756,12 +2756,12 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 37M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): ``` pip install redis ``` @@ -2772,7 +2772,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.4K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2788,12 +2788,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 8.9K - 12% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9K - 12% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 45M / month Β· πŸ“¦ 710 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 45M / month Β· πŸ“¦ 720 Β· ⏱️ 07.11.2023): ``` pip install azure-storage-blob ``` @@ -2818,14 +2818,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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PyMySQL (πŸ₯‡40 Β· ⭐ 7.4K) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯‡41 Β· ⭐ 7.4K Β· πŸ“ˆ) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 190K Β· πŸ“‹ 640 - 2% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 550 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 38M / month Β· πŸ“¦ 560 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2834,9 +2834,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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elasticsearch (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 +
elasticsearch (πŸ₯‡41 Β· ⭐ 4K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 43K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 44K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2857,7 +2857,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2868,28 +2868,28 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· ⏱️ 27.11.2023): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 24M / month Β· πŸ“¦ 20K Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 24M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.4M Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.4M Β· ⏱️ 29.11.2023): ``` conda install -c conda-forge pymongo ```
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alembic (πŸ₯ˆ39 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ38 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT - [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 35M / month Β· πŸ“¦ 12K Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 34M / month Β· πŸ“¦ 12K Β· ⏱️ 26.10.2023): ``` pip install alembic ``` @@ -2898,6 +2898,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge alembic ```
+
sqlmodel (πŸ₯ˆ37 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic + +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 520 Β· πŸ“¦ 8.4K Β· πŸ“‹ 350 - 56% open Β· ⏱️ 29.11.2023): + + ``` + git clone https://github.com/tiangolo/sqlmodel + ``` +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 650K / month Β· πŸ“¦ 170 Β· ⏱️ 18.11.2023): + ``` + pip install sqlmodel + ``` +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 23K Β· ⏱️ 18.11.2023): + ``` + conda install -c conda-forge sqlmodel + ``` +
MongoEngine (πŸ₯ˆ37 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT - [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 21.11.2023): @@ -2905,7 +2921,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2916,12 +2932,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 35M / month Β· πŸ“¦ 62 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 35M / month Β· πŸ“¦ 65 Β· ⏱️ 13.11.2023): ``` pip install awswrangler ``` @@ -2932,12 +2948,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ37 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 740 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 780 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 110K / month Β· πŸ“¦ 53 Β· ⏱️ 19.11.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 120K / month Β· πŸ“¦ 53 Β· ⏱️ 26.11.2023): ``` pip install ibis-framework ``` @@ -2946,14 +2962,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 660) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ37 Β· ⭐ 670) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 630 - 13% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 640 - 13% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 36M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 37M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.10.2023): ``` pip install google-cloud-bigquery ``` @@ -2962,25 +2978,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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sqlmodel (πŸ₯ˆ36 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic - -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 520 Β· πŸ“¦ 8.3K Β· πŸ“‹ 350 - 56% open Β· ⏱️ 18.11.2023): - - ``` - git clone https://github.com/tiangolo/sqlmodel - ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 650K / month Β· πŸ“¦ 170 Β· ⏱️ 18.11.2023): - ``` - pip install sqlmodel - ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 23K Β· ⏱️ 18.11.2023): - ``` - conda install -c conda-forge sqlmodel - ``` -
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py @@ -2996,7 +2996,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.5K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.8K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.9K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3012,12 +3012,12 @@ _Libraries for connecting to, operating, and querying databases._
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 140K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` pip install mysqlclient ``` @@ -3045,15 +3045,31 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.2M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
+
s3transfer (πŸ₯ˆ35 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 + +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 84 - 58% open Β· ⏱️ 29.11.2023): + + ``` + git clone https://github.com/boto/s3transfer + ``` +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 280M / month Β· πŸ“¦ 4.4K Β· ⏱️ 29.11.2023): + ``` + pip install s3transfer + ``` +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 29.11.2023): + ``` + conda install -c conda-forge s3transfer + ``` +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 - [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 510 - 18% open Β· ⏱️ 21.11.2023): @@ -3061,7 +3077,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 26M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): ``` pip install prometheus_client ``` @@ -3072,7 +3088,7 @@ _Libraries for connecting to, operating, and querying databases._
Pony (πŸ₯ˆ34 Β· ⭐ 3.4K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 76 Β· πŸ“¦ 3.7K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 76 Β· πŸ“¦ 3.8K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony @@ -3088,7 +3104,7 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 210 Β· πŸ“¦ 75K Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 76K Β· ⏱️ 29.11.2023): ``` git clone https://github.com/mongodb/motor @@ -3118,9 +3134,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 760) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ34 Β· ⭐ 750) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 16K Β· πŸ“‹ 430 - 28% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 29% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/fsspec/s3fs @@ -3136,7 +3152,7 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ34 Β· ⭐ 710) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.8K Β· πŸ“‹ 530 - 2% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.8K Β· πŸ“‹ 540 - 2% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/minio/minio-py @@ -3150,25 +3166,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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s3transfer (πŸ₯ˆ34 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 - -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 81 - 56% open Β· ⏱️ 20.10.2023): - - ``` - git clone https://github.com/boto/s3transfer - ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 280M / month Β· πŸ“¦ 4.4K Β· ⏱️ 26.09.2023): - ``` - pip install s3transfer - ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 26.09.2023): - ``` - conda install -c conda-forge s3transfer - ``` -
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tortoise-orm (πŸ₯‰33 Β· ⭐ 3.9K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
tortoise-orm (πŸ₯‰33 Β· ⭐ 4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 6.6K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 05.11.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 6.7K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 05.11.2023): ``` git clone https://github.com/tortoise/tortoise-orm @@ -3182,50 +3182,34 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Databases (πŸ₯‰33 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 - -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 09.09.2023): - - ``` - git clone https://github.com/encode/databases - ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 330K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): - ``` - pip install databases - ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge databases - ``` -
PyPika (πŸ₯‰33 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 260 Β· πŸ“¦ 15K Β· πŸ“‹ 400 - 37% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 260 Β· πŸ“¦ 16K Β· πŸ“‹ 410 - 37% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.3M / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.2M / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.4K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.6K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
neo4j-driver (πŸ₯‰33 Β· ⭐ 840) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 7.5K Β· πŸ“‹ 230 - 1% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 210 Β· πŸ“¦ 7.6K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 03.11.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 28.11.2023): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 03.11.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 28.11.2023): ``` conda install -c conda-forge neo4j-python-driver ``` @@ -3241,11 +3225,43 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.5K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.6K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
+
Databases (πŸ₯‰32 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 + +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 28.11.2023): + + ``` + git clone https://github.com/encode/databases + ``` +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 330K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): + ``` + pip install databases + ``` +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge databases + ``` +
+
PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT + +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.6K Β· πŸ“‹ 630 - 41% open Β· ⏱️ 29.11.2023): + + ``` + git clone https://github.com/pynamodb/PynamoDB + ``` +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 29.11.2023): + ``` + pip install pynamodb + ``` +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 29.11.2023): + ``` + conda install -c conda-forge pynamodb + ``` +
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT - [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 210 Β· πŸ“¦ 2.2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): @@ -3253,23 +3269,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.6M / month Β· πŸ“¦ 97 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.5M / month Β· πŸ“¦ 97 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
cx-Oracle (πŸ₯‰32 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.8K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.9K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.9M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 500K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 510K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ``` @@ -3281,7 +3297,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.4M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.3M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): ``` pip install pandas-gbq ``` @@ -3290,25 +3306,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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PynamoDB (πŸ₯‰31 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT - -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.6K Β· πŸ“‹ 620 - 41% open Β· ⏱️ 30.09.2023): - - ``` - git clone https://github.com/pynamodb/PynamoDB - ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2023): - ``` - pip install pynamodb - ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pynamodb - ``` -
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.7K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.8K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/influxdata/influxdb-python @@ -3324,12 +3324,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.6K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 19.11.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.6K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 68K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 61K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): ``` pip install prisma ``` @@ -3368,12 +3368,12 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 77 Β· πŸ“¦ 300 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 77 Β· πŸ“¦ 300 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 24K / month Β· πŸ“¦ 10 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 23K / month Β· πŸ“¦ 10 Β· ⏱️ 10.11.2023): ``` pip install piccolo ``` @@ -3385,7 +3385,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 53K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 52K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3394,7 +3394,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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ODMantic (πŸ₯‰25 Β· ⭐ 860) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰25 Β· ⭐ 850) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 78 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.11.2023): @@ -3408,12 +3408,12 @@ _Libraries for connecting to, operating, and querying databases._
filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 940 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 950 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): ``` pip install filedepot ``` @@ -3425,7 +3425,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 74K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 80K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ``` @@ -3441,22 +3441,22 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ37 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰30 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 +- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- py2neo (πŸ₯‰25 Β· ⭐ 4 Β· πŸ“ˆ) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- py2neo (πŸ₯‰22 Β· ⭐ 4) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- PugSQL (πŸ₯‰19 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- PugSQL (πŸ₯‰18 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT - lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3468,16 +3468,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 30K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 31K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.1M / month Β· πŸ“¦ 750 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.4M / month Β· πŸ“¦ 760 Β· ⏱️ 16.11.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 570K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 580K Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge datasets ``` @@ -3493,19 +3493,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 870K Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 880K Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡37 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 88K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 89K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` pip install tablib ``` @@ -3514,36 +3514,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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xlwings (πŸ₯ˆ36 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 05.11.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 60K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/xlwings/xlwings + git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 140K / month Β· πŸ“¦ 640 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 30M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): ``` - pip install xlwings + pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 690K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge xlwings + conda install -c conda-forge xmltodict ```
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xmltodict (πŸ₯ˆ35 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT +
xlwings (πŸ₯ˆ35 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 60K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 05.11.2023): ``` - git clone https://github.com/martinblech/xmltodict + git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 30M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 140K / month Β· πŸ“¦ 640 Β· ⏱️ 18.09.2023): ``` - pip install xmltodict + pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 690K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge xmltodict + conda install -c conda-forge xlwings ```
csvkit (πŸ₯ˆ34 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT @@ -3564,12 +3564,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 50K Β· πŸ“‹ 200 - 6% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 50K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3596,7 +3596,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 21K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pydata/pandas-datareader @@ -3610,14 +3610,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3.4K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
gdown (πŸ₯ˆ31 Β· ⭐ 3.5K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT - [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 23K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month Β· πŸ“¦ 420 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 420 Β· ⏱️ 18.10.2022): ``` pip install gdown ``` @@ -3626,7 +3626,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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Intake (πŸ₯‰30 Β· ⭐ 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯‰30 Β· ⭐ 940) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.7K Β· πŸ“‹ 360 - 31% open Β· ⏱️ 10.10.2023): @@ -3644,7 +3644,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 400 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 410 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.11.2023): ``` git clone https://github.com/snorkel-team/snorkel @@ -3653,19 +3653,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge snorkel ```
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img2dataset (πŸ₯‰27 Β· ⭐ 2.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰26 Β· ⭐ 2.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 87 Β· πŸ“‹ 220 - 45% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 92 Β· πŸ“‹ 220 - 45% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 44K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 49K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ``` @@ -3682,26 +3682,26 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install camelot ```
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rows (πŸ₯‰21 Β· ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰22 Β· ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 - [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 870 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 890 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): ``` pip install rows ```
Upgini (πŸ₯‰21 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 4 Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 5 Β· ⏱️ 23.11.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.2K / month Β· ⏱️ 23.11.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.3K / month Β· ⏱️ 23.11.2023): ``` pip install upgini ``` @@ -3718,14 +3718,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install excalibur-py ```
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Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰15 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 13 - 61% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 14 - 57% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 950 / month Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.1K / month Β· ⏱️ 10.11.2023): ``` pip install squirrel-core ``` @@ -3759,12 +3759,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 570K Β· πŸ“¦ 8.6K Β· πŸ“‹ 8.5K - 11% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 570K Β· πŸ“¦ 8.7K Β· πŸ“‹ 8.5K - 10% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 310 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 22M / month Β· πŸ“¦ 320 Β· ⏱️ 27.11.2023): ``` pip install apache-airflow ``` @@ -3772,14 +3772,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 260M Β· ⭐ 480 Β· ⏱️ 06.11.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 270M Β· ⭐ 490 Β· ⏱️ 27.11.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/celery/celery @@ -3795,28 +3795,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4K Β· πŸ“‹ 4.3K - 13% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4K Β· πŸ“‹ 4.3K - 13% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 650K / month Β· πŸ“¦ 150 Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 150 Β· ⏱️ 28.11.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 560K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 560K Β· ⏱️ 28.11.2023): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 9K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.7K Β· πŸ“‹ 6.6K - 32% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.7K Β· πŸ“‹ 6.6K - 32% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 820K / month Β· πŸ“¦ 130 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 840K / month Β· πŸ“¦ 130 Β· ⏱️ 16.11.2023): ``` pip install dagster ``` @@ -3825,14 +3825,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dagster ```
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Beam (πŸ₯‡42 Β· ⭐ 7.2K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡42 Β· ⭐ 7.3K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.3K - 67% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.3K - 67% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.3M / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): ``` pip install apache-beam ``` @@ -3843,12 +3843,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 50 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 51 Β· ⏱️ 16.11.2023): ``` pip install great_expectations ``` @@ -3875,7 +3875,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
rq (πŸ₯ˆ38 Β· ⭐ 9.2K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 11.11.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 24.11.2023): ``` git clone https://github.com/rq/rq @@ -3891,7 +3891,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.2K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/spotify/luigi @@ -3907,7 +3907,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 22% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 21% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/kedro-org/kedro @@ -3917,14 +3917,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install kedro ```
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dbt (πŸ₯ˆ37 Β· ⭐ 7.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ37 Β· ⭐ 7.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.1K Β· πŸ“¦ 3.7K Β· πŸ“‹ 4.8K - 11% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.8K - 11% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 100K / month Β· πŸ“¦ 30 Β· ⏱️ 03.11.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 100K / month Β· πŸ“¦ 30 Β· ⏱️ 28.11.2023): ``` pip install dbt ``` @@ -3933,26 +3933,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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Activeloop (πŸ₯ˆ34 Β· ⭐ 7.1K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.2K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 540 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 540 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.7K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.5K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): ``` pip install hub ```
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zenml (πŸ₯ˆ32 Β· ⭐ 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ33 Β· ⭐ 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 230 Β· πŸ“‹ 240 - 16% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 240 Β· πŸ“‹ 240 - 15% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 11K / month Β· πŸ“¦ 2 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 10K / month Β· πŸ“¦ 2 Β· ⏱️ 28.11.2023): ``` pip install zenml ``` @@ -3964,7 +3964,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.2M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.1M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3975,7 +3975,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
huey (πŸ₯ˆ31 Β· ⭐ 4.7K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 28.11.2023): ``` git clone https://github.com/coleifer/huey @@ -3991,30 +3991,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 110 Β· πŸ“₯ 43 Β· πŸ“¦ 210 Β· πŸ“‹ 410 - 5% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 220 Β· πŸ“‹ 400 - 4% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 95K / month Β· πŸ“¦ 5 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 120K / month Β· πŸ“¦ 5 Β· ⏱️ 28.11.2023): ``` pip install whylogs ```
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ploomber (πŸ₯‰30 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
faust (πŸ₯‰30 Β· ⭐ 6.6K Β· πŸ’€) - Python Stream Processing. BSD-3 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 220 Β· πŸ“¦ 110 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.7K Β· πŸ“‹ 530 - 53% open Β· ⏱️ 23.02.2023): ``` - git clone https://github.com/ploomber/ploomber - ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.7K / month Β· πŸ“¦ 6 Β· ⏱️ 30.08.2023): - ``` - pip install ploomber + git clone https://github.com/robinhood/faust ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 80K Β· ⏱️ 30.08.2023): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 23K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` - conda install -c conda-forge ploomber + pip install faust ```
mleap (πŸ₯‰30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 @@ -4024,42 +4020,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 270K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 260K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 77K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 78K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge mleap ```
-
faust (πŸ₯‰29 Β· ⭐ 6.6K Β· πŸ’€) - Python Stream Processing. BSD-3 +
ploomber (πŸ₯‰29 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.7K Β· πŸ“‹ 530 - 53% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 220 Β· πŸ“¦ 110 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 29.11.2023): ``` - git clone https://github.com/robinhood/faust + git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 25K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 7.2K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): ``` - pip install faust + pip install ploomber + ``` +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 80K Β· ⏱️ 29.11.2023): + ``` + conda install -c conda-forge ploomber ```
PyFunctional (πŸ₯‰26 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 710 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 720 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 270K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 250K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰26 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 480 Β· πŸ“‹ 210 - 32% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 140 Β· πŸ“¦ 490 Β· πŸ“‹ 210 - 32% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq @@ -4068,7 +4068,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.2K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.3K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4080,19 +4080,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 210K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 220K / month Β· πŸ“¦ 25 Β· ⏱️ 29.11.2023): ``` pip install dbnd ```
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Optimus (πŸ₯‰24 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark +
Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark - [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7.6K / month Β· ⏱️ 30.05.2019): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.3K / month Β· ⏱️ 30.05.2019): ``` pip install optimuspyspark ``` @@ -4111,12 +4111,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pypeline (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 92 Β· πŸ“¦ 110 Β· πŸ“‹ 70 - 32% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 93 Β· πŸ“¦ 110 Β· πŸ“‹ 70 - 32% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 31K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 50K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4132,7 +4132,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/svenkreiss/pysparkling ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.5K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): +- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.4K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): ``` pip install pysparkling ``` @@ -4141,26 +4141,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pysparkling ```
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BatchFlow (πŸ₯‰21 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 - [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 100 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 160 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
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pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT +
pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 58 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 2K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.9K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4169,6 +4169,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
+
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT + +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 27.11.2023): + + ``` + git clone https://github.com/mara/mara-pipelines + ``` +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 85 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): + ``` + pip install mara-pipelines + ``` +
Databolt Flow (πŸ₯‰17 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT - [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): @@ -4176,7 +4188,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 130 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 110 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4193,26 +4205,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install flupy ```
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Mara Pipelines (πŸ₯‰16 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 21.09.2023): - - ``` - git clone https://github.com/mara/mara-pipelines - ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 68 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): - ``` - pip install mara-pipelines - ``` -
-
datajob (πŸ₯‰12 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +
datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): ``` git clone https://github.com/vincentclaes/datajob ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 14 / month Β· ⏱️ 22.11.2022): +- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 40 / month Β· ⏱️ 22.11.2022): ``` pip install datajob ``` @@ -4223,13 +4223,13 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark +- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- bodywork-core (πŸ₯‰16 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 -- RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +- bodywork-core (πŸ₯‰13 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4237,7 +4237,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡39 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT +
PyYAML (πŸ₯‡38 Β· ⭐ 2.3K Β· πŸ“‰) - Canonical source repository for PyYAML. MIT - [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1M Β· πŸ“‹ 580 - 46% open Β· ⏱️ 14.11.2023): @@ -4293,12 +4293,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 8.6K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 8.7K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 820 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 10M / month Β· πŸ“¦ 830 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4325,7 +4325,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 53) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 54) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰24 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4334,9 +4334,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡39 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡40 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 890K Β· πŸ“‹ 660 - 17% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 890K Β· πŸ“‹ 660 - 17% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4357,7 +4357,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 60M / month Β· πŸ“¦ 9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 59M / month Β· πŸ“¦ 9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4384,12 +4384,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ34 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.7K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.8K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3M / month Β· πŸ“¦ 430 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.1M / month Β· πŸ“¦ 430 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` @@ -4398,7 +4398,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 5.4K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 5.5K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 14.11.2023): @@ -4416,28 +4416,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“¦ 2.6K Β· πŸ“‹ 530 - 33% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“¦ 2.7K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.2M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): ``` pip install dependency-injector ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 35K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dependency_injector ```
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returns (πŸ₯ˆ32 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰31 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 470 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 470 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 180K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 200K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` @@ -4446,36 +4446,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge returns ```
-
natsort (πŸ₯‰30 Β· ⭐ 810) - Simple yet flexible natural sorting in Python. MIT +
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 24K Β· πŸ“‹ 88 - 1% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 9.3K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 25.11.2023): ``` - git clone https://github.com/SethMMorton/natsort + git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.9M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): ``` - pip install natsort + pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.5M Β· ⏱️ 20.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 400K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge natsort + conda install -c conda-forge funcy ```
-
funcy (πŸ₯‰29 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 +
natsort (πŸ₯‰30 Β· ⭐ 810) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 9.2K Β· πŸ“‹ 80 - 11% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 25K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): ``` - git clone https://github.com/Suor/funcy + git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.9M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` - pip install funcy + pip install natsort ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 400K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.5M Β· ⏱️ 20.06.2023): ``` - conda install -c conda-forge funcy + conda install -c conda-forge natsort ```
ubelt (πŸ₯‰24 Β· ⭐ 700) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 @@ -4498,7 +4498,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 680 Β· πŸ’€) - API Rate Limit Decorator. MIT -- CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT +- CommonRegex (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
@@ -4510,7 +4510,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 57K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/python/cpython @@ -4530,7 +4530,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 6.7K Β· πŸ“₯ 69K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 6.7K Β· πŸ“₯ 70K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/micropython/micropython @@ -4551,7 +4551,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰17 Β· ⭐ 960 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- stackless (πŸ₯‰18 Β· ⭐ 960 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4562,7 +4562,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 620K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 620K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/pygments/pygments @@ -4578,7 +4578,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡41 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 24K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 24K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/cookiecutter/cookiecutter @@ -4587,12 +4587,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 910K Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 920K Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge cookiecutter ```
-
pyparsing (πŸ₯‡40 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT +
pyparsing (πŸ₯‡39 Β· ⭐ 2K Β· πŸ“‰) - Python library for creating PEG parsers. MIT - [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.7K Β· πŸ“¦ 890K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 20.11.2023): @@ -4603,14 +4603,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 40M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 41M Β· ⏱️ 30.07.2023): ``` conda install -c conda-forge pyparsing ```
pycparser (πŸ₯ˆ36 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 700K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 710K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4631,7 +4631,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 110K / month Β· πŸ“¦ 37 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 120K / month Β· πŸ“¦ 37 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4647,7 +4647,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 95M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 99M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4672,18 +4672,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge py4j ```
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pluggy (πŸ₯ˆ33 Β· ⭐ 1K) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯ˆ33 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 100M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 98M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 23M Β· ⏱️ 26.08.2023): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 24M Β· ⏱️ 26.08.2023): ``` conda install -c conda-forge pluggy ``` @@ -4695,7 +4695,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 59M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 57M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4704,21 +4704,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
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Copier (πŸ₯‰32 Β· ⭐ 1.3K) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯‰32 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 150 Β· πŸ“¦ 720 Β· πŸ“‹ 420 - 13% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 740 Β· πŸ“‹ 420 - 13% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 41 Β· ⏱️ 27.11.2023): ``` pip install copier ```
keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 410 Β· πŸ“¦ 14K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 14K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard @@ -4739,7 +4739,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 660K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 670K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4764,14 +4764,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 33K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.1M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4782,12 +4782,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰26 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.4K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.5K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 350K / month Β· πŸ“¦ 270 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 260K / month Β· πŸ“¦ 270 Β· ⏱️ 18.04.2021): ``` pip install pyscreenshot ``` @@ -4810,12 +4810,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-mss (πŸ₯‰25 Β· ⭐ 900) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 530K / month Β· πŸ“¦ 250 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 460K / month Β· πŸ“¦ 260 Β· ⏱️ 27.10.2022): ``` pip install mss ``` @@ -4827,7 +4827,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... - powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- openpyxl (πŸ₯‰26 Β· ⭐ 63) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 64) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-11-30_changes.md b/history/2023-11-30_changes.md new file mode 100644 index 0000000..769fbe8 --- /dev/null +++ b/history/2023-11-30_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- PyMySQL (πŸ₯‡41 Β· ⭐ 7.4K Β· πŸ“ˆ) - MySQL client library for Python. MIT +- elasticsearch (πŸ₯‡41 Β· ⭐ 4K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 +- PySimpleGUI (πŸ₯ˆ38 Β· ⭐ 12K Β· πŸ“ˆ) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +- bcrypt (πŸ₯ˆ37 Β· ⭐ 1.1K Β· πŸ“ˆ) - Modern(-ish) password hashing for your software and your servers. Apache-2 +- py2neo (πŸ₯‰25 Β· ⭐ 4 Β· πŸ“ˆ) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- numpy (πŸ₯‡53 Β· ⭐ 25K Β· πŸ“‰) - The fundamental package for scientific computing with Python. BSD-3 +- click (πŸ₯‡44 Β· ⭐ 15K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 +- pyparsing (πŸ₯‡39 Β· ⭐ 2K Β· πŸ“‰) - Python library for creating PEG parsers. MIT +- PyYAML (πŸ₯‡38 Β· ⭐ 2.3K Β· πŸ“‰) - Canonical source repository for PyYAML. MIT +- bodywork-core (πŸ₯‰13 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 + diff --git a/history/2023-11-30_projects.csv b/history/2023-11-30_projects.csv new file mode 100644 index 0000000..4133638 --- /dev/null +++ b/history/2023-11-30_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,trending,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-23 16:10:26.000,2023-11-23 16:10:25,440.0,25.0,2100,383.0,233.0,17.0,33.0,14689,2023-11-23 16:10:31.000,2023.11.23,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-11-23 18:07:37.000,2023-11-23 18:07:36,286.0,23.0,152,51.0,171.0,1.0,2.0,2068,2023-11-23 18:07:42.000,2023.11.23,100.0,13.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-11-23 16:10:06.000,2023-11-23 16:10:05,283.0,22.0,40,24.0,167.0,3.0,5.0,840,2023-11-23 16:10:18.000,2023.11.23,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-11-23 18:07:37.000,2023-11-23 18:07:36,286.0,23.0,152,51.0,171.0,1.0,2.0,2068,2023-11-23 18:07:42.000,2023.11.23,100.0,13.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-23 16:10:26.000,2023-11-23 16:10:25,440.0,25.0,2100,383.0,233.0,17.0,33.0,14689,2023-11-23 16:10:31.000,2023.11.23,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1667.0,322.0,13.0,73.0,38492,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-23 16:10:26.000,2023-11-23 16:10:25,440.0,25.0,2100,383.0,233.0,17.0,33.0,14689,2023-11-23 16:10:31.000,2023.11.23,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-11-30 13:00:38.000,2023-11-30 12:17:07,34301.0,822.0,8560,596.0,13257.0,2178.0,10007.0,25097,2023-11-13 00:42:04.000,1.26.2,154.0,1702.0,53,True,2110492.0,1970650.0,numpy,conda-forge/numpy,893704.0,202416602.0,https://pypi.org/project/numpy,2023-11-12 22:51:49.000,139842.0,200750331.0,https://anaconda.org/conda-forge/numpy,2023-11-25 04:38:46.672,67847381.0,1.0,-1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-11-30 07:41:22.000,2023-11-30 05:43:19,16372.0,775.0,15348,2064.0,8860.0,891.0,5073.0,62117,2023-11-15 23:29:56.000,4.25.1,152.0,1182.0,52,True,565098.0,545219.0,protobuf,conda-forge/protobuf,36007530.0,166563705.0,https://pypi.org/project/protobuf,2023-11-15 23:29:56.000,16367.0,159302121.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16406448.0,1.0,,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3512.0,6013633.0,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-11-30 13:17:40.000,2023-11-29 18:02:01,33827.0,596.0,16923,1122.0,30651.0,3701.0,22069.0,40472,2023-11-10 19:13:33.000,2.1.3,121.0,3499.0,52,True,1480971.0,1406383.0,pandas,conda-forge/pandas,235059.0,146017415.0,https://pypi.org/project/pandas,2023-11-10 19:13:33.000,74588.0,144768897.0,https://anaconda.org/conda-forge/pandas,2023-11-11 07:59:29.778,46118913.0,1.0,,,,,,,['pandas'],,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-11-29 21:13:28.000,2023-11-28 15:49:52,54159.0,200.0,23863,1935.0,50147.0,872.0,31330.0,59365,2023-11-21 23:00:48.000,9.0.1,343.0,6804.0,48,True,35204.0,31124.0,ansible,conda-forge/ansible,,4542433.0,https://pypi.org/project/ansible,2023-11-21 23:00:48.000,4080.0,4519196.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,975984.0,1.0,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-11-30 13:32:58.000,2023-11-30 13:29:52,22276.0,1036.0,13193,759.0,23885.0,933.0,7556.0,33035,2023-11-06 07:14:17.000,2.7.3,169.0,3093.0,48,True,8987.0,8669.0,apache-airflow,conda-forge/airflow,568632.0,25134843.0,https://pypi.org/project/apache-airflow,2023-11-27 16:04:04.000,318.0,22476060.0,https://anaconda.org/conda-forge/airflow,2023-11-13 20:15:27.982,979279.0,1.0,,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-11-27 16:53:08.348147,486.0,270741623.0,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-11-30 02:40:38.000,2023-11-30 01:12:10,5590.0,205.0,1857,243.0,712.0,189.0,2943.0,8452,2023-11-30 02:40:38.000,1.33.4,1439.0,151.0,48,True,405789.0,387691.0,boto3,conda-forge/boto3,,845667750.0,https://pypi.org/project/boto3,2023-11-30 02:40:38.000,18098.0,845244882.0,https://anaconda.org/conda-forge/boto3,2023-11-30 02:22:41.433,17760493.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-11-30 00:28:52.000,2023-11-30 00:28:52,11178.0,346.0,1722,122.0,7589.0,35.0,2304.0,5914,2023-11-28 00:48:49.000,41.0.7,121.0,300.0,47,True,607627.0,585943.0,cryptography,conda-forge/cryptography,,210916415.0,https://pypi.org/project/cryptography,2023-11-28 00:48:49.000,21684.0,209798261.0,https://anaconda.org/conda-forge/cryptography,2023-11-28 04:49:28.073,44726177.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-11-29 19:22:53.000,2023-11-28 12:36:10,12382.0,90.0,4575,472.0,3143.0,650.0,4365.0,22613,2023-11-22 15:18:14.000,5.3.6,203.0,1322.0,46,True,133872.0,118784.0,celery,conda-forge/celery,,8663146.0,https://pypi.org/project/celery,2023-11-22 15:16:19.000,15088.0,8626539.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1500893.0,1.0,,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-11-30 12:52:25.000,2023-11-29 17:25:31,2649.0,237.0,1511,104.0,3239.0,368.0,3074.0,16624,2023-11-22 13:52:00.000,2.5.2,127.0,447.0,45,True,303792.0,294363.0,pydantic,conda-forge/pydantic,,125524029.0,https://pypi.org/project/pydantic,2023-11-22 13:52:00.000,9429.0,125357940.0,https://anaconda.org/conda-forge/pydantic,2023-11-22 16:10:09.282,6643582.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-11-29 10:06:40.000,2023-09-01 21:20:27,2402.0,5.0,1358,184.0,1075.0,91.0,1425.0,14534,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,44,True,1543854.0,1468456.0,click,conda-forge/click,142.0,173411005.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75398.0,172330313.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32420685.0,1.0,-1.0,,,,,,,,,,,,,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-11-30 06:31:28.000,2023-11-30 01:12:02,11680.0,224.0,3966,572.0,3594.0,537.0,3992.0,14481,2023-11-30 02:40:10.000,1.31.4,1846.0,429.0,44,True,3063.0,3.0,awscli,conda-forge/awscli,1535.0,158730211.0,https://pypi.org/project/awscli,2023-11-30 02:40:10.000,3060.0,158190284.0,https://anaconda.org/conda-forge/awscli,2023-11-30 03:57:28.516,21596093.0,1.0,,,,,,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-11-28 13:06:48.000,2023-11-28 02:35:41,16689.0,175.0,1296,87.0,709.0,205.0,7386.0,8057,2023-11-02 14:52:13.000,rel_2_0_23,294.0,668.0,44,True,722743.0,674978.0,SQLAlchemy,conda-forge/sqlalchemy,47064.0,103013122.0,https://pypi.org/project/SQLAlchemy,2023-11-02 14:52:02.000,47765.0,102619345.0,https://anaconda.org/conda-forge/sqlalchemy,2023-11-02 19:25:18.675,13748604.0,1.0,,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-11-30 02:39:45.000,2023-11-30 01:12:13,10498.0,283.0,1030,65.0,2035.0,151.0,917.0,1352,2023-11-30 02:39:45.000,1.33.4,1837.0,201.0,44,True,302330.0,293735.0,botocore,conda-forge/botocore,,384978929.0,https://pypi.org/project/botocore,2023-11-30 02:39:45.000,8595.0,384301534.0,https://anaconda.org/conda-forge/botocore,2023-11-30 00:46:39.598,24386255.0,1.0,,,,,,,,,,,,,,,,,,, +20,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-11-30 13:07:58.000,2023-11-30 12:53:19,119751.0,1224.0,28244,1506.0,46337.0,8692.0,58586.0,57057,2020-07-22 03:00:52.000,0.0.6,11.0,2701.0,43,True,11.0,3.0,cpython,conda-forge/typing,,126499.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,94547.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2939661.0,1.0,,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-11-28 06:01:43.000,2023-11-15 16:31:56,3870.0,37.0,1675,551.0,1047.0,197.0,1055.0,45618,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,149663.0,144070.0,rich,conda-forge/rich,,37108455.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,5593.0,36965146.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5732388.0,1.0,,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-11-29 17:58:21.000,2023-11-29 17:58:21,3045.0,52.0,3187,639.0,2432.0,157.0,2187.0,21423,2023-05-26 17:35:41.785,23.5.26,35.0,668.0,43,True,81874.0,81266.0,flatbuffers,conda-forge/flatbuffers,308272.0,14565599.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,331.0,13560674.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,915861.0,1.0,,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,277.0,992021.0,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-11-30 11:05:24.000,2023-11-30 10:34:12,3631.0,87.0,2384,279.0,3808.0,631.0,1976.0,17643,2023-11-16 08:06:00.000,2.15.0,79.0,539.0,43,True,31464.0,30706.0,datasets,conda-forge/datasets,,5414253.0,https://pypi.org/project/datasets,2023-11-16 07:42:48.000,758.0,5397716.0,https://anaconda.org/conda-forge/datasets,2023-11-17 23:01:48.010,578813.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-11-21 15:14:47.429,2023-11-20 18:08:34,3490.0,89.0,1839,222.0,1271.0,21.0,660.0,16569,2023-11-20 18:09:28.000,20.1.0,322.0,551.0,43,True,193502.0,190291.0,Faker,conda-forge/faker,,10993065.0,https://pypi.org/project/Faker,2023-11-20 18:09:14.000,3211.0,10971719.0,https://anaconda.org/conda-forge/faker,2023-11-21 15:14:47.429,875224.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-11-30 05:26:17.000,2023-11-29 20:09:26,15404.0,385.0,1384,156.0,6420.0,603.0,3717.0,13420,2023-11-28 22:36:59.000,2.14.8,247.0,429.0,43,True,4194.0,4041.0,prefect,conda-forge/prefect,,677866.0,https://pypi.org/project/prefect,2023-11-28 22:36:59.000,153.0,664443.0,https://anaconda.org/conda-forge/prefect,2023-11-28 23:38:58.958,563805.0,1.0,,,,,,,,,,,,,,,,,,, +26,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-11-29 18:21:05.000,2023-11-29 00:31:50,2263.0,38.0,2473,324.0,1485.0,227.0,1388.0,11911,2023-09-26 06:51:15.000,5.0.1,119.0,417.0,43,True,27737.0,,redis,conda-forge/redis-py,,37560833.0,https://pypi.org/project/redis,2023-11-16 12:21:49.000,27737.0,37533144.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1135275.0,1.0,,,,,,,,,,,,,,,,,,, +27,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-11-30 03:31:36.000,2023-11-29 18:50:01,37334.0,868.0,1549,298.0,8013.0,58.0,3641.0,4426,2023-11-29 18:50:30.000,google-cloud-telcoautomation-v0.1.1,100.0,507.0,43,True,2001.0,,google-cloud-storage,conda-forge/google-cloud-storage,,57533728.0,https://pypi.org/project/google-cloud-storage,2023-10-31 17:41:47.000,2001.0,57432128.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-11-01 08:55:18.033,4064036.0,1.0,,,,,,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-11-29 20:17:31.000,2023-11-28 10:06:51,6616.0,140.0,564,30.0,822.0,417.0,1380.0,1449,2023-11-21 20:44:20.000,2.17.2,64.0,816.0,43,True,659285.0,622009.0,pygments,conda-forge/pygments,,76348612.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37276.0,75639947.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,26929279.0,1.0,,,,,,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-11-30 13:18:45.000,2023-11-29 16:35:08,11001.0,291.0,1000,177.0,7153.0,1999.0,4712.0,18317,2023-11-17 16:12:08.000,3.94.2,3923.0,247.0,42,True,7954.0,6892.0,pulumi,,1601442.0,2784597.0,https://pypi.org/project/pulumi,2023-11-17 16:12:08.000,166.0,896203.0,,,,2.0,,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-11-17 16:11:42.957,896.0,1794192.0,,,,,,,,,,,,, +30,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-11-30 11:32:55.000,2023-11-30 11:32:54,16550.0,978.0,1110,104.0,10945.0,2168.0,4451.0,9042,2023-11-16 22:51:01.000,1.5.9,583.0,368.0,42,True,1853.0,1719.0,dagster,conda-forge/dagster,,862858.0,https://pypi.org/project/dagster,2023-11-16 22:13:37.000,134.0,838065.0,https://anaconda.org/conda-forge/dagster,2023-11-17 03:25:28.109,1041346.0,1.0,,,,,,,,,,,,,,,,,,, +31,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-11-30 11:39:01.000,2023-11-30 10:19:13,41127.0,917.0,4080,258.0,23298.0,4287.0,2061.0,7251,2023-11-17 18:45:43.000,2.52.0,102.0,1581.0,42,True,183.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6309523.0,https://pypi.org/project/apache-beam,2023-11-17 18:02:51.000,181.0,6307324.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,57180.0,1.0,,,,,,,,,,,,,,,,,,, +32,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-11-27 21:26:38.000,2023-11-27 14:17:47,3361.0,15.0,1695,195.0,1578.0,437.0,1222.0,6458,2023-07-20 15:18:46.499,0.0.1,86.0,444.0,42,True,75439.0,71500.0,docker,conda-forge/docker-py,736.0,34263131.0,https://pypi.org/project/docker,2023-11-27 21:26:38.000,3939.0,34168056.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3897846.0,2.0,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-11-30 12:01:02.000,2023-11-30 11:14:48,16147.0,773.0,2591,377.0,24405.0,1161.0,7796.0,3923,2023-11-24 05:39:54.000,azure-mgmt-chaos_1.0.0,100.0,665.0,42,True,3074.0,2359.0,azure-storage-blob,conda-forge/azure-storage-blob,,45304113.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,715.0,45278289.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1058805.0,1.0,,,,,,,,,,,,,,,,,,, +34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-11-30 08:42:40.000,2023-11-30 08:42:39,4512.0,148.0,5091,717.0,3900.0,216.0,6995.0,31032,2023-11-23 08:49:38.000,2.23.3,144.0,522.0,41,True,1568.0,320.0,docker-compose,conda-forge/docker-compose,102359512.0,3291251.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1350722.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,377939.0,2.0,,,,,,,,,,,,,,,,,,, +35,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-11-28 03:35:57.000,2023-11-27 20:58:58,3043.0,32.0,1955,228.0,1120.0,206.0,639.0,20773,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,41,True,25404.0,23796.0,cookiecutter,conda-forge/cookiecutter,,3315919.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1608.0,3285419.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,915018.0,1.0,,,,,,,,,,,,,,,,,,, +36,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-11-21 14:12:36.000,2023-11-21 14:12:16,4562.0,22.0,1370,198.0,473.0,1.0,2331.0,10477,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,28480.0,24756.0,peewee,conda-forge/peewee,,1591609.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3724.0,1576753.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,579395.0,1.0,,,,,,,,,,,,,,,,,,, +37,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-11-09 12:19:20.000,2023-09-24 00:00:44,3958.0,3.0,1997,316.0,768.0,1006.0,782.0,8607,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,41,True,99854.0,86879.0,paramiko,conda-forge/paramiko,,46811178.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12975.0,46709853.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,4053020.0,2.0,,,,,,,,,,,,,,,,,,, +38,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-11-29 04:31:04.000,2023-11-29 04:31:03,1097.0,16.0,1464,229.0,488.0,16.0,630.0,7437,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,41,True,196093.0,195537.0,PyMySQL,conda-forge/pymysql,,38487812.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,556.0,38456334.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1259147.0,1.0,1.0,,,,,,,,,,,,,,,,,, +39,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-11-24 19:46:26.000,2023-11-24 19:46:24,2597.0,51.0,572,59.0,340.0,31.0,767.0,4309,2023-11-16 17:08:08.000,4.20.0,100.0,109.0,41,True,505323.0,486391.0,jsonschema,conda-forge/jsonschema,120.0,102799659.0,https://pypi.org/project/jsonschema,2023-11-16 17:08:03.000,18932.0,102118072.0,https://anaconda.org/conda-forge/jsonschema,2023-11-16 18:45:00.717,25218589.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +40,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-11-30 12:08:55.000,2023-11-30 12:07:59,1581.0,44.0,1199,401.0,1328.0,58.0,1010.0,4050,2023-11-13 13:01:40.000,8.11.0,136.0,200.0,41,True,49951.0,43822.0,elasticsearch,conda-forge/elasticsearch,3534.0,15779644.0,https://pypi.org/project/elasticsearch,2023-11-13 13:01:40.000,6129.0,15756908.0,https://anaconda.org/conda-forge/elasticsearch,2023-11-13 15:52:43.303,950926.0,1.0,1.0,,,,,,,,,,,,,,,,,, +41,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-11-28 20:13:35.000,2023-10-25 22:59:27,4329.0,59.0,530,57.0,895.0,257.0,1209.0,1953,2023-10-09 14:43:38.000,3.10.0,38.0,197.0,41,True,258307.0,243246.0,h5py,conda-forge/h5py,2951.0,15387078.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15061.0,15047161.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13935161.0,1.0,,,,,,,,,,,,,,,,,,, +42,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-11-30 13:32:05.000,2023-11-30 12:26:54,8119.0,886.0,1284,137.0,7029.0,1257.0,4520.0,21854,2023-11-29 17:39:26.000,py-0.19.18,327.0,321.0,40,True,347.0,2.0,polars,,73.0,2729124.0,https://pypi.org/project/polars,2023-11-29 17:37:55.000,345.0,2729119.0,,,,2.0,,,,,,,,,,,,,,,,,,, +43,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-11-30 12:31:47.000,2023-11-25 09:08:00,12844.0,32.0,3028,606.0,3555.0,978.0,4195.0,16478,2023-06-17 17:37:56.000,2.2.1,44.0,602.0,40,True,12044.0,11433.0,kivy,conda-forge/kivy,34339.0,159538.0,https://pypi.org/project/kivy,2022-03-06 08:44:02.000,611.0,151356.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,330448.0,1.0,,,,,,,,,,,,,,,,,,, +44,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-11-30 13:31:20.000,2023-11-30 00:41:48,11757.0,238.0,1399,78.0,7102.0,149.0,1643.0,8994,2023-11-16 21:23:58.000,0.18.3,255.0,418.0,40,True,51.0,,great_expectations,conda-forge/great-expectations,,12708364.0,https://pypi.org/project/great_expectations,2023-11-16 17:58:01.000,51.0,12690816.0,https://anaconda.org/conda-forge/great-expectations,2023-11-17 04:53:52.206,737023.0,2.0,,,,,,,,,,,,,,,,,,, +45,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-11-30 13:01:37.000,2023-11-30 13:01:35,3261.0,21.0,628,82.0,1019.0,160.0,1040.0,6729,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,118610.0,108256.0,marshmallow,conda-forge/marshmallow,,31116723.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10354.0,31063079.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2199431.0,2.0,,,,,,,,,,,,,,,,,,, +46,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-11-30 05:16:20.000,2023-11-30 05:14:07,1383.0,30.0,365,65.0,546.0,119.0,545.0,4943,2023-04-16 10:50:23.776,23.1.0,27.0,150.0,40,True,909310.0,891002.0,attrs,conda-forge/attrs,,130597494.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18308.0,130181635.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,33268741.0,1.0,,,,,,,,,,,,,,,,,,, +47,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-11-23 13:26:29.000,2023-11-17 14:14:37,1498.0,13.0,384,62.0,713.0,400.0,465.0,3497,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,40,True,367293.0,360804.0,joblib,conda-forge/joblib,,41647496.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6489.0,41066244.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23250084.0,2.0,,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-11-30 07:54:50.000,2023-11-29 21:19:10,4871.0,173.0,988,109.0,3774.0,1132.0,2977.0,3249,2023-11-17 21:40:28.000,2023.11.0,86.0,460.0,40,True,24347.0,22270.0,xarray,conda-forge/xarray,,3680473.0,https://pypi.org/project/xarray,2023-11-17 21:40:28.000,2077.0,3446650.0,https://anaconda.org/conda-forge/xarray,2023-11-18 10:38:39.034,9352929.0,2.0,,,,,,,,,,,,,,,,,,, +49,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-11-26 04:04:28.000,2023-11-25 05:24:37,1628.0,11.0,465,95.0,307.0,183.0,329.0,2458,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,40,True,346872.0,330639.0,pexpect,conda-forge/pexpect,4368.0,41779020.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16233.0,41595640.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16684393.0,1.0,,,,,,,,,,,,,,,,,,, +50,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-11-14 16:21:41.000,2023-10-22 20:53:42,936.0,10.0,566,226.0,248.0,87.0,257.0,9695,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,106904.0,104977.0,uvloop,conda-forge/uvloop,424.0,10682490.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1927.0,10664388.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,669655.0,1.0,,,,,,,,,,,,,,,,,,, +51,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-11-27 15:10:47.000,2023-11-16 21:47:32,2724.0,19.0,730,149.0,740.0,589.0,553.0,8681,2023-11-14 08:57:52.000,3.0.41,125.0,221.0,39,True,1633.0,,prompt_toolkit,conda-forge/prompt-toolkit,,37593191.0,https://pypi.org/project/prompt_toolkit,2023-11-14 08:57:52.000,1633.0,37078183.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-11-14 12:01:09.748,20085312.0,2.0,,,,,,,,,,,,,,,,,,, +52,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,6.0,667,135.0,673.0,97.0,399.0,8423,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,84281.0,79473.0,arrow,conda-forge/arrow,,21318537.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4808.0,21235939.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3386519.0,1.0,,,,,,,,,,,,,,,,,,, +53,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-11-29 18:53:21.000,2023-11-07 04:20:17,2175.0,9.0,1359,149.0,968.0,297.0,1194.0,5384,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,23534.0,22106.0,kafka-python,conda-forge/kafka-python,1834.0,7483714.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1428.0,7478259.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,424263.0,2.0,,,,,,,,,,,,,,,,,,, +54,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-11-30 02:13:32.000,2023-11-27 15:24:00,5476.0,69.0,1190,241.0,1440.0,14.0,,3966,2023-11-29 15:44:00.000,4.6.1,136.0,205.0,39,True,20172.0,,pymongo,conda-forge/pymongo,,23610237.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20172.0,23575890.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1373896.0,2.0,,,,,,,,,,,,,,,,,,, +55,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-11-22 14:27:35.000,2023-11-22 14:27:35,1556.0,37.0,262,40.0,498.0,15.0,262.0,3270,2023-08-04 13:37:51.000,10.1.0,44.0,111.0,39,True,210403.0,201415.0,more-itertools,conda-forge/more-itertools,2807.0,59653551.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,8988.0,59327384.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13371460.0,1.0,,,,,,,,,,,,,,,,,,, +56,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-11-14 16:51:42.838,2023-11-01 10:45:52,3078.0,20.0,491,72.0,295.0,19.0,1252.0,3092,2023-10-03 12:45:27.000,2.9.9,62.0,135.0,39,False,744207.0,682631.0,psycopg2,psycopg2,,15091135.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61556.0,15088538.0,https://anaconda.org/anaconda/psycopg2,2023-11-14 16:51:42.838,249345.0,2.0,,,,,,,,,,,,,,,20.0,,,, +57,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-11-22 05:50:05.000,2023-11-13 16:35:34,1579.0,4.0,451,45.0,631.0,341.0,404.0,2165,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,39,True,1262731.0,1257366.0,python-dateutil,conda-forge/python-dateutil,35052.0,224982719.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5365.0,224411591.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,51371240.0,1.0,,,,,,,,,,,,,,,,,,, +58,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-20 03:58:16.000,2023-11-20 03:58:10,1175.0,9.0,261,24.0,174.0,31.0,289.0,1992,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,39,True,924468.0,892147.0,pyparsing,conda-forge/pyparsing,8712.0,96190783.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32321.0,94568491.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40553816.0,1.0,-1.0,,,,,,,,,,,,,,,,,, +59,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-11-29 21:56:04.000,2023-11-24 15:33:48,2245.0,55.0,291,19.0,821.0,213.0,402.0,692,2023-10-21 17:37:02.000,2023.10.0,73.0,211.0,39,True,77176.0,76339.0,fsspec,conda-forge/fsspec,,148157640.0,https://pypi.org/project/fsspec,2023-10-21 17:37:02.000,837.0,147796807.0,https://anaconda.org/conda-forge/fsspec,2023-10-21 20:19:19.578,15155023.0,1.0,,,,,,,,,,,,,,,,,,, +60,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-11-28 15:26:49.000,2023-11-27 13:30:14,1998.0,34.0,202,26.0,603.0,99.0,197.0,586,2023-11-27 13:30:30.000,5.14.0,50.0,118.0,39,True,392962.0,378210.0,traitlets,conda-forge/traitlets,277.0,34643497.0,https://pypi.org/project/traitlets,2023-11-27 13:30:23.000,14752.0,33997923.0,https://anaconda.org/conda-forge/traitlets,2023-11-27 14:37:47.113,24531279.0,1.0,,,,,,,,,,,,,,,,,,, +61,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-11-26 22:23:44.000,2023-11-26 22:23:44,6867.0,44.0,1752,230.0,3075.0,727.0,2764.0,12267,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,38,True,10634.0,10319.0,pysimplegui,conda-forge/pysimplegui,,443253.0,https://pypi.org/project/pysimplegui,2022-10-10 23:14:01.867,315.0,440697.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,130371.0,2.0,2.0,,,,,,,,,,,,,,,,,, +62,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-11-29 03:10:46.000,2023-11-24 12:33:02,1803.0,8.0,1361,209.0,862.0,163.0,933.0,9233,2023-06-22 02:17:03.239,1.15.1,76.0,301.0,38,True,16922.0,15141.0,rq,conda-forge/rq,,1363897.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1781.0,1361148.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,98979.0,2.0,,,,,,,,,,,,,,,,,,, +63,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-11-29 02:27:15.000,2023-11-29 02:27:14,1713.0,22.0,3262,140.0,872.0,113.0,1167.0,6146,2023-09-18 17:33:52.000,28.1.0,90.0,188.0,38,True,1445.0,,kubernetes,conda-forge/kubernetes,,16648527.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1445.0,16637484.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,463822.0,2.0,,,,,,,,,,,,,,,,,,, +64,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-11-29 14:47:37.000,2023-11-25 04:18:18,2739.0,27.0,1223,202.0,1234.0,195.0,1802.0,3290,2023-11-17 18:40:04.000,4.3.0,43.0,229.0,38,True,4261.0,3996.0,netmiko,,,220306.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,265.0,220306.0,,,,2.0,,,,,,,,,,,,,,,,,,, +65,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-11-15 16:14:54.000,2023-10-28 23:24:31,2853.0,27.0,454,63.0,209.0,64.0,504.0,2535,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,84007.0,82358.0,pycryptodomex,conda-forge/pycryptodomex,215.0,30470043.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1649.0,30431517.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1541005.0,2.0,,,,,,,,,,,,,,,,,,, +66,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-11-29 20:36:26.000,2023-11-14 16:25:37,322.0,2.0,504,53.0,263.0,271.0,310.0,2320,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1089688.0,1012491.0,pyyaml,conda-forge/pyyaml,,237053550.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77197.0,235983301.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,40669489.0,1.0,-1.0,,,,,,,,,,,,,,,,,, +67,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-11-29 14:49:09.000,2023-11-22 20:53:41,1772.0,40.0,209,19.0,137.0,103.0,921.0,2233,2023-10-26 15:10:48.000,rel_1_12_1,121.0,181.0,38,True,202932.0,191372.0,alembic,conda-forge/alembic,,33995334.0,https://pypi.org/project/alembic,2023-10-26 15:10:40.000,11560.0,33892251.0,https://anaconda.org/conda-forge/alembic,2023-10-26 19:16:26.685,3917176.0,2.0,,,,,,,,,,,,,,,,,,, +68,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-11-25 16:13:54.210,2023-11-15 14:34:32,867.0,10.0,250,48.0,290.0,8.0,271.0,1797,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,38,True,113967.0,111659.0,msgpack,conda-forge/msgpack-python,1275.0,55361184.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2308.0,54969093.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14506732.0,2.0,,,,,,,,,,,,,,,,,,, +69,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-10-25 14:31:04.225,2023-10-25 12:23:58,971.0,39.0,230,53.0,154.0,23.0,209.0,1548,2023-10-25 11:50:28.000,3.0.1,49.0,67.0,38,True,322583.0,312128.0,greenlet,conda-forge/greenlet,,86586569.0,https://pypi.org/project/greenlet,2023-10-25 11:50:28.000,10455.0,86379749.0,https://anaconda.org/conda-forge/greenlet,2023-10-25 14:31:04.225,8479627.0,2.0,,,,,,,,,,,,,,,,,,, +70,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-11-29 11:35:32.000,2023-11-29 11:35:32,4823.0,203.0,265,60.0,374.0,165.0,548.0,1236,2023-11-27 12:13:28.000,3.9.2,46.0,126.0,38,True,52935.0,50336.0,tables,conda-forge/pytables,180.0,927297.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2599.0,759612.0,https://anaconda.org/conda-forge/pytables,2023-11-28 21:09:53.431,6707347.0,2.0,,,,,,,,,,,,,,,,,,, +71,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-11-16 12:40:29.000,2023-10-25 23:50:29,4088.0,7.0,2379,479.0,2282.0,121.0,879.0,16928,2023-10-05 11:21:35.000,3.4.0,80.0,607.0,37,True,2671.0,2255.0,luigi,luigi,,643025.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,414.0,642872.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14235.0,2.0,,,,,,,,,stable/luigi,,,,,,2.0,,,, +72,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-11-29 18:46:16.000,2023-11-29 15:52:16,349.0,103.0,525,149.0,294.0,197.0,153.0,11428,2023-11-18 11:34:55.000,0.0.12,12.0,71.0,37,True,8558.0,8384.0,sqlmodel,conda-forge/sqlmodel,,650137.0,https://pypi.org/project/sqlmodel,2023-11-18 11:34:55.000,174.0,649276.0,https://anaconda.org/conda-forge/sqlmodel,2023-11-18 19:35:44.482,23249.0,2.0,,,,,,,['pydantic'],,,,,,,,,,,, +73,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-11-30 13:38:11.000,2023-11-28 15:29:07,2463.0,76.0,837,108.0,1520.0,358.0,1284.0,9012,2023-10-18 14:58:27.000,0.18.14,46.0,217.0,37,True,2068.0,1999.0,kedro,,,345261.0,https://pypi.org/project/kedro,2023-10-18 14:58:27.000,69.0,345261.0,,,,2.0,,,,,,,,,,,,,,,,,,, +74,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-11-30 09:08:38.000,2023-11-29 16:06:06,6476.0,115.0,1388,135.0,4103.0,568.0,4208.0,7853,2023-11-29 15:47:12.000,1.7.3,197.0,301.0,37,True,3795.0,3765.0,dbt,conda-forge/dbt,3191.0,107338.0,https://pypi.org/project/dbt,2023-11-28 18:07:59.000,30.0,104176.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,250752.0,2.0,,,,,,,,,,,,,,,,dbt,,, +75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-11-15 22:02:55.000,2023-07-07 17:27:15,356.0,,374,36.0,228.0,40.0,227.0,6656,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,625063.0,615708.0,python-dotenv,conda-forge/python-dotenv,,33549878.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9355.0,33478096.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2871291.0,2.0,,,,,,,,,,,,,,,,,,, +76,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,456.0,6051,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,37,True,126291.0,118135.0,watchdog,conda-forge/watchdog,,15016523.0,https://pypi.org/project/watchdog,2023-03-20 09:21:11.408,8156.0,14952512.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2624478.0,2.0,,,,,,,,,,,,,,,,,,, +77,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-11-08 13:31:39.000,2023-11-08 13:31:38,1183.0,10.0,585,136.0,323.0,32.0,221.0,4303,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,37,True,89888.0,88608.0,tablib,conda-forge/tablib,,1755666.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1754558.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93141.0,1.0,,,,,,,,,,,,,,,,,,, +78,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-11-24 16:04:57.000,2023-11-21 13:09:44,4087.0,5.0,1225,137.0,1107.0,377.0,1321.0,4094,2023-03-03 10:28:06.959,0.27.0,72.0,388.0,37,True,25811.0,22215.0,mongoengine,conda-forge/mongoengine,,1079355.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3596.0,1073147.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,229719.0,2.0,,,,,,,,,,,,,,,,,,, +79,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-11-29 23:33:07.000,2023-11-29 23:33:03,2287.0,54.0,653,63.0,1438.0,29.0,991.0,3657,2023-11-13 19:02:13.000,3.4.2,143.0,141.0,37,True,1377.0,1312.0,awswrangler,conda-forge/awswrangler,216660.0,35065319.0,https://pypi.org/project/awswrangler,2023-11-13 17:56:17.000,65.0,35050382.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,441677.0,2.0,,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,, +80,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-11-08 17:22:41.000,2023-11-08 17:22:41,1363.0,30.0,615,118.0,127.0,10.0,894.0,3373,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,73343.0,69354.0,xlsxwriter,conda-forge/xlsxwriter,,15270535.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3989.0,15198395.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3029906.0,3.0,,,,,,,,,,,,,,,,,,, +81,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-11-30 13:28:36.000,2023-11-29 14:19:45,6904.0,870.0,456,80.0,5159.0,111.0,2270.0,3250,2023-11-16 19:51:34.000,7.1.0,66.0,224.0,37,True,837.0,784.0,ibis-framework,conda-forge/ibis-framework,107.0,123033.0,https://pypi.org/project/ibis-framework,2023-11-26 00:02:28.000,53.0,115355.0,https://anaconda.org/conda-forge/ibis-framework,2023-10-03 13:14:48.261,314669.0,2.0,,,,,,,,,,,,,,,,,,, +82,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-11-22 13:16:06.000,2023-11-22 13:16:06,1508.0,11.0,457,133.0,560.0,318.0,373.0,2376,2023-11-17 10:47:56.000,1.2.0,30.0,132.0,37,True,26349.0,25068.0,dateparser,conda-forge/dateparser,,4372279.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1281.0,4367728.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,186621.0,2.0,,,,,,,,,,,,,,,,,,, +83,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,26.0,143,42.0,113.0,21.0,151.0,1930,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,324967.0,322644.0,pyrsistent,conda-forge/pyrsistent,,38832453.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2323.0,38321633.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20432813.0,1.0,,,,,,,,,,,,,,,,,,, +84,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-11-28 10:37:39.000,2023-11-28 10:37:30,917.0,24.0,110,27.0,292.0,58.0,273.0,1442,2023-11-22 23:23:49.000,4.1.0,49.0,44.0,37,True,205057.0,204397.0,anyio,conda-forge/anyio,,50804933.0,https://pypi.org/project/anyio,2023-11-22 23:23:52.000,660.0,50533079.0,https://anaconda.org/conda-forge/anyio,2023-11-24 14:21:34.894,11417898.0,2.0,,,,,,,,,,,,,,,,,,, +85,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1170,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,319615.0,302292.0,future,conda-forge/future,,32775618.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17323.0,32631722.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12662934.0,1.0,,,,,,,,,,,,,,,,,,, +86,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-11-30 12:52:16.000,2023-11-28 17:47:16,558.0,44.0,193,27.0,559.0,7.0,121.0,1066,2023-11-28 17:37:58.000,4.1.1,22.0,32.0,37,True,197374.0,189262.0,bcrypt,conda-forge/bcrypt,,42089803.0,https://pypi.org/project/bcrypt,2023-11-28 17:37:58.000,8112.0,41979096.0,https://anaconda.org/conda-forge/bcrypt,2023-11-28 21:09:21.018,4317590.0,2.0,5.0,,,,,,,,,,,,,,,,,, +87,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2067508.0,1931711.0,six,conda-forge/six,,202285488.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135797.0,201730950.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,49908484.0,1.0,,,,,,,,,,,,,,,,,,, +88,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-11-30 00:36:53.000,2023-11-28 21:47:06,1725.0,41.0,259,50.0,1123.0,84.0,552.0,667,2023-10-30 19:50:13.000,3.13.0,150.0,137.0,37,True,25146.0,24002.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,37318509.0,https://pypi.org/project/google-cloud-bigquery,2023-10-30 19:50:13.000,1144.0,37249416.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-31 10:20:16.090,2763738.0,2.0,,,,,,,,,,,,,,,,,,, +89,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-11-13 18:49:58.000,2023-11-13 18:49:58,289.0,2.0,1407,375.0,165.0,144.0,177.0,25583,2022-12-12 20:38:05.885,0.5.0,10.0,61.0,36,True,29144.0,27264.0,fire,conda-forge/fire,,6830607.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1880.0,6820028.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,814652.0,2.0,,,,,,,,,,,,,,,,,,, +90,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-10-02 00:20:18.000,2023-09-23 23:05:56,1604.0,9.0,1982,464.0,551.0,470.0,1310.0,14335,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,157.0,21.0,fabric,conda-forge/fabric,,5224451.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,136.0,5222148.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,78311.0,3.0,,,,,,,,,,,,,,,,,,, +91,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-11-17 22:15:48.000,2023-11-17 22:04:13,394.0,5.0,965,214.0,184.0,156.0,293.0,11226,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,31634.0,30185.0,schedule,conda-forge/schedule,,1748857.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1449.0,1747480.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,46851.0,3.0,,,,,,,,,,,,,,,,,,, +92,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-11-30 12:34:24.000,2023-11-29 13:35:35,2700.0,113.0,625,115.0,2910.0,727.0,3181.0,9157,2023-11-17 23:23:44.000,0.24.1.post0,89.0,121.0,36,True,1255.0,1221.0,modin,conda-forge/modin-core,196733.0,912663.0,https://pypi.org/project/modin,2023-11-17 23:53:14.000,34.0,899562.0,https://anaconda.org/conda-forge/modin-core,2023-11-18 00:38:04.283,280803.0,2.0,,,,,,,['pandas'],,,,,,,,,,,, +93,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-11-29 16:09:25.000,2023-10-26 14:26:36,614.0,16.0,178,33.0,86.0,3.0,353.0,5084,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,36,True,66600.0,65459.0,orjson,conda-forge/orjson,,14123529.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1141.0,14099524.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1008229.0,2.0,,,,,,,,,,,,,,,,,,, +94,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-11-30 07:22:26.000,2023-11-30 07:20:44,1038.0,10.0,836,421.0,389.0,157.0,1156.0,3727,2023-11-13 12:01:30.000,8.11.0,37.0,132.0,36,True,10718.0,9734.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3085310.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,984.0,3085193.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-06-16 13:24:30.860,8339.0,2.0,,,,,,,,,,,,,,,,,,, +95,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-11-30 07:56:36.000,2023-10-25 17:39:04,860.0,12.0,897,332.0,555.0,281.0,849.0,3479,2023-10-25 18:46:39.000,2.3.0,31.0,109.0,36,True,8315.0,7853.0,confluent-kafka,conda-forge/python-confluent-kafka,,10587904.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,462.0,10566286.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,799878.0,2.0,,,,,,,,,,,,,,,,,,, +96,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-11-28 06:40:41.000,2023-08-23 19:48:01,371.0,,232,45.0,142.0,110.0,139.0,3299,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,828647.0,806980.0,colorama,conda-forge/colorama,,121822817.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21667.0,121523485.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27239289.0,2.0,,,,,,,,,,,,,,,,,,, +97,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,312.0,3018,,,21.0,83.0,36,True,726006.0,708735.0,pycparser,conda-forge/pycparser,,123916262.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17271.0,123501417.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36091594.0,2.0,,,,,,,,,,,,,,,,,,, +98,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-27 21:20:39.000,2023-11-01 04:01:28,505.0,14.0,571,125.0,223.0,57.0,969.0,2766,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,36,False,54369.0,52185.0,pyodbc,conda-forge/pyodbc,,24644412.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2184.0,24611956.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1200907.0,2.0,,,,,,,,,,,,,,,,,,, +99,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-11-13 03:37:49.000,2023-11-13 03:37:13,999.0,3.0,172,23.0,153.0,169.0,327.0,2035,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,132828.0,128858.0,dill,conda-forge/dill,291285.0,40092012.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3970.0,39951052.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5680709.0,2.0,,,,,,,,,,,,,,,,,,, +100,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-11-29 02:50:31.000,2023-11-14 07:16:07,1076.0,50.0,210,25.0,166.0,66.0,214.0,1785,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,36,True,9496.0,8668.0,deepdiff,conda-forge/deepdiff,,10334465.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,828.0,10325338.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,374239.0,1.0,,,,,,,,,,,,,,,,,,, +101,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-11-30 00:56:20.000,2023-11-30 00:55:52,2186.0,116.0,459,17.0,1084.0,96.0,383.0,1213,2023-11-20 17:41:08.000,0.37,65.0,221.0,36,True,14248.0,13792.0,holidays,conda-forge/holidays,189.0,6343913.0,https://pypi.org/project/holidays,2023-11-20 17:51:13.000,456.0,6250579.0,https://anaconda.org/conda-forge/holidays,2023-11-20 19:46:28.049,3733344.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +102,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-11-20 13:00:23.000,2023-10-30 14:18:42,532.0,12.0,2036,378.0,460.0,343.0,185.0,32085,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1280.0,1243.0,diagrams,conda-forge/diagrams,,119824.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,37.0,115683.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,173935.0,2.0,,,,,,,,,,,,,,,,,,, +103,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-11-30 11:04:58.000,2023-11-30 06:35:26,15420.0,337.0,6741,732.0,5720.0,1673.0,3673.0,17543,2023-10-06 00:09:41.000,1.21.0,15.0,609.0,35,True,14.0,,micropython-_markupbase,,69685.0,929.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +104,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-11-27 12:13:53.000,2023-08-29 10:07:13,6966.0,,1225,342.0,243.0,39.0,446.0,13370,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,35,True,978.0,973.0,tink,,1097.0,245614.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,245256.0,,,,3.0,,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,344.0,,,,,,,,,,,,, +105,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-11-23 10:15:30.879,2023-11-18 22:08:03,2432.0,4.0,1222,231.0,475.0,145.0,1005.0,8025,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11866.0,9909.0,supervisor,conda-forge/supervisor,,1659466.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1957.0,1651832.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,282488.0,2.0,,,,,,,,,,,,,,,,,,, +106,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,164.0,110.0,260.0,186.0,7859,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,118302.0,105858.0,docopt,conda-forge/docopt,,10434132.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12444.0,10412218.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1994246.0,2.0,,,,,,,,,,,,,,,,,,, +107,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5270,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,66097.0,60447.0,xmltodict,conda-forge/xmltodict,,29963954.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5650.0,29923358.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3531898.0,2.0,,,,,,,,,,,,,,,,,,, +108,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,84.0,350.0,118.0,142.0,4382,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,True,125623.0,122118.0,toolz,conda-forge/toolz,,20310459.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3505.0,20098856.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18832686.0,2.0,,,,,,,,,,,,,,,,,,, +109,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-11-27 17:26:18.000,2023-11-27 17:26:17,899.0,11.0,368,88.0,270.0,26.0,317.0,4169,2023-06-11 08:50:12.594,5.8.0,36.0,87.0,35,True,4475.0,,ujson,conda-forge/ujson,,8700247.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4475.0,8591671.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4451650.0,2.0,,,,,,,,,,,,,,,,,,, +110,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-11-28 12:10:17.000,2023-11-23 06:53:52,1615.0,21.0,454,88.0,112.0,9.0,166.0,3333,2023-11-23 07:24:51.000,8.13.26,235.0,29.0,35,True,1449.0,,phonenumbers,conda-forge/phonenumbers,,5022138.0,https://pypi.org/project/phonenumbers,2023-11-23 07:24:51.000,1449.0,4993838.0,https://anaconda.org/conda-forge/phonenumbers,2023-11-23 08:56:27.048,849015.0,1.0,,,,,,,,,,,,,,,,,,, +111,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3101,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,35,True,142361.0,140138.0,sortedcontainers,conda-forge/sortedcontainers,,29437741.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2223.0,29306306.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11566300.0,1.0,,,,,,,,,,,,,,,,,,, +112,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,4.0,238,50.0,266.0,13.0,333.0,3051,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,35,True,15473.0,14333.0,cerberus,conda-forge/cerberus,,5414059.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1140.0,5398485.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,358219.0,2.0,,,,,,,,,,,,,,,,,,, +113,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-11-29 05:16:19.000,2023-11-05 11:40:02,2656.0,9.0,474,121.0,553.0,304.0,1498.0,2744,2023-09-18 13:41:38.000,0.30.12,157.0,63.0,35,True,30694.0,30053.0,xlwings,conda-forge/xlwings,19133.0,153594.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,641.0,136780.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,690455.0,2.0,,,,,,,,,,,,,,,,,,, +114,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-11-28 07:55:14.000,2023-11-28 07:55:13,1077.0,6.0,466,55.0,294.0,11.0,319.0,2346,2023-06-22 06:12:29.713,2.2.0,36.0,84.0,35,True,153206.0,145969.0,mysqlclient,conda-forge/mysqlclient,5273.0,4908753.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7237.0,4900892.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,312025.0,2.0,,,,,,,,,,,,,,,,,,, +115,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-11-29 00:13:41.000,2023-10-28 16:38:51,9941.0,63.0,931,85.0,1775.0,74.0,124.0,1969,2023-08-10 08:07:04.000,3.8.0,71.0,474.0,35,True,861.0,,apache-libcloud,,,227127.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,227127.0,,,,2.0,,,,,,,,,,,,,,,,,,, +116,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,22.0,218,43.0,69.0,50.0,142.0,1912,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11892.0,,wrapt,conda-forge/wrapt,,99738527.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11892.0,99375942.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13415677.0,2.0,,,,,,,,,,,,,,,,,,, +117,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-10-06 12:48:17.070,2023-10-05 19:56:36,652.0,2.0,331,66.0,123.0,20.0,176.0,1600,2023-10-06 08:33:05.000,3.19.2,107.0,42.0,35,True,136701.0,115735.0,simplejson,conda-forge/simplejson,6378.0,20091253.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20966.0,20019277.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3020155.0,2.0,,,,,,,,,,,,,,,,,,, +118,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-11-23 17:38:33.000,2023-11-23 17:38:33,437.0,13.0,161,29.0,282.0,85.0,166.0,1478,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2944.0,,cloudpickle,conda-forge/cloudpickle,27.0,34955638.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2944.0,34571588.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15362025.0,2.0,,,,,,,,,,,,,,,,,,, +119,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-11-27 10:32:40.000,2023-11-27 10:32:40,755.0,19.0,117,35.0,215.0,53.0,198.0,1301,2023-11-12 21:29:27.000,3.1.6,122.0,70.0,35,True,50112.0,47903.0,argcomplete,conda-forge/argcomplete,320.0,22338701.0,https://pypi.org/project/argcomplete,2023-11-12 21:29:27.000,2209.0,22303029.0,https://anaconda.org/conda-forge/argcomplete,2023-11-13 02:41:32.366,1426786.0,2.0,,,,,,,,,,,,,,,,,,, +120,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-11-30 13:05:12.000,2023-11-19 20:59:41,1386.0,10.0,160,34.0,167.0,69.0,235.0,1173,2023-08-13 18:56:24.000,3.0.2,40.0,72.0,35,True,2426.0,,jsonpickle,conda-forge/jsonpickle,,9786547.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2426.0,9735454.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1583903.0,2.0,,,,,,,,,,,,,,,,,,, +121,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,312,31.0,327.0,190.0,238.0,1161,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,35,True,28415.0,26266.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,5094160.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2149.0,5087938.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,535170.0,2.0,,,,,,,,,,,,,,,,,,, +122,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-11-30 09:27:53.000,2023-11-17 10:46:31,522.0,15.0,80,23.0,279.0,30.0,75.0,1160,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,35,True,19259.0,18999.0,cleo,conda-forge/cleo,,27700069.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,260.0,27683327.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,619462.0,2.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +123,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-11-20 00:14:40.000,2023-11-20 00:14:39,2058.0,25.0,148,18.0,164.0,60.0,444.0,1129,2023-11-12 22:31:41.000,24.3.0,192.0,116.0,35,True,4222.0,,keyring,conda-forge/keyring,,41698780.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4222.0,41599118.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,3986494.0,3.0,,,,,,,,,,,,,,,,,,, +124,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,148.0,270.0,1116,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,32955.0,32252.0,py4j,conda-forge/py4j,,34288933.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,703.0,34234552.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4731202.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +125,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-11-29 19:54:29.000,2023-11-29 19:54:27,282.0,14.0,91,14.0,182.0,11.0,92.0,606,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,361067.0,358241.0,filelock,conda-forge/filelock,,106394100.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2826.0,106010938.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16092824.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +126,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-11-26 07:57:20.000,2023-11-26 07:57:20,344.0,56.0,50,13.0,59.0,8.0,38.0,346,2023-11-21 19:57:19.000,0.2.12,24.0,19.0,35,True,487540.0,474004.0,wcwidth,conda-forge/wcwidth,,53432613.0,https://pypi.org/project/wcwidth,2023-11-21 19:57:19.000,13536.0,52891760.0,https://anaconda.org/conda-forge/wcwidth,2023-11-21 23:08:20.164,22175004.0,2.0,,,,,,,,,,,,,,,,,,, +127,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-11-30 00:40:02.000,2023-11-29 19:43:09,592.0,33.0,127,17.0,235.0,49.0,35.0,189,2023-11-29 21:15:45.000,0.8.2,38.0,38.0,35,True,263235.0,258870.0,s3transfer,conda-forge/s3transfer,,282512856.0,https://pypi.org/project/s3transfer,2023-11-29 21:15:45.000,4365.0,282044610.0,https://anaconda.org/conda-forge/s3transfer,2023-11-29 23:13:22.215,17325129.0,2.0,,,,,,,,,,,,,,,,,,, +128,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-11-30 12:20:55.000,2023-11-29 19:33:42,8540.0,394.0,543,83.0,2227.0,52.0,390.0,7168,2023-11-29 19:29:35.000,3.8.9,154.0,123.0,34,True,2554.0,2500.0,hub,,,2460.0,https://pypi.org/project/hub,2022-11-14 07:48:00.740,54.0,2460.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +129,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-11-20 17:54:24.000,2023-11-20 17:54:24,1464.0,2.0,505,135.0,235.0,6.0,461.0,6746,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16227.0,13586.0,sh,conda-forge/sh,,5475074.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2641.0,5469998.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,187846.0,3.0,,,,,,,,,,,,,,,,,,, +130,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-11-29 18:39:43.000,2023-11-29 18:39:43,1533.0,14.0,348,143.0,200.0,66.0,105.0,6296,2023-11-01 07:04:40.000,23.1.1,53.0,87.0,34,True,6197.0,5765.0,boltons,conda-forge/boltons,25.0,3114452.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,432.0,3072881.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3741463.0,2.0,,,,,,,,,,,,,,,,,,, +131,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-11-02 01:23:27.000,2023-10-24 11:53:47,826.0,4.0,362,71.0,268.0,230.0,293.0,5819,2020-07-24 18:17:05.000,2.1.2,54.0,95.0,34,True,24940.0,23682.0,pendulum,conda-forge/pendulum,260.0,15722329.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1258.0,15700363.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,878587.0,3.0,,,,,,,,,,,,,,,,,,, +132,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-11-20 20:44:53.000,2023-11-20 20:44:50,1912.0,59.0,597,129.0,332.0,35.0,857.0,5639,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1850.0,1480.0,csvkit,conda-forge/csvkit,,201666.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,198255.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,102354.0,2.0,,,,,,,,,,,,,,,,,,, +133,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-11-21 15:11:56.691,2023-11-21 00:41:16,550.0,18.0,797,70.0,413.0,95.0,419.0,3621,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,34,True,842.0,,prometheus_client,conda-forge/prometheus_client,,25820428.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,842.0,25469784.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,14727051.0,2.0,,,,,,,,,,,,,,,,,,, +134,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-09-28 15:39:57.000,2023-09-25 09:31:59,4024.0,37.0,233,87.0,78.0,313.0,332.0,3361,2023-09-25 09:50:22.000,0.7.17,51.0,30.0,34,True,4121.0,3756.0,pony,conda-forge/pony,76.0,124741.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,365.0,122033.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97491.0,2.0,,,,,,,,,,,,,,,,,,, +135,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-11-19 21:38:35.000,2023-11-19 17:58:21,725.0,13.0,316,33.0,503.0,106.0,371.0,3314,2023-10-31 18:44:59.000,3.2.4,86.0,116.0,34,True,7781.0,7500.0,dynaconf,conda-forge/dynaconf,,2121621.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,281.0,2119944.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,62083.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +136,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-11-16 10:15:35.000,2023-11-01 21:12:44,1273.0,10.0,185,51.0,318.0,127.0,223.0,2705,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,5857.0,5385.0,plumbum,conda-forge/plumbum,,2526577.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,472.0,2514630.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,991647.0,3.0,,,,,,,,,,,,,,,,,,, +137,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,3.0,312,45.0,111.0,15.0,188.0,2439,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,53146.0,49825.0,python-magic,conda-forge/python-magic,,6112015.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3321.0,6105619.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,236687.0,2.0,,,,,,,,,,,,,,,,,,, +138,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-11-29 19:28:21.000,2023-11-29 19:28:21,1759.0,15.0,210,91.0,238.0,,,2245,2023-11-14 21:54:12.000,3.3.2,47.0,47.0,34,True,76772.0,75583.0,motor,conda-forge/motor,,1326335.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1189.0,1324642.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,62669.0,2.0,,,,,,,,,,,,,,,,,,, +139,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-11-22 16:10:10.000,2023-11-22 16:10:08,819.0,26.0,200,63.0,98.0,67.0,292.0,2051,2023-09-26 08:55:29.000,2.8.7,51.0,71.0,34,True,3204.0,,numexpr,conda-forge/numexpr,506.0,5401935.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3204.0,5220102.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7454919.0,2.0,,,,,,,,,,,,,,,,,,, +140,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,49.0,149.0,56.0,85.0,1996,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39413.0,5.0,chardet,conda-forge/chardet,,56858812.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39405.0,56275502.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22160934.0,1.0,,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,128.0,,,,,,,,,,,,, +141,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-11-17 13:16:51.101,2023-11-17 11:10:44,469.0,5.0,211,36.0,246.0,41.0,209.0,1787,2023-11-17 11:13:10.000,0.14.1,48.0,93.0,34,True,15866.0,14496.0,voluptuous,conda-forge/voluptuous,,3531264.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1370.0,3521977.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,334364.0,2.0,,,,,,,,,,,,,,,,,,, +142,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-11-28 23:04:25.000,2023-11-13 20:12:14,6035.0,10.0,553,78.0,1110.0,15.0,,1353,2023-06-06 15:21:12.274,3.28.0,75.0,196.0,34,True,6512.0,5809.0,cassandra-driver,conda-forge/cassandra-driver,,1681199.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,703.0,1676349.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,189177.0,2.0,,,,,,,,,,,,,,,,,,, +143,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-11-30 04:23:56.000,2023-11-29 09:31:53,1848.0,28.0,225,45.0,871.0,278.0,380.0,1251,2023-08-18 14:29:58.000,2.16.1,73.0,94.0,34,True,3432.0,2976.0,zarr,conda-forge/zarr,,476963.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,456.0,407114.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2793998.0,2.0,,,,,,,,,,,,,,,,,,, +144,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-11-16 21:53:00.000,2023-11-16 21:49:07,517.0,67.0,125,23.0,67.0,20.0,161.0,855,2023-11-16 21:53:00.000,2.12.1,35.0,29.0,34,True,18204.0,17871.0,anytree,conda-forge/anytree,,959554.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,333.0,958717.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36028.0,2.0,,,,,,,,,,,,,,,,,,, +145,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-11-30 11:44:04.000,2023-11-29 15:33:37,1017.0,19.0,253,18.0,391.0,131.0,307.0,754,2023-10-21 17:55:06.000,2023.10.0,63.0,130.0,34,True,16335.0,15610.0,s3fs,conda-forge/s3fs,,139352216.0,https://pypi.org/project/s3fs,2023-10-21 17:55:06.000,725.0,139187920.0,https://anaconda.org/conda-forge/s3fs,2023-10-21 20:45:12.148,6407549.0,2.0,,,,,,,,,,,,,,,,,,, +146,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-11-30 12:38:41.000,2023-11-27 06:55:29,1134.0,23.0,289,32.0,831.0,13.0,523.0,710,2023-11-10 08:24:20.000,7.2.0,107.0,122.0,34,True,6315.0,5850.0,minio,conda-forge/minio,,1859195.0,https://pypi.org/project/minio,2023-11-10 08:22:48.000,465.0,1855307.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,151633.0,2.0,,,,,,,,,,,,,,,,,,, +147,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-11-01 16:03:03.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,115.0,22.0,103.0,457,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,34,True,373208.0,366051.0,rsa,conda-forge/rsa,,133275464.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7157.0,133126595.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13100535.0,3.0,,,,,,,,,,,,,,,,,,, +148,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,235,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,449821.0,434728.0,pyasn1,conda-forge/pyasn1,,150747630.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15093.0,143967639.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13559983.0,3.0,,,,,,,,,,,,,,,,,,, +149,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-22 22:23:29.297,2023-10-22 17:41:43,315.0,15.0,58,7.0,75.0,1.0,81.0,178,2023-06-21 14:09:09.912,4.3.1,47.0,30.0,34,True,141040.0,137222.0,tzlocal,conda-forge/tzlocal,,42148526.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3818.0,42056369.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2488242.0,3.0,,,,,,,,,,,,,,,,,,, +150,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-11-27 18:36:16.000,2023-11-04 01:48:01,477.0,6.0,500,70.0,289.0,208.0,167.0,12569,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2354.0,21.0,typer,conda-forge/typer,,13532795.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2333.0,13489198.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1874707.0,3.0,,,,,,,,,,,,,,,,,,, +151,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-11-28 09:56:09.000,2023-11-02 00:31:19,2775.0,4.0,608,149.0,489.0,240.0,1001.0,11481,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2460.0,2413.0,dearpygui,,,57710.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,47.0,57710.0,,,,2.0,,,,,,,,,,,,,,,,,,, +152,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-11-08 18:20:15.000,2023-07-24 18:53:19,697.0,,512,106.0,158.0,14.0,291.0,6246,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,33,True,12989.0,12080.0,tinydb,conda-forge/tinydb,,499061.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,909.0,495011.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,360491.0,2.0,,,,,,,,,,,,,,,,,,, +153,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-11-14 12:53:27.000,2023-11-14 12:53:27,481.0,7.0,247,48.0,194.0,91.0,148.0,5474,2023-08-14 13:22:49.000,8.2.3,53.0,85.0,33,True,1646.0,,tenacity,conda-forge/tenacity,,37990224.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1646.0,37835773.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5714719.0,2.0,,,,,,,,,,,,,,,,,,, +154,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-11-24 17:39:12.000,2023-11-05 03:35:54,1190.0,6.0,335,42.0,487.0,486.0,505.0,3957,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6772.0,6679.0,tortoise-orm,conda-forge/tortoise-orm,13.0,118720.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,93.0,118162.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16183.0,3.0,,,,,,,,,,,,,,,,,,, +155,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,34.0,243,64.0,89.0,23.0,273.0,3449,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,33,True,1060.0,941.0,asciimatics,conda-forge/asciimatics,,84216.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,119.0,80327.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,143926.0,3.0,,,,,,,,,,,,,,,,,,, +156,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-11-30 13:11:35.000,2023-11-29 14:41:17,6067.0,206.0,341,41.0,1865.0,37.0,203.0,3279,2023-11-28 15:58:40.000,0.50.0,116.0,81.0,33,True,244.0,242.0,zenml,,1.0,10053.0,https://pypi.org/project/zenml,2023-11-28 15:58:40.000,2.0,10053.0,,,,2.0,,,,,,,,,,,,,,,,,,, +157,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-11-29 09:12:34.000,2023-09-07 02:59:25,1023.0,11.0,365,49.0,381.0,82.0,310.0,2992,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,33,True,611.0,,smart-open,conda-forge/smart_open,,17427702.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,611.0,17372214.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2219557.0,2.0,,,,,,,,,,,,,,piskvorky/smart_open,,,,, +158,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-11-23 10:48:28.000,2023-11-23 10:48:28,410.0,10.0,198,58.0,154.0,95.0,73.0,2801,2021-12-01 20:51:57.000,0.7.5,25.0,66.0,33,True,8588.0,7659.0,schema,conda-forge/schema,,7603687.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,929.0,7601149.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,132024.0,2.0,,,,,,,,,,,,,,,,,,, +159,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,140.0,453.0,143.0,401.0,2749,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,22404.0,21550.0,pandas-datareader,conda-forge/pandas-datareader,,403554.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,854.0,399292.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,336774.0,2.0,,,,,,,,,,,,,,,,,,, +160,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-10-31 09:22:44.000,2023-10-24 08:59:39,1426.0,38.0,202,46.0,1191.0,66.0,561.0,2569,2023-10-23 08:57:14.000,0.39.1,730.0,69.0,33,True,3331.0,3302.0,docarray,conda-forge/docarray,,95530.0,https://pypi.org/project/docarray,2023-10-24 09:20:40.000,29.0,89899.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,123883.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +161,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2424,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,120997.0,118876.0,aiofiles,conda-forge/aiofiles,,10937879.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2121.0,10912918.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,923573.0,2.0,,,,,,,,,,,,,,,,,,, +162,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-11-30 12:18:16.000,2023-10-16 15:26:04,1031.0,11.0,262,35.0,367.0,154.0,253.0,2213,2022-03-15 11:22:57.000,0.48.9,213.0,98.0,33,True,15752.0,15650.0,pypika,conda-forge/pypika,,2169599.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,102.0,2169377.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,5566.0,3.0,,,,,,,,,,,,,,,,,,, +163,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,86.0,1976,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7035.0,,jmespath,conda-forge/jmespath,,126978290.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7035.0,126782764.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17206347.0,3.0,,,,,,,,,,,,,,,,,,, +164,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-11-01 12:10:42.000,2023-10-30 00:20:45,288.0,16.0,148,27.0,58.0,8.0,228.0,1839,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3525.0,,cachetools,conda-forge/cachetools,,107424642.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3525.0,107177734.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10370157.0,1.0,,,,,,,,,,,,,,,,,,, +165,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-11-28 15:09:22.000,2023-08-16 13:13:55,492.0,,264,26.0,117.0,10.0,148.0,1753,2023-08-16 13:17:07.000,2.8.0,42.0,64.0,33,True,64400.0,62897.0,emoji,conda-forge/emoji,,2684727.0,https://pypi.org/project/emoji,2023-08-16 13:17:07.000,1503.0,2683080.0,https://anaconda.org/conda-forge/emoji,2023-08-16 14:51:37.518,64261.0,2.0,,,,,,,,,,,,,,,,,,, +166,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-11-29 03:04:17.000,2023-11-27 01:26:04,685.0,4.0,223,60.0,402.0,131.0,614.0,1468,2019-06-19 22:31:20.000,3.7.4,16.0,92.0,33,True,6001.0,,typing,conda-forge/typing,,8464866.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6001.0,8432914.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2939660.0,2.0,,,,,,,,,,,,,,,,,,, +167,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-11-27 21:24:17.000,2023-11-27 21:24:11,701.0,13.0,125,22.0,277.0,41.0,128.0,1053,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10530.0,,pluggy,conda-forge/pluggy,,99009241.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10530.0,98372964.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23542276.0,2.0,,,,,,,,,,,,,,,,,,, +168,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-11-07 16:05:40.000,2023-11-07 16:05:40,346.0,15.0,141,14.0,160.0,18.0,138.0,849,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,33,True,95023.0,93217.0,validators,conda-forge/validators,12.0,6233798.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1806.0,6220319.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,539131.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +169,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-11-30 10:14:07.000,2023-11-28 10:57:01,1503.0,31.0,211,98.0,747.0,5.0,229.0,842,2023-11-28 12:20:00.000,5.15.0,130.0,41.0,33,True,7783.0,7557.0,neo4j-driver,conda-forge/neo4j-python-driver,,130848.0,https://pypi.org/project/neo4j-driver,2023-11-28 12:18:24.000,226.0,126048.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-11-28 14:47:20.911,196814.0,3.0,,,,,,,,,,,,,,,,,,, +170,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,791,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,525964.0,501564.0,decorator,conda-forge/decorator,,57588200.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24400.0,57304107.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25000230.0,2.0,,,,,,,,,,,,,,,,,,, +171,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-11-03 12:32:10.000,2023-11-03 12:31:26,810.0,6.0,131,23.0,94.0,53.0,139.0,301,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,112446.0,105358.0,asn1crypto,conda-forge/asn1crypto,,59099950.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7088.0,58991796.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8327885.0,3.0,,,,,,,,,,,,,,,,,,, +172,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,2.0,78,15.0,35.0,35.0,47.0,290,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1828883.0,1745449.0,pytz,conda-forge/pytz,,151458840.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83434.0,150135952.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,47623999.0,3.0,,,,,,,,,,,,,,,,,,, +173,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-10-24 16:00:35.000,2023-09-20 06:18:21,1023.0,25.0,512,91.0,185.0,14.0,429.0,5126,2022-09-02 09:45:38.000,0.9.0,45.0,76.0,32,True,3510.0,3242.0,transitions,conda-forge/transitions,,497553.0,https://pypi.org/project/transitions,2022-02-24 09:28:15.000,268.0,486696.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,575469.0,1.0,,,,,,,,,,,,,,,,,,, +174,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4665,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,32,True,4002.0,3422.0,dataset,conda-forge/dataset,,188128.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,580.0,187891.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7584.0,3.0,,,,,,,,,,,,,,,,,,, +175,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-11-28 18:26:26.000,2023-11-28 18:26:26,330.0,2.0,253,51.0,201.0,125.0,197.0,3595,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21168.0,21048.0,databases,conda-forge/databases,,331360.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,120.0,327999.0,https://anaconda.org/conda-forge/databases,2023-06-16 16:14:12.226,191589.0,3.0,,,,,,,,,,,,,,,,,,, +176,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-11-28 14:35:55.000,2022-12-19 03:14:24,1998.0,,260,47.0,201.0,176.0,358.0,3333,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2753.0,2651.0,dependency-injector,conda-forge/dependency_injector,,1127871.0,https://pypi.org/project/dependency-injector,2022-03-30 04:06:47.000,102.0,1126538.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,34671.0,2.0,,,,,,,,,,,,,,,,,,, +177,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,283.0,1629.0,112.0,486.0,3308,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,337.0,323.0,koalas,conda-forge/koalas,1019.0,1457307.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,14.0,1451330.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,321811.0,2.0,,,,,,,"['spark', 'pandas']",,,,,,,,,,,, +178,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,196.0,944.0,264.0,501.0,3170,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,32,False,9983.0,9165.0,blaze,conda-forge/blaze,,11353.0,https://pypi.org/project/blaze,2016-05-06 21:19:21.000,818.0,8656.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202300.0,2.0,,,,,,,,,,,,,,,,,,, +179,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-11-29 00:35:00.000,2023-11-21 22:19:04,616.0,29.0,229,17.0,598.0,280.0,420.0,2694,2023-09-30 04:00:26.000,0.17.2,77.0,107.0,32,True,1247.0,1164.0,pandera,conda-forge/pandera-core,,1235655.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,83.0,1234823.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,30797.0,2.0,,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,, +180,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-11-08 18:48:21.000,2023-04-17 23:37:12,196.0,,185,28.0,76.0,9.0,84.0,2587,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,119118.0,115727.0,python-decouple,conda-forge/python-decouple,12.0,1746061.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3391.0,1745070.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,73345.0,2.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +181,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-11-29 18:38:37.000,2023-11-29 18:38:35,828.0,7.0,424,40.0,630.0,259.0,367.0,2316,2023-11-29 05:21:25.000,5.5.1,90.0,107.0,32,True,1737.0,1576.0,pynamodb,conda-forge/pynamodb,,1442999.0,https://pypi.org/project/pynamodb,2023-11-29 05:21:25.000,161.0,1433292.0,https://anaconda.org/conda-forge/pynamodb,2023-11-29 14:08:47.181,378575.0,3.0,,,,,,,,,,,,,,,,,,, +182,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,11.0,276,49.0,73.0,50.0,113.0,2193,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,32,True,1065.0,1001.0,datasketch,,19.0,1365180.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,64.0,1365180.0,,,,2.0,,,,,,,,,,,,,,,,,,, +183,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2104,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,209804.0,201263.0,xlrd,conda-forge/xlrd,,18930821.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8541.0,18885792.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3602359.0,2.0,,,,,,,,,,,,,,,,,,, +184,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-11-30 01:09:50.000,2023-11-28 18:06:15,1452.0,81.0,250,42.0,640.0,137.0,872.0,1708,2023-11-16 18:54:04.000,1.7.0,116.0,45.0,32,False,317.0,299.0,sdv,conda-forge/sdv,,61519.0,https://pypi.org/project/sdv,2023-11-16 18:47:22.000,18.0,60866.0,https://anaconda.org/conda-forge/sdv,2023-11-17 17:35:07.427,15022.0,2.0,,,,,,,,,,,,,,,,,,, +185,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1666,2023-11-21 19:53:26.000,4.9.0,48.0,64.0,32,False,2059.0,,humanize,conda-forge/humanize,,5285124.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2059.0,5273141.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,491319.0,2.0,,,,,,,,,,,,,,,,,,, +186,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-11-29 23:17:44.000,2023-11-18 19:19:04,1056.0,7.0,90,17.0,579.0,101.0,444.0,1650,2022-12-08 21:01:02.889,2.3.0,146.0,31.0,32,True,21348.0,20906.0,omegaconf,conda-forge/omegaconf,,5834078.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,442.0,5807377.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1228251.0,2.0,,,,,,,,,,,,,,,,,,, +187,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,4.0,214,48.0,179.0,56.0,336.0,1457,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2306.0,2209.0,pygsheets,,,1455519.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,97.0,1455519.0,,,,3.0,,,,,,,,,,,,,,,,,,, +188,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-11-30 10:18:33.000,2023-11-29 23:52:12,1358.0,99.0,147,21.0,878.0,57.0,366.0,1352,2023-11-27 10:42:18.000,9.1.0,59.0,70.0,32,True,777.0,736.0,copier,,,150593.0,https://pypi.org/project/copier,2023-11-27 10:42:18.000,41.0,150593.0,,,,3.0,,,,,,,,,,,,,,,,,,, +189,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1168,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3600.0,3514.0,petl,conda-forge/petl,,1120063.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1114791.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,216186.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +190,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,28.0,95.0,61.0,141.0,1140,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6559.0,6238.0,sshtunnel,conda-forge/sshtunnel,,6735609.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,321.0,6734100.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,129841.0,3.0,,,,,,,,,,,,,,,,,,, +191,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,956,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,45914.0,44248.0,Bottleneck,conda-forge/bottleneck,,701298.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1666.0,598099.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3818365.0,2.0,,,,,,,,,,,,,,,,,,, +192,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,608.0,865,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,32,True,8189.0,7865.0,cx-Oracle,conda-forge/cx_oracle,,2927654.0,https://pypi.org/project/cx-Oracle,2021-12-15 14:02:47.964,324.0,2915024.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,505233.0,3.0,,,,,,,,,,,,,,,,,,, +193,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-11-30 11:53:44.000,2023-11-17 20:00:35,373.0,10.0,119,58.0,376.0,55.0,290.0,398,2023-05-10 16:05:56.572,0.19.2,43.0,46.0,32,True,8864.0,8531.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7355152.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,333.0,7304769.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1864046.0,3.0,,,,,,,,,,,,,,,,,,, +194,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-11-12 18:19:54.000,2023-11-08 17:30:56,868.0,47.0,63,18.0,466.0,139.0,284.0,363,2023-11-08 17:32:32.000,2.0.1,87.0,35.0,32,True,9091.0,8937.0,param,conda-forge/param,,579869.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,154.0,541140.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1432995.0,3.0,,,,,,,,,,,,,,,,,,, +195,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-11-28 17:10:18.000,2023-09-17 00:21:09,1869.0,1.0,598,125.0,1288.0,218.0,1087.0,7709,2023-02-23 18:30:37.000,1.3.2,22.0,113.0,31,True,17624.0,17615.0,hydra,conda-forge/hydra-core,,30750.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,11560.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,863578.0,3.0,,,,,,,,,,,,,,,,,,, +196,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,131.0,189.0,177.0,343.0,5915,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6528.0,6442.0,eel,,,69452.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69452.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +197,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-11-28 02:39:28.000,2023-11-28 02:39:24,986.0,6.0,380,85.0,175.0,,605.0,4701,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1486.0,1309.0,huey,conda-forge/huey,,98602.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,177.0,98109.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33037.0,2.0,,,,,,,,,,,,,,,,,,, +198,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-11-30 01:06:50.000,2023-11-28 21:20:47,7683.0,507.0,650,85.0,1300.0,118.0,662.0,3864,2023-11-03 04:09:37.000,0.4.0,64.0,255.0,31,True,38.0,2.0,toga,,2081.0,4439.0,https://pypi.org/project/toga,2023-11-03 04:09:37.000,34.0,4258.0,,,,2.0,,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,21.0,,,,,,,,,,,,, +199,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-11-20 07:27:02.000,2023-04-22 06:02:17,441.0,,287,23.0,113.0,15.0,125.0,3465,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,23536.0,23115.0,gdown,conda-forge/gdown,,1521026.0,https://pypi.org/project/gdown,2022-10-18 09:07:31.567,421.0,1516237.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,239461.0,2.0,,,,,,,,,,,,,,,,,,, +200,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-11-27 15:06:17.000,2023-11-27 15:05:12,1722.0,41.0,100,42.0,1319.0,66.0,353.0,2996,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,532.0,473.0,returns,conda-forge/returns,,197422.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,197162.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7813.0,3.0,,,,,,,,,,,,,,,,,,, +201,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1488.0,1374.0,mrjob,conda-forge/mrjob,,93248.0,https://pypi.org/project/mrjob,2020-09-17 22:26:01.000,114.0,87213.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519080.0,2.0,,,,,,,,,,,,,,,,,,, +202,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-11-30 00:08:26.000,2023-11-28 22:38:22,799.0,56.0,108,32.0,1030.0,17.0,387.0,2409,2023-11-28 21:24:03.000,1.3.16,304.0,32.0,31,True,222.0,217.0,whylogs,,44.0,116599.0,https://pypi.org/project/whylogs,2023-11-28 21:24:03.000,5.0,116597.0,,,,2.0,,,,,,,,,,,,,,,,,,, +203,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1909,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,False,617.0,,fs,conda-forge/fs,,2058972.0,https://pypi.org/project/fs,2022-05-02 09:25:52.000,617.0,2049638.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,690716.0,3.0,,,,,,,,,,,,,,,,,,, +204,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-11-28 18:14:54.000,2023-11-28 18:14:52,1025.0,22.0,59,22.0,106.0,113.0,76.0,1766,2023-11-27 00:23:41.000,23.5.0,26.0,22.0,31,True,1401.0,1281.0,glom,conda-forge/glom,,1371799.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,120.0,1371079.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28098.0,2.0,,,,,,,,,,,,,,,,,,, +205,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,98.0,402.0,167.0,379.0,1671,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9031.0,7771.0,influxdb,conda-forge/influxdb,,1692084.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1688994.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,132894.0,3.0,,,,,,,,,,,,,,,,,,, +206,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,1003,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,278660.0,263493.0,appdirs,conda-forge/appdirs,,19367419.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15167.0,19260070.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9876142.0,3.0,,,,,,,,,,,,,,,,,,, +207,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,66,23.0,49.0,6.0,90.0,518,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,31,True,17248.0,15062.0,scandir,conda-forge/scandir,,3942947.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2186.0,3906182.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1360307.0,3.0,,,,,,,,,,,,,,,,,,, +208,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,11.0,32,10.0,77.0,3.0,26.0,397,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,36953.0,36656.0,srsly,conda-forge/srsly,,5532377.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5498836.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1375189.0,3.0,,,,,,,,,,,,,,,,,,, +209,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-11-23 23:08:37.000,2023-09-28 23:25:31,1160.0,4.0,84,19.0,761.0,22.0,121.0,359,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3316.0,,multidict,conda-forge/multidict,4491.0,78814076.0,https://pypi.org/project/multidict,2022-12-24 02:31:03.919,3316.0,78510454.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11232131.0,2.0,,,,,,,,,,,,,,,,,,, +210,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-11-30 11:48:29.000,2023-11-29 23:49:59,776.0,10.0,46,43.0,681.0,46.0,176.0,57,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3229.0,3217.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3869277.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,12.0,3866211.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,101206.0,3.0,,,,,,,,,,,,,,,,,,, +211,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-11-07 13:47:04.229,2023-11-07 00:42:12,849.0,29.0,36,12.0,53.0,1.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,36.0,31,False,1533.0,,importlib-resources,conda-forge/importlib_resources,,68310856.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1533.0,67896779.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17391246.0,2.0,,,,,,,,,,,,,,,,,,, +212,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-09-21 00:15:19.475,2023-09-18 15:06:54,675.0,12.0,40,4.0,41.0,8.0,64.0,42,2023-09-18 15:18:43.000,3.17.0,49.0,22.0,31,False,4078.0,,zipp,conda-forge/zipp,,168989238.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4078.0,168081694.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34486709.0,3.0,,,,,,,,,,,,,,,,,,, +213,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,274.0,295.0,152.0,462.0,17975,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,921.0,840.0,gooey,conda-forge/gooey,531.0,5534.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,81.0,4181.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72575.0,3.0,,,,,,,,,,,,,,,,,,, +214,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,144.0,967.0,500.0,773.0,8063,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,649.0,618.0,vaex,conda-forge/vaex,280.0,37703.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,35615.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,177326.0,3.0,,,,,,,,,,,,,,,,,,, +215,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,143.0,293.0,282.0,244.0,6639,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1720.0,1690.0,faust,,,22547.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,22547.0,,,,3.0,,,,,,,,,,,,,,,,,,, +216,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,405,79.0,69.0,365.0,194.0,3556,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,14302.0,13785.0,keyboard,conda-forge/keyboard,,198726.0,https://pypi.org/project/keyboard,2018-03-27 16:54:21.000,517.0,197894.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,24155.0,3.0,,,,,,,,,,,,,,,,,,, +217,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-11-25 10:11:27.000,2023-11-25 10:11:21,989.0,6.0,141,72.0,60.0,9.0,72.0,3176,2018-06-30 04:16:20.000,1.10.3,51.0,32.0,30,True,9918.0,9286.0,funcy,conda-forge/funcy,,1928988.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,632.0,1924115.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,399626.0,3.0,,,,,,,,,,,,,,,,,,, +218,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,63.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1956.0,1569.0,schematics,conda-forge/schematics,,249694.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,249194.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26035.0,3.0,,,,,,,,,,,,,,,,,,, +219,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,4.0,315,70.0,401.0,109.0,367.0,1481,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,30,True,243.0,218.0,mleap,conda-forge/mleap,,263842.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,261995.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,77575.0,3.0,,,,,,,,,,,,,,,,,,, +220,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1401,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2911.0,,python-slugify,conda-forge/python-slugify,,12591282.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2911.0,12544393.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1875594.0,2.0,,,,,,,,,,,,,,,,,,, +221,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-11-30 12:06:40.000,2023-11-30 11:52:43,790.0,21.0,62,15.0,440.0,185.0,174.0,1389,2023-10-22 23:01:49.000,0.11.0,32.0,25.0,30,True,2591.0,2576.0,prisma,,,61446.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,61446.0,,,,3.0,,,,,,,,,,,,,,,,,,, +222,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-11-14 19:40:02.000,2023-11-14 19:39:46,645.0,20.0,61,16.0,232.0,3.0,54.0,1355,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,20370.0,19855.0,bidict,conda-forge/bidict,,1486466.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,515.0,1482158.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,370512.0,2.0,,,,,,,,,,,,,,,,,,, +223,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-11-29 06:01:40.000,2023-10-16 00:08:39,536.0,7.0,75,19.0,214.0,34.0,94.0,1274,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,30,True,10896.0,10526.0,questionary,conda-forge/questionary,,1330798.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,370.0,1329034.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,61751.0,3.0,,,,,,,,,,,,,,,,,,, +224,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-11-29 18:45:13.000,2023-11-29 18:45:12,614.0,21.0,135,22.0,506.0,39.0,251.0,952,2023-08-06 20:31:23.000,0.12.2,43.0,43.0,30,True,2109.0,1981.0,aiocache,,13.0,423609.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,128.0,423609.0,,,,2.0,,,,,,,,,,,,,,,,,,, +225,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-11-28 20:53:14.000,2023-10-10 14:12:37,1994.0,19.0,136,42.0,420.0,114.0,251.0,945,2023-05-29 19:24:00.928,0.7.0,29.0,86.0,30,True,1876.0,1749.0,intake,conda-forge/intake,,61764.0,https://pypi.org/project/intake,2023-11-21 14:50:25.000,127.0,53046.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,523127.0,3.0,,,,,,,,,,,,,,,,,,, +226,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-10-08 20:49:23.000,2023-10-08 20:49:22,962.0,8.0,100,22.0,93.0,27.0,83.0,874,2023-07-04 14:19:04.678,7.0.0,49.0,52.0,30,True,1023.0,,inflect,conda-forge/inflect,,5002179.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1023.0,4993545.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,354000.0,2.0,,,,,,,,,,,,,,,,,,, +227,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,868,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5233.0,4932.0,fastcore,conda-forge/fastcore,,668347.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,301.0,665561.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,64094.0,3.0,,,,,,,,,,,,,,,,,,, +228,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,88.0,812,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,25825.0,24542.0,natsort,conda-forge/natsort,,4260117.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1283.0,4218825.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1486529.0,3.0,,,,,,,,,,,,,,,,,,, +229,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-10-25 14:39:11.000,2020-10-21 17:48:31,219.0,,77,15.0,264.0,46.0,25.0,676,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,44854.0,42760.0,cached-property,conda-forge/cached-property,,12157424.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2094.0,12060034.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7791260.0,2.0,,,,,,,,,,,,,,,,,,, +230,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-11-30 13:17:28.000,2023-11-21 05:45:46,555.0,33.0,358,36.0,289.0,27.0,125.0,654,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4487.0,3207.0,pysolr,conda-forge/pysolr,,292268.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1280.0,291998.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21924.0,3.0,,,,,,,,,,,,,,,,,,, +231,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,52,9.0,46.0,20.0,21.0,132,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,30,False,55993.0,53710.0,isodate,conda-forge/isodate,,80383452.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2283.0,80332998.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4641831.0,3.0,,,,,,,,,,,,,,,,,,, +232,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-11-25 08:24:33.000,2023-04-04 13:18:36,954.0,,4527,636.0,750.0,198.0,100.0,23128,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,111.0,95.0,algorithms,conda-forge/algorithms,,3222.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,3161.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1914.0,3.0,,,,,,,,,,,,,,,,,,, +233,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,578,188.0,90.0,64.0,82.0,7020,2019-02-21 13:37:00.071,0.5.3,11.0,37.0,29,True,1288.0,1107.0,records,conda-forge/records,,313062.0,https://pypi.org/project/records,2017-09-02 18:08:46.000,181.0,312749.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24787.0,3.0,,,,,,,,,,,,,,,,,,, +234,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-11-17 17:28:01.000,2023-11-17 17:28:01,2687.0,2.0,847,170.0,741.0,21.0,961.0,5602,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,29,True,426.0,413.0,snorkel,conda-forge/snorkel,1053.0,27818.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,26911.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46580.0,3.0,,,,,,,,,,,,,,,,,,, +235,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1078,222.0,90.0,231.0,43.0,5116,,,26.0,28.0,29,False,8352.0,7531.0,pdfminer,conda-forge/pdfminer,,190239.0,https://pypi.org/project/pdfminer,2019-11-25 12:02:21.000,821.0,189832.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35491.0,3.0,,,,,,,,,,,,,,,,,,, +236,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-11-29 21:04:40.079,2023-11-29 15:40:04,3045.0,9.0,222,28.0,289.0,96.0,760.0,3260,2023-11-29 17:37:15.000,0.23.1,115.0,79.0,29,True,120.0,113.0,ploomber,conda-forge/ploomber,,9956.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,7202.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,79867.0,3.0,,,,,,,,,,,,,,,,,,, +237,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-11-26 21:17:10.000,2023-11-26 21:16:28,3858.0,20.0,317,37.0,336.0,144.0,542.0,2446,2023-10-09 19:54:22.000,2.8,210.0,102.0,29,True,106.0,94.0,pyinfra,,,31607.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,12.0,31607.0,,,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +238,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2397,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7915.0,7514.0,addict,conda-forge/addict,20.0,2551548.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,401.0,2546725.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,424486.0,3.0,,,,,,,,,,,,,,,,,,, +239,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-11-13 17:02:54.000,2023-06-20 15:54:36,2284.0,,174,39.0,371.0,33.0,263.0,1906,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,60.0,,pyscaffold,conda-forge/pyscaffold,,196408.0,https://pypi.org/project/pyscaffold,2022-06-17 21:55:25.000,60.0,191306.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,178576.0,3.0,,,,,,,,,,,,,,,,,,, +240,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1414,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,29,False,10824.0,9314.0,blessings,conda-forge/blessings,,957773.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,950949.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,279801.0,3.0,,,,,,,,,,,,,,,,,,, +241,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-11-20 16:59:41.000,2023-11-08 21:49:40,813.0,32.0,45,13.0,242.0,9.0,89.0,1293,2023-11-08 21:14:41.000,0.33.0,63.0,7.0,29,True,1566.0,1532.0,python-benedict,conda-forge/python-benedict,,675139.0,https://pypi.org/project/python-benedict,2023-11-08 21:14:41.000,34.0,671096.0,https://anaconda.org/conda-forge/python-benedict,2023-11-09 06:24:03.276,145567.0,3.0,,,,,,,,,,,,,,,,,,, +242,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-11-30 13:05:51.000,2023-11-30 13:05:51,1729.0,18.0,77,14.0,421.0,106.0,241.0,1177,2023-11-10 17:34:43.000,1.1.1,247.0,42.0,29,True,314.0,304.0,piccolo,,,23154.0,https://pypi.org/project/piccolo,2023-11-10 17:34:43.000,10.0,23154.0,,,,3.0,,,,,,,,,,,,,,,,,,, +243,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2032.0,1813.0,redis-py-cluster,,4034.0,2007862.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,2007825.0,,,,3.0,,,,,,,,,,,,,,,,,,, +244,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,127,31.0,74.0,35.0,69.0,1084,2022-12-03 13:40:54.000,2.1.0,20.0,40.0,29,True,4308.0,4082.0,sqlitedict,conda-forge/sqlitedict,,463843.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,226.0,461334.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,95343.0,3.0,,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +245,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,19.0,130,27.0,44.0,9.0,74.0,901,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,424.0,,email-validator,conda-forge/email-validator,,9494120.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,424.0,9490705.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,136637.0,3.0,,,,,,,,,,,,,,,,,,, +246,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,670,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,15408.0,13926.0,configargparse,conda-forge/configargparse,,4009949.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1482.0,3987040.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,756019.0,3.0,,,,,,,,,,,,,,,,,,, +247,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-11-27 17:26:38.000,2023-10-29 08:32:08,714.0,13.0,45,11.0,84.0,14.0,96.0,486,2020-11-16 12:53:09.000,0.9.4,61.0,22.0,29,True,4998.0,4725.0,python-rapidjson,conda-forge/python-rapidjson,,1737110.0,https://pypi.org/project/python-rapidjson,2023-10-29 08:32:19.000,273.0,1699438.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-29 09:57:16.120,1393899.0,3.0,,,,,,,,,,,,,,,,,,, +248,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-11-15 13:05:09.000,2023-10-09 16:19:55,1158.0,2.0,587,175.0,463.0,94.0,476.0,3000,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,28,False,266.0,233.0,arctic,conda-forge/arctic,209.0,3575.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3009.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30487.0,3.0,,,,,,,,,,,,,,,,,,, +249,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,97.0,110.0,31.0,127.0,2758,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6849.0,6692.0,sklearn-pandas,conda-forge/sklearn-pandas,,211515.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,157.0,209650.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67170.0,3.0,,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,, +250,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2614,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2351.0,2306.0,gino,,,22240.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,22240.0,,,,3.0,,,,,,,,,,,,,,,,,,, +251,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-11-28 00:19:18.000,2023-11-28 00:19:18,5638.0,12.0,507,108.0,941.0,590.0,950.0,2088,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,133.0,28,False,76.0,,wx,conda-forge/wxpython,3605.0,20048.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,739820.0,3.0,,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,1.0,117,23.0,111.0,50.0,42.0,1930,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7376.0,7287.0,gin-config,conda-forge/gin-config,,210198.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,89.0,209662.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22538.0,3.0,,,,,,,,,,,,,,,,,,, +253,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-11-30 00:40:16.000,2023-11-30 00:40:16,2243.0,1.0,152,94.0,1934.0,163.0,1337.0,1765,2021-07-02 00:15:35.000,1.0.0,16.0,37.0,28,True,23.0,,datatable,conda-forge/datatable,2200.0,61312.0,https://pypi.org/project/datatable,2021-07-01 23:36:40.546,23.0,60621.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23173.0,3.0,,,,,,,,,,,,,,,,,,, +254,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-10-08 20:51:36.000,2023-10-08 20:51:35,1216.0,8.0,141,39.0,83.0,4.0,130.0,1068,2023-07-07 02:58:16.316,16.7.1,20.0,49.0,28,True,148.0,,path,conda-forge/path,,1653946.0,https://pypi.org/project/path,2023-07-07 02:58:16.316,148.0,1642600.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,476542.0,3.0,,,,,,,,,,,,,,,,,,, +255,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,847,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,28,True,2442.0,2320.0,pyahocorasick,conda-forge/pyahocorasick,,584689.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,122.0,579138.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,205403.0,3.0,,,,,,,,,,,,,,,,,,, +256,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,7.0,39.0,723,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,857.0,,munch,conda-forge/munch,,2395594.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,857.0,1754603.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3845951.0,3.0,,,,,,,,,,,,,,,,,,, +257,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,684,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10543.0,9305.0,parsedatetime,conda-forge/parsedatetime,,7327631.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,7325540.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,179874.0,3.0,,,,,,,,,,,,,,,,,,, +258,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,3.0,134,13.0,94.0,22.0,172.0,476,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7224.0,4840.0,pylibmc,conda-forge/pylibmc,420.0,191655.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,185811.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215214.0,3.0,,,,,,,,,,,,,,,,,,, +259,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-11-28 23:02:15.000,2023-11-28 23:02:15,6921.0,516.0,31,10.0,264.0,40.0,556.0,372,2023-11-12 01:58:19.000,2.0.1,192.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,10016.0,https://pypi.org/project/static-frame,2023-11-12 01:53:18.000,2.0,2623.0,https://anaconda.org/conda-forge/static-frame,2023-11-12 21:58:17.281,310531.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +260,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,304,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,35208.0,31803.0,configobj,conda-forge/configobj,321.0,2984758.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3405.0,2973038.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,749964.0,3.0,,,,,,,,,,,,,,,,,,, +261,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,202,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,11768.0,11368.0,ordered-set,conda-forge/ordered-set,,11640885.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,400.0,11636058.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,439288.0,3.0,,,,,,,,,,,,,,,,,,, +262,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,29,7.0,47.0,6.0,36.0,78,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,28,False,62650.0,58323.0,pathlib2,conda-forge/pathlib2,,7017067.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4327.0,6944294.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2619844.0,3.0,,,,,,,,,,,,,,,,,,, +263,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,149.0,298.0,119.0,175.0,6138,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,27,False,115.0,111.0,powerline-shell,,,2119.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2119.0,,,,3.0,,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-11-20 14:04:13.000,2022-03-10 10:33:50,585.0,,528,83.0,257.0,105.0,129.0,3660,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,227128.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,226868.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22439.0,3.0,,,,,,,,,,,,,,,,,,, +265,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,195,29.0,53.0,79.0,127.0,3317,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,34.0,,pandarallel,conda-forge/pandarallel,,478552.0,https://pypi.org/project/pandarallel,2023-01-15 20:00:00.748,34.0,476706.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,53561.0,3.0,,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,, +266,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,32.0,82.0,16.0,127.0,2379,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1198.0,1157.0,swifter,conda-forge/swifter,,386516.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,41.0,379239.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,298378.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +267,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1895,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2275.0,,retrying,conda-forge/retrying,,9520910.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2275.0,9502640.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1571282.0,3.0,,,,,,,,,,,,,,,,,,, +268,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,211.0,175.0,mongo-connector,,,6065.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6065.0,,,,3.0,,,,,,,,,,,,,,,,,,, +269,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-11-27 16:49:59.000,2023-11-27 16:50:11,2727.0,26.0,134,49.0,300.0,45.0,194.0,1490,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,305.0,222.0,enaml,conda-forge/enaml,739.0,6934.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,3057.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,158559.0,3.0,,,,,,,,,,,,,,,,,,, +270,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,86.0,73.0,1356,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2282.0,2017.0,strictyaml,conda-forge/strictyaml,,990144.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,265.0,986965.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,213006.0,3.0,,,,,,,,,,,,,,,,,,, +271,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1276,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2606.0,2517.0,pandasql,conda-forge/pandasql,,1694429.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,89.0,1679521.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,432339.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +272,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1077,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6378.0,6258.0,immutables,conda-forge/immutables,,746447.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,120.0,723709.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,955024.0,3.0,,,,,,,,,,,,,,,,,,, +273,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,574,,,8.0,12.0,27,False,60616.0,58333.0,dataclasses,conda-forge/dataclasses,,12560048.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2283.0,12385896.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11494066.0,3.0,,,,,,,,,,,,,,,,,,, +274,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,67.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6328.0,4974.0,beaker,conda-forge/beaker,,281228.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1354.0,280322.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72550.0,3.0,,,,,,,,,,,,,,,,,,, +275,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,44,22.0,162.0,,178.0,233,2021-03-21 07:47:00.000,1.53.5,141.0,27.0,27,False,1275.0,1202.0,tabulator,conda-forge/tabulator-py,,166030.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,165326.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54232.0,3.0,,,,,,,,,,,,,,,,,,, +276,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,46879.0,38883.0,futures,conda-forge/futures,,9206953.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7996.0,9192429.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1263654.0,3.0,,,,,,,,,,,,,,,,,,, +277,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,6.0,62,19.0,45.0,20.0,17.0,194,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13074.0,,ptyprocess,conda-forge/ptyprocess,,40468244.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13074.0,40295073.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15758643.0,3.0,,,,,,,,,,,,,,,,,,, +278,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,2.0,21,8.0,57.0,4.0,7.0,165,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,33016.0,32936.0,catalogue,conda-forge/catalogue,,5161186.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,80.0,5131178.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1200359.0,3.0,,,,,,,,,,,,,,,,,,, +279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2478.0,2186.0,cloudant,conda-forge/cloudant,,123352.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,122077.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109699.0,3.0,,,,,,,,,,,,,,,,,,, +280,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,144.0,290.0,90.0,359.0,3171,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,155.0,133.0,flexx,conda-forge/flexx,,1881.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,709.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103142.0,3.0,,,,,,,,,,,,,,,,,,, +281,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-11-21 05:10:34.000,2023-10-12 13:30:56,291.0,2.0,265,29.0,139.0,102.0,121.0,2825,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,26,True,94.0,92.0,img2dataset,,1444.0,49510.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,49457.0,,,,3.0,,,,,,,,,,,,,,,,,,, +282,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,18.0,141.0,2289,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,26,True,354.0,,python-box,conda-forge/python-box,39.0,1964540.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,354.0,1952235.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,492230.0,3.0,,,,,,,,,,,,,,,,,,, +283,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,2.0,130,50.0,61.0,14.0,123.0,2262,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,739.0,717.0,pyfunctional,,,253654.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,253654.0,,,,3.0,,,,,,,,,,,,,,,,,,, +284,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-11-17 19:41:14.000,2023-10-30 18:09:26,376.0,1.0,144,32.0,225.0,69.0,142.0,1728,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,506.0,487.0,arq,conda-forge/arq,,75402.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,75104.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9251.0,3.0,,,,,,,,,,,,,,,,,,, +285,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,204.0,1153,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,261.0,227.0,parallel-ssh,,376.0,115290.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,115287.0,,,,3.0,,,,,,,,,,,,,,,,,,, +286,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,142,61.0,177.0,132.0,122.0,952,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2465.0,1957.0,bcolz,conda-forge/bcolz,,8547.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4333.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,341388.0,3.0,,,,,,,,,,,,,,,,,,, +287,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-11-29 04:22:43.000,2023-11-29 04:22:42,702.0,19.0,44,22.0,541.0,8.0,33.0,746,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,26,True,115.0,,janus,conda-forge/janus,,434446.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,115.0,434145.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,15984.0,3.0,,,,,,,,,,,,,,,,,,, +288,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-11-20 20:12:29.000,2023-11-20 20:12:29,286.0,1.0,160,35.0,49.0,31.0,184.0,604,2019-05-14 14:17:26.000,1.2.0,12.0,20.0,26,True,1042.0,809.0,happybase,conda-forge/happybase,,54140.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,52342.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160109.0,3.0,,,,,,,,,,,,,,,,,,, +289,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-11-29 00:31:58.000,2023-11-29 00:31:51,9946.0,28.0,43,14.0,10.0,6.0,8.0,487,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,77730.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,77730.0,,,,3.0,,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,, +290,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,476,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,3771.0,3505.0,pyscreenshot,,,259836.0,https://pypi.org/project/pyscreenshot,2021-04-18 19:30:22.000,266.0,259836.0,,,,3.0,,,,,,,,,,,,,,,,,,, +291,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,440,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,17156.0,17140.0,umongo,conda-forge/umongo,,29021.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,28796.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5855.0,3.0,,,,,,,,,,,,,,,,,,, +292,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,28,11.0,51.0,21.0,35.0,312,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,26,True,347.0,,typing_inspect,conda-forge/typing_inspect,,24356024.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,347.0,24325504.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1678609.0,3.0,,,,,,,,,,,,,,,,,,, +293,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,31.0,250,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2794.0,,send2trash,conda-forge/send2trash,,12591086.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2794.0,12411762.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12552699.0,3.0,,,,,,,,,,,,,,,,,,, +294,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-11-29 08:05:54.000,2023-11-14 17:27:26,3472.0,44.0,33,16.0,81.0,24.0,4.0,244,2022-09-07 10:31:33.181,0.90.10,546.0,70.0,26,True,61.0,36.0,dbnd,,,224459.0,https://pypi.org/project/dbnd,2023-11-29 08:05:54.000,25.0,224459.0,,,,3.0,,,,,,,,,,,,,,,,,,, +295,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-11-06 18:31:38.869,2023-11-06 17:16:28,368.0,14.0,32,7.0,135.0,3.0,80.0,142,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,26,True,1064.0,1019.0,everett,conda-forge/everett,,116449.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,115011.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,53222.0,3.0,,,,,,,,,,,,,,,,,,, +296,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,293.0,1804.0,64,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,8337.0,,openpyxl,openpyxl,,60964924.0,https://pypi.org/project/openpyxl,2023-03-11 17:00:14.601,8307.0,60962786.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,204098.0,3.0,,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +297,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-11-29 21:45:23.000,2023-10-02 06:28:26,631.0,28.0,384,46.0,167.0,190.0,109.0,2416,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5666.0,https://pypi.org/project/camelot,2013-04-11 21:59:01.000,10.0,5666.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,140,59.0,248.0,95.0,108.0,1563,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,9254.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,9254.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,87.0,60.0,streamparse,,,6742.0,https://pypi.org/project/streamparse,2022-01-06 21:23:05.000,27.0,6742.0,,,,3.0,,,,,,,,,,,,,,,,,,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-11-20 14:09:43.000,2023-05-19 04:32:00,6411.0,,227,40.0,1042.0,9.0,209.0,1411,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,8293.0,https://pypi.org/project/optimuspyspark,2019-05-30 02:22:54.000,,8293.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,2328.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2328.0,,,,3.0,,,,,,,,,,,,,,,,,,, +302,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-11-28 10:45:28.000,2023-11-04 01:39:36,148.0,25.0,42,17.0,94.0,6.0,4.0,1200,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2912.0,2895.0,asyncer,conda-forge/asyncer,,92850.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,92572.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6130.0,3.0,,,,,,,,,,,,,,,,,,, +303,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,145,45.0,53.0,20.0,19.0,1188,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,355.0,,singer-python,,,1361519.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,355.0,1361519.0,,,,3.0,,,,,,,,,,,,,,,,,,, +304,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-11-16 12:29:21.000,2023-11-16 12:29:20,749.0,1.0,80,14.0,132.0,35.0,101.0,904,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,255.0,,mss,conda-forge/python-mss,,455923.0,https://pypi.org/project/mss,2022-10-27 07:12:01.693,255.0,455061.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,35345.0,3.0,,,,,,,,,,,,,,,,,,, +305,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-11-21 18:19:44.000,2023-11-03 20:39:38,482.0,4.0,78,21.0,217.0,72.0,81.0,853,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,25,True,3129.0,3123.0,odmantic,,,15364.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15364.0,,,,3.0,,,,,,,,,,,,,,,,,,, +306,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,1.0,51,10.0,30.0,14.0,77.0,610,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1243.0,1219.0,pysimdjson,conda-forge/pysimdjson,,538771.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,24.0,536607.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,80072.0,3.0,,,,,,,,,,,,,,,,,,, +307,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,92,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,25,False,5895.0,4560.0,clint,conda-forge/clint,117.0,109826.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1335.0,109204.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56053.0,3.0,,,,,,,,,,,,,,,,,,, +308,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,14,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,75548.0,72833.0,contextlib2,conda-forge/contextlib2,,13436173.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2715.0,13423496.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1178979.0,3.0,,,,,,,,,,,,,,,,,,, +309,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,10.0,3,3.0,182.0,23.0,760.0,4,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,25,False,644.0,,py2neo,conda-forge/py2neo,,29987.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,644.0,29169.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63016.0,3.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +310,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2022-08-09 14:46:32.000,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3942,2018-08-24 22:08:05.000,0.7.0,14.0,30.0,24,False,137.0,62.0,storm,,,3528.0,https://pypi.org/project/storm,2021-04-19 09:53:23.000,75.0,3528.0,,,,3.0,,,,,,,,,,,,,,,,,,, +311,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-11-16 18:10:41.000,2023-11-07 19:36:31,325.0,3.0,77,43.0,239.0,42.0,41.0,1320,2023-08-24 10:35:41.000,0.18.1,33.0,30.0,24,True,38.0,28.0,tasktiger,,,4051.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,4051.0,,,,3.0,,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,43.0,10.0,2.0,12.0,1073,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2284.0,2114.0,pluginbase,conda-forge/pluginbase,,676193.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,671860.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303328.0,3.0,,,,,,,,,,,,,,,,,,, +313,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-11-15 20:33:25.333,2023-11-15 05:38:03,126.0,19.0,34,12.0,64.0,12.0,19.0,737,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,246.0,219.0,dirty-equals,conda-forge/dirty-equals,,69059.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,27.0,67094.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,39312.0,3.0,,,,,,,,,,,,,,,,,,, +314,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-11-29 00:34:40.000,2023-10-27 23:08:49,1413.0,15.0,46,17.0,137.0,3.0,13.0,698,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,18802.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,16273.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,65764.0,3.0,,,,,,,,,,,,,,,,,,, +315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,676,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3228.0,2991.0,ratelimit,conda-forge/ratelimit,,4462721.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,237.0,4462337.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13058.0,3.0,,,,,,,,,,,,,,,,,,, +316,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,720.0,629.0,hickle,conda-forge/hickle,,29563.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,29153.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23825.0,3.0,,,,,,,,,,,,,,,,,,, +317,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,18350.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,18350.0,,,,3.0,,,,,,,,,,,,,,,,,,, +318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,20.0,23,18.0,177.0,10.0,16.0,346,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,380.0,342.0,aiomisc,,,16733.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,38.0,16733.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,308,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,206.0,184.0,pyhdb,,98.0,330809.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,330808.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,150,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,998.0,951.0,filedepot,,,12035.0,https://pypi.org/project/filedepot,2022-12-11 23:04:00.529,47.0,12035.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8023.0,,entrypoints,conda-forge/entrypoints,,13743000.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8023.0,13548164.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17730150.0,3.0,,,,,,,,,,,,,,,,,,, +322,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10559,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,38.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,38.0,,,,2.0,,,,,,,,,,,,,,,,,,, +323,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1549,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,195.0,171.0,commonregex,,,132509.0,https://pypi.org/project/commonregex,2014-08-29 22:18:11.000,24.0,132509.0,,,,3.0,,,,,,,,,,,,,,,,,,, +324,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,93,43.0,42.0,23.0,47.0,1488,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,23,True,123.0,112.0,pypeln,conda-forge/pypeln,,50102.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,49737.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14630.0,3.0,,,,,,,,,,,,,,,,,,, +325,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1339,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,183.0,162.0,pinject,conda-forge/pinject,,67278.0,https://pypi.org/project/pinject,2021-03-23 16:43:50.000,21.0,67096.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4757.0,3.0,,,,,,,,,,,,,,,,,,, +326,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-07-02 09:27:53.000,2023-07-02 09:21:46,254.0,,55,7.0,58.0,16.0,51.0,470,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,453.0,426.0,cachier,,,28029.0,https://pypi.org/project/cachier,2021-11-25 12:18:36.000,27.0,28029.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +327,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,262,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,899.0,812.0,deepdish,conda-forge/deepdish,,12687.0,https://pypi.org/project/deepdish,2016-04-11 02:20:01.000,87.0,11602.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91197.0,3.0,,,,,,,,,,,,,,,,,,, +328,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,True,192.0,184.0,pysparkling,conda-forge/pysparkling,,9503.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9361.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4561.0,3.0,,,,,,,,,,,,,,,,,,, +329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2807.0,2611.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,128304.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,127933.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27112.0,3.0,,,,,,,,,,,,,,,,,,, +330,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-11-18 00:06:42.000,2019-08-27 15:33:26,32.0,,21,4.0,12.0,6.0,13.0,101,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,23,False,2193.0,2066.0,stopit,conda-forge/stopit,,720010.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,709400.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,742760.0,3.0,,,,,,,,,,,,,,,,,,, +331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3497,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,428.0,395.0,pampy,,,32328.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,33.0,32328.0,,,,3.0,,,,,,,,,,,,,,,,,,, +332,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3239,,,4.0,19.0,22,False,605.0,575.0,macropy3,,,231.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,231.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2694,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,52.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,52.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2462,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,21962.0,732.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1795,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,203.0,172.0,bashplotlib,,,3437.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3437.0,,,,3.0,,,,,,,,,,,,,,,,,,, +336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,855,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,228.0,209.0,unsync,conda-forge/unsync,,31097.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,30806.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11957.0,3.0,,,,,,,,,,,,,,,,,,, +337,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,852,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,192.0,163.0,rows,,38.0,894.0,https://pypi.org/project/rows,2019-02-14 21:12:03.000,29.0,894.0,,,,3.0,,,,,,,,,,,,,,,,,,, +338,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,825,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1401.0,1301.0,pickledb,,,12593.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,100.0,12593.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-11-06 00:08:19.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,178.0,16.0,122.0,553,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,2885.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2302.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12837.0,3.0,,,,,,,,,,,,,,,,,,, +340,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11346.0,9299.0,unipath,,,51108.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,51108.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-11-21 14:29:46.000,2023-11-21 14:29:39,5451.0,30.0,44,15.0,621.0,33.0,80.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,156.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,156.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-11-20 17:30:22.000,2023-06-01 18:46:39,628.0,,16,8.0,32.0,14.0,15.0,138,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,269.0,235.0,docopt-ng,,,117750.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,34.0,117750.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-11-24 13:03:14.000,2023-11-22 12:14:02,1759.0,94.0,5,3.0,767.0,18.0,35.0,49,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,245.0,4650.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,4641.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-11-17 23:01:30.116,2023-11-11 11:37:59,83.0,3.0,138,33.0,11.0,11.0,165.0,3189,2023-11-11 11:41:58.000,2.1.19`,64.0,1.0,21,False,196.0,196.0,ptext-joris-schellekens,conda-forge/borb,,1696.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-11-17 23:01:30.116,45816.0,3.0,,,,,,,,,,,,,,,,,,, +345,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,603.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,603.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4527.0,3339.0,awesome-slugify,conda-forge/awesome-slugify,,54587.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,53828.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69141.0,3.0,,,,,,,,,,,,,,,,,,, +347,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,46.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,701.0,618.0,pymodm,conda-forge/pymodm,,16152.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,16038.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5153.0,3.0,,,,,,,,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,163.0,157.0,datatest,,,15339.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15339.0,,,,3.0,,,,,,,,,,,,,,,,,,, +349,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47,15.0,34.0,25.0,11.0,280,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,405.0,393.0,price-parser,,,64106.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,12.0,64106.0,,,,3.0,,,,,,,,,,,,,,,,,,, +350,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,13.0,11.0,266,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,365.0,314.0,rtoml,,,147432.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,51.0,147432.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-11-27 06:38:00.000,2023-11-23 05:51:00,653.0,51.0,21,4.0,253.0,4.0,,253,2023-11-23 05:51:21.000,1.1.225,520.0,11.0,21,True,5.0,5.0,upgini,,,3273.0,https://pypi.org/project/upgini,2023-11-23 05:51:21.000,,3273.0,,,,3.0,,,,,,,,,,,,,,,,,,, +352,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,14.0,5.0,202,2020-12-04 17:53:17.000,0.1.12,14.0,3.0,21,False,881.0,877.0,gsheetsdb,,,70605.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,70605.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-11-18 09:58:05.000,2023-03-14 05:55:27,124.0,,19,6.0,63.0,8.0,23.0,152,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,21,True,172.0,160.0,aioprometheus,,,80236.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,80236.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,123,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2042.0,1982.0,coolname,conda-forge/coolname,,390560.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,60.0,388309.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,78810.0,3.0,,,,,,,,,,,,,,,,,,, +355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,141,68.0,4.0,1.0,40.0,2089,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1674.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1674.0,,,,3.0,,,,,,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,213,40.0,56.0,82.0,39.0,1391,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11265.0,1506.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1322.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,18.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,64.0,58.0,pdpipe,conda-forge/pdpipe,,2697.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1909.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28375.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +358,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,10120.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,9888.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21138.0,3.0,,,,,,,,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459,157.0,142.0,78.0,27.0,1980,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,38.0,38.0,,,,,,,,,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +360,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-11-30 09:27:47.000,2023-11-21 12:19:25,2911.0,170.0,129,28.0,214.0,38.0,339.0,1273,,,,46.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +361,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,135.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,135.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,21.0,644,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,68.0,65.0,pugsql,,,5951.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5951.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-11-29 17:10:35.000,2023-11-29 16:58:23,526.0,301.0,22,4.0,68.0,6.0,13.0,479,2023-11-29 17:10:36.000,1.2.0,49.0,7.0,19,True,2.0,,pipeless-ai,,154.0,275.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,224.0,,,,1.0,,,,,,,,,,,,,,,,,,, +364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,154.0,127.0,queries,,,3091.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3091.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,5.0,4.0,fletcher,conda-forge/fletcher,17.0,1138.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,124.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,64915.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,79.0,75.0,typical,conda-forge/typical,,2442.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1295.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34420.0,3.0,,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1604,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,451.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,451.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,56,36.0,46.0,14.0,58.0,1101,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,5.0,5.0,colout,,,121.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,121.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,60,39.0,40.0,11.0,256.0,963,,,,1000.0,18,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +370,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,24.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,True,40.0,32.0,bounter,,,482.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,482.0,,,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,, +371,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,207,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10637.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10637.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-11-29 15:05:15.000,2023-11-27 13:32:49,168.0,5.0,105,57.0,74.0,24.0,16.0,2029,2023-05-01 19:54:27.000,3.4.0,10.0,17.0,17,True,1.0,,mara-pipelines,,,85.0,https://pypi.org/project/mara-pipelines,2022-05-29 20:09:09.000,1.0,85.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1354,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,61.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,61.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,74,24.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,109.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,109.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,176,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,185395.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,185395.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,30.0,789,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1480.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1480.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,612,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,291.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,291.0,,,,3.0,,,,,,,['jupyter'],,,,,,,,,,,, +378,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,55.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,47.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,47.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,12.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,12.0,,,,3.0,,,,,,,,,,,,,,,,,,, +380,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-11-28 23:51:28.000,2023-11-10 16:15:49,119.0,2.0,6,15.0,155.0,8.0,6.0,269,2023-11-07 10:51:10.000,0.19.4,102.0,14.0,15,True,3.0,2.0,squirrel-core,squirrel-core,,1089.0,https://pypi.org/project/squirrel-core,2023-11-10 16:23:01.000,,1089.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,81,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,618.0,609.0,millify,,,33436.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,33436.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,715,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,120.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,120.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-11-30 10:36:03.000,2023-11-30 10:30:10,926.0,168.0,20,2.0,783.0,8.0,17.0,243,2023-11-30 10:36:03.000,0.1.52,35.0,13.0,14,False,,,the-guide,,,11.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,11.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,37.0,32.0,cleverdict,,,705.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,705.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,63.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,63.0,,,,3.0,,,,,,,['pandas'],,,,,,,,,,,, +386,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,20,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,61.0,4.0,13,False,,,bodywork,,,101.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,101.0,,,,3.0,-3.0,,,,,,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,18,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,True,,,datajob,,,40.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,40.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,107.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,107.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,363,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,28,19.0,5.0,1.0,3.0,772,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 6ae5393..769fbe8 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- docker (πŸ₯ˆ42 Β· ⭐ 6.5K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 -- paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K Β· πŸ“ˆ) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- filesystem_spec (πŸ₯‡38 Β· ⭐ 690 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 -- dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K Β· πŸ“ˆ) - python parser for human readable dates. BSD-3 -- fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 +- PyMySQL (πŸ₯‡41 Β· ⭐ 7.4K Β· πŸ“ˆ) - MySQL client library for Python. MIT +- elasticsearch (πŸ₯‡41 Β· ⭐ 4K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 +- PySimpleGUI (πŸ₯ˆ38 Β· ⭐ 12K Β· πŸ“ˆ) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +- bcrypt (πŸ₯ˆ37 Β· ⭐ 1.1K Β· πŸ“ˆ) - Modern(-ish) password hashing for your software and your servers. Apache-2 +- py2neo (πŸ₯‰25 Β· ⭐ 4 Β· πŸ“ˆ) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- protobuf (πŸ₯‡52 Β· ⭐ 62K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 -- elasticsearch (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 -- polars (πŸ₯ˆ39 Β· ⭐ 22K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- PyTables (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ“‰) - A Python package to manage extremely large amounts of data. BSD-3 -- tink (πŸ₯ˆ36 Β· ⭐ 13K Β· πŸ“‰) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +- numpy (πŸ₯‡53 Β· ⭐ 25K Β· πŸ“‰) - The fundamental package for scientific computing with Python. BSD-3 +- click (πŸ₯‡44 Β· ⭐ 15K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 +- pyparsing (πŸ₯‡39 Β· ⭐ 2K Β· πŸ“‰) - Python library for creating PEG parsers. MIT +- PyYAML (πŸ₯‡38 Β· ⭐ 2.3K Β· πŸ“‰) - Canonical source repository for PyYAML. MIT +- bodywork-core (πŸ₯‰13 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 From 5bbf38d0c311104eaa361e99a4b624b6f1ce63c8 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 7 Dec 2023 13:41:40 +0000 Subject: [PATCH 42/70] Update best-of list for version 2023.12.07 --- README.md | 1759 +++++++++++++++---------------- history/2023-12-07_changes.md | 20 + history/2023-12-07_projects.csv | 392 +++++++ latest-changes.md | 20 +- 4 files changed, 1268 insertions(+), 923 deletions(-) create mode 100644 history/2023-12-07_changes.md create mode 100644 history/2023-12-07_projects.csv diff --git a/README.md b/README.md index 99d7e6e..c1f7c9c 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 36M Β· πŸ“¦ 550K Β· πŸ“‹ 6K - 14% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 36M Β· πŸ“¦ 550K Β· πŸ“‹ 6K - 15% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 310K Β· πŸ“¦ 81K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 310K Β· πŸ“¦ 82K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/google/flatbuffers @@ -119,19 +119,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 990K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.1M / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 31M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 32M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -140,38 +140,6 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge marshmallow ```
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msgpack (πŸ₯ˆ38 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“¦ 110K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 15.11.2023): - - ``` - git clone https://github.com/msgpack/msgpack-python - ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 55M / month Β· πŸ“¦ 2.3K Β· ⏱️ 28.09.2023): - ``` - pip install msgpack - ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 15M Β· ⏱️ 25.11.2023): - ``` - conda install -c conda-forge msgpack-python - ``` -
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orjson (πŸ₯ˆ36 Β· ⭐ 5.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 - -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 65K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): - - ``` - git clone https://github.com/ijl/orjson - ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1.1K Β· ⏱️ 26.10.2023): - ``` - pip install orjson - ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1M Β· ⏱️ 29.10.2023): - ``` - conda install -c conda-forge orjson - ``` -
dill (πŸ₯ˆ36 Β· ⭐ 2K) - serialize all of Python. BSD-3 - [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.11.2023): @@ -179,7 +147,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 40M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 41M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): ``` pip install dill ``` @@ -188,36 +156,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge dill ```
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ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/ultrajson/ultrajson + git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` - pip install ujson + pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.5M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3M Β· ⏱️ 06.10.2023): ``` - conda install -c conda-forge ujson + conda install -c conda-forge simplejson ```
-
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
orjson (πŸ₯ˆ35 Β· ⭐ 5.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 05.10.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 66K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): ``` - git clone https://github.com/simplejson/simplejson + git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.10.2023): ``` - pip install simplejson + pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3M Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1M Β· ⏱️ 29.10.2023): ``` - conda install -c conda-forge simplejson + conda install -c conda-forge orjson ```
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 @@ -238,12 +206,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 19.11.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.7M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -252,14 +220,46 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge jsonpickle ```
+
ultrajson (πŸ₯‰34 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 + +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 27.11.2023): + + ``` + git clone https://github.com/ultrajson/ultrajson + ``` +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): + ``` + pip install ujson + ``` +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.5M Β· ⏱️ 23.09.2023): + ``` + conda install -c conda-forge ujson + ``` +
+
msgpack (πŸ₯‰34 Β· ⭐ 1.8K Β· πŸ“‰) - MessagePack serializer implementation for Python.. Apache-2 + +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 15.11.2023): + + ``` + git clone https://github.com/msgpack/msgpack-python + ``` +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 55M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): + ``` + pip install msgpack + ``` +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 15M Β· ⏱️ 25.11.2023): + ``` + conda install -c conda-forge msgpack-python + ``` +
srsly (πŸ₯‰31 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 37K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 37K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.5M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.9M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -284,14 +284,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge python-rapidjson ```
-
pysimdjson (πŸ₯‰25 Β· ⭐ 610) - Python bindings for the simdjson project. MIT +
pysimdjson (πŸ₯‰26 Β· ⭐ 610) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 540K / month Β· πŸ“¦ 24 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 550K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
rtoml (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 310 Β· πŸ“‹ 24 - 54% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 320 Β· πŸ“‹ 24 - 54% open Β· ⏱️ 27.03.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 150K / month Β· πŸ“¦ 51 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 130K / month Β· πŸ“¦ 51 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -340,14 +340,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M _General-purpose data containers as well as utilities & extensions for pandas._ -
numpy (πŸ₯‡53 Β· ⭐ 25K Β· πŸ“‰) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡54 Β· ⭐ 25K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.6K Β· πŸ“₯ 890K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.9K Β· πŸ“₯ 900K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 210M / month Β· πŸ“¦ 140K Β· ⏱️ 12.11.2023): ``` pip install numpy ``` @@ -356,14 +356,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge numpy ```
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pandas (πŸ₯‡52 Β· ⭐ 40K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +
pandas (πŸ₯‡52 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 140M / month Β· πŸ“¦ 75K Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 75K Β· ⏱️ 10.11.2023): ``` pip install pandas ``` @@ -374,7 +374,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/h5py/h5py @@ -390,24 +390,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯ˆ40 Β· ⭐ 22K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“₯ 73 Β· πŸ“¦ 2 Β· πŸ“‹ 5.8K - 21% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“₯ 94 Β· πŸ“¦ 2 Β· πŸ“‹ 5.8K - 21% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 2.7M / month Β· πŸ“¦ 340 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3M / month Β· πŸ“¦ 350 Β· ⏱️ 01.12.2023): ``` pip install polars ```
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xarray (πŸ₯ˆ40 Β· ⭐ 3.2K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 22K Β· πŸ“‹ 4.1K - 27% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 22K Β· πŸ“‹ 4.1K - 27% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.4M / month Β· πŸ“¦ 2.1K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 17.11.2023): ``` pip install xarray ``` @@ -416,46 +416,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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PyTables (πŸ₯ˆ38 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
Modin (πŸ₯ˆ36 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“¦ 50K Β· πŸ“‹ 710 - 23% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 06.12.2023): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 760K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 880K / month Β· πŸ“¦ 34 Β· ⏱️ 17.11.2023): ``` - pip install tables + pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.7M Β· ⏱️ 28.11.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 280K Β· ⏱️ 18.11.2023): ``` - conda install -c conda-forge pytables + conda install -c conda-forge modin-core ```
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Modin (πŸ₯ˆ36 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“‰) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“‹ 710 - 23% open Β· ⏱️ 30.11.2023): ``` - git clone https://github.com/modin-project/modin + git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 900K / month Β· πŸ“¦ 34 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 780K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` - pip install modin + pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 280K Β· ⏱️ 18.11.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.7M Β· ⏱️ 04.12.2023): ``` - conda install -c conda-forge modin-core + conda install -c conda-forge pytables ```
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“₯ 510 Β· πŸ“‹ 360 - 18% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“₯ 520 Β· πŸ“‹ 360 - 19% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.2M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): ``` pip install numexpr ``` @@ -466,7 +466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ34 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“¦ 3K Β· πŸ“‹ 660 - 42% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3K Β· πŸ“‹ 660 - 42% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/zarr-developers/zarr-python @@ -480,30 +480,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
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TinyDB (πŸ₯ˆ33 Β· ⭐ 6.2K) - TinyDB is a lightweight document oriented database optimized for your.. MIT - -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 24.07.2023): - - ``` - git clone https://github.com/msiemens/tinydb - ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 500K / month Β· πŸ“¦ 910 Β· ⏱️ 12.06.2023): - ``` - pip install tinydb - ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 360K Β· ⏱️ 12.06.2023): - ``` - conda install -c conda-forge tinydb - ``` -
docarray (πŸ₯ˆ33 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 200 Β· πŸ“¦ 3.3K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 210 Β· πŸ“¦ 3.3K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 90K / month Β· πŸ“¦ 29 Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 52 Β· ⏱️ 04.12.2023): ``` pip install docarray ``` @@ -512,30 +496,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docarray ```
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Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark +
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.3K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/databricks/koalas + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 14 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 490K / month Β· πŸ“¦ 910 Β· ⏱️ 12.06.2023): ``` - pip install koalas + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 360K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge koalas + conda install -c conda-forge tinydb ```
pandera (πŸ₯ˆ32 Β· ⭐ 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.2K Β· πŸ“‹ 700 - 40% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.2K Β· πŸ“‹ 700 - 39% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.2M / month Β· πŸ“¦ 83 Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.2M / month Β· πŸ“¦ 95 Β· ⏱️ 30.09.2023): ``` pip install pandera ``` @@ -544,19 +528,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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datasketch (πŸ₯ˆ32 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
Koalas (πŸ₯‰31 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/ekzhu/datasketch + git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.4M / month Β· πŸ“¦ 64 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` - pip install datasketch + pip install koalas + ``` +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge koalas ```
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Bottleneck (πŸ₯ˆ32 Β· ⭐ 960 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯‰31 Β· ⭐ 960 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): @@ -579,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 36K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 34K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -588,14 +576,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
datasketch (πŸ₯‰30 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT + +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): + + ``` + git clone https://github.com/ekzhu/datasketch + ``` +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 65 Β· ⏱️ 03.10.2023): + ``` + pip install datasketch + ``` +
+
datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 10% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 61K / month Β· πŸ“¦ 23 Β· ⏱️ 01.07.2021): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 59K / month Β· πŸ“¦ 24 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -604,36 +604,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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StaticFrame (πŸ₯‰28 Β· ⭐ 370) - Immutable and statically-typeable DataFrames with runtime type and.. MIT +
PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 3.3K Β· πŸ’€) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 31 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 02.05.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.6K / month Β· πŸ“¦ 2 Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 450K / month Β· πŸ“¦ 47 Β· ⏱️ 02.05.2023): ``` - pip install static-frame + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 12.11.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 54K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge pandarallel ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.3K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
StaticFrame (πŸ₯‰28 Β· ⭐ 380) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 31 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 07.12.2023): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 34 Β· ⏱️ 15.01.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.7K / month Β· πŸ“¦ 2 Β· ⏱️ 12.11.2023): ``` - pip install pandarallel + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 54K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 12.11.2023): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge static-frame ```
swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 380K / month Β· πŸ“¦ 41 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 400K / month Β· πŸ“¦ 45 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -659,12 +659,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 78K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 79K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
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pickleDB (πŸ₯‰22 Β· ⭐ 820 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰22 Β· ⭐ 830 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.3K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): @@ -678,12 +678,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 17 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 18 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 140 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -692,25 +692,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fletcher ```
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Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - -- [GitHub](https://github.com/piskvorky/bounter) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 49 Β· πŸ“¦ 32 Β· πŸ“‹ 25 - 60% open Β· ⏱️ 20.11.2022): - - ``` - git clone https://github.com/RaRe-Technologies/bounter - ``` -- [PyPi](https://pypi.org/project/bounter) (πŸ“₯ 480 / month Β· πŸ“¦ 8 Β· ⏱️ 20.11.2022): - ``` - pip install bounter - ``` -
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Show 6 hidden projects... +
Show 7 hidden projects... -- Blaze (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 +- Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰28 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -726,7 +715,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 38M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -735,30 +724,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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python-sortedcontainers (πŸ₯‡35 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
anytree (πŸ₯‡34 Β· ⭐ 860) - Python tree data library. Apache-2 -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 190 Β· πŸ“¦ 140K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 06.11.2022): - - ``` - git clone https://github.com/grantjenks/python-sortedcontainers - ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 29M / month Β· πŸ“¦ 2.2K Β· ⏱️ 16.05.2021): - ``` - pip install sortedcontainers - ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge sortedcontainers - ``` -
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anytree (πŸ₯ˆ34 Β· ⭐ 860) - Python tree data library. Apache-2 - -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 11% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 960K / month Β· πŸ“¦ 330 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 960K / month Β· πŸ“¦ 340 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -785,12 +758,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ31 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 84 Β· πŸ“₯ 4.5K Β· πŸ“‹ 140 - 15% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 86 Β· πŸ“₯ 5.3K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 79M / month Β· πŸ“¦ 3.3K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 80M / month Β· πŸ“¦ 3.3K Β· ⏱️ 20.07.2023): ``` pip install multidict ``` @@ -801,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 61 Β· πŸ“¦ 20K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 61 Β· πŸ“¦ 20K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 02.12.2023): ``` git clone https://github.com/jab/bidict @@ -822,7 +795,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 670K / month Β· πŸ“¦ 34 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 640K / month Β· πŸ“¦ 35 Β· ⏱️ 08.11.2023): ``` pip install python-benedict ``` @@ -831,18 +804,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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sqlitedict (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 +
sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4.1K Β· πŸ“‹ 100 - 33% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4.1K Β· πŸ“‹ 99 - 30% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 460K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 480K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 95K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 96K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -854,11 +827,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 860 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 860 Β· ⏱️ 01.07.2023): ``` pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.8M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.9M Β· ⏱️ 02.07.2023): ``` conda install -c conda-forge munch ``` @@ -870,7 +843,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 720K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 700K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -879,40 +852,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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python-box (πŸ₯‰26 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT +
janus (πŸ₯‰27 Β· ⭐ 750) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 05.12.2023): ``` - git clone https://github.com/cdgriffith/Box + git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2M / month Β· πŸ“¦ 350 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 490K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` - pip install python-box + pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 490K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-box + conda install -c conda-forge janus ```
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janus (πŸ₯‰26 Β· ⭐ 750) - Thread-safe asyncio-aware queue for Python. Apache-2 +
python-box (πŸ₯‰26 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): ``` - git clone https://github.com/aio-libs/janus + git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 430K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.5M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` - pip install janus + pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 490K Β· ⏱️ 01.10.2023): ``` - conda install -c conda-forge janus + conda install -c conda-forge python-box ```
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Show 3 hidden projects... +
Show 4 hidden projects... +- python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - addict (πŸ₯‰29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT - cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT @@ -925,23 +899,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 17K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.5K Β· πŸ“¦ 290K Β· πŸ“‹ 3.4K - 10% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.5K Β· πŸ“¦ 300K Β· πŸ“‹ 3.5K - 8% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 9.4K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 9.6K Β· ⏱️ 22.11.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.6M Β· ⏱️ 22.11.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.7M Β· ⏱️ 22.11.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 120 Β· πŸ“¦ 490K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 24.11.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 120 Β· πŸ“¦ 490K Β· πŸ“‹ 800 - 4% open Β· ⏱️ 24.11.2023): ``` git clone https://github.com/Julian/jsonschema @@ -962,7 +936,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -973,16 +947,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
voluptuous (πŸ₯ˆ34 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 210 Β· πŸ“¦ 14K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 02.12.2023): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 330K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 340K Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge voluptuous ``` @@ -994,7 +968,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 7.6M / month Β· πŸ“¦ 930 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8M / month Β· πŸ“¦ 930 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -1005,12 +979,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 850) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 12 Β· πŸ“¦ 93K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 13 Β· πŸ“¦ 94K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -1019,14 +993,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge validators ```
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param (πŸ₯‰32 Β· ⭐ 360) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰32 Β· ⭐ 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 63 Β· πŸ“¦ 8.9K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 63 Β· πŸ“¦ 9K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 540K / month Β· πŸ“¦ 150 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 570K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): ``` pip install param ``` @@ -1035,14 +1009,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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strictyaml (πŸ₯‰27 Β· ⭐ 1.4K) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰27 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT - [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 2K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 990K / month Β· πŸ“¦ 260 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 980K / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1058,7 +1032,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 67K / month Β· πŸ“¦ 27 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 76K / month Β· πŸ“¦ 27 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1074,7 +1048,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 9.9K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 10K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1085,16 +1059,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 75 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 76 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.3K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 35K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typical ``` @@ -1102,7 +1076,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰29 Β· ⭐ 900) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰29 Β· ⭐ 910) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1112,16 +1086,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— python-patterns ( ⭐ 38K Β· πŸ’€) - Collection of design patterns/idioms in Python. +πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python.
transitions (πŸ₯‡32 Β· ⭐ 5.1K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 510 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 490K / month Β· πŸ“¦ 270 Β· ⏱️ 24.02.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 490K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1137,7 +1111,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 3.2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1158,12 +1132,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 79K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 81K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 21M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 22M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` @@ -1172,50 +1146,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge arrow ```
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python-dateutil (πŸ₯‡39 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 +
dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 450 Β· πŸ“₯ 35K Β· πŸ“¦ 1.3M Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 25K Β· πŸ“‹ 690 - 46% open Β· ⏱️ 22.11.2023): ``` - git clone https://github.com/dateutil/dateutil + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 5.4K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` - pip install python-dateutil + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 51M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 190K Β· ⏱️ 17.11.2023): ``` - conda install -c conda-forge python-dateutil + conda install -c conda-forge dateparser ```
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dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 +
python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 25K Β· πŸ“‹ 690 - 46% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 450 Β· πŸ“₯ 35K Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 230M / month Β· πŸ“¦ 5.5K Β· ⏱️ 14.07.2021): ``` - pip install dateparser + pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 190K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 52M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge python-dateutil ```
holidays (πŸ₯ˆ36 Β· ⭐ 1.2K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 480 - 20% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 480 - 19% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.3M / month Β· πŸ“¦ 460 Β· ⏱️ 20.11.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.4M / month Β· πŸ“¦ 460 Β· ⏱️ 04.12.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 20.11.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 04.12.2023): ``` conda install -c conda-forge holidays ``` @@ -1236,41 +1210,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pendulum ```
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tzlocal (πŸ₯‰34 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT +
pytz (πŸ₯‰33 Β· ⭐ 290) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 58 Β· πŸ“¦ 140K Β· πŸ“‹ 82 - 1% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.8M Β· πŸ“‹ 82 - 42% open Β· ⏱️ 05.09.2023): ``` - git clone https://github.com/regebro/tzlocal + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 42M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): ``` - pip install tzlocal + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.5M Β· ⏱️ 22.10.2023): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 48M Β· ⏱️ 05.09.2023): ``` - conda install -c conda-forge tzlocal + conda install -c conda-forge pytz ```
-
pytz (πŸ₯‰33 Β· ⭐ 290) - pytz Python historical timezone library and database. MIT +
tzlocal (πŸ₯‰33 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.7M Β· πŸ“‹ 82 - 42% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 58 Β· πŸ“¦ 140K Β· πŸ“‹ 82 - 1% open Β· ⏱️ 22.10.2023): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 42M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` - pip install pytz + pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 48M Β· ⏱️ 05.09.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.5M Β· ⏱️ 22.10.2023): ``` - conda install -c conda-forge pytz + conda install -c conda-forge tzlocal ```
Show 2 hidden projects... -- isodate (πŸ₯‰30 Β· ⭐ 130 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 +- isodate (πŸ₯‰29 Β· ⭐ 130 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 - parsedatetime (πŸ₯‰28 Β· ⭐ 680 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2

@@ -1279,18 +1253,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡39 Β· ⭐ 690) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 700) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 290 Β· πŸ“¦ 76K Β· πŸ“‹ 620 - 34% open Β· ⏱️ 24.11.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 290 Β· πŸ“¦ 78K Β· πŸ“‹ 620 - 34% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 150M / month Β· πŸ“¦ 840 Β· ⏱️ 21.10.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 150M / month Β· πŸ“¦ 840 Β· ⏱️ 05.12.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 21.10.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 05.12.2023): ``` conda install -c conda-forge fsspec ``` @@ -1302,7 +1276,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 15M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.03.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 15M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): ``` pip install watchdog ``` @@ -1313,7 +1287,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (πŸ₯ˆ35 Β· ⭐ 610) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 360K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 360K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/tox-dev/py-filelock @@ -1338,7 +1312,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 920K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 930K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge aiofiles ``` @@ -1359,14 +1333,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge appdirs ```
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scandir (πŸ₯‰31 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 +
scandir (πŸ₯‰30 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 - [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.9M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1375,14 +1349,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge scandir ```
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path (πŸ₯‰28 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 2% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 150 Β· ⏱️ 07.07.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 150 Β· ⏱️ 04.12.2023): ``` pip install path ``` @@ -1394,7 +1368,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - pyfilesystem2 (πŸ₯‰31 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- zipp (πŸ₯‰31 Β· ⭐ 42) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰31 Β· ⭐ 44) - Backport of pathlib-compatible object wrapper for zip files. MIT - Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1437,12 +1411,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ33 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“‹ 740 - 17% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“‹ 750 - 17% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.4M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.7M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1453,9 +1427,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- pathlib2 (πŸ₯‰28 Β· ⭐ 78) - Backport of pathlib aiming to support the full stdlib Python API. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 +- pathlib2 (πŸ₯‰27 Β· ⭐ 78) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1466,7 +1440,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 5.9K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 590K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 590K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/pyca/cryptography @@ -1475,67 +1449,67 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 45M Β· ⏱️ 28.11.2023): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 45M Β· ⏱️ 03.12.2023): ``` conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 +
tink (πŸ₯ˆ38 Β· ⭐ 13K Β· πŸ“ˆ) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 220 Β· πŸ“¦ 82K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 980 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 01.12.2023): ``` - git clone https://github.com/Legrandin/pycryptodome + git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 240K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` - pip install pycryptodomex + pip install tink ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.5M Β· ⏱️ 23.09.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 360 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` - conda install -c conda-forge pycryptodomex + npm install tink-crypto ```
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bcrypt (πŸ₯ˆ37 Β· ⭐ 1.1K Β· πŸ“ˆ) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 190 Β· πŸ“¦ 190K Β· πŸ“‹ 130 - 5% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 220 Β· πŸ“¦ 83K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 42M / month Β· πŸ“¦ 8.1K Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): ``` - pip install bcrypt + pip install pycryptodomex ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.3M Β· ⏱️ 28.11.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.5M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge bcrypt + conda install -c conda-forge pycryptodomex ```
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tink (πŸ₯‰35 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 970 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 190 Β· πŸ“¦ 190K Β· πŸ“‹ 130 - 3% open Β· ⏱️ 07.12.2023): ``` - git clone https://github.com/google/tink + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 250K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 44M / month Β· πŸ“¦ 8.1K Β· ⏱️ 28.11.2023): ``` - pip install tink + pip install bcrypt ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 340 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.3M Β· ⏱️ 28.11.2023): ``` - npm install tink-crypto + conda install -c conda-forge bcrypt ```
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 42M / month Β· πŸ“¦ 4.2K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 43M / month Β· πŸ“¦ 4.2K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` @@ -1544,36 +1518,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge keyring ```
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rsa (πŸ₯‰34 Β· ⭐ 460) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
asn1crypto (πŸ₯‰33 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“¦ 370K Β· πŸ“‹ 120 - 17% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): ``` - git clone https://github.com/sybrenstuvel/python-rsa + git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 130M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 60M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` - pip install rsa + pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.3M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge rsa + conda install -c conda-forge asn1crypto ```
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asn1crypto (πŸ₯‰33 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
rsa (πŸ₯‰31 Β· ⭐ 460 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 120 - 17% open Β· ⏱️ 01.11.2023): ``` - git clone https://github.com/wbond/asn1crypto + git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 59M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 130M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): ``` - pip install asn1crypto + pip install rsa ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge asn1crypto + conda install -c conda-forge rsa ```

@@ -1584,12 +1558,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.7M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): ``` pip install ansible ``` @@ -1600,60 +1574,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 30.11.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.12.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 30.11.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 07.12.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 290K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.6K Β· ⏱️ 30.11.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 390M / month Β· πŸ“¦ 8.6K Β· ⏱️ 06.12.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 30.11.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 06.12.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.6M Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.7K - 29% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.7M Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.8K - 29% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 900K / month Β· πŸ“¦ 170 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 970K / month Β· πŸ“¦ 170 Β· ⏱️ 01.12.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.8M / month Β· πŸ“¦ 900 Β· ⏱️ 17.11.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2M / month Β· πŸ“¦ 930 Β· ⏱️ 01.12.2023): ``` npm install @pulumi/pulumi ```
docker (πŸ₯ˆ42 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.7K Β· πŸ“₯ 740 Β· πŸ“¦ 72K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 740 Β· πŸ“¦ 72K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 34M / month Β· πŸ“¦ 3.9K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 4K Β· ⏱️ 05.12.2023): ``` pip install docker ``` @@ -1664,7 +1638,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 100M Β· πŸ“¦ 320 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 100M Β· πŸ“¦ 320 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/docker/compose @@ -1680,7 +1654,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 87K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 24.09.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 87K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/paramiko/paramiko @@ -1694,7 +1668,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
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kubernetes (πŸ₯ˆ38 Β· ⭐ 6.1K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.2K) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 29.11.2023): @@ -1733,7 +1707,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 78K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 79K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ``` @@ -1745,7 +1719,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` @@ -1754,7 +1728,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schedule ```
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plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰33 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT - [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.4K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 01.11.2023): @@ -1770,14 +1744,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰32 Β· ⭐ 1.1K) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰32 Β· ⭐ 1.1K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.2K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.3K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6.7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6.9M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1788,12 +1762,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 94 Β· πŸ“‹ 690 - 20% open Β· ⏱️ 26.11.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 95 Β· πŸ“‹ 690 - 21% open Β· ⏱️ 26.11.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 32K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 33K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ``` @@ -1805,7 +1779,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.3K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.4K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1835,7 +1809,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 42M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 46M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1851,7 +1825,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1860,14 +1834,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯‰34 Β· ⭐ 6.7K) - Python process launching. MIT +
sh (πŸ₯‰34 Β· ⭐ 6.8K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 500 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.5M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1876,14 +1850,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sh ```
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ptyprocess (πŸ₯‰27 Β· ⭐ 190) - Run a subprocess in a pseudo terminal. ISC +
ptyprocess (πŸ₯‰27 Β· ⭐ 200) - Run a subprocess in a pseudo terminal. ISC -- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 62 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 63 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 41M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1900,7 +1874,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯‡39 Β· ⭐ 9.7K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 420 Β· πŸ“¦ 100K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 420 Β· πŸ“¦ 110K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop @@ -1916,12 +1890,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯ˆ38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 310K Β· πŸ“‹ 230 - 9% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 310K Β· πŸ“‹ 230 - 10% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 86M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 87M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): ``` pip install greenlet ``` @@ -1932,12 +1906,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ37 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“¦ 200K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“¦ 210K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 51M / month Β· πŸ“¦ 660 Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 53M / month Β· πŸ“¦ 670 Β· ⏱️ 22.11.2023): ``` pip install anyio ``` @@ -1948,16 +1922,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰25 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 42 Β· πŸ“¦ 2.9K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 04.11.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 43 Β· πŸ“¦ 2.9K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 04.11.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 93K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 92K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.1K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.2K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1987,12 +1961,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 590) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 280 Β· πŸ“¦ 380K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 280 Β· πŸ“¦ 380K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 34M / month Β· πŸ“¦ 15K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 35M / month Β· πŸ“¦ 15K Β· ⏱️ 27.11.2023): ``` pip install traitlets ``` @@ -2008,7 +1982,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 33M / month Β· πŸ“¦ 9.4K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 34M / month Β· πŸ“¦ 9.4K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2044,19 +2018,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 74K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯ˆ32 Β· ⭐ 1.6K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 - [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 21K Β· πŸ“‹ 540 - 18% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.8M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): ``` pip install omegaconf ``` @@ -2067,16 +2041,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (πŸ₯‰31 Β· ⭐ 7.7K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 18K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 17.09.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 18K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 12K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 11K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 860K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 870K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2088,7 +2062,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 210K / month Β· πŸ“¦ 89 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 200K / month Β· πŸ“¦ 94 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2099,12 +2073,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 320 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 330 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2124,7 +2098,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 53K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 54K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2135,9 +2109,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡44 Β· ⭐ 15K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡45 Β· ⭐ 15K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 140 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 6% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 150 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 5% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click @@ -2153,16 +2127,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 46K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 140K Β· πŸ“‹ 1.3K - 15% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 150K Β· πŸ“‹ 1.3K - 15% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 37M / month Β· πŸ“¦ 5.6K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 38M / month Β· πŸ“¦ 5.7K Β· ⏱️ 15.11.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.7M Β· ⏱️ 16.11.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.8M Β· ⏱️ 16.11.2023): ``` conda install -c conda-forge rich ``` @@ -2174,7 +2148,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 37M / month Β· πŸ“¦ 1.6K Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 38M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.11.2023): ``` pip install prompt_toolkit ``` @@ -2185,23 +2159,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ36 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 1.4K Β· πŸ“¦ 27K Β· πŸ“‹ 320 - 44% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· πŸ“‹ 320 - 44% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
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colorama (πŸ₯ˆ36 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 +
colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 810K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 810K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama @@ -2217,12 +2191,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 120 Β· πŸ“₯ 320 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 21% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 120 Β· πŸ“₯ 320 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 21% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 22M / month Β· πŸ“¦ 2.2K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 23M / month Β· πŸ“¦ 2.2K Β· ⏱️ 12.11.2023): ``` pip install argcomplete ``` @@ -2233,7 +2207,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 80 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 84 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/sdispater/cleo @@ -2249,12 +2223,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯ˆ35 Β· ⭐ 350) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 470K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 26.11.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 480K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 53M / month Β· πŸ“¦ 14K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 54M / month Β· πŸ“¦ 14K Β· ⏱️ 21.11.2023): ``` pip install wcwidth ``` @@ -2270,7 +2244,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 14M / month Β· πŸ“¦ 2.9K Β· ⏱️ 02.05.2023): ``` pip install typer ``` @@ -2279,14 +2253,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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asciimatics (πŸ₯‰33 Β· ⭐ 3.4K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰33 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 - [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 940 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 80K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 70K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2295,14 +2269,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰30 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT +
questionary (πŸ₯‰29 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT - [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 75 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.3M / month Β· πŸ“¦ 370 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.4M / month Β· πŸ“¦ 400 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` @@ -2311,14 +2285,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge questionary ```
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ConfigArgParse (πŸ₯‰29 Β· ⭐ 670) - A drop-in replacement for argparse that allows options to also be.. MIT +
ConfigArgParse (πŸ₯‰28 Β· ⭐ 670) - A drop-in replacement for argparse that allows options to also be.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 14K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2339,14 +2313,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install docopt-ng ```
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colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 120 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 150 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2354,10 +2328,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - docopt (πŸ₯ˆ35 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT -- blessings (πŸ₯‰29 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰25 Β· ⭐ 92 Β· πŸ’€) - Python Command-line Application Tools. ISC +- blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT +- clint (πŸ₯‰24 Β· ⭐ 92 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 49) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 50) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2373,7 +2347,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡33 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡34 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 3% open Β· ⏱️ 30.10.2023): @@ -2389,9 +2363,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 950) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 960) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 13 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 14 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/aio-libs/aiocache @@ -2403,7 +2377,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰28 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 420 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 440 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc @@ -2417,14 +2391,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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beaker (πŸ₯‰27 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 +
beaker (πŸ₯‰27 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. BSD-3 - [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5K Β· πŸ“‹ 130 - 53% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2435,12 +2409,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰23 Β· ⭐ 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 55 Β· πŸ“¦ 430 Β· πŸ“‹ 67 - 23% open Β· ⏱️ 02.07.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 55 Β· πŸ“¦ 430 Β· πŸ“‹ 68 - 23% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 28K / month Β· πŸ“¦ 27 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 32K / month Β· πŸ“¦ 30 Β· ⏱️ 02.07.2023): ``` pip install cachier ``` @@ -2457,14 +2431,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-web-python - Web UI ( ⭐ 2.1K) - Collection of libraries to implement web-based UIs. -
kivy (πŸ₯‡40 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT +
kivy (πŸ₯‡39 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 150K / month Β· πŸ“¦ 610 Β· ⏱️ 06.03.2022): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 150K / month Β· πŸ“¦ 610 Β· ⏱️ 17.06.2023): ``` pip install kivy ``` @@ -2473,14 +2447,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ38 Β· ⭐ 12K Β· πŸ“ˆ) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 - [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 26.11.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 440K / month Β· πŸ“¦ 320 Β· ⏱️ 10.10.2022): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 450K / month Β· πŸ“¦ 340 Β· ⏱️ 21.05.2023): ``` pip install pysimplegui ``` @@ -2489,38 +2463,38 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ33 Β· ⭐ 11K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 02.11.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 58K / month Β· πŸ“¦ 47 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 63K / month Β· πŸ“¦ 51 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 5.9K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.4K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.5K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 69K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 3.9K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 650 Β· πŸ“₯ 2.1K Β· πŸ“¦ 2 Β· πŸ“‹ 780 - 15% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 660 Β· πŸ“₯ 2.1K Β· πŸ“¦ 2 Β· πŸ“‹ 800 - 17% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.3K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.2K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): ``` pip install toga ``` @@ -2531,8 +2505,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- Gooey (πŸ₯‰30 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- Phoenix (πŸ₯‰28 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- Phoenix (πŸ₯‰27 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed - flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2
@@ -2546,12 +2520,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡19 Β· ⭐ 480 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 22 Β· πŸ“₯ 150 Β· πŸ“‹ 19 - 31% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 23 Β· πŸ“₯ 240 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 220 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 200 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2574,12 +2548,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 450 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 450 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 23.11.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.11.2023): ``` pip install phonenumbers ``` @@ -2603,60 +2577,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 130 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 150 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
emoji (πŸ₯ˆ33 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“¦ 63K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 16.08.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 300 Β· πŸ“¦ 63K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 16.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 64K Β· ⏱️ 16.08.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 64K Β· ⏱️ 05.12.2023): ``` conda install -c conda-forge emoji ```
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python-slugify (πŸ₯ˆ30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 880) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 24% open Β· ⏱️ 05.12.2023): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` - pip install python-slugify + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 350K Β· ⏱️ 04.07.2023): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge inflect ```
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inflect (πŸ₯ˆ30 Β· ⭐ 870) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 24% open Β· ⏱️ 08.10.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` - pip install inflect + pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 350K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): ``` - conda install -c conda-forge inflect + conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰28 Β· ⭐ 850 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
pyahocorasick (πŸ₯‰27 Β· ⭐ 850 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.3K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): @@ -2679,7 +2653,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 64K / month Β· πŸ“¦ 12 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 64K / month Β· πŸ“¦ 15 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2691,7 +2665,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 390K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 420K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2724,55 +2698,55 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.5K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 6% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 6% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 850M / month Β· πŸ“¦ 18K Β· ⏱️ 30.11.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 830M / month Β· πŸ“¦ 18K Β· ⏱️ 06.12.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 30.11.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 07.12.2023): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡44 Β· ⭐ 8.1K) - The Database Toolkit for Python. MIT +
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 47K Β· πŸ“¦ 670K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 04.12.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 100M / month Β· πŸ“¦ 48K Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): ``` - pip install SQLAlchemy + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 26.09.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge redis-py ```
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redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT +
SQLAlchemy (πŸ₯‡44 Β· ⭐ 8.1K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 47K Β· πŸ“¦ 680K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 06.12.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 100M / month Β· πŸ“¦ 48K Β· ⏱️ 02.11.2023): ``` - pip install redis + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 02.11.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge sqlalchemy ```
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google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.4K) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.5K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2788,7 +2762,7 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9K - 12% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9K - 12% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2804,7 +2778,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 25K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 25K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/coleifer/peewee @@ -2818,25 +2792,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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PyMySQL (πŸ₯‡41 Β· ⭐ 7.4K Β· πŸ“ˆ) - MySQL client library for Python. MIT - -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 29.11.2023): - - ``` - git clone https://github.com/PyMySQL/PyMySQL - ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 38M / month Β· πŸ“¦ 560 Β· ⏱️ 26.06.2023): - ``` - pip install PyMySQL - ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.3M Β· ⏱️ 26.06.2023): - ``` - conda install -c conda-forge pymysql - ``` -
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elasticsearch (πŸ₯‡41 Β· ⭐ 4K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 +
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 44K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 44K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2850,25 +2808,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge elasticsearch ```
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kafka-python (πŸ₯ˆ39 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 +
PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.4K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 22K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 06.12.2023): ``` - git clone https://github.com/dpkp/kafka-python + git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 38M / month Β· πŸ“¦ 560 Β· ⏱️ 26.06.2023): ``` - pip install kafka-python + pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.3M Β· ⏱️ 26.06.2023): ``` - conda install -c conda-forge kafka-python + conda install -c conda-forge pymysql ```
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 05.12.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2882,34 +2840,50 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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kafka-python (πŸ₯ˆ38 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 + +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 22K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 07.11.2023): + + ``` + git clone https://github.com/dpkp/kafka-python + ``` +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): + ``` + pip install kafka-python + ``` +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge kafka-python + ``` +
alembic (πŸ₯ˆ38 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 34M / month Β· πŸ“¦ 12K Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 34M / month Β· πŸ“¦ 12K Β· ⏱️ 01.12.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.9M Β· ⏱️ 26.10.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.9M Β· ⏱️ 01.12.2023): ``` conda install -c conda-forge alembic ```
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sqlmodel (πŸ₯ˆ37 Β· ⭐ 11K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
sqlmodel (πŸ₯ˆ37 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 520 Β· πŸ“¦ 8.4K Β· πŸ“‹ 350 - 56% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 8.5K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 650K / month Β· πŸ“¦ 170 Β· ⏱️ 18.11.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 660K / month Β· πŸ“¦ 180 Β· ⏱️ 04.12.2023): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 23K Β· ⏱️ 18.11.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 24K Β· ⏱️ 04.12.2023): ``` conda install -c conda-forge sqlmodel ``` @@ -2921,7 +2895,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2932,12 +2906,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 35M / month Β· πŸ“¦ 65 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 36M / month Β· πŸ“¦ 65 Β· ⏱️ 13.11.2023): ``` pip install awswrangler ``` @@ -2946,30 +2920,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge awswrangler ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 3.2K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 3.3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 780 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 810 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 120K / month Β· πŸ“¦ 53 Β· ⏱️ 26.11.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 120K / month Β· πŸ“¦ 53 Β· ⏱️ 03.12.2023): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 310K Β· ⏱️ 03.10.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 320K Β· ⏱️ 01.12.2023): ``` conda install -c conda-forge ibis-framework ```
python-bigquery (πŸ₯ˆ37 Β· ⭐ 670) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 640 - 13% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 310 Β· πŸ“¦ 24K Β· πŸ“‹ 620 - 10% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 37M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 38M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.11.2023): ``` pip install google-cloud-bigquery ``` @@ -2978,22 +2952,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 - -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.7K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 30.11.2023): - - ``` - git clone https://github.com/elastic/elasticsearch-dsl-py - ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.1M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): - ``` - pip install elasticsearch-dsl - ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.3K Β· ⏱️ 16.06.2023): - ``` - conda install -c anaconda elasticsearch-dsl - ``` -
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.5K) - Confluents Kafka Python Client. Apache-2 - [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.9K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): @@ -3010,58 +2968,58 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
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mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.8K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.12.2023): ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.1M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): ``` - pip install mysqlclient + pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 310K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.3K Β· ⏱️ 06.12.2023): ``` - conda install -c conda-forge mysqlclient + conda install -c anaconda elasticsearch-dsl ```
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libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 +
Motor (πŸ₯ˆ35 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 28.10.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 76K Β· ⏱️ 29.11.2023): ``` - git clone https://github.com/apache/libcloud + git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 230K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): ``` - pip install apache-libcloud + pip install motor + ``` +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 63K Β· ⏱️ 15.11.2023): + ``` + conda install -c conda-forge motor ```
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SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 26K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/kvesteri/sqlalchemy-utils - ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.1K Β· ⏱️ 27.04.2023): - ``` - pip install sqlalchemy-utils + git clone https://github.com/apache/libcloud ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 230K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` - conda install -c conda-forge sqlalchemy-utils + pip install apache-libcloud ```
s3transfer (πŸ₯ˆ35 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 84 - 58% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 85 - 58% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 280M / month Β· πŸ“¦ 4.4K Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 290M / month Β· πŸ“¦ 4.4K Β· ⏱️ 29.11.2023): ``` pip install s3transfer ``` @@ -3077,7 +3035,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 26M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): ``` pip install prometheus_client ``` @@ -3088,76 +3046,92 @@ _Libraries for connecting to, operating, and querying databases._
Pony (πŸ₯ˆ34 Β· ⭐ 3.4K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 230 Β· πŸ“₯ 76 Β· πŸ“¦ 3.8K Β· πŸ“‹ 640 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 76 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 120K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 120K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): + ``` + pip install pony + ``` +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge pony + ``` +
+
mysqlclient (πŸ₯ˆ34 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 + +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 07.12.2023): + + ``` + git clone https://github.com/PyMySQL/mysqlclient + ``` +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): ``` - pip install pony + pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 97K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 310K Β· ⏱️ 24.09.2023): ``` - conda install -c conda-forge pony + conda install -c conda-forge mysqlclient ```
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Motor (πŸ₯ˆ34 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
PyPika (πŸ₯ˆ34 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 76K Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 450 - 43% open Β· ⏱️ 16.10.2023): ``` - git clone https://github.com/mongodb/motor + git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.2M / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2022): ``` - pip install motor + pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 63K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.7K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge motor + conda install -c conda-forge pypika ```
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Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.8K Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 26K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 29.06.2023): ``` - git clone https://github.com/datastax/python-driver + git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.7M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.2M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` - pip install cassandra-driver + pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 190K Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge cassandra-driver + conda install -c conda-forge sqlalchemy-utils ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 750) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ34 Β· ⭐ 760) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 29% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 29% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 140M / month Β· πŸ“¦ 720 Β· ⏱️ 21.10.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 140M / month Β· πŸ“¦ 730 Β· ⏱️ 05.12.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.4M Β· ⏱️ 21.10.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.4M Β· ⏱️ 05.12.2023): ``` conda install -c conda-forge s3fs ```
minio (πŸ₯ˆ34 Β· ⭐ 710) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.8K Β· πŸ“‹ 540 - 2% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.9K Β· πŸ“‹ 540 - 2% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.9M / month Β· πŸ“¦ 460 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.8M / month Β· πŸ“¦ 470 Β· ⏱️ 10.11.2023): ``` pip install minio ``` @@ -3168,12 +3142,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯‰33 Β· ⭐ 4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 6.7K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 05.11.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 6.7K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 120K / month Β· πŸ“¦ 93 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 110K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3182,30 +3156,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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PyPika (πŸ₯‰33 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 260 Β· πŸ“¦ 16K Β· πŸ“‹ 410 - 37% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.9K Β· ⏱️ 13.11.2023): ``` - git clone https://github.com/kayak/pypika + git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.2M / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.7M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): ``` - pip install pypika + pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.6K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 190K Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge pypika + conda install -c conda-forge cassandra-driver ```
neo4j-driver (πŸ₯‰33 Β· ⭐ 840) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 210 Β· πŸ“¦ 7.6K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 210 Β· πŸ“¦ 7.6K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 120K / month Β· πŸ“¦ 230 Β· ⏱️ 28.11.2023): ``` pip install neo4j-driver ``` @@ -3214,22 +3188,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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dataset (πŸ₯‰32 Β· ⭐ 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.4K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): - - ``` - git clone https://github.com/pudo/dataset - ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 190K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): - ``` - pip install dataset - ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.6K Β· ⏱️ 12.07.2023): - ``` - conda install -c conda-forge dataset - ``` -
Databases (πŸ₯‰32 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 - [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 28.11.2023): @@ -3237,11 +3195,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 330K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 340K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): ``` conda install -c conda-forge databases ``` @@ -3257,31 +3215,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 380K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 390K Β· ⏱️ 29.11.2023): ``` conda install -c conda-forge pynamodb ```
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pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT - -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 210 Β· πŸ“¦ 2.2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): - - ``` - git clone https://github.com/nithinmurali/pygsheets - ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.5M / month Β· πŸ“¦ 97 Β· ⏱️ 30.11.2022): - ``` - pip install pygsheets - ``` -
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cx-Oracle (πŸ₯‰32 Β· ⭐ 860) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 +
cx-Oracle (πŸ₯‰32 Β· ⭐ 870) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.9K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.9K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.9M / month Β· πŸ“¦ 320 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.9M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` @@ -3292,7 +3238,7 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰32 Β· ⭐ 400) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.5K Β· πŸ“‹ 340 - 15% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.6K Β· πŸ“‹ 350 - 15% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3306,6 +3252,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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dataset (πŸ₯‰31 Β· ⭐ 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT + +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.4K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): + + ``` + git clone https://github.com/pudo/dataset + ``` +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 170K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): + ``` + pip install dataset + ``` +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.6K Β· ⏱️ 12.07.2023): + ``` + conda install -c conda-forge dataset + ``` +
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.8K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): @@ -3313,7 +3275,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3322,21 +3284,33 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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pygsheets (πŸ₯‰31 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT + +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 210 Β· πŸ“¦ 2.2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): + + ``` + git clone https://github.com/nithinmurali/pygsheets + ``` +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 97 Β· ⏱️ 30.11.2022): + ``` + pip install pygsheets + ``` +
prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.6K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.6K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 61K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 60K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): ``` pip install prisma ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3352,12 +3326,12 @@ _Libraries for connecting to, operating, and querying databases._
Records (πŸ₯‰29 Β· ⭐ 7K Β· πŸ’€) - SQL for Humans. ISC -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.1K Β· πŸ“‹ 150 - 43% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 43% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 310K / month Β· πŸ“¦ 180 Β· ⏱️ 02.09.2017): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 320K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3368,24 +3342,24 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 77 Β· πŸ“¦ 300 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 77 Β· πŸ“¦ 300 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 23K / month Β· πŸ“¦ 10 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 23K / month Β· πŸ“¦ 11 Β· ⏱️ 10.11.2023): ``` pip install piccolo ```
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HappyBase (πŸ₯‰26 Β· ⭐ 600) - A developer-friendly Python library to interact with Apache HBase. MIT +
HappyBase (πŸ₯‰27 Β· ⭐ 600) - A developer-friendly Python library to interact with Apache HBase. MIT -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 160 Β· πŸ“¦ 810 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 810 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 52K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 49K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3394,45 +3368,45 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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ODMantic (πŸ₯‰25 Β· ⭐ 850) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰25 Β· ⭐ 860) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 78 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 15K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 16K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ```
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filedepot (πŸ₯‰24 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT +
filedepot (πŸ₯‰23 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 950 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 960 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 47 Β· ⏱️ 11.12.2022): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 47 Β· ⏱️ 15.06.2023): ``` pip install filedepot ```
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aioprometheus (πŸ₯‰21 Β· ⭐ 150 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT +
aioprometheus (πŸ₯‰21 Β· ⭐ 160 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 160 Β· πŸ“‹ 31 - 25% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 160 Β· πŸ“‹ 32 - 28% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 80K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 98K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 130 Β· πŸ“‹ 380 - 10% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 380 - 9% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3448,15 +3422,15 @@ _Libraries for connecting to, operating, and querying databases._ - mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- py2neo (πŸ₯‰25 Β· ⭐ 4 Β· πŸ“ˆ) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- py2neo (πŸ₯‰25 Β· ⭐ 5) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰19 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 +- SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT - lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3468,16 +3442,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 31K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 31K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.4M / month Β· πŸ“¦ 760 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6M / month Β· πŸ“¦ 770 Β· ⏱️ 16.11.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 580K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 590K Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge datasets ``` @@ -3498,7 +3472,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge faker ```
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Tablib (πŸ₯‡37 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯‡36 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT - [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 89K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 08.11.2023): @@ -3514,25 +3488,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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xmltodict (πŸ₯ˆ35 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT - -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 60K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/martinblech/xmltodict - ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 30M / month Β· πŸ“¦ 5.6K Β· ⏱️ 08.05.2022): - ``` - pip install xmltodict - ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge xmltodict - ``` -
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xlwings (πŸ₯ˆ35 Β· ⭐ 2.7K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 05.11.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/xlwings/xlwings @@ -3562,6 +3520,22 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
+
xmltodict (πŸ₯ˆ34 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT + +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 61K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): + + ``` + git clone https://github.com/martinblech/xmltodict + ``` +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 31M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): + ``` + pip install xmltodict + ``` +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge xmltodict + ``` +
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT - [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 50K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): @@ -3569,7 +3543,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3578,36 +3552,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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smart-open (πŸ₯ˆ33 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` - git clone https://github.com/RaRe-Technologies/smart_open + git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 17M / month Β· πŸ“¦ 610 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` - pip install smart-open + pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.2M Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge smart_open + conda install -c conda-forge pandas-datareader ```
-
pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.7K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
smart-open (πŸ₯ˆ32 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): ``` - git clone https://github.com/pydata/pandas-datareader + git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 850 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 18M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): ``` - pip install pandas-datareader + pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.2M Β· ⏱️ 07.09.2023): ``` - conda install -c conda-forge pandas-datareader + conda install -c conda-forge smart_open ```
gdown (πŸ₯ˆ31 Β· ⭐ 3.5K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT @@ -3617,7 +3591,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 420 Β· ⏱️ 18.10.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 420 Β· ⏱️ 25.03.2023): ``` pip install gdown ``` @@ -3626,58 +3600,58 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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Intake (πŸ₯‰30 Β· ⭐ 940) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.7K Β· πŸ“‹ 360 - 31% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 420 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.11.2023): ``` - git clone https://github.com/intake/intake + git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 53K / month Β· πŸ“¦ 130 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): ``` - pip install intake + pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge intake + conda install -c conda-forge snorkel ```
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snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 +
Intake (πŸ₯‰29 Β· ⭐ 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 410 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.8K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 10.10.2023): ``` - git clone https://github.com/snorkel-team/snorkel + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 27K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 52K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): ``` - pip install snorkel + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge snorkel + conda install -c conda-forge intake ```
img2dataset (πŸ₯‰26 Β· ⭐ 2.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“₯ 1.4K Β· πŸ“¦ 92 Β· πŸ“‹ 220 - 45% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 270 Β· πŸ“₯ 1.5K Β· πŸ“¦ 93 Β· πŸ“‹ 220 - 45% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 49K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 52K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
camelot (πŸ₯‰25 Β· ⭐ 2.4K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 380 Β· πŸ“‹ 300 - 63% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 390 Β· πŸ“‹ 300 - 63% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.7K / month Β· πŸ“¦ 10 Β· ⏱️ 11.04.2013): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.5K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3689,19 +3663,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 890 / month Β· πŸ“¦ 29 Β· ⏱️ 14.02.2019): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 880 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
Upgini (πŸ₯‰21 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 5 Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 5 Β· ⏱️ 01.12.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 3.3K / month Β· ⏱️ 23.11.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5K / month Β· ⏱️ 01.12.2023): ``` pip install upgini ``` @@ -3713,19 +3687,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.3K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.2K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
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Squirrel (πŸ₯‰15 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 - [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 14 - 57% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.1K / month Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 10.11.2023): ``` pip install squirrel-core ``` @@ -3737,16 +3711,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ32 Β· ⭐ 1.7K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯‰29 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- PDFMiner (πŸ₯ˆ31 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- SDV (πŸ₯ˆ31 Β· ⭐ 1.7K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- tabulator-py (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - textract (πŸ₯‰27 Β· ⭐ 3.7K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- tabulator-py (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰21 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- borb (πŸ₯‰20 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 790 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3757,14 +3731,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡48 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡47 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 570K Β· πŸ“¦ 8.7K Β· πŸ“‹ 8.5K - 10% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 570K Β· πŸ“¦ 8.7K Β· πŸ“‹ 8.5K - 10% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 22M / month Β· πŸ“¦ 320 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 21M / month Β· πŸ“¦ 320 Β· ⏱️ 27.11.2023): ``` pip install apache-airflow ``` @@ -3772,19 +3746,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 270M Β· ⭐ 490 Β· ⏱️ 27.11.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 290M Β· ⭐ 490 Β· ⏱️ 01.12.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.6M / month Β· πŸ“¦ 15K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.9M / month Β· πŸ“¦ 15K Β· ⏱️ 22.11.2023): ``` pip install celery ``` @@ -3795,44 +3769,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4K Β· πŸ“‹ 4.3K - 13% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.1K Β· πŸ“‹ 4.3K - 14% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 150 Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 690K / month Β· πŸ“¦ 150 Β· ⏱️ 30.11.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 560K Β· ⏱️ 28.11.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 570K Β· ⏱️ 30.11.2023): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡42 Β· ⭐ 9K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡42 Β· ⭐ 9.1K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.7K Β· πŸ“‹ 6.6K - 32% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.7K Β· πŸ“‹ 6.7K - 32% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 840K / month Β· πŸ“¦ 130 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 930K / month Β· πŸ“¦ 130 Β· ⏱️ 30.11.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 01.12.2023): ``` conda install -c conda-forge dagster ```
Beam (πŸ₯‡42 Β· ⭐ 7.3K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.3K - 67% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.3M / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.4M / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): ``` pip install apache-beam ``` @@ -3843,12 +3817,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 51 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 53 Β· ⏱️ 16.11.2023): ``` pip install great_expectations ``` @@ -3859,12 +3833,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
joblib (πŸ₯ˆ40 Β· ⭐ 3.5K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 360K Β· πŸ“‹ 860 - 46% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 360K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 41M / month Β· πŸ“¦ 6.5K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 42M / month Β· πŸ“¦ 6.5K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3873,20 +3847,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ38 Β· ⭐ 9.2K) - Simple job queues for Python. BSD-3 +
dbt (πŸ₯ˆ38 Β· ⭐ 7.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 24.11.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.8K - 11% open Β· ⏱️ 06.12.2023): ``` - git clone https://github.com/rq/rq + git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 100K / month Β· πŸ“¦ 30 Β· ⏱️ 07.12.2023): ``` - pip install rq + pip install dbt ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 99K Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 250K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge rq + conda install -c conda-forge dbt ```
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 @@ -3896,7 +3870,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 640K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 620K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): ``` pip install luigi ``` @@ -3905,54 +3879,54 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
rq (πŸ₯ˆ37 Β· ⭐ 9.3K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 21% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 24.11.2023): ``` - git clone https://github.com/kedro-org/kedro + git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 69 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` - pip install kedro + pip install rq + ``` +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 99K Β· ⏱️ 04.09.2023): + ``` + conda install -c conda-forge rq ```
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dbt (πŸ₯ˆ37 Β· ⭐ 7.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
Kedro (πŸ₯ˆ37 Β· ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.2K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.8K - 11% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 05.12.2023): ``` - git clone https://github.com/dbt-labs/dbt-core - ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 100K / month Β· πŸ“¦ 30 Β· ⏱️ 28.11.2023): - ``` - pip install dbt + git clone https://github.com/kedro-org/kedro ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 250K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 72 Β· ⏱️ 18.10.2023): ``` - conda install -c conda-forge dbt + pip install kedro ```
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.2K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 540 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.5K / month Β· πŸ“¦ 54 Β· ⏱️ 14.11.2022): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.3K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
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zenml (πŸ₯ˆ33 Β· ⭐ 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ32 Β· ⭐ 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 240 Β· πŸ“‹ 240 - 15% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 260 Β· πŸ“‹ 240 - 15% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 10K / month Β· πŸ“¦ 2 Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 11K / month Β· πŸ“¦ 2 Β· ⏱️ 28.11.2023): ``` pip install zenml ``` @@ -3980,7 +3954,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 98K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 99K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3991,12 +3965,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 220 Β· πŸ“‹ 400 - 4% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 220 Β· πŸ“‹ 400 - 4% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 120K / month Β· πŸ“¦ 5 Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 130K / month Β· πŸ“¦ 6 Β· ⏱️ 05.12.2023): ``` pip install whylogs ``` @@ -4008,7 +3982,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 23K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 20K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -4031,12 +4005,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ploomber (πŸ₯‰29 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 220 Β· πŸ“¦ 110 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 7.2K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 7.3K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): ``` pip install ploomber ``` @@ -4045,18 +4019,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge ploomber ```
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PyFunctional (πŸ₯‰26 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT - -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 720 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): - - ``` - git clone https://github.com/EntilZha/PyFunctional - ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 250K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): - ``` - pip install pyfunctional - ``` -
arq (πŸ₯‰26 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT - [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 140 Β· πŸ“¦ 490 Β· πŸ“‹ 210 - 32% open Β· ⏱️ 30.10.2023): @@ -4064,7 +4026,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 75K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 78K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4075,48 +4037,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 33 Β· πŸ“¦ 36 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 33 Β· πŸ“¦ 36 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 220K / month Β· πŸ“¦ 25 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 06.12.2023): ``` pip install dbnd ```
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Optimus (πŸ₯‰25 Β· ⭐ 1.4K) - Agile Data Preparation Workflows madeeasy with Pandas, Dask,.. Apache-2 spark - -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): - - ``` - git clone https://github.com/hi-primus/optimus - ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.3K / month Β· ⏱️ 30.05.2019): - ``` - pip install optimuspyspark - ``` -
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TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
PyFunctional (πŸ₯‰25 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 83 - 50% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 720 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): ``` - git clone https://github.com/closeio/tasktiger + git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.1K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 250K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` - pip install tasktiger + pip install pyfunctional ```
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Pypeline (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT +
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 93 Β· πŸ“¦ 110 Β· πŸ“‹ 70 - 32% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 93 Β· πŸ“¦ 110 Β· πŸ“‹ 71 - 33% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 50K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 89K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4125,20 +4075,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT +
Optimus (πŸ₯‰24 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark -- [GitHub](https://github.com/svenkreiss/pysparkling) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 48 Β· πŸ“¦ 180 Β· πŸ“‹ 30 - 30% open Β· ⏱️ 13.11.2022): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/svenkreiss/pysparkling + git clone https://github.com/hi-primus/optimus + ``` +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7.7K / month Β· ⏱️ 19.07.2020): ``` -- [PyPi](https://pypi.org/project/pysparkling) (πŸ“₯ 9.4K / month Β· πŸ“¦ 8 Β· ⏱️ 13.11.2022): + pip install optimuspyspark + ``` +
+
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT + +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 83 - 50% open Β· ⏱️ 07.11.2023): + ``` - pip install pysparkling + git clone https://github.com/closeio/tasktiger ``` -- [Conda](https://anaconda.org/conda-forge/pysparkling) (πŸ“₯ 4.6K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.3K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): ``` - conda install -c conda-forge pysparkling + pip install tasktiger ```
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 @@ -4148,7 +4106,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 160 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 200 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4160,7 +4118,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.9K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.5K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4169,14 +4127,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 40 - 60% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 85 / month Β· πŸ“¦ 1 Β· ⏱️ 29.05.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 140 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ``` @@ -4205,31 +4163,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install flupy ```
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datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - -- [GitHub](https://github.com/vincentclaes/datajob) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 18 Β· πŸ“‹ 58 - 31% open Β· ⏱️ 22.11.2022): - - ``` - git clone https://github.com/vincentclaes/datajob - ``` -- [PyPi](https://pypi.org/project/datajob) (πŸ“₯ 40 / month Β· ⏱️ 22.11.2022): - ``` - pip install datajob - ``` -
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Show 11 hidden projects... +
Show 13 hidden projects... - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 +- pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 -- bodywork-core (πŸ₯‰13 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +- bodywork-core (πŸ₯‰15 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +- datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2

@@ -4237,7 +4185,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡38 Β· ⭐ 2.3K Β· πŸ“‰) - Canonical source repository for PyYAML. MIT +
PyYAML (πŸ₯‡38 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT - [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1M Β· πŸ“‹ 580 - 46% open Β· ⏱️ 14.11.2023): @@ -4255,7 +4203,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 69K Β· πŸ“‹ 900 - 1% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 70K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4264,12 +4212,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3M Β· ⏱️ 05.11.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.1M Β· ⏱️ 05.11.2023): ``` conda install -c conda-forge xlsxwriter ```
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jmespath (πŸ₯‰33 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT +
jmespath (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT - [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 34% open Β· ⏱️ 31.03.2023): @@ -4302,19 +4250,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 370K Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 380K Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰26 Β· ⭐ 310) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 28 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 29 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 24M / month Β· πŸ“¦ 350 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 25M / month Β· πŸ“¦ 390 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4336,7 +4284,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡40 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 890K Β· πŸ“‹ 660 - 17% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 900K Β· πŸ“‹ 660 - 17% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4352,12 +4300,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.8K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 5% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 5% open Β· ⏱️ 22.11.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 59M / month Β· πŸ“¦ 9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 60M / month Β· πŸ“¦ 9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4366,25 +4314,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge more-itertools ```
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toolz (πŸ₯ˆ35 Β· ⭐ 4.4K Β· πŸ’€) - A functional standard library for Python. BSD-3 - -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 250 Β· πŸ“¦ 120K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 03.11.2022): - - ``` - git clone https://github.com/pytoolz/toolz - ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 20M / month Β· πŸ“¦ 3.5K Β· ⏱️ 10.07.2022): - ``` - pip install toolz - ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 19M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge toolz - ``` -
boltons (πŸ₯ˆ34 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.8K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.8K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.12.2023): ``` git clone https://github.com/mahmoud/boltons @@ -4393,19 +4325,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge boltons ```
tenacity (πŸ₯ˆ33 Β· ⭐ 5.5K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 38M / month Β· πŸ“¦ 1.6K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 39M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4421,7 +4353,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 30.03.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.1M / month Β· πŸ“¦ 120 Β· ⏱️ 19.12.2022): ``` pip install dependency-injector ``` @@ -4432,28 +4364,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 470 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 480 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 200K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 220K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.8K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.9K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ```
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 9.3K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 9.4K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.9M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 2M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4462,7 +4394,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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natsort (πŸ₯‰30 Β· ⭐ 810) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰29 Β· ⭐ 810) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 25K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): @@ -4485,7 +4417,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 16K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` @@ -4494,11 +4426,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge ubelt ```
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Show 5 hidden projects... +
Show 6 hidden projects... +- toolz (πŸ₯ˆ35 Β· ⭐ 4.4K Β· πŸ’€) - A functional standard library for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 680 Β· πŸ’€) - API Rate Limit Decorator. MIT -- CommonRegex (πŸ₯‰23 Β· ⭐ 1.5K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT +- CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT
@@ -4510,12 +4443,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 57K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 95K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 93K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4530,7 +4463,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 6.7K Β· πŸ“₯ 70K Β· πŸ“‹ 5.3K - 31% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 6.7K Β· πŸ“₯ 70K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/micropython/micropython @@ -4560,14 +4493,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
Pygments (πŸ₯‡43 Β· ⭐ 1.4K) - Pygments is a generic syntax highlighter written in Python. BSD-2 +
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 620K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 630K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 76M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 77M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4592,14 +4525,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge cookiecutter ```
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pyparsing (πŸ₯‡39 Β· ⭐ 2K Β· πŸ“‰) - Python library for creating PEG parsers. MIT +
pyparsing (πŸ₯‡39 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.7K Β· πŸ“¦ 890K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.8K Β· πŸ“¦ 900K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 95M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 97M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4608,36 +4541,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
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pycparser (πŸ₯ˆ36 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 +
diagrams (πŸ₯ˆ35 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 710K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 30.10.2023): ``` - git clone https://github.com/eliben/pycparser + git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 120M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 120K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): ``` - pip install pycparser + pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 36M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 170K Β· ⏱️ 30.10.2023): ``` - conda install -c conda-forge pycparser + conda install -c conda-forge diagrams ```
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diagrams (πŸ₯ˆ35 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT +
pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 710K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` - git clone https://github.com/mingrammer/diagrams + git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 120K / month Β· πŸ“¦ 37 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 130M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` - pip install diagrams + pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 170K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 36M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge diagrams + conda install -c conda-forge pycparser ```
wrapt (πŸ₯ˆ35 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 @@ -4647,7 +4580,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 99M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 110M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4658,7 +4591,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 32K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 33K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j @@ -4667,7 +4600,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4695,7 +4628,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 57M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 58M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4706,24 +4639,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰32 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 740 Β· πŸ“‹ 420 - 13% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 750 Β· πŸ“‹ 420 - 13% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 41 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 42 Β· ⏱️ 27.11.2023): ``` pip install copier ```
keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 400 Β· πŸ“¦ 14K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 410 Β· πŸ“¦ 14K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 200K / month Β· πŸ“¦ 520 Β· ⏱️ 27.03.2018): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 520 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4734,12 +4667,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰30 Β· ⭐ 870) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 4.9K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 670K / month Β· πŸ“¦ 300 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 670K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4748,14 +4681,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge fastcore ```
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pyscaffold (πŸ₯‰29 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰28 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“‹ 300 - 11% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 190K / month Β· πŸ“¦ 60 Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 200K / month Β· πŸ“¦ 60 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4764,14 +4697,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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catalogue (πŸ₯‰27 Β· ⭐ 160) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 33K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.1M / month Β· πŸ“¦ 80 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.6M / month Β· πŸ“¦ 83 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4787,19 +4720,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 260K / month Β· πŸ“¦ 270 Β· ⏱️ 18.04.2021): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 170K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ```
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Send2Trash (πŸ₯‰26 Β· ⭐ 250) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
Send2Trash (πŸ₯‰26 Β· ⭐ 250 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 - [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4808,26 +4741,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
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python-mss (πŸ₯‰25 Β· ⭐ 900) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰24 Β· ⭐ 910) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 460K / month Β· πŸ“¦ 260 Β· ⏱️ 27.10.2022): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 430K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 35K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 36K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ```
Show 4 hidden projects... -- powerline-shell (πŸ₯‰27 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- openpyxl (πŸ₯‰26 Β· ⭐ 64) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- powerline-shell (πŸ₯‰26 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 66) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-12-07_changes.md b/history/2023-12-07_changes.md new file mode 100644 index 0000000..0c615eb --- /dev/null +++ b/history/2023-12-07_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- numpy (πŸ₯‡54 Β· ⭐ 25K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +- click (πŸ₯‡45 Β· ⭐ 15K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 +- tink (πŸ₯ˆ38 Β· ⭐ 13K Β· πŸ“ˆ) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +- PDFMiner (πŸ₯ˆ31 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- bodywork-core (πŸ₯‰15 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 +- PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“‰) - A Python package to manage extremely large amounts of data. BSD-3 +- msgpack (πŸ₯‰34 Β· ⭐ 1.8K Β· πŸ“‰) - MessagePack serializer implementation for Python.. Apache-2 +- python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +- rsa (πŸ₯‰31 Β· ⭐ 460 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. Apache-2 + diff --git a/history/2023-12-07_projects.csv b/history/2023-12-07_projects.csv new file mode 100644 index 0000000..6aa3a0a --- /dev/null +++ b/history/2023-12-07_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,trending,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-30 16:05:11.000,2023-11-30 16:05:10,442.0,25.0,2117,383.0,234.0,17.0,33.0,14799,2023-11-30 16:05:19.000,2023.11.30,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-11-30 16:29:34.000,2023-11-30 16:29:33,288.0,23.0,154,52.0,172.0,1.0,2.0,2073,2023-11-30 16:29:39.000,2023.11.30,100.0,13.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-11-30 16:04:50.000,2023-11-30 16:04:49,285.0,22.0,41,24.0,168.0,3.0,5.0,840,2023-11-30 16:04:55.000,2023.11.30,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-11-30 16:29:34.000,2023-11-30 16:29:33,288.0,23.0,154,52.0,172.0,1.0,2.0,2073,2023-11-30 16:29:39.000,2023.11.30,100.0,13.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-30 16:05:11.000,2023-11-30 16:05:10,442.0,25.0,2117,383.0,234.0,17.0,33.0,14799,2023-11-30 16:05:19.000,2023.11.30,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1665.0,322.0,13.0,73.0,38526,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-11-30 16:05:11.000,2023-11-30 16:05:10,442.0,25.0,2117,383.0,234.0,17.0,33.0,14799,2023-11-30 16:05:19.000,2023.11.30,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-12-07 12:42:42.000,2023-12-07 01:52:46,34400.0,868.0,8859,599.0,13292.0,2187.0,10025.0,25147,2023-11-13 00:42:04.000,1.26.2,154.0,1705.0,54,True,2125081.0,1984937.0,numpy,conda-forge/numpy,900609.0,207878009.0,https://pypi.org/project/numpy,2023-11-12 22:51:49.000,140144.0,206245973.0,https://anaconda.org/conda-forge/numpy,2023-11-25 04:38:46.672,68066719.0,1.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-12-07 10:02:02.000,2023-12-07 04:17:02,16434.0,782.0,15355,2064.0,8939.0,901.0,5081.0,62183,2023-11-15 23:29:56.000,4.25.1,152.0,1183.0,52,True,569586.0,549625.0,protobuf,conda-forge/protobuf,36466633.0,168490491.0,https://pypi.org/project/protobuf,2023-11-15 23:29:56.000,16387.0,160723280.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16441912.0,1.0,,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3574.0,6536780.0,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-12-07 13:15:50.000,2023-12-07 05:57:39,33891.0,616.0,16923,1117.0,30733.0,3701.0,22112.0,40531,2023-11-10 19:13:33.000,2.1.3,121.0,3502.0,52,True,1492676.0,1418038.0,pandas,conda-forge/pandas,237450.0,148741431.0,https://pypi.org/project/pandas,2023-11-10 19:13:33.000,74638.0,147521823.0,https://anaconda.org/conda-forge/pandas,2023-11-11 07:59:29.778,46266681.0,1.0,,,,,,,['pandas'],,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-12-07 12:48:57.000,2023-12-06 17:02:51,54167.0,195.0,23889,1935.0,50187.0,876.0,31343.0,59415,2023-12-06 14:20:57.000,8.7.0,345.0,6806.0,48,True,35306.0,31225.0,ansible,conda-forge/ansible,,4704475.0,https://pypi.org/project/ansible,2023-12-06 14:20:57.000,4081.0,4681753.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,977046.0,1.0,,,,,,,,,,,,,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-12-07 01:18:48.559,2023-12-06 19:10:41,5608.0,211.0,1858,243.0,713.0,189.0,2948.0,8462,2023-12-06 20:42:39.000,1.33.9,1444.0,151.0,48,True,407624.0,389491.0,boto3,conda-forge/boto3,,833964380.0,https://pypi.org/project/boto3,2023-12-06 20:42:39.000,18133.0,833550200.0,https://anaconda.org/conda-forge/boto3,2023-12-07 01:18:48.559,17809779.0,1.0,,,,,,,,,,,,,,,,,,, +12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-12-07 12:33:56.000,2023-12-07 09:19:54,22351.0,1001.0,13193,758.0,23968.0,933.0,7580.0,33132,2023-11-06 07:14:17.000,2.7.3,169.0,3096.0,47,True,9050.0,8731.0,apache-airflow,conda-forge/airflow,571921.0,23373816.0,https://pypi.org/project/apache-airflow,2023-11-27 16:04:04.000,319.0,20570357.0,https://anaconda.org/conda-forge/airflow,2023-11-13 20:15:27.982,980596.0,1.0,,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-12-01 14:05:07.402698,488.0,288477779.0,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-12-07 11:22:25.000,2023-12-06 12:38:58,11202.0,342.0,1722,124.0,7614.0,35.0,2310.0,5940,2023-11-28 00:48:49.000,41.0.7,121.0,301.0,47,True,611089.0,589394.0,cryptography,conda-forge/cryptography,,214944946.0,https://pypi.org/project/cryptography,2023-11-28 00:48:49.000,21695.0,213851955.0,https://anaconda.org/conda-forge/cryptography,2023-12-03 01:10:58.240,44812656.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-12-07 13:10:15.000,2023-12-07 13:10:15,12387.0,84.0,4575,473.0,3152.0,650.0,4366.0,22655,2023-11-22 15:18:14.000,5.3.6,203.0,1323.0,46,True,134783.0,119690.0,celery,conda-forge/celery,,8906080.0,https://pypi.org/project/celery,2023-11-22 15:16:19.000,15093.0,8870253.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1504751.0,1.0,,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-12-07 12:04:42.000,2023-12-04 18:37:21,2657.0,229.0,1511,103.0,3254.0,303.0,3171.0,16745,2023-11-22 13:52:00.000,2.5.2,127.0,449.0,45,True,308158.0,298574.0,pydantic,conda-forge/pydantic,,130794850.0,https://pypi.org/project/pydantic,2023-11-22 13:52:00.000,9584.0,130632059.0,https://anaconda.org/conda-forge/pydantic,2023-11-22 16:10:09.282,6674460.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-12-04 22:27:15.000,2023-09-01 21:20:27,2402.0,,1358,184.0,1076.0,91.0,1426.0,14566,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1553143.0,1477651.0,click,conda-forge/click,147.0,171394067.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75492.0,170345708.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32499058.0,1.0,1.0,,,,,,,,,,,,,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-12-07 02:51:36.747,2023-12-06 19:10:32,11695.0,220.0,3967,573.0,3599.0,539.0,3998.0,14498,2023-12-06 20:42:07.000,1.31.9,1851.0,429.0,44,True,3064.0,3.0,awscli,conda-forge/awscli,1549.0,155862966.0,https://pypi.org/project/awscli,2023-12-06 20:42:07.000,3061.0,155335529.0,https://anaconda.org/conda-forge/awscli,2023-12-07 02:51:36.747,21623930.0,1.0,,,,,,,,,,,,,,,,,,, +18,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-12-06 23:57:20.000,2023-12-04 11:33:42,2269.0,44.0,2473,324.0,1490.0,227.0,1391.0,11933,2023-09-26 06:51:15.000,5.0.1,119.0,420.0,44,True,27748.0,,redis,conda-forge/redis-py,,38462057.0,https://pypi.org/project/redis,2023-11-16 12:21:49.000,27748.0,38434964.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1137918.0,1.0,,,,,,,,,,,,,,,,,,, +19,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-12-06 22:02:53.000,2023-12-06 21:59:33,16708.0,181.0,1296,87.0,715.0,205.0,7391.0,8095,2023-11-02 14:52:13.000,rel_2_0_23,294.0,670.0,44,True,726830.0,679047.0,SQLAlchemy,conda-forge/sqlalchemy,47196.0,103009468.0,https://pypi.org/project/SQLAlchemy,2023-11-02 14:52:02.000,47783.0,102625824.0,https://anaconda.org/conda-forge/sqlalchemy,2023-11-02 19:25:18.675,13777267.0,1.0,,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-12-06 23:27:27.824,2023-12-06 19:10:19,10517.0,286.0,1030,65.0,2036.0,149.0,918.0,1357,2023-12-06 20:41:43.000,1.33.9,1842.0,201.0,44,True,303600.0,295001.0,botocore,conda-forge/botocore,,385736696.0,https://pypi.org/project/botocore,2023-12-06 20:41:43.000,8599.0,385075863.0,https://anaconda.org/conda-forge/botocore,2023-12-06 23:27:27.824,24450845.0,1.0,,,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-12-07 13:29:20.000,2023-12-07 13:29:15,119853.0,1201.0,28343,1505.0,46543.0,8666.0,58661.0,57171,2020-07-22 03:00:52.000,0.0.6,11.0,2713.0,43,True,11.0,3.0,cpython,conda-forge/typing,,124934.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,93291.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2942811.0,1.0,,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,, +22,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-12-06 13:58:35.000,2023-11-15 16:31:56,3870.0,37.0,1675,548.0,1050.0,197.0,1057.0,45719,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,152187.0,146461.0,rich,conda-forge/rich,,37863782.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,5726.0,37723025.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5771062.0,1.0,,,,,,,,,,,,,,,,,,, +23,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-12-07 12:00:18.000,2023-11-29 17:58:21,3045.0,52.0,3196,639.0,2433.0,151.0,2188.0,21459,2023-05-26 17:35:41.785,23.5.26,35.0,668.0,43,True,82982.0,82373.0,flatbuffers,conda-forge/flatbuffers,312080.0,14818443.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,331.0,13690871.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,919382.0,1.0,,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,278.0,1114732.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-12-07 12:47:03.000,2023-12-06 19:41:06,3642.0,86.0,2384,278.0,3819.0,631.0,1986.0,17700,2023-11-16 08:06:00.000,2.15.0,79.0,539.0,43,True,32123.0,31354.0,datasets,conda-forge/datasets,,6044059.0,https://pypi.org/project/datasets,2023-11-16 07:42:48.000,769.0,6027769.0,https://anaconda.org/conda-forge/datasets,2023-11-17 23:01:48.010,586451.0,1.0,,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-11-21 15:14:47.429,2023-11-20 18:08:34,3490.0,79.0,1839,221.0,1271.0,21.0,660.0,16592,2023-11-20 18:09:28.000,20.1.0,322.0,551.0,43,True,194417.0,191200.0,Faker,conda-forge/faker,,11085866.0,https://pypi.org/project/Faker,2023-11-20 18:09:14.000,3217.0,11064997.0,https://anaconda.org/conda-forge/faker,2023-11-21 15:14:47.429,876516.0,1.0,,,,,,,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-12-07 05:12:28.000,2023-12-06 21:07:23,15431.0,383.0,1386,157.0,6461.0,610.0,3728.0,13475,2023-11-30 20:01:02.000,2.14.9,248.0,429.0,43,True,4225.0,4072.0,prefect,conda-forge/prefect,,704133.0,https://pypi.org/project/prefect,2023-11-30 20:01:02.000,153.0,690976.0,https://anaconda.org/conda-forge/prefect,2023-11-30 21:16:35.104,565766.0,1.0,,,,,,,,,,,,,,,,,,, +27,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-12-07 13:21:48.000,2023-12-07 12:04:07,37356.0,884.0,1557,300.0,8026.0,63.0,3643.0,4451,2023-11-29 18:50:30.000,google-cloud-telcoautomation-v0.1.1,100.0,507.0,43,True,2009.0,,google-cloud-storage,conda-forge/google-cloud-storage,,57364467.0,https://pypi.org/project/google-cloud-storage,2023-10-31 17:41:47.000,2009.0,57265103.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-11-01 08:55:18.033,4073932.0,1.0,,,,,,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-12-07 12:31:51.000,2023-12-04 20:16:56,6628.0,152.0,564,31.0,828.0,417.0,1381.0,1453,2023-11-21 20:44:20.000,2.17.2,64.0,817.0,43,True,663647.0,626364.0,pygments,conda-forge/pygments,,78043993.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37283.0,77351150.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27020888.0,1.0,,,,,,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-12-07 09:18:33.000,2023-12-06 19:45:38,11038.0,318.0,1005,177.0,7192.0,2024.0,4741.0,18377,2023-12-01 22:43:39.000,3.95.0,3924.0,250.0,42,True,8020.0,6926.0,pulumi,,1658947.0,3038185.0,https://pypi.org/project/pulumi,2023-12-01 22:43:39.000,167.0,971086.0,,,,2.0,,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-12-01 22:43:21.791,927.0,1974936.0,,,,,,,,,,,,, +30,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-12-07 05:22:18.000,2023-12-06 23:08:47,16627.0,993.0,1117,104.0,11036.0,2188.0,4463.0,9099,2023-11-30 23:22:15.000,1.5.10,584.0,370.0,42,True,1876.0,1742.0,dagster,conda-forge/dagster,,955861.0,https://pypi.org/project/dagster,2023-11-30 22:48:07.000,134.0,931613.0,https://anaconda.org/conda-forge/dagster,2023-12-01 02:16:59.842,1042679.0,1.0,,,,,,,,,,,,,,,,,,, +31,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-12-07 08:20:21.000,2023-12-06 22:47:43,41180.0,909.0,4080,258.0,23359.0,4287.0,2081.0,7262,2023-11-17 18:45:43.000,2.52.0,102.0,1582.0,42,True,183.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6400403.0,https://pypi.org/project/apache-beam,2023-11-17 18:02:51.000,181.0,6398282.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,57293.0,1.0,,,,,,,,,,,,,,,,,,, +32,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-12-05 18:42:05.000,2023-12-05 15:05:44,3363.0,17.0,1699,195.0,1580.0,437.0,1223.0,6471,2023-07-20 15:18:46.499,0.0.1,87.0,446.0,42,True,75869.0,71913.0,docker,conda-forge/docker-py,737.0,34817167.0,https://pypi.org/project/docker,2023-12-05 18:42:05.000,3956.0,34724162.0,https://anaconda.org/conda-forge/docker-py,2023-07-08 08:41:03.089,3905963.0,2.0,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-12-07 10:38:23.000,2023-12-07 06:25:09,16194.0,779.0,2596,377.0,24463.0,1150.0,7812.0,3941,2023-12-05 22:21:19.000,azure-storage-queue_12.9.0,100.0,669.0,42,True,3086.0,2366.0,azure-storage-blob,conda-forge/azure-storage-blob,,45467307.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,720.0,45442055.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1060598.0,1.0,,,,,,,,,,,,,,,,,,, +34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-12-06 16:46:39.000,2023-12-06 08:47:00,4530.0,157.0,5091,717.0,3909.0,216.0,7004.0,31085,2023-11-23 08:49:38.000,2.23.3,144.0,522.0,41,True,1573.0,325.0,docker-compose,conda-forge/docker-compose,103181811.0,3294095.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1374311.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,378455.0,2.0,,,,,,,,,,,,,,,,,,, +35,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-12-03 00:01:13.000,2023-11-27 20:58:58,3043.0,32.0,1955,227.0,1122.0,206.0,639.0,20812,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,41,True,25550.0,23942.0,cookiecutter,conda-forge/cookiecutter,,3352980.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1608.0,3323366.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,918050.0,1.0,,,,,,,,,,,,,,,,,,, +36,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-12-01 13:36:59.000,2023-12-01 13:36:38,4563.0,22.0,1370,198.0,474.0,1.0,2331.0,10493,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,28670.0,24945.0,peewee,conda-forge/peewee,,1613287.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3725.0,1598764.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,580958.0,1.0,,,,,,,,,,,,,,,,,,, +37,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-12-01 19:07:47.000,2023-12-01 19:07:45,3961.0,6.0,2000,316.0,768.0,1006.0,782.0,8619,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,41,True,100277.0,87294.0,paramiko,conda-forge/paramiko,,47156726.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12983.0,47057573.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,4065285.0,2.0,,,,,,,,,,,,,,,,,,, +38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-12-04 18:13:24.000,2023-11-24 19:46:24,2597.0,49.0,571,59.0,341.0,32.0,767.0,4317,2023-11-16 17:08:08.000,4.20.0,100.0,109.0,41,True,508392.0,489457.0,jsonschema,conda-forge/jsonschema,122.0,103726310.0,https://pypi.org/project/jsonschema,2023-11-16 17:08:03.000,18935.0,103060574.0,https://anaconda.org/conda-forge/jsonschema,2023-11-16 18:45:00.717,25297836.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +39,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-12-07 12:53:37.000,2023-12-06 12:05:35,1585.0,45.0,1199,400.0,1338.0,58.0,1013.0,4055,2023-11-13 13:01:40.000,8.11.0,136.0,200.0,41,True,50382.0,44253.0,elasticsearch,conda-forge/elasticsearch,3542.0,15769268.0,https://pypi.org/project/elasticsearch,2023-11-13 13:01:40.000,6129.0,15747019.0,https://anaconda.org/conda-forge/elasticsearch,2023-11-13 15:52:43.303,952732.0,1.0,,,,,,,,,,,,,,,,,,, +40,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-12-05 23:09:12.000,2023-12-05 09:07:14,4340.0,70.0,530,57.0,897.0,257.0,1210.0,1955,2023-10-09 14:43:38.000,3.10.0,38.0,198.0,41,True,259565.0,244497.0,h5py,conda-forge/h5py,2987.0,15468161.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15068.0,15134967.0,https://anaconda.org/conda-forge/h5py,2023-10-09 21:50:39.026,13992656.0,1.0,,,,,,,,,,,,,,,,,,, +41,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-12-07 12:59:36.000,2023-12-07 10:08:36,8178.0,882.0,1284,138.0,7089.0,1269.0,4565.0,22052,2023-12-01 19:21:08.000,py-0.19.19,328.0,323.0,40,True,348.0,2.0,polars,,94.0,2995291.0,https://pypi.org/project/polars,2023-12-01 19:19:37.000,346.0,2995284.0,,,,2.0,,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-12-06 22:28:18.000,2023-12-06 20:07:50,11792.0,252.0,1403,79.0,7146.0,149.0,1645.0,9020,2023-11-16 21:23:58.000,0.18.3,255.0,418.0,40,True,53.0,,great_expectations,conda-forge/great-expectations,,12934574.0,https://pypi.org/project/great_expectations,2023-11-16 17:58:01.000,53.0,12917408.0,https://anaconda.org/conda-forge/great-expectations,2023-11-17 04:53:52.206,738165.0,2.0,,,,,,,,,,,,,,,,,,, +43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-12-06 13:34:09.000,2023-12-06 13:34:08,1098.0,15.0,1464,229.0,489.0,16.0,631.0,7448,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,197401.0,196840.0,PyMySQL,conda-forge/pymysql,,38097467.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,561.0,38066690.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1261873.0,2.0,,,,,,,,,,,,,,,,,,, +44,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-12-05 22:56:04.000,2023-12-05 22:33:07,3262.0,22.0,628,81.0,1021.0,160.0,1041.0,6738,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,119656.0,109301.0,marshmallow,conda-forge/marshmallow,,31668475.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10355.0,31615965.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2205458.0,2.0,,,,,,,,,,,,,,,,,,, +45,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-12-07 13:04:19.000,2023-11-30 05:14:07,1383.0,26.0,365,65.0,546.0,119.0,545.0,4945,2023-04-16 10:50:23.776,23.1.0,27.0,150.0,40,True,914808.0,896496.0,attrs,conda-forge/attrs,,132967775.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18312.0,132556180.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,33339208.0,1.0,,,,,,,,,,,,,,,,,,, +46,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-12-01 10:50:33.000,2023-12-01 10:50:33,1499.0,14.0,384,61.0,713.0,400.0,466.0,3505,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,40,True,370484.0,363990.0,joblib,conda-forge/joblib,,42385543.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6494.0,41816517.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23330066.0,2.0,,,,,,,,,,,,,,,,,,, +47,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-12-06 22:39:57.000,2023-12-06 17:58:46,4895.0,190.0,988,109.0,3797.0,1132.0,3003.0,3255,2023-11-17 21:40:28.000,2023.11.0,86.0,461.0,40,True,24547.0,22462.0,xarray,conda-forge/xarray,,3716699.0,https://pypi.org/project/xarray,2023-11-17 21:40:28.000,2085.0,3488214.0,https://anaconda.org/conda-forge/xarray,2023-11-18 10:38:39.034,9367916.0,2.0,,,,,,,,,,,,,,,,,,, +48,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-11-26 04:04:28.000,2023-11-25 05:24:37,1628.0,11.0,465,93.0,307.0,183.0,329.0,2458,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,40,True,349187.0,332951.0,pexpect,conda-forge/pexpect,4368.0,46623229.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16236.0,46441337.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16730850.0,1.0,,,,,,,,,,,,,,,,,,, +49,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-12-07 08:47:31.000,2023-12-06 19:41:22,12848.0,36.0,3028,606.0,3561.0,978.0,4209.0,16498,2023-06-17 17:37:56.000,2.2.1,44.0,602.0,39,True,12102.0,11491.0,kivy,conda-forge/kivy,34452.0,160341.0,https://pypi.org/project/kivy,2023-06-17 16:04:01.835,611.0,152335.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,330801.0,1.0,,,,,,,,,,,,,,,,,,, +50,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-12-04 05:49:04.000,2023-10-22 20:53:42,936.0,10.0,566,226.0,249.0,87.0,257.0,9703,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,107779.0,105851.0,uvloop,conda-forge/uvloop,425.0,10857688.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1928.0,10840014.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,671470.0,1.0,,,,,,,,,,,,,,,,,,, +51,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-11-27 15:10:47.000,2023-11-16 21:47:32,2724.0,19.0,730,149.0,740.0,589.0,553.0,8695,2023-11-14 08:57:52.000,3.0.41,125.0,221.0,39,True,1665.0,,prompt_toolkit,conda-forge/prompt-toolkit,,38731161.0,https://pypi.org/project/prompt_toolkit,2023-11-14 08:57:52.000,1665.0,38227024.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-11-14 12:01:09.748,20165511.0,2.0,,,,,,,,,,,,,,,,,,, +52,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,6.0,667,135.0,673.0,97.0,399.0,8431,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,85443.0,80633.0,arrow,conda-forge/arrow,,21993766.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4810.0,21912214.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3425197.0,1.0,,,,,,,,,,,,,,,,,,, +53,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-12-07 12:36:01.000,2023-12-05 21:27:34,5485.0,77.0,1190,240.0,1450.0,14.0,,3968,2023-11-29 15:44:00.000,4.6.1,136.0,206.0,39,True,20177.0,,pymongo,conda-forge/pymongo,,23965251.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20177.0,23931450.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1385873.0,2.0,,,,,,,,,,,,,,,,,,, +54,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-11-22 14:27:35.000,2023-11-22 14:27:35,1556.0,25.0,262,40.0,498.0,15.0,262.0,3275,2023-08-04 13:37:51.000,10.1.0,44.0,111.0,39,True,211315.0,202311.0,more-itertools,conda-forge/more-itertools,2859.0,59948204.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,9004.0,59629092.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13401292.0,1.0,,,,,,,,,,,,,,,,,,, +55,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-11-14 16:51:42.838,2023-11-01 10:45:52,3078.0,20.0,491,72.0,295.0,19.0,1253.0,3096,2023-10-03 12:45:27.000,2.9.9,62.0,135.0,39,False,746329.0,684741.0,psycopg2,psycopg2,,15037887.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61568.0,15035304.0,https://anaconda.org/anaconda/psycopg2,2023-11-14 16:51:42.838,250558.0,2.0,,,,,,,,,,,,,,,20.0,,,, +56,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-20 03:58:16.000,2023-11-20 03:58:10,1175.0,8.0,260,24.0,174.0,31.0,289.0,1994,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,39,True,928698.0,896375.0,pyparsing,conda-forge/pyparsing,8778.0,98146826.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32323.0,96584524.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40616241.0,1.0,,,,,,,,,,,,,,,,,,, +57,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-12-07 13:06:04.000,2023-12-05 15:09:44,2249.0,56.0,292,19.0,825.0,213.0,404.0,696,2023-12-05 15:10:52.000,2023.12.1,75.0,211.0,39,True,78816.0,77971.0,fsspec,conda-forge/fsspec,,150994042.0,https://pypi.org/project/fsspec,2023-12-05 15:10:52.000,845.0,150639906.0,https://anaconda.org/conda-forge/fsspec,2023-12-05 16:34:16.652,15227884.0,1.0,,,,,,,,,,,,,,,,,,, +58,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-12-04 20:32:24.000,2023-12-03 20:55:16,1999.0,34.0,202,26.0,604.0,99.0,197.0,588,2023-11-27 13:30:30.000,5.14.0,50.0,118.0,39,True,395628.0,380874.0,traitlets,conda-forge/traitlets,279.0,35150649.0,https://pypi.org/project/traitlets,2023-11-27 13:30:23.000,14754.0,34519955.0,https://anaconda.org/conda-forge/traitlets,2023-11-27 14:37:47.113,24596528.0,1.0,,,,,,,,,,,,,,,,,,, +59,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-12-04 08:45:38.000,2023-12-01 21:55:41,7335.0,306.0,1225,342.0,243.0,39.0,446.0,13371,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,980.0,975.0,tink,,1097.0,242492.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,242120.0,,,,2.0,3.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,358.0,,,,,,,,,,,,, +60,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-12-07 13:38:53.000,2023-12-06 01:36:43,6477.0,106.0,1398,135.0,4129.0,571.0,4247.0,7900,2023-11-29 15:47:12.000,1.7.3,200.0,301.0,38,True,3833.0,3803.0,dbt,conda-forge/dbt,3305.0,107811.0,https://pypi.org/project/dbt,2023-12-07 00:27:26.000,30.0,104687.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,250860.0,2.0,,,,,,,,,,,,,,,,dbt,,, +61,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-12-07 03:38:38.000,2023-11-29 02:27:14,1713.0,21.0,3262,140.0,874.0,115.0,1167.0,6157,2023-09-18 17:33:52.000,28.1.0,90.0,188.0,38,True,1450.0,,kubernetes,conda-forge/kubernetes,,16727356.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1450.0,16716556.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,464435.0,2.0,,,,,,,,,,,,,,,,,,, +62,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-06 18:54:34.000,2023-11-07 04:20:17,2175.0,9.0,1359,148.0,969.0,297.0,1194.0,5391,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,38,True,23928.0,22496.0,kafka-python,conda-forge/kafka-python,1834.0,7509594.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1432.0,7504200.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,424939.0,2.0,,,,,,,,,,,,,,,,,,, +63,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-12-01 17:56:50.000,2023-11-25 04:18:18,2739.0,26.0,1223,202.0,1234.0,195.0,1802.0,3297,2023-11-17 18:40:04.000,4.3.0,43.0,229.0,38,True,4294.0,4029.0,netmiko,,,223630.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,265.0,223630.0,,,,2.0,,,,,,,,,,,,,,,,,,, +64,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-12-07 11:18:24.000,2023-10-28 23:24:31,2853.0,27.0,454,63.0,211.0,64.0,504.0,2545,2023-09-16 08:33:19.000,3.19.0x,47.0,144.0,38,True,84560.0,82910.0,pycryptodomex,conda-forge/pycryptodomex,218.0,29403636.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1650.0,29365971.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1544259.0,2.0,,,,,,,,,,,,,,,,,,, +65,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-12-02 22:44:25.000,2023-11-14 16:25:37,322.0,2.0,504,54.0,264.0,271.0,310.0,2328,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1096743.0,1019451.0,pyyaml,conda-forge/pyyaml,,239573094.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77292.0,238527528.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,40777086.0,1.0,,,,,,,,,,,,,,,,,,, +66,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-12-07 00:36:33.000,2023-12-04 17:04:14,1775.0,39.0,209,19.0,141.0,105.0,921.0,2250,2023-12-01 15:25:15.000,rel_1_13_0,122.0,181.0,38,True,204061.0,192495.0,alembic,conda-forge/alembic,,33928684.0,https://pypi.org/project/alembic,2023-12-01 15:25:10.000,11566.0,33827997.0,https://anaconda.org/conda-forge/alembic,2023-12-01 19:37:34.483,3926826.0,2.0,,,,,,,,,,,,,,,,,,, +67,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-12-06 20:28:19.000,2023-10-25 12:23:58,971.0,25.0,230,53.0,155.0,25.0,209.0,1548,2023-10-25 11:50:28.000,3.0.1,49.0,67.0,38,True,325203.0,314746.0,greenlet,conda-forge/greenlet,,87353465.0,https://pypi.org/project/greenlet,2023-10-25 11:50:28.000,10457.0,87150951.0,https://anaconda.org/conda-forge/greenlet,2023-10-25 14:31:04.225,8505617.0,2.0,,,,,,,,,,,,,,,,,,, +68,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-11-16 12:40:29.000,2023-10-25 23:50:29,4088.0,5.0,2379,479.0,2282.0,121.0,879.0,16943,2023-10-05 11:21:35.000,3.4.0,80.0,607.0,37,True,2677.0,2261.0,luigi,luigi,,623400.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,414.0,623249.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14237.0,2.0,,,,,,,,,stable/luigi,,,,,,2.0,,,, +69,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-11-26 22:23:44.000,2023-11-26 22:23:44,6867.0,43.0,1752,230.0,3075.0,721.0,2773.0,12291,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,37,True,10741.0,10396.0,pysimplegui,conda-forge/pysimplegui,,453157.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,345.0,450641.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,130833.0,2.0,,,,,,,,,,,,,,,,,,, +70,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-12-06 22:41:43.000,2023-12-04 14:51:20,365.0,119.0,534,150.0,302.0,194.0,153.0,11593,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,37,True,8667.0,8489.0,sqlmodel,conda-forge/sqlmodel,,663330.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,178.0,662489.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,23555.0,2.0,,,,,,,['pydantic'],,,,,,,,,,,, +71,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-12-06 19:39:43.000,2023-11-24 12:33:02,1803.0,8.0,1361,209.0,866.0,164.0,933.0,9252,2023-06-22 02:17:03.239,1.15.1,76.0,301.0,37,True,17007.0,15225.0,rq,conda-forge/rq,,1440655.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1782.0,1437975.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,99184.0,2.0,,,,,,,,,,,,,,,,,,, +72,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-12-07 13:01:16.000,2023-12-05 13:48:57,2465.0,74.0,837,107.0,1533.0,358.0,1301.0,9029,2023-10-18 14:58:27.000,0.18.14,46.0,217.0,37,True,2090.0,2018.0,kedro,,,348827.0,https://pypi.org/project/kedro,2023-10-18 14:58:27.000,72.0,348827.0,,,,2.0,,,,,,,,,,,,,,,,,,, +73,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-12-04 22:53:26.000,2023-07-07 17:27:15,356.0,,374,36.0,228.0,40.0,229.0,6676,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,631289.0,621883.0,python-dotenv,conda-forge/python-dotenv,,33636524.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9406.0,33566280.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2880044.0,2.0,,,,,,,,,,,,,,,,,,, +74,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,175.0,456.0,6063,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,37,True,127549.0,119383.0,watchdog,conda-forge/watchdog,,14866834.0,https://pypi.org/project/watchdog,2023-07-20 15:43:30.598,8166.0,14804114.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2634253.0,2.0,,,,,,,,,,,,,,,,,,, +75,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-11-24 16:04:57.000,2023-11-21 13:09:44,4087.0,5.0,1225,137.0,1107.0,377.0,1321.0,4097,2023-03-03 10:28:06.959,0.27.0,72.0,388.0,37,True,25882.0,22286.0,mongoengine,conda-forge/mongoengine,,1241993.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3596.0,1235941.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,229980.0,2.0,,,,,,,,,,,,,,,,,,, +76,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-12-07 13:32:26.000,2023-12-06 11:33:01,2289.0,49.0,653,63.0,1444.0,30.0,993.0,3669,2023-11-13 19:02:13.000,3.4.2,143.0,141.0,37,True,1387.0,1322.0,awswrangler,conda-forge/awswrangler,217535.0,36218352.0,https://pypi.org/project/awswrangler,2023-11-13 17:56:17.000,65.0,36203702.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,442931.0,2.0,,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,, +77,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-11-08 17:22:41.000,2023-11-08 17:22:41,1363.0,28.0,615,118.0,127.0,11.0,896.0,3382,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,73693.0,69700.0,xlsxwriter,conda-forge/xlsxwriter,,15537292.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3993.0,15466282.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3053456.0,3.0,,,,,,,,,,,,,,,,,,, +78,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-12-07 13:06:05.000,2023-12-07 12:41:28,6960.0,725.0,458,81.0,5182.0,116.0,2290.0,3276,2023-11-16 19:51:34.000,7.1.0,67.0,226.0,37,True,865.0,812.0,ibis-framework,conda-forge/ibis-framework,107.0,130078.0,https://pypi.org/project/ibis-framework,2023-12-03 00:02:38.000,53.0,122572.0,https://anaconda.org/conda-forge/ibis-framework,2023-12-01 13:21:29.266,315123.0,2.0,,,,,,,,,,,,,,,,,,, +79,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-11-22 13:16:06.000,2023-11-22 13:16:06,1508.0,11.0,457,133.0,560.0,318.0,373.0,2383,2023-11-17 10:47:56.000,1.2.0,30.0,132.0,37,True,26464.0,25181.0,dateparser,conda-forge/dateparser,,4629002.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1283.0,4624543.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,187295.0,2.0,,,,,,,,,,,,,,,,,,, +80,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,26.0,143,42.0,113.0,21.0,151.0,1931,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,325803.0,323479.0,pyrsistent,conda-forge/pyrsistent,,37136398.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2324.0,36637715.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20446008.0,1.0,,,,,,,,,,,,,,,,,,, +81,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-12-07 09:06:28.000,2023-11-28 10:37:30,917.0,24.0,112,27.0,293.0,58.0,273.0,1449,2023-11-22 23:23:52.000,4.1.0,49.0,44.0,37,True,208515.0,207845.0,anyio,conda-forge/anyio,,53751413.0,https://pypi.org/project/anyio,2023-11-22 23:23:52.000,670.0,53484077.0,https://anaconda.org/conda-forge/anyio,2023-11-24 14:21:34.894,11495466.0,2.0,,,,,,,,,,,,,,,,,,, +82,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1170,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,320636.0,303304.0,future,conda-forge/future,,32646629.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17332.0,32504153.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12680452.0,1.0,,,,,,,,,,,,,,,,,,, +83,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-12-07 04:05:14.000,2023-12-07 04:05:06,561.0,45.0,193,27.0,561.0,5.0,123.0,1069,2023-11-28 17:37:58.000,4.1.1,22.0,32.0,37,True,198694.0,190579.0,bcrypt,conda-forge/bcrypt,,44405086.0,https://pypi.org/project/bcrypt,2023-11-28 17:37:58.000,8115.0,44296713.0,https://anaconda.org/conda-forge/bcrypt,2023-11-28 21:09:21.018,4334954.0,3.0,,,,,,,,,,,,,,,,,,, +84,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2076521.0,1940659.0,six,conda-forge/six,,202543377.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135862.0,201993441.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,50044255.0,1.0,,,,,,,,,,,,,,,,,,, +85,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-12-06 17:04:23.000,2023-12-05 17:54:15,1727.0,42.0,311,52.0,1127.0,68.0,552.0,669,2023-10-30 19:50:13.000,3.13.0,151.0,137.0,37,True,25319.0,24170.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,38155636.0,https://pypi.org/project/google-cloud-bigquery,2023-11-30 20:34:42.000,1149.0,38088160.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-10-31 10:20:16.090,2766527.0,2.0,,,,,,,,,,,,,,,,,,, +86,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-11-13 18:49:58.000,2023-11-13 18:49:58,289.0,2.0,1407,375.0,165.0,144.0,178.0,25626,2022-12-12 20:38:05.885,0.5.0,10.0,61.0,36,True,29400.0,27512.0,fire,conda-forge/fire,,6759061.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1888.0,6748580.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,817572.0,2.0,,,,,,,,,,,,,,,,,,, +87,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-12-05 04:37:38.000,2023-09-23 23:05:56,1604.0,9.0,1983,464.0,552.0,471.0,1310.0,14346,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,161.0,21.0,fabric,conda-forge/fabric,,5207292.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,140.0,5205048.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,78558.0,3.0,,,,,,,,,,,,,,,,,,, +88,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-11-17 22:15:48.000,2023-11-17 22:04:13,394.0,5.0,965,214.0,184.0,156.0,293.0,11242,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,31794.0,30345.0,schedule,conda-forge/schedule,,1803670.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1449.0,1802323.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,47169.0,3.0,,,,,,,,,,,,,,,,,,, +89,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-12-07 11:21:13.000,2023-12-06 17:48:35,2711.0,115.0,625,116.0,2923.0,727.0,3195.0,9172,2023-11-17 23:23:44.000,0.24.1.post0,89.0,123.0,36,True,1270.0,1236.0,modin,conda-forge/modin-core,196735.0,889579.0,https://pypi.org/project/modin,2023-11-17 23:53:14.000,34.0,876846.0,https://anaconda.org/conda-forge/modin-core,2023-11-18 00:38:04.283,281521.0,2.0,,,,,,,['pandas'],,,,,,,,,,,, +90,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-11-08 13:31:39.000,2023-11-08 13:31:38,1183.0,9.0,585,136.0,323.0,32.0,221.0,4306,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,36,True,90215.0,88935.0,tablib,conda-forge/tablib,,1784659.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1783562.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93258.0,1.0,,,,,,,,,,,,,,,,,,, +91,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-12-06 22:45:31.000,2023-10-25 17:39:04,860.0,12.0,897,332.0,555.0,281.0,850.0,3480,2023-10-25 18:46:39.000,2.3.0,31.0,109.0,36,True,8372.0,7909.0,confluent-kafka,conda-forge/python-confluent-kafka,,10746228.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,463.0,10725135.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,801568.0,2.0,,,,,,,,,,,,,,,,,,, +92,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-27 21:20:39.000,2023-11-01 04:01:28,505.0,14.0,571,125.0,223.0,57.0,972.0,2767,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,36,False,54560.0,52373.0,pyodbc,conda-forge/pyodbc,,24709562.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2187.0,24677873.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1204208.0,2.0,,,,,,,,,,,,,,,,,,, +93,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-12-03 16:50:49.000,2023-12-03 16:50:48,2657.0,10.0,474,121.0,553.0,305.0,1498.0,2752,2023-09-18 13:41:38.000,0.30.12,157.0,64.0,36,True,30758.0,30117.0,xlwings,conda-forge/xlwings,19179.0,155213.0,https://pypi.org/project/xlwings,2023-09-18 13:41:38.000,641.0,138743.0,https://anaconda.org/conda-forge/xlwings,2023-09-28 08:41:50.067,692416.0,1.0,,,,,,,,,,,,,,,,,,, +94,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-12-02 15:54:14.000,2023-11-13 16:35:34,1579.0,4.0,451,45.0,632.0,341.0,404.0,2169,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5482.0,,python-dateutil,conda-forge/python-dateutil,35061.0,226516195.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5482.0,225949890.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,51503517.0,2.0,-3.0,,,,,,,,,,,,,,,,,, +95,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-11-13 03:37:49.000,2023-11-13 03:37:13,999.0,3.0,172,23.0,153.0,169.0,327.0,2047,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,134131.0,130150.0,dill,conda-forge/dill,291323.0,41025421.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3981.0,40887205.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5704821.0,2.0,,,,,,,,,,,,,,,,,,, +96,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-12-04 09:37:39.000,2023-11-14 07:16:07,1076.0,50.0,210,25.0,167.0,66.0,214.0,1794,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,36,True,9565.0,8733.0,deepdiff,conda-forge/deepdiff,,10373867.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,832.0,10364916.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,375952.0,1.0,,,,,,,,,,,,,,,,,,, +97,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,4.0,331,66.0,124.0,20.0,177.0,1602,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,36,True,137088.0,116114.0,simplejson,conda-forge/simplejson,6378.0,20094357.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20974.0,20023893.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3027100.0,2.0,,,,,,,,,,,,,,,,,,, +98,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-12-07 02:48:26.000,2023-12-07 02:48:09,2195.0,117.0,463,17.0,1090.0,96.0,385.0,1222,2023-12-04 17:13:13.000,0.38,66.0,221.0,36,True,14349.0,13892.0,holidays,conda-forge/holidays,189.0,6446785.0,https://pypi.org/project/holidays,2023-12-04 17:21:10.000,457.0,6355657.0,https://anaconda.org/conda-forge/holidays,2023-12-04 21:15:01.119,3736222.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +99,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-12-04 13:10:45.000,2023-10-30 14:18:42,532.0,12.0,2039,378.0,461.0,343.0,185.0,32105,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1285.0,1247.0,diagrams,conda-forge/diagrams,,123209.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,38.0,119163.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,173990.0,2.0,,,,,,,,,,,,,,,,,,, +100,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-12-07 09:20:43.000,2023-12-07 03:07:21,15445.0,343.0,6741,734.0,5738.0,1673.0,3677.0,17580,2023-10-06 00:09:41.000,1.21.0,15.0,610.0,35,True,14.0,,micropython-_markupbase,,69971.0,920.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +101,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-11-23 10:15:30.879,2023-11-18 22:08:03,2432.0,4.0,1222,230.0,475.0,145.0,1006.0,8035,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11892.0,9935.0,supervisor,conda-forge/supervisor,,1637485.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1957.0,1630037.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,283053.0,2.0,,,,,,,,,,,,,,,,,,, +102,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7860,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,118783.0,106335.0,docopt,conda-forge/docopt,,11024572.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12448.0,11002859.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,1997663.0,2.0,,,,,,,,,,,,,,,,,,, +103,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-12-04 15:17:05.000,2023-10-26 14:26:36,614.0,9.0,179,33.0,86.0,2.0,355.0,5109,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,35,True,67450.0,66254.0,orjson,conda-forge/orjson,,14407562.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1196.0,14384009.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1012812.0,2.0,,,,,,,,,,,,,,,,,,, +104,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4393,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,False,126964.0,123458.0,toolz,conda-forge/toolz,,20771020.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3506.0,20561388.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18866886.0,2.0,,,,,,,,,,,,,,,,,,, +105,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-12-06 23:45:39.796,2023-12-01 17:51:08,1039.0,7.0,836,419.0,390.0,157.0,1156.0,3728,2023-11-13 12:01:30.000,8.11.0,37.0,132.0,35,True,10736.0,9752.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3109229.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,984.0,3109113.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8348.0,2.0,,,,,,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-12-05 07:53:36.000,2023-12-05 07:49:40,1617.0,20.0,454,88.0,112.0,9.0,166.0,3335,2023-11-23 07:24:51.000,8.13.26,235.0,30.0,35,True,1455.0,,phonenumbers,conda-forge/phonenumbers,,5131792.0,https://pypi.org/project/phonenumbers,2023-11-23 07:24:51.000,1455.0,5104347.0,https://anaconda.org/conda-forge/phonenumbers,2023-11-23 08:56:27.048,850819.0,1.0,,,,,,,,,,,,,,,,,,, +107,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3300,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,834987.0,813311.0,colorama,conda-forge/colorama,,122743069.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21676.0,122446123.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27319120.0,2.0,,,,,,,,,,,,,,,,,,, +108,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,4.0,238,50.0,266.0,13.0,333.0,3058,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,35,True,15495.0,14355.0,cerberus,conda-forge/cerberus,,5515797.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1140.0,5500847.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,358800.0,2.0,,,,,,,,,,,,,,,,,,, +109,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,313.0,3021,,,21.0,83.0,35,True,730429.0,713148.0,pycparser,conda-forge/pycparser,,127039665.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17281.0,126628712.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36163866.0,2.0,,,,,,,,,,,,,,,,,,, +110,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-11-29 19:28:21.000,2023-11-29 19:28:21,1759.0,14.0,210,91.0,238.0,,,2248,2023-11-14 21:54:12.000,3.3.2,47.0,47.0,35,True,77296.0,76104.0,motor,conda-forge/motor,,1370391.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1192.0,1368739.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,62790.0,2.0,,,,,,,,,,,,,,,,,,, +111,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-12-04 17:15:21.000,2023-12-03 10:50:26,9954.0,75.0,931,85.0,1776.0,75.0,124.0,1972,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,35,True,861.0,,apache-libcloud,,,227443.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,227443.0,,,,2.0,,,,,,,,,,,,,,,,,,, +112,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,22.0,218,43.0,69.0,50.0,142.0,1917,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11895.0,,wrapt,conda-forge/wrapt,,105997536.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11895.0,105643599.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13449614.0,2.0,,,,,,,,,,,,,,,,,,, +113,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-11-23 17:38:33.000,2023-11-23 17:38:33,437.0,13.0,161,29.0,282.0,85.0,166.0,1485,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2948.0,,cloudpickle,conda-forge/cloudpickle,27.0,35406421.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2948.0,35030764.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15401973.0,2.0,,,,,,,,,,,,,,,,,,, +114,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-12-03 02:22:22.000,2023-12-03 02:22:14,758.0,22.0,118,36.0,215.0,53.0,198.0,1307,2023-11-12 21:29:27.000,3.1.6,122.0,71.0,35,True,50311.0,48101.0,argcomplete,conda-forge/argcomplete,322.0,22695531.0,https://pypi.org/project/argcomplete,2023-11-12 21:29:27.000,2210.0,22660592.0,https://anaconda.org/conda-forge/argcomplete,2023-11-13 02:41:32.366,1432399.0,2.0,,,,,,,,,,,,,,,,,,, +115,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-12-04 15:49:30.926,2023-11-30 16:14:26,4824.0,184.0,265,60.0,374.0,165.0,549.0,1237,2023-11-27 12:13:28.000,3.9.2,46.0,126.0,35,True,2606.0,,tables,conda-forge/pytables,182.0,941319.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2606.0,777394.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6720860.0,2.0,-3.0,,,,,,,,,,,,,,,,,, +116,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-12-03 23:38:08.000,2023-12-03 23:38:08,1393.0,17.0,160,34.0,167.0,70.0,235.0,1173,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,35,True,2432.0,,jsonpickle,conda-forge/jsonpickle,,9825763.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2432.0,9776134.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1588149.0,2.0,,,,,,,,,,,,,,,,,,, +117,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-12-05 10:16:14.000,2023-12-05 10:16:12,523.0,15.0,84,23.0,284.0,30.0,75.0,1162,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,35,True,19369.0,19108.0,cleo,conda-forge/cleo,,28058518.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,261.0,28042120.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,623156.0,2.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +118,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-12-05 01:37:43.000,2023-12-05 01:37:42,2065.0,29.0,148,18.0,164.0,60.0,444.0,1130,2023-11-12 22:31:41.000,24.3.0,192.0,117.0,35,True,4230.0,,keyring,conda-forge/keyring,,43028475.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4230.0,42930728.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4007627.0,3.0,,,,,,,,,,,,,,,,,,, +119,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,148.0,271.0,1117,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,33290.0,32585.0,py4j,conda-forge/py4j,,34484954.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,705.0,34430942.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4753122.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +120,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-12-06 12:24:26.000,2023-12-06 12:24:25,283.0,13.0,91,14.0,184.0,11.0,92.0,607,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,364329.0,361500.0,filelock,conda-forge/filelock,,107355995.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2829.0,106980463.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16147910.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +121,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-12-01 14:58:42.000,2023-12-01 14:58:41,345.0,57.0,50,13.0,60.0,8.0,38.0,347,2023-11-21 19:57:19.000,0.2.12,24.0,19.0,35,True,490787.0,477245.0,wcwidth,conda-forge/wcwidth,,54593216.0,https://pypi.org/project/wcwidth,2023-11-21 19:57:19.000,13542.0,54063330.0,https://anaconda.org/conda-forge/wcwidth,2023-11-21 23:08:20.164,22255244.0,2.0,,,,,,,,,,,,,,,,,,, +122,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-12-04 21:04:29.000,2023-11-29 19:43:09,592.0,33.0,127,17.0,236.0,50.0,35.0,189,2023-11-29 21:15:45.000,0.8.2,38.0,38.0,35,True,264373.0,260007.0,s3transfer,conda-forge/s3transfer,,286311019.0,https://pypi.org/project/s3transfer,2023-11-29 21:15:45.000,4366.0,285853906.0,https://anaconda.org/conda-forge/s3transfer,2023-11-29 23:13:22.215,17370317.0,2.0,,,,,,,,,,,,,,,,,,, +123,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-11-30 20:29:37.000,2023-11-30 20:29:33,2776.0,5.0,613,149.0,489.0,240.0,1004.0,11517,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,34,True,2490.0,2439.0,dearpygui,,,63473.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,51.0,63473.0,,,,2.0,,,,,,,,,,,,,,,,,,, +124,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-12-07 12:37:02.000,2023-12-05 05:40:51,8580.0,371.0,546,84.0,2233.0,52.0,390.0,7194,2023-12-06 17:24:29.000,3.8.10,154.0,124.0,34,True,2571.0,2517.0,hub,,,2300.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,2300.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +125,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-11-20 17:54:24.000,2023-11-20 17:54:24,1464.0,2.0,542,135.0,235.0,7.0,461.0,6750,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16268.0,13627.0,sh,conda-forge/sh,,5449625.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2641.0,5444674.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,188147.0,3.0,,,,,,,,,,,,,,,,,,, +126,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-12-05 15:28:35.000,2023-12-02 20:20:58,1534.0,15.0,348,142.0,202.0,66.0,105.0,6304,2023-11-01 07:04:40.000,23.1.1,53.0,88.0,34,True,6260.0,5827.0,boltons,conda-forge/boltons,25.0,3165403.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,433.0,3124071.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3761274.0,2.0,,,,,,,,,,,,,,,,,,, +127,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-11-02 01:23:27.000,2023-10-24 11:53:47,826.0,4.0,362,70.0,268.0,230.0,293.0,5828,2020-07-24 18:17:05.000,2.1.2,54.0,95.0,34,True,25073.0,23810.0,pendulum,conda-forge/pendulum,261.0,15999178.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1263.0,15977679.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,881401.0,3.0,,,,,,,,,,,,,,,,,,, +128,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-11-20 20:44:53.000,2023-11-20 20:44:50,1912.0,59.0,597,129.0,332.0,35.0,857.0,5644,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1859.0,1489.0,csvkit,conda-forge/csvkit,,203397.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,200090.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,102536.0,2.0,,,,,,,,,,,,,,,,,,, +129,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5275,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,66387.0,60726.0,xmltodict,conda-forge/xmltodict,,30578003.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5661.0,30537741.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3543062.0,2.0,,,,,,,,,,,,,,,,,,, +130,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-12-07 07:19:53.000,2023-11-27 17:26:17,899.0,11.0,368,87.0,271.0,26.0,317.0,4171,2023-06-11 08:50:12.594,5.8.0,36.0,87.0,34,True,4487.0,,ujson,conda-forge/ujson,,8659590.0,https://pypi.org/project/ujson,2023-06-11 08:50:12.594,4487.0,8553387.0,https://anaconda.org/conda-forge/ujson,2023-09-23 12:47:54.489,4460531.0,3.0,,,,,,,,,,,,,,,,,,, +131,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-12-04 00:32:46.000,2023-11-21 00:41:16,550.0,18.0,797,70.0,414.0,95.0,419.0,3625,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,34,True,844.0,,prometheus_client,conda-forge/prometheus_client,,26147304.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,844.0,25803681.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,14775797.0,2.0,,,,,,,,,,,,,,,,,,, +132,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-12-02 01:21:21.278,2023-09-25 09:31:59,4024.0,15.0,238,87.0,78.0,316.0,332.0,3363,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,34,True,4130.0,3765.0,pony,conda-forge/pony,76.0,126360.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,365.0,123724.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97532.0,2.0,,,,,,,,,,,,,,,,,,, +133,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-12-06 14:02:52.000,2023-11-19 17:58:21,725.0,12.0,316,33.0,504.0,106.0,371.0,3331,2023-10-31 18:44:59.000,3.2.4,86.0,116.0,34,True,7818.0,7534.0,dynaconf,conda-forge/dynaconf,,2054086.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,284.0,2052446.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,62344.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +134,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,3.0,312,45.0,111.0,15.0,188.0,2440,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,53447.0,50124.0,python-magic,conda-forge/python-magic,,6180392.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3323.0,6174155.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,237006.0,2.0,,,,,,,,,,,,,,,,,,, +135,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-12-07 08:02:30.000,2023-12-07 08:02:29,1078.0,7.0,466,55.0,295.0,11.0,319.0,2347,2023-06-22 06:12:29.713,2.2.0,36.0,84.0,34,True,154167.0,146929.0,mysqlclient,conda-forge/mysqlclient,5273.0,4874208.0,https://pypi.org/project/mysqlclient,2023-06-22 06:12:29.713,7238.0,4866515.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,312992.0,2.0,,,,,,,,,,,,,,,,,,, +136,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-12-02 01:23:36.121,2023-10-16 15:26:04,1031.0,11.0,267,35.0,368.0,198.0,253.0,2225,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,34,True,15911.0,15809.0,pypika,conda-forge/pypika,,2169389.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,102.0,2169169.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,5730.0,2.0,,,,,,,,,,,,,,,,,,, +137,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, PyTables, pandas, bcolz and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-12-05 20:45:41.000,2023-12-04 13:14:17,823.0,30.0,203,62.0,101.0,69.0,293.0,2053,2023-09-26 08:55:29.000,2.8.7,51.0,71.0,34,True,3209.0,,numexpr,conda-forge/numexpr,515.0,5630510.0,https://pypi.org/project/numexpr,2023-09-26 08:55:29.000,3209.0,5452595.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7472214.0,2.0,,,,,,,,,,,,,,,,,,, +138,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,49.0,149.0,56.0,85.0,2002,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39427.0,5.0,chardet,conda-forge/chardet,,56982554.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39419.0,56413572.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22184456.0,1.0,,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,150.0,,,,,,,,,,,,, +139,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-11-01 12:10:42.000,2023-10-30 00:20:45,288.0,16.0,149,27.0,58.0,8.0,228.0,1850,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,34,True,3544.0,,cachetools,conda-forge/cachetools,,108035507.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3544.0,107793675.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10398809.0,1.0,,,,,,,,,,,,,,,,,,, +140,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-11-25 16:13:54.210,2023-11-15 14:34:32,867.0,8.0,250,48.0,290.0,8.0,271.0,1798,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,34,True,2366.0,,msgpack,conda-forge/msgpack-python,1275.0,55716189.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2366.0,55333212.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14552489.0,3.0,-4.0,,,,,,,,,,,,,,,,,, +141,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-12-02 01:44:33.000,2023-12-02 01:44:23,471.0,7.0,211,36.0,248.0,41.0,209.0,1788,2023-11-17 11:13:10.000,0.14.1,48.0,94.0,34,True,15959.0,14589.0,voluptuous,conda-forge/voluptuous,,3790339.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1370.0,3781278.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,335288.0,2.0,,,,,,,,,,,,,,,,,,, +142,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-12-07 12:41:50.000,2023-12-05 21:31:03,1851.0,31.0,225,45.0,876.0,278.0,380.0,1257,2023-08-18 14:29:58.000,2.16.1,73.0,95.0,34,True,3469.0,3005.0,zarr,conda-forge/zarr,,483218.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,464.0,414902.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2800975.0,2.0,,,,,,,,,,,,,,,,,,, +143,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,190.0,238.0,1164,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,28563.0,26410.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,5177147.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2153.0,5170981.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,536452.0,2.0,,,,,,,,,,,,,,,,,,, +144,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-11-16 21:53:00.000,2023-11-16 21:49:07,517.0,67.0,125,23.0,67.0,22.0,161.0,861,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,34,True,18267.0,17932.0,anytree,conda-forge/anytree,,958507.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,335.0,957687.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36123.0,1.0,,,,,,,,,,,,,,,,,,, +145,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-12-05 19:32:50.689,2023-12-05 15:16:55,1024.0,24.0,254,18.0,395.0,128.0,312.0,761,2023-12-05 15:17:45.000,2023.12.1,65.0,133.0,34,True,16449.0,15718.0,s3fs,conda-forge/s3fs,,144033071.0,https://pypi.org/project/s3fs,2023-12-05 15:17:45.000,731.0,143872162.0,https://anaconda.org/conda-forge/s3fs,2023-12-05 19:32:50.689,6436376.0,2.0,,,,,,,,,,,,,,,,,,, +146,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-12-05 00:39:49.000,2023-12-03 06:33:16,1135.0,24.0,289,32.0,838.0,13.0,524.0,712,2023-11-10 08:24:20.000,7.2.0,107.0,123.0,34,True,6376.0,5909.0,minio,conda-forge/minio,,1803879.0,https://pypi.org/project/minio,2023-11-10 08:22:48.000,467.0,1800080.0,https://anaconda.org/conda-forge/minio,2023-09-25 07:31:11.471,151960.0,2.0,,,,,,,,,,,,,,,,,,, +147,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,236,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,452607.0,437509.0,pyasn1,conda-forge/pyasn1,,155528322.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15098.0,150999921.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13585203.0,3.0,,,,,,,,,,,,,,,,,,, +148,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-12-07 10:47:30.000,2023-11-04 01:48:01,477.0,6.0,500,70.0,290.0,208.0,167.0,12612,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2874.0,21.0,typer,conda-forge/typer,,13890641.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2853.0,13847706.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1889157.0,3.0,,,,,,,,,,,,,,,,,,, +149,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-12-03 20:41:44.000,2023-12-03 20:41:44,482.0,8.0,247,48.0,195.0,91.0,148.0,5515,2023-08-14 13:22:49.000,8.2.3,53.0,86.0,33,True,1654.0,,tenacity,conda-forge/tenacity,,38731596.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1654.0,38580811.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5729864.0,2.0,,,,,,,,,,,,,,,,,,, +150,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-12-06 08:46:36.000,2023-12-06 08:46:35,1191.0,7.0,337,42.0,488.0,486.0,505.0,3966,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6818.0,6716.0,tortoise-orm,conda-forge/tortoise-orm,13.0,113553.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,102.0,113012.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16244.0,3.0,,,,,,,,,,,,,,,,,,, +151,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,34.0,245,64.0,89.0,23.0,273.0,3457,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,33,True,1064.0,945.0,asciimatics,conda-forge/asciimatics,,73300.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,119.0,69511.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,143985.0,3.0,,,,,,,,,,,,,,,,,,, +152,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-11-23 10:48:28.000,2023-11-23 10:48:28,410.0,10.0,199,57.0,154.0,95.0,73.0,2803,2021-12-01 20:51:57.000,0.7.5,25.0,66.0,33,True,8639.0,7707.0,schema,conda-forge/schema,,8011007.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,932.0,8008504.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,132689.0,2.0,,,,,,,,,,,,,,,,,,, +153,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,140.0,453.0,143.0,401.0,2750,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,22504.0,21649.0,pandas-datareader,conda-forge/pandas-datareader,,407603.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,855.0,403382.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,337705.0,2.0,,,,,,,,,,,,,,,,,,, +154,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-12-07 03:55:03.000,2023-11-01 21:12:44,1273.0,9.0,185,51.0,319.0,127.0,223.0,2704,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,33,True,5904.0,5432.0,plumbum,conda-forge/plumbum,,2490157.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,472.0,2478348.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,991967.0,3.0,,,,,,,,,,,,,,,,,,, +155,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-12-06 03:19:06.000,2023-12-04 21:44:09,1427.0,34.0,208,46.0,1194.0,66.0,561.0,2576,2023-10-23 08:57:14.000,0.39.1,731.0,70.0,33,True,3389.0,3337.0,docarray,conda-forge/docarray,,107412.0,https://pypi.org/project/docarray,2023-12-04 22:00:44.000,52.0,102012.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,124208.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +156,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2428,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,122033.0,119905.0,aiofiles,conda-forge/aiofiles,,11164482.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2128.0,11140067.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,927805.0,2.0,,,,,,,,,,,,,,,,,,, +157,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-12-05 22:44:47.985,2023-12-05 14:41:43,497.0,5.0,298,26.0,118.0,11.0,148.0,1756,2023-12-05 14:44:01.000,2.9.0,43.0,65.0,33,True,64688.0,63182.0,emoji,conda-forge/emoji,,2903560.0,https://pypi.org/project/emoji,2023-12-05 14:44:01.000,1506.0,2901949.0,https://anaconda.org/conda-forge/emoji,2023-12-05 22:44:47.985,64475.0,2.0,,,,,,,,,,,,,,,,,,, +158,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-12-03 00:40:59.000,2023-11-27 01:26:04,685.0,4.0,223,60.0,402.0,134.0,615.0,1472,2019-06-19 22:31:20.000,3.7.4,16.0,92.0,33,True,6009.0,,typing,conda-forge/typing,,8719665.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6009.0,8688022.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2942810.0,2.0,,,,,,,,,,,,,,,,,,, +159,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-12-04 17:11:13.000,2023-11-13 20:12:14,6035.0,10.0,553,78.0,1111.0,15.0,,1354,2023-06-06 15:21:12.274,3.28.0,75.0,196.0,33,True,6558.0,5855.0,cassandra-driver,conda-forge/cassandra-driver,,1722020.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,703.0,1717284.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,189479.0,3.0,,,,,,,,,,,,,,,,,,, +160,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-11-27 21:24:17.000,2023-11-27 21:24:11,701.0,12.0,125,22.0,277.0,41.0,128.0,1055,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10533.0,,pluggy,conda-forge/pluggy,,98131695.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10533.0,97510649.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23599748.0,2.0,,,,,,,,,,,,,,,,,,, +161,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-11-07 16:05:40.000,2023-11-07 16:05:40,346.0,11.0,141,14.0,160.0,18.0,138.0,850,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,33,True,96154.0,94343.0,validators,conda-forge/validators,13.0,6531271.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1811.0,6518071.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,541196.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +162,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-12-07 11:03:36.000,2023-12-07 11:03:36,1507.0,33.0,211,98.0,750.0,5.0,229.0,843,2023-11-28 12:20:00.000,5.15.0,130.0,42.0,33,True,7869.0,7643.0,neo4j-driver,conda-forge/neo4j-python-driver,,129472.0,https://pypi.org/project/neo4j-driver,2023-11-28 12:18:24.000,226.0,124779.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-11-28 14:47:20.911,197107.0,3.0,,,,,,,,,,,,,,,,,,, +163,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,791,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,528986.0,504580.0,decorator,conda-forge/decorator,,58286440.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24406.0,58004831.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25063236.0,2.0,,,,,,,,,,,,,,,,,,, +164,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-11-03 12:32:10.000,2023-11-03 12:31:26,810.0,6.0,131,23.0,94.0,53.0,139.0,303,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,112640.0,105551.0,asn1crypto,conda-forge/asn1crypto,,60140500.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7089.0,60033685.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8331584.0,3.0,,,,,,,,,,,,,,,,,,, +165,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,,78,15.0,35.0,35.0,47.0,290,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1837482.0,1754011.0,pytz,conda-forge/pytz,,154339399.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83471.0,153048810.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,47751819.0,3.0,,,,,,,,,,,,,,,,,,, +166,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-10-22 22:23:29.297,2023-10-22 17:41:43,315.0,15.0,58,7.0,75.0,1.0,81.0,179,2023-06-21 14:09:09.912,4.3.1,47.0,30.0,33,True,142469.0,138649.0,tzlocal,conda-forge/tzlocal,,41933148.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3820.0,41844107.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2493169.0,3.0,,,,,,,,,,,,,,,,,,, +167,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-12-02 01:46:06.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,14.0,291.0,6258,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13037.0,12126.0,tinydb,conda-forge/tinydb,,498268.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,911.0,494251.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,361565.0,2.0,,,,,,,,,,,,,,,,,,, +168,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-10-24 16:00:35.000,2023-09-20 06:18:21,1023.0,25.0,515,91.0,185.0,16.0,429.0,5143,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,32,True,3518.0,3250.0,transitions,conda-forge/transitions,,502599.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,268.0,491908.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,577331.0,1.0,,,,,,,,,,,,,,,,,,, +169,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-12-03 20:35:16.966,2023-11-28 18:26:26,330.0,2.0,253,52.0,201.0,125.0,197.0,3605,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21242.0,21121.0,databases,conda-forge/databases,,344662.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,121.0,339478.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,191843.0,3.0,,,,,,,,,,,,,,,,,,, +170,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-11-28 14:35:55.000,2022-12-19 03:14:24,1998.0,,260,47.0,201.0,176.0,358.0,3346,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2786.0,2670.0,dependency-injector,conda-forge/dependency_injector,,1117319.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,116.0,1116028.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,34867.0,2.0,,,,,,,,,,,,,,,,,,, +171,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-12-07 13:39:39.000,2023-11-29 14:41:17,6067.0,182.0,341,41.0,1889.0,37.0,204.0,3304,2023-11-28 15:58:40.000,0.50.0,116.0,81.0,32,True,259.0,257.0,zenml,,1.0,10721.0,https://pypi.org/project/zenml,2023-11-28 15:58:40.000,2.0,10721.0,,,,2.0,,,,,,,,,,,,,,,,,,, +172,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3107,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2230.0,,sortedcontainers,conda-forge/sortedcontainers,,29246177.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2230.0,29115922.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11592732.0,2.0,-3.0,,,,,,,,,,,,,,,,,, +173,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-12-05 16:43:54.000,2023-09-07 02:59:25,1023.0,,365,49.0,382.0,82.0,310.0,2999,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,32,True,628.0,,smart-open,conda-forge/smart_open,,17590686.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,628.0,17536415.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2225141.0,2.0,,,,,,,,,,,,,,piskvorky/smart_open,,,,, +174,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-12-06 21:11:33.000,2023-12-06 18:43:29,624.0,37.0,230,17.0,603.0,280.0,421.0,2707,2023-09-30 04:00:26.000,0.17.2,77.0,110.0,32,True,1275.0,1180.0,pandera,conda-forge/pandera-core,,1222131.0,https://pypi.org/project/pandera,2023-09-30 04:00:26.000,95.0,1221313.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,31117.0,2.0,,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,, +175,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-11-08 18:48:21.000,2023-04-17 23:37:12,196.0,,185,28.0,76.0,9.0,84.0,2591,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,119716.0,116323.0,python-decouple,conda-forge/python-decouple,12.0,1739669.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3393.0,1738689.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,73534.0,2.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +176,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-11-29 18:38:37.000,2023-11-29 18:38:35,828.0,7.0,424,40.0,630.0,259.0,367.0,2319,2023-11-29 05:21:25.000,5.5.1,90.0,107.0,32,True,1744.0,1583.0,pynamodb,conda-forge/pynamodb,,1441892.0,https://pypi.org/project/pynamodb,2023-11-29 05:21:25.000,161.0,1432208.0,https://anaconda.org/conda-forge/pynamodb,2023-11-29 14:08:47.181,387387.0,3.0,,,,,,,,,,,,,,,,,,, +177,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2105,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,210558.0,202008.0,xlrd,conda-forge/xlrd,,18956752.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8550.0,18912214.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3607639.0,2.0,,,,,,,,,,,,,,,,,,, +178,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,86.0,1982,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7041.0,,jmespath,conda-forge/jmespath,,126683339.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7041.0,126489662.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17237273.0,3.0,,,,,,,,,,,,,,,,,,, +179,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1668,2023-11-21 19:53:26.000,4.9.0,48.0,64.0,32,False,2059.0,,humanize,conda-forge/humanize,,5354037.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2059.0,5342296.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,493124.0,2.0,,,,,,,,,,,,,,,,,,, +180,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-11-29 23:17:44.000,2023-11-18 19:19:04,1056.0,6.0,90,17.0,579.0,101.0,444.0,1662,2022-12-08 21:01:02.889,2.3.0,146.0,31.0,32,True,21752.0,21307.0,omegaconf,conda-forge/omegaconf,,6051872.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,445.0,6025646.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1232651.0,2.0,,,,,,,,,,,,,,,,,,, +181,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-12-07 12:20:51.000,2023-12-06 15:34:56,1362.0,86.0,147,22.0,883.0,57.0,368.0,1366,2023-11-27 10:42:18.000,9.1.0,59.0,70.0,32,True,789.0,747.0,copier,,,154634.0,https://pypi.org/project/copier,2023-11-27 10:42:18.000,42.0,154634.0,,,,3.0,,,,,,,,,,,,,,,,,,, +182,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1169,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3604.0,3518.0,petl,conda-forge/petl,,1127133.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1121976.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,216611.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +183,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,28.0,95.0,61.0,141.0,1144,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6599.0,6276.0,sshtunnel,conda-forge/sshtunnel,,6865168.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,323.0,6863669.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,130459.0,3.0,,,,,,,,,,,,,,,,,,, +184,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,609.0,866,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,32,True,8248.0,7893.0,cx-Oracle,conda-forge/cx_oracle,,2929132.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,355.0,2916765.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,507061.0,3.0,,,,,,,,,,,,,,,,,,, +185,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-12-07 13:07:58.000,2023-12-06 22:28:02,376.0,13.0,119,60.0,377.0,55.0,291.0,399,2023-05-10 16:05:56.572,0.19.2,43.0,47.0,32,True,8927.0,8593.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7356696.0,https://pypi.org/project/pandas-gbq,2023-05-10 16:05:56.572,334.0,7307619.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1864808.0,3.0,,,,,,,,,,,,,,,,,,, +186,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-11-12 18:19:54.000,2023-11-08 17:30:56,868.0,47.0,63,18.0,466.0,139.0,284.0,368,2023-11-08 17:32:32.000,2.0.1,87.0,35.0,32,True,9178.0,9023.0,param,conda-forge/param,,608751.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,155.0,570926.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1437382.0,3.0,,,,,,,,,,,,,,,,,,, +187,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-12-05 14:43:04.000,2023-11-30 17:42:07,1870.0,2.0,598,125.0,1289.0,221.0,1087.0,7741,2023-02-23 18:30:37.000,1.3.2,22.0,114.0,31,True,17903.0,17894.0,hydra,conda-forge/hydra-core,,30336.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,11493.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,866823.0,3.0,,,,,,,,,,,,,,,,,,, +188,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,131.0,189.0,179.0,343.0,5924,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6558.0,6472.0,eel,,,69697.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69697.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +189,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5122,,,41.0,28.0,31,False,8385.0,7563.0,pdfminer,conda-forge/pdfminer,,178181.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,822.0,177777.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35568.0,2.0,2.0,,,,,,,,,,,,,,,,,, +190,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-11-28 02:39:28.000,2023-11-28 02:39:24,986.0,6.0,380,84.0,175.0,,605.0,4706,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1494.0,1317.0,huey,conda-forge/huey,,99525.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,177.0,99039.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33062.0,2.0,,,,,,,,,,,,,,,,,,, +191,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4671,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,4023.0,3441.0,dataset,conda-forge/dataset,,172647.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,582.0,172417.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7619.0,3.0,,,,,,,,,,,,,,,,,,, +192,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-12-07 06:11:44.000,2023-12-06 22:49:03,7697.0,513.0,663,85.0,1307.0,137.0,664.0,3938,2023-11-03 04:09:37.000,0.4.0,64.0,255.0,31,True,38.0,2.0,toga,,2094.0,4397.0,https://pypi.org/project/toga,2023-11-03 04:09:37.000,34.0,4227.0,,,,2.0,,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,21.0,,,,,,,,,,,,, +193,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-11-20 07:27:02.000,2023-04-22 06:02:17,441.0,,287,23.0,113.0,15.0,125.0,3475,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,23856.0,23435.0,gdown,conda-forge/gdown,,1468801.0,https://pypi.org/project/gdown,2023-03-25 04:14:00.465,421.0,1464085.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,240538.0,2.0,,,,,,,,,,,,,,,,,,, +194,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,286.0,1629.0,112.0,486.0,3310,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,340.0,323.0,koalas,conda-forge/koalas,1019.0,1467743.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1461867.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,322296.0,3.0,,,,,,,"['spark', 'pandas']",,,,,,,,,,,, +195,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3172,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9985.0,9167.0,blaze,conda-forge/blaze,,11408.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,8747.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202304.0,3.0,,,,,,,,,,,,,,,,,,, +196,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-12-06 15:04:15.000,2023-12-06 15:04:13,1723.0,36.0,100,42.0,1320.0,66.0,353.0,3016,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,539.0,480.0,returns,conda-forge/returns,,218758.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,218505.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7852.0,3.0,,,,,,,,,,,,,,,,,,, +197,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1490.0,1376.0,mrjob,conda-forge/mrjob,,93787.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,87821.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519113.0,2.0,,,,,,,,,,,,,,,,,,, +198,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-12-05 23:44:41.000,2023-12-05 23:33:01,808.0,62.0,108,32.0,1035.0,17.0,388.0,2413,2023-12-05 23:20:26.000,1.3.17,306.0,32.0,31,True,225.0,219.0,whylogs,,44.0,127831.0,https://pypi.org/project/whylogs,2023-12-05 23:20:26.000,6.0,127829.0,,,,2.0,,,,,,,,,,,,,,,,,,, +199,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1913,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,False,618.0,,fs,conda-forge/fs,,2052153.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,618.0,2042930.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,691778.0,3.0,,,,,,,,,,,,,,,,,,, +200,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-11-28 18:14:54.000,2023-11-28 18:14:52,1025.0,21.0,59,22.0,106.0,113.0,76.0,1766,2023-11-27 00:23:41.000,23.5.0,26.0,22.0,31,True,1414.0,1292.0,glom,conda-forge/glom,,1391713.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,122.0,1391008.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28230.0,2.0,,,,,,,,,,,,,,,,,,, +201,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-12-06 16:18:48.000,2023-12-06 16:18:48,1465.0,91.0,252,42.0,644.0,138.0,878.0,1717,2023-12-05 18:42:59.000,1.8.0,118.0,46.0,31,False,321.0,303.0,sdv,conda-forge/sdv,,59732.0,https://pypi.org/project/sdv,2023-12-05 18:41:19.000,18.0,59101.0,https://anaconda.org/conda-forge/sdv,2023-12-05 23:39:59.074,15155.0,2.0,,,,,,,,,,,,,,,,,,, +202,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,100.0,402.0,167.0,379.0,1670,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9053.0,7793.0,influxdb,conda-forge/influxdb,,1768527.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1765498.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,133297.0,3.0,,,,,,,,,,,,,,,,,,, +203,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,4.0,214,48.0,179.0,56.0,337.0,1461,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,31,True,2315.0,2218.0,pygsheets,,,1292465.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,97.0,1292465.0,,,,3.0,,,,,,,,,,,,,,,,,,, +204,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,1003,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,279649.0,264478.0,appdirs,conda-forge/appdirs,,19458296.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15171.0,19351942.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9890963.0,3.0,,,,,,,,,,,,,,,,,,, +205,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,957,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,31,True,46074.0,44408.0,Bottleneck,conda-forge/bottleneck,,703730.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1666.0,603064.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3825338.0,3.0,,,,,,,,,,,,,,,,,,, +206,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-12-05 01:33:19.000,2023-12-05 01:33:18,970.0,13.0,100,22.0,93.0,27.0,83.0,877,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,31,True,1026.0,,inflect,conda-forge/inflect,,4984545.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1026.0,4976108.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,354381.0,2.0,,,,,,,,,,,,,,,,,,, +207,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-11-01 16:03:03.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,115.0,22.0,103.0,457,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7163.0,,rsa,conda-forge/rsa,,133851031.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7163.0,133703602.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13121220.0,3.0,-3.0,,,,,,,,,,,,,,,,,, +208,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,11.0,31,10.0,77.0,3.0,26.0,398,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,31,True,37245.0,36948.0,srsly,conda-forge/srsly,,5924255.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5891448.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1377931.0,3.0,,,,,,,,,,,,,,,,,,, +209,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-12-06 23:21:14.000,2023-09-28 23:25:31,1160.0,3.0,86,19.0,762.0,31.0,121.0,360,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,31,True,3323.0,,multidict,conda-forge/multidict,5324.0,80244731.0,https://pypi.org/project/multidict,2023-07-20 15:53:14.362,3323.0,79948143.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11268122.0,2.0,,,,,,,,,,,,,,,,,,, +210,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-12-06 01:03:21.000,2023-12-02 00:42:27,777.0,11.0,46,45.0,681.0,46.0,176.0,57,2023-08-09 13:45:56.000,2.21.0,75.0,65.0,31,False,3247.0,3231.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3971272.0,https://pypi.org/project/google-cloud-bigtable,2023-08-09 13:45:56.000,16.0,3968289.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-08-09 19:06:01.920,101441.0,3.0,,,,,,,,,,,,,,,,,,, +211,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-12-05 01:28:05.000,2023-12-05 01:28:05,856.0,33.0,36,12.0,53.0,1.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,36.0,31,False,1602.0,,importlib-resources,conda-forge/importlib_resources,,68951859.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1602.0,68545678.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17465793.0,2.0,,,,,,,,,,,,,,,,,,, +212,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-12-05 01:26:32.000,2023-12-05 01:26:32,683.0,17.0,40,4.0,41.0,8.0,64.0,44,2023-09-18 15:18:43.000,3.17.0,49.0,23.0,31,False,4175.0,,zipp,conda-forge/zipp,,169752174.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4175.0,168865329.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34586964.0,3.0,,,,,,,,,,,,,,,,,,, +213,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,144.0,967.0,500.0,773.0,8074,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,653.0,622.0,vaex,conda-forge/vaex,280.0,36464.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,34398.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,177540.0,3.0,,,,,,,,,,,,,,,,,,, +214,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,142.0,293.0,282.0,244.0,6643,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1723.0,1693.0,faust,,,19661.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,19661.0,,,,3.0,,,,,,,,,,,,,,,,,,, +215,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,408,78.0,69.0,365.0,194.0,3564,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,14434.0,13911.0,keyboard,conda-forge/keyboard,,206181.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,523.0,205374.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,24236.0,3.0,,,,,,,,,,,,,,,,,,, +216,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-12-02 16:39:34.000,2023-11-25 10:11:21,989.0,6.0,141,71.0,61.0,9.0,72.0,3176,2018-06-30 04:16:20.000,1.10.3,51.0,32.0,30,True,10039.0,9407.0,funcy,conda-forge/funcy,,1991015.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,632.0,1986190.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,400545.0,3.0,,,,,,,,,,,,,,,,,,, +217,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1957.0,1570.0,schematics,conda-forge/schematics,,256780.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,256289.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26038.0,3.0,,,,,,,,,,,,,,,,,,, +218,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,2.0,276,48.0,73.0,50.0,113.0,2199,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1078.0,1013.0,datasketch,,19.0,1281137.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,65.0,1281137.0,,,,3.0,,,,,,,,,,,,,,,,,,, +219,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,3.0,315,70.0,401.0,109.0,367.0,1482,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,30,True,244.0,219.0,mleap,conda-forge/mleap,,265593.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,263786.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,77709.0,3.0,,,,,,,,,,,,,,,,,,, +220,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1402,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2912.0,,python-slugify,conda-forge/python-slugify,,12546117.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2912.0,12500255.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1880350.0,3.0,,,,,,,,,,,,,,,,,,, +221,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-12-07 11:36:04.000,2023-12-07 11:23:57,792.0,23.0,62,15.0,443.0,185.0,175.0,1392,2023-10-22 23:01:49.000,0.11.0,32.0,25.0,30,True,2610.0,2595.0,prisma,,,60355.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,60355.0,,,,3.0,,,,,,,,,,,,,,,,,,, +222,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-12-02 19:59:33.000,2023-12-02 19:58:34,649.0,22.0,61,16.0,234.0,3.0,54.0,1359,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,20591.0,20076.0,bidict,conda-forge/bidict,,1492724.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,515.0,1488454.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,371569.0,2.0,,,,,,,,,,,,,,,,,,, +223,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-12-04 18:42:47.000,2023-12-04 18:42:46,616.0,22.0,138,22.0,508.0,35.0,251.0,957,2023-08-06 20:31:23.000,0.12.2,44.0,43.0,30,True,2115.0,1987.0,aiocache,,14.0,424067.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,128.0,424067.0,,,,2.0,,,,,,,,,,,,,,,,,,, +224,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,869,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5319.0,4998.0,fastcore,conda-forge/fastcore,,673577.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,321.0,670893.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,64433.0,3.0,,,,,,,,,,,,,,,,,,, +225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-12-04 22:26:12.000,2020-10-21 17:48:31,219.0,,77,15.0,266.0,46.0,25.0,676,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,44998.0,42901.0,cached-property,conda-forge/cached-property,,12203265.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2097.0,12106124.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7868487.0,2.0,,,,,,,,,,,,,,,,,,, +226,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-12-05 08:37:37.000,2023-12-05 00:42:22,556.0,32.0,358,36.0,291.0,27.0,125.0,654,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4494.0,3214.0,pysolr,conda-forge/pysolr,,291790.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1280.0,291523.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21937.0,3.0,,,,,,,,,,,,,,,,,,, +227,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,66,23.0,49.0,6.0,90.0,519,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17258.0,15072.0,scandir,conda-forge/scandir,,4014109.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2186.0,3978280.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1361524.0,3.0,,,,,,,,,,,,,,,,,,, +228,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-12-03 17:43:12.000,2023-04-04 13:18:36,954.0,,4527,635.0,751.0,198.0,100.0,23156,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,111.0,95.0,algorithms,conda-forge/algorithms,,2321.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,2261.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1942.0,3.0,,,,,,,,,,,,,,,,,,, +229,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-09-27 17:49:39.000,2022-05-08 04:08:19,743.0,,945,273.0,295.0,152.0,462.0,17989,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,924.0,842.0,gooey,conda-forge/gooey,535.0,5371.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,82.0,4041.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72601.0,3.0,,,,,,,,,,,,,,,,,,, +230,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7025,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1292.0,1111.0,records,conda-forge/records,,322851.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,322542.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24797.0,3.0,,,,,,,,,,,,,,,,,,, +231,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-11-17 17:28:01.000,2023-11-17 17:28:01,2687.0,2.0,847,169.0,741.0,21.0,961.0,5604,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,29,True,428.0,415.0,snorkel,conda-forge/snorkel,1053.0,28475.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,27583.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46660.0,3.0,,,,,,,,,,,,,,,,,,, +232,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-12-04 00:40:59.000,2023-11-29 15:40:04,3045.0,9.0,222,29.0,290.0,98.0,760.0,3271,2023-11-29 17:37:15.000,0.23.1,115.0,79.0,29,True,122.0,115.0,ploomber,conda-forge/ploomber,,10004.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,7333.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,80142.0,3.0,,,,,,,,,,,,,,,,,,, +233,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-11-30 15:13:00.000,2023-11-26 21:16:28,3858.0,14.0,317,37.0,336.0,146.0,542.0,2448,2023-10-09 19:54:22.000,2.8,210.0,102.0,29,True,107.0,95.0,pyinfra,,,33249.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,12.0,33249.0,,,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +234,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,132,56.0,73.0,15.0,64.0,2398,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,7999.0,7598.0,addict,conda-forge/addict,20.0,2635537.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,401.0,2630765.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,424786.0,3.0,,,,,,,,,,,,,,,,,,, +235,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1765,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,24.0,,datatable,conda-forge/datatable,2215.0,59257.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,24.0,58584.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23196.0,3.0,,,,,,,,,,,,,,,,,,, +236,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-12-01 12:09:47.000,2023-11-08 21:49:40,813.0,31.0,45,12.0,247.0,9.0,89.0,1300,2023-11-08 21:14:41.000,0.33.0,63.0,7.0,29,True,1572.0,1537.0,python-benedict,conda-forge/python-benedict,,646453.0,https://pypi.org/project/python-benedict,2023-11-08 21:14:41.000,35.0,642511.0,https://anaconda.org/conda-forge/python-benedict,2023-11-09 06:24:03.276,145890.0,3.0,,,,,,,,,,,,,,,,,,, +237,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-12-07 10:49:37.000,2023-10-16 00:08:39,536.0,1.0,75,19.0,215.0,34.0,95.0,1278,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,29,True,10989.0,10592.0,questionary,conda-forge/questionary,,1439917.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,397.0,1438196.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,61991.0,3.0,,,,,,,,,,,,,,,,,,, +238,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-12-01 18:59:04.000,2023-12-01 18:59:04,1730.0,17.0,77,14.0,424.0,106.0,241.0,1180,2023-11-10 17:34:43.000,1.1.1,247.0,41.0,29,True,316.0,305.0,piccolo,,,22697.0,https://pypi.org/project/piccolo,2023-11-10 17:34:43.000,11.0,22697.0,,,,3.0,,,,,,,,,,,,,,,,,,, +239,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1092,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2035.0,1816.0,redis-py-cluster,,4050.0,2011362.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,2011325.0,,,,3.0,,,,,,,,,,,,,,,,,,, +240,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-12-05 01:24:16.000,2023-12-05 01:24:15,1236.0,22.0,145,39.0,83.0,2.0,131.0,1070,2023-12-04 20:30:00.000,16.9.0,22.0,51.0,29,True,148.0,,path,conda-forge/path,,1648438.0,https://pypi.org/project/path,2023-12-04 20:29:42.000,148.0,1637325.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,477897.0,3.0,,,,,,,,,,,,,,,,,,, +241,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-12-06 15:18:24.000,2023-10-10 14:12:37,1994.0,3.0,136,42.0,420.0,115.0,251.0,948,2023-05-29 19:24:00.928,0.7.0,30.0,86.0,29,True,1902.0,1773.0,intake,conda-forge/intake,,60692.0,https://pypi.org/project/intake,2023-12-04 21:17:26.000,129.0,52089.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,524837.0,3.0,,,,,,,,,,,,,,,,,,, +242,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,19.0,130,27.0,44.0,9.0,74.0,906,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,444.0,,email-validator,conda-forge/email-validator,,9447144.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,444.0,9443780.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,137949.0,3.0,,,,,,,,,,,,,,,,,,, +243,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,46,17.0,75.0,1.0,88.0,813,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,29,True,26014.0,24728.0,natsort,conda-forge/natsort,,4265212.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1286.0,4224943.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1489985.0,3.0,,,,,,,,,,,,,,,,,,, +244,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-11-27 17:26:38.000,2023-10-29 08:32:08,714.0,12.0,45,11.0,84.0,14.0,96.0,486,2020-11-16 12:53:09.000,0.9.4,61.0,22.0,29,True,5022.0,4748.0,python-rapidjson,conda-forge/python-rapidjson,,1784946.0,https://pypi.org/project/python-rapidjson,2023-10-29 08:32:19.000,274.0,1748069.0,https://anaconda.org/conda-forge/python-rapidjson,2023-10-29 09:57:16.120,1401349.0,3.0,,,,,,,,,,,,,,,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,53,9.0,46.0,20.0,21.0,133,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,56462.0,54176.0,isodate,conda-forge/isodate,,81916805.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2286.0,81866849.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4645939.0,3.0,,,,,,,,,,,,,,,,,,, +246,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,194,29.0,53.0,80.0,127.0,3324,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,28,True,47.0,,pandarallel,conda-forge/pandarallel,,450241.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,47.0,448433.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,54263.0,3.0,,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,, +247,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-11-15 13:05:09.000,2023-10-09 16:19:55,1158.0,2.0,587,175.0,463.0,94.0,476.0,3001,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,28,False,266.0,233.0,arctic,conda-forge/arctic,209.0,4087.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3530.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30556.0,3.0,,,,,,,,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,96.0,110.0,31.0,127.0,2759,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6899.0,6741.0,sklearn-pandas,conda-forge/sklearn-pandas,,208820.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,158.0,207003.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67262.0,3.0,,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2617,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2354.0,2309.0,gino,,,21545.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,21545.0,,,,3.0,,,,,,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,1.0,117,23.0,111.0,50.0,42.0,1933,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7440.0,7346.0,gin-config,conda-forge/gin-config,,198575.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,94.0,198048.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22661.0,3.0,,,,,,,,,,,,,,,,,,, +251,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-11-13 17:02:54.000,2023-06-20 15:54:36,2284.0,,174,39.0,371.0,33.0,263.0,1913,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,60.0,,pyscaffold,conda-forge/pyscaffold,,200740.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,60.0,195777.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,178693.0,3.0,,,,,,,,,,,,,,,,,,, +252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1416,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10856.0,9346.0,blessings,conda-forge/blessings,,961992.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,955328.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,279925.0,3.0,,,,,,,,,,,,,,,,,,, +253,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,30.0,69.0,1087,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,28,True,4365.0,4137.0,sqlitedict,conda-forge/sqlitedict,,482043.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,228.0,479587.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,95817.0,3.0,,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +254,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,7.0,39.0,724,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,860.0,,munch,conda-forge/munch,,2251665.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,860.0,1701178.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3853415.0,3.0,,,,,,,,,,,,,,,,,,, +255,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,684,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10600.0,9361.0,parsedatetime,conda-forge/parsedatetime,,7316649.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1239.0,7314577.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,180295.0,3.0,,,,,,,,,,,,,,,,,,, +256,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,673,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,15512.0,14029.0,configargparse,conda-forge/configargparse,,4103922.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1483.0,4081619.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,758321.0,3.0,,,,,,,,,,,,,,,,,,, +257,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,3.0,134,13.0,94.0,22.0,172.0,476,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7230.0,4846.0,pylibmc,conda-forge/pylibmc,444.0,192986.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,187295.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215261.0,3.0,,,,,,,,,,,,,,,,,,, +258,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-12-07 00:59:41.000,2023-12-07 00:59:41,6942.0,486.0,31,10.0,267.0,41.0,558.0,375,2023-11-12 01:58:19.000,2.0.1,192.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9887.0,https://pypi.org/project/static-frame,2023-11-12 01:53:18.000,2.0,2651.0,https://anaconda.org/conda-forge/static-frame,2023-11-12 21:58:17.281,311171.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +259,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,35430.0,32022.0,configobj,conda-forge/configobj,332.0,3108312.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3408.0,3096746.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,751685.0,3.0,,,,,,,,,,,,,,,,,,, +260,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,233,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1290.0,1217.0,tabulator,conda-forge/tabulator-py,,164204.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,163509.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54257.0,3.0,,,,,,,,,,,,,,,,,,, +261,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,202,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,11951.0,11551.0,ordered-set,conda-forge/ordered-set,,11454912.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,400.0,11450120.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,440922.0,3.0,,,,,,,,,,,,,,,,,,, +262,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-12-04 14:04:13.000,2022-03-10 10:33:50,585.0,,559,83.0,258.0,125.0,129.0,3664,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,230618.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,230360.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22477.0,3.0,,,,,,,,,,,,,,,,,,, +263,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,31.0,82.0,16.0,127.0,2382,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1209.0,1164.0,swifter,conda-forge/swifter,,403664.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,45.0,396437.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,303575.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +264,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-12-07 00:00:50.000,2023-12-07 00:00:50,5642.0,16.0,507,108.0,947.0,590.0,954.0,2093,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,133.0,27,False,76.0,,wx,conda-forge/wxpython,3620.0,19578.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,742020.0,3.0,,,,,,,,,,,,,,,,,,, +265,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1896,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2276.0,,retrying,conda-forge/retrying,,9605208.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2276.0,9587113.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1574288.0,3.0,,,,,,,,,,,,,,,,,,, +266,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,211.0,175.0,mongo-connector,,,6156.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6156.0,,,,3.0,,,,,,,,,,,,,,,,,,, +267,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-11-27 16:49:59.000,2023-11-27 16:50:11,2727.0,25.0,134,49.0,300.0,45.0,194.0,1492,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,305.0,222.0,enaml,conda-forge/enaml,744.0,7105.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,3317.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,158680.0,3.0,,,,,,,,,,,,,,,,,,, +268,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,86.0,73.0,1358,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2294.0,2028.0,strictyaml,conda-forge/strictyaml,,980448.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,266.0,977311.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,213328.0,3.0,,,,,,,,,,,,,,,,,,, +269,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1277,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2628.0,2539.0,pandasql,conda-forge/pandasql,,1688332.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,89.0,1673876.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,433700.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +270,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1081,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6407.0,6284.0,immutables,conda-forge/immutables,,725031.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,123.0,702810.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,955529.0,3.0,,,,,,,,,,,,,,,,,,, +271,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,847,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2463.0,2341.0,pyahocorasick,conda-forge/pyahocorasick,,589248.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,122.0,583837.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,205628.0,3.0,,,,,,,,,,,,,,,,,,, +272,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-12-05 04:46:40.000,2023-12-05 04:46:39,704.0,16.0,44,22.0,543.0,8.0,33.0,747,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,27,True,116.0,,janus,conda-forge/janus,,485462.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,116.0,485162.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,16202.0,3.0,,,,,,,,,,,,,,,,,,, +273,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,605,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1046.0,813.0,happybase,conda-forge/happybase,,50855.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,49076.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160116.0,3.0,,,,,,,,,,,,,,,,,,, +274,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,574,,,8.0,12.0,27,False,60895.0,58513.0,dataclasses,conda-forge/dataclasses,,12592788.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2382.0,12421060.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11505778.0,3.0,,,,,,,,,,,,,,,,,,, +275,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,67.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6346.0,4992.0,beaker,conda-forge/beaker,,287312.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1354.0,286416.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72577.0,3.0,,,,,,,,,,,,,,,,,,, +276,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,46905.0,38909.0,futures,conda-forge/futures,,9502188.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7996.0,9487825.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1263985.0,3.0,,,,,,,,,,,,,,,,,,, +277,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,6.0,63,19.0,45.0,20.0,17.0,195,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13075.0,,ptyprocess,conda-forge/ptyprocess,,40821402.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13075.0,40649614.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15804506.0,3.0,,,,,,,,,,,,,,,,,,, +278,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,2.0,21,8.0,57.0,4.0,7.0,166,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,33305.0,33222.0,catalogue,conda-forge/catalogue,,5608975.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,83.0,5579637.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1202890.0,3.0,,,,,,,,,,,,,,,,,,, +279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2485.0,2193.0,cloudant,conda-forge/cloudant,,123779.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,122518.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109755.0,3.0,,,,,,,,,,,,,,,,,,, +280,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,29,7.0,47.0,6.0,36.0,78,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,62718.0,58389.0,pathlib2,conda-forge/pathlib2,,7148086.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4329.0,7077202.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2622714.0,3.0,,,,,,,,,,,,,,,,,,, +281,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6140,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,115.0,111.0,powerline-shell,,,2365.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2365.0,,,,3.0,,,,,,,,,,,,,,,,,,, +282,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,143.0,290.0,90.0,359.0,3176,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,155.0,133.0,flexx,conda-forge/flexx,,1767.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,608.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103177.0,3.0,,,,,,,,,,,,,,,,,,, +283,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-11-21 05:10:34.000,2023-10-12 13:30:56,291.0,2.0,267,29.0,139.0,102.0,121.0,2845,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,26,True,95.0,93.0,img2dataset,,1451.0,51725.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,51674.0,,,,3.0,,,,,,,,,,,,,,,,,,, +284,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,18.0,141.0,2294,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,26,True,358.0,,python-box,conda-forge/python-box,39.0,2516539.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,358.0,2504499.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,493680.0,3.0,,,,,,,,,,,,,,,,,,, +285,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-12-06 14:47:10.000,2023-10-30 18:09:26,376.0,1.0,144,32.0,226.0,69.0,142.0,1738,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,512.0,493.0,arq,conda-forge/arq,,78438.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,78148.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9287.0,3.0,,,,,,,,,,,,,,,,,,, +286,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,204.0,1154,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,262.0,228.0,parallel-ssh,,377.0,134236.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,134233.0,,,,3.0,,,,,,,,,,,,,,,,,,, +287,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,952,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2466.0,1958.0,bcolz,conda-forge/bcolz,,9000.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4836.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,341521.0,3.0,,,,,,,,,,,,,,,,,,, +288,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,,51,9.0,30.0,14.0,77.0,611,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,26,True,1256.0,1231.0,pysimdjson,conda-forge/pysimdjson,,555458.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,25.0,553348.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,80210.0,3.0,,,,,,,,,,,,,,,,,,, +289,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-11-29 00:31:58.000,2023-11-29 00:31:51,9946.0,27.0,43,14.0,10.0,6.0,8.0,487,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,78508.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,78508.0,,,,3.0,,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,, +290,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,477,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,3803.0,3537.0,pyscreenshot,,,170455.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,266.0,170455.0,,,,3.0,,,,,,,,,,,,,,,,,,, +291,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,440,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,17291.0,17275.0,umongo,conda-forge/umongo,,30592.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,30375.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5872.0,3.0,,,,,,,,,,,,,,,,,,, +292,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,31.0,250,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2794.0,,send2trash,conda-forge/send2trash,,12868151.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2794.0,12690758.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12594949.0,3.0,,,,,,,,,,,,,,,,,,, +293,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-12-07 08:08:40.000,2023-12-05 11:43:47,3497.0,69.0,33,16.0,81.0,24.0,4.0,244,2022-09-07 10:31:33.181,0.90.10,549.0,74.0,26,True,61.0,36.0,dbnd,,,231361.0,https://pypi.org/project/dbnd,2023-12-06 16:27:20.000,25.0,231361.0,,,,3.0,,,,,,,,,,,,,,,,,,, +294,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-11-06 18:31:38.869,2023-11-06 17:16:28,368.0,14.0,32,7.0,135.0,3.0,80.0,142,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,26,True,1073.0,1028.0,everett,conda-forge/everett,,119479.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,118070.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,53564.0,3.0,,,,,,,,,,,,,,,,,,, +295,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,294.0,1806.0,66,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,8360.0,,openpyxl,openpyxl,,62331503.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8330.0,62329380.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,204802.0,3.0,,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +296,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-12-06 21:22:07.000,2023-10-02 06:28:26,631.0,28.0,386,46.0,169.0,190.0,109.0,2430,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5462.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,5462.0,,,,3.0,,,,,,,,,,,,,,,,,,, +297,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,2.0,130,49.0,61.0,14.0,123.0,2266,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,25,True,744.0,722.0,pyfunctional,,,247793.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,247793.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,141,58.0,248.0,95.0,108.0,1564,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,10212.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,10212.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,87.0,60.0,streamparse,,,7138.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,7138.0,,,,3.0,,,,,,,,,,,,,,,,,,, +300,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,2089.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,2089.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-12-06 12:06:10.000,2023-11-04 01:39:36,148.0,25.0,43,17.0,95.0,6.0,4.0,1207,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,25,True,2948.0,2931.0,asyncer,conda-forge/asyncer,,91933.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,91663.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6215.0,3.0,,,,,,,,,,,,,,,,,,, +302,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,146,45.0,53.0,20.0,19.0,1191,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,355.0,,singer-python,,,1410372.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,355.0,1410372.0,,,,3.0,,,,,,,,,,,,,,,,,,, +303,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-12-06 21:09:43.000,2023-11-03 20:39:38,482.0,4.0,78,22.0,218.0,72.0,81.0,856,2023-01-03 20:08:22.000,0.9.2,19.0,16.0,25,True,3141.0,3135.0,odmantic,,,15601.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,15601.0,,,,3.0,,,,,,,,,,,,,,,,,,, +304,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,29,11.0,51.0,21.0,35.0,313,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,391.0,,typing_inspect,conda-forge/typing_inspect,,24618724.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,391.0,24588690.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1681938.0,3.0,,,,,,,,,,,,,,,,,,, +305,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,14,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,75728.0,73011.0,contextlib2,conda-forge/contextlib2,,13834586.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2717.0,13822025.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1180791.0,3.0,,,,,,,,,,,,,,,,,,, +306,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,10.0,3,3.0,182.0,23.0,760.0,5,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,25,False,644.0,,py2neo,conda-forge/py2neo,,31744.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,644.0,30936.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63090.0,3.0,,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3942,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,137.0,62.0,storm,,,3231.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,75.0,3231.0,,,,3.0,,,,,,,,,,,,,,,,,,, +308,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,93,42.0,42.0,24.0,47.0,1490,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,123.0,112.0,pypeln,conda-forge/pypeln,,89301.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,88944.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14643.0,3.0,,,,,,,,,,,,,,,,,,, +309,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-12-04 14:09:18.000,2023-05-19 04:32:00,6411.0,,227,39.0,1043.0,9.0,209.0,1410,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,,,optimuspyspark,,,7686.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,7686.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,43.0,10.0,2.0,12.0,1073,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2297.0,2127.0,pluginbase,conda-forge/pluginbase,,686505.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,682232.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303383.0,3.0,,,,,,,,,,,,,,,,,,, +311,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-12-06 13:15:19.000,2023-12-06 13:15:17,750.0,2.0,80,14.0,133.0,35.0,101.0,907,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,24,True,255.0,,mss,conda-forge/python-mss,,435146.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,255.0,434301.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,35514.0,3.0,,,,,,,,,,,,,,,,,,, +312,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-11-15 20:33:25.333,2023-11-15 05:38:03,126.0,15.0,34,12.0,64.0,12.0,19.0,741,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,248.0,221.0,dirty-equals,conda-forge/dirty-equals,,78242.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,27.0,76366.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,39398.0,3.0,,,,,,,,,,,,,,,,,,, +313,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-12-06 23:44:30.000,2023-10-27 23:08:49,1413.0,15.0,46,17.0,137.0,3.0,13.0,698,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,19245.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,16794.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,66184.0,3.0,,,,,,,,,,,,,,,,,,, +314,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,676,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3252.0,3015.0,ratelimit,conda-forge/ratelimit,,4497896.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,237.0,4497521.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13127.0,3.0,,,,,,,,,,,,,,,,,,, +315,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,725.0,634.0,hickle,conda-forge/hickle,,28958.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,28554.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23854.0,3.0,,,,,,,,,,,,,,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,16867.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,16867.0,,,,3.0,,,,,,,,,,,,,,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,20.0,23,18.0,177.0,10.0,16.0,346,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,381.0,343.0,aiomisc,,,16616.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,38.0,16616.0,,,,3.0,,,,,,,,,,,,,,,,,,, +318,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,308,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,206.0,184.0,pyhdb,,98.0,335626.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,335625.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,92,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5901.0,4566.0,clint,conda-forge/clint,117.0,113465.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1335.0,112849.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56091.0,3.0,,,,,,,,,,,,,,,,,,, +320,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8023.0,,entrypoints,conda-forge/entrypoints,,14092754.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8023.0,13899523.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17777284.0,3.0,,,,,,,,,,,,,,,,,,, +321,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10557,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,40.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,40.0,,,,2.0,,,,,,,,,,,,,,,,,,, +322,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1550,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,195.0,171.0,commonregex,,,139068.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,139068.0,,,,3.0,,,,,,,,,,,,,,,,,,, +323,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1339,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,183.0,162.0,pinject,conda-forge/pinject,,63501.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,21.0,63324.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4780.0,3.0,,,,,,,,,,,,,,,,,,, +324,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-12-07 12:30:41.000,2023-11-07 19:36:31,325.0,2.0,77,43.0,240.0,42.0,41.0,1321,2023-08-24 10:35:41.000,0.18.1,33.0,30.0,23,True,38.0,28.0,tasktiger,,,4256.0,https://pypi.org/project/tasktiger,2023-08-24 10:35:41.000,10.0,4256.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-12-04 12:51:49.000,2023-12-04 12:51:45,256.0,2.0,55,7.0,58.0,16.0,52.0,473,2023-07-02 09:28:28.000,2.2.1,55.0,16.0,23,True,456.0,426.0,cachier,,,31526.0,https://pypi.org/project/cachier,2023-07-02 09:27:01.078,30.0,31526.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,262,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,904.0,817.0,deepdish,conda-forge/deepdish,,12409.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,11335.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91320.0,3.0,,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,192.0,184.0,pysparkling,conda-forge/pysparkling,,9710.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9572.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4564.0,3.0,,,,,,,,,,,,,,,,,,, +328,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,150,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1008.0,961.0,filedepot,,,12307.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,47.0,12307.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2812.0,2616.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,131706.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,131340.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27139.0,3.0,,,,,,,,,,,,,,,,,,, +330,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-11-18 00:06:42.000,2019-08-27 15:33:26,32.0,,21,4.0,12.0,6.0,13.0,101,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,23,False,2208.0,2081.0,stopit,conda-forge/stopit,,766819.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,756334.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,744452.0,3.0,,,,,,,,,,,,,,,,,,, +331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3497,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,430.0,396.0,pampy,,,33208.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,33208.0,,,,3.0,,,,,,,,,,,,,,,,,,, +332,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3239,,,4.0,19.0,22,False,606.0,576.0,macropy3,,,197.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,197.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,46.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,46.0,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2461,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,22121.0,713.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1796,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,203.0,172.0,bashplotlib,,,3553.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3553.0,,,,3.0,,,,,,,,,,,,,,,,,,, +336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,856,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,229.0,210.0,unsync,conda-forge/unsync,,31568.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,31283.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,11986.0,3.0,,,,,,,,,,,,,,,,,,, +337,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,852,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,192.0,163.0,rows,,38.0,879.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,879.0,,,,3.0,,,,,,,,,,,,,,,,,,, +338,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,831,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1409.0,1309.0,pickledb,,,12742.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,100.0,12742.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-11-06 00:08:19.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,178.0,16.0,122.0,554,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,116.0,107.0,pypyr,conda-forge/pypyr,,2925.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2363.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,12932.0,3.0,,,,,,,,,,,,,,,,,,, +340,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11365.0,9318.0,unipath,,,51917.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,51917.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-12-05 18:49:04.000,2023-11-21 14:29:39,5451.0,27.0,44,15.0,622.0,33.0,80.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,195.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,195.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-11-20 17:30:22.000,2023-06-01 18:46:39,628.0,,16,8.0,32.0,14.0,15.0,140,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,276.0,242.0,docopt-ng,,,115434.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,34.0,115434.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-12-06 12:49:33.000,2023-11-22 12:14:02,1759.0,60.0,5,3.0,769.0,18.0,35.0,50,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,245.0,4707.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,4698.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,555.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,555.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,476,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4529.0,3341.0,awesome-slugify,conda-forge/awesome-slugify,,53634.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,52883.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69173.0,3.0,,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,47.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,702.0,619.0,pymodm,conda-forge/pymodm,,16006.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,15894.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5157.0,3.0,,,,,,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47,15.0,34.0,25.0,11.0,283,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,408.0,393.0,price-parser,,,64226.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,15.0,64226.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,164.0,158.0,datatest,,,16100.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,16100.0,,,,3.0,,,,,,,,,,,,,,,,,,, +349,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,13.0,11.0,266,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,370.0,319.0,rtoml,,,134634.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,51.0,134634.0,,,,3.0,,,,,,,,,,,,,,,,,,, +350,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-12-05 08:31:03.000,2023-12-01 16:58:07,655.0,51.0,21,4.0,254.0,4.0,,254,2023-12-01 16:57:56.000,1.1.227,522.0,11.0,21,True,5.0,5.0,upgini,,,5022.0,https://pypi.org/project/upgini,2023-12-01 16:57:56.000,,5022.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,202,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,881.0,877.0,gsheetsdb,,,70633.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,70633.0,,,,3.0,,,,,,,,,,,,,,,,,,, +352,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-11-18 09:58:05.000,2023-03-14 05:55:27,124.0,,19,6.0,63.0,9.0,23.0,155,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,21,True,175.0,163.0,aioprometheus,,,97747.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,97747.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,124,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2052.0,1992.0,coolname,conda-forge/coolname,,423296.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,60.0,421100.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,79091.0,3.0,,,,,,,,,,,,,,,,,,, +354,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-11-17 23:01:30.116,2023-11-11 11:37:59,83.0,2.0,139,33.0,11.0,9.0,165.0,3196,2023-11-11 11:41:58.000,2.1.19`,64.0,1.0,20,False,198.0,198.0,ptext-joris-schellekens,conda-forge/borb,,1642.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-11-17 23:01:30.116,45995.0,3.0,,,,,,,,,,,,,,,,,,, +355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,141,68.0,4.0,1.0,40.0,2097,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1707.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1707.0,,,,3.0,,,,,,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,213,40.0,56.0,82.0,39.0,1392,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11290.0,1385.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1203.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,64.0,58.0,pdpipe,conda-forge/pdpipe,,2228.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1460.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28448.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +358,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,10516.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,10287.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21152.0,3.0,,,,,,,,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1980,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,,,,,,,,,,3.0,,,,,,,['spark'],,,,,,,,,,,, +360,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-12-06 16:50:12.000,2023-12-06 16:06:01,2922.0,177.0,131,28.0,217.0,38.0,343.0,1282,,,,48.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +361,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,56,36.0,46.0,14.0,58.0,1101,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,152.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,152.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,878,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,42.0,30.0,mrq,,,136.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,136.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-04-12 05:59:13.000,2022-05-27 16:50:28,284.0,,20,10.0,31.0,22.0,21.0,645,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,19,False,68.0,65.0,pugsql,,,5445.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5445.0,,,,3.0,,,,,,,,,,,,,,,,,,, +364,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-12-06 17:09:57.000,2023-12-06 17:09:52,534.0,276.0,23,4.0,71.0,6.0,14.0,485,2023-12-05 17:16:49.000,1.2.1,50.0,7.0,19,True,2.0,,pipeless-ai,,237.0,260.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,201.0,,,,1.0,,,,,,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,154.0,127.0,queries,,,3311.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3311.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,226,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,5.0,4.0,fletcher,conda-forge/fletcher,18.0,1138.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,138.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65032.0,3.0,,,,,,,['pandas'],,,,,,,,,,,, +367,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,80.0,76.0,typical,conda-forge/typical,,2529.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1416.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34515.0,3.0,,,,,,,,,,,,,,,,,,, +368,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-06 18:22:12.000,2023-12-06 17:56:28,171.0,8.0,105,56.0,74.0,26.0,16.0,2030,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,142.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,142.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1605,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,802.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,802.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,60,39.0,40.0,11.0,256.0,963,,,,1000.0,18,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +371,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,40.0,32.0,bounter,,,586.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,586.0,,,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,, +372,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2022-12-08 03:12:26.000,2022-05-03 14:54:34,375.0,,12,10.0,36.0,3.0,21.0,207,2021-03-10 16:40:20.000,1.2.1,23.0,7.0,18,False,6.0,,validr,,,10604.0,https://pypi.org/project/validr,2021-03-10 16:40:20.000,6.0,10604.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1354,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,62.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,62.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,74,23.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,113.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,113.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,188603.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,188603.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,60,19.0,27.0,42.0,30.0,790,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1297.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1297.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,611,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,427.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,427.0,,,,3.0,,,,,,,['jupyter'],,,,,,,,,,,, +378,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-12-03 18:26:26.000,2023-11-10 16:15:49,119.0,2.0,6,15.0,155.0,8.0,6.0,269,2023-11-07 10:51:10.000,0.19.4,102.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,1337.0,https://pypi.org/project/squirrel-core,2023-11-10 16:23:01.000,,1337.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +379,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1195,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,67.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,67.0,,,,3.0,,,,,,,,,,,,,,,,,,, +380,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,715,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,186.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,186.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,17.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,17.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,15,False,,,bodywork,,,229.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,229.0,,,,3.0,2.0,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,81,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,632.0,623.0,millify,,,34527.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,34527.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-12-05 23:34:28.000,2023-12-04 15:04:19,930.0,168.0,20,2.0,788.0,8.0,17.0,245,2023-11-30 10:36:03.000,0.1.52,35.0,13.0,14,False,,,the-guide,,,11.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,11.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,96,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,37.0,32.0,cleverdict,,,691.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,691.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,88.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,88.0,,,,3.0,,,,,,,['pandas'],,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,165.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,165.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,41.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,41.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,363,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,773,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 769fbe8..0c615eb 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- PyMySQL (πŸ₯‡41 Β· ⭐ 7.4K Β· πŸ“ˆ) - MySQL client library for Python. MIT -- elasticsearch (πŸ₯‡41 Β· ⭐ 4K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 -- PySimpleGUI (πŸ₯ˆ38 Β· ⭐ 12K Β· πŸ“ˆ) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- bcrypt (πŸ₯ˆ37 Β· ⭐ 1.1K Β· πŸ“ˆ) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- py2neo (πŸ₯‰25 Β· ⭐ 4 Β· πŸ“ˆ) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- numpy (πŸ₯‡54 Β· ⭐ 25K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +- click (πŸ₯‡45 Β· ⭐ 15K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 +- tink (πŸ₯ˆ38 Β· ⭐ 13K Β· πŸ“ˆ) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +- PDFMiner (πŸ₯ˆ31 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- bodywork-core (πŸ₯‰15 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- numpy (πŸ₯‡53 Β· ⭐ 25K Β· πŸ“‰) - The fundamental package for scientific computing with Python. BSD-3 -- click (πŸ₯‡44 Β· ⭐ 15K Β· πŸ“‰) - Python composable command line interface toolkit. BSD-3 -- pyparsing (πŸ₯‡39 Β· ⭐ 2K Β· πŸ“‰) - Python library for creating PEG parsers. MIT -- PyYAML (πŸ₯‡38 Β· ⭐ 2.3K Β· πŸ“‰) - Canonical source repository for PyYAML. MIT -- bodywork-core (πŸ₯‰13 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 +- PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“‰) - A Python package to manage extremely large amounts of data. BSD-3 +- msgpack (πŸ₯‰34 Β· ⭐ 1.8K Β· πŸ“‰) - MessagePack serializer implementation for Python.. Apache-2 +- python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +- rsa (πŸ₯‰31 Β· ⭐ 460 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. Apache-2 From 97b463a79196a80f7748cd7464e722b432269875 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 14 Dec 2023 13:34:37 +0000 Subject: [PATCH 43/70] Update best-of list for version 2023.12.14 --- README.md | 1257 ++++++++++++++++--------------- history/2023-12-14_changes.md | 20 + history/2023-12-14_projects.csv | 392 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1056 insertions(+), 633 deletions(-) create mode 100644 history/2023-12-14_changes.md create mode 100644 history/2023-12-14_projects.csv diff --git a/README.md b/README.md index c1f7c9c..8f206e1 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 36M Β· πŸ“¦ 550K Β· πŸ“‹ 6K - 15% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 550K Β· πŸ“‹ 6K - 14% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.6M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 310K Β· πŸ“¦ 82K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 320K Β· πŸ“¦ 83K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/google/flatbuffers @@ -140,22 +140,6 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge marshmallow ```
-
dill (πŸ₯ˆ36 Β· ⭐ 2K) - serialize all of Python. BSD-3 - -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.11.2023): - - ``` - git clone https://github.com/uqfoundation/dill - ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 41M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): - ``` - pip install dill - ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.7M Β· ⏱️ 23.07.2023): - ``` - conda install -c conda-forge dill - ``` -
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): @@ -174,12 +158,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
orjson (πŸ₯ˆ35 Β· ⭐ 5.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 66K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 67K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 15M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.10.2023): ``` pip install orjson ``` @@ -188,6 +172,38 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge orjson ```
+
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 + +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 10.12.2023): + + ``` + git clone https://github.com/ultrajson/ultrajson + ``` +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): + ``` + pip install ujson + ``` +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.5M Β· ⏱️ 11.12.2023): + ``` + conda install -c conda-forge ujson + ``` +
+
dill (πŸ₯ˆ35 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 + +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.11.2023): + + ``` + git clone https://github.com/uqfoundation/dill + ``` +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 43M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): + ``` + pip install dill + ``` +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.7M Β· ⏱️ 23.07.2023): + ``` + conda install -c conda-forge dill + ``` +
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 23.11.2023): @@ -195,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 35M / month Β· πŸ“¦ 2.9K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 36M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -220,30 +236,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge jsonpickle ```
-
ultrajson (πŸ₯‰34 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 - -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 27.11.2023): - - ``` - git clone https://github.com/ultrajson/ultrajson - ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.5K Β· ⏱️ 11.06.2023): - ``` - pip install ujson - ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.5M Β· ⏱️ 23.09.2023): - ``` - conda install -c conda-forge ujson - ``` -
-
msgpack (πŸ₯‰34 Β· ⭐ 1.8K Β· πŸ“‰) - MessagePack serializer implementation for Python.. Apache-2 +
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 55M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 56M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -252,14 +252,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge msgpack-python ```
-
srsly (πŸ₯‰31 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
srsly (πŸ₯‰30 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT - [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 37K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.9M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.2M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -268,30 +268,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge srsly ```
-
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 45 Β· πŸ“¦ 4.7K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 29.10.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 4.8K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 270 Β· ⏱️ 29.10.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.9M / month Β· πŸ“¦ 270 Β· ⏱️ 14.12.2023): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.4M Β· ⏱️ 29.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.4M Β· ⏱️ 14.12.2023): ``` conda install -c conda-forge python-rapidjson ```
pysimdjson (πŸ₯‰26 Β· ⭐ 610) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 51 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 550K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 590K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -302,7 +302,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 630 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 640 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 130K / month Β· πŸ“¦ 51 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 110K / month Β· πŸ“¦ 51 Β· ⏱️ 10.11.2022): ``` pip install rtoml ``` @@ -340,9 +340,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M _General-purpose data containers as well as utilities & extensions for pandas._ -
numpy (πŸ₯‡54 Β· ⭐ 25K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 +
numpy (πŸ₯‡54 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.9K Β· πŸ“₯ 900K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.9K Β· πŸ“₯ 910K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/numpy/numpy @@ -358,72 +358,72 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 75K Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 75K Β· ⏱️ 08.12.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 46M Β· ⏱️ 11.11.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 46M Β· ⏱️ 08.12.2023): ``` conda install -c conda-forge pandas ```
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3K Β· πŸ“¦ 240K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 14M Β· ⏱️ 09.10.2023): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 14M Β· ⏱️ 13.12.2023): ``` conda install -c conda-forge h5py ```
polars (πŸ₯ˆ40 Β· ⭐ 22K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“₯ 94 Β· πŸ“¦ 2 Β· πŸ“‹ 5.8K - 21% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“₯ 110 Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 21% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3M / month Β· πŸ“¦ 350 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.2M / month Β· πŸ“¦ 350 Β· ⏱️ 01.12.2023): ``` pip install polars ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 22K Β· πŸ“‹ 4.1K - 27% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 08.12.2023): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.4M Β· ⏱️ 18.11.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.4M Β· ⏱️ 08.12.2023): ``` conda install -c conda-forge xarray ```
Modin (πŸ₯ˆ36 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 880K / month Β· πŸ“¦ 34 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 850K / month Β· πŸ“¦ 34 Β· ⏱️ 17.11.2023): ``` pip install modin ``` @@ -432,7 +432,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
-
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“‰) - A Python package to manage extremely large amounts of data. BSD-3 +
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 - [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“‹ 710 - 23% open Β· ⏱️ 30.11.2023): @@ -448,14 +448,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
-
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, PyTables,.. MIT +
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“₯ 520 Β· πŸ“‹ 360 - 19% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“₯ 520 Β· πŸ“‹ 360 - 18% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.5M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.09.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): ``` pip install numexpr ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ34 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3K Β· πŸ“‹ 660 - 42% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 410K / month Β· πŸ“¦ 460 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 420K / month Β· πŸ“¦ 460 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -482,12 +482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ33 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 210 Β· πŸ“¦ 3.3K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 210 Β· πŸ“¦ 3.4K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 09.12.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 52 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 52 Β· ⏱️ 09.12.2023): ``` pip install docarray ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 490K / month Β· πŸ“¦ 910 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 500K / month Β· πŸ“¦ 910 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -514,12 +514,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.2K Β· πŸ“‹ 700 - 39% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.2K Β· πŸ“‹ 700 - 40% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.2M / month Β· πŸ“¦ 95 Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.2M / month Β· πŸ“¦ 97 Β· ⏱️ 08.12.2023): ``` pip install pandera ``` @@ -535,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -546,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bottleneck (πŸ₯‰31 Β· ⭐ 960 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 44K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 45K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 600K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 620K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -562,12 +562,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 8.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 620 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 630 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 34K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 33K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -583,7 +583,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 65 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 66 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 59K / month Β· πŸ“¦ 24 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 58K / month Β· πŸ“¦ 24 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -606,28 +606,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 3.3K Β· πŸ’€) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 190 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 450K / month Β· πŸ“¦ 47 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 460K / month Β· πŸ“¦ 47 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 54K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 56K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
StaticFrame (πŸ₯‰28 Β· ⭐ 380) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 31 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 31 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.7K / month Β· πŸ“¦ 2 Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2K / month Β· πŸ“¦ 2 Β· ⏱️ 12.11.2023): ``` pip install static-frame ``` @@ -647,14 +647,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 300K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 310K Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge swifter ```
Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/polyaxon/datatile @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 140 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 97 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -698,7 +698,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - Arctic (πŸ₯‰28 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT -- bcolz (πŸ₯‰26 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- bcolz (πŸ₯‰25 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT
@@ -710,7 +710,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyrsistent (πŸ₯‡37 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 320K Β· πŸ“‹ 170 - 12% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 320K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/tobgu/pyrsistent @@ -724,14 +724,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
-
anytree (πŸ₯‡34 Β· ⭐ 860) - Python tree data library. Apache-2 +
anytree (πŸ₯‡34 Β· ⭐ 870) - Python tree data library. Apache-2 - [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 960K / month Β· πŸ“¦ 340 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 950K / month Β· πŸ“¦ 340 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -756,46 +756,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge glom ```
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multidict (πŸ₯ˆ31 Β· ⭐ 360) - The multidict implementation. Apache-2 +
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 86 Β· πŸ“₯ 5.3K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 61 Β· πŸ“¦ 20K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 02.12.2023): ``` - git clone https://github.com/aio-libs/multidict + git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 80M / month Β· πŸ“¦ 3.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 520 Β· ⏱️ 02.01.2023): ``` - pip install multidict + pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge multidict + conda install -c conda-forge bidict ```
-
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 +
multidict (πŸ₯ˆ30 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 61 Β· πŸ“¦ 20K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 02.12.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 86 Β· πŸ“₯ 5.3K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 28.09.2023): ``` - git clone https://github.com/jab/bidict + git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 520 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 81M / month Β· πŸ“¦ 3.3K Β· ⏱️ 20.07.2023): ``` - pip install bidict + pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge bidict + conda install -c conda-forge multidict ```
python-benedict (πŸ₯‰29 Β· ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 45 Β· πŸ“¦ 1.5K Β· πŸ“‹ 98 - 9% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 45 Β· πŸ“¦ 1.5K Β· πŸ“‹ 98 - 9% open Β· ⏱️ 11.12.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 640K / month Β· πŸ“¦ 35 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 630K / month Β· πŸ“¦ 35 Β· ⏱️ 08.11.2023): ``` pip install python-benedict ``` @@ -806,7 +806,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4.1K Β· πŸ“‹ 99 - 30% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4.2K Β· πŸ“‹ 99 - 30% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict @@ -843,7 +843,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 700K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 730K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -854,12 +854,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 750) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 490K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 570K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -875,11 +875,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.5M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.7M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 490K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 500K Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge python-box ``` @@ -889,7 +889,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - addict (πŸ₯‰29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- cleverdict (πŸ₯‰14 Β· ⭐ 96 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰14 Β· ⭐ 97 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -899,12 +899,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 17K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.5K Β· πŸ“¦ 300K Β· πŸ“‹ 3.5K - 8% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 300K Β· πŸ“‹ 3.5K - 8% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 9.6K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 140M / month Β· πŸ“¦ 9.6K Β· ⏱️ 22.11.2023): ``` pip install pydantic ``` @@ -915,7 +915,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 120 Β· πŸ“¦ 490K Β· πŸ“‹ 800 - 4% open Β· ⏱️ 24.11.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 120 Β· πŸ“¦ 490K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/Julian/jsonschema @@ -931,12 +931,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cerberus (πŸ₯ˆ35 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 14K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 6.1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -945,14 +945,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cerberus ```
-
voluptuous (πŸ₯ˆ34 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
voluptuous (πŸ₯ˆ35 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 02.12.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` pip install voluptuous ``` @@ -963,12 +963,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“¦ 7.7K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“¦ 7.8K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8M / month Β· πŸ“¦ 930 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8.6M / month Β· πŸ“¦ 930 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -979,12 +979,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 850) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 13 Β· πŸ“¦ 94K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 13 Β· πŸ“¦ 96K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -995,12 +995,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰32 Β· ⭐ 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 63 Β· πŸ“¦ 9K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 64 Β· πŸ“¦ 9.1K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 570K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 620K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): ``` pip install param ``` @@ -1016,7 +1016,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 980K / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 990K / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1032,15 +1032,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 76K / month Β· πŸ“¦ 27 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 110K / month Β· πŸ“¦ 27 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 39K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 40K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ```
+
validr (πŸ₯‰21 Β· ⭐ 210 Β· πŸ“ˆ) - A simple, fast, extensible python library for data validation. MIT + +- [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 13.12.2023): + + ``` + git clone https://github.com/guyskk/validr + ``` +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 11K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): + ``` + pip install validr + ``` +
valideer (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT - [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 69 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): @@ -1048,7 +1060,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 10K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 9.6K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1059,12 +1071,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 76 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 79 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1073,12 +1085,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
-
Show 4 hidden projects... +
Show 3 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 - python-email-validator (πŸ₯‰29 Β· ⭐ 910) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 -- validr (πŸ₯‰18 Β· ⭐ 210 Β· πŸ’€) - A simple, fast, extensible python library for data validation. MIT -- dataklasses (πŸ₯‰7 Β· ⭐ 770 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed +- dataklasses (πŸ₯‰7 Β· ⭐ 780 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1088,9 +1099,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡32 Β· ⭐ 5.1K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡32 Β· ⭐ 5.2K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.2K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.3K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions @@ -1106,16 +1117,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
algorithms (πŸ₯‰29 Β· ⭐ 23K Β· πŸ’€) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 95 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 97 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2.3K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 1.9K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 2K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge algorithms ``` @@ -1132,7 +1143,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 81K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 82K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1141,7 +1152,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.4M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.5M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1153,7 +1164,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1162,7 +1173,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
-
python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 +
python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 - [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 450 Β· πŸ“₯ 35K Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): @@ -1180,7 +1191,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ36 Β· ⭐ 1.2K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 480 - 19% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 480 - 19% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/dr-prodigy/python-holidays @@ -1196,12 +1207,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯‰34 Β· ⭐ 5.8K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 520 - 43% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 520 - 43% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 16M / month Β· πŸ“¦ 1.3K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 17M / month Β· πŸ“¦ 1.3K Β· ⏱️ 30.09.2023): ``` pip install pendulum ``` @@ -1217,7 +1228,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 83K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 84K Β· ⏱️ 05.09.2023): ``` pip install pytz ``` @@ -1228,7 +1239,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tzlocal (πŸ₯‰33 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 58 Β· πŸ“¦ 140K Β· πŸ“‹ 82 - 1% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 58 Β· πŸ“¦ 140K Β· πŸ“‹ 82 - 1% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/regebro/tzlocal @@ -1255,16 +1266,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡39 Β· ⭐ 700) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 290 Β· πŸ“¦ 78K Β· πŸ“‹ 620 - 34% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 300 Β· πŸ“¦ 80K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 150M / month Β· πŸ“¦ 840 Β· ⏱️ 05.12.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 160M / month Β· πŸ“¦ 840 Β· ⏱️ 11.12.2023): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 05.12.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 11.12.2023): ``` conda install -c conda-forge fsspec ``` @@ -1276,7 +1287,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 15M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): ``` pip install watchdog ``` @@ -1287,7 +1298,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (πŸ₯ˆ35 Β· ⭐ 610) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 360K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 360K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 09.12.2023): ``` git clone https://github.com/tox-dev/py-filelock @@ -1319,12 +1330,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT -- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 260K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): +- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 270K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 19M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 20M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` @@ -1340,7 +1351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.8M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1384,7 +1395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 33M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 32M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1411,12 +1422,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ33 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“‹ 750 - 17% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“‹ 760 - 18% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.7M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.8M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1438,14 +1449,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡47 Β· ⭐ 5.9K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡47 Β· ⭐ 6K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 590K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 590K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 22K Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 220M / month Β· πŸ“¦ 22K Β· ⏱️ 28.11.2023): ``` pip install cryptography ``` @@ -1454,30 +1465,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
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tink (πŸ₯ˆ38 Β· ⭐ 13K Β· πŸ“ˆ) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 - [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 980 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 240K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 230K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 360 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 390 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.5K) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 220 Β· πŸ“¦ 83K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 28.10.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 220 Β· πŸ“¦ 83K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.7K Β· ⏱️ 16.09.2023): ``` pip install pycryptodomex ``` @@ -1488,16 +1499,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 190 Β· πŸ“¦ 190K Β· πŸ“‹ 130 - 3% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 190 Β· πŸ“¦ 190K Β· πŸ“‹ 130 - 5% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 44M / month Β· πŸ“¦ 8.1K Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 46M / month Β· πŸ“¦ 8.1K Β· ⏱️ 28.11.2023): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.3M Β· ⏱️ 28.11.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.4M Β· ⏱️ 28.11.2023): ``` conda install -c conda-forge bcrypt ``` @@ -1509,7 +1520,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 43M / month Β· πŸ“¦ 4.2K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 44M / month Β· πŸ“¦ 4.2K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` @@ -1525,7 +1536,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 60M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 62M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1534,7 +1545,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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rsa (πŸ₯‰31 Β· ⭐ 460 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰31 Β· ⭐ 460) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 120 - 17% open Β· ⏱️ 01.11.2023): @@ -1558,12 +1569,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.7M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.8M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): ``` pip install ansible ``` @@ -1572,114 +1583,114 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge ansible ```
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awscli (πŸ₯‡44 Β· ⭐ 14K) - Universal Command Line Interface for Amazon Web Services. Apache-2 +
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.5K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 13.12.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 07.12.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 14.12.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 390M / month Β· πŸ“¦ 8.6K Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 390M / month Β· πŸ“¦ 8.6K Β· ⏱️ 13.12.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 24M Β· ⏱️ 06.12.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 14.12.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.7M Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.8K - 29% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.7M Β· πŸ“¦ 7K Β· πŸ“‹ 6.8K - 29% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 970K / month Β· πŸ“¦ 170 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 170 Β· ⏱️ 14.12.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2M / month Β· πŸ“¦ 930 Β· ⏱️ 01.12.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2M / month Β· πŸ“¦ 930 Β· ⏱️ 08.12.2023): ``` npm install @pulumi/pulumi ```
docker (πŸ₯ˆ42 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 740 Β· πŸ“¦ 72K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 750 Β· πŸ“¦ 72K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 4K Β· ⏱️ 05.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 08.07.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 09.12.2023): ``` conda install -c conda-forge docker-py ```
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docker-compose (πŸ₯ˆ41 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 +
paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 100M Β· πŸ“¦ 320 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 88K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 01.12.2023): ``` - git clone https://github.com/docker/compose + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): ``` - pip install docker-compose + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 380K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.1M Β· ⏱️ 30.07.2023): ``` - conda install -c conda-forge docker-compose + conda install -c conda-forge paramiko ```
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paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker-compose (πŸ₯ˆ40 Β· ⭐ 31K Β· πŸ“‰) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 87K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 88M Β· πŸ“¦ 330 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 14.12.2023): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` - pip install paramiko + pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.1M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 380K Β· ⏱️ 02.10.2023): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-compose ```
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.2K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 8% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 29.11.2023): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 17M / month Β· πŸ“¦ 1.4K Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 17M / month Β· πŸ“¦ 1.5K Β· ⏱️ 18.09.2023): ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 460K Β· ⏱️ 19.06.2023): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 470K Β· ⏱️ 19.06.2023): ``` conda install -c conda-forge kubernetes ``` @@ -1691,7 +1702,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 220K / month Β· πŸ“¦ 260 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 230K / month Β· πŸ“¦ 260 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1703,7 +1714,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.2M / month Β· πŸ“¦ 140 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.1M / month Β· πŸ“¦ 140 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1714,12 +1725,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 30K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 31K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` @@ -1730,7 +1741,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰33 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.4K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.5K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/tomerfiliba/plumbum @@ -1751,7 +1762,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6.9M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1760,26 +1771,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰29 Β· ⭐ 2.4K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT +
pyinfra (πŸ₯‰29 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 95 Β· πŸ“‹ 690 - 21% open Β· ⏱️ 26.11.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 96 Β· πŸ“‹ 690 - 21% open Β· ⏱️ 26.11.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 33K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 35K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ```
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pypyr (πŸ₯‰22 Β· ⭐ 550) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 560) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.4K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1802,14 +1813,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡40 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡39 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 330K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 340K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 46M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 51M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1820,7 +1831,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
supervisor (πŸ₯ˆ35 Β· ⭐ 8K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 9.9K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 18.11.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/Supervisor/supervisor @@ -1874,12 +1885,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
uvloop (πŸ₯‡39 Β· ⭐ 9.7K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 420 Β· πŸ“¦ 110K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 11M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 10M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1888,50 +1899,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge uvloop ```
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greenlet (πŸ₯ˆ38 Β· ⭐ 1.5K) - Lightweight in-process concurrent programming. MIT +
greenlet (πŸ₯ˆ38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 230 Β· πŸ“¦ 310K Β· πŸ“‹ 230 - 10% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 320K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 87M / month Β· πŸ“¦ 10K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 88M / month Β· πŸ“¦ 10K Β· ⏱️ 08.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.5M Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.5M Β· ⏱️ 08.12.2023): ``` conda install -c conda-forge greenlet ```
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anyio (πŸ₯ˆ37 Β· ⭐ 1.4K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯ˆ37 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“¦ 210K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“¦ 210K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 53M / month Β· πŸ“¦ 670 Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 54M / month Β· πŸ“¦ 670 Β· ⏱️ 22.11.2023): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 11M Β· ⏱️ 24.11.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 12M Β· ⏱️ 24.11.2023): ``` conda install -c conda-forge anyio ```
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asyncer (πŸ₯‰25 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰26 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 43 Β· πŸ“¦ 2.9K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 04.11.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 43 Β· πŸ“¦ 3K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 92K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 91K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.2K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.3K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1943,7 +1954,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 38 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 14K / month Β· πŸ“¦ 38 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ``` @@ -1961,7 +1972,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 590) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 280 Β· πŸ“¦ 380K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 290 Β· πŸ“¦ 380K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/ipython/traitlets @@ -1977,12 +1988,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 620K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 630K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 34M / month Β· πŸ“¦ 9.4K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 34M / month Β· πŸ“¦ 9.5K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -1993,28 +2004,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.3K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.5K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 19.11.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.6K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.1M / month Β· πŸ“¦ 280 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2M / month Β· πŸ“¦ 280 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 62K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 63K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge dynaconf ```
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 93 - 9% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 93 - 8% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2025,12 +2036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 21K Β· πŸ“‹ 540 - 18% open Β· ⏱️ 18.11.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 18% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): ``` pip install omegaconf ``` @@ -2039,7 +2050,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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hydra (πŸ₯‰31 Β· ⭐ 7.7K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰31 Β· ⭐ 7.8K) - Hydra is a framework for elegantly configuring complex applications. MIT - [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 18K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 30.11.2023): @@ -2057,12 +2068,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.3K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.4K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 200K / month Β· πŸ“¦ 94 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 190K / month Β· πŸ“¦ 94 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2073,12 +2084,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 330 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 340 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2109,18 +2120,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡45 Β· ⭐ 15K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 150 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 5% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 150 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 170M / month Β· πŸ“¦ 75K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 170M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 32M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 33M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge click ``` @@ -2143,16 +2154,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.7K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 730 Β· πŸ“‹ 1.1K - 51% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 730 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 38M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 39M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 20M Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 20M Β· ⏱️ 12.12.2023): ``` conda install -c conda-forge prompt-toolkit ``` @@ -2175,7 +2186,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 810K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 820K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama @@ -2191,16 +2202,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 120 Β· πŸ“₯ 320 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 21% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 120 Β· πŸ“₯ 330 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 19% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 23M / month Β· πŸ“¦ 2.2K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 23M / month Β· πŸ“¦ 2.2K Β· ⏱️ 10.12.2023): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.4M Β· ⏱️ 13.11.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.4M Β· ⏱️ 10.12.2023): ``` conda install -c conda-forge argcomplete ``` @@ -2216,14 +2227,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 620K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 630K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
wcwidth (πŸ₯ˆ35 Β· ⭐ 350) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 480K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 480K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/jquast/wcwidth @@ -2239,7 +2250,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Typer (πŸ₯‰33 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 500 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 04.11.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 500 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/tiangolo/typer @@ -2255,12 +2266,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asciimatics (πŸ₯‰33 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 940 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 950 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 70K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 63K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2271,12 +2282,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰29 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 75 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 74 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 16.10.2023): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.4M / month Β· πŸ“¦ 400 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 400 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` @@ -2285,7 +2296,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge questionary ```
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ConfigArgParse (πŸ₯‰28 Β· ⭐ 670) - A drop-in replacement for argparse that allows options to also be.. MIT +
ConfigArgParse (πŸ₯‰28 Β· ⭐ 680) - A drop-in replacement for argparse that allows options to also be.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 14K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): @@ -2303,12 +2314,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰22 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 16 Β· πŸ“¦ 240 Β· πŸ“‹ 29 - 48% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 16 Β· πŸ“¦ 240 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 120K / month Β· πŸ“¦ 34 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 110K / month Β· πŸ“¦ 36 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2320,7 +2331,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 150 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 160 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2347,14 +2358,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡34 Β· ⭐ 1.8K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡34 Β· ⭐ 1.9K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 3% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 110M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 110M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.10.2023): ``` pip install cachetools ``` @@ -2365,19 +2376,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 960) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 14 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 15 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 420K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 410K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
pylibmc (πŸ₯‰28 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 440 Β· πŸ“¦ 4.8K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 450 Β· πŸ“¦ 4.9K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc @@ -2407,14 +2418,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge beaker ```
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cachier (πŸ₯‰23 Β· ⭐ 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰24 Β· ⭐ 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 55 Β· πŸ“¦ 430 Β· πŸ“‹ 68 - 23% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 56 Β· πŸ“¦ 430 Β· πŸ“‹ 69 - 23% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 32K / month Β· πŸ“¦ 30 Β· ⏱️ 02.07.2023): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 33K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): ``` pip install cachier ``` @@ -2431,9 +2442,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-web-python - Web UI ( ⭐ 2.1K) - Collection of libraries to implement web-based UIs. -
kivy (πŸ₯‡39 Β· ⭐ 16K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT +
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 34K Β· πŸ“¦ 11K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/kivy/kivy @@ -2447,14 +2458,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ37 Β· ⭐ 12K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 13K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 - [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 26.11.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 450K / month Β· πŸ“¦ 340 Β· ⏱️ 21.05.2023): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 460K / month Β· πŸ“¦ 340 Β· ⏱️ 21.05.2023): ``` pip install pysimplegui ``` @@ -2465,12 +2476,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.5K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 63K / month Β· πŸ“¦ 51 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 61K / month Β· πŸ“¦ 51 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ``` @@ -2482,19 +2493,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 71K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
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toga (πŸ₯ˆ31 Β· ⭐ 3.9K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯ˆ31 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 660 Β· πŸ“₯ 2.1K Β· πŸ“¦ 2 Β· πŸ“‹ 800 - 17% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 660 Β· πŸ“₯ 2.1K Β· πŸ“¦ 2 Β· πŸ“‹ 800 - 17% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.2K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.3K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): ``` pip install toga ``` @@ -2505,7 +2516,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- Gooey (πŸ₯‰29 Β· ⭐ 18K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰27 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed - flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 @@ -2518,14 +2529,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡19 Β· ⭐ 480 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡19 Β· ⭐ 500 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 23 Β· πŸ“₯ 240 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 23 Β· πŸ“₯ 270 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 200 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2589,11 +2600,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 64K Β· ⏱️ 05.12.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 65K Β· ⏱️ 05.12.2023): ``` conda install -c conda-forge emoji ``` @@ -2605,7 +2616,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2632,12 +2643,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyahocorasick (πŸ₯‰27 Β· ⭐ 850 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.3K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.4K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2648,7 +2659,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
price-parser (πŸ₯‰21 Β· ⭐ 280) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 390 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 400 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser @@ -2665,11 +2676,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 420K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 440K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 79K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2678,7 +2689,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 81 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2698,71 +2709,71 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.5K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 6% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 830M / month Β· πŸ“¦ 18K Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 840M / month Β· πŸ“¦ 18K Β· ⏱️ 13.12.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 07.12.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 13.12.2023): ``` conda install -c conda-forge boto3 ```
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redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.1K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 680K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 13.12.2023): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 100M / month Β· πŸ“¦ 48K Β· ⏱️ 02.11.2023): ``` - pip install redis + pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 02.11.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge sqlalchemy ```
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SQLAlchemy (πŸ₯‡44 Β· ⭐ 8.1K) - The Database Toolkit for Python. MIT +
redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 47K Β· πŸ“¦ 680K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 11.12.2023): ``` - git clone https://github.com/sqlalchemy/sqlalchemy + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 100M / month Β· πŸ“¦ 48K Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 39M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): ``` - pip install SQLAlchemy + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 26.09.2023): ``` - conda install -c conda-forge sqlalchemy + conda install -c conda-forge redis-py ```
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google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.5K) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.5K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 57M / month Β· πŸ“¦ 2K Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 58M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.1M Β· ⏱️ 01.11.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.1M Β· ⏱️ 13.12.2023): ``` conda install -c conda-forge google-cloud-storage ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9K - 12% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9K - 12% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2776,9 +2787,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge azure-storage-blob ```
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peewee (πŸ₯‡41 Β· ⭐ 10K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT +
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 25K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 25K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/coleifer/peewee @@ -2794,28 +2805,28 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 44K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 45K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.1K Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.1K Β· ⏱️ 08.12.2023): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 950K Β· ⏱️ 13.11.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 950K Β· ⏱️ 08.12.2023): ``` conda install -c conda-forge elasticsearch ```
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PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.4K) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.5K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 38M / month Β· πŸ“¦ 560 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 580 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2824,9 +2835,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
+
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 + +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 23K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 14.12.2023): + + ``` + git clone https://github.com/dpkp/kafka-python + ``` +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): + ``` + pip install kafka-python + ``` +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge kafka-python + ``` +
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 13.12.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2840,25 +2867,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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kafka-python (πŸ₯ˆ38 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 +
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 22K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 08.12.2023): ``` - git clone https://github.com/dpkp/kafka-python + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` - pip install kafka-python + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge kafka-python + conda install -c conda-forge mongoengine ```
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alembic (πŸ₯ˆ38 Β· ⭐ 2.2K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ38 Β· ⭐ 2.3K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/sqlalchemy/alembic @@ -2872,46 +2899,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge alembic ```
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sqlmodel (πŸ₯ˆ37 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
python-bigquery (πŸ₯ˆ38 Β· ⭐ 670) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 8.5K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 310 Β· πŸ“¦ 24K Β· πŸ“‹ 620 - 11% open Β· ⏱️ 13.12.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 660K / month Β· πŸ“¦ 180 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 38M / month Β· πŸ“¦ 1.2K Β· ⏱️ 13.12.2023): ``` - pip install sqlmodel + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 24K Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 14.12.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge google-cloud-bigquery ```
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MongoEngine (πŸ₯ˆ37 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
sqlmodel (πŸ₯ˆ37 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 8.6K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 10.12.2023): ``` - git clone https://github.com/MongoEngine/mongoengine + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 670K / month Β· πŸ“¦ 180 Β· ⏱️ 04.12.2023): ``` - pip install mongoengine + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 24K Β· ⏱️ 04.12.2023): ``` - conda install -c conda-forge mongoengine + conda install -c conda-forge sqlmodel ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 36M / month Β· πŸ“¦ 65 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 38M / month Β· πŸ“¦ 65 Β· ⏱️ 13.11.2023): ``` pip install awswrangler ``` @@ -2922,39 +2949,23 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ37 Β· ⭐ 3.3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 810 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 850 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 120K / month Β· πŸ“¦ 53 Β· ⏱️ 03.12.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 130K / month Β· πŸ“¦ 53 Β· ⏱️ 10.12.2023): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 320K Β· ⏱️ 01.12.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 320K Β· ⏱️ 12.12.2023): ``` conda install -c conda-forge ibis-framework ```
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python-bigquery (πŸ₯ˆ37 Β· ⭐ 670) - Google BigQuery API client library. Apache-2 - -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 310 Β· πŸ“¦ 24K Β· πŸ“‹ 620 - 10% open Β· ⏱️ 05.12.2023): - - ``` - git clone https://github.com/googleapis/python-bigquery - ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 38M / month Β· πŸ“¦ 1.1K Β· ⏱️ 30.11.2023): - ``` - pip install google-cloud-bigquery - ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 31.10.2023): - ``` - conda install -c conda-forge google-cloud-bigquery - ``` -
confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.5K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 7.9K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 8K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 11.12.2023): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -2979,14 +2990,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.3K Β· ⏱️ 06.12.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.4K Β· ⏱️ 06.12.2023): ``` conda install -c anaconda elasticsearch-dsl ```
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Motor (πŸ₯ˆ35 Β· ⭐ 2.2K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 76K Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 14.12.2023): + + ``` + git clone https://github.com/PyMySQL/mysqlclient + ``` +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5M / month Β· πŸ“¦ 7.2K Β· ⏱️ 13.12.2023): + ``` + pip install mysqlclient + ``` +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 310K Β· ⏱️ 24.09.2023): + ``` + conda install -c conda-forge mysqlclient + ``` +
+
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 + +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 77K Β· ⏱️ 12.12.2023): ``` git clone https://github.com/mongodb/motor @@ -3007,30 +3034,46 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 230K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 220K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
+
minio (πŸ₯ˆ35 Β· ⭐ 710) - MinIO Client SDK for Python. Apache-2 + +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 6K Β· πŸ“‹ 540 - 2% open Β· ⏱️ 14.12.2023): + + ``` + git clone https://github.com/minio/minio-py + ``` +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.8M / month Β· πŸ“¦ 470 Β· ⏱️ 10.11.2023): + ``` + pip install minio + ``` +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 150K Β· ⏱️ 09.12.2023): + ``` + conda install -c conda-forge minio + ``` +
s3transfer (πŸ₯ˆ35 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 85 - 58% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 85 - 58% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 290M / month Β· πŸ“¦ 4.4K Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 290M / month Β· πŸ“¦ 4.4K Β· ⏱️ 13.12.2023): ``` pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 14.12.2023): ``` conda install -c conda-forge s3transfer ```
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 510 - 18% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 520 - 18% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/prometheus/client_python @@ -3060,41 +3103,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
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mysqlclient (πŸ₯ˆ34 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 - -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 07.12.2023): - - ``` - git clone https://github.com/PyMySQL/mysqlclient - ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 22.06.2023): - ``` - pip install mysqlclient - ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 310K Β· ⏱️ 24.09.2023): - ``` - conda install -c conda-forge mysqlclient - ``` -
PyPika (πŸ₯ˆ34 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 450 - 43% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 450 - 43% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.2M / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.2M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.9K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 26K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 27K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils @@ -3108,41 +3135,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
-
s3fs (πŸ₯ˆ34 Β· ⭐ 760) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ34 Β· ⭐ 770) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 29% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 28% open Β· ⏱️ 11.12.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 140M / month Β· πŸ“¦ 730 Β· ⏱️ 05.12.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 150M / month Β· πŸ“¦ 740 Β· ⏱️ 11.12.2023): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.4M Β· ⏱️ 05.12.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.5M Β· ⏱️ 12.12.2023): ``` conda install -c conda-forge s3fs ```
-
minio (πŸ₯ˆ34 Β· ⭐ 710) - MinIO Client SDK for Python. Apache-2 +
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 400 Β· πŸ“ˆ) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 5.9K Β· πŸ“‹ 540 - 2% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 8.7K Β· πŸ“‹ 330 - 12% open Β· ⏱️ 14.12.2023): ``` - git clone https://github.com/minio/minio-py + git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.8M / month Β· πŸ“¦ 470 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.3M / month Β· πŸ“¦ 340 Β· ⏱️ 12.12.2023): ``` - pip install minio + pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 150K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): ``` - conda install -c conda-forge minio + conda install -c conda-forge pandas-gbq ```
tortoise-orm (πŸ₯‰33 Β· ⭐ 4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 6.7K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 6.8K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/tortoise/tortoise-orm @@ -3174,7 +3201,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 840) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 210 Β· πŸ“¦ 7.6K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 210 Β· πŸ“¦ 7.7K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3195,7 +3222,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 340K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 370K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3211,11 +3238,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 29.11.2023): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 390K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 400K Β· ⏱️ 29.11.2023): ``` conda install -c conda-forge pynamodb ``` @@ -3236,30 +3263,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cx_oracle ```
-
pandas-gbq (πŸ₯‰32 Β· ⭐ 400) - Google BigQuery connector for pandas. BSD-3 - -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 8.6K Β· πŸ“‹ 350 - 15% open Β· ⏱️ 06.12.2023): - - ``` - git clone https://github.com/googleapis/python-bigquery-pandas - ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.3M / month Β· πŸ“¦ 330 Β· ⏱️ 10.05.2023): - ``` - pip install pandas-gbq - ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): - ``` - conda install -c conda-forge pandas-gbq - ``` -
dataset (πŸ₯‰31 Β· ⭐ 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.4K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.5K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 170K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 140K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3291,14 +3302,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 97 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 98 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 62 Β· πŸ“¦ 2.6K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 63 Β· πŸ“¦ 2.6K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py @@ -3310,7 +3321,7 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 11.12.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3342,17 +3353,29 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 77 Β· πŸ“¦ 300 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 77 Β· πŸ“¦ 310 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 23K / month Β· πŸ“¦ 11 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 10.11.2023): ``` pip install piccolo ```
-
HappyBase (πŸ₯‰27 Β· ⭐ 600) - A developer-friendly Python library to interact with Apache HBase. MIT +
ODMantic (πŸ₯‰28 Β· ⭐ 890 Β· πŸ“ˆ) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC + +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 80 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): + + ``` + git clone https://github.com/art049/odmantic + ``` +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 17K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): + ``` + pip install odmantic + ``` +
+
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT - [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 810 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): @@ -3368,45 +3391,33 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
-
ODMantic (πŸ₯‰25 Β· ⭐ 860) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 78 Β· πŸ“¦ 3.1K Β· πŸ“‹ 150 - 47% open Β· ⏱️ 03.11.2023): - - ``` - git clone https://github.com/art049/odmantic - ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 16K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): - ``` - pip install odmantic - ``` -
filedepot (πŸ₯‰23 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 960 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 970 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 47 Β· ⏱️ 15.06.2023): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 47 Β· ⏱️ 15.06.2023): ``` pip install filedepot ```
aioprometheus (πŸ₯‰21 Β· ⭐ 160 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 160 Β· πŸ“‹ 32 - 28% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 170 Β· πŸ“‹ 32 - 28% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 98K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 120K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 380 - 9% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 390 - 10% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3427,10 +3438,10 @@ _Libraries for connecting to, operating, and querying databases._ - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- PugSQL (πŸ₯‰19 Β· ⭐ 640 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- PugSQL (πŸ₯‰20 Β· ⭐ 650 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 +- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT -- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3442,12 +3453,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 31K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 32K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6M / month Β· πŸ“¦ 770 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.5M / month Β· πŸ“¦ 790 Β· ⏱️ 16.11.2023): ``` pip install datasets ``` @@ -3458,16 +3469,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 190K Β· πŸ“‹ 680 - 3% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 190K Β· πŸ“‹ 680 - 3% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 20.11.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 13.12.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 880K Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 880K Β· ⏱️ 13.12.2023): ``` conda install -c conda-forge faker ``` @@ -3490,21 +3501,21 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 470 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 140K / month Β· πŸ“¦ 640 Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 140K / month Β· πŸ“¦ 640 Β· ⏱️ 12.12.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 690K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 690K Β· ⏱️ 13.12.2023): ``` conda install -c conda-forge xlwings ```
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csvkit (πŸ₯ˆ34 Β· ⭐ 5.6K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
csvkit (πŸ₯ˆ34 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT - [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 20.11.2023): @@ -3531,7 +3542,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xmltodict ``` @@ -3586,12 +3597,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ31 Β· ⭐ 3.5K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 23K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 24K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 420 Β· ⏱️ 25.03.2023): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.4M / month Β· πŸ“¦ 430 Β· ⏱️ 25.03.2023): ``` pip install gdown ``` @@ -3607,7 +3618,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 28K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 27K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3627,19 +3638,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 520K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge intake ```
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img2dataset (πŸ₯‰26 Β· ⭐ 2.8K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰26 Β· ⭐ 2.9K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 270 Β· πŸ“₯ 1.5K Β· πŸ“¦ 93 Β· πŸ“‹ 220 - 45% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 270 Β· πŸ“₯ 1.5K Β· πŸ“¦ 96 Β· πŸ“‹ 220 - 45% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 52K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 41K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ``` @@ -3651,7 +3662,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.5K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.4K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3663,19 +3674,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 880 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 790 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
Upgini (πŸ₯‰21 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 5 Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 5 Β· ⏱️ 08.12.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5K / month Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.8K / month Β· ⏱️ 12.12.2023): ``` pip install upgini ``` @@ -3694,7 +3705,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 6 Β· πŸ“¦ 2 Β· πŸ“‹ 14 - 57% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 14 - 57% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core @@ -3731,14 +3742,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡47 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡48 Β· ⭐ 33K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 570K Β· πŸ“¦ 8.7K Β· πŸ“‹ 8.5K - 10% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 570K Β· πŸ“¦ 8.8K Β· πŸ“‹ 8.5K - 10% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 21M / month Β· πŸ“¦ 320 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 22M / month Β· πŸ“¦ 320 Β· ⏱️ 13.12.2023): ``` pip install apache-airflow ``` @@ -3746,14 +3757,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 290M Β· ⭐ 490 Β· ⏱️ 01.12.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 310M Β· ⭐ 490 Β· ⏱️ 13.12.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/celery/celery @@ -3767,73 +3778,73 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Prefect (πŸ₯‡43 Β· ⭐ 13K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.1K Β· πŸ“‹ 4.3K - 14% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.1K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 690K / month Β· πŸ“¦ 150 Β· ⏱️ 30.11.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 690K / month Β· πŸ“¦ 150 Β· ⏱️ 08.12.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 570K Β· ⏱️ 30.11.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 570K Β· ⏱️ 08.12.2023): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 9.1K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.7K Β· πŸ“‹ 6.7K - 32% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.8K Β· πŸ“‹ 6.7K - 33% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 930K / month Β· πŸ“¦ 130 Β· ⏱️ 30.11.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1M / month Β· πŸ“¦ 140 Β· ⏱️ 11.12.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 01.12.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 12.12.2023): ``` conda install -c conda-forge dagster ```
Beam (πŸ₯‡42 Β· ⭐ 7.3K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.4M / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 57K Β· ⏱️ 12.10.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 58K Β· ⏱️ 12.10.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 53 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 54 Β· ⏱️ 08.12.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 740K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 740K Β· ⏱️ 08.12.2023): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ40 Β· ⭐ 3.5K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 360K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 370K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/joblib/joblib @@ -3847,14 +3858,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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Kedro (πŸ₯ˆ38 Β· ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 + +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 18% open Β· ⏱️ 14.12.2023): + + ``` + git clone https://github.com/kedro-org/kedro + ``` +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 72 Β· ⏱️ 13.12.2023): + ``` + pip install kedro + ``` +
dbt (πŸ₯ˆ38 Β· ⭐ 7.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.3K Β· πŸ“¦ 3.8K Β· πŸ“‹ 4.8K - 11% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.4K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.8K - 11% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 100K / month Β· πŸ“¦ 30 Β· ⏱️ 07.12.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 100K / month Β· πŸ“¦ 30 Β· ⏱️ 08.12.2023): ``` pip install dbt ``` @@ -3870,7 +3893,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 620K / month Β· πŸ“¦ 410 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 420 Β· ⏱️ 05.10.2023): ``` pip install luigi ``` @@ -3886,7 +3909,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` @@ -3895,38 +3918,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 - -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 840 Β· πŸ“¦ 2K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 05.12.2023): - - ``` - git clone https://github.com/kedro-org/kedro - ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 72 Β· ⏱️ 18.10.2023): - ``` - pip install kedro - ``` -
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.2K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 540 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.3K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.4K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
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zenml (πŸ₯ˆ32 Β· ⭐ 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ33 Β· ⭐ 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 340 Β· πŸ“₯ 1 Β· πŸ“¦ 260 Β· πŸ“‹ 240 - 15% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 350 Β· πŸ“₯ 1 Β· πŸ“¦ 270 Β· πŸ“‹ 250 - 18% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 11K / month Β· πŸ“¦ 2 Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 12K / month Β· πŸ“¦ 2 Β· ⏱️ 12.12.2023): ``` pip install zenml ``` @@ -3938,7 +3949,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.1M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.2M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3965,12 +3976,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 220 Β· πŸ“‹ 400 - 4% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 220 Β· πŸ“‹ 410 - 4% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 130K / month Β· πŸ“¦ 6 Β· ⏱️ 05.12.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 140K / month Β· πŸ“¦ 6 Β· ⏱️ 12.12.2023): ``` pip install whylogs ``` @@ -3982,46 +3993,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 20K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 17K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ```
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mleap (πŸ₯‰30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
ploomber (πŸ₯‰30 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 08.12.2023): ``` - git clone https://github.com/combust/mleap + git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 260K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 7.2K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): ``` - pip install mleap + pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 78K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 80K Β· ⏱️ 29.11.2023): ``` - conda install -c conda-forge mleap + conda install -c conda-forge ploomber ```
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ploomber (πŸ₯‰29 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
mleap (πŸ₯‰30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/ploomber/ploomber + git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 7.3K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 260K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` - pip install ploomber + pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 80K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 78K Β· ⏱️ 15.11.2023): ``` - conda install -c conda-forge ploomber + conda install -c conda-forge mleap ```
arq (πŸ₯‰26 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 140 Β· πŸ“¦ 490 Β· πŸ“‹ 210 - 32% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 140 Β· πŸ“¦ 500 Β· πŸ“‹ 210 - 33% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq @@ -4049,16 +4060,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰25 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 720 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 730 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 250K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 240K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
+
Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark + +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“¦ 1 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): + + ``` + git clone https://github.com/hi-primus/optimus + ``` +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.5K / month Β· ⏱️ 19.07.2020): + ``` + pip install optimuspyspark + ``` +
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 93 Β· πŸ“¦ 110 Β· πŸ“‹ 71 - 33% open Β· ⏱️ 22.03.2023): @@ -4066,7 +4089,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 89K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 110K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4075,26 +4098,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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Optimus (πŸ₯‰24 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark +
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): - - ``` - git clone https://github.com/hi-primus/optimus - ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7.7K / month Β· ⏱️ 19.07.2020): - ``` - pip install optimuspyspark - ``` -
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TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT - -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 83 - 50% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 28 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.3K / month Β· πŸ“¦ 10 Β· ⏱️ 24.08.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.2K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): ``` pip install tasktiger ``` @@ -4106,7 +4117,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 200 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 190 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4122,19 +4133,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pdpipe ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 28K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 29K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pdpipe ```
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Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰19 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 140 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 180 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ``` @@ -4146,7 +4157,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 110 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 84 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4170,14 +4181,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - bodywork-core (πŸ₯‰15 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4208,7 +4219,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 15M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 16M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): ``` pip install xlsxwriter ``` @@ -4241,12 +4252,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 8.7K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 8.8K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 10M / month Β· πŸ“¦ 830 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 830 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4282,9 +4293,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡40 Β· ⭐ 4.9K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡40 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 900K Β· πŸ“‹ 660 - 17% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 900K Β· πŸ“‹ 670 - 17% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4316,12 +4327,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ34 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.8K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.12.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.9K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.12.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.1M / month Β· πŸ“¦ 430 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.2M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` @@ -4346,7 +4357,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
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python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.4K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“¦ 2.7K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): @@ -4364,12 +4375,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 480 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 480 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 09.12.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 220K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 230K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` @@ -4380,7 +4391,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 9.4K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 9.5K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/Suor/funcy @@ -4396,7 +4407,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
natsort (πŸ₯‰29 Β· ⭐ 810) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 46 Β· πŸ“¦ 25K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 47 Β· πŸ“¦ 25K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort @@ -4443,7 +4454,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 57K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/python/cpython @@ -4463,7 +4474,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 6.7K Β· πŸ“₯ 70K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7K Β· πŸ“₯ 70K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/micropython/micropython @@ -4495,12 +4506,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 630K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 630K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 77M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 78M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4527,12 +4538,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡39 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.8K Β· πŸ“¦ 900K Β· πŸ“‹ 320 - 9% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.9K Β· πŸ“¦ 900K Β· πŸ“‹ 320 - 10% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 97M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 98M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4543,7 +4554,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯ˆ35 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 1.2K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 1.3K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/mingrammer/diagrams @@ -4559,7 +4570,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 710K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 720K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4596,7 +4607,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 34M / month Β· πŸ“¦ 700 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 35M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4623,7 +4634,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ33 Β· ⭐ 790) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 500K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 510K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator @@ -4639,12 +4650,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯‰32 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 750 Β· πŸ“‹ 420 - 13% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 760 Β· πŸ“‹ 420 - 13% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 42 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 170K / month Β· πŸ“¦ 42 Β· ⏱️ 27.11.2023): ``` pip install copier ``` @@ -4667,16 +4678,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰30 Β· ⭐ 870) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.1K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 670K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 680K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 64K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 65K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4688,7 +4699,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 200K / month Β· πŸ“¦ 60 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 200K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4697,32 +4708,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
-
catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
pyscreenshot (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 33K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.6K Β· ⏱️ 12.03.2023): ``` - git clone https://github.com/explosion/catalogue - ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.6M / month Β· πŸ“¦ 83 Β· ⏱️ 25.09.2023): + git clone https://github.com/ponty/pyscreenshot ``` - pip install catalogue +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 120K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.2M Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge catalogue + pip install pyscreenshot ```
-
pyscreenshot (πŸ₯‰26 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 +
catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.5K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 34K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): ``` - git clone https://github.com/ponty/pyscreenshot + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 170K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.9M / month Β· πŸ“¦ 83 Β· ⏱️ 25.09.2023): ``` - pip install pyscreenshot + pip install catalogue + ``` +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.2M Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge catalogue ```
Send2Trash (πŸ₯‰26 Β· ⭐ 250 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 diff --git a/history/2023-12-14_changes.md b/history/2023-12-14_changes.md new file mode 100644 index 0000000..e34353b --- /dev/null +++ b/history/2023-12-14_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- Airflow (πŸ₯‡48 Β· ⭐ 33K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.1K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- pandas-gbq (πŸ₯ˆ34 Β· ⭐ 400 Β· πŸ“ˆ) - Google BigQuery connector for pandas. BSD-3 +- ODMantic (πŸ₯‰28 Β· ⭐ 890 Β· πŸ“ˆ) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +- validr (πŸ₯‰21 Β· ⭐ 210 Β· πŸ“ˆ) - A simple, fast, extensible python library for data validation. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.5K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 +- docker-compose (πŸ₯ˆ40 Β· ⭐ 31K Β· πŸ“‰) - Define and run multi-container applications with Docker. Apache-2 +- pexpect (πŸ₯‡39 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +- PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 13K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 + diff --git a/history/2023-12-14_projects.csv b/history/2023-12-14_projects.csv new file mode 100644 index 0000000..afe5d45 --- /dev/null +++ b/history/2023-12-14_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-07 16:30:00.000,2023-12-07 16:29:58,444.0,25.0,2128,384.0,235.0,17.0,33.0,14835,2023-12-07 16:30:04.000,2023.12.07,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-12-07 16:55:28.000,2023-12-07 16:55:27,290.0,23.0,153,52.0,173.0,1.0,2.0,2076,2023-12-07 16:55:34.000,2023.12.07,100.0,13.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-12-07 16:29:48.000,2023-12-07 16:29:47,287.0,22.0,41,24.0,169.0,3.0,5.0,843,2023-12-07 16:29:54.000,2023.12.07,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-12-07 16:55:28.000,2023-12-07 16:55:27,290.0,23.0,153,52.0,173.0,1.0,2.0,2076,2023-12-07 16:55:34.000,2023.12.07,100.0,13.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-07 16:30:00.000,2023-12-07 16:29:58,444.0,25.0,2128,384.0,235.0,17.0,33.0,14835,2023-12-07 16:30:04.000,2023.12.07,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-08-14 05:45:27.000,2023-01-27 22:41:14,830.0,,6876,1663.0,322.0,13.0,73.0,38576,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-07 16:30:00.000,2023-12-07 16:29:58,444.0,25.0,2128,384.0,235.0,17.0,33.0,14836,2023-12-07 16:30:04.000,2023.12.07,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-12-14 13:24:02.000,2023-12-14 12:21:26,34480.0,902.0,8859,596.0,13328.0,2187.0,10039.0,25209,2023-11-13 00:42:04.000,1.26.2,154.0,1710.0,54,True,2140294.0,1999739.0,numpy,conda-forge/numpy,906775.0,212379439.0,https://pypi.org/project/numpy,2023-11-12 22:51:49.000,140555.0,210743079.0,https://anaconda.org/conda-forge/numpy,2023-11-25 04:38:46.672,68245080.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-12-14 12:08:04.000,2023-12-14 10:41:00,16493.0,714.0,15355,2063.0,9020.0,901.0,5110.0,62267,2023-11-15 23:29:56.000,4.25.1,152.0,1183.0,52,True,574143.0,554143.0,protobuf,conda-forge/protobuf,36924416.0,169311822.0,https://pypi.org/project/protobuf,2023-11-15 23:29:56.000,16415.0,161500626.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16477448.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3585.0,6569293.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-12-14 13:20:03.000,2023-12-14 09:54:09,33957.0,662.0,17015,1114.0,30816.0,3605.0,22147.0,40599,2023-12-08 15:39:17.000,2.1.4,122.0,3506.0,52,True,1504987.0,1430042.0,pandas,conda-forge/pandas,238936.0,151328587.0,https://pypi.org/project/pandas,2023-12-08 15:37:00.000,74945.0,150106038.0,https://anaconda.org/conda-forge/pandas,2023-12-08 22:11:59.926,46376554.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-12-13 20:28:15.000,2023-12-13 20:18:35,54174.0,192.0,23894,1933.0,50213.0,876.0,31365.0,59470,2023-12-11 20:57:49.000,2.16.2,345.0,6808.0,48,True,35400.0,31319.0,ansible,conda-forge/ansible,,4792362.0,https://pypi.org/project/ansible,2023-12-06 14:20:57.000,4081.0,4769600.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,978775.0,1.0,,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-12-14 13:13:30.000,2023-12-13 22:16:32,22416.0,969.0,13249,755.0,24052.0,927.0,7599.0,33203,2023-11-06 07:14:17.000,2.7.3,172.0,3104.0,48,True,9123.0,8801.0,apache-airflow,conda-forge/airflow,574192.0,24928659.0,https://pypi.org/project/apache-airflow,2023-12-13 19:34:36.000,322.0,21945257.0,https://anaconda.org/conda-forge/airflow,2023-11-13 20:15:27.982,982521.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-12-13 19:57:02.820188,489.0,307184684.0,1.0,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-12-13 20:58:40.000,2023-12-13 19:46:09,5630.0,213.0,1861,243.0,715.0,186.0,2952.0,8478,2023-12-13 20:58:40.000,1.34.0,1449.0,152.0,48,True,409383.0,391227.0,boto3,conda-forge/boto3,,838512233.0,https://pypi.org/project/boto3,2023-12-13 20:58:40.000,18156.0,838097233.0,https://anaconda.org/conda-forge/boto3,2023-12-13 00:53:05.061,17845022.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-12-14 12:04:28.000,2023-12-14 12:04:20,11229.0,328.0,1726,124.0,7642.0,31.0,2312.0,5957,2023-11-28 00:48:49.000,41.0.7,121.0,302.0,47,True,614281.0,592543.0,cryptography,conda-forge/cryptography,,216185040.0,https://pypi.org/project/cryptography,2023-11-28 00:48:49.000,21738.0,215089994.0,https://anaconda.org/conda-forge/cryptography,2023-12-03 01:10:58.240,44896899.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-12-14 11:05:37.000,2023-12-14 09:43:38,12389.0,78.0,4575,473.0,3165.0,650.0,4367.0,22693,2023-11-22 15:18:14.000,5.3.6,203.0,1323.0,46,True,135656.0,120561.0,celery,conda-forge/celery,,8960881.0,https://pypi.org/project/celery,2023-11-22 15:16:19.000,15095.0,8924972.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1508215.0,1.0,,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-12-13 22:36:58.000,2023-12-12 15:29:01,2668.0,230.0,1511,102.0,3267.0,305.0,3191.0,16860,2023-11-22 13:52:00.000,2.5.2,127.0,455.0,45,True,312883.0,303299.0,pydantic,conda-forge/pydantic,,135695636.0,https://pypi.org/project/pydantic,2023-11-22 13:52:00.000,9584.0,135532123.0,https://anaconda.org/conda-forge/pydantic,2023-11-22 16:10:09.282,6704059.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-12-07 17:41:46.000,2023-09-01 21:20:27,2402.0,,1406,184.0,1077.0,112.0,1428.0,14591,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1562070.0,1486448.0,click,conda-forge/click,149.0,170913509.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75622.0,169862525.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32580420.0,1.0,,,,,,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-12-13 16:01:43.000,2023-12-13 16:01:03,16718.0,178.0,1301,88.0,717.0,207.0,7397.0,8122,2023-11-02 14:52:13.000,rel_2_0_23,294.0,672.0,45,True,730971.0,683147.0,SQLAlchemy,conda-forge/sqlalchemy,47772.0,103050264.0,https://pypi.org/project/SQLAlchemy,2023-11-02 14:52:02.000,47824.0,102665794.0,https://anaconda.org/conda-forge/sqlalchemy,2023-11-02 19:25:18.675,13806561.0,1.0,,,,,,,,,,,,,1.0,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-12-14 07:06:56.000,2023-12-13 19:46:00,11720.0,225.0,3977,572.0,3608.0,543.0,4000.0,14520,2023-12-13 20:58:16.000,1.32.0,1856.0,430.0,44,True,3064.0,3.0,awscli,conda-forge/awscli,1556.0,153913237.0,https://pypi.org/project/awscli,2023-12-13 20:58:16.000,3061.0,153384970.0,https://anaconda.org/conda-forge/awscli,2023-12-14 02:45:14.541,21657956.0,1.0,,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-12-14 11:48:04.846,2023-12-13 19:46:12,10545.0,291.0,1033,65.0,2037.0,144.0,919.0,1362,2023-12-13 20:57:47.000,1.34.0,1847.0,201.0,44,True,304825.0,296217.0,botocore,conda-forge/botocore,,386312176.0,https://pypi.org/project/botocore,2023-12-13 20:57:47.000,8608.0,385649982.0,https://anaconda.org/conda-forge/botocore,2023-12-14 11:48:04.846,24501192.0,1.0,,,,,,,,,,,,,,,,,,, +20,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-12-14 13:13:29.000,2023-12-14 12:24:24,119957.0,1191.0,28397,1501.0,46748.0,8666.0,58739.0,57289,2020-07-22 03:00:52.000,0.0.6,11.0,2724.0,43,True,11.0,3.0,cpython,conda-forge/typing,,124823.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,93147.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2945885.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-12-12 15:46:29.000,2023-11-15 16:31:56,3870.0,35.0,1675,543.0,1052.0,197.0,1057.0,45779,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,154586.0,148860.0,rich,conda-forge/rich,,38529213.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,5726.0,38387490.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5810660.0,1.0,,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-12-14 00:57:46.000,2023-12-14 00:57:46,3046.0,51.0,3196,638.0,2436.0,151.0,2190.0,21482,2023-05-26 17:35:41.785,23.5.26,35.0,668.0,43,True,84065.0,83453.0,flatbuffers,conda-forge/flatbuffers,315574.0,15125725.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,334.0,13999837.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,923443.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,278.0,1112973.0,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-12-14 12:00:54.000,2023-12-13 14:22:41,3648.0,87.0,2384,278.0,3826.0,631.0,1990.0,17738,2023-11-16 08:06:00.000,2.15.0,79.0,539.0,43,True,32845.0,32054.0,datasets,conda-forge/datasets,,6545324.0,https://pypi.org/project/datasets,2023-11-16 07:42:48.000,791.0,6528806.0,https://anaconda.org/conda-forge/datasets,2023-11-17 23:01:48.010,594666.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-12-14 08:43:49.000,2023-12-13 16:59:25,3498.0,80.0,1846,221.0,1275.0,21.0,662.0,16621,2023-12-13 16:59:53.000,21.0.0,323.0,552.0,43,True,195415.0,192187.0,Faker,conda-forge/faker,,11335948.0,https://pypi.org/project/Faker,2023-12-13 16:59:43.000,3228.0,11315042.0,https://anaconda.org/conda-forge/faker,2023-12-13 18:30:46.739,878057.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-12-14 12:42:19.000,2023-12-13 22:56:00,15476.0,381.0,1388,157.0,6512.0,619.0,3740.0,13543,2023-12-08 15:54:44.000,2.14.10,249.0,429.0,43,True,4243.0,4090.0,prefect,conda-forge/prefect,,700710.0,https://pypi.org/project/prefect,2023-12-08 15:54:44.000,153.0,687473.0,https://anaconda.org/conda-forge/prefect,2023-12-08 17:18:56.586,569211.0,1.0,,,,,,,,,,,,,,,,,,, +26,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-12-14 13:11:00.000,2023-12-11 22:42:39,2276.0,39.0,2473,324.0,1494.0,227.0,1393.0,11953,2023-09-26 06:51:15.000,5.0.1,119.0,423.0,43,True,27765.0,,redis,conda-forge/redis-py,,38956266.0,https://pypi.org/project/redis,2023-11-16 12:21:49.000,27765.0,38929109.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1140619.0,1.0,,,,,,,,,,,,,-1.0,,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-12-13 22:08:58.000,2023-12-12 17:18:49,6630.0,147.0,564,31.0,832.0,417.0,1381.0,1460,2023-11-21 20:44:20.000,2.17.2,64.0,817.0,43,True,667926.0,630626.0,pygments,conda-forge/pygments,,79132369.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37300.0,78437130.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27114342.0,1.0,,,,,,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-12-14 13:12:22.000,2023-12-14 10:53:21,11079.0,334.0,1009,178.0,7232.0,2027.0,4765.0,18439,2023-12-14 12:47:50.000,3.97.0,3926.0,250.0,42,True,8058.0,6956.0,pulumi,,1710144.0,3161294.0,https://pypi.org/project/pulumi,2023-12-14 12:47:50.000,168.0,1027611.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-12-08 20:41:07.473,934.0,2033087.0,,,,,,,,,,,,,, +29,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-12-14 10:26:12.000,2023-12-14 01:32:01,16688.0,949.0,1128,105.0,11126.0,2237.0,4483.0,9146,2023-12-11 22:39:43.000,1.5.12,586.0,373.0,42,True,1894.0,1759.0,dagster,conda-forge/dagster,,1025354.0,https://pypi.org/project/dagster,2023-12-11 22:05:09.000,135.0,1001059.0,https://anaconda.org/conda-forge/dagster,2023-12-12 01:15:39.025,1044711.0,1.0,,,,,,,,,,,,,,,,,,, +30,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-12-14 13:06:02.000,2023-12-14 04:11:29,41263.0,906.0,4080,258.0,23444.0,4287.0,2094.0,7274,2023-11-17 18:45:43.000,2.52.0,102.0,1587.0,42,True,183.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6560050.0,https://pypi.org/project/apache-beam,2023-11-17 18:02:51.000,181.0,6557920.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,57527.0,1.0,,,,,,,,,,,,,,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-12-12 16:43:30.000,2023-12-08 08:52:27,3365.0,18.0,1701,196.0,1582.0,437.0,1223.0,6478,2023-12-08 20:47:46.000,7.0.0,88.0,447.0,42,True,76197.0,72236.0,docker,conda-forge/docker-py,750.0,35716898.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,3961.0,35623682.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3914841.0,2.0,,,,,,,,,,,,,,,,,,, +32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-12-13 20:46:13.000,2023-12-13 20:45:49,37379.0,814.0,1559,300.0,8050.0,66.0,3643.0,4458,2023-12-13 20:46:13.000,google-maps-fleetengine-delivery-v0.1.3,100.0,507.0,42,True,2014.0,,google-cloud-storage,conda-forge/google-cloud-storage,,57658696.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2014.0,57559100.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4083448.0,1.0,,,,,,,,,,,,,-1.0,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-12-14 10:37:00.000,2023-12-14 06:12:09,16218.0,741.0,2599,377.0,24510.0,1159.0,7832.0,3943,2023-12-12 08:33:54.000,azure-ai-contentsafety_1.0.0,100.0,670.0,42,True,3097.0,2373.0,azure-storage-blob,conda-forge/azure-storage-blob,,45449674.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,724.0,45424384.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1062208.0,1.0,,,,,,,,,,,,,,,,,,, +34,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-12-11 21:02:13.000,2023-11-27 20:58:58,3043.0,32.0,1955,227.0,1124.0,206.0,639.0,20854,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,41,True,25700.0,24090.0,cookiecutter,conda-forge/cookiecutter,,3373801.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1610.0,3344098.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,920812.0,1.0,,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-12-12 18:15:02.000,2023-12-12 18:14:42,4564.0,22.0,1370,198.0,474.0,1.0,2336.0,10514,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,28876.0,25148.0,peewee,conda-forge/peewee,,1609831.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3728.0,1595269.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,582485.0,1.0,,,,,,,,,,,,,,,,,,, +36,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-12-11 07:10:56.000,2023-12-01 19:07:45,3961.0,6.0,2002,316.0,768.0,1008.0,782.0,8630,2023-07-28 20:15:48.000,3.3.1,144.0,187.0,41,True,100618.0,87624.0,paramiko,conda-forge/paramiko,,47349894.0,https://pypi.org/project/paramiko,2023-07-28 20:15:48.000,12994.0,47250427.0,https://anaconda.org/conda-forge/paramiko,2023-07-30 12:08:35.453,4078182.0,2.0,,,,,,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-12-12 15:56:50.000,2023-12-12 15:56:09,2607.0,50.0,571,59.0,343.0,32.0,770.0,4322,2023-11-16 17:08:08.000,4.20.0,100.0,109.0,41,True,511569.0,492616.0,jsonschema,conda-forge/jsonschema,125.0,104814951.0,https://pypi.org/project/jsonschema,2023-11-16 17:08:03.000,18953.0,104147032.0,https://anaconda.org/conda-forge/jsonschema,2023-11-16 18:45:00.717,25380782.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +38,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-12-13 07:06:56.000,2023-12-13 07:06:55,1586.0,43.0,1207,404.0,1340.0,52.0,1018.0,4058,2023-12-08 06:23:03.000,8.11.1,137.0,200.0,41,True,50850.0,44715.0,elasticsearch,conda-forge/elasticsearch,3542.0,16023382.0,https://pypi.org/project/elasticsearch,2023-12-08 06:23:03.000,6135.0,16001085.0,https://anaconda.org/conda-forge/elasticsearch,2023-12-08 08:04:02.493,954793.0,1.0,,,,,,,,,,,,,,,,,,, +39,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-12-13 14:02:18.065,2023-12-05 09:07:14,4340.0,65.0,530,57.0,898.0,257.0,1212.0,1961,2023-10-09 14:43:38.000,3.10.0,38.0,198.0,41,True,260936.0,245853.0,h5py,conda-forge/h5py,3002.0,15998541.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15083.0,15664689.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14020237.0,1.0,,,,,,,,,,,,,,,,,,, +40,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-12-14 10:21:46.000,2023-12-14 10:21:46,4534.0,152.0,5110,717.0,3918.0,203.0,7012.0,31154,2023-11-23 08:49:38.000,2.23.3,144.0,525.0,40,True,1577.0,329.0,docker-compose,conda-forge/docker-compose,87705224.0,3126069.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1430401.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,379291.0,2.0,,,,,,,,,,,,,-1.0,,,,,, +41,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-12-14 13:26:59.000,2023-12-14 12:18:56,8219.0,871.0,1284,137.0,7141.0,1269.0,4623.0,22235,2023-12-01 19:21:08.000,py-0.19.19,328.0,325.0,40,True,348.0,2.0,polars,,109.0,3169111.0,https://pypi.org/project/polars,2023-12-01 19:19:37.000,346.0,3169103.0,,,,2.0,,,,,,,,,,,,,,,,,,, +42,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-12-13 03:38:50.000,2023-12-12 17:50:01,12859.0,47.0,3028,605.0,3567.0,978.0,4221.0,16522,2023-06-17 17:37:56.000,2.2.1,44.0,602.0,40,True,12160.0,11549.0,kivy,conda-forge/kivy,34569.0,160433.0,https://pypi.org/project/kivy,2023-06-17 16:04:01.835,611.0,152416.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,331229.0,1.0,,,,,,,,,,,,,,,,,,, +43,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-12-14 13:15:30.000,2023-12-13 22:53:15,11809.0,249.0,1407,79.0,7185.0,149.0,1646.0,9050,2023-12-11 18:55:33.000,0.18.4,256.0,420.0,40,True,54.0,,great_expectations,conda-forge/great-expectations,,13148846.0,https://pypi.org/project/great_expectations,2023-12-08 21:15:46.000,54.0,13131646.0,https://anaconda.org/conda-forge/great-expectations,2023-12-08 23:13:42.371,739622.0,2.0,,,,,,,,,,,,,,,,,,, +44,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-12-14 07:04:50.000,2023-12-14 07:04:49,1099.0,15.0,1466,229.0,490.0,16.0,633.0,7455,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,198587.0,198002.0,PyMySQL,conda-forge/pymysql,,38706208.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,585.0,38675351.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1265141.0,2.0,,,,,,,,,,,,,,,,,,, +45,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-12-05 22:56:04.000,2023-12-05 22:33:07,3262.0,20.0,628,81.0,1021.0,160.0,1041.0,6744,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,120642.0,110281.0,marshmallow,conda-forge/marshmallow,,31996124.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10361.0,31943472.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2211405.0,2.0,,,,,,,,,,,,,,,,,,, +46,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-12-08 18:27:19.000,2023-12-08 18:24:25,1384.0,27.0,365,65.0,546.0,119.0,547.0,4951,2023-04-16 10:50:23.776,23.1.0,27.0,151.0,40,True,920286.0,901943.0,attrs,conda-forge/attrs,,134481288.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18343.0,134068780.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,33413226.0,1.0,,,,,,,,,,,,,,,,,,, +47,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-12-01 10:50:33.000,2023-12-01 10:50:33,1499.0,14.0,384,61.0,713.0,400.0,466.0,3514,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,40,True,373848.0,367335.0,joblib,conda-forge/joblib,,42939674.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6513.0,42369011.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23397186.0,2.0,,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-12-14 04:38:57.000,2023-12-13 15:44:54,4905.0,182.0,992,109.0,3807.0,1106.0,3015.0,3264,2023-12-08 19:39:07.000,2023.12.0,87.0,462.0,40,True,24769.0,22671.0,xarray,conda-forge/xarray,,3800488.0,https://pypi.org/project/xarray,2023-12-08 19:39:07.000,2098.0,3571632.0,https://anaconda.org/conda-forge/xarray,2023-12-08 22:05:21.882,9383097.0,2.0,,,,,,,,,,,,,,,,,,, +49,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-12-04 05:49:04.000,2023-10-22 20:53:42,936.0,10.0,566,226.0,249.0,87.0,258.0,9721,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,108593.0,106661.0,uvloop,conda-forge/uvloop,426.0,10299605.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1932.0,10281903.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,672559.0,1.0,,,,,,,,,,,,,,,,,,, +50,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-12-13 08:45:10.000,2023-12-13 08:44:43,2734.0,29.0,734,149.0,747.0,599.0,554.0,8716,2023-12-13 09:51:12.000,3.0.43,127.0,223.0,39,True,1685.0,,prompt_toolkit,conda-forge/prompt-toolkit,,39301931.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1685.0,38795648.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20251344.0,2.0,,,,,,,,,,,,,,,,,,, +51,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,5.0,667,135.0,673.0,97.0,399.0,8438,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,86496.0,81682.0,arrow,conda-forge/arrow,,22253424.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4814.0,22170942.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3464263.0,1.0,,,,,,,,,,,,,,,,,,, +52,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 02:11:11.000,2023-12-14 02:11:04,2178.0,12.0,1359,148.0,970.0,297.0,1194.0,5400,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,24338.0,22904.0,kafka-python,conda-forge/kafka-python,1834.0,7502805.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1434.0,7497402.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,425632.0,2.0,,,,,,,,,,,,,,,,,,, +53,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-12-13 23:05:14.000,2023-12-13 21:14:44,5490.0,78.0,1190,240.0,1455.0,14.0,,3969,2023-11-29 15:44:00.000,4.6.1,136.0,206.0,39,True,20189.0,,pymongo,conda-forge/pymongo,,24049426.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20189.0,24015333.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1397835.0,2.0,,,,,,,,,,,,,,,,,,, +54,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-12-13 20:53:13.000,2023-11-22 14:27:35,1556.0,20.0,262,40.0,500.0,15.0,263.0,3283,2023-08-04 13:37:51.000,10.1.0,44.0,111.0,39,True,212193.0,203171.0,more-itertools,conda-forge/more-itertools,2859.0,60013073.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,9022.0,59693231.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13431940.0,1.0,,,,,,,,,,,,,,,,,,, +55,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-11-14 16:51:42.838,2023-11-01 10:45:52,3078.0,19.0,491,72.0,295.0,19.0,1254.0,3103,2023-10-03 12:45:27.000,2.9.9,62.0,135.0,39,False,748478.0,686877.0,psycopg2,psycopg2,,15122850.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61581.0,15120255.0,https://anaconda.org/anaconda/psycopg2,2023-11-14 16:51:42.838,251787.0,2.0,,,,,,,,,,,,,,,20.0,,,, +56,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-11-26 04:04:28.000,2023-11-25 05:24:37,1628.0,7.0,465,92.0,307.0,183.0,329.0,2461,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,351282.0,335040.0,pexpect,conda-forge/pexpect,4368.0,50808351.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16242.0,50625931.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16779442.0,1.0,,,,,,,,,,,,,-1.0,,,,,, +57,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-20 03:58:16.000,2023-11-20 03:58:10,1175.0,8.0,260,24.0,174.0,34.0,289.0,2001,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,39,True,932831.0,900495.0,pyparsing,conda-forge/pyparsing,8863.0,99679923.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32336.0,98115181.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40679666.0,1.0,,,,,,,,,,,,,,,,,,, +58,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-12-13 23:41:16.000,2023-12-13 21:45:40,2260.0,61.0,295,20.0,837.0,218.0,408.0,703,2023-12-11 21:19:52.000,2023.12.2,76.0,216.0,39,True,80457.0,79612.0,fsspec,conda-forge/fsspec,,159501721.0,https://pypi.org/project/fsspec,2023-12-11 21:19:52.000,845.0,159146173.0,https://anaconda.org/conda-forge/fsspec,2023-12-11 23:09:10.148,15288573.0,1.0,,,,,,,,,,,,,,,,,,, +59,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-12-12 10:46:08.000,2023-12-03 20:55:16,1999.0,25.0,202,26.0,605.0,99.0,197.0,589,2023-11-27 13:30:30.000,5.14.0,50.0,118.0,39,True,398099.0,383341.0,traitlets,conda-forge/traitlets,290.0,35378122.0,https://pypi.org/project/traitlets,2023-11-27 13:30:23.000,14758.0,34745784.0,https://anaconda.org/conda-forge/traitlets,2023-11-27 14:37:47.113,24660602.0,1.0,,,,,,,,,,,,,,,,,,, +60,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-12-04 08:45:38.000,2023-12-01 21:55:41,7335.0,266.0,1225,342.0,243.0,39.0,446.0,13381,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,988.0,983.0,tink,,1097.0,234682.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,234279.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,389.0,,,,,,,,,,,,,, +61,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-12-14 13:32:48.000,2023-12-14 09:16:22,3050.0,246.0,848,108.0,1555.0,307.0,1333.0,9039,2023-12-13 13:49:01.000,0.19.1,48.0,218.0,38,True,2111.0,2039.0,kedro,,,350125.0,https://pypi.org/project/kedro,2023-12-13 13:49:01.000,72.0,350125.0,,,,2.0,,,,,,,,,,,,,,,,,,, +62,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-12-14 09:08:36.000,2023-12-12 19:09:33,6480.0,96.0,1400,135.0,4144.0,565.0,4263.0,7935,2023-11-29 15:47:12.000,1.7.3,203.0,302.0,38,True,3884.0,3854.0,dbt,conda-forge/dbt,3439.0,105765.0,https://pypi.org/project/dbt,2023-12-08 18:36:22.000,30.0,102631.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,251020.0,2.0,,,,,,,,,,,,,,,,dbt,,, +63,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-12-07 03:38:38.000,2023-11-29 02:27:14,1713.0,12.0,3262,140.0,874.0,116.0,1167.0,6176,2023-09-18 17:33:52.000,28.1.0,90.0,188.0,38,True,1455.0,,kubernetes,conda-forge/kubernetes,,16978025.0,https://pypi.org/project/kubernetes,2023-09-18 17:32:05.000,1455.0,16967204.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,465340.0,2.0,,,,,,,,,,,,,,,,,,, +64,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-12-08 08:29:11.000,2023-12-08 08:29:10,4095.0,13.0,1225,137.0,1107.0,377.0,1321.0,4101,2023-03-03 10:28:06.959,0.27.0,72.0,389.0,38,True,25934.0,22338.0,mongoengine,conda-forge/mongoengine,,1313559.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3596.0,1307499.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,230283.0,2.0,,,,,,,,,,,,,,,,,,, +65,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-12-14 03:12:25.000,2023-11-25 04:18:18,2739.0,26.0,1223,202.0,1235.0,195.0,1803.0,3302,2023-11-17 18:40:04.000,4.3.0,43.0,229.0,38,True,4303.0,4038.0,netmiko,,,230006.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,265.0,230006.0,,,,2.0,,,,,,,,,,,,,,,,,,, +66,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-12-12 19:36:47.000,2023-12-12 19:36:47,2856.0,17.0,454,63.0,211.0,64.0,506.0,2557,2023-09-16 08:33:19.000,3.19.0x,47.0,145.0,38,True,85081.0,83428.0,pycryptodomex,conda-forge/pycryptodomex,225.0,29680498.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1653.0,29642742.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1547990.0,2.0,,,,,,,,,,,,,,,,,,, +67,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-12-02 22:44:25.000,2023-11-14 16:25:37,322.0,2.0,504,53.0,264.0,271.0,311.0,2334,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1103928.0,1026510.0,pyyaml,conda-forge/pyyaml,,240893297.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77418.0,239844950.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,40885544.0,1.0,,,,,,,,,,,,,,,,,,, +68,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-12-13 16:51:18.000,2023-12-13 16:06:13,1777.0,38.0,211,19.0,141.0,104.0,923.0,2257,2023-12-01 15:25:15.000,rel_1_13_0,122.0,182.0,38,True,205150.0,193579.0,alembic,conda-forge/alembic,,33851030.0,https://pypi.org/project/alembic,2023-12-01 15:25:10.000,11571.0,33750066.0,https://anaconda.org/conda-forge/alembic,2023-12-01 19:37:34.483,3937597.0,2.0,,,,,,,,,,,,,,,,,,, +69,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-12-08 22:06:59.814,2023-12-08 19:53:52,979.0,19.0,232,53.0,155.0,25.0,214.0,1550,2023-12-08 19:56:31.000,3.0.2,50.0,68.0,38,True,327825.0,317358.0,greenlet,conda-forge/greenlet,,88634454.0,https://pypi.org/project/greenlet,2023-12-08 19:56:31.000,10467.0,88431267.0,https://anaconda.org/conda-forge/greenlet,2023-12-08 22:06:59.814,8533856.0,2.0,,,,,,,,,,,,,,,,,,, +70,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-12-14 12:53:37.000,2023-12-13 23:09:50,1732.0,44.0,313,52.0,1133.0,69.0,553.0,670,2023-12-13 23:13:37.000,3.14.1,153.0,138.0,38,True,25541.0,24390.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,38397206.0,https://pypi.org/project/google-cloud-bigquery,2023-12-13 23:13:37.000,1151.0,38329659.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-12-14 06:18:59.317,2769438.0,2.0,,,,,,,,,,,,,,,,,,, +71,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-12-14 13:11:59.000,2023-10-25 23:50:29,4088.0,5.0,2379,479.0,2283.0,121.0,879.0,16959,2023-10-05 11:21:35.000,3.4.0,80.0,607.0,37,True,2682.0,2265.0,luigi,luigi,,561411.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,415.0,561260.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14263.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +72,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-12-13 22:47:23.000,2023-12-10 20:20:18,367.0,121.0,534,154.0,308.0,194.0,153.0,11716,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,37,True,8786.0,8608.0,sqlmodel,conda-forge/sqlmodel,,666193.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,178.0,665343.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,23812.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,, +73,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-12-13 19:40:41.000,2023-11-24 12:33:02,1803.0,8.0,1361,210.0,868.0,163.0,935.0,9265,2023-06-22 02:17:03.239,1.15.1,76.0,301.0,37,True,17053.0,15271.0,rq,conda-forge/rq,,1521841.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1782.0,1519157.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,99317.0,2.0,,,,,,,,,,,,,,,,,,, +74,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-12-08 12:39:27.000,2023-07-07 17:27:15,356.0,,374,35.0,228.0,40.0,229.0,6705,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,637306.0,627845.0,python-dotenv,conda-forge/python-dotenv,,34146083.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9461.0,34075640.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2888170.0,2.0,,,,,,,,,,,,,,,,,,, +75,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,457.0,6076,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,37,True,128807.0,120628.0,watchdog,conda-forge/watchdog,,14190500.0,https://pypi.org/project/watchdog,2023-07-20 15:43:30.598,8179.0,14127571.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2643049.0,2.0,,,,,,,,,,,,,,,,,,, +76,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-12-13 21:58:24.000,2023-12-08 18:38:53,2290.0,45.0,653,63.0,1446.0,31.0,998.0,3677,2023-11-13 19:02:13.000,3.4.2,143.0,141.0,37,True,1395.0,1330.0,awswrangler,conda-forge/awswrangler,218616.0,37723670.0,https://pypi.org/project/awswrangler,2023-11-13 17:56:17.000,65.0,37708967.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,444269.0,2.0,,,,,,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,, +77,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-12-09 01:28:45.000,2023-11-08 17:22:41,1363.0,28.0,615,118.0,128.0,10.0,897.0,3386,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,74006.0,70007.0,xlsxwriter,conda-forge/xlsxwriter,,15726097.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,3999.0,15654877.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3062460.0,3.0,,,,,,,,,,,,,,,,,,, +78,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-12-14 13:19:59.000,2023-12-14 12:46:44,7023.0,714.0,459,80.0,5222.0,105.0,2303.0,3297,2023-11-16 19:51:34.000,7.1.0,68.0,231.0,37,True,903.0,850.0,ibis-framework,conda-forge/ibis-framework,108.0,133675.0,https://pypi.org/project/ibis-framework,2023-12-10 00:02:39.000,53.0,126156.0,https://anaconda.org/conda-forge/ibis-framework,2023-12-12 21:36:12.079,315662.0,2.0,,,,,,,,,,,,,,,,,,, +79,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-11-22 13:16:06.000,2023-11-22 13:16:06,1508.0,11.0,457,133.0,560.0,318.0,373.0,2388,2023-11-17 10:47:56.000,1.2.0,30.0,132.0,37,True,26572.0,25286.0,dateparser,conda-forge/dateparser,,4903746.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1286.0,4899266.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,188180.0,2.0,,,,,,,,,,,,,,,,,,, +80,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,26.0,143,42.0,113.0,23.0,151.0,1937,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,326565.0,324241.0,pyrsistent,conda-forge/pyrsistent,,37684265.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2324.0,37185249.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20459692.0,1.0,,,,,,,,,,,,,,,,,,, +81,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-12-14 12:48:53.000,2023-12-14 10:04:11,924.0,30.0,113,27.0,298.0,58.0,275.0,1456,2023-11-22 23:23:52.000,4.1.0,49.0,44.0,37,True,211986.0,211316.0,anyio,conda-forge/anyio,,54402041.0,https://pypi.org/project/anyio,2023-11-22 23:23:52.000,670.0,54132837.0,https://anaconda.org/conda-forge/anyio,2023-11-24 14:21:34.894,11575806.0,2.0,,,,,,,,,,,,,,,,,,, +82,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1171,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,321608.0,304274.0,future,conda-forge/future,,32624407.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17334.0,32481750.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12696476.0,1.0,,,,,,,,,,,,,,,,,,, +83,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-12-14 00:42:46.000,2023-12-13 03:35:17,565.0,44.0,193,27.0,566.0,7.0,123.0,1072,2023-11-28 17:37:58.000,4.1.1,22.0,32.0,37,True,199942.0,191819.0,bcrypt,conda-forge/bcrypt,,46548808.0,https://pypi.org/project/bcrypt,2023-11-28 17:37:58.000,8123.0,46440001.0,https://anaconda.org/conda-forge/bcrypt,2023-11-28 21:09:21.018,4352293.0,3.0,,,,,,,,,,,,,,,,,,, +84,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2085425.0,1949525.0,six,conda-forge/six,,200860720.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135900.0,200309643.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,50148094.0,1.0,,,,,,,,,,,,,,,,,,, +85,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-12-11 15:41:06.000,2023-11-13 18:49:58,289.0,2.0,1407,375.0,165.0,144.0,180.0,25675,2022-12-12 20:38:05.885,0.5.0,10.0,61.0,36,True,29668.0,27771.0,fire,conda-forge/fire,,6688390.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1897.0,6677875.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,820189.0,2.0,,,,,,,,,,,,,,,,,,, +86,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-12-05 04:37:38.000,2023-09-23 23:05:56,1604.0,9.0,1985,464.0,552.0,472.0,1310.0,14365,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,162.0,21.0,fabric,conda-forge/fabric,,5071930.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,141.0,5069673.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,79027.0,3.0,,,,,,,,,,,,,,,,,,, +87,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-12-09 14:44:05.000,2023-11-26 22:23:44,6867.0,42.0,1752,229.0,3076.0,724.0,2777.0,12803,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10805.0,10460.0,pysimplegui,conda-forge/pysimplegui,,467488.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,345.0,464963.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,131344.0,2.0,,,,,,,,,,,,,-1.0,,,,,, +88,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-12-10 09:31:47.000,2023-12-10 09:31:47,395.0,6.0,965,214.0,184.0,156.0,294.0,11257,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,31967.0,30514.0,schedule,conda-forge/schedule,,1841977.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1453.0,1840622.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,47428.0,3.0,,,,,,,,,,,,,,,,,,, +89,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-12-14 08:50:31.000,2023-12-14 08:50:31,2725.0,121.0,625,116.0,2932.0,727.0,3211.0,9184,2023-11-17 23:23:44.000,0.24.1.post0,89.0,123.0,36,True,1279.0,1245.0,modin,conda-forge/modin-core,196758.0,859009.0,https://pypi.org/project/modin,2023-11-17 23:53:14.000,34.0,846250.0,https://anaconda.org/conda-forge/modin-core,2023-11-18 00:38:04.283,282238.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +90,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-11-08 13:31:39.000,2023-11-08 13:31:38,1183.0,9.0,584,136.0,323.0,32.0,221.0,4306,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,36,True,90632.0,89352.0,tablib,conda-forge/tablib,,1793665.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1792567.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93333.0,1.0,,,,,,,,,,,,,,,,,,, +91,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-12-14 09:04:51.000,2023-12-11 19:58:48,861.0,13.0,897,332.0,558.0,281.0,851.0,3492,2023-10-25 18:46:39.000,2.3.0,31.0,109.0,36,True,8445.0,7981.0,confluent-kafka,conda-forge/python-confluent-kafka,,10895777.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,464.0,10874640.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,803230.0,2.0,,,,,,,,,,,,,,,,,,, +92,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-27 21:20:39.000,2023-11-01 04:01:28,505.0,14.0,571,125.0,223.0,57.0,973.0,2773,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,36,False,54773.0,52578.0,pyodbc,conda-forge/pyodbc,,24554421.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2195.0,24522643.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1207582.0,2.0,,,,,,,,,,,,,,,,,,, +93,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-12-13 18:27:34.891,2023-12-12 11:39:43,2663.0,14.0,479,121.0,555.0,310.0,1500.0,2757,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,36,True,30821.0,30179.0,xlwings,conda-forge/xlwings,19189.0,159571.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,642.0,143065.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,693900.0,1.0,,,,,,,,,,,,,,,,,,, +94,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-12-02 15:54:14.000,2023-11-13 16:35:34,1579.0,4.0,452,45.0,632.0,341.0,404.0,2174,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5482.0,,python-dateutil,conda-forge/python-dateutil,35064.0,227258712.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5482.0,226691288.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,51605288.0,2.0,,,,,,,,,,,,,,,,,,, +95,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-12-04 09:37:39.000,2023-11-14 07:16:07,1076.0,45.0,209,25.0,167.0,66.0,215.0,1805,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,36,True,9630.0,8797.0,deepdiff,conda-forge/deepdiff,,11046595.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,833.0,11037601.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,377755.0,1.0,,,,,,,,,,,,,,,,,,, +96,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,4.0,331,66.0,124.0,20.0,177.0,1603,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,36,True,137497.0,116522.0,simplejson,conda-forge/simplejson,6381.0,20105594.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20975.0,20034976.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3033715.0,2.0,,,,,,,,,,,,,,,,,,, +97,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-12-14 00:59:14.000,2023-12-14 00:58:56,2203.0,111.0,463,17.0,1096.0,96.0,386.0,1235,2023-12-04 17:13:13.000,0.38,66.0,221.0,36,True,14471.0,14014.0,holidays,conda-forge/holidays,189.0,6538410.0,https://pypi.org/project/holidays,2023-12-04 17:21:10.000,457.0,6447215.0,https://anaconda.org/conda-forge/holidays,2023-12-04 21:15:01.119,3738968.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +98,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-12-11 09:40:11.000,2023-10-30 14:18:42,532.0,12.0,2035,376.0,462.0,343.0,185.0,32149,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1289.0,1251.0,diagrams,conda-forge/diagrams,,125669.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,38.0,121618.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,174194.0,2.0,,,,,,,,,,,,,,,,,,, +99,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-12-14 12:59:00.000,2023-12-14 02:06:39,15472.0,336.0,7026,734.0,5750.0,1723.0,3687.0,17618,2023-10-06 00:09:41.000,1.21.0,15.0,610.0,35,True,14.0,,micropython-_markupbase,,70302.0,925.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +100,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-12-08 09:05:01.000,2023-11-18 22:08:03,2432.0,4.0,1222,230.0,476.0,145.0,1006.0,8045,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,35,True,11923.0,9966.0,supervisor,conda-forge/supervisor,,1620319.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1957.0,1612862.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,283377.0,2.0,,,,,,,,,,,,,,,,,,, +101,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7863,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,119825.0,107375.0,docopt,conda-forge/docopt,,11889512.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12450.0,11867760.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2001202.0,2.0,,,,,,,,,,,,,,,,,,, +102,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-12-14 00:48:33.000,2023-10-26 14:26:36,614.0,9.0,179,33.0,86.0,2.0,358.0,5130,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,35,True,68171.0,66975.0,orjson,conda-forge/orjson,,14875641.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1196.0,14851980.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1017435.0,2.0,,,,,,,,,,,,,,,,,,, +103,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4400,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,False,128325.0,124811.0,toolz,conda-forge/toolz,,21243796.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3514.0,21033824.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18897519.0,2.0,,,,,,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-12-11 01:19:21.996,2023-12-10 21:11:20,901.0,13.0,371,87.0,271.0,26.0,317.0,4173,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4490.0,,ujson,conda-forge/ujson,,8749692.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4490.0,8643256.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4470322.0,2.0,,,,,,,,,,,,,,,,,,, +105,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-12-06 23:45:39.796,2023-12-01 17:51:08,1039.0,7.0,836,422.0,390.0,157.0,1156.0,3727,2023-11-13 12:01:30.000,8.11.0,37.0,132.0,35,True,10763.0,9779.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3109117.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,984.0,3109001.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8357.0,2.0,,,,,,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-12-05 07:53:36.000,2023-12-05 07:49:40,1617.0,20.0,454,88.0,112.0,9.0,166.0,3338,2023-11-23 07:24:51.000,8.13.26,235.0,30.0,35,True,1456.0,,phonenumbers,conda-forge/phonenumbers,,5150241.0,https://pypi.org/project/phonenumbers,2023-11-23 07:24:51.000,1456.0,5122734.0,https://anaconda.org/conda-forge/phonenumbers,2023-11-23 08:56:27.048,852721.0,1.0,,,,,,,,,,,,,,,,,,, +107,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3304,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,841031.0,819335.0,colorama,conda-forge/colorama,,122622870.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21696.0,122325049.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27399579.0,2.0,,,,,,,,,,,,,,,,,,, +108,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,4.0,238,50.0,266.0,13.0,333.0,3059,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,35,True,16134.0,14991.0,cerberus,conda-forge/cerberus,,6090675.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1143.0,6075703.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,359330.0,2.0,,,,,,,,,,,,,,,,,,, +109,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,314.0,3028,,,21.0,83.0,35,True,734471.0,717181.0,pycparser,conda-forge/pycparser,,128352307.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17290.0,127940523.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36237068.0,2.0,,,,,,,,,,,,,,,,,,, +110,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-12-14 07:05:35.000,2023-12-14 07:05:34,1081.0,9.0,466,55.0,298.0,10.0,320.0,2348,2023-12-13 13:40:11.000,2.2.1,37.0,84.0,35,True,155206.0,147964.0,mysqlclient,conda-forge/mysqlclient,5273.0,4978870.0,https://pypi.org/project/mysqlclient,2023-12-13 13:40:11.000,7242.0,4971144.0,https://anaconda.org/conda-forge/mysqlclient,2023-09-24 10:06:05.674,314319.0,2.0,,,,,,,,,,,,,,,,,,, +111,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-12-12 20:12:52.000,2023-12-12 20:12:51,1761.0,16.0,210,91.0,239.0,,,2254,2023-11-14 21:54:12.000,3.3.2,47.0,47.0,35,True,77819.0,76625.0,motor,conda-forge/motor,,1410703.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1194.0,1409048.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,62900.0,2.0,,,,,,,,,,,,,,,,,,, +112,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-11-13 03:37:49.000,2023-11-13 03:37:13,999.0,2.0,172,23.0,153.0,169.0,327.0,2051,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,35,True,135305.0,131315.0,dill,conda-forge/dill,291349.0,42854047.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,3990.0,42715232.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5729949.0,2.0,,,,,,,,,,,,,,,,,,, +113,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-12-11 17:49:14.000,2023-12-03 10:50:26,9954.0,60.0,931,85.0,1778.0,75.0,124.0,1973,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,35,True,861.0,,apache-libcloud,,,221654.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,221654.0,,,,2.0,,,,,,,,,,,,,,,,,,, +114,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,22.0,218,43.0,69.0,50.0,142.0,1917,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11901.0,,wrapt,conda-forge/wrapt,,107196333.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11901.0,106841514.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13483159.0,2.0,,,,,,,,,,,,,,,,,,, +115,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-12-14 13:04:43.000,2023-12-14 11:13:44,477.0,13.0,211,36.0,254.0,41.0,209.0,1790,2023-11-17 11:13:10.000,0.14.1,48.0,96.0,35,True,16027.0,14657.0,voluptuous,conda-forge/voluptuous,,3949513.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1370.0,3940428.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,336165.0,2.0,,,,,,,,,,,,,,,,,,, +116,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-11-23 17:38:33.000,2023-11-23 17:38:33,437.0,13.0,162,29.0,282.0,85.0,166.0,1492,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2956.0,,cloudpickle,conda-forge/cloudpickle,27.0,35931280.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2956.0,35554580.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15444732.0,2.0,,,,,,,,,,,,,,,,,,, +117,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-12-10 17:13:42.175,2023-12-10 15:15:33,762.0,26.0,125,35.0,217.0,50.0,201.0,1307,2023-12-10 15:15:56.000,3.2.1,124.0,71.0,35,True,50485.0,48271.0,argcomplete,conda-forge/argcomplete,326.0,22890084.0,https://pypi.org/project/argcomplete,2023-12-10 15:15:56.000,2214.0,22854994.0,https://anaconda.org/conda-forge/argcomplete,2023-12-10 17:13:42.175,1438586.0,2.0,,,,,,,,,,,,,,,,,,, +118,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-12-04 15:49:30.926,2023-11-30 16:14:26,4824.0,183.0,265,60.0,374.0,165.0,549.0,1240,2023-11-27 12:13:28.000,3.9.2,46.0,126.0,35,True,2607.0,,tables,conda-forge/pytables,182.0,945234.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2607.0,780993.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6733815.0,2.0,,,,,,,,,,,,,,,,,,, +119,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-12-03 23:38:08.000,2023-12-03 23:38:08,1393.0,17.0,160,34.0,167.0,70.0,235.0,1173,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,35,True,2432.0,,jsonpickle,conda-forge/jsonpickle,,9861068.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2432.0,9811320.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1591943.0,2.0,,,,,,,,,,,,,,,,,,, +120,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-12-05 10:16:14.000,2023-12-05 10:16:12,523.0,15.0,84,23.0,284.0,30.0,75.0,1165,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,35,True,19459.0,19198.0,cleo,conda-forge/cleo,,28232060.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,261.0,28215546.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,627538.0,2.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +121,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-12-12 14:41:11.000,2023-12-05 01:37:42,2065.0,25.0,148,19.0,165.0,60.0,444.0,1137,2023-11-12 22:31:41.000,24.3.0,192.0,117.0,35,True,4242.0,,keyring,conda-forge/keyring,,43849735.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4242.0,43751444.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4029939.0,3.0,,,,,,,,,,,,,,,,,,, +122,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,148.0,271.0,1117,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,33595.0,32888.0,py4j,conda-forge/py4j,,34948749.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,707.0,34894459.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4777592.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +123,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-12-14 12:12:20.000,2023-12-14 09:04:12,1156.0,45.0,289,32.0,840.0,13.0,524.0,713,2023-11-10 08:24:20.000,7.2.0,107.0,123.0,35,True,6450.0,5980.0,minio,conda-forge/minio,,1785236.0,https://pypi.org/project/minio,2023-11-10 08:22:48.000,470.0,1781424.0,https://anaconda.org/conda-forge/minio,2023-12-09 15:05:09.013,152516.0,2.0,,,,,,,,,,,,,,,,,,, +124,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-12-09 04:46:03.000,2023-12-09 04:46:02,284.0,12.0,91,14.0,184.0,11.0,92.0,609,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,367578.0,364743.0,filelock,conda-forge/filelock,,108070762.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2835.0,107693916.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16204399.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +125,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-12-14 06:26:38.000,2023-12-14 06:26:37,346.0,43.0,50,13.0,61.0,8.0,38.0,348,2023-11-21 19:57:19.000,0.2.12,24.0,19.0,35,True,493832.0,480281.0,wcwidth,conda-forge/wcwidth,,54717185.0,https://pypi.org/project/wcwidth,2023-11-21 19:57:19.000,13551.0,54185343.0,https://anaconda.org/conda-forge/wcwidth,2023-11-21 23:08:20.164,22337372.0,2.0,,,,,,,,,,,,,,,,,,, +126,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-12-14 00:48:27.697,2023-12-13 19:46:24,601.0,42.0,127,17.0,237.0,50.0,35.0,190,2023-12-13 20:58:11.000,0.9.0,39.0,38.0,35,True,265436.0,261067.0,s3transfer,conda-forge/s3transfer,,289640128.0,https://pypi.org/project/s3transfer,2023-12-13 20:58:11.000,4369.0,289182257.0,https://anaconda.org/conda-forge/s3transfer,2023-12-14 00:48:27.697,17399111.0,2.0,,,,,,,,,,,,,,,,,,, +127,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-11-30 20:29:37.000,2023-11-30 20:29:33,2776.0,3.0,613,149.0,489.0,240.0,1006.0,11553,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,34,True,2517.0,2466.0,dearpygui,,,61411.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,51.0,61411.0,,,,2.0,,,,,,,,,,,,,,,,,,, +128,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-12-14 11:38:05.000,2023-12-13 17:57:41,8585.0,350.0,544,84.0,2239.0,52.0,390.0,7222,2023-12-13 17:36:42.000,3.8.12,154.0,124.0,34,True,2588.0,2534.0,hub,,,2380.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,2380.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +129,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-11-20 17:54:24.000,2023-11-20 17:54:24,1464.0,2.0,542,135.0,235.0,7.0,461.0,6761,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16324.0,13681.0,sh,conda-forge/sh,,5431659.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2643.0,5426700.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,188449.0,3.0,,,,,,,,,,,,,,,,,,, +130,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-12-05 15:28:35.000,2023-12-02 20:20:58,1534.0,15.0,348,142.0,202.0,66.0,105.0,6313,2023-11-01 07:04:40.000,23.1.1,53.0,88.0,34,True,6328.0,5892.0,boltons,conda-forge/boltons,25.0,3224939.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,436.0,3183391.0,https://anaconda.org/conda-forge/boltons,2023-06-16 13:16:27.865,3780899.0,2.0,,,,,,,,,,,,,,,,,,, +131,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-12-14 00:11:06.000,2023-12-13 22:06:54,827.0,5.0,362,70.0,269.0,230.0,295.0,5836,2020-07-24 18:17:05.000,2.1.2,54.0,95.0,34,True,25205.0,23937.0,pendulum,conda-forge/pendulum,262.0,16670974.0,https://pypi.org/project/pendulum,2023-09-30 23:19:46.000,1268.0,16649407.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,884192.0,3.0,,,,,,,,,,,,,,,,,,, +132,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-11-20 20:44:53.000,2023-11-20 20:44:50,1912.0,59.0,597,129.0,332.0,35.0,857.0,5653,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1870.0,1500.0,csvkit,conda-forge/csvkit,,201705.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,370.0,198392.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,102727.0,2.0,,,,,,,,,,,,,,,,,,, +133,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5281,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,66626.0,60955.0,xmltodict,conda-forge/xmltodict,,30926386.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5671.0,30885995.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3554483.0,2.0,,,,,,,,,,,,,,,,,,, +134,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-12-04 00:32:46.000,2023-11-21 00:41:16,550.0,17.0,797,71.0,414.0,95.0,420.0,3636,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,34,True,844.0,,prometheus_client,conda-forge/prometheus_client,,26066745.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,844.0,25721962.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,14825706.0,2.0,,,,,,,,,,,,,,,,,,, +135,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-12-02 01:21:21.278,2023-09-25 09:31:59,4024.0,15.0,238,89.0,78.0,316.0,332.0,3368,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,34,True,4145.0,3780.0,pony,conda-forge/pony,76.0,127621.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,365.0,124984.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97590.0,2.0,,,,,,,,,,,,,,,,,,, +136,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-12-12 01:46:45.000,2023-12-12 01:46:45,728.0,12.0,316,33.0,506.0,106.0,371.0,3348,2023-10-31 18:44:59.000,3.2.4,86.0,118.0,34,True,7865.0,7580.0,dynaconf,conda-forge/dynaconf,,1953431.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,285.0,1951784.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,62605.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +137,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,3.0,312,46.0,111.0,15.0,188.0,2443,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,53769.0,50438.0,python-magic,conda-forge/python-magic,,6230839.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3331.0,6224593.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,237361.0,2.0,,,,,,,,,,,,,,,,,,, +138,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-12-10 17:09:47.000,2023-12-10 17:09:47,1032.0,12.0,267,35.0,369.0,198.0,254.0,2233,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,34,True,16062.0,15956.0,pypika,conda-forge/pypika,,2220287.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,106.0,2220060.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,5925.0,2.0,,,,,,,,,,,,,,,,,,, +139,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-12-13 11:40:50.000,2023-12-13 11:40:50,831.0,33.0,203,62.0,102.0,68.0,295.0,2061,2023-12-11 13:19:16.000,2.8.8,52.0,71.0,34,True,3215.0,,numexpr,conda-forge/numexpr,517.0,5888562.0,https://pypi.org/project/numexpr,2023-12-11 13:19:16.000,3215.0,5710236.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7489457.0,2.0,,,,,,,,,,,,,,,,,,, +140,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,49.0,149.0,56.0,85.0,2005,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39437.0,5.0,chardet,conda-forge/chardet,,56686935.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39429.0,56117303.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22209817.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,150.0,,,,,,,,,,,,,, +141,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-11-01 12:10:42.000,2023-10-30 00:20:45,288.0,16.0,149,27.0,58.0,8.0,228.0,1854,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,34,True,3551.0,,cachetools,conda-forge/cachetools,,108635462.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3551.0,108392966.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10427355.0,1.0,,,,,,,,,,,,,,,,,,, +142,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-11-25 16:13:54.210,2023-11-15 14:34:32,867.0,5.0,250,48.0,290.0,8.0,271.0,1800,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,34,True,2366.0,,msgpack,conda-forge/msgpack-python,1275.0,56538801.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2366.0,56154596.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14599157.0,3.0,,,,,,,,,,,,,,,,,,, +143,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-12-13 04:44:19.000,2023-12-08 16:41:51,1860.0,39.0,225,45.0,885.0,278.0,398.0,1260,2023-08-18 14:29:58.000,2.16.1,73.0,95.0,34,True,3497.0,3032.0,zarr,conda-forge/zarr,,491171.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,465.0,422677.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2808270.0,2.0,,,,,,,,,,,,,,,,,,, +144,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,190.0,238.0,1166,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,28806.0,26652.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,5189850.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2154.0,5183670.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,537739.0,2.0,,,,,,,,,,,,,,,,,,, +145,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-11-16 21:53:00.000,2023-11-16 21:49:07,517.0,67.0,125,23.0,67.0,22.0,161.0,866,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,34,True,18346.0,18008.0,anytree,conda-forge/anytree,,955641.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,338.0,954818.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36240.0,1.0,,,,,,,,,,,,,,,,,,, +146,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-12-12 00:58:34.720,2023-12-11 21:56:27,1025.0,23.0,254,18.0,396.0,127.0,313.0,766,2023-12-11 21:57:22.000,2023.12.2,66.0,133.0,34,True,16566.0,15830.0,s3fs,conda-forge/s3fs,,155004455.0,https://pypi.org/project/s3fs,2023-12-11 21:57:22.000,736.0,154843152.0,https://anaconda.org/conda-forge/s3fs,2023-12-12 00:58:34.720,6452128.0,2.0,,,,,,,,,,,,,,,,,,, +147,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-12-14 12:37:45.000,2023-12-14 12:37:24,381.0,18.0,155,60.0,380.0,42.0,292.0,400,2023-12-12 14:47:14.000,0.20.0,44.0,48.0,34,True,9000.0,8665.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7353752.0,https://pypi.org/project/pandas-gbq,2023-12-12 14:47:14.000,335.0,7304654.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1865595.0,2.0,,,,,,,,,,,,,2.0,,,,,, +148,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,236,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,455223.0,440118.0,pyasn1,conda-forge/pyasn1,,161517212.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15105.0,156981228.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13607954.0,3.0,,,,,,,,,,,,,,,,,,, +149,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-12-13 10:35:14.000,2023-12-10 20:18:56,479.0,8.0,502,71.0,293.0,208.0,167.0,12666,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2874.0,21.0,typer,conda-forge/typer,,14047038.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2853.0,14003775.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1903579.0,3.0,,,,,,,,,,,,,,,,,,, +150,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-12-03 20:41:44.000,2023-12-03 20:41:44,482.0,4.0,247,48.0,195.0,91.0,148.0,5531,2023-08-14 13:22:49.000,8.2.3,53.0,86.0,33,True,1666.0,,tenacity,conda-forge/tenacity,,39088233.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1666.0,38937065.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5744419.0,2.0,,,,,,,,,,,,,,,,,,, +151,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-12-06 08:46:36.000,2023-12-06 08:46:35,1191.0,7.0,337,42.0,488.0,486.0,505.0,3983,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6856.0,6754.0,tortoise-orm,conda-forge/tortoise-orm,13.0,113152.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,102.0,112609.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16290.0,3.0,,,,,,,,,,,,,,,,,,, +152,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,32.0,245,64.0,89.0,23.0,273.0,3462,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,33,True,1068.0,949.0,asciimatics,conda-forge/asciimatics,,67219.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,119.0,63425.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,144175.0,3.0,,,,,,,,,,,,,,,,,,, +153,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-12-14 13:24:32.000,2023-12-12 16:41:47,6097.0,203.0,347,41.0,1914.0,45.0,204.0,3323,2023-12-12 18:01:19.000,0.52.0,118.0,81.0,33,True,276.0,274.0,zenml,,1.0,11708.0,https://pypi.org/project/zenml,2023-12-12 17:44:57.000,2.0,11708.0,,,,2.0,,,,,,,,,,,,,,,,,,, +154,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-11-23 10:48:28.000,2023-11-23 10:48:28,410.0,10.0,198,57.0,154.0,95.0,73.0,2803,2021-12-01 20:51:57.000,0.7.5,25.0,66.0,33,True,8688.0,7754.0,schema,conda-forge/schema,,8642580.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,934.0,8640065.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,133345.0,2.0,,,,,,,,,,,,,,,,,,, +155,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,141.0,453.0,143.0,401.0,2753,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,22600.0,21744.0,pandas-datareader,conda-forge/pandas-datareader,,409167.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,856.0,404938.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,338350.0,2.0,,,,,,,,,,,,,,,,,,, +156,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-12-07 03:55:03.000,2023-11-01 21:12:44,1273.0,9.0,185,51.0,319.0,127.0,223.0,2707,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,33,True,5946.0,5474.0,plumbum,conda-forge/plumbum,,2553601.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,472.0,2541789.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,992254.0,3.0,,,,,,,,,,,,,,,,,,, +157,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-12-11 20:16:50.000,2023-12-09 17:14:22,1428.0,27.0,210,46.0,1194.0,65.0,562.0,2581,2023-10-23 08:57:14.000,0.39.1,732.0,70.0,33,True,3423.0,3371.0,docarray,conda-forge/docarray,,108284.0,https://pypi.org/project/docarray,2023-12-09 17:31:41.000,52.0,102864.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,124661.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +158,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2436,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,123009.0,120870.0,aiofiles,conda-forge/aiofiles,,10600311.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2139.0,10575794.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,931681.0,2.0,,,,,,,,,,,,,,,,,,, +159,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-12-05 22:44:47.985,2023-12-05 14:41:43,497.0,5.0,298,26.0,118.0,11.0,148.0,1758,2023-12-05 14:44:01.000,2.9.0,43.0,65.0,33,True,64978.0,63472.0,emoji,conda-forge/emoji,,3027370.0,https://pypi.org/project/emoji,2023-12-05 14:44:01.000,1506.0,3025752.0,https://anaconda.org/conda-forge/emoji,2023-12-05 22:44:47.985,64724.0,2.0,,,,,,,,,,,,,,,,,,, +160,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-12-12 17:41:44.000,2023-12-12 07:49:57,690.0,9.0,223,61.0,407.0,139.0,618.0,1474,2019-06-19 22:31:20.000,3.7.4,16.0,92.0,33,True,6011.0,,typing,conda-forge/typing,,8809129.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6011.0,8777453.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2945885.0,2.0,,,,,,,,,,,,,,,,,,, +161,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-12-08 21:58:38.000,2023-11-13 20:12:14,6035.0,10.0,553,78.0,1111.0,15.0,,1357,2023-06-06 15:21:12.274,3.28.0,75.0,196.0,33,True,6594.0,5891.0,cassandra-driver,conda-forge/cassandra-driver,,1732272.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,703.0,1727525.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,189908.0,3.0,,,,,,,,,,,,,,,,,,, +162,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-12-14 04:25:09.000,2023-11-27 21:24:11,701.0,10.0,125,22.0,279.0,41.0,128.0,1060,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10543.0,,pluggy,conda-forge/pluggy,,98774749.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10543.0,98152265.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23654401.0,2.0,,,,,,,,,,,,,,,,,,, +163,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-11-07 16:05:40.000,2023-11-07 16:05:40,346.0,11.0,141,14.0,160.0,18.0,138.0,851,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,33,True,97355.0,95536.0,validators,conda-forge/validators,13.0,6711531.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1819.0,6698280.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,543275.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +164,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-12-14 11:11:45.000,2023-12-07 15:29:38,1509.0,35.0,211,98.0,753.0,5.0,229.0,845,2023-11-28 12:20:00.000,5.15.0,130.0,42.0,33,True,7933.0,7707.0,neo4j-driver,conda-forge/neo4j-python-driver,,124423.0,https://pypi.org/project/neo4j-driver,2023-11-28 12:18:24.000,226.0,119723.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-11-28 14:47:20.911,197425.0,3.0,,,,,,,,,,,,,,,,,,, +165,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,791,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,531828.0,507412.0,decorator,conda-forge/decorator,,58428828.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24416.0,58146490.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25128155.0,2.0,,,,,,,,,,,,,,,,,,, +166,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-11-03 12:32:10.000,2023-11-03 12:31:26,810.0,6.0,131,23.0,94.0,53.0,139.0,303,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,112813.0,105723.0,asn1crypto,conda-forge/asn1crypto,,61706667.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7090.0,61599799.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8335724.0,3.0,,,,,,,,,,,,,,,,,,, +167,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,,78,15.0,35.0,35.0,47.0,290,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1846068.0,1762564.0,pytz,conda-forge/pytz,,154711988.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83504.0,153418778.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,47848802.0,3.0,,,,,,,,,,,,,,,,,,, +168,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,16.0,58,7.0,76.0,1.0,81.0,179,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,33,True,143910.0,140085.0,tzlocal,conda-forge/tzlocal,,41647082.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3825.0,41557875.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2497811.0,3.0,,,,,,,,,,,,,,,,,,, +169,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-12-02 01:46:06.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,14.0,291.0,6271,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13080.0,12167.0,tinydb,conda-forge/tinydb,,503239.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,913.0,499210.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,362696.0,2.0,,,,,,,,,,,,,,,,,,, +170,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-10-24 16:00:35.000,2023-09-20 06:18:21,1023.0,16.0,515,91.0,185.0,16.0,429.0,5158,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,32,True,3528.0,3260.0,transitions,conda-forge/transitions,,503868.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,268.0,493148.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,578907.0,1.0,,,,,,,,,,,,,,,,,,, +171,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-12-03 20:35:16.966,2023-11-28 18:26:26,330.0,1.0,253,53.0,201.0,125.0,197.0,3606,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21334.0,21213.0,databases,conda-forge/databases,,375945.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,121.0,370756.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,192018.0,3.0,,,,,,,,,,,,,,,,,,, +172,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,262,47.0,202.0,176.0,358.0,3366,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2807.0,2691.0,dependency-injector,conda-forge/dependency_injector,,1097522.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,116.0,1096225.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,35040.0,2.0,,,,,,,,,,,,,,,,,,, +173,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3114,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2232.0,,sortedcontainers,conda-forge/sortedcontainers,,29299492.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2232.0,29168928.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11620230.0,2.0,,,,,,,,,,,,,,,,,,, +174,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-12-05 16:43:54.000,2023-09-07 02:59:25,1023.0,,365,48.0,382.0,82.0,310.0,3004,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,32,True,628.0,,smart-open,conda-forge/smart_open,,17942530.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,628.0,17888132.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2230342.0,2.0,,,,,,,,,,,,,,piskvorky/smart_open,,,,, +175,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-12-08 21:11:34.000,2023-12-06 18:43:29,624.0,36.0,232,17.0,603.0,282.0,421.0,2721,2023-12-08 21:11:34.000,0.18.0,79.0,110.0,32,True,1300.0,1203.0,pandera,conda-forge/pandera-core,,1229812.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,97.0,1228986.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,31406.0,2.0,,,,,,['pandas'],,,,,,,,unionai-oss/pandera,,,,, +176,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-11-08 18:48:21.000,2023-04-17 23:37:12,196.0,,185,28.0,76.0,8.0,85.0,2596,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,120333.0,116937.0,python-decouple,conda-forge/python-decouple,12.0,1763301.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3396.0,1762317.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,73833.0,2.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +177,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-12-13 12:08:55.000,2023-11-29 18:38:35,828.0,7.0,424,40.0,632.0,259.0,367.0,2323,2023-11-29 05:21:25.000,5.5.1,90.0,107.0,32,True,1745.0,1584.0,pynamodb,conda-forge/pynamodb,,1465628.0,https://pypi.org/project/pynamodb,2023-11-29 05:21:25.000,161.0,1455716.0,https://anaconda.org/conda-forge/pynamodb,2023-11-29 14:08:47.181,396510.0,3.0,,,,,,,,,,,,,,,,,,, +178,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2107,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,211378.0,202817.0,xlrd,conda-forge/xlrd,,19028729.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8561.0,18984128.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3612735.0,2.0,,,,,,,,,,,,,,,,,,, +179,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,86.0,1987,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7045.0,,jmespath,conda-forge/jmespath,,125584664.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7045.0,125390653.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17267023.0,3.0,,,,,,,,,,,,,,,,,,, +180,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1669,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,32,False,2062.0,,humanize,conda-forge/humanize,,5460141.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2062.0,5448361.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,494797.0,2.0,,,,,,,,,,,,,,,,,,, +181,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-11-29 23:17:44.000,2023-11-18 19:19:04,1056.0,6.0,90,17.0,579.0,101.0,444.0,1666,2022-12-08 21:01:02.889,2.3.0,146.0,31.0,32,True,22173.0,21728.0,omegaconf,conda-forge/omegaconf,,6159400.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,445.0,6133089.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1236624.0,2.0,,,,,,,,,,,,,,,,,,, +182,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-12-12 13:10:55.000,2023-12-12 13:10:54,1367.0,89.0,148,21.0,887.0,57.0,368.0,1383,2023-11-27 10:42:18.000,9.1.0,59.0,70.0,32,True,806.0,764.0,copier,,,173008.0,https://pypi.org/project/copier,2023-11-27 10:42:18.000,42.0,173008.0,,,,3.0,,,,,,,,,,,,,,,,,,, +183,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1170,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3608.0,3522.0,petl,conda-forge/petl,,1169156.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1163989.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,217043.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +184,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,28.0,95.0,61.0,141.0,1144,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6637.0,6314.0,sshtunnel,conda-forge/sshtunnel,,7003127.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,323.0,7001622.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,130951.0,3.0,,,,,,,,,,,,,,,,,,, +185,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,609.0,868,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,32,True,8263.0,7908.0,cx-Oracle,conda-forge/cx_oracle,,2945594.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,355.0,2933174.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,509237.0,3.0,,,,,,,,,,,,,,,,,,, +186,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-12-08 00:32:32.000,2023-12-08 00:32:32,869.0,47.0,64,18.0,467.0,139.0,284.0,369,2023-11-08 17:32:32.000,2.0.1,87.0,36.0,32,True,9269.0,9114.0,param,conda-forge/param,,659819.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,155.0,621888.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1441392.0,3.0,,,,,,,,,,,,,,,,,,, +187,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-12-05 14:43:04.000,2023-11-30 17:42:07,1870.0,2.0,598,124.0,1289.0,221.0,1086.0,7764,2023-02-23 18:30:37.000,1.3.2,22.0,114.0,31,True,18174.0,18165.0,hydra,conda-forge/hydra-core,,30222.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,11315.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,869750.0,3.0,,,,,,,,,,,,,,,,,,, +188,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,131.0,189.0,180.0,343.0,5940,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6593.0,6507.0,eel,,,70528.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,70528.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +189,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5129,,,41.0,28.0,31,False,8418.0,7596.0,pdfminer,conda-forge/pdfminer,,172304.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,822.0,171900.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35633.0,2.0,,,,,,,,,,,,,,,,,,, +190,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-11-28 02:39:28.000,2023-11-28 02:39:24,986.0,6.0,380,84.0,175.0,,605.0,4714,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1500.0,1323.0,huey,conda-forge/huey,,99364.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,177.0,98878.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33102.0,2.0,,,,,,,,,,,,,,,,,,, +191,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4675,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,4041.0,3459.0,dataset,conda-forge/dataset,,140154.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,582.0,139923.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7648.0,3.0,,,,,,,,,,,,,,,,,,, +192,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-12-14 12:30:42.000,2023-12-14 12:30:42,7765.0,529.0,663,85.0,1316.0,137.0,667.0,3950,2023-11-03 04:09:37.000,0.4.0,64.0,256.0,31,True,38.0,2.0,toga,,2095.0,4512.0,https://pypi.org/project/toga,2023-11-03 04:09:37.000,34.0,4342.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,21.0,,,,,,,,,,,,,, +193,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-11-20 07:27:02.000,2023-04-22 06:02:17,441.0,,287,23.0,113.0,15.0,125.0,3526,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,24181.0,23754.0,gdown,conda-forge/gdown,,1400505.0,https://pypi.org/project/gdown,2023-03-25 04:14:00.465,427.0,1395769.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,241572.0,2.0,,,,,,,,,,,,,,,,,,, +194,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,7.0,349,302.0,1629.0,112.0,486.0,3311,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,341.0,324.0,koalas,conda-forge/koalas,1019.0,1571532.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1565647.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,322744.0,3.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +195,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3172,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9992.0,9174.0,blaze,conda-forge/blaze,,13245.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,10583.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202314.0,3.0,,,,,,,,,,,,,,,,,,, +196,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-12-11 14:32:48.000,2023-12-09 09:50:22,1724.0,33.0,100,42.0,1323.0,66.0,353.0,3030,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,543.0,484.0,returns,conda-forge/returns,,228728.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,228474.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7899.0,3.0,,,,,,,,,,,,,,,,,,, +197,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1493.0,1379.0,mrjob,conda-forge/mrjob,,93403.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,87436.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519193.0,2.0,,,,,,,,,,,,,,,,,,, +198,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-12-14 11:00:39.000,2023-12-12 20:45:53,810.0,62.0,108,32.0,1038.0,17.0,389.0,2418,2023-12-12 20:32:09.000,1.3.18,310.0,32.0,31,True,231.0,225.0,whylogs,,44.0,143467.0,https://pypi.org/project/whylogs,2023-12-12 20:32:57.000,6.0,143465.0,,,,2.0,,,,,,,,,,,,,,,,,,, +199,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1913,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,False,619.0,,fs,conda-forge/fs,,2019635.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,619.0,2010398.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,692783.0,3.0,,,,,,,,,,,,,,,,,,, +200,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-11-28 18:14:54.000,2023-11-28 18:14:52,1025.0,21.0,59,22.0,106.0,113.0,76.0,1771,2023-11-27 00:23:41.000,23.5.0,26.0,22.0,31,True,1427.0,1305.0,glom,conda-forge/glom,,1408082.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,122.0,1407373.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28373.0,2.0,,,,,,,,,,,,,,,,,,, +201,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-12-13 22:24:26.000,2023-12-13 22:24:25,1470.0,95.0,252,43.0,648.0,138.0,888.0,1739,2023-12-05 18:42:59.000,1.8.0,118.0,46.0,31,False,324.0,306.0,sdv,conda-forge/sdv,,56058.0,https://pypi.org/project/sdv,2023-12-05 18:41:19.000,18.0,55422.0,https://anaconda.org/conda-forge/sdv,2023-12-05 23:39:59.074,15275.0,2.0,,,,,,,,,,,,,,,,,,, +202,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,100.0,402.0,167.0,379.0,1673,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9074.0,7814.0,influxdb,conda-forge/influxdb,,1814125.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1811083.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,133885.0,3.0,,,,,,,,,,,,,,,,,,, +203,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,4.0,214,48.0,179.0,56.0,337.0,1463,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,31,True,2333.0,2235.0,pygsheets,,,1277913.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,98.0,1277913.0,,,,3.0,,,,,,,,,,,,,,,,,,, +204,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,1003,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,280604.0,265424.0,appdirs,conda-forge/appdirs,,19748683.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15180.0,19642179.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9904881.0,3.0,,,,,,,,,,,,,,,,,,, +205,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,958,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,31,True,46223.0,44556.0,Bottleneck,conda-forge/bottleneck,,723414.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1667.0,622562.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3832408.0,3.0,,,,,,,,,,,,,,,,,,, +206,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-12-05 01:33:19.000,2023-12-05 01:33:18,970.0,10.0,100,22.0,93.0,27.0,83.0,879,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,31,True,1028.0,,inflect,conda-forge/inflect,,4952659.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1028.0,4944211.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,354852.0,2.0,,,,,,,,,,,,,,,,,,, +207,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-11-01 16:03:03.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,115.0,22.0,103.0,459,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7169.0,,rsa,conda-forge/rsa,,133877982.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7169.0,133730337.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13140429.0,3.0,,,,,,,,,,,,,,,,,,, +208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-12-14 13:06:45.000,2023-12-12 22:59:34,782.0,16.0,48,45.0,689.0,47.0,176.0,57,2023-12-12 23:03:16.000,2.22.0,76.0,67.0,31,False,3260.0,3244.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,4043705.0,https://pypi.org/project/google-cloud-bigtable,2023-12-12 23:03:16.000,16.0,4040713.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,101740.0,3.0,,,,,,,,,,,,,,,,,,, +209,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-12-05 01:28:05.000,2023-12-05 01:28:05,856.0,25.0,36,12.0,53.0,1.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,36.0,31,False,1602.0,,importlib-resources,conda-forge/importlib_resources,,69764011.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1602.0,69356023.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17543496.0,2.0,,,,,,,,,,,,,,,,,,, +210,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-12-05 01:26:32.000,2023-12-05 01:26:32,683.0,14.0,40,4.0,41.0,8.0,64.0,44,2023-09-18 15:18:43.000,3.17.0,49.0,23.0,31,False,4175.0,,zipp,conda-forge/zipp,,169812054.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4175.0,168922596.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34688898.0,3.0,,,,,,,,,,,,,,,,,,, +211,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-12-10 16:40:10.000,2022-05-08 04:08:19,743.0,,956,278.0,297.0,152.0,462.0,19772,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,927.0,845.0,gooey,conda-forge/gooey,554.0,5910.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,82.0,4579.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72674.0,3.0,,,,,,,,,,,,,,,,,,, +212,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,144.0,967.0,500.0,773.0,8084,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,663.0,632.0,vaex,conda-forge/vaex,280.0,34948.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,32881.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,177674.0,3.0,,,,,,,,,,,,,,,,,,, +213,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,142.0,293.0,282.0,244.0,6647,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1725.0,1695.0,faust,,,17368.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,17368.0,,,,3.0,,,,,,,,,,,,,,,,,,, +214,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,411,78.0,69.0,365.0,194.0,3564,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,14553.0,14028.0,keyboard,conda-forge/keyboard,,212900.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,525.0,212088.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,24372.0,3.0,,,,,,,,,,,,,,,,,,, +215,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-12-08 00:49:39.000,2023-12-08 00:49:38,3046.0,10.0,222,29.0,291.0,98.0,761.0,3280,2023-11-29 17:37:15.000,0.23.1,115.0,80.0,30,True,124.0,117.0,ploomber,conda-forge/ploomber,,9850.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,7168.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,80472.0,3.0,,,,,,,,,,,,,,,,,,, +216,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-12-13 05:26:11.000,2023-12-13 05:26:11,990.0,7.0,141,71.0,63.0,9.0,72.0,3180,2018-06-30 04:16:20.000,1.10.3,51.0,32.0,30,True,10131.0,9497.0,funcy,conda-forge/funcy,,1968107.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,634.0,1963271.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,401398.0,3.0,,,,,,,,,,,,,,,,,,, +217,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1958.0,1571.0,schematics,conda-forge/schematics,,252499.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,252008.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26043.0,3.0,,,,,,,,,,,,,,,,,,, +218,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,1.0,276,48.0,73.0,50.0,113.0,2204,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1091.0,1025.0,datasketch,,19.0,1253245.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1253245.0,,,,3.0,,,,,,,,,,,,,,,,,,, +219,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,3.0,315,70.0,401.0,109.0,367.0,1482,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,30,True,244.0,219.0,mleap,conda-forge/mleap,,266459.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,264650.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,77817.0,3.0,,,,,,,,,,,,,,,,,,, +220,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1406,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2918.0,,python-slugify,conda-forge/python-slugify,,12647694.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2918.0,12601720.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1884960.0,3.0,,,,,,,,,,,,,,,,,,, +221,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-12-13 10:09:52.000,2023-12-12 14:22:59,793.0,24.0,63,15.0,444.0,185.0,175.0,1399,2023-10-22 23:01:49.000,0.11.0,32.0,26.0,30,True,2630.0,2615.0,prisma,,,60239.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,60239.0,,,,3.0,,,,,,,,,,,,,,,,,,, +222,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-12-02 19:59:33.000,2023-12-02 19:58:34,649.0,19.0,61,16.0,234.0,3.0,54.0,1361,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,20817.0,20301.0,bidict,conda-forge/bidict,,1504594.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,516.0,1500313.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,372529.0,2.0,,,,,,,,,,,,,,,,,,, +223,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-12-12 18:35:37.000,2023-12-12 18:35:36,617.0,23.0,138,22.0,509.0,35.0,252.0,957,2023-08-06 20:31:23.000,0.12.2,44.0,43.0,30,True,2122.0,1993.0,aiocache,,15.0,405485.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,129.0,405485.0,,,,2.0,,,,,,,,,,,,,,,,,,, +224,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,872,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5387.0,5066.0,fastcore,conda-forge/fastcore,,683819.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,321.0,681121.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,64771.0,3.0,,,,,,,,,,,,,,,,,,, +225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-12-04 22:26:12.000,2020-10-21 17:48:31,219.0,,77,15.0,266.0,46.0,25.0,676,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,45175.0,43077.0,cached-property,conda-forge/cached-property,,12168779.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2098.0,12071055.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7915686.0,2.0,,,,,,,,,,,,,,,,,,, +226,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-12-11 22:02:11.000,2023-12-11 22:02:10,558.0,32.0,358,36.0,292.0,27.0,125.0,654,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4503.0,3222.0,pysolr,conda-forge/pysolr,,291223.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1281.0,290956.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21951.0,3.0,,,,,,,,,,,,,,,,,,, +227,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,66,23.0,49.0,6.0,90.0,519,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17272.0,15085.0,scandir,conda-forge/scandir,,3869082.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2187.0,3833238.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1362100.0,3.0,,,,,,,,,,,,,,,,,,, +228,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,6.0,31,10.0,77.0,3.0,26.0,398,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,30,True,37575.0,37278.0,srsly,conda-forge/srsly,,6194225.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,6161355.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1380546.0,3.0,,,,,,,,,,,,,,,,,,, +229,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-12-13 23:10:33.000,2023-09-28 23:25:31,1160.0,2.0,86,20.0,763.0,31.0,121.0,363,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,30,True,3327.0,,multidict,conda-forge/multidict,5327.0,81277112.0,https://pypi.org/project/multidict,2023-07-20 15:53:14.362,3327.0,80979550.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11305126.0,2.0,,,,,,,,,,,,,,,,,,, +230,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-12-13 06:53:46.000,2023-04-04 13:18:36,954.0,,4527,636.0,752.0,198.0,100.0,23181,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,113.0,97.0,algorithms,conda-forge/algorithms,,2012.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1952.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1951.0,3.0,,,,,,,,,,,,,,,,,,, +231,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7026,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1295.0,1114.0,records,conda-forge/records,,323879.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,323569.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24808.0,3.0,,,,,,,,,,,,,,,,,,, +232,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-11-17 17:28:01.000,2023-11-17 17:28:01,2687.0,2.0,847,169.0,741.0,21.0,961.0,5605,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,29,True,435.0,422.0,snorkel,conda-forge/snorkel,1053.0,27911.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,13.0,27017.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46748.0,3.0,,,,,,,,,,,,,,,,,,, +233,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-12-08 05:55:42.000,2023-11-26 21:16:28,3858.0,14.0,317,37.0,337.0,146.0,542.0,2453,2023-10-09 19:54:22.000,2.8,210.0,102.0,29,True,108.0,96.0,pyinfra,,,34519.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,12.0,34519.0,,,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +234,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,131,56.0,73.0,15.0,64.0,2401,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8108.0,7706.0,addict,conda-forge/addict,21.0,2675179.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,402.0,2670401.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,425305.0,3.0,,,,,,,,,,,,,,,,,,, +235,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1765,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,24.0,,datatable,conda-forge/datatable,2226.0,58423.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,24.0,57749.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23229.0,3.0,,,,,,,,,,,,,,,,,,, +236,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-12-11 23:02:44.000,2023-12-11 23:02:40,821.0,39.0,45,12.0,249.0,9.0,89.0,1314,2023-11-08 21:14:41.000,0.33.0,63.0,7.0,29,True,1579.0,1544.0,python-benedict,conda-forge/python-benedict,,634313.0,https://pypi.org/project/python-benedict,2023-11-08 21:14:41.000,35.0,630362.0,https://anaconda.org/conda-forge/python-benedict,2023-11-09 06:24:03.276,146198.0,3.0,,,,,,,,,,,,,,,,,,, +237,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-12-07 10:49:37.000,2023-10-16 00:08:39,536.0,1.0,74,19.0,215.0,34.0,95.0,1287,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,29,True,11057.0,10660.0,questionary,conda-forge/questionary,,1552429.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,397.0,1550701.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,62220.0,3.0,,,,,,,,,,,,,,,,,,, +238,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-12-12 11:29:46.000,2023-12-12 11:15:00,1731.0,15.0,77,14.0,425.0,106.0,241.0,1185,2023-11-10 17:34:43.000,1.1.1,247.0,42.0,29,True,317.0,306.0,piccolo,,,22082.0,https://pypi.org/project/piccolo,2023-11-10 17:34:43.000,11.0,22082.0,,,,3.0,,,,,,,,,,,,,,,,,,, +239,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1092,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2038.0,1819.0,redis-py-cluster,,4057.0,2030174.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,2030137.0,,,,3.0,,,,,,,,,,,,,,,,,,, +240,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-12-05 01:24:16.000,2023-12-05 01:24:15,1236.0,19.0,145,39.0,83.0,2.0,131.0,1071,2023-12-04 20:30:00.000,16.9.0,22.0,51.0,29,True,148.0,,path,conda-forge/path,,1591191.0,https://pypi.org/project/path,2023-12-04 20:29:42.000,148.0,1580045.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,479305.0,3.0,,,,,,,,,,,,,,,,,,, +241,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-12-08 21:34:41.000,2023-10-10 14:12:37,1994.0,3.0,136,42.0,420.0,115.0,251.0,949,2023-05-29 19:24:00.928,0.7.0,30.0,86.0,29,True,1922.0,1793.0,intake,conda-forge/intake,,60687.0,https://pypi.org/project/intake,2023-12-04 21:17:26.000,129.0,52060.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,526297.0,3.0,,,,,,,,,,,,,,,,,,, +242,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,19.0,130,27.0,44.0,9.0,74.0,908,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,444.0,,email-validator,conda-forge/email-validator,,9326686.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,444.0,9323291.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,139198.0,3.0,,,,,,,,,,,,,,,,,,, +243,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,47,17.0,75.0,1.0,88.0,814,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,29,True,26213.0,24924.0,natsort,conda-forge/natsort,,4257971.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1289.0,4217615.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1493195.0,3.0,,,,,,,,,,,,,,,,,,, +244,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-12-14 09:49:46.354,2023-12-14 07:08:28,722.0,19.0,46,11.0,86.0,12.0,97.0,485,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5040.0,4766.0,python-rapidjson,conda-forge/python-rapidjson,,1892755.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,274.0,1855667.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1409373.0,3.0,,,,,,,,,,,,,,,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,53,9.0,46.0,20.0,21.0,133,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,56856.0,54567.0,isodate,conda-forge/isodate,,83399234.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2289.0,83349232.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4650264.0,3.0,,,,,,,,,,,,,,,,,,, +246,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,195,29.0,53.0,81.0,127.0,3334,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,28,True,47.0,,pandarallel,conda-forge/pandarallel,,465998.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,47.0,464123.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,56255.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +247,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-12-12 13:37:48.000,2023-10-09 16:19:55,1158.0,2.0,587,175.0,464.0,94.0,476.0,3004,2023-10-09 16:58:32.000,1.82.1,95.0,83.0,28,False,270.0,237.0,arctic,conda-forge/arctic,209.0,3998.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3440.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30610.0,3.0,,,,,,,,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,96.0,110.0,31.0,127.0,2760,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6949.0,6791.0,sklearn-pandas,conda-forge/sklearn-pandas,,210465.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,158.0,208645.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67366.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2620,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2355.0,2310.0,gino,,,20250.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,20250.0,,,,3.0,,,,,,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,1.0,117,23.0,111.0,50.0,42.0,1937,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7502.0,7408.0,gin-config,conda-forge/gin-config,,186360.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,94.0,185831.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22775.0,3.0,,,,,,,,,,,,,,,,,,, +251,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-12-11 17:02:28.000,2023-06-20 15:54:36,2284.0,,174,39.0,371.0,33.0,263.0,1919,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,202786.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,197818.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,178867.0,3.0,,,,,,,,,,,,,,,,,,, +252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1419,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10872.0,9362.0,blessings,conda-forge/blessings,,968128.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,961458.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,280177.0,3.0,,,,,,,,,,,,,,,,,,, +253,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,30.0,69.0,1088,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,28,True,4412.0,4184.0,sqlitedict,conda-forge/sqlitedict,,486804.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,228.0,484338.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,96187.0,3.0,,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +254,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-12-14 04:39:32.000,2023-12-13 01:11:40,534.0,56.0,80,21.0,230.0,72.0,83.0,888,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3145.0,3139.0,odmantic,,,16701.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,16701.0,,,,3.0,,,,,,,,,,,,,3.0,,,,,, +255,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,82,25.0,51.0,7.0,39.0,725,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,862.0,,munch,conda-forge/munch,,2296244.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,862.0,1745067.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3858243.0,3.0,,,,,,,,,,,,,,,,,,, +256,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,684,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10669.0,9430.0,parsedatetime,conda-forge/parsedatetime,,7323822.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1239.0,7321745.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,180728.0,3.0,,,,,,,,,,,,,,,,,,, +257,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,675,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,15619.0,14136.0,configargparse,conda-forge/configargparse,,4073537.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1483.0,4051175.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,760321.0,3.0,,,,,,,,,,,,,,,,,,, +258,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,3.0,134,13.0,94.0,22.0,172.0,476,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7243.0,4859.0,pylibmc,conda-forge/pylibmc,453.0,195079.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2384.0,189384.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215374.0,3.0,,,,,,,,,,,,,,,,,,, +259,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-12-12 22:41:48.000,2023-12-12 22:41:46,6943.0,437.0,31,10.0,267.0,41.0,558.0,377,2023-11-12 01:58:19.000,2.0.1,192.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9299.0,https://pypi.org/project/static-frame,2023-11-12 01:53:18.000,2.0,2048.0,https://anaconda.org/conda-forge/static-frame,2023-11-12 21:58:17.281,311814.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +260,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,True,35594.0,32185.0,configobj,conda-forge/configobj,341.0,3229996.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3409.0,3218398.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,753767.0,3.0,,,,,,,,,,,,,,,,,,, +261,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,234,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1303.0,1230.0,tabulator,conda-forge/tabulator-py,,166510.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,165815.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54270.0,3.0,,,,,,,,,,,,,,,,,,, +262,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,202,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,12110.0,11709.0,ordered-set,conda-forge/ordered-set,,11561044.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,401.0,11556231.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,442853.0,3.0,,,,,,,,,,,,,,,,,,, +263,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-12-04 14:04:13.000,2022-03-10 10:33:50,585.0,,559,83.0,258.0,125.0,129.0,3669,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,211917.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,211659.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22507.0,3.0,,,,,,,,,,,,,,,,,,, +264,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,31.0,82.0,16.0,127.0,2386,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1222.0,1177.0,swifter,conda-forge/swifter,,411117.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,45.0,403756.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,309180.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +265,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-12-13 01:06:36.000,2023-12-08 03:59:22,5644.0,18.0,507,108.0,947.0,590.0,955.0,2101,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,133.0,27,False,76.0,,wx,conda-forge/wxpython,3653.0,19624.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,743769.0,3.0,,,,,,,,,,,,,,,,,,, +266,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1896,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2279.0,,retrying,conda-forge/retrying,,9745553.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2279.0,9727424.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1577224.0,3.0,,,,,,,,,,,,,,,,,,, +267,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1877,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,212.0,176.0,mongo-connector,,,5920.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5920.0,,,,3.0,,,,,,,,,,,,,,,,,,, +268,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-12-11 10:42:41.000,2023-12-11 10:42:37,2729.0,26.0,134,49.0,301.0,45.0,194.0,1492,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,307.0,224.0,enaml,conda-forge/enaml,744.0,7795.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,4003.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,158875.0,3.0,,,,,,,,,,,,,,,,,,, +269,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,86.0,73.0,1360,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2313.0,2047.0,strictyaml,conda-forge/strictyaml,,991109.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,266.0,987966.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,213767.0,3.0,,,,,,,,,,,,,,,,,,, +270,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1278,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2646.0,2556.0,pandasql,conda-forge/pandasql,,1711870.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,90.0,1697372.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,434968.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +271,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1083,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6425.0,6302.0,immutables,conda-forge/immutables,,748111.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,123.0,725877.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,956080.0,3.0,,,,,,,,,,,,,,,,,,, +272,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,847,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2484.0,2362.0,pyahocorasick,conda-forge/pyahocorasick,,611548.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,122.0,606130.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,205891.0,3.0,,,,,,,,,,,,,,,,,,, +273,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-12-14 04:45:28.000,2023-12-14 04:45:27,709.0,19.0,44,22.0,548.0,8.0,33.0,750,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,27,True,116.0,,janus,conda-forge/janus,,569419.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,116.0,569116.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,16389.0,3.0,,,,,,,,,,,,,,,,,,, +274,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,606,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1047.0,814.0,happybase,conda-forge/happybase,,50328.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,48549.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160131.0,3.0,,,,,,,,,,,,,,,,,,, +275,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,574,,,8.0,12.0,27,False,61118.0,58736.0,dataclasses,conda-forge/dataclasses,,12631277.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2382.0,12459380.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11517130.0,3.0,,,,,,,,,,,,,,,,,,, +276,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,67.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6361.0,5007.0,beaker,conda-forge/beaker,,292661.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1354.0,291765.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72616.0,3.0,,,,,,,,,,,,,,,,,,, +277,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,479,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3850.0,3583.0,pyscreenshot,,,122087.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,267.0,122087.0,,,,3.0,,,,,,,,,,,,,,,,,,, +278,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,46944.0,38947.0,futures,conda-forge/futures,,9660100.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,7997.0,9645734.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1264231.0,3.0,,,,,,,,,,,,,,,,,,, +279,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,4.0,63,19.0,45.0,20.0,17.0,195,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13081.0,,ptyprocess,conda-forge/ptyprocess,,40749816.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13081.0,40577506.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15852558.0,3.0,,,,,,,,,,,,,,,,,,, +280,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,2.0,21,8.0,57.0,4.0,7.0,166,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,33632.0,33549.0,catalogue,conda-forge/catalogue,,5889375.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,83.0,5859971.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1205593.0,3.0,,,,,,,,,,,,,,,,,,, +281,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2489.0,2197.0,cloudant,conda-forge/cloudant,,123284.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,122022.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109833.0,3.0,,,,,,,,,,,,,,,,,,, +282,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,29,7.0,47.0,6.0,36.0,78,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,62780.0,58450.0,pathlib2,conda-forge/pathlib2,,7196839.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4330.0,7125888.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2625217.0,3.0,,,,,,,,,,,,,,,,,,, +283,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6143,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,115.0,111.0,powerline-shell,,,2252.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2252.0,,,,3.0,,,,,,,,,,,,,,,,,,, +284,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-06-16 13:18:01.276,2022-07-22 16:41:15,1938.0,,260,142.0,290.0,90.0,359.0,3178,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,False,155.0,133.0,flexx,conda-forge/flexx,,1614.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,455.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103230.0,3.0,,,,,,,,,,,,,,,,,,, +285,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-11-21 05:10:34.000,2023-10-12 13:30:56,291.0,2.0,269,29.0,139.0,103.0,121.0,2862,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,26,True,98.0,96.0,img2dataset,,1455.0,40969.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,40918.0,,,,3.0,,,,,,,,,,,,,,,,,,, +286,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,19.0,141.0,2295,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,26,True,358.0,,python-box,conda-forge/python-box,39.0,2725547.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,358.0,2713472.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,495092.0,3.0,,,,,,,,,,,,,,,,,,, +287,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,1.0,144,32.0,228.0,70.0,142.0,1743,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,520.0,501.0,arq,conda-forge/arq,,78564.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,19.0,78274.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9311.0,3.0,,,,,,,,,,,,,,,,,,, +288,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-12-13 12:40:18.000,2023-12-10 22:27:55,150.0,27.0,43,17.0,97.0,6.0,4.0,1211,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,26,True,2976.0,2959.0,asyncer,conda-forge/asyncer,,91673.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,91400.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6296.0,3.0,,,,,,,,,,,,,,,,,,, +289,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,204.0,1155,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,262.0,228.0,parallel-ssh,,377.0,130440.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,130437.0,,,,3.0,,,,,,,,,,,,,,,,,,, +290,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,,50,9.0,30.0,14.0,77.0,612,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,26,True,1262.0,1237.0,pysimdjson,conda-forge/pysimdjson,,589971.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,25.0,587855.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,80431.0,3.0,,,,,,,,,,,,,,,,,,, +291,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-12-08 09:36:09.000,2023-12-08 09:36:03,9947.0,22.0,43,14.0,10.0,6.0,8.0,487,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,79160.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,79160.0,,,,3.0,,,,,,['pandas'],,,,,,,,polyaxon/traceml,,,,, +292,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,440,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,17400.0,17384.0,umongo,conda-forge/umongo,,31678.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,31461.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5885.0,3.0,,,,,,,,,,,,,,,,,,, +293,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,31.0,250,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2797.0,,send2trash,conda-forge/send2trash,,13011259.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2797.0,12833261.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12637928.0,3.0,,,,,,,,,,,,,,,,,,, +294,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-12-07 08:08:40.000,2023-12-05 11:43:47,3497.0,68.0,33,16.0,81.0,24.0,4.0,244,2022-09-07 10:31:33.181,0.90.10,549.0,74.0,26,True,61.0,36.0,dbnd,,,229888.0,https://pypi.org/project/dbnd,2023-12-06 16:27:20.000,25.0,229888.0,,,,3.0,,,,,,,,,,,,,,,,,,, +295,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-11-06 18:31:38.869,2023-11-06 17:16:28,368.0,14.0,32,7.0,135.0,3.0,80.0,144,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,26,True,1084.0,1039.0,everett,conda-forge/everett,,123201.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,121785.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,53824.0,3.0,,,,,,,,,,,,,,,,,,, +296,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,296.0,1807.0,66,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,8395.0,,openpyxl,openpyxl,,64002028.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8365.0,63999898.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,205510.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +297,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-12-11 22:05:06.000,2023-10-02 06:28:26,631.0,26.0,388,46.0,170.0,191.0,109.0,2445,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5409.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,5409.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,2.0,130,49.0,61.0,14.0,123.0,2267,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,25,True,749.0,727.0,pyfunctional,,,244606.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,244606.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,141,58.0,248.0,95.0,108.0,1565,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,11161.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,11161.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +300,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,88.0,61.0,streamparse,,,7252.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,7252.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-12-04 14:09:18.000,2023-05-19 04:32:00,6411.0,,227,39.0,1043.0,9.0,209.0,1410,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,1.0,1.0,optimuspyspark,,,8487.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,8487.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +302,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,1718.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1718.0,,,,3.0,,,,,,,,,,,,,,,,,,, +303,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,146,45.0,53.0,20.0,19.0,1195,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,355.0,,singer-python,,,1437775.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,355.0,1437775.0,,,,3.0,,,,,,,,,,,,,,,,,,, +304,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,952,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,25,False,508.0,,bcolz,conda-forge/bcolz,,9342.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,5176.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,341653.0,3.0,,,,,,,,,,,,,,,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,29,11.0,51.0,21.0,35.0,314,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,391.0,,typing_inspect,conda-forge/typing_inspect,,25144206.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,391.0,25114104.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1685712.0,3.0,,,,,,,,,,,,,,,,,,, +306,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,14,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,75912.0,73195.0,contextlib2,conda-forge/contextlib2,,14651148.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2717.0,14638570.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1182342.0,3.0,,,,,,,,,,,,,,,,,,, +307,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,10.0,3,3.0,182.0,23.0,760.0,5,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,25,False,644.0,,py2neo,conda-forge/py2neo,,32392.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,644.0,31583.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63178.0,3.0,,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3942,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,137.0,62.0,storm,,,2992.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,75.0,2992.0,,,,3.0,,,,,,,,,,,,,,,,,,, +309,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,93,42.0,42.0,24.0,47.0,1492,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,123.0,112.0,pypeln,conda-forge/pypeln,,114497.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,114140.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14667.0,3.0,,,,,,,,,,,,,,,,,,, +310,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-12-14 12:27:03.000,2023-12-14 12:24:12,327.0,4.0,80,44.0,241.0,46.0,41.0,1322,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,38.0,28.0,tasktiger,,,4219.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,4219.0,,,,3.0,,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,43.0,10.0,2.0,12.0,1075,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2301.0,2131.0,pluginbase,conda-forge/pluginbase,,699157.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,694883.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303493.0,3.0,,,,,,,,,,,,,,,,,,, +312,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-12-06 13:15:19.000,2023-12-06 13:15:17,750.0,2.0,80,14.0,133.0,35.0,101.0,911,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,24,True,257.0,,mss,conda-forge/python-mss,,431481.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,257.0,430631.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,35738.0,3.0,,,,,,,,,,,,,,,,,,, +313,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-11-15 20:33:25.333,2023-11-15 05:38:03,126.0,13.0,34,12.0,64.0,12.0,19.0,741,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,252.0,225.0,dirty-equals,conda-forge/dirty-equals,,107253.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,27.0,105371.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,39542.0,3.0,,,,,,,,,,,,,,,,,,, +314,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-12-06 23:44:30.000,2023-10-27 23:08:49,1413.0,15.0,46,17.0,137.0,3.0,13.0,699,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,19852.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,17392.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,66437.0,3.0,,,,,,,,,,,,,,,,,,, +315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,677,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3273.0,3035.0,ratelimit,conda-forge/ratelimit,,4885383.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,238.0,4885005.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13234.0,3.0,,,,,,,,,,,,,,,,,,, +316,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-12-13 20:41:45.000,2023-12-13 20:28:22,258.0,4.0,56,7.0,60.0,16.0,53.0,474,2023-12-13 20:43:21.000,2.2.2,56.0,16.0,24,True,456.0,426.0,cachier,,,33326.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,33326.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +317,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,472,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,733.0,642.0,hickle,conda-forge/hickle,,29508.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,29104.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23878.0,3.0,,,,,,,,,,,,,,,,,,, +318,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,14355.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,14355.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,20.0,23,18.0,177.0,10.0,16.0,347,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,383.0,345.0,aiomisc,,,13743.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,38.0,13743.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,308,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,206.0,184.0,pyhdb,,98.0,347227.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,347226.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,92,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5908.0,4573.0,clint,conda-forge/clint,117.0,112501.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1335.0,111884.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56152.0,3.0,,,,,,,,,,,,,,,,,,, +322,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8023.0,,entrypoints,conda-forge/entrypoints,,14070129.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8023.0,13876385.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17824473.0,3.0,,,,,,,,,,,,,,,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10557,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,40.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,40.0,,,,2.0,,,,,,,,,,,,,,,,,,, +324,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1551,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,195.0,171.0,commonregex,,,144653.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,144653.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1339,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,184.0,163.0,pinject,conda-forge/pinject,,61618.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,21.0,61441.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4801.0,3.0,,,,,,,,,,,,,,,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,262,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,910.0,823.0,deepdish,conda-forge/deepdish,,12169.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,11094.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91430.0,3.0,,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,193.0,185.0,pysparkling,conda-forge/pysparkling,,9237.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9099.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4572.0,3.0,,,,,,,,,,,,,,,,,,, +328,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,151,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1013.0,966.0,filedepot,,,12717.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,47.0,12717.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2818.0,2622.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,130189.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,129822.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27191.0,3.0,,,,,,,,,,,,,,,,,,, +330,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-11-18 00:06:42.000,2019-08-27 15:33:26,32.0,,21,4.0,12.0,7.0,13.0,101,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,23,False,2232.0,2105.0,stopit,conda-forge/stopit,,761452.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,127.0,750948.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,745792.0,3.0,,,,,,,,,,,,,,,,,,, +331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,433.0,399.0,pampy,,,31502.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,31502.0,,,,3.0,,,,,,,,,,,,,,,,,,, +332,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3240,,,4.0,19.0,22,False,607.0,577.0,macropy3,,,228.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,228.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2694,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,47.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,47.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2466,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,True,,,,,22210.0,716.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1794,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,205.0,174.0,bashplotlib,,,3586.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3586.0,,,,3.0,,,,,,,,,,,,,,,,,,, +336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,856,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,231.0,212.0,unsync,conda-forge/unsync,,32850.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,32564.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12016.0,3.0,,,,,,,,,,,,,,,,,,, +337,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,852,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,192.0,163.0,rows,,38.0,790.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,790.0,,,,3.0,,,,,,,,,,,,,,,,,,, +338,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,834,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1425.0,1325.0,pickledb,,,12921.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,100.0,12921.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-11-06 00:08:19.000,2023-09-22 03:08:36,714.0,6.0,26,15.0,178.0,16.0,122.0,555,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,117.0,108.0,pypyr,conda-forge/pypyr,,3083.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2518.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13016.0,3.0,,,,,,,,,,,,,,,,,,, +340,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11387.0,9340.0,unipath,,,50957.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,50957.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-12-05 18:49:04.000,2023-11-21 14:29:39,5451.0,27.0,44,15.0,622.0,33.0,80.0,193,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,190.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,190.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-12-11 17:37:13.000,2023-06-01 18:46:39,628.0,,16,8.0,32.0,15.0,15.0,141,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,281.0,245.0,docopt-ng,,,110087.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,36.0,110087.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-12-14 12:15:48.000,2023-12-12 13:24:50,1762.0,55.0,5,3.0,771.0,18.0,35.0,50,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,245.0,3993.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,3984.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,557.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,557.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,477,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4530.0,3342.0,awesome-slugify,conda-forge/awesome-slugify,,52882.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,52130.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69204.0,3.0,,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,47.0,71.0,4.0,,351,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,702.0,619.0,pymodm,conda-forge/pymodm,,16713.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,16601.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5167.0,3.0,,,,,,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47,15.0,34.0,25.0,11.0,284,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,410.0,395.0,price-parser,,,64303.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,15.0,64303.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,165.0,159.0,datatest,,,16527.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,16527.0,,,,3.0,,,,,,,,,,,,,,,,,,, +349,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-04-23 16:52:07.000,2023-03-27 18:37:34,81.0,,27,8.0,48.0,13.0,11.0,268,2022-11-10 16:54:02.301,0.9.0,13.0,13.0,21,True,373.0,322.0,rtoml,,,105755.0,https://pypi.org/project/rtoml,2022-11-10 16:54:02.301,51.0,105755.0,,,,3.0,,,,,,,,,,,,,,,,,,, +350,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-12-12 15:55:23.000,2023-12-08 13:30:20,656.0,49.0,21,4.0,254.0,4.0,,254,2023-12-08 13:30:41.000,1.1.228,524.0,11.0,21,True,5.0,5.0,upgini,,,5758.0,https://pypi.org/project/upgini,2023-12-12 15:55:23.000,,5758.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-13 20:40:33.000,2023-12-13 20:36:49,406.0,30.0,12,10.0,41.0,3.0,22.0,206,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,10558.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10558.0,,,,3.0,,,,,,,,,,,,,3.0,,,,,, +352,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,202,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,883.0,879.0,gsheetsdb,,,69762.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,69762.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-11-18 09:58:05.000,2023-03-14 05:55:27,124.0,,19,6.0,63.0,9.0,23.0,155,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,21,True,184.0,172.0,aioprometheus,,,117109.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,117109.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,125,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2066.0,2006.0,coolname,conda-forge/coolname,,439256.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,60.0,437048.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,79509.0,3.0,,,,,,,,,,,,,,,,,,, +355,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-11-17 23:01:30.116,2023-11-11 11:37:59,83.0,2.0,139,33.0,11.0,9.0,165.0,3205,2023-11-11 11:41:58.000,2.1.19`,64.0,1.0,20,False,199.0,199.0,ptext-joris-schellekens,conda-forge/borb,,1649.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-11-17 23:01:30.116,46191.0,3.0,,,,,,,,,,,,,,,,,,, +356,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,142,68.0,4.0,1.0,40.0,2102,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1670.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1670.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,213,40.0,56.0,82.0,39.0,1396,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11309.0,1370.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1188.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,878,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,43.0,31.0,mrq,,,63.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,63.0,,,,3.0,,,,,,,,,,,,,,,,,,, +359,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,64.0,58.0,pdpipe,conda-forge/pdpipe,,2265.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1494.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28532.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +360,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,20,10.0,32.0,22.0,21.0,646,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,68.0,65.0,pugsql,,,5349.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5349.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,9830.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,9600.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21160.0,3.0,,,,,,,,,,,,,,,,,,, +362,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-07 14:42:20.000,2023-12-07 14:42:14,172.0,9.0,105,56.0,74.0,26.0,16.0,2030,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,19,True,1.0,,mara-pipelines,,,181.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,181.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1981,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +364,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-12-14 12:55:42.000,2023-12-14 12:51:28,2934.0,185.0,134,28.0,218.0,41.0,348.0,1292,,,,48.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +365,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,56,36.0,46.0,14.0,58.0,1102,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,159.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,159.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-12-14 11:05:59.000,2023-12-14 11:05:55,543.0,236.0,23,4.0,73.0,6.0,14.0,498,2023-12-08 12:51:52.000,1.3.0,51.0,7.0,19,True,2.0,,pipeless-ai,,269.0,222.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,155.0,,,,1.0,,,,,,,,,,,,,,,,,,, +367,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,155.0,128.0,queries,,,3353.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3353.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,5.0,4.0,fletcher,conda-forge/fletcher,18.0,1099.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,97.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65138.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +369,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,83.0,79.0,typical,conda-forge/typical,,2584.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1468.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34619.0,3.0,,,,,,,,,,,,,,,,,,, +370,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1606,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,803.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,803.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,60,39.0,40.0,11.0,256.0,963,,,,1000.0,18,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +372,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,41.0,33.0,bounter,,,625.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,625.0,,,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1354,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,55.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,55.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,74,23.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,84.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,84.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,177,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,187872.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,187872.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,61,19.0,27.0,42.0,30.0,794,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1198.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1198.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,21.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,21.0,,,,3.0,,,,,,,,,,,,,,,,,,, +378,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,611,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,587.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,587.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-12-13 13:45:46.000,2023-11-10 16:15:49,119.0,2.0,8,14.0,160.0,8.0,6.0,269,2023-11-07 10:51:10.000,0.19.4,102.0,14.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,1348.0,https://pypi.org/project/squirrel-core,2023-11-10 16:23:01.000,,1348.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,57.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,57.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,716,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,193.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,193.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,15,False,,,bodywork,,,297.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,297.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,647.0,638.0,millify,,,34498.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,34498.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-12-14 04:10:06.000,2023-12-13 17:32:27,934.0,156.0,20,2.0,792.0,8.0,17.0,245,2023-11-30 10:36:03.000,0.1.52,35.0,13.0,14,False,,,the-guide,,,14.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,14.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,97,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,37.0,32.0,cleverdict,,,629.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,629.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,114.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,114.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,54.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,54.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,102.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,102.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,363,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,776,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 0c615eb..e34353b 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- numpy (πŸ₯‡54 Β· ⭐ 25K Β· πŸ“ˆ) - The fundamental package for scientific computing with Python. BSD-3 -- click (πŸ₯‡45 Β· ⭐ 15K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 -- tink (πŸ₯ˆ38 Β· ⭐ 13K Β· πŸ“ˆ) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- PDFMiner (πŸ₯ˆ31 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- bodywork-core (πŸ₯‰15 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- Airflow (πŸ₯‡48 Β· ⭐ 33K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.1K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- pandas-gbq (πŸ₯ˆ34 Β· ⭐ 400 Β· πŸ“ˆ) - Google BigQuery connector for pandas. BSD-3 +- ODMantic (πŸ₯‰28 Β· ⭐ 890 Β· πŸ“ˆ) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +- validr (πŸ₯‰21 Β· ⭐ 210 Β· πŸ“ˆ) - A simple, fast, extensible python library for data validation. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 -- PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ“‰) - A Python package to manage extremely large amounts of data. BSD-3 -- msgpack (πŸ₯‰34 Β· ⭐ 1.8K Β· πŸ“‰) - MessagePack serializer implementation for Python.. Apache-2 -- python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- rsa (πŸ₯‰31 Β· ⭐ 460 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. Apache-2 +- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.5K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 +- docker-compose (πŸ₯ˆ40 Β· ⭐ 31K Β· πŸ“‰) - Define and run multi-container applications with Docker. Apache-2 +- pexpect (πŸ₯‡39 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +- PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 13K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 From 9ca568f1e9512b155572dd73c0788e98dcd45baa Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 21 Dec 2023 13:35:51 +0000 Subject: [PATCH 44/70] Update best-of list for version 2023.12.21 --- README.md | 1200 +++++++++++++++---------------- history/2023-12-21_changes.md | 20 + history/2023-12-21_projects.csv | 392 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1022 insertions(+), 610 deletions(-) create mode 100644 history/2023-12-21_changes.md create mode 100644 history/2023-12-21_projects.csv diff --git a/README.md b/README.md index 8f206e1..b816f3b 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 550K Β· πŸ“‹ 6K - 14% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 560K Β· πŸ“‹ 6K - 14% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,27 +95,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 16M Β· ⏱️ 09.10.2023): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 09.10.2023): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.6M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡43 Β· ⭐ 21K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 320K Β· πŸ“¦ 83K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 320K Β· πŸ“¦ 84K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 14M / month Β· πŸ“¦ 330 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 14M / month Β· πŸ“¦ 340 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 920K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 930K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` @@ -126,7 +126,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -156,9 +156,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge simplejson ```
-
orjson (πŸ₯ˆ35 Β· ⭐ 5.1K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ35 Β· ⭐ 5.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 180 Β· πŸ“¦ 67K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 68K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): ``` git clone https://github.com/ijl/orjson @@ -195,11 +195,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 43M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 44M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.7M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.8M Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge dill ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.8M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -238,12 +238,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 56M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 57M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -252,36 +252,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge msgpack-python ```
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srsly (πŸ₯‰30 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 37K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 4.8K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 14.12.2023): ``` - git clone https://github.com/explosion/srsly + git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.2M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.9M / month Β· πŸ“¦ 270 Β· ⏱️ 14.12.2023): ``` - pip install srsly + pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.4M Β· ⏱️ 14.12.2023): ``` - conda install -c conda-forge srsly + conda install -c conda-forge python-rapidjson ```
-
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT +
srsly (πŸ₯‰29 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 4.8K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 38K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): ``` - git clone https://github.com/python-rapidjson/python-rapidjson + git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.9M / month Β· πŸ“¦ 270 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.3M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` - pip install python-rapidjson + pip install srsly ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.4M Β· ⏱️ 14.12.2023): +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge python-rapidjson + conda install -c conda-forge srsly ```
pysimdjson (πŸ₯‰26 Β· ⭐ 610) - Python bindings for the simdjson project. MIT @@ -291,18 +291,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 590K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 650K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 640 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 650 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle @@ -316,14 +316,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge hickle ```
-
rtoml (πŸ₯‰21 Β· ⭐ 270 Β· πŸ’€) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰23 Β· ⭐ 270 Β· πŸ“ˆ) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 27 Β· πŸ“¦ 320 Β· πŸ“‹ 24 - 54% open Β· ⏱️ 27.03.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 28 Β· πŸ“¦ 320 Β· πŸ“‹ 24 - 54% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 110K / month Β· πŸ“¦ 51 Β· ⏱️ 10.11.2022): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 92K / month Β· πŸ“¦ 54 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡54 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.9K Β· πŸ“₯ 910K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.9K Β· πŸ“₯ 910K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/numpy/numpy @@ -358,7 +358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡52 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/pandas-dev/pandas @@ -372,6 +372,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
+
polars (πŸ₯‡41 Β· ⭐ 22K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“₯ 130 Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 21% open Β· ⏱️ 21.12.2023): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.4M / month Β· πŸ“¦ 370 Β· ⏱️ 20.12.2023): + ``` + pip install polars + ``` +
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 05.12.2023): @@ -388,26 +400,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ40 Β· ⭐ 22K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“₯ 110 Β· πŸ“¦ 2 Β· πŸ“‹ 5.9K - 21% open Β· ⏱️ 14.12.2023): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.2M / month Β· πŸ“¦ 350 Β· ⏱️ 01.12.2023): - ``` - pip install polars - ``` -
xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.1K Β· ⏱️ 08.12.2023): ``` pip install xarray ``` @@ -416,30 +416,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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Modin (πŸ₯ˆ36 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“₯ 200K Β· πŸ“¦ 1.2K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 850K / month Β· πŸ“¦ 34 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 830K / month Β· πŸ“¦ 34 Β· ⏱️ 14.12.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 280K Β· ⏱️ 18.11.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 280K Β· ⏱️ 15.12.2023): ``` conda install -c conda-forge modin-core ```
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“‹ 710 - 23% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 780K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 810K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -455,7 +455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): ``` pip install numexpr ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ34 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3.1K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 420K / month Β· πŸ“¦ 460 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 440K / month Β· πŸ“¦ 470 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -482,16 +482,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ33 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 210 Β· πŸ“¦ 3.4K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 09.12.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 210 Β· πŸ“¦ 3.4K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 100K / month Β· πŸ“¦ 52 Β· ⏱️ 09.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 99K / month Β· πŸ“¦ 52 Β· ⏱️ 21.12.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 120K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge docarray ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 500K / month Β· πŸ“¦ 910 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 510K / month Β· πŸ“¦ 920 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -514,7 +514,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.2K Β· πŸ“‹ 700 - 40% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.2K Β· πŸ“‹ 700 - 40% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/pandera-dev/pandera @@ -523,7 +523,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 31K Β· ⏱️ 07.11.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 32K Β· ⏱️ 07.11.2023): ``` conda install -c conda-forge pandera-core ``` @@ -544,7 +544,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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Bottleneck (πŸ₯‰31 Β· ⭐ 960 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯‰31 Β· ⭐ 970 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 45K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): @@ -562,7 +562,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 8.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 630 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 640 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 58K / month Β· πŸ“¦ 24 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 57K / month Β· πŸ“¦ 24 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -606,7 +606,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 3.3K Β· πŸ’€) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel @@ -615,19 +615,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 56K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 57K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
StaticFrame (πŸ₯‰28 Β· ⭐ 380) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 31 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2K / month Β· πŸ“¦ 2 Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.8K / month Β· πŸ“¦ 2 Β· ⏱️ 21.12.2023): ``` pip install static-frame ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 400K / month Β· πŸ“¦ 45 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 410K / month Β· πŸ“¦ 45 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -659,12 +659,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 79K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 80K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
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pickleDB (πŸ₯‰22 Β· ⭐ 830 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰22 Β· ⭐ 840 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.3K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 97 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 100 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -695,7 +695,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 7 hidden projects... - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰28 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯‰29 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰25 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 @@ -710,7 +710,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyrsistent (πŸ₯‡37 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 320K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/tobgu/pyrsistent @@ -731,7 +731,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 950K / month Β· πŸ“¦ 340 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 980K / month Β· πŸ“¦ 340 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -742,7 +742,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
glom (πŸ₯ˆ31 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 59 Β· πŸ“¦ 1.3K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 59 Β· πŸ“¦ 1.3K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/mahmoud/glom @@ -774,12 +774,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ30 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 86 Β· πŸ“₯ 5.3K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 86 Β· πŸ“₯ 5.9K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 81M / month Β· πŸ“¦ 3.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 82M / month Β· πŸ“¦ 3.3K Β· ⏱️ 20.07.2023): ``` pip install multidict ``` @@ -790,12 +790,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯‰29 Β· ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 45 Β· πŸ“¦ 1.5K Β· πŸ“‹ 98 - 9% open Β· ⏱️ 11.12.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 45 Β· πŸ“¦ 1.5K Β· πŸ“‹ 98 - 9% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 630K / month Β· πŸ“¦ 35 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 620K / month Β· πŸ“¦ 35 Β· ⏱️ 08.11.2023): ``` pip install python-benedict ``` @@ -806,12 +806,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4.2K Β· πŸ“‹ 99 - 30% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4.2K Β· πŸ“‹ 99 - 29% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 480K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 490K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` @@ -820,9 +820,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sqlitedict ```
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munch (πŸ₯‰28 Β· ⭐ 720) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
munch (πŸ₯‰28 Β· ⭐ 730) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 82 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 84 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch @@ -836,6 +836,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge munch ```
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python-box (πŸ₯‰27 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT + +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): + + ``` + git clone https://github.com/cdgriffith/Box + ``` +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.6M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): + ``` + pip install python-box + ``` +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 500K Β· ⏱️ 01.10.2023): + ``` + conda install -c conda-forge python-box + ``` +
immutables (πŸ₯‰27 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 - [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.3K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): @@ -843,7 +859,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 730K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 720K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -854,12 +870,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 750) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 570K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 620K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -868,22 +884,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge janus ```
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python-box (πŸ₯‰26 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT - -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): - - ``` - git clone https://github.com/cdgriffith/Box - ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.7M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): - ``` - pip install python-box - ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 500K Β· ⏱️ 01.10.2023): - ``` - conda install -c conda-forge python-box - ``` -
Show 4 hidden projects... - python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 @@ -899,7 +899,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 17K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 300K Β· πŸ“‹ 3.5K - 8% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 310K Β· πŸ“‹ 3.5K - 8% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/samuelcolvin/pydantic @@ -915,7 +915,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 120 Β· πŸ“¦ 490K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 130 Β· πŸ“¦ 500K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/Julian/jsonschema @@ -936,7 +936,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 6.1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 6M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -952,7 +952,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` pip install voluptuous ``` @@ -961,46 +961,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 860) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“¦ 7.8K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 14 Β· πŸ“¦ 97K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): ``` - git clone https://github.com/keleshev/schema + git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8.6M / month Β· πŸ“¦ 930 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` - pip install schema + pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 550K Β· ⏱️ 02.09.2023): ``` - conda install -c conda-forge schema + conda install -c conda-forge validators ```
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validators (πŸ₯ˆ33 Β· ⭐ 850) - Python Data Validation for Humans. MIT +
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 13 Β· πŸ“¦ 96K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“¦ 7.8K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 23.11.2023): ``` - git clone https://github.com/kvesteri/validators + git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 9M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): ``` - pip install validators + pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 540K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge validators + conda install -c conda-forge schema ```
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param (πŸ₯‰32 Β· ⭐ 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰31 Β· ⭐ 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 64 Β· πŸ“¦ 9.1K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 64 Β· πŸ“¦ 9.2K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 620K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 640K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): ``` pip install param ``` @@ -1011,12 +1011,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (πŸ₯‰27 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 2K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 2.1K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 990K / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1M / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1027,12 +1027,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰24 Β· ⭐ 740) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 34 Β· πŸ“¦ 220 Β· πŸ“‹ 31 - 38% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 34 Β· πŸ“¦ 230 Β· πŸ“‹ 31 - 38% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 110K / month Β· πŸ“¦ 27 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1041,14 +1041,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dirty-equals ```
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validr (πŸ₯‰21 Β· ⭐ 210 Β· πŸ“ˆ) - A simple, fast, extensible python library for data validation. MIT +
validr (πŸ₯‰21 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT - [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 11K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 10K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1060,7 +1060,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 9.6K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 9.4K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1099,14 +1099,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡32 Β· ⭐ 5.2K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡31 Β· ⭐ 5.2K) - A lightweight, object-oriented finite state machine implementation.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.3K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 490K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 480K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1122,7 +1122,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.8K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1143,7 +1143,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 82K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 83K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1159,12 +1159,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 25K Β· πŸ“‹ 690 - 46% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 25K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1173,6 +1173,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
+
pendulum (πŸ₯ˆ36 Β· ⭐ 5.9K Β· πŸ“ˆ) - Python datetimes made easy. MIT + +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 430 Β· πŸ“¦ 24K Β· πŸ“‹ 540 - 41% open Β· ⏱️ 16.12.2023): + + ``` + git clone https://github.com/sdispater/pendulum + ``` +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 17M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): + ``` + pip install pendulum + ``` +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 890K Β· ⏱️ 22.09.2023): + ``` + conda install -c conda-forge pendulum + ``` +
python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 - [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 450 Β· πŸ“₯ 35K Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): @@ -1191,36 +1207,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ36 Β· ⭐ 1.2K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 480 - 19% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 480 - 19% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.4M / month Β· πŸ“¦ 460 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.5M / month Β· πŸ“¦ 460 Β· ⏱️ 18.12.2023): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 18.12.2023): ``` conda install -c conda-forge holidays ```
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pendulum (πŸ₯‰34 Β· ⭐ 5.8K) - Python datetimes made easy. MIT - -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 360 Β· πŸ“₯ 260 Β· πŸ“¦ 24K Β· πŸ“‹ 520 - 43% open Β· ⏱️ 13.12.2023): - - ``` - git clone https://github.com/sdispater/pendulum - ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 17M / month Β· πŸ“¦ 1.3K Β· ⏱️ 30.09.2023): - ``` - pip install pendulum - ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 880K Β· ⏱️ 22.09.2023): - ``` - conda install -c conda-forge pendulum - ``` -
pytz (πŸ₯‰33 Β· ⭐ 290) - pytz Python historical timezone library and database. MIT - [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.8M Β· πŸ“‹ 82 - 42% open Β· ⏱️ 05.09.2023): @@ -1244,7 +1244,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 42M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 41M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1264,14 +1264,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡39 Β· ⭐ 700) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 710) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 300 Β· πŸ“¦ 80K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 300 Β· πŸ“¦ 81K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 160M / month Β· πŸ“¦ 840 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 170M / month Β· πŸ“¦ 840 Β· ⏱️ 11.12.2023): ``` pip install fsspec ``` @@ -1287,23 +1287,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.6M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.7M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge watchdog ```
filelock (πŸ₯ˆ35 Β· ⭐ 610) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 360K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 09.12.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 370K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 110M / month Β· πŸ“¦ 2.8K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 110M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` @@ -1319,11 +1319,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 11M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 10M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 930K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 940K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge aiofiles ``` @@ -1351,7 +1351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.8M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1367,7 +1367,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 150 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.5M / month Β· πŸ“¦ 150 Β· ⏱️ 04.12.2023): ``` pip install path ``` @@ -1390,7 +1390,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 300K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 310K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future @@ -1406,7 +1406,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
six (πŸ₯‡37 Β· ⭐ 950) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 1.9M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/benjaminp/six @@ -1438,7 +1438,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 78) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag @@ -1451,7 +1451,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 590K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 600K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/pyca/cryptography @@ -1467,7 +1467,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 980 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 990 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/google/tink @@ -1476,14 +1476,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 390 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 320 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 220 Β· πŸ“¦ 83K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 230 Β· πŸ“¦ 84K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1492,23 +1492,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pycryptodomex ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.5M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge pycryptodomex ```
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 190 Β· πŸ“¦ 190K Β· πŸ“‹ 130 - 5% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 190K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 46M / month Β· πŸ“¦ 8.1K Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 48M / month Β· πŸ“¦ 8.1K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.4M Β· ⏱️ 28.11.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.4M Β· ⏱️ 15.12.2023): ``` conda install -c conda-forge bcrypt ``` @@ -1520,11 +1520,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 44M / month Β· πŸ“¦ 4.2K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 43M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4M Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.1M Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge keyring ``` @@ -1547,7 +1547,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rsa (πŸ₯‰31 Β· ⭐ 460) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 120 - 17% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 01.11.2023): ``` git clone https://github.com/sybrenstuvel/python-rsa @@ -1567,14 +1567,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
ansible (πŸ₯‡48 Β· ⭐ 59K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 +
ansible (πŸ₯‡47 Β· ⭐ 60K Β· πŸ“‰) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.8M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.7M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): ``` pip install ansible ``` @@ -1585,87 +1585,87 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.5K - 11% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.12.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 14.12.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 390M / month Β· πŸ“¦ 8.6K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.6K Β· ⏱️ 20.12.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 14.12.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.7M Β· πŸ“¦ 7K Β· πŸ“‹ 6.8K - 29% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.8M Β· πŸ“¦ 7K Β· πŸ“‹ 6.9K - 30% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 170 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 170 Β· ⏱️ 21.12.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2M / month Β· πŸ“¦ 930 Β· ⏱️ 08.12.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2M / month Β· πŸ“¦ 930 Β· ⏱️ 21.12.2023): ``` npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 +
paramiko (πŸ₯ˆ42 Β· ⭐ 8.6K Β· πŸ“ˆ) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 750 Β· πŸ“¦ 72K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 88K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 18.12.2023): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` - pip install docker + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 09.12.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.1M Β· ⏱️ 19.12.2023): ``` - conda install -c conda-forge docker-py + conda install -c conda-forge paramiko ```
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paramiko (πŸ₯ˆ41 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker (πŸ₯ˆ42 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 88K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 750 Β· πŸ“¦ 73K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 20.12.2023): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 28.07.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): ``` - pip install paramiko + pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.1M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 09.12.2023): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-py ```
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docker-compose (πŸ₯ˆ40 Β· ⭐ 31K Β· πŸ“‰) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ40 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 88M Β· πŸ“¦ 330 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 88M Β· πŸ“¦ 330 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/docker/compose @@ -1681,12 +1681,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.2K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 17M / month Β· πŸ“¦ 1.5K Β· ⏱️ 18.09.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 18M / month Β· πŸ“¦ 1.5K Β· ⏱️ 18.12.2023): ``` pip install kubernetes ``` @@ -1702,7 +1702,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 230K / month Β· πŸ“¦ 260 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 210K / month Β· πŸ“¦ 260 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1714,7 +1714,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.1M / month Β· πŸ“¦ 140 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.9M / month Β· πŸ“¦ 140 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1730,18 +1730,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 47K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 48K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ```
-
plumbum (πŸ₯‰33 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.5K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.5K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum @@ -1762,7 +1762,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7.3M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1778,7 +1778,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 35K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 34K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ``` @@ -1805,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰14 Β· ⭐ 240) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰15 Β· ⭐ 240) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1813,14 +1813,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡39 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +
pexpect (πŸ₯‡39 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC - [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 340K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 51M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 54M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1829,7 +1829,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ35 Β· ⭐ 8K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ34 Β· ⭐ 8.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License - [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 18.11.2023): @@ -1845,14 +1845,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯‰34 Β· ⭐ 6.8K) - Python process launching. MIT +
sh (πŸ₯ˆ34 Β· ⭐ 6.8K) - Python process launching. MIT - [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.4M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1868,7 +1868,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 41M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1890,7 +1890,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 10M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1906,27 +1906,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 88M / month Β· πŸ“¦ 10K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 90M / month Β· πŸ“¦ 10K Β· ⏱️ 08.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.5M Β· ⏱️ 08.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.6M Β· ⏱️ 08.12.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“¦ 210K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“¦ 210K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 54M / month Β· πŸ“¦ 670 Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 66M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 12M Β· ⏱️ 24.11.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 12M Β· ⏱️ 18.12.2023): ``` conda install -c conda-forge anyio ``` @@ -1938,7 +1938,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 91K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 93K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` @@ -1954,7 +1954,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 14K / month Β· πŸ“¦ 38 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 13K / month Β· πŸ“¦ 38 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ``` @@ -1972,7 +1972,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 590) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 290 Β· πŸ“¦ 380K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 290 Β· πŸ“¦ 390K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/ipython/traitlets @@ -1993,7 +1993,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 34M / month Β· πŸ“¦ 9.5K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 35M / month Β· πŸ“¦ 9.5K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2002,14 +2002,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dotenv ```
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Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.3K) - Configuration Management for Python. MIT +
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.4K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.6K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.6K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2M / month Β· πŸ“¦ 280 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month Β· πŸ“¦ 280 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` @@ -2020,7 +2020,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 180 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 93 - 8% open Β· ⏱️ 17.04.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 190 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 93 - 8% open Β· ⏱️ 17.04.2023): ``` git clone https://github.com/henriquebastos/python-decouple @@ -2041,7 +2041,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): ``` pip install omegaconf ``` @@ -2066,36 +2066,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge hydra-core ```
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gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
configobj (πŸ₯‰29 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.4K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 360 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` - git clone https://github.com/google/gin-config + git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 190K / month Β· πŸ“¦ 94 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` - pip install gin-config + pip install configobj ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge gin-config + conda install -c conda-forge configobj ```
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configobj (πŸ₯‰28 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +
gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 340 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.5K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): ``` - git clone https://github.com/DiffSK/configobj + git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 180K / month Β· πŸ“¦ 94 Β· ⏱️ 03.11.2021): ``` - pip install configobj + pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 750K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge configobj + conda install -c conda-forge gin-config ```
everett (πŸ₯‰26 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 @@ -2122,7 +2122,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 150 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 190 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click @@ -2175,7 +2175,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2186,7 +2186,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 820K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 830K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama @@ -2234,7 +2234,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯ˆ35 Β· ⭐ 350) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 480K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 480K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/jquast/wcwidth @@ -2271,7 +2271,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 63K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 59K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2287,7 +2287,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 400 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.7M / month Β· πŸ“¦ 400 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` @@ -2303,7 +2303,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2314,19 +2314,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰22 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 16 Β· πŸ“¦ 240 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 16 Β· πŸ“¦ 250 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 110K / month Β· πŸ“¦ 36 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 100K / month Β· πŸ“¦ 36 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 56 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 57 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout @@ -2340,9 +2340,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ35 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰24 Β· ⭐ 92 Β· πŸ’€) - Python Command-line Application Tools. ISC +- clint (πŸ₯‰24 Β· ⭐ 93 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 50) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 51) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2350,7 +2350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 840) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 850) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2358,7 +2358,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡34 Β· ⭐ 1.9K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡33 Β· ⭐ 1.9K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 3% open Β· ⏱️ 30.10.2023): @@ -2381,19 +2381,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 410K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 360K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
pylibmc (πŸ₯‰28 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 450 Β· πŸ“¦ 4.9K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 460 Β· πŸ“¦ 4.9K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 190K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2409,7 +2409,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2418,14 +2418,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge beaker ```
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cachier (πŸ₯‰24 Β· ⭐ 470) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰24 Β· ⭐ 480) - Persistent, stale-free, local and cross-machine caching for Python.. MIT - [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 56 Β· πŸ“¦ 430 Β· πŸ“‹ 69 - 23% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 33K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 34K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): ``` pip install cachier ``` @@ -2444,7 +2444,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/kivy/kivy @@ -2458,14 +2458,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 13K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 10K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 26.11.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 11K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 26.11.2023): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 460K / month Β· πŸ“¦ 340 Β· ⏱️ 21.05.2023): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 480K / month Β· πŸ“¦ 340 Β· ⏱️ 21.05.2023): ``` pip install pysimplegui ``` @@ -2474,42 +2474,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ33 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 610 Β· πŸ“¦ 2.5K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 620 Β· πŸ“¦ 2.5K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 61K / month Β· πŸ“¦ 51 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 56K / month Β· πŸ“¦ 51 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
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Eel (πŸ₯ˆ31 Β· ⭐ 5.9K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
Eel (πŸ₯ˆ31 Β· ⭐ 6K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT - [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.5K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 71K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 660 Β· πŸ“₯ 2.1K Β· πŸ“¦ 2 Β· πŸ“‹ 800 - 17% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.3K Β· πŸ“¦ 2 Β· πŸ“‹ 810 - 17% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.3K / month Β· πŸ“¦ 34 Β· ⏱️ 03.11.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.2K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 21 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 10 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2517,9 +2517,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- flexx (πŸ₯‰27 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 - Phoenix (πŸ₯‰27 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed -- flexx (πŸ₯‰26 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2

@@ -2529,9 +2529,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡19 Β· ⭐ 500 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡19 Β· ⭐ 510 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 23 Β· πŸ“₯ 270 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 24 Β· πŸ“₯ 290 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/pipeless-ai/pipeless @@ -2559,16 +2559,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 450 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.11.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 20.12.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 850K Β· ⏱️ 23.11.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 850K Β· ⏱️ 20.12.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2588,19 +2588,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 150 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 90 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
emoji (πŸ₯ˆ33 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 300 Β· πŸ“¦ 63K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 300 Β· πŸ“¦ 64K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): ``` pip install emoji ``` @@ -2609,36 +2609,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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inflect (πŸ₯ˆ31 Β· ⭐ 880) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
python-slugify (πŸ₯ˆ30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 24% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` - pip install inflect + pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 350K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): ``` - conda install -c conda-forge inflect + conda install -c conda-forge python-slugify ```
-
python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
inflect (πŸ₯ˆ30 Β· ⭐ 880) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 24% open Β· ⏱️ 05.12.2023): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` - pip install python-slugify + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge inflect ```
pyahocorasick (πŸ₯‰27 Β· ⭐ 850 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 @@ -2648,7 +2648,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 590K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2669,14 +2669,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install price-parser ```
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coolname (πŸ₯‰21 Β· ⭐ 120 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 +
coolname (πŸ₯‰21 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 12 Β· πŸ“¦ 2K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 440K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 430K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2709,23 +2709,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.5K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 840M / month Β· πŸ“¦ 18K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 840M / month Β· πŸ“¦ 18K Β· ⏱️ 20.12.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 20.12.2023): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.1K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.2K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 680K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 690K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2739,14 +2739,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT - [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 11.12.2023): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 39M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): ``` pip install redis ``` @@ -2755,9 +2755,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
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google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.5K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.5K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2771,9 +2771,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-storage ```
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azure-storage-blob (πŸ₯‡42 Β· ⭐ 3.9K) - This repository is for active development of the Azure SDK.. MIT +
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9K - 12% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.1K - 13% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2803,36 +2803,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 +
PyMySQL (πŸ₯‡40 Β· ⭐ 7.5K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 45K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 14.12.2023): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 600 Β· ⏱️ 26.06.2023): ``` - pip install elasticsearch + pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 950K Β· ⏱️ 08.12.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.3M Β· ⏱️ 26.06.2023): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge pymysql ```
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PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.5K) - MySQL client library for Python. MIT +
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 45K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 13.12.2023): ``` - git clone https://github.com/PyMySQL/PyMySQL + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 580 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.1K Β· ⏱️ 08.12.2023): ``` - pip install PyMySQL + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.3M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 960K Β· ⏱️ 08.12.2023): ``` - conda install -c conda-forge pymysql + conda install -c conda-forge elasticsearch ```
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 @@ -2853,7 +2853,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 19.12.2023): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2867,41 +2867,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
alembic (πŸ₯ˆ39 Β· ⭐ 2.3K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 9% open Β· ⏱️ 20.12.2023): ``` - git clone https://github.com/MongoEngine/mongoengine + git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 33M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): ``` - pip install mongoengine + pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.9M Β· ⏱️ 21.12.2023): ``` - conda install -c conda-forge mongoengine + conda install -c conda-forge alembic ```
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alembic (πŸ₯ˆ38 Β· ⭐ 2.3K) - A database migrations tool for SQLAlchemy. MIT +
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 16.12.2023): ``` - git clone https://github.com/sqlalchemy/alembic + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 34M / month Β· πŸ“¦ 12K Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` - pip install alembic + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.9M Β· ⏱️ 01.12.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge alembic + conda install -c conda-forge mongoengine ```
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python-bigquery (πŸ₯ˆ38 Β· ⭐ 670) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ38 Β· ⭐ 680) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 310 Β· πŸ“¦ 24K Β· πŸ“‹ 620 - 11% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 620 - 11% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/googleapis/python-bigquery @@ -2917,7 +2917,7 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ37 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 8.6K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 8.8K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/tiangolo/sqlmodel @@ -2933,7 +2933,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2942,41 +2942,41 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 440K Β· ⏱️ 13.11.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 450K Β· ⏱️ 13.11.2023): ``` conda install -c conda-forge awswrangler ```
Ibis (πŸ₯ˆ37 Β· ⭐ 3.3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 850 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 870 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 130K / month Β· πŸ“¦ 53 Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 130K / month Β· πŸ“¦ 53 Β· ⏱️ 18.12.2023): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 320K Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 320K Β· ⏱️ 19.12.2023): ``` conda install -c conda-forge ibis-framework ```
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confluent-kafka-python (πŸ₯ˆ36 Β· ⭐ 3.5K) - Confluents Kafka Python Client. Apache-2 +
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 900 Β· πŸ“¦ 8K Β· πŸ“‹ 1.1K - 24% open Β· ⏱️ 11.12.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 15.12.2023): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 11M / month Β· πŸ“¦ 460 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 13.12.2023): ``` - pip install confluent-kafka + pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 800K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 320K Β· ⏱️ 15.12.2023): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c conda-forge mysqlclient ```
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 @@ -2986,7 +2986,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.1M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): ``` pip install elasticsearch-dsl ``` @@ -2995,25 +2995,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c anaconda elasticsearch-dsl ```
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mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.3K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 - -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 14.12.2023): - - ``` - git clone https://github.com/PyMySQL/mysqlclient - ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5M / month Β· πŸ“¦ 7.2K Β· ⏱️ 13.12.2023): - ``` - pip install mysqlclient - ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 310K Β· ⏱️ 24.09.2023): - ``` - conda install -c conda-forge mysqlclient - ``` -
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 77K Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 77K Β· ⏱️ 15.12.2023): ``` git clone https://github.com/mongodb/motor @@ -3034,19 +3018,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 220K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 210K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
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minio (πŸ₯ˆ35 Β· ⭐ 710) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ35 Β· ⭐ 720) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 6K Β· πŸ“‹ 540 - 2% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 6K Β· πŸ“‹ 540 - 2% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.8M / month Β· πŸ“¦ 470 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.7M / month Β· πŸ“¦ 470 Β· ⏱️ 10.11.2023): ``` pip install minio ``` @@ -3057,7 +3041,7 @@ _Libraries for connecting to, operating, and querying databases._
s3transfer (πŸ₯ˆ35 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 85 - 58% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/boto/s3transfer @@ -3078,7 +3062,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 26M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): ``` pip install prometheus_client ``` @@ -3089,7 +3073,7 @@ _Libraries for connecting to, operating, and querying databases._
Pony (πŸ₯ˆ34 Β· ⭐ 3.4K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 76 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 78 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony @@ -3103,22 +3087,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
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PyPika (πŸ₯ˆ34 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 - -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 450 - 43% open Β· ⏱️ 10.12.2023): - - ``` - git clone https://github.com/kayak/pypika - ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.2M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): - ``` - pip install pypika - ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 5.9K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pypika - ``` -
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 - [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 27K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 29.06.2023): @@ -3126,7 +3094,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.2M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3137,12 +3105,12 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ34 Β· ⭐ 770) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 250 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 28% open Β· ⏱️ 11.12.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 28% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 150M / month Β· πŸ“¦ 740 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 170M / month Β· πŸ“¦ 740 Β· ⏱️ 11.12.2023): ``` pip install s3fs ``` @@ -3151,14 +3119,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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pandas-gbq (πŸ₯ˆ34 Β· ⭐ 400 Β· πŸ“ˆ) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 400) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 8.7K Β· πŸ“‹ 330 - 12% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 8.7K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.3M / month Β· πŸ“¦ 340 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.5M / month Β· πŸ“¦ 340 Β· ⏱️ 12.12.2023): ``` pip install pandas-gbq ``` @@ -3183,9 +3151,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
+
PyPika (πŸ₯‰33 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 + +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 450 - 43% open Β· ⏱️ 10.12.2023): + + ``` + git clone https://github.com/kayak/pypika + ``` +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.3M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): + ``` + pip install pypika + ``` +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 6.1K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pypika + ``` +
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.9K Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.9K Β· ⏱️ 20.12.2023): ``` git clone https://github.com/datastax/python-driver @@ -3199,9 +3183,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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neo4j-driver (πŸ₯‰33 Β· ⭐ 840) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 210 Β· πŸ“¦ 7.7K Β· πŸ“‹ 230 - 2% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 7.8K Β· πŸ“‹ 240 - 2% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3222,7 +3206,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 370K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 360K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3233,7 +3217,7 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.6K Β· πŸ“‹ 630 - 41% open Β· ⏱️ 29.11.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.6K Β· πŸ“‹ 630 - 41% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/pynamodb/PynamoDB @@ -3242,7 +3226,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 400K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 410K Β· ⏱️ 29.11.2023): ``` conda install -c conda-forge pynamodb ``` @@ -3270,11 +3254,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 140K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 110K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.6K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.7K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ``` @@ -3297,7 +3281,7 @@ _Libraries for connecting to, operating, and querying databases._
pygsheets (πŸ₯‰31 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 210 Β· πŸ“¦ 2.2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/nithinmurali/pygsheets @@ -3309,19 +3293,19 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 63 Β· πŸ“¦ 2.6K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 64 Β· πŸ“¦ 2.6K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 60K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 62K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): ``` pip install prisma ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 11.12.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3342,7 +3326,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 320K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 310K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3351,38 +3335,54 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
+
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 + +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8K): + + ``` + git clone https://github.com/confluentinc/confluent-kafka-python + ``` +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 11M / month Β· πŸ“¦ 470 Β· ⏱️ 25.10.2023): + ``` + pip install confluent-kafka + ``` +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 800K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge python-confluent-kafka + ``` +
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 77 Β· πŸ“¦ 310 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 78 Β· πŸ“¦ 310 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 16K / month Β· πŸ“¦ 11 Β· ⏱️ 10.11.2023): ``` pip install piccolo ```
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ODMantic (πŸ₯‰28 Β· ⭐ 890 Β· πŸ“ˆ) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +
ODMantic (πŸ₯‰28 Β· ⭐ 910) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 80 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 81 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 17K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 18K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ```
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 810 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 820 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 49K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 48K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3405,19 +3405,19 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰21 Β· ⭐ 160 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 170 Β· πŸ“‹ 32 - 28% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 180 Β· πŸ“‹ 33 - 30% open Β· ⏱️ 14.03.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 120K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 140K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 390 - 10% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 390 - 11% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3441,7 +3441,7 @@ _Libraries for connecting to, operating, and querying databases._ - PugSQL (πŸ₯‰20 Β· ⭐ 650 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3453,16 +3453,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 32K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 33K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.5M / month Β· πŸ“¦ 790 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.8M / month Β· πŸ“¦ 810 Β· ⏱️ 16.11.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 590K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 600K Β· ⏱️ 15.12.2023): ``` conda install -c conda-forge datasets ``` @@ -3483,9 +3483,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge faker ```
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Tablib (πŸ₯‡36 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯‡37 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 89K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 90K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/jazzband/tablib @@ -3499,7 +3499,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯ˆ36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 - [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 12.12.2023): @@ -3510,7 +3510,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 690K Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 700K Β· ⏱️ 13.12.2023): ``` conda install -c conda-forge xlwings ``` @@ -3549,7 +3549,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 50K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 51K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3595,14 +3595,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3.5K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
gdown (πŸ₯ˆ31 Β· ⭐ 3.6K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 24K Β· πŸ“‹ 140 - 10% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 24K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.4M / month Β· πŸ“¦ 430 Β· ⏱️ 25.03.2023): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.3M / month Β· πŸ“¦ 430 Β· ⏱️ 25.03.2023): ``` pip install gdown ``` @@ -3613,12 +3613,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 420 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 430 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.11.2023): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 27K / month Β· πŸ“¦ 13 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 27K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3627,14 +3627,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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Intake (πŸ₯‰29 Β· ⭐ 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯‰27 Β· ⭐ 950 Β· πŸ“‰) - Intake is a lightweight package for finding, investigating, loading.. BSD-2 - [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.8K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 52K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 49K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): ``` pip install intake ``` @@ -3645,24 +3645,24 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰26 Β· ⭐ 2.9K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 270 Β· πŸ“₯ 1.5K Β· πŸ“¦ 96 Β· πŸ“‹ 220 - 45% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 270 Β· πŸ“₯ 1.5K Β· πŸ“¦ 97 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 41K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 45K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
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camelot (πŸ₯‰25 Β· ⭐ 2.4K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰25 Β· ⭐ 2.5K) - A Python library to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 390 Β· πŸ“‹ 300 - 63% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.4K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.3K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3674,43 +3674,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 790 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 690 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
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Upgini (πŸ₯‰21 Β· ⭐ 250) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰21 Β· ⭐ 260) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 5 Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 5 Β· ⏱️ 20.12.2023): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.8K / month Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.5K / month Β· ⏱️ 21.12.2023): ``` pip install upgini ```
excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.2K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
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Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰17 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 14 - 57% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 17 - 52% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.6K / month Β· ⏱️ 18.12.2023): ``` pip install squirrel-core ``` @@ -3723,16 +3723,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - PDFMiner (πŸ₯ˆ31 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- SDV (πŸ₯ˆ31 Β· ⭐ 1.7K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- SDV (πŸ₯ˆ31 Β· ⭐ 1.8K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - tabulator-py (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - textract (πŸ₯‰27 Β· ⭐ 3.7K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 +- borb (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ“ˆ) - borb is a library for reading, creating and manipulating PDF.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- borb (πŸ₯‰20 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed -- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 790 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 820 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3742,14 +3742,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡48 Β· ⭐ 33K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +
Airflow (πŸ₯‡48 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 570K Β· πŸ“¦ 8.8K Β· πŸ“‹ 8.5K - 10% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 580K Β· πŸ“¦ 8.9K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 22M / month Β· πŸ“¦ 320 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 320 Β· ⏱️ 18.12.2023): ``` pip install apache-airflow ``` @@ -3757,14 +3757,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 310M Β· ⭐ 490 Β· ⏱️ 13.12.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 340M Β· ⭐ 490 Β· ⏱️ 18.12.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/celery/celery @@ -3780,44 +3780,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.1K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.1K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 690K / month Β· πŸ“¦ 150 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 160 Β· ⏱️ 20.12.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 570K Β· ⏱️ 08.12.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 570K Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡42 Β· ⭐ 9.1K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡42 Β· ⭐ 9.2K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.8K Β· πŸ“‹ 6.7K - 33% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.8K Β· πŸ“‹ 6.7K - 33% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1M / month Β· πŸ“¦ 140 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1.1M / month Β· πŸ“¦ 140 Β· ⏱️ 14.12.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 14.12.2023): ``` conda install -c conda-forge dagster ```
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Beam (πŸ₯‡42 Β· ⭐ 7.3K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 7.3K Β· πŸ“‰) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): ``` pip install apache-beam ``` @@ -3826,18 +3826,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge apache-beam-with-aws ```
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Great Expectations (πŸ₯ˆ40 Β· ⭐ 9K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.1K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 54 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 54 Β· ⏱️ 20.12.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 740K Β· ⏱️ 08.12.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 740K Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge great-expectations ``` @@ -3849,7 +3849,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 42M / month Β· πŸ“¦ 6.5K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 42M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3858,26 +3858,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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Kedro (πŸ₯ˆ38 Β· ⭐ 9K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
rq (πŸ₯ˆ38 Β· ⭐ 9.3K) - Simple job queues for Python. BSD-3 + +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 19.12.2023): + + ``` + git clone https://github.com/rq/rq + ``` +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): + ``` + pip install rq + ``` +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 99K Β· ⏱️ 04.09.2023): + ``` + conda install -c conda-forge rq + ``` +
+
Kedro (πŸ₯ˆ38 Β· ⭐ 9.1K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2K Β· πŸ“‹ 1.6K - 18% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 18% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 72 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 360K / month Β· πŸ“¦ 72 Β· ⏱️ 13.12.2023): ``` pip install kedro ```
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dbt (πŸ₯ˆ38 Β· ⭐ 7.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.4K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.8K - 11% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.5K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.8K - 11% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 100K / month Β· πŸ“¦ 30 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 94K / month Β· πŸ“¦ 30 Β· ⏱️ 08.12.2023): ``` pip install dbt ``` @@ -3888,12 +3904,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 17.12.2023): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 560K / month Β· πŸ“¦ 420 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 530K / month Β· πŸ“¦ 420 Β· ⏱️ 05.10.2023): ``` pip install luigi ``` @@ -3902,42 +3918,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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rq (πŸ₯ˆ37 Β· ⭐ 9.3K) - Simple job queues for Python. BSD-3 +
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.3K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 24.11.2023): - - ``` - git clone https://github.com/rq/rq - ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): - ``` - pip install rq - ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 99K Β· ⏱️ 04.09.2023): - ``` - conda install -c conda-forge rq - ``` -
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Activeloop (πŸ₯ˆ34 Β· ⭐ 7.2K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 - -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 540 Β· πŸ“¦ 2.5K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.4K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.3K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 350 Β· πŸ“₯ 1 Β· πŸ“¦ 270 Β· πŸ“‹ 250 - 18% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 350 Β· πŸ“₯ 1 Β· πŸ“¦ 300 Β· πŸ“‹ 250 - 16% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 12K / month Β· πŸ“¦ 2 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 20.12.2023): ``` pip install zenml ``` @@ -3965,7 +3965,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 99K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 96K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3976,12 +3976,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 220 Β· πŸ“‹ 410 - 4% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 410 - 4% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 140K / month Β· πŸ“¦ 6 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 150K / month Β· πŸ“¦ 6 Β· ⏱️ 12.12.2023): ``` pip install whylogs ``` @@ -4005,23 +4005,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 7.2K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.4K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 80K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 81K Β· ⏱️ 29.11.2023): ``` conda install -c conda-forge ploomber ```
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mleap (πŸ₯‰30 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 - [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 260K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -4037,7 +4037,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 78K / month Β· πŸ“¦ 19 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 77K / month Β· πŸ“¦ 20 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4046,7 +4046,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge arq ```
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dbnd (πŸ₯‰26 Β· ⭐ 240) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
dbnd (πŸ₯‰26 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 33 Β· πŸ“¦ 36 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 05.12.2023): @@ -4070,18 +4070,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install pyfunctional ```
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Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark - -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“¦ 1 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): - - ``` - git clone https://github.com/hi-primus/optimus - ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.5K / month Β· ⏱️ 19.07.2020): - ``` - pip install optimuspyspark - ``` -
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 93 Β· πŸ“¦ 110 Β· πŸ“‹ 71 - 33% open Β· ⏱️ 22.03.2023): @@ -4089,7 +4077,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 110K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 130K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4098,6 +4086,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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Optimus (πŸ₯‰24 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark + +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“¦ 1 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): + + ``` + git clone https://github.com/hi-primus/optimus + ``` +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7.4K / month Β· ⏱️ 19.07.2020): + ``` + pip install optimuspyspark + ``` +
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT - [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 28 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 14.12.2023): @@ -4117,7 +4117,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 190 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 200 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4152,12 +4152,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Databolt Flow (πŸ₯‰17 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 74 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 75 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 84 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 74 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4203,7 +4203,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 240M / month Β· πŸ“¦ 77K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 240M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4235,7 +4235,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 130M / month Β· πŸ“¦ 7K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 120M / month Β· πŸ“¦ 7K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4252,12 +4252,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 8.8K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 8.9K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 830 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 840 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4266,7 +4266,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰25 Β· ⭐ 310 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰25 Β· ⭐ 320 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT - [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 29 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): @@ -4295,7 +4295,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡40 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 900K Β· πŸ“‹ 670 - 17% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 910K Β· πŸ“‹ 670 - 17% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/python-attrs/attrs @@ -4311,7 +4311,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 5% open Β· ⏱️ 22.11.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 5% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/more-itertools/more-itertools @@ -4325,7 +4325,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge more-itertools ```
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boltons (πŸ₯ˆ34 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
boltons (πŸ₯ˆ35 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 - [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.9K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.12.2023): @@ -4336,14 +4336,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.8M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 5.5K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 5.6K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/jd/tenacity @@ -4352,14 +4352,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.7M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.8M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ```
python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.4K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“¦ 2.7K Β· πŸ“‹ 530 - 32% open Β· ⏱️ 19.12.2022): +- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“¦ 2.7K Β· πŸ“‹ 540 - 33% open Β· ⏱️ 19.12.2022): ``` git clone https://github.com/ets-labs/python-dependency-injector @@ -4375,7 +4375,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 480 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 09.12.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 490 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/dry-python/returns @@ -4391,12 +4391,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 140 Β· πŸ“¦ 9.5K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 9.6K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 17.12.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 2M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.9M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4405,14 +4405,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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natsort (πŸ₯‰29 Β· ⭐ 810) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰29 Β· ⭐ 820) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 47 Β· πŸ“¦ 25K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4428,11 +4428,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 66K Β· ⏱️ 28.10.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 67K Β· ⏱️ 28.10.2023): ``` conda install -c conda-forge ubelt ``` @@ -4454,12 +4454,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 57K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 93K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 91K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4474,7 +4474,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7K Β· πŸ“₯ 70K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7K Β· πŸ“₯ 71K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/micropython/micropython @@ -4506,12 +4506,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 630K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 630K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 78M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 79M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4543,7 +4543,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 98M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 99M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4595,7 +4595,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install wrapt ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 13M Β· ⏱️ 09.11.2023): +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 14M Β· ⏱️ 09.11.2023): ``` conda install -c conda-forge wrapt ``` @@ -4616,14 +4616,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge py4j ```
+
Copier (πŸ₯ˆ33 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT + +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 770 Β· πŸ“‹ 420 - 13% open Β· ⏱️ 20.12.2023): + + ``` + git clone https://github.com/copier-org/copier + ``` +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 42 Β· ⏱️ 27.11.2023): + ``` + pip install copier + ``` +
pluggy (πŸ₯ˆ33 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 98M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 97M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` @@ -4648,18 +4660,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
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Copier (πŸ₯‰32 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT - -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 760 Β· πŸ“‹ 420 - 13% open Β· ⏱️ 12.12.2023): - - ``` - git clone https://github.com/copier-org/copier - ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 170K / month Β· πŸ“¦ 42 Β· ⏱️ 27.11.2023): - ``` - pip install copier - ``` -
keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 410 Β· πŸ“¦ 14K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): @@ -4667,7 +4667,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 520 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 530 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4676,14 +4676,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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fastcore (πŸ₯‰30 Β· ⭐ 870) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰30 Β· ⭐ 880) - Python supercharged for the fastai library. Apache-2 - [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.1K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 680K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 660K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4699,7 +4699,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 200K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 190K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4715,7 +4715,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 120K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 130K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ``` @@ -4727,7 +4727,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.9M / month Β· πŸ“¦ 83 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 6M / month Β· πŸ“¦ 83 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4752,14 +4752,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
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python-mss (πŸ₯‰24 Β· ⭐ 910) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰25 Β· ⭐ 910) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 430K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 510K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4771,7 +4771,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... - powerline-shell (πŸ₯‰26 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- openpyxl (πŸ₯‰26 Β· ⭐ 66) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 67) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-12-21_changes.md b/history/2023-12-21_changes.md new file mode 100644 index 0000000..e42dd88 --- /dev/null +++ b/history/2023-12-21_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- paramiko (πŸ₯ˆ42 Β· ⭐ 8.6K Β· πŸ“ˆ) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- polars (πŸ₯‡41 Β· ⭐ 22K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- pendulum (πŸ₯ˆ36 Β· ⭐ 5.9K Β· πŸ“ˆ) - Python datetimes made easy. MIT +- rtoml (πŸ₯‰23 Β· ⭐ 270 Β· πŸ“ˆ) - A fast TOML library for python implemented in rust. MIT +- borb (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ“ˆ) - borb is a library for reading, creating and manipulating PDF.. ❗Unlicensed + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- ansible (πŸ₯‡47 Β· ⭐ 60K Β· πŸ“‰) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 +- Beam (πŸ₯‡41 Β· ⭐ 7.3K Β· πŸ“‰) - Unified programming model to define and execute data processing.. Apache-2 +- elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 +- confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 +- Intake (πŸ₯‰27 Β· ⭐ 950 Β· πŸ“‰) - Intake is a lightweight package for finding, investigating, loading.. BSD-2 + diff --git a/history/2023-12-21_projects.csv b/history/2023-12-21_projects.csv new file mode 100644 index 0000000..0ed21e5 --- /dev/null +++ b/history/2023-12-21_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-16 10:44:22.000,2023-12-16 10:44:21,446.0,22.0,2137,383.0,236.0,18.0,33.0,14891,2023-12-16 10:44:27.000,2023.12.14,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-12-19 23:35:03.000,2023-12-19 23:35:03,291.0,24.0,155,51.0,174.0,,3.0,2084,2023-12-07 16:55:34.000,2023.12.07,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-12-16 10:44:04.000,2023-12-16 10:44:03,289.0,22.0,41,24.0,170.0,3.0,5.0,848,2023-12-16 10:44:09.000,2023.12.14,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-12-19 23:35:03.000,2023-12-19 23:35:03,291.0,24.0,155,51.0,174.0,,3.0,2084,2023-12-07 16:55:34.000,2023.12.07,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-16 10:44:22.000,2023-12-16 10:44:21,446.0,22.0,2137,383.0,236.0,18.0,33.0,14891,2023-12-16 10:44:27.000,2023.12.14,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6876,1659.0,323.0,13.0,73.0,38638,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-16 10:44:22.000,2023-12-16 10:44:21,446.0,22.0,2137,383.0,236.0,18.0,33.0,14891,2023-12-16 10:44:27.000,2023.12.14,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-12-21 12:19:03.000,2023-12-20 21:05:13,34573.0,920.0,8859,598.0,13360.0,2187.0,10058.0,25277,2023-11-13 00:42:04.000,1.26.2,154.0,1711.0,54,True,2154636.0,2013672.0,numpy,conda-forge/numpy,912997.0,214372484.0,https://pypi.org/project/numpy,2023-11-12 22:51:49.000,140964.0,212732013.0,https://anaconda.org/conda-forge/numpy,2023-11-25 04:38:46.672,68414458.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-12-21 10:52:31.000,2023-12-21 10:52:26,16562.0,709.0,15355,2064.0,9093.0,901.0,5129.0,62340,2023-11-15 23:29:56.000,4.25.1,152.0,1184.0,52,True,578240.0,558195.0,protobuf,conda-forge/protobuf,37360720.0,168654472.0,https://pypi.org/project/protobuf,2023-11-15 23:29:56.000,16451.0,160917415.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16511782.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3594.0,6484210.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-12-21 12:51:36.000,2023-12-21 01:33:04,34008.0,667.0,17015,1115.0,30874.0,3605.0,22173.0,40673,2023-12-08 15:39:17.000,2.1.4,122.0,3506.0,52,True,1516184.0,1441049.0,pandas,conda-forge/pandas,240306.0,153022069.0,https://pypi.org/project/pandas,2023-12-08 15:37:00.000,75135.0,151796939.0,https://anaconda.org/conda-forge/pandas,2023-12-08 22:11:59.926,46474153.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-12-21 12:47:50.000,2023-12-21 09:07:31,22488.0,982.0,13268,754.0,24147.0,926.0,7629.0,33288,2023-12-18 19:16:17.000,2.8.0,174.0,3114.0,48,True,9199.0,8877.0,apache-airflow,conda-forge/airflow,576340.0,28501620.0,https://pypi.org/project/apache-airflow,2023-12-18 17:04:26.000,322.0,25164279.0,https://anaconda.org/conda-forge/airflow,2023-11-13 20:15:27.982,983894.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-12-18 18:47:29.931577,493.0,343988425.0,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-12-21 05:56:18.000,2023-12-21 05:56:14,5647.0,217.0,1865,243.0,717.0,188.0,2958.0,8491,2023-12-20 20:42:13.000,1.34.5,1454.0,153.0,48,True,411058.0,392879.0,boto3,conda-forge/boto3,,841438823.0,https://pypi.org/project/boto3,2023-12-20 20:42:13.000,18179.0,841023059.0,https://anaconda.org/conda-forge/boto3,2023-12-20 06:56:47.268,17877881.0,1.0,,,,,,,,,,,,,,,,,,, +12,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-12-21 02:35:22.000,2023-12-18 17:05:15,54176.0,175.0,23894,1931.0,50225.0,885.0,31372.0,59671,2023-12-11 20:57:49.000,2.16.2,345.0,6808.0,47,True,35481.0,31399.0,ansible,conda-forge/ansible,,4756716.0,https://pypi.org/project/ansible,2023-12-06 14:20:57.000,4082.0,4733920.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,980261.0,1.0,,,,,,,,,,,,,-1.0,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-12-21 12:56:20.000,2023-12-21 12:10:10,11243.0,314.0,1726,124.0,7661.0,31.0,2316.0,5970,2023-11-28 00:48:49.000,41.0.7,121.0,302.0,47,True,617384.0,595636.0,cryptography,conda-forge/cryptography,,216952981.0,https://pypi.org/project/cryptography,2023-11-28 00:48:49.000,21748.0,215855875.0,https://anaconda.org/conda-forge/cryptography,2023-12-03 01:10:58.240,44981349.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-12-20 18:21:47.000,2023-12-19 19:10:25,12393.0,65.0,4575,473.0,3171.0,650.0,4367.0,22740,2023-11-22 15:18:14.000,5.3.6,203.0,1323.0,46,True,136394.0,121294.0,celery,conda-forge/celery,,8903819.0,https://pypi.org/project/celery,2023-11-22 15:16:19.000,15100.0,8867820.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1511969.0,1.0,,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-12-21 09:46:13.000,2023-12-20 13:57:12,2678.0,208.0,1511,102.0,3280.0,294.0,3224.0,16950,2023-11-22 13:52:00.000,2.5.2,127.0,458.0,45,True,317023.0,307439.0,pydantic,conda-forge/pydantic,,141461719.0,https://pypi.org/project/pydantic,2023-11-22 13:52:00.000,9584.0,141297521.0,https://anaconda.org/conda-forge/pydantic,2023-11-22 16:10:09.282,6732133.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-12-07 17:41:46.000,2023-09-01 21:20:27,2402.0,,1410,184.0,1077.0,112.0,1429.0,14615,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1570655.0,1494928.0,click,conda-forge/click,193.0,169427682.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75727.0,168374362.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32652804.0,1.0,,,,,,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-12-21 10:21:28.000,2023-12-20 20:41:54,16723.0,163.0,1303,88.0,719.0,207.0,7402.0,8150,2023-11-02 14:52:13.000,rel_2_0_23,294.0,672.0,45,True,735224.0,687349.0,SQLAlchemy,conda-forge/sqlalchemy,47808.0,103266220.0,https://pypi.org/project/SQLAlchemy,2023-11-02 14:52:02.000,47875.0,102880940.0,https://anaconda.org/conda-forge/sqlalchemy,2023-11-02 19:25:18.675,13835685.0,1.0,,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-12-21 13:19:16.547,2023-12-20 19:26:15,11738.0,227.0,3981,572.0,3614.0,546.0,4004.0,14536,2023-12-20 20:42:31.000,1.32.5,1861.0,431.0,44,True,3064.0,3.0,awscli,conda-forge/awscli,1564.0,145431207.0,https://pypi.org/project/awscli,2023-12-20 20:42:31.000,3061.0,144902156.0,https://anaconda.org/conda-forge/awscli,2023-12-21 13:19:16.547,21690101.0,1.0,,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-12-21 08:53:29.967,2023-12-20 23:11:20,10569.0,298.0,1036,65.0,2041.0,145.0,920.0,1366,2023-12-20 20:41:54.000,1.34.5,1852.0,202.0,44,True,305974.0,297361.0,botocore,conda-forge/botocore,,375983001.0,https://pypi.org/project/botocore,2023-12-20 20:41:54.000,8613.0,375319466.0,https://anaconda.org/conda-forge/botocore,2023-12-21 08:53:29.967,24550816.0,1.0,,,,,,,,,,,,,,,,,,, +20,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-12-21 13:28:53.000,2023-12-21 12:46:28,120036.0,1188.0,28479,1503.0,46927.0,8645.0,58828.0,57421,2020-07-22 03:00:52.000,0.0.6,11.0,2735.0,43,True,11.0,3.0,cpython,conda-forge/typing,,122728.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,91020.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2948881.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-12-16 22:30:39.000,2023-11-15 16:31:56,3870.0,26.0,1675,543.0,1054.0,197.0,1058.0,45861,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,156797.0,151071.0,rich,conda-forge/rich,,38469294.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,5726.0,38326670.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5847594.0,1.0,,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-12-21 09:15:09.000,2023-12-19 22:43:55,3061.0,58.0,3196,640.0,2437.0,151.0,2195.0,21522,2023-05-26 17:35:41.785,23.5.26,35.0,670.0,43,True,85100.0,84486.0,flatbuffers,conda-forge/flatbuffers,319264.0,15267616.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,336.0,14185870.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,927110.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,278.0,1068758.0,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-12-21 09:36:12.000,2023-12-20 08:44:44,3658.0,94.0,2384,279.0,3841.0,631.0,1998.0,17774,2023-11-16 08:06:00.000,2.15.0,79.0,539.0,43,True,33599.0,32792.0,datasets,conda-forge/datasets,,6830529.0,https://pypi.org/project/datasets,2023-11-16 07:42:48.000,807.0,6813804.0,https://anaconda.org/conda-forge/datasets,2023-12-15 05:20:05.539,602132.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-12-20 21:53:05.000,2023-12-13 16:59:25,3498.0,77.0,1846,221.0,1278.0,21.0,663.0,16653,2023-12-13 16:59:53.000,21.0.0,323.0,552.0,43,True,196463.0,193229.0,Faker,conda-forge/faker,,11397488.0,https://pypi.org/project/Faker,2023-12-13 16:59:43.000,3234.0,11376551.0,https://anaconda.org/conda-forge/faker,2023-12-13 18:30:46.739,879375.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-12-21 06:44:49.936,2023-12-21 01:15:54,15531.0,402.0,1394,157.0,6565.0,631.0,3759.0,13608,2023-12-20 23:02:12.000,2.14.12,251.0,431.0,43,True,4281.0,4125.0,prefect,conda-forge/prefect,,672008.0,https://pypi.org/project/prefect,2023-12-20 23:02:12.000,156.0,658721.0,https://anaconda.org/conda-forge/prefect,2023-12-21 06:44:49.936,571372.0,1.0,,,,,,,,,,,,,,,,,,, +26,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-12-19 19:05:04.000,2023-12-11 22:42:39,2276.0,28.0,2473,324.0,1497.0,227.0,1393.0,11965,2023-09-26 06:51:15.000,5.0.1,119.0,423.0,43,True,27787.0,,redis,conda-forge/redis-py,,38070900.0,https://pypi.org/project/redis,2023-11-16 12:21:49.000,27787.0,38043684.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1143082.0,1.0,,,,,,,,,,,,,,,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-12-19 15:47:25.000,2023-12-19 15:47:25,6633.0,125.0,564,32.0,833.0,417.0,1385.0,1465,2023-11-21 20:44:20.000,2.17.2,64.0,818.0,43,True,672025.0,634691.0,pygments,conda-forge/pygments,,79385774.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37334.0,78688276.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27202450.0,1.0,,,,,,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-12-21 11:05:50.000,2023-12-21 09:37:06,11118.0,350.0,1011,179.0,7345.0,2101.0,4777.0,18500,2023-12-21 00:18:21.000,3.99.0,3930.0,251.0,42,True,8090.0,6986.0,pulumi,,1758277.0,3169712.0,https://pypi.org/project/pulumi,2023-12-21 00:18:21.000,170.0,1053878.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-12-21 00:18:02.116,934.0,2012406.0,,,,,,,,,,,,,, +29,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-12-21 03:32:45.000,2023-12-20 21:52:42,16720.0,904.0,1130,105.0,11180.0,2247.0,4495.0,9214,2023-12-14 19:19:44.000,1.5.13,587.0,375.0,42,True,1918.0,1783.0,dagster,conda-forge/dagster,,1114592.0,https://pypi.org/project/dagster,2023-12-14 18:44:33.000,135.0,1090252.0,https://anaconda.org/conda-forge/dagster,2023-12-14 21:44:09.732,1046658.0,1.0,,,,,,,,,,,,,,,,,,, +30,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-12-20 13:25:45.000,2023-12-18 19:43:49,3982.0,27.0,2005,317.0,769.0,1007.0,787.0,8639,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,100960.0,87961.0,paramiko,conda-forge/paramiko,,47442501.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,12999.0,47342694.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4092126.0,2.0,,,,,,,,,,,,,1.0,,,,,, +31,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-12-21 08:52:16.000,2023-12-20 16:43:12,3369.0,22.0,1701,196.0,1591.0,437.0,1224.0,6485,2023-12-08 20:47:46.000,7.0.0,88.0,448.0,42,True,76560.0,72592.0,docker,conda-forge/docker-py,754.0,36215707.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,3968.0,36122267.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3924261.0,2.0,,,,,,,,,,,,,,,,,,, +32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-12-21 11:46:44.000,2023-12-21 11:45:45,37392.0,729.0,1559,300.0,8064.0,67.0,3644.0,4467,2023-12-13 20:46:13.000,google-maps-fleetengine-delivery-v0.1.3,100.0,507.0,42,True,2018.0,,google-cloud-storage,conda-forge/google-cloud-storage,,58508100.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2018.0,58408256.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4093642.0,1.0,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-12-21 11:20:26.000,2023-12-20 18:22:51,16259.0,737.0,2605,379.0,24546.0,1233.0,7855.0,3956,2023-12-20 05:49:21.000,azure-mgmt-healthcareapis_2.0.0,100.0,671.0,42,True,3101.0,2376.0,azure-storage-blob,conda-forge/azure-storage-blob,,45313664.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,725.0,45288336.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1063786.0,1.0,,,,,,,,,,,,,,,,,,, +34,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-12-21 13:21:44.000,2023-12-21 10:15:27,8273.0,877.0,1305,140.0,7200.0,1296.0,4681.0,22417,2023-12-20 19:18:08.000,py-0.20.2,331.0,325.0,41,True,372.0,2.0,polars,,126.0,3354622.0,https://pypi.org/project/polars,2023-12-20 19:16:27.000,370.0,3354613.0,,,,1.0,,,,,,,,,,,,,1.0,,,,,, +35,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-12-18 21:10:50.000,2023-11-27 20:58:58,3043.0,20.0,1955,227.0,1125.0,206.0,639.0,20877,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,41,True,25841.0,24228.0,cookiecutter,conda-forge/cookiecutter,,3351817.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1613.0,3322025.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,923566.0,1.0,,,,,,,,,,,,,,,,,,, +36,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-12-12 18:15:02.000,2023-12-12 18:14:42,4564.0,18.0,1370,198.0,474.0,1.0,2336.0,10536,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,29047.0,25317.0,peewee,conda-forge/peewee,,1617561.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3730.0,1602961.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,584024.0,1.0,,,,,,,,,,,,,,,,,,, +37,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-12-21 12:54:58.000,2023-12-21 08:54:46,41307.0,847.0,4080,259.0,23513.0,4287.0,2100.0,7294,2023-11-17 18:45:43.000,2.52.0,102.0,1587.0,41,True,183.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6677747.0,https://pypi.org/project/apache-beam,2023-11-17 18:02:51.000,181.0,6675610.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,57703.0,1.0,,,,,,,,,,,,,-1.0,,,,,, +38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-12-18 18:30:34.000,2023-12-18 12:53:57,2609.0,46.0,571,59.0,345.0,32.0,770.0,4326,2023-11-16 17:08:08.000,4.20.0,100.0,109.0,41,True,514575.0,495591.0,jsonschema,conda-forge/jsonschema,130.0,105550170.0,https://pypi.org/project/jsonschema,2023-11-16 17:08:03.000,18984.0,104880256.0,https://anaconda.org/conda-forge/jsonschema,2023-11-16 18:45:00.717,25456611.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +39,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-12-19 21:33:49.000,2023-12-05 09:07:14,4340.0,65.0,530,57.0,898.0,257.0,1214.0,1962,2023-10-09 14:43:38.000,3.10.0,38.0,198.0,41,True,262197.0,247086.0,h5py,conda-forge/h5py,3019.0,16416160.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15111.0,16081661.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14047443.0,1.0,,,,,,,,,,,,,,,,,,, +40,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-12-21 12:48:45.000,2023-12-20 14:58:54,4539.0,135.0,5110,718.0,3925.0,203.0,7022.0,31211,2023-11-23 08:49:38.000,2.23.3,144.0,525.0,40,True,1579.0,331.0,docker-compose,conda-forge/docker-compose,88480791.0,3143328.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1432728.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,379976.0,2.0,,,,,,,,,,,,,,,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-12-18 07:43:59.000,2023-12-18 07:43:58,12864.0,52.0,3028,605.0,3570.0,978.0,4245.0,16547,2023-06-17 17:37:56.000,2.2.1,44.0,604.0,40,True,12222.0,11611.0,kivy,conda-forge/kivy,34663.0,154509.0,https://pypi.org/project/kivy,2023-06-17 16:04:01.835,611.0,146481.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,331689.0,1.0,,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-12-21 06:44:24.643,2023-12-20 23:12:55,11842.0,261.0,1407,79.0,7237.0,149.0,1646.0,9071,2023-12-20 21:02:32.000,0.18.6,258.0,421.0,40,True,54.0,,great_expectations,conda-forge/great-expectations,,13329566.0,https://pypi.org/project/great_expectations,2023-12-20 21:02:32.000,54.0,13312333.0,https://anaconda.org/conda-forge/great-expectations,2023-12-21 06:44:24.643,741055.0,2.0,,,,,,,,,,,,,,,,,,, +43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-12-14 07:04:50.000,2023-12-14 07:04:49,1099.0,15.0,1466,229.0,490.0,15.0,633.0,7460,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,199625.0,199029.0,PyMySQL,conda-forge/pymysql,,39496424.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,596.0,39465508.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1267595.0,1.0,,,,,,,,,,,,,,,,,,, +44,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-12-20 10:18:08.000,2023-12-20 10:18:07,3267.0,21.0,628,82.0,1022.0,160.0,1042.0,6746,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,121697.0,111333.0,marshmallow,conda-forge/marshmallow,,32263706.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10364.0,32210902.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2217793.0,2.0,,,,,,,,,,,,,,,,,,, +45,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-12-08 18:27:19.000,2023-12-08 18:24:25,1384.0,26.0,365,65.0,546.0,119.0,547.0,4959,2023-04-16 10:50:23.776,23.1.0,27.0,151.0,40,True,925620.0,907241.0,attrs,conda-forge/attrs,,134864425.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18379.0,134451045.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,33483849.0,1.0,,,,,,,,,,,,,,,,,,, +46,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-12-13 07:06:56.000,2023-12-13 07:06:55,1586.0,40.0,1207,404.0,1340.0,52.0,1019.0,4060,2023-12-08 06:23:03.000,8.11.1,137.0,200.0,40,True,51194.0,45052.0,elasticsearch,conda-forge/elasticsearch,3542.0,16399366.0,https://pypi.org/project/elasticsearch,2023-12-08 06:23:03.000,6142.0,16377029.0,https://anaconda.org/conda-forge/elasticsearch,2023-12-08 08:04:02.493,956492.0,1.0,,,,,,,,,,,,,-1.0,,,,,, +47,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-12-01 10:50:33.000,2023-12-01 10:50:33,1499.0,13.0,384,61.0,713.0,400.0,467.0,3520,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,40,True,376905.0,370349.0,joblib,conda-forge/joblib,,43002332.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6556.0,42430155.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23459258.0,2.0,,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-12-21 02:08:00.000,2023-12-21 02:08:00,4910.0,162.0,992,109.0,3813.0,1106.0,3022.0,3285,2023-12-08 19:39:07.000,2023.12.0,87.0,463.0,40,True,24959.0,22847.0,xarray,conda-forge/xarray,,3892695.0,https://pypi.org/project/xarray,2023-12-08 19:39:07.000,2112.0,3663505.0,https://anaconda.org/conda-forge/xarray,2023-12-08 22:05:21.882,9396804.0,2.0,,,,,,,,,,,,,,,,,,, +49,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-12-04 05:49:04.000,2023-10-22 20:53:42,936.0,10.0,566,226.0,249.0,87.0,258.0,9739,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,109309.0,107375.0,uvloop,conda-forge/uvloop,426.0,9884720.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1934.0,9866985.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,673778.0,1.0,,,,,,,,,,,,,,,,,,, +50,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-12-19 03:09:44.000,2023-12-13 08:44:43,2734.0,29.0,734,149.0,748.0,599.0,556.0,8732,2023-12-13 09:51:12.000,3.0.43,127.0,223.0,39,True,1685.0,,prompt_toolkit,conda-forge/prompt-toolkit,,39571469.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1685.0,39063046.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20336955.0,2.0,,,,,,,,,,,,,,,,,,, +51,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,5.0,667,135.0,673.0,97.0,399.0,8438,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,87429.0,82611.0,arrow,conda-forge/arrow,,22196825.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4818.0,22113492.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3499990.0,1.0,,,,,,,,,,,,,,,,,,, +52,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,12.0,1359,148.0,972.0,297.0,1194.0,5407,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,24608.0,23172.0,kafka-python,conda-forge/kafka-python,1834.0,7456192.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1436.0,7450782.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,426194.0,2.0,,,,,,,,,,,,,,,,,,, +53,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-12-20 23:00:29.000,2023-12-19 23:42:23,5493.0,75.0,1190,240.0,1458.0,14.0,,3976,2023-11-29 15:44:00.000,4.6.1,136.0,206.0,39,True,20210.0,,pymongo,conda-forge/pymongo,,23952892.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20210.0,23918506.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1409849.0,2.0,,,,,,,,,,,,,,,,,,, +54,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-12-21 10:31:11.000,2023-12-20 15:37:30,1562.0,24.0,262,40.0,503.0,15.0,263.0,3288,2023-08-04 13:37:51.000,10.1.0,44.0,112.0,39,True,213064.0,204023.0,more-itertools,conda-forge/more-itertools,2859.0,59896548.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,9041.0,59576036.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13460098.0,1.0,,,,,,,,,,,,,,,,,,, +55,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-11-14 16:51:42.838,2023-11-01 10:45:52,3078.0,19.0,491,72.0,295.0,19.0,1257.0,3111,2023-10-03 12:45:27.000,2.9.9,62.0,135.0,39,False,750573.0,688961.0,psycopg2,psycopg2,,15062690.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61592.0,15060083.0,https://anaconda.org/anaconda/psycopg2,2023-11-14 16:51:42.838,252915.0,2.0,,,,,,,,,,,,,,,20.0,,,, +56,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-11-26 04:04:28.000,2023-11-25 05:24:37,1628.0,7.0,464,92.0,307.0,183.0,329.0,2466,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,353264.0,337014.0,pexpect,conda-forge/pexpect,4369.0,54467731.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16250.0,54284794.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16826994.0,1.0,,,,,,,,,,,,,,,,,,, +57,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-12-21 03:33:51.425,2023-12-20 17:06:28,1785.0,44.0,210,19.0,141.0,100.0,926.0,2264,2023-12-20 17:06:21.000,rel_1_13_1,123.0,182.0,39,True,206339.0,194764.0,alembic,conda-forge/alembic,,33345112.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11575.0,33243874.0,https://anaconda.org/conda-forge/alembic,2023-12-21 03:33:51.425,3948295.0,2.0,,,,,,,,,,,,,,,,,,, +58,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-20 03:58:16.000,2023-11-20 03:58:10,1175.0,8.0,260,24.0,174.0,34.0,289.0,2008,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,39,True,936698.0,904346.0,pyparsing,conda-forge/pyparsing,8901.0,100652739.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32352.0,99085658.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40740456.0,1.0,,,,,,,,,,,,,,,,,,, +59,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-12-21 04:23:49.000,2023-12-20 16:16:16,2262.0,54.0,296,20.0,841.0,218.0,408.0,706,2023-12-11 21:19:52.000,2023.12.2,76.0,217.0,39,True,82031.0,81186.0,fsspec,conda-forge/fsspec,,170066902.0,https://pypi.org/project/fsspec,2023-12-11 21:19:52.000,845.0,169710195.0,https://anaconda.org/conda-forge/fsspec,2023-12-11 23:09:10.148,15338413.0,1.0,,,,,,,,,,,,,,,,,,, +60,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-12-12 10:46:08.000,2023-12-03 20:55:16,1999.0,25.0,202,26.0,605.0,99.0,197.0,591,2023-11-27 13:30:30.000,5.14.0,50.0,118.0,39,True,400419.0,385655.0,traitlets,conda-forge/traitlets,293.0,35416330.0,https://pypi.org/project/traitlets,2023-11-27 13:30:23.000,14764.0,34782437.0,https://anaconda.org/conda-forge/traitlets,2023-11-27 14:37:47.113,24721278.0,1.0,,,,,,,,,,,,,,,,,,, +61,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-12-18 21:57:55.000,2023-12-01 21:55:41,7335.0,240.0,1225,342.0,244.0,39.0,446.0,13393,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,993.0,988.0,tink,,1097.0,233714.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,233378.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,322.0,,,,,,,,,,,,,, +62,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-12-20 08:29:46.000,2023-12-19 10:32:35,1808.0,13.0,1361,210.0,870.0,163.0,935.0,9279,2023-06-22 02:17:03.239,1.15.1,76.0,301.0,38,True,17097.0,15314.0,rq,conda-forge/rq,,1554966.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1783.0,1552279.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,99427.0,2.0,,,,,,,,,,,,,,,,,,, +63,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-12-21 11:08:13.000,2023-12-21 10:36:18,3063.0,237.0,848,107.0,1571.0,307.0,1364.0,9057,2023-12-13 13:49:01.000,0.19.1,48.0,218.0,38,True,2124.0,2052.0,kedro,,,360587.0,https://pypi.org/project/kedro,2023-12-13 13:49:01.000,72.0,360587.0,,,,2.0,,,,,,,,,,,,,,,,,,, +64,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-12-21 09:08:40.000,2023-12-12 19:09:33,6480.0,90.0,1400,134.0,4155.0,573.0,4275.0,7973,2023-12-14 20:32:51.000,1.7.4,203.0,302.0,38,True,3923.0,3893.0,dbt,conda-forge/dbt,3544.0,97534.0,https://pypi.org/project/dbt,2023-12-08 18:36:22.000,30.0,94384.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,251151.0,2.0,,,,,,,,,,,,,,,,dbt,,, +65,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-12-20 23:20:42.000,2023-12-20 23:20:41,1726.0,21.0,3310,139.0,879.0,130.0,1171.0,6185,2023-09-18 17:33:52.000,28.1.0,91.0,189.0,38,True,1456.0,,kubernetes,conda-forge/kubernetes,,17873234.0,https://pypi.org/project/kubernetes,2023-12-18 22:19:21.000,1456.0,17862391.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,466288.0,2.0,,,,,,,,,,,,,,,,,,, +66,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-12-19 22:57:55.000,2023-12-16 23:36:18,4105.0,22.0,1225,137.0,1110.0,377.0,1331.0,4104,2023-03-03 10:28:06.959,0.27.0,72.0,389.0,38,True,26015.0,22419.0,mongoengine,conda-forge/mongoengine,,1376115.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3596.0,1370048.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,230577.0,2.0,,,,,,,,,,,,,,,,,,, +67,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-12-14 03:12:25.000,2023-11-25 04:18:18,2739.0,25.0,1223,202.0,1235.0,195.0,1803.0,3310,2023-11-17 18:40:04.000,4.3.0,43.0,229.0,38,True,4313.0,4048.0,netmiko,,,207350.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,265.0,207350.0,,,,2.0,,,,,,,,,,,,,,,,,,, +68,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-12-15 08:27:39.000,2023-12-12 19:36:47,2856.0,15.0,454,63.0,211.0,64.0,506.0,2565,2023-09-16 08:33:19.000,3.19.0x,47.0,145.0,38,True,85666.0,84004.0,pycryptodomex,conda-forge/pycryptodomex,229.0,30020010.0,https://pypi.org/project/pycryptodomex,2023-09-16 08:28:22.000,1662.0,29982160.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1551784.0,2.0,,,,,,,,,,,,,,,,,,, +69,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-12-02 22:44:25.000,2023-11-14 16:25:37,322.0,2.0,504,53.0,264.0,271.0,311.0,2339,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1110669.0,1033130.0,pyyaml,conda-forge/pyyaml,,240730931.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77539.0,239680016.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,40985710.0,1.0,,,,,,,,,,,,,,,,,,, +70,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-12-17 03:13:06.000,2023-12-08 19:53:52,979.0,19.0,232,53.0,156.0,25.0,215.0,1552,2023-12-08 19:56:31.000,3.0.2,50.0,68.0,38,True,330504.0,320032.0,greenlet,conda-forge/greenlet,,89831962.0,https://pypi.org/project/greenlet,2023-12-08 19:56:31.000,10472.0,89628127.0,https://anaconda.org/conda-forge/greenlet,2023-12-08 22:06:59.814,8561107.0,2.0,,,,,,,,,,,,,,,,,,, +71,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-12-21 00:25:40.000,2023-12-19 22:00:29,1738.0,48.0,313,52.0,1137.0,69.0,555.0,679,2023-12-13 23:13:37.000,3.14.1,153.0,140.0,38,True,25737.0,24586.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,37968814.0,https://pypi.org/project/google-cloud-bigquery,2023-12-13 23:13:37.000,1151.0,37901199.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-12-14 06:18:59.317,2772226.0,2.0,,,,,,,,,,,,,,,,,,, +72,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-12-21 05:27:04.000,2023-12-17 16:24:46,4089.0,6.0,2379,478.0,2285.0,121.0,880.0,16977,2023-10-05 11:21:35.000,3.4.0,80.0,609.0,37,True,2688.0,2271.0,luigi,luigi,,530996.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,415.0,530844.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14323.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +73,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-12-18 19:33:00.000,2023-12-10 20:20:18,367.0,121.0,534,153.0,311.0,194.0,153.0,11792,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,37,True,8931.0,8753.0,sqlmodel,conda-forge/sqlmodel,,665929.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,178.0,665072.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,24019.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,, +74,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-12-21 11:15:38.000,2023-12-20 17:03:35,2727.0,109.0,629,116.0,2934.0,710.0,3211.0,9190,2023-12-14 15:17:09.000,0.26.0,90.0,124.0,37,True,1285.0,1251.0,modin,conda-forge/modin-core,196758.0,844866.0,https://pypi.org/project/modin,2023-12-14 14:59:39.000,34.0,832076.0,https://anaconda.org/conda-forge/modin-core,2023-12-15 11:31:55.574,283137.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-12-08 12:39:27.000,2023-07-07 17:27:15,356.0,,374,35.0,228.0,40.0,229.0,6721,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,643685.0,634153.0,python-dotenv,conda-forge/python-dotenv,,34771840.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9532.0,34701206.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2896022.0,2.0,,,,,,,,,,,,,,,,,,, +76,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,457.0,6087,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,37,True,129920.0,121731.0,watchdog,conda-forge/watchdog,,13469849.0,https://pypi.org/project/watchdog,2023-07-20 15:43:30.598,8189.0,13406669.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2653584.0,2.0,,,,,,,,,,,,,,,,,,, +77,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-12-21 07:51:20.000,2023-12-21 07:51:20,1186.0,12.0,584,136.0,326.0,32.0,222.0,4310,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,37,True,91018.0,89738.0,tablib,conda-forge/tablib,,1789369.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1788271.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93407.0,1.0,,,,,,,,,,,,,,,,,,, +78,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-12-21 13:23:34.000,2023-12-21 11:20:04,2297.0,50.0,653,62.0,1457.0,33.0,999.0,3683,2023-11-13 19:02:13.000,3.4.2,143.0,141.0,37,True,1400.0,1335.0,awswrangler,conda-forge/awswrangler,219855.0,38423457.0,https://pypi.org/project/awswrangler,2023-11-13 17:56:17.000,65.0,38408704.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,445347.0,2.0,,,,,,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,, +79,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-12-09 01:28:45.000,2023-11-08 17:22:41,1363.0,26.0,615,119.0,128.0,10.0,898.0,3390,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,74325.0,70320.0,xlsxwriter,conda-forge/xlsxwriter,,15693633.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4005.0,15622277.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3068310.0,3.0,,,,,,,,,,,,,,,,,,, +80,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-12-21 10:48:34.000,2023-12-21 10:06:31,7155.0,821.0,459,80.0,5285.0,115.0,2321.0,3310,2023-12-18 23:17:03.000,7.2.0,70.0,236.0,37,True,927.0,874.0,ibis-framework,conda-forge/ibis-framework,111.0,139183.0,https://pypi.org/project/ibis-framework,2023-12-18 23:16:55.000,53.0,131653.0,https://anaconda.org/conda-forge/ibis-framework,2023-12-19 18:18:56.725,316123.0,2.0,,,,,,,,,,,,,,,,,,, +81,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-12-21 09:38:13.000,2023-12-21 09:38:13,1511.0,14.0,457,133.0,562.0,318.0,375.0,2390,2023-11-17 10:47:56.000,1.2.0,30.0,133.0,37,True,26693.0,25405.0,dateparser,conda-forge/dateparser,,5011574.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1288.0,5007073.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,189069.0,2.0,,,,,,,,,,,,,,,,,,, +82,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,26.0,143,42.0,113.0,23.0,151.0,1938,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,327336.0,325012.0,pyrsistent,conda-forge/pyrsistent,,37357921.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2324.0,36858603.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20472042.0,1.0,,,,,,,,,,,,,,,,,,, +83,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-12-20 10:43:28.000,2023-12-18 21:58:58,933.0,38.0,114,27.0,302.0,58.0,276.0,1466,2023-12-16 17:06:55.000,4.2.0,50.0,44.0,37,True,215342.0,214631.0,anyio,conda-forge/anyio,,66225262.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,65954296.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,11651555.0,2.0,,,,,,,,,,,,,,,,,,, +84,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1171,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,322588.0,305243.0,future,conda-forge/future,,32326773.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17345.0,32183945.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12711738.0,1.0,,,,,,,,,,,,,,,,,,, +85,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-12-21 03:11:39.000,2023-12-21 03:11:31,569.0,45.0,195,27.0,574.0,10.0,124.0,1074,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,201148.0,193019.0,bcrypt,conda-forge/bcrypt,,48456894.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8129.0,48347614.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4371239.0,3.0,,,,,,,,,,,,,,,,,,, +86,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,951,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2094098.0,1958148.0,six,conda-forge/six,,198468758.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135950.0,197916532.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,50252597.0,1.0,,,,,,,,,,,,,,,,,,, +87,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-12-11 15:41:06.000,2023-11-13 18:49:58,289.0,2.0,1407,375.0,165.0,144.0,180.0,25694,2022-12-12 20:38:05.885,0.5.0,10.0,61.0,36,True,29901.0,27992.0,fire,conda-forge/fire,,6569769.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1909.0,6559215.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,823213.0,2.0,,,,,,,,,,,,,,,,,,, +88,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-12-05 04:37:38.000,2023-09-23 23:05:56,1604.0,9.0,1984,464.0,552.0,472.0,1310.0,14370,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,166.0,21.0,fabric,conda-forge/fabric,,4916470.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,145.0,4914202.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,79394.0,3.0,,,,,,,,,,,,,,,,,,, +89,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-12-09 14:44:05.000,2023-11-26 22:23:44,6867.0,40.0,1756,230.0,3076.0,728.0,2775.0,12859,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10872.0,10527.0,pysimplegui,conda-forge/pysimplegui,,479121.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,345.0,476586.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,131827.0,2.0,,,,,,,,,,,,,,,,,,, +90,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-12-10 09:31:47.000,2023-12-10 09:31:47,395.0,6.0,965,214.0,184.0,156.0,294.0,11266,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,32134.0,30680.0,schedule,conda-forge/schedule,,1895708.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1454.0,1894347.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,47648.0,3.0,,,,,,,,,,,,,,,,,,, +91,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-12-16 21:30:34.000,2023-12-16 21:30:31,835.0,13.0,391,69.0,276.0,226.0,317.0,5852,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,25336.0,24061.0,pendulum,conda-forge/pendulum,430.0,17373395.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1275.0,17351761.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,886856.0,2.0,,,,,,,,,,,,,2.0,,,,,, +92,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-27 21:20:39.000,2023-11-01 04:01:28,505.0,14.0,571,125.0,223.0,57.0,974.0,2775,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,36,False,54970.0,52770.0,pyodbc,conda-forge/pyodbc,,24334333.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2200.0,24302466.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1210975.0,2.0,,,,,,,,,,,,,,,,,,, +93,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-12-13 18:27:34.891,2023-12-12 11:39:43,2663.0,11.0,479,122.0,555.0,310.0,1501.0,2759,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,36,True,30872.0,30230.0,xlwings,conda-forge/xlwings,19241.0,160574.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,642.0,144027.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,695634.0,2.0,,,,,,,,,,,,,,,,,,, +94,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-12-15 15:20:16.416,2023-12-15 05:12:50,1082.0,10.0,467,55.0,299.0,11.0,320.0,2351,2023-12-13 13:40:11.000,2.2.1,37.0,84.0,36,True,156067.0,148825.0,mysqlclient,conda-forge/mysqlclient,5273.0,5102297.0,https://pypi.org/project/mysqlclient,2023-12-13 13:40:11.000,7242.0,5094537.0,https://anaconda.org/conda-forge/mysqlclient,2023-12-15 15:20:16.416,315712.0,2.0,,,,,,,,,,,,,,,,,,, +95,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-12-02 15:54:14.000,2023-11-13 16:35:34,1579.0,4.0,453,45.0,632.0,341.0,404.0,2181,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5482.0,,python-dateutil,conda-forge/python-dateutil,35065.0,226589141.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5482.0,226020616.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,51705512.0,2.0,,,,,,,,,,,,,,,,,,, +96,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-12-04 09:37:39.000,2023-11-14 07:16:07,1076.0,45.0,209,25.0,167.0,66.0,216.0,1812,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,36,True,9696.0,8858.0,deepdiff,conda-forge/deepdiff,,11507406.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,838.0,11498373.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,379409.0,1.0,,,,,,,,,,,,,,,,,,, +97,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,4.0,331,66.0,124.0,20.0,177.0,1606,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,36,True,137828.0,116848.0,simplejson,conda-forge/simplejson,6381.0,19849375.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20980.0,19778592.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3040800.0,2.0,,,,,,,,,,,,,,,,,,, +98,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-12-21 05:10:01.000,2023-12-20 15:29:43,2211.0,113.0,464,17.0,1103.0,95.0,387.0,1245,2023-12-18 17:48:23.000,0.39,67.0,221.0,36,True,14571.0,14112.0,holidays,conda-forge/holidays,189.0,6572021.0,https://pypi.org/project/holidays,2023-12-18 17:55:24.000,459.0,6480761.0,https://anaconda.org/conda-forge/holidays,2023-12-18 23:40:21.303,3741645.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +99,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-12-11 09:40:11.000,2023-10-30 14:18:42,532.0,12.0,2037,376.0,462.0,343.0,185.0,32195,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1301.0,1263.0,diagrams,conda-forge/diagrams,,125841.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,38.0,121787.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,174345.0,2.0,,,,,,,,,,,,,,,,,,, +100,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-12-21 12:37:13.000,2023-12-21 04:28:32,15499.0,357.0,7026,734.0,5764.0,1723.0,3691.0,17643,2023-10-06 00:09:41.000,1.21.0,15.0,612.0,35,True,14.0,,micropython-_markupbase,,70585.0,928.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +101,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7864,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,120295.0,107839.0,docopt,conda-forge/docopt,,11907506.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12456.0,11885717.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2004650.0,2.0,,,,,,,,,,,,,,,,,,, +102,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-12-21 10:34:46.923,2023-12-02 20:20:58,1534.0,15.0,348,142.0,202.0,66.0,106.0,6317,2023-11-01 07:04:40.000,23.1.1,53.0,88.0,35,True,6376.0,5940.0,boltons,conda-forge/boltons,25.0,3292230.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,436.0,3201729.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,3801056.0,2.0,,,,,,,,,,,,,,,,,,, +103,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-12-14 00:48:33.000,2023-10-26 14:26:36,614.0,7.0,186,33.0,86.0,1.0,358.0,5150,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,35,True,68903.0,67670.0,orjson,conda-forge/orjson,,15117825.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1233.0,15094065.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1021692.0,2.0,,,,,,,,,,,,,,,,,,, +104,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4408,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,False,129538.0,126021.0,toolz,conda-forge/toolz,,21684628.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3517.0,21474303.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18929264.0,2.0,,,,,,,,,,,,,,,,,,, +105,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-12-11 01:19:21.996,2023-12-10 21:11:20,901.0,13.0,371,87.0,271.0,26.0,318.0,4174,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4497.0,,ujson,conda-forge/ujson,,8700054.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4497.0,8593394.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4479739.0,2.0,,,,,,,,,,,,,,,,,,, +106,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-12-06 23:45:39.796,2023-12-01 17:51:08,1039.0,6.0,836,422.0,390.0,157.0,1156.0,3730,2023-11-13 12:01:30.000,8.11.0,37.0,132.0,35,True,10792.0,9807.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,3049247.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,985.0,3049131.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8364.0,2.0,,,,,,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-12-20 09:18:01.007,2023-12-20 06:29:44,1621.0,21.0,455,88.0,112.0,9.0,166.0,3344,2023-12-20 06:37:47.000,8.13.27,236.0,30.0,35,True,1459.0,,phonenumbers,conda-forge/phonenumbers,,5141392.0,https://pypi.org/project/phonenumbers,2023-12-20 06:37:47.000,1459.0,5113835.0,https://anaconda.org/conda-forge/phonenumbers,2023-12-20 09:18:01.007,854270.0,1.0,,,,,,,,,,,,,,,,,,, +108,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3309,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,846912.0,825179.0,colorama,conda-forge/colorama,,122499207.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21733.0,122200508.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27480378.0,2.0,,,,,,,,,,,,,,,,,,, +109,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,4.0,238,50.0,266.0,13.0,333.0,3059,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,35,True,16185.0,15039.0,cerberus,conda-forge/cerberus,,6006582.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1146.0,5991592.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,359782.0,2.0,,,,,,,,,,,,,,,,,,, +110,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,314.0,3033,,,21.0,83.0,35,True,738421.0,721115.0,pycparser,conda-forge/pycparser,,129139572.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17306.0,128726970.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36308980.0,2.0,,,,,,,,,,,,,,,,,,, +111,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-12-15 20:59:36.000,2023-12-15 20:59:36,1762.0,17.0,210,91.0,240.0,,,2255,2023-11-14 21:54:12.000,3.3.2,47.0,47.0,35,True,78369.0,77171.0,motor,conda-forge/motor,,1438682.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1198.0,1437024.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,63012.0,2.0,,,,,,,,,,,,,,,,,,, +112,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-11-13 03:37:49.000,2023-11-13 03:37:13,999.0,2.0,172,23.0,153.0,169.0,327.0,2053,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,35,True,136367.0,132357.0,dill,conda-forge/dill,291360.0,43915898.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,4010.0,43776544.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5752608.0,2.0,,,,,,,,,,,,,,,,,,, +113,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-12-19 21:05:51.000,2023-12-03 10:50:26,9954.0,45.0,931,85.0,1779.0,75.0,124.0,1978,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,35,True,861.0,,apache-libcloud,,,206098.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,206098.0,,,,2.0,,,,,,,,,,,,,,,,,,, +114,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,22.0,218,43.0,69.0,50.0,142.0,1918,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11907.0,,wrapt,conda-forge/wrapt,,106768605.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11907.0,106412900.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13516797.0,2.0,,,,,,,,,,,,,,,,,,, +115,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-12-15 12:50:24.000,2023-12-14 11:13:44,477.0,13.0,211,36.0,254.0,41.0,209.0,1792,2023-11-17 11:13:10.000,0.14.1,48.0,96.0,35,True,16082.0,14712.0,voluptuous,conda-forge/voluptuous,,3848088.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1370.0,3838982.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,336925.0,2.0,,,,,,,,,,,,,,,,,,, +116,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-11-23 17:38:33.000,2023-11-23 17:38:33,437.0,13.0,162,29.0,282.0,85.0,166.0,1495,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2964.0,,cloudpickle,conda-forge/cloudpickle,27.0,35954972.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2964.0,35577365.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15481912.0,2.0,,,,,,,,,,,,,,,,,,, +117,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-12-10 17:13:42.175,2023-12-10 15:15:33,762.0,24.0,125,35.0,217.0,50.0,202.0,1316,2023-12-10 15:15:56.000,3.2.1,124.0,71.0,35,True,50639.0,48423.0,argcomplete,conda-forge/argcomplete,326.0,23264164.0,https://pypi.org/project/argcomplete,2023-12-10 15:15:56.000,2216.0,23228929.0,https://anaconda.org/conda-forge/argcomplete,2023-12-10 17:13:42.175,1444544.0,2.0,,,,,,,,,,,,,,,,,,, +118,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-12-15 15:11:58.000,2023-12-15 15:11:58,4826.0,167.0,265,60.0,375.0,165.0,550.0,1241,2023-11-27 12:13:28.000,3.9.2,46.0,127.0,35,True,2611.0,,tables,conda-forge/pytables,182.0,973202.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2611.0,808645.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6746758.0,2.0,,,,,,,,,,,,,,,,,,, +119,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-12-03 23:38:08.000,2023-12-03 23:38:08,1393.0,17.0,160,34.0,167.0,70.0,235.0,1173,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,35,True,2435.0,,jsonpickle,conda-forge/jsonpickle,,9939038.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2435.0,9889172.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1595713.0,2.0,,,,,,,,,,,,,,,,,,, +120,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-12-05 10:16:14.000,2023-12-05 10:16:12,523.0,14.0,84,23.0,284.0,30.0,75.0,1171,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,35,True,19556.0,19294.0,cleo,conda-forge/cleo,,27961947.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,262.0,27945327.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,631589.0,2.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +121,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-12-12 14:41:11.000,2023-12-05 01:37:42,2065.0,24.0,148,19.0,165.0,60.0,444.0,1141,2023-11-12 22:31:41.000,24.3.0,192.0,117.0,35,True,4252.0,,keyring,conda-forge/keyring,,43565592.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4252.0,43466801.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4050438.0,3.0,,,,,,,,,,,,,,,,,,, +122,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,148.0,271.0,1119,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,33817.0,33110.0,py4j,conda-forge/py4j,,35412296.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,707.0,35357766.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4798691.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +123,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-12-15 06:43:53.000,2023-12-15 06:43:53,1158.0,47.0,289,32.0,840.0,13.0,524.0,718,2023-11-10 08:24:20.000,7.2.0,107.0,124.0,35,True,6513.0,6042.0,minio,conda-forge/minio,,1728284.0,https://pypi.org/project/minio,2023-11-10 08:22:48.000,471.0,1724458.0,https://anaconda.org/conda-forge/minio,2023-12-09 15:05:09.013,153053.0,2.0,,,,,,,,,,,,,,,,,,, +124,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-12-18 22:32:50.000,2023-12-18 22:32:48,285.0,13.0,91,14.0,187.0,11.0,92.0,612,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,370662.0,367805.0,filelock,conda-forge/filelock,,107903394.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2857.0,107525293.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16258362.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +125,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-12-15 08:10:36.000,2023-12-15 08:10:35,347.0,43.0,50,13.0,62.0,8.0,38.0,352,2023-11-21 19:57:19.000,0.2.12,24.0,19.0,35,True,496713.0,483157.0,wcwidth,conda-forge/wcwidth,,54351364.0,https://pypi.org/project/wcwidth,2023-11-21 19:57:19.000,13556.0,53817638.0,https://anaconda.org/conda-forge/wcwidth,2023-11-21 23:08:20.164,22416532.0,2.0,,,,,,,,,,,,,,,,,,, +126,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-12-14 00:48:27.697,2023-12-13 19:46:24,601.0,42.0,127,17.0,237.0,50.0,36.0,190,2023-12-13 20:58:11.000,0.9.0,39.0,38.0,35,True,266451.0,262082.0,s3transfer,conda-forge/s3transfer,,290732590.0,https://pypi.org/project/s3transfer,2023-12-13 20:58:11.000,4369.0,290273986.0,https://anaconda.org/conda-forge/s3transfer,2023-12-14 00:48:27.697,17426985.0,2.0,,,,,,,,,,,,,,,,,,, +127,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-12-08 09:05:01.000,2023-11-18 22:08:03,2432.0,2.0,1222,230.0,476.0,145.0,1011.0,8055,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,34,True,11953.0,9996.0,supervisor,conda-forge/supervisor,,1615533.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1957.0,1608069.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,283661.0,2.0,,,,,,,,,,,,,,,,,,, +128,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-12-21 13:27:22.000,2023-12-15 11:50:31,8590.0,297.0,548,83.0,2241.0,52.0,390.0,7268,2023-12-13 17:36:42.000,3.8.12,154.0,124.0,34,True,2604.0,2550.0,hub,,,2327.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,2327.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +129,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-11-20 17:54:24.000,2023-11-20 17:54:24,1464.0,2.0,542,135.0,235.0,7.0,464.0,6769,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16367.0,13722.0,sh,conda-forge/sh,,5348151.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2645.0,5343186.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,188688.0,2.0,,,,,,,,,,,,,,,,,,, +130,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-11-20 20:44:53.000,2023-11-20 20:44:50,1912.0,59.0,597,129.0,332.0,35.0,858.0,5656,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1878.0,1507.0,csvkit,conda-forge/csvkit,,199459.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,371.0,196139.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,102927.0,2.0,,,,,,,,,,,,,,,,,,, +131,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5284,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,66875.0,61188.0,xmltodict,conda-forge/xmltodict,,31009267.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5687.0,30968740.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3566404.0,2.0,,,,,,,,,,,,,,,,,,, +132,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-12-16 05:35:48.000,2023-11-21 00:41:16,550.0,16.0,797,71.0,415.0,95.0,421.0,3646,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,34,True,844.0,,prometheus_client,conda-forge/prometheus_client,,25840874.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,844.0,25495022.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,14871654.0,2.0,,,,,,,,,,,,,,,,,,, +133,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-12-02 01:21:21.278,2023-09-25 09:31:59,4024.0,15.0,238,89.0,78.0,316.0,332.0,3373,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,34,True,4153.0,3788.0,pony,conda-forge/pony,78.0,123724.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,365.0,121086.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97632.0,2.0,,,,,,,,,,,,,,,,,,, +134,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-12-19 16:42:35.000,2023-12-19 16:42:34,729.0,13.0,316,33.0,507.0,107.0,371.0,3362,2023-10-31 18:44:59.000,3.2.4,86.0,119.0,34,True,7898.0,7613.0,dynaconf,conda-forge/dynaconf,,1950315.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,285.0,1948662.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,62824.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +135,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-12-21 04:14:38.000,2023-12-21 04:13:59,1274.0,10.0,185,51.0,323.0,127.0,223.0,2711,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,5992.0,5520.0,plumbum,conda-forge/plumbum,,2530638.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,472.0,2518822.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,992545.0,3.0,,,,,,,,,,,,,,,,,,, +136,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,3.0,312,46.0,111.0,16.0,188.0,2450,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,54052.0,50719.0,python-magic,conda-forge/python-magic,,6247933.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3333.0,6241679.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,237679.0,2.0,,,,,,,,,,,,,,,,,,, +137,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-12-16 20:07:15.000,2023-12-13 11:40:50,831.0,32.0,203,61.0,103.0,68.0,297.0,2066,2023-12-11 13:19:16.000,2.8.8,52.0,71.0,34,True,3219.0,,numexpr,conda-forge/numexpr,521.0,5769312.0,https://pypi.org/project/numexpr,2023-12-11 13:19:16.000,3219.0,5590567.0,https://anaconda.org/conda-forge/numexpr,2023-10-18 14:06:54.606,7507067.0,2.0,,,,,,,,,,,,,,,,,,, +138,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2012,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39447.0,5.0,chardet,conda-forge/chardet,,56096511.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39439.0,55526259.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22236355.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,90.0,,,,,,,,,,,,,, +139,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,5.0,250,48.0,291.0,8.0,271.0,1805,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,34,True,2366.0,,msgpack,conda-forge/msgpack-python,1276.0,56887422.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2366.0,56502155.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14639521.0,3.0,,,,,,,,,,,,,,,,,,, +140,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-12-20 23:15:19.000,2023-12-20 21:38:04,1864.0,42.0,225,45.0,889.0,278.0,398.0,1265,2023-08-18 14:29:58.000,2.16.1,73.0,95.0,34,True,3538.0,3070.0,zarr,conda-forge/zarr,,512821.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,468.0,444156.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2815300.0,2.0,,,,,,,,,,,,,,,,,,, +141,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,190.0,238.0,1170,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,28946.0,26789.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,5112958.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2157.0,5106765.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,538811.0,2.0,,,,,,,,,,,,,,,,,,, +142,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-11-16 21:53:00.000,2023-11-16 21:49:07,517.0,67.0,125,23.0,67.0,22.0,161.0,869,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,34,True,18390.0,18050.0,anytree,conda-forge/anytree,,976002.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,340.0,975176.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36355.0,1.0,,,,,,,,,,,,,,,,,,, +143,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-12-16 02:49:30.000,2023-12-16 02:49:30,1026.0,17.0,255,18.0,397.0,127.0,314.0,769,2023-12-11 21:57:22.000,2023.12.2,66.0,134.0,34,True,16665.0,15924.0,s3fs,conda-forge/s3fs,,170623260.0,https://pypi.org/project/s3fs,2023-12-11 21:57:22.000,741.0,170461639.0,https://anaconda.org/conda-forge/s3fs,2023-12-12 00:58:34.720,6464867.0,2.0,,,,,,,,,,,,,,,,,,, +144,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-12-18 19:34:37.000,2023-12-15 00:23:40,383.0,20.0,155,60.0,383.0,42.0,294.0,403,2023-12-12 14:47:14.000,0.20.0,44.0,48.0,34,True,9060.0,8725.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7583806.0,https://pypi.org/project/pandas-gbq,2023-12-12 14:47:14.000,335.0,7534696.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1866052.0,2.0,,,,,,,,,,,,,,,,,,, +145,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,237,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,457845.0,442733.0,pyasn1,conda-forge/pyasn1,,167135680.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15112.0,162592389.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13629875.0,3.0,,,,,,,,,,,,,,,,,,, +146,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-12-21 13:11:26.000,2023-12-10 20:18:56,479.0,8.0,503,70.0,297.0,208.0,167.0,12697,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2874.0,21.0,typer,conda-forge/typer,,14036057.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2853.0,13992478.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1917492.0,3.0,,,,,,,,,,,,,,,,,,, +147,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-12-19 02:27:08.000,2023-12-19 02:27:08,2777.0,4.0,619,149.0,490.0,240.0,1009.0,11593,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2542.0,2491.0,dearpygui,,,55962.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,51.0,55962.0,,,,2.0,,,,,,,,,,,,,,,,,,, +148,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-12-19 00:26:00.000,2023-12-18 08:20:45,483.0,5.0,247,48.0,197.0,91.0,148.0,5555,2023-08-14 13:22:49.000,8.2.3,53.0,87.0,33,True,1681.0,,tenacity,conda-forge/tenacity,,39232426.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1681.0,39080869.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5759187.0,2.0,,,,,,,,,,,,,,,,,,, +149,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-12-06 08:46:36.000,2023-12-06 08:46:35,1191.0,7.0,339,42.0,488.0,486.0,505.0,3996,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6892.0,6790.0,tortoise-orm,conda-forge/tortoise-orm,13.0,111072.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,102.0,110528.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16340.0,3.0,,,,,,,,,,,,,,,,,,, +150,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,28.0,244,64.0,89.0,23.0,273.0,3462,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,33,True,1069.0,949.0,asciimatics,conda-forge/asciimatics,,62591.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,58794.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,144312.0,3.0,,,,,,,,,,,,,,,,,,, +151,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-12-21 12:51:50.000,2023-12-20 18:32:56,6128.0,224.0,352,41.0,1947.0,41.0,205.0,3342,2023-12-20 19:34:09.000,0.53.0,119.0,81.0,33,True,297.0,295.0,zenml,,1.0,13378.0,https://pypi.org/project/zenml,2023-12-20 19:31:41.000,2.0,13378.0,,,,2.0,,,,,,,,,,,,,,,,,,, +152,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,141.0,453.0,143.0,401.0,2755,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,22699.0,21843.0,pandas-datareader,conda-forge/pandas-datareader,,404553.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,856.0,400316.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,339013.0,2.0,,,,,,,,,,,,,,,,,,, +153,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-12-21 08:35:09.000,2023-12-21 08:18:22,1432.0,26.0,212,45.0,1197.0,65.0,562.0,2593,2023-10-23 08:57:14.000,0.39.1,736.0,71.0,33,True,3480.0,3428.0,docarray,conda-forge/docarray,,104226.0,https://pypi.org/project/docarray,2023-12-21 08:35:09.000,52.0,98790.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,125034.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +154,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2439,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,124079.0,121920.0,aiofiles,conda-forge/aiofiles,,10332629.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2159.0,10308024.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,935018.0,2.0,,,,,,,,,,,,,,,,,,, +155,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-12-21 00:01:46.000,2023-12-10 17:09:47,1032.0,9.0,267,35.0,370.0,198.0,254.0,2244,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,16222.0,16116.0,pypika,conda-forge/pypika,,2251330.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,106.0,2251095.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,6131.0,3.0,,,,,,,,,,,,,,,,,,, +156,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-11-01 12:10:42.000,2023-10-30 00:20:45,288.0,7.0,149,27.0,58.0,8.0,228.0,1860,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3568.0,,cachetools,conda-forge/cachetools,,109032475.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3568.0,108789329.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10455308.0,1.0,,,,,,,,,,,,,,,,,,, +157,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-12-05 22:44:47.985,2023-12-05 14:41:43,497.0,5.0,298,26.0,118.0,11.0,148.0,1764,2023-12-05 14:44:01.000,2.9.0,43.0,65.0,33,True,65272.0,63761.0,emoji,conda-forge/emoji,,3090510.0,https://pypi.org/project/emoji,2023-12-05 14:44:01.000,1511.0,3088888.0,https://anaconda.org/conda-forge/emoji,2023-12-05 22:44:47.985,64911.0,2.0,,,,,,,,,,,,,,,,,,, +158,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-12-12 17:41:44.000,2023-12-12 07:49:57,690.0,9.0,223,60.0,407.0,141.0,619.0,1481,2019-06-19 22:31:20.000,3.7.4,16.0,92.0,33,True,6017.0,,typing,conda-forge/typing,,8801137.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6017.0,8769429.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2948881.0,2.0,,,,,,,,,,,,,,,,,,, +159,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-12-20 12:19:53.000,2023-12-20 12:19:52,1368.0,86.0,150,21.0,888.0,57.0,368.0,1394,2023-11-27 10:42:18.000,9.1.0,59.0,70.0,33,True,815.0,773.0,copier,,,190170.0,https://pypi.org/project/copier,2023-11-27 10:42:18.000,42.0,190170.0,,,,2.0,,,,,,,,,,,,,,,,,,, +160,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-12-21 02:41:41.000,2023-12-20 16:47:23,6038.0,12.0,553,78.0,1113.0,15.0,,1359,2023-06-06 15:21:12.274,3.28.0,75.0,196.0,33,True,6641.0,5938.0,cassandra-driver,conda-forge/cassandra-driver,,1698630.0,https://pypi.org/project/cassandra-driver,2023-06-06 15:21:12.274,703.0,1693873.0,https://anaconda.org/conda-forge/cassandra-driver,2023-10-07 06:07:01.255,190300.0,3.0,,,,,,,,,,,,,,,,,,, +161,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-12-19 10:44:43.000,2023-12-19 10:44:42,702.0,10.0,125,22.0,280.0,41.0,128.0,1064,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10553.0,,pluggy,conda-forge/pluggy,,98005331.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10553.0,97381370.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23710549.0,2.0,,,,,,,,,,,,,,,,,,, +162,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-11-07 16:05:40.000,2023-11-07 16:05:40,346.0,10.0,141,14.0,160.0,18.0,138.0,855,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,33,True,98381.0,96558.0,validators,conda-forge/validators,14.0,6867210.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1823.0,6853911.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,545235.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +163,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-12-20 09:08:11.000,2023-12-20 09:07:46,1512.0,36.0,211,98.0,754.0,5.0,231.0,848,2023-11-28 12:20:00.000,5.15.0,130.0,43.0,33,True,8006.0,7780.0,neo4j-driver,conda-forge/neo4j-python-driver,,124395.0,https://pypi.org/project/neo4j-driver,2023-11-28 12:18:24.000,226.0,119689.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-11-28 14:47:20.911,197683.0,3.0,,,,,,,,,,,,,,,,,,, +164,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,793,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,534470.0,510046.0,decorator,conda-forge/decorator,,58420132.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24424.0,58137114.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25188648.0,2.0,,,,,,,,,,,,,,,,,,, +165,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-11-03 12:32:10.000,2023-11-03 12:31:26,810.0,6.0,131,23.0,94.0,53.0,139.0,304,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,113010.0,105919.0,asn1crypto,conda-forge/asn1crypto,,62222788.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7091.0,62115865.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8340067.0,3.0,,,,,,,,,,,,,,,,,,, +166,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,,78,16.0,35.0,35.0,47.0,290,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1854076.0,1770537.0,pytz,conda-forge/pytz,,154235693.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83539.0,152939969.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,47941813.0,3.0,,,,,,,,,,,,,,,,,,, +167,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,16.0,58,7.0,76.0,1.0,81.0,179,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,33,True,145232.0,141402.0,tzlocal,conda-forge/tzlocal,,41101433.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3830.0,41012058.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2502509.0,3.0,,,,,,,,,,,,,,,,,,, +168,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-12-02 01:46:06.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,14.0,291.0,6277,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13124.0,12207.0,tinydb,conda-forge/tinydb,,515682.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,917.0,511641.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,363733.0,2.0,,,,,,,,,,,,,,,,,,, +169,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-12-03 20:35:16.966,2023-11-28 18:26:26,330.0,1.0,253,53.0,201.0,125.0,197.0,3615,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21434.0,21313.0,databases,conda-forge/databases,,364469.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,121.0,359275.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,192179.0,3.0,,,,,,,,,,,,,,,,,,, +170,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,262,48.0,202.0,177.0,358.0,3376,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2825.0,2709.0,dependency-injector,conda-forge/dependency_injector,,1094679.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,116.0,1093374.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,35246.0,2.0,,,,,,,,,,,,,,,,,,, +171,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3121,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2241.0,,sortedcontainers,conda-forge/sortedcontainers,,29509874.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2241.0,29379055.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11642910.0,2.0,,,,,,,,,,,,,,,,,,, +172,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-12-05 16:43:54.000,2023-09-07 02:59:25,1023.0,,365,48.0,382.0,82.0,310.0,3010,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,32,True,628.0,,smart-open,conda-forge/smart_open,,18161880.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,628.0,18107361.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2235305.0,2.0,,,,,,,,,,,,,,piskvorky/smart_open,,,,, +173,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-12-18 20:17:19.000,2023-11-23 10:48:28,410.0,9.0,198,57.0,154.0,95.0,73.0,2809,2021-12-01 20:51:57.000,0.7.5,25.0,66.0,32,True,8727.0,7792.0,schema,conda-forge/schema,,8970891.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,935.0,8968360.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,134167.0,2.0,,,,,,,,,,,,,,,,,,, +174,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-12-20 18:08:06.000,2023-12-15 22:15:59,625.0,33.0,233,17.0,607.0,283.0,421.0,2729,2023-12-08 21:11:34.000,0.18.0,79.0,111.0,32,True,1319.0,1222.0,pandera,conda-forge/pandera-core,,1240465.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,97.0,1239634.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,31607.0,2.0,,,,,,['pandas'],,,,,,,,unionai-oss/pandera,,,,, +175,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-11-08 18:48:21.000,2023-04-17 23:37:12,196.0,,186,28.0,76.0,8.0,85.0,2598,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,120931.0,117534.0,python-decouple,conda-forge/python-decouple,12.0,1805159.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3397.0,1804173.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,73975.0,2.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +176,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-12-19 05:21:32.000,2023-12-19 05:21:31,829.0,5.0,424,40.0,634.0,259.0,367.0,2331,2023-11-29 05:21:25.000,5.5.1,90.0,107.0,32,True,1749.0,1588.0,pynamodb,conda-forge/pynamodb,,1485395.0,https://pypi.org/project/pynamodb,2023-11-29 05:21:25.000,161.0,1475257.0,https://anaconda.org/conda-forge/pynamodb,2023-11-29 14:08:47.181,405538.0,3.0,,,,,,,,,,,,,,,,,,, +177,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2110,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,212147.0,203585.0,xlrd,conda-forge/xlrd,,19035394.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8562.0,18990736.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3617319.0,2.0,,,,,,,,,,,,,,,,,,, +178,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,86.0,1988,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7046.0,,jmespath,conda-forge/jmespath,,124023527.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7046.0,123829154.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17299247.0,3.0,,,,,,,,,,,,,,,,,,, +179,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-11-29 23:17:44.000,2023-11-18 19:19:04,1056.0,5.0,90,17.0,579.0,101.0,444.0,1681,2022-12-08 21:01:02.889,2.3.0,146.0,31.0,32,True,22609.0,22164.0,omegaconf,conda-forge/omegaconf,,6187695.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,445.0,6161294.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1240855.0,2.0,,,,,,,,,,,,,,,,,,, +180,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1670,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,32,False,2067.0,,humanize,conda-forge/humanize,,5624990.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2067.0,5613166.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,496629.0,2.0,,,,,,,,,,,,,,,,,,, +181,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1172,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3609.0,3523.0,petl,conda-forge/petl,,1184412.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1179237.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,217373.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +182,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,28.0,95.0,61.0,141.0,1148,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6670.0,6346.0,sshtunnel,conda-forge/sshtunnel,,7272278.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,324.0,7270767.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,131498.0,3.0,,,,,,,,,,,,,,,,,,, +183,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,609.0,869,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,32,True,8299.0,7944.0,cx-Oracle,conda-forge/cx_oracle,,2962169.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,355.0,2949710.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,510853.0,3.0,,,,,,,,,,,,,,,,,,, +184,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-12-05 14:43:04.000,2023-11-30 17:42:07,1870.0,1.0,598,124.0,1289.0,222.0,1087.0,7797,2023-02-23 18:30:37.000,1.3.2,22.0,114.0,31,True,18422.0,18413.0,hydra,conda-forge/hydra-core,,30384.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,11409.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,872892.0,3.0,,,,,,,,,,,,,,,,,,, +185,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-10-04 00:11:17.000,2023-03-04 17:45:05,299.0,,565,131.0,189.0,180.0,343.0,5950,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6624.0,6538.0,eel,,,69974.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69974.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +186,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,91.0,186.0,16.0,429.0,5170,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3531.0,3263.0,transitions,conda-forge/transitions,,486660.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,268.0,475904.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,580856.0,1.0,,,,,,,,,,,,,,,,,,, +187,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5134,,,41.0,28.0,31,False,8456.0,7633.0,pdfminer,conda-forge/pdfminer,,176510.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,823.0,176105.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35703.0,2.0,,,,,,,,,,,,,,,,,,, +188,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-11-28 02:39:28.000,2023-11-28 02:39:24,986.0,5.0,380,84.0,175.0,,605.0,4727,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1504.0,1327.0,huey,conda-forge/huey,,96818.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,177.0,96331.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33136.0,2.0,,,,,,,,,,,,,,,,,,, +189,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4681,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,4055.0,3472.0,dataset,conda-forge/dataset,,113540.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,583.0,113308.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7681.0,3.0,,,,,,,,,,,,,,,,,,, +190,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-12-21 02:08:02.000,2023-12-21 01:42:43,7792.0,522.0,667,85.0,1323.0,144.0,669.0,3959,2023-12-21 02:08:02.000,0.4.1,65.0,256.0,31,True,38.0,2.0,toga,,2339.0,4363.0,https://pypi.org/project/toga,2023-12-21 02:08:02.000,34.0,4186.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,10.0,,,,,,,,,,,,,, +191,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-12-14 22:47:22.000,2023-04-22 06:02:17,441.0,,288,23.0,114.0,16.0,125.0,3550,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,24535.0,24104.0,gdown,conda-forge/gdown,,1300359.0,https://pypi.org/project/gdown,2023-03-25 04:14:00.465,431.0,1295605.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,242502.0,2.0,,,,,,,,,,,,,,,,,,, +192,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,303.0,1629.0,112.0,486.0,3312,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,341.0,324.0,koalas,conda-forge/koalas,1019.0,1621137.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1615244.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,323199.0,3.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +193,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3173,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9996.0,9178.0,blaze,conda-forge/blaze,,13688.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,11026.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202343.0,3.0,,,,,,,,,,,,,,,,,,, +194,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-12-20 15:02:51.000,2023-12-20 15:01:37,1729.0,35.0,100,43.0,1327.0,66.0,353.0,3039,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,547.0,488.0,returns,conda-forge/returns,,229150.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,228894.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7940.0,3.0,,,,,,,,,,,,,,,,,,, +195,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2607,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1498.0,1384.0,mrjob,conda-forge/mrjob,,90671.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,84703.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519260.0,2.0,,,,,,,,,,,,,,,,,,, +196,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-12-20 18:30:52.000,2023-12-20 11:38:33,813.0,60.0,108,32.0,1039.0,17.0,389.0,2425,2023-12-12 20:32:09.000,1.3.18,310.0,32.0,31,True,232.0,226.0,whylogs,,44.0,150371.0,https://pypi.org/project/whylogs,2023-12-12 20:32:57.000,6.0,150369.0,,,,2.0,,,,,,,,,,,,,,,,,,, +197,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1915,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,False,622.0,,fs,conda-forge/fs,,1997997.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,622.0,1988746.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,693884.0,3.0,,,,,,,,,,,,,,,,,,, +198,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-12-18 01:57:20.000,2023-12-18 01:37:43,1026.0,22.0,59,22.0,108.0,113.0,76.0,1776,2023-11-27 00:23:41.000,23.5.0,26.0,22.0,31,True,1434.0,1312.0,glom,conda-forge/glom,,1437406.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,122.0,1436695.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28472.0,2.0,,,,,,,,,,,,,,,,,,, +199,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-12-19 17:00:09.000,2023-12-13 22:24:25,1470.0,93.0,252,42.0,650.0,138.0,889.0,1754,2023-12-05 18:42:59.000,1.8.0,118.0,46.0,31,False,328.0,310.0,sdv,conda-forge/sdv,,51596.0,https://pypi.org/project/sdv,2023-12-05 18:41:19.000,18.0,50955.0,https://anaconda.org/conda-forge/sdv,2023-12-05 23:39:59.074,15391.0,2.0,,,,,,,,,,,,,,,,,,, +200,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,100.0,402.0,167.0,379.0,1672,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9107.0,7847.0,influxdb,conda-forge/influxdb,,1822639.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1819588.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,134275.0,3.0,,,,,,,,,,,,,,,,,,, +201,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,4.0,217,48.0,179.0,56.0,337.0,1465,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,31,True,2340.0,2242.0,pygsheets,,,1286597.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,98.0,1286597.0,,,,3.0,,,,,,,,,,,,,,,,,,, +202,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,1003,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,281476.0,266286.0,appdirs,conda-forge/appdirs,,19978717.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15190.0,19872071.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9918096.0,3.0,,,,,,,,,,,,,,,,,,, +203,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,968,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,31,True,46362.0,44694.0,Bottleneck,conda-forge/bottleneck,,724875.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1668.0,623844.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3839185.0,3.0,,,,,,,,,,,,,,,,,,, +204,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-11-01 16:03:03.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,115.0,22.0,107.0,459,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7177.0,,rsa,conda-forge/rsa,,133886507.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7177.0,133738647.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13159621.0,3.0,,,,,,,,,,,,,,,,,,, +205,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-12-20 11:15:40.000,2023-12-08 00:32:32,869.0,41.0,64,18.0,469.0,139.0,284.0,370,2023-11-08 17:32:32.000,2.0.1,87.0,36.0,31,True,9358.0,9203.0,param,conda-forge/param,,681053.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,155.0,643017.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1445398.0,3.0,,,,,,,,,,,,,,,,,,, +206,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-12-21 11:50:32.000,2023-12-21 11:50:32,787.0,19.0,48,45.0,695.0,47.0,176.0,57,2023-12-12 23:03:16.000,2.22.0,76.0,67.0,31,False,3275.0,3259.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3969626.0,https://pypi.org/project/google-cloud-bigtable,2023-12-12 23:03:16.000,16.0,3966627.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,101986.0,3.0,,,,,,,,,,,,,,,,,,, +207,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-12-05 01:28:05.000,2023-12-05 01:28:05,856.0,12.0,38,12.0,53.0,1.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,36.0,31,False,1646.0,,importlib-resources,conda-forge/importlib_resources,,70709348.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1646.0,70299666.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17616350.0,2.0,,,,,,,,,,,,,,,,,,, +208,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-12-16 19:06:20.000,2023-12-16 19:06:19,693.0,18.0,40,4.0,41.0,8.0,65.0,44,2023-09-18 15:18:43.000,3.17.0,49.0,23.0,31,False,4175.0,,zipp,conda-forge/zipp,,168687645.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4175.0,167795719.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34785152.0,3.0,,,,,,,,,,,,,,,,,,, +209,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-12-10 16:40:10.000,2022-05-08 04:08:19,743.0,,964,282.0,297.0,152.0,462.0,19894,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,930.0,848.0,gooey,conda-forge/gooey,557.0,6242.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,82.0,4910.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72756.0,3.0,,,,,,,,,,,,,,,,,,, +210,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8089,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,666.0,635.0,vaex,conda-forge/vaex,280.0,34645.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,32576.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,177809.0,3.0,,,,,,,,,,,,,,,,,,, +211,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,142.0,293.0,282.0,244.0,6648,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1731.0,1701.0,faust,,,16903.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,16903.0,,,,3.0,,,,,,,,,,,,,,,,,,, +212,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,411,78.0,69.0,365.0,194.0,3571,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,14679.0,14153.0,keyboard,conda-forge/keyboard,,214453.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,526.0,213637.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,24483.0,3.0,,,,,,,,,,,,,,,,,,, +213,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-12-08 00:49:39.000,2023-12-08 00:49:38,3046.0,10.0,222,29.0,291.0,98.0,761.0,3292,2023-11-29 17:37:15.000,0.23.1,115.0,80.0,30,True,124.0,117.0,ploomber,conda-forge/ploomber,,9056.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,6365.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,80749.0,3.0,,,,,,,,,,,,,,,,,,, +214,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-12-17 13:31:08.000,2023-12-17 13:31:08,991.0,8.0,141,71.0,66.0,9.0,72.0,3185,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10204.0,9570.0,funcy,conda-forge/funcy,,1937724.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,634.0,1932878.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,402231.0,3.0,,,,,,,,,,,,,,,,,,, +215,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1959.0,1572.0,schematics,conda-forge/schematics,,259782.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,259291.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26045.0,3.0,,,,,,,,,,,,,,,,,,, +216,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,1.0,276,48.0,73.0,50.0,113.0,2210,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1097.0,1031.0,datasketch,,19.0,1294276.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1294276.0,,,,3.0,,,,,,,,,,,,,,,,,,, +217,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-12-20 12:19:48.000,2023-12-12 14:22:59,793.0,19.0,64,15.0,445.0,185.0,176.0,1415,2023-10-22 23:01:49.000,0.11.0,32.0,26.0,30,True,2651.0,2636.0,prisma,,,62197.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,62197.0,,,,3.0,,,,,,,,,,,,,,,,,,, +218,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1410,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2921.0,,python-slugify,conda-forge/python-slugify,,12637501.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2921.0,12591411.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1889696.0,2.0,,,,,,,,,,,,,,,,,,, +219,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-12-02 19:59:33.000,2023-12-02 19:58:34,649.0,19.0,61,16.0,234.0,3.0,54.0,1364,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,21019.0,20500.0,bidict,conda-forge/bidict,,1514500.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,519.0,1510209.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,373401.0,2.0,,,,,,,,,,,,,,,,,,, +220,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-12-12 18:35:37.000,2023-12-12 18:35:36,617.0,22.0,138,22.0,509.0,35.0,253.0,959,2023-08-06 20:31:23.000,0.12.2,44.0,43.0,30,True,2134.0,2004.0,aiocache,,15.0,355927.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,130.0,355927.0,,,,2.0,,,,,,,,,,,,,,,,,,, +221,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-12-05 01:33:19.000,2023-12-05 01:33:18,970.0,9.0,100,22.0,93.0,27.0,83.0,883,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,30,True,1032.0,,inflect,conda-forge/inflect,,4985197.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1032.0,4976738.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,355291.0,2.0,,,,,,,,,,,,,,,,,,, +222,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,876,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5447.0,5126.0,fastcore,conda-forge/fastcore,,667466.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,321.0,664756.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,65047.0,3.0,,,,,,,,,,,,,,,,,,, +223,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-12-21 10:15:57.000,2020-10-21 17:48:31,219.0,,77,15.0,269.0,46.0,25.0,677,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,45323.0,43222.0,cached-property,conda-forge/cached-property,,12128696.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2101.0,12030418.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7960550.0,2.0,,,,,,,,,,,,,,,,,,, +224,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-12-19 06:28:48.000,2023-12-19 06:28:47,559.0,32.0,358,36.0,293.0,27.0,125.0,654,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4512.0,3231.0,pysolr,conda-forge/pysolr,,291689.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1281.0,291422.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21962.0,3.0,,,,,,,,,,,,,,,,,,, +225,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,66,23.0,49.0,6.0,90.0,519,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17278.0,15091.0,scandir,conda-forge/scandir,,3766571.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2187.0,3730695.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1363302.0,3.0,,,,,,,,,,,,,,,,,,, +226,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-12-18 23:59:35.000,2023-09-28 23:25:31,1160.0,2.0,86,20.0,766.0,31.0,121.0,364,2023-07-20 15:53:14.362,0.0.1,131.0,47.0,30,True,3338.0,,multidict,conda-forge/multidict,5943.0,81810443.0,https://pypi.org/project/multidict,2023-07-20 15:53:14.362,3338.0,81511893.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11342414.0,2.0,,,,,,,,,,,,,,,,,,, +227,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-12-20 22:44:00.000,2023-04-04 13:18:36,954.0,,4527,636.0,753.0,198.0,100.0,23214,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,113.0,97.0,algorithms,conda-forge/algorithms,,1870.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1809.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1959.0,3.0,,,,,,,,,,,,,,,,,,, +228,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7036,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1296.0,1115.0,records,conda-forge/records,,310802.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,310492.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24817.0,3.0,,,,,,,,,,,,,,,,,,, +229,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-11-17 17:28:01.000,2023-11-17 17:28:01,2687.0,2.0,847,169.0,741.0,21.0,961.0,5611,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,29,True,442.0,428.0,snorkel,conda-forge/snorkel,1053.0,28312.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,27417.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46828.0,3.0,,,,,,,,,,,,,,,,,,, +230,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-25 18:32:01.000,,,,897,,,281.0,,3446,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,8515.0,8049.0,confluent-kafka,conda-forge/python-confluent-kafka,,10923937.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,466.0,10902759.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,804797.0,3.0,,,,,,,,,,,,,-7.0,,,,,, +231,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-12-14 16:21:07.000,2023-12-14 16:21:06,1159.0,3.0,587,175.0,464.0,94.0,476.0,3004,2023-10-09 16:58:32.000,1.82.1,95.0,84.0,29,False,270.0,237.0,arctic,conda-forge/arctic,209.0,3906.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3347.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30654.0,3.0,,,,,,,,,,,,,,,,,,, +232,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-12-19 20:47:08.000,2023-11-26 21:16:28,3858.0,14.0,316,37.0,337.0,146.0,542.0,2459,2023-10-09 19:54:22.000,2.8,210.0,102.0,29,True,108.0,96.0,pyinfra,,,34499.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,12.0,34499.0,,,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +233,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,56.0,73.0,15.0,64.0,2405,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8192.0,7790.0,addict,conda-forge/addict,21.0,2732600.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,402.0,2727818.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,425663.0,3.0,,,,,,,,,,,,,,,,,,, +234,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1766,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,24.0,,datatable,conda-forge/datatable,2232.0,58049.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,24.0,57374.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23261.0,3.0,,,,,,,,,,,,,,,,,,, +235,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,2.0,315,70.0,401.0,109.0,367.0,1483,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,244.0,219.0,mleap,conda-forge/mleap,,249575.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,247763.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,77933.0,3.0,,,,,,,,,,,,,,,,,,, +236,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-12-18 18:00:52.000,2023-12-18 18:00:50,822.0,26.0,45,12.0,250.0,9.0,89.0,1325,2023-11-08 21:14:41.000,0.33.0,63.0,7.0,29,True,1583.0,1548.0,python-benedict,conda-forge/python-benedict,,624225.0,https://pypi.org/project/python-benedict,2023-11-08 21:14:41.000,35.0,620266.0,https://anaconda.org/conda-forge/python-benedict,2023-11-09 06:24:03.276,146498.0,3.0,,,,,,,,,,,,,,,,,,, +237,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-12-07 10:49:37.000,2023-10-16 00:08:39,536.0,1.0,74,19.0,215.0,34.0,95.0,1290,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,29,True,11112.0,10715.0,questionary,conda-forge/questionary,,1658639.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,397.0,1656904.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,62477.0,3.0,,,,,,,,,,,,,,,,,,, +238,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-12-12 11:29:46.000,2023-12-12 11:15:00,1731.0,14.0,78,15.0,425.0,106.0,242.0,1190,2023-11-10 17:34:43.000,1.1.1,247.0,42.0,29,True,319.0,308.0,piccolo,,,16275.0,https://pypi.org/project/piccolo,2023-11-10 17:34:43.000,11.0,16275.0,,,,3.0,,,,,,,,,,,,,,,,,,, +239,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2056.0,1837.0,redis-py-cluster,,4062.0,2018129.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,2018092.0,,,,3.0,,,,,,,,,,,,,,,,,,, +240,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-12-05 01:24:16.000,2023-12-05 01:24:15,1236.0,18.0,145,39.0,83.0,2.0,131.0,1073,2023-12-04 20:30:00.000,16.9.0,22.0,51.0,29,True,150.0,,path,conda-forge/path,,1549114.0,https://pypi.org/project/path,2023-12-04 20:29:42.000,150.0,1537932.0,https://anaconda.org/conda-forge/path,2023-09-23 11:41:08.325,480838.0,3.0,,,,,,,,,,,,,,,,,,, +241,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,19.0,130,27.0,44.0,9.0,75.0,913,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,444.0,,email-validator,conda-forge/email-validator,,9202322.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,444.0,9198904.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,140173.0,3.0,,,,,,,,,,,,,,,,,,, +242,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,47,17.0,75.0,1.0,88.0,815,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,29,True,26392.0,25099.0,natsort,conda-forge/natsort,,4189670.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1293.0,4149228.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1496380.0,3.0,,,,,,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-12-18 17:58:32.000,2023-12-14 07:08:28,722.0,18.0,46,11.0,88.0,12.0,97.0,486,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5063.0,4789.0,python-rapidjson,conda-forge/python-rapidjson,,1978740.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,274.0,1941389.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1419370.0,3.0,,,,,,,,,,,,,,,,,,, +244,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,1.0,31,10.0,77.0,3.0,26.0,401,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,37904.0,37607.0,srsly,conda-forge/srsly,,6360723.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,6327797.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1382932.0,3.0,,,,,,,,,,,,,,,,,,, +245,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,35738.0,32328.0,configobj,conda-forge/configobj,357.0,3344208.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3410.0,3332579.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,755728.0,3.0,,,,,,,,,,,,,,,,,,, +246,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,53,9.0,46.0,20.0,21.0,133,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,57160.0,54864.0,isodate,conda-forge/isodate,,83699975.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2296.0,83649929.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4654318.0,3.0,,,,,,,,,,,,,,,,,,, +247,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,195,29.0,53.0,82.0,127.0,3341,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,28,True,47.0,,pandarallel,conda-forge/pandarallel,,464090.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,47.0,462189.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,57042.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2762,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,6991.0,6832.0,sklearn-pandas,conda-forge/sklearn-pandas,,211771.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,209948.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67467.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2621,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2365.0,2320.0,gino,,,20197.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,20197.0,,,,3.0,,,,,,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,1.0,117,23.0,111.0,50.0,42.0,1940,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7553.0,7459.0,gin-config,conda-forge/gin-config,,184344.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,94.0,183813.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22834.0,3.0,,,,,,,,,,,,,,,,,,, +251,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-12-20 12:46:39.000,2023-06-20 15:54:36,2284.0,,174,39.0,372.0,33.0,263.0,1924,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,196526.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,191555.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,178988.0,3.0,,,,,,,,,,,,,,,,,,, +252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,32.0,80.0,34.0,54.0,1420,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10883.0,9373.0,blessings,conda-forge/blessings,,984306.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,977629.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,280452.0,3.0,,,,,,,,,,,,,,,,,,, +253,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1092,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,28,True,4467.0,4237.0,sqlitedict,conda-forge/sqlitedict,,491116.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,230.0,488643.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,96483.0,3.0,,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +254,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-12-21 04:49:04.000,2023-12-13 01:11:40,534.0,56.0,81,21.0,232.0,72.0,83.0,912,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3147.0,3141.0,odmantic,,,17655.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,17655.0,,,,3.0,,,,,,,,,,,,,,,,,,, +255,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,84,25.0,51.0,7.0,39.0,727,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,864.0,,munch,conda-forge/munch,,2254330.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,864.0,1702677.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3861574.0,3.0,,,,,,,,,,,,,,,,,,, +256,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,684,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10717.0,9478.0,parsedatetime,conda-forge/parsedatetime,,7111671.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1239.0,7109590.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,181108.0,3.0,,,,,,,,,,,,,,,,,,, +257,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,678,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,15728.0,14245.0,configargparse,conda-forge/configargparse,,3998984.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1483.0,3976556.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,762552.0,3.0,,,,,,,,,,,,,,,,,,, +258,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,3.0,134,13.0,94.0,22.0,172.0,477,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7252.0,4867.0,pylibmc,conda-forge/pylibmc,455.0,184873.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2385.0,179176.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215459.0,3.0,,,,,,,,,,,,,,,,,,, +259,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-12-21 06:06:41.000,2023-12-21 04:13:54,6994.0,429.0,32,10.0,268.0,42.0,559.0,381,2023-12-21 06:06:41.000,2.1.1,193.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9065.0,https://pypi.org/project/static-frame,2023-12-21 06:06:41.000,2.0,1800.0,https://anaconda.org/conda-forge/static-frame,2023-11-12 21:58:17.281,312395.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +260,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,234,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1307.0,1234.0,tabulator,conda-forge/tabulator-py,,171627.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,170932.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54282.0,3.0,,,,,,,,,,,,,,,,,,, +261,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,202,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,12257.0,11856.0,ordered-set,conda-forge/ordered-set,,11929521.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,401.0,11924690.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,444457.0,3.0,,,,,,,,,,,,,,,,,,, +262,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-12-18 14:04:12.000,2022-03-10 10:33:50,585.0,,559,83.0,259.0,125.0,129.0,3676,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,156433.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,156175.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22525.0,3.0,,,,,,,,,,,,,,,,,,, +263,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-12-20 08:52:01.000,2022-07-22 16:41:15,1938.0,,260,142.0,291.0,91.0,360.0,3182,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,False,155.0,133.0,flexx,conda-forge/flexx,,1628.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,468.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103281.0,3.0,,,,,,,,,,,,,,,,,,, +264,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,31.0,82.0,16.0,127.0,2390,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1233.0,1188.0,swifter,conda-forge/swifter,,414559.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,45.0,407177.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,310075.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +265,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,19.0,141.0,2296,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,27,True,358.0,,python-box,conda-forge/python-box,39.0,3614194.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,358.0,3602082.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,496593.0,3.0,,,,,,,,,,,,,,,,,,, +266,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-12-21 02:37:51.000,2023-12-18 21:28:59,5646.0,19.0,507,107.0,949.0,590.0,958.0,2106,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,134.0,27,False,76.0,,wx,conda-forge/wxpython,3681.0,19669.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,745428.0,3.0,,,,,,,,,,,,,,,,,,, +267,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1897,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2285.0,,retrying,conda-forge/retrying,,10022203.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2285.0,10004041.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1580110.0,3.0,,,,,,,,,,,,,,,,,,, +268,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1877,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,212.0,176.0,mongo-connector,,,6573.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6573.0,,,,3.0,,,,,,,,,,,,,,,,,,, +269,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-12-18 11:05:43.000,2023-12-18 11:05:39,2735.0,32.0,134,49.0,304.0,45.0,194.0,1494,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,307.0,224.0,enaml,conda-forge/enaml,744.0,6957.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,3161.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,159025.0,3.0,,,,,,,,,,,,,,,,,,, +270,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,86.0,73.0,1365,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2323.0,2057.0,strictyaml,conda-forge/strictyaml,,1028417.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,266.0,1025270.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,214008.0,3.0,,,,,,,,,,,,,,,,,,, +271,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1279,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2661.0,2570.0,pandasql,conda-forge/pandasql,,1725622.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,91.0,1711087.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,436062.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +272,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1085,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6446.0,6323.0,immutables,conda-forge/immutables,,739783.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,123.0,717537.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,956606.0,3.0,,,,,,,,,,,,,,,,,,, +273,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-12-08 21:34:41.000,2023-10-10 14:12:37,1994.0,1.0,136,42.0,420.0,115.0,251.0,951,2023-05-29 19:24:00.928,0.7.0,30.0,86.0,27,True,1950.0,1821.0,intake,conda-forge/intake,,58004.0,https://pypi.org/project/intake,2023-12-04 21:17:26.000,129.0,49352.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,527772.0,3.0,,,,,,,,,,,,,-2.0,,,,,, +274,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,848,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2508.0,2385.0,pyahocorasick,conda-forge/pyahocorasick,,600306.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,123.0,594883.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,206104.0,3.0,,,,,,,,,,,,,,,,,,, +275,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-12-21 04:22:05.000,2023-12-21 04:22:04,711.0,21.0,44,22.0,550.0,8.0,33.0,753,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,27,True,116.0,,janus,conda-forge/janus,,624741.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,116.0,624436.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,16486.0,3.0,,,,,,,,,,,,,,,,,,, +276,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,607,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1049.0,816.0,happybase,conda-forge/happybase,,50123.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,48344.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160150.0,3.0,,,,,,,,,,,,,,,,,,, +277,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,575,,,8.0,12.0,27,False,61344.0,58962.0,dataclasses,conda-forge/dataclasses,,12509971.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2382.0,12337933.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11526601.0,3.0,,,,,,,,,,,,,,,,,,, +278,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,136,25.0,106.0,68.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6370.0,5015.0,beaker,conda-forge/beaker,,285405.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1355.0,284509.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72656.0,3.0,,,,,,,,,,,,,,,,,,, +279,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,479,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3883.0,3616.0,pyscreenshot,,,126759.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,267.0,126759.0,,,,3.0,,,,,,,,,,,,,,,,,,, +280,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,46985.0,38985.0,futures,conda-forge/futures,,9797651.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,9783283.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1264452.0,3.0,,,,,,,,,,,,,,,,,,, +281,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,4.0,63,19.0,45.0,20.0,17.0,196,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13085.0,,ptyprocess,conda-forge/ptyprocess,,40365530.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13085.0,40192713.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15899214.0,3.0,,,,,,,,,,,,,,,,,,, +282,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,2.0,21,8.0,57.0,4.0,7.0,167,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,33959.0,33876.0,catalogue,conda-forge/catalogue,,6059615.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,83.0,6030156.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1207838.0,3.0,,,,,,,,,,,,,,,,,,, +283,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2496.0,2204.0,cloudant,conda-forge/cloudant,,120037.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,118774.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109885.0,3.0,,,,,,,,,,,,,,,,,,, +284,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,29,7.0,47.0,6.0,36.0,78,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,62832.0,58501.0,pathlib2,conda-forge/pathlib2,,7160238.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4331.0,7089222.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2627596.0,3.0,,,,,,,,,,,,,,,,,,, +285,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6145,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,115.0,111.0,powerline-shell,,,2034.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2034.0,,,,3.0,,,,,,,,,,,,,,,,,,, +286,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-12-14 20:45:29.000,2023-10-12 13:30:56,291.0,2.0,271,29.0,140.0,104.0,121.0,2880,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,26,True,99.0,97.0,img2dataset,,1462.0,45290.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,45238.0,,,,3.0,,,,,,,,,,,,,,,,,,, +287,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,1.0,145,32.0,228.0,70.0,142.0,1749,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,522.0,502.0,arq,conda-forge/arq,,77342.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,20.0,77051.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9334.0,3.0,,,,,,,,,,,,,,,,,,, +288,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-12-18 19:33:14.000,2023-12-10 22:27:55,150.0,27.0,43,17.0,99.0,6.0,4.0,1223,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,26,True,2997.0,2980.0,asyncer,conda-forge/asyncer,,92993.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,92717.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6349.0,3.0,,,,,,,,,,,,,,,,,,, +289,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,204.0,1156,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,262.0,228.0,parallel-ssh,,377.0,133411.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,133408.0,,,,3.0,,,,,,,,,,,,,,,,,,, +290,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,,50,9.0,30.0,14.0,77.0,613,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,26,True,1266.0,1241.0,pysimdjson,conda-forge/pysimdjson,,654659.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,25.0,652537.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,80668.0,3.0,,,,,,,,,,,,,,,,,,, +291,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-12-08 09:36:09.000,2023-12-08 09:36:03,9947.0,17.0,43,14.0,10.0,6.0,8.0,488,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,80268.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,80268.0,,,,3.0,,,,,,['pandas'],,,,,,,,polyaxon/traceml,,,,, +292,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,17535.0,17519.0,umongo,conda-forge/umongo,,31705.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,31486.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5918.0,3.0,,,,,,,,,,,,,,,,,,, +293,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,31.0,251,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2799.0,,send2trash,conda-forge/send2trash,,13133195.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2799.0,12954626.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12678422.0,3.0,,,,,,,,,,,,,,,,,,, +294,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-12-07 08:08:40.000,2023-12-05 11:43:47,3497.0,54.0,33,16.0,81.0,24.0,4.0,246,2022-09-07 10:31:33.181,0.90.10,549.0,74.0,26,True,61.0,36.0,dbnd,,,229497.0,https://pypi.org/project/dbnd,2023-12-06 16:27:20.000,25.0,229497.0,,,,3.0,,,,,,,,,,,,,,,,,,, +295,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-11-06 18:31:38.869,2023-11-06 17:16:28,368.0,12.0,32,7.0,135.0,3.0,80.0,145,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,26,True,1089.0,1044.0,everett,conda-forge/everett,,118033.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,116610.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,54086.0,3.0,,,,,,,,,,,,,,,,,,, +296,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,297.0,1808.0,67,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,8421.0,,openpyxl,openpyxl,,64878152.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8391.0,64876015.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,206164.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +297,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-12-19 22:44:00.000,2023-10-02 06:28:26,631.0,26.0,388,46.0,174.0,192.0,109.0,2456,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,25,True,10.0,,camelot,,,5334.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,5334.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,2.0,130,49.0,61.0,14.0,123.0,2268,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,25,True,755.0,733.0,pyfunctional,,,237427.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,237427.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,141,58.0,248.0,95.0,108.0,1567,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,12658.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,12658.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +300,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,89.0,62.0,streamparse,,,7222.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,7222.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1258,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,1534.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1534.0,,,,3.0,,,,,,,,,,,,,,,,,,, +302,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,146,45.0,53.0,20.0,19.0,1198,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,355.0,,singer-python,,,1456112.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,355.0,1456112.0,,,,3.0,,,,,,,,,,,,,,,,,,, +303,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,953,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,25,False,508.0,,bcolz,conda-forge/bcolz,,9785.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,5617.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,341780.0,3.0,,,,,,,,,,,,,,,,,,, +304,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-12-06 13:15:19.000,2023-12-06 13:15:17,750.0,2.0,80,14.0,133.0,35.0,101.0,913,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,258.0,,mss,conda-forge/python-mss,,510044.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,258.0,509190.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,35892.0,3.0,,,,,,,,,,,,,,,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,29,11.0,51.0,21.0,35.0,315,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,391.0,,typing_inspect,conda-forge/typing_inspect,,25257859.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,391.0,25227690.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1689489.0,3.0,,,,,,,,,,,,,,,,,,, +306,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,14,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,76084.0,73366.0,contextlib2,conda-forge/contextlib2,,15155325.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2718.0,15142730.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1184012.0,3.0,,,,,,,,,,,,,,,,,,, +307,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,10.0,3,3.0,182.0,23.0,760.0,5,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,25,False,644.0,,py2neo,conda-forge/py2neo,,32809.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,644.0,31999.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63252.0,3.0,,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3940,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,138.0,63.0,storm,,,3024.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,75.0,3024.0,,,,3.0,,,,,,,,,,,,,,,,,,, +309,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,93,42.0,42.0,24.0,47.0,1494,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,123.0,112.0,pypeln,conda-forge/pypeln,,127968.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,127610.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14683.0,3.0,,,,,,,,,,,,,,,,,,, +310,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-12-18 14:09:19.000,2023-05-19 04:32:00,6411.0,,227,39.0,1044.0,9.0,209.0,1413,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,1.0,1.0,optimuspyspark,,,7432.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,7432.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +311,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-12-18 10:25:32.000,2023-12-14 12:24:12,327.0,4.0,80,44.0,242.0,46.0,41.0,1323,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,38.0,28.0,tasktiger,,,4167.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,4167.0,,,,3.0,,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,43.0,10.0,2.0,12.0,1075,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2308.0,2138.0,pluginbase,conda-forge/pluginbase,,702064.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,697789.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303565.0,3.0,,,,,,,,,,,,,,,,,,, +313,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-11-15 20:33:25.333,2023-11-15 05:38:03,126.0,13.0,34,12.0,64.0,12.0,19.0,742,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,259.0,229.0,dirty-equals,conda-forge/dirty-equals,,133260.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,30.0,131371.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,39683.0,3.0,,,,,,,,,,,,,,,,,,, +314,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-12-06 23:44:30.000,2023-10-27 23:08:49,1413.0,14.0,46,18.0,137.0,3.0,13.0,700,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,20081.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,17613.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,66654.0,3.0,,,,,,,,,,,,,,,,,,, +315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,138,10.0,22.0,29.0,19.0,679,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3291.0,3052.0,ratelimit,conda-forge/ratelimit,,5301949.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,239.0,5301569.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13321.0,3.0,,,,,,,,,,,,,,,,,,, +316,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-12-13 20:41:45.000,2023-12-13 20:28:22,258.0,4.0,56,7.0,60.0,16.0,53.0,475,2023-12-13 20:43:21.000,2.2.2,56.0,16.0,24,True,457.0,427.0,cachier,,,33743.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,33743.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +317,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,474,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,740.0,649.0,hickle,conda-forge/hickle,,29690.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,29285.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23903.0,3.0,,,,,,,,,,,,,,,,,,, +318,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,14042.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,14042.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,20.0,23,18.0,177.0,10.0,16.0,349,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,383.0,345.0,aiomisc,,,12520.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,38.0,12520.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,310,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,208.0,186.0,pyhdb,,98.0,354106.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,354105.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5913.0,4578.0,clint,conda-forge/clint,117.0,110086.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1335.0,109469.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56202.0,3.0,,,,,,,,,,,,,,,,,,, +322,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8025.0,,entrypoints,conda-forge/entrypoints,,14019627.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8025.0,13825400.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17868908.0,3.0,,,,,,,,,,,,,,,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10558,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,39.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,39.0,,,,2.0,,,,,,,,,,,,,,,,,,, +324,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1555,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,195.0,171.0,commonregex,,,135184.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,135184.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1341,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,184.0,163.0,pinject,conda-forge/pinject,,61479.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,21.0,61301.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4814.0,3.0,,,,,,,,,,,,,,,,,,, +326,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-12-21 12:00:14.000,2023-12-21 11:54:04,86.0,5.0,28,8.0,52.0,13.0,11.0,272,2023-12-21 12:00:14.000,0.10.0,14.0,14.0,23,True,377.0,323.0,rtoml,,,91870.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,54.0,91870.0,,,,3.0,,,,,,,,,,,,,2.0,,,,,, +327,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,19.0,14.0,16.0,24.0,263,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,910.0,823.0,deepdish,conda-forge/deepdish,,11670.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,10594.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91510.0,3.0,,,,,,,,,,,,,,,,,,, +328,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,193.0,185.0,pysparkling,conda-forge/pysparkling,,9139.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9001.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4576.0,3.0,,,,,,,,,,,,,,,,,,, +329,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,151,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1016.0,969.0,filedepot,,,13251.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,47.0,13251.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,114,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2829.0,2633.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,127420.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,127053.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27217.0,3.0,,,,,,,,,,,,,,,,,,, +331,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-11-18 00:06:42.000,2019-08-27 15:33:26,32.0,,21,4.0,12.0,7.0,13.0,101,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,23,False,2250.0,2122.0,stopit,conda-forge/stopit,,720590.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,710062.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,747497.0,3.0,,,,,,,,,,,,,,,,,,, +332,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,435.0,401.0,pampy,,,29260.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,29260.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3241,,,4.0,19.0,22,False,608.0,578.0,macropy3,,,213.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,213.0,,,,3.0,,,,,,,,,,,,,,,,,,, +334,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-12-18 15:46:43.157,2023-12-17 20:58:02,84.0,3.0,139,33.0,11.0,9.0,166.0,3208,2023-12-17 21:02:00.000,2.1.20,65.0,1.0,22,False,200.0,200.0,ptext-joris-schellekens,conda-forge/borb,,1656.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-12-18 15:46:43.157,46391.0,3.0,,,,,,,,,,,,,2.0,,,,,, +335,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,42.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,42.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +336,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2467,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,22290.0,719.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +337,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1797,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,205.0,174.0,bashplotlib,,,3517.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3517.0,,,,3.0,,,,,,,,,,,,,,,,,,, +338,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,857,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,232.0,213.0,unsync,conda-forge/unsync,,32614.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,32328.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12034.0,3.0,,,,,,,,,,,,,,,,,,, +339,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,852,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,192.0,163.0,rows,,38.0,694.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,694.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,838,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1427.0,1327.0,pickledb,,,13281.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,100.0,13281.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,15.0,183.0,16.0,122.0,556,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,117.0,108.0,pypyr,conda-forge/pypyr,,3024.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2455.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13096.0,3.0,,,,,,,,,,,,,,,,,,, +342,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11393.0,9346.0,unipath,,,50926.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,50926.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-12-18 13:23:06.000,2023-11-21 14:29:39,5451.0,23.0,44,15.0,622.0,33.0,80.0,194,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,205.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,205.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-12-18 17:39:24.000,2023-06-01 18:46:39,628.0,,16,8.0,32.0,15.0,15.0,142,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,287.0,251.0,docopt-ng,,,103949.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,36.0,103949.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-12-21 12:08:01.000,2023-12-14 14:20:51,1764.0,55.0,5,3.0,772.0,18.0,35.0,51,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,245.0,3004.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,2995.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,569.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,569.0,,,,3.0,,,,,,,,,,,,,,,,,,, +347,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,477,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4531.0,3343.0,awesome-slugify,conda-forge/awesome-slugify,,52244.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,51492.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69227.0,3.0,,,,,,,,,,,,,,,,,,, +348,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,47.0,71.0,4.0,,352,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,703.0,620.0,pymodm,conda-forge/pymodm,,14086.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,13974.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5181.0,3.0,,,,,,,,,,,,,,,,,,, +349,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,47,15.0,34.0,25.0,11.0,285,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,413.0,398.0,price-parser,,,63628.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,15.0,63628.0,,,,3.0,,,,,,,,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,284,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,166.0,160.0,datatest,,,16514.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,16514.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-12-21 09:30:17.000,2023-12-20 13:53:21,661.0,46.0,22,4.0,258.0,4.0,,258,2023-12-20 13:53:49.000,1.1.232,538.0,11.0,21,True,5.0,5.0,upgini,,,5476.0,https://pypi.org/project/upgini,2023-12-21 09:30:17.000,,5476.0,,,,3.0,,,,,,,,,,,,,,,,,,, +352,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-13 20:40:33.000,2023-12-13 20:36:49,406.0,30.0,12,10.0,41.0,3.0,22.0,207,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,10477.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10477.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,203,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,885.0,881.0,gsheetsdb,,,66842.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,66842.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-11-18 09:58:05.000,2023-03-14 05:55:27,124.0,,19,6.0,63.0,10.0,23.0,155,2023-03-14 06:03:00.513,23.3.0,26.0,12.0,21,True,187.0,175.0,aioprometheus,,,140685.0,https://pypi.org/project/aioprometheus,2022-05-24 03:37:00.000,12.0,140685.0,,,,3.0,,,,,,,,,,,,,,,,,,, +355,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,127,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2083.0,2023.0,coolname,conda-forge/coolname,,433382.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,60.0,431160.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,80001.0,3.0,,,,,,,,,,,,,,,,,,, +356,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,142,68.0,4.0,1.0,40.0,2109,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1564.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1564.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,82.0,39.0,1399,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11340.0,1197.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1015.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,878,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,43.0,31.0,mrq,,,54.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,54.0,,,,3.0,,,,,,,,,,,,,,,,,,, +359,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,714,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,64.0,58.0,pdpipe,conda-forge/pdpipe,,2293.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1520.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28613.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +360,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,20,10.0,32.0,22.0,21.0,648,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,69.0,66.0,pugsql,,,5004.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5004.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,9678.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,9448.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21167.0,3.0,,,,,,,,,,,,,,,,,,, +362,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,105,56.0,74.0,26.0,16.0,2033,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,19,True,1.0,,mara-pipelines,,,177.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,177.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1982,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +364,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-12-19 10:52:04.000,2023-12-19 10:42:29,2941.0,189.0,134,28.0,219.0,44.0,348.0,1298,,,,48.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +365,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,57,36.0,46.0,14.0,58.0,1104,2022-05-12 11:29:27.000,1.0,6.0,30.0,19,True,5.0,5.0,colout,,,161.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,161.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-12-20 17:44:54.000,2023-12-20 16:57:55,562.0,221.0,24,4.0,80.0,6.0,14.0,506,2023-12-20 17:07:12.000,1.5.0,53.0,7.0,19,True,2.0,,pipeless-ai,,294.0,235.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,162.0,,,,1.0,,,,,,,,,,,,,,,,,,, +367,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,155.0,128.0,queries,,,3294.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3294.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,5.0,4.0,fletcher,conda-forge/fletcher,18.0,1105.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,102.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65230.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +369,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,83.0,79.0,typical,conda-forge/typical,,2620.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1501.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34716.0,3.0,,,,,,,,,,,,,,,,,,, +370,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1607,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,684.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,684.0,,,,3.0,,,,,,,,,,,,,,,,,,, +371,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,60,39.0,40.0,11.0,256.0,964,,,,1000.0,18,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +372,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,41.0,33.0,bounter,,,638.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,638.0,,,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1355,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,50.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,50.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,75,23.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,74.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,74.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-12-20 17:09:00.000,2023-12-15 20:42:50,121.0,4.0,8,14.0,163.0,9.0,8.0,268,2023-12-18 09:51:00.000,0.19.6,105.0,15.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,1568.0,https://pypi.org/project/squirrel-core,2023-12-18 09:51:00.000,,1568.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +376,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,178,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,185301.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,185301.0,,,,3.0,,,,,,,,,,,,,,,,,,, +377,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-04-06 03:47:07.000,2021-11-18 16:33:36,85.0,,61,19.0,27.0,42.0,30.0,820,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,1144.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1144.0,,,,3.0,,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,38.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,38.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,613,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,604.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,604.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,51.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,51.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,431,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,15,False,,,bodywork,,,291.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,291.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-12-21 05:33:24.000,2023-12-20 02:44:47,939.0,153.0,21,2.0,797.0,8.0,18.0,245,2023-11-30 10:36:03.000,0.1.52,35.0,13.0,15,False,,,the-guide,,,11.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,11.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,657.0,648.0,millify,,,33952.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,33952.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,717,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,125.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,125.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,97,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,39.0,34.0,cleverdict,,,586.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,586.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,114.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,114.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,49.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,49.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,103.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,103.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,363,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,778,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index e34353b..e42dd88 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- Airflow (πŸ₯‡48 Β· ⭐ 33K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.1K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- pandas-gbq (πŸ₯ˆ34 Β· ⭐ 400 Β· πŸ“ˆ) - Google BigQuery connector for pandas. BSD-3 -- ODMantic (πŸ₯‰28 Β· ⭐ 890 Β· πŸ“ˆ) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC -- validr (πŸ₯‰21 Β· ⭐ 210 Β· πŸ“ˆ) - A simple, fast, extensible python library for data validation. MIT +- paramiko (πŸ₯ˆ42 Β· ⭐ 8.6K Β· πŸ“ˆ) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- polars (πŸ₯‡41 Β· ⭐ 22K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- pendulum (πŸ₯ˆ36 Β· ⭐ 5.9K Β· πŸ“ˆ) - Python datetimes made easy. MIT +- rtoml (πŸ₯‰23 Β· ⭐ 270 Β· πŸ“ˆ) - A fast TOML library for python implemented in rust. MIT +- borb (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ“ˆ) - borb is a library for reading, creating and manipulating PDF.. ❗Unlicensed ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT -- google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.5K Β· πŸ“‰) - Google Cloud Client Library for Python. Apache-2 -- docker-compose (πŸ₯ˆ40 Β· ⭐ 31K Β· πŸ“‰) - Define and run multi-container applications with Docker. Apache-2 -- pexpect (πŸ₯‡39 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC -- PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 13K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +- ansible (πŸ₯‡47 Β· ⭐ 60K Β· πŸ“‰) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 +- Beam (πŸ₯‡41 Β· ⭐ 7.3K Β· πŸ“‰) - Unified programming model to define and execute data processing.. Apache-2 +- elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 +- confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 +- Intake (πŸ₯‰27 Β· ⭐ 950 Β· πŸ“‰) - Intake is a lightweight package for finding, investigating, loading.. BSD-2 From 0f453bce5a4ca2f8e1e9e1404f5587bee4b6a0a4 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 28 Dec 2023 13:32:19 +0000 Subject: [PATCH 45/70] Update best-of list for version 2023.12.28 --- README.md | 1136 +++++++++++++++---------------- history/2023-12-28_changes.md | 20 + history/2023-12-28_projects.csv | 392 +++++++++++ latest-changes.md | 20 +- 4 files changed, 990 insertions(+), 578 deletions(-) create mode 100644 history/2023-12-28_changes.md create mode 100644 history/2023-12-28_projects.csv diff --git a/README.md b/README.md index b816f3b..eeab453 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 37M Β· πŸ“¦ 560K Β· πŸ“‹ 6K - 14% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 38M Β· πŸ“¦ 560K Β· πŸ“‹ 6.1K - 14% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 320K Β· πŸ“¦ 84K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 320K Β· πŸ“¦ 85K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/google/flatbuffers @@ -119,19 +119,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.1M / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 990K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.7K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 32M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 31M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -140,6 +140,22 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge marshmallow ```
+
dill (πŸ₯ˆ36 Β· ⭐ 2.1K Β· πŸ“ˆ) - serialize all of Python. BSD-3 + +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 22.12.2023): + + ``` + git clone https://github.com/uqfoundation/dill + ``` +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 43M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): + ``` + pip install dill + ``` +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.8M Β· ⏱️ 23.07.2023): + ``` + conda install -c conda-forge dill + ``` +
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): @@ -147,7 +163,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -179,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.6M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.3M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): ``` pip install ujson ``` @@ -188,22 +204,6 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge ujson ```
-
dill (πŸ₯ˆ35 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 - -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 34% open Β· ⏱️ 13.11.2023): - - ``` - git clone https://github.com/uqfoundation/dill - ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 44M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): - ``` - pip install dill - ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.8M Β· ⏱️ 23.07.2023): - ``` - conda install -c conda-forge dill - ``` -
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 23.11.2023): @@ -211,11 +211,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 36M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 35M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 15M Β· ⏱️ 16.10.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 16M Β· ⏱️ 16.10.2023): ``` conda install -c conda-forge cloudpickle ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.5M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -236,14 +236,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge jsonpickle ```
-
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 57M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 54M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.3M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.9M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -286,12 +286,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
pysimdjson (πŸ₯‰26 Β· ⭐ 610) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.2K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.3K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 650K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 700K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -300,7 +300,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge pysimdjson ```
-
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰24 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT - [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 650 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): @@ -316,14 +316,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge hickle ```
-
rtoml (πŸ₯‰23 Β· ⭐ 270 Β· πŸ“ˆ) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰23 Β· ⭐ 280) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 28 Β· πŸ“¦ 320 Β· πŸ“‹ 24 - 54% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 28 Β· πŸ“¦ 330 Β· πŸ“‹ 24 - 54% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 92K / month Β· πŸ“¦ 54 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 80K / month Β· πŸ“¦ 55 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡54 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.9K Β· πŸ“₯ 910K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.9K Β· πŸ“₯ 920K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/numpy/numpy @@ -351,39 +351,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 68M Β· ⏱️ 25.11.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 69M Β· ⏱️ 25.11.2023): ``` conda install -c conda-forge numpy ```
pandas (πŸ₯‡52 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.4M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 75K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 75K Β· ⏱️ 22.12.2023): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 46M Β· ⏱️ 08.12.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 47M Β· ⏱️ 23.12.2023): ``` conda install -c conda-forge pandas ```
-
polars (πŸ₯‡41 Β· ⭐ 22K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.3K Β· πŸ“₯ 130 Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 21% open Β· ⏱️ 21.12.2023): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.4M / month Β· πŸ“¦ 370 Β· ⏱️ 20.12.2023): - ``` - pip install polars - ``` -
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 05.12.2023): @@ -391,7 +379,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` @@ -400,6 +388,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
+
polars (πŸ₯ˆ40 Β· ⭐ 23K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.3K Β· πŸ“₯ 130 Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 21% open Β· ⏱️ 28.12.2023): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.5M / month Β· πŸ“¦ 380 Β· ⏱️ 28.12.2023): + ``` + pip install polars + ``` +
xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 - [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 21.12.2023): @@ -407,7 +407,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 08.12.2023): ``` pip install xarray ``` @@ -418,7 +418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/modin-project/modin @@ -432,6 +432,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
+
zarr (πŸ₯ˆ35 Β· ⭐ 1.3K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT + +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3.1K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 27.12.2023): + + ``` + git clone https://github.com/zarr-developers/zarr-python + ``` +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 430K / month Β· πŸ“¦ 470 Β· ⏱️ 18.08.2023): + ``` + pip install zarr + ``` +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.8M Β· ⏱️ 21.08.2023): + ``` + conda install -c conda-forge zarr + ``` +
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 - [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 15.12.2023): @@ -439,11 +455,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 810K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 760K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.7M Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.8M Β· ⏱️ 04.12.2023): ``` conda install -c conda-forge pytables ``` @@ -455,39 +471,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.6M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.5M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.5M Β· ⏱️ 23.12.2023): ``` conda install -c conda-forge numexpr ```
-
zarr (πŸ₯ˆ34 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT - -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3.1K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 20.12.2023): - - ``` - git clone https://github.com/zarr-developers/zarr-python - ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 440K / month Β· πŸ“¦ 470 Β· ⏱️ 18.08.2023): - ``` - pip install zarr - ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.8M Β· ⏱️ 21.08.2023): - ``` - conda install -c conda-forge zarr - ``` -
docarray (πŸ₯ˆ33 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 210 Β· πŸ“¦ 3.4K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 3.5K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 99K / month Β· πŸ“¦ 52 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 73K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 510K / month Β· πŸ“¦ 920 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 500K / month Β· πŸ“¦ 920 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -551,7 +551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 620K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 600K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -567,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 33K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 30K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 57K / month Β· πŸ“¦ 24 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 59K / month Β· πŸ“¦ 24 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -611,11 +611,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 460K / month Β· πŸ“¦ 47 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 450K / month Β· πŸ“¦ 47 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 57K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -627,11 +627,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.8K / month Β· πŸ“¦ 2 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.9K / month Β· πŸ“¦ 2 Β· ⏱️ 21.12.2023): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 12.11.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge static-frame ``` @@ -659,7 +659,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 80K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 81K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -676,14 +676,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install pickledb ```
-
fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +
fletcher (πŸ₯‰18 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 18 Β· πŸ“¦ 4 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 19 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 100 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 81 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -715,7 +715,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 35M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -731,7 +731,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 980K / month Β· πŸ“¦ 340 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 960K / month Β· πŸ“¦ 340 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -740,6 +740,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
+
multidict (πŸ₯ˆ33 Β· ⭐ 360 Β· πŸ“ˆ) - The multidict implementation. Apache-2 + +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 86 Β· πŸ“₯ 6.2K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 27.12.2023): + + ``` + git clone https://github.com/aio-libs/multidict + ``` +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 79M / month Β· πŸ“¦ 3.3K Β· ⏱️ 20.07.2023): + ``` + pip install multidict + ``` +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): + ``` + conda install -c conda-forge multidict + ``` +
glom (πŸ₯ˆ31 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 59 Β· πŸ“¦ 1.3K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 18.12.2023): @@ -747,23 +763,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.4M / month Β· πŸ“¦ 120 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.9M / month Β· πŸ“¦ 120 Β· ⏱️ 27.11.2023): ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 28K Β· ⏱️ 27.11.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 29K Β· ⏱️ 27.11.2023): ``` conda install -c conda-forge glom ```
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 61 Β· πŸ“¦ 20K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 02.12.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 62 Β· πŸ“¦ 21K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 520 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 520 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -772,50 +788,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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multidict (πŸ₯ˆ30 Β· ⭐ 360) - The multidict implementation. Apache-2 - -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 86 Β· πŸ“₯ 5.9K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 28.09.2023): - - ``` - git clone https://github.com/aio-libs/multidict - ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 82M / month Β· πŸ“¦ 3.3K Β· ⏱️ 20.07.2023): - ``` - pip install multidict - ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): - ``` - conda install -c conda-forge multidict - ``` -
python-benedict (πŸ₯‰29 Β· ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 45 Β· πŸ“¦ 1.5K Β· πŸ“‹ 98 - 9% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 620K / month Β· πŸ“¦ 35 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 570K / month Β· πŸ“¦ 37 Β· ⏱️ 27.12.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 09.11.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 27.12.2023): ``` conda install -c conda-forge python-benedict ```
sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4.2K Β· πŸ“‹ 99 - 29% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4.3K Β· πŸ“‹ 99 - 29% open Β· ⏱️ 03.12.2022): ``` git clone https://github.com/RaRe-Technologies/sqlitedict ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 490K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 480K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): ``` pip install sqlitedict ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 96K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 97K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge sqlitedict ``` @@ -827,7 +827,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 860 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 860 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -843,7 +843,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.6M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 4.9M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -859,7 +859,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 720K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 680K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -870,7 +870,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 750) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/aio-libs/janus @@ -879,7 +879,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 17K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge janus ``` @@ -897,25 +897,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡45 Β· ⭐ 17K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡44 Β· ⭐ 17K Β· πŸ“‰) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 310K Β· πŸ“‹ 3.5K - 8% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.6K Β· πŸ“¦ 310K Β· πŸ“‹ 3.5K - 8% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 140M / month Β· πŸ“¦ 9.6K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 140M / month Β· πŸ“¦ 10K Β· ⏱️ 22.12.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.7M Β· ⏱️ 22.11.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.7M Β· ⏱️ 22.12.2023): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 130 Β· πŸ“¦ 500K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 130 Β· πŸ“¦ 500K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 25.12.2023): ``` git clone https://github.com/Julian/jsonschema @@ -924,7 +924,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 25M Β· ⏱️ 16.11.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 26M Β· ⏱️ 16.11.2023): ``` conda install -c conda-forge jsonschema ``` @@ -952,7 +952,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` pip install voluptuous ``` @@ -963,12 +963,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ33 Β· ⭐ 860) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 14 Β· πŸ“¦ 97K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 07.11.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 15 Β· πŸ“¦ 97K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 25.12.2023): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.9M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -984,7 +984,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 9M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 9.1M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -995,12 +995,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰31 Β· ⭐ 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 64 Β· πŸ“¦ 9.2K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 64 Β· πŸ“¦ 9.3K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 640K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 660K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): ``` pip install param ``` @@ -1032,7 +1032,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 150K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1043,7 +1043,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validr (πŸ₯‰21 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT -- [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/guyskk/validr @@ -1060,7 +1060,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 9.4K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 9.2K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1071,12 +1071,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 79 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 80 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.6K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1088,7 +1088,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰29 Β· ⭐ 910) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰29 Β· ⭐ 920) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - dataklasses (πŸ₯‰7 Β· ⭐ 780 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1106,7 +1106,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 480K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 450K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1117,7 +1117,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
algorithms (πŸ₯‰29 Β· ⭐ 23K Β· πŸ’€) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 97 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 99 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms @@ -1148,7 +1148,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 22M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 21M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` @@ -1159,12 +1159,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 25K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1173,14 +1173,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
-
pendulum (πŸ₯ˆ36 Β· ⭐ 5.9K Β· πŸ“ˆ) - Python datetimes made easy. MIT +
pendulum (πŸ₯ˆ36 Β· ⭐ 5.9K) - Python datetimes made easy. MIT - [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 430 Β· πŸ“¦ 24K Β· πŸ“‹ 540 - 41% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 17M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 18M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` @@ -1191,12 +1191,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 450 Β· πŸ“₯ 35K Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“₯ 35K Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 230M / month Β· πŸ“¦ 5.5K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 5.5K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1205,14 +1205,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
-
holidays (πŸ₯ˆ36 Β· ⭐ 1.2K) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯ˆ36 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 480 - 19% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 490 - 20% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.5M / month Β· πŸ“¦ 460 Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.3M / month Β· πŸ“¦ 460 Β· ⏱️ 18.12.2023): ``` pip install holidays ``` @@ -1244,7 +1244,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 41M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 40M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1266,12 +1266,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡39 Β· ⭐ 710) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 300 Β· πŸ“¦ 81K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 300 Β· πŸ“¦ 83K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 170M / month Β· πŸ“¦ 840 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 180M / month Β· πŸ“¦ 840 Β· ⏱️ 11.12.2023): ``` pip install fsspec ``` @@ -1287,7 +1287,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): ``` pip install watchdog ``` @@ -1303,7 +1303,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 110M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 100M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` @@ -1351,7 +1351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.7M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1362,7 +1362,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/jaraco/path @@ -1371,7 +1371,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 480K Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 480K Β· ⏱️ 25.12.2023): ``` conda install -c conda-forge path ``` @@ -1395,7 +1395,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 32M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 31M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1411,7 +1411,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1427,11 +1427,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.8M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.5M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typing ``` @@ -1451,12 +1451,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 600K Β· πŸ“‹ 2.3K - 1% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 600K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 220M / month Β· πŸ“¦ 22K Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 22K Β· ⏱️ 28.11.2023): ``` pip install cryptography ``` @@ -1472,23 +1472,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 230K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 260K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 320 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 190 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 450 Β· πŸ“₯ 230 Β· πŸ“¦ 84K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“₯ 230 Β· πŸ“¦ 85K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.7K Β· ⏱️ 16.09.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.7K Β· ⏱️ 28.12.2023): ``` pip install pycryptodomex ``` @@ -1499,12 +1499,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 190K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 190K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 48M / month Β· πŸ“¦ 8.1K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 49M / month Β· πŸ“¦ 8.1K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` @@ -1515,12 +1515,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 43M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 41M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` @@ -1536,7 +1536,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 62M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 61M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1567,14 +1567,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
ansible (πŸ₯‡47 Β· ⭐ 60K Β· πŸ“‰) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 +
ansible (πŸ₯‡47 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 31K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.7M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): ``` pip install ansible ``` @@ -1585,87 +1585,87 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 27.12.2023): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 28.12.2023): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 380M / month Β· πŸ“¦ 8.6K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.6K Β· ⏱️ 27.12.2023): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 28.12.2023): ``` conda install -c conda-forge botocore ```
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pulumi (πŸ₯ˆ42 Β· ⭐ 18K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
docker (πŸ₯ˆ43 Β· ⭐ 6.5K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.8M Β· πŸ“¦ 7K Β· πŸ“‹ 6.9K - 30% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 760 Β· πŸ“¦ 73K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 20.12.2023): ``` - git clone https://github.com/pulumi/pulumi + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 170 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): ``` - pip install pulumi + pip install docker ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2M / month Β· πŸ“¦ 930 Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 09.12.2023): ``` - npm install @pulumi/pulumi + conda install -c conda-forge docker-py ```
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paramiko (πŸ₯ˆ42 Β· ⭐ 8.6K Β· πŸ“ˆ) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
pulumi (πŸ₯ˆ42 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 88K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.8M Β· πŸ“¦ 7K Β· πŸ“‹ 6.8K - 29% open Β· ⏱️ 27.12.2023): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 170 Β· ⏱️ 21.12.2023): ``` - pip install paramiko + pip install pulumi ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.1M Β· ⏱️ 19.12.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.9M / month Β· πŸ“¦ 930 Β· ⏱️ 21.12.2023): ``` - conda install -c conda-forge paramiko + npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 +
paramiko (πŸ₯ˆ42 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 750 Β· πŸ“¦ 73K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 88K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 18.12.2023): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` - pip install docker + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 09.12.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.1M Β· ⏱️ 19.12.2023): ``` - conda install -c conda-forge docker-py + conda install -c conda-forge paramiko ```
docker-compose (πŸ₯ˆ40 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 88M Β· πŸ“¦ 330 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 89M Β· πŸ“¦ 340 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/docker/compose @@ -1686,7 +1686,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 18M / month Β· πŸ“¦ 1.5K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 19M / month Β· πŸ“¦ 1.5K Β· ⏱️ 18.12.2023): ``` pip install kubernetes ``` @@ -1697,12 +1697,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯ˆ38 Β· ⭐ 3.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4K Β· πŸ“‹ 2K - 9% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.1K Β· πŸ“‹ 2K - 9% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 210K / month Β· πŸ“¦ 260 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 190K / month Β· πŸ“¦ 260 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1714,11 +1714,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.9M / month Β· πŸ“¦ 140 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.6M / month Β· πŸ“¦ 140 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 79K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 80K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ``` @@ -1741,12 +1741,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.5K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.6K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.5M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.4M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1755,9 +1755,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
-
sshtunnel (πŸ₯‰32 Β· ⭐ 1.1K Β· πŸ’€) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.3K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.4K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel @@ -1778,7 +1778,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 34K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ``` @@ -1805,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰15 Β· ⭐ 240) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰15 Β· ⭐ 250) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1813,7 +1813,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡39 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡38 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC - [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 340K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): @@ -1852,7 +1852,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.3M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1868,7 +1868,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 40M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 38M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1883,14 +1883,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡39 Β· ⭐ 9.7K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡39 Β· ⭐ 9.8K) - Ultra fast asyncio event loop. Apache-2 - [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1901,28 +1901,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯ˆ38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 320K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 320K Β· πŸ“‹ 240 - 8% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 90M / month Β· πŸ“¦ 10K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 88M / month Β· πŸ“¦ 10K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.6M Β· ⏱️ 08.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.6M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“¦ 210K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“¦ 220K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 25.12.2023): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 66M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 77M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): ``` pip install anyio ``` @@ -1938,11 +1938,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 93K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 88K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.3K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.4K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1954,7 +1954,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 13K / month Β· πŸ“¦ 38 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 12K / month Β· πŸ“¦ 38 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ``` @@ -1977,7 +1977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 35M / month Β· πŸ“¦ 15K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 33M / month Β· πŸ“¦ 15K Β· ⏱️ 27.11.2023): ``` pip install traitlets ``` @@ -1988,12 +1988,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 630K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 640K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 35M / month Β· πŸ“¦ 9.5K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 34M / month Β· πŸ“¦ 9.6K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2004,12 +2004,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.4K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.6K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.7K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month Β· πŸ“¦ 280 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 290 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` @@ -2036,12 +2036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 18% open Β· ⏱️ 18.11.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 18% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): ``` pip install omegaconf ``` @@ -2052,12 +2052,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (πŸ₯‰31 Β· ⭐ 7.8K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 18K Β· πŸ“‹ 1.3K - 16% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 19K Β· πŸ“‹ 1.3K - 17% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 11K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2068,7 +2068,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰29 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 360 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 380 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj @@ -2100,12 +2100,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰26 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 32 Β· πŸ“¦ 1K Β· πŸ“‹ 83 - 3% open Β· ⏱️ 06.11.2023): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 32 Β· πŸ“¦ 1K Β· πŸ“‹ 84 - 3% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 120K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2122,12 +2122,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 190 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 200 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 01.09.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 170M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 160M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2143,11 +2143,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 38M / month Β· πŸ“¦ 5.7K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 37M / month Β· πŸ“¦ 5.7K Β· ⏱️ 15.11.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.8M Β· ⏱️ 16.11.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.9M Β· ⏱️ 16.11.2023): ``` conda install -c conda-forge rich ``` @@ -2159,7 +2159,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 39M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 37M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2175,7 +2175,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2195,14 +2195,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 27M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge colorama ```
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 120 Β· πŸ“₯ 330 Β· πŸ“¦ 48K Β· πŸ“‹ 250 - 19% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 120 Β· πŸ“₯ 330 Β· πŸ“¦ 49K Β· πŸ“‹ 250 - 19% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/kislyuk/argcomplete @@ -2223,7 +2223,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 28M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 26M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2232,14 +2232,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
-
wcwidth (πŸ₯ˆ35 Β· ⭐ 350) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰34 Β· ⭐ 360) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 480K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 490K Β· πŸ“‹ 47 - 19% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 54M / month Β· πŸ“¦ 14K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 51M / month Β· πŸ“¦ 14K Β· ⏱️ 21.11.2023): ``` pip install wcwidth ``` @@ -2250,12 +2250,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Typer (πŸ₯‰33 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 500 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 510 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 14M / month Β· πŸ“¦ 2.9K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 02.05.2023): ``` pip install typer ``` @@ -2264,14 +2264,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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asciimatics (πŸ₯‰33 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰32 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 - [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 950 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 59K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 44K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2287,11 +2287,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.7M / month Β· πŸ“¦ 400 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 400 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 62K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 63K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2303,7 +2303,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2314,24 +2314,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰22 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 16 Β· πŸ“¦ 250 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 16 Β· πŸ“¦ 260 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 100K / month Β· πŸ“¦ 36 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 94K / month Β· πŸ“¦ 37 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰19 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 57 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 160 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 130 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2376,12 +2376,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 960) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 15 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 15 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 360K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 340K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2393,7 +2393,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 170K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2409,7 +2409,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 270K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2420,12 +2420,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰24 Β· ⭐ 480) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 56 Β· πŸ“¦ 430 Β· πŸ“‹ 69 - 23% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 56 Β· πŸ“¦ 430 Β· πŸ“‹ 70 - 24% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 34K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 32K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): ``` pip install cachier ``` @@ -2444,12 +2444,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5.2K - 18% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 150K / month Β· πŸ“¦ 610 Β· ⏱️ 17.06.2023): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 140K / month Β· πŸ“¦ 610 Β· ⏱️ 28.12.2023): ``` pip install kivy ``` @@ -2465,7 +2465,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 480K / month Β· πŸ“¦ 340 Β· ⏱️ 21.05.2023): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 490K / month Β· πŸ“¦ 340 Β· ⏱️ 21.05.2023): ``` pip install pysimplegui ``` @@ -2481,35 +2481,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 56K / month Β· πŸ“¦ 51 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 50K / month Β· πŸ“¦ 51 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 6K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.5K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.6K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 67K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.3K Β· πŸ“¦ 2 Β· πŸ“‹ 810 - 17% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.3K Β· πŸ“¦ 2 Β· πŸ“‹ 810 - 17% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.2K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.7K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 10 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 11 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2531,12 +2531,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡19 Β· ⭐ 510 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 24 Β· πŸ“₯ 290 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 25 Β· πŸ“₯ 320 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 180 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2564,11 +2564,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 20.12.2023): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 850K Β· ⏱️ 20.12.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 860K Β· ⏱️ 20.12.2023): ``` conda install -c conda-forge phonenumbers ``` @@ -2580,7 +2580,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 56M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 53M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2588,7 +2588,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 90 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 66 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2600,7 +2600,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): ``` pip install emoji ``` @@ -2609,36 +2609,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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python-slugify (πŸ₯ˆ30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 890) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 26.12.2023): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` - pip install python-slugify + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge inflect ```
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inflect (πŸ₯ˆ30 Β· ⭐ 880) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 24% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` - pip install inflect + pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): ``` - conda install -c conda-forge inflect + conda install -c conda-forge python-slugify ```
pyahocorasick (πŸ₯‰27 Β· ⭐ 850 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 @@ -2648,7 +2648,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 590K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 570K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2657,14 +2657,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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price-parser (πŸ₯‰21 Β· ⭐ 280) - Extract price amount and currency symbol from a raw text string. BSD-3 +
price-parser (πŸ₯‰21 Β· ⭐ 290) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 400 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 400 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 64K / month Β· πŸ“¦ 15 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 62K / month Β· πŸ“¦ 15 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2676,7 +2676,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 430K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 390K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2709,23 +2709,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.5K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 840M / month Β· πŸ“¦ 18K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 850M / month Β· πŸ“¦ 18K Β· ⏱️ 27.12.2023): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 20.12.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 28.12.2023): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.2K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 690K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 690K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2746,7 +2746,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 36M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): ``` pip install redis ``` @@ -2773,7 +2773,7 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.1K - 13% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.1K - 13% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2789,7 +2789,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 25K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 25K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/coleifer/peewee @@ -2798,7 +2798,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 580K Β· ⏱️ 13.10.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 590K Β· ⏱️ 13.10.2023): ``` conda install -c conda-forge peewee ``` @@ -2810,7 +2810,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 600 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 610 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2819,7 +2819,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 +
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 - [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 45K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 13.12.2023): @@ -2842,7 +2842,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2858,7 +2858,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 24M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 23M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): ``` pip install pymongo ``` @@ -2869,28 +2869,28 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ39 Β· ⭐ 2.3K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 190K Β· πŸ“‹ 1K - 9% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 9% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 33M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 32M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 3.9M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge alembic ```
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2901,12 +2901,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ38 Β· ⭐ 680) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 620 - 11% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 620 - 11% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 38M / month Β· πŸ“¦ 1.2K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 37M / month Β· πŸ“¦ 1.2K Β· ⏱️ 13.12.2023): ``` pip install google-cloud-bigquery ``` @@ -2917,12 +2917,12 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ37 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 8.8K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 8.9K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 670K / month Β· πŸ“¦ 180 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 610K / month Β· πŸ“¦ 180 Β· ⏱️ 04.12.2023): ``` pip install sqlmodel ``` @@ -2933,7 +2933,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 24.12.2023): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2949,12 +2949,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ37 Β· ⭐ 3.3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 870 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 900 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 130K / month Β· πŸ“¦ 53 Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 120K / month Β· πŸ“¦ 53 Β· ⏱️ 24.12.2023): ``` pip install ibis-framework ``` @@ -2970,7 +2970,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.1M / month Β· πŸ“¦ 7.2K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5M / month Β· πŸ“¦ 7.2K Β· ⏱️ 13.12.2023): ``` pip install mysqlclient ``` @@ -2981,12 +2981,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.8K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.8K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): ``` pip install elasticsearch-dsl ``` @@ -2997,7 +2997,7 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 77K Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 78K Β· ⏱️ 15.12.2023): ``` git clone https://github.com/mongodb/motor @@ -3011,58 +3011,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge motor ```
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libcloud (πŸ₯ˆ35 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 03.12.2023): - - ``` - git clone https://github.com/apache/libcloud - ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 210K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): - ``` - pip install apache-libcloud - ``` -
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minio (πŸ₯ˆ35 Β· ⭐ 720) - MinIO Client SDK for Python. Apache-2 +
s3fs (πŸ₯ˆ35 Β· ⭐ 770) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 6K Β· πŸ“‹ 540 - 2% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 28% open Β· ⏱️ 16.12.2023): ``` - git clone https://github.com/minio/minio-py + git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.7M / month Β· πŸ“¦ 470 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 190M / month Β· πŸ“¦ 740 Β· ⏱️ 11.12.2023): ``` - pip install minio + pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 150K Β· ⏱️ 09.12.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.5M Β· ⏱️ 12.12.2023): ``` - conda install -c conda-forge minio + conda install -c conda-forge s3fs ```
s3transfer (πŸ₯ˆ35 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 290M / month Β· πŸ“¦ 4.4K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 290M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): ``` pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 14.12.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge s3transfer ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.6K) - Prometheus instrumentation library for Python.. Apache-2 +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 - [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 520 - 18% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 24M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): ``` pip install prometheus_client ``` @@ -3071,20 +3059,32 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge prometheus_client ```
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Pony (πŸ₯ˆ34 Β· ⭐ 3.4K) - Pony Object Relational Mapper. Apache-2 +
libcloud (πŸ₯ˆ34 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 78 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/ponyorm/pony + git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 120K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 190K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` - pip install pony + pip install apache-libcloud ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): +
+
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 + +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6K Β· ⏱️ 21.12.2023): + ``` - conda install -c conda-forge pony + git clone https://github.com/datastax/python-driver + ``` +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.6M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): + ``` + pip install cassandra-driver + ``` +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 190K Β· ⏱️ 22.12.2023): + ``` + conda install -c conda-forge cassandra-driver ```
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 @@ -3094,7 +3094,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3103,30 +3103,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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s3fs (πŸ₯ˆ34 Β· ⭐ 770) - S3 Filesystem. BSD-3 +
minio (πŸ₯ˆ34 Β· ⭐ 720) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 28% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 6.1K Β· πŸ“‹ 530 - 1% open Β· ⏱️ 27.12.2023): ``` - git clone https://github.com/fsspec/s3fs + git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 170M / month Β· πŸ“¦ 740 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.6M / month Β· πŸ“¦ 470 Β· ⏱️ 27.12.2023): ``` - pip install s3fs + pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.5M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 150K Β· ⏱️ 27.12.2023): ``` - conda install -c conda-forge s3fs + conda install -c conda-forge minio ```
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 400) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 8.7K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 8.8K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.5M / month Β· πŸ“¦ 340 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.7M / month Β· πŸ“¦ 340 Β· ⏱️ 12.12.2023): ``` pip install pandas-gbq ``` @@ -3151,46 +3151,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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PyPika (πŸ₯‰33 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
Pony (πŸ₯‰33 Β· ⭐ 3.4K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 450 - 43% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 81 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` - git clone https://github.com/kayak/pypika + git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.3M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 110K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): ``` - pip install pypika + pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 6.1K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge pypika + conda install -c conda-forge pony ```
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Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
PyPika (πŸ₯‰33 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 550 Β· πŸ“¦ 5.9K Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 450 - 43% open Β· ⏱️ 10.12.2023): ``` - git clone https://github.com/datastax/python-driver + git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.7M / month Β· πŸ“¦ 700 Β· ⏱️ 06.06.2023): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.2M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): ``` - pip install cassandra-driver + pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 190K Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 6.3K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge cassandra-driver + conda install -c conda-forge pypika ```
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 7.8K Β· πŸ“‹ 240 - 2% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 7.8K Β· πŸ“‹ 230 - 0% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 120K / month Β· πŸ“¦ 230 Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 120K / month Β· πŸ“¦ 230 Β· ⏱️ 28.12.2023): ``` pip install neo4j-driver ``` @@ -3206,7 +3206,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 360K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 340K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3226,14 +3226,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 410K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 420K Β· ⏱️ 29.11.2023): ``` conda install -c conda-forge pynamodb ```
cx-Oracle (πŸ₯‰32 Β· ⭐ 870) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 7.9K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/oracle/python-cx_Oracle @@ -3254,7 +3254,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 110K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 89K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3265,7 +3265,7 @@ _Libraries for connecting to, operating, and querying databases._
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.8K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.9K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/influxdata/influxdb-python @@ -3281,7 +3281,7 @@ _Libraries for connecting to, operating, and querying databases._
pygsheets (πŸ₯‰31 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.2K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/nithinmurali/pygsheets @@ -3293,19 +3293,19 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 64 Β· πŸ“¦ 2.6K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 64 Β· πŸ“¦ 2.7K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 12.12.2023): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 62K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 61K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): ``` pip install prisma ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 25.12.2023): ``` git clone https://github.com/django-haystack/pysolr @@ -3326,7 +3326,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 310K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 290K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3335,9 +3335,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 +
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.1K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3346,26 +3346,26 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 800K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 810K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge python-confluent-kafka ```
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 78 Β· πŸ“¦ 310 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 78 Β· πŸ“¦ 310 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 16K / month Β· πŸ“¦ 11 Β· ⏱️ 10.11.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 11 Β· ⏱️ 23.12.2023): ``` pip install piccolo ```
ODMantic (πŸ₯‰28 Β· ⭐ 910) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 81 Β· πŸ“¦ 3.1K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 81 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/art049/odmantic @@ -3382,7 +3382,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 48K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 47K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3398,19 +3398,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 47 Β· ⏱️ 15.06.2023): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 47 Β· ⏱️ 15.06.2023): ``` pip install filedepot ```
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aioprometheus (πŸ₯‰21 Β· ⭐ 160 Β· πŸ’€) - A Prometheus Python client library for asyncio-based.. MIT +
aioprometheus (πŸ₯‰22 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 180 Β· πŸ“‹ 33 - 30% open Β· ⏱️ 14.03.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 190 Β· πŸ“‹ 35 - 31% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 140K / month Β· πŸ“¦ 12 Β· ⏱️ 24.05.2022): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 140K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ``` @@ -3426,7 +3426,7 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ39 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 +- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 @@ -3453,16 +3453,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 33K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 33K Β· πŸ“‹ 2.6K - 23% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.8M / month Β· πŸ“¦ 810 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.5M / month Β· πŸ“¦ 820 Β· ⏱️ 22.12.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 600K Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 610K Β· ⏱️ 22.12.2023): ``` conda install -c conda-forge datasets ``` @@ -3483,14 +3483,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge faker ```
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Tablib (πŸ₯‡37 Β· ⭐ 4.3K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯‡37 Β· ⭐ 4.4K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 90K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 90K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` pip install tablib ``` @@ -3517,12 +3517,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
csvkit (πŸ₯ˆ34 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 200K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 190K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): ``` pip install csvkit ``` @@ -3538,7 +3538,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 31M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 30M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3547,14 +3547,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xmltodict ```
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python-magic (πŸ₯ˆ34 Β· ⭐ 2.4K) - A python wrapper for libmagic. MIT +
python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT - [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 51K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3570,7 +3570,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3586,7 +3586,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 18M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 17M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): ``` pip install smart-open ``` @@ -3602,7 +3602,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.3M / month Β· πŸ“¦ 430 Β· ⏱️ 25.03.2023): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.2M / month Β· πŸ“¦ 440 Β· ⏱️ 25.03.2023): ``` pip install gdown ``` @@ -3627,14 +3627,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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Intake (πŸ₯‰27 Β· ⭐ 950 Β· πŸ“‰) - Intake is a lightweight package for finding, investigating, loading.. BSD-2 +
Intake (πŸ₯‰27 Β· ⭐ 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.8K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 49K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 48K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): ``` pip install intake ``` @@ -3645,24 +3645,24 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰26 Β· ⭐ 2.9K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 270 Β· πŸ“₯ 1.5K Β· πŸ“¦ 97 Β· πŸ“‹ 220 - 46% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 270 Β· πŸ“₯ 1.5K Β· πŸ“¦ 97 Β· πŸ“‹ 230 - 44% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 45K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 52K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
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camelot (πŸ₯‰25 Β· ⭐ 2.5K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰24 Β· ⭐ 2.5K) - A Python library to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 390 Β· πŸ“‹ 300 - 63% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.3K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3674,38 +3674,38 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 690 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 590 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
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Upgini (πŸ₯‰21 Β· ⭐ 260) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 22 Β· πŸ“¦ 5 Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` - git clone https://github.com/upgini/upgini + git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.5K / month Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 920 / month Β· ⏱️ 21.03.2020): ``` - pip install upgini + pip install excalibur-py ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT +
Upgini (πŸ₯‰20 Β· ⭐ 260) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 5 Β· ⏱️ 25.12.2023): ``` - git clone https://github.com/camelot-dev/excalibur + git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.7K / month Β· ⏱️ 25.12.2023): ``` - pip install excalibur-py + pip install upgini ```
Squirrel (πŸ₯‰17 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 17 - 52% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 18 - 50% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/merantix-momentum/squirrel-core @@ -3730,9 +3730,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ“ˆ) - borb is a library for reading, creating and manipulating PDF.. ❗Unlicensed +- borb (πŸ₯‰22 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 820 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 840 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3744,32 +3744,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 580K Β· πŸ“¦ 8.9K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 580K Β· πŸ“¦ 9K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 320 Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 28M / month Β· πŸ“¦ 330 Β· ⏱️ 18.12.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 980K Β· ⏱️ 13.11.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 990K Β· ⏱️ 13.11.2023): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 340M Β· ⭐ 490 Β· ⏱️ 18.12.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 400M Β· ⭐ 490 Β· ⏱️ 18.12.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.9M / month Β· πŸ“¦ 15K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.3M / month Β· πŸ“¦ 15K Β· ⏱️ 22.11.2023): ``` pip install celery ``` @@ -3780,23 +3780,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.1K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.2K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 660K / month Β· πŸ“¦ 160 Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 620K / month Β· πŸ“¦ 160 Β· ⏱️ 20.12.2023): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 570K Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 580K Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡42 Β· ⭐ 9.2K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 9.2K Β· πŸ“‰) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.8K Β· πŸ“‹ 6.7K - 33% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.8K Β· πŸ“‹ 6.7K - 33% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/dagster-io/dagster @@ -3810,14 +3810,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dagster ```
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Beam (πŸ₯‡41 Β· ⭐ 7.3K Β· πŸ“‰) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 7.3K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 26.12.2023): ``` pip install apache-beam ``` @@ -3828,16 +3828,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.1K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 54 Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 54 Β· ⏱️ 22.12.2023): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 740K Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 740K Β· ⏱️ 22.12.2023): ``` conda install -c conda-forge great-expectations ``` @@ -3849,7 +3849,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 42M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 41M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3858,42 +3858,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ38 Β· ⭐ 9.3K) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ39 Β· ⭐ 9.3K Β· πŸ“ˆ) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 24.12.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 99K Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 100K Β· ⏱️ 04.09.2023): ``` conda install -c conda-forge rq ```
Kedro (πŸ₯ˆ38 Β· ⭐ 9.1K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 18% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 18% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 360K / month Β· πŸ“¦ 72 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 72 Β· ⏱️ 13.12.2023): ``` pip install kedro ```
dbt (πŸ₯ˆ38 Β· ⭐ 8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.5K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.8K - 11% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.6K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 94K / month Β· πŸ“¦ 30 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 90K / month Β· πŸ“¦ 30 Β· ⏱️ 08.12.2023): ``` pip install dbt ``` @@ -3909,7 +3909,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 530K / month Β· πŸ“¦ 420 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 490K / month Β· πŸ“¦ 420 Β· ⏱️ 05.10.2023): ``` pip install luigi ``` @@ -3920,24 +3920,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.3K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.3K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.2K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
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zenml (πŸ₯ˆ33 Β· ⭐ 3.3K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ33 Β· ⭐ 3.4K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 350 Β· πŸ“₯ 1 Β· πŸ“¦ 300 Β· πŸ“‹ 250 - 16% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 350 Β· πŸ“₯ 1 Β· πŸ“¦ 300 Β· πŸ“‹ 250 - 17% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 14K / month Β· πŸ“¦ 2 Β· ⏱️ 21.12.2023): ``` pip install zenml ``` @@ -3949,7 +3949,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.2M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.1M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3965,7 +3965,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 96K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 88K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3976,12 +3976,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 410 - 4% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 410 - 4% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 150K / month Β· πŸ“¦ 6 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 130K / month Β· πŸ“¦ 6 Β· ⏱️ 12.12.2023): ``` pip install whylogs ``` @@ -3993,7 +3993,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 17K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 15K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -4005,7 +4005,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.4K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.6K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): ``` pip install ploomber ``` @@ -4021,7 +4021,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -4030,46 +4030,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge mleap ```
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arq (πŸ₯‰26 Β· ⭐ 1.7K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
PyFunctional (πŸ₯‰26 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 140 Β· πŸ“¦ 500 Β· πŸ“‹ 210 - 33% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 740 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): + + ``` + git clone https://github.com/EntilZha/PyFunctional + ``` +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 220K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): + ``` + pip install pyfunctional + ``` +
+
arq (πŸ₯‰26 Β· ⭐ 1.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT + +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 510 Β· πŸ“‹ 210 - 33% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 77K / month Β· πŸ“¦ 20 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 76K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.3K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.4K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ```
dbnd (πŸ₯‰26 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 33 Β· πŸ“¦ 36 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 25.12.2023): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 25.12.2023): ``` pip install dbnd ```
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PyFunctional (πŸ₯‰25 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT - -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 730 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): - - ``` - git clone https://github.com/EntilZha/PyFunctional - ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 240K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): - ``` - pip install pyfunctional - ``` -
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 93 Β· πŸ“¦ 110 Β· πŸ“‹ 71 - 33% open Β· ⏱️ 22.03.2023): @@ -4077,7 +4077,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 130K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 160K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4093,7 +4093,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7.4K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.6K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4105,7 +4105,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.2K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.7K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): ``` pip install tasktiger ``` @@ -4117,7 +4117,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 200 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 210 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4129,7 +4129,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pdpipe/pdpipe ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.5K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): +- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.4K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): ``` pip install pdpipe ``` @@ -4138,14 +4138,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pdpipe ```
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Mara Pipelines (πŸ₯‰19 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 180 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 140 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ``` @@ -4157,7 +4157,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 74 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 67 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4169,7 +4169,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 190K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 170K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4203,7 +4203,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 240M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 230M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4214,12 +4214,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 70K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 71K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 16M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 15M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): ``` pip install xlsxwriter ``` @@ -4235,7 +4235,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 120M / month Β· πŸ“¦ 7K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 120M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4250,14 +4250,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡36 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡35 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT - [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 8.9K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 840 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 840 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4304,19 +4304,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 33M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 34M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge attrs ```
more-itertools (πŸ₯‡39 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 5% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 5% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 60M / month Β· πŸ“¦ 9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 57M / month Β· πŸ“¦ 9K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4327,12 +4327,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ35 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 5.9K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.12.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.12.2023): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.2M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.6M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` @@ -4348,7 +4348,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 39M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 38M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4364,7 +4364,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ets-labs/python-dependency-injector ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1.1M / month Β· πŸ“¦ 120 Β· ⏱️ 19.12.2022): +- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 120 Β· ⏱️ 19.12.2022): ``` pip install dependency-injector ``` @@ -4375,28 +4375,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 490 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 490 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 230K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 210K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 7.9K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ```
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 9.6K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 17.12.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 9.7K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 17.12.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.9M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.8M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4412,7 +4412,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4428,7 +4428,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` @@ -4443,8 +4443,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 680 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT -- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT +- pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2

@@ -4452,18 +4452,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡43 Β· ⭐ 57K) - The Python programming language. MIT +
cpython (πŸ₯‡43 Β· ⭐ 58K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 67K - 12% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 91K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 84K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 2.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typing ``` @@ -4474,7 +4474,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7K Β· πŸ“₯ 71K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7K Β· πŸ“₯ 71K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/micropython/micropython @@ -4506,12 +4506,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 630K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 640K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 79M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 75M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4520,30 +4520,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡41 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡40 Β· ⭐ 21K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 24K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 920K Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 930K Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡39 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.9K Β· πŸ“¦ 900K Β· πŸ“‹ 320 - 10% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.9K Β· πŸ“¦ 910K Β· πŸ“‹ 320 - 10% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 99M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 96M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4559,7 +4559,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 120K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 110K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4575,7 +4575,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 130M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 120M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4591,7 +4591,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 110M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 100M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4607,7 +4607,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 35M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 36M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4618,24 +4618,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ33 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 770 Β· πŸ“‹ 420 - 13% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 790 Β· πŸ“‹ 430 - 13% open Β· ⏱️ 25.12.2023): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 42 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 180K / month Β· πŸ“¦ 42 Β· ⏱️ 27.11.2023): ``` pip install copier ```
pluggy (πŸ₯ˆ33 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 97M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 91M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` @@ -4644,14 +4644,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ33 Β· ⭐ 790) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ33 Β· ⭐ 800) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 510K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 58M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 56M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4671,19 +4671,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install keyboard ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge keyboard ```
fastcore (πŸ₯‰30 Β· ⭐ 880) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.1K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.2K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 660K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 610K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4699,7 +4699,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 190K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 180K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4710,7 +4710,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.6K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.7K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot @@ -4727,7 +4727,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 6M / month Β· πŸ“¦ 83 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.6M / month Β· πŸ“¦ 84 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4752,14 +4752,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
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python-mss (πŸ₯‰25 Β· ⭐ 910) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰25 Β· ⭐ 920) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 510K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 540K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4770,8 +4770,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... -- powerline-shell (πŸ₯‰26 Β· ⭐ 6.1K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- openpyxl (πŸ₯‰26 Β· ⭐ 67) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2023-12-28_changes.md b/history/2023-12-28_changes.md new file mode 100644 index 0000000..17bb9dd --- /dev/null +++ b/history/2023-12-28_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- docker (πŸ₯ˆ43 Β· ⭐ 6.5K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +- rq (πŸ₯ˆ39 Β· ⭐ 9.3K Β· πŸ“ˆ) - Simple job queues for Python. BSD-3 +- dill (πŸ₯ˆ36 Β· ⭐ 2.1K Β· πŸ“ˆ) - serialize all of Python. BSD-3 +- zarr (πŸ₯ˆ35 Β· ⭐ 1.3K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +- multidict (πŸ₯ˆ33 Β· ⭐ 360 Β· πŸ“ˆ) - The multidict implementation. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- pydantic (πŸ₯‡44 Β· ⭐ 17K Β· πŸ“‰) - Data validation using Python type hints. MIT +- Dagster (πŸ₯‡41 Β· ⭐ 9.2K Β· πŸ“‰) - An orchestration platform for the development, production, and.. Apache-2 +- polars (πŸ₯ˆ40 Β· ⭐ 23K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- cookiecutter (πŸ₯‡40 Β· ⭐ 21K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 +- pexpect (πŸ₯‡38 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC + diff --git a/history/2023-12-28_projects.csv b/history/2023-12-28_projects.csv new file mode 100644 index 0000000..1c70a33 --- /dev/null +++ b/history/2023-12-28_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-21 15:57:57.000,2023-12-21 15:57:56,448.0,22.0,2136,383.0,237.0,18.0,33.0,14918,2023-12-21 15:58:02.000,2023.12.21,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-12-21 16:58:32.000,2023-12-21 16:58:31,293.0,24.0,155,51.0,175.0,,3.0,2090,2023-12-21 16:58:37.000,2023.12.21,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-12-21 15:57:41.000,2023-12-21 15:57:40,291.0,22.0,41,24.0,171.0,3.0,5.0,852,2023-12-21 15:57:50.000,2023.12.21,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-12-21 16:58:32.000,2023-12-21 16:58:31,293.0,24.0,155,51.0,175.0,,3.0,2090,2023-12-21 16:58:37.000,2023.12.21,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-21 15:57:57.000,2023-12-21 15:57:56,448.0,22.0,2136,383.0,237.0,18.0,33.0,14918,2023-12-21 15:58:02.000,2023.12.21,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6876,1660.0,323.0,13.0,73.0,38694,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-21 15:57:57.000,2023-12-21 15:57:56,448.0,22.0,2136,383.0,237.0,18.0,33.0,14918,2023-12-21 15:58:02.000,2023.12.21,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2023-12-27 20:13:34.000,2023-12-27 12:07:48,34649.0,939.0,8859,599.0,13402.0,2187.0,10084.0,25304,2023-11-13 00:42:04.000,1.26.2,154.0,1714.0,54,True,2167400.0,2026119.0,numpy,conda-forge/numpy,917508.0,209475930.0,https://pypi.org/project/numpy,2023-11-12 22:51:49.000,141281.0,207832840.0,https://anaconda.org/conda-forge/numpy,2023-11-25 04:38:46.672,68522030.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2023-12-28 13:11:19.000,2023-12-28 05:07:22,16600.0,691.0,15355,2065.0,9136.0,901.0,5155.0,62407,2023-11-15 23:29:56.000,4.25.1,152.0,1184.0,52,True,581666.0,561604.0,protobuf,conda-forge/protobuf,37621339.0,164970045.0,https://pypi.org/project/protobuf,2023-11-15 23:29:56.000,16464.0,157642600.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16533272.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3598.0,6068037.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2023-12-28 12:59:25.000,2023-12-28 00:02:39,34041.0,683.0,17040,1116.0,30912.0,3609.0,22201.0,40731,2023-12-08 15:39:17.000,2.1.4,123.0,3508.0,52,True,1525991.0,1450645.0,pandas,conda-forge/pandas,240533.0,151066305.0,https://pypi.org/project/pandas,2023-12-22 20:01:52.000,75346.0,149839470.0,https://anaconda.org/conda-forge/pandas,2023-12-23 02:00:12.185,46537437.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2023-12-28 13:01:47.000,2023-12-28 12:26:37,22573.0,994.0,13299,755.0,24236.0,912.0,7647.0,33360,2023-12-18 19:16:17.000,2.8.0,174.0,3120.0,48,True,9298.0,8969.0,apache-airflow,conda-forge/airflow,578389.0,31772261.0,https://pypi.org/project/apache-airflow,2023-12-18 17:04:26.000,329.0,27918074.0,https://anaconda.org/conda-forge/airflow,2023-11-13 20:15:27.982,985444.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-12-18 18:47:29.931577,494.0,397734432.0,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2023-12-28 02:21:49.997,2023-12-27 19:09:00,5659.0,213.0,1865,242.0,717.0,179.0,2968.0,8494,2023-12-27 20:23:57.000,1.34.9,1458.0,153.0,48,True,412496.0,394290.0,boto3,conda-forge/boto3,,845501408.0,https://pypi.org/project/boto3,2023-12-27 20:23:57.000,18206.0,845085195.0,https://anaconda.org/conda-forge/boto3,2023-12-28 02:21:49.997,17897201.0,1.0,,,,,,,,,,,,,,,,,,, +12,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2023-12-27 20:46:46.000,2023-12-22 14:52:12,54177.0,161.0,23894,1931.0,50230.0,885.0,31372.0,59724,2023-12-11 20:57:49.000,2.16.2,345.0,6808.0,47,True,35583.0,31501.0,ansible,conda-forge/ansible,,4507018.0,https://pypi.org/project/ansible,2023-12-06 14:20:57.000,4082.0,4484178.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,982123.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2023-12-28 13:13:40.000,2023-12-28 12:35:33,11282.0,337.0,1726,124.0,7709.0,31.0,2320.0,5977,2023-11-28 00:48:49.000,41.0.7,121.0,302.0,47,True,620358.0,598575.0,cryptography,conda-forge/cryptography,,211737296.0,https://pypi.org/project/cryptography,2023-11-28 00:48:49.000,21783.0,210638729.0,https://anaconda.org/conda-forge/cryptography,2023-12-03 01:10:58.240,45041283.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2023-12-28 11:22:32.000,2023-12-28 11:22:32,12395.0,66.0,4575,473.0,3176.0,650.0,4367.0,22778,2023-11-22 15:18:14.000,5.3.6,203.0,1324.0,46,True,136937.0,121835.0,celery,conda-forge/celery,,8325714.0,https://pypi.org/project/celery,2023-11-22 15:16:19.000,15102.0,8289670.0,https://anaconda.org/conda-forge/celery,2023-09-05 18:58:51.808,1513889.0,1.0,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-12-07 17:41:46.000,2023-09-01 21:20:27,2402.0,,1411,184.0,1077.0,111.0,1431.0,14635,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1578510.0,1502666.0,click,conda-forge/click,196.0,160275788.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75844.0,159221067.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32696244.0,1.0,,,,,,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2023-12-27 22:35:33.000,2023-12-27 22:35:07,16727.0,157.0,1307,89.0,719.0,212.0,7406.0,8174,2023-11-02 14:52:13.000,rel_2_0_23,294.0,673.0,45,True,739094.0,691195.0,SQLAlchemy,conda-forge/sqlalchemy,47856.0,101147712.0,https://pypi.org/project/SQLAlchemy,2023-11-02 14:52:02.000,47899.0,100761911.0,https://anaconda.org/conda-forge/sqlalchemy,2023-11-02 19:25:18.675,13854399.0,1.0,,,,,,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2023-12-28 08:55:40.000,2023-12-20 13:57:12,2678.0,164.0,1552,103.0,3290.0,298.0,3231.0,17024,2023-12-22 10:39:43.000,2.5.3,128.0,458.0,44,True,321173.0,311222.0,pydantic,conda-forge/pydantic,,136608389.0,https://pypi.org/project/pydantic,2023-12-22 10:39:43.000,9951.0,136443805.0,https://anaconda.org/conda-forge/pydantic,2023-12-22 12:37:31.854,6747982.0,1.0,,,,,,,,,,,,,pydantic/pydantic,-1.0,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2023-12-28 09:02:37.414,2023-12-27 19:08:50,11756.0,227.0,3985,572.0,3644.0,576.0,4005.0,14562,2023-12-27 20:23:28.000,1.32.9,1865.0,432.0,44,True,3064.0,3.0,awscli,conda-forge/awscli,1571.0,141318190.0,https://pypi.org/project/awscli,2023-12-27 20:23:28.000,3061.0,140788207.0,https://anaconda.org/conda-forge/awscli,2023-12-28 09:02:37.414,21728315.0,1.0,,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2023-12-28 00:59:41.589,2023-12-27 19:09:03,10585.0,291.0,1036,65.0,2042.0,144.0,922.0,1368,2023-12-27 20:23:06.000,1.34.9,1856.0,202.0,44,True,306943.0,298326.0,botocore,conda-forge/botocore,,367216832.0,https://pypi.org/project/botocore,2023-12-27 20:23:06.000,8617.0,366552362.0,https://anaconda.org/conda-forge/botocore,2023-12-28 00:59:41.589,24585413.0,1.0,,,,,,,,,,,,,,,,,,, +20,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2023-12-28 12:51:34.000,2023-12-28 10:47:44,120107.0,1138.0,28479,1501.0,47066.0,8645.0,58896.0,57532,2020-07-22 03:00:52.000,0.0.6,11.0,2741.0,43,True,11.0,3.0,cpython,conda-forge/typing,,116094.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,84368.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2950520.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2023-12-25 20:25:21.000,2023-11-15 16:31:56,3870.0,26.0,1675,543.0,1056.0,197.0,1058.0,45906,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,158667.0,152941.0,rich,conda-forge/rich,,36873999.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,5726.0,36730775.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5872212.0,1.0,,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2023-12-26 21:26:34.000,2023-12-19 22:43:55,3061.0,48.0,3196,640.0,2439.0,151.0,2197.0,21539,2023-05-26 17:35:41.785,23.5.26,35.0,670.0,43,True,86011.0,85395.0,flatbuffers,conda-forge/flatbuffers,321538.0,14814114.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,338.0,13806344.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,929669.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,278.0,994734.0,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2023-12-24 20:03:24.000,2023-12-22 14:25:34,3669.0,99.0,2423,278.0,3847.0,624.0,2003.0,17801,2023-12-22 14:21:44.000,2.16.0,80.0,540.0,43,True,34211.0,33394.0,datasets,conda-forge/datasets,,6495851.0,https://pypi.org/project/datasets,2023-12-22 14:17:40.000,817.0,6479029.0,https://anaconda.org/conda-forge/datasets,2023-12-22 20:14:06.111,605624.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2023-12-25 09:26:51.000,2023-12-13 16:59:25,3498.0,77.0,1846,221.0,1279.0,21.0,664.0,16682,2023-12-13 16:59:53.000,21.0.0,323.0,552.0,43,True,197388.0,194149.0,Faker,conda-forge/faker,,10802483.0,https://pypi.org/project/Faker,2023-12-13 16:59:43.000,3239.0,10781521.0,https://anaconda.org/conda-forge/faker,2023-12-13 18:30:46.739,880435.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2023-12-27 23:45:03.000,2023-12-27 17:18:32,15538.0,378.0,1394,158.0,6578.0,631.0,3763.0,13651,2023-12-20 23:02:12.000,2.14.12,251.0,431.0,43,True,4316.0,4160.0,prefect,conda-forge/prefect,,632477.0,https://pypi.org/project/prefect,2023-12-20 23:02:12.000,156.0,619061.0,https://anaconda.org/conda-forge/prefect,2023-12-21 06:44:49.936,576897.0,1.0,,,,,,,,,,,,,,,,,,, +26,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2023-12-28 10:40:38.000,2023-12-11 22:42:39,2276.0,28.0,2473,324.0,1499.0,227.0,1394.0,11978,2023-09-26 06:51:15.000,5.0.1,119.0,423.0,43,True,27795.0,,redis,conda-forge/redis-py,,35780246.0,https://pypi.org/project/redis,2023-11-16 12:21:49.000,27795.0,35752992.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1144687.0,1.0,,,,,,,,,,,,,,,,,,, +27,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2023-12-22 10:31:03.000,2023-12-20 16:43:12,3369.0,22.0,1701,196.0,1592.0,437.0,1224.0,6484,2023-12-08 20:47:46.000,7.0.0,88.0,448.0,43,True,76951.0,72983.0,docker,conda-forge/docker-py,758.0,35674974.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,3968.0,35581422.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3928973.0,2.0,,,,,,,,,,,,,,1.0,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2023-12-23 16:23:28.000,2023-12-23 16:23:25,6635.0,115.0,564,33.0,834.0,417.0,1385.0,1470,2023-11-21 20:44:20.000,2.17.2,64.0,819.0,43,True,675630.0,638281.0,pygments,conda-forge/pygments,,75698264.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37349.0,74999301.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27259573.0,1.0,,,,,,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2023-12-28 12:49:56.000,2023-12-27 20:51:53,11134.0,340.0,1013,178.0,7359.0,2032.0,4783.0,18571,2023-12-21 00:18:21.000,3.99.0,3930.0,251.0,42,True,8137.0,7033.0,pulumi,,1798832.0,3019629.0,https://pypi.org/project/pulumi,2023-12-21 00:18:21.000,170.0,1024075.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2023-12-21 00:18:02.116,934.0,1889741.0,,,,,,,,,,,,,, +30,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2023-12-26 14:14:38.000,2023-12-18 19:43:49,3982.0,24.0,2008,317.0,770.0,1007.0,787.0,8642,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,101287.0,88283.0,paramiko,conda-forge/paramiko,,46696763.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13004.0,46596786.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4099079.0,2.0,,,,,,,,,,,,,,,,,,, +31,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2023-12-21 14:05:37.000,2023-12-21 14:04:36,37393.0,604.0,1559,301.0,8065.0,67.0,3644.0,4473,2023-12-13 20:46:13.000,google-maps-fleetengine-delivery-v0.1.3,100.0,507.0,42,True,2022.0,,google-cloud-storage,conda-forge/google-cloud-storage,,57775812.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2022.0,57675825.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4099474.0,1.0,,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2023-12-28 09:50:24.000,2023-12-26 03:50:09,16265.0,690.0,2605,378.0,24565.0,1233.0,7863.0,3959,2023-12-20 05:49:21.000,azure-mgmt-healthcareapis_2.0.0,100.0,671.0,42,True,3104.0,2379.0,azure-storage-blob,conda-forge/azure-storage-blob,,44531200.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,725.0,44505851.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1064659.0,1.0,,,,,,,,,,,,,,,,,,, +33,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2023-12-26 23:18:32.000,2023-12-26 23:18:20,4566.0,19.0,1370,198.0,474.0,1.0,2339.0,10538,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,29218.0,25487.0,peewee,conda-forge/peewee,,1592278.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3731.0,1577639.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,585585.0,1.0,,,,,,,,,,,,,,,,,,, +34,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2023-12-28 13:04:27.000,2023-12-27 21:16:34,16743.0,806.0,1130,105.0,11212.0,2247.0,4501.0,9248,2023-12-14 19:19:44.000,1.5.13,587.0,375.0,41,True,1940.0,1805.0,dagster,conda-forge/dagster,,1132205.0,https://pypi.org/project/dagster,2023-12-14 18:44:33.000,135.0,1107812.0,https://anaconda.org/conda-forge/dagster,2023-12-14 21:44:09.732,1048913.0,1.0,,,,,,,,,,,,,,-1.0,,,,, +35,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2023-12-28 12:14:06.000,2023-12-27 21:33:49,41328.0,783.0,4092,261.0,23533.0,4309.0,2103.0,7305,2023-11-17 18:45:43.000,2.52.0,104.0,1588.0,41,True,183.0,2.0,apache-beam,conda-forge/apache-beam-with-aws,,6591416.0,https://pypi.org/project/apache-beam,2023-12-26 19:37:32.000,181.0,6589269.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,57992.0,1.0,,,,,,,,,,,,,,,,,,, +36,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-12-25 13:26:29.000,2023-12-25 13:26:26,2611.0,46.0,571,59.0,345.0,31.0,770.0,4334,2023-11-16 17:08:08.000,4.20.0,100.0,109.0,41,True,517233.0,498229.0,jsonschema,conda-forge/jsonschema,130.0,101335113.0,https://pypi.org/project/jsonschema,2023-11-16 17:08:03.000,19004.0,100663859.0,https://anaconda.org/conda-forge/jsonschema,2023-11-16 18:45:00.717,25507527.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +37,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-12-22 21:52:59.000,2023-12-05 09:07:14,4340.0,52.0,530,57.0,899.0,257.0,1214.0,1963,2023-10-09 14:43:38.000,3.10.0,38.0,198.0,41,True,263241.0,248113.0,h5py,conda-forge/h5py,3032.0,15811613.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15128.0,15476710.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14064392.0,1.0,,,,,,,,,,,,,,,,,,, +38,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2023-12-23 02:49:40.000,2023-12-22 15:03:02,4550.0,133.0,5110,718.0,3932.0,203.0,7025.0,31274,2023-11-23 08:49:38.000,2.23.3,144.0,525.0,40,True,1588.0,340.0,docker-compose,conda-forge/docker-compose,89106632.0,3079702.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1357053.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,380543.0,2.0,,,,,,,,,,,,,,,,,,, +39,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2023-12-28 13:29:55.000,2023-12-28 13:25:08,8329.0,847.0,1317,140.0,7261.0,1329.0,4716.0,22550,2023-12-20 19:18:08.000,py-0.20.2,332.0,329.0,40,True,383.0,2.0,polars,,132.0,3474348.0,https://pypi.org/project/polars,2023-12-28 13:11:19.000,381.0,3474338.0,,,,2.0,,,,,,,,,,,,,,-1.0,,,,, +40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2023-12-25 20:52:18.000,2023-11-27 20:58:58,3043.0,16.0,1955,227.0,1125.0,206.0,639.0,20902,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,40,True,25967.0,24354.0,cookiecutter,conda-forge/cookiecutter,,3161459.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1613.0,3131599.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,925677.0,1.0,,,,,,,,,,,,,,-1.0,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2023-12-28 12:56:15.000,2023-12-28 12:54:57,12868.0,56.0,3091,605.0,3573.0,728.0,4264.0,16569,2023-06-17 17:37:56.000,2.2.1,45.0,604.0,40,True,12294.0,11681.0,kivy,conda-forge/kivy,34906.0,143741.0,https://pypi.org/project/kivy,2023-12-28 09:50:01.000,613.0,135698.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,332224.0,1.0,,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2023-12-28 12:56:51.000,2023-12-22 22:10:10,11850.0,249.0,1415,78.0,7252.0,149.0,1646.0,9104,2023-12-22 19:49:18.000,0.18.7,259.0,421.0,40,True,54.0,,great_expectations,conda-forge/great-expectations,,13214012.0,https://pypi.org/project/great_expectations,2023-12-22 18:20:24.000,54.0,13196751.0,https://anaconda.org/conda-forge/great-expectations,2023-12-22 20:21:15.770,742235.0,2.0,,,,,,,,,,,,,,,,,,, +43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-12-14 07:04:50.000,2023-12-14 07:04:49,1099.0,15.0,1466,229.0,490.0,14.0,634.0,7465,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,200447.0,199838.0,PyMySQL,conda-forge/pymysql,,39501026.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,609.0,39470075.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1269010.0,1.0,,,,,,,,,,,,,,,,,,, +44,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-12-26 16:02:32.000,2023-12-26 16:02:31,3268.0,21.0,628,83.0,1022.0,160.0,1042.0,6754,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,40,True,122892.0,112526.0,marshmallow,conda-forge/marshmallow,,31447323.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10366.0,31394444.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2220941.0,2.0,,,,,,,,,,,,,,,,,,, +45,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2023-12-21 18:29:21.000,2023-12-08 18:24:25,1384.0,24.0,365,65.0,547.0,119.0,547.0,4967,2023-04-16 10:50:23.776,23.1.0,27.0,151.0,40,True,930531.0,912128.0,attrs,conda-forge/attrs,,130789642.0,https://pypi.org/project/attrs,2023-04-16 10:50:23.776,18403.0,130375708.0,https://anaconda.org/conda-forge/attrs,2023-06-16 13:22:51.814,33528713.0,1.0,,,,,,,,,,,,,,,,,,, +46,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-12-13 07:06:56.000,2023-12-13 07:06:55,1586.0,36.0,1207,404.0,1340.0,52.0,1019.0,4064,2023-12-08 06:23:03.000,8.11.1,137.0,200.0,40,True,51347.0,45204.0,elasticsearch,conda-forge/elasticsearch,3546.0,16227081.0,https://pypi.org/project/elasticsearch,2023-12-08 06:23:03.000,6143.0,16204718.0,https://anaconda.org/conda-forge/elasticsearch,2023-12-08 08:04:02.493,957640.0,1.0,,,,,,,,,,,,,,,,,,, +47,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-12-01 10:50:33.000,2023-12-01 10:50:33,1499.0,10.0,384,61.0,713.0,400.0,467.0,3526,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,40,True,379551.0,372979.0,joblib,conda-forge/joblib,,41527209.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6572.0,40954151.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23495400.0,2.0,,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2023-12-27 18:10:53.000,2023-12-21 15:24:51,4912.0,148.0,992,109.0,3817.0,1106.0,3027.0,3294,2023-12-08 19:39:07.000,2023.12.0,87.0,463.0,40,True,25133.0,23011.0,xarray,conda-forge/xarray,,3799580.0,https://pypi.org/project/xarray,2023-12-08 19:39:07.000,2122.0,3570189.0,https://anaconda.org/conda-forge/xarray,2023-12-08 22:05:21.882,9405069.0,2.0,,,,,,,,,,,,,,,,,,, +49,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-12-04 05:49:04.000,2023-10-22 20:53:42,936.0,10.0,566,226.0,249.0,87.0,258.0,9752,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,110026.0,108092.0,uvloop,conda-forge/uvloop,426.0,9471607.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1934.0,9453852.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,674569.0,1.0,,,,,,,,,,,,,,,,,,, +50,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-12-24 03:16:18.000,2023-12-24 03:16:18,1810.0,14.0,1361,210.0,870.0,163.0,941.0,9287,2023-06-22 02:17:03.239,1.15.1,76.0,303.0,39,True,17156.0,15373.0,rq,conda-forge/rq,,1484348.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1783.0,1481658.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,99534.0,2.0,,,,,,,,,,,,,,1.0,,,,, +51,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2023-12-22 22:28:22.000,2023-12-13 08:44:43,2734.0,29.0,734,150.0,749.0,599.0,556.0,8745,2023-12-13 09:51:12.000,3.0.43,127.0,223.0,39,True,1685.0,,prompt_toolkit,conda-forge/prompt-toolkit,,37953689.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1685.0,37443861.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20393131.0,2.0,,,,,,,,,,,,,,,,,,, +52,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,5.0,667,135.0,673.0,97.0,399.0,8444,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,88309.0,83488.0,arrow,conda-forge/arrow,,21383288.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4821.0,21299368.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3524661.0,1.0,,,,,,,,,,,,,,,,,,, +53,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,12.0,1359,148.0,972.0,297.0,1194.0,5412,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,24725.0,23285.0,kafka-python,conda-forge/kafka-python,1834.0,7221170.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1440.0,7215757.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,426432.0,2.0,,,,,,,,,,,,,,,,,,, +54,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2023-12-23 21:37:44.000,2023-12-19 23:42:23,5493.0,74.0,1190,240.0,1459.0,14.0,,3977,2023-11-29 15:44:00.000,4.6.1,136.0,206.0,39,True,20222.0,,pymongo,conda-forge/pymongo,,23081448.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20222.0,23046786.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1421149.0,2.0,,,,,,,,,,,,,,,,,,, +55,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2023-12-23 19:14:04.000,2023-12-23 19:14:01,1566.0,25.0,262,40.0,505.0,15.0,264.0,3301,2023-08-04 13:37:51.000,10.1.0,44.0,113.0,39,True,213759.0,204718.0,more-itertools,conda-forge/more-itertools,2871.0,57086034.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,9041.0,56765047.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13480030.0,1.0,,,,,,,,,,,,,,,,,,, +56,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2023-11-14 16:51:42.838,2023-11-01 10:45:52,3078.0,16.0,491,72.0,295.0,19.0,1257.0,3113,2023-10-03 12:45:27.000,2.9.9,62.0,135.0,39,False,752341.0,690722.0,psycopg2,psycopg2,,14550575.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61599.0,14547959.0,https://anaconda.org/anaconda/psycopg2,2023-11-14 16:51:42.838,253792.0,2.0,,,,,,,,,,,,,,,20.0,,,, +57,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-12-21 03:33:51.425,2023-12-20 17:06:28,1785.0,44.0,210,19.0,141.0,100.0,927.0,2277,2023-12-20 17:06:21.000,rel_1_13_1,123.0,182.0,39,True,207407.0,195828.0,alembic,conda-forge/alembic,,32151085.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11579.0,32049683.0,https://anaconda.org/conda-forge/alembic,2023-12-21 03:33:51.425,3954685.0,2.0,,,,,,,,,,,,,,,,,,, +58,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-20 03:58:16.000,2023-11-20 03:58:10,1175.0,8.0,260,24.0,174.0,34.0,290.0,2011,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,39,True,940315.0,907950.0,pyparsing,conda-forge/pyparsing,8940.0,97557212.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32365.0,95988714.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40777300.0,1.0,,,,,,,,,,,,,,,,,,, +59,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2023-12-26 15:42:48.000,2023-12-22 21:02:06,2263.0,53.0,296,20.0,843.0,218.0,409.0,712,2023-12-11 21:19:52.000,2023.12.2,76.0,217.0,39,True,83370.0,82525.0,fsspec,conda-forge/fsspec,,178113609.0,https://pypi.org/project/fsspec,2023-12-11 21:19:52.000,845.0,177756160.0,https://anaconda.org/conda-forge/fsspec,2023-12-11 23:09:10.148,15370312.0,1.0,,,,,,,,,,,,,,,,,,, +60,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2023-12-12 10:46:08.000,2023-12-03 20:55:16,1999.0,23.0,202,26.0,605.0,99.0,197.0,591,2023-11-27 13:30:30.000,5.14.0,50.0,118.0,39,True,402444.0,387678.0,traitlets,conda-forge/traitlets,293.0,34058006.0,https://pypi.org/project/traitlets,2023-11-27 13:30:23.000,14766.0,33423074.0,https://anaconda.org/conda-forge/traitlets,2023-11-27 14:37:47.113,24761801.0,1.0,,,,,,,,,,,,,,,,,,, +61,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2023-12-18 21:57:55.000,2023-12-01 21:55:41,7335.0,216.0,1225,343.0,244.0,39.0,446.0,13395,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,998.0,993.0,tink,,1097.0,258629.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,258426.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,189.0,,,,,,,,,,,,,, +62,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2023-12-25 19:49:13.000,2023-12-22 19:03:58,3065.0,215.0,848,107.0,1578.0,307.0,1364.0,9067,2023-12-13 13:49:01.000,0.19.1,48.0,218.0,38,True,2141.0,2069.0,kedro,,,346807.0,https://pypi.org/project/kedro,2023-12-13 13:49:01.000,72.0,346807.0,,,,2.0,,,,,,,,,,,,,,,,,,, +63,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2023-12-28 09:08:52.000,2023-12-22 18:08:42,6481.0,74.0,1400,135.0,4159.0,573.0,4280.0,7992,2023-12-14 20:32:51.000,1.7.4,203.0,302.0,38,True,3950.0,3920.0,dbt,conda-forge/dbt,3619.0,93604.0,https://pypi.org/project/dbt,2023-12-08 18:36:22.000,30.0,90447.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,251304.0,2.0,,,,,,,,,,,,,,,,dbt,,, +64,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2023-12-26 05:37:11.000,2023-12-20 23:20:41,1726.0,20.0,3310,139.0,880.0,130.0,1172.0,6201,2023-09-18 17:33:52.000,28.1.0,91.0,189.0,38,True,1456.0,,kubernetes,conda-forge/kubernetes,,18821970.0,https://pypi.org/project/kubernetes,2023-12-18 22:19:21.000,1456.0,18811109.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,467024.0,2.0,,,,,,,,,,,,,,,,,,, +65,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2023-12-27 22:24:07.000,2023-12-27 22:24:06,4113.0,30.0,1225,138.0,1112.0,377.0,1334.0,4107,2023-03-03 10:28:06.959,0.27.0,72.0,389.0,38,True,26089.0,22492.0,mongoengine,conda-forge/mongoengine,,1306883.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3597.0,1300806.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,230953.0,2.0,,,,,,,,,,,,,,,,,,, +66,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-12-21 19:51:03.000,2023-11-25 04:18:18,2739.0,25.0,1223,202.0,1237.0,195.0,1803.0,3315,2023-11-17 18:40:04.000,4.3.0,43.0,229.0,38,True,4327.0,4062.0,netmiko,,,193479.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,265.0,193479.0,,,,2.0,,,,,,,,,,,,,,,,,,, +67,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2023-12-28 06:52:55.000,2023-12-27 22:45:07,2864.0,17.0,464,63.0,212.0,65.0,508.0,2569,2023-12-28 07:36:16.000,3.19.1x,48.0,145.0,38,True,86259.0,84593.0,pycryptodomex,conda-forge/pycryptodomex,233.0,29694191.0,https://pypi.org/project/pycryptodomex,2023-12-28 06:52:55.000,1666.0,29656282.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1554211.0,2.0,,,,,,,,,,,,,,,,,,, +68,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2023-11-26 04:04:28.000,2023-11-25 05:24:37,1628.0,1.0,464,92.0,307.0,183.0,329.0,2470,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,354991.0,338732.0,pexpect,conda-forge/pexpect,4369.0,53779718.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16259.0,53596432.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16859136.0,1.0,,,,,,,,,,,,,,-1.0,,,,, +69,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-12-02 22:44:25.000,2023-11-14 16:25:37,322.0,2.0,504,53.0,264.0,271.0,311.0,2343,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1116972.0,1039323.0,pyyaml,conda-forge/pyyaml,,231994137.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77649.0,230941633.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41047690.0,1.0,,,,,,,,,,,,,,,,,,, +70,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-12-21 23:45:31.152,2023-12-21 21:58:06,987.0,27.0,232,53.0,156.0,21.0,217.0,1554,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,332868.0,322395.0,greenlet,conda-forge/greenlet,,88554690.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10473.0,88350449.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8578154.0,2.0,,,,,,,,,,,,,,,,,,, +71,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2023-12-21 15:06:24.000,2023-12-21 15:05:41,1739.0,49.0,313,53.0,1137.0,69.0,555.0,680,2023-12-13 23:13:37.000,3.14.1,153.0,141.0,38,True,25934.0,24781.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,36816688.0,https://pypi.org/project/google-cloud-bigquery,2023-12-13 23:13:37.000,1153.0,36749022.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-12-14 06:18:59.317,2774340.0,2.0,,,,,,,,,,,,,,,,,,, +72,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2023-12-21 20:25:05.000,2023-12-17 16:24:46,4089.0,4.0,2379,478.0,2285.0,121.0,880.0,16987,2023-10-05 11:21:35.000,3.4.0,80.0,609.0,37,True,2693.0,2276.0,luigi,luigi,,488062.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,415.0,487910.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14334.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +73,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-12-27 13:44:45.000,2023-12-10 20:20:18,367.0,121.0,534,155.0,312.0,194.0,153.0,11849,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,37,True,9033.0,8855.0,sqlmodel,conda-forge/sqlmodel,,612736.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,178.0,611874.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,24139.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,, +74,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2023-12-28 12:51:47.000,2023-12-21 15:39:11,2728.0,98.0,629,116.0,2939.0,710.0,3212.0,9199,2023-12-14 15:17:09.000,0.26.0,90.0,124.0,37,True,1304.0,1270.0,modin,conda-forge/modin-core,196758.0,844357.0,https://pypi.org/project/modin,2023-12-14 14:59:39.000,34.0,831537.0,https://anaconda.org/conda-forge/modin-core,2023-12-15 11:31:55.574,284020.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-12-08 12:39:27.000,2023-07-07 17:27:15,356.0,,374,35.0,228.0,40.0,230.0,6740,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,650237.0,640639.0,python-dotenv,conda-forge/python-dotenv,,33986046.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9598.0,33915312.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2900096.0,2.0,,,,,,,,,,,,,,,,,,, +76,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,457.0,6092,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,37,True,130898.0,122706.0,watchdog,conda-forge/watchdog,,12211014.0,https://pypi.org/project/watchdog,2023-07-20 15:43:30.598,8192.0,12147696.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2659395.0,2.0,,,,,,,,,,,,,,,,,,, +77,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2023-12-21 07:51:20.000,2023-12-21 07:51:20,1186.0,11.0,584,136.0,326.0,33.0,222.0,4350,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,37,True,91263.0,89983.0,tablib,conda-forge/tablib,,1691151.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1690052.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93489.0,1.0,,,,,,,,,,,,,,,,,,, +78,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2023-12-25 09:26:43.000,2023-12-24 00:14:51,2300.0,46.0,653,62.0,1465.0,35.0,999.0,3688,2023-11-13 19:02:13.000,3.4.2,143.0,141.0,37,True,1405.0,1340.0,awswrangler,conda-forge/awswrangler,220306.0,38145926.0,https://pypi.org/project/awswrangler,2023-11-13 17:56:17.000,65.0,38131147.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,446054.0,2.0,,,,,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +79,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-12-09 01:28:45.000,2023-11-08 17:22:41,1363.0,23.0,615,119.0,128.0,10.0,898.0,3390,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,74603.0,70596.0,xlsxwriter,conda-forge/xlsxwriter,,15098038.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4007.0,15026578.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3072786.0,3.0,,,,,,,,,,,,,,,,,,, +80,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2023-12-28 13:07:29.000,2023-12-27 00:27:43,7173.0,741.0,461,80.0,5305.0,105.0,2325.0,3324,2023-12-18 23:17:03.000,7.2.0,71.0,239.0,37,True,957.0,904.0,ibis-framework,conda-forge/ibis-framework,111.0,129010.0,https://pypi.org/project/ibis-framework,2023-12-24 00:02:48.000,53.0,121470.0,https://anaconda.org/conda-forge/ibis-framework,2023-12-19 18:18:56.725,316521.0,2.0,,,,,,,,,,,,,,,,,,, +81,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2023-12-21 09:38:13.000,2023-12-21 09:38:13,1511.0,14.0,457,133.0,562.0,318.0,375.0,2393,2023-11-17 10:47:56.000,1.2.0,30.0,133.0,37,True,26827.0,25535.0,dateparser,conda-forge/dateparser,,4805279.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1292.0,4800769.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,189438.0,2.0,,,,,,,,,,,,,,,,,,, +82,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,26.0,143,42.0,113.0,23.0,151.0,1939,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,37,True,328100.0,325773.0,pyrsistent,conda-forge/pyrsistent,,35328680.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2327.0,34829180.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20479533.0,1.0,,,,,,,,,,,,,,,,,,, +83,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2023-12-25 19:45:55.000,2023-12-25 19:45:54,934.0,38.0,114,27.0,303.0,58.0,276.0,1473,2023-12-16 17:06:55.000,4.2.0,50.0,44.0,37,True,218295.0,217584.0,anyio,conda-forge/anyio,,77090589.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,76818438.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,11702502.0,2.0,,,,,,,,,,,,,,,,,,, +84,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1171,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,True,323501.0,306152.0,future,conda-forge/future,,31139715.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17349.0,30996783.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12720966.0,1.0,,,,,,,,,,,,,,,,,,, +85,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2023-12-26 03:14:35.000,2023-12-26 03:14:28,571.0,46.0,195,27.0,576.0,10.0,124.0,1074,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,202250.0,194114.0,bcrypt,conda-forge/bcrypt,,48960640.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8136.0,48851129.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4380472.0,3.0,,,,,,,,,,,,,,,,,,, +86,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,951,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,37,True,2101906.0,1965932.0,six,conda-forge/six,,190198111.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,135974.0,189645167.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,50317974.0,1.0,,,,,,,,,,,,,,,,,,, +87,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2023-12-23 04:32:04.000,2023-11-13 18:49:58,289.0,2.0,1407,375.0,166.0,144.0,180.0,25719,2022-12-12 20:38:05.885,0.5.0,10.0,61.0,36,True,30147.0,28230.0,fire,conda-forge/fire,,6249269.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1917.0,6238693.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,824976.0,2.0,,,,,,,,,,,,,,,,,,, +88,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-12-05 04:37:38.000,2023-09-23 23:05:56,1604.0,,1984,464.0,552.0,472.0,1310.0,14374,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,166.0,21.0,fabric,conda-forge/fabric,,4601082.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,145.0,4598806.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,79660.0,3.0,,,,,,,,,,,,,,,,,,, +89,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-12-09 14:44:05.000,2023-11-26 22:23:44,6867.0,40.0,1758,230.0,3076.0,730.0,2776.0,12880,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10931.0,10586.0,pysimplegui,conda-forge/pysimplegui,,489853.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,345.0,487311.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,132205.0,2.0,,,,,,,,,,,,,,,,,,, +90,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2023-12-10 09:31:47.000,2023-12-10 09:31:47,395.0,6.0,965,215.0,184.0,156.0,294.0,11272,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,32322.0,30867.0,schedule,conda-forge/schedule,,1873063.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1455.0,1871698.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,47809.0,3.0,,,,,,,,,,,,,,,,,,, +91,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-12-21 16:32:38.000,2023-12-16 21:30:31,835.0,13.0,391,69.0,277.0,226.0,317.0,5873,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,25492.0,24213.0,pendulum,conda-forge/pendulum,430.0,17861904.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1279.0,17840235.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,888286.0,2.0,,,,,,,,,,,,,,,,,,, +92,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-12-13 18:27:34.891,2023-12-12 11:39:43,2663.0,11.0,479,122.0,555.0,310.0,1502.0,2761,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,36,True,30928.0,30285.0,xlwings,conda-forge/xlwings,19281.0,158128.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,643.0,141543.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,697270.0,2.0,,,,,,,,,,,,,,,,,,, +93,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2023-12-15 15:20:16.416,2023-12-15 05:12:50,1082.0,10.0,467,55.0,299.0,11.0,320.0,2352,2023-12-13 13:40:11.000,2.2.1,37.0,84.0,36,True,156746.0,149502.0,mysqlclient,conda-forge/mysqlclient,5273.0,5024451.0,https://pypi.org/project/mysqlclient,2023-12-13 13:40:11.000,7244.0,5016672.0,https://anaconda.org/conda-forge/mysqlclient,2023-12-15 15:20:16.416,316499.0,2.0,,,,,,,,,,,,,,,,,,, +94,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2023-12-27 11:06:38.000,2023-11-13 16:35:34,1579.0,4.0,455,45.0,633.0,341.0,404.0,2181,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5482.0,,python-dateutil,conda-forge/python-dateutil,35065.0,220396868.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5482.0,219827628.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,51770609.0,2.0,,,,,,,,,,,,,,,,,,, +95,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2023-12-22 06:29:23.000,2023-12-22 06:28:24,1000.0,3.0,172,23.0,154.0,169.0,329.0,2055,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,36,True,137318.0,133299.0,dill,conda-forge/dill,291366.0,43149699.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,4019.0,43010069.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5764165.0,2.0,,,,,,,,,,,,,,1.0,,,,, +96,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,4.0,331,66.0,124.0,20.0,177.0,1610,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,36,True,138152.0,117172.0,simplejson,conda-forge/simplejson,6390.0,18994257.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20980.0,18923385.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3044641.0,2.0,,,,,,,,,,,,,,,,,,, +97,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2023-12-27 18:54:47.000,2023-12-27 18:54:31,2220.0,117.0,464,17.0,1110.0,98.0,389.0,1252,2023-12-18 17:48:23.000,0.39,67.0,221.0,36,True,14679.0,14219.0,holidays,conda-forge/holidays,189.0,6364618.0,https://pypi.org/project/holidays,2023-12-18 17:55:24.000,460.0,6273310.0,https://anaconda.org/conda-forge/holidays,2023-12-18 23:40:21.303,3743593.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,,, +98,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2023-12-11 09:40:11.000,2023-10-30 14:18:42,532.0,12.0,2038,378.0,462.0,343.0,186.0,32225,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1310.0,1272.0,diagrams,conda-forge/diagrams,,119025.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,38.0,114966.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,174573.0,2.0,,,,,,,,,,,,,,,,,,, +99,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2023-12-28 09:33:12.000,2023-12-27 04:35:31,15508.0,320.0,7042,734.0,5771.0,1718.0,3694.0,17674,2023-12-27 12:58:56.000,1.22.0,16.0,612.0,35,True,14.0,,micropython-_markupbase,,70875.0,932.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +100,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,163.0,110.0,260.0,186.0,7866,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,120748.0,108287.0,docopt,conda-forge/docopt,,11359675.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12461.0,11337864.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2006673.0,2.0,,,,,,,,,,,,,,,,,,, +101,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-12-21 10:34:46.923,2023-12-02 20:20:58,1534.0,15.0,348,142.0,202.0,66.0,106.0,6323,2023-11-01 07:04:40.000,23.1.1,53.0,88.0,35,True,6422.0,5983.0,boltons,conda-forge/boltons,25.0,3692895.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,439.0,3601655.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,3832104.0,2.0,,,,,,,,,,,,,,,,,,, +102,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-12-22 18:40:45.000,2023-10-26 14:26:36,614.0,7.0,186,33.0,86.0,1.0,359.0,5165,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,35,True,69484.0,68251.0,orjson,conda-forge/orjson,,14557855.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1233.0,14534023.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1024796.0,2.0,,,,,,,,,,,,,,,,,,, +103,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4415,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,False,130586.0,127062.0,toolz,conda-forge/toolz,,21281011.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3524.0,21070454.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18950198.0,2.0,,,,,,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2023-12-11 01:19:21.996,2023-12-10 21:11:20,901.0,13.0,371,87.0,271.0,26.0,318.0,4174,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4504.0,,ujson,conda-forge/ujson,,8400048.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4504.0,8293261.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4485081.0,2.0,,,,,,,,,,,,,,,,,,, +105,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2023-12-22 18:51:57.000,2023-12-22 16:29:17,1040.0,7.0,836,422.0,394.0,157.0,1156.0,3732,2023-11-13 12:01:30.000,8.11.0,37.0,133.0,35,True,10818.0,9833.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,2917068.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,985.0,2916952.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8364.0,2.0,,,,,,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-12-28 03:47:55.000,2023-12-20 06:29:44,1621.0,18.0,455,88.0,113.0,9.0,166.0,3347,2023-12-20 06:37:47.000,8.13.27,236.0,30.0,35,True,1461.0,,phonenumbers,conda-forge/phonenumbers,,4913978.0,https://pypi.org/project/phonenumbers,2023-12-20 06:37:47.000,1461.0,4886389.0,https://anaconda.org/conda-forge/phonenumbers,2023-12-20 09:18:01.007,855288.0,1.0,,,,,,,,,,,,,,,,,,, +107,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3316,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,852384.0,830604.0,colorama,conda-forge/colorama,,118890051.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21780.0,118590770.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27533887.0,2.0,,,,,,,,,,,,,,,,,,, +108,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,3.0,238,50.0,266.0,13.0,333.0,3060,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,35,True,16231.0,15084.0,cerberus,conda-forge/cerberus,,5967169.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1147.0,5952167.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,360061.0,2.0,,,,,,,,,,,,,,,,,,, +109,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,314.0,3039,,,21.0,83.0,35,True,742162.0,724847.0,pycparser,conda-forge/pycparser,,124865587.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17315.0,124452430.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36357898.0,2.0,,,,,,,,,,,,,,,,,,, +110,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-27 21:20:39.000,2023-11-01 04:01:28,505.0,14.0,571,125.0,223.0,57.0,974.0,2777,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,35,False,55175.0,52968.0,pyodbc,conda-forge/pyodbc,,23842234.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2207.0,23810312.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1213059.0,2.0,,,,,,,,,,,,,,,,,,, +111,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-12-22 15:08:13.000,2023-12-15 20:59:36,1762.0,17.0,210,91.0,241.0,,,2254,2023-11-14 21:54:12.000,3.3.2,47.0,47.0,35,True,79195.0,77997.0,motor,conda-forge/motor,,1396723.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1198.0,1395062.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,63121.0,2.0,,,,,,,,,,,,,,,,,,, +112,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,22.0,218,44.0,69.0,50.0,142.0,1918,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11912.0,,wrapt,conda-forge/wrapt,,103207609.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11912.0,102851325.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13538801.0,2.0,,,,,,,,,,,,,,,,,,, +113,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-12-04 09:37:39.000,2023-11-14 07:16:07,1076.0,38.0,209,26.0,167.0,66.0,216.0,1817,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,35,True,9751.0,8912.0,deepdiff,conda-forge/deepdiff,,11601558.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,839.0,11592501.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,380417.0,1.0,,,,,,,,,,,,,,,,,,, +114,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-12-15 12:50:24.000,2023-12-14 11:13:44,477.0,13.0,211,36.0,254.0,41.0,209.0,1792,2023-11-17 11:13:10.000,0.14.1,48.0,96.0,35,True,16171.0,14801.0,voluptuous,conda-forge/voluptuous,,3663999.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1370.0,3654883.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,337324.0,2.0,,,,,,,,,,,,,,,,,,, +115,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-11-23 17:38:33.000,2023-11-23 17:38:33,437.0,13.0,162,29.0,282.0,85.0,166.0,1500,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2967.0,,cloudpickle,conda-forge/cloudpickle,27.0,35476742.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2967.0,35098605.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15503645.0,2.0,,,,,,,,,,,,,,,,,,, +116,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-12-10 17:13:42.175,2023-12-10 15:15:33,762.0,23.0,125,34.0,217.0,50.0,202.0,1318,2023-12-10 15:15:56.000,3.2.1,124.0,71.0,35,True,50838.0,48617.0,argcomplete,conda-forge/argcomplete,327.0,22774183.0,https://pypi.org/project/argcomplete,2023-12-10 15:15:56.000,2221.0,22738867.0,https://anaconda.org/conda-forge/argcomplete,2023-12-10 17:13:42.175,1447841.0,2.0,,,,,,,,,,,,,,,,,,, +117,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2023-12-27 17:47:55.000,2023-12-27 10:32:02,1867.0,45.0,225,45.0,895.0,278.0,398.0,1268,2023-08-18 14:29:58.000,2.16.1,73.0,95.0,35,True,3567.0,3094.0,zarr,conda-forge/zarr,,495192.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,473.0,426448.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2818509.0,2.0,,,,,,,,,,,,,,1.0,,,,, +118,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2023-12-15 15:11:58.000,2023-12-15 15:11:58,4826.0,134.0,265,60.0,375.0,165.0,550.0,1243,2023-11-27 12:13:28.000,3.9.2,46.0,127.0,35,True,2613.0,,tables,conda-forge/pytables,182.0,924432.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2613.0,759674.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6755015.0,2.0,,,,,,,,,,,,,,,,,,, +119,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-12-03 23:38:08.000,2023-12-03 23:38:08,1393.0,17.0,160,34.0,167.0,70.0,235.0,1175,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,35,True,2437.0,,jsonpickle,conda-forge/jsonpickle,,9565855.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2437.0,9515934.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1597475.0,2.0,,,,,,,,,,,,,,,,,,, +120,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2023-12-05 10:16:14.000,2023-12-05 10:16:12,523.0,13.0,84,23.0,284.0,30.0,75.0,1174,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,35,True,19656.0,19394.0,cleo,conda-forge/cleo,,25971994.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,262.0,25955307.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,634139.0,2.0,,,,,,,,,,,,,python-poetry/cleo,,,,,, +121,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-12-26 15:17:10.000,2023-12-26 15:17:09,2073.0,32.0,148,19.0,165.0,60.0,444.0,1141,2023-11-12 22:31:41.000,24.3.0,192.0,118.0,35,True,4264.0,,keyring,conda-forge/keyring,,41114263.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4264.0,41015080.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4066539.0,3.0,,,,,,,,,,,,,,,,,,, +122,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,148.0,271.0,1120,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,35,True,34008.0,33299.0,py4j,conda-forge/py4j,,35648992.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,709.0,35594299.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4813008.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,,, +123,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-12-16 02:49:30.000,2023-12-16 02:49:30,1026.0,16.0,255,18.0,397.0,127.0,314.0,769,2023-12-11 21:57:22.000,2023.12.2,66.0,134.0,35,True,16745.0,16001.0,s3fs,conda-forge/s3fs,,185800255.0,https://pypi.org/project/s3fs,2023-12-11 21:57:22.000,744.0,185638432.0,https://anaconda.org/conda-forge/s3fs,2023-12-12 00:58:34.720,6472944.0,2.0,,,,,,,,,,,,,,,,,,, +124,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2023-12-25 16:51:34.000,2023-12-18 22:32:48,285.0,12.0,91,15.0,188.0,11.0,92.0,612,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,373336.0,370473.0,filelock,conda-forge/filelock,,103429002.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2863.0,103050118.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16292031.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,,, +125,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-12-21 22:27:04.005,2023-12-21 19:12:29,604.0,40.0,127,17.0,238.0,50.0,36.0,190,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,267282.0,262912.0,s3transfer,conda-forge/s3transfer,,287031634.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4370.0,286572622.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17442484.0,2.0,,,,,,,,,,,,,,,,,,, +126,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-12-08 09:05:01.000,2023-11-18 22:08:03,2432.0,2.0,1222,230.0,476.0,145.0,1012.0,8062,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,34,True,11978.0,10021.0,supervisor,conda-forge/supervisor,,1570989.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1957.0,1563515.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,284049.0,2.0,,,,,,,,,,,,,,,,,,, +127,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2023-12-28 13:06:02.000,2023-12-28 07:50:04,8614.0,309.0,552,83.0,2246.0,52.0,390.0,7307,2023-12-21 15:53:46.000,3.8.13,154.0,124.0,34,True,2623.0,2569.0,hub,,,2229.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,2229.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +128,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-11-20 17:54:24.000,2023-11-20 17:54:24,1464.0,2.0,542,135.0,235.0,7.0,464.0,6773,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16404.0,13758.0,sh,conda-forge/sh,,5071806.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2646.0,5066836.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,188891.0,2.0,,,,,,,,,,,,,,,,,,, +129,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-12-21 20:10:23.000,2023-12-21 20:10:21,1914.0,61.0,597,130.0,332.0,35.0,859.0,5680,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1886.0,1515.0,csvkit,conda-forge/csvkit,,195816.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,371.0,192491.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,103099.0,2.0,,,,,,,,,,,,,,,,,,, +130,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5285,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,67110.0,61415.0,xmltodict,conda-forge/xmltodict,,29743556.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5695.0,29702959.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3572539.0,2.0,,,,,,,,,,,,,,,,,,, +131,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2023-12-16 05:35:48.000,2023-11-21 00:41:16,550.0,16.0,797,71.0,415.0,95.0,422.0,3658,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,34,True,844.0,,prometheus_client,conda-forge/prometheus_client,,24674449.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,844.0,24327907.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,14901310.0,2.0,,,,,,,,,,,,,,,,,,, +132,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2023-12-19 16:42:35.000,2023-12-19 16:42:34,729.0,11.0,316,33.0,507.0,107.0,371.0,3369,2023-10-31 18:44:59.000,3.2.4,86.0,119.0,34,True,7946.0,7658.0,dynaconf,conda-forge/dynaconf,,1848914.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,288.0,1847258.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,62947.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +133,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-12-21 04:14:38.000,2023-12-21 04:13:59,1274.0,10.0,185,51.0,323.0,127.0,223.0,2717,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6043.0,5571.0,plumbum,conda-forge/plumbum,,2396823.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,472.0,2385003.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,992917.0,3.0,,,,,,,,,,,,,,,,,,, +134,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,3.0,312,46.0,111.0,16.0,188.0,2454,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,54310.0,50970.0,python-magic,conda-forge/python-magic,,6089737.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3340.0,6083477.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,237909.0,2.0,,,,,,,,,,,,,,,,,,, +135,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-12-23 18:56:31.463,2023-12-13 11:40:50,831.0,14.0,203,61.0,103.0,68.0,297.0,2072,2023-12-11 13:19:16.000,2.8.8,52.0,71.0,34,True,3223.0,,numexpr,conda-forge/numexpr,522.0,5546019.0,https://pypi.org/project/numexpr,2023-12-11 13:19:16.000,3223.0,5366987.0,https://anaconda.org/conda-forge/numexpr,2023-12-23 18:56:31.463,7519115.0,2.0,,,,,,,,,,,,,,,,,,, +136,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2019,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39455.0,5.0,chardet,conda-forge/chardet,,53671575.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39447.0,53100830.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22256494.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,66.0,,,,,,,,,,,,,, +137,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2023-12-19 21:05:51.000,2023-12-03 10:50:26,9954.0,42.0,931,85.0,1779.0,75.0,124.0,1979,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,34,True,861.0,,apache-libcloud,,,188756.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,188756.0,,,,2.0,,,,,,,,,,,,,,,,,,, +138,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-12-22 05:57:55.121,2023-12-21 23:24:17,6039.0,13.0,576,78.0,1113.0,13.0,,1362,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,34,True,6686.0,5983.0,cassandra-driver,conda-forge/cassandra-driver,,1579597.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,703.0,1574819.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,191159.0,2.0,,,,,,,,,,,,,,,,,,, +139,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,190.0,238.0,1171,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,29078.0,26917.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4856092.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2161.0,4849892.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,539438.0,2.0,,,,,,,,,,,,,,,,,,, +140,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-12-28 06:17:53.000,2023-11-16 21:49:07,517.0,67.0,125,24.0,68.0,22.0,161.0,869,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,34,True,18449.0,18107.0,anytree,conda-forge/anytree,,956421.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,342.0,955594.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36423.0,1.0,,,,,,,,,,,,,,,,,,, +141,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2023-12-28 12:32:57.000,2023-12-27 21:55:17,1161.0,42.0,294,31.0,843.0,7.0,527.0,720,2023-12-27 22:09:14.000,7.2.2,109.0,125.0,34,True,6575.0,6104.0,minio,conda-forge/minio,,1610495.0,https://pypi.org/project/minio,2023-12-27 21:55:10.000,471.0,1606660.0,https://anaconda.org/conda-forge/minio,2023-12-27 22:55:35.368,153428.0,2.0,,,,,,,,,,,,,,,,,,, +142,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-12-18 19:34:37.000,2023-12-15 00:23:40,383.0,20.0,155,61.0,383.0,42.0,294.0,404,2023-12-12 14:47:14.000,0.20.0,44.0,48.0,34,True,9124.0,8789.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7738425.0,https://pypi.org/project/pandas-gbq,2023-12-12 14:47:14.000,335.0,7689304.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1866456.0,2.0,,,,,,,,,,,,,,,,,,, +143,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2023-12-15 08:10:36.000,2023-12-15 08:10:35,347.0,25.0,50,13.0,62.0,9.0,38.0,364,2023-11-21 19:57:19.000,0.2.12,24.0,19.0,34,True,499297.0,485736.0,wcwidth,conda-forge/wcwidth,,51362137.0,https://pypi.org/project/wcwidth,2023-11-21 19:57:19.000,13561.0,50827158.0,https://anaconda.org/conda-forge/wcwidth,2023-11-21 23:08:20.164,22469146.0,3.0,,,,,,,,,,,,,,,,,,, +144,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,237,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,460177.0,445063.0,pyasn1,conda-forge/pyasn1,,161488202.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15114.0,156940692.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13642530.0,3.0,,,,,,,,,,,,,,,,,,, +145,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-12-28 05:40:21.000,2023-12-10 20:18:56,479.0,8.0,509,69.0,301.0,208.0,167.0,12735,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2874.0,21.0,typer,conda-forge/typer,,13313522.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2853.0,13269697.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1928330.0,3.0,,,,,,,,,,,,,,,,,,, +146,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-12-19 02:27:08.000,2023-12-19 02:27:08,2777.0,4.0,623,149.0,490.0,240.0,1009.0,11631,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2567.0,2516.0,dearpygui,,,49562.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,51.0,49562.0,,,,2.0,,,,,,,,,,,,,,,,,,, +147,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-12-19 00:26:00.000,2023-12-18 08:20:45,483.0,5.0,247,48.0,197.0,91.0,148.0,5574,2023-08-14 13:22:49.000,8.2.3,53.0,87.0,33,True,1694.0,,tenacity,conda-forge/tenacity,,37759524.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1694.0,37607764.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5766904.0,2.0,,,,,,,,,,,,,,,,,,, +148,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2023-12-06 08:46:36.000,2023-12-06 08:46:35,1191.0,7.0,338,42.0,488.0,486.0,505.0,4011,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6937.0,6835.0,tortoise-orm,conda-forge/tortoise-orm,13.0,106482.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,102.0,105936.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16381.0,3.0,,,,,,,,,,,,,,,,,,, +149,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-12-26 21:31:22.000,2023-09-25 09:31:59,4024.0,,238,89.0,79.0,316.0,332.0,3430,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4165.0,3800.0,pony,conda-forge/pony,81.0,110207.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,365.0,107568.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97667.0,3.0,,,,,,,,,,,,,,,,,,, +150,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2023-12-28 12:25:17.000,2023-12-22 14:18:02,6131.0,218.0,353,41.0,1969.0,44.0,205.0,3367,2023-12-21 17:32:11.000,0.53.1,120.0,81.0,33,True,306.0,304.0,zenml,,1.0,13802.0,https://pypi.org/project/zenml,2023-12-21 17:32:11.000,2.0,13802.0,,,,2.0,,,,,,,,,,,,,,,,,,, +151,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,141.0,453.0,143.0,401.0,2756,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,22791.0,21935.0,pandas-datareader,conda-forge/pandas-datareader,,397530.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,856.0,393288.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,339426.0,2.0,,,,,,,,,,,,,,,,,,, +152,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2023-12-23 08:14:32.000,2023-12-22 12:12:28,1435.0,19.0,214,45.0,1199.0,64.0,566.0,2601,2023-12-22 12:12:56.000,0.40.0,740.0,72.0,33,True,3517.0,3465.0,docarray,conda-forge/docarray,,78922.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,73473.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,125328.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,,, +153,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2440,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,125237.0,123072.0,aiofiles,conda-forge/aiofiles,,10170190.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2165.0,10145523.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,937372.0,2.0,,,,,,,,,,,,,,,,,,, +154,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-12-21 00:01:46.000,2023-12-10 17:09:47,1032.0,4.0,267,35.0,370.0,198.0,254.0,2245,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,16358.0,16251.0,pypika,conda-forge/pypika,,2233238.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2232997.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,6268.0,3.0,,,,,,,,,,,,,,,,,,, +155,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2023-11-01 12:10:42.000,2023-10-30 00:20:45,288.0,7.0,149,27.0,58.0,8.0,228.0,1863,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3574.0,,cachetools,conda-forge/cachetools,,107321870.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3574.0,107078276.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10474577.0,1.0,,,,,,,,,,,,,,,,,,, +156,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,2.0,250,48.0,291.0,8.0,271.0,1807,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2366.0,,msgpack,conda-forge/msgpack-python,1276.0,54322405.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2366.0,53936410.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14667170.0,3.0,,,,,,,,,,,,,,,,,,, +157,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-12-05 22:44:47.985,2023-12-05 14:41:43,497.0,5.0,298,26.0,118.0,11.0,148.0,1769,2023-12-05 14:44:01.000,2.9.0,43.0,65.0,33,True,65596.0,64082.0,emoji,conda-forge/emoji,,2917720.0,https://pypi.org/project/emoji,2023-12-05 14:44:01.000,1514.0,2916094.0,https://anaconda.org/conda-forge/emoji,2023-12-05 22:44:47.985,65074.0,2.0,,,,,,,,,,,,,,,,,,, +158,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2023-12-28 08:11:57.000,2023-12-12 07:49:57,690.0,8.0,223,60.0,409.0,143.0,619.0,1491,2019-06-19 22:31:20.000,3.7.4,16.0,92.0,33,True,6026.0,,typing,conda-forge/typing,,8543312.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6026.0,8511586.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2950520.0,2.0,,,,,,,,,,,,,,,,,,, +159,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2023-12-25 13:20:33.000,2023-12-25 13:20:32,1372.0,83.0,150,21.0,892.0,57.0,371.0,1399,2023-11-27 10:42:18.000,9.1.0,59.0,70.0,33,True,832.0,790.0,copier,,,184767.0,https://pypi.org/project/copier,2023-11-27 10:42:18.000,42.0,184767.0,,,,2.0,,,,,,,,,,,,,,,,,,, +160,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-12-26 14:50:47.000,2023-12-26 14:50:44,705.0,12.0,125,22.0,283.0,42.0,128.0,1071,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10560.0,,pluggy,conda-forge/pluggy,,91638170.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10560.0,91013219.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23748171.0,2.0,,,,,,,,,,,,,,,,,,, +161,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-12-25 07:39:39.000,2023-12-25 07:37:07,348.0,10.0,141,14.0,162.0,18.0,138.0,856,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,33,True,99271.0,97444.0,validators,conda-forge/validators,15.0,6690909.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1827.0,6677585.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,546268.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,,, +162,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-12-28 11:35:02.000,2023-12-28 10:12:19,1516.0,34.0,212,98.0,757.0,2.0,231.0,849,2023-12-28 11:39:30.000,5.16.0,131.0,43.0,33,True,8069.0,7843.0,neo4j-driver,conda-forge/neo4j-python-driver,,122176.0,https://pypi.org/project/neo4j-driver,2023-12-28 11:34:53.000,226.0,117464.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-11-28 14:47:20.911,197904.0,3.0,,,,,,,,,,,,,,,,,,, +163,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,795,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,536824.0,512395.0,decorator,conda-forge/decorator,,56722574.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24429.0,56439119.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25227579.0,2.0,,,,,,,,,,,,,,,,,,, +164,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2023-12-27 03:42:43.000,2023-12-27 03:42:43,1175.0,15.0,86,21.0,768.0,31.0,121.0,365,2023-07-20 15:53:14.362,0.0.1,131.0,50.0,33,True,3343.0,,multidict,conda-forge/multidict,6173.0,79707888.0,https://pypi.org/project/multidict,2023-07-20 15:53:14.362,3343.0,79408814.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11362206.0,2.0,,,,,,,,,,,,,,3.0,,,,, +165,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-11-03 12:32:10.000,2023-11-03 12:31:26,810.0,4.0,131,23.0,94.0,53.0,140.0,305,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,113190.0,106096.0,asn1crypto,conda-forge/asn1crypto,,61509150.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7094.0,61402194.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8342582.0,3.0,,,,,,,,,,,,,,,,,,, +166,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,,78,16.0,35.0,35.0,47.0,291,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1861639.0,1778073.0,pytz,conda-forge/pytz,,149916001.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83566.0,148618722.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,47999355.0,3.0,,,,,,,,,,,,,,,,,,, +167,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,16.0,58,7.0,76.0,1.0,81.0,179,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,33,True,146419.0,142587.0,tzlocal,conda-forge/tzlocal,,39885267.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3832.0,39795778.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2505713.0,3.0,,,,,,,,,,,,,,,,,,, +168,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-12-02 01:46:06.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,14.0,291.0,6287,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13164.0,12246.0,tinydb,conda-forge/tinydb,,503339.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,918.0,499292.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,364252.0,2.0,,,,,,,,,,,,,,,,,,, +169,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-12-03 20:35:16.966,2023-11-28 18:26:26,330.0,1.0,253,53.0,201.0,125.0,197.0,3618,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21522.0,21401.0,databases,conda-forge/databases,,343655.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,121.0,338455.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,192412.0,3.0,,,,,,,,,,,,,,,,,,, +170,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,28.0,243,64.0,89.0,23.0,273.0,3465,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,32,True,1069.0,949.0,asciimatics,conda-forge/asciimatics,,47738.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,43935.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,144522.0,3.0,,,,,,,,,,,,,,,,,,, +171,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,263,48.0,202.0,178.0,358.0,3384,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,True,2839.0,2723.0,dependency-injector,conda-forge/dependency_injector,,1050231.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,116.0,1048920.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,35398.0,2.0,,,,,,,,,,,,,,,,,,, +172,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3129,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2246.0,,sortedcontainers,conda-forge/sortedcontainers,,28675280.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2246.0,28544297.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11657571.0,2.0,,,,,,,,,,,,,,,,,,, +173,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-12-05 16:43:54.000,2023-09-07 02:59:25,1023.0,,365,48.0,382.0,82.0,310.0,3015,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,32,True,628.0,,smart-open,conda-forge/smart_open,,17373441.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,628.0,17318842.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2238599.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,,, +174,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-12-18 20:17:19.000,2023-11-23 10:48:28,410.0,6.0,198,57.0,154.0,95.0,73.0,2811,2021-12-01 20:51:57.000,0.7.5,25.0,66.0,32,True,8768.0,7832.0,schema,conda-forge/schema,,9071697.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,936.0,9069161.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,134435.0,2.0,,,,,,,,,,,,,,,,,,, +175,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2023-12-22 15:14:13.000,2023-12-15 22:15:59,625.0,31.0,234,18.0,607.0,283.0,421.0,2746,2023-12-08 21:11:34.000,0.18.0,79.0,111.0,32,True,1335.0,1238.0,pandera,conda-forge/pandera-core,,1188246.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,97.0,1187411.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,31767.0,2.0,,,,,,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +176,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2023-11-08 18:48:21.000,2023-04-17 23:37:12,196.0,,186,28.0,76.0,8.0,85.0,2599,2023-03-01 19:38:11.000,3.8,12.0,35.0,32,True,121575.0,118177.0,python-decouple,conda-forge/python-decouple,12.0,1815289.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3398.0,1814302.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,74040.0,2.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +177,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-12-19 05:21:32.000,2023-12-19 05:21:31,829.0,5.0,424,40.0,634.0,259.0,367.0,2332,2023-11-29 05:21:25.000,5.5.1,90.0,107.0,32,True,1755.0,1594.0,pynamodb,conda-forge/pynamodb,,1460719.0,https://pypi.org/project/pynamodb,2023-11-29 05:21:25.000,161.0,1450344.0,https://anaconda.org/conda-forge/pynamodb,2023-11-29 14:08:47.181,415000.0,3.0,,,,,,,,,,,,,,,,,,, +178,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2112,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,212742.0,204176.0,xlrd,conda-forge/xlrd,,18620173.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8566.0,18575473.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3620779.0,2.0,,,,,,,,,,,,,,,,,,, +179,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,171,35.0,161.0,46.0,87.0,1993,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7051.0,,jmespath,conda-forge/jmespath,,119859827.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7051.0,119665213.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17320721.0,3.0,,,,,,,,,,,,,,,,,,, +180,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-11-29 23:17:44.000,2023-11-18 19:19:04,1056.0,5.0,90,17.0,579.0,101.0,444.0,1688,2022-12-08 21:01:02.889,2.3.0,146.0,31.0,32,True,22953.0,22508.0,omegaconf,conda-forge/omegaconf,,6101817.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,445.0,6075369.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1243083.0,2.0,,,,,,,,,,,,,,,,,,, +181,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1671,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,32,False,2069.0,,humanize,conda-forge/humanize,,5455874.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2069.0,5444025.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,497664.0,2.0,,,,,,,,,,,,,,,,,,, +182,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1172,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3613.0,3527.0,petl,conda-forge/petl,,1131774.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1126594.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,217582.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +183,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,28.0,95.0,61.0,141.0,1150,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,6702.0,6378.0,sshtunnel,conda-forge/sshtunnel,,7259832.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,324.0,7258317.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,131851.0,3.0,,,,,,,,,,,,,,,,,,, +184,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,609.0,870,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,32,True,8316.0,7961.0,cx-Oracle,conda-forge/cx_oracle,,2937692.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,355.0,2925203.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,512067.0,3.0,,,,,,,,,,,,,,,,,,, +185,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-12-25 04:51:43.000,2023-11-30 17:42:07,1870.0,1.0,598,124.0,1289.0,225.0,1088.0,7814,2023-02-23 18:30:37.000,1.3.2,22.0,114.0,31,True,18656.0,18647.0,hydra,conda-forge/hydra-core,,29441.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,10438.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,874177.0,3.0,,,,,,,,,,,,,,,,,,, +186,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-12-21 15:07:22.000,2023-03-04 17:45:05,299.0,,565,131.0,190.0,180.0,343.0,5964,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6658.0,6572.0,eel,,,67490.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,67490.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,,, +187,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,91.0,186.0,16.0,429.0,5178,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3542.0,3274.0,transitions,conda-forge/transitions,,457817.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,268.0,447048.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,581546.0,1.0,,,,,,,,,,,,,,,,,,, +188,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5139,,,41.0,28.0,31,False,8500.0,7677.0,pdfminer,conda-forge/pdfminer,,170831.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,823.0,170425.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35752.0,2.0,,,,,,,,,,,,,,,,,,, +189,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-11-28 02:39:28.000,2023-11-28 02:39:24,986.0,5.0,380,85.0,175.0,,605.0,4729,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1512.0,1334.0,huey,conda-forge/huey,,88709.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,178.0,88222.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33161.0,2.0,,,,,,,,,,,,,,,,,,, +190,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4679,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,31,True,4079.0,3496.0,dataset,conda-forge/dataset,,89167.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,583.0,88934.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7720.0,3.0,,,,,,,,,,,,,,,,,,, +191,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2023-12-27 02:30:01.000,2023-12-27 02:29:58,7798.0,472.0,667,85.0,1325.0,144.0,670.0,3976,2023-12-21 02:08:02.000,0.4.1,65.0,256.0,31,True,38.0,2.0,toga,,2340.0,4847.0,https://pypi.org/project/toga,2023-12-21 02:08:02.000,34.0,4669.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,11.0,,,,,,,,,,,,,, +192,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-12-14 22:47:22.000,2023-04-22 06:02:17,441.0,,291,23.0,114.0,16.0,125.0,3566,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,24849.0,24412.0,gdown,conda-forge/gdown,,1232713.0,https://pypi.org/project/gdown,2023-03-25 04:14:00.465,437.0,1227945.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,243197.0,2.0,,,,,,,,,,,,,,,,,,, +193,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,303.0,1629.0,112.0,486.0,3310,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,342.0,325.0,koalas,conda-forge/koalas,1019.0,1635307.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1629407.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,323576.0,3.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +194,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3174,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10002.0,9184.0,blaze,conda-forge/blaze,,14267.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,11605.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202353.0,3.0,,,,,,,,,,,,,,,,,,, +195,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2023-12-27 16:27:33.000,2023-12-27 16:27:32,1730.0,35.0,100,43.0,1329.0,66.0,353.0,3044,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,552.0,493.0,returns,conda-forge/returns,,206393.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,206137.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7958.0,3.0,,,,,,,,,,,,,,,,,,, +196,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2607,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1501.0,1387.0,mrjob,conda-forge/mrjob,,86646.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,80677.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519375.0,2.0,,,,,,,,,,,,,,,,,,, +197,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2023-12-28 00:18:28.000,2023-12-26 17:22:12,814.0,55.0,108,32.0,1042.0,17.0,391.0,2428,2023-12-12 20:32:09.000,1.3.18,310.0,32.0,31,True,235.0,229.0,whylogs,,44.0,130303.0,https://pypi.org/project/whylogs,2023-12-12 20:32:57.000,6.0,130301.0,,,,2.0,,,,,,,,,,,,,,,,,,, +198,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1915,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,31,False,622.0,,fs,conda-forge/fs,,1927518.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,622.0,1918258.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,694527.0,3.0,,,,,,,,,,,,,,,,,,, +199,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-12-18 01:57:20.000,2023-12-18 01:37:43,1026.0,22.0,59,22.0,108.0,113.0,76.0,1777,2023-11-27 00:23:41.000,23.5.0,26.0,22.0,31,True,1442.0,1320.0,glom,conda-forge/glom,,1900632.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,122.0,1899919.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28534.0,2.0,,,,,,,,,,,,,,,,,,, +200,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2023-12-22 13:36:19.000,2023-12-13 22:24:25,1470.0,83.0,252,42.0,651.0,140.0,888.0,1759,2023-12-05 18:42:59.000,1.8.0,118.0,46.0,31,False,330.0,312.0,sdv,conda-forge/sdv,,46830.0,https://pypi.org/project/sdv,2023-12-05 18:41:19.000,18.0,46185.0,https://anaconda.org/conda-forge/sdv,2023-12-05 23:39:59.074,15485.0,2.0,,,,,,,,,,,,,,,,,,, +201,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,100.0,402.0,167.0,379.0,1671,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9133.0,7873.0,influxdb,conda-forge/influxdb,,1796807.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1793752.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,134457.0,3.0,,,,,,,,,,,,,,,,,,, +202,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,,217,48.0,179.0,56.0,337.0,1466,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,31,True,2350.0,2252.0,pygsheets,,,1293484.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,98.0,1293484.0,,,,3.0,,,,,,,,,,,,,,,,,,, +203,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,1003,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,282307.0,267113.0,appdirs,conda-forge/appdirs,,19697006.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15194.0,19590283.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9925325.0,3.0,,,,,,,,,,,,,,,,,,, +204,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,968,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,31,True,46481.0,44812.0,Bottleneck,conda-forge/bottleneck,,704782.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1669.0,603624.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3844031.0,3.0,,,,,,,,,,,,,,,,,,, +205,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-12-26 15:02:15.000,2023-12-26 15:02:14,978.0,17.0,100,22.0,94.0,28.0,83.0,886,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,31,True,1036.0,,inflect,conda-forge/inflect,,4749267.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1036.0,4740798.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,355720.0,2.0,,,,,,,,,,,,,,,,,,, +206,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-11-01 16:03:03.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,115.0,22.0,107.0,460,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7181.0,,rsa,conda-forge/rsa,,130525741.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7181.0,130377758.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13170519.0,3.0,,,,,,,,,,,,,,,,,,, +207,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-12-22 14:48:52.000,2023-12-22 14:48:51,870.0,25.0,64,18.0,470.0,139.0,285.0,371,2023-11-08 17:32:32.000,2.0.1,87.0,36.0,31,True,9445.0,9290.0,param,conda-forge/param,,700886.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,155.0,662785.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1447857.0,3.0,,,,,,,,,,,,,,,,,,, +208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-12-21 11:50:32.000,2023-12-21 11:50:32,787.0,19.0,48,46.0,695.0,47.0,176.0,57,2023-12-12 23:03:16.000,2.22.0,76.0,67.0,31,False,3292.0,3276.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3865768.0,https://pypi.org/project/google-cloud-bigtable,2023-12-12 23:03:16.000,16.0,3862763.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,102192.0,3.0,,,,,,,,,,,,,,,,,,, +209,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2023-12-26 15:01:33.000,2023-12-26 15:01:32,869.0,25.0,38,12.0,54.0,1.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,37.0,31,False,1646.0,,importlib-resources,conda-forge/importlib_resources,,69336309.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1646.0,68925499.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17664833.0,2.0,,,,,,,,,,,,,,,,,,, +210,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-12-26 15:01:15.000,2023-12-26 15:01:14,701.0,26.0,40,4.0,41.0,8.0,65.0,44,2023-09-18 15:18:43.000,3.17.0,49.0,24.0,31,False,4175.0,,zipp,conda-forge/zipp,,161519557.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4175.0,160626030.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34847591.0,3.0,,,,,,,,,,,,,,,,,,, +211,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-12-10 16:40:10.000,2022-05-08 04:08:19,743.0,,966,282.0,297.0,152.0,462.0,19967,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,935.0,851.0,gooey,conda-forge/gooey,563.0,6088.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,84.0,4754.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72809.0,3.0,,,,,,,,,,,,,,,,,,, +212,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8092,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,672.0,641.0,vaex,conda-forge/vaex,280.0,32548.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,30477.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,177939.0,3.0,,,,,,,,,,,,,,,,,,, +213,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6648,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1735.0,1705.0,faust,,,15026.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,15026.0,,,,3.0,,,,,,,,,,,,,,,,,,, +214,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,412,79.0,69.0,365.0,194.0,3578,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,14828.0,14298.0,keyboard,conda-forge/keyboard,,207367.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,530.0,206548.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,24577.0,3.0,,,,,,,,,,,,,,,,,,, +215,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2023-12-08 00:49:39.000,2023-12-08 00:49:38,3046.0,10.0,222,29.0,291.0,98.0,761.0,3291,2023-11-29 17:37:15.000,0.23.1,115.0,80.0,30,True,124.0,117.0,ploomber,conda-forge/ploomber,,8344.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,5646.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,80957.0,3.0,,,,,,,,,,,,,,,,,,, +216,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-12-17 13:31:08.000,2023-12-17 13:31:08,991.0,8.0,141,71.0,66.0,9.0,72.0,3190,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10308.0,9674.0,funcy,conda-forge/funcy,,1817160.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,634.0,1812309.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,402643.0,3.0,,,,,,,,,,,,,,,,,,, +217,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2570,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1961.0,1574.0,schematics,conda-forge/schematics,,255853.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,255362.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26047.0,3.0,,,,,,,,,,,,,,,,,,, +218,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2023-10-03 10:00:24.000,2023-10-02 23:00:49,232.0,1.0,276,48.0,73.0,50.0,113.0,2216,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1105.0,1039.0,datasketch,,19.0,1264578.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1264578.0,,,,3.0,,,,,,,,,,,,,,,,,,, +219,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2023-12-26 23:18:29.000,2023-12-12 14:22:59,793.0,19.0,64,15.0,446.0,185.0,176.0,1418,2023-10-22 23:01:49.000,0.11.0,32.0,26.0,30,True,2669.0,2654.0,prisma,,,60514.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,60514.0,,,,3.0,,,,,,,,,,,,,,,,,,, +220,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1411,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,30,True,2924.0,,python-slugify,conda-forge/python-slugify,,12214832.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2924.0,12168672.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1892591.0,3.0,,,,,,,,,,,,,,,,,,, +221,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2023-12-26 21:46:36.000,2023-12-26 21:44:46,650.0,19.0,62,16.0,234.0,3.0,54.0,1366,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,21232.0,20711.0,bidict,conda-forge/bidict,,1442416.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,521.0,1438116.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,374171.0,2.0,,,,,,,,,,,,,,,,,,, +222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2023-12-22 17:56:43.000,2023-12-22 17:56:42,619.0,21.0,138,22.0,513.0,35.0,254.0,963,2023-08-06 20:31:23.000,0.12.2,44.0,43.0,30,True,2141.0,2011.0,aiocache,,15.0,338827.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,130.0,338827.0,,,,2.0,,,,,,,,,,,,,,,,,,, +223,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,880,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5512.0,5191.0,fastcore,conda-forge/fastcore,,609175.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,321.0,606457.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,65243.0,3.0,,,,,,,,,,,,,,,,,,, +224,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2023-12-21 10:15:57.000,2020-10-21 17:48:31,219.0,,77,15.0,269.0,46.0,25.0,677,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,45465.0,43362.0,cached-property,conda-forge/cached-property,,11767677.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2103.0,11669018.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,7991454.0,2.0,,,,,,,,,,,,,,,,,,, +225,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-12-25 22:06:46.000,2023-12-25 22:06:45,560.0,32.0,358,36.0,294.0,27.0,125.0,654,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4517.0,3236.0,pysolr,conda-forge/pysolr,,285620.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1281.0,285353.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21970.0,3.0,,,,,,,,,,,,,,,,,,, +226,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,66,23.0,49.0,6.0,90.0,519,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17287.0,15099.0,scandir,conda-forge/scandir,,3592627.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3556735.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1363915.0,3.0,,,,,,,,,,,,,,,,,,, +227,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-12-21 19:40:59.000,2023-04-04 13:18:36,954.0,,4527,635.0,753.0,198.0,100.0,23237,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,115.0,99.0,algorithms,conda-forge/algorithms,,1878.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1817.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1966.0,3.0,,,,,,,,,,,,,,,,,,, +228,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7046,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1300.0,1119.0,records,conda-forge/records,,289740.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,289430.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24827.0,3.0,,,,,,,,,,,,,,,,,,, +229,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-11-17 17:28:01.000,2023-11-17 17:28:01,2687.0,2.0,847,169.0,741.0,21.0,961.0,5617,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,29,True,446.0,432.0,snorkel,conda-forge/snorkel,1053.0,27809.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,26913.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46888.0,3.0,,,,,,,,,,,,,,,,,,, +230,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-25 18:32:01.000,,,,897,,,281.0,,3446,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,8579.0,8111.0,confluent-kafka,conda-forge/python-confluent-kafka,,10664157.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,468.0,10642955.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,805681.0,3.0,,,,,,,,,,,,,,,,,,, +231,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-12-14 16:21:07.000,2023-12-14 16:21:06,1159.0,3.0,587,175.0,464.0,94.0,476.0,3006,2023-10-09 16:58:32.000,1.82.1,95.0,84.0,29,False,271.0,238.0,arctic,conda-forge/arctic,209.0,4280.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,3720.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30711.0,3.0,,,,,,,,,,,,,,,,,,, +232,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-12-19 20:47:08.000,2023-11-26 21:16:28,3858.0,14.0,316,37.0,337.0,147.0,542.0,2462,2023-10-09 19:54:22.000,2.8,210.0,102.0,29,True,108.0,96.0,pyinfra,,,35517.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,12.0,35517.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +233,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,56.0,73.0,15.0,64.0,2408,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8268.0,7864.0,addict,conda-forge/addict,21.0,2741463.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,404.0,2736676.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,426053.0,3.0,,,,,,,,,,,,,,,,,,, +234,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1768,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,24.0,,datatable,conda-forge/datatable,2232.0,59395.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,24.0,58719.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23313.0,3.0,,,,,,,,,,,,,,,,,,, +235,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,2.0,315,70.0,401.0,109.0,367.0,1483,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,245.0,220.0,mleap,conda-forge/mleap,,233649.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,231836.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,77984.0,3.0,,,,,,,,,,,,,,,,,,, +236,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2023-12-27 13:02:12.486,2023-12-27 10:36:47,828.0,31.0,47,12.0,254.0,10.0,90.0,1331,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1590.0,1553.0,python-benedict,conda-forge/python-benedict,,578598.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,37.0,574634.0,https://anaconda.org/conda-forge/python-benedict,2023-12-27 13:02:12.486,146683.0,3.0,,,,,,,,,,,,,,,,,,, +237,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2023-12-22 10:54:53.000,2023-10-16 00:08:39,536.0,1.0,74,19.0,216.0,34.0,95.0,1292,2023-09-08 12:19:01.000,2.0.1,22.0,36.0,29,True,11187.0,10790.0,questionary,conda-forge/questionary,,1629133.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,397.0,1627394.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,62638.0,3.0,,,,,,,,,,,,,,,,,,, +238,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-12-23 19:23:54.000,2023-12-23 12:37:26,1733.0,16.0,78,15.0,426.0,108.0,243.0,1193,2023-12-23 12:43:19.000,1.2.0,248.0,42.0,29,True,322.0,311.0,piccolo,,,13534.0,https://pypi.org/project/piccolo,2023-12-23 12:43:19.000,11.0,13534.0,,,,3.0,,,,,,,,,,,,,,,,,,, +239,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2060.0,1841.0,redis-py-cluster,,4071.0,1999898.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,1999861.0,,,,3.0,,,,,,,,,,,,,,,,,,, +240,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-12-26 15:16:30.000,2023-12-26 15:16:29,1244.0,26.0,145,39.0,83.0,2.0,131.0,1074,2023-12-04 20:30:00.000,16.9.0,22.0,52.0,29,True,151.0,,path,conda-forge/path,,1461337.0,https://pypi.org/project/path,2023-12-04 20:29:42.000,151.0,1450119.0,https://anaconda.org/conda-forge/path,2023-12-25 23:28:20.660,482379.0,3.0,,,,,,,,,,,,,,,,,,, +241,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,18.0,130,27.0,44.0,9.0,75.0,917,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,444.0,,email-validator,conda-forge/email-validator,,8647415.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,444.0,8643984.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,140703.0,3.0,,,,,,,,,,,,,,,,,,, +242,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,47,17.0,75.0,1.0,88.0,815,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,29,True,26560.0,25261.0,natsort,conda-forge/natsort,,3925545.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1299.0,3885052.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1498245.0,3.0,,,,,,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-12-18 17:58:32.000,2023-12-14 07:08:28,722.0,15.0,46,11.0,88.0,12.0,97.0,486,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5104.0,4830.0,python-rapidjson,conda-forge/python-rapidjson,,1954815.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,274.0,1917197.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1429502.0,3.0,,,,,,,,,,,,,,,,,,, +244,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,1.0,31,10.0,77.0,3.0,26.0,403,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,38193.0,37896.0,srsly,conda-forge/srsly,,5977857.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5944884.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1384893.0,3.0,,,,,,,,,,,,,,,,,,, +245,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,True,35898.0,32487.0,configobj,conda-forge/configobj,375.0,3279672.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3411.0,3268032.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,756406.0,3.0,,,,,,,,,,,,,,,,,,, +246,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,53,9.0,46.0,20.0,21.0,134,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,57406.0,55107.0,isodate,conda-forge/isodate,,82384906.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2299.0,82334800.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4659925.0,3.0,,,,,,,,,,,,,,,,,,, +247,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,195,29.0,53.0,82.0,127.0,3345,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,28,True,47.0,,pandarallel,conda-forge/pandarallel,,455566.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,47.0,453510.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,61695.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,95.0,110.0,31.0,127.0,2763,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7036.0,6877.0,sklearn-pandas,conda-forge/sklearn-pandas,,206202.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,204377.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67535.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2625,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2367.0,2322.0,gino,,,18983.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,18983.0,,,,3.0,,,,,,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,1.0,117,23.0,111.0,50.0,42.0,1941,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7613.0,7519.0,gin-config,conda-forge/gin-config,,177786.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,94.0,177254.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22904.0,3.0,,,,,,,,,,,,,,,,,,, +251,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-12-25 17:02:54.000,2023-06-20 15:54:36,2284.0,,174,39.0,372.0,33.0,263.0,1925,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,187210.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,182235.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,179109.0,3.0,,,,,,,,,,,,,,,,,,, +252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1421,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10905.0,9395.0,blessings,conda-forge/blessings,,957034.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,950352.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,280658.0,3.0,,,,,,,,,,,,,,,,,,, +253,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1093,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,28,True,4529.0,4299.0,sqlitedict,conda-forge/sqlitedict,,486641.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,230.0,484160.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,96774.0,3.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +254,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-12-25 04:54:46.000,2023-12-13 01:11:40,534.0,56.0,81,21.0,234.0,72.0,83.0,914,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3159.0,3153.0,odmantic,,,17827.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,17827.0,,,,3.0,,,,,,,,,,,,,,,,,,, +255,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,84,25.0,51.0,7.0,39.0,727,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,865.0,,munch,conda-forge/munch,,2147570.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,865.0,1595642.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3863501.0,3.0,,,,,,,,,,,,,,,,,,, +256,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,684,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10763.0,9525.0,parsedatetime,conda-forge/parsedatetime,,6754413.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6752329.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,181392.0,3.0,,,,,,,,,,,,,,,,,,, +257,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,680,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,15824.0,14340.0,configargparse,conda-forge/configargparse,,3715016.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1484.0,3692553.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,763745.0,3.0,,,,,,,,,,,,,,,,,,, +258,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,3.0,134,13.0,94.0,22.0,172.0,477,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,28,True,7256.0,4871.0,pylibmc,conda-forge/pylibmc,455.0,171943.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2385.0,166242.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215589.0,3.0,,,,,,,,,,,,,,,,,,, +259,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-12-22 18:43:20.000,2023-12-21 22:41:22,7000.0,371.0,32,10.0,270.0,42.0,561.0,381,2023-12-21 06:06:41.000,2.1.1,193.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9205.0,https://pypi.org/project/static-frame,2023-12-21 06:06:41.000,2.0,1928.0,https://anaconda.org/conda-forge/static-frame,2023-12-21 19:00:41.040,312924.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,,, +260,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,234,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1315.0,1242.0,tabulator,conda-forge/tabulator-py,,162113.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,161417.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54304.0,3.0,,,,,,,,,,,,,,,,,,, +261,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,202,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,12396.0,11994.0,ordered-set,conda-forge/ordered-set,,11918712.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,402.0,11913870.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,445468.0,3.0,,,,,,,,,,,,,,,,,,, +262,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2023-12-18 14:04:12.000,2022-03-10 10:33:50,585.0,,559,83.0,259.0,125.0,129.0,3675,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,111161.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,110902.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22550.0,3.0,,,,,,,,,,,,,,,,,,, +263,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2023-12-20 08:52:01.000,2022-07-22 16:41:15,1938.0,,260,142.0,291.0,91.0,360.0,3183,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,False,155.0,133.0,flexx,conda-forge/flexx,,1556.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,396.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103322.0,3.0,,,,,,,,,,,,,,,,,,, +264,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,31.0,82.0,16.0,127.0,2394,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1246.0,1201.0,swifter,conda-forge/swifter,,416367.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,45.0,408981.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,310235.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +265,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,19.0,141.0,2297,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,27,True,358.0,,python-box,conda-forge/python-box,39.0,4959185.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,358.0,4947047.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,497665.0,3.0,,,,,,,,,,,,,,,,,,, +266,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-12-22 01:23:36.000,2023-12-22 01:23:36,5652.0,25.0,507,107.0,950.0,590.0,958.0,2111,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,134.0,27,False,76.0,,wx,conda-forge/wxpython,3708.0,19710.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,746988.0,3.0,,,,,,,,,,,,,,,,,,, +267,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1897,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2288.0,,retrying,conda-forge/retrying,,9959480.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2288.0,9941298.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1581838.0,3.0,,,,,,,,,,,,,,,,,,, +268,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2021-12-23 16:42:55.000,2018-12-05 18:23:06,1112.0,,484,98.0,184.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,213.0,177.0,mongo-connector,,,6785.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6785.0,,,,3.0,,,,,,,,,,,,,,,,,,, +269,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-12-18 11:05:43.000,2023-12-18 11:05:39,2735.0,32.0,134,49.0,304.0,45.0,194.0,1495,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,307.0,224.0,enaml,conda-forge/enaml,744.0,6338.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,2537.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,159243.0,3.0,,,,,,,,,,,,,,,,,,, +270,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,86.0,73.0,1365,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2332.0,2065.0,strictyaml,conda-forge/strictyaml,,1017366.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,267.0,1014217.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,214144.0,3.0,,,,,,,,,,,,,,,,,,, +271,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1281,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2679.0,2587.0,pandasql,conda-forge/pandasql,,1700174.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,92.0,1685613.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,436834.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +272,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1085,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6459.0,6336.0,immutables,conda-forge/immutables,,699004.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,123.0,676741.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,957334.0,3.0,,,,,,,,,,,,,,,,,,, +273,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2023-12-21 21:57:27.000,2023-10-10 14:12:37,1994.0,1.0,136,42.0,420.0,115.0,251.0,951,2023-05-29 19:24:00.928,0.7.0,30.0,86.0,27,True,1965.0,1836.0,intake,conda-forge/intake,,56952.0,https://pypi.org/project/intake,2023-12-04 21:17:26.000,129.0,48284.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,528773.0,3.0,,,,,,,,,,,,,,,,,,, +274,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,854,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2522.0,2399.0,pyahocorasick,conda-forge/pyahocorasick,,579179.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,123.0,573749.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,206357.0,3.0,,,,,,,,,,,,,,,,,,, +275,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2023-12-28 04:52:41.000,2023-12-28 04:52:40,714.0,24.0,44,22.0,553.0,8.0,33.0,754,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,27,True,116.0,,janus,conda-forge/janus,,623811.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,116.0,623505.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,16553.0,3.0,,,,,,,,,,,,,,,,,,, +276,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,607,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1050.0,817.0,happybase,conda-forge/happybase,,48541.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,46762.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160172.0,3.0,,,,,,,,,,,,,,,,,,, +277,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,575,,,8.0,12.0,27,False,61517.0,59135.0,dataclasses,conda-forge/dataclasses,,11799117.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2382.0,11626992.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11532427.0,3.0,,,,,,,,,,,,,,,,,,, +278,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,135,25.0,106.0,68.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6387.0,5032.0,beaker,conda-forge/beaker,,269938.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1355.0,269041.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72682.0,3.0,,,,,,,,,,,,,,,,,,, +279,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,480,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,3918.0,3651.0,pyscreenshot,,,125838.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,267.0,125838.0,,,,3.0,,,,,,,,,,,,,,,,,,, +280,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47019.0,39019.0,futures,conda-forge/futures,,9487464.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,9473094.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1264611.0,3.0,,,,,,,,,,,,,,,,,,, +281,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,4.0,63,19.0,45.0,20.0,17.0,196,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,27,True,13089.0,,ptyprocess,conda-forge/ptyprocess,,38250697.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13089.0,38077534.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15930999.0,3.0,,,,,,,,,,,,,,,,,,, +282,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,1.0,21,8.0,57.0,4.0,7.0,167,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,34249.0,34165.0,catalogue,conda-forge/catalogue,,5679368.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,84.0,5649865.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1209637.0,3.0,,,,,,,,,,,,,,,,,,, +283,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2498.0,2206.0,cloudant,conda-forge/cloudant,,113331.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,112068.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,109941.0,3.0,,,,,,,,,,,,,,,,,,, +284,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,29,7.0,47.0,6.0,36.0,78,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,62899.0,58567.0,pathlib2,conda-forge/pathlib2,,6745216.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4332.0,6674154.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2629306.0,3.0,,,,,,,,,,,,,,,,,,, +285,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6150,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,116.0,112.0,powerline-shell,,,1690.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1690.0,,,,3.0,,,,,,,,,,,,,,,,,,, +286,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-12-14 20:45:29.000,2023-10-12 13:30:56,291.0,2.0,272,29.0,140.0,102.0,127.0,2899,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,26,True,99.0,97.0,img2dataset,,1472.0,51848.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,51796.0,,,,3.0,,,,,,,,,,,,,,,,,,, +287,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,,130,49.0,61.0,14.0,123.0,2270,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,760.0,738.0,pyfunctional,,,224147.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,224147.0,,,,3.0,,,,,,,,,,,,,,,,,,, +288,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,1.0,146,32.0,228.0,70.0,142.0,1755,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,531.0,510.0,arq,conda-forge/arq,,76330.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,76038.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9354.0,3.0,,,,,,,,,,,,,,,,,,, +289,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-12-25 19:19:09.000,2023-12-10 22:27:55,150.0,27.0,43,17.0,100.0,6.0,4.0,1224,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,26,True,3013.0,2996.0,asyncer,conda-forge/asyncer,,87924.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,87647.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6375.0,3.0,,,,,,,,,,,,,,,,,,, +290,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,204.0,1159,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,262.0,228.0,parallel-ssh,,377.0,134149.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,134146.0,,,,3.0,,,,,,,,,,,,,,,,,,, +291,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,,50,9.0,30.0,14.0,77.0,614,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,26,True,1276.0,1251.0,pysimdjson,conda-forge/pysimdjson,,697548.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,25.0,695419.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,80921.0,3.0,,,,,,,,,,,,,,,,,,, +292,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2023-12-08 09:36:09.000,2023-12-08 09:36:03,9947.0,10.0,43,14.0,10.0,6.0,8.0,488,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,26,True,57.0,,pandas-summary,,,80807.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,80807.0,,,,3.0,,,,,,['pandas'],,,,,,,polyaxon/traceml,,,,,, +293,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,17795.0,17779.0,umongo,conda-forge/umongo,,31847.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,31628.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5934.0,3.0,,,,,,,,,,,,,,,,,,, +294,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,31.0,251,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2803.0,,send2trash,conda-forge/send2trash,,12792644.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2803.0,12613716.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12703894.0,3.0,,,,,,,,,,,,,,,,,,, +295,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-12-25 09:22:54.000,2023-12-25 08:49:42,3501.0,58.0,34,16.0,81.0,24.0,4.0,246,2022-09-07 10:31:33.181,0.90.10,550.0,74.0,26,True,61.0,36.0,dbnd,,,228211.0,https://pypi.org/project/dbnd,2023-12-25 09:17:27.000,25.0,228211.0,,,,3.0,,,,,,,,,,,,,,,,,,, +296,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2023-12-28 00:12:45.000,2023-12-28 00:12:45,369.0,13.0,32,7.0,136.0,3.0,81.0,145,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,26,True,1095.0,1050.0,everett,conda-forge/everett,,108320.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,106894.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,54208.0,3.0,,,,,,,,,,,,,,,,,,, +297,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,298.0,1808.0,68,2023-07-20 15:14:58.235,2.4.3,105.0,,26,False,8453.0,,openpyxl,openpyxl,,63922883.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8423.0,63920742.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,206579.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,141,58.0,248.0,95.0,108.0,1567,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,13480.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,13480.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,89.0,62.0,streamparse,,,6761.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,6761.0,,,,3.0,,,,,,,,,,,,,,,,,,, +300,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,1348.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1348.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,145,45.0,53.0,20.0,19.0,1203,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,355.0,,singer-python,,,1475418.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,355.0,1475418.0,,,,3.0,,,,,,,,,,,,,,,,,,, +302,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,25,False,508.0,,bcolz,conda-forge/bcolz,,9503.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,5333.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,341954.0,3.0,,,,,,,,,,,,,,,,,,, +303,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-12-06 13:15:19.000,2023-12-06 13:15:17,750.0,2.0,80,14.0,133.0,35.0,101.0,915,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,259.0,,mss,conda-forge/python-mss,,541010.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,259.0,540153.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,36033.0,3.0,,,,,,,,,,,,,,,,,,, +304,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,29,11.0,51.0,21.0,35.0,316,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,391.0,,typing_inspect,conda-forge/typing_inspect,,24565818.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,391.0,24535615.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1691394.0,3.0,,,,,,,,,,,,,,,,,,, +305,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2023-06-16 13:15:19.491,2022-03-24 15:54:18,171.0,,14,7.0,27.0,7.0,22.0,36,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,25,False,76261.0,73543.0,contextlib2,conda-forge/contextlib2,,15111325.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2718.0,15098722.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1184747.0,3.0,,,,,,,,,,,,,,,,,,, +306,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,10.0,4,3.0,182.0,23.0,760.0,5,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,25,False,644.0,,py2neo,conda-forge/py2neo,,31508.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,644.0,30697.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63306.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,138.0,63.0,storm,,,2672.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,75.0,2672.0,,,,3.0,,,,,,,,,,,,,,,,,,, +308,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-12-27 18:16:56.000,2023-10-02 06:28:26,631.0,7.0,390,46.0,176.0,192.0,109.0,2466,2011-12-30 16:40:09.000,11.12.30,16.0,45.0,24,True,10.0,,camelot,,,4981.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,4981.0,,,,3.0,,,,,,,,,,,,,,,,,,, +309,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,93,42.0,42.0,24.0,47.0,1494,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,124.0,113.0,pypeln,conda-forge/pypeln,,160938.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,160580.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14701.0,3.0,,,,,,,,,,,,,,,,,,, +310,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2023-12-18 14:09:19.000,2023-05-19 04:32:00,6411.0,,227,39.0,1044.0,9.0,209.0,1413,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,1.0,1.0,optimuspyspark,,,6636.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,6636.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +311,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2023-12-18 10:25:32.000,2023-12-14 12:24:12,327.0,4.0,80,44.0,242.0,46.0,41.0,1323,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,38.0,28.0,tasktiger,,,3698.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,3698.0,,,,3.0,,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,43.0,10.0,2.0,12.0,1075,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2321.0,2151.0,pluginbase,conda-forge/pluginbase,,637465.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,633189.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303611.0,3.0,,,,,,,,,,,,,,,,,,, +313,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,13.0,34,12.0,65.0,12.0,19.0,743,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,264.0,233.0,dirty-equals,conda-forge/dirty-equals,,152947.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,151050.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,39846.0,3.0,,,,,,,,,,,,,,,,,,, +314,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-12-06 23:44:30.000,2023-10-27 23:08:49,1413.0,14.0,46,18.0,137.0,3.0,13.0,700,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,19357.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,16873.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,67072.0,3.0,,,,,,,,,,,,,,,,,,, +315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,139,10.0,22.0,29.0,19.0,680,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3301.0,3062.0,ratelimit,conda-forge/ratelimit,,5598789.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,239.0,5598408.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13365.0,3.0,,,,,,,,,,,,,,,,,,, +316,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2023-12-13 20:41:45.000,2023-12-13 20:28:22,258.0,4.0,56,8.0,60.0,17.0,53.0,481,2023-12-13 20:43:21.000,2.2.2,56.0,16.0,24,True,458.0,428.0,cachier,,,31997.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,31997.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,,, +317,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,475,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,745.0,654.0,hickle,conda-forge/hickle,,29535.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,29130.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23932.0,3.0,,,,,,,,,,,,,,,,,,, +318,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,12855.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,12855.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,18.0,23,18.0,177.0,10.0,16.0,350,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,383.0,345.0,aiomisc,,,12131.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,38.0,12131.0,,,,3.0,,,,,,,,,,,,,,,,,,, +320,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,310,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,210.0,188.0,pyhdb,,101.0,370437.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,370436.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5924.0,4589.0,clint,conda-forge/clint,117.0,100169.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1335.0,99552.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56231.0,3.0,,,,,,,,,,,,,,,,,,, +322,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8027.0,,entrypoints,conda-forge/entrypoints,,13472051.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8027.0,13277516.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17897275.0,3.0,,,,,,,,,,,,,,,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10557,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,30.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,30.0,,,,2.0,,,,,,,,,,,,,,,,,,, +324,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1555,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,197.0,173.0,commonregex,,,124998.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,124998.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-12-21 14:11:29.000,2023-12-21 14:11:28,87.0,6.0,28,8.0,53.0,13.0,11.0,284,2023-12-21 12:00:14.000,0.10.0,14.0,14.0,23,True,383.0,328.0,rtoml,,,79781.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,55.0,79781.0,,,,3.0,,,,,,,,,,,,,,,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,20.0,14.0,16.0,24.0,263,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,911.0,824.0,deepdish,conda-forge/deepdish,,10507.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,9431.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91544.0,3.0,,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,193.0,185.0,pysparkling,conda-forge/pysparkling,,8655.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,8517.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4578.0,3.0,,,,,,,,,,,,,,,,,,, +328,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,151,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1021.0,974.0,filedepot,,,12481.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,47.0,12481.0,,,,3.0,,,,,,,,,,,,,,,,,,, +329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2833.0,2637.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,121135.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,120767.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27246.0,3.0,,,,,,,,,,,,,,,,,,, +330,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-11-18 00:06:42.000,2019-08-27 15:33:26,32.0,,21,4.0,12.0,7.0,13.0,101,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,23,False,2258.0,2130.0,stopit,conda-forge/stopit,,676361.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,665773.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,751765.0,3.0,,,,,,,,,,,,,,,,,,, +331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,435.0,401.0,pampy,,,26911.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,26911.0,,,,3.0,,,,,,,,,,,,,,,,,,, +332,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3241,,,4.0,19.0,22,False,609.0,579.0,macropy3,,,178.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,178.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-12-18 15:46:43.157,2023-12-17 20:58:02,84.0,3.0,141,33.0,11.0,10.0,168.0,3208,2023-12-17 21:02:00.000,2.1.20,65.0,1.0,22,False,201.0,201.0,ptext-joris-schellekens,conda-forge/borb,,1662.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-12-18 15:46:43.157,46547.0,3.0,,,,,,,,,,,,,,,,,,, +334,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2694,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,27.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,27.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +335,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2471,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,22375.0,721.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +336,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1797,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,206.0,175.0,bashplotlib,,,2915.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2915.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1341,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,184.0,163.0,pinject,conda-forge/pinject,,55113.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,21.0,54935.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4829.0,3.0,,,,,,,,,,,,,,,,,,, +338,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,858,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,232.0,213.0,unsync,conda-forge/unsync,,29767.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,29480.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12060.0,3.0,,,,,,,,,,,,,,,,,,, +339,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,852,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,193.0,164.0,rows,,38.0,588.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,588.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,839,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1443.0,1343.0,pickledb,,,12921.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,100.0,12921.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,15.0,183.0,16.0,122.0,556,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,117.0,108.0,pypyr,conda-forge/pypyr,,3042.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2470.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13158.0,3.0,,,,,,,,,,,,,,,,,,, +342,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,15.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11405.0,9358.0,unipath,,,47433.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,47433.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-12-28 12:16:16.000,2023-11-21 14:29:39,5451.0,14.0,44,15.0,624.0,33.0,80.0,194,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,209.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,209.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,19,6.0,64.0,11.0,24.0,156,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,198.0,186.0,aioprometheus,,,141334.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,141334.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-12-25 17:36:55.000,2023-06-01 18:46:39,628.0,,16,8.0,32.0,15.0,15.0,142,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,292.0,255.0,docopt-ng,,,94101.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,37.0,94101.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2023-12-28 12:22:45.000,2023-12-14 14:20:51,1764.0,47.0,5,3.0,776.0,18.0,35.0,51,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,245.0,2648.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,2639.0,,,,3.0,,,,,,,,,,,,,,,,,,, +347,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1222,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,586.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,586.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,477,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4533.0,3345.0,awesome-slugify,conda-forge/awesome-slugify,,49693.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,48941.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69264.0,3.0,,,,,,,,,,,,,,,,,,, +349,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,47.0,71.0,4.0,,352,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,705.0,622.0,pymodm,conda-forge/pymodm,,12191.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,12079.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5186.0,3.0,,,,,,,,,,,,,,,,,,, +350,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,48,15.0,34.0,25.0,11.0,286,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,415.0,400.0,price-parser,,,61817.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,15.0,61817.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,284,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,166.0,160.0,datatest,,,14807.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14807.0,,,,3.0,,,,,,,,,,,,,,,,,,, +352,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,207,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,10407.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10407.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,203,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,889.0,885.0,gsheetsdb,,,61833.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,61833.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,127,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2102.0,2042.0,coolname,conda-forge/coolname,,390915.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,60.0,388688.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,80207.0,3.0,,,,,,,,,,,,,,,,,,, +355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,142,68.0,4.0,1.0,40.0,2116,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1502.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1502.0,,,,3.0,,,,,,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,82.0,39.0,1400,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,11361.0,1103.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,920.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,879,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,43.0,31.0,mrq,,,36.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,36.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,714,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,True,64.0,58.0,pdpipe,conda-forge/pdpipe,,2224.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1449.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28677.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +359,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,20,10.0,32.0,22.0,21.0,650,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,69.0,66.0,pugsql,,,4171.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,4171.0,,,,3.0,,,,,,,,,,,,,,,,,,, +360,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,9382.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,9152.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21173.0,3.0,,,,,,,,,,,,,,,,,,, +361,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-12-27 13:32:51.000,2023-12-25 21:50:38,662.0,41.0,21,4.0,43.0,4.0,,259,2023-12-25 21:50:59.000,1.1.233,539.0,11.0,20,True,5.0,5.0,upgini,,,5731.0,https://pypi.org/project/upgini,2023-12-25 21:50:59.000,,5731.0,,,,3.0,,,,,,,,,,,,,,,,,,, +362,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,460,157.0,142.0,78.0,27.0,1981,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +363,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2023-12-19 10:52:04.000,2023-12-19 10:42:29,2941.0,163.0,134,28.0,219.0,44.0,349.0,1301,,,,48.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +364,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2023-12-23 17:40:37.000,2023-12-23 17:40:33,565.0,217.0,25,4.0,80.0,6.0,14.0,512,2023-12-20 17:07:12.000,1.5.0,53.0,7.0,19,True,2.0,,pipeless-ai,,320.0,258.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,178.0,,,,1.0,,,,,,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,156.0,129.0,queries,,,2919.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2919.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,84.0,80.0,typical,conda-forge/typical,,2691.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1569.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34796.0,3.0,,,,,,,,,,,,,,,,,,, +367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,105,56.0,74.0,26.0,16.0,2033,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,137.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,137.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1607,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,398.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,398.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,57,36.0,46.0,14.0,58.0,1104,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,5.0,5.0,colout,,,134.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,134.0,,,,3.0,,,,,,,,,,,,,,,,,,, +370,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,60,39.0,40.0,11.0,256.0,964,,,,1000.0,18,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +371,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,41.0,33.0,bounter,,,628.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,628.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,,, +372,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,6.0,5.0,fletcher,conda-forge/fletcher,19.0,1085.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,81.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65282.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1355,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,43.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,43.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,75,23.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,67.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,67.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,66,19.0,28.0,42.0,30.0,840,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,1177.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1177.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2023-12-22 22:23:24.000,2023-12-15 20:42:50,121.0,4.0,8,14.0,163.0,9.0,9.0,269,2023-12-18 09:51:00.000,0.19.6,105.0,15.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,1632.0,https://pypi.org/project/squirrel-core,2023-12-18 09:51:00.000,,1632.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +377,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,179,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,165263.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,165263.0,,,,3.0,,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,35.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,35.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,612,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,520.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,520.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1193,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,31.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,31.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,431,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,15,False,,,bodywork,,,252.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,252.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-12-21 15:05:13.000,2023-12-21 15:05:13,940.0,144.0,21,2.0,797.0,8.0,18.0,246,2023-11-30 10:36:03.000,0.1.52,35.0,14.0,15,False,,,the-guide,,,13.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,13.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,3.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,673.0,664.0,millify,,,30586.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,30586.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,717,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,103.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,103.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,97,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,39.0,34.0,cleverdict,,,493.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,493.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,100.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,100.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,39.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,39.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,122.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,122.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,363,,,,12.0,11,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,778,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index e42dd88..17bb9dd 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- paramiko (πŸ₯ˆ42 Β· ⭐ 8.6K Β· πŸ“ˆ) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- polars (πŸ₯‡41 Β· ⭐ 22K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- pendulum (πŸ₯ˆ36 Β· ⭐ 5.9K Β· πŸ“ˆ) - Python datetimes made easy. MIT -- rtoml (πŸ₯‰23 Β· ⭐ 270 Β· πŸ“ˆ) - A fast TOML library for python implemented in rust. MIT -- borb (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ“ˆ) - borb is a library for reading, creating and manipulating PDF.. ❗Unlicensed +- docker (πŸ₯ˆ43 Β· ⭐ 6.5K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +- rq (πŸ₯ˆ39 Β· ⭐ 9.3K Β· πŸ“ˆ) - Simple job queues for Python. BSD-3 +- dill (πŸ₯ˆ36 Β· ⭐ 2.1K Β· πŸ“ˆ) - serialize all of Python. BSD-3 +- zarr (πŸ₯ˆ35 Β· ⭐ 1.3K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +- multidict (πŸ₯ˆ33 Β· ⭐ 360 Β· πŸ“ˆ) - The multidict implementation. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- ansible (πŸ₯‡47 Β· ⭐ 60K Β· πŸ“‰) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 -- Beam (πŸ₯‡41 Β· ⭐ 7.3K Β· πŸ“‰) - Unified programming model to define and execute data processing.. Apache-2 -- elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 -- confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K Β· πŸ“‰) - Confluents Kafka Python Client. Apache-2 -- Intake (πŸ₯‰27 Β· ⭐ 950 Β· πŸ“‰) - Intake is a lightweight package for finding, investigating, loading.. BSD-2 +- pydantic (πŸ₯‡44 Β· ⭐ 17K Β· πŸ“‰) - Data validation using Python type hints. MIT +- Dagster (πŸ₯‡41 Β· ⭐ 9.2K Β· πŸ“‰) - An orchestration platform for the development, production, and.. Apache-2 +- polars (πŸ₯ˆ40 Β· ⭐ 23K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- cookiecutter (πŸ₯‡40 Β· ⭐ 21K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 +- pexpect (πŸ₯‡38 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC From 7faa9034176f3580ccc796eca5d1850b00bd7080 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 4 Jan 2024 13:37:20 +0000 Subject: [PATCH 46/70] Update best-of list for version 2024.01.04 --- README.md | 1489 +++++++++++++++---------------- history/2024-01-04_changes.md | 20 + history/2024-01-04_projects.csv | 392 ++++++++ latest-changes.md | 20 +- 4 files changed, 1144 insertions(+), 777 deletions(-) create mode 100644 history/2024-01-04_changes.md create mode 100644 history/2024-01-04_projects.csv diff --git a/README.md b/README.md index eeab453..20d1b47 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 38M Β· πŸ“¦ 560K Β· πŸ“‹ 6.1K - 14% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 38M Β· πŸ“¦ 560K Β· πŸ“‹ 6.1K - 14% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 160M / month Β· πŸ“¦ 16K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 15.11.2023): ``` pip install protobuf ``` @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 320K Β· πŸ“¦ 85K Β· πŸ“‹ 2.3K - 6% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 320K Β· πŸ“¦ 86K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 14M / month Β· πŸ“¦ 340 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 13M / month Β· πŸ“¦ 340 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` @@ -119,19 +119,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 990K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 780K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ39 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT - [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 31M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 30M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): ``` pip install marshmallow ``` @@ -140,68 +140,68 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge marshmallow ```
-
dill (πŸ₯ˆ36 Β· ⭐ 2.1K Β· πŸ“ˆ) - serialize all of Python. BSD-3 +
orjson (πŸ₯ˆ35 Β· ⭐ 5.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 69K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): ``` - git clone https://github.com/uqfoundation/dill + git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 43M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.10.2023): ``` - pip install dill + pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.8M Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1M Β· ⏱️ 29.10.2023): ``` - conda install -c conda-forge dill + conda install -c conda-forge orjson ```
-
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.01.2024): ``` - git clone https://github.com/simplejson/simplejson + git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.9M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): ``` - pip install simplejson + pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3M Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.5M Β· ⏱️ 11.12.2023): ``` - conda install -c conda-forge simplejson + conda install -c conda-forge ujson ```
-
orjson (πŸ₯ˆ35 Β· ⭐ 5.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
dill (πŸ₯ˆ35 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 68K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 01.01.2024): ``` - git clone https://github.com/ijl/orjson + git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 15M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.10.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 41M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): ``` - pip install orjson + pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1M Β· ⏱️ 29.10.2023): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.8M Β· ⏱️ 23.07.2023): ``` - conda install -c conda-forge orjson + conda install -c conda-forge dill ```
-
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/ultrajson/ultrajson + git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.3M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` - pip install ujson + pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.5M Β· ⏱️ 11.12.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3M Β· ⏱️ 06.10.2023): ``` - conda install -c conda-forge ujson + conda install -c conda-forge simplejson ```
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 @@ -211,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 35M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 33M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9.5M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.7M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 54M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 50M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -252,14 +252,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge msgpack-python ```
-
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 4.8K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 4.9K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.9M / month Β· πŸ“¦ 270 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.8M / month Β· πŸ“¦ 270 Β· ⏱️ 14.12.2023): ``` pip install python-rapidjson ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.9M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.3M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -284,14 +284,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge srsly ```
-
pysimdjson (πŸ₯‰26 Β· ⭐ 610) - Python bindings for the simdjson project. MIT +
pysimdjson (πŸ₯‰26 Β· ⭐ 620) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.3K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 700K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 680K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -300,9 +300,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge pysimdjson ```
-
hickle (πŸ₯‰24 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 650 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 660 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle @@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
rtoml (πŸ₯‰23 Β· ⭐ 280) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 28 Β· πŸ“¦ 330 Β· πŸ“‹ 24 - 54% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 29 Β· πŸ“¦ 330 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 80K / month Β· πŸ“¦ 55 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 69K / month Β· πŸ“¦ 56 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,28 +342,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡54 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 8.9K Β· πŸ“₯ 920K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 9K Β· πŸ“₯ 920K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 210M / month Β· πŸ“¦ 140K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 02.01.2024): ``` pip install numpy ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 69M Β· ⏱️ 25.11.2023): +- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 69M Β· ⏱️ 03.01.2024): ``` conda install -c conda-forge numpy ```
pandas (πŸ₯‡52 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 75K Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 140M / month Β· πŸ“¦ 75K Β· ⏱️ 22.12.2023): ``` pip install pandas ``` @@ -372,48 +372,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
polars (πŸ₯‡40 Β· ⭐ 23K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.3K Β· πŸ“₯ 140 Β· πŸ“¦ 3 Β· πŸ“‹ 6.1K - 21% open Β· ⏱️ 04.01.2024): ``` - git clone https://github.com/h5py/h5py - ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): - ``` - pip install h5py + git clone https://github.com/pola-rs/polars ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 14M Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.4M / month Β· πŸ“¦ 380 Β· ⏱️ 02.01.2024): ``` - conda install -c conda-forge h5py + pip install polars ```
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polars (πŸ₯ˆ40 Β· ⭐ 23K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +
xarray (πŸ₯‡40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.3K Β· πŸ“₯ 130 Β· πŸ“¦ 2 Β· πŸ“‹ 6K - 21% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 04.01.2024): ``` - git clone https://github.com/pola-rs/polars + git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.5M / month Β· πŸ“¦ 380 Β· ⏱️ 28.12.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 08.12.2023): ``` - pip install polars + pip install xarray + ``` +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.4M Β· ⏱️ 08.12.2023): + ``` + conda install -c conda-forge xarray ```
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xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 +
h5py (πŸ₯‡40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 05.12.2023): ``` - git clone https://github.com/pydata/xarray + git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` - pip install xarray + pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.4M Β· ⏱️ 08.12.2023): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 14M Β· ⏱️ 13.12.2023): ``` - conda install -c conda-forge xarray + conda install -c conda-forge h5py ```
Modin (πŸ₯ˆ37 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 @@ -423,7 +423,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 830K / month Β· πŸ“¦ 34 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 820K / month Β· πŸ“¦ 34 Β· ⏱️ 14.12.2023): ``` pip install modin ``` @@ -432,14 +432,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
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zarr (πŸ₯ˆ35 Β· ⭐ 1.3K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ35 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3.1K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3.1K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 430K / month Β· πŸ“¦ 470 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 410K / month Β· πŸ“¦ 470 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -450,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 760K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 700K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -471,7 +471,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.4M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): ``` pip install numexpr ``` @@ -482,12 +482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ33 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 3.5K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 3.5K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 73K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 61K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -498,12 +498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.3K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 500K / month Β· πŸ“¦ 920 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 920 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -512,14 +512,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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pandera (πŸ₯ˆ32 Β· ⭐ 2.7K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ32 Β· ⭐ 2.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 230 Β· πŸ“¦ 1.2K Β· πŸ“‹ 700 - 40% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.3K Β· πŸ“‹ 700 - 40% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.2M / month Β· πŸ“¦ 97 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.1M / month Β· πŸ“¦ 97 Β· ⏱️ 08.12.2023): ``` pip install pandera ``` @@ -530,7 +530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Koalas (πŸ₯‰31 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 320 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 330 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/databricks/koalas @@ -551,7 +551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 600K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 590K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -560,30 +560,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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Vaex (πŸ₯‰30 Β· ⭐ 8.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT - -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 640 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): - - ``` - git clone https://github.com/vaexio/vaex - ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 30K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): - ``` - pip install vaex - ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge vaex - ``` -
datasketch (πŸ₯‰30 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 66 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.2M / month Β· πŸ“¦ 66 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -595,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 59K / month Β· πŸ“¦ 24 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 57K / month Β· πŸ“¦ 24 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -604,6 +588,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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Vaex (πŸ₯‰28 Β· ⭐ 8.1K Β· πŸ“‰) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT + +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 640 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): + + ``` + git clone https://github.com/vaexio/vaex + ``` +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 29K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): + ``` + pip install vaex + ``` +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge vaex + ``` +
PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 3.3K Β· πŸ’€) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 02.05.2023): @@ -611,11 +611,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 450K / month Β· πŸ“¦ 47 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 490K / month Β· πŸ“¦ 47 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 62K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 67K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.9K / month Β· πŸ“¦ 2 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2K / month Β· πŸ“¦ 2 Β· ⏱️ 21.12.2023): ``` pip install static-frame ``` @@ -636,14 +636,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge static-frame ```
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swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT +
swifter (πŸ₯‰26 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT - [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 410K / month Β· πŸ“¦ 45 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 390K / month Β· πŸ“¦ 45 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -652,14 +652,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge swifter ```
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Pandas Summary (πŸ₯‰26 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 +
Pandas Summary (πŸ₯‰25 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 81K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,19 +671,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 13K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 12K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
fletcher (πŸ₯‰18 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 19 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 21 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 81 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 36 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -708,14 +708,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pyrsistent (πŸ₯‡37 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡36 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 170 - 13% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 35M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 32M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -731,23 +731,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 960K / month Β· πŸ“¦ 340 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 910K / month Β· πŸ“¦ 340 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 36K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anytree ```
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multidict (πŸ₯ˆ33 Β· ⭐ 360 Β· πŸ“ˆ) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ33 Β· ⭐ 360) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 86 Β· πŸ“₯ 6.2K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 86 Β· πŸ“₯ 6.2K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 79M / month Β· πŸ“¦ 3.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 76M / month Β· πŸ“¦ 3.3K Β· ⏱️ 20.07.2023): ``` pip install multidict ``` @@ -763,7 +763,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.9M / month Β· πŸ“¦ 120 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.2M / month Β· πŸ“¦ 120 Β· ⏱️ 27.11.2023): ``` pip install glom ``` @@ -774,12 +774,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 62 Β· πŸ“¦ 21K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 62 Β· πŸ“¦ 21K Β· πŸ“‹ 60 - 10% open Β· ⏱️ 30.12.2023): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 520 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.3M / month Β· πŸ“¦ 520 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -790,12 +790,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯‰29 Β· ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 570K / month Β· πŸ“¦ 37 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 490K / month Β· πŸ“¦ 37 Β· ⏱️ 27.12.2023): ``` pip install python-benedict ``` @@ -804,30 +804,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 +
janus (πŸ₯‰27 Β· ⭐ 750) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/piskvorky/sqlitedict) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 130 Β· πŸ“¦ 4.3K Β· πŸ“‹ 99 - 29% open Β· ⏱️ 03.12.2022): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 02.01.2024): ``` - git clone https://github.com/RaRe-Technologies/sqlitedict + git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/sqlitedict) (πŸ“₯ 480K / month Β· πŸ“¦ 230 Β· ⏱️ 03.12.2022): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` - pip install sqlitedict + pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/sqlitedict) (πŸ“₯ 97K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 17K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge sqlitedict + conda install -c conda-forge janus ```
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munch (πŸ₯‰28 Β· ⭐ 730) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
munch (πŸ₯‰27 Β· ⭐ 730) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT - [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 84 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 860 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 870 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -836,14 +836,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge munch ```
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python-box (πŸ₯‰27 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT +
python-box (πŸ₯‰26 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT - [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 4.9M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 5.6M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -852,14 +852,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-box ```
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immutables (πŸ₯‰27 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 +
immutables (πŸ₯‰26 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 - [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.3K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 680K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -868,26 +868,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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janus (πŸ₯‰27 Β· ⭐ 750) - Thread-safe asyncio-aware queue for Python. Apache-2 - -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 28.12.2023): - - ``` - git clone https://github.com/aio-libs/janus - ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 620K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): - ``` - pip install janus - ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 17K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge janus - ``` -
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Show 4 hidden projects... +
Show 5 hidden projects... - python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - addict (πŸ₯‰29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT - cleverdict (πŸ₯‰14 Β· ⭐ 97 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT
@@ -897,18 +882,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡44 Β· ⭐ 17K Β· πŸ“‰) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡44 Β· ⭐ 17K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.6K Β· πŸ“¦ 310K Β· πŸ“‹ 3.5K - 8% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.6K Β· πŸ“¦ 310K Β· πŸ“‹ 3.5K - 8% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 140M / month Β· πŸ“¦ 10K Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 10K Β· ⏱️ 22.12.2023): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.7M Β· ⏱️ 22.12.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.8M Β· ⏱️ 22.12.2023): ``` conda install -c conda-forge pydantic ``` @@ -920,7 +905,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 100M / month Β· πŸ“¦ 19K Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 94M / month Β· πŸ“¦ 19K Β· ⏱️ 16.11.2023): ``` pip install jsonschema ``` @@ -929,22 +914,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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cerberus (πŸ₯ˆ35 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC - -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): - - ``` - git clone https://github.com/pyeve/cerberus - ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 6M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): - ``` - pip install cerberus - ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 360K Β· ⏱️ 06.10.2023): - ``` - conda install -c conda-forge cerberus - ``` -
voluptuous (πŸ₯ˆ35 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 - [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 14.12.2023): @@ -952,7 +921,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` pip install voluptuous ``` @@ -961,25 +930,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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validators (πŸ₯ˆ33 Β· ⭐ 860) - Python Data Validation for Humans. MIT +
cerberus (πŸ₯ˆ34 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 15 Β· πŸ“¦ 97K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 25.12.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): ``` - git clone https://github.com/kvesteri/validators + git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` - pip install validators + pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 550K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 360K Β· ⏱️ 06.10.2023): ``` - conda install -c conda-forge validators + conda install -c conda-forge cerberus ```
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“¦ 7.8K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“¦ 7.9K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/keleshev/schema @@ -993,18 +962,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schema ```
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validators (πŸ₯ˆ32 Β· ⭐ 860) - Python Data Validation for Humans. MIT + +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 15 Β· πŸ“¦ 98K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 25.12.2023): + + ``` + git clone https://github.com/kvesteri/validators + ``` +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): + ``` + pip install validators + ``` +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 550K Β· ⏱️ 02.09.2023): + ``` + conda install -c conda-forge validators + ``` +
param (πŸ₯‰31 Β· ⭐ 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 64 Β· πŸ“¦ 9.3K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 64 Β· πŸ“¦ 9.4K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 22.12.2023): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 660K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 630K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.4M Β· ⏱️ 08.11.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 08.11.2023): ``` conda install -c conda-forge param ``` @@ -1027,12 +1012,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰24 Β· ⭐ 740) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 34 Β· πŸ“¦ 230 Β· πŸ“‹ 31 - 38% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 240 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 150K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 170K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1060,7 +1045,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 9.2K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 8.4K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1076,7 +1061,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.6K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1099,14 +1084,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡31 Β· ⭐ 5.2K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡30 Β· ⭐ 5.2K) - A lightweight, object-oriented finite state machine implementation.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.3K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 450K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1141,14 +1126,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
arrow (πŸ₯‡39 Β· ⭐ 8.4K) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 83K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 84K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 21M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 20M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` @@ -1164,7 +1149,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1196,7 +1181,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 5.5K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 210M / month Β· πŸ“¦ 5.5K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1207,16 +1192,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ36 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 460 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 490 - 20% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.3M / month Β· πŸ“¦ 460 Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6M / month Β· πŸ“¦ 460 Β· ⏱️ 01.01.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 18.12.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 01.01.2024): ``` conda install -c conda-forge holidays ``` @@ -1228,7 +1213,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 84K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 140M / month Β· πŸ“¦ 84K Β· ⏱️ 05.09.2023): ``` pip install pytz ``` @@ -1244,7 +1229,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 40M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 38M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1255,7 +1240,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... -- isodate (πŸ₯‰29 Β· ⭐ 130 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 +- isodate (πŸ₯‰29 Β· ⭐ 140 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 - parsedatetime (πŸ₯‰28 Β· ⭐ 680 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2

@@ -1264,9 +1249,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡39 Β· ⭐ 710) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡40 Β· ⭐ 710 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 300 Β· πŸ“¦ 83K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 300 Β· πŸ“¦ 84K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1280,14 +1265,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
-
watchdog (πŸ₯ˆ37 Β· ⭐ 6.1K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ35 Β· ⭐ 6.1K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 - [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 11M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): ``` pip install watchdog ``` @@ -1298,12 +1283,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (πŸ₯ˆ35 Β· ⭐ 610) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 370K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 370K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 100M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 96M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` @@ -1319,7 +1304,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 10M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` @@ -1335,7 +1320,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 20M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 19M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` @@ -1344,42 +1329,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge appdirs ```
-
scandir (πŸ₯‰30 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 +
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 26.12.2023): ``` - git clone https://github.com/benhoyt/scandir + git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.3M / month Β· πŸ“¦ 150 Β· ⏱️ 04.12.2023): ``` - pip install scandir + pip install path ``` -- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.4M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 480K Β· ⏱️ 25.12.2023): ``` - conda install -c conda-forge scandir + conda install -c conda-forge path ```
-
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
scandir (πŸ₯‰29 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/jaraco/path + git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.5M / month Β· πŸ“¦ 150 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.2M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` - pip install path + pip install scandir ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 480K Β· ⏱️ 25.12.2023): +- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.4M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge path + conda install -c conda-forge scandir ```
Show 3 hidden projects... -- pyfilesystem2 (πŸ₯‰31 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - zipp (πŸ₯‰31 Β· ⭐ 44) - Backport of pathlib-compatible object wrapper for zip files. MIT +- pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1388,14 +1373,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯‡37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT +
future (πŸ₯‡36 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT - [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 310K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 31M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 29M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` pip install future ``` @@ -1404,14 +1389,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
-
six (πŸ₯‡37 Β· ⭐ 950) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯‡36 Β· ⭐ 950) - Python 2 and 3 compatibility library. MIT - [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1422,12 +1407,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ33 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 220 Β· πŸ“‹ 760 - 18% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“‹ 760 - 18% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.5M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.1M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1438,10 +1423,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 -- pathlib2 (πŸ₯‰27 Β· ⭐ 78) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰25 Β· ⭐ 36 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- pathlib2 (πŸ₯‰27 Β· ⭐ 79) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- contextlib2 (πŸ₯‰26 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1451,12 +1436,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 600K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 600K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 22K Β· ⏱️ 28.11.2023): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 200M / month Β· πŸ“¦ 22K Β· ⏱️ 28.11.2023): ``` pip install cryptography ``` @@ -1467,28 +1452,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 990 Β· πŸ“‹ 480 - 8% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 490 - 7% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 260K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 290K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 190 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 160 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“₯ 230 Β· πŸ“¦ 85K Β· πŸ“‹ 570 - 11% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 460 Β· πŸ“₯ 240 Β· πŸ“¦ 85K Β· πŸ“‹ 580 - 11% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.7K Β· ⏱️ 28.12.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.7K Β· ⏱️ 28.12.2023): ``` pip install pycryptodomex ``` @@ -1499,12 +1484,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 190K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 49M / month Β· πŸ“¦ 8.1K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 47M / month Β· πŸ“¦ 8.1K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` @@ -1520,7 +1505,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 41M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 37M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` @@ -1536,7 +1521,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 61M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 60M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1569,12 +1554,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡47 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): ``` pip install ansible ``` @@ -1585,44 +1570,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 03.01.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 28.12.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 04.01.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.6K Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 360M / month Β· πŸ“¦ 8.6K Β· ⏱️ 03.01.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 28.12.2023): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 04.01.2024): ``` conda install -c conda-forge botocore ```
-
docker (πŸ₯ˆ43 Β· ⭐ 6.5K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ43 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 760 Β· πŸ“¦ 73K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 760 Β· πŸ“¦ 73K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 36M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 34M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): ``` pip install docker ``` @@ -1633,28 +1618,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ42 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.8M Β· πŸ“¦ 7K Β· πŸ“‹ 6.8K - 29% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.8M Β· πŸ“¦ 7.1K Β· πŸ“‹ 6.8K - 29% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 170 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 880K / month Β· πŸ“¦ 170 Β· ⏱️ 21.12.2023): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.9M / month Β· πŸ“¦ 930 Β· ⏱️ 21.12.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.6M / month Β· πŸ“¦ 930 Β· ⏱️ 04.01.2024): ``` npm install @pulumi/pulumi ```
paramiko (πŸ₯ˆ42 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 88K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 89K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 45M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` pip install paramiko ``` @@ -1665,12 +1650,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ40 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 89M Β· πŸ“¦ 340 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 90M Β· πŸ“¦ 340 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1681,12 +1666,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.2K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 19M / month Β· πŸ“¦ 1.5K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 19M / month Β· πŸ“¦ 1.5K Β· ⏱️ 02.01.2024): ``` pip install kubernetes ``` @@ -1714,7 +1699,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.6M / month Β· πŸ“¦ 140 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.2M / month Β· πŸ“¦ 150 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1730,7 +1715,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` @@ -1746,7 +1731,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.4M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.2M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1755,14 +1740,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K Β· πŸ’€) - SSH tunnels to remote server. MIT - [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.4K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7.3M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1778,7 +1763,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 36K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 35K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ``` @@ -1790,7 +1775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.2K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1813,14 +1798,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡38 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +
pexpect (πŸ₯‡38 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 460 Β· πŸ“₯ 4.4K Β· πŸ“¦ 340K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“₯ 4.4K Β· πŸ“¦ 340K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 54M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 49M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1836,7 +1821,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1852,7 +1837,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.7M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1861,14 +1846,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sh ```
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ptyprocess (πŸ₯‰27 Β· ⭐ 200) - Run a subprocess in a pseudo terminal. ISC +
ptyprocess (πŸ₯‰26 Β· ⭐ 200) - Run a subprocess in a pseudo terminal. ISC - [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 63 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 38M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1890,23 +1875,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 8.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 670K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 680K Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge uvloop ```
greenlet (πŸ₯ˆ38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 320K Β· πŸ“‹ 240 - 8% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 320K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 88M / month Β· πŸ“¦ 10K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 86M / month Β· πŸ“¦ 10K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` @@ -1917,12 +1902,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ37 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 110 Β· πŸ“¦ 220K Β· πŸ“‹ 330 - 17% open Β· ⏱️ 25.12.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 110 Β· πŸ“¦ 220K Β· πŸ“‹ 340 - 17% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 77M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 85M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): ``` pip install anyio ``` @@ -1938,7 +1923,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 88K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 80K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` @@ -1949,12 +1934,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiomisc (πŸ₯‰24 Β· ⭐ 350) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 340 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 350 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 12K / month Β· πŸ“¦ 38 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 9.9K / month Β· πŸ“¦ 38 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ``` @@ -1972,28 +1957,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 590) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 290 Β· πŸ“¦ 390K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 300 Β· πŸ“¦ 390K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 33M / month Β· πŸ“¦ 15K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 31M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 25M Β· ⏱️ 27.11.2023): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 25M Β· ⏱️ 02.01.2024): ``` conda install -c conda-forge traitlets ```
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python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 640K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 650K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 34M / month Β· πŸ“¦ 9.6K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 9.6K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2018,22 +2003,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dynaconf ```
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python-decouple (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ’€) - Strict separation of config from code. MIT - -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 190 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 93 - 8% open Β· ⏱️ 17.04.2023): - - ``` - git clone https://github.com/henriquebastos/python-decouple - ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 1.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): - ``` - pip install python-decouple - ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 74K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge python-decouple - ``` -
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 - [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 18% open Β· ⏱️ 18.11.2023): @@ -2041,7 +2010,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6.1M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.8M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): ``` pip install omegaconf ``` @@ -2057,39 +2026,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.6K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 870K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 880K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
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configobj (πŸ₯‰29 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +
python-decouple (πŸ₯‰31 Β· ⭐ 2.6K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 380 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 190 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 94 - 4% open Β· ⏱️ 01.01.2024): ``` - git clone https://github.com/DiffSK/configobj + git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` - pip install configobj + pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 74K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge configobj + conda install -c conda-forge python-decouple ```
gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.5K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.6K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 180K / month Β· πŸ“¦ 94 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 160K / month Β· πŸ“¦ 94 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2098,14 +2067,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge gin-config ```
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everett (πŸ₯‰26 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 +
configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 32 Β· πŸ“¦ 1K Β· πŸ“‹ 84 - 3% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 380 Β· πŸ“¦ 33K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): + + ``` + git clone https://github.com/DiffSK/configobj + ``` +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): + ``` + pip install configobj + ``` +- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge configobj + ``` +
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everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 + +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 32 Β· πŸ“¦ 1.1K Β· πŸ“‹ 84 - 3% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 89K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2120,14 +2105,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡46 Β· ⭐ 15K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 200 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 01.09.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 200 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 160M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 150M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2143,7 +2128,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 37M / month Β· πŸ“¦ 5.7K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 34M / month Β· πŸ“¦ 5.7K Β· ⏱️ 15.11.2023): ``` pip install rich ``` @@ -2152,14 +2137,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.7K) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.8K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 730 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 730 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 37M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 34M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2168,25 +2153,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge prompt-toolkit ```
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python-fire (πŸ₯ˆ36 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-fire (πŸ₯ˆ37 Β· ⭐ 26K Β· πŸ“ˆ) - Python Fire is a library for automatically generating.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· πŸ“‹ 320 - 44% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· πŸ“‹ 330 - 44% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 830K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 840K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama @@ -2207,43 +2192,43 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 23M / month Β· πŸ“¦ 2.2K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 10.12.2023): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.4M Β· ⏱️ 10.12.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.5M Β· ⏱️ 10.12.2023): ``` conda install -c conda-forge argcomplete ```
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cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
cleo (πŸ₯ˆ34 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 84 Β· πŸ“¦ 19K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 84 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 26M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 23M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 630K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 640K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
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wcwidth (πŸ₯‰34 Β· ⭐ 360) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯ˆ34 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT - [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 490K Β· πŸ“‹ 47 - 19% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 51M / month Β· πŸ“¦ 14K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 46M / month Β· πŸ“¦ 14K Β· ⏱️ 21.11.2023): ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 22M Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 23M Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge wcwidth ``` @@ -2255,7 +2240,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 13M / month Β· πŸ“¦ 2.9K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 02.05.2023): ``` pip install typer ``` @@ -2271,7 +2256,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 44K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 41K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2280,14 +2265,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰29 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT +
questionary (πŸ₯‰31 Β· ⭐ 1.3K Β· πŸ“ˆ) - Python library to build pretty command line user prompts Easy to.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 74 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 16.10.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 75 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 400 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.5M / month Β· πŸ“¦ 400 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` @@ -2296,14 +2281,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge questionary ```
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ConfigArgParse (πŸ₯‰28 Β· ⭐ 680) - A drop-in replacement for argparse that allows options to also be.. MIT +
ConfigArgParse (πŸ₯‰27 Β· ⭐ 680) - A drop-in replacement for argparse that allows options to also be.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 14K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2312,26 +2297,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰22 Β· ⭐ 140) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰22 Β· ⭐ 140 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 16 Β· πŸ“¦ 260 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 260 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 94K / month Β· πŸ“¦ 37 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 84K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 57 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 130 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 91 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2350,7 +2335,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 850) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 860) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2365,7 +2350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 110M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 100M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.10.2023): ``` pip install cachetools ``` @@ -2376,46 +2361,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 960) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 15 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 340K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 310K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
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pylibmc (πŸ₯‰28 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 +
beaker (πŸ₯‰27 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 460 Β· πŸ“¦ 4.9K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5K Β· πŸ“‹ 130 - 53% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/lericson/pylibmc + git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 170K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 240K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` - pip install pylibmc + pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 220K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pylibmc + conda install -c conda-forge beaker ```
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beaker (πŸ₯‰27 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. BSD-3 +
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5K Β· πŸ“‹ 130 - 53% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 460 Β· πŸ“¦ 4.9K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` - git clone https://github.com/bbangert/beaker + git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 270K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 150K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` - pip install beaker + pip install pylibmc ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 220K Β· ⏱️ 26.09.2023): ``` - conda install -c conda-forge beaker + conda install -c conda-forge pylibmc ```
cachier (πŸ₯‰24 Β· ⭐ 480) - Persistent, stale-free, local and cross-machine caching for Python.. MIT @@ -2425,7 +2410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 32K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 28K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): ``` pip install cachier ``` @@ -2444,12 +2429,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 140K / month Β· πŸ“¦ 610 Β· ⏱️ 28.12.2023): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 130K / month Β· πŸ“¦ 610 Β· ⏱️ 01.01.2024): ``` pip install kivy ``` @@ -2465,7 +2450,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 490K / month Β· πŸ“¦ 340 Β· ⏱️ 21.05.2023): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 500K / month Β· πŸ“¦ 340 Β· ⏱️ 21.05.2023): ``` pip install pysimplegui ``` @@ -2481,7 +2466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 50K / month Β· πŸ“¦ 51 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 42K / month Β· πŸ“¦ 51 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ``` @@ -2493,23 +2478,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 67K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 64K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.3K Β· πŸ“¦ 2 Β· πŸ“‹ 810 - 17% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.3K Β· πŸ“¦ 3 Β· πŸ“‹ 820 - 17% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.7K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.3K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 11 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 19 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2529,14 +2514,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡19 Β· ⭐ 510 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡20 Β· ⭐ 520 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 25 Β· πŸ“₯ 320 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 23.12.2023): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 25 Β· πŸ“₯ 330 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 180 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 85 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2564,7 +2549,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 20.12.2023): ``` pip install phonenumbers ``` @@ -2575,12 +2560,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
chardet (πŸ₯‡34 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 -- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 5 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 6 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 53M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 50M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2588,7 +2573,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 66 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 41 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2600,7 +2585,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): ``` pip install emoji ``` @@ -2609,14 +2594,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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inflect (πŸ₯ˆ31 Β· ⭐ 890) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ30 Β· ⭐ 880) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2625,7 +2610,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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python-slugify (πŸ₯‰30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯‰29 Β· ⭐ 1.4K) - Returns unicode slugs. MIT - [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): @@ -2648,7 +2633,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 570K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2657,26 +2642,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
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price-parser (πŸ₯‰21 Β· ⭐ 290) - Extract price amount and currency symbol from a raw text string. BSD-3 - -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 400 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): - - ``` - git clone https://github.com/scrapinghub/price-parser - ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 62K / month Β· πŸ“¦ 15 Β· ⏱️ 25.11.2020): - ``` - pip install price-parser - ``` -
coolname (πŸ₯‰21 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 12 Β· πŸ“¦ 2K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): +- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 12 Β· πŸ“¦ 2.1K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 390K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 340K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2685,11 +2658,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge coolname ```
+
price-parser (πŸ₯‰19 Β· ⭐ 280 Β· πŸ“‰) - Extract price amount and currency symbol from a raw text.. BSD-3 + +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 400 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): + + ``` + git clone https://github.com/scrapinghub/price-parser + ``` +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 59K / month Β· πŸ“¦ 15 Β· ⏱️ 25.11.2020): + ``` + pip install price-parser + ``` +
Show 3 hidden projects... - humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰14 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2709,44 +2694,44 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.5K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 390K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 850M / month Β· πŸ“¦ 18K Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 840M / month Β· πŸ“¦ 18K Β· ⏱️ 03.01.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 28.12.2023): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 04.01.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.2K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 690K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 690K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 100M / month Β· πŸ“¦ 48K Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 98M / month Β· πŸ“¦ 48K Β· ⏱️ 03.01.2024): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 03.01.2024): ``` conda install -c conda-forge sqlalchemy ```
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 11.12.2023): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 36M / month Β· πŸ“¦ 28K Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 33M / month Β· πŸ“¦ 28K Β· ⏱️ 01.01.2024): ``` pip install redis ``` @@ -2757,12 +2742,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.5K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 58M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 56M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): ``` pip install google-cloud-storage ``` @@ -2773,12 +2758,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.1K - 13% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.1K - 13% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 45M / month Β· πŸ“¦ 720 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 43M / month Β· πŸ“¦ 720 Β· ⏱️ 07.11.2023): ``` pip install azure-storage-blob ``` @@ -2789,12 +2774,12 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 25K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 26K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.6M / month Β· πŸ“¦ 3.7K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.7K Β· ⏱️ 13.10.2023): ``` pip install peewee ``` @@ -2810,7 +2795,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 610 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 38M / month Β· πŸ“¦ 610 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2821,7 +2806,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.5K Β· πŸ“¦ 45K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 45K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2842,7 +2827,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2853,12 +2838,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 04.01.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 23M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 22M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): ``` pip install pymongo ``` @@ -2874,7 +2859,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 32M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 30M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` @@ -2885,12 +2870,12 @@ _Libraries for connecting to, operating, and querying databases._
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 22K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2901,12 +2886,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ38 Β· ⭐ 680) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 620 - 11% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 320 Β· πŸ“¦ 25K Β· πŸ“‹ 620 - 11% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 37M / month Β· πŸ“¦ 1.2K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.2K Β· ⏱️ 13.12.2023): ``` pip install google-cloud-bigquery ``` @@ -2917,12 +2902,12 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ37 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 8.9K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 610K / month Β· πŸ“¦ 180 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 540K / month Β· πŸ“¦ 180 Β· ⏱️ 04.12.2023): ``` pip install sqlmodel ``` @@ -2933,12 +2918,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.3K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 24.12.2023): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 38M / month Β· πŸ“¦ 65 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 37M / month Β· πŸ“¦ 65 Β· ⏱️ 13.11.2023): ``` pip install awswrangler ``` @@ -2949,12 +2934,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ37 Β· ⭐ 3.3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 900 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 930 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 120K / month Β· πŸ“¦ 53 Β· ⏱️ 24.12.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 53 Β· ⏱️ 31.12.2023): ``` pip install ibis-framework ``` @@ -2970,7 +2955,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5M / month Β· πŸ“¦ 7.2K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 13.12.2023): ``` pip install mysqlclient ``` @@ -2981,12 +2966,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.8K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): ``` pip install elasticsearch-dsl ``` @@ -2997,12 +2982,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 78K Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 79K Β· ⏱️ 15.12.2023): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): ``` pip install motor ``` @@ -3018,7 +3003,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 190M / month Β· πŸ“¦ 740 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 200M / month Β· πŸ“¦ 750 Β· ⏱️ 11.12.2023): ``` pip install s3fs ``` @@ -3027,41 +3012,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
-
s3transfer (πŸ₯ˆ35 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 +
minio (πŸ₯ˆ35 Β· ⭐ 720) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.1K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 02.01.2024): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 290M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.6M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2024): ``` - pip install s3transfer + pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 150K Β· ⏱️ 02.01.2024): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge minio ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 +
s3transfer (πŸ₯ˆ35 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 520 - 18% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 21.12.2023): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 24M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 280M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): ``` - pip install prometheus_client + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 21.12.2023): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge s3transfer ```
libcloud (πŸ₯ˆ34 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 37% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/apache/libcloud @@ -3078,7 +3063,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.6M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): ``` pip install cassandra-driver ``` @@ -3087,14 +3072,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ’€) - Various utility functions and datatypes for SQLAlchemy. BSD-3 - [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 27K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 29.06.2023): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3103,22 +3088,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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minio (πŸ₯ˆ34 Β· ⭐ 720) - MinIO Client SDK for Python. Apache-2 - -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 6.1K Β· πŸ“‹ 530 - 1% open Β· ⏱️ 27.12.2023): - - ``` - git clone https://github.com/minio/minio-py - ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.6M / month Β· πŸ“¦ 470 Β· ⏱️ 27.12.2023): - ``` - pip install minio - ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 150K Β· ⏱️ 27.12.2023): - ``` - conda install -c conda-forge minio - ``` -
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 400) - Google BigQuery connector for pandas. BSD-3 - [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 8.8K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 15.12.2023): @@ -3137,12 +3106,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯‰33 Β· ⭐ 4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 6.8K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 6.9K Β· πŸ“‹ 990 - 48% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 110K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 100K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3151,14 +3120,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
+
Prometheus Client (πŸ₯‰33 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 + +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 520 - 18% open Β· ⏱️ 21.11.2023): + + ``` + git clone https://github.com/prometheus/client_python + ``` +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 22M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): + ``` + pip install prometheus_client + ``` +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): + ``` + conda install -c conda-forge prometheus_client + ``` +
Pony (πŸ₯‰33 Β· ⭐ 3.4K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 81 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 82 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 110K / month Β· πŸ“¦ 360 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 97K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3174,27 +3159,27 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.2M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.1M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 6.3K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 6.4K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 7.8K Β· πŸ“‹ 230 - 0% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 7.9K Β· πŸ“‹ 230 - 0% open Β· ⏱️ 28.12.2023): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 120K / month Β· πŸ“¦ 230 Β· ⏱️ 28.12.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 110K / month Β· πŸ“¦ 230 Β· ⏱️ 28.12.2023): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 28.11.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 28.12.2023): ``` conda install -c conda-forge neo4j-python-driver ``` @@ -3206,7 +3191,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 340K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 310K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3222,7 +3207,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 29.11.2023): ``` pip install pynamodb ``` @@ -3231,38 +3216,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pynamodb ```
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cx-Oracle (πŸ₯‰32 Β· ⭐ 870) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 - -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/oracle/python-cx_Oracle - ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.9M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): - ``` - pip install cx-Oracle - ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 510K Β· ⏱️ 24.09.2023): - ``` - conda install -c conda-forge cx_oracle - ``` -
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dataset (πŸ₯‰31 Β· ⭐ 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.5K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): - - ``` - git clone https://github.com/pudo/dataset - ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 89K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): - ``` - pip install dataset - ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.7K Β· ⏱️ 12.07.2023): - ``` - conda install -c conda-forge dataset - ``` -
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.9K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): @@ -3270,7 +3223,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3291,16 +3244,36 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
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prisma (πŸ₯‰30 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
dataset (πŸ₯‰30 Β· ⭐ 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 64 Β· πŸ“¦ 2.7K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.5K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/RobertCraigie/prisma-client-py + git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 61K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 74K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` - pip install prisma + pip install dataset + ``` +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.7K Β· ⏱️ 12.07.2023): + ``` + conda install -c conda-forge dataset + ``` +
+
cx-Oracle (πŸ₯‰30 Β· ⭐ 870 Β· πŸ“‰) - Python interface to Oracle Database now superseded by python-.. BSD-3 + +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): + + ``` + git clone https://github.com/oracle/python-cx_Oracle + ``` +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.9M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): + ``` + pip install cx-Oracle + ``` +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 510K Β· ⏱️ 24.09.2023): + ``` + conda install -c conda-forge cx_oracle ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 @@ -3310,7 +3283,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 290K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 280K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3319,14 +3292,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pysolr ```
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Records (πŸ₯‰29 Β· ⭐ 7K Β· πŸ’€) - SQL for Humans. ISC +
Records (πŸ₯‰29 Β· ⭐ 7.1K Β· πŸ’€) - SQL for Humans. ISC - [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 43% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 290K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 260K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3335,34 +3308,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 +
prisma (πŸ₯‰29 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.1K): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 64 Β· πŸ“¦ 2.7K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 12.12.2023): ``` - git clone https://github.com/confluentinc/confluent-kafka-python - ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 11M / month Β· πŸ“¦ 470 Β· ⏱️ 25.10.2023): - ``` - pip install confluent-kafka + git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 810K Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 55K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): ``` - conda install -c conda-forge python-confluent-kafka + pip install prisma ```
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 78 Β· πŸ“¦ 310 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 23.12.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 79 Β· πŸ“¦ 320 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 14K / month Β· πŸ“¦ 11 Β· ⏱️ 23.12.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 11K / month Β· πŸ“¦ 11 Β· ⏱️ 23.12.2023): ``` pip install piccolo ```
+
confluent-kafka-python (πŸ₯‰28 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 + +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.2K): + + ``` + git clone https://github.com/confluentinc/confluent-kafka-python + ``` +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 470 Β· ⏱️ 25.10.2023): + ``` + pip install confluent-kafka + ``` +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 810K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge python-confluent-kafka + ``` +
ODMantic (πŸ₯‰28 Β· ⭐ 910) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 81 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): @@ -3382,7 +3367,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 47K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 45K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3391,9 +3376,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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filedepot (πŸ₯‰23 Β· ⭐ 150) - Toolkit for storing files and attachments in web applications. MIT +
filedepot (πŸ₯‰23 Β· ⭐ 150 Β· πŸ’€) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 970 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 980 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot @@ -3417,7 +3402,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 390 - 11% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 390 - 11% open Β· ⏱️ 30.12.2023): ``` git clone https://github.com/psycopg/psycopg @@ -3430,17 +3415,17 @@ _Libraries for connecting to, operating, and querying databases._ - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 -- mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 +- mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - py2neo (πŸ₯‰25 Β· ⭐ 5) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰20 Β· ⭐ 650 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3453,53 +3438,53 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 33K Β· πŸ“‹ 2.6K - 23% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 34K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6.5M / month Β· πŸ“¦ 820 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.8M / month Β· πŸ“¦ 830 Β· ⏱️ 30.12.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 610K Β· ⏱️ 22.12.2023): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 610K Β· ⏱️ 03.01.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 190K Β· πŸ“‹ 680 - 3% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 190K Β· πŸ“‹ 690 - 3% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.2K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 10M / month Β· πŸ“¦ 3.2K Β· ⏱️ 29.12.2023): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 880K Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 880K Β· ⏱️ 30.12.2023): ``` conda install -c conda-forge faker ```
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Tablib (πŸ₯‡37 Β· ⭐ 4.4K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯‡36 Β· ⭐ 4.4K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 90K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 90K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 93K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 94K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tablib ```
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xlwings (πŸ₯ˆ36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯ˆ35 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 - [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 12.12.2023): @@ -3517,12 +3502,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
csvkit (πŸ₯ˆ34 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 890 - 3% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 190K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): ``` pip install csvkit ``` @@ -3533,12 +3518,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xmltodict (πŸ₯ˆ34 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 61K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 62K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 30M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 27M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3554,7 +3539,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3563,46 +3548,46 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
smart-open (πŸ₯ˆ32 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): ``` - git clone https://github.com/pydata/pandas-datareader + git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 16M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): ``` - pip install pandas-datareader + pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.2M Β· ⏱️ 07.09.2023): ``` - conda install -c conda-forge pandas-datareader + conda install -c conda-forge smart_open ```
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smart-open (πŸ₯ˆ32 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
pandas-datareader (πŸ₯ˆ32 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` - git clone https://github.com/RaRe-Technologies/smart_open + git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 17M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 380K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` - pip install smart-open + pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.2M Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge smart_open + conda install -c conda-forge pandas-datareader ```
gdown (πŸ₯ˆ31 Β· ⭐ 3.6K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 24K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 25K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.2M / month Β· πŸ“¦ 440 Β· ⏱️ 25.03.2023): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 440 Β· ⏱️ 25.03.2023): ``` pip install gdown ``` @@ -3618,7 +3603,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 27K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 25K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3629,12 +3614,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯‰27 Β· ⭐ 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.8K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.9K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 48K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 47K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): ``` pip install intake ``` @@ -3645,72 +3630,72 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰26 Β· ⭐ 2.9K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 270 Β· πŸ“₯ 1.5K Β· πŸ“¦ 97 Β· πŸ“‹ 230 - 44% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 280 Β· πŸ“₯ 1.5K Β· πŸ“¦ 100 Β· πŸ“‹ 230 - 44% open Β· ⏱️ 12.10.2023): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 52K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 34K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): ``` pip install img2dataset ```
camelot (πŸ₯‰24 Β· ⭐ 2.5K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 390 Β· πŸ“‹ 300 - 63% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 390 Β· πŸ“‹ 300 - 63% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.7K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ```
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rows (πŸ₯‰22 Β· ⭐ 850) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰22 Β· ⭐ 850 Β· πŸ’€) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 - [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 590 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 520 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT +
Upgini (πŸ₯‰20 Β· ⭐ 260) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 5 Β· ⏱️ 30.12.2023): ``` - git clone https://github.com/camelot-dev/excalibur + git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 920 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.8K / month Β· ⏱️ 30.12.2023): ``` - pip install excalibur-py + pip install upgini ```
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Upgini (πŸ₯‰20 Β· ⭐ 260) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
excalibur (πŸ₯‰19 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 5 Β· ⏱️ 25.12.2023): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` - git clone https://github.com/upgini/upgini + git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 5.7K / month Β· ⏱️ 25.12.2023): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 920 / month Β· ⏱️ 21.03.2020): ``` - pip install upgini + pip install excalibur-py ```
Squirrel (πŸ₯‰17 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 18 - 50% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 18 - 50% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.6K / month Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.5K / month Β· ⏱️ 18.12.2023): ``` pip install squirrel-core ``` @@ -3744,48 +3729,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 580K Β· πŸ“¦ 9K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 580K Β· πŸ“¦ 9K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 28M / month Β· πŸ“¦ 330 Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 31M / month Β· πŸ“¦ 330 Β· ⏱️ 18.12.2023): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 990K Β· ⏱️ 13.11.2023): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 990K Β· ⏱️ 01.01.2024): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 400M Β· ⭐ 490 Β· ⏱️ 18.12.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 450M Β· ⭐ 500 Β· ⏱️ 18.12.2023): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.3M / month Β· πŸ“¦ 15K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.5M / month Β· πŸ“¦ 15K Β· ⏱️ 22.11.2023): ``` pip install celery ``` -- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.5M Β· ⏱️ 05.09.2023): +- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.5M Β· ⏱️ 30.12.2023): ``` conda install -c conda-forge celery ```
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.2K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.2K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 620K / month Β· πŸ“¦ 160 Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 550K / month Β· πŸ“¦ 160 Β· ⏱️ 20.12.2023): ``` pip install prefect ``` @@ -3794,30 +3779,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡41 Β· ⭐ 9.2K Β· πŸ“‰) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 9.3K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.8K Β· πŸ“‹ 6.7K - 33% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.8K Β· πŸ“‹ 6.8K - 33% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1.1M / month Β· πŸ“¦ 140 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1M / month Β· πŸ“¦ 140 Β· ⏱️ 14.12.2023): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1M Β· ⏱️ 14.12.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 14.12.2023): ``` conda install -c conda-forge dagster ```
Beam (πŸ₯‡41 Β· ⭐ 7.3K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 2 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 26.12.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 180 Β· ⏱️ 26.12.2023): ``` pip install apache-beam ``` @@ -3828,12 +3813,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.1K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 54 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 55 Β· ⏱️ 22.12.2023): ``` pip install great_expectations ``` @@ -3844,28 +3829,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
joblib (πŸ₯ˆ40 Β· ⭐ 3.5K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 370K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 380K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 41M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 39M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 23M Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ39 Β· ⭐ 9.3K Β· πŸ“ˆ) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ39 Β· ⭐ 9.3K) - Simple job queues for Python. BSD-3 - [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 24.12.2023): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` @@ -3876,24 +3861,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ38 Β· ⭐ 9.1K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 18% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 18% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 350K / month Β· πŸ“¦ 72 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 320K / month Β· πŸ“¦ 72 Β· ⏱️ 13.12.2023): ``` pip install kedro ```
dbt (πŸ₯ˆ38 Β· ⭐ 8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.6K Β· πŸ“¦ 3.9K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.7K Β· πŸ“¦ 4K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 90K / month Β· πŸ“¦ 30 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 86K / month Β· πŸ“¦ 30 Β· ⏱️ 08.12.2023): ``` pip install dbt ``` @@ -3909,7 +3894,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 490K / month Β· πŸ“¦ 420 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 460K / month Β· πŸ“¦ 420 Β· ⏱️ 05.10.2023): ``` pip install luigi ``` @@ -3920,19 +3905,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.3K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.2K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.4K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 350 Β· πŸ“₯ 1 Β· πŸ“¦ 300 Β· πŸ“‹ 250 - 17% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 350 Β· πŸ“₯ 1 Β· πŸ“¦ 310 Β· πŸ“‹ 250 - 17% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/zenml-io/zenml @@ -3949,7 +3934,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.1M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3965,7 +3950,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 88K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 79K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3976,12 +3961,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 410 - 4% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 410 - 4% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 130K / month Β· πŸ“¦ 6 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 6 Β· ⏱️ 03.01.2024): ``` pip install whylogs ``` @@ -3998,14 +3983,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install faust ```
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ploomber (πŸ₯‰30 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
ploomber (πŸ₯‰29 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.6K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.7K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): ``` pip install ploomber ``` @@ -4021,7 +4006,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 210K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -4037,7 +4022,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 220K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 210K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4049,7 +4034,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 76K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 72K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4077,7 +4062,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 160K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 220K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4093,7 +4078,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.6K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.5K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4105,39 +4090,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.7K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.7K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): ``` pip install tasktiger ```
BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 210 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 160 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
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pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - -- [GitHub](https://github.com/pdpipe/pdpipe) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 44 Β· πŸ“¦ 58 Β· πŸ“‹ 53 - 28% open Β· ⏱️ 24.12.2022): - - ``` - git clone https://github.com/pdpipe/pdpipe - ``` -- [PyPi](https://pypi.org/project/pdpipe) (πŸ“₯ 1.4K / month Β· πŸ“¦ 6 Β· ⏱️ 04.07.2022): - ``` - pip install pdpipe - ``` -- [Conda](https://anaconda.org/conda-forge/pdpipe) (πŸ“₯ 29K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pdpipe - ``` -
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): @@ -4157,7 +4126,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 67 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 42 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4169,24 +4138,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 170K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ```
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Show 13 hidden projects... +
Show 14 hidden projects... - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 -- pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - bodywork-core (πŸ₯‰15 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
@@ -4196,36 +4166,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡38 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT +
XlsxWriter (πŸ₯‡37 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1M Β· πŸ“‹ 580 - 46% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 71K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 08.11.2023): ``` - git clone https://github.com/yaml/pyyaml + git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 230M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 14M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): ``` - pip install pyyaml + pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 41M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.1M Β· ⏱️ 05.11.2023): ``` - conda install -c conda-forge pyyaml + conda install -c conda-forge xlsxwriter ```
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XlsxWriter (πŸ₯‰37 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 +
PyYAML (πŸ₯‡37 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 71K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1M Β· πŸ“‹ 580 - 46% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/jmcnamara/XlsxWriter + git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 15M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 220M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): ``` - pip install xlsxwriter + pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.1M Β· ⏱️ 05.11.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 41M Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge xlsxwriter + conda install -c conda-forge pyyaml ```
jmespath (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT @@ -4252,12 +4222,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 8.9K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 840 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 840 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4266,14 +4236,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰25 Β· ⭐ 320 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰24 Β· ⭐ 320 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT - [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 29 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 25M / month Β· πŸ“¦ 390 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 23M / month Β· πŸ“¦ 390 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4293,30 +4263,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡40 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡42 Β· ⭐ 5K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 360 Β· πŸ“¦ 910K Β· πŸ“‹ 670 - 17% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 920K Β· πŸ“‹ 670 - 17% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 130M / month Β· πŸ“¦ 18K Β· ⏱️ 16.04.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 130M / month Β· πŸ“¦ 18K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 34M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 34M Β· ⏱️ 31.12.2023): ``` conda install -c conda-forge attrs ```
more-itertools (πŸ₯‡39 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 200K Β· πŸ“‹ 280 - 5% open Β· ⏱️ 23.12.2023): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 280 - 5% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 57M / month Β· πŸ“¦ 9K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 53M / month Β· πŸ“¦ 9.1K Β· ⏱️ 03.08.2023): ``` pip install more-itertools ``` @@ -4332,11 +4302,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.6M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.8M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.8M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.9M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge boltons ``` @@ -4348,7 +4318,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 38M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 35M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4357,30 +4327,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
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python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.4K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +
returns (πŸ₯‰31 Β· ⭐ 3.1K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/ets-labs/python-dependency-injector) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 260 Β· πŸ“¦ 2.7K Β· πŸ“‹ 540 - 33% open Β· ⏱️ 19.12.2022): - - ``` - git clone https://github.com/ets-labs/python-dependency-injector - ``` -- [PyPi](https://pypi.org/project/dependency-injector) (πŸ“₯ 1M / month Β· πŸ“¦ 120 Β· ⏱️ 19.12.2022): - ``` - pip install dependency-injector - ``` -- [Conda](https://anaconda.org/conda-forge/dependency_injector) (πŸ“₯ 35K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge dependency_injector - ``` -
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returns (πŸ₯‰31 Β· ⭐ 3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 - -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 490 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 500 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 210K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 180K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` @@ -4396,7 +4350,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.8M / month Β· πŸ“¦ 630 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.6M / month Β· πŸ“¦ 640 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4405,14 +4359,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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natsort (πŸ₯‰29 Β· ⭐ 820) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰29 Β· ⭐ 820 Β· πŸ’€) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 47 Β· πŸ“¦ 25K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4428,7 +4382,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 14K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` @@ -4437,9 +4391,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge ubelt ```
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Show 6 hidden projects... +
Show 7 hidden projects... -- toolz (πŸ₯ˆ35 Β· ⭐ 4.4K Β· πŸ’€) - A functional standard library for Python. BSD-3 +- toolz (πŸ₯ˆ34 Β· ⭐ 4.4K Β· πŸ’€) - A functional standard library for Python. BSD-3 +- python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.4K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 680 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT @@ -4454,12 +4409,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 58K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 28K Β· πŸ“¦ 3 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 84K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 75K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4474,7 +4429,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7K Β· πŸ“₯ 71K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7K Β· πŸ“₯ 71K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/micropython/micropython @@ -4496,7 +4451,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰18 Β· ⭐ 960 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed -- cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed +- cl-python (πŸ₯‰10 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4506,12 +4461,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 640K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 23.12.2023): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 640K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 75M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 69M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4520,14 +4475,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡40 Β· ⭐ 21K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 +
cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 24K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): ``` pip install cookiecutter ``` @@ -4536,14 +4491,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge cookiecutter ```
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pyparsing (πŸ₯‡39 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT +
pyparsing (πŸ₯‡38 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 8.9K Β· πŸ“¦ 910K Β· πŸ“‹ 320 - 10% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9K Β· πŸ“¦ 910K Β· πŸ“‹ 320 - 10% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 96M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 90M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4570,7 +4525,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 720K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 730K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4591,7 +4546,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 100M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 97M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4600,14 +4555,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
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py4j (πŸ₯ˆ35 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 +
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 - [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 33K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 36M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 35M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4618,12 +4573,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ33 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 790 Β· πŸ“‹ 430 - 13% open Β· ⏱️ 25.12.2023): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 800 Β· πŸ“‹ 430 - 13% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 180K / month Β· πŸ“¦ 42 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 170K / month Β· πŸ“¦ 42 Β· ⏱️ 27.11.2023): ``` pip install copier ``` @@ -4635,7 +4590,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 91M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 83M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): ``` pip install pluggy ``` @@ -4651,7 +4606,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 56M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 53M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4667,7 +4622,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 210K / month Β· πŸ“¦ 530 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 190K / month Β· πŸ“¦ 530 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4676,14 +4631,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge keyboard ```
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fastcore (πŸ₯‰30 Β· ⭐ 880) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰30 Β· ⭐ 880 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 - [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.2K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 610K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 540K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4692,14 +4647,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge fastcore ```
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pyscaffold (πŸ₯‰28 Β· ⭐ 1.9K) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“‹ 300 - 11% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 300 - 11% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 180K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 170K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4715,7 +4670,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 130K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 120K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ``` @@ -4727,7 +4682,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.6M / month Β· πŸ“¦ 84 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5M / month Β· πŸ“¦ 84 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4743,7 +4698,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 13M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4759,7 +4714,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 540K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 550K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4770,8 +4725,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... -- powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- openpyxl (πŸ₯‰26 Β· ⭐ 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +- openpyxl (πŸ₯‰25 Β· ⭐ 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-01-04_changes.md b/history/2024-01-04_changes.md new file mode 100644 index 0000000..5f1558d --- /dev/null +++ b/history/2024-01-04_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- click (πŸ₯‡46 Β· ⭐ 15K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 +- attrs (πŸ₯‡42 Β· ⭐ 5K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT +- filesystem_spec (πŸ₯‡40 Β· ⭐ 710 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +- python-fire (πŸ₯ˆ37 Β· ⭐ 26K Β· πŸ“ˆ) - Python Fire is a library for automatically generating.. Apache-2 +- questionary (πŸ₯‰31 Β· ⭐ 1.3K Β· πŸ“ˆ) - Python library to build pretty command line user prompts Easy to.. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- watchdog (πŸ₯ˆ35 Β· ⭐ 6.1K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 +- cx-Oracle (πŸ₯‰30 Β· ⭐ 870 Β· πŸ“‰) - Python interface to Oracle Database now superseded by python-.. BSD-3 +- Vaex (πŸ₯‰28 Β· ⭐ 8.1K Β· πŸ“‰) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT +- configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +- price-parser (πŸ₯‰19 Β· ⭐ 280 Β· πŸ“‰) - Extract price amount and currency symbol from a raw text.. BSD-3 + diff --git a/history/2024-01-04_projects.csv b/history/2024-01-04_projects.csv new file mode 100644 index 0000000..8123360 --- /dev/null +++ b/history/2024-01-04_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-28 17:08:50.000,2023-12-28 17:08:50,450.0,22.0,2134,383.0,238.0,18.0,33.0,14933,2023-12-28 17:08:56.000,2023.12.28,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-12-28 17:09:02.000,2023-12-28 17:09:01,295.0,24.0,156,51.0,176.0,,3.0,2094,2023-12-28 17:09:09.000,2023.12.28,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2023-12-28 17:08:27.000,2023-12-28 17:08:26,293.0,22.0,41,24.0,172.0,3.0,5.0,857,2023-12-28 17:08:34.000,2023.12.28,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2023-12-28 17:09:02.000,2023-12-28 17:09:01,295.0,24.0,156,51.0,176.0,,3.0,2094,2023-12-28 17:09:09.000,2023.12.28,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-28 17:08:50.000,2023-12-28 17:08:50,450.0,22.0,2134,383.0,238.0,18.0,33.0,14933,2023-12-28 17:08:56.000,2023.12.28,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6876,1662.0,323.0,13.0,73.0,38749,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2023-12-28 17:08:50.000,2023-12-28 17:08:50,450.0,22.0,2134,383.0,238.0,18.0,33.0,14933,2023-12-28 17:08:56.000,2023.12.28,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2024-01-04 10:59:24.000,2024-01-04 08:27:28,34699.0,935.0,8995,600.0,13425.0,2178.0,10093.0,25359,2024-01-02 22:54:39.000,1.26.3,155.0,1722.0,54,True,2177661.0,2036380.0,numpy,conda-forge/numpy,921940.0,198092409.0,https://pypi.org/project/numpy,2024-01-02 22:20:37.000,141281.0,196484047.0,https://anaconda.org/conda-forge/numpy,2024-01-03 14:02:38.289,68664064.0,1.0,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-01-04 07:34:15.000,2024-01-03 23:20:05,16645.0,701.0,15355,2065.0,9181.0,901.0,5164.0,62473,2023-11-15 23:29:56.000,4.25.1,152.0,1184.0,52,True,584503.0,564418.0,protobuf,conda-forge/protobuf,37899500.0,157520104.0,https://pypi.org/project/protobuf,2023-11-15 23:29:56.000,16480.0,151136403.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16556105.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3605.0,5146074.0,,,,,,,,,,,,,, +9,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-01-04 10:01:03.000,2024-01-04 03:30:20,34071.0,666.0,17040,1116.0,30963.0,3609.0,22220.0,40806,2023-12-08 15:39:17.000,2.1.4,123.0,3513.0,52,True,1534304.0,1458808.0,pandas,conda-forge/pandas,241397.0,145250985.0,https://pypi.org/project/pandas,2023-12-22 20:01:52.000,75496.0,144053107.0,https://anaconda.org/conda-forge/pandas,2023-12-23 02:00:12.185,46633223.0,1.0,,,,,,['pandas'],,,,,,,,,,,,, +10,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-01-04 13:32:38.000,2024-01-04 13:11:32,22642.0,1008.0,13313,755.0,24321.0,909.0,7677.0,33419,2023-12-18 19:16:17.000,2.8.0,174.0,3123.0,48,True,9378.0,9048.0,apache-airflow,conda-forge/airflow,580455.0,35056695.0,https://pypi.org/project/apache-airflow,2023-12-18 17:04:26.000,330.0,30720010.0,https://anaconda.org/conda-forge/airflow,2024-01-01 18:27:17.725,986844.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2023-12-18 18:47:29.931577,495.0,452281446.0,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-01-04 07:50:11.291,2024-01-03 19:17:44,5668.0,206.0,1868,241.0,717.0,177.0,2969.0,8502,2024-01-03 20:34:33.000,1.34.12,1461.0,153.0,48,True,413827.0,395600.0,boto3,conda-forge/boto3,,837418241.0,https://pypi.org/project/boto3,2024-01-03 20:34:33.000,18227.0,837011027.0,https://anaconda.org/conda-forge/boto3,2024-01-04 07:50:11.291,17917421.0,1.0,,,,,,,,,,,,,,,,,,, +12,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-01-04 09:00:44.000,2024-01-04 01:52:29,54184.0,137.0,23894,1930.0,50243.0,885.0,31381.0,59796,2023-12-11 20:57:49.000,2.16.2,345.0,6809.0,47,True,35674.0,31591.0,ansible,conda-forge/ansible,,4209042.0,https://pypi.org/project/ansible,2023-12-06 14:20:57.000,4083.0,4186690.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,983508.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-01-04 11:23:57.000,2024-01-04 11:23:50,11334.0,360.0,1726,125.0,7753.0,31.0,2321.0,5986,2023-11-28 00:48:49.000,41.0.7,121.0,303.0,47,True,622922.0,601096.0,cryptography,conda-forge/cryptography,,201437898.0,https://pypi.org/project/cryptography,2023-11-28 00:48:49.000,21826.0,200364005.0,https://anaconda.org/conda-forge/cryptography,2023-12-03 01:10:58.240,45103528.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-01-03 18:19:47.000,2024-01-03 18:19:46,12397.0,64.0,4575,473.0,3180.0,650.0,4367.0,22815,2023-11-22 15:18:14.000,5.3.6,203.0,1325.0,46,True,137337.0,122232.0,celery,conda-forge/celery,,7514706.0,https://pypi.org/project/celery,2023-11-22 15:16:19.000,15105.0,7479453.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1515896.0,1.0,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2023-12-29 19:38:06.000,2023-12-29 19:38:05,2419.0,17.0,1411,183.0,1082.0,111.0,1433.0,14655,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1584769.0,1508871.0,click,conda-forge/click,201.0,149162816.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75898.0,148139632.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32741775.0,1.0,,,,,,,,,,,,,1.0,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-01-03 08:29:23.251,2024-01-03 02:22:17,16761.0,175.0,1307,90.0,720.0,211.0,7419.0,8196,2024-01-03 02:22:06.000,rel_2_0_25,297.0,674.0,45,True,742088.0,694155.0,SQLAlchemy,conda-forge/sqlalchemy,48049.0,98156345.0,https://pypi.org/project/SQLAlchemy,2024-01-03 02:21:59.000,47933.0,97780327.0,https://anaconda.org/conda-forge/sqlalchemy,2024-01-03 08:29:23.251,13875665.0,1.0,,,,,,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-01-04 11:57:21.000,2024-01-04 11:54:12,2683.0,161.0,1552,104.0,3301.0,311.0,3237.0,17102,2023-12-22 10:39:43.000,2.5.3,128.0,458.0,44,True,324148.0,314197.0,pydantic,conda-forge/pydantic,,130239357.0,https://pypi.org/project/pydantic,2023-12-22 10:39:43.000,9951.0,130078311.0,https://anaconda.org/conda-forge/pydantic,2023-12-22 12:37:31.854,6763959.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-01-04 10:45:24.287,2024-01-03 19:17:34,11765.0,220.0,3993,572.0,3649.0,575.0,4007.0,14572,2024-01-03 20:34:07.000,1.32.12,1868.0,432.0,44,True,3065.0,3.0,awscli,conda-forge/awscli,1571.0,140257556.0,https://pypi.org/project/awscli,2024-01-03 20:34:07.000,3062.0,139739321.0,https://anaconda.org/conda-forge/awscli,2024-01-04 10:45:24.287,21764838.0,1.0,,,,,,,,,,,,,,,,,,, +19,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-01-04 07:05:40.962,2024-01-03 19:17:21,10596.0,274.0,1037,65.0,2042.0,143.0,924.0,1370,2024-01-03 20:33:27.000,1.34.12,1859.0,202.0,44,True,307845.0,299222.0,botocore,conda-forge/botocore,,357433619.0,https://pypi.org/project/botocore,2024-01-03 20:33:27.000,8623.0,356785694.0,https://anaconda.org/conda-forge/botocore,2024-01-04 07:05:40.962,24621183.0,1.0,,,,,,,,,,,,,,,,,,, +20,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-01-04 12:51:52.000,2024-01-04 11:14:15,120152.0,1072.0,28531,1501.0,47173.0,8589.0,58936.0,57620,2020-07-22 03:00:52.000,0.0.6,11.0,2746.0,43,True,12.0,4.0,cpython,conda-forge/typing,,106134.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,74730.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2952041.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,3.0,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-01-01 14:00:16.000,2023-11-15 16:31:56,3870.0,21.0,1675,542.0,1059.0,197.0,1059.0,45962,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,160390.0,154664.0,rich,conda-forge/rich,,34305752.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,5726.0,34165358.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5896568.0,1.0,,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-01-02 23:55:52.000,2023-12-19 22:43:55,3061.0,45.0,3196,640.0,2443.0,151.0,2203.0,21557,2023-05-26 17:35:41.785,23.5.26,35.0,670.0,43,True,86739.0,86118.0,flatbuffers,conda-forge/flatbuffers,324574.0,13799890.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,340.0,13007008.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,932099.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,281.0,779929.0,,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-01-03 22:01:29.660,2024-01-03 13:19:47,3674.0,103.0,2425,278.0,3856.0,636.0,2007.0,17822,2023-12-30 16:46:22.000,2.16.1,81.0,540.0,43,True,34730.0,33902.0,datasets,conda-forge/datasets,,5817005.0,https://pypi.org/project/datasets,2023-12-30 16:45:45.000,828.0,5800540.0,https://anaconda.org/conda-forge/datasets,2024-01-03 22:01:29.660,609224.0,1.0,,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-01-04 06:01:23.000,2023-12-29 16:13:53,3504.0,82.0,1846,220.0,1280.0,21.0,667.0,16708,2023-12-29 16:14:18.000,22.0.0,325.0,554.0,43,True,197992.0,194750.0,Faker,conda-forge/faker,,10031529.0,https://pypi.org/project/Faker,2023-12-29 16:14:08.000,3242.0,10011026.0,https://anaconda.org/conda-forge/faker,2023-12-30 12:52:24.358,881642.0,1.0,,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-01-04 10:38:18.000,2024-01-04 00:59:00,15557.0,367.0,1394,159.0,6603.0,631.0,3765.0,13698,2023-12-20 23:02:12.000,2.14.12,251.0,431.0,43,True,4342.0,4186.0,prefect,conda-forge/prefect,,559716.0,https://pypi.org/project/prefect,2023-12-20 23:02:12.000,156.0,546465.0,https://anaconda.org/conda-forge/prefect,2023-12-21 06:44:49.936,583044.0,1.0,,,,,,,,,,,,,,,,,,, +26,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-01-04 08:49:33.000,2024-01-02 07:07:43,2283.0,33.0,2484,324.0,1504.0,239.0,1399.0,11982,2023-09-26 06:51:15.000,5.0.1,120.0,423.0,43,True,27812.0,,redis,conda-forge/redis-py,,32550335.0,https://pypi.org/project/redis,2024-01-01 14:01:36.000,27812.0,32523674.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1146424.0,1.0,,,,,,,,,,,,,,,,,,, +27,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-01-03 19:40:21.000,2024-01-03 19:19:02,3378.0,30.0,1701,196.0,1594.0,437.0,1230.0,6492,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,77232.0,73243.0,docker,conda-forge/docker-py,761.0,34202324.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,3989.0,34110816.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3934606.0,2.0,,,,,,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-01-02 23:27:11.000,2024-01-02 23:27:11,6643.0,119.0,564,33.0,839.0,417.0,1385.0,1478,2023-11-21 20:44:20.000,2.17.2,64.0,819.0,43,True,678713.0,641339.0,pygments,conda-forge/pygments,,70114955.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37374.0,69432015.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27317611.0,1.0,,,,,,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-01-04 13:06:34.000,2024-01-04 09:03:42,11148.0,334.0,1018,181.0,7378.0,2038.0,4791.0,18598,2024-01-04 02:40:30.141,3.100.0,3931.0,252.0,42,True,8168.0,7062.0,pulumi,,1835491.0,2613355.0,https://pypi.org/project/pulumi,2023-12-21 00:18:21.000,172.0,881428.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-01-04 02:40:30.141,934.0,1629956.0,,,,,,,,,,,,,, +30,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-01-01 20:03:04.000,2023-12-18 19:43:49,3982.0,24.0,2009,317.0,770.0,1010.0,787.0,8645,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,101587.0,88576.0,paramiko,conda-forge/paramiko,,45004912.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13011.0,44907121.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4107261.0,2.0,,,,,,,,,,,,,,,,,,, +31,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-01-04 10:55:23.000,2024-01-04 10:52:49,1407.0,45.0,386,65.0,552.0,119.0,552.0,4973,2023-12-31 06:30:30.000,23.2.0,28.0,152.0,42,True,934405.0,915986.0,attrs,conda-forge/attrs,,129211477.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18419.0,128392342.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,33584547.0,1.0,,,,,,,,,,,,,2.0,,,,,, +32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-01-04 02:01:16.000,2023-12-21 14:04:36,37393.0,552.0,1567,302.0,8073.0,77.0,3644.0,4487,2023-12-13 20:46:13.000,google-maps-fleetengine-delivery-v0.1.3,100.0,507.0,42,True,2022.0,,google-cloud-storage,conda-forge/google-cloud-storage,,56217499.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2022.0,56119741.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4105873.0,1.0,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-01-04 10:56:47.000,2024-01-04 00:21:05,16280.0,675.0,2605,379.0,24586.0,1233.0,7876.0,3967,2023-12-20 05:49:21.000,azure-mgmt-healthcareapis_2.0.0,100.0,675.0,42,True,3106.0,2381.0,azure-storage-blob,conda-forge/azure-storage-blob,,43524306.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,725.0,43499526.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1065580.0,1.0,,,,,,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-01-02 14:10:52.000,2024-01-02 14:10:22,4567.0,20.0,1370,198.0,474.0,1.0,2341.0,10548,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,29379.0,25642.0,peewee,conda-forge/peewee,,1526473.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3737.0,1512167.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,586548.0,1.0,,,,,,,,,,,,,,,,,,, +35,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-01-04 05:41:51.000,2024-01-03 22:07:23,16781.0,754.0,1130,108.0,11260.0,2247.0,4509.0,9293,2023-12-14 19:19:44.000,1.5.13,587.0,376.0,41,True,1957.0,1822.0,dagster,conda-forge/dagster,,1059407.0,https://pypi.org/project/dagster,2023-12-14 18:44:33.000,135.0,1035511.0,https://anaconda.org/conda-forge/dagster,2023-12-14 21:44:09.732,1051429.0,1.0,,,,,,,,,,,,,,,,,,, +36,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-01-04 05:39:03.000,2024-01-04 05:13:02,41355.0,731.0,4093,261.0,23558.0,4310.0,2108.0,7312,2023-11-17 18:45:43.000,2.52.0,104.0,1590.0,41,True,185.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,6454844.0,https://pypi.org/project/apache-beam,2023-12-26 19:37:32.000,182.0,6452767.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,58176.0,1.0,,,,,,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2023-12-25 13:26:29.000,2023-12-25 13:26:26,2611.0,46.0,571,59.0,345.0,31.0,772.0,4337,2023-11-16 17:08:08.000,4.20.0,100.0,109.0,41,True,519395.0,500375.0,jsonschema,conda-forge/jsonschema,131.0,94981278.0,https://pypi.org/project/jsonschema,2023-11-16 17:08:03.000,19020.0,94325924.0,https://anaconda.org/conda-forge/jsonschema,2023-11-16 18:45:00.717,25558684.0,1.0,,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +38,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-01-03 02:37:30.000,2024-01-02 20:48:14,4553.0,134.0,5110,718.0,3933.0,203.0,7027.0,31327,2023-11-23 08:49:38.000,2.23.3,144.0,525.0,40,True,1590.0,342.0,docker-compose,conda-forge/docker-compose,89735818.0,2956219.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1254231.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,381018.0,2.0,,,,,,,,,,,,,,,,,,, +39,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-01-04 13:03:13.000,2024-01-04 09:20:36,8386.0,825.0,1327,141.0,7342.0,1333.0,4759.0,22733,2024-01-02 15:30:10.000,py-0.20.3,334.0,330.0,40,True,386.0,3.0,polars,,140.0,3368837.0,https://pypi.org/project/polars,2024-01-02 15:28:38.000,383.0,3368827.0,,,,1.0,,,,,,,,,,,,,,,,,,, +40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-01-01 14:04:53.000,2023-11-27 20:58:58,3043.0,16.0,1955,227.0,1127.0,206.0,639.0,20929,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,40,True,26087.0,24469.0,cookiecutter,conda-forge/cookiecutter,,2887381.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1618.0,2858389.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,927745.0,1.0,,,,,,,,,,,,,,,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-01-03 21:35:49.000,2024-01-01 11:06:40,12873.0,59.0,3090,605.0,3582.0,727.0,4274.0,16587,2023-06-17 17:37:56.000,2.2.1,48.0,604.0,40,True,12333.0,11719.0,kivy,conda-forge/kivy,35053.0,137293.0,https://pypi.org/project/kivy,2024-01-01 11:56:49.000,614.0,129418.0,https://anaconda.org/conda-forge/kivy,2023-09-19 14:04:00.409,332666.0,1.0,,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-01-04 13:07:06.000,2024-01-03 22:33:24,11861.0,239.0,1416,81.0,7266.0,149.0,1646.0,9122,2023-12-22 19:49:18.000,0.18.7,259.0,421.0,40,True,55.0,,great_expectations,conda-forge/great-expectations,,12616074.0,https://pypi.org/project/great_expectations,2023-12-22 18:20:24.000,55.0,12599175.0,https://anaconda.org/conda-forge/great-expectations,2023-12-22 20:21:15.770,743579.0,2.0,,,,,,,,,,,,,,,,,,, +43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-12-14 07:04:50.000,2023-12-14 07:04:49,1099.0,15.0,1466,229.0,490.0,14.0,634.0,7473,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,201075.0,200466.0,PyMySQL,conda-forge/pymysql,,38223305.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,609.0,38193051.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1270693.0,1.0,,,,,,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2023-12-13 07:06:56.000,2023-12-13 07:06:55,1586.0,30.0,1207,404.0,1340.0,52.0,1019.0,4070,2023-12-08 06:23:03.000,8.11.1,137.0,200.0,40,True,51495.0,45350.0,elasticsearch,conda-forge/elasticsearch,3551.0,15848990.0,https://pypi.org/project/elasticsearch,2023-12-08 06:23:03.000,6145.0,15827103.0,https://anaconda.org/conda-forge/elasticsearch,2023-12-08 08:04:02.493,959057.0,1.0,,,,,,,,,,,,,,,,,,, +45,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2023-12-01 10:50:33.000,2023-12-01 10:50:33,1499.0,10.0,384,61.0,713.0,400.0,467.0,3534,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,40,True,381763.0,375180.0,joblib,conda-forge/joblib,,39064209.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6583.0,38503907.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23532719.0,2.0,,,,,,,,,,,,,,,,,,, +46,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-01-04 06:41:35.000,2024-01-04 06:41:35,4918.0,141.0,992,109.0,3822.0,1106.0,3030.0,3301,2023-12-08 19:39:07.000,2023.12.0,87.0,463.0,40,True,25271.0,23141.0,xarray,conda-forge/xarray,,3729003.0,https://pypi.org/project/xarray,2023-12-08 19:39:07.000,2130.0,3504874.0,https://anaconda.org/conda-forge/xarray,2023-12-08 22:05:21.882,9413444.0,1.0,,,,,,,,,,,,,,,,,,, +47,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2023-12-22 21:52:59.000,2023-12-05 09:07:14,4340.0,37.0,530,57.0,899.0,257.0,1214.0,1963,2023-10-09 14:43:38.000,3.10.0,38.0,198.0,40,True,264003.0,248865.0,h5py,conda-forge/h5py,3046.0,14858097.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15138.0,14529903.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14110762.0,1.0,,,,,,,,,,,,,,,,,,, +48,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-01-04 08:28:43.000,2024-01-02 21:56:47,2267.0,52.0,300,20.0,848.0,218.0,409.0,713,2023-12-11 21:19:52.000,2023.12.2,76.0,219.0,40,True,84550.0,83705.0,fsspec,conda-forge/fsspec,,183213424.0,https://pypi.org/project/fsspec,2023-12-11 21:19:52.000,845.0,182863342.0,https://anaconda.org/conda-forge/fsspec,2023-12-11 23:09:10.148,15403640.0,1.0,,,,,,,,,,,,,1.0,,,,,, +49,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-12-29 11:25:15.000,2023-10-22 20:53:42,936.0,10.0,566,226.0,250.0,87.0,258.0,9757,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,39,True,110635.0,108699.0,uvloop,conda-forge/uvloop,427.0,8683682.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1936.0,8666364.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,675250.0,1.0,,,,,,,,,,,,,,,,,,, +50,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2023-12-30 17:39:27.000,2023-12-24 03:16:18,1810.0,14.0,1361,209.0,871.0,163.0,941.0,9301,2023-06-22 02:17:03.239,1.15.1,76.0,303.0,39,True,17213.0,15429.0,rq,conda-forge/rq,,1406209.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1784.0,1403588.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,99628.0,2.0,,,,,,,,,,,,,,,,,,, +51,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-01-02 21:50:32.000,2024-01-02 21:50:32,2735.0,30.0,734,149.0,750.0,599.0,557.0,8752,2023-12-13 09:51:12.000,3.0.43,127.0,224.0,39,True,1685.0,,prompt_toolkit,conda-forge/prompt-toolkit,,34766140.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1685.0,34267365.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20449794.0,2.0,,,,,,,,,,,,,,,,,,, +52,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,,667,135.0,673.0,97.0,399.0,8451,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,89025.0,84201.0,arrow,conda-forge/arrow,,19947502.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4824.0,19864958.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3549413.0,1.0,,,,,,,,,,,,,,,,,,, +53,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2023-12-26 16:02:32.000,2023-12-26 16:02:31,3268.0,20.0,628,82.0,1022.0,160.0,1042.0,6763,2023-07-20 22:08:23.000,3.20.1,171.0,208.0,39,True,123797.0,113423.0,marshmallow,conda-forge/marshmallow,,29835464.0,https://pypi.org/project/marshmallow,2023-07-20 22:08:23.000,10374.0,29783733.0,https://anaconda.org/conda-forge/marshmallow,2023-07-21 07:34:27.618,2224436.0,2.0,,,,,,,,,,,,,,,,,,, +54,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,12.0,1359,147.0,972.0,297.0,1194.0,5416,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,24800.0,23360.0,kafka-python,conda-forge/kafka-python,1834.0,6833017.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1440.0,6827668.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,426694.0,2.0,,,,,,,,,,,,,,,,,,, +55,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-01-04 11:32:58.000,2024-01-04 11:32:57,5494.0,70.0,1190,240.0,1459.0,14.0,,3977,2023-11-29 15:44:00.000,4.6.1,136.0,206.0,39,True,20231.0,,pymongo,conda-forge/pymongo,,21550344.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20231.0,21516233.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1432689.0,2.0,,,,,,,,,,,,,,,,,,, +56,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-01-03 14:47:26.000,2024-01-03 14:47:26,1582.0,41.0,262,40.0,508.0,15.0,264.0,3307,2023-08-04 13:37:51.000,10.1.0,44.0,113.0,39,True,214441.0,205388.0,more-itertools,conda-forge/more-itertools,2875.0,53148384.0,https://pypi.org/project/more-itertools,2023-08-03 16:36:29.000,9053.0,52834409.0,https://anaconda.org/conda-forge/more-itertools,2023-08-03 18:26:25.097,13499482.0,1.0,,,,,,,,,,,,,,,,,,, +57,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-01-02 22:15:38.393,2024-01-02 03:27:05,3080.0,10.0,492,72.0,297.0,19.0,1257.0,3116,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,39,False,753846.0,692219.0,psycopg2,psycopg2,,13962759.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61607.0,13960160.0,https://anaconda.org/anaconda/psycopg2,2024-01-02 22:15:38.393,254772.0,2.0,,,,,,,,,,,,,,,20.0,,,, +58,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2023-12-21 03:33:51.425,2023-12-20 17:06:28,1785.0,44.0,210,19.0,141.0,100.0,927.0,2285,2023-12-20 17:06:21.000,rel_1_13_1,123.0,181.0,39,True,208199.0,196617.0,alembic,conda-forge/alembic,,30439885.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11582.0,30340846.0,https://anaconda.org/conda-forge/alembic,2023-12-21 03:33:51.425,3961572.0,2.0,,,,,,,,,,,,,,,,,,, +59,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-01-02 16:34:11.563,2024-01-02 13:45:30,2002.0,20.0,201,26.0,605.0,99.0,198.0,592,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,39,True,404152.0,389380.0,traitlets,conda-forge/traitlets,299.0,31454131.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14772.0,30833822.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,24811828.0,1.0,,,,,,,,,,,,,,,,,,, +60,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-03 16:16:59.000,2024-01-03 16:11:48,7432.0,298.0,1225,341.0,244.0,39.0,453.0,13400,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1000.0,995.0,tink,,1097.0,286710.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,286538.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,1.0,158.0,,,,,,,,,,,,,, +61,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-01-04 13:28:12.000,2024-01-04 12:14:00,3070.0,211.0,848,107.0,1583.0,307.0,1367.0,9071,2023-12-13 13:49:01.000,0.19.1,48.0,218.0,38,True,2150.0,2078.0,kedro,,,321257.0,https://pypi.org/project/kedro,2023-12-13 13:49:01.000,72.0,321257.0,,,,2.0,,,,,,,,,,,,,,,,,,, +62,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-01-04 13:30:05.000,2024-01-04 13:30:04,6482.0,65.0,1400,135.0,4163.0,573.0,4295.0,8031,2023-12-14 20:32:51.000,1.7.4,203.0,302.0,38,True,3991.0,3961.0,dbt,conda-forge/dbt,3743.0,89080.0,https://pypi.org/project/dbt,2023-12-08 18:36:22.000,30.0,85959.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,251497.0,2.0,,,,,,,,,,,,,,,,dbt,,, +63,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-01-02 20:06:45.000,2024-01-02 18:18:36,1728.0,20.0,3319,139.0,883.0,131.0,1172.0,6210,2023-09-18 17:33:52.000,28.1.0,92.0,189.0,38,True,1461.0,,kubernetes,conda-forge/kubernetes,,19315186.0,https://pypi.org/project/kubernetes,2024-01-02 18:27:25.000,1461.0,19304556.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,467752.0,2.0,,,,,,,,,,,,,,,,,,, +64,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-01-01 19:12:10.000,2024-01-01 19:12:10,4118.0,32.0,1225,138.0,1113.0,377.0,1339.0,4110,2023-03-03 10:28:06.959,0.27.0,72.0,390.0,38,True,26150.0,22553.0,mongoengine,conda-forge/mongoengine,,1060192.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3597.0,1054266.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,231117.0,2.0,,,,,,,,,,,,,,,,,,, +65,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2023-12-21 19:51:03.000,2023-11-25 04:18:18,2739.0,25.0,1223,202.0,1237.0,195.0,1803.0,3326,2023-11-17 18:40:04.000,4.3.0,43.0,229.0,38,True,4333.0,4068.0,netmiko,,,186762.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,265.0,186762.0,,,,2.0,,,,,,,,,,,,,,,,,,, +66,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-01-01 10:18:17.000,2024-01-01 10:02:47,2874.0,24.0,464,63.0,213.0,65.0,511.0,2575,2023-12-28 07:36:16.000,3.19.1x,48.0,146.0,38,True,86690.0,85022.0,pycryptodomex,conda-forge/pycryptodomex,238.0,28944264.0,https://pypi.org/project/pycryptodomex,2023-12-28 06:52:55.000,1668.0,28907203.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1556496.0,2.0,,,,,,,,,,,,,,,,,,, +67,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-01-04 00:00:43.000,2023-11-25 05:24:37,1628.0,1.0,466,91.0,308.0,183.0,329.0,2471,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,356449.0,340187.0,pexpect,conda-forge/pexpect,4369.0,49007469.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16262.0,48825797.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16892323.0,1.0,,,,,,,,,,,,,,,,,,, +68,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-20 03:58:16.000,2023-11-20 03:58:10,1175.0,5.0,260,24.0,174.0,34.0,291.0,2018,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,38,True,943213.0,910839.0,pyparsing,conda-forge/pyparsing,9015.0,91449192.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32374.0,89937308.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40817111.0,1.0,,,,,,,,,,,,,,,,,,, +69,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-12-21 23:45:31.152,2023-12-21 21:58:06,987.0,24.0,232,53.0,156.0,22.0,217.0,1554,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,334854.0,324375.0,greenlet,conda-forge/greenlet,,85931476.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10479.0,85731542.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8597178.0,2.0,,,,,,,,,,,,,,,,,,, +70,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-01-04 01:37:44.000,2023-12-21 15:05:41,1739.0,45.0,316,54.0,1137.0,69.0,555.0,680,2023-12-13 23:13:37.000,3.14.1,153.0,141.0,38,True,26071.0,24916.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,35198643.0,https://pypi.org/project/google-cloud-bigquery,2023-12-13 23:13:37.000,1155.0,35132531.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2023-12-14 06:18:59.317,2776740.0,2.0,,,,,,,,,,,,,,,,,,, +71,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-01-03 00:19:35.000,2024-01-02 20:45:49,291.0,3.0,1407,375.0,168.0,144.0,182.0,25753,2022-12-12 20:38:05.885,0.5.0,10.0,62.0,37,True,30352.0,28426.0,fire,conda-forge/fire,,5888174.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1926.0,5877717.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,826146.0,2.0,,,,,,,,,,,,,1.0,,,,,, +72,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-01-02 09:39:24.000,2023-12-17 16:24:46,4089.0,3.0,2379,478.0,2286.0,121.0,880.0,16998,2023-10-05 11:21:35.000,3.4.0,80.0,609.0,37,True,2694.0,2277.0,luigi,luigi,,463236.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,415.0,463086.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14334.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,,, +73,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2023-12-31 16:48:24.000,2023-12-10 20:20:18,367.0,121.0,534,155.0,312.0,194.0,153.0,11910,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,37,True,9145.0,8967.0,sqlmodel,conda-forge/sqlmodel,,536063.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,178.0,535225.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,24313.0,2.0,,,,,,['pydantic'],,,,,,,,,,,,, +74,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-01-04 11:09:41.000,2023-12-21 15:39:11,2728.0,92.0,629,116.0,2940.0,710.0,3212.0,9212,2023-12-14 15:17:09.000,0.26.0,90.0,124.0,37,True,1313.0,1279.0,modin,conda-forge/modin-core,196771.0,836469.0,https://pypi.org/project/modin,2023-12-14 14:59:39.000,34.0,824005.0,https://anaconda.org/conda-forge/modin-core,2023-12-15 11:31:55.574,284519.0,2.0,,,,,,['pandas'],,,,,,,,,,,,, +75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-12-28 22:37:29.000,2023-07-07 17:27:15,356.0,,374,34.0,228.0,40.0,232.0,6759,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,655207.0,645562.0,python-dotenv,conda-forge/python-dotenv,,32545270.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9645.0,32476121.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2904258.0,2.0,,,,,,,,,,,,,,,,,,, +76,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-01-04 12:56:57.000,2024-01-04 10:39:18,2302.0,46.0,653,62.0,1470.0,33.0,1003.0,3699,2023-11-13 19:02:13.000,3.4.2,143.0,141.0,37,True,1415.0,1350.0,awswrangler,conda-forge/awswrangler,220873.0,37435572.0,https://pypi.org/project/awswrangler,2023-11-13 17:56:17.000,65.0,37421084.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,446958.0,2.0,,,,,,['pandas'],,,,,,,,aws/aws-sdk-pandas,,,,, +77,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-12-09 01:28:45.000,2023-11-08 17:22:41,1363.0,22.0,615,119.0,128.0,10.0,898.0,3395,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,74862.0,70853.0,xlsxwriter,conda-forge/xlsxwriter,,14195610.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4009.0,14125701.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3076011.0,1.0,,,,,,,,,,,,,,,,,,, +78,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-01-04 13:16:01.000,2024-01-04 12:43:57,7195.0,708.0,464,80.0,5345.0,110.0,2330.0,3331,2023-12-18 23:17:03.000,7.2.0,72.0,241.0,37,True,987.0,934.0,ibis-framework,conda-forge/ibis-framework,111.0,111537.0,https://pypi.org/project/ibis-framework,2023-12-31 00:02:49.000,53.0,104162.0,https://anaconda.org/conda-forge/ibis-framework,2023-12-19 18:18:56.725,316970.0,2.0,,,,,,,,,,,,,,,,,,, +79,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-01-02 05:43:13.000,2023-12-21 09:38:13,1511.0,14.0,457,134.0,563.0,318.0,375.0,2396,2023-11-17 10:47:56.000,1.2.0,30.0,133.0,37,True,26903.0,25610.0,dateparser,conda-forge/dateparser,,4588718.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1293.0,4584304.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,189806.0,2.0,,,,,,,,,,,,,,,,,,, +80,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-12-29 23:09:27.000,2023-11-14 16:25:37,322.0,2.0,504,53.0,265.0,271.0,312.0,2348,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,37,True,1122144.0,1044404.0,pyyaml,conda-forge/pyyaml,,220433828.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77740.0,219406031.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41111904.0,1.0,,,,,,,,,,,,,,,,,,, +81,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-01-02 18:21:41.000,2024-01-02 18:21:40,937.0,40.0,114,27.0,307.0,58.0,277.0,1475,2023-12-16 17:06:55.000,4.2.0,50.0,46.0,37,True,220809.0,220098.0,anyio,conda-forge/anyio,,85219577.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,84952435.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,11754271.0,2.0,,,,,,,,,,,,,,,,,,, +82,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-01-04 03:19:08.000,2024-01-04 03:19:00,579.0,51.0,195,27.0,586.0,10.0,124.0,1078,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,203203.0,195063.0,bcrypt,conda-forge/bcrypt,,47030352.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8140.0,46923244.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4391453.0,3.0,,,,,,,,,,,,,,,,,,, +83,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2023-12-05 04:37:38.000,2023-09-23 23:05:56,1604.0,,1985,464.0,552.0,472.0,1310.0,14384,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,167.0,21.0,fabric,conda-forge/fabric,,4199621.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,146.0,4197403.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,79858.0,3.0,,,,,,,,,,,,,,,,,,, +84,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-12-09 14:44:05.000,2023-11-26 22:23:44,6867.0,31.0,1758,230.0,3076.0,735.0,2776.0,12900,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,10971.0,10626.0,pysimplegui,conda-forge/pysimplegui,,498715.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,345.0,496214.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,132567.0,2.0,,,,,,,,,,,,,,,,,,, +85,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,3.0,965,215.0,185.0,156.0,294.0,11285,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,32465.0,31008.0,schedule,conda-forge/schedule,,1782541.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1457.0,1781204.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,48161.0,3.0,,,,,,,,,,,,,,,,,,, +86,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2023-12-21 16:32:38.000,2023-12-16 21:30:31,835.0,11.0,391,69.0,277.0,226.0,318.0,5884,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,25618.0,24339.0,pendulum,conda-forge/pendulum,431.0,18112514.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1279.0,18091325.0,https://anaconda.org/conda-forge/pendulum,2023-09-22 20:43:25.117,889789.0,2.0,,,,,,,,,,,,,,,,,,, +87,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-01-01 17:45:27.000,2024-01-01 17:45:18,1187.0,10.0,587,137.0,327.0,33.0,222.0,4401,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,36,True,91502.0,90222.0,tablib,conda-forge/tablib,,1562978.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1561891.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93557.0,1.0,,,,,,,,,,,,,,,,,,, +88,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-01-03 21:29:32.000,2023-12-15 05:12:50,1082.0,10.0,467,55.0,300.0,11.0,320.0,2357,2023-12-13 13:40:11.000,2.2.1,37.0,84.0,36,True,157283.0,150037.0,mysqlclient,conda-forge/mysqlclient,5273.0,4874787.0,https://pypi.org/project/mysqlclient,2023-12-13 13:40:11.000,7246.0,4867177.0,https://anaconda.org/conda-forge/mysqlclient,2023-12-15 15:20:16.416,317157.0,2.0,,,,,,,,,,,,,,,,,,, +89,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-01-03 21:07:31.000,2023-11-13 16:35:34,1579.0,4.0,459,45.0,635.0,341.0,404.0,2186,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5482.0,,python-dateutil,conda-forge/python-dateutil,35065.0,212466049.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5482.0,211901939.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,51867809.0,2.0,,,,,,,,,,,,,,,,,,, +90,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,25.0,141,42.0,113.0,24.0,151.0,1940,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,328671.0,326343.0,pyrsistent,conda-forge/pyrsistent,,32825940.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2328.0,32338185.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20485712.0,1.0,,,,,,,,,,,,,,,,,,, +91,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2024-01-04 12:50:02.000,2024-01-03 20:20:17,2230.0,118.0,466,17.0,1124.0,95.0,392.0,1266,2024-01-01 18:43:25.000,0.40,68.0,222.0,36,True,14751.0,14291.0,holidays,conda-forge/holidays,189.0,6105634.0,https://pypi.org/project/holidays,2024-01-01 18:52:46.000,460.0,6016451.0,https://anaconda.org/conda-forge/holidays,2024-01-01 20:24:18.559,3745644.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +92,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1172,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,36,True,324275.0,306921.0,future,conda-forge/future,,29376118.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17354.0,29234668.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12730518.0,1.0,,,,,,,,,,,,,,,,,,, +93,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,949,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,36,True,2108138.0,1972134.0,six,conda-forge/six,,181361639.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136004.0,180813644.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,50415569.0,1.0,,,,,,,,,,,,,,,,,,, +94,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-01-04 08:33:08.000,2023-10-30 14:18:42,532.0,12.0,2046,379.0,464.0,343.0,187.0,32252,2023-10-30 14:16:37.000,0.23.4,45.0,136.0,35,True,1317.0,1279.0,diagrams,conda-forge/diagrams,,110075.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,38.0,106102.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,174827.0,2.0,,,,,,,,,,,,,,,,,,, +95,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-01-03 22:05:11.000,2024-01-03 04:59:11,15518.0,299.0,7042,735.0,5785.0,1718.0,3700.0,17720,2023-12-27 12:58:56.000,1.22.0,16.0,612.0,35,True,14.0,,micropython-_markupbase,,71158.0,924.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +96,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,162.0,110.0,260.0,186.0,7863,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,121085.0,108623.0,docopt,conda-forge/docopt,,10455488.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12462.0,10433890.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2008702.0,2.0,,,,,,,,,,,,,,,,,,, +97,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-12-21 10:34:46.923,2023-12-02 20:20:58,1534.0,15.0,348,142.0,202.0,66.0,106.0,6326,2023-11-01 07:04:40.000,23.1.1,53.0,88.0,35,True,6461.0,6020.0,boltons,conda-forge/boltons,25.0,3868246.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,441.0,3778418.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,3862620.0,2.0,,,,,,,,,,,,,,,,,,, +98,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,6.0,682,134.0,389.0,174.0,457.0,6098,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,35,True,131833.0,123639.0,watchdog,conda-forge/watchdog,,11122663.0,https://pypi.org/project/watchdog,2023-07-20 15:43:30.598,8194.0,11060680.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2665292.0,2.0,,,,,,,,,,,,,-2.0,,,,,, +99,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2023-12-22 18:40:45.000,2023-10-26 14:26:36,614.0,7.0,186,34.0,86.0,1.0,359.0,5175,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,35,True,69954.0,68721.0,orjson,conda-forge/orjson,,13605415.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1233.0,13582066.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1027366.0,2.0,,,,,,,,,,,,,,,,,,, +100,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-01-04 09:39:27.000,2024-01-01 18:07:16,905.0,13.0,371,87.0,274.0,26.0,318.0,4174,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4509.0,,ujson,conda-forge/ujson,,8034676.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4509.0,7930253.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4490231.0,2.0,,,,,,,,,,,,,,,,,,, +101,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-01-03 15:23:59.000,2024-01-03 14:41:25,1041.0,8.0,836,423.0,395.0,157.0,1157.0,3733,2023-11-13 12:01:30.000,8.11.0,37.0,133.0,35,True,10864.0,9879.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,2769094.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,985.0,2768979.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8366.0,2.0,,,,,,,,,,,,,,,,,,, +102,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-12-28 03:47:55.000,2023-12-20 06:29:44,1621.0,18.0,455,88.0,113.0,9.0,167.0,3349,2023-12-20 06:37:47.000,8.13.27,236.0,30.0,35,True,1465.0,,phonenumbers,conda-forge/phonenumbers,,4557729.0,https://pypi.org/project/phonenumbers,2023-12-20 06:37:47.000,1465.0,4530966.0,https://anaconda.org/conda-forge/phonenumbers,2023-12-20 09:18:01.007,856421.0,1.0,,,,,,,,,,,,,,,,,,, +103,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3318,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,856879.0,835069.0,colorama,conda-forge/colorama,,115522227.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21810.0,115225561.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27590019.0,2.0,,,,,,,,,,,,,,,,,,, +104,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,314.0,3040,,,21.0,83.0,35,True,745205.0,727883.0,pycparser,conda-forge/pycparser,,118098386.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17322.0,117689290.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36409607.0,2.0,,,,,,,,,,,,,,,,,,, +105,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2023-11-27 21:20:39.000,2023-11-01 04:01:28,505.0,14.0,571,125.0,223.0,57.0,974.0,2777,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,35,False,55329.0,53119.0,pyodbc,conda-forge/pyodbc,,23158413.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2210.0,23127245.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1215571.0,2.0,,,,,,,,,,,,,,,,,,, +106,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2023-12-13 18:27:34.891,2023-12-12 11:39:43,2663.0,9.0,479,122.0,555.0,310.0,1502.0,2765,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,35,True,30972.0,30329.0,xlwings,conda-forge/xlwings,19306.0,152048.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,643.0,135812.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,698383.0,2.0,,,,,,,,,,,,,,,,,,, +107,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2023-12-22 15:08:13.000,2023-12-15 20:59:36,1762.0,17.0,210,91.0,241.0,,,2255,2023-11-14 21:54:12.000,3.3.2,47.0,47.0,35,True,79753.0,78552.0,motor,conda-forge/motor,,1301528.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1201.0,1299908.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,63213.0,2.0,,,,,,,,,,,,,,,,,,, +108,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-01-01 01:23:30.000,2024-01-01 01:22:48,1001.0,4.0,172,23.0,155.0,169.0,329.0,2058,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,35,True,138165.0,134143.0,dill,conda-forge/dill,291381.0,41529329.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,4022.0,41392666.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5774695.0,2.0,,,,,,,,,,,,,,,,,,, +109,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,22.0,218,44.0,69.0,50.0,142.0,1918,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11917.0,,wrapt,conda-forge/wrapt,,97108017.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11917.0,96760273.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13562037.0,2.0,,,,,,,,,,,,,,,,,,, +110,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-12-04 09:37:39.000,2023-11-14 07:16:07,1076.0,22.0,208,26.0,167.0,66.0,216.0,1820,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,35,True,9798.0,8956.0,deepdiff,conda-forge/deepdiff,,11467103.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,842.0,11458234.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,381375.0,1.0,,,,,,,,,,,,,,,,,,, +111,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-12-15 12:50:24.000,2023-12-14 11:13:44,477.0,13.0,211,36.0,254.0,41.0,209.0,1790,2023-11-17 11:13:10.000,0.14.1,48.0,96.0,35,True,16212.0,14841.0,voluptuous,conda-forge/voluptuous,,3430904.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1371.0,3422018.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,337684.0,2.0,,,,,,,,,,,,,,,,,,, +112,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,177.0,1613,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,138450.0,117466.0,simplejson,conda-forge/simplejson,6398.0,17796417.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20984.0,17727075.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3048126.0,2.0,,,,,,,,,,,,,,,,,,, +113,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2023-11-23 17:38:33.000,2023-11-23 17:38:33,437.0,13.0,163,30.0,282.0,85.0,166.0,1508,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,35,True,2968.0,,cloudpickle,conda-forge/cloudpickle,27.0,33741913.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2968.0,33372194.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15528200.0,2.0,,,,,,,,,,,,,,,,,,, +114,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-12-10 17:13:42.175,2023-12-10 15:15:33,762.0,23.0,125,35.0,217.0,50.0,202.0,1323,2023-12-10 15:15:56.000,3.2.1,124.0,71.0,35,True,51024.0,48800.0,argcomplete,conda-forge/argcomplete,327.0,21348091.0,https://pypi.org/project/argcomplete,2023-12-10 15:15:56.000,2224.0,21313523.0,https://anaconda.org/conda-forge/argcomplete,2023-12-10 17:13:42.175,1451760.0,2.0,,,,,,,,,,,,,,,,,,, +115,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-01-03 18:08:09.000,2024-01-01 18:26:58,1868.0,45.0,225,46.0,896.0,278.0,398.0,1271,2023-08-18 14:29:58.000,2.16.1,73.0,95.0,35,True,3588.0,3114.0,zarr,conda-forge/zarr,,475623.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,474.0,408438.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2821786.0,2.0,,,,,,,,,,,,,,,,,,, +116,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-01-01 15:30:47.000,2024-01-01 15:30:39,4828.0,106.0,265,60.0,377.0,165.0,550.0,1244,2023-11-27 12:13:28.000,3.9.2,46.0,127.0,35,True,2615.0,,tables,conda-forge/pytables,182.0,862137.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2615.0,701116.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6762819.0,2.0,,,,,,,,,,,,,,,,,,, +117,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2023-12-03 23:38:08.000,2023-12-03 23:38:08,1393.0,17.0,160,34.0,167.0,70.0,235.0,1176,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,35,True,2438.0,,jsonpickle,conda-forge/jsonpickle,,8783130.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2438.0,8734661.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1599484.0,2.0,,,,,,,,,,,,,,,,,,, +118,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2023-12-26 15:17:10.000,2023-12-26 15:17:09,2073.0,32.0,148,19.0,165.0,60.0,444.0,1143,2023-11-12 22:31:41.000,24.3.0,192.0,118.0,35,True,4271.0,,keyring,conda-forge/keyring,,37551066.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4271.0,37453848.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4083172.0,3.0,,,,,,,,,,,,,,,,,,, +119,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-12-16 02:49:30.000,2023-12-16 02:49:30,1026.0,16.0,255,18.0,397.0,127.0,315.0,767,2023-12-11 21:57:22.000,2023.12.2,66.0,134.0,35,True,16813.0,16067.0,s3fs,conda-forge/s3fs,,198394556.0,https://pypi.org/project/s3fs,2023-12-11 21:57:22.000,746.0,198236487.0,https://anaconda.org/conda-forge/s3fs,2023-12-12 00:58:34.720,6480857.0,2.0,,,,,,,,,,,,,,,,,,, +120,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-01-02 22:32:44.199,2024-01-02 20:58:27,1165.0,46.0,295,31.0,845.0,7.0,531.0,722,2024-01-03 09:38:29.000,7.2.3,110.0,127.0,35,True,6618.0,6146.0,minio,conda-forge/minio,,1596268.0,https://pypi.org/project/minio,2024-01-02 20:58:21.000,472.0,1592518.0,https://anaconda.org/conda-forge/minio,2024-01-02 22:32:44.199,153752.0,2.0,,,,,,,,,,,,,,,,,,, +121,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-01-04 00:22:20.000,2024-01-04 00:22:19,286.0,12.0,91,15.0,188.0,11.0,92.0,613,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,375776.0,372906.0,filelock,conda-forge/filelock,,96047385.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2870.0,95676317.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16327023.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +122,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-12-21 22:27:04.005,2023-12-21 19:12:29,604.0,40.0,127,18.0,238.0,50.0,36.0,191,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,268079.0,263705.0,s3transfer,conda-forge/s3transfer,,279236952.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4374.0,278789320.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17457672.0,2.0,,,,,,,,,,,,,,,,,,, +123,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-12-08 09:05:01.000,2023-11-18 22:08:03,2432.0,1.0,1222,230.0,476.0,145.0,1012.0,8073,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,34,True,12017.0,10060.0,supervisor,conda-forge/supervisor,,1502246.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1957.0,1494960.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,284181.0,2.0,,,,,,,,,,,,,,,,,,, +124,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-01-04 12:56:46.000,2024-01-04 10:15:15,8697.0,366.0,554,82.0,2247.0,52.0,390.0,7339,2023-12-21 15:53:46.000,3.8.13,154.0,124.0,34,True,2637.0,2583.0,hub,,,2025.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,2025.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +125,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2023-11-20 17:54:24.000,2023-11-20 17:54:24,1464.0,2.0,542,134.0,235.0,7.0,464.0,6774,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16439.0,13793.0,sh,conda-forge/sh,,4655990.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2646.0,4651142.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,189078.0,2.0,,,,,,,,,,,,,,,,,,, +126,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-12-21 20:10:23.000,2023-12-21 20:10:21,1914.0,44.0,597,130.0,332.0,35.0,860.0,5690,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,34,True,1894.0,1523.0,csvkit,conda-forge/csvkit,,186606.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,371.0,183380.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,103255.0,2.0,,,,,,,,,,,,,,,,,,, +127,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5285,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,67294.0,61594.0,xmltodict,conda-forge/xmltodict,,27529756.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5700.0,27489540.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3579262.0,2.0,,,,,,,,,,,,,,,,,,, +128,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4421,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,34,False,131432.0,127908.0,toolz,conda-forge/toolz,,20310598.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3524.0,20102116.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,18971951.0,2.0,,,,,,,,,,,,,,,,,,, +129,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-01-01 00:53:47.000,2023-12-19 16:42:34,729.0,10.0,316,33.0,507.0,109.0,371.0,3378,2023-10-31 18:44:59.000,3.2.4,86.0,119.0,34,True,7986.0,7696.0,dynaconf,conda-forge/dynaconf,,1795409.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,290.0,1793791.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,63119.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +130,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,3.0,238,50.0,266.0,13.0,333.0,3066,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16260.0,15113.0,cerberus,conda-forge/cerberus,,5382499.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1147.0,5368087.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,360313.0,2.0,,,,,,,,,,,,,,,,,,, +131,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-12-21 04:14:38.000,2023-12-21 04:13:59,1274.0,10.0,185,51.0,323.0,127.0,223.0,2718,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6079.0,5605.0,plumbum,conda-forge/plumbum,,2168452.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,474.0,2156766.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,993319.0,3.0,,,,,,,,,,,,,,,,,,, +132,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,3.0,312,46.0,111.0,16.0,188.0,2453,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,54563.0,51220.0,python-magic,conda-forge/python-magic,,5827914.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3343.0,5821811.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,238055.0,2.0,,,,,,,,,,,,,,,,,,, +133,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-12-23 18:56:31.463,2023-12-13 11:40:50,831.0,14.0,203,61.0,103.0,68.0,297.0,2076,2023-12-11 13:19:16.000,2.8.8,52.0,71.0,34,True,3224.0,,numexpr,conda-forge/numexpr,522.0,4833943.0,https://pypi.org/project/numexpr,2023-12-11 13:19:16.000,3224.0,4658807.0,https://anaconda.org/conda-forge/numexpr,2023-12-23 18:56:31.463,7530617.0,2.0,,,,,,,,,,,,,,,,,,, +134,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2021,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39462.0,6.0,chardet,conda-forge/chardet,,50160365.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39453.0,49603402.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22276910.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,3.0,41.0,,,,,,,,,,,,,, +135,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-01-04 08:01:03.000,2023-12-03 10:50:26,9954.0,29.0,931,85.0,1782.0,76.0,124.0,1980,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,34,True,861.0,,apache-libcloud,,,194817.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,194817.0,,,,2.0,,,,,,,,,,,,,,,,,,, +136,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2023-12-22 05:57:55.121,2023-12-21 23:24:17,6039.0,13.0,576,78.0,1113.0,13.0,,1361,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,34,True,6734.0,6031.0,cassandra-driver,conda-forge/cassandra-driver,,1419771.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,703.0,1415095.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,191716.0,2.0,,,,,,,,,,,,,,,,,,, +137,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-01-01 23:28:59.000,2024-01-01 23:28:58,524.0,14.0,84,23.0,289.0,30.0,75.0,1174,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,34,True,19764.0,19502.0,cleo,conda-forge/cleo,,23498940.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,262.0,23482626.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,636280.0,2.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +138,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,190.0,238.0,1171,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,29187.0,27025.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4433899.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2162.0,4427761.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,540164.0,2.0,,,,,,,,,,,,,,,,,,, +139,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,149.0,271.0,1120,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,34197.0,33486.0,py4j,conda-forge/py4j,,35550284.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,711.0,35496030.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4828670.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +140,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-12-28 06:17:53.000,2023-11-16 21:49:07,517.0,67.0,125,24.0,68.0,22.0,161.0,872,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,34,True,18488.0,18146.0,anytree,conda-forge/anytree,,911724.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,342.0,910913.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36518.0,1.0,,,,,,,,,,,,,,,,,,, +141,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2023-12-31 12:45:10.000,2023-12-15 00:23:40,383.0,20.0,155,62.0,383.0,42.0,294.0,404,2023-12-12 14:47:14.000,0.20.0,44.0,48.0,34,True,9177.0,8842.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7768439.0,https://pypi.org/project/pandas-gbq,2023-12-12 14:47:14.000,335.0,7720567.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1866883.0,2.0,,,,,,,,,,,,,,,,,,, +142,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-01-03 17:41:22.000,2023-12-15 08:10:35,347.0,18.0,50,13.0,63.0,9.0,38.0,366,2023-11-21 19:57:19.000,0.2.12,24.0,19.0,34,True,501406.0,487841.0,wcwidth,conda-forge/wcwidth,,46322960.0,https://pypi.org/project/wcwidth,2023-11-21 19:57:19.000,13565.0,45799157.0,https://anaconda.org/conda-forge/wcwidth,2023-11-21 23:08:20.164,22523547.0,2.0,,,,,,,,,,,,,,,,,,, +143,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,237,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,462154.0,447035.0,pyasn1,conda-forge/pyasn1,,155512450.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15119.0,152098591.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13655437.0,3.0,,,,,,,,,,,,,,,,,,, +144,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-12-28 05:40:21.000,2023-12-10 20:18:56,479.0,8.0,509,69.0,301.0,208.0,167.0,12774,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2874.0,21.0,typer,conda-forge/typer,,12258189.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2853.0,12215078.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1940014.0,3.0,,,,,,,,,,,,,,,,,,, +145,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2023-12-30 18:37:35.000,2023-12-19 02:27:08,2777.0,4.0,624,151.0,491.0,241.0,1009.0,11657,2023-10-09 18:31:30.000,1.10.1,220.0,63.0,33,True,2585.0,2534.0,dearpygui,,,42062.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,51.0,42062.0,,,,2.0,,,,,,,,,,,,,,,,,,, +146,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-12-19 00:26:00.000,2023-12-18 08:20:45,483.0,5.0,247,48.0,197.0,91.0,148.0,5585,2023-08-14 13:22:49.000,8.2.3,53.0,87.0,33,True,1694.0,,tenacity,conda-forge/tenacity,,35063420.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1694.0,34915324.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5775752.0,2.0,,,,,,,,,,,,,,,,,,, +147,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-01-04 12:48:18.000,2024-01-04 05:54:34,1192.0,7.0,337,42.0,491.0,486.0,506.0,4027,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,6966.0,6864.0,tortoise-orm,conda-forge/tortoise-orm,13.0,101134.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,102.0,100605.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16414.0,3.0,,,,,,,,,,,,,,,,,,, +148,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-01-03 20:03:37.000,2023-11-21 00:41:16,550.0,16.0,797,71.0,416.0,95.0,422.0,3661,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,33,True,844.0,,prometheus_client,conda-forge/prometheus_client,,22802458.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,844.0,22463093.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,14932070.0,3.0,,,,,,,,,,,,,,,,,,, +149,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2023-12-26 21:31:22.000,2023-09-25 09:31:59,4024.0,,238,89.0,79.0,316.0,332.0,3434,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4175.0,3809.0,pony,conda-forge/pony,82.0,99694.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,366.0,97124.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97695.0,3.0,,,,,,,,,,,,,,,,,,, +150,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-01-04 13:30:24.000,2024-01-04 11:42:08,6132.0,210.0,353,40.0,1978.0,44.0,205.0,3386,2023-12-21 17:32:11.000,0.53.1,120.0,81.0,33,True,316.0,314.0,zenml,,1.0,13500.0,https://pypi.org/project/zenml,2023-12-21 17:32:11.000,2.0,13500.0,,,,2.0,,,,,,,,,,,,,,,,,,, +151,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-01-02 21:35:49.000,2024-01-02 21:35:48,1436.0,14.0,214,45.0,1200.0,64.0,566.0,2608,2023-12-22 12:12:56.000,0.40.0,740.0,72.0,33,True,3561.0,3509.0,docarray,conda-forge/docarray,,65832.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,60597.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,125647.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +152,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2447,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,126092.0,123922.0,aiofiles,conda-forge/aiofiles,,9665273.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2170.0,9641177.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,939767.0,2.0,,,,,,,,,,,,,,,,,,, +153,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2023-12-21 00:01:46.000,2023-12-10 17:09:47,1032.0,4.0,267,35.0,370.0,198.0,254.0,2249,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,16525.0,16418.0,pypika,conda-forge/pypika,,2148742.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2148504.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,6429.0,3.0,,,,,,,,,,,,,,,,,,, +154,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-01-01 12:13:53.000,2023-10-30 00:20:45,288.0,6.0,149,27.0,59.0,9.0,228.0,1867,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3585.0,,cachetools,conda-forge/cachetools,,103457194.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3585.0,103218670.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10495074.0,1.0,,,,,,,,,,,,,,,,,,, +155,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,2.0,250,49.0,291.0,8.0,271.0,1810,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2366.0,,msgpack,conda-forge/msgpack-python,1276.0,50399493.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2366.0,50022678.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14695123.0,3.0,,,,,,,,,,,,,,,,,,, +156,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2023-12-05 22:44:47.985,2023-12-05 14:41:43,497.0,5.0,298,26.0,118.0,11.0,148.0,1769,2023-12-05 14:44:01.000,2.9.0,43.0,65.0,33,True,65853.0,64339.0,emoji,conda-forge/emoji,,2632837.0,https://pypi.org/project/emoji,2023-12-05 14:44:01.000,1514.0,2631246.0,https://anaconda.org/conda-forge/emoji,2023-12-05 22:44:47.985,65271.0,2.0,,,,,,,,,,,,,,,,,,, +157,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-01-03 07:18:42.000,2024-01-03 00:11:14,692.0,9.0,223,60.0,412.0,144.0,620.0,1491,2019-06-19 22:31:20.000,3.7.4,16.0,94.0,33,True,6029.0,,typing,conda-forge/typing,,8110162.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6029.0,8078758.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2952041.0,2.0,,,,,,,,,,,,,,,,,,, +158,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-01-01 13:40:07.000,2024-01-01 13:40:06,1373.0,70.0,150,21.0,893.0,57.0,371.0,1408,2023-11-27 10:42:18.000,9.1.0,59.0,70.0,33,True,841.0,799.0,copier,,,170937.0,https://pypi.org/project/copier,2023-11-27 10:42:18.000,42.0,170937.0,,,,2.0,,,,,,,,,,,,,,,,,,, +159,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-12-26 14:50:47.000,2023-12-26 14:50:44,705.0,10.0,125,22.0,283.0,42.0,128.0,1074,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10567.0,,pluggy,conda-forge/pluggy,,83980609.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10567.0,83370649.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23788460.0,2.0,,,,,,,,,,,,,,,,,,, +160,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2023-12-28 14:28:01.197,2023-12-28 10:12:19,1516.0,34.0,212,98.0,757.0,2.0,231.0,849,2023-12-28 11:39:30.000,5.16.0,131.0,43.0,33,True,8104.0,7878.0,neo4j-driver,conda-forge/neo4j-python-driver,,118283.0,https://pypi.org/project/neo4j-driver,2023-12-28 11:34:53.000,226.0,113675.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-12-28 14:28:01.197,198153.0,3.0,,,,,,,,,,,,,,,,,,, +161,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,797,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,538755.0,514322.0,decorator,conda-forge/decorator,,52828494.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24433.0,52547733.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25268511.0,2.0,,,,,,,,,,,,,,,,,,, +162,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-01-04 04:30:09.000,2024-01-04 04:30:08,1211.0,51.0,86,22.0,768.0,31.0,121.0,364,2023-07-20 15:53:14.362,0.0.1,131.0,50.0,33,True,3348.0,,multidict,conda-forge/multidict,6187.0,75889661.0,https://pypi.org/project/multidict,2023-07-20 15:53:14.362,3348.0,75597695.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11384046.0,2.0,,,,,,,,,,,,,,,,,,, +163,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,4.0,131,23.0,95.0,53.0,140.0,303,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,113352.0,106256.0,asn1crypto,conda-forge/asn1crypto,,60437473.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7096.0,60331837.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8345269.0,3.0,,,,,,,,,,,,,,,,,,, +164,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,,78,16.0,35.0,35.0,47.0,291,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1867488.0,1783890.0,pytz,conda-forge/pytz,,140875938.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83598.0,139610475.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,48087624.0,3.0,,,,,,,,,,,,,,,,,,, +165,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,13.0,58,7.0,76.0,1.0,81.0,180,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,33,True,147412.0,143576.0,tzlocal,conda-forge/tzlocal,,38065327.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3836.0,37978820.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2508718.0,3.0,,,,,,,,,,,,,,,,,,, +166,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-12-02 01:46:06.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,16.0,291.0,6307,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13198.0,12280.0,tinydb,conda-forge/tinydb,,481682.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,918.0,477673.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,364821.0,2.0,,,,,,,,,,,,,,,,,,, +167,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-12-03 20:35:16.966,2023-11-28 18:26:26,330.0,1.0,253,53.0,201.0,125.0,197.0,3622,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21587.0,21466.0,databases,conda-forge/databases,,318135.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,121.0,313065.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,192674.0,3.0,,,,,,,,,,,,,,,,,,, +168,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,24.0,243,64.0,89.0,23.0,273.0,3474,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,32,True,1070.0,950.0,asciimatics,conda-forge/asciimatics,,44341.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,40631.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,144705.0,3.0,,,,,,,,,,,,,,,,,,, +169,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,266,48.0,202.0,178.0,358.0,3394,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,2854.0,2738.0,dependency-injector,conda-forge/dependency_injector,,990871.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,116.0,989600.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,35600.0,2.0,,,,,,,,,,,,,,,,,,, +170,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3131,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2248.0,,sortedcontainers,conda-forge/sortedcontainers,,27620080.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2248.0,27490370.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11673949.0,2.0,,,,,,,,,,,,,,,,,,, +171,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-12-05 16:43:54.000,2023-09-07 02:59:25,1023.0,,365,48.0,382.0,82.0,310.0,3017,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,32,True,628.0,,smart-open,conda-forge/smart_open,,16319187.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,628.0,16265815.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2241651.0,2.0,,,,,,,,,,,,,,piskvorky/smart_open,,,,, +172,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2023-12-18 20:17:19.000,2023-11-23 10:48:28,410.0,6.0,198,58.0,154.0,95.0,73.0,2811,2021-12-01 20:51:57.000,0.7.5,25.0,66.0,32,True,8799.0,7862.0,schema,conda-forge/schema,,9055492.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,937.0,9052997.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,134736.0,2.0,,,,,,,,,,,,,,,,,,, +173,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,141.0,453.0,143.0,401.0,2757,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,32,True,22863.0,22007.0,pandas-datareader,conda-forge/pandas-datareader,,388409.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,856.0,384214.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,339854.0,2.0,,,,,,,,,,,,,,,,,,, +174,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-01-01 19:20:39.000,2023-12-15 22:15:59,625.0,30.0,236,18.0,608.0,283.0,421.0,2755,2023-12-08 21:11:34.000,0.18.0,79.0,111.0,32,True,1352.0,1255.0,pandera,conda-forge/pandera-core,,1108998.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,97.0,1108180.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,31917.0,2.0,,,,,,['pandas'],,,,,,,,unionai-oss/pandera,,,,, +175,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2023-12-19 05:21:32.000,2023-12-19 05:21:31,829.0,3.0,424,40.0,634.0,259.0,367.0,2334,2023-11-29 05:21:25.000,5.5.1,90.0,107.0,32,True,1760.0,1599.0,pynamodb,conda-forge/pynamodb,,1392119.0,https://pypi.org/project/pynamodb,2023-11-29 05:21:25.000,161.0,1381764.0,https://anaconda.org/conda-forge/pynamodb,2023-11-29 14:08:47.181,424584.0,3.0,,,,,,,,,,,,,,,,,,, +176,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2112,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,213277.0,204705.0,xlrd,conda-forge/xlrd,,18027869.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8572.0,17983672.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3624184.0,2.0,,,,,,,,,,,,,,,,,,, +177,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,87.0,1994,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7055.0,,jmespath,conda-forge/jmespath,,116357980.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7055.0,116165267.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17344196.0,3.0,,,,,,,,,,,,,,,,,,, +178,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-11-29 23:17:44.000,2023-11-18 19:19:04,1056.0,5.0,90,18.0,579.0,101.0,444.0,1691,2022-12-08 21:01:02.889,2.3.0,146.0,31.0,32,True,23222.0,22777.0,omegaconf,conda-forge/omegaconf,,5816995.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,445.0,5791053.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1245228.0,2.0,,,,,,,,,,,,,,,,,,, +179,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1670,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,32,False,2072.0,,humanize,conda-forge/humanize,,5133820.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2072.0,5122224.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,498636.0,2.0,,,,,,,,,,,,,,,,,,, +180,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1173,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3614.0,3528.0,petl,conda-forge/petl,,1016599.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1011536.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,217743.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +181,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2023-12-25 07:39:39.000,2023-12-25 07:37:07,348.0,7.0,141,14.0,162.0,18.0,138.0,859,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,100027.0,98198.0,validators,conda-forge/validators,15.0,6321588.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1829.0,6308556.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,547322.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +182,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2023-12-30 07:21:45.000,2023-11-30 17:42:07,1870.0,1.0,598,124.0,1289.0,227.0,1088.0,7830,2023-02-23 18:30:37.000,1.3.2,22.0,114.0,31,True,18796.0,18787.0,hydra,conda-forge/hydra-core,,28272.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,9644.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,875521.0,3.0,,,,,,,,,,,,,,,,,,, +183,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-12-21 15:07:22.000,2023-03-04 17:45:05,299.0,,565,130.0,190.0,179.0,344.0,5971,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6692.0,6606.0,eel,,,64197.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,64197.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +184,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5140,,,41.0,28.0,31,False,8533.0,7709.0,pdfminer,conda-forge/pdfminer,,161571.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,824.0,161169.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35790.0,2.0,,,,,,,,,,,,,,,,,,, +185,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2023-11-28 02:39:28.000,2023-11-28 02:39:24,986.0,5.0,380,85.0,175.0,,605.0,4739,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1518.0,1338.0,huey,conda-forge/huey,,79380.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,78900.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33187.0,2.0,,,,,,,,,,,,,,,,,,, +186,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-01-04 02:23:51.000,2024-01-01 02:44:54,7804.0,455.0,667,85.0,1332.0,144.0,671.0,3986,2023-12-21 02:08:02.000,0.4.1,65.0,256.0,31,True,39.0,3.0,toga,,2342.0,4502.0,https://pypi.org/project/toga,2023-12-21 02:08:02.000,34.0,4327.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,2.0,19.0,,,,,,,,,,,,,, +187,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-12-14 22:47:22.000,2023-04-22 06:02:17,441.0,,292,23.0,114.0,16.0,125.0,3591,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,25082.0,24643.0,gdown,conda-forge/gdown,,1146457.0,https://pypi.org/project/gdown,2023-03-25 04:14:00.465,439.0,1141769.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,243820.0,2.0,,,,,,,,,,,,,,,,,,, +188,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,303.0,1629.0,112.0,486.0,3308,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,343.0,326.0,koalas,conda-forge/koalas,1019.0,1602011.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1596208.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,324024.0,3.0,,,,,,"['spark', 'pandas']",,,,,,,,,,,,, +189,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3175,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10003.0,9185.0,blaze,conda-forge/blaze,,14953.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,12325.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202369.0,3.0,,,,,,,,,,,,,,,,,,, +190,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-01-01 14:16:12.000,2023-12-27 16:27:32,1730.0,32.0,101,43.0,1332.0,66.0,353.0,3054,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,557.0,498.0,returns,conda-forge/returns,,179957.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,179708.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,7987.0,3.0,,,,,,,,,,,,,,,,,,, +191,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2606,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1506.0,1392.0,mrjob,conda-forge/mrjob,,82485.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,76583.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519410.0,2.0,,,,,,,,,,,,,,,,,,, +192,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-01 17:54:58.000,2024-01-01 17:54:57,200.0,1.0,187,28.0,76.0,4.0,90.0,2601,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,122053.0,118654.0,python-decouple,conda-forge/python-decouple,12.0,2046454.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3399.0,2045479.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,74134.0,3.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +193,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-01-03 23:47:03.000,2024-01-03 23:35:01,818.0,47.0,108,32.0,1046.0,17.0,395.0,2428,2024-01-03 23:17:01.000,1.3.19,312.0,32.0,31,True,236.0,230.0,whylogs,,44.0,111469.0,https://pypi.org/project/whylogs,2024-01-03 23:17:51.000,6.0,111467.0,,,,2.0,,,,,,,,,,,,,,,,,,, +194,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-12-18 01:57:20.000,2023-12-18 01:37:43,1026.0,22.0,59,22.0,108.0,113.0,76.0,1778,2023-11-27 00:23:41.000,23.5.0,26.0,22.0,31,True,1453.0,1331.0,glom,conda-forge/glom,,2229633.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,122.0,2228936.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28592.0,2.0,,,,,,,,,,,,,,,,,,, +195,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-01-03 17:35:03.000,2024-01-03 17:35:02,1471.0,81.0,252,42.0,651.0,140.0,888.0,1764,2023-12-05 18:42:59.000,1.8.0,118.0,46.0,31,False,336.0,318.0,sdv,conda-forge/sdv,,41345.0,https://pypi.org/project/sdv,2023-12-05 18:41:19.000,18.0,40722.0,https://anaconda.org/conda-forge/sdv,2023-12-05 23:39:59.074,15592.0,2.0,,,,,,,,,,,,,,,,,,, +196,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,99.0,402.0,167.0,379.0,1672,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9169.0,7909.0,influxdb,conda-forge/influxdb,,1744364.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1741372.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,134683.0,3.0,,,,,,,,,,,,,,,,,,, +197,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2023-09-28 01:02:19.000,2023-09-28 01:02:19,1097.0,,217,48.0,179.0,56.0,337.0,1465,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,31,True,2359.0,2261.0,pygsheets,,,1279791.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,98.0,1279791.0,,,,3.0,,,,,,,,,,,,,,,,,,, +198,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-01-02 14:52:13.000,2024-01-01 12:19:29,546.0,11.0,75,19.0,219.0,34.0,96.0,1299,2023-09-08 12:19:01.000,2.0.1,22.0,38.0,31,True,11239.0,10842.0,questionary,conda-forge/questionary,,1525912.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,397.0,1524215.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,62798.0,3.0,,,,,,,,,,,,,2.0,,,,,, +199,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1149,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6746.0,6422.0,sshtunnel,conda-forge/sshtunnel,,7044312.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,324.0,7042808.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,132353.0,3.0,,,,,,,,,,,,,,,,,,, +200,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,68.0,94.0,50.0,59.0,1006,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,282975.0,267772.0,appdirs,conda-forge/appdirs,,19262873.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15203.0,19157204.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9932941.0,3.0,,,,,,,,,,,,,,,,,,, +201,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2023-09-29 20:49:09.829,2023-04-04 11:45:40,1273.0,,97,32.0,205.0,46.0,192.0,969,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,31,True,46579.0,44910.0,Bottleneck,conda-forge/bottleneck,,684073.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1669.0,585377.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3849172.0,3.0,,,,,,,,,,,,,,,,,,, +202,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-12-29 18:30:05.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,116.0,22.0,107.0,460,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7187.0,,rsa,conda-forge/rsa,,127935399.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7187.0,127788939.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13181428.0,3.0,,,,,,,,,,,,,,,,,,, +203,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2023-12-22 14:48:52.000,2023-12-22 14:48:51,870.0,17.0,64,18.0,470.0,139.0,285.0,372,2023-11-08 17:32:32.000,2.0.1,87.0,36.0,31,True,9514.0,9359.0,param,conda-forge/param,,667002.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,155.0,629813.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1450405.0,3.0,,,,,,,,,,,,,,,,,,, +204,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2023-12-31 13:34:44.000,2023-12-21 11:50:32,787.0,19.0,48,47.0,696.0,47.0,176.0,57,2023-12-12 23:03:16.000,2.22.0,76.0,67.0,31,False,3298.0,3282.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3655888.0,https://pypi.org/project/google-cloud-bigtable,2023-12-12 23:03:16.000,16.0,3652962.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,102429.0,3.0,,,,,,,,,,,,,,,,,,, +205,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-01-03 01:48:11.000,2023-12-26 15:01:32,869.0,25.0,38,12.0,55.0,1.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,37.0,31,False,1646.0,,importlib-resources,conda-forge/importlib_resources,,66506633.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1646.0,66104047.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17713819.0,2.0,,,,,,,,,,,,,,,,,,, +206,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-12-26 15:01:15.000,2023-12-26 15:01:14,701.0,26.0,40,4.0,41.0,6.0,65.0,44,2023-09-18 15:18:43.000,3.17.0,49.0,24.0,31,False,4222.0,,zipp,conda-forge/zipp,,151315136.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4222.0,150442327.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,34912374.0,3.0,,,,,,,,,,,,,,,,,,, +207,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-12-10 16:40:10.000,2022-05-08 04:08:19,743.0,,968,282.0,297.0,152.0,463.0,20021,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,939.0,855.0,gooey,conda-forge/gooey,567.0,5906.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,84.0,4594.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72933.0,3.0,,,,,,,,,,,,,,,,,,, +208,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6650,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1740.0,1710.0,faust,,,14930.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,14930.0,,,,3.0,,,,,,,,,,,,,,,,,,, +209,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,92.0,186.0,16.0,429.0,5184,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3545.0,3277.0,transitions,conda-forge/transitions,,419198.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,268.0,408616.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,582050.0,1.0,,,,,,,,,,,,,,,,,,, +210,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4682,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,30,True,4092.0,3509.0,dataset,conda-forge/dataset,,74221.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,583.0,73994.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7742.0,3.0,,,,,,,,,,,,,,,,,,, +211,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,412,78.0,69.0,365.0,194.0,3581,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,14919.0,14387.0,keyboard,conda-forge/keyboard,,192671.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,532.0,191876.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,24657.0,3.0,,,,,,,,,,,,,,,,,,, +212,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-12-17 13:31:08.000,2023-12-17 13:31:08,991.0,8.0,141,71.0,66.0,9.0,72.0,3201,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10374.0,9739.0,funcy,conda-forge/funcy,,1614479.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,635.0,1609680.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,403144.0,3.0,,,,,,,,,,,,,,,,,,, +213,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2570,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1962.0,1575.0,schematics,conda-forge/schematics,,244313.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,243831.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26050.0,3.0,,,,,,,,,,,,,,,,,,, +214,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-01-03 03:35:17.000,2024-01-03 03:34:41,233.0,1.0,276,48.0,73.0,50.0,113.0,2217,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1115.0,1049.0,datasketch,,19.0,1237917.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1237917.0,,,,3.0,,,,,,,,,,,,,,,,,,, +215,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1915,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,622.0,,fs,conda-forge/fs,,1871994.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,622.0,1862845.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,695360.0,3.0,,,,,,,,,,,,,,,,,,, +216,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-01-03 18:14:27.000,2023-12-30 22:09:23,651.0,20.0,62,16.0,237.0,6.0,54.0,1369,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,21402.0,20879.0,bidict,conda-forge/bidict,,1341548.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,523.0,1337288.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,374939.0,2.0,,,,,,,,,,,,,,,,,,, +217,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-01-01 18:37:49.000,2024-01-01 18:37:48,623.0,24.0,138,22.0,517.0,35.0,254.0,964,2023-08-06 20:31:23.000,0.12.2,44.0,43.0,30,True,2146.0,2016.0,aiocache,,16.0,307097.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,130.0,307097.0,,,,2.0,,,,,,,,,,,,,,,,,,, +218,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-12-26 15:02:15.000,2023-12-26 15:02:14,978.0,17.0,100,22.0,94.0,28.0,83.0,885,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,30,True,1036.0,,inflect,conda-forge/inflect,,4407333.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1036.0,4399051.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,356145.0,2.0,,,,,,,,,,,,,,,,,,, +219,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,878,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5549.0,5228.0,fastcore,conda-forge/fastcore,,546588.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,321.0,543971.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,65428.0,3.0,,,,,,,,,,,,,,,,,,, +220,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,609.0,870,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,30,True,8325.0,7970.0,cx-Oracle,conda-forge/cx_oracle,,2873121.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,355.0,2860898.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,513392.0,3.0,,,,,,,,,,,,,-2.0,,,,,, +221,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-01-01 06:23:57.000,2020-10-21 17:48:31,219.0,,77,15.0,271.0,46.0,25.0,678,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,45562.0,43457.0,cached-property,conda-forge/cached-property,,11140134.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2105.0,11041942.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8051754.0,2.0,,,,,,,,,,,,,,,,,,, +222,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2023-12-25 22:06:46.000,2023-12-25 22:06:45,560.0,29.0,358,36.0,294.0,27.0,125.0,654,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4527.0,3246.0,pysolr,conda-forge/pysolr,,278513.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1281.0,278249.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21973.0,3.0,,,,,,,,,,,,,,,,,,, +223,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2023-12-30 14:17:55.000,2023-04-04 13:18:36,954.0,,4527,635.0,753.0,198.0,100.0,23248,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,115.0,99.0,algorithms,conda-forge/algorithms,,1816.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1757.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1975.0,3.0,,,,,,,,,,,,,,,,,,, +224,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7053,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1301.0,1120.0,records,conda-forge/records,,263297.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,262991.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24829.0,3.0,,,,,,,,,,,,,,,,,,, +225,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2023-11-17 17:28:01.000,2023-11-17 17:28:01,2687.0,2.0,847,169.0,741.0,21.0,962.0,5620,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,29,True,448.0,434.0,snorkel,conda-forge/snorkel,1053.0,26064.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,25183.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,46950.0,3.0,,,,,,,,,,,,,,,,,,, +226,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-01-03 23:12:38.000,2024-01-03 23:12:34,3047.0,11.0,222,29.0,292.0,98.0,761.0,3298,2023-11-29 17:37:15.000,0.23.1,115.0,80.0,29,True,124.0,117.0,ploomber,conda-forge/ploomber,,7275.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,4657.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,81182.0,3.0,,,,,,,,,,,,,,,,,,, +227,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-12-14 16:21:07.000,2023-12-14 16:21:06,1159.0,3.0,587,175.0,464.0,94.0,476.0,3010,2023-10-09 16:58:32.000,1.82.1,95.0,84.0,29,False,272.0,239.0,arctic,conda-forge/arctic,209.0,3503.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,2952.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30757.0,3.0,,,,,,,,,,,,,,,,,,, +228,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2023-12-19 20:47:08.000,2023-11-26 21:16:28,3858.0,12.0,316,37.0,337.0,149.0,542.0,2463,2023-10-09 19:54:22.000,2.8,210.0,102.0,29,True,108.0,96.0,pyinfra,,,34533.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,12.0,34533.0,,,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +229,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,56.0,73.0,15.0,64.0,2408,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8327.0,7923.0,addict,conda-forge/addict,21.0,2651787.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,404.0,2647050.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,426394.0,3.0,,,,,,,,,,,,,,,,,,, +230,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1769,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,24.0,,datatable,conda-forge/datatable,2235.0,57839.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,24.0,57179.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23362.0,3.0,,,,,,,,,,,,,,,,,,, +231,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,1.0,315,70.0,401.0,109.0,367.0,1484,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,245.0,220.0,mleap,conda-forge/mleap,,214304.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,212530.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78066.0,3.0,,,,,,,,,,,,,,,,,,, +232,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-01-01 16:40:36.000,2023-12-12 14:22:59,793.0,18.0,64,15.0,446.0,185.0,176.0,1424,2023-10-22 23:01:49.000,0.11.0,32.0,26.0,29,True,2687.0,2672.0,prisma,,,54553.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,54553.0,,,,3.0,,,,,,,,,,,,,,,,,,, +233,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,4.0,101,34.0,72.0,3.0,67.0,1412,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,29,True,2933.0,,python-slugify,conda-forge/python-slugify,,11581174.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2933.0,11536045.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1895421.0,3.0,,,,,,,,,,,,,,,,,,, +234,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-01-04 07:51:40.000,2024-01-04 07:51:33,832.0,34.0,47,12.0,258.0,10.0,90.0,1334,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1593.0,1556.0,python-benedict,conda-forge/python-benedict,,498291.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,37.0,494426.0,https://anaconda.org/conda-forge/python-benedict,2023-12-27 13:02:12.486,146888.0,3.0,,,,,,,,,,,,,,,,,,, +235,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-12-30 05:14:08.000,2023-12-23 12:37:26,1733.0,16.0,79,15.0,427.0,108.0,243.0,1193,2023-12-23 12:43:19.000,1.2.0,248.0,42.0,29,True,326.0,315.0,piccolo,,,10679.0,https://pypi.org/project/piccolo,2023-12-23 12:43:19.000,11.0,10679.0,,,,3.0,,,,,,,,,,,,,,,,,,, +236,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,266.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2064.0,1845.0,redis-py-cluster,,4077.0,1905338.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,219.0,1905301.0,,,,3.0,,,,,,,,,,,,,,,,,,, +237,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-12-26 15:16:30.000,2023-12-26 15:16:29,1244.0,26.0,145,39.0,83.0,2.0,132.0,1076,2023-12-04 20:30:00.000,16.9.0,22.0,52.0,29,True,151.0,,path,conda-forge/path,,1352245.0,https://pypi.org/project/path,2023-12-04 20:29:42.000,151.0,1341257.0,https://anaconda.org/conda-forge/path,2023-12-25 23:28:20.660,483493.0,3.0,,,,,,,,,,,,,,,,,,, +238,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,18.0,130,27.0,44.0,9.0,75.0,919,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,444.0,,email-validator,conda-forge/email-validator,,7867302.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,444.0,7863935.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,141414.0,3.0,,,,,,,,,,,,,,,,,,, +239,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,47,17.0,75.0,1.0,88.0,815,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,29,True,26704.0,25397.0,natsort,conda-forge/natsort,,3558282.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1307.0,3518808.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1500018.0,3.0,,,,,,,,,,,,,,,,,,, +240,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,66,23.0,49.0,6.0,90.0,521,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17293.0,15105.0,scandir,conda-forge/scandir,,3266107.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3231116.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1364667.0,3.0,,,,,,,,,,,,,,,,,,, +241,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-12-18 17:58:32.000,2023-12-14 07:08:28,722.0,15.0,46,11.0,88.0,12.0,97.0,485,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5141.0,4867.0,python-rapidjson,conda-forge/python-rapidjson,,1818934.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,274.0,1782024.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1439514.0,3.0,,,,,,,,,,,,,,,,,,, +242,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2023-11-03 14:34:53.000,2023-11-03 14:34:52,308.0,1.0,31,9.0,77.0,3.0,26.0,402,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,38423.0,38126.0,srsly,conda-forge/srsly,,5366332.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,297.0,5334084.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1386687.0,3.0,,,,,,,,,,,,,,,,,,, +243,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,53,9.0,46.0,20.0,21.0,135,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,57672.0,55372.0,isodate,conda-forge/isodate,,80029234.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2300.0,79979597.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4665879.0,3.0,,,,,,,,,,,,,,,,,,, +244,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8096,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,28,True,673.0,642.0,vaex,conda-forge/vaex,280.0,30842.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,28794.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,178027.0,3.0,,,,,,,,,,,,,-2.0,,,,,, +245,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-25 18:32:01.000,,,,897,,,281.0,,3447,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,28,True,8653.0,8181.0,confluent-kafka,conda-forge/python-confluent-kafka,,10288997.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,472.0,10268316.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,806585.0,3.0,,,,,,,,,,,,,,,,,,, +246,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,195,29.0,53.0,82.0,127.0,3347,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,28,True,47.0,,pandarallel,conda-forge/pandarallel,,493596.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,47.0,491441.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,66809.0,3.0,,,,,,"['pandas', 'jupyter']",,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,94.0,110.0,31.0,127.0,2766,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7070.0,6911.0,sklearn-pandas,conda-forge/sklearn-pandas,,195329.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,193551.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67595.0,3.0,,,,,,"['sklearn', 'pandas']",,,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2627,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2370.0,2325.0,gino,,,17025.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,17025.0,,,,3.0,,,,,,,,,,,,,,,,,,, +249,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,,117,23.0,111.0,50.0,42.0,1942,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7652.0,7558.0,gin-config,conda-forge/gin-config,,161375.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,94.0,160854.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,22943.0,3.0,,,,,,,,,,,,,,,,,,, +250,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2023-12-25 17:02:54.000,2023-06-20 15:54:36,2284.0,,175,39.0,372.0,35.0,263.0,1925,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,179031.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,174188.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,179215.0,3.0,,,,,,,,,,,,,,,,,,, +251,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,213.0,177.0,mongo-connector,,,6792.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6792.0,,,,3.0,,,,,,,,,,,,,,,,,,, +252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1421,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10921.0,9411.0,blessings,conda-forge/blessings,,908191.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,901660.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,280843.0,3.0,,,,,,,,,,,,,,,,,,, +253,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1094,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,28,False,4575.0,4343.0,sqlitedict,conda-forge/sqlitedict,,454919.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,232.0,452495.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,96995.0,3.0,,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +254,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2023-12-25 04:54:46.000,2023-12-13 01:11:40,534.0,56.0,81,21.0,234.0,72.0,83.0,913,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3166.0,3160.0,odmantic,,,17674.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,17674.0,,,,3.0,,,,,,,,,,,,,,,,,,, +255,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,685,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10817.0,9579.0,parsedatetime,conda-forge/parsedatetime,,6255617.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6253553.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,181632.0,3.0,,,,,,,,,,,,,,,,,,, +256,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2023-12-29 01:44:14.000,2023-12-21 22:41:22,7000.0,326.0,32,10.0,270.0,42.0,561.0,381,2023-12-21 06:06:41.000,2.1.1,193.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,9074.0,https://pypi.org/project/static-frame,2023-12-21 06:06:41.000,2.0,1950.0,https://anaconda.org/conda-forge/static-frame,2023-12-21 19:00:41.040,313499.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +257,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,233,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1318.0,1245.0,tabulator,conda-forge/tabulator-py,,151048.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,150361.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54309.0,3.0,,,,,,,,,,,,,,,,,,, +258,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,202,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,12531.0,12128.0,ordered-set,conda-forge/ordered-set,,11799498.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,403.0,11794698.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,446489.0,3.0,,,,,,,,,,,,,,,,,,, +259,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-01-01 14:04:28.000,2022-03-10 10:33:50,585.0,,559,83.0,260.0,125.0,129.0,3679,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,92811.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,92555.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22578.0,3.0,,,,,,,,,,,,,,,,,,, +260,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-02 21:46:01.000,2022-07-22 16:41:15,1938.0,,260,139.0,291.0,91.0,360.0,3184,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,27,False,155.0,133.0,flexx,conda-forge/flexx,,1518.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,370.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103379.0,3.0,,,,,,,,,,,,,,,,,,, +261,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2023-12-22 01:23:36.000,2023-12-22 01:23:36,5652.0,25.0,507,107.0,950.0,590.0,960.0,2113,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,134.0,27,False,76.0,,wx,conda-forge/wxpython,3731.0,19235.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,748112.0,3.0,,,,,,,,,,,,,,,,,,, +262,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1899,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2290.0,,retrying,conda-forge/retrying,,9695807.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2290.0,9677813.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1583493.0,3.0,,,,,,,,,,,,,,,,,,, +263,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-12-18 11:05:43.000,2023-12-18 11:05:39,2735.0,32.0,134,49.0,304.0,45.0,194.0,1495,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,307.0,224.0,enaml,conda-forge/enaml,744.0,5949.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,2230.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,159507.0,3.0,,,,,,,,,,,,,,,,,,, +264,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,86.0,73.0,1369,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2343.0,2075.0,strictyaml,conda-forge/strictyaml,,1014984.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,268.0,1011879.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,214301.0,3.0,,,,,,,,,,,,,,,,,,, +265,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1281,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2684.0,2592.0,pandasql,conda-forge/pandasql,,1665477.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,92.0,1651356.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,437775.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +266,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-01-02 21:57:44.000,2023-10-10 14:12:37,1994.0,1.0,136,42.0,420.0,115.0,251.0,952,2023-05-29 19:24:00.928,0.7.0,30.0,86.0,27,True,1982.0,1853.0,intake,conda-forge/intake,,55274.0,https://pypi.org/project/intake,2023-12-04 21:17:26.000,129.0,46730.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,529788.0,3.0,,,,,,,,,,,,,,,,,,, +267,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,21.0,62.0,25.0,104.0,853,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2543.0,2419.0,pyahocorasick,conda-forge/pyahocorasick,,561313.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,124.0,556018.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,206539.0,3.0,,,,,,,,,,,,,,,,,,, +268,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-01-02 04:55:24.000,2024-01-02 04:55:23,716.0,25.0,44,22.0,555.0,8.0,33.0,754,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,27,True,116.0,,janus,conda-forge/janus,,607614.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,116.0,607313.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,16607.0,3.0,,,,,,,,,,,,,,,,,,, +269,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,84,25.0,51.0,7.0,39.0,727,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,866.0,,munch,conda-forge/munch,,2067216.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,866.0,1583989.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3865820.0,3.0,,,,,,,,,,,,,,,,,,, +270,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,679,2023-07-23 16:18:40.000,1.7,28.0,53.0,27,True,15900.0,14413.0,configargparse,conda-forge/configargparse,,3297371.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1487.0,3275515.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,764981.0,3.0,,,,,,,,,,,,,,,,,,, +271,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,607,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1051.0,818.0,happybase,conda-forge/happybase,,46922.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,45162.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160203.0,3.0,,,,,,,,,,,,,,,,,,, +272,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,573,,,8.0,12.0,27,False,61661.0,59279.0,dataclasses,conda-forge/dataclasses,,11107398.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2382.0,10937714.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11538545.0,3.0,,,,,,,,,,,,,,,,,,, +273,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,135,25.0,106.0,68.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6404.0,5049.0,beaker,conda-forge/beaker,,245839.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1355.0,244952.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72736.0,3.0,,,,,,,,,,,,,,,,,,, +274,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,481,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,4003.0,3736.0,pyscreenshot,,,122881.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,267.0,122881.0,,,,3.0,,,,,,,,,,,,,,,,,,, +275,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,3.0,134,13.0,94.0,22.0,172.0,477,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7265.0,4880.0,pylibmc,conda-forge/pylibmc,455.0,153667.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2385.0,148112.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215632.0,3.0,,,,,,,,,,,,,,,,,,, +276,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,36022.0,32610.0,configobj,conda-forge/configobj,384.0,3077056.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3412.0,3065581.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,757152.0,3.0,,,,,,,,,,,,,-2.0,,,,,, +277,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47069.0,39069.0,futures,conda-forge/futures,,9020944.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,9006733.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1264781.0,3.0,,,,,,,,,,,,,,,,,,, +278,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,1.0,21,7.0,57.0,4.0,7.0,167,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,34477.0,34393.0,catalogue,conda-forge/catalogue,,5066977.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,84.0,5038131.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1211547.0,3.0,,,,,,,,,,,,,,,,,,, +279,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2502.0,2210.0,cloudant,conda-forge/cloudant,,106038.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,104788.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110021.0,3.0,,,,,,,,,,,,,,,,,,, +280,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,30,8.0,47.0,6.0,36.0,79,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,62950.0,58618.0,pathlib2,conda-forge/pathlib2,,6172596.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4332.0,6103363.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2630888.0,3.0,,,,,,,,,,,,,,,,,,, +281,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2023-12-30 01:05:03.000,2023-10-12 13:30:56,291.0,2.0,275,28.0,141.0,102.0,127.0,2919,2023-08-20 21:30:11.000,1.42.0,84.0,29.0,26,True,102.0,100.0,img2dataset,,1477.0,33835.0,https://pypi.org/project/img2dataset,2023-08-20 21:30:11.000,2.0,33785.0,,,,3.0,,,,,,,,,,,,,,,,,,, +282,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,31.0,82.0,17.0,127.0,2396,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,26,True,1251.0,1206.0,swifter,conda-forge/swifter,,393555.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,45.0,386339.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,310320.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +283,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,19.0,141.0,2303,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,26,True,360.0,,python-box,conda-forge/python-box,39.0,5651146.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,360.0,5639277.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,498532.0,3.0,,,,,,,,,,,,,,,,,,, +284,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,,130,49.0,61.0,14.0,123.0,2272,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,762.0,740.0,pyfunctional,,,210112.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,210112.0,,,,3.0,,,,,,,,,,,,,,,,,,, +285,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,1.0,146,32.0,228.0,71.0,142.0,1756,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,533.0,512.0,arq,conda-forge/arq,,72751.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,72467.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9378.0,3.0,,,,,,,,,,,,,,,,,,, +286,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2023-12-25 19:19:09.000,2023-12-10 22:27:55,150.0,27.0,43,17.0,100.0,6.0,4.0,1227,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,26,True,3038.0,3021.0,asyncer,conda-forge/asyncer,,80745.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,80478.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6408.0,3.0,,,,,,,,,,,,,,,,,,, +287,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,204.0,1161,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,262.0,228.0,parallel-ssh,,377.0,115226.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,115223.0,,,,3.0,,,,,,,,,,,,,,,,,,, +288,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1084,2023-08-14 23:38:46.000,0.20,20.0,16.0,26,True,6469.0,6346.0,immutables,conda-forge/immutables,,635838.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,123.0,614065.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,958019.0,3.0,,,,,,,,,,,,,,,,,,, +289,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,,50,9.0,30.0,14.0,77.0,615,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,26,True,1278.0,1253.0,pysimdjson,conda-forge/pysimdjson,,680964.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,25.0,678886.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,81056.0,3.0,,,,,,,,,,,,,,,,,,, +290,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,17929.0,17913.0,umongo,conda-forge/umongo,,30780.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,30568.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5945.0,3.0,,,,,,,,,,,,,,,,,,, +291,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2023-06-16 16:07:35.575,2023-05-03 07:41:22,164.0,,37,9.0,28.0,28.0,31.0,251,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,26,True,2804.0,,send2trash,conda-forge/send2trash,,12082653.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2804.0,11905848.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12730006.0,3.0,,,,,,,,,,,,,,,,,,, +292,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-12-25 09:22:54.000,2023-12-25 08:49:42,3501.0,58.0,34,16.0,81.0,24.0,4.0,246,2022-09-07 10:31:33.181,0.90.10,550.0,74.0,26,True,61.0,36.0,dbnd,,,230591.0,https://pypi.org/project/dbnd,2023-12-25 09:17:27.000,25.0,230591.0,,,,3.0,,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,4.0,63,19.0,45.0,20.0,17.0,196,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13091.0,,ptyprocess,conda-forge/ptyprocess,,35182490.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13091.0,35010837.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,15963810.0,3.0,,,,,,,,,,,,,,,,,,, +294,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,76391.0,73673.0,contextlib2,conda-forge/contextlib2,,14819253.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2718.0,14806773.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1185602.0,3.0,,,,,,,,,,,,,,,,,,, +295,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6152,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,117.0,113.0,powerline-shell,,,1342.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1342.0,,,,3.0,,,,,,,,,,,,,,,,,,, +296,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,141,58.0,248.0,95.0,108.0,1567,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,13765.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,13765.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +297,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,89.0,62.0,streamparse,,,5659.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,5659.0,,,,3.0,,,,,,,,,,,,,,,,,,, +298,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,1280.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1280.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,145,45.0,53.0,20.0,19.0,1208,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,355.0,,singer-python,,,1481681.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,355.0,1481681.0,,,,3.0,,,,,,,,,,,,,,,,,,, +300,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,954,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,25,False,508.0,,bcolz,conda-forge/bcolz,,9118.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4996.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,342168.0,3.0,,,,,,,,,,,,,,,,,,, +301,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-12-06 13:15:19.000,2023-12-06 13:15:17,750.0,2.0,80,14.0,133.0,35.0,101.0,915,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,261.0,,mss,conda-forge/python-mss,,551905.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,261.0,551065.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,36162.0,3.0,,,,,,,,,,,,,,,,,,, +302,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-01-04 10:41:16.000,2024-01-04 10:41:13,9948.0,9.0,43,14.0,10.0,6.0,8.0,487,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,,81617.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,81617.0,,,,3.0,,,,,,['pandas'],,,,,,,,polyaxon/traceml,,,,, +303,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-01-01 19:24:40.000,2024-01-01 19:24:33,370.0,7.0,32,7.0,137.0,3.0,81.0,144,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,25,True,1105.0,1060.0,everett,conda-forge/everett,,90519.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,89128.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,54284.0,3.0,,,,,,,,,,,,,,,,,,, +304,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,297.0,1809.0,68,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8479.0,,openpyxl,openpyxl,,62040920.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8449.0,62038796.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,207029.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +305,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,10.0,4,3.0,182.0,23.0,760.0,5,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,25,False,644.0,,py2neo,conda-forge/py2neo,,28851.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,644.0,28049.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63380.0,3.0,,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,173,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,138.0,63.0,storm,,,2426.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,75.0,2426.0,,,,3.0,,,,,,,,,,,,,,,,,,, +307,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-12-27 18:16:56.000,2023-10-02 06:28:26,631.0,,391,46.0,176.0,193.0,109.0,2476,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,4701.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,4701.0,,,,3.0,,,,,,,,,,,,,,,,,,, +308,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,93,42.0,42.0,24.0,47.0,1493,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,124.0,113.0,pypeln,conda-forge/pypeln,,219267.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,218917.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14715.0,3.0,,,,,,,,,,,,,,,,,,, +309,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-01-01 14:09:18.000,2023-05-19 04:32:00,6411.0,,227,39.0,1045.0,9.0,209.0,1412,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,1.0,1.0,optimuspyspark,,,6482.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,6482.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +310,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-01-01 10:04:57.000,2023-12-14 12:24:12,327.0,4.0,80,44.0,244.0,46.0,41.0,1324,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,38.0,28.0,tasktiger,,,2709.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,2709.0,,,,3.0,,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,43.0,10.0,2.0,12.0,1075,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2322.0,2152.0,pluginbase,conda-forge/pluginbase,,562518.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,558301.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303644.0,3.0,,,,,,,,,,,,,,,,,,, +312,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,13.0,35,12.0,65.0,13.0,19.0,742,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,267.0,236.0,dirty-equals,conda-forge/dirty-equals,,170893.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,169075.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,40017.0,3.0,,,,,,,,,,,,,,,,,,, +313,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-12-06 23:44:30.000,2023-10-27 23:08:49,1413.0,14.0,46,18.0,137.0,3.0,13.0,700,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,16622.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,14223.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,67199.0,3.0,,,,,,,,,,,,,,,,,,, +314,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,140,10.0,22.0,29.0,19.0,679,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3317.0,3077.0,ratelimit,conda-forge/ratelimit,,5916649.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,240.0,5916276.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13432.0,3.0,,,,,,,,,,,,,,,,,,, +315,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-01-01 11:44:49.000,2023-12-13 20:28:22,258.0,4.0,56,8.0,62.0,17.0,53.0,480,2023-12-13 20:43:21.000,2.2.2,56.0,16.0,24,True,458.0,428.0,cachier,,,28202.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,28202.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +316,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,474,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,748.0,657.0,hickle,conda-forge/hickle,,29246.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,28847.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23954.0,3.0,,,,,,,,,,,,,,,,,,, +317,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,11674.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,11674.0,,,,3.0,,,,,,,,,,,,,,,,,,, +318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,18.0,23,18.0,177.0,10.0,16.0,350,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,385.0,347.0,aiomisc,,,9937.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,38.0,9937.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,29,11.0,51.0,21.0,35.0,315,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,24,True,391.0,,typing_inspect,conda-forge/typing_inspect,,23386053.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,391.0,23356344.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1693428.0,3.0,,,,,,,,,,,,,,,,,,, +320,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,310,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,212.0,190.0,pyhdb,,101.0,373943.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,373942.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5930.0,4595.0,clint,conda-forge/clint,117.0,86389.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1335.0,85778.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56257.0,3.0,,,,,,,,,,,,,,,,,,, +322,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8028.0,,entrypoints,conda-forge/entrypoints,,12578837.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8028.0,12386065.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17927836.0,3.0,,,,,,,,,,,,,,,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10556,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,26.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,26.0,,,,2.0,,,,,,,,,,,,,,,,,,, +324,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1554,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,197.0,173.0,commonregex,,,111422.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,111422.0,,,,3.0,,,,,,,,,,,,,,,,,,, +325,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-12-21 14:11:29.000,2023-12-21 14:11:28,87.0,6.0,29,8.0,53.0,14.0,11.0,284,2023-12-21 12:00:14.000,0.10.0,14.0,14.0,23,True,388.0,332.0,rtoml,,,69097.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,56.0,69097.0,,,,3.0,,,,,,,,,,,,,,,,,,, +326,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,20.0,14.0,16.0,24.0,262,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,23,False,915.0,828.0,deepdish,conda-forge/deepdish,,8788.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,7723.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91614.0,3.0,,,,,,,,,,,,,,,,,,, +327,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,151,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1022.0,975.0,filedepot,,,11591.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,47.0,11591.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2835.0,2639.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,112221.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,111858.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27269.0,3.0,,,,,,,,,,,,,,,,,,, +329,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2023-11-18 00:06:42.000,2019-08-27 15:33:26,32.0,,21,4.0,12.0,7.0,13.0,101,2018-02-09 00:32:14.000,1.1.2,4.0,6.0,23,False,2260.0,2132.0,stopit,conda-forge/stopit,,651187.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,640684.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,756242.0,3.0,,,,,,,,,,,,,,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3494,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,435.0,401.0,pampy,,,21698.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,21698.0,,,,3.0,,,,,,,,,,,,,,,,,,, +331,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,99.0,31.0,18.0,58.0,3239,,,4.0,19.0,22,False,609.0,579.0,macropy3,,,153.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,153.0,,,,3.0,,,,,,,,,,,,,,,,,,, +332,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-12-18 15:46:43.157,2023-12-17 20:58:02,84.0,3.0,141,33.0,11.0,10.0,168.0,3214,2023-12-17 21:02:00.000,2.1.20,65.0,1.0,22,False,201.0,201.0,ptext-joris-schellekens,conda-forge/borb,,1611.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-12-18 15:46:43.157,46720.0,3.0,,,,,,,,,,,,,,,,,,, +333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2694,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,23.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,23.0,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2474,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,22437.0,701.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1797,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,206.0,175.0,bashplotlib,,,2649.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2649.0,,,,3.0,,,,,,,,,,,,,,,,,,, +336,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1340,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,184.0,163.0,pinject,conda-forge/pinject,,48579.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,21.0,48406.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4852.0,3.0,,,,,,,,,,,,,,,,,,, +337,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,857,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,232.0,213.0,unsync,conda-forge/unsync,,28503.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,28223.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12080.0,3.0,,,,,,,,,,,,,,,,,,, +338,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,853,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,193.0,164.0,rows,,38.0,525.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,525.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,840,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1448.0,1347.0,pickledb,,,11885.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,101.0,11885.0,,,,3.0,,,,,,,,,,,,,,,,,,, +340,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,15.0,183.0,16.0,122.0,558,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,117.0,108.0,pypyr,conda-forge/pypyr,,2789.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2239.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13222.0,3.0,,,,,,,,,,,,,,,,,,, +341,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11418.0,9371.0,unipath,,,43425.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,43425.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,False,194.0,186.0,pysparkling,conda-forge/pysparkling,,7787.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,7653.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4583.0,3.0,,,,,,,,,,,,,,,,,,, +343,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2023-12-29 18:22:13.000,2023-12-29 18:22:12,5453.0,14.0,44,15.0,624.0,33.0,80.0,194,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,159.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,159.0,,,,3.0,,,,,,,,,,,,,,,,,,, +344,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,19,6.0,64.0,11.0,24.0,156,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,200.0,188.0,aioprometheus,,,137082.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,137082.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2023-12-25 17:36:55.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,15.0,15.0,143,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,296.0,258.0,docopt-ng,,,83841.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,83841.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-01-04 13:30:58.000,2024-01-04 13:15:39,1772.0,50.0,5,3.0,779.0,18.0,36.0,51,2023-11-08 10:45:02.000,4.7.2,67.0,7.0,22,False,68.0,60.0,click-extra,,245.0,2629.0,https://pypi.org/project/click-extra,2023-11-08 10:44:44.000,8.0,2620.0,,,,3.0,,,,,,,,,,,,,,,,,,, +347,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1221,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,588.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,588.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,478,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4533.0,3345.0,awesome-slugify,conda-forge/awesome-slugify,,44817.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,44072.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69297.0,3.0,,,,,,,,,,,,,,,,,,, +349,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,47.0,71.0,4.0,,352,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,705.0,622.0,pymodm,conda-forge/pymodm,,9701.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,9591.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5194.0,3.0,,,,,,,,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,13.0,5.0,14.0,43.0,283,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,166.0,160.0,datatest,,,13041.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13041.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,206,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,10414.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10414.0,,,,3.0,,,,,,,,,,,,,,,,,,, +352,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,126,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2114.0,2054.0,coolname,conda-forge/coolname,,340521.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,60.0,338347.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,80471.0,3.0,,,,,,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,142,68.0,4.0,1.0,40.0,2123,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,51.0,42.0,pypattyrn,,,1448.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1448.0,,,,3.0,,,,,,,,,,,,,,,,,,, +354,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,879,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,43.0,31.0,mrq,,,31.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,31.0,,,,3.0,,,,,,,,,,,,,,,,,,, +355,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,65.0,59.0,pdpipe,conda-forge/pdpipe,,1933.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1177.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28743.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +356,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,20,10.0,32.0,22.0,21.0,649,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,69.0,66.0,pugsql,,,3305.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,3305.0,,,,3.0,,,,,,,,,,,,,,,,,,, +357,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-01-04 11:45:05.000,2024-01-04 11:45:00,567.0,199.0,25,4.0,81.0,6.0,14.0,517,2023-12-20 17:07:12.000,1.5.0,53.0,7.0,20,True,2.0,,pipeless-ai,,327.0,150.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,85.0,,,,1.0,,,,,,,,,,,,,,,,,,, +358,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,8627.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8400.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21185.0,3.0,,,,,,,,,,,,,,,,,,, +359,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2023-12-30 13:34:43.000,2023-12-30 13:34:29,663.0,41.0,21,4.0,43.0,4.0,,259,2023-12-30 13:34:43.000,1.1.234,542.0,11.0,20,True,5.0,5.0,upgini,,,4811.0,https://pypi.org/project/upgini,2023-12-30 13:34:43.000,,4811.0,,,,3.0,,,,,,,,,,,,,,,,,,, +360,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,202,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,889.0,885.0,gsheetsdb,,,57242.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,57242.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459,157.0,142.0,78.0,27.0,1980,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,,,,,,,,,,3.0,,,,,,['spark'],,,,,,,,,,,,, +362,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,82.0,39.0,1402,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,19,True,,,excalibur-py,,11390.0,1095.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,915.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-01-03 11:04:34.000,2023-12-30 02:18:19,2942.0,151.0,134,29.0,221.0,44.0,350.0,1308,,,,48.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +364,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,48,15.0,34.0,25.0,11.0,285,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,19,True,415.0,400.0,price-parser,,,58512.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,15.0,58512.0,,,,3.0,,,,,,,,,,,,,-2.0,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,157.0,130.0,queries,,,2915.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2915.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,179,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,84.0,80.0,typical,conda-forge/typical,,2541.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1452.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,34866.0,3.0,,,,,,,,,,,,,,,,,,, +367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,105,56.0,74.0,26.0,16.0,2034,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,138.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,138.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,965,,,,1000.0,18,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,41.0,33.0,bounter,,,582.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,582.0,,,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,, +370,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,227,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,6.0,5.0,fletcher,conda-forge/fletcher,21.0,1026.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,36.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65364.0,3.0,,,,,,['pandas'],,,,,,,,,,,,, +371,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1607,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,95.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,95.0,,,,3.0,,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1359,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,35.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,35.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,57,36.0,46.0,14.0,58.0,1103,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,5.0,5.0,colout,,,91.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,91.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,75,23.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,42.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,42.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,66,19.0,28.0,42.0,30.0,840,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,1155.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1155.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-01-04 10:29:44.000,2024-01-02 08:55:24,122.0,5.0,8,14.0,163.0,9.0,9.0,269,2023-12-18 09:51:00.000,0.19.6,105.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,1520.0,https://pypi.org/project/squirrel-core,2023-12-18 09:51:00.000,,1520.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,,, +377,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,178,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,142532.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,142532.0,,,,3.0,,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,625,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,30.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,30.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,124,16.0,278.0,127.0,78.0,611,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,336.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,336.0,,,,3.0,,,,,,['jupyter'],,,,,,,,,,,,, +380,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,430,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,15,False,,,bodywork,,,324.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,324.0,,,,3.0,,,,,,,,,,,,,,,,,,, +381,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2023-12-21 15:05:13.000,2023-12-21 15:05:13,940.0,139.0,21,2.0,797.0,8.0,18.0,249,2023-11-30 10:36:03.000,0.1.52,35.0,14.0,15,False,,,the-guide,,,10.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,10.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1191,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,14,False,2.0,2.0,botflow,,,20.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,20.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,716,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,105.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,105.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,97,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,39.0,34.0,cleverdict,,,317.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,317.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,690.0,681.0,millify,,,28045.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,28045.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,63,21.0,2.0,2.0,1.0,542,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,55.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,55.0,,,,3.0,,,,,,['pandas'],,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,32.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,32.0,,,,3.0,,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,92.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,92.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,363,,,,12.0,10,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,778,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 17bb9dd..5f1558d 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- docker (πŸ₯ˆ43 Β· ⭐ 6.5K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 -- rq (πŸ₯ˆ39 Β· ⭐ 9.3K Β· πŸ“ˆ) - Simple job queues for Python. BSD-3 -- dill (πŸ₯ˆ36 Β· ⭐ 2.1K Β· πŸ“ˆ) - serialize all of Python. BSD-3 -- zarr (πŸ₯ˆ35 Β· ⭐ 1.3K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- multidict (πŸ₯ˆ33 Β· ⭐ 360 Β· πŸ“ˆ) - The multidict implementation. Apache-2 +- click (πŸ₯‡46 Β· ⭐ 15K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 +- attrs (πŸ₯‡42 Β· ⭐ 5K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT +- filesystem_spec (πŸ₯‡40 Β· ⭐ 710 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +- python-fire (πŸ₯ˆ37 Β· ⭐ 26K Β· πŸ“ˆ) - Python Fire is a library for automatically generating.. Apache-2 +- questionary (πŸ₯‰31 Β· ⭐ 1.3K Β· πŸ“ˆ) - Python library to build pretty command line user prompts Easy to.. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- pydantic (πŸ₯‡44 Β· ⭐ 17K Β· πŸ“‰) - Data validation using Python type hints. MIT -- Dagster (πŸ₯‡41 Β· ⭐ 9.2K Β· πŸ“‰) - An orchestration platform for the development, production, and.. Apache-2 -- polars (πŸ₯ˆ40 Β· ⭐ 23K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- cookiecutter (πŸ₯‡40 Β· ⭐ 21K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 -- pexpect (πŸ₯‡38 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +- watchdog (πŸ₯ˆ35 Β· ⭐ 6.1K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 +- cx-Oracle (πŸ₯‰30 Β· ⭐ 870 Β· πŸ“‰) - Python interface to Oracle Database now superseded by python-.. BSD-3 +- Vaex (πŸ₯‰28 Β· ⭐ 8.1K Β· πŸ“‰) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT +- configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +- price-parser (πŸ₯‰19 Β· ⭐ 280 Β· πŸ“‰) - Extract price amount and currency symbol from a raw text.. BSD-3 From 2fcc7109ab102f14a979d5252ffee35d71cc181c Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 11 Jan 2024 14:47:24 +0000 Subject: [PATCH 47/70] Update best-of list for version 2024.01.11 --- README.md | 1340 ++++++++++++++++--------------- history/2024-01-11_changes.md | 20 + history/2024-01-11_projects.csv | 392 +++++++++ latest-changes.md | 20 +- 4 files changed, 1107 insertions(+), 665 deletions(-) create mode 100644 history/2024-01-11_changes.md create mode 100644 history/2024-01-11_projects.csv diff --git a/README.md b/README.md index 20d1b47..5ac978d 100644 --- a/README.md +++ b/README.md @@ -84,14 +84,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M Back to top -
protobuf (πŸ₯‡52 Β· ⭐ 62K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡52 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 38M Β· πŸ“¦ 560K Β· πŸ“‹ 6.1K - 14% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 38M Β· πŸ“¦ 570K Β· πŸ“‹ 6K - 13% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 16K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 17K Β· ⏱️ 10.01.2024): ``` pip install protobuf ``` @@ -106,7 +106,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 320K Β· πŸ“¦ 86K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 330K Β· πŸ“¦ 87K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,50 +115,34 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 930K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 940K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 780K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 770K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
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marshmallow (πŸ₯ˆ39 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 630 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 30M / month Β· πŸ“¦ 10K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 30M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.2M Β· ⏱️ 21.07.2023): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.2M Β· ⏱️ 10.01.2024): ``` conda install -c conda-forge marshmallow ```
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orjson (πŸ₯ˆ35 Β· ⭐ 5.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 - -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 69K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): - - ``` - git clone https://github.com/ijl/orjson - ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.10.2023): - ``` - pip install orjson - ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1M Β· ⏱️ 29.10.2023): - ``` - conda install -c conda-forge orjson - ``` -
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/ultrajson/ultrajson @@ -174,7 +158,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
dill (πŸ₯ˆ35 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 130K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/uqfoundation/dill @@ -195,50 +179,66 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 17M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3M Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.1M Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge simplejson ```
-
cloudpickle (πŸ₯ˆ35 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 +
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/cloudpipe/cloudpickle + git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 33M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.7M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` - pip install cloudpickle + pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 16M Β· ⏱️ 16.10.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.6M Β· ⏱️ 18.10.2023): ``` - conda install -c conda-forge cloudpickle + conda install -c conda-forge jsonpickle ```
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jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
orjson (πŸ₯‰34 Β· ⭐ 5.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 70K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): ``` - git clone https://github.com/jsonpickle/jsonpickle + git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.7M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 13M / month Β· πŸ“¦ 1.3K Β· ⏱️ 26.10.2023): ``` - pip install jsonpickle + pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.6M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1M Β· ⏱️ 29.10.2023): ``` - conda install -c conda-forge jsonpickle + conda install -c conda-forge orjson + ``` +
+
cloudpickle (πŸ₯‰34 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 + +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 23.11.2023): + + ``` + git clone https://github.com/cloudpipe/cloudpickle + ``` +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 33M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): + ``` + pip install cloudpickle + ``` +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 16M Β· ⏱️ 16.10.2023): + ``` + conda install -c conda-forge cloudpickle ```
msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 2% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 3% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/msgpack/msgpack-python @@ -252,7 +252,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge msgpack-python ```
-
python-rapidjson (πŸ₯‰29 Β· ⭐ 480) - Python wrapper around rapidjson. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT - [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 4.9K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 14.12.2023): @@ -263,19 +263,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.4M Β· ⏱️ 14.12.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.5M Β· ⏱️ 14.12.2023): ``` conda install -c conda-forge python-rapidjson ```
srsly (πŸ₯‰29 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 38K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 38K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.3M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.1M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -300,7 +300,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge pysimdjson ```
-
hickle (πŸ₯‰24 Β· ⭐ 470) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰24 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT - [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 660 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 69K / month Β· πŸ“¦ 56 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 85K / month Β· πŸ“¦ 57 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numpy (πŸ₯‡54 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 9K Β· πŸ“₯ 920K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 9K Β· πŸ“₯ 930K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/numpy/numpy ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 02.01.2024): ``` pip install numpy ``` @@ -356,14 +356,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge numpy ```
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pandas (πŸ₯‡52 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +
pandas (πŸ₯‡53 Β· ⭐ 41K Β· πŸ“ˆ) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 140M / month Β· πŸ“¦ 75K Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 140M / month Β· πŸ“¦ 76K Β· ⏱️ 22.12.2023): ``` pip install pandas ``` @@ -372,21 +372,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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polars (πŸ₯‡40 Β· ⭐ 23K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT +
polars (πŸ₯‡41 Β· ⭐ 23K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 330 Β· πŸ”€ 1.3K Β· πŸ“₯ 140 Β· πŸ“¦ 3 Β· πŸ“‹ 6.1K - 21% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.4K Β· πŸ“₯ 160 Β· πŸ“¦ 3 Β· πŸ“‹ 6.2K - 21% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.4M / month Β· πŸ“¦ 380 Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.5M / month Β· πŸ“¦ 390 Β· ⏱️ 02.01.2024): ``` pip install polars ```
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xarray (πŸ₯‡40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/pydata/xarray @@ -400,14 +400,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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h5py (πŸ₯‡40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯ˆ40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 14M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` @@ -418,7 +418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 3.9K - 18% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 3.9K - 17% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/modin-project/modin @@ -427,19 +427,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 280K Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 290K Β· ⏱️ 15.12.2023): ``` conda install -c conda-forge modin-core ```
zarr (πŸ₯ˆ35 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3.1K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3.1K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 410K / month Β· πŸ“¦ 470 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 390K / month Β· πŸ“¦ 480 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -455,7 +455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 700K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -471,7 +471,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.2M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): ``` pip install numexpr ``` @@ -482,12 +482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ33 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 3.5K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 3.6K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 61K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 55K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -503,23 +503,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 920 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 460K / month Β· πŸ“¦ 920 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 360K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 370K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tinydb ```
pandera (πŸ₯ˆ32 Β· ⭐ 2.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.3K Β· πŸ“‹ 700 - 40% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.3K Β· πŸ“‹ 710 - 40% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.1M / month Β· πŸ“¦ 97 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): ``` pip install pandera ``` @@ -528,41 +528,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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Koalas (πŸ₯‰31 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark +
Bottleneck (πŸ₯ˆ32 Β· ⭐ 970 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 330 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 45K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` - git clone https://github.com/databricks/koalas + git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 600K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` - pip install koalas + pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.9M Β· ⏱️ 29.09.2023): ``` - conda install -c conda-forge koalas + conda install -c conda-forge bottleneck ```
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Bottleneck (πŸ₯‰31 Β· ⭐ 970 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 +
Koalas (πŸ₯‰31 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 45K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 330 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/pydata/bottleneck + git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 590K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` - pip install Bottleneck + pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.8M Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge bottleneck + conda install -c conda-forge koalas ```
datasketch (πŸ₯‰30 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/ekzhu/datasketch @@ -572,66 +572,66 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install datasketch ```
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datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
Vaex (πŸ₯‰29 Β· ⭐ 8.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 650 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` - git clone https://github.com/h2oai/datatable + git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 57K / month Β· πŸ“¦ 24 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 29K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` - pip install datatable + pip install vaex ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge datatable + conda install -c conda-forge vaex ```
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Vaex (πŸ₯‰28 Β· ⭐ 8.1K Β· πŸ“‰) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT +
datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 640 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): ``` - git clone https://github.com/vaexio/vaex + git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 29K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 54K / month Β· πŸ“¦ 26 Β· ⏱️ 01.12.2023): ``` - pip install vaex + pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge vaex + conda install -c conda-forge datatable ```
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PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 3.3K Β· πŸ’€) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 3.4K Β· πŸ’€) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 02.05.2023): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 490K / month Β· πŸ“¦ 47 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 490K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 67K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 68K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
StaticFrame (πŸ₯‰28 Β· ⭐ 380) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2K / month Β· πŸ“¦ 2 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.6K / month Β· πŸ“¦ 2 Β· ⏱️ 08.01.2024): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 09.01.2024): ``` conda install -c conda-forge static-frame ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 390K / month Β· πŸ“¦ 45 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 390K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -666,12 +666,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pickleDB (πŸ₯‰22 Β· ⭐ 840 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 -- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.3K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.4K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 12K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 11K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -683,7 +683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 36 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 37 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -695,12 +695,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 7 hidden projects... - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰29 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯‰28 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT -- bcolz (πŸ₯‰25 Β· ⭐ 950 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- bcolz (πŸ₯‰26 Β· ⭐ 960 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -715,7 +715,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 32M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 31M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -724,14 +724,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
-
anytree (πŸ₯‡34 Β· ⭐ 870) - Python tree data library. Apache-2 +
anytree (πŸ₯‡33 Β· ⭐ 880) - Python tree data library. Apache-2 - [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 910K / month Β· πŸ“¦ 340 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 950K / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -740,14 +740,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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multidict (πŸ₯ˆ33 Β· ⭐ 360) - The multidict implementation. Apache-2 +
multidict (πŸ₯‡33 Β· ⭐ 370) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 86 Β· πŸ“₯ 6.2K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 88 Β· πŸ“₯ 6.2K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 76M / month Β· πŸ“¦ 3.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 74M / month Β· πŸ“¦ 3.4K Β· ⏱️ 20.07.2023): ``` pip install multidict ``` @@ -763,7 +763,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.2M / month Β· πŸ“¦ 120 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.4M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` pip install glom ``` @@ -774,7 +774,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 62 Β· πŸ“¦ 21K Β· πŸ“‹ 60 - 10% open Β· ⏱️ 30.12.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 62 Β· πŸ“¦ 21K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/jab/bidict @@ -783,14 +783,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 370K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge bidict ```
python-benedict (πŸ₯‰29 Β· ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict @@ -804,14 +804,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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janus (πŸ₯‰27 Β· ⭐ 750) - Thread-safe asyncio-aware queue for Python. Apache-2 +
janus (πŸ₯‰27 Β· ⭐ 760) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 650K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -822,12 +822,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (πŸ₯‰27 Β· ⭐ 730) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 84 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 85 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 870 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 870 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -838,12 +838,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-box (πŸ₯‰26 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 11% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 5.6M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 6.6M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -854,12 +854,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
immutables (πŸ₯‰26 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.3K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.4K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -884,7 +884,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡44 Β· ⭐ 17K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.6K Β· πŸ“¦ 310K Β· πŸ“‹ 3.5K - 8% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.6K Β· πŸ“¦ 320K Β· πŸ“‹ 3.6K - 8% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/samuelcolvin/pydantic @@ -898,14 +898,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡41 Β· ⭐ 4.3K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡40 Β· ⭐ 4.3K Β· πŸ“‰) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 130 Β· πŸ“¦ 500K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 25.12.2023): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 140 Β· πŸ“¦ 500K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 94M / month Β· πŸ“¦ 19K Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 93M / month Β· πŸ“¦ 19K Β· ⏱️ 16.11.2023): ``` pip install jsonschema ``` @@ -914,57 +914,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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voluptuous (πŸ₯ˆ35 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
cerberus (πŸ₯ˆ34 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` - pip install voluptuous + pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 340K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 360K Β· ⏱️ 06.10.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge cerberus ```
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cerberus (πŸ₯ˆ34 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC +
voluptuous (πŸ₯ˆ34 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 14.12.2023): ``` - git clone https://github.com/pyeve/cerberus + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` - pip install cerberus + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 360K Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 340K Β· ⏱️ 17.11.2023): ``` - conda install -c conda-forge cerberus + conda install -c conda-forge voluptuous ```
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schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT +
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 200 Β· πŸ“¦ 7.9K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 7.9K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 9.1M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8.4M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): ``` pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge schema ```
validators (πŸ₯ˆ32 Β· ⭐ 860) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 15 Β· πŸ“¦ 98K Β· πŸ“‹ 160 - 11% open Β· ⏱️ 25.12.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 15 Β· πŸ“¦ 99K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/kvesteri/validators @@ -980,12 +980,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰31 Β· ⭐ 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 64 Β· πŸ“¦ 9.4K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 22.12.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 64 Β· πŸ“¦ 9.4K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 630K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 600K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): ``` pip install param ``` @@ -1045,7 +1045,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 8.4K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 8.3K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1061,7 +1061,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1073,7 +1073,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰29 Β· ⭐ 920) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰29 Β· ⭐ 930) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - dataklasses (πŸ₯‰7 Β· ⭐ 780 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1091,7 +1091,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 410K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 400K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1102,12 +1102,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
algorithms (πŸ₯‰29 Β· ⭐ 23K Β· πŸ’€) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 99 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 100 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.8K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.7K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1128,16 +1128,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 84K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 85K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 20M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 19M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.5M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.6M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1160,7 +1160,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ36 Β· ⭐ 5.9K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 430 Β· πŸ“¦ 24K Β· πŸ“‹ 540 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 450 Β· πŸ“¦ 24K Β· πŸ“‹ 540 - 41% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1169,7 +1169,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 890K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 890K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ``` @@ -1192,12 +1192,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ36 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6M / month Β· πŸ“¦ 460 Β· ⏱️ 01.01.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.9M / month Β· πŸ“¦ 460 Β· ⏱️ 01.01.2024): ``` pip install holidays ``` @@ -1222,14 +1222,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytz ```
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tzlocal (πŸ₯‰33 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰32 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT - [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 58 Β· πŸ“¦ 140K Β· πŸ“‹ 82 - 1% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 38M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 37M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1249,14 +1249,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡40 Β· ⭐ 710 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡40 Β· ⭐ 720) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 300 Β· πŸ“¦ 84K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 300 Β· πŸ“¦ 85K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 180M / month Β· πŸ“¦ 840 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 190M / month Β· πŸ“¦ 890 Β· ⏱️ 11.12.2023): ``` pip install fsspec ``` @@ -1265,7 +1265,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ35 Β· ⭐ 6.1K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ35 Β· ⭐ 6.1K) - Python library and shell utilities to monitor filesystem events. Apache-2 - [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): @@ -1281,14 +1281,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ35 Β· ⭐ 610) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 620) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 370K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 380K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 96M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 95M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` @@ -1304,7 +1304,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` @@ -1340,7 +1340,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 480K Β· ⏱️ 25.12.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 490K Β· ⏱️ 25.12.2023): ``` conda install -c conda-forge path ``` @@ -1400,19 +1400,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 50M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 51M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge six ```
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typing (πŸ₯ˆ33 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ34 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“‹ 760 - 18% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.1M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1423,7 +1423,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- dataclasses (πŸ₯‰27 Β· ⭐ 570 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 +- dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 79) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰26 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag @@ -1436,7 +1436,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 600K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 600K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/pyca/cryptography @@ -1450,41 +1450,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
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tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 490 - 7% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 260 Β· πŸ“¦ 86K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 09.01.2024): ``` - git clone https://github.com/google/tink + git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 290K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): ``` - pip install tink + pip install pycryptodomex ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 160 / month Β· πŸ“¦ 1 Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): ``` - npm install tink-crypto + conda install -c conda-forge pycryptodomex ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 +
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 460 Β· πŸ“₯ 240 Β· πŸ“¦ 85K Β· πŸ“‹ 580 - 11% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 500 - 7% open Β· ⏱️ 08.01.2024): ``` - git clone https://github.com/Legrandin/pycryptodome + git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.7K Β· ⏱️ 28.12.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 320K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` - pip install pycryptodomex + pip install tink ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` - conda install -c conda-forge pycryptodomex + npm install tink-crypto ```
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/pyca/bcrypt @@ -1500,7 +1500,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 07.01.2024): ``` git clone https://github.com/jaraco/keyring @@ -1514,7 +1514,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge keyring ```
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asn1crypto (πŸ₯‰33 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰32 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): @@ -1554,12 +1554,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡47 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.1M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): ``` pip install ansible ``` @@ -1570,44 +1570,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 03.01.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 10.01.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 04.01.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 11.01.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 360M / month Β· πŸ“¦ 8.6K Β· ⏱️ 03.01.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.6K Β· ⏱️ 10.01.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 04.01.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 11.01.2024): ``` conda install -c conda-forge botocore ```
docker (πŸ₯ˆ43 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 760 Β· πŸ“¦ 73K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 780 Β· πŸ“¦ 74K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 34M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): ``` pip install docker ``` @@ -1618,21 +1618,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ42 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.8M Β· πŸ“¦ 7.1K Β· πŸ“‹ 6.8K - 29% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.9M Β· πŸ“¦ 7.1K Β· πŸ“‹ 6.9K - 29% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 880K / month Β· πŸ“¦ 170 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 870K / month Β· πŸ“¦ 170 Β· ⏱️ 10.01.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.6M / month Β· πŸ“¦ 930 Β· ⏱️ 04.01.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.6M / month Β· πŸ“¦ 930 Β· ⏱️ 10.01.2024): ``` npm install @pulumi/pulumi ```
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paramiko (πŸ₯ˆ42 Β· ⭐ 8.6K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
paramiko (πŸ₯ˆ42 Β· ⭐ 8.7K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 - [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 89K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 18.12.2023): @@ -1650,12 +1650,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ40 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 90M Β· πŸ“¦ 340 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 90M Β· πŸ“¦ 350 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1666,12 +1666,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.2K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 19M / month Β· πŸ“¦ 1.5K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 20M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1687,7 +1687,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 190K / month Β· πŸ“¦ 260 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 190K / month Β· πŸ“¦ 270 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1715,11 +1715,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 48K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 49K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ``` @@ -1731,7 +1731,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.2M / month Β· πŸ“¦ 470 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.1M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1740,14 +1740,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰31 Β· ⭐ 1.1K Β· πŸ’€) - SSH tunnels to remote server. MIT +
sshtunnel (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.4K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.5K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7.1M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1758,12 +1758,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 96 Β· πŸ“‹ 690 - 21% open Β· ⏱️ 26.11.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 97 Β· πŸ“‹ 690 - 21% open Β· ⏱️ 26.11.2023): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 35K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 33K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): ``` pip install pyinfra ``` @@ -1775,7 +1775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.2K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.3K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1805,7 +1805,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 49M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 48M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1814,36 +1814,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ34 Β· ⭐ 8.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
sh (πŸ₯ˆ35 Β· ⭐ 6.8K) - Python process launching. MIT -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 18.11.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 04.01.2024): ``` - git clone https://github.com/Supervisor/supervisor + git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` - pip install supervisor + pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 280K Β· ⏱️ 23.11.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 190K Β· ⏱️ 10.08.2023): ``` - conda install -c conda-forge supervisor + conda install -c conda-forge sh ```
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sh (πŸ₯ˆ34 Β· ⭐ 6.8K) - Python process launching. MIT +
supervisor (πŸ₯‰34 Β· ⭐ 8.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 18.11.2023): ``` - git clone https://github.com/amoffat/sh + git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.7M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` - pip install sh + pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 190K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 280K Β· ⏱️ 23.11.2023): ``` - conda install -c conda-forge sh + conda install -c conda-forge supervisor ```
ptyprocess (πŸ₯‰26 Β· ⭐ 200) - Run a subprocess in a pseudo terminal. ISC @@ -1868,14 +1868,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡39 Β· ⭐ 9.8K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡38 Β· ⭐ 9.8K Β· πŸ“‰) - Ultra fast asyncio event loop. Apache-2 - [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 8.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 8.3M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1884,9 +1884,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge uvloop ```
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greenlet (πŸ₯ˆ38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT +
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 320K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 330K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python-greenlet/greenlet @@ -1902,12 +1902,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ37 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 110 Β· πŸ“¦ 220K Β· πŸ“‹ 340 - 17% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“¦ 220K Β· πŸ“‹ 340 - 17% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 85M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 98M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): ``` pip install anyio ``` @@ -1923,11 +1923,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 80K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 81K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.4K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.5K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge asyncer ``` @@ -1939,14 +1939,29 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 9.9K / month Β· πŸ“¦ 38 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 10K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ```
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Show 2 hidden projects... +
stopit (πŸ₯‰22 Β· ⭐ 100) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT + +- [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.1K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): + + ``` + git clone https://github.com/glenfant/stopit + ``` +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 590K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): + ``` + pip install stopit + ``` +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge stopit + ``` +
+
Show 1 hidden projects... -- stopit (πŸ₯‰23 Β· ⭐ 100 Β· πŸ’€) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT - unsync (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - Unsynchronize asyncio. MIT

@@ -1962,7 +1977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 31M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 30M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): ``` pip install traitlets ``` @@ -1978,7 +1993,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 9.6K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 9.7K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -1989,7 +2004,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.4K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.7K Β· πŸ“‹ 480 - 22% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.7K Β· πŸ“‹ 480 - 21% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2005,12 +2020,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 90 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 18% open Β· ⏱️ 18.11.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 91 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 18% open Β· ⏱️ 18.11.2023): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.8M / month Β· πŸ“¦ 440 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.7M / month Β· πŸ“¦ 480 Β· ⏱️ 29.11.2023): ``` pip install omegaconf ``` @@ -2019,14 +2034,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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hydra (πŸ₯‰31 Β· ⭐ 7.8K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯‰31 Β· ⭐ 7.9K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 19K Β· πŸ“‹ 1.3K - 17% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 620 Β· πŸ“¦ 19K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.6K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.7K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2042,7 +2057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2058,7 +2073,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 160K / month Β· πŸ“¦ 94 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 160K / month Β· πŸ“¦ 96 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2069,12 +2084,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 380 Β· πŸ“¦ 33K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 400 Β· πŸ“¦ 33K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2090,11 +2105,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 89K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 78K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 54K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 55K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2105,7 +2120,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡46 Β· ⭐ 15K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 - [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 200 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): @@ -2123,12 +2138,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 46K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 150K Β· πŸ“‹ 1.3K - 15% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 160K Β· πŸ“‹ 1.3K - 15% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 34M / month Β· πŸ“¦ 5.7K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 34M / month Β· πŸ“¦ 6.1K Β· ⏱️ 15.11.2023): ``` pip install rich ``` @@ -2139,7 +2154,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.8K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 730 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit @@ -2148,19 +2163,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 20M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 21M Β· ⏱️ 12.12.2023): ``` conda install -c conda-forge prompt-toolkit ```
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python-fire (πŸ₯ˆ37 Β· ⭐ 26K Β· πŸ“ˆ) - Python Fire is a library for automatically generating.. Apache-2 +
python-fire (πŸ₯ˆ37 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· πŸ“‹ 330 - 44% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· πŸ“‹ 330 - 44% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2192,7 +2207,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 22M / month Β· πŸ“¦ 2.2K Β· ⏱️ 10.12.2023): ``` pip install argcomplete ``` @@ -2203,7 +2218,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯ˆ34 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 84 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 84 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/sdispater/cleo @@ -2217,18 +2232,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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wcwidth (πŸ₯ˆ34 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯ˆ34 Β· ⭐ 360) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 50 Β· πŸ“¦ 490K Β· πŸ“‹ 47 - 19% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 490K Β· πŸ“‹ 48 - 18% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 46M / month Β· πŸ“¦ 14K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 45M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 23M Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 23M Β· ⏱️ 08.01.2024): ``` conda install -c conda-forge wcwidth ``` @@ -2240,11 +2255,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 1.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typer ``` @@ -2256,7 +2271,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 41K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 40K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2265,14 +2280,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰31 Β· ⭐ 1.3K Β· πŸ“ˆ) - Python library to build pretty command line user prompts Easy to.. MIT +
questionary (πŸ₯‰31 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 75 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 26% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 77 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 25% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.5M / month Β· πŸ“¦ 400 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 410 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` @@ -2292,7 +2307,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 760K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 770K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ``` @@ -2304,7 +2319,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 84K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 79K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2316,7 +2331,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 91 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 110 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2354,26 +2369,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 10M Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 11M Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 960) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 970) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 310K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 290K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
beaker (πŸ₯‰27 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5K Β· πŸ“‹ 130 - 53% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5.1K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker @@ -2389,12 +2404,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 460 Β· πŸ“¦ 4.9K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 480 Β· πŸ“¦ 4.9K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 150K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 140K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2410,7 +2425,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 28K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 27K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): ``` pip install cachier ``` @@ -2427,18 +2442,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-web-python - Web UI ( ⭐ 2.1K) - Collection of libraries to implement web-based UIs. -
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT +
kivy (πŸ₯‡41 Β· ⭐ 17K Β· πŸ“ˆ) - Open source UI framework written in Python, running on Windows, Linux,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 130K / month Β· πŸ“¦ 610 Β· ⏱️ 01.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 130K / month Β· πŸ“¦ 610 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 330K Β· ⏱️ 19.09.2023): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 330K Β· ⏱️ 05.01.2024): ``` conda install -c conda-forge kivy ``` @@ -2450,7 +2465,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 500K / month Β· πŸ“¦ 340 Β· ⏱️ 21.05.2023): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 520K / month Β· πŸ“¦ 350 Β· ⏱️ 21.05.2023): ``` pip install pysimplegui ``` @@ -2459,14 +2474,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ33 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 620 Β· πŸ“¦ 2.5K Β· πŸ“‹ 1.2K - 19% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 620 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 42K / month Β· πŸ“¦ 51 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 41K / month Β· πŸ“¦ 53 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ``` @@ -2478,14 +2493,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 64K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 63K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.3K Β· πŸ“¦ 3 Β· πŸ“‹ 820 - 17% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.4K Β· πŸ“¦ 3 Β· πŸ“‹ 820 - 17% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/beeware/toga @@ -2494,15 +2509,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 19 / month Β· πŸ“¦ 2 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 19 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
-
Show 4 hidden projects... +
flexx (πŸ₯‰26 Β· ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2 + +- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 130 Β· πŸ“‹ 450 - 20% open Β· ⏱️ 06.01.2024): + + ``` + git clone https://github.com/flexxui/flexx + ``` +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 350 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): + ``` + pip install flexx + ``` +- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 100K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge flexx + ``` +
+
Show 3 hidden projects... - Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- flexx (πŸ₯‰27 Β· ⭐ 3.2K Β· πŸ’€) - Write desktop and web apps in pure Python. BSD-2 - Phoenix (πŸ₯‰27 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed
@@ -2516,12 +2546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡20 Β· ⭐ 520 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 25 Β· πŸ“₯ 330 Β· πŸ“‹ 20 - 30% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 25 Β· πŸ“₯ 460 Β· πŸ“‹ 22 - 31% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 85 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 110 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2542,7 +2572,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries. -
phonenumbers (πŸ₯‡35 Β· ⭐ 3.3K) - Python port of Googles libphonenumber. Apache-2 +
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 - [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 20.12.2023): @@ -2565,7 +2595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 50M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 49M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2573,14 +2603,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 41 / month Β· πŸ“¦ 3 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 40 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
emoji (πŸ₯ˆ33 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 300 Β· πŸ“¦ 64K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 300 Β· πŸ“¦ 65K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/carpedm20/emoji @@ -2594,14 +2624,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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inflect (πŸ₯ˆ30 Β· ⭐ 880) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ30 Β· ⭐ 890) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2610,14 +2640,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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python-slugify (πŸ₯‰29 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯‰28 Β· ⭐ 1.4K) - Returns unicode slugs. MIT - [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 11M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` pip install python-slugify ``` @@ -2626,7 +2656,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰27 Β· ⭐ 850 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
pyahocorasick (πŸ₯‰27 Β· ⭐ 860 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.4K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): @@ -2649,23 +2679,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 340K / month Β· πŸ“¦ 60 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 360K / month Β· πŸ“¦ 63 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ```
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price-parser (πŸ₯‰19 Β· ⭐ 280 Β· πŸ“‰) - Extract price amount and currency symbol from a raw text.. BSD-3 +
price-parser (πŸ₯‰20 Β· ⭐ 290) - Extract price amount and currency symbol from a raw text string. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 400 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 59K / month Β· πŸ“¦ 15 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 61K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2694,28 +2724,28 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.5K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 840M / month Β· πŸ“¦ 18K Β· ⏱️ 03.01.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 840M / month Β· πŸ“¦ 18K Β· ⏱️ 10.01.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 04.01.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 11.01.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.2K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 690K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 700K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 98M / month Β· πŸ“¦ 48K Β· ⏱️ 03.01.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 99M / month Β· πŸ“¦ 48K Β· ⏱️ 03.01.2024): ``` pip install SQLAlchemy ``` @@ -2724,14 +2754,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python Client. MIT +
redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 33M / month Β· πŸ“¦ 28K Β· ⏱️ 01.01.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 31M / month Β· πŸ“¦ 28K Β· ⏱️ 07.01.2024): ``` pip install redis ``` @@ -2742,12 +2772,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.5K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 56M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 57M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): ``` pip install google-cloud-storage ``` @@ -2758,12 +2788,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.1K - 13% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.2K - 13% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 43M / month Β· πŸ“¦ 720 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 44M / month Β· πŸ“¦ 740 Β· ⏱️ 07.11.2023): ``` pip install azure-storage-blob ``` @@ -2774,7 +2804,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 26K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 26K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/coleifer/peewee @@ -2795,7 +2825,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 38M / month Β· πŸ“¦ 610 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 630 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2806,12 +2836,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 45K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 45K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.2K Β· ⏱️ 08.12.2023): ``` pip install elasticsearch ``` @@ -2827,7 +2857,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2836,14 +2866,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
+
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT + +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 08.01.2024): + + ``` + git clone https://github.com/MongoEngine/mongoengine + ``` +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 930K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): + ``` + pip install mongoengine + ``` +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): + ``` + conda install -c conda-forge mongoengine + ``` +
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 10.01.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 22M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 21M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): ``` pip install pymongo ``` @@ -2854,7 +2900,7 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ39 Β· ⭐ 2.3K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 9% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 20.12.2023): ``` git clone https://github.com/sqlalchemy/alembic @@ -2868,62 +2914,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge alembic ```
-
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
python-bigquery (πŸ₯ˆ38 Β· ⭐ 690) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 01.01.2024): - - ``` - git clone https://github.com/MongoEngine/mongoengine - ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): - ``` - pip install mongoengine - ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): - ``` - conda install -c conda-forge mongoengine - ``` -
-
python-bigquery (πŸ₯ˆ38 Β· ⭐ 680) - Google BigQuery API client library. Apache-2 - -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 320 Β· πŸ“¦ 25K Β· πŸ“‹ 620 - 11% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 320 Β· πŸ“¦ 25K Β· πŸ“‹ 620 - 10% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.2K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.01.2024): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 14.12.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 10.01.2024): ``` conda install -c conda-forge google-cloud-bigquery ```
sqlmodel (πŸ₯ˆ37 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.1K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 540K / month Β· πŸ“¦ 180 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 510K / month Β· πŸ“¦ 190 Β· ⏱️ 04.12.2023): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 24K Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 25K Β· ⏱️ 04.12.2023): ``` conda install -c conda-forge sqlmodel ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 650 Β· πŸ“₯ 220K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 220K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 37M / month Β· πŸ“¦ 65 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 37M / month Β· πŸ“¦ 65 Β· ⏱️ 11.01.2024): ``` pip install awswrangler ``` @@ -2932,14 +2962,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge awswrangler ```
-
Ibis (πŸ₯ˆ37 Β· ⭐ 3.3K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 3.4K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 460 Β· πŸ“₯ 110 Β· πŸ“¦ 930 Β· πŸ“‹ 2.4K - 4% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 470 Β· πŸ“₯ 110 Β· πŸ“¦ 960 Β· πŸ“‹ 2.5K - 4% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 53 Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 53 Β· ⏱️ 07.01.2024): ``` pip install ibis-framework ``` @@ -2966,12 +2996,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): ``` pip install elasticsearch-dsl ``` @@ -3014,12 +3044,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ35 Β· ⭐ 720) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.1K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.2K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.6M / month Β· πŸ“¦ 470 Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.6M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2024): ``` pip install minio ``` @@ -3044,26 +3074,42 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
+
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 + +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 520 - 18% open Β· ⏱️ 21.11.2023): + + ``` + git clone https://github.com/prometheus/client_python + ``` +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 22M / month Β· πŸ“¦ 870 Β· ⏱️ 21.11.2023): + ``` + pip install prometheus_client + ``` +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): + ``` + conda install -c conda-forge prometheus_client + ``` +
libcloud (πŸ₯ˆ34 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 930 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 940 Β· πŸ“‹ 210 - 41% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 190K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 230K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6K Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.1K Β· ⏱️ 21.12.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): ``` pip install cassandra-driver ``` @@ -3079,7 +3125,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3088,14 +3134,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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pandas-gbq (πŸ₯ˆ34 Β· ⭐ 400) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 8.8K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 8.9K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 15.12.2023): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.7M / month Β· πŸ“¦ 340 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.8M / month Β· πŸ“¦ 340 Β· ⏱️ 12.12.2023): ``` pip install pandas-gbq ``` @@ -3111,7 +3157,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 100K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 93K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3120,22 +3166,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Prometheus Client (πŸ₯‰33 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 - -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 520 - 18% open Β· ⏱️ 21.11.2023): - - ``` - git clone https://github.com/prometheus/client_python - ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 22M / month Β· πŸ“¦ 840 Β· ⏱️ 21.11.2023): - ``` - pip install prometheus_client - ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): - ``` - conda install -c conda-forge prometheus_client - ``` -
Pony (πŸ₯‰33 Β· ⭐ 3.4K) - Pony Object Relational Mapper. Apache-2 - [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 82 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): @@ -3143,7 +3173,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 97K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 93K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3152,25 +3182,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
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PyPika (πŸ₯‰33 Β· ⭐ 2.2K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 - -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 16K Β· πŸ“‹ 450 - 43% open Β· ⏱️ 10.12.2023): - - ``` - git clone https://github.com/kayak/pypika - ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.1M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): - ``` - pip install pypika - ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 6.4K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pypika - ``` -
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 7.9K Β· πŸ“‹ 230 - 0% open Β· ⏱️ 28.12.2023): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 7.9K Β· πŸ“‹ 230 - 0% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3186,12 +3200,12 @@ _Libraries for connecting to, operating, and querying databases._
Databases (πŸ₯‰32 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 250 Β· πŸ“¦ 21K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 250 Β· πŸ“¦ 22K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 28.11.2023): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 310K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 280K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3202,7 +3216,7 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 420 Β· πŸ“¦ 1.6K Β· πŸ“‹ 630 - 41% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/pynamodb/PynamoDB @@ -3211,39 +3225,55 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 420K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 430K Β· ⏱️ 29.11.2023): ``` conda install -c conda-forge pynamodb ```
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influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT +
PyPika (πŸ₯‰32 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.9K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 450 - 43% open Β· ⏱️ 10.12.2023): ``` - git clone https://github.com/influxdata/influxdb-python + git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.1M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): ``` - pip install influxdb + pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 6.7K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge influxdb + conda install -c conda-forge pypika ```
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pygsheets (πŸ₯‰31 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT +
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT - [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 98 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
+
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT + +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.9K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): + + ``` + git clone https://github.com/influxdata/influxdb-python + ``` +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): + ``` + pip install influxdb + ``` +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge influxdb + ``` +
dataset (πŸ₯‰30 Β· ⭐ 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT - [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.5K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): @@ -3251,16 +3281,16 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 74K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 76K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.7K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.8K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
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cx-Oracle (πŸ₯‰30 Β· ⭐ 870 Β· πŸ“‰) - Python interface to Oracle Database now superseded by python-.. BSD-3 +
cx-Oracle (πŸ₯‰30 Β· ⭐ 870) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): @@ -3271,14 +3301,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 510K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 520K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ```
pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 25.12.2023): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/django-haystack/pysolr @@ -3299,7 +3329,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 260K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 250K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3310,7 +3340,7 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰29 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 64 Β· πŸ“¦ 2.7K Β· πŸ“‹ 360 - 51% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 65 Β· πŸ“¦ 2.7K Β· πŸ“‹ 360 - 50% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py @@ -3322,7 +3352,7 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 79 Β· πŸ“¦ 320 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 23.12.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 81 Β· πŸ“¦ 320 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/piccolo-orm/piccolo @@ -3348,14 +3378,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
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ODMantic (πŸ₯‰28 Β· ⭐ 910) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰28 Β· ⭐ 920) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 81 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 18K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 20K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3383,26 +3413,26 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 47 Β· ⏱️ 15.06.2023): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 11K / month Β· πŸ“¦ 47 Β· ⏱️ 15.06.2023): ``` pip install filedepot ```
aioprometheus (πŸ₯‰22 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 190 Β· πŸ“‹ 35 - 31% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 200 Β· πŸ“‹ 34 - 29% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 140K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 120K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 390 - 11% open Β· ⏱️ 30.12.2023): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 400 - 10% open Β· ⏱️ 07.01.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3410,22 +3440,22 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... -- psycopg2 (πŸ₯ˆ39 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 +- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.1K Β· πŸ“‰) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯‰33 Β· ⭐ 2.8K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 -- redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 +- redis-py-cluster (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- py2neo (πŸ₯‰25 Β· ⭐ 5) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- py2neo (πŸ₯‰25 Β· ⭐ 6) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 -- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - PugSQL (πŸ₯‰20 Β· ⭐ 650 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- PyMODM (πŸ₯‰20 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- lazydata (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3438,12 +3468,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 34K Β· πŸ“‹ 2.6K - 24% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 34K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.8M / month Β· πŸ“¦ 830 Β· ⏱️ 30.12.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.6M / month Β· πŸ“¦ 840 Β· ⏱️ 30.12.2023): ``` pip install datasets ``` @@ -3454,28 +3484,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 1.8K Β· πŸ“¦ 190K Β· πŸ“‹ 690 - 3% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.8K Β· πŸ“¦ 200K Β· πŸ“‹ 690 - 2% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 10M / month Β· πŸ“¦ 3.2K Β· ⏱️ 29.12.2023): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.9M / month Β· πŸ“¦ 3.2K Β· ⏱️ 10.01.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 880K Β· ⏱️ 30.12.2023): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 880K Β· ⏱️ 11.01.2024): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡36 Β· ⭐ 4.4K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 90K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 91K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` pip install tablib ``` @@ -3484,9 +3514,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
-
xlwings (πŸ₯ˆ35 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 12.12.2023): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/xlwings/xlwings @@ -3500,22 +3530,6 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xlwings ```
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csvkit (πŸ₯ˆ34 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT - -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 21.12.2023): - - ``` - git clone https://github.com/wireservice/csvkit - ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): - ``` - pip install csvkit - ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 100K Β· ⏱️ 18.10.2023): - ``` - conda install -c conda-forge csvkit - ``` -
xmltodict (πŸ₯ˆ34 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT - [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 62K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): @@ -3539,7 +3553,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.8M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3548,6 +3562,22 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT + +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 21.12.2023): + + ``` + git clone https://github.com/wireservice/csvkit + ``` +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): + ``` + pip install csvkit + ``` +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 100K Β· ⏱️ 18.10.2023): + ``` + conda install -c conda-forge csvkit + ``` +
smart-open (πŸ₯ˆ32 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): @@ -3598,7 +3628,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 430 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 440 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.11.2023): ``` git clone https://github.com/snorkel-team/snorkel @@ -3612,14 +3642,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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Intake (πŸ₯‰27 Β· ⭐ 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯‰28 Β· ⭐ 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.9K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 47K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 45K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): ``` pip install intake ``` @@ -3628,26 +3658,26 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge intake ```
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img2dataset (πŸ₯‰26 Β· ⭐ 2.9K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 280 Β· πŸ“₯ 1.5K Β· πŸ“¦ 100 Β· πŸ“‹ 230 - 44% open Β· ⏱️ 12.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 290 Β· πŸ“₯ 1.5K Β· πŸ“¦ 100 Β· πŸ“‹ 250 - 45% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 34K / month Β· πŸ“¦ 2 Β· ⏱️ 20.08.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 36K / month Β· πŸ“¦ 2 Β· ⏱️ 06.01.2024): ``` pip install img2dataset ```
camelot (πŸ₯‰24 Β· ⭐ 2.5K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 390 Β· πŸ“‹ 300 - 63% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 410 Β· πŸ“‹ 370 - 70% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.7K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.6K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3659,47 +3689,47 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 520 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 510 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
Upgini (πŸ₯‰20 Β· ⭐ 260) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 21 Β· πŸ“¦ 5 Β· ⏱️ 30.12.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 22 Β· πŸ“¦ 5 Β· ⏱️ 10.01.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.8K / month Β· ⏱️ 30.12.2023): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6.1K / month): ``` pip install upgini ```
excalibur (πŸ₯‰19 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 68% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 920 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 890 / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
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Squirrel (πŸ₯‰17 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 18 - 50% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· ⏱️ 04.01.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.5K / month Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.5K / month Β· ⏱️ 10.01.2024): ``` pip install squirrel-core ``` -- [Conda](https://anaconda.org/anaconda/squirrel-core) (πŸ“¦ 1 Β· ⏱️ 18.11.2022): +- [Conda](https://anaconda.org/anaconda/squirrel-core): ``` conda install -c anaconda squirrel-core ``` @@ -3707,13 +3737,13 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- PDFMiner (πŸ₯ˆ31 Β· ⭐ 5.1K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- PDFMiner (πŸ₯ˆ31 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - SDV (πŸ₯ˆ31 Β· ⭐ 1.8K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - tabulator-py (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - textract (πŸ₯‰27 Β· ⭐ 3.7K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT -- deepdish (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 +- deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰22 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 @@ -3727,14 +3757,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡48 Β· ⭐ 33K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡48 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 580K Β· πŸ“¦ 9K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 580K Β· πŸ“¦ 9.1K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 31M / month Β· πŸ“¦ 330 Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 32M / month Β· πŸ“¦ 330 Β· ⏱️ 18.12.2023): ``` pip install apache-airflow ``` @@ -3742,19 +3772,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 450M Β· ⭐ 500 Β· ⏱️ 18.12.2023): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 510M Β· ⭐ 500 Β· ⏱️ 10.01.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 12% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.5M / month Β· πŸ“¦ 15K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.2M / month Β· πŸ“¦ 15K Β· ⏱️ 22.11.2023): ``` pip install celery ``` @@ -3765,28 +3795,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.2K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.2K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 550K / month Β· πŸ“¦ 160 Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 540K / month Β· πŸ“¦ 160 Β· ⏱️ 05.01.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 580K Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 590K Β· ⏱️ 05.01.2024): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡41 Β· ⭐ 9.3K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 9.4K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.8K Β· πŸ“‹ 6.8K - 33% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.8K Β· πŸ“‹ 6.8K - 33% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1M / month Β· πŸ“¦ 140 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1.1M / month Β· πŸ“¦ 140 Β· ⏱️ 04.01.2024): ``` pip install dagster ``` @@ -3797,12 +3827,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡41 Β· ⭐ 7.3K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.5M / month Β· πŸ“¦ 180 Β· ⏱️ 26.12.2023): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.4M / month Β· πŸ“¦ 180 Β· ⏱️ 04.01.2024): ``` pip install apache-beam ``` @@ -3811,14 +3841,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge apache-beam-with-aws ```
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Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.1K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.2K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 8% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 9% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 55 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 55 Β· ⏱️ 22.12.2023): ``` pip install great_expectations ``` @@ -3827,14 +3857,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge great-expectations ```
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joblib (πŸ₯ˆ40 Β· ⭐ 3.5K) - Computing with Python functions. BSD-3 +
rq (πŸ₯ˆ39 Β· ⭐ 9.3K) - Simple job queues for Python. BSD-3 + +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 24.12.2023): + + ``` + git clone https://github.com/rq/rq + ``` +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): + ``` + pip install rq + ``` +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 100K Β· ⏱️ 04.09.2023): + ``` + conda install -c conda-forge rq + ``` +
+
joblib (πŸ₯ˆ39 Β· ⭐ 3.5K Β· πŸ“‰) - Computing with Python functions. BSD-3 - [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 380K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 39M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 38M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3843,42 +3889,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ39 Β· ⭐ 9.3K) - Simple job queues for Python. BSD-3 +
luigi (πŸ₯ˆ38 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 24.12.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 08.01.2024): ``` - git clone https://github.com/rq/rq + git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 460K / month Β· πŸ“¦ 420 Β· ⏱️ 05.10.2023): ``` - pip install rq + pip install luigi ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 100K Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge rq + conda install -c anaconda luigi ```
Kedro (πŸ₯ˆ38 Β· ⭐ 9.1K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 18% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 18% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 320K / month Β· πŸ“¦ 72 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 330K / month Β· πŸ“¦ 73 Β· ⏱️ 13.12.2023): ``` pip install kedro ```
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dbt (πŸ₯ˆ38 Β· ⭐ 8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 8.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.7K Β· πŸ“¦ 4K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 86K / month Β· πŸ“¦ 30 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 83K / month Β· πŸ“¦ 30 Β· ⏱️ 10.01.2024): ``` pip install dbt ``` @@ -3887,42 +3933,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 - -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 17.12.2023): - - ``` - git clone https://github.com/spotify/luigi - ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 460K / month Β· πŸ“¦ 420 Β· ⏱️ 05.10.2023): - ``` - pip install luigi - ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): - ``` - conda install -c anaconda luigi - ``` -
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Activeloop (πŸ₯ˆ34 Β· ⭐ 7.3K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 560 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 1.9K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.4K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 350 Β· πŸ“₯ 1 Β· πŸ“¦ 310 Β· πŸ“‹ 250 - 17% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 360 Β· πŸ“₯ 1 Β· πŸ“¦ 320 Β· πŸ“‹ 270 - 22% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 14K / month Β· πŸ“¦ 2 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 14K / month Β· πŸ“¦ 2 Β· ⏱️ 08.01.2024): ``` pip install zenml ``` @@ -3934,7 +3964,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.1M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3943,14 +3973,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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huey (πŸ₯ˆ31 Β· ⭐ 4.7K) - a little task queue for python. MIT +
huey (πŸ₯ˆ31 Β· ⭐ 4.8K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 09.01.2024): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 79K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 76K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3961,17 +3991,17 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 410 - 4% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 110K / month Β· πŸ“¦ 6 Β· ⏱️ 03.01.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 120K / month Β· πŸ“¦ 6 Β· ⏱️ 09.01.2024): ``` pip install whylogs ```
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faust (πŸ₯‰30 Β· ⭐ 6.6K Β· πŸ’€) - Python Stream Processing. BSD-3 +
faust (πŸ₯‰30 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 - [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.7K Β· πŸ“‹ 530 - 53% open Β· ⏱️ 23.02.2023): @@ -4006,7 +4036,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 210K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -4022,7 +4052,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 210K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 190K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4034,7 +4064,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 72K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 75K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4050,19 +4080,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 25.12.2023): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 240K / month Β· πŸ“¦ 25 Β· ⏱️ 25.12.2023): ``` pip install dbnd ```
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 93 Β· πŸ“¦ 110 Β· πŸ“‹ 71 - 33% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 94 Β· πŸ“¦ 120 Β· πŸ“‹ 71 - 33% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 220K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 190K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4078,7 +4108,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.5K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4090,19 +4120,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.7K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.5K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): ``` pip install tasktiger ```
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BatchFlow (πŸ₯‰22 Β· ⭐ 190) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
BatchFlow (πŸ₯‰22 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 - [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 160 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 200 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4114,7 +4144,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 140 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 69 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ``` @@ -4126,7 +4156,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 42 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 78 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4148,15 +4178,15 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 -- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- bodywork-core (πŸ₯‰15 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- Botflow (πŸ₯‰14 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
@@ -4182,9 +4212,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge xlsxwriter ```
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PyYAML (πŸ₯‡37 Β· ⭐ 2.3K) - Canonical source repository for PyYAML. MIT +
PyYAML (πŸ₯‡37 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1M Β· πŸ“‹ 580 - 46% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1.1M Β· πŸ“‹ 580 - 46% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4227,7 +4257,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 840 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 850 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4243,7 +4273,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 23M / month Β· πŸ“¦ 390 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 23M / month Β· πŸ“¦ 400 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4263,14 +4293,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡42 Β· ⭐ 5K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡42 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 920K Β· πŸ“‹ 670 - 17% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 920K Β· πŸ“‹ 670 - 17% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 130M / month Β· πŸ“¦ 18K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 140M / month Β· πŸ“¦ 18K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4279,25 +4309,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
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more-itertools (πŸ₯‡39 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡40 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 280 - 5% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 280 - 6% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 53M / month Β· πŸ“¦ 9.1K Β· ⏱️ 03.08.2023): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 53M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` -- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 13M Β· ⏱️ 03.08.2023): +- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 14M Β· ⏱️ 08.01.2024): ``` conda install -c conda-forge more-itertools ```
boltons (πŸ₯ˆ35 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.12.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.1K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.12.2023): ``` git clone https://github.com/mahmoud/boltons @@ -4318,7 +4348,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 35M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 34M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4329,12 +4359,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3.1K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 500 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 500 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 180K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` @@ -4345,12 +4375,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 9.7K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 17.12.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 9.8K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 17.12.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.6M / month Β· πŸ“¦ 640 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 640 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4361,7 +4391,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
natsort (πŸ₯‰29 Β· ⭐ 820 Β· πŸ’€) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 47 Β· πŸ“¦ 25K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 47 Β· πŸ“¦ 26K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort @@ -4386,7 +4416,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 67K Β· ⏱️ 28.10.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 68K Β· ⏱️ 28.10.2023): ``` conda install -c conda-forge ubelt ``` @@ -4409,12 +4439,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 58K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.7K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 75K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 61K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4422,14 +4452,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge typing ``` -- [npm](https://www.npmjs.com/package/@buckpkg/python) (πŸ“¦ 3 Β· ⏱️ 03.08.2017): +- [npm](https://www.npmjs.com/package/@buckpkg/python) (πŸ“¦ 4 Β· ⏱️ 03.08.2017): ``` npm install @buckpkg/python ```
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7K Β· πŸ“₯ 71K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7.1K Β· πŸ“₯ 71K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/micropython/micropython @@ -4441,7 +4471,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 -- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 22K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 23K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/pyston/pyston @@ -4450,7 +4480,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰18 Β· ⭐ 960 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- stackless (πŸ₯‰18 Β· ⭐ 970 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰10 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4461,7 +4491,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 640K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 650K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/pygments/pygments @@ -4477,12 +4507,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 24K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 25K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): ``` pip install cookiecutter ``` @@ -4493,7 +4523,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡38 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9K Β· πŸ“¦ 910K Β· πŸ“‹ 320 - 10% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.1K Β· πŸ“¦ 910K Β· πŸ“‹ 320 - 10% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/pyparsing/pyparsing @@ -4509,7 +4539,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯ˆ35 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 1.3K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.1K Β· πŸ“¦ 1.3K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/mingrammer/diagrams @@ -4557,62 +4587,62 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 33K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 34K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 35M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 36M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.8M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.9M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
Copier (πŸ₯ˆ33 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 800 Β· πŸ“‹ 430 - 13% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 810 Β· πŸ“‹ 430 - 13% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 170K / month Β· πŸ“¦ 42 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 160K / month Β· πŸ“¦ 47 Β· ⏱️ 27.11.2023): ``` pip install copier ```
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pluggy (πŸ₯ˆ33 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT +
decorator (πŸ₯ˆ33 Β· ⭐ 800) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 24% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 520K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` - git clone https://github.com/pytest-dev/pluggy + git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 83M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 53M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` - pip install pluggy + pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 24M Β· ⏱️ 26.08.2023): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 25M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pluggy + conda install -c conda-forge decorator ```
-
decorator (πŸ₯ˆ33 Β· ⭐ 800) - Decorators for Humans. BSD-2 +
pluggy (πŸ₯‰32 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 510K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 25% open Β· ⏱️ 26.12.2023): ``` - git clone https://github.com/micheles/decorator + git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 53M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 82M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): ``` - pip install decorator + pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 25M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 24M Β· ⏱️ 26.08.2023): ``` - conda install -c conda-forge decorator + conda install -c conda-forge pluggy ```
keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT @@ -4622,7 +4652,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 190K / month Β· πŸ“¦ 530 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 180K / month Β· πŸ“¦ 540 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4633,16 +4663,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰30 Β· ⭐ 880 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.2K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.3K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 540K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 530K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 65K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 66K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4665,7 +4695,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.7K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.8K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot @@ -4675,36 +4705,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install pyscreenshot ```
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catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
Send2Trash (πŸ₯‰27 Β· ⭐ 250 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 34K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 38 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 03.05.2023): ``` - git clone https://github.com/explosion/catalogue + git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5M / month Β· πŸ“¦ 84 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` - pip install catalogue + pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.2M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge catalogue + conda install -c conda-forge send2trash ```
-
Send2Trash (πŸ₯‰26 Β· ⭐ 250 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 +
catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 37 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 35K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): ``` - git clone https://github.com/arsenetar/send2trash + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.8M / month Β· πŸ“¦ 84 Β· ⏱️ 25.09.2023): ``` - pip install send2trash + pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.2M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge send2trash + conda install -c conda-forge catalogue ```
python-mss (πŸ₯‰25 Β· ⭐ 920) - An ultra fast cross-platform multiple screenshots module in pure.. MIT @@ -4714,7 +4744,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 550K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 520K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4728,7 +4758,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - openpyxl (πŸ₯‰25 Β· ⭐ 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- macropy (πŸ₯‰21 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
--- diff --git a/history/2024-01-11_changes.md b/history/2024-01-11_changes.md new file mode 100644 index 0000000..efbd635 --- /dev/null +++ b/history/2024-01-11_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- pandas (πŸ₯‡53 Β· ⭐ 41K Β· πŸ“ˆ) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +- redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +- polars (πŸ₯‡41 Β· ⭐ 23K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- kivy (πŸ₯‡41 Β· ⭐ 17K Β· πŸ“ˆ) - Open source UI framework written in Python, running on Windows, Linux,.. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- jsonschema (πŸ₯‡40 Β· ⭐ 4.3K Β· πŸ“‰) - An implementation of the JSON Schema specification for Python. MIT +- joblib (πŸ₯ˆ39 Β· ⭐ 3.5K Β· πŸ“‰) - Computing with Python functions. BSD-3 +- uvloop (πŸ₯‡38 Β· ⭐ 9.8K Β· πŸ“‰) - Ultra fast asyncio event loop. Apache-2 +- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.1K Β· πŸ“‰) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯‰33 Β· ⭐ 2.8K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 + diff --git a/history/2024-01-11_projects.csv b/history/2024-01-11_projects.csv new file mode 100644 index 0000000..0c22586 --- /dev/null +++ b/history/2024-01-11_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,labels,trending,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-01-04 16:38:16.000,2024-01-04 16:38:16,452.0,22.0,2140,385.0,239.0,18.0,33.0,14963,2024-01-04 16:38:24.000,2024.01.04,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-01-04 16:59:33.000,2024-01-04 16:59:32,297.0,24.0,157,51.0,177.0,,3.0,2098,2024-01-04 16:59:39.000,2024.01.04,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-01-04 16:38:07.000,2024-01-04 16:38:06,295.0,22.0,41,24.0,173.0,3.0,5.0,864,2024-01-04 16:38:12.000,2024.01.04,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-01-04 16:59:33.000,2024-01-04 16:59:32,297.0,24.0,157,51.0,177.0,,3.0,2098,2024-01-04 16:59:39.000,2024.01.04,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-01-04 16:38:16.000,2024-01-04 16:38:16,452.0,22.0,2140,385.0,239.0,18.0,33.0,14963,2024-01-04 16:38:24.000,2024.01.04,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6876,1662.0,323.0,13.0,74.0,38812,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-01-11 14:14:12.000,2024-01-04 16:38:16,452.0,22.0,2140,385.0,239.0,18.0,33.0,14964,2024-01-04 16:38:24.000,2024.01.04,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,BSD-3-Clause,2010-09-13 23:02:39.000,2024-01-11 12:26:04.000,2024-01-11 01:07:01,34741.0,948.0,8995,599.0,13439.0,2178.0,10109.0,25432,2024-01-02 22:54:39.000,1.26.3,155.0,1728.0,54,True,2190799.0,2049110.0,numpy,conda-forge/numpy,928651.0,196531436.0,https://pypi.org/project/numpy,2024-01-02 22:20:37.000,141689.0,194917959.0,https://anaconda.org/conda-forge/numpy,2024-01-03 14:02:38.289,68880393.0,1.0,,,,,,,,,,,,,,,,,,, +8,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-01-11 12:53:03.000,2024-01-11 01:32:55,34106.0,665.0,17040,1116.0,31035.0,3609.0,22246.0,40884,2023-12-08 15:39:17.000,2.1.4,123.0,3519.0,53,True,1544878.0,1469090.0,pandas,conda-forge/pandas,242487.0,145103190.0,https://pypi.org/project/pandas,2023-12-22 20:01:52.000,75788.0,143901483.0,https://anaconda.org/conda-forge/pandas,2023-12-23 02:00:12.185,46782147.0,1.0,['pandas'],1.0,,,,,,,,,,,,,,,,, +9,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-01-11 13:44:50.000,2024-01-11 11:57:18,16733.0,739.0,15409,2064.0,9298.0,823.0,5195.0,62548,2024-01-10 19:37:23.000,4.25.2,153.0,1187.0,52,True,588148.0,568032.0,protobuf,conda-forge/protobuf,38327984.0,156899383.0,https://pypi.org/project/protobuf,2024-01-10 19:37:23.000,16503.0,150567190.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16587648.0,1.0,,,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3613.0,5084111.0,,,,,,,,,,,, +10,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-01-11 14:42:00.000,2024-01-11 14:41:44,22734.0,1052.0,13347,757.0,24417.0,903.0,7704.0,33536,2023-12-18 19:16:17.000,2.8.0,174.0,3132.0,48,True,9459.0,9126.0,apache-airflow,conda-forge/airflow,582607.0,36582162.0,https://pypi.org/project/apache-airflow,2023-12-18 17:04:26.000,333.0,31742062.0,https://anaconda.org/conda-forge/airflow,2024-01-01 18:27:17.725,988195.0,1.0,,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-01-10 19:52:09.994375,496.0,505134505.0,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-01-11 08:27:02.730,2024-01-10 19:11:47,5680.0,215.0,1865,241.0,717.0,178.0,2971.0,8515,2024-01-10 20:26:14.000,1.34.16,1465.0,153.0,48,True,415551.0,397289.0,boto3,conda-forge/boto3,,843755746.0,https://pypi.org/project/boto3,2024-01-10 20:26:14.000,18262.0,843347875.0,https://anaconda.org/conda-forge/boto3,2024-01-11 08:27:02.730,17946334.0,1.0,,,,,,,,,,,,,,,,,,, +12,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-01-11 13:41:46.000,2024-01-10 19:05:57,54200.0,140.0,23965,1929.0,50266.0,897.0,31404.0,59861,2023-12-11 20:57:49.000,2.16.2,345.0,6811.0,47,True,35801.0,31714.0,ansible,conda-forge/ansible,,4102163.0,https://pypi.org/project/ansible,2023-12-06 14:20:57.000,4087.0,4079793.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,984322.0,1.0,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-01-11 12:11:00.000,2024-01-11 12:10:53,11367.0,376.0,1726,125.0,7789.0,31.0,2323.0,6005,2023-11-28 00:48:49.000,41.0.7,121.0,303.0,47,True,626085.0,604218.0,cryptography,conda-forge/cryptography,,201580864.0,https://pypi.org/project/cryptography,2023-11-28 00:48:49.000,21867.0,200505023.0,https://anaconda.org/conda-forge/cryptography,2023-12-03 01:10:58.240,45185324.0,1.0,,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-01-11 00:20:44.000,2024-01-08 23:56:30,12413.0,75.0,4599,473.0,3211.0,663.0,4367.0,22860,2023-11-22 15:18:14.000,5.3.6,203.0,1327.0,46,True,137903.0,122792.0,celery,conda-forge/celery,,7198492.0,https://pypi.org/project/celery,2023-11-22 15:16:19.000,15111.0,7163165.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1519095.0,1.0,,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-01-06 12:13:58.000,2023-12-29 19:38:05,2419.0,17.0,1411,183.0,1083.0,111.0,1434.0,14678,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1592640.0,1516742.0,click,conda-forge/click,203.0,146385419.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75898.0,145360214.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32806455.0,1.0,,,,,,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-01-11 10:28:23.000,2024-01-09 18:45:52,16765.0,158.0,1307,90.0,727.0,212.0,7424.0,8242,2024-01-03 02:22:06.000,rel_2_0_25,297.0,676.0,45,True,745875.0,697915.0,SQLAlchemy,conda-forge/sqlalchemy,48092.0,98902792.0,https://pypi.org/project/SQLAlchemy,2024-01-03 02:21:59.000,47960.0,98525981.0,https://anaconda.org/conda-forge/sqlalchemy,2024-01-03 08:29:23.251,13904978.0,1.0,,,,,,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-01-10 18:53:24.000,2024-01-10 18:49:33,2702.0,166.0,1552,103.0,3320.0,303.0,3266.0,17208,2023-12-22 10:39:43.000,2.5.3,128.0,464.0,44,True,328463.0,318201.0,pydantic,conda-forge/pydantic,,128261657.0,https://pypi.org/project/pydantic,2023-12-22 10:39:43.000,10262.0,128099996.0,https://anaconda.org/conda-forge/pydantic,2023-12-22 12:37:31.854,6789788.0,1.0,,,,,,,,,,,,,,pydantic/pydantic,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-01-11 09:23:03.386,2024-01-10 19:11:37,11779.0,229.0,4004,573.0,3652.0,573.0,4010.0,14592,2024-01-10 20:25:48.000,1.32.16,1872.0,435.0,44,True,3065.0,3.0,awscli,conda-forge/awscli,1578.0,145377260.0,https://pypi.org/project/awscli,2024-01-10 20:25:48.000,3062.0,144858056.0,https://anaconda.org/conda-forge/awscli,2024-01-11 09:23:03.386,21805538.0,1.0,,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-01-11 10:33:07.000,2024-01-11 10:33:07,2296.0,43.0,2485,324.0,1511.0,237.0,1403.0,11992,2023-09-26 06:51:15.000,5.0.1,121.0,429.0,44,True,27829.0,,redis,conda-forge/redis-py,,31474102.0,https://pypi.org/project/redis,2024-01-07 13:13:29.000,27829.0,31447386.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1148822.0,1.0,,1.0,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-01-11 01:30:40.179,2024-01-10 19:11:50,10610.0,280.0,1036,65.0,2043.0,142.0,925.0,1373,2024-01-10 20:25:23.000,1.34.16,1863.0,204.0,44,True,309045.0,300415.0,botocore,conda-forge/botocore,,372706906.0,https://pypi.org/project/botocore,2024-01-10 20:25:23.000,8630.0,372057753.0,https://anaconda.org/conda-forge/botocore,2024-01-11 01:30:40.179,24667831.0,1.0,,,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-01-11 14:03:37.000,2024-01-11 13:33:24,120252.0,1054.0,28613,1504.0,47340.0,8582.0,59033.0,57760,2020-07-22 03:00:52.000,0.0.6,11.0,2750.0,43,True,13.0,4.0,cpython,conda-forge/typing,,92104.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,60674.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2954477.0,1.0,,,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,, +22,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-01-11 11:25:44.000,2023-11-15 16:31:56,3870.0,21.0,1675,543.0,1063.0,197.0,1062.0,46035,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,162978.0,156919.0,rich,conda-forge/rich,,33680279.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,6059.0,33539011.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5933289.0,1.0,,,,,,,,,,,,,,,,,,, +23,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-01-11 06:11:15.000,2023-12-19 22:43:55,3061.0,44.0,3196,641.0,2447.0,151.0,2206.0,21603,2023-05-26 17:35:41.785,23.5.26,35.0,670.0,43,True,87597.0,86976.0,flatbuffers,conda-forge/flatbuffers,329128.0,13478687.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,340.0,12690964.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,935872.0,1.0,,,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,281.0,774690.0,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-01-11 14:01:23.000,2024-01-09 16:05:13,3676.0,99.0,2425,278.0,3863.0,636.0,2015.0,17859,2023-12-30 16:46:22.000,2.16.1,81.0,540.0,43,True,35326.0,34491.0,datasets,conda-forge/datasets,,5584040.0,https://pypi.org/project/datasets,2023-12-30 16:45:45.000,835.0,5567428.0,https://anaconda.org/conda-forge/datasets,2024-01-03 22:01:29.660,614677.0,1.0,,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-01-11 11:41:27.826,2024-01-10 22:57:56,3513.0,69.0,1849,220.0,1281.0,17.0,670.0,16731,2024-01-10 22:58:29.000,22.2.0,327.0,555.0,43,True,198812.0,195567.0,Faker,conda-forge/faker,,9930662.0,https://pypi.org/project/Faker,2024-01-10 22:58:19.000,3245.0,9910128.0,https://anaconda.org/conda-forge/faker,2024-01-11 11:41:27.826,882998.0,1.0,,,,,,,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-01-11 12:50:12.000,2024-01-11 04:00:57,15594.0,387.0,1407,159.0,6650.0,638.0,3788.0,13761,2024-01-05 03:28:24.000,2.14.13,252.0,432.0,43,True,4380.0,4223.0,prefect,conda-forge/prefect,,551466.0,https://pypi.org/project/prefect,2024-01-05 03:28:24.000,157.0,538161.0,https://anaconda.org/conda-forge/prefect,2024-01-05 05:23:51.552,585450.0,1.0,,,,,,,,,,,,,,,,,,, +27,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-01-03 19:40:21.000,2024-01-03 19:19:02,3378.0,30.0,1701,196.0,1594.0,437.0,1231.0,6503,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,77597.0,73596.0,docker,conda-forge/docker-py,783.0,34871293.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4001.0,34779613.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3941957.0,2.0,,,,,,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-01-11 11:08:30.000,2024-01-02 23:27:11,6643.0,116.0,564,33.0,842.0,417.0,1386.0,1487,2023-11-21 20:44:20.000,2.17.2,64.0,819.0,43,True,682684.0,645286.0,pygments,conda-forge/pygments,,70047979.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37398.0,69362972.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27400299.0,1.0,,,,,,,,,,,,,,,,,,, +29,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-01-11 01:26:50.000,2024-01-10 22:27:20,11173.0,327.0,1019,180.0,7445.0,2056.0,4801.0,18650,2024-01-10 18:44:05.000,3.101.1,3933.0,252.0,42,True,8203.0,7097.0,pulumi,,1882047.0,2601173.0,https://pypi.org/project/pulumi,2024-01-10 18:44:05.000,172.0,866799.0,,,,2.0,,,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-01-10 18:43:41.485,934.0,1616747.0,,,,,,,,,,,, +30,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-01-11 13:01:00.000,2023-12-18 19:43:49,3982.0,24.0,2010,316.0,771.0,1013.0,787.0,8659,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,101931.0,88913.0,paramiko,conda-forge/paramiko,,44882601.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13018.0,44784542.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4118517.0,2.0,,,,,,,,,,,,,,,,,,, +31,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-01-08 06:37:24.000,2024-01-08 06:37:20,1414.0,50.0,386,65.0,553.0,119.0,554.0,4979,2023-12-31 06:30:30.000,23.2.0,28.0,153.0,42,True,939339.0,920894.0,attrs,conda-forge/attrs,,137868834.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18445.0,137047783.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,33663123.0,1.0,,,,,,,,,,,,,,,,,,, +32,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-01-10 23:20:57.000,2024-01-10 23:04:52,37408.0,513.0,1569,301.0,8103.0,78.0,3645.0,4501,2024-01-08 15:02:23.000,google-cloud-securitycentermanagement-v0.1.2,100.0,507.0,42,True,2027.0,,google-cloud-storage,conda-forge/google-cloud-storage,,56737180.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2027.0,56639221.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4114315.0,1.0,,,,,,,,,,,,,,,,,,, +33,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-01-11 12:28:29.000,2024-01-11 10:21:52,16333.0,649.0,2631,381.0,24663.0,1250.0,7905.0,4046,2024-01-11 01:08:39.000,azure-data-tables_12.5.0,100.0,676.0,42,True,3121.0,2384.0,azure-storage-blob,conda-forge/azure-storage-blob,,43905922.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,737.0,43881106.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1067129.0,1.0,,,,,,,,,,,,,,,,,,, +34,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-01-11 14:26:13.000,2024-01-11 14:05:44,8491.0,860.0,1357,142.0,7452.0,1351.0,4849.0,23364,2024-01-02 15:30:10.000,py-0.20.3,334.0,343.0,41,True,395.0,3.0,polars,,156.0,3488219.0,https://pypi.org/project/polars,2024-01-02 15:28:38.000,392.0,3488207.0,,,,1.0,,1.0,,,,,,,,,,,,,,,,, +35,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-01-11 12:39:04.000,2024-01-05 16:10:52,12877.0,59.0,3093,606.0,3587.0,730.0,4277.0,16605,2024-01-05 13:53:17.000,2.3.0,49.0,604.0,41,True,12382.0,11768.0,kivy,conda-forge/kivy,35159.0,138171.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,614.0,130277.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,333449.0,1.0,,1.0,,,,,,,,,,,,,,,,, +36,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-01-08 21:56:59.000,2024-01-05 13:36:04,4568.0,16.0,1370,198.0,474.0,1.0,2348.0,10572,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,29559.0,25816.0,peewee,conda-forge/peewee,,1498239.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3743.0,1483888.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,588414.0,1.0,,,,,,,,,,,,,,,,,,, +37,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-01-11 14:29:16.000,2024-01-11 02:44:48,16855.0,726.0,1141,108.0,11350.0,2298.0,4523.0,9358,2024-01-04 19:43:03.000,1.5.14,589.0,379.0,41,True,1980.0,1844.0,dagster,conda-forge/dagster,,1124576.0,https://pypi.org/project/dagster,2024-01-04 19:05:29.000,136.0,1100647.0,https://anaconda.org/conda-forge/dagster,2023-12-14 21:44:09.732,1052878.0,1.0,,,,,,,,,,,,,,,,,,, +38,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-01-11 13:01:50.000,2024-01-11 02:02:19,41391.0,680.0,4096,261.0,23611.0,4315.0,2118.0,7320,2024-01-04 16:15:25.000,2.53.0,105.0,1592.0,41,True,185.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,6397403.0,https://pypi.org/project/apache-beam,2024-01-04 15:45:42.000,182.0,6395320.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,58327.0,1.0,,,,,,,,,,,,,,,,,,, +39,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-01-11 13:14:22.000,2024-01-11 13:11:12,4581.0,159.0,5110,719.0,3945.0,203.0,7038.0,31439,2024-01-11 13:23:00.000,2.24.0,144.0,525.0,40,True,1594.0,346.0,docker-compose,conda-forge/docker-compose,90377939.0,2999170.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1218182.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,381497.0,2.0,,,,,,,,,,,,,,,,,,, +40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-01-08 20:50:50.000,2023-11-27 20:58:58,3043.0,16.0,1955,227.0,1127.0,206.0,639.0,20980,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,40,True,26243.0,24625.0,cookiecutter,conda-forge/cookiecutter,,2855108.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1618.0,2826027.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,930592.0,1.0,,,,,,,,,,,,,,,,,,, +41,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-01-11 14:30:49.000,2024-01-11 03:39:53,11887.0,249.0,1440,82.0,7303.0,175.0,1647.0,9151,2023-12-22 19:49:18.000,0.18.7,259.0,423.0,40,True,55.0,,great_expectations,conda-forge/great-expectations,,12360367.0,https://pypi.org/project/great_expectations,2023-12-22 18:20:24.000,55.0,12343439.0,https://anaconda.org/conda-forge/great-expectations,2023-12-22 20:21:15.770,744843.0,2.0,,,,,,,,,,,,,,,,,,, +42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-12-14 07:04:50.000,2023-12-14 07:04:49,1099.0,15.0,1467,229.0,490.0,14.0,634.0,7481,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,201986.0,201358.0,PyMySQL,conda-forge/pymysql,,38835017.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,628.0,38804710.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1272894.0,1.0,,,,,,,,,,,,,,,,,,, +43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-01-10 19:43:19.000,2024-01-10 19:43:18,3280.0,31.0,639,82.0,1030.0,172.0,1043.0,6777,2024-01-09 21:43:18.000,3.20.2,172.0,208.0,40,True,124758.0,114383.0,marshmallow,conda-forge/marshmallow,,29639618.0,https://pypi.org/project/marshmallow,2024-01-09 21:43:18.000,10375.0,29587766.0,https://anaconda.org/conda-forge/marshmallow,2024-01-10 07:59:14.212,2229676.0,2.0,,,,,,,,,,,,,,,,,,, +44,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-01-08 21:39:52.000,2024-01-08 21:39:51,2615.0,41.0,571,59.0,347.0,31.0,773.0,4340,2023-11-16 17:08:08.000,4.20.0,100.0,109.0,40,True,522072.0,503029.0,jsonschema,conda-forge/jsonschema,141.0,93233802.0,https://pypi.org/project/jsonschema,2023-11-16 17:08:03.000,19043.0,92576630.0,https://anaconda.org/conda-forge/jsonschema,2023-11-16 18:45:00.717,25629548.0,1.0,,-1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +45,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-01-06 17:20:12.000,2024-01-06 17:20:10,1589.0,30.0,1207,407.0,1345.0,52.0,1020.0,4074,2023-12-08 06:23:03.000,8.11.1,137.0,200.0,40,True,51642.0,45492.0,elasticsearch,conda-forge/elasticsearch,3552.0,15619795.0,https://pypi.org/project/elasticsearch,2023-12-08 06:23:03.000,6150.0,15597871.0,https://anaconda.org/conda-forge/elasticsearch,2023-12-08 08:04:02.493,960691.0,1.0,,,,,,,,,,,,,,,,,,, +46,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-01-11 07:22:08.000,2024-01-09 15:45:12,1606.0,65.0,264,40.0,516.0,17.0,266.0,3316,2024-01-08 15:47:19.000,10.2.0,45.0,113.0,40,True,215151.0,206081.0,more-itertools,conda-forge/more-itertools,2875.0,53564500.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9070.0,53249759.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13532406.0,1.0,,,,,,,,,,,,,,,,,,, +47,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-01-11 10:57:56.000,2024-01-08 19:40:06,4929.0,141.0,992,109.0,3832.0,1106.0,3038.0,3313,2023-12-08 19:39:07.000,2023.12.0,87.0,465.0,40,True,25425.0,23290.0,xarray,conda-forge/xarray,,3748914.0,https://pypi.org/project/xarray,2023-12-08 19:39:07.000,2135.0,3524460.0,https://anaconda.org/conda-forge/xarray,2023-12-08 22:05:21.882,9427109.0,2.0,,,,,,,,,,,,,,,,,,, +48,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-01-11 12:29:48.000,2023-12-05 09:07:14,4340.0,24.0,530,57.0,901.0,257.0,1214.0,1966,2023-10-09 14:43:38.000,3.10.0,38.0,198.0,40,True,264955.0,249797.0,h5py,conda-forge/h5py,3055.0,14423717.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15158.0,14093653.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14191194.0,2.0,,,,,,,,,,,,,,,,,,, +49,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-01-11 04:22:55.000,2024-01-10 14:55:47,2275.0,59.0,303,20.0,854.0,218.0,412.0,719,2023-12-11 21:19:52.000,2023.12.2,76.0,222.0,40,True,85992.0,85101.0,fsspec,conda-forge/fsspec,,185661978.0,https://pypi.org/project/fsspec,2023-12-11 21:19:52.000,891.0,185310890.0,https://anaconda.org/conda-forge/fsspec,2023-12-11 23:09:10.148,15447894.0,1.0,,,,,,,,,,,,,,,,,,, +50,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-01-11 11:44:59.000,2023-12-24 03:16:18,1810.0,11.0,1361,209.0,872.0,163.0,941.0,9320,2023-06-22 02:17:03.239,1.15.1,76.0,303.0,39,True,17261.0,15476.0,rq,conda-forge/rq,,1324842.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1785.0,1322218.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,99736.0,2.0,,,,,,,,,,,,,,,,,,, +51,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-01-02 21:50:32.000,2024-01-02 21:50:32,2735.0,30.0,736,149.0,750.0,600.0,559.0,8764,2023-12-13 09:51:12.000,3.0.43,127.0,224.0,39,True,1730.0,,prompt_toolkit,conda-forge/prompt-toolkit,,34301468.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1730.0,33800726.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20530443.0,2.0,,,,,,,,,,,,,,,,,,, +52,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,,667,135.0,673.0,97.0,399.0,8454,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,90175.0,85347.0,arrow,conda-forge/arrow,,19404844.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4828.0,19321473.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3584992.0,1.0,,,,,,,,,,,,,,,,,,, +53,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,12.0,1359,147.0,972.0,297.0,1195.0,5421,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,24890.0,23448.0,kafka-python,conda-forge/kafka-python,1834.0,6724294.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1442.0,6718939.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,427170.0,2.0,,,,,,,,,,,,,,,,,,, +54,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-01-08 20:12:27.000,2024-01-08 20:12:26,4136.0,46.0,1224,138.0,1113.0,373.0,1339.0,4116,2023-03-03 10:28:06.959,0.27.0,72.0,390.0,39,True,26220.0,22623.0,mongoengine,conda-forge/mongoengine,,938606.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3597.0,932670.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,231540.0,2.0,,,,,,,,,,,,,,,,,,, +55,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-01-11 01:22:41.000,2024-01-10 16:20:10,5497.0,69.0,1190,240.0,1463.0,14.0,,3981,2023-11-29 15:44:00.000,4.6.1,136.0,206.0,39,True,20249.0,,pymongo,conda-forge/pymongo,,20921761.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20249.0,20887332.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1446041.0,2.0,,,,,,,,,,,,,,,,,,, +56,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-01-06 13:15:51.000,2023-12-01 10:50:33,1499.0,9.0,384,61.0,715.0,400.0,468.0,3541,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,39,True,384470.0,377869.0,joblib,conda-forge/joblib,,38597763.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6601.0,38036212.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23585165.0,2.0,,-1.0,,,,,,,,,,,,,,,,, +57,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-01-10 11:31:14.000,2024-01-09 19:37:52,2886.0,35.0,468,63.0,213.0,62.0,514.0,2583,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,87194.0,85519.0,pycryptodomex,conda-forge/pycryptodomex,256.0,29133183.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1675.0,29096041.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1559895.0,2.0,,,,,,,,,,,,,,,,,,, +58,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-01-09 18:37:20.000,2023-12-20 17:06:28,1785.0,43.0,209,19.0,145.0,106.0,928.0,2299,2023-12-20 17:06:21.000,rel_1_13_1,123.0,181.0,39,True,209286.0,197696.0,alembic,conda-forge/alembic,,30409865.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11590.0,30310605.0,https://anaconda.org/conda-forge/alembic,2023-12-21 03:33:51.425,3970409.0,2.0,,,,,,,,,,,,,,,,,,, +59,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-01-02 16:34:11.563,2024-01-02 13:45:30,2002.0,20.0,201,26.0,605.0,99.0,198.0,594,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,39,True,406463.0,391687.0,traitlets,conda-forge/traitlets,305.0,31012355.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14776.0,30390198.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,24885708.0,1.0,,,,,,,,,,,,,,,,,,, +60,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-01-08 12:41:14.000,2024-01-08 12:41:14,4097.0,11.0,2379,478.0,2290.0,121.0,880.0,17019,2023-10-05 11:21:35.000,3.4.0,80.0,613.0,38,True,2697.0,2280.0,luigi,luigi,,462821.0,https://pypi.org/project/luigi,2023-10-05 11:19:30.000,415.0,462671.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14336.0,2.0,,,,,,,,,stable/luigi,,,,,,2.0,,,, +61,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-08 14:44:11.000,2024-01-08 14:42:11,7449.0,295.0,1225,341.0,244.0,39.0,457.0,13408,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1006.0,1000.0,tink,,1097.0,321636.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,321462.0,,,,2.0,,,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,160.0,,,,,,,,,,,, +62,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2023-12-29 11:25:15.000,2023-10-22 20:53:42,936.0,5.0,566,226.0,250.0,87.0,258.0,9770,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,111509.0,109568.0,uvloop,conda-forge/uvloop,427.0,8275311.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1941.0,8257960.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,676563.0,1.0,,-1.0,,,,,,,,,,,,,,,,, +63,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-01-11 14:22:07.000,2024-01-11 11:51:07,3081.0,192.0,848,107.0,1598.0,307.0,1372.0,9080,2023-12-13 13:49:01.000,0.19.1,48.0,218.0,38,True,2157.0,2084.0,kedro,,,331871.0,https://pypi.org/project/kedro,2023-12-13 13:49:01.000,73.0,331871.0,,,,2.0,,,,,,,,,,,,,,,,,,, +64,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-01-11 09:08:38.000,2024-01-10 17:06:06,6489.0,52.0,1419,134.0,4175.0,557.0,4311.0,8091,2023-12-14 20:32:51.000,1.7.4,205.0,302.0,38,True,4037.0,4007.0,dbt,conda-forge/dbt,3892.0,85753.0,https://pypi.org/project/dbt,2024-01-10 20:40:22.000,30.0,82624.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,251612.0,2.0,,,,,,,,,,,,,,,,dbt,,, +65,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-01-08 22:32:30.000,2024-01-08 22:32:30,1733.0,22.0,3319,140.0,885.0,132.0,1174.0,6224,2024-01-08 22:11:24.000,29.0.0,93.0,190.0,38,True,1466.0,,kubernetes,conda-forge/kubernetes,,20415930.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1466.0,20405278.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,468697.0,2.0,,,,,,,,,,,,,,,,,,, +66,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-01-07 00:54:38.000,2023-11-25 04:18:18,2739.0,24.0,1223,202.0,1238.0,195.0,1803.0,3335,2023-11-17 18:40:04.000,4.3.0,43.0,229.0,38,True,4350.0,4084.0,netmiko,,,189821.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,266.0,189821.0,,,,2.0,,,,,,,,,,,,,,,,,,, +67,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-01-02 22:15:38.393,2024-01-02 03:27:05,3080.0,9.0,492,72.0,297.0,19.0,1258.0,3122,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,38,False,755772.0,694132.0,psycopg2,psycopg2,,13976997.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61620.0,13974384.0,https://anaconda.org/anaconda/psycopg2,2024-01-02 22:15:38.393,256095.0,2.0,,-1.0,,,,,,,,,,,,,20.0,,,, +68,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-01-04 00:00:43.000,2023-11-25 05:24:37,1628.0,1.0,467,91.0,308.0,183.0,329.0,2476,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,358433.0,342166.0,pexpect,conda-forge/pexpect,4370.0,48149688.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16267.0,47967552.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16935453.0,1.0,,,,,,,,,,,,,,,,,,, +69,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2023-11-20 03:58:16.000,2023-11-20 03:58:10,1175.0,5.0,260,24.0,174.0,34.0,291.0,2027,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,38,True,946771.0,914391.0,pyparsing,conda-forge/pyparsing,9125.0,91654013.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32380.0,90140033.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40873627.0,1.0,,,,,,,,,,,,,,,,,,, +70,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-12-21 23:45:31.152,2023-12-21 21:58:06,987.0,24.0,232,53.0,156.0,22.0,217.0,1558,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,337356.0,326875.0,greenlet,conda-forge/greenlet,,86471198.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10481.0,86270684.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8622121.0,1.0,,,,,,,,,,,,,,,,,,, +71,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-01-11 05:02:06.000,2024-01-10 18:34:00,1744.0,47.0,315,54.0,1141.0,68.0,556.0,686,2024-01-09 21:43:12.000,3.15.0,154.0,142.0,38,True,26244.0,25084.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,34343431.0,https://pypi.org/project/google-cloud-bigquery,2024-01-09 21:43:12.000,1160.0,34277246.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-01-10 07:59:35.134,2779778.0,2.0,,,,,,,,,,,,,,,,,,, +72,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-01-09 18:22:04.000,2024-01-09 18:22:03,292.0,4.0,1407,375.0,168.0,144.0,182.0,25797,2022-12-12 20:38:05.885,0.5.0,10.0,63.0,37,True,30575.0,28644.0,fire,conda-forge/fire,,5767014.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1931.0,5756532.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,828093.0,2.0,,,,,,,,,,,,,,,,,,, +73,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-01-10 16:36:00.000,2024-01-09 06:52:30,369.0,123.0,534,150.0,317.0,194.0,153.0,11977,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,37,True,9278.0,9086.0,sqlmodel,conda-forge/sqlmodel,,514651.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,192.0,513806.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,24521.0,2.0,['pydantic'],,,,,,,,,,,,,,,,,, +74,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-01-11 13:59:39.000,2024-01-11 13:59:38,2735.0,91.0,629,116.0,2945.0,710.0,3237.0,9219,2023-12-14 15:17:09.000,0.26.0,90.0,124.0,37,True,1319.0,1285.0,modin,conda-forge/modin-core,196785.0,828878.0,https://pypi.org/project/modin,2023-12-14 14:59:39.000,34.0,816382.0,https://anaconda.org/conda-forge/modin-core,2023-12-15 11:31:55.574,285468.0,2.0,['pandas'],,,,,,,,,,,,,,,,,, +75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-12-28 22:37:29.000,2023-07-07 17:27:15,356.0,,374,34.0,228.0,40.0,232.0,6782,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,661182.0,651491.0,python-dotenv,conda-forge/python-dotenv,,32561024.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9691.0,32491715.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2910985.0,2.0,,,,,,,,,,,,,,,,,,, +76,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-01-11 12:32:35.000,2024-01-11 12:23:42,2313.0,54.0,666,61.0,1483.0,34.0,1007.0,3709,2024-01-11 12:32:35.000,3.5.0,144.0,141.0,37,True,1423.0,1358.0,awswrangler,conda-forge/awswrangler,221547.0,37139097.0,https://pypi.org/project/awswrangler,2024-01-11 00:04:28.000,65.0,37124558.0,https://anaconda.org/conda-forge/awswrangler,2023-11-13 23:28:23.490,448590.0,2.0,['pandas'],,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +77,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-12-09 01:28:45.000,2023-11-08 17:22:41,1363.0,16.0,615,118.0,128.0,10.0,899.0,3402,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,37,True,75161.0,71148.0,xlsxwriter,conda-forge/xlsxwriter,,13935251.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4013.0,13865242.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3080424.0,1.0,,,,,,,,,,,,,,,,,,, +78,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-01-11 12:58:09.000,2024-01-11 12:58:09,7221.0,673.0,467,80.0,5380.0,113.0,2339.0,3357,2023-12-18 23:17:03.000,7.2.0,73.0,243.0,37,True,1012.0,959.0,ibis-framework,conda-forge/ibis-framework,112.0,107172.0,https://pypi.org/project/ibis-framework,2024-01-07 00:02:58.000,53.0,99785.0,https://anaconda.org/conda-forge/ibis-framework,2023-12-19 18:18:56.725,317504.0,2.0,,,,,,,,,,,,,,,,,,, +79,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-01-07 00:30:41.000,2023-12-21 09:38:13,1511.0,14.0,457,134.0,560.0,318.0,375.0,2403,2023-11-17 10:47:56.000,1.2.0,30.0,133.0,37,True,27014.0,25721.0,dateparser,conda-forge/dateparser,,4586167.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1293.0,4581736.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,190545.0,2.0,,,,,,,,,,,,,,,,,,, +80,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-12-29 23:09:27.000,2023-11-14 16:25:37,322.0,2.0,504,53.0,265.0,271.0,313.0,2357,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,37,True,1128433.0,1050596.0,pyyaml,conda-forge/pyyaml,,220430740.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77837.0,219400691.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41201994.0,1.0,,,,,,,,,,,,,,,,,,, +81,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-01-09 11:12:07.000,2024-01-09 11:12:01,940.0,42.0,115,27.0,310.0,58.0,278.0,1481,2023-12-16 17:06:55.000,4.2.0,50.0,46.0,37,True,224194.0,223483.0,anyio,conda-forge/anyio,,98202335.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,97933570.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,11825660.0,2.0,,,,,,,,,,,,,,,,,,, +82,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-01-11 03:39:47.000,2024-01-10 11:11:32,586.0,55.0,195,28.0,595.0,10.0,124.0,1082,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,204399.0,196254.0,bcrypt,conda-forge/bcrypt,,46946771.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8145.0,46839295.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4406519.0,3.0,,,,,,,,,,,,,,,,,,, +83,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-06 20:17:56.000,2023-09-23 23:05:56,1604.0,,1987,464.0,552.0,472.0,1310.0,14398,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,167.0,21.0,fabric,conda-forge/fabric,,4186144.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,146.0,4183919.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,80110.0,3.0,,,,,,,,,,,,,,,,,,, +84,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-12-09 14:44:05.000,2023-11-26 22:23:44,6867.0,31.0,1759,231.0,3076.0,739.0,2781.0,12917,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,11027.0,10677.0,pysimplegui,conda-forge/pysimplegui,,517913.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,350.0,515401.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,133137.0,2.0,,,,,,,,,,,,,,,,,,, +85,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,3.0,965,216.0,185.0,156.0,294.0,11293,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,32647.0,31186.0,schedule,conda-forge/schedule,,1738014.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1461.0,1736666.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,48551.0,3.0,,,,,,,,,,,,,,,,,,, +86,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-01-09 16:57:59.000,2023-12-16 21:30:31,835.0,11.0,391,69.0,279.0,226.0,318.0,5897,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,25768.0,24481.0,pendulum,conda-forge/pendulum,452.0,18409020.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1287.0,18387750.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,893153.0,2.0,,,,,,,,,,,,,,,,,,, +87,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-01-01 17:45:27.000,2024-01-01 17:45:18,1187.0,10.0,587,137.0,327.0,33.0,222.0,4424,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,36,True,91814.0,90534.0,tablib,conda-forge/tablib,,1540198.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1539109.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93680.0,1.0,,,,,,,,,,,,,,,,,,, +88,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-01-05 08:55:03.000,2024-01-05 08:55:01,2664.0,10.0,479,122.0,555.0,310.0,1505.0,2772,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,36,True,31015.0,30372.0,xlwings,conda-forge/xlwings,19388.0,153070.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,643.0,136790.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,700293.0,1.0,,,,,,,,,,,,,,,,,,, +89,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-01-03 21:29:32.000,2023-12-15 05:12:50,1082.0,10.0,470,55.0,300.0,11.0,320.0,2364,2023-12-13 13:40:11.000,2.2.1,37.0,84.0,36,True,157910.0,150662.0,mysqlclient,conda-forge/mysqlclient,5273.0,4860317.0,https://pypi.org/project/mysqlclient,2023-12-13 13:40:11.000,7248.0,4852681.0,https://anaconda.org/conda-forge/mysqlclient,2023-12-15 15:20:16.416,318267.0,2.0,,,,,,,,,,,,,,,,,,, +90,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-01-03 21:07:31.000,2023-11-13 16:35:34,1579.0,4.0,459,45.0,635.0,341.0,404.0,2191,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5482.0,,python-dateutil,conda-forge/python-dateutil,35065.0,212715437.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5482.0,212149676.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,52019656.0,2.0,,,,,,,,,,,,,,,,,,, +91,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,25.0,141,42.0,113.0,24.0,151.0,1944,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,329317.0,326989.0,pyrsistent,conda-forge/pyrsistent,,31953078.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2328.0,31465109.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20494728.0,1.0,,,,,,,,,,,,,,,,,,, +92,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2024-01-11 09:09:38.000,2024-01-10 03:48:32,2243.0,117.0,466,17.0,1134.0,95.0,393.0,1274,2024-01-01 18:43:25.000,0.40,68.0,224.0,36,True,14838.0,14378.0,holidays,conda-forge/holidays,189.0,6005516.0,https://pypi.org/project/holidays,2024-01-01 18:52:46.000,460.0,5916270.0,https://anaconda.org/conda-forge/holidays,2024-01-01 20:24:18.559,3748305.0,2.0,,,,,,,,,,,,,,vacanza/python-holidays,,,,, +93,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1172,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,36,True,325149.0,307795.0,future,conda-forge/future,,29161671.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17354.0,29020047.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12746221.0,1.0,,,,,,,,,,,,,,,,,,, +94,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,951,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,36,True,2115869.0,1979865.0,six,conda-forge/six,,182024312.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136004.0,181474654.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,50568610.0,1.0,,,,,,,,,,,,,,,,,,, +95,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-01-11 09:04:59.000,2024-01-05 14:42:12,533.0,13.0,2051,378.0,465.0,343.0,187.0,32304,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,35,True,1323.0,1285.0,diagrams,conda-forge/diagrams,,114334.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,38.0,110360.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,174894.0,2.0,,,,,,,,,,,,,,,,,,, +96,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-01-11 04:55:41.000,2024-01-10 10:34:09,15545.0,315.0,7068,735.0,5804.0,1738.0,3702.0,17765,2024-01-05 02:21:22.000,1.22.1,17.0,613.0,35,True,14.0,,micropython-_markupbase,,71404.0,927.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,,, +97,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,162.0,110.0,260.0,186.0,7866,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,121507.0,109045.0,docopt,conda-forge/docopt,,9212658.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12462.0,9191021.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2012249.0,2.0,,,,,,,,,,,,,,,,,,, +98,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-01-04 14:08:21.000,2024-01-04 14:08:21,1465.0,3.0,542,134.0,235.0,7.0,465.0,6777,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,35,True,16483.0,13837.0,sh,conda-forge/sh,,4576051.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2646.0,4571195.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,189385.0,2.0,,,,,,,,,,,,,,,,,,, +99,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2023-12-21 10:34:46.923,2023-12-02 20:20:58,1534.0,15.0,348,142.0,202.0,66.0,106.0,6329,2023-11-01 07:04:40.000,23.1.1,53.0,88.0,35,True,6508.0,6067.0,boltons,conda-forge/boltons,25.0,3923437.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,441.0,3832741.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,3899929.0,2.0,,,,,,,,,,,,,,,,,,, +100,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,,682,134.0,389.0,175.0,457.0,6107,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,35,True,132908.0,124707.0,watchdog,conda-forge/watchdog,,10945961.0,https://pypi.org/project/watchdog,2023-07-20 15:43:30.598,8201.0,10883796.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2673103.0,2.0,,,,,,,,,,,,,,,,,,, +101,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-01-05 11:40:33.000,2024-01-05 11:40:33,908.0,16.0,371,87.0,274.0,26.0,318.0,4179,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4517.0,,ujson,conda-forge/ujson,,8050067.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4517.0,7945455.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4498346.0,2.0,,,,,,,,,,,,,,,,,,, +102,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-01-05 10:57:21.000,2024-01-05 10:43:06,1042.0,9.0,836,426.0,396.0,157.0,1157.0,3734,2023-11-13 12:01:30.000,8.11.0,37.0,133.0,35,True,10887.0,9902.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,200.0,2726456.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,985.0,2726341.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8367.0,2.0,,,,,,,,,,,,,,,,,,, +103,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2023-12-28 03:47:55.000,2023-12-20 06:29:44,1621.0,18.0,455,88.0,113.0,9.0,167.0,3352,2023-12-20 06:37:47.000,8.13.27,236.0,30.0,35,True,1465.0,,phonenumbers,conda-forge/phonenumbers,,4487273.0,https://pypi.org/project/phonenumbers,2023-12-20 06:37:47.000,1465.0,4460448.0,https://anaconda.org/conda-forge/phonenumbers,2023-12-20 09:18:01.007,858426.0,1.0,,,,,,,,,,,,,,,,,,, +104,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3329,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,862391.0,840543.0,colorama,conda-forge/colorama,,116545399.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21848.0,116247864.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27670804.0,2.0,,,,,,,,,,,,,,,,,,, +105,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2023-09-12 00:48:15.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,314.0,3047,,,21.0,83.0,35,True,749211.0,731884.0,pycparser,conda-forge/pycparser,,117948686.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17327.0,117538780.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36481696.0,2.0,,,,,,,,,,,,,,,,,,, +106,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-01-10 16:36:50.000,2023-12-15 20:59:36,1762.0,17.0,210,91.0,242.0,,,2260,2023-11-14 21:54:12.000,3.3.2,47.0,47.0,35,True,80287.0,79084.0,motor,conda-forge/motor,,1270670.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1203.0,1269047.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,63306.0,2.0,,,,,,,,,,,,,,,,,,, +107,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-01-01 01:23:30.000,2024-01-01 01:22:48,1001.0,4.0,172,23.0,155.0,169.0,330.0,2061,2023-07-22 22:25:43.000,dill-0.3.7,26.0,43.0,35,True,139259.0,135227.0,dill,conda-forge/dill,291394.0,40827586.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,4032.0,40690536.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5791311.0,2.0,,,,,,,,,,,,,,,,,,, +108,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,18.0,218,44.0,69.0,50.0,142.0,1920,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11919.0,,wrapt,conda-forge/wrapt,,97183531.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11919.0,96835004.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13592587.0,2.0,,,,,,,,,,,,,,,,,,, +109,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-12-04 09:37:39.000,2023-11-14 07:16:07,1076.0,21.0,210,26.0,167.0,66.0,216.0,1827,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,35,True,9857.0,9009.0,deepdiff,conda-forge/deepdiff,,10850020.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,848.0,10841117.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,382861.0,1.0,,,,,,,,,,,,,,,,,,, +110,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,177.0,1616,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,138780.0,117790.0,simplejson,conda-forge/simplejson,6402.0,17544886.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20990.0,17475421.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3053522.0,2.0,,,,,,,,,,,,,,,,,,, +111,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-12-10 17:13:42.175,2023-12-10 15:15:33,762.0,23.0,125,35.0,217.0,50.0,202.0,1325,2023-12-10 15:15:56.000,3.2.1,124.0,71.0,35,True,51211.0,48985.0,argcomplete,conda-forge/argcomplete,327.0,21568555.0,https://pypi.org/project/argcomplete,2023-12-10 15:15:56.000,2226.0,21533889.0,https://anaconda.org/conda-forge/argcomplete,2023-12-10 17:13:42.175,1455847.0,2.0,,,,,,,,,,,,,,,,,,, +112,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-01-11 11:40:18.000,2024-01-10 19:59:46,1872.0,49.0,225,46.0,899.0,278.0,398.0,1276,2023-08-18 14:29:58.000,2.16.1,73.0,95.0,35,True,3625.0,3144.0,zarr,conda-forge/zarr,,458931.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,481.0,391612.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2827430.0,2.0,,,,,,,,,,,,,,,,,,, +113,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-01-01 15:30:47.000,2024-01-01 15:30:39,4828.0,72.0,265,61.0,377.0,165.0,550.0,1245,2023-11-27 12:13:28.000,3.9.2,46.0,127.0,35,True,2615.0,,tables,conda-forge/pytables,182.0,867642.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2615.0,706333.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6774922.0,2.0,,,,,,,,,,,,,,,,,,, +114,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-01-09 09:23:57.000,2023-12-03 23:38:08,1393.0,17.0,160,34.0,168.0,69.0,236.0,1180,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,35,True,2440.0,,jsonpickle,conda-forge/jsonpickle,,8729656.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2440.0,8681067.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1603457.0,2.0,,,,,,,,,,,,,,,,,,, +115,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-01-07 17:50:26.000,2024-01-07 17:50:22,2078.0,36.0,148,19.0,165.0,60.0,444.0,1149,2023-11-12 22:31:41.000,24.3.0,192.0,118.0,35,True,4278.0,,keyring,conda-forge/keyring,,36649285.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4278.0,36551579.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4103665.0,3.0,,,,,,,,,,,,,,,,,,, +116,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-12-16 02:49:30.000,2023-12-16 02:49:30,1026.0,16.0,257,18.0,397.0,127.0,315.0,773,2023-12-11 21:57:22.000,2023.12.2,66.0,134.0,35,True,16899.0,16151.0,s3fs,conda-forge/s3fs,,204728980.0,https://pypi.org/project/s3fs,2023-12-11 21:57:22.000,748.0,204570664.0,https://anaconda.org/conda-forge/s3fs,2023-12-12 00:58:34.720,6490977.0,2.0,,,,,,,,,,,,,,,,,,, +117,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-01-07 14:03:49.000,2024-01-04 23:08:08,1166.0,47.0,295,31.0,846.0,7.0,531.0,724,2024-01-03 09:38:29.000,7.2.3,110.0,128.0,35,True,6671.0,6196.0,minio,conda-forge/minio,,1555378.0,https://pypi.org/project/minio,2024-01-02 20:58:21.000,475.0,1551617.0,https://anaconda.org/conda-forge/minio,2024-01-02 22:32:44.199,154215.0,2.0,,,,,,,,,,,,,,,,,,, +118,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-01-10 20:56:22.000,2024-01-10 16:17:53,287.0,13.0,91,15.0,189.0,11.0,92.0,615,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,378640.0,375765.0,filelock,conda-forge/filelock,,95027123.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2875.0,94654934.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16376344.0,2.0,,,,,,,,,,,,,,tox-dev/filelock,,,,, +119,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2023-12-21 22:27:04.005,2023-12-21 19:12:29,604.0,40.0,127,18.0,238.0,50.0,36.0,192,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,269155.0,264777.0,s3transfer,conda-forge/s3transfer,,278740827.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4378.0,278292652.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17478859.0,2.0,,,,,,,,,,,,,,,,,,, +120,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-01-11 01:40:16.000,2024-01-11 01:40:16,2797.0,21.0,625,150.0,495.0,240.0,1014.0,11690,2023-10-09 18:31:30.000,1.10.1,220.0,65.0,34,True,2615.0,2562.0,dearpygui,,,40692.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,53.0,40692.0,,,,2.0,,,,,,,,,,,,,,,,,,, +121,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2023-12-08 09:05:01.000,2023-11-18 22:08:03,2432.0,1.0,1222,230.0,476.0,145.0,1014.0,8084,2022-12-24 01:04:06.789,4.2.5,51.0,175.0,34,True,12042.0,10084.0,supervisor,conda-forge/supervisor,,1479280.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1958.0,1471982.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,284653.0,3.0,,,,,,,,,,,,,,,,,,, +122,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-01-10 18:29:16.000,2024-01-10 14:57:45,8703.0,332.0,557,84.0,2254.0,52.0,390.0,7371,2024-01-04 17:24:14.000,3.8.14,154.0,125.0,34,True,2650.0,2596.0,hub,,,1888.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,1888.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,, +123,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5293,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,67519.0,61813.0,xmltodict,conda-forge/xmltodict,,27189752.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5706.0,27149432.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3588556.0,2.0,,,,,,,,,,,,,,,,,,, +124,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-01-09 03:03:47.000,2023-10-26 14:26:36,614.0,2.0,186,34.0,86.0,1.0,359.0,5198,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,34,True,70802.0,69541.0,orjson,conda-forge/orjson,,13340113.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1261.0,13316666.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1031687.0,3.0,,,,,,,,,,,,,,,,,,, +125,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2023-10-11 23:30:26.000,2022-11-03 19:39:10,1206.0,,251,83.0,350.0,118.0,142.0,4429,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,34,False,132507.0,128980.0,toolz,conda-forge/toolz,,19892580.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3527.0,19683746.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,19003908.0,2.0,,,,,,,,,,,,,,,,,,, +126,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-01-06 06:18:23.000,2023-11-21 00:41:16,550.0,15.0,797,71.0,416.0,95.0,422.0,3670,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,34,True,870.0,,prometheus_client,conda-forge/prometheus_client,,22390396.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,870.0,22050044.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,14975504.0,2.0,,,,,,,,,,,,,,,,,,, +127,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-01-01 00:53:47.000,2023-12-19 16:42:34,729.0,10.0,316,33.0,507.0,104.0,377.0,3394,2023-10-31 18:44:59.000,3.2.4,86.0,119.0,34,True,8022.0,7732.0,dynaconf,conda-forge/dynaconf,,1777951.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,290.0,1776328.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,63320.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +128,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,3.0,238,50.0,266.0,13.0,333.0,3070,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16302.0,15154.0,cerberus,conda-forge/cerberus,,4445658.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1148.0,4431228.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,360766.0,2.0,,,,,,,,,,,,,,,,,,, +129,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-12-21 04:14:38.000,2023-12-21 04:13:59,1274.0,10.0,185,51.0,323.0,127.0,224.0,2722,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6111.0,5636.0,plumbum,conda-forge/plumbum,,2155548.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,475.0,2143858.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,993687.0,3.0,,,,,,,,,,,,,,,,,,, +130,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,,312,46.0,111.0,16.0,188.0,2460,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,54844.0,51496.0,python-magic,conda-forge/python-magic,,5707518.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3348.0,5701403.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,238492.0,2.0,,,,,,,,,,,,,,,,,,, +131,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-12-23 18:56:31.463,2023-12-13 11:40:50,831.0,14.0,203,61.0,103.0,68.0,297.0,2091,2023-12-11 13:19:16.000,2.8.8,52.0,71.0,34,True,3228.0,,numexpr,conda-forge/numexpr,522.0,4384967.0,https://pypi.org/project/numexpr,2023-12-11 13:19:16.000,3228.0,4209439.0,https://anaconda.org/conda-forge/numexpr,2023-12-23 18:56:31.463,7547446.0,2.0,,,,,,,,,,,,,,,,,,, +132,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2027,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39471.0,6.0,chardet,conda-forge/chardet,,49526351.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39461.0,48968674.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22305515.0,1.0,,,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,40.0,,,,,,,,,,,, +133,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-01-04 08:01:03.000,2023-12-03 10:50:26,9954.0,21.0,944,85.0,1782.0,89.0,124.0,1983,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,34,True,861.0,,apache-libcloud,,,226985.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,226985.0,,,,2.0,,,,,,,,,,,,,,,,,,, +134,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-12-15 12:50:24.000,2023-12-14 11:13:44,477.0,13.0,211,36.0,254.0,41.0,209.0,1794,2023-11-17 11:13:10.000,0.14.1,48.0,96.0,34,True,16301.0,14929.0,voluptuous,conda-forge/voluptuous,,3159249.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1372.0,3150343.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,338443.0,2.0,,,,,,,,,,,,,,,,,,, +135,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-09 13:12:06.000,2023-11-23 17:38:33,437.0,3.0,165,30.0,283.0,85.0,166.0,1513,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,34,True,2971.0,,cloudpickle,conda-forge/cloudpickle,27.0,32988123.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2971.0,32617627.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15560861.0,3.0,,,,,,,,,,,,,,,,,,, +136,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-01-11 04:26:24.000,2024-01-10 13:52:08,697.0,14.0,223,60.0,419.0,147.0,621.0,1494,2019-06-19 22:31:20.000,3.7.4,16.0,94.0,34,True,6034.0,,typing,conda-forge/typing,,8077521.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6034.0,8046091.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2954470.0,2.0,,,,,,,,,,,,,,,,,,, +137,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-01-10 16:01:10.000,2023-12-21 23:24:17,6039.0,11.0,576,78.0,1114.0,13.0,,1363,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,34,True,6777.0,6074.0,cassandra-driver,conda-forge/cassandra-driver,,1332903.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,703.0,1328212.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,192348.0,2.0,,,,,,,,,,,,,,,,,,, +138,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-01-11 00:46:00.000,2024-01-11 00:45:59,529.0,19.0,84,23.0,289.0,30.0,75.0,1178,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,34,True,19844.0,19582.0,cleo,conda-forge/cleo,,22876094.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,262.0,22859706.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,639140.0,2.0,,,,,,,,,,,,,,python-poetry/cleo,,,,, +139,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2023-09-27 17:05:09.000,2023-06-29 17:27:33,1384.0,,313,31.0,327.0,192.0,238.0,1172,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,34,True,29322.0,27158.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,4341913.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2164.0,4335761.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,541394.0,2.0,,,,,,,,,,,,,,,,,,, +140,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,149.0,271.0,1124,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,34571.0,33860.0,py4j,conda-forge/py4j,,35863174.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,711.0,35808665.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4851374.0,2.0,,,,,,,,,,,,,,py4j/py4j,,,,, +141,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-01-11 10:26:11.000,2023-12-15 00:23:40,383.0,18.0,155,62.0,387.0,42.0,294.0,406,2023-12-12 14:47:14.000,0.20.0,44.0,48.0,34,True,9234.0,8899.0,pandas-gbq,conda-forge/pandas-gbq,349.0,7869215.0,https://pypi.org/project/pandas-gbq,2023-12-12 14:47:14.000,335.0,7821325.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1867560.0,2.0,,,,,,,,,,,,,,,,,,, +142,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-01-08 16:30:23.823,2024-01-06 02:10:06,352.0,23.0,51,13.0,65.0,9.0,39.0,365,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,34,True,504214.0,490644.0,wcwidth,conda-forge/wcwidth,,45822287.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13570.0,45296542.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,22607036.0,2.0,,,,,,,,,,,,,,,,,,, +143,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,237,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,464642.0,449521.0,pyasn1,conda-forge/pyasn1,,156180387.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15121.0,152761716.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13674686.0,3.0,,,,,,,,,,,,,,,,,,, +144,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-12-28 05:40:21.000,2023-12-10 20:18:56,479.0,8.0,508,68.0,301.0,208.0,167.0,12816,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,2986.0,21.0,typer,conda-forge/typer,,12029406.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2965.0,11985984.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1954010.0,3.0,,,,,,,,,,,,,,,,,,, +145,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-12-21 20:10:23.000,2023-12-21 20:10:21,1914.0,41.0,597,130.0,332.0,35.0,861.0,5699,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,33,True,1905.0,1534.0,csvkit,conda-forge/csvkit,,183973.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,371.0,180741.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,103450.0,2.0,,,,,,,,,,,,,,,,,,, +146,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-12-19 00:26:00.000,2023-12-18 08:20:45,483.0,5.0,247,48.0,197.0,91.0,148.0,5612,2023-08-14 13:22:49.000,8.2.3,53.0,87.0,33,True,1720.0,,tenacity,conda-forge/tenacity,,34594764.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1720.0,34446313.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5789599.0,2.0,,,,,,,,,,,,,,,,,,, +147,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-01-05 13:33:00.000,2024-01-04 05:54:34,1192.0,3.0,337,42.0,494.0,486.0,506.0,4047,2023-08-11 03:44:09.000,0.20.0,151.0,125.0,33,True,7018.0,6915.0,tortoise-orm,conda-forge/tortoise-orm,13.0,93158.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,103.0,92627.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16480.0,3.0,,,,,,,,,,,,,,,,,,, +148,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,89.0,80.0,316.0,332.0,3444,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4181.0,3815.0,pony,conda-forge/pony,82.0,96052.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,366.0,93480.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97740.0,3.0,,,,,,,,,,,,,,,,,,, +149,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-01-11 14:40:19.000,2024-01-08 18:38:43,6177.0,224.0,364,40.0,2009.0,60.0,206.0,3417,2024-01-08 19:25:08.000,0.54.0,121.0,83.0,33,True,327.0,325.0,zenml,,1.0,13848.0,https://pypi.org/project/zenml,2024-01-08 19:12:56.000,2.0,13848.0,,,,2.0,,,,,,,,,,,,,,,,,,, +150,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,25.0,198,57.0,154.0,95.0,74.0,2815,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,33,True,8842.0,7904.0,schema,conda-forge/schema,,8426707.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,938.0,8424201.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,135350.0,2.0,,,,,,,,,,,,,,,,,,, +151,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-01-10 18:18:02.000,2023-11-01 04:01:28,505.0,1.0,571,125.0,226.0,57.0,974.0,2782,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,33,False,55508.0,53295.0,pyodbc,conda-forge/pyodbc,,22976224.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2213.0,22944963.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1219185.0,3.0,,-2.0,,,,,,,,,,,,,,,,, +152,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-01-02 21:35:49.000,2024-01-02 21:35:48,1436.0,14.0,214,45.0,1200.0,64.0,566.0,2621,2023-12-22 12:12:56.000,0.40.0,740.0,72.0,33,True,3614.0,3562.0,docarray,conda-forge/docarray,,59935.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,54683.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,126069.0,2.0,,,,,,,,,,,,,,docarray/docarray,,,,, +153,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2450,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,127065.0,124884.0,aiofiles,conda-forge/aiofiles,,9395788.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2181.0,9371612.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,942885.0,2.0,,,,,,,,,,,,,,,,,,, +154,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-01-01 12:13:53.000,2023-10-30 00:20:45,288.0,6.0,149,27.0,59.0,9.0,228.0,1872,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3592.0,,cachetools,conda-forge/cachetools,,103950097.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3592.0,103710988.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10520796.0,1.0,,,,,,,,,,,,,,,,,,, +155,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,2.0,250,49.0,291.0,9.0,271.0,1812,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2366.0,,msgpack,conda-forge/msgpack-python,1276.0,50552210.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2366.0,50174446.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14732135.0,3.0,,,,,,,,,,,,,,,,,,, +156,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-05 02:53:22.000,2023-12-05 14:41:43,497.0,5.0,298,26.0,119.0,11.0,148.0,1776,2023-12-05 14:44:01.000,2.9.0,43.0,65.0,33,True,66168.0,64651.0,emoji,conda-forge/emoji,,2570705.0,https://pypi.org/project/emoji,2023-12-05 14:44:01.000,1517.0,2569108.0,https://anaconda.org/conda-forge/emoji,2023-12-05 22:44:47.985,65492.0,2.0,,,,,,,,,,,,,,,,,,, +157,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-01-08 14:05:14.000,2024-01-08 14:05:13,1376.0,68.0,150,22.0,896.0,57.0,371.0,1417,2023-11-27 10:42:18.000,9.1.0,59.0,70.0,33,True,854.0,807.0,copier,,,162929.0,https://pypi.org/project/copier,2023-11-27 10:42:18.000,47.0,162929.0,,,,2.0,,,,,,,,,,,,,,,,,,, +158,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2023-12-28 06:17:53.000,2023-11-16 21:49:07,517.0,32.0,125,24.0,68.0,22.0,161.0,875,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,33,True,18550.0,18204.0,anytree,conda-forge/anytree,,953345.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,346.0,952531.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36665.0,1.0,,,,,,,,,,,,,,,,,,, +159,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-01-09 10:27:22.000,2024-01-09 10:27:22,1518.0,33.0,212,98.0,759.0,2.0,231.0,850,2023-12-28 11:39:30.000,5.16.0,131.0,43.0,33,True,8154.0,7928.0,neo4j-driver,conda-forge/neo4j-python-driver,,116821.0,https://pypi.org/project/neo4j-driver,2023-12-28 11:34:53.000,226.0,112205.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-12-28 14:28:01.197,198511.0,3.0,,,,,,,,,,,,,,,,,,, +160,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,801,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,541353.0,516916.0,decorator,conda-forge/decorator,,52817133.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24437.0,52535727.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25326602.0,2.0,,,,,,,,,,,,,,,,,,, +161,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-01-11 04:29:42.000,2024-01-09 00:04:51,1217.0,57.0,88,22.0,776.0,31.0,122.0,366,2023-07-20 15:53:14.362,0.0.1,131.0,51.0,33,True,3350.0,,multidict,conda-forge/multidict,6212.0,74412746.0,https://pypi.org/project/multidict,2023-07-20 15:53:14.362,3350.0,74120017.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11413778.0,1.0,,,,,,,,,,,,,,,,,,, +162,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,,78,16.0,35.0,35.0,47.0,293,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1874774.0,1791148.0,pytz,conda-forge/pytz,,139524049.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83626.0,138254925.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,48226718.0,3.0,,,,,,,,,,,,,,,,,,, +163,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-12-02 01:46:06.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,17.0,291.0,6315,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13243.0,12321.0,tinydb,conda-forge/tinydb,,468308.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,922.0,464290.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,365660.0,2.0,,,,,,,,,,,,,,,,,,, +164,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-12-03 20:35:16.966,2023-11-28 18:26:26,330.0,1.0,253,53.0,201.0,125.0,197.0,3627,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21677.0,21555.0,databases,conda-forge/databases,,285275.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,122.0,280203.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,192768.0,3.0,,,,,,,,,,,,,,,,,,, +165,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,22.0,243,64.0,89.0,23.0,273.0,3476,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,32,True,1072.0,952.0,asciimatics,conda-forge/asciimatics,,43922.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,40209.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,144818.0,3.0,,,,,,,,,,,,,,,,,,, +166,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,267,48.0,202.0,179.0,358.0,3411,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,2873.0,2752.0,dependency-injector,conda-forge/dependency_injector,,987267.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,121.0,985988.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,35825.0,2.0,,,,,,,,,,,,,,,,,,, +167,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,158.0,3135,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2248.0,,sortedcontainers,conda-forge/sortedcontainers,,27710106.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2248.0,27580134.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11697569.0,2.0,,,,,,,,,,,,,,,,,,, +168,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2023-12-05 16:43:54.000,2023-09-07 02:59:25,1023.0,,365,48.0,382.0,82.0,310.0,3021,2023-09-07 03:00:21.000,6.4.0,56.0,105.0,32,True,632.0,,smart-open,conda-forge/smart_open,,16251327.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,632.0,16197828.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2246975.0,2.0,,,,,,,,,,,,,,piskvorky/smart_open,,,,, +169,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-01-04 23:51:07.000,2023-12-15 22:15:59,625.0,30.0,236,20.0,608.0,287.0,421.0,2774,2023-12-08 21:11:34.000,0.18.0,79.0,111.0,32,True,1370.0,1268.0,pandera,conda-forge/pandera-core,,1113990.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,102.0,1113167.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,32118.0,2.0,['pandas'],,,,,,,,,,,,,unionai-oss/pandera,,,,, +170,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,141.0,453.0,143.0,401.0,2762,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,32,True,22938.0,22081.0,pandas-datareader,conda-forge/pandas-datareader,,383341.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,857.0,379138.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,340480.0,2.0,,,,,,,,,,,,,,,,,,, +171,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-01-05 00:10:27.000,2024-01-05 00:10:13,831.0,5.0,430,40.0,634.0,269.0,367.0,2337,2023-11-29 05:21:25.000,5.5.1,90.0,107.0,32,True,1765.0,1604.0,pynamodb,conda-forge/pynamodb,,1397663.0,https://pypi.org/project/pynamodb,2023-11-29 05:21:25.000,161.0,1387069.0,https://anaconda.org/conda-forge/pynamodb,2023-11-29 14:08:47.181,434357.0,3.0,,,,,,,,,,,,,,,,,,, +172,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-01-06 19:38:32.000,2023-12-10 17:09:47,1032.0,2.0,267,35.0,370.0,198.0,255.0,2258,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,32,True,16704.0,16597.0,pypika,conda-forge/pypika,,2104527.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2104279.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,6707.0,3.0,,,,,,,,,,,,,,,,,,, +173,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2119,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,213900.0,205328.0,xlrd,conda-forge/xlrd,,17993618.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8572.0,17949360.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3629187.0,2.0,,,,,,,,,,,,,,,,,,, +174,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,87.0,2003,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7059.0,,jmespath,conda-forge/jmespath,,117341418.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7059.0,117148345.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17376590.0,3.0,,,,,,,,,,,,,,,,,,, +175,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2023-11-29 23:17:44.000,2023-11-18 19:19:04,1056.0,5.0,91,18.0,579.0,101.0,444.0,1700,2022-12-08 21:01:02.889,2.3.0,146.0,31.0,32,True,23638.0,23163.0,omegaconf,conda-forge/omegaconf,,5697188.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,475.0,5671175.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1248639.0,2.0,,,,,,,,,,,,,,,,,,, +176,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1671,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,32,False,2078.0,,humanize,conda-forge/humanize,,5098448.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2078.0,5086815.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,500223.0,2.0,,,,,,,,,,,,,,,,,,, +177,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-07 23:51:22.000,2023-09-28 01:02:19,1097.0,,218,48.0,180.0,56.0,337.0,1468,2022-11-30 17:34:49.000,2.0.6,18.0,90.0,32,True,2377.0,2278.0,pygsheets,,,1258369.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1258369.0,,,,3.0,,,,,,,,,,,,,,,,,,, +178,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1175,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3621.0,3535.0,petl,conda-forge/petl,,1056889.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1051815.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,218223.0,2.0,,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +179,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2023-12-26 14:50:47.000,2023-12-26 14:50:44,705.0,9.0,125,22.0,283.0,43.0,128.0,1078,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,32,True,10569.0,,pluggy,conda-forge/pluggy,,82477836.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10569.0,81866373.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23847095.0,3.0,,,,,,,,,,,,,,,,,,, +180,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-01-06 13:07:56.000,2023-04-04 11:45:40,1273.0,,97,32.0,206.0,46.0,192.0,973,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,46699.0,45030.0,Bottleneck,conda-forge/bottleneck,,698164.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1669.0,599300.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3855707.0,2.0,,,,,,,,,,,,,,,,,,, +181,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-01-11 02:23:47.000,2024-01-11 02:23:41,350.0,9.0,141,14.0,163.0,19.0,138.0,864,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,100970.0,99139.0,validators,conda-forge/validators,15.0,6317098.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1831.0,6304020.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,549245.0,2.0,,,,,,,,,,,,,,python-validators/validators,,,,, +182,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,2.0,131,23.0,95.0,53.0,140.0,305,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,32,True,113509.0,106413.0,asn1crypto,conda-forge/asn1crypto,,60325293.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7096.0,60219608.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8349182.0,3.0,,,,,,,,,,,,,,,,,,, +183,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,6.0,58,7.0,76.0,1.0,81.0,181,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,32,True,148597.0,144752.0,tzlocal,conda-forge/tzlocal,,37174653.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3845.0,37087979.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2513572.0,3.0,,,,,,,,,,,,,,,,,,, +184,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-01-05 11:41:58.000,2023-11-30 17:42:07,1870.0,1.0,616,124.0,1290.0,258.0,1089.0,7855,2023-02-23 18:30:37.000,1.3.2,22.0,114.0,31,True,19066.0,19057.0,hydra,conda-forge/hydra-core,,28383.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,9708.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,877725.0,3.0,,,,,,,,,,,,,,,,,,, +185,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2023-12-21 15:07:22.000,2023-03-04 17:45:05,299.0,,565,130.0,190.0,180.0,344.0,5982,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6735.0,6649.0,eel,,,62914.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,62914.0,,,,2.0,,,,,,,,,,,,,,python-eel/Eel,,,,, +186,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5150,,,41.0,28.0,31,False,8558.0,7734.0,pdfminer,conda-forge/pdfminer,,163257.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,824.0,162854.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35878.0,2.0,,,,,,,,,,,,,,,,,,, +187,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-09 16:18:48.000,2024-01-09 16:18:17,988.0,6.0,380,85.0,176.0,,606.0,4759,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1524.0,1344.0,huey,conda-forge/huey,,76454.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,75973.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33228.0,2.0,,,,,,,,,,,,,,,,,,, +188,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-01-11 03:15:11.000,2024-01-11 01:12:38,7838.0,453.0,667,85.0,1340.0,144.0,679.0,3995,2023-12-21 02:08:02.000,0.4.1,65.0,256.0,31,True,40.0,3.0,toga,,2351.0,4506.0,https://pypi.org/project/toga,2023-12-21 02:08:02.000,34.0,4331.0,,,,2.0,,,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,19.0,,,,,,,,,,,, +189,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2023-12-14 22:47:22.000,2023-04-22 06:02:17,441.0,,294,23.0,114.0,17.0,125.0,3606,2023-03-25 04:14:00.465,4.7.1,84.0,17.0,31,True,25367.0,24924.0,gdown,conda-forge/gdown,,1111484.0,https://pypi.org/project/gdown,2023-03-25 04:14:00.465,443.0,1106778.0,https://anaconda.org/conda-forge/gdown,2023-06-16 16:16:47.757,244722.0,2.0,,,,,,,,,,,,,,,,,,, +190,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,303.0,1629.0,112.0,486.0,3310,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,343.0,326.0,koalas,conda-forge/koalas,1019.0,1644432.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1638621.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,324514.0,3.0,"['spark', 'pandas']",,,,,,,,,,,,,,,,,, +191,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3178,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10007.0,9189.0,blaze,conda-forge/blaze,,15574.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,12946.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202380.0,3.0,,,,,,,,,,,,,,,,,,, +192,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-01-10 19:19:14.000,2024-01-10 19:19:13,1737.0,34.0,101,43.0,1338.0,66.0,354.0,3064,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,558.0,499.0,returns,conda-forge/returns,,161243.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,160993.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8023.0,3.0,,,,,,,,,,,,,,,,,,, +193,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-01 17:54:58.000,2024-01-01 17:54:57,200.0,1.0,187,29.0,76.0,4.0,90.0,2612,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,122630.0,119225.0,python-decouple,conda-forge/python-decouple,12.0,2103414.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3405.0,2102437.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,74308.0,3.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +194,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2607,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1511.0,1397.0,mrjob,conda-forge/mrjob,,80888.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,74985.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519548.0,2.0,,,,,,,,,,,,,,,,,,, +195,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-01-10 02:34:24.000,2024-01-09 22:46:36,821.0,44.0,108,32.0,1049.0,17.0,399.0,2441,2024-01-09 22:33:06.000,1.3.20,313.0,32.0,31,True,239.0,233.0,whylogs,,44.0,124733.0,https://pypi.org/project/whylogs,2024-01-09 22:33:48.000,6.0,124731.0,,,,2.0,,,,,,,,,,,,,,,,,,, +196,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2023-12-18 01:57:20.000,2023-12-18 01:37:43,1026.0,22.0,59,22.0,108.0,113.0,76.0,1785,2023-11-27 00:23:41.000,23.5.0,26.0,22.0,31,True,1468.0,1340.0,glom,conda-forge/glom,,2363898.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,128.0,2363199.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28673.0,2.0,,,,,,,,,,,,,,,,,,, +197,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-01-10 23:38:31.000,2024-01-10 17:25:57,1473.0,76.0,252,42.0,653.0,142.0,891.0,1774,2023-12-05 18:42:59.000,1.8.0,118.0,46.0,31,False,337.0,319.0,sdv,conda-forge/sdv,,37172.0,https://pypi.org/project/sdv,2023-12-05 18:41:19.000,18.0,36544.0,https://anaconda.org/conda-forge/sdv,2023-12-05 23:39:59.074,15709.0,2.0,,,,,,,,,,,,,,,,,,, +198,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,99.0,402.0,167.0,379.0,1674,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9200.0,7940.0,influxdb,conda-forge/influxdb,,1729360.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1726360.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,135027.0,3.0,,,,,,,,,,,,,,,,,,, +199,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-01-11 04:04:18.000,2024-01-11 04:04:17,549.0,14.0,77,20.0,220.0,34.0,97.0,1310,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,31,True,11321.0,10908.0,questionary,conda-forge/questionary,,1649227.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,413.0,1647523.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,63079.0,3.0,,,,,,,,,,,,,,,,,,, +200,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1152,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6792.0,6468.0,sshtunnel,conda-forge/sshtunnel,,7061425.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,324.0,7059916.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,132867.0,3.0,,,,,,,,,,,,,,,,,,, +201,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1009,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,283790.0,268584.0,appdirs,conda-forge/appdirs,,19168544.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15206.0,19062744.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9945250.0,3.0,,,,,,,,,,,,,,,,,,, +202,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-12-29 18:30:05.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,116.0,22.0,107.0,460,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7189.0,,rsa,conda-forge/rsa,,129012415.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7189.0,128865772.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13197916.0,3.0,,,,,,,,,,,,,,,,,,, +203,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-01-11 13:08:36.000,2024-01-11 13:08:35,872.0,16.0,64,18.0,472.0,139.0,285.0,372,2023-11-08 17:32:32.000,2.0.1,87.0,36.0,31,True,9578.0,9423.0,param,conda-forge/param,,637024.0,https://pypi.org/project/param,2023-11-08 17:32:32.000,155.0,599735.0,https://anaconda.org/conda-forge/param,2023-11-08 21:17:18.293,1454302.0,3.0,,,,,,,,,,,,,,,,,,, +204,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-01-08 15:42:15.000,2024-01-08 15:42:14,788.0,17.0,48,47.0,696.0,47.0,177.0,57,2023-12-12 23:03:16.000,2.22.0,76.0,67.0,31,False,3310.0,3294.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,3469800.0,https://pypi.org/project/google-cloud-bigtable,2023-12-12 23:03:16.000,16.0,3466866.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,102698.0,3.0,,,,,,,,,,,,,,,,,,, +205,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-01-03 01:48:11.000,2023-12-26 15:01:32,869.0,25.0,38,12.0,55.0,2.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,37.0,31,False,1688.0,,importlib-resources,conda-forge/importlib_resources,,66170792.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1688.0,65766717.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17779311.0,2.0,,,,,,,,,,,,,,,,,,, +206,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-12-26 15:01:15.000,2023-12-26 15:01:14,701.0,26.0,40,4.0,41.0,6.0,65.0,44,2023-09-18 15:18:43.000,3.17.0,49.0,24.0,31,False,4233.0,,zipp,conda-forge/zipp,,149655427.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4233.0,148780366.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35002450.0,3.0,,,,,,,,,,,,,,,,,,, +207,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-12-10 16:40:10.000,2022-05-08 04:08:19,743.0,,971,282.0,297.0,152.0,463.0,20059,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,940.0,856.0,gooey,conda-forge/gooey,572.0,5417.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,84.0,4103.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,72982.0,3.0,,,,,,,,,,,,,,,,,,, +208,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6654,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1745.0,1715.0,faust,,,14588.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,14588.0,,,,3.0,,,,,,,,,,,,,,,,,,, +209,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,92.0,186.0,16.0,429.0,5199,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3555.0,3287.0,transitions,conda-forge/transitions,,412012.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,268.0,401411.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,583059.0,1.0,,,,,,,,,,,,,,,,,,, +210,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4685,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,30,True,4108.0,3525.0,dataset,conda-forge/dataset,,76216.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,583.0,75988.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7778.0,3.0,,,,,,,,,,,,,,,,,,, +211,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,413,78.0,69.0,365.0,194.0,3588,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,15036.0,14498.0,keyboard,conda-forge/keyboard,,184955.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,538.0,184156.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,24785.0,3.0,,,,,,,,,,,,,,,,,,, +212,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2023-12-17 13:31:08.000,2023-12-17 13:31:08,991.0,8.0,141,71.0,66.0,9.0,72.0,3205,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10470.0,9835.0,funcy,conda-forge/funcy,,1394483.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,635.0,1389673.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,404048.0,3.0,,,,,,,,,,,,,,,,,,, +213,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1962.0,1575.0,schematics,conda-forge/schematics,,251135.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,250653.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26054.0,3.0,,,,,,,,,,,,,,,,,,, +214,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-01-03 03:35:17.000,2024-01-03 03:34:41,233.0,1.0,277,48.0,73.0,50.0,113.0,2224,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1119.0,1053.0,datasketch,,19.0,1240955.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1240955.0,,,,3.0,,,,,,,,,,,,,,,,,,, +215,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1920,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,625.0,,fs,conda-forge/fs,,1895676.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,625.0,1886514.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,696370.0,3.0,,,,,,,,,,,,,,,,,,, +216,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-01-11 02:36:28.000,2024-01-11 02:36:10,658.0,22.0,62,16.0,240.0,3.0,54.0,1371,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,21592.0,21068.0,bidict,conda-forge/bidict,,1310808.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,524.0,1306536.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,376008.0,2.0,,,,,,,,,,,,,,,,,,, +217,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-01-10 18:43:06.000,2024-01-10 18:43:05,626.0,25.0,138,22.0,520.0,35.0,254.0,970,2023-08-06 20:31:23.000,0.12.2,44.0,43.0,30,True,2150.0,2020.0,aiocache,,16.0,289927.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,130.0,289927.0,,,,2.0,,,,,,,,,,,,,,,,,,, +218,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-12-26 15:02:15.000,2023-12-26 15:02:14,978.0,16.0,100,22.0,94.0,28.0,83.0,890,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,30,True,1039.0,,inflect,conda-forge/inflect,,4314370.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1039.0,4306075.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,356691.0,2.0,,,,,,,,,,,,,,,,,,, +219,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,880,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5605.0,5280.0,fastcore,conda-forge/fastcore,,531853.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,325.0,529224.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,65737.0,3.0,,,,,,,,,,,,,,,,,,, +220,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,609.0,871,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,30,True,8343.0,7983.0,cx-Oracle,conda-forge/cx_oracle,,2917177.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,360.0,2904913.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,515118.0,3.0,,,,,,,,,,,,,,,,,,, +221,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-01-01 06:23:57.000,2020-10-21 17:48:31,219.0,,77,15.0,271.0,46.0,25.0,678,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,45710.0,43597.0,cached-property,conda-forge/cached-property,,11011461.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2113.0,10912079.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8149324.0,2.0,,,,,,,,,,,,,,,,,,, +222,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-01-08 21:31:43.000,2024-01-08 21:31:42,561.0,21.0,358,36.0,295.0,27.0,125.0,654,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4538.0,3257.0,pysolr,conda-forge/pysolr,,278238.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1281.0,277974.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,21992.0,3.0,,,,,,,,,,,,,,,,,,, +223,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-01-10 20:23:41.000,2023-04-04 13:18:36,954.0,,4527,635.0,753.0,198.0,100.0,23267,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,116.0,100.0,algorithms,conda-forge/algorithms,,1730.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1670.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1983.0,3.0,,,,,,,,,,,,,,,,,,, +224,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8105,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,29,True,677.0,646.0,vaex,conda-forge/vaex,280.0,31158.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,29108.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,178261.0,3.0,,,,,,,,,,,,,,,,,,, +225,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7057,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1303.0,1122.0,records,conda-forge/records,,247273.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,246967.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24843.0,3.0,,,,,,,,,,,,,,,,,,, +226,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-01-10 22:41:57.000,2023-11-17 17:28:01,2687.0,2.0,847,169.0,742.0,21.0,962.0,5626,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,29,True,452.0,438.0,snorkel,conda-forge/snorkel,1053.0,26041.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,25159.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,47018.0,3.0,,,,,,,,,,,,,,,,,,, +227,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-01-03 23:12:38.000,2024-01-03 23:12:34,3047.0,11.0,222,29.0,292.0,98.0,761.0,3303,2023-11-29 17:37:15.000,0.23.1,115.0,80.0,29,True,125.0,118.0,ploomber,conda-forge/ploomber,,7324.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,4696.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,81486.0,3.0,,,,,,,,,,,,,,,,,,, +228,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-01-09 20:42:38.000,2023-11-26 21:16:28,3858.0,10.0,316,37.0,338.0,151.0,542.0,2467,2023-10-09 19:54:22.000,2.8,210.0,102.0,29,True,109.0,97.0,pyinfra,,,32698.0,https://pypi.org/project/pyinfra,2023-10-14 20:40:02.000,12.0,32698.0,,,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +229,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,56.0,73.0,15.0,64.0,2413,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8405.0,7999.0,addict,conda-forge/addict,21.0,2670973.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,406.0,2666232.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,426765.0,3.0,,,,,,,,,,,,,,,,,,, +230,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1771,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,26.0,,datatable,conda-forge/datatable,2235.0,54895.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,26.0,54234.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23387.0,3.0,,,,,,,,,,,,,,,,,,, +231,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,1.0,315,70.0,401.0,109.0,367.0,1485,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,245.0,220.0,mleap,conda-forge/mleap,,194960.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,193184.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78168.0,3.0,,,,,,,,,,,,,,,,,,, +232,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-01-10 14:58:13.000,2024-01-10 14:50:06,798.0,23.0,65,15.0,451.0,185.0,178.0,1436,2023-10-22 23:01:49.000,0.11.0,32.0,27.0,29,True,2706.0,2691.0,prisma,,,54986.0,https://pypi.org/project/prisma,2023-10-22 22:59:53.000,15.0,54986.0,,,,3.0,,,,,,,,,,,,,,,,,,, +233,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-01-08 17:38:48.000,2024-01-08 17:38:44,834.0,36.0,47,12.0,259.0,10.0,90.0,1337,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1597.0,1560.0,python-benedict,conda-forge/python-benedict,,495367.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,37.0,491487.0,https://anaconda.org/conda-forge/python-benedict,2023-12-27 13:02:12.486,147474.0,3.0,,,,,,,,,,,,,,,,,,, +234,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-12-30 05:14:08.000,2023-12-23 12:37:26,1733.0,16.0,81,15.0,427.0,108.0,243.0,1201,2023-12-23 12:43:19.000,1.2.0,248.0,42.0,29,True,328.0,317.0,piccolo,,,11344.0,https://pypi.org/project/piccolo,2023-12-23 12:43:19.000,11.0,11344.0,,,,3.0,,,,,,,,,,,,,,,,,,, +235,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-12-26 15:16:30.000,2023-12-26 15:16:29,1244.0,25.0,145,39.0,83.0,2.0,132.0,1077,2023-12-04 20:30:00.000,16.9.0,22.0,52.0,29,True,153.0,,path,conda-forge/path,,1321746.0,https://pypi.org/project/path,2023-12-04 20:29:42.000,153.0,1310719.0,https://anaconda.org/conda-forge/path,2023-12-25 23:28:20.660,485230.0,3.0,,,,,,,,,,,,,,,,,,, +236,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,18.0,130,27.0,44.0,9.0,75.0,930,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,463.0,,email-validator,conda-forge/email-validator,,7716236.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,463.0,7712842.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,142554.0,3.0,,,,,,,,,,,,,,,,,,, +237,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,47,17.0,75.0,1.0,88.0,819,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,29,True,26895.0,25580.0,natsort,conda-forge/natsort,,3512048.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1315.0,3472497.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1502974.0,3.0,,,,,,,,,,,,,,,,,,, +238,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,66,23.0,49.0,6.0,90.0,521,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17301.0,15113.0,scandir,conda-forge/scandir,,3201703.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3166692.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1365450.0,3.0,,,,,,,,,,,,,,,,,,, +239,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-12-18 17:58:32.000,2023-12-14 07:08:28,722.0,12.0,46,11.0,88.0,12.0,97.0,486,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5173.0,4899.0,python-rapidjson,conda-forge/python-rapidjson,,1806652.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,274.0,1769469.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1450175.0,3.0,,,,,,,,,,,,,,,,,,, +240,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,1.0,32,9.0,78.0,3.0,26.0,403,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,38693.0,38395.0,srsly,conda-forge/srsly,,5156981.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,298.0,5124665.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1389588.0,3.0,,,,,,,,,,,,,,,,,,, +241,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,52,9.0,46.0,20.0,21.0,135,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,58131.0,55828.0,isodate,conda-forge/isodate,,79960606.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2303.0,79910887.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4673629.0,3.0,,,,,,,,,,,,,,,,,,, +242,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-25 18:32:01.000,,,,897,,,281.0,,3447,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,28,True,8717.0,8244.0,confluent-kafka,conda-forge/python-confluent-kafka,,10350380.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,473.0,10329654.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,808347.0,3.0,,,,,,,,,,,,,,,,,,, +243,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,195,29.0,53.0,82.0,127.0,3356,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,28,True,51.0,,pandarallel,conda-forge/pandarallel,,489340.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,487155.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,67740.0,3.0,"['pandas', 'jupyter']",,,,,,,,,,,,,,,,,, +244,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2023-12-14 16:21:07.000,2023-12-14 16:21:06,1159.0,1.0,587,175.0,464.0,94.0,476.0,3012,2023-10-09 16:58:32.000,1.82.1,95.0,84.0,28,False,272.0,239.0,arctic,conda-forge/arctic,209.0,3342.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,2790.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30838.0,3.0,,,,,,,,,,,,,,,,,,, +245,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,94.0,110.0,31.0,127.0,2768,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7098.0,6939.0,sklearn-pandas,conda-forge/sklearn-pandas,,191379.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,189597.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67718.0,3.0,"['sklearn', 'pandas']",,,,,,,,,,,,,,,,,, +246,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2632,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2373.0,2328.0,gino,,,16677.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,16677.0,,,,3.0,,,,,,,,,,,,,,,,,,, +247,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,,117,23.0,111.0,50.0,42.0,1946,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7699.0,7603.0,gin-config,conda-forge/gin-config,,156066.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,96.0,155543.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,23021.0,3.0,,,,,,,,,,,,,,,,,,, +248,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-01-08 17:02:23.000,2023-06-20 15:54:36,2284.0,,176,39.0,372.0,35.0,263.0,1938,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,170309.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,165461.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,179392.0,3.0,,,,,,,,,,,,,,,,,,, +249,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,213.0,177.0,mongo-connector,,,7035.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,7035.0,,,,3.0,,,,,,,,,,,,,,,,,,, +250,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1423,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10929.0,9419.0,blessings,conda-forge/blessings,,905835.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,899299.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,281053.0,3.0,,,,,,,,,,,,,,,,,,, +251,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,1.0,101,34.0,72.0,3.0,67.0,1416,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,28,True,2938.0,,python-slugify,conda-forge/python-slugify,,11495209.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2938.0,11449953.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1900780.0,3.0,,,,,,,,,,,,,,,,,,, +252,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1096,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,28,False,4613.0,4380.0,sqlitedict,conda-forge/sqlitedict,,450356.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,233.0,447917.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,97576.0,3.0,,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +253,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1095,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,28,False,220.0,,redis-py-cluster,,4079.0,1850127.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,220.0,1850090.0,,,,3.0,,,,,,,,,,,,,,,,,,, +254,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-01-04 19:33:47.000,2023-10-10 14:12:37,1994.0,,136,42.0,420.0,115.0,251.0,953,2023-05-29 19:24:00.928,0.7.0,30.0,86.0,28,True,1997.0,1868.0,intake,conda-forge/intake,,54007.0,https://pypi.org/project/intake,2023-12-04 21:17:26.000,129.0,45438.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,531281.0,3.0,,,,,,,,,,,,,,,,,,, +255,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-01-09 04:40:42.000,2023-12-13 01:11:40,534.0,56.0,81,21.0,235.0,72.0,83.0,922,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3172.0,3166.0,odmantic,,,19650.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,19650.0,,,,3.0,,,,,,,,,,,,,,,,,,, +256,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,684,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10871.0,9633.0,parsedatetime,conda-forge/parsedatetime,,5932471.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,5930402.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,182142.0,3.0,,,,,,,,,,,,,,,,,,, +257,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-01-11 04:29:11.000,2024-01-08 17:50:07,7003.0,282.0,32,10.0,272.0,42.0,561.0,385,2024-01-08 21:02:06.000,2.1.2,194.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,8739.0,https://pypi.org/project/static-frame,2024-01-08 21:02:06.000,2.0,1597.0,https://anaconda.org/conda-forge/static-frame,2024-01-09 18:49:29.936,314267.0,3.0,,,,,,,,,,,,,,static-frame/static-frame,,,,, +258,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,234,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1327.0,1254.0,tabulator,conda-forge/tabulator-py,,153985.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,153298.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54334.0,3.0,,,,,,,,,,,,,,,,,,, +259,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,202,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,12713.0,12307.0,ordered-set,conda-forge/ordered-set,,11991124.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,406.0,11986304.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,448309.0,3.0,,,,,,,,,,,,,,,,,,, +260,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-01-09 07:11:25.000,2022-03-10 10:33:50,585.0,,559,82.0,261.0,125.0,129.0,3688,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,89302.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,89045.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22622.0,3.0,,,,,,,,,,,,,,,,,,, +261,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-01-09 21:39:11.000,2024-01-09 21:39:11,296.0,5.0,286,29.0,143.0,113.0,134.0,2950,2024-01-06 21:28:02.000,1.43.0,85.0,32.0,27,True,104.0,102.0,img2dataset,,1482.0,36100.0,https://pypi.org/project/img2dataset,2024-01-06 21:28:02.000,2.0,36049.0,,,,3.0,,,,,,,,,,,,,,,,,,, +262,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-01-11 10:31:32.000,2024-01-11 00:40:25,5654.0,27.0,507,107.0,952.0,590.0,961.0,2119,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,135.0,27,False,76.0,,wx,conda-forge/wxpython,3757.0,19289.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2023-07-14 19:00:49.821,750212.0,3.0,,,,,,,,,,,,,,,,,,, +263,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,157,30.0,48.0,51.0,13.0,1900,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2291.0,,retrying,conda-forge/retrying,,10098385.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2291.0,10080359.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1586362.0,3.0,,,,,,,,,,,,,,,,,,, +264,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-12-18 11:05:43.000,2023-12-18 11:05:39,2735.0,32.0,134,49.0,304.0,45.0,194.0,1500,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,307.0,224.0,enaml,conda-forge/enaml,744.0,5352.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,1630.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,159624.0,3.0,,,,,,,,,,,,,,,,,,, +265,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,86.0,73.0,1374,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2370.0,2101.0,strictyaml,conda-forge/strictyaml,,1030955.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,269.0,1027846.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,214535.0,3.0,,,,,,,,,,,,,,,,,,, +266,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1282,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2697.0,2605.0,pandasql,conda-forge/pandasql,,1654956.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,92.0,1640797.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,438953.0,3.0,['pandas'],,,,,,,,,,,,,,,,,, +267,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,22.0,62.0,25.0,104.0,856,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2553.0,2429.0,pyahocorasick,conda-forge/pyahocorasick,,564082.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,124.0,558778.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,206875.0,3.0,,,,,,,,,,,,,,,,,,, +268,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-01-05 04:24:07.000,2024-01-05 04:24:06,717.0,25.0,44,22.0,556.0,8.0,33.0,756,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,27,True,116.0,,janus,conda-forge/janus,,649048.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,116.0,648745.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,16699.0,3.0,,,,,,,,,,,,,,,,,,, +269,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,85,25.0,51.0,7.0,39.0,728,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,866.0,,munch,conda-forge/munch,,1985883.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,866.0,1502278.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3868842.0,3.0,,,,,,,,,,,,,,,,,,, +270,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,682,2023-07-23 16:18:40.000,1.7,28.0,53.0,27,True,15984.0,14496.0,configargparse,conda-forge/configargparse,,3281886.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1488.0,3259971.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,767047.0,3.0,,,,,,,,,,,,,,,,,,, +271,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,608,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1052.0,819.0,happybase,conda-forge/happybase,,46801.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,45041.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160214.0,3.0,,,,,,,,,,,,,,,,,,, +272,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,576,,,8.0,12.0,27,False,61828.0,59434.0,dataclasses,conda-forge/dataclasses,,10758513.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2394.0,10588695.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11547673.0,3.0,,,,,,,,,,,,,,,,,,, +273,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,141,25.0,106.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6422.0,5067.0,beaker,conda-forge/beaker,,242186.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1355.0,241299.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72774.0,3.0,,,,,,,,,,,,,,,,,,, +274,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,481,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,4069.0,3802.0,pyscreenshot,,,120337.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,267.0,120337.0,,,,3.0,,,,,,,,,,,,,,,,,,, +275,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,477,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7273.0,4888.0,pylibmc,conda-forge/pylibmc,479.0,148207.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2385.0,142646.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215809.0,3.0,,,,,,,,,,,,,,,,,,, +276,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,36192.0,32780.0,configobj,conda-forge/configobj,405.0,3022804.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3412.0,3011308.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,758564.0,3.0,,,,,,,,,,,,,,,,,,, +277,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-01-11 07:31:20.000,2023-05-03 07:41:22,164.0,,38,9.0,29.0,28.0,31.0,252,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2805.0,,send2trash,conda-forge/send2trash,,11682574.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2805.0,11505255.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12767010.0,3.0,,,,,,,,,,,,,,,,,,, +278,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47101.0,39101.0,futures,conda-forge/futures,,8676829.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,8662616.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1264999.0,3.0,,,,,,,,,,,,,,,,,,, +279,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,1.0,21,7.0,57.0,4.0,7.0,167,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,34746.0,34662.0,catalogue,conda-forge/catalogue,,4826104.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,84.0,4797196.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1214172.0,3.0,,,,,,,,,,,,,,,,,,, +280,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2506.0,2214.0,cloudant,conda-forge/cloudant,,101870.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,100619.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110113.0,3.0,,,,,,,,,,,,,,,,,,, +281,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,30,8.0,47.0,6.0,36.0,79,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63007.0,58675.0,pathlib2,conda-forge/pathlib2,,6072000.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4332.0,6002699.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2633451.0,3.0,,,,,,,,,,,,,,,,,,, +282,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,91.0,361.0,3188,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,155.0,133.0,flexx,conda-forge/flexx,,1496.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,347.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103430.0,3.0,,,,,,,,,,,,,,,,,,, +283,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,31.0,82.0,17.0,127.0,2404,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,26,True,1257.0,1211.0,swifter,conda-forge/swifter,,395191.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,387968.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,310593.0,3.0,['pandas'],,,,,,,,,,,,,,,,,, +284,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,21.0,141.0,2306,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,26,True,360.0,,python-box,conda-forge/python-box,39.0,6629321.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,360.0,6617415.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,500082.0,3.0,,,,,,,,,,,,,,,,,,, +285,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,,130,49.0,61.0,14.0,123.0,2280,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,767.0,745.0,pyfunctional,,,191385.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,191385.0,,,,3.0,,,,,,,,,,,,,,,,,,, +286,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,1.0,146,32.0,228.0,71.0,142.0,1766,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,534.0,513.0,arq,conda-forge/arq,,75391.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,75107.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9403.0,3.0,,,,,,,,,,,,,,,,,,, +287,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-01-09 12:15:32.000,2023-12-10 22:27:55,150.0,27.0,43,17.0,101.0,6.0,4.0,1234,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,26,True,3066.0,3049.0,asyncer,conda-forge/asyncer,,81136.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,80868.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6455.0,3.0,,,,,,,,,,,,,,,,,,, +288,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,204.0,1164,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,263.0,229.0,parallel-ssh,,377.0,106902.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,106899.0,,,,3.0,,,,,,,,,,,,,,,,,,, +289,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1085,2023-08-14 23:38:46.000,0.20,20.0,16.0,26,True,6482.0,6358.0,immutables,conda-forge/immutables,,604462.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,124.0,582668.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,958973.0,3.0,,,,,,,,,,,,,,,,,,, +290,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,955,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2478.0,1970.0,bcolz,conda-forge/bcolz,,8963.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4839.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,342312.0,3.0,,,,,,,,,,,,,,,,,,, +291,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,,50,9.0,30.0,14.0,77.0,616,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,26,True,1281.0,1256.0,pysimdjson,conda-forge/pysimdjson,,679716.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,25.0,677630.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,81361.0,3.0,,,,,,,,,,,,,,,,,,, +292,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,18046.0,18030.0,umongo,conda-forge/umongo,,30091.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,29878.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5966.0,3.0,,,,,,,,,,,,,,,,,,, +293,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-12-25 09:22:54.000,2023-12-25 08:49:42,3501.0,51.0,34,16.0,81.0,24.0,4.0,247,2022-09-07 10:31:33.181,0.90.10,550.0,74.0,26,True,61.0,36.0,dbnd,,,237688.0,https://pypi.org/project/dbnd,2023-12-25 09:17:27.000,25.0,237688.0,,,,3.0,,,,,,,,,,,,,,,,,,, +294,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,4.0,63,19.0,45.0,20.0,17.0,197,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13093.0,,ptyprocess,conda-forge/ptyprocess,,34745012.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13093.0,34572897.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16006740.0,3.0,,,,,,,,,,,,,,,,,,, +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,76542.0,73824.0,contextlib2,conda-forge/contextlib2,,14036130.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2718.0,14023636.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1186996.0,3.0,,,,,,,,,,,,,,,,,,, +296,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6155,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,117.0,113.0,powerline-shell,,,1303.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1303.0,,,,3.0,,,,,,,,,,,,,,,,,,, +297,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,141,58.0,248.0,95.0,108.0,1568,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,200.0,167.0,bonobo,,,14035.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,14035.0,,,,3.0,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +298,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,105.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,89.0,62.0,streamparse,,,5053.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,5053.0,,,,3.0,,,,,,,,,,,,,,,,,,, +299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1257,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,1308.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1308.0,,,,3.0,,,,,,,,,,,,,,,,,,, +300,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2023-03-15 13:43:36.000,2021-04-29 14:20:17,188.0,,145,45.0,53.0,20.0,19.0,1211,2022-11-07 10:52:28.900,5.13.0,106.0,26.0,25,False,355.0,,singer-python,,,1379849.0,https://pypi.org/project/singer-python,2022-11-07 10:52:28.900,355.0,1379849.0,,,,3.0,,,,,,,,,,,,,,,,,,, +301,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-12-06 13:15:19.000,2023-12-06 13:15:17,750.0,2.0,80,14.0,133.0,35.0,101.0,920,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,261.0,,mss,conda-forge/python-mss,,523356.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,261.0,522512.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,36325.0,3.0,,,,,,,,,,,,,,,,,,, +302,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-01-04 10:41:16.000,2024-01-04 10:41:13,9948.0,9.0,43,14.0,10.0,6.0,8.0,489,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,,82215.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,82215.0,,,,3.0,['pandas'],,,,,,,,,,,,,polyaxon/traceml,,,,, +303,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-01-01 19:24:40.000,2024-01-01 19:24:33,370.0,7.0,32,7.0,137.0,3.0,81.0,145,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,25,True,1114.0,1069.0,everett,conda-forge/everett,,79565.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,78166.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,54580.0,3.0,,,,,,,,,,,,,,,,,,, +304,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,297.0,1812.0,68,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8479.0,,openpyxl,openpyxl,,61775089.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8449.0,61772958.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,207743.0,3.0,,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +305,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,10.0,4,3.0,182.0,23.0,760.0,6,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,25,False,645.0,,py2neo,conda-forge/py2neo,,27736.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,645.0,26933.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63487.0,3.0,,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,139.0,64.0,storm,,,2191.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,75.0,2191.0,,,,3.0,,,,,,,,,,,,,,,,,,, +307,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2023-12-27 18:16:56.000,2023-10-02 06:28:26,631.0,,408,45.0,176.0,258.0,109.0,2487,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,4628.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,4628.0,,,,3.0,,,,,,,,,,,,,,,,,,, +308,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,94,42.0,42.0,24.0,47.0,1495,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,126.0,115.0,pypeln,conda-forge/pypeln,,195074.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,194724.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14735.0,3.0,,,,,,,,,,,,,,,,,,, +309,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-01-01 14:09:18.000,2023-05-19 04:32:00,6411.0,,227,39.0,1045.0,9.0,209.0,1414,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,1.0,1.0,optimuspyspark,,,7030.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,7030.0,,,,3.0,['spark'],,,,,,,,,,,,,,,,,, +310,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-01-08 10:35:34.000,2023-12-14 12:24:12,327.0,4.0,80,44.0,245.0,46.0,41.0,1325,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,38.0,28.0,tasktiger,,,2492.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,2492.0,,,,3.0,,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,43.0,10.0,2.0,12.0,1074,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2331.0,2161.0,pluginbase,conda-forge/pluginbase,,533933.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,529715.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303731.0,3.0,,,,,,,,,,,,,,,,,,, +312,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,13.0,35,12.0,65.0,13.0,19.0,744,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,269.0,238.0,dirty-equals,conda-forge/dirty-equals,,174243.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,172421.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,40104.0,3.0,,,,,,,,,,,,,,,,,,, +313,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-12-06 23:44:30.000,2023-10-27 23:08:49,1413.0,14.0,46,18.0,137.0,3.0,13.0,702,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,16811.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,14396.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,67641.0,3.0,,,,,,,,,,,,,,,,,,, +314,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,140,10.0,22.0,29.0,19.0,682,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3339.0,3099.0,ratelimit,conda-forge/ratelimit,,5895644.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,240.0,5895270.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13486.0,3.0,,,,,,,,,,,,,,,,,,, +315,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-01-01 11:44:49.000,2023-12-13 20:28:22,258.0,4.0,56,8.0,62.0,17.0,53.0,483,2023-12-13 20:43:21.000,2.2.2,56.0,16.0,24,True,461.0,431.0,cachier,,,27055.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,27055.0,,,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,, +316,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,475,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,752.0,661.0,hickle,conda-forge/hickle,,29443.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,29044.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,23980.0,3.0,,,,,,,,,,,,,,,,,,, +317,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,11794.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,11794.0,,,,3.0,,,,,,,,,,,,,,,,,,, +318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,18.0,23,18.0,177.0,10.0,16.0,353,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,389.0,350.0,aiomisc,,,10017.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,39.0,10017.0,,,,3.0,,,,,,,,,,,,,,,,,,, +319,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,29,11.0,51.0,21.0,35.0,316,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,24,True,399.0,,typing_inspect,conda-forge/typing_inspect,,23113619.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,399.0,23083855.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1696601.0,3.0,,,,,,,,,,,,,,,,,,, +320,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,311,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,214.0,192.0,pyhdb,,101.0,368320.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,368319.0,,,,3.0,,,,,,,,,,,,,,,,,,, +321,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,264,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,918.0,831.0,deepdish,conda-forge/deepdish,,9690.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,8624.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91744.0,3.0,,,,,,,,,,,,,,,,,,, +322,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5937.0,4602.0,clint,conda-forge/clint,117.0,82270.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1335.0,81659.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56293.0,3.0,,,,,,,,,,,,,,,,,,, +323,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8028.0,,entrypoints,conda-forge/entrypoints,,12335641.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8028.0,12142415.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,17970096.0,3.0,,,,,,,,,,,,,,,,,,, +324,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10553,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,22.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,22.0,,,,2.0,,,,,,,,,,,,,,,,,,, +325,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1557,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,197.0,173.0,commonregex,,,101856.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,101856.0,,,,3.0,,,,,,,,,,,,,,,,,,, +326,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-12-21 14:11:29.000,2023-12-21 14:11:28,87.0,6.0,29,8.0,53.0,14.0,11.0,285,2023-12-21 12:00:14.000,0.10.0,14.0,14.0,23,True,391.0,334.0,rtoml,,,84985.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,57.0,84985.0,,,,3.0,,,,,,,,,,,,,,,,,,, +327,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,151,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1025.0,978.0,filedepot,,,11119.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,47.0,11119.0,,,,3.0,,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2840.0,2644.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,67.0,113374.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,113011.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27299.0,3.0,,,,,,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3498,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,437.0,403.0,pampy,,,20480.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,20480.0,,,,3.0,,,,,,,,,,,,,,,,,,, +330,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-12-18 15:46:43.157,2023-12-17 20:58:02,84.0,3.0,141,33.0,11.0,10.0,168.0,3219,2023-12-17 21:02:00.000,2.1.20,65.0,1.0,22,False,203.0,203.0,ptext-joris-schellekens,conda-forge/borb,,1620.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-12-18 15:46:43.157,46981.0,3.0,,,,,,,,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2477,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,22507.0,703.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1802,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,206.0,175.0,bashplotlib,,,2694.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2694.0,,,,3.0,,,,,,,,,,,,,,,,,,, +333,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1342,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,184.0,163.0,pinject,conda-forge/pinject,,46367.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,21.0,46194.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4867.0,3.0,,,,,,,,,,,,,,,,,,, +334,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,860,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,232.0,213.0,unsync,conda-forge/unsync,,30130.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,29849.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12111.0,3.0,,,,,,,,,,,,,,,,,,, +335,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,853,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,193.0,164.0,rows,,38.0,510.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,510.0,,,,3.0,,,,,,,,,,,,,,,,,,, +336,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,842,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1452.0,1351.0,pickledb,,,10802.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,101.0,10802.0,,,,3.0,,,,,,,,,,,,,,,,,,, +337,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,15.0,183.0,16.0,122.0,560,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,117.0,108.0,pypyr,conda-forge/pypyr,,2862.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2309.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13279.0,3.0,,,,,,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,516,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11435.0,9388.0,unipath,,,43474.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,43474.0,,,,3.0,,,,,,,,,,,,,,,,,,, +339,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,22,False,195.0,187.0,pysparkling,conda-forge/pysparkling,,7517.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,7383.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4589.0,3.0,,,,,,,,,,,,,,,,,,, +340,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-09 16:55:47.000,2023-12-29 18:22:12,5453.0,13.0,44,15.0,625.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,7.0,7.0,batchflow,,,196.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,196.0,,,,3.0,,,,,,,,,,,,,,,,,,, +341,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,18,6.0,64.0,10.0,24.0,156,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,208.0,196.0,aioprometheus,,,121392.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,121392.0,,,,3.0,,,,,,,,,,,,,,,,,,, +342,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-01-08 17:36:42.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,15.0,15.0,143,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,299.0,261.0,docopt-ng,,,79289.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,79289.0,,,,3.0,,,,,,,,,,,,,,,,,,, +343,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,2.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2274.0,2146.0,stopit,conda-forge/stopit,,601628.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,591051.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,761561.0,3.0,,,,,,,,,,,,,,,,,,, +344,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-01-07 05:40:02.000,2024-01-07 05:30:55,1782.0,55.0,5,3.0,785.0,18.0,36.0,51,2024-01-07 05:39:51.000,4.7.3,68.0,8.0,22,False,68.0,60.0,click-extra,,245.0,3088.0,https://pypi.org/project/click-extra,2024-01-07 05:39:36.000,8.0,3079.0,,,,3.0,,,,,,,,,,,,,,,,,,, +345,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,98.0,31.0,18.0,58.0,3242,,,4.0,19.0,21,False,609.0,579.0,macropy3,,,131.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,131.0,,,,3.0,,,,,,,,,,,,,,,,,,, +346,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2696,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,6.0,5.0,dpark,,,7.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,7.0,,,,3.0,['spark'],,,,,,,,,,,,,,,,,, +347,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1221,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,608.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,608.0,,,,3.0,,,,,,,,,,,,,,,,,,, +348,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,43,12.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4537.0,3349.0,awesome-slugify,conda-forge/awesome-slugify,,43924.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,43179.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69332.0,3.0,,,,,,,,,,,,,,,,,,, +349,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,284,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,167.0,161.0,datatest,,,12239.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,12239.0,,,,3.0,,,,,,,,,,,,,,,,,,, +350,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,207,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,10443.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10443.0,,,,3.0,,,,,,,,,,,,,,,,,,, +351,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,127,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2141.0,2078.0,coolname,conda-forge/coolname,,357563.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,63.0,355379.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,80817.0,3.0,,,,,,,,,,,,,,,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,68.0,4.0,1.0,40.0,2135,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,52.0,43.0,pypattyrn,,,1427.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1427.0,,,,3.0,,,,,,,,,,,,,,,,,,, +353,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,714,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,65.0,59.0,pdpipe,conda-forge/pdpipe,,2026.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1268.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28825.0,3.0,['pandas'],,,,,,,,,,,,,,,,,, +354,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,20,10.0,32.0,22.0,21.0,650,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,69.0,66.0,pugsql,,,3193.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,3193.0,,,,3.0,,,,,,,,,,,,,,,,,,, +355,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-01-09 17:42:59.000,2024-01-09 17:42:54,580.0,195.0,25,4.0,85.0,7.0,15.0,522,2024-01-07 17:39:57.000,1.5.2,55.0,7.0,20,True,2.0,,pipeless-ai,,457.0,198.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,107.0,,,,1.0,,,,,,,,,,,,,,,,,,, +356,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,352,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,20,False,706.0,623.0,pymodm,conda-forge/pymodm,,7511.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,7401.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5203.0,3.0,,,,,,,,,,,,,,,,,,, +357,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,1.0,48,15.0,34.0,25.0,11.0,288,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,20,True,419.0,400.0,price-parser,,,61325.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,61325.0,,,,3.0,,,,,,,,,,,,,,,,,,, +358,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,8538.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8311.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21201.0,3.0,,,,,,,,,,,,,,,,,,, +359,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-01-10 18:47:26.000,2024-01-10 18:47:14,667.0,38.0,22,4.0,258.0,,,264,2023-09-08 15:06:42.000,1.1.186,81.0,10.0,20,True,5.0,5.0,upgini,,,6065.0,https://pypi.org/project/upgini,,,6065.0,,,,3.0,,,,,,,,,,,,,,,,,,, +360,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,203,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,892.0,888.0,gsheetsdb,,,55659.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,55659.0,,,,3.0,,,,,,,,,,,,,,,,,,, +361,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459,157.0,142.0,78.0,27.0,1982,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,,,,,,,,,,3.0,['spark'],,,,,,,,,,,,,,,,,, +362,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,214,40.0,56.0,83.0,39.0,1409,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,19,True,,,excalibur-py,,11419.0,1075.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,894.0,,,,3.0,,,,,,,,,,,,,,,,,,, +363,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-01-08 12:28:59.000,2024-01-07 14:51:18,2965.0,100.0,134,29.0,221.0,40.0,355.0,1320,,,,48.0,19,True,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +364,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,879,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,43.0,31.0,mrq,,,18.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,18.0,,,,3.0,,,,,,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,157.0,130.0,queries,,,2849.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2849.0,,,,3.0,,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,84.0,80.0,typical,conda-forge/typical,,2497.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1404.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35007.0,3.0,,,,,,,,,,,,,,,,,,, +367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,105,56.0,74.0,26.0,16.0,2037,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,69.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,69.0,,,,3.0,,,,,,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1609,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,151.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,151.0,,,,3.0,,,,,,,,,,,,,,,,,,, +369,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,968,,,,1000.0,18,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +370,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,41.0,33.0,bounter,,,559.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,559.0,,,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,, +371,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,34.0,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,6.0,5.0,fletcher,conda-forge/fletcher,21.0,1028.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,37.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65470.0,3.0,['pandas'],,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1359,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,49.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,49.0,,,,3.0,,,,,,,,,,,,,,,,,,, +373,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,57,36.0,46.0,14.0,58.0,1105,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,5.0,5.0,colout,,,106.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,106.0,,,,3.0,,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,75,23.0,19.0,11.0,13.0,949,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,78.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,78.0,,,,3.0,,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,66,19.0,28.0,42.0,30.0,844,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,1139.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1139.0,,,,3.0,,,,,,,,,,,,,,,,,,, +376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,431,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,424.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,424.0,,,,3.0,,2.0,,,,,,,,,,,,,,,,, +377,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,181,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,142136.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,142136.0,,,,3.0,,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,26.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,26.0,,,,3.0,,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,17.0,278.0,127.0,78.0,613,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,466.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,466.0,,,,3.0,['jupyter'],,,,,,,,,,,,,,,,,, +380,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-01-10 17:23:21.000,2024-01-04 16:06:31,123.0,6.0,8,14.0,164.0,,9.0,271,2024-01-10 10:22:58.000,0.19.7,107.0,16.0,16,True,2.0,2.0,squirrel-core,squirrel-core,,1457.0,https://pypi.org/project/squirrel-core,2024-01-10 10:22:58.000,,1457.0,https://anaconda.org/anaconda/squirrel-core,,,3.0,,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1193,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,25.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,25.0,,,,3.0,,,,,,,,,,,,,,,,,,, +382,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-01-11 09:15:10.000,2024-01-11 09:15:08,942.0,128.0,21,2.0,799.0,8.0,18.0,252,2023-11-30 10:36:03.000,0.1.52,35.0,14.0,15,False,,,the-guide,,,14.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,14.0,,,,3.0,,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,717,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,46.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,46.0,,,,3.0,,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,97,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,40.0,35.0,cleverdict,,,212.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,212.0,,,,3.0,,,,,,,,,,,,,,,,,,, +385,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,708.0,699.0,millify,,,26798.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,26798.0,,,,3.0,,,,,,,,,,,,,,,,,,, +386,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,77.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,77.0,,,,3.0,,,,,,,,,,,,,,,,,,, +387,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,64,21.0,2.0,2.0,1.0,544,2020-11-12 16:12:54.000,zen,22.0,3.0,12,False,6.0,6.0,pandapy,,,18.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,18.0,,,,3.0,['pandas'],,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,127.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,127.0,,,,3.0,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,363,,,,12.0,10,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,780,,,,3.0,7,False,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 5f1558d..efbd635 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- click (πŸ₯‡46 Β· ⭐ 15K Β· πŸ“ˆ) - Python composable command line interface toolkit. BSD-3 -- attrs (πŸ₯‡42 Β· ⭐ 5K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT -- filesystem_spec (πŸ₯‡40 Β· ⭐ 710 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 -- python-fire (πŸ₯ˆ37 Β· ⭐ 26K Β· πŸ“ˆ) - Python Fire is a library for automatically generating.. Apache-2 -- questionary (πŸ₯‰31 Β· ⭐ 1.3K Β· πŸ“ˆ) - Python library to build pretty command line user prompts Easy to.. MIT +- pandas (πŸ₯‡53 Β· ⭐ 41K Β· πŸ“ˆ) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +- redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +- polars (πŸ₯‡41 Β· ⭐ 23K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- kivy (πŸ₯‡41 Β· ⭐ 17K Β· πŸ“ˆ) - Open source UI framework written in Python, running on Windows, Linux,.. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- watchdog (πŸ₯ˆ35 Β· ⭐ 6.1K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 -- cx-Oracle (πŸ₯‰30 Β· ⭐ 870 Β· πŸ“‰) - Python interface to Oracle Database now superseded by python-.. BSD-3 -- Vaex (πŸ₯‰28 Β· ⭐ 8.1K Β· πŸ“‰) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- price-parser (πŸ₯‰19 Β· ⭐ 280 Β· πŸ“‰) - Extract price amount and currency symbol from a raw text.. BSD-3 +- jsonschema (πŸ₯‡40 Β· ⭐ 4.3K Β· πŸ“‰) - An implementation of the JSON Schema specification for Python. MIT +- joblib (πŸ₯ˆ39 Β· ⭐ 3.5K Β· πŸ“‰) - Computing with Python functions. BSD-3 +- uvloop (πŸ₯‡38 Β· ⭐ 9.8K Β· πŸ“‰) - Ultra fast asyncio event loop. Apache-2 +- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.1K Β· πŸ“‰) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯‰33 Β· ⭐ 2.8K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 From b5a83c2a37e0b227a0538ebf4d9138b32c981fe0 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 18 Jan 2024 13:57:56 +0000 Subject: [PATCH 48/70] Update best-of list for version 2024.01.18 --- README.md | 1221 +++++++++++++++---------------- history/2024-01-18_changes.md | 20 + history/2024-01-18_projects.csv | 392 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1019 insertions(+), 634 deletions(-) create mode 100644 history/2024-01-18_changes.md create mode 100644 history/2024-01-18_projects.csv diff --git a/README.md b/README.md index 5ac978d..aa8a78d 100644 --- a/README.md +++ b/README.md @@ -84,29 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M Back to top -
protobuf (πŸ₯‡52 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 - -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 38M Β· πŸ“¦ 570K Β· πŸ“‹ 6K - 13% open Β· ⏱️ 11.01.2024): - - ``` - git clone https://github.com/protocolbuffers/protobuf - ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 17K Β· ⏱️ 10.01.2024): - ``` - pip install protobuf - ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 09.10.2023): - ``` - conda install -c conda-forge protobuf - ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): - ``` - npm install google-protobuf - ``` -
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 330K Β· πŸ“¦ 87K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 330K Β· πŸ“¦ 88K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/google/flatbuffers @@ -119,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 770K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 760K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯‡40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 110K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 10.01.2024): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -140,6 +120,26 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge marshmallow ```
+
protobuf (πŸ₯ˆ36 Β· ⭐ 63K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 + +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 15K): + + ``` + git clone https://github.com/protocolbuffers/protobuf + ``` +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 17K Β· ⏱️ 10.01.2024): + ``` + pip install protobuf + ``` +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 09.10.2023): + ``` + conda install -c conda-forge protobuf + ``` +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 4.9M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): + ``` + npm install google-protobuf + ``` +
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 - [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 05.01.2024): @@ -158,12 +158,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
dill (πŸ₯ˆ35 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 41M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 40M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): ``` pip install dill ``` @@ -179,7 +179,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 17M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -190,12 +190,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.7M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.5M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -220,36 +220,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge orjson ```
-
cloudpickle (πŸ₯‰34 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 +
msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 3% open Β· ⏱️ 20.12.2023): ``` - git clone https://github.com/cloudpipe/cloudpickle + git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 33M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 50M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` - pip install cloudpickle + pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 16M Β· ⏱️ 16.10.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 15M Β· ⏱️ 25.11.2023): ``` - conda install -c conda-forge cloudpickle + conda install -c conda-forge msgpack-python ```
-
msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
cloudpickle (πŸ₯‰33 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 3% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): ``` - git clone https://github.com/msgpack/msgpack-python + git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 50M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 32M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` - pip install msgpack + pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 15M Β· ⏱️ 25.11.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 16M Β· ⏱️ 16.10.2023): ``` - conda install -c conda-forge msgpack-python + conda install -c conda-forge cloudpickle ```
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.8M / month Β· πŸ“¦ 270 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 270 Β· ⏱️ 14.12.2023): ``` pip install python-rapidjson ``` @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
srsly (πŸ₯‰29 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 32 Β· πŸ“¦ 38K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 39K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.1M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.9M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -291,11 +291,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 680K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 670K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 82K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 29K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 28K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -316,14 +316,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰23 Β· ⭐ 280) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰23 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 29 Β· πŸ“¦ 330 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 29 Β· πŸ“¦ 340 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 85K / month Β· πŸ“¦ 57 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 93K / month Β· πŸ“¦ 57 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -340,25 +340,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M _General-purpose data containers as well as utilities & extensions for pandas._ -
numpy (πŸ₯‡54 Β· ⭐ 25K) - The fundamental package for scientific computing with Python. BSD-3 - -- [GitHub](https://github.com/numpy/numpy) (πŸ‘¨β€πŸ’» 1.7K Β· πŸ”€ 9K Β· πŸ“₯ 930K Β· πŸ“¦ 2M Β· πŸ“‹ 12K - 17% open Β· ⏱️ 11.01.2024): - - ``` - git clone https://github.com/numpy/numpy - ``` -- [PyPi](https://pypi.org/project/numpy) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 02.01.2024): - ``` - pip install numpy - ``` -- [Conda](https://anaconda.org/conda-forge/numpy) (πŸ“₯ 69M Β· ⏱️ 03.01.2024): - ``` - conda install -c conda-forge numpy - ``` -
-
pandas (πŸ₯‡53 Β· ⭐ 41K Β· πŸ“ˆ) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +
pandas (πŸ₯‡53 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/pandas-dev/pandas @@ -372,26 +356,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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polars (πŸ₯‡41 Β· ⭐ 23K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +
polars (πŸ₯‡40 Β· ⭐ 24K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 340 Β· πŸ”€ 1.4K Β· πŸ“₯ 160 Β· πŸ“¦ 3 Β· πŸ“‹ 6.2K - 21% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.4K Β· πŸ“₯ 170 Β· πŸ“¦ 3 Β· πŸ“‹ 6.3K - 21% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.5M / month Β· πŸ“¦ 390 Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.4M / month Β· πŸ“¦ 400 Β· ⏱️ 17.01.2024): ``` pip install polars ```
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xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯‡40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 990 Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1K Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.5M / month Β· πŸ“¦ 2.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 17.01.2024): ``` pip install xarray ``` @@ -400,9 +384,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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h5py (πŸ₯ˆ40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/h5py/h5py @@ -418,28 +402,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 3.9K - 17% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 820K / month Β· πŸ“¦ 34 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 780K / month Β· πŸ“¦ 34 Β· ⏱️ 14.12.2023): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 290K Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 290K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge modin-core ```
zarr (πŸ₯ˆ35 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“¦ 3.1K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“¦ 3.2K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 390K / month Β· πŸ“¦ 480 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 380K / month Β· πŸ“¦ 490 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -450,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 710K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 700K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -475,27 +459,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.5M Β· ⏱️ 23.12.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.6M Β· ⏱️ 23.12.2023): ``` conda install -c conda-forge numexpr ```
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docarray (πŸ₯ˆ33 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 - -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 210 Β· πŸ“¦ 3.6K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 02.01.2024): - - ``` - git clone https://github.com/jina-ai/docarray - ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 55K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): - ``` - pip install docarray - ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): - ``` - conda install -c conda-forge docarray - ``` -
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.3K) - TinyDB is a lightweight document oriented database optimized for your.. MIT - [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): @@ -503,7 +471,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 460K / month Β· πŸ“¦ 920 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 470K / month Β· πŸ“¦ 920 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -528,14 +496,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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Bottleneck (πŸ₯ˆ32 Β· ⭐ 970 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 +
docarray (πŸ₯ˆ32 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 + +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.6K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 16.01.2024): + + ``` + git clone https://github.com/jina-ai/docarray + ``` +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 51K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): + ``` + pip install docarray + ``` +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): + ``` + conda install -c conda-forge docarray + ``` +
+
Bottleneck (πŸ₯ˆ32 Β· ⭐ 980 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 45K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 600K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 620K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -551,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -579,7 +563,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 29K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 28K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -595,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 54K / month Β· πŸ“¦ 26 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 53K / month Β· πŸ“¦ 26 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -611,23 +595,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 490K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 500K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 68K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
StaticFrame (πŸ₯‰28 Β· ⭐ 380) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 1.6K / month Β· πŸ“¦ 2 Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 18.01.2024): ``` pip install static-frame ``` @@ -638,7 +622,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
swifter (πŸ₯‰26 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 140 - 12% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/jmcarpenter2/swifter @@ -654,12 +638,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (πŸ₯‰25 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 82K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 83K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -671,36 +655,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 11K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 9.6K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
fletcher (πŸ₯‰18 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 21 Β· πŸ“¦ 5 Β· πŸ“‹ 110 - 31% open Β· ⏱️ 22.02.2023): +- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 21 Β· πŸ“¦ 5 Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 37 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 45 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 65K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 66K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fletcher ```
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Show 7 hidden projects... +
Show 8 hidden projects... +- numpy (πŸ₯‡52 Β· ⭐ 25K Β· πŸ“‰) - The fundamental package for scientific computing with Python. ❗Unlicensed - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰28 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯‰30 Β· ⭐ 3K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 960 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- PandaPy (πŸ₯‰12 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -708,7 +693,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pyrsistent (πŸ₯‡36 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡35 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT - [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): @@ -719,19 +704,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 20M Β· ⏱️ 31.10.2023): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 21M Β· ⏱️ 31.10.2023): ``` conda install -c conda-forge pyrsistent ```
anytree (πŸ₯‡33 Β· ⭐ 880) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 130 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 950K / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 990K / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -742,12 +727,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯‡33 Β· ⭐ 370) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 88 Β· πŸ“₯ 6.2K Β· πŸ“‹ 150 - 20% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 89 Β· πŸ“₯ 6.2K Β· πŸ“‹ 160 - 19% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 74M / month Β· πŸ“¦ 3.4K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 72M / month Β· πŸ“¦ 3.4K Β· ⏱️ 20.07.2023): ``` pip install multidict ``` @@ -758,7 +743,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
glom (πŸ₯ˆ31 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 59 Β· πŸ“¦ 1.3K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 59 Β· πŸ“¦ 1.4K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/mahmoud/glom @@ -774,7 +759,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 62 Β· πŸ“¦ 21K Β· πŸ“‹ 57 - 5% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 10 Β· πŸ“¦ 21K Β· πŸ“‹ 57 - 3% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/jab/bidict @@ -790,7 +775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯‰29 Β· ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict @@ -806,12 +791,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 760) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 650K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 620K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -843,7 +828,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 6.6M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 7.3M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -872,7 +857,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - addict (πŸ₯‰29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT -- sqlitedict (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 +- sqlitedict (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT - cleverdict (πŸ₯‰14 Β· ⭐ 97 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT
@@ -884,7 +869,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡44 Β· ⭐ 17K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.6K Β· πŸ“¦ 320K Β· πŸ“‹ 3.6K - 8% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1.6K Β· πŸ“¦ 320K Β· πŸ“‹ 3.6K - 8% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/samuelcolvin/pydantic @@ -898,18 +883,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pydantic ```
-
jsonschema (πŸ₯‡40 Β· ⭐ 4.3K Β· πŸ“‰) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡41 Β· ⭐ 4.3K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 140 Β· πŸ“¦ 500K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 140 Β· πŸ“¦ 510K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 93M / month Β· πŸ“¦ 19K Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 91M / month Β· πŸ“¦ 19K Β· ⏱️ 16.01.2024): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 26M Β· ⏱️ 16.11.2023): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 26M Β· ⏱️ 16.01.2024): ``` conda install -c conda-forge jsonschema ``` @@ -921,7 +906,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -937,7 +922,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` pip install voluptuous ``` @@ -953,7 +938,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8.4M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8.3M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -962,9 +947,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schema ```
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validators (πŸ₯ˆ32 Β· ⭐ 860) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ32 Β· ⭐ 870) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 15 Β· πŸ“¦ 99K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 17 Β· πŸ“¦ 100K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/kvesteri/validators @@ -980,16 +965,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰31 Β· ⭐ 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 64 Β· πŸ“¦ 9.4K Β· πŸ“‹ 420 - 32% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.5K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 600K / month Β· πŸ“¦ 160 Β· ⏱️ 08.11.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 620K / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 08.11.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge param ``` @@ -1017,7 +1002,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 170K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 180K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1045,7 +1030,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 8.3K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 8.2K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1061,7 +1046,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.6K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1107,7 +1092,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.7K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1128,7 +1113,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 85K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 87K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1144,7 +1129,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/scrapinghub/dateparser @@ -1160,16 +1145,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ36 Β· ⭐ 5.9K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 450 Β· πŸ“¦ 24K Β· πŸ“‹ 540 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 520 Β· πŸ“¦ 25K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 18M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 19M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 890K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 900K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ``` @@ -1192,16 +1177,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ36 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.9M / month Β· πŸ“¦ 460 Β· ⏱️ 01.01.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.8M / month Β· πŸ“¦ 460 Β· ⏱️ 15.01.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.7M Β· ⏱️ 01.01.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 15.01.2024): ``` conda install -c conda-forge holidays ``` @@ -1224,7 +1209,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tzlocal (πŸ₯‰32 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 58 Β· πŸ“¦ 140K Β· πŸ“‹ 82 - 1% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 58 Β· πŸ“¦ 150K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/regebro/tzlocal @@ -1241,7 +1226,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - isodate (πŸ₯‰29 Β· ⭐ 140 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 -- parsedatetime (πŸ₯‰28 Β· ⭐ 680 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 +- parsedatetime (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2

@@ -1251,12 +1236,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡40 Β· ⭐ 720) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 300 Β· πŸ“¦ 85K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 310 Β· πŸ“¦ 87K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 190M / month Β· πŸ“¦ 890 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 190M / month Β· πŸ“¦ 900 Β· ⏱️ 11.12.2023): ``` pip install fsspec ``` @@ -1267,7 +1252,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯ˆ35 Β· ⭐ 6.1K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 120K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 130K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1281,9 +1266,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
-
filelock (πŸ₯ˆ35 Β· ⭐ 620) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 610) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 380K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 380K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1297,18 +1282,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge filelock ```
-
aiofiles (πŸ₯ˆ33 Β· ⭐ 2.4K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ33 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 140 Β· πŸ“¦ 120K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 140 Β· πŸ“¦ 130K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 940K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 950K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge aiofiles ``` @@ -1324,7 +1309,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install appdirs ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 9.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge appdirs ``` @@ -1352,7 +1337,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.2M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.1M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1407,7 +1392,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ34 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 94 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 18% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/python/typing @@ -1434,25 +1419,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡47 Β· ⭐ 6K) - cryptography is a package designed to expose cryptographic.. Apache-2 - -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 600K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 11.01.2024): - - ``` - git clone https://github.com/pyca/cryptography - ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 200M / month Β· πŸ“¦ 22K Β· ⏱️ 28.11.2023): - ``` - pip install cryptography - ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 45M Β· ⏱️ 03.12.2023): - ``` - conda install -c conda-forge cryptography - ``` -
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 260 Β· πŸ“¦ 86K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 270 Β· πŸ“¦ 86K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1473,18 +1442,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 320K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 350K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 97 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/pyca/bcrypt @@ -1505,7 +1474,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 37M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 36M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` @@ -1514,7 +1483,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge keyring ```
-
asn1crypto (πŸ₯‰32 Β· ⭐ 300) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰32 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): @@ -1525,7 +1494,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge asn1crypto ``` @@ -1546,15 +1515,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge rsa ```
+
Show 1 hidden projects... + +- cryptography (πŸ₯‡43 Β· ⭐ 6K Β· πŸ“‰) - cryptography is a package designed to expose.. ❗Unlicensed +

## Infrastructure & DevOps Back to top -
ansible (πŸ₯‡47 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 +
ansible (πŸ₯‡48 Β· ⭐ 60K Β· πŸ“ˆ) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/ansible/ansible @@ -1563,51 +1536,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 980K Β· ⏱️ 11.10.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 990K Β· ⏱️ 11.10.2023): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 17.01.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 11.01.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 370M / month Β· πŸ“¦ 8.6K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 390M / month Β· πŸ“¦ 8.6K Β· ⏱️ 17.01.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 11.01.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 18.01.2024): ``` conda install -c conda-forge botocore ```
docker (πŸ₯ˆ43 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 780 Β· πŸ“¦ 74K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 790 Β· πŸ“¦ 74K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 34M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): ``` pip install docker ``` @@ -1618,12 +1591,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ42 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.9M Β· πŸ“¦ 7.1K Β· πŸ“‹ 6.9K - 29% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.9M Β· πŸ“¦ 7.1K Β· πŸ“‹ 6.9K - 29% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 870K / month Β· πŸ“¦ 170 Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 830K / month Β· πŸ“¦ 170 Β· ⏱️ 10.01.2024): ``` pip install pulumi ``` @@ -1650,7 +1623,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ40 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 5.1K Β· πŸ“₯ 90M Β· πŸ“¦ 350 Β· πŸ“‹ 7.2K - 2% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 91M Β· πŸ“¦ 350 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/docker/compose @@ -1671,7 +1644,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 20M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 21M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1682,7 +1655,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯ˆ38 Β· ⭐ 3.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.1K Β· πŸ“‹ 2K - 9% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.1K Β· πŸ“‹ 2.1K - 9% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/ktbyers/netmiko @@ -1726,12 +1699,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.6K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.7K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.1M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.2M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1747,7 +1720,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7.1M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6.8M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1758,12 +1731,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 97 Β· πŸ“‹ 690 - 21% open Β· ⏱️ 26.11.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 97 Β· πŸ“‹ 700 - 22% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 33K / month Β· πŸ“¦ 12 Β· ⏱️ 14.10.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 32K / month Β· πŸ“¦ 12 Β· ⏱️ 14.01.2024): ``` pip install pyinfra ``` @@ -1775,7 +1748,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.3K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.2K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1790,7 +1763,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰15 Β· ⭐ 250) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰14 Β· ⭐ 250) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1814,36 +1787,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
-
sh (πŸ₯ˆ35 Β· ⭐ 6.8K) - Python process launching. MIT +
supervisor (πŸ₯ˆ35 Β· ⭐ 8.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 13.01.2024): ``` - git clone https://github.com/amoffat/sh + git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` - pip install sh + pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 190K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 290K Β· ⏱️ 23.11.2023): ``` - conda install -c conda-forge sh + conda install -c conda-forge supervisor ```
-
supervisor (πŸ₯‰34 Β· ⭐ 8.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
sh (πŸ₯ˆ35 Β· ⭐ 6.8K) - Python process launching. MIT -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 18.11.2023): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 04.01.2024): ``` - git clone https://github.com/Supervisor/supervisor + git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` - pip install supervisor + pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 280K Β· ⏱️ 23.11.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 190K Β· ⏱️ 10.08.2023): ``` - conda install -c conda-forge supervisor + conda install -c conda-forge sh ```
ptyprocess (πŸ₯‰26 Β· ⭐ 200) - Run a subprocess in a pseudo terminal. ISC @@ -1853,7 +1826,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 35M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 34M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1868,22 +1841,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡38 Β· ⭐ 9.8K Β· πŸ“‰) - Ultra fast asyncio event loop. Apache-2 - -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): - - ``` - git clone https://github.com/MagicStack/uvloop - ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 8.3M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): - ``` - pip install uvloop - ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 680K Β· ⏱️ 23.10.2023): - ``` - conda install -c conda-forge uvloop - ``` -
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT - [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 330K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): @@ -1900,14 +1857,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge greenlet ```
-
anyio (πŸ₯ˆ37 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯‡38 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 120 Β· πŸ“¦ 220K Β· πŸ“‹ 340 - 17% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 110 Β· πŸ“¦ 230K Β· πŸ“‹ 340 - 17% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 98M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 100M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): ``` pip install anyio ``` @@ -1916,9 +1873,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anyio ```
+
uvloop (πŸ₯ˆ37 Β· ⭐ 9.8K) - Ultra fast asyncio event loop. Apache-2 + +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): + + ``` + git clone https://github.com/MagicStack/uvloop + ``` +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 7.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): + ``` + pip install uvloop + ``` +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 680K Β· ⏱️ 23.10.2023): + ``` + conda install -c conda-forge uvloop + ``` +
asyncer (πŸ₯‰26 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 43 Β· πŸ“¦ 3K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 43 Β· πŸ“¦ 3.1K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/tiangolo/asyncer @@ -1939,14 +1912,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 10K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 11K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ```
stopit (πŸ₯‰22 Β· ⭐ 100) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT -- [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.1K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.2K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/glenfant/stopit @@ -1955,7 +1928,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1970,9 +1943,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
traitlets (πŸ₯‡39 Β· ⭐ 590) - A lightweight Traits like module. BSD-3 +
traitlets (πŸ₯‡39 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 300 Β· πŸ“¦ 390K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 320 Β· πŸ“¦ 390K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/ipython/traitlets @@ -1988,12 +1961,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 370 Β· πŸ“¦ 650K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 380 Β· πŸ“¦ 660K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 32M / month Β· πŸ“¦ 9.7K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 33M / month Β· πŸ“¦ 9.7K Β· ⏱️ 24.02.2023): ``` pip install python-dotenv ``` @@ -2004,7 +1977,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.4K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.7K Β· πŸ“‹ 480 - 21% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.8K Β· πŸ“‹ 480 - 21% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2013,35 +1986,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 63K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 64K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge dynaconf ```
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 91 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 18% open Β· ⏱️ 18.11.2023): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 91 Β· πŸ“¦ 24K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.7M / month Β· πŸ“¦ 480 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.8M / month Β· πŸ“¦ 480 Β· ⏱️ 29.11.2023): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge omegaconf ```
hydra (πŸ₯‰31 Β· ⭐ 7.9K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 620 Β· πŸ“¦ 19K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 19K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.7K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2066,14 +2039,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-decouple ```
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gin-config (πŸ₯‰28 Β· ⭐ 1.9K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 - [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.6K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 160K / month Β· πŸ“¦ 96 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 150K / month Β· πŸ“¦ 96 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2084,12 +2057,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 400 Β· πŸ“¦ 33K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 410 Β· πŸ“¦ 33K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2105,7 +2078,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 78K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 75K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2122,12 +2095,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 200 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 210 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 150M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 140M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2143,11 +2116,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 34M / month Β· πŸ“¦ 6.1K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 33M / month Β· πŸ“¦ 6.1K Β· ⏱️ 15.11.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 5.9M Β· ⏱️ 16.11.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6M Β· ⏱️ 16.11.2023): ``` conda install -c conda-forge rich ``` @@ -2159,7 +2132,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 34M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 33M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2175,7 +2148,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2186,7 +2159,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 840K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 850K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama @@ -2207,7 +2180,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 22M / month Β· πŸ“¦ 2.2K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 10.12.2023): ``` pip install argcomplete ``` @@ -2234,7 +2207,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯ˆ34 Β· ⭐ 360) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 490K Β· πŸ“‹ 48 - 18% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 490K Β· πŸ“‹ 48 - 18% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/jquast/wcwidth @@ -2264,25 +2237,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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asciimatics (πŸ₯‰32 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰33 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 - [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 950 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 40K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 57K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 140K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge asciimatics ```
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questionary (πŸ₯‰31 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT +
questionary (πŸ₯‰32 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 77 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 25% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 77 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 25% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/tmbo/questionary @@ -2298,7 +2271,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ConfigArgParse (πŸ₯‰27 Β· ⭐ 680) - A drop-in replacement for argparse that allows options to also be.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 14K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse @@ -2319,7 +2292,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 79K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 83K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2331,7 +2304,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 110 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 120 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2350,7 +2323,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 860) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 870) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2376,12 +2349,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 970) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 290K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 300K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2393,7 +2366,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 240K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 230K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2420,7 +2393,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰24 Β· ⭐ 480) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 56 Β· πŸ“¦ 430 Β· πŸ“‹ 70 - 24% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 56 Β· πŸ“¦ 430 Β· πŸ“‹ 70 - 25% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/shaypal5/cachier @@ -2442,14 +2415,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-web-python - Web UI ( ⭐ 2.1K) - Collection of libraries to implement web-based UIs. -
kivy (πŸ₯‡41 Β· ⭐ 17K Β· πŸ“ˆ) - Open source UI framework written in Python, running on Windows, Linux,.. MIT +
kivy (πŸ₯‡41 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT - [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 130K / month Β· πŸ“¦ 610 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 140K / month Β· πŸ“¦ 610 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` @@ -2465,7 +2438,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 520K / month Β· πŸ“¦ 350 Β· ⏱️ 21.05.2023): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 540K / month Β· πŸ“¦ 350 Β· ⏱️ 21.05.2023): ``` pip install pysimplegui ``` @@ -2476,19 +2449,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 620 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 630 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 41K / month Β· πŸ“¦ 53 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 43K / month Β· πŸ“¦ 53 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 6K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.6K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.7K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2500,16 +2473,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
toga (πŸ₯ˆ31 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.4K Β· πŸ“¦ 3 Β· πŸ“‹ 820 - 17% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.4K Β· πŸ“¦ 3 Β· πŸ“‹ 830 - 17% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.3K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.5K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 19 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 30 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2544,14 +2517,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡20 Β· ⭐ 520 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡20 Β· ⭐ 530 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 25 Β· πŸ“₯ 460 Β· πŸ“‹ 22 - 31% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 25 Β· πŸ“₯ 550 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 110 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 130 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2574,16 +2547,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 17.01.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 860K Β· ⏱️ 20.12.2023): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 860K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge phonenumbers ``` @@ -2603,23 +2576,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 40 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 51 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
emoji (πŸ₯ˆ33 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 300 Β· πŸ“¦ 65K Β· πŸ“‹ 160 - 6% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 300 Β· πŸ“¦ 65K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 05.12.2023): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 65K Β· ⏱️ 05.12.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 66K Β· ⏱️ 05.12.2023): ``` conda install -c conda-forge emoji ``` @@ -2631,7 +2604,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2672,6 +2645,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
+
price-parser (πŸ₯‰21 Β· ⭐ 290) - Extract price amount and currency symbol from a raw text string. BSD-3 + +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 400 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): + + ``` + git clone https://github.com/scrapinghub/price-parser + ``` +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 64K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): + ``` + pip install price-parser + ``` +
coolname (πŸ₯‰21 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 12 Β· πŸ“¦ 2.1K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): @@ -2679,7 +2664,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 360K / month Β· πŸ“¦ 63 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 350K / month Β· πŸ“¦ 63 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` @@ -2688,18 +2673,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge coolname ```
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price-parser (πŸ₯‰20 Β· ⭐ 290) - Extract price amount and currency symbol from a raw text string. BSD-3 - -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 400 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): - - ``` - git clone https://github.com/scrapinghub/price-parser - ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 61K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): - ``` - pip install price-parser - ``` -
Show 3 hidden projects... - humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT @@ -2724,60 +2697,60 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.5K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.1K - 5% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 840M / month Β· πŸ“¦ 18K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 840M / month Β· πŸ“¦ 18K Β· ⏱️ 17.01.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 11.01.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.2K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.3K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 700K Β· πŸ“‹ 7.6K - 2% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 700K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 99M / month Β· πŸ“¦ 48K Β· ⏱️ 03.01.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 98M / month Β· πŸ“¦ 48K Β· ⏱️ 03.01.2024): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 03.01.2024): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 15.01.2024): ``` conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +
redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 14% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 13% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 31M / month Β· πŸ“¦ 28K Β· ⏱️ 07.01.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 31M / month Β· πŸ“¦ 28K Β· ⏱️ 15.01.2024): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.1M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge redis-py ```
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.5K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 57M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 56M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): ``` pip install google-cloud-storage ``` @@ -2786,9 +2759,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-storage ```
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azure-storage-blob (πŸ₯‡42 Β· ⭐ 4K) - This repository is for active development of the Azure SDK.. MIT +
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4.1K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.2K - 13% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.2K - 13% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2804,7 +2777,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 26K Β· πŸ“‹ 2.3K - 0% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 26K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/coleifer/peewee @@ -2825,7 +2798,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 39M / month Β· πŸ“¦ 630 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 38M / month Β· πŸ“¦ 640 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2836,12 +2809,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 45K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.2K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.2K Β· ⏱️ 08.12.2023): ``` pip install elasticsearch ``` @@ -2852,12 +2825,12 @@ _Libraries for connecting to, operating, and querying databases._
kafka-python (πŸ₯ˆ39 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 23K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 24K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2873,7 +2846,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 930K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 960K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2884,7 +2857,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 16.01.2024): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2893,14 +2866,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.4M Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.5M Β· ⏱️ 29.11.2023): ``` conda install -c conda-forge pymongo ```
alembic (πŸ₯ˆ39 Β· ⭐ 2.3K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/sqlalchemy/alembic @@ -2909,30 +2882,30 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4M Β· ⏱️ 13.01.2024): ``` conda install -c conda-forge alembic ```
python-bigquery (πŸ₯ˆ38 Β· ⭐ 690) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 320 Β· πŸ“¦ 25K Β· πŸ“‹ 620 - 10% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 320 Β· πŸ“¦ 25K Β· πŸ“‹ 630 - 11% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.01.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.2K Β· ⏱️ 12.01.2024): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 10.01.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 14.01.2024): ``` conda install -c conda-forge google-cloud-bigquery ```
sqlmodel (πŸ₯ˆ37 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.1K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.2K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/tiangolo/sqlmodel @@ -2948,28 +2921,28 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 220K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 220K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 37M / month Β· πŸ“¦ 65 Β· ⏱️ 11.01.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 36M / month Β· πŸ“¦ 65 Β· ⏱️ 12.01.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 450K Β· ⏱️ 13.11.2023): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 450K Β· ⏱️ 12.01.2024): ``` conda install -c conda-forge awswrangler ```
Ibis (πŸ₯ˆ37 Β· ⭐ 3.4K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 470 Β· πŸ“₯ 110 Β· πŸ“¦ 960 Β· πŸ“‹ 2.5K - 4% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 470 Β· πŸ“₯ 110 Β· πŸ“¦ 970 Β· πŸ“‹ 2.5K - 4% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 100K / month Β· πŸ“¦ 53 Β· ⏱️ 07.01.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 93K / month Β· πŸ“¦ 53 Β· ⏱️ 14.01.2024): ``` pip install ibis-framework ``` @@ -2980,12 +2953,12 @@ _Libraries for connecting to, operating, and querying databases._
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.9M / month Β· πŸ“¦ 7.2K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.6M / month Β· πŸ“¦ 7.2K Β· ⏱️ 13.12.2023): ``` pip install mysqlclient ``` @@ -3001,7 +2974,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 980 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 990 Β· ⏱️ 13.11.2023): ``` pip install elasticsearch-dsl ``` @@ -3012,7 +2985,7 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 210 Β· πŸ“¦ 79K Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 210 Β· πŸ“¦ 80K Β· ⏱️ 16.01.2024): ``` git clone https://github.com/mongodb/motor @@ -3026,6 +2999,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge motor ```
+
SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ’€) - Various utility functions and datatypes for SQLAlchemy. BSD-3 + +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 27K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 29.06.2023): + + ``` + git clone https://github.com/kvesteri/sqlalchemy-utils + ``` +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): + ``` + pip install sqlalchemy-utils + ``` +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge sqlalchemy-utils + ``` +
s3fs (πŸ₯ˆ35 Β· ⭐ 770) - S3 Filesystem. BSD-3 - [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 28% open Β· ⏱️ 16.12.2023): @@ -3033,7 +3022,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 200M / month Β· πŸ“¦ 750 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 210M / month Β· πŸ“¦ 750 Β· ⏱️ 11.12.2023): ``` pip install s3fs ``` @@ -3044,12 +3033,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ35 Β· ⭐ 720) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.2K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.3K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.6M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.5M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2024): ``` pip install minio ``` @@ -3060,7 +3049,7 @@ _Libraries for connecting to, operating, and querying databases._
s3transfer (πŸ₯ˆ35 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 260K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 270K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/boto/s3transfer @@ -3069,7 +3058,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 17M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge s3transfer ``` @@ -3097,7 +3086,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 230K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 240K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ``` @@ -3109,7 +3098,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.2M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): ``` pip install cassandra-driver ``` @@ -3118,25 +3107,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
-
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ’€) - Various utility functions and datatypes for SQLAlchemy. BSD-3 - -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 27K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 29.06.2023): - - ``` - git clone https://github.com/kvesteri/sqlalchemy-utils - ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): - ``` - pip install sqlalchemy-utils - ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge sqlalchemy-utils - ``` -
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 8.9K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 9K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3150,30 +3123,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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tortoise-orm (πŸ₯‰33 Β· ⭐ 4K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
tortoise-orm (πŸ₯‰33 Β· ⭐ 4.1K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 6.9K Β· πŸ“‹ 990 - 48% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7K Β· πŸ“‹ 990 - 48% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 93K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 92K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 16K Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 11.08.2023): ``` conda install -c conda-forge tortoise-orm ```
Pony (πŸ₯‰33 Β· ⭐ 3.4K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 82 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 84 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 93K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 97K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3184,7 +3157,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 7.9K Β· πŸ“‹ 230 - 0% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8K Β· πŸ“‹ 230 - 0% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3205,7 +3178,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 280K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 290K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3216,23 +3189,23 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 430K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 440K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
PyPika (πŸ₯‰32 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 450 - 43% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 460 - 43% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/kayak/pypika @@ -3241,31 +3214,31 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 6.7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 7K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 28.09.2023): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.2M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 7.9K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 8K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3281,7 +3254,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 76K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 80K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3297,7 +3270,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 2.9M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` @@ -3306,9 +3279,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cx_oracle ```
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pysolr (πŸ₯‰30 Β· ⭐ 650) - Pysolr Python Solr client. BSD-3 +
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/django-haystack/pysolr @@ -3329,7 +3302,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 250K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3340,12 +3313,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰29 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 65 Β· πŸ“¦ 2.7K Β· πŸ“‹ 360 - 50% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 66 Β· πŸ“¦ 2.7K Β· πŸ“‹ 370 - 51% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 55K / month Β· πŸ“¦ 15 Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 55K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): ``` pip install prisma ``` @@ -3357,14 +3330,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 11K / month Β· πŸ“¦ 11 Β· ⏱️ 23.12.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 12K / month Β· πŸ“¦ 11 Β· ⏱️ 23.12.2023): ``` pip install piccolo ```
confluent-kafka-python (πŸ₯‰28 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.2K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.3K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3380,12 +3353,12 @@ _Libraries for connecting to, operating, and querying databases._
ODMantic (πŸ₯‰28 Β· ⭐ 920) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 81 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 82 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 20K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 21K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3397,7 +3370,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 45K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 46K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3420,12 +3393,12 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰22 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 200 Β· πŸ“‹ 34 - 29% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 210 Β· πŸ“‹ 34 - 29% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 120K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 110K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ``` @@ -3440,16 +3413,16 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... -- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.1K Β· πŸ“‰) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯‰33 Β· ⭐ 2.8K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 +- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯‰33 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - redis-py-cluster (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- py2neo (πŸ₯‰25 Β· ⭐ 6) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- py2neo (πŸ₯‰24 Β· ⭐ 6) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PugSQL (πŸ₯‰20 Β· ⭐ 650 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - PyMODM (πŸ₯‰20 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 @@ -3468,16 +3441,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 34K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 35K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.6M / month Β· πŸ“¦ 840 Β· ⏱️ 30.12.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.4M / month Β· πŸ“¦ 840 Β· ⏱️ 30.12.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 610K Β· ⏱️ 03.01.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 620K Β· ⏱️ 03.01.2024): ``` conda install -c conda-forge datasets ``` @@ -3489,11 +3462,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 9.9M / month Β· πŸ“¦ 3.2K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 10M / month Β· πŸ“¦ 3.2K Β· ⏱️ 10.01.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 880K Β· ⏱️ 11.01.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 880K Β· ⏱️ 16.01.2024): ``` conda install -c conda-forge faker ``` @@ -3505,7 +3478,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` pip install tablib ``` @@ -3516,12 +3489,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 140K / month Β· πŸ“¦ 640 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 130K / month Β· πŸ“¦ 640 Β· ⏱️ 12.12.2023): ``` pip install xlwings ``` @@ -3548,7 +3521,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 51K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 52K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic @@ -3578,20 +3551,20 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
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smart-open (πŸ₯ˆ32 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
gdown (πŸ₯ˆ32 Β· ⭐ 3.6K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 360 Β· πŸ“‹ 390 - 20% open Β· ⏱️ 07.09.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 150 - 15% open Β· ⏱️ 16.01.2024): ``` - git clone https://github.com/RaRe-Technologies/smart_open + git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 16M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.2M / month Β· πŸ“¦ 450 Β· ⏱️ 16.01.2024): ``` - pip install smart-open + pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.2M Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 250K Β· ⏱️ 16.01.2024): ``` - conda install -c conda-forge smart_open + conda install -c conda-forge gdown ```
pandas-datareader (πŸ₯ˆ32 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 @@ -3601,7 +3574,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 380K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 370K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3610,25 +3583,25 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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gdown (πŸ₯ˆ31 Β· ⭐ 3.6K Β· πŸ’€) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
smart-open (πŸ₯ˆ31 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 290 Β· πŸ“¦ 25K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.04.2023): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 380 Β· πŸ“‹ 380 - 18% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/wkentaro/gdown + git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.1M / month Β· πŸ“¦ 440 Β· ⏱️ 25.03.2023): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 16M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): ``` - pip install gdown + pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 240K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 07.09.2023): ``` - conda install -c conda-forge gdown + conda install -c conda-forge smart_open ```
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snorkel (πŸ₯‰29 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯‰30 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 440 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 17.11.2023): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 440 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/snorkel-team/snorkel @@ -3642,32 +3615,32 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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Intake (πŸ₯‰28 Β· ⭐ 950) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
img2dataset (πŸ₯‰28 Β· ⭐ 3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.9K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 290 Β· πŸ“₯ 1.5K Β· πŸ“¦ 100 Β· πŸ“‹ 240 - 45% open Β· ⏱️ 13.01.2024): ``` - git clone https://github.com/intake/intake - ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 45K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): - ``` - pip install intake + git clone https://github.com/rom1504/img2dataset ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 33K / month Β· πŸ“¦ 2 Β· ⏱️ 11.01.2024): ``` - conda install -c conda-forge intake + pip install img2dataset ```
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img2dataset (πŸ₯‰27 Β· ⭐ 3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
Intake (πŸ₯‰28 Β· ⭐ 960) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 290 Β· πŸ“₯ 1.5K Β· πŸ“¦ 100 Β· πŸ“‹ 250 - 45% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.9K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 10.10.2023): ``` - git clone https://github.com/rom1504/img2dataset + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 36K / month Β· πŸ“¦ 2 Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 46K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): ``` - pip install img2dataset + pip install intake + ``` +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge intake ```
camelot (πŸ₯‰24 Β· ⭐ 2.5K) - A Python library to extract tabular data from PDFs. MIT @@ -3677,7 +3650,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.6K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.8K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3689,19 +3662,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 510 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 540 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
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Upgini (πŸ₯‰20 Β· ⭐ 260) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰20 Β· ⭐ 270) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 22 Β· πŸ“¦ 5 Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 17.01.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6.1K / month): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6K / month Β· ⏱️ 18.01.2024): ``` pip install upgini ``` @@ -3713,23 +3686,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 890 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 910 / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
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Squirrel (πŸ₯‰16 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰17 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 11 - 18% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.5K / month Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 2.1K / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` -- [Conda](https://anaconda.org/anaconda/squirrel-core): +- [Conda](https://anaconda.org/anaconda/squirrel-core) (πŸ“¦ 1 Β· ⏱️ 18.11.2022): ``` conda install -c anaconda squirrel-core ``` @@ -3741,11 +3714,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - SDV (πŸ₯ˆ31 Β· ⭐ 1.8K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - tabulator-py (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - textract (πŸ₯‰27 Β· ⭐ 3.7K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT -- Singer (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰22 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed +- borb (πŸ₯‰21 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 840 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2
@@ -3759,12 +3732,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 580K Β· πŸ“¦ 9.1K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 580K Β· πŸ“¦ 9.2K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 32M / month Β· πŸ“¦ 330 Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 30M / month Β· πŸ“¦ 340 Β· ⏱️ 16.01.2024): ``` pip install apache-airflow ``` @@ -3772,19 +3745,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 510M Β· ⭐ 500 Β· ⏱️ 10.01.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 550M Β· ⭐ 500 Β· ⏱️ 16.01.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.2M / month Β· πŸ“¦ 15K Β· ⏱️ 22.11.2023): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.3M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): ``` pip install celery ``` @@ -3795,71 +3768,71 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.2K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.3K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 540K / month Β· πŸ“¦ 160 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 550K / month Β· πŸ“¦ 160 Β· ⏱️ 11.01.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 590K Β· ⏱️ 05.01.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 590K Β· ⏱️ 12.01.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡41 Β· ⭐ 9.4K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.1K Β· πŸ“¦ 1.8K Β· πŸ“‹ 6.8K - 33% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 1.9K Β· πŸ“‹ 6.8K - 33% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1.1M / month Β· πŸ“¦ 140 Β· ⏱️ 04.01.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1M / month Β· πŸ“¦ 140 Β· ⏱️ 11.01.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 14.12.2023): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 11.01.2024): ``` conda install -c conda-forge dagster ```
Beam (πŸ₯‡41 Β· ⭐ 7.3K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.4K - 67% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.4K - 66% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.4M / month Β· πŸ“¦ 180 Β· ⏱️ 04.01.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.2M / month Β· πŸ“¦ 180 Β· ⏱️ 04.01.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 58K Β· ⏱️ 12.10.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 59K Β· ⏱️ 12.10.2023): ``` conda install -c conda-forge apache-beam-with-aws ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.2K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 9% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 9% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 55 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 55 Β· ⏱️ 11.01.2024): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 740K Β· ⏱️ 22.12.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 750K Β· ⏱️ 11.01.2024): ``` conda install -c conda-forge great-expectations ```
rq (πŸ₯ˆ39 Β· ⭐ 9.3K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 15K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 24.12.2023): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/rq/rq @@ -3873,7 +3846,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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joblib (πŸ₯ˆ39 Β· ⭐ 3.5K Β· πŸ“‰) - Computing with Python functions. BSD-3 +
dbt (πŸ₯ˆ39 Β· ⭐ 8.1K Β· πŸ“ˆ) - dbt enables data analysts and engineers to transform their data using.. Apache-2 + +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 17.01.2024): + + ``` + git clone https://github.com/dbt-labs/dbt-core + ``` +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 83K / month Β· πŸ“¦ 30 Β· ⏱️ 10.01.2024): + ``` + pip install dbt + ``` +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 250K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge dbt + ``` +
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joblib (πŸ₯ˆ39 Β· ⭐ 3.5K) - Computing with Python functions. BSD-3 - [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 380K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): @@ -3891,12 +3880,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ38 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 460K / month Β· πŸ“¦ 420 Β· ⏱️ 05.10.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 450K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3907,7 +3896,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ38 Β· ⭐ 9.1K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 18% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 18% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/kedro-org/kedro @@ -3917,42 +3906,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install kedro ```
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dbt (πŸ₯ˆ38 Β· ⭐ 8.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 - -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 10.01.2024): - - ``` - git clone https://github.com/dbt-labs/dbt-core - ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 83K / month Β· πŸ“¦ 30 Β· ⏱️ 10.01.2024): - ``` - pip install dbt - ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 250K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge dbt - ``` -
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 560 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 560 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 1.9K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.2K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.4K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 360 Β· πŸ“₯ 1 Β· πŸ“¦ 320 Β· πŸ“‹ 270 - 22% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 370 Β· πŸ“₯ 1 Β· πŸ“¦ 340 Β· πŸ“‹ 280 - 23% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 14K / month Β· πŸ“¦ 2 Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 14K / month Β· πŸ“¦ 2 Β· ⏱️ 15.01.2024): ``` pip install zenml ``` @@ -3975,7 +3948,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
huey (πŸ₯ˆ31 Β· ⭐ 4.8K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 11.01.2024): ``` git clone https://github.com/coleifer/huey @@ -3989,14 +3962,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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whylogs (πŸ₯ˆ31 Β· ⭐ 2.4K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
whylogs (πŸ₯ˆ31 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 16.01.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 120K / month Β· πŸ“¦ 6 Β· ⏱️ 09.01.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 130K / month Β· πŸ“¦ 6 Β· ⏱️ 16.01.2024): ``` pip install whylogs ``` @@ -4008,7 +3981,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 15K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 14K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -4024,7 +3997,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 81K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 82K Β· ⏱️ 29.11.2023): ``` conda install -c conda-forge ploomber ``` @@ -4036,7 +4009,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 180K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -4052,19 +4025,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 190K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 170K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰26 Β· ⭐ 1.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 510 Β· πŸ“‹ 210 - 33% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 520 Β· πŸ“‹ 210 - 33% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 75K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 79K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4092,7 +4065,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 190K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 200K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4108,7 +4081,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4127,12 +4100,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
BatchFlow (πŸ₯‰22 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 7 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 200 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 340 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4144,19 +4117,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 69 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
Databolt Flow (πŸ₯‰17 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 75 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 78 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 100 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4168,7 +4141,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 140K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 150K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4178,17 +4151,17 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 -- pysparkling (πŸ₯‰22 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT +- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 -- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4196,36 +4169,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
XlsxWriter (πŸ₯‡37 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 +
PyYAML (πŸ₯‡37 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 71K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1.1M Β· πŸ“‹ 580 - 46% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/jmcnamara/XlsxWriter + git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 14M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 220M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): ``` - pip install xlsxwriter + pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.1M Β· ⏱️ 05.11.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 41M Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge xlsxwriter + conda install -c conda-forge pyyaml ```
-
PyYAML (πŸ₯‡37 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT +
XlsxWriter (πŸ₯‰36 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1.1M Β· πŸ“‹ 580 - 46% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 71K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 08.11.2023): ``` - git clone https://github.com/yaml/pyyaml + git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 220M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 14M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): ``` - pip install pyyaml + pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 41M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.1M Β· ⏱️ 05.11.2023): ``` - conda install -c conda-forge pyyaml + conda install -c conda-forge xlsxwriter ```
jmespath (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT @@ -4252,12 +4225,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.1K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 850 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 10M / month Β· πŸ“¦ 850 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4295,12 +4268,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡42 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 920K Β· πŸ“‹ 670 - 17% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 930K Β· πŸ“‹ 670 - 17% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 140M / month Β· πŸ“¦ 18K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 150M / month Β· πŸ“¦ 18K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4311,12 +4284,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 280 - 6% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 280 - 6% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 53M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 54M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4327,12 +4300,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ35 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.1K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 02.12.2023): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.1K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.8M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.9M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` @@ -4359,28 +4332,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3.1K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 500 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 510 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 140K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.1K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ```
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 9.8K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 17.12.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 9.9K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 17.12.2023): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 640 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.3M / month Β· πŸ“¦ 640 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4396,7 +4369,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4412,7 +4385,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 14K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` @@ -4423,7 +4396,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 7 hidden projects... -- toolz (πŸ₯ˆ34 Β· ⭐ 4.4K Β· πŸ’€) - A functional standard library for Python. BSD-3 +- toolz (πŸ₯ˆ35 Β· ⭐ 4.4K Β· πŸ’€) - A functional standard library for Python. BSD-3 - python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.4K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 680 Β· πŸ’€) - API Rate Limit Decorator. MIT @@ -4439,12 +4412,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 58K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 61K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 38K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4459,7 +4432,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7.1K Β· πŸ“₯ 71K Β· πŸ“‹ 5.4K - 31% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7.1K Β· πŸ“₯ 72K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/micropython/micropython @@ -4491,7 +4464,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 650K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 650K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/pygments/pygments @@ -4507,7 +4480,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 25K Β· πŸ“‹ 840 - 24% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 25K Β· πŸ“‹ 860 - 25% open Β· ⏱️ 27.11.2023): ``` git clone https://github.com/cookiecutter/cookiecutter @@ -4523,7 +4496,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡38 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.1K Β· πŸ“¦ 910K Β· πŸ“‹ 320 - 10% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.2K Β· πŸ“¦ 920K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/pyparsing/pyparsing @@ -4537,36 +4510,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
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diagrams (πŸ₯ˆ35 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT +
pycparser (πŸ₯ˆ36 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.1K Β· πŸ“¦ 1.3K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 740K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` - git clone https://github.com/mingrammer/diagrams + git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 110K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 120M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` - pip install diagrams + pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 170K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 37M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge diagrams + conda install -c conda-forge pycparser ```
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pycparser (πŸ₯ˆ35 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 +
diagrams (πŸ₯ˆ35 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 730K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.1K Β· πŸ“¦ 1.3K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 05.01.2024): ``` - git clone https://github.com/eliben/pycparser + git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 120M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 110K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): ``` - pip install pycparser + pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 36M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 180K Β· ⏱️ 30.10.2023): ``` - conda install -c conda-forge pycparser + conda install -c conda-forge diagrams ```
wrapt (πŸ₯ˆ35 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 @@ -4576,7 +4549,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 97M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 96M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4585,6 +4558,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
+
Copier (πŸ₯ˆ34 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT + +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 150 Β· πŸ“¦ 810 Β· πŸ“‹ 430 - 13% open Β· ⏱️ 16.01.2024): + + ``` + git clone https://github.com/copier-org/copier + ``` +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): + ``` + pip install copier + ``` +
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 - [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 34K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): @@ -4601,16 +4586,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge py4j ```
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Copier (πŸ₯ˆ33 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT +
pluggy (πŸ₯ˆ33 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 70 Β· πŸ”€ 150 Β· πŸ“¦ 810 Β· πŸ“‹ 430 - 13% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 25% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/copier-org/copier + git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 160K / month Β· πŸ“¦ 47 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 81M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): ``` - pip install copier + pip install pluggy + ``` +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 24M Β· ⏱️ 26.08.2023): + ``` + conda install -c conda-forge pluggy ```
decorator (πŸ₯ˆ33 Β· ⭐ 800) - Decorators for Humans. BSD-2 @@ -4620,7 +4609,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 53M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 54M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4629,25 +4618,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
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pluggy (πŸ₯‰32 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT - -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 25% open Β· ⏱️ 26.12.2023): - - ``` - git clone https://github.com/pytest-dev/pluggy - ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 82M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): - ``` - pip install pluggy - ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 24M Β· ⏱️ 26.08.2023): - ``` - conda install -c conda-forge pluggy - ``` -
keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 410 Β· πŸ“¦ 14K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 410 Β· πŸ“¦ 15K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): ``` git clone https://github.com/boppreh/keyboard @@ -4679,12 +4652,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscaffold (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 300 - 11% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 300 - 12% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 170K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 160K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4695,12 +4668,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.8K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.9K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 120K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 110K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ``` @@ -4712,7 +4685,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 11M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4728,7 +4701,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.8M / month Β· πŸ“¦ 84 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.6M / month Β· πŸ“¦ 85 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4744,11 +4717,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 520K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 510K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 36K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` diff --git a/history/2024-01-18_changes.md b/history/2024-01-18_changes.md new file mode 100644 index 0000000..aa11a8d --- /dev/null +++ b/history/2024-01-18_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- ansible (πŸ₯‡48 Β· ⭐ 60K Β· πŸ“ˆ) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 +- jsonschema (πŸ₯‡41 Β· ⭐ 4.3K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT +- dbt (πŸ₯ˆ39 Β· ⭐ 8.1K Β· πŸ“ˆ) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +- Arctic (πŸ₯‰30 Β· ⭐ 3K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- numpy (πŸ₯‡52 Β· ⭐ 25K Β· πŸ“‰) - The fundamental package for scientific computing with Python. ❗Unlicensed +- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- cryptography (πŸ₯‡43 Β· ⭐ 6K Β· πŸ“‰) - cryptography is a package designed to expose.. ❗Unlicensed +- polars (πŸ₯‡40 Β· ⭐ 24K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- protobuf (πŸ₯ˆ36 Β· ⭐ 63K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 + diff --git a/history/2024-01-18_projects.csv b/history/2024-01-18_projects.csv new file mode 100644 index 0000000..828b9e0 --- /dev/null +++ b/history/2024-01-18_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-01-11 18:27:34.000,2024-01-11 18:27:33,454.0,22.0,2140,385.0,240.0,18.0,33.0,14978,2024-01-11 18:27:38.000,2024.01.11,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-01-11 18:27:24.000,2024-01-11 18:27:24,299.0,24.0,157,51.0,178.0,,3.0,2101,2024-01-11 18:27:30.000,2024.01.11,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-01-11 18:28:02.000,2024-01-11 18:28:01,297.0,22.0,42,24.0,174.0,3.0,5.0,867,2024-01-11 18:28:06.000,2024.01.11,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-01-11 18:27:24.000,2024-01-11 18:27:24,299.0,24.0,157,51.0,178.0,,3.0,2101,2024-01-11 18:27:30.000,2024.01.11,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-01-11 18:27:34.000,2024-01-11 18:27:33,454.0,22.0,2140,385.0,240.0,18.0,33.0,14978,2024-01-11 18:27:38.000,2024.01.11,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6876,1661.0,323.0,13.0,74.0,38843,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-01-11 18:27:34.000,2024-01-11 18:27:33,454.0,22.0,2140,385.0,240.0,18.0,33.0,14978,2024-01-11 18:27:38.000,2024.01.11,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-01-18 13:44:10.000,2024-01-18 04:19:28,34161.0,688.0,17040,1118.0,31108.0,3609.0,22263.0,40933,2023-12-08 15:39:17.000,2.1.4,123.0,3534.0,53,True,1555126.0,1479157.0,pandas,conda-forge/pandas,['pandas'],243861.0,145333797.0,https://pypi.org/project/pandas,2023-12-22 20:01:52.000,75969.0,144128321.0,https://anaconda.org/conda-forge/pandas,2023-12-23 02:00:12.185,46928668.0,1.0,,,,,,,,,,,,,,,,,, +8,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-01-18 11:55:41.000,2024-01-18 11:55:40,34778.0,889.0,9036,598.0,13462.0,2175.0,10129.0,25482,2024-01-02 22:54:39.000,1.26.3,155.0,1731.0,52,False,2203687.0,2061637.0,numpy,conda-forge/numpy,,934871.0,197310584.0,https://pypi.org/project/numpy,2024-01-02 22:20:37.000,142050.0,195692129.0,https://anaconda.org/conda-forge/numpy,2024-01-03 14:02:38.289,69091148.0,1.0,-2.0,,,,,,,,,,,,,,,,, +9,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-01-18 07:23:01.000,2024-01-18 07:23:01,54216.0,148.0,23969,1930.0,50288.0,890.0,31423.0,59919,2023-12-11 20:57:49.000,2.16.2,345.0,6812.0,48,True,35928.0,31841.0,ansible,conda-forge/ansible,,,4079468.0,https://pypi.org/project/ansible,2023-12-06 14:20:57.000,4087.0,4057062.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,985890.0,1.0,1.0,,,,,,,,,,,,,,,,, +10,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-01-18 13:12:19.000,2024-01-18 09:46:17,22810.0,1042.0,13357,758.0,24505.0,897.0,7725.0,33623,2023-12-18 19:16:17.000,2.8.0,175.0,3141.0,48,True,9538.0,9202.0,apache-airflow,conda-forge/airflow,,584836.0,35355711.0,https://pypi.org/project/apache-airflow,2024-01-16 09:38:02.000,336.0,30080422.0,https://anaconda.org/conda-forge/airflow,2024-01-01 18:27:17.725,989853.0,1.0,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-01-16 10:24:25.718346,496.0,550822935.0,,,,,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-01-17 20:21:12.000,2024-01-17 19:10:05,5695.0,214.0,1864,241.0,717.0,179.0,2974.0,8529,2024-01-17 20:21:12.000,1.34.21,1470.0,153.0,48,True,417271.0,398985.0,boto3,conda-forge/boto3,,,836077420.0,https://pypi.org/project/boto3,2024-01-17 20:21:12.000,18286.0,835668903.0,https://anaconda.org/conda-forge/boto3,2024-01-17 02:03:04.934,17974785.0,1.0,,,,,,,,,,,,,,,,,, +12,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-01-18 13:53:47.000,2024-01-18 01:40:15,12452.0,110.0,4603,473.0,3224.0,665.0,4370.0,22898,2023-11-22 15:18:14.000,5.3.6,204.0,1329.0,46,True,138449.0,123335.0,celery,conda-forge/celery,,,7291751.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15114.0,7256343.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1522580.0,1.0,,,,,,,,,,,,,,,,,, +13,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-01-06 12:13:58.000,2023-12-29 19:38:05,2419.0,17.0,1411,184.0,1083.0,111.0,1435.0,14702,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1600701.0,1524803.0,click,conda-forge/click,,213.0,143707882.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75898.0,142680622.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32872203.0,1.0,,,,,,,,,,,,,,,,,, +14,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-01-18 09:43:55.000,2024-01-17 19:34:11,16777.0,149.0,1314,91.0,729.0,220.0,7432.0,8287,2024-01-03 02:22:06.000,rel_2_0_25,297.0,679.0,45,True,749770.0,701802.0,SQLAlchemy,conda-forge/sqlalchemy,,48182.0,98185053.0,https://pypi.org/project/SQLAlchemy,2024-01-03 02:21:59.000,47968.0,97807410.0,https://anaconda.org/conda-forge/sqlalchemy,2024-01-15 20:59:36.369,13935712.0,1.0,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-01-18 12:55:55.000,2024-01-16 17:38:47,2712.0,161.0,1552,103.0,3329.0,302.0,3287.0,17295,2023-12-22 10:39:43.000,2.5.3,128.0,467.0,44,True,332526.0,322155.0,pydantic,conda-forge/pydantic,,,126012140.0,https://pypi.org/project/pydantic,2023-12-22 10:39:43.000,10371.0,125849823.0,https://anaconda.org/conda-forge/pydantic,2023-12-22 12:37:31.854,6817347.0,1.0,,,,,,,,pydantic/pydantic,,,,,,,,,, +16,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-01-17 23:48:15.000,2024-01-17 19:09:42,11794.0,222.0,4012,572.0,3656.0,575.0,4012.0,14600,2024-01-17 20:20:44.000,1.32.21,1877.0,435.0,44,True,3068.0,3.0,awscli,conda-forge/awscli,,1581.0,151559704.0,https://pypi.org/project/awscli,2024-01-17 20:20:44.000,3065.0,151039467.0,https://anaconda.org/conda-forge/awscli,2024-01-17 03:37:39.250,21848945.0,1.0,,,,,,,,,,,,,,,,,, +17,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-01-18 09:30:23.172,2024-01-17 19:09:51,10631.0,279.0,1037,65.0,2045.0,141.0,925.0,1374,2024-01-17 20:20:16.000,1.34.21,1868.0,204.0,44,True,310310.0,301670.0,botocore,conda-forge/botocore,,,390187256.0,https://pypi.org/project/botocore,2024-01-17 20:20:16.000,8640.0,389536943.0,https://anaconda.org/conda-forge/botocore,2024-01-18 09:30:23.172,24711922.0,1.0,,,,,,,,,,,,,,,,,, +18,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-01-18 13:23:08.000,2024-01-18 11:27:44,120362.0,1067.0,28666,1503.0,47562.0,8498.0,59154.0,57881,2020-07-22 03:00:52.000,0.0.6,11.0,2762.0,43,True,13.0,4.0,cpython,conda-forge/typing,,,69373.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,37914.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2957238.0,1.0,,,,,,,,,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,, +19,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-01-16 10:50:00.000,2023-11-15 16:31:56,3870.0,21.0,1675,543.0,1063.0,197.0,1062.0,46075,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,165224.0,159133.0,rich,conda-forge/rich,,,33618289.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,6091.0,33476243.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,5965972.0,1.0,,,,,,,,,,,,,,,,,, +20,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-01-17 17:44:57.000,2023-12-19 22:43:55,3061.0,44.0,3196,641.0,2449.0,151.0,2211.0,21634,2023-05-26 17:35:41.785,23.5.26,35.0,670.0,43,True,88485.0,87864.0,flatbuffers,conda-forge/flatbuffers,,333128.0,13329026.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,340.0,12555747.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,939805.0,1.0,,,,,,,,,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,281.0,760168.0,,,,, +21,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-01-16 17:05:52.000,2024-01-16 17:05:51,3681.0,95.0,2425,277.0,3867.0,636.0,2021.0,17891,2023-12-30 16:46:22.000,2.16.1,81.0,541.0,43,True,35930.0,35087.0,datasets,conda-forge/datasets,,,5396394.0,https://pypi.org/project/datasets,2023-12-30 16:45:45.000,843.0,5379633.0,https://anaconda.org/conda-forge/datasets,2024-01-03 22:01:29.660,620186.0,1.0,,,,,,,,,,,,,,,,,, +22,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-01-17 23:12:38.000,2024-01-10 22:57:56,3513.0,60.0,1849,220.0,1283.0,17.0,670.0,16751,2024-01-10 22:58:29.000,22.2.0,327.0,555.0,43,True,199623.0,196375.0,Faker,conda-forge/faker,,,10051033.0,https://pypi.org/project/Faker,2024-01-10 22:58:19.000,3248.0,10030461.0,https://anaconda.org/conda-forge/faker,2024-01-16 10:34:25.520,884632.0,1.0,,,,,,,,,,,,,,,,,, +23,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-01-18 06:40:36.000,2024-01-18 01:21:57,15629.0,396.0,1407,159.0,6680.0,621.0,3802.0,13806,2024-01-11 23:26:38.000,2.14.15,254.0,438.0,43,True,4409.0,4252.0,prefect,conda-forge/prefect,,,563127.0,https://pypi.org/project/prefect,2024-01-11 23:26:38.000,157.0,549727.0,https://anaconda.org/conda-forge/prefect,2024-01-12 02:59:28.747,589603.0,1.0,,,,,,,,,,,,,,,,,, +24,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-01-18 11:58:26.000,2024-01-15 15:14:18,2299.0,41.0,2483,324.0,1518.0,217.0,1414.0,12012,2023-09-26 06:51:15.000,5.0.1,122.0,429.0,43,True,27842.0,,redis,conda-forge/redis-py,,,30852637.0,https://pypi.org/project/redis,2024-01-15 15:54:32.000,27842.0,30825866.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1151185.0,1.0,-1.0,,,,,,,,,,,,,,,,, +25,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-01-03 19:40:21.000,2024-01-03 19:19:02,3378.0,30.0,1701,196.0,1594.0,437.0,1231.0,6511,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,77952.0,73937.0,docker,conda-forge/docker-py,,788.0,34253015.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4015.0,34161169.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3949079.0,2.0,,,,,,,,,,,,,,,,,, +26,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,,2013-08-07 02:23:38.000,2024-01-18 12:02:22.000,2024-01-18 00:35:02,11399.0,390.0,1726,126.0,7826.0,31.0,2327.0,6020,,,46.0,303.0,43,False,607360.0,607360.0,cryptography,conda-forge/cryptography,,,201291230.0,https://pypi.org/project/cryptography,,,200213458.0,https://anaconda.org/conda-forge/cryptography,2023-12-03 01:10:58.240,45266452.0,1.0,-4.0,,,,,,,,,,,,,,,,, +27,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-01-15 10:08:44.000,2024-01-14 14:44:49,6670.0,141.0,564,33.0,845.0,417.0,1386.0,1491,2023-11-21 20:44:20.000,2.17.2,64.0,823.0,43,True,686454.0,649037.0,pygments,conda-forge/pygments,,,69644594.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37417.0,68957547.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27481899.0,1.0,,,,,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-01-18 13:17:50.000,2024-01-18 00:35:51,11188.0,316.0,1023,180.0,7465.0,2059.0,4810.0,18690,2024-01-10 18:44:05.000,3.101.1,3933.0,253.0,42,True,8250.0,7144.0,pulumi,,,1948646.0,2594278.0,https://pypi.org/project/pulumi,2024-01-10 18:44:05.000,172.0,829634.0,,,,2.0,,,,,,,,,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-01-10 18:43:41.485,934.0,1642854.0,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-01-11 20:17:13.000,2023-12-18 19:43:49,3982.0,24.0,2010,316.0,771.0,1014.0,787.0,8666,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,102314.0,89285.0,paramiko,conda-forge/paramiko,,,44693055.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13029.0,44594728.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4129735.0,2.0,,,,,,,,,,,,,,,,,, +30,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-01-15 17:52:56.000,2024-01-15 17:52:56,1417.0,50.0,386,65.0,554.0,119.0,555.0,4982,2023-12-31 06:30:30.000,23.2.0,28.0,154.0,42,True,944211.0,925749.0,attrs,conda-forge/attrs,,,146914143.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18462.0,146091188.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,33741193.0,1.0,,,,,,,,,,,,,,,,,, +31,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-01-17 23:00:30.000,2024-01-17 16:34:24,37421.0,462.0,1569,301.0,8125.0,73.0,3647.0,4514,2024-01-12 02:08:41.000,google-maps-fleetengine-v0.1.4,100.0,507.0,42,True,2028.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,55998623.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2028.0,55900461.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4122816.0,1.0,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-01-18 10:36:17.000,2024-01-18 10:36:16,16381.0,650.0,2643,384.0,24731.0,1255.0,7929.0,4072,2024-01-15 03:08:10.000,azure-mgmt-recoveryservicesbackup_8.0.0,100.0,677.0,42,True,3127.0,2387.0,azure-storage-blob,conda-forge/azure-storage-blob,,,44117762.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,740.0,44092909.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1068688.0,1.0,,,,,,,,,,,,,,,,,, +33,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-01-17 06:39:37.000,2024-01-05 16:10:52,12877.0,55.0,3093,605.0,3591.0,730.0,4282.0,16627,2024-01-05 13:53:17.000,2.3.0,49.0,604.0,41,True,12432.0,11818.0,kivy,conda-forge/kivy,,35235.0,144536.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,614.0,136625.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,334162.0,1.0,,,,,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-01-14 18:56:32.000,2024-01-14 18:56:19,4570.0,15.0,1370,198.0,474.0,1.0,2353.0,10588,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,29716.0,25973.0,peewee,conda-forge/peewee,,,1486187.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3743.0,1471789.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,590321.0,1.0,,,,,,,,,,,,,,,,,, +35,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-01-18 06:15:53.000,2024-01-18 05:02:03,16909.0,704.0,1158,108.0,11409.0,2316.0,4534.0,9418,2024-01-11 21:07:55.000,1.6.0,590.0,383.0,41,True,1998.0,1862.0,dagster,conda-forge/dagster,,,1028147.0,https://pypi.org/project/dagster,2024-01-11 20:26:24.000,136.0,1004170.0,https://anaconda.org/conda-forge/dagster,2024-01-11 23:26:07.988,1055025.0,1.0,,,,,,,,,,,,,,,,,, +36,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-01-18 11:39:06.000,2024-01-18 10:47:11,41431.0,642.0,4096,259.0,23652.0,4315.0,2130.0,7332,2024-01-04 16:15:25.000,2.53.0,105.0,1595.0,41,True,185.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,,6231739.0,https://pypi.org/project/apache-beam,2024-01-04 15:45:42.000,182.0,6229650.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,58508.0,1.0,,,,,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-01-16 21:54:24.858,2024-01-16 14:41:09,2623.0,49.0,576,60.0,347.0,32.0,773.0,4349,2024-01-16 15:41:23.000,4.21.0,101.0,110.0,41,True,524879.0,505829.0,jsonschema,conda-forge/jsonschema,,144.0,91776548.0,https://pypi.org/project/jsonschema,2024-01-16 15:41:18.000,19050.0,91117443.0,https://anaconda.org/conda-forge/jsonschema,2024-01-16 21:54:24.858,25704938.0,1.0,1.0,,,,,,,python-jsonschema/jsonschema,,,,,,,,,, +38,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-01-18 09:50:14.000,2024-01-18 09:47:24,4597.0,159.0,5159,719.0,3963.0,197.0,7061.0,31498,2024-01-18 10:02:11.000,2.24.1,144.0,527.0,40,True,1600.0,352.0,docker-compose,conda-forge/docker-compose,,91133201.0,3018614.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1222804.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,382060.0,2.0,,,,,,,,,,,,,,,,,, +39,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-01-18 13:25:39.000,2024-01-18 13:14:09,8551.0,830.0,1372,143.0,7538.0,1359.0,4920.0,23663,2024-01-17 22:59:01.000,py-0.20.5,336.0,346.0,40,True,401.0,3.0,polars,,,173.0,3378516.0,https://pypi.org/project/polars,2024-01-17 22:57:35.000,398.0,3378503.0,,,,1.0,-1.0,,,,,,,,,,,,,,,,, +40,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-01-08 20:50:50.000,2023-11-27 20:58:58,3043.0,16.0,1987,228.0,1127.0,221.0,639.0,21024,2023-11-21 16:41:53.000,2.5.0,41.0,318.0,40,True,26395.0,24774.0,cookiecutter,conda-forge/cookiecutter,,,2826126.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1621.0,2796955.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,933486.0,1.0,,,,,,,,,,,,,,,,,, +41,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-01-18 13:36:40.000,2024-01-17 16:41:07,11896.0,244.0,1440,81.0,7318.0,171.0,1647.0,9166,2024-01-11 16:17:58.000,0.18.8,260.0,423.0,40,True,55.0,,great_expectations,conda-forge/great-expectations,,,12161833.0,https://pypi.org/project/great_expectations,2024-01-11 15:17:02.000,55.0,12144867.0,https://anaconda.org/conda-forge/great-expectations,2024-01-11 19:15:23.031,746534.0,2.0,,,,,,,,,,,,,,,,,, +42,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-12-14 07:04:50.000,2023-12-14 07:04:49,1099.0,15.0,1468,229.0,490.0,15.0,634.0,7485,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,202893.0,202254.0,PyMySQL,conda-forge/pymysql,,,38326399.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,639.0,38296038.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1275170.0,1.0,,,,,,,,,,,,,,,,,, +43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-01-17 17:33:17.000,2024-01-10 19:43:18,3280.0,27.0,639,82.0,1031.0,172.0,1043.0,6783,2024-01-09 21:43:18.000,3.20.2,172.0,208.0,40,True,125870.0,115495.0,marshmallow,conda-forge/marshmallow,,,29723769.0,https://pypi.org/project/marshmallow,2024-01-09 21:43:18.000,10375.0,29671795.0,https://anaconda.org/conda-forge/marshmallow,2024-01-10 07:59:14.212,2234910.0,1.0,,,,,,,,,,,,,,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-01-18 13:24:18.000,2024-01-15 15:55:31,1592.0,33.0,1207,408.0,1353.0,52.0,1020.0,4077,2023-12-08 06:23:03.000,8.11.1,137.0,200.0,40,True,51823.0,45672.0,elasticsearch,conda-forge/elasticsearch,,3554.0,15304947.0,https://pypi.org/project/elasticsearch,2023-12-08 06:23:03.000,6151.0,15282988.0,https://anaconda.org/conda-forge/elasticsearch,2023-12-08 08:04:02.493,962202.0,1.0,,,,,,,,,,,,,,,,,, +45,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-01-18 13:34:31.000,2024-01-18 00:19:09,4937.0,125.0,999,109.0,3838.0,1098.0,3045.0,3320,2024-01-17 23:56:20.000,2024.1.0,88.0,466.0,40,True,25621.0,23464.0,xarray,conda-forge/xarray,,,3787466.0,https://pypi.org/project/xarray,2024-01-17 23:56:20.000,2157.0,3562681.0,https://anaconda.org/conda-forge/xarray,2023-12-08 22:05:21.882,9441001.0,1.0,,,,,,,,,,,,,,,,,, +46,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-01-17 23:41:09.000,2024-01-12 21:58:03,1612.0,66.0,264,40.0,518.0,18.0,266.0,3317,2024-01-08 15:47:19.000,10.2.0,45.0,114.0,40,True,215924.0,206850.0,more-itertools,conda-forge/more-itertools,,2875.0,53903616.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9074.0,53588040.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13568348.0,1.0,,,,,,,,,,,,,,,,,, +47,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-01-18 10:56:19.000,2024-01-18 10:20:59,4353.0,29.0,530,57.0,908.0,257.0,1216.0,1966,2023-10-09 14:43:38.000,3.10.0,38.0,201.0,40,True,266078.0,250907.0,h5py,conda-forge/h5py,,3056.0,14065984.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15171.0,13734107.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14269120.0,1.0,,,,,,,,,,,,,,,,,, +48,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-01-17 21:12:05.000,2024-01-16 14:41:49,2279.0,60.0,307,20.0,859.0,218.0,412.0,724,2023-12-11 21:19:52.000,2023.12.2,76.0,224.0,40,True,87400.0,86505.0,fsspec,conda-forge/fsspec,,,185959487.0,https://pypi.org/project/fsspec,2023-12-11 21:19:52.000,895.0,185607371.0,https://anaconda.org/conda-forge/fsspec,2023-12-11 23:09:10.148,15493124.0,1.0,,,,,,,,,,,,,,,,,, +49,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-01-18 02:54:51.000,2024-01-13 02:02:00,1811.0,11.0,1361,209.0,873.0,163.0,942.0,9336,2023-06-22 02:17:03.239,1.15.1,76.0,304.0,39,True,17297.0,15512.0,rq,conda-forge/rq,,,1291586.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1785.0,1288958.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,99890.0,2.0,,,,,,,,,,,,,,,,,, +50,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-01-17 19:01:29.000,2024-01-02 21:50:32,2735.0,30.0,736,149.0,750.0,600.0,559.0,8776,2023-12-13 09:51:12.000,3.0.43,127.0,224.0,39,True,1734.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,33893823.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1734.0,33391187.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20608100.0,2.0,,,,,,,,,,,,,,,,,, +51,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,,667,135.0,673.0,97.0,399.0,8462,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,91335.0,86503.0,arrow,conda-forge/arrow,,,19054524.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4832.0,18970247.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3623939.0,1.0,,,,,,,,,,,,,,,,,, +52,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-01-18 09:08:35.000,2024-01-17 21:56:00,6497.0,60.0,1419,134.0,4191.0,557.0,4325.0,8131,2023-12-14 20:32:51.000,1.7.4,205.0,302.0,39,True,4079.0,4049.0,dbt,conda-forge/dbt,,3928.0,85858.0,https://pypi.org/project/dbt,2024-01-10 20:40:22.000,30.0,82725.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,251765.0,2.0,1.0,,,,,,,,,,,,,dbt,,,, +53,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,12.0,1359,147.0,972.0,297.0,1195.0,5423,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,24973.0,23531.0,kafka-python,conda-forge/kafka-python,,1834.0,6642772.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1442.0,6637410.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,427680.0,2.0,,,,,,,,,,,,,,,,,, +54,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-01-15 22:38:12.000,2024-01-08 20:12:26,4136.0,46.0,1224,138.0,1114.0,373.0,1339.0,4120,2023-03-03 10:28:06.959,0.27.0,72.0,390.0,39,True,26277.0,22680.0,mongoengine,conda-forge/mongoengine,,,964494.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3597.0,958543.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,232107.0,2.0,,,,,,,,,,,,,,,,,, +55,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-01-17 19:21:33.000,2024-01-16 19:29:51,5502.0,63.0,1190,240.0,1473.0,14.0,,3986,2023-11-29 15:44:00.000,4.6.1,136.0,206.0,39,True,20255.0,,pymongo,conda-forge/pymongo,,,20821454.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20255.0,20786721.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1458810.0,2.0,,,,,,,,,,,,,,,,,, +56,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-01-12 14:31:44.000,2023-12-01 10:50:33,1499.0,6.0,384,61.0,715.0,400.0,468.0,3547,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,39,True,387263.0,380643.0,joblib,conda-forge/joblib,,,38551147.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6620.0,37988384.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23636053.0,2.0,,,,,,,,,,,,,,,,,, +57,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-01-13 17:49:37.000,2024-01-13 17:49:12,2888.0,37.0,468,62.0,213.0,62.0,514.0,2590,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,87731.0,86055.0,pycryptodomex,conda-forge/pycryptodomex,,268.0,29146795.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1676.0,29109577.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1563096.0,2.0,,,,,,,,,,,,,,,,,, +58,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-01-15 15:09:50.000,2024-01-15 15:09:34,1790.0,45.0,211,20.0,146.0,107.0,931.0,2310,2023-12-20 17:06:21.000,rel_1_13_1,123.0,182.0,39,True,210415.0,198824.0,alembic,conda-forge/alembic,,,30517443.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11591.0,30417946.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,3979910.0,2.0,,,,,,,,,,,,,,,,,, +59,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-01-02 16:34:11.563,2024-01-02 13:45:30,2002.0,19.0,201,26.0,605.0,99.0,198.0,595,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,39,True,408662.0,393881.0,traitlets,conda-forge/traitlets,,317.0,30900457.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14781.0,30276404.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,24961520.0,1.0,,,,,,,,,,,,,,,,,, +60,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-01-15 15:33:51.000,2024-01-15 11:30:30,4099.0,13.0,2388,477.0,2291.0,124.0,881.0,17028,2024-01-15 15:33:51.000,3.5.0,81.0,613.0,38,True,2703.0,2286.0,luigi,luigi,,,453131.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,415.0,452981.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14336.0,2.0,,,stable/luigi,,,,,,,,,,,,2.0,,, +61,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-08 14:44:11.000,2024-01-08 14:42:11,7449.0,275.0,1225,341.0,244.0,39.0,460.0,13407,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1009.0,1003.0,tink,,,1097.0,352918.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,352807.0,,,,2.0,,,,,,,,,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,97.0,,,,, +62,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-01-18 13:52:43.000,2024-01-18 13:52:42,3103.0,199.0,848,107.0,1618.0,307.0,1391.0,9144,2023-12-13 13:49:01.000,0.19.1,48.0,218.0,38,True,2179.0,2106.0,kedro,,,,330291.0,https://pypi.org/project/kedro,2023-12-13 13:49:01.000,73.0,330291.0,,,,2.0,,,,,,,,,,,,,,,,,, +63,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-01-13 21:30:11.000,2024-01-08 22:32:30,1733.0,21.0,3319,140.0,886.0,132.0,1174.0,6235,2024-01-08 22:11:24.000,29.0.0,93.0,190.0,38,True,1469.0,,kubernetes,conda-forge/kubernetes,,,21127509.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1469.0,21116832.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,469813.0,2.0,,,,,,,,,,,,,,,,,, +64,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-01-15 14:28:42.000,2024-01-12 19:56:59,2744.0,22.0,1223,200.0,1240.0,195.0,1875.0,3344,2023-11-17 18:40:04.000,4.3.0,43.0,231.0,38,True,4368.0,4101.0,netmiko,,,,192110.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,267.0,192110.0,,,,2.0,,,,,,,,,,,,,,,,,, +65,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-01-02 22:15:38.393,2024-01-02 03:27:05,3080.0,9.0,492,72.0,297.0,19.0,1259.0,3125,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,38,False,757715.0,696073.0,psycopg2,psycopg2,,,13988719.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61622.0,13986094.0,https://anaconda.org/anaconda/psycopg2,2024-01-02 22:15:38.393,257281.0,2.0,,,,,,,,,,,,,,,20.0,,, +66,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-01-04 00:00:43.000,2023-11-25 05:24:37,1628.0,1.0,468,90.0,308.0,183.0,329.0,2478,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,360343.0,344075.0,pexpect,conda-forge/pexpect,,4370.0,47868118.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16268.0,47685497.0,https://anaconda.org/conda-forge/pexpect,2023-06-16 13:23:50.718,16980534.0,1.0,,,,,,,,,,,,,,,,,, +67,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-01-13 06:51:47.000,2023-11-20 03:58:10,1175.0,5.0,260,24.0,177.0,35.0,291.0,2031,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,38,True,950326.0,917939.0,pyparsing,conda-forge/pyparsing,,9183.0,91222061.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32387.0,89705912.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40932164.0,1.0,,,,,,,,,,,,,,,,,, +68,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-12-21 23:45:31.152,2023-12-21 21:58:06,987.0,24.0,232,53.0,156.0,22.0,217.0,1562,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,339936.0,329454.0,greenlet,conda-forge/greenlet,,,85722241.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10482.0,85521123.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8648080.0,1.0,,,,,,,,,,,,,,,,,, +69,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-01-17 08:46:25.000,2024-01-15 19:31:12,942.0,44.0,114,27.0,312.0,58.0,280.0,1485,2023-12-16 17:06:55.000,4.2.0,50.0,46.0,38,True,227574.0,226863.0,anyio,conda-forge/anyio,,,104831339.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,104560969.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,11896310.0,1.0,,,,,,,,,,,,,,,,,, +70,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-01-18 08:11:59.000,2024-01-17 20:53:20,1752.0,51.0,316,54.0,1162.0,71.0,560.0,688,2024-01-12 18:44:12.000,3.16.0,155.0,144.0,38,True,26429.0,25269.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,34251763.0,https://pypi.org/project/google-cloud-bigquery,2024-01-12 18:44:12.000,1160.0,34185502.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-01-14 09:33:15.275,2782995.0,2.0,,,,,,,,,,,,,,,,,, +71,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-01-14 02:57:20.000,2024-01-09 18:22:03,292.0,4.0,1407,375.0,168.0,144.0,183.0,25826,2022-12-12 20:38:05.885,0.5.0,10.0,63.0,37,True,30789.0,28853.0,fire,conda-forge/fire,,,5636490.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1936.0,5625980.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,830342.0,2.0,,,,,,,,,,,,,,,,,, +72,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-01-18 03:14:25.000,2024-01-09 06:52:30,369.0,123.0,534,150.0,320.0,194.0,153.0,12027,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,37,True,9408.0,9215.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,509211.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,193.0,508357.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,24794.0,2.0,,,,,,,,,,,,,,,,,, +73,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-01-17 22:29:58.000,2023-10-22 20:53:42,936.0,2.0,566,226.0,251.0,87.0,258.0,9777,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,112405.0,110462.0,uvloop,conda-forge/uvloop,,428.0,7833031.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1943.0,7815640.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,678106.0,2.0,,,,,,,,,,,,,,,,,, +74,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-01-18 13:36:45.000,2024-01-17 19:42:23,2740.0,88.0,629,116.0,2950.0,710.0,3247.0,9232,2023-12-14 15:17:09.000,0.26.0,90.0,124.0,37,True,1329.0,1295.0,modin,conda-forge/modin-core,['pandas'],196785.0,794572.0,https://pypi.org/project/modin,2023-12-14 14:59:39.000,34.0,782026.0,https://anaconda.org/conda-forge/modin-core,2024-01-17 12:23:33.492,286963.0,2.0,,,,,,,,,,,,,,,,,, +75,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2023-12-28 22:37:29.000,2023-07-07 17:27:15,356.0,,376,34.0,225.0,40.0,232.0,6802,2023-02-24 06:47:13.294,1.0.0,44.0,93.0,37,True,667383.0,657647.0,python-dotenv,conda-forge/python-dotenv,,,32831551.0,https://pypi.org/project/python-dotenv,2023-02-24 06:47:13.294,9736.0,32762071.0,https://anaconda.org/conda-forge/python-dotenv,2023-09-04 22:19:51.991,2918177.0,2.0,,,,,,,,,,,,,,,,,, +76,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-01-17 23:51:35.000,2024-01-17 23:51:31,2329.0,68.0,668,61.0,1497.0,30.0,1015.0,3718,2024-01-12 20:54:52.000,3.5.1,145.0,143.0,37,True,1438.0,1373.0,awswrangler,conda-forge/awswrangler,['pandas'],222534.0,36263406.0,https://pypi.org/project/awswrangler,2024-01-12 18:25:39.000,65.0,36248807.0,https://anaconda.org/conda-forge/awswrangler,2024-01-12 21:35:41.673,450395.0,2.0,,,,,,,,aws/aws-sdk-pandas,,,,,,,,,, +77,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-01-18 12:33:42.000,2024-01-18 11:23:05,7255.0,632.0,466,80.0,5425.0,123.0,2344.0,3378,2023-12-18 23:17:03.000,7.2.0,74.0,246.0,37,True,1026.0,973.0,ibis-framework,conda-forge/ibis-framework,,113.0,100796.0,https://pypi.org/project/ibis-framework,2024-01-14 00:02:43.000,53.0,93395.0,https://anaconda.org/conda-forge/ibis-framework,2023-12-19 18:18:56.725,318101.0,2.0,,,,,,,,,,,,,,,,,, +78,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-01-15 13:12:52.000,2024-01-15 13:12:51,1512.0,14.0,457,134.0,564.0,318.0,375.0,2409,2023-11-17 10:47:56.000,1.2.0,30.0,134.0,37,True,27143.0,25850.0,dateparser,conda-forge/dateparser,,,4631077.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1293.0,4626627.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,191385.0,2.0,,,,,,,,,,,,,,,,,, +79,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2023-12-29 23:09:27.000,2023-11-14 16:25:37,322.0,2.0,504,53.0,265.0,271.0,313.0,2362,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,37,True,1134748.0,1056862.0,pyyaml,conda-forge/pyyaml,,,219859173.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77886.0,218826822.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41294041.0,1.0,,,,,,,,,,,,,,,,,, +80,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-01-17 03:17:27.000,2024-01-15 03:55:31,589.0,55.0,195,28.0,600.0,10.0,124.0,1084,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,205603.0,197457.0,bcrypt,conda-forge/bcrypt,,,46729795.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8146.0,46621960.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4421266.0,3.0,,,,,,,,,,,,,,,,,, +81,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-01-12 02:09:46.000,,,,15410,,,818.0,,62562,2024-01-10 19:37:23.000,4.25.2,153.0,664.0,36,True,20120.0,,protobuf,conda-forge/protobuf,,,155466838.0,https://pypi.org/project/protobuf,2024-01-10 19:37:23.000,16507.0,150156943.0,https://anaconda.org/conda-forge/protobuf,2023-10-09 03:04:22.510,16619949.0,2.0,-16.0,,,,,,,,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3613.0,4932169.0,,,,, +82,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-06 20:17:56.000,2023-09-23 23:05:56,1604.0,,1988,464.0,551.0,474.0,1309.0,14399,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,168.0,21.0,fabric,conda-forge/fabric,,,4233890.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,147.0,4231657.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,80403.0,3.0,,,,,,,,,,,,,,,,,, +83,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2023-12-09 14:44:05.000,2023-11-26 22:23:44,6867.0,28.0,1759,231.0,3075.0,737.0,2784.0,12944,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,11092.0,10742.0,pysimplegui,conda-forge/pysimplegui,,,545755.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,350.0,543232.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,133735.0,2.0,,,,,,,,,,,,,,,,,, +84,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,3.0,965,216.0,185.0,156.0,294.0,11305,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,32827.0,31366.0,schedule,conda-forge/schedule,,,1681253.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1461.0,1679899.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,48763.0,3.0,,,,,,,,,,,,,,,,,, +85,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-01-17 03:16:01.000,2023-12-16 21:30:31,835.0,11.0,391,68.0,280.0,226.0,320.0,5907,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,25903.0,24612.0,pendulum,conda-forge/pendulum,,516.0,18628126.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1291.0,18606783.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,896237.0,2.0,,,,,,,,,,,,,,,,,, +86,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-01-01 17:45:27.000,2024-01-01 17:45:18,1187.0,10.0,588,137.0,327.0,33.0,222.0,4438,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,36,True,92107.0,90827.0,tablib,conda-forge/tablib,,,1554106.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1553016.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93768.0,1.0,,,,,,,,,,,,,,,,,, +87,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-12-09 01:28:45.000,2023-11-08 17:22:41,1363.0,6.0,615,118.0,128.0,10.0,899.0,3403,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,36,True,75464.0,71449.0,xlsxwriter,conda-forge/xlsxwriter,,,13918727.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4015.0,13848614.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3085014.0,3.0,,,,,,,,,,,,,,,,,, +88,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,314.0,3050,,,21.0,83.0,36,True,753080.0,735753.0,pycparser,conda-forge/pycparser,,,117746375.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17327.0,117335621.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36557143.0,2.0,,,,,,,,,,,,,,,,,, +89,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-01-15 09:28:09.000,2024-01-14 20:20:47,2665.0,11.0,479,123.0,557.0,312.0,1508.0,2775,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,36,True,31060.0,30417.0,xlwings,conda-forge/xlwings,,19439.0,147766.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,643.0,131433.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,702549.0,1.0,,,,,,,,,,,,,,,,,, +90,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-01-18 12:57:53.000,2024-01-18 12:57:52,1083.0,11.0,470,55.0,301.0,11.0,320.0,2370,2023-12-13 13:40:11.000,2.2.1,37.0,84.0,36,True,158535.0,151287.0,mysqlclient,conda-forge/mysqlclient,,5273.0,4648904.0,https://pypi.org/project/mysqlclient,2023-12-13 13:40:11.000,7248.0,4641242.0,https://anaconda.org/conda-forge/mysqlclient,2023-12-15 15:20:16.416,319348.0,2.0,,,,,,,,,,,,,,,,,, +91,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-01-03 21:07:31.000,2023-11-13 16:35:34,1579.0,4.0,459,45.0,635.0,341.0,404.0,2196,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5482.0,,python-dateutil,conda-forge/python-dateutil,,35065.0,212969252.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5482.0,212401873.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,52168536.0,2.0,,,,,,,,,,,,,,,,,, +92,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2024-01-18 04:56:49.000,2024-01-15 19:36:05,2250.0,115.0,469,17.0,1138.0,96.0,395.0,1288,2024-01-15 19:19:45.000,0.41,69.0,224.0,36,True,14918.0,14458.0,holidays,conda-forge/holidays,,189.0,5929750.0,https://pypi.org/project/holidays,2024-01-15 19:29:33.000,460.0,5840442.0,https://anaconda.org/conda-forge/holidays,2024-01-15 23:13:37.023,3750915.0,2.0,,,,,,,,vacanza/python-holidays,,,,,,,,,, +93,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1171,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,36,True,326006.0,308649.0,future,conda-forge/future,,,28951645.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17357.0,28809843.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12762267.0,1.0,,,,,,,,,,,,,,,,,, +94,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2023-10-21 04:26:51.000,2023-10-21 04:26:51,530.0,1.0,264,29.0,106.0,111.0,183.0,952,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,36,True,2123848.0,1987844.0,six,conda-forge/six,,,182346273.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136004.0,181794975.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,50719419.0,1.0,,,,,,,,,,,,,,,,,, +95,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-01-11 09:04:59.000,2024-01-05 14:42:12,533.0,13.0,2053,378.0,465.0,343.0,187.0,32347,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,35,True,1327.0,1289.0,diagrams,conda-forge/diagrams,,,117937.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,38.0,113958.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,175090.0,2.0,,,,,,,,,,,,,,,,,, +96,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-01-18 12:23:17.000,2024-01-17 00:27:47,15556.0,287.0,7094,735.0,5818.0,1743.0,3711.0,17795,2024-01-05 02:21:22.000,1.22.1,17.0,614.0,35,True,14.0,,micropython-_markupbase,,,71615.0,930.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +97,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-01-13 20:41:01.000,2024-01-13 20:41:01,2434.0,3.0,1222,230.0,477.0,145.0,1014.0,8093,2022-12-24 01:04:06.789,4.2.5,51.0,176.0,35,True,12066.0,10108.0,supervisor,conda-forge/supervisor,,,1472204.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1958.0,1464893.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,285162.0,2.0,,,,,,,,,,,,,,,,,, +98,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,162.0,110.0,260.0,186.0,7874,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,121938.0,109472.0,docopt,conda-forge/docopt,,,9070109.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12466.0,9048440.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2015293.0,2.0,,,,,,,,,,,,,,,,,, +99,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-01-04 14:08:21.000,2024-01-04 14:08:21,1465.0,3.0,542,134.0,235.0,7.0,465.0,6782,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,35,True,16524.0,13878.0,sh,conda-forge/sh,,,4605452.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2646.0,4600591.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,189600.0,2.0,,,,,,,,,,,,,,,,,, +100,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-01-15 07:50:50.000,2024-01-15 07:50:50,1535.0,16.0,348,142.0,203.0,66.0,106.0,6332,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,35,True,6558.0,6117.0,boltons,conda-forge/boltons,,25.0,3941796.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,441.0,3850271.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,3935588.0,2.0,,,,,,,,,,,,,,,,,, +101,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,,682,134.0,389.0,175.0,457.0,6121,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,35,True,133965.0,125759.0,watchdog,conda-forge/watchdog,,,10874891.0,https://pypi.org/project/watchdog,2023-07-20 15:43:30.598,8206.0,10812554.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2680509.0,2.0,,,,,,,,,,,,,,,,,, +102,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-01-11 15:55:35.000,2022-11-03 19:39:10,1206.0,,251,83.0,351.0,118.0,142.0,4431,2022-07-10 04:30:45.196,0.12.0,26.0,75.0,35,False,133607.0,130077.0,toolz,conda-forge/toolz,,,19494613.0,https://pypi.org/project/toolz,2022-07-10 04:30:45.196,3530.0,19285416.0,https://anaconda.org/conda-forge/toolz,2023-06-16 13:17:29.659,19036947.0,2.0,,,,,,,,,,,,,,,,,, +103,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-01-17 17:12:47.000,2024-01-05 11:40:33,908.0,15.0,371,87.0,274.0,26.0,318.0,4185,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4518.0,,ujson,conda-forge/ujson,,,8028047.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4518.0,7923235.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4506950.0,2.0,,,,,,,,,,,,,,,,,, +104,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-01-18 13:13:13.000,2024-01-05 10:43:06,1042.0,9.0,836,426.0,398.0,157.0,1157.0,3737,2023-11-13 12:01:30.000,8.11.0,37.0,133.0,35,True,10915.0,9929.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,200.0,2812910.0,https://pypi.org/project/elasticsearch-dsl,2023-11-13 12:01:30.000,986.0,2812795.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8370.0,2.0,,,,,,,,,,,,,,,,,, +105,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-01-17 09:39:06.148,2024-01-17 06:35:47,1624.0,18.0,455,88.0,113.0,9.0,167.0,3358,2024-01-17 07:10:57.000,8.13.28,237.0,30.0,35,True,1468.0,,phonenumbers,conda-forge/phonenumbers,,,4479562.0,https://pypi.org/project/phonenumbers,2024-01-17 07:10:57.000,1468.0,4452678.0,https://anaconda.org/conda-forge/phonenumbers,2024-01-17 09:39:06.148,860310.0,1.0,,,,,,,,,,,,,,,,,, +106,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3332,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,867821.0,845940.0,colorama,conda-forge/colorama,,,116583809.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21881.0,116285400.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27752066.0,2.0,,,,,,,,,,,,,,,,,, +107,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-01-16 21:23:11.000,2024-01-16 21:23:10,1765.0,19.0,210,91.0,245.0,,,2272,2023-11-14 21:54:12.000,3.3.2,47.0,48.0,35,True,80844.0,79640.0,motor,conda-forge/motor,,,1252673.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1204.0,1251047.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,63445.0,2.0,,,,,,,,,,,,,,,,,, +108,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-01-18 12:30:28.000,2024-01-18 12:30:24,1005.0,8.0,172,23.0,158.0,169.0,333.0,2067,2023-07-22 22:25:43.000,dill-0.3.7,26.0,44.0,35,True,140455.0,136418.0,dill,conda-forge/dill,,291407.0,40287213.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,4037.0,40149763.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5808496.0,2.0,,,,,,,,,,,,,,,,,, +109,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2023-10-31 12:42:54.224,2023-10-25 20:31:08,725.0,6.0,141,42.0,113.0,24.0,151.0,1944,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,35,True,329950.0,327622.0,pyrsistent,conda-forge/pyrsistent,,,31374328.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2328.0,30886138.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20503995.0,1.0,,,,,,,,,,,,,,,,,, +110,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,18.0,218,44.0,69.0,50.0,142.0,1921,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11921.0,,wrapt,conda-forge/wrapt,,,96627298.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11921.0,96278004.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13622466.0,2.0,,,,,,,,,,,,,,,,,, +111,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-12-04 09:37:39.000,2023-11-14 07:16:07,1076.0,16.0,210,26.0,167.0,66.0,216.0,1837,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,35,True,9917.0,9069.0,deepdiff,conda-forge/deepdiff,,,10268474.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,848.0,10259537.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,384310.0,1.0,,,,,,,,,,,,,,,,,, +112,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,177.0,1615,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,139121.0,118130.0,simplejson,conda-forge/simplejson,,6404.0,17622245.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20991.0,17552647.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3059404.0,2.0,,,,,,,,,,,,,,,,,, +113,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2023-12-10 17:13:42.175,2023-12-10 15:15:33,762.0,22.0,125,35.0,217.0,50.0,202.0,1328,2023-12-10 15:15:56.000,3.2.1,124.0,71.0,35,True,51384.0,49156.0,argcomplete,conda-forge/argcomplete,,329.0,21038904.0,https://pypi.org/project/argcomplete,2023-12-10 15:15:56.000,2228.0,21004141.0,https://anaconda.org/conda-forge/argcomplete,2023-12-10 17:13:42.175,1459956.0,2.0,,,,,,,,,,,,,,,,,, +114,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-01-16 20:56:30.000,2024-01-16 17:14:10,1876.0,53.0,225,45.0,902.0,278.0,398.0,1276,2023-08-18 14:29:58.000,2.16.1,73.0,96.0,35,True,3658.0,3171.0,zarr,conda-forge/zarr,,,443481.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,487.0,376013.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2833663.0,2.0,,,,,,,,,,,,,,,,,, +115,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-01-17 23:14:06.000,2024-01-12 07:28:16,4830.0,55.0,265,61.0,378.0,165.0,550.0,1248,2023-11-27 12:13:28.000,3.9.2,46.0,127.0,35,True,2615.0,,tables,conda-forge/pytables,,182.0,862682.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2615.0,701073.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6787511.0,2.0,,,,,,,,,,,,,,,,,, +116,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-01-18 04:25:09.000,2024-01-18 04:24:27,1403.0,27.0,160,34.0,171.0,69.0,236.0,1180,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,35,True,2440.0,,jsonpickle,conda-forge/jsonpickle,,,8594926.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2440.0,8546218.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1607382.0,2.0,,,,,,,,,,,,,,,,,, +117,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-01-18 10:09:33.000,2023-06-29 17:27:33,1384.0,,313,31.0,328.0,193.0,238.0,1171,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,35,True,29449.0,27285.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4357183.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2164.0,4351018.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,542554.0,2.0,,,,,,,,,,,,,,,,,, +118,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-01-07 17:50:26.000,2024-01-07 17:50:22,2078.0,36.0,148,19.0,165.0,60.0,444.0,1149,2023-11-12 22:31:41.000,24.3.0,192.0,118.0,35,True,4278.0,,keyring,conda-forge/keyring,,,36325317.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4278.0,36227124.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4124123.0,3.0,,,,,,,,,,,,,,,,,, +119,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2023-12-16 02:49:30.000,2023-12-16 02:49:30,1026.0,14.0,257,18.0,397.0,127.0,315.0,774,2023-12-11 21:57:22.000,2023.12.2,66.0,134.0,35,True,16982.0,16234.0,s3fs,conda-forge/s3fs,,,207465553.0,https://pypi.org/project/s3fs,2023-12-11 21:57:22.000,748.0,207306999.0,https://anaconda.org/conda-forge/s3fs,2023-12-12 00:58:34.720,6500725.0,2.0,,,,,,,,,,,,,,,,,, +120,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-01-13 17:42:18.000,2024-01-13 17:42:18,1168.0,49.0,295,31.0,847.0,7.0,532.0,725,2024-01-03 09:38:29.000,7.2.3,110.0,129.0,35,True,6727.0,6251.0,minio,conda-forge/minio,,,1539931.0,https://pypi.org/project/minio,2024-01-02 20:58:21.000,476.0,1536158.0,https://anaconda.org/conda-forge/minio,2024-01-02 22:32:44.199,154727.0,2.0,,,,,,,,,,,,,,,,,, +121,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-01-16 16:19:38.000,2024-01-16 16:19:36,288.0,13.0,91,16.0,190.0,11.0,92.0,614,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,381630.0,378748.0,filelock,conda-forge/filelock,,,95512952.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2882.0,95139680.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16423969.0,2.0,,,,,,,,tox-dev/filelock,,,,,,,,,, +122,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-01-11 21:52:28.000,2023-12-21 19:12:29,604.0,39.0,127,18.0,239.0,50.0,36.0,191,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,270270.0,265892.0,s3transfer,conda-forge/s3transfer,,,276708723.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4378.0,276259979.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17501035.0,2.0,,,,,,,,,,,,,,,,,, +123,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-01-13 20:23:49.000,2024-01-11 01:40:16,2797.0,21.0,627,151.0,496.0,240.0,1015.0,11716,2023-10-09 18:31:30.000,1.10.1,220.0,65.0,34,True,2631.0,2578.0,dearpygui,,,,43449.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,53.0,43449.0,,,,2.0,,,,,,,,,,,,,,,,,, +124,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-01-18 10:04:22.000,2024-01-17 15:54:32,8707.0,304.0,560,85.0,2256.0,54.0,390.0,7398,2024-01-04 17:24:14.000,3.8.14,154.0,125.0,34,True,2657.0,2603.0,hub,,,,2226.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,2226.0,,,,2.0,,,,,,,,activeloopai/deeplake,,,,,,,,,, +125,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5293,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,67751.0,62042.0,xmltodict,conda-forge/xmltodict,,,27265002.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5709.0,27224577.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3597863.0,2.0,,,,,,,,,,,,,,,,,, +126,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-01-15 17:19:01.000,2023-10-26 14:26:36,614.0,2.0,186,34.0,86.0,2.0,359.0,5228,2023-10-26 14:56:24.000,3.9.10,117.0,22.0,34,True,71631.0,70359.0,orjson,conda-forge/orjson,,,13203311.0,https://pypi.org/project/orjson,2023-10-26 14:30:16.000,1272.0,13179758.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1036369.0,3.0,,,,,,,,,,,,,,,,,, +127,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-01-15 09:44:18.000,2023-11-21 00:41:16,550.0,15.0,797,71.0,417.0,95.0,422.0,3677,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,34,True,873.0,,prometheus_client,conda-forge/prometheus_client,,,22295772.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,873.0,21954352.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,15022495.0,2.0,,,,,,,,,,,,,,,,,, +128,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-01-18 12:25:16.000,2024-01-18 12:25:15,731.0,10.0,316,33.0,509.0,103.0,378.0,3404,2023-10-31 18:44:59.000,3.2.4,86.0,120.0,34,True,8050.0,7759.0,dynaconf,conda-forge/dynaconf,,,1811047.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,291.0,1809408.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,63938.0,2.0,,,,,,,,dynaconf/dynaconf,,,,,,,,,, +129,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,3.0,238,50.0,266.0,13.0,334.0,3076,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16343.0,15195.0,cerberus,conda-forge/cerberus,,,4355357.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1148.0,4340906.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,361294.0,2.0,,,,,,,,,,,,,,,,,, +130,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2023-12-21 04:14:38.000,2023-12-21 04:13:59,1274.0,10.0,185,51.0,323.0,127.0,224.0,2722,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6131.0,5656.0,plumbum,conda-forge/plumbum,,,2200932.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,475.0,2189238.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,994014.0,3.0,,,,,,,,,,,,,,,,,, +131,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2023-11-13 19:24:00.000,2023-10-09 21:18:20,331.0,,314,46.0,111.0,16.0,188.0,2462,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,55122.0,51773.0,python-magic,conda-forge/python-magic,,,5663938.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3349.0,5657815.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,238832.0,2.0,,,,,,,,,,,,,,,,,, +132,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2023-12-23 18:56:31.463,2023-12-13 11:40:50,831.0,14.0,203,61.0,103.0,68.0,297.0,2092,2023-12-11 13:19:16.000,2.8.8,52.0,71.0,34,True,3233.0,,numexpr,conda-forge/numexpr,,523.0,4366389.0,https://pypi.org/project/numexpr,2023-12-11 13:19:16.000,3233.0,4190456.0,https://anaconda.org/conda-forge/numexpr,2023-12-23 18:56:31.463,7564888.0,2.0,,,,,,,,,,,,,,,,,, +133,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2030,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39474.0,6.0,chardet,conda-forge/chardet,,,49259555.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39464.0,48701162.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22333691.0,1.0,,,,,,,,,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,51.0,,,,, +134,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-01-17 17:15:09.000,2023-12-03 10:50:26,9954.0,20.0,944,85.0,1782.0,89.0,124.0,1983,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,34,True,861.0,,apache-libcloud,,,,235470.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,235470.0,,,,2.0,,,,,,,,,,,,,,,,,, +135,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2023-12-15 12:50:24.000,2023-12-14 11:13:44,477.0,13.0,211,36.0,254.0,41.0,209.0,1794,2023-11-17 11:13:10.000,0.14.1,48.0,96.0,34,True,16345.0,14973.0,voluptuous,conda-forge/voluptuous,,,3086833.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1372.0,3077907.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,339202.0,2.0,,,,,,,,,,,,,,,,,, +136,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-01-18 11:19:06.000,2024-01-16 07:24:28,713.0,30.0,223,60.0,434.0,146.0,623.0,1499,2019-06-19 22:31:20.000,3.7.4,16.0,95.0,34,True,6035.0,,typing,conda-forge/typing,,,8000525.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6035.0,7969066.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2957236.0,2.0,,,,,,,,,,,,,,,,,, +137,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-01-18 12:39:04.000,2024-01-16 15:04:01,1387.0,74.0,151,21.0,901.0,56.0,372.0,1428,2024-01-16 15:40:08.000,9.1.1,60.0,71.0,34,True,862.0,814.0,copier,,,,150718.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,150718.0,,,,2.0,,,,,,,,,,,,,,,,,, +138,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-01-10 16:01:10.000,2023-12-21 23:24:17,6039.0,10.0,576,78.0,1114.0,13.0,,1364,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,34,True,6815.0,6112.0,cassandra-driver,conda-forge/cassandra-driver,,,1249348.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,703.0,1244644.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,192894.0,2.0,,,,,,,,,,,,,,,,,, +139,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-01-15 23:50:28.000,2024-01-11 00:45:59,529.0,19.0,84,23.0,289.0,30.0,75.0,1182,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,34,True,19971.0,19708.0,cleo,conda-forge/cleo,,,22799112.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,263.0,22782639.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,642449.0,2.0,,,,,,,,python-poetry/cleo,,,,,,,,,, +140,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,149.0,271.0,1123,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,34951.0,34240.0,py4j,conda-forge/py4j,,,36277705.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,711.0,36222919.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4876006.0,2.0,,,,,,,,py4j/py4j,,,,,,,,,, +141,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-01-16 23:16:06.000,2024-01-16 19:52:16,386.0,21.0,155,62.0,390.0,42.0,297.0,406,2023-12-12 14:47:14.000,0.20.0,44.0,48.0,34,True,9288.0,8953.0,pandas-gbq,conda-forge/pandas-gbq,,349.0,7864594.0,https://pypi.org/project/pandas-gbq,2023-12-12 14:47:14.000,335.0,7816687.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1868232.0,2.0,,,,,,,,,,,,,,,,,, +142,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-01-17 00:18:06.000,2024-01-17 00:16:46,354.0,25.0,51,13.0,68.0,9.0,39.0,365,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,34,True,506894.0,493322.0,wcwidth,conda-forge/wcwidth,,,45879432.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13572.0,45351748.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,22690453.0,2.0,,,,,,,,,,,,,,,,,, +143,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,237,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,467115.0,451992.0,pyasn1,conda-forge/pyasn1,,,156620581.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15123.0,153197020.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13694244.0,3.0,,,,,,,,,,,,,,,,,, +144,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2023-12-28 05:40:21.000,2023-12-10 20:18:56,479.0,8.0,509,69.0,301.0,208.0,167.0,12864,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,3008.0,21.0,typer,conda-forge/typer,,,11898868.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,2987.0,11855155.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1967086.0,3.0,,,,,,,,,,,,,,,,,, +145,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-12-21 20:10:23.000,2023-12-21 20:10:21,1914.0,12.0,597,130.0,332.0,35.0,861.0,5709,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,33,True,1912.0,1541.0,csvkit,conda-forge/csvkit,,,179754.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,371.0,176515.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,103659.0,2.0,,,,,,,,,,,,,,,,,, +146,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-12-19 00:26:00.000,2023-12-18 08:20:45,483.0,5.0,247,48.0,197.0,91.0,148.0,5635,2023-08-14 13:22:49.000,8.2.3,53.0,87.0,33,True,1726.0,,tenacity,conda-forge/tenacity,,,34579127.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1726.0,34430305.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5804079.0,2.0,,,,,,,,,,,,,,,,,, +147,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-01-18 01:44:14.000,2024-01-18 01:44:13,1193.0,4.0,338,43.0,495.0,486.0,506.0,4065,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,33,True,7053.0,6950.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,92254.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,103.0,91721.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16536.0,3.0,,,,,,,,,,,,,,,,,, +148,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,22.0,243,64.0,89.0,23.0,273.0,3479,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,33,True,1072.0,952.0,asciimatics,conda-forge/asciimatics,,,60384.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,56666.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,145004.0,3.0,,,,,,,,,,,,,,,,,, +149,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,89.0,80.0,316.0,332.0,3449,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4192.0,3826.0,pony,conda-forge/pony,,84.0,99083.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,366.0,96510.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97788.0,3.0,,,,,,,,,,,,,,,,,, +150,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-01-18 13:09:12.000,2024-01-15 19:55:50,6207.0,236.0,373,40.0,2055.0,64.0,213.0,3439,2024-01-16 08:01:31.000,0.54.1,122.0,86.0,33,True,341.0,339.0,zenml,,,1.0,13585.0,https://pypi.org/project/zenml,2024-01-15 22:48:11.000,2.0,13585.0,,,,2.0,,,,,,,,,,,,,,,,,, +151,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,25.0,198,57.0,154.0,95.0,74.0,2817,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,33,True,8886.0,7945.0,schema,conda-forge/schema,,,8276523.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,941.0,8274007.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,135878.0,2.0,,,,,,,,,,,,,,,,,, +152,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-01-10 18:18:02.000,2023-11-01 04:01:28,505.0,1.0,584,125.0,226.0,62.0,977.0,2786,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,33,False,55683.0,53464.0,pyodbc,conda-forge/pyodbc,,,22947755.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2219.0,22916392.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1223159.0,3.0,,,,,,,,,,,,,,,,,, +153,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2453,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,128067.0,125885.0,aiofiles,conda-forge/aiofiles,,,9296602.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2182.0,9272298.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,947874.0,2.0,,,,,,,,,,,,,,,,,, +154,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-01-01 12:13:53.000,2023-10-30 00:20:45,288.0,6.0,149,27.0,59.0,9.0,228.0,1881,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3597.0,,cachetools,conda-forge/cachetools,,,104331434.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3597.0,104091729.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10547039.0,1.0,,,,,,,,,,,,,,,,,, +155,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,2.0,250,49.0,291.0,9.0,271.0,1812,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2403.0,,msgpack,conda-forge/msgpack-python,,1276.0,50302630.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2403.0,49923905.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14769614.0,3.0,,,,,,,,,,,,,,,,,, +156,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-16 04:40:24.000,2023-12-05 14:41:43,497.0,5.0,298,26.0,119.0,12.0,148.0,1777,2023-12-05 14:44:01.000,2.9.0,43.0,65.0,33,True,66469.0,64951.0,emoji,conda-forge/emoji,,,2459152.0,https://pypi.org/project/emoji,2023-12-05 14:44:01.000,1518.0,2457549.0,https://anaconda.org/conda-forge/emoji,2023-12-05 22:44:47.985,65752.0,2.0,,,,,,,,,,,,,,,,,, +157,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,1.0,166,30.0,283.0,87.0,166.0,1515,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,33,True,2975.0,,cloudpickle,conda-forge/cloudpickle,,27.0,32534176.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2975.0,32162872.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15594780.0,3.0,,,,,,,,,,,,,,,,,, +158,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-01-13 08:41:58.000,2024-01-12 09:01:13,707.0,10.0,125,22.0,286.0,43.0,128.0,1084,2023-08-26 19:10:18.000,1.3.0,21.0,48.0,33,True,10569.0,,pluggy,conda-forge/pluggy,,,82091959.0,https://pypi.org/project/pluggy,2023-08-26 19:10:18.000,10569.0,81478980.0,https://anaconda.org/conda-forge/pluggy,2023-08-26 21:53:14.025,23906197.0,2.0,,,,,,,,,,,,,,,,,, +159,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,17.0,126,24.0,71.0,22.0,161.0,877,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,33,True,18604.0,18258.0,anytree,conda-forge/anytree,,,988624.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,346.0,987806.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36831.0,1.0,,,,,,,,,,,,,,,,,, +160,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-01-09 10:27:22.000,2024-01-09 10:27:22,1518.0,33.0,212,98.0,759.0,2.0,231.0,852,2023-12-28 11:39:30.000,5.16.0,131.0,43.0,33,True,8204.0,7978.0,neo4j-driver,conda-forge/neo4j-python-driver,,,119096.0,https://pypi.org/project/neo4j-driver,2023-12-28 11:34:53.000,226.0,114474.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-12-28 14:28:01.197,198771.0,3.0,,,,,,,,,,,,,,,,,, +161,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,800,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,543877.0,519437.0,decorator,conda-forge/decorator,,,53946113.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24440.0,53664019.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25388542.0,2.0,,,,,,,,,,,,,,,,,, +162,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-01-17 23:50:25.000,2024-01-17 23:50:24,1300.0,140.0,89,22.0,783.0,31.0,128.0,366,2023-07-20 15:53:14.362,0.0.1,131.0,51.0,33,True,3352.0,,multidict,conda-forge/multidict,,6226.0,72651599.0,https://pypi.org/project/multidict,2023-07-20 15:53:14.362,3352.0,72358109.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11443419.0,1.0,,,,,,,,,,,,,,,,,, +163,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,,78,15.0,35.0,35.0,47.0,294,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1882390.0,1798753.0,pytz,conda-forge/pytz,,,140207354.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83637.0,138934630.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,48363542.0,3.0,,,,,,,,,,,,,,,,,, +164,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2023-12-02 01:46:06.000,2023-07-24 18:53:19,697.0,,512,105.0,159.0,16.0,292.0,6328,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13285.0,12363.0,tinydb,conda-forge/tinydb,,,471631.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,922.0,467602.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,366653.0,2.0,,,,,,,,,,,,,,,,,, +165,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-12-03 20:35:16.966,2023-11-28 18:26:26,330.0,1.0,253,53.0,201.0,125.0,197.0,3631,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21756.0,21634.0,databases,conda-forge/databases,,,294871.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,122.0,289795.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,192920.0,3.0,,,,,,,,,,,,,,,,,, +166,gdown,wkentaro/gdown,Download a large file from Google Drive (curl/wget fails because of the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-01-16 14:44:36.967,2024-01-16 13:21:38,445.0,4.0,312,23.0,117.0,24.0,127.0,3630,2024-01-16 13:22:09.000,4.7.3,86.0,17.0,32,True,25577.0,25131.0,gdown,conda-forge/gdown,,,1185533.0,https://pypi.org/project/gdown,2024-01-16 13:22:01.000,446.0,1179817.0,https://anaconda.org/conda-forge/gdown,2024-01-16 14:44:36.967,245809.0,2.0,,,,,,,,,,,,,,,,,, +167,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,268,49.0,202.0,180.0,358.0,3427,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,2901.0,2779.0,dependency-injector,conda-forge/dependency_injector,,,968696.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,122.0,967412.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,35974.0,2.0,,,,,,,,,,,,,,,,,, +168,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,159.0,3136,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2254.0,,sortedcontainers,conda-forge/sortedcontainers,,,28004132.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2254.0,27873889.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11721939.0,2.0,,,,,,,,,,,,,,,,,, +169,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-01-11 21:28:52.000,2023-12-15 22:15:59,625.0,23.0,237,20.0,611.0,288.0,421.0,2786,2023-12-08 21:11:34.000,0.18.0,79.0,111.0,32,True,1381.0,1279.0,pandera,conda-forge/pandera-core,['pandas'],,1112744.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,102.0,1111917.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,32278.0,2.0,,,,,,,,unionai-oss/pandera,,,,,,,,,, +170,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,24.0,658,141.0,453.0,143.0,401.0,2764,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,32,True,23018.0,22160.0,pandas-datareader,conda-forge/pandas-datareader,,,378820.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,858.0,374609.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,341099.0,2.0,,,,,,,,,,,,,,,,,, +171,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-01-16 18:32:39.000,2024-01-16 18:32:39,1437.0,15.0,214,45.0,1202.0,63.0,567.0,2624,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,32,True,3663.0,3611.0,docarray,conda-forge/docarray,,,55798.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,50527.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,126520.0,2.0,,,,,,,,docarray/docarray,,,,,,,,,, +172,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-01-18 04:12:33.000,2024-01-14 15:36:30,832.0,6.0,430,40.0,637.0,269.0,367.0,2338,2024-01-14 15:41:37.000,6.0.0,92.0,107.0,32,True,1771.0,1610.0,pynamodb,conda-forge/pynamodb,,,1383760.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1372957.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,442937.0,3.0,,,,,,,,,,,,,,,,,, +173,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-01-11 19:37:25.000,2023-12-10 17:09:47,1032.0,1.0,268,36.0,371.0,198.0,257.0,2266,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,32,True,16883.0,16776.0,pypika,conda-forge/pypika,,,2058823.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2058563.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,7020.0,3.0,,,,,,,,,,,,,,,,,, +174,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2120,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,214482.0,205903.0,xlrd,conda-forge/xlrd,,,17968535.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8579.0,17924216.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3634205.0,2.0,,,,,,,,,,,,,,,,,, +175,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,87.0,2008,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7060.0,,jmespath,conda-forge/jmespath,,,117269837.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7060.0,117076412.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17408310.0,3.0,,,,,,,,,,,,,,,,,, +176,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-01-18 12:41:13.000,2024-01-18 12:41:13,1060.0,9.0,91,18.0,582.0,101.0,446.0,1703,2022-12-08 21:01:02.889,2.3.0,146.0,33.0,32,True,24015.0,23537.0,omegaconf,conda-forge/omegaconf,,,5862086.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,478.0,5836001.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1252089.0,2.0,,,,,,,,,,,,,,,,,, +177,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,32,False,2080.0,,humanize,conda-forge/humanize,,,5175952.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2080.0,5164279.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,501971.0,2.0,,,,,,,,,,,,,,,,,, +178,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,217,48.0,180.0,56.0,337.0,1469,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2392.0,2293.0,pygsheets,,,,1236939.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1236939.0,,,,3.0,,,,,,,,,,,,,,,,,, +179,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-01-18 10:57:29.000,2024-01-12 09:43:33,550.0,14.0,77,21.0,223.0,34.0,97.0,1323,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,32,True,11387.0,10973.0,questionary,conda-forge/questionary,,,1584983.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,414.0,1583272.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,63334.0,3.0,,,,,,,,,,,,,,,,,, +180,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1175,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3625.0,3539.0,petl,conda-forge/petl,,,1084492.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1079409.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,218578.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +181,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-01-06 13:07:56.000,2023-04-04 11:45:40,1273.0,,97,32.0,206.0,46.0,192.0,975,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,46829.0,45158.0,Bottleneck,conda-forge/bottleneck,,,721701.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1671.0,622667.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3862347.0,2.0,,,,,,,,,,,,,,,,,, +182,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-01-12 12:07:50.000,2024-01-12 12:07:43,352.0,9.0,141,14.0,164.0,20.0,138.0,866,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,101959.0,100127.0,validators,conda-forge/validators,,17.0,6338733.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1832.0,6325611.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,551095.0,2.0,,,,,,,,python-validators/validators,,,,,,,,,, +183,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,2.0,131,23.0,95.0,53.0,140.0,306,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,32,True,113689.0,106593.0,asn1crypto,conda-forge/asn1crypto,,,59953825.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7096.0,59848077.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8354168.0,3.0,,,,,,,,,,,,,,,,,, +184,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,4.0,58,7.0,76.0,2.0,81.0,180,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,32,True,149842.0,145993.0,tzlocal,conda-forge/tzlocal,,,37398874.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3849.0,37312026.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2518601.0,3.0,,,,,,,,,,,,,,,,,, +185,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-01-18 12:29:55.000,2024-01-18 03:17:52,1871.0,2.0,616,124.0,1292.0,258.0,1091.0,7877,2023-02-23 18:30:37.000,1.3.2,22.0,115.0,31,True,19304.0,19295.0,hydra,conda-forge/hydra-core,,,29165.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,10441.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,880049.0,3.0,,,,,,,,,,,,,,,,,, +186,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-01-15 14:36:06.000,2023-03-04 17:45:05,299.0,,565,132.0,191.0,180.0,344.0,5997,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6762.0,6676.0,eel,,,,62501.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,62501.0,,,,2.0,,,,,,,,python-eel/Eel,,,,,,,,,, +187,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5153,,,41.0,28.0,31,False,8588.0,7764.0,pdfminer,conda-forge/pdfminer,,,160969.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,824.0,160566.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,35950.0,2.0,,,,,,,,,,,,,,,,,, +188,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-11 17:02:23.000,2024-01-11 17:02:03,990.0,8.0,380,85.0,176.0,,607.0,4765,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1528.0,1348.0,huey,conda-forge/huey,,,76134.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,75652.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33267.0,2.0,,,,,,,,,,,,,,,,,, +189,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-01-18 07:24:23.000,2024-01-17 20:19:11,7873.0,452.0,667,84.0,1346.0,144.0,682.0,4002,2023-12-21 02:08:02.000,0.4.1,65.0,256.0,31,True,40.0,3.0,toga,,,2366.0,4712.0,https://pypi.org/project/toga,2023-12-21 02:08:02.000,34.0,4525.0,,,,2.0,,,,,,,,,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,30.0,,,,, +190,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,305.0,1629.0,112.0,486.0,3310,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,344.0,327.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1487245.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1481425.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,324980.0,3.0,,,,,,,,,,,,,,,,,, +191,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3178,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10008.0,9190.0,blaze,conda-forge/blaze,,,14482.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,11854.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202400.0,3.0,,,,,,,,,,,,,,,,,, +192,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-01-17 15:11:29.000,2024-01-17 15:10:04,1741.0,35.0,102,43.0,1344.0,66.0,354.0,3074,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,565.0,506.0,returns,conda-forge/returns,,,142659.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,142408.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8058.0,3.0,,,,,,,,,,,,,,,,,, +193,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-01-12 08:53:25.000,2024-01-12 08:53:25,1024.0,1.0,380,48.0,383.0,71.0,310.0,3023,2023-09-07 03:00:21.000,6.4.0,56.0,106.0,31,True,634.0,,smart-open,conda-forge/smart_open,,,15888493.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,634.0,15834867.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2252299.0,2.0,,,,,,,,piskvorky/smart_open,,,,,,,,,, +194,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-01 17:54:58.000,2024-01-01 17:54:57,200.0,1.0,187,29.0,76.0,4.0,90.0,2615,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,123228.0,119819.0,python-decouple,conda-forge/python-decouple,,12.0,2132262.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3409.0,2131282.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,74482.0,3.0,,,,,,,,HBNetwork/python-decouple,,,,,,,,,, +195,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2607,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1513.0,1399.0,mrjob,conda-forge/mrjob,,,80246.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,74341.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519656.0,2.0,,,,,,,,,,,,,,,,,, +196,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-01-17 09:02:22.000,2024-01-16 16:38:00,826.0,44.0,109,32.0,1053.0,17.0,400.0,2455,2024-01-16 21:06:56.000,1.3.21,314.0,32.0,31,True,239.0,233.0,whylogs,,,44.0,127043.0,https://pypi.org/project/whylogs,2024-01-16 21:32:53.000,6.0,127041.0,,,,2.0,,,,,,,,,,,,,,,,,, +197,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-12 18:17:05.000,2024-01-12 18:17:04,1027.0,22.0,59,22.0,109.0,113.0,76.0,1790,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,31,True,1481.0,1352.0,glom,conda-forge/glom,,,2382674.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,129.0,2381972.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28816.0,2.0,,,,,,,,,,,,,,,,,, +198,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-01-18 11:32:27.000,2024-01-18 11:32:26,1483.0,68.0,255,42.0,655.0,142.0,896.0,1776,2024-01-11 19:48:26.000,1.9.0,120.0,46.0,31,False,340.0,322.0,sdv,conda-forge/sdv,,,36642.0,https://pypi.org/project/sdv,2024-01-11 19:47:10.000,18.0,36009.0,https://anaconda.org/conda-forge/sdv,2024-01-12 05:47:13.412,15828.0,2.0,,,,,,,,,,,,,,,,,, +199,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,98.0,402.0,167.0,379.0,1674,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9224.0,7964.0,influxdb,conda-forge/influxdb,,,1759457.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1260.0,1756450.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,135358.0,3.0,,,,,,,,,,,,,,,,,, +200,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1157,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6821.0,6496.0,sshtunnel,conda-forge/sshtunnel,,,6809052.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,325.0,6807536.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,133432.0,3.0,,,,,,,,,,,,,,,,,, +201,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1013,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,284539.0,269331.0,appdirs,conda-forge/appdirs,,,19053803.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15208.0,18947862.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9958542.0,3.0,,,,,,,,,,,,,,,,,, +202,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-12-29 18:30:05.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,116.0,22.0,107.0,461,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7190.0,,rsa,conda-forge/rsa,,,129735821.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7190.0,129588989.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13214908.0,3.0,,,,,,,,,,,,,,,,,, +203,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-01-17 16:15:17.460,2024-01-17 14:49:34,874.0,18.0,66,18.0,474.0,146.0,286.0,372,2024-01-17 14:53:01.000,2.0.2,89.0,36.0,31,True,9654.0,9497.0,param,conda-forge/param,,,662011.0,https://pypi.org/project/param,2024-01-17 14:52:38.000,157.0,624623.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1458164.0,3.0,,,,,,,,,,,,,,,,,, +204,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-01-18 00:52:54.000,2024-01-18 00:36:31,791.0,20.0,48,47.0,704.0,47.0,180.0,57,2023-12-12 23:03:16.000,2.22.0,76.0,67.0,31,False,3326.0,3310.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3358173.0,https://pypi.org/project/google-cloud-bigtable,2023-12-12 23:03:16.000,16.0,3355231.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,102986.0,3.0,,,,,,,,,,,,,,,,,, +205,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-01-03 01:48:11.000,2023-12-26 15:01:32,869.0,25.0,38,12.0,55.0,2.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,37.0,31,False,1690.0,,importlib-resources,conda-forge/importlib_resources,,,65333270.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1690.0,64927715.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17844449.0,2.0,,,,,,,,,,,,,,,,,, +206,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-12-26 15:01:15.000,2023-12-26 15:01:14,701.0,26.0,40,4.0,41.0,6.0,65.0,44,2023-09-18 15:18:43.000,3.17.0,49.0,24.0,31,False,4234.0,,zipp,conda-forge/zipp,,,147001532.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4234.0,146124197.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35093438.0,3.0,,,,,,,,,,,,,,,,,, +207,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-12-10 16:40:10.000,2022-05-08 04:08:19,743.0,,972,281.0,297.0,152.0,463.0,20086,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,946.0,862.0,gooey,conda-forge/gooey,,577.0,4990.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,84.0,3674.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73087.0,3.0,,,,,,,,,,,,,,,,,, +208,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6652,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1749.0,1719.0,faust,,,,14040.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,14040.0,,,,3.0,,,,,,,,,,,,,,,,,, +209,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-01-11 23:42:59.000,2024-01-11 23:42:59,2690.0,4.0,847,167.0,742.0,21.0,962.0,5632,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,30,True,454.0,440.0,snorkel,conda-forge/snorkel,,1053.0,26256.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,25373.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,47081.0,3.0,,,,,,,,,,,,,,,,,, +210,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,92.0,186.0,16.0,429.0,5208,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3565.0,3297.0,transitions,conda-forge/transitions,,,413228.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,268.0,402609.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,584077.0,1.0,,,,,,,,,,,,,,,,,, +211,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4689,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,30,True,4119.0,3536.0,dataset,conda-forge/dataset,,,79782.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,583.0,79553.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7809.0,3.0,,,,,,,,,,,,,,,,,, +212,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,413,78.0,69.0,365.0,194.0,3588,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,15135.0,14595.0,keyboard,conda-forge/keyboard,,,181342.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,540.0,180539.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,24909.0,3.0,,,,,,,,,,,,,,,,,, +213,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-01-18 05:17:03.000,2023-12-17 13:31:08,991.0,8.0,141,71.0,67.0,9.0,72.0,3207,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10523.0,9888.0,funcy,conda-forge/funcy,,,1349354.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,635.0,1344534.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,404943.0,3.0,,,,,,,,,,,,,,,,,, +214,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-01-17 11:54:26.000,2024-01-17 11:53:15,1173.0,15.0,587,175.0,466.0,94.0,476.0,3014,2023-10-09 16:58:32.000,1.82.1,95.0,85.0,30,False,272.0,239.0,arctic,conda-forge/arctic,,209.0,3484.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,2931.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30896.0,3.0,2.0,,,,,,,,,,,,,,,,, +215,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2569,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1963.0,1576.0,schematics,conda-forge/schematics,,,258295.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,257813.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26059.0,3.0,,,,,,,,,,,,,,,,,, +216,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-01-03 03:35:17.000,2024-01-03 03:34:41,233.0,1.0,277,48.0,73.0,50.0,113.0,2229,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1128.0,1062.0,datasketch,,,19.0,1248839.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1248839.0,,,,3.0,,,,,,,,,,,,,,,,,, +217,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1921,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,626.0,,fs,conda-forge/fs,,,1867332.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,626.0,1858156.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,697412.0,3.0,,,,,,,,,,,,,,,,,, +218,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-01-17 17:12:32.000,2024-01-16 01:49:41,661.0,23.0,63,16.0,242.0,2.0,55.0,1371,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,21772.0,21247.0,bidict,conda-forge/bidict,,10.0,1307723.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,525.0,1303440.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,376948.0,2.0,,,,,,,,,,,,,,,,,, +219,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-01-17 18:23:53.000,2024-01-17 18:23:53,628.0,26.0,138,22.0,522.0,35.0,254.0,973,2023-08-06 20:31:23.000,0.12.2,44.0,43.0,30,True,2158.0,2028.0,aiocache,,,16.0,295351.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,130.0,295351.0,,,,2.0,,,,,,,,,,,,,,,,,, +220,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-12-26 15:02:15.000,2023-12-26 15:02:14,978.0,16.0,100,22.0,94.0,28.0,83.0,890,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,30,True,1040.0,,inflect,conda-forge/inflect,,,4238730.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1040.0,4230418.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,357425.0,2.0,,,,,,,,,,,,,,,,,, +221,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,882,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5651.0,5326.0,fastcore,conda-forge/fastcore,,,534900.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,325.0,532260.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,66016.0,3.0,,,,,,,,,,,,,,,,,, +222,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,32.0,609.0,871,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,30,True,8357.0,7997.0,cx-Oracle,conda-forge/cx_oracle,,,2970273.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,360.0,2957969.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,516789.0,3.0,,,,,,,,,,,,,,,,,, +223,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-01-01 06:23:57.000,2020-10-21 17:48:31,219.0,,77,15.0,271.0,46.0,25.0,678,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,45857.0,43743.0,cached-property,conda-forge/cached-property,,,10908327.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2114.0,10807747.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8247569.0,2.0,,,,,,,,,,,,,,,,,, +224,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-01-18 05:58:02.000,2024-01-18 05:58:01,567.0,17.0,358,36.0,301.0,27.0,125.0,655,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4547.0,3265.0,pysolr,conda-forge/pysolr,,,278236.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,277971.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22000.0,3.0,,,,,,,,,,,,,,,,,, +225,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-01-16 06:32:57.000,2023-04-04 13:18:36,954.0,,4527,635.0,754.0,198.0,100.0,23299,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,116.0,100.0,algorithms,conda-forge/algorithms,,,1537.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1477.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1990.0,3.0,,,,,,,,,,,,,,,,,, +226,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8112,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,29,True,678.0,647.0,vaex,conda-forge/vaex,,280.0,30261.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,28209.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,178403.0,3.0,,,,,,,,,,,,,,,,,, +227,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7057,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1304.0,1123.0,records,conda-forge/records,,,232870.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,232564.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24849.0,3.0,,,,,,,,,,,,,,,,,, +228,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-01-03 23:12:38.000,2024-01-03 23:12:34,3047.0,11.0,222,29.0,292.0,98.0,761.0,3311,2023-11-29 17:37:15.000,0.23.1,115.0,80.0,29,True,125.0,118.0,ploomber,conda-forge/ploomber,,,7370.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,4734.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,81734.0,3.0,,,,,,,,,,,,,,,,,, +229,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-01-17 11:08:41.000,2024-01-14 12:24:24,3869.0,21.0,319,37.0,339.0,154.0,543.0,2472,2024-01-14 12:28:40.000,2.9,211.0,104.0,29,True,109.0,97.0,pyinfra,,,,31960.0,https://pypi.org/project/pyinfra,2024-01-14 12:26:40.000,12.0,31960.0,,,,3.0,,,,,,,,pyinfra-dev/pyinfra,,,,,,,,,, +230,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,56.0,73.0,15.0,64.0,2414,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8494.0,8087.0,addict,conda-forge/addict,,21.0,2645607.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,407.0,2640860.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,427253.0,3.0,,,,,,,,,,,,,,,,,, +231,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1772,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,26.0,,datatable,conda-forge/datatable,,2235.0,53955.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,26.0,53293.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23428.0,3.0,,,,,,,,,,,,,,,,,, +232,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,1.0,315,70.0,401.0,109.0,367.0,1486,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,246.0,221.0,mleap,conda-forge/mleap,,,185368.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,183590.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78262.0,3.0,,,,,,,,,,,,,,,,,, +233,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-01-17 20:34:55.000,2024-01-14 18:38:10,799.0,24.0,66,15.0,452.0,192.0,178.0,1441,2024-01-14 18:40:15.000,0.12.0,33.0,27.0,29,True,2724.0,2708.0,prisma,,,,54798.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,54798.0,,,,3.0,,,,,,,,,,,,,,,,,, +234,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-01-15 16:57:25.000,2024-01-08 17:38:44,834.0,33.0,47,12.0,259.0,10.0,91.0,1344,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1600.0,1563.0,python-benedict,conda-forge/python-benedict,,,489623.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,37.0,485730.0,https://anaconda.org/conda-forge/python-benedict,2023-12-27 13:02:12.486,147946.0,3.0,,,,,,,,,,,,,,,,,, +235,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2023-12-30 05:14:08.000,2023-12-23 12:37:26,1733.0,14.0,81,15.0,427.0,108.0,243.0,1203,2023-12-23 12:43:19.000,1.2.0,248.0,42.0,29,True,330.0,319.0,piccolo,,,,11584.0,https://pypi.org/project/piccolo,2023-12-23 12:43:19.000,11.0,11584.0,,,,3.0,,,,,,,,,,,,,,,,,, +236,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,32.0,74.0,29.0,70.0,1098,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4652.0,4419.0,sqlitedict,conda-forge/sqlitedict,,,448862.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,233.0,446412.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,98035.0,3.0,,,,,,,,piskvorky/sqlitedict,,,,,,,,,, +237,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-12-26 15:16:30.000,2023-12-26 15:16:29,1244.0,25.0,145,39.0,83.0,2.0,132.0,1079,2023-12-04 20:30:00.000,16.9.0,22.0,52.0,29,True,153.0,,path,conda-forge/path,,,1267283.0,https://pypi.org/project/path,2023-12-04 20:29:42.000,153.0,1256213.0,https://anaconda.org/conda-forge/path,2023-12-25 23:28:20.660,487121.0,3.0,,,,,,,,,,,,,,,,,, +238,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,12.0,130,27.0,44.0,9.0,75.0,931,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,29,False,465.0,,email-validator,conda-forge/email-validator,,,7845908.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,465.0,7842489.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,143603.0,3.0,,,,,,,,,,,,,,,,,, +239,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,47,17.0,75.0,1.0,88.0,819,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,29,True,27059.0,25741.0,natsort,conda-forge/natsort,,,3450936.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1318.0,3411301.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1506160.0,3.0,,,,,,,,,,,,,,,,,, +240,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,66,23.0,49.0,6.0,90.0,520,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17320.0,15132.0,scandir,conda-forge/scandir,,,3172848.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3137812.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1366437.0,3.0,,,,,,,,,,,,,,,,,, +241,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-12-18 17:58:32.000,2023-12-14 07:08:28,722.0,12.0,46,11.0,88.0,12.0,97.0,486,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5196.0,4922.0,python-rapidjson,conda-forge/python-rapidjson,,,1776725.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,274.0,1739296.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1459740.0,3.0,,,,,,,,,,,,,,,,,, +242,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,1.0,31,9.0,78.0,3.0,26.0,404,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,38945.0,38646.0,srsly,conda-forge/srsly,,,4919174.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,4886788.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1392603.0,3.0,,,,,,,,,,,,,,,,,, +243,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,52,9.0,46.0,20.0,21.0,135,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,58614.0,56311.0,isodate,conda-forge/isodate,,,79681057.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2303.0,79631254.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4681482.0,3.0,,,,,,,,,,,,,,,,,, +244,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-25 18:32:01.000,,,,897,,,281.0,,3447,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,28,True,8784.0,8310.0,confluent-kafka,conda-forge/python-confluent-kafka,,,10277265.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,474.0,10256486.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,810418.0,3.0,,,,,,,,,,,,,,,,,, +245,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2023-11-21 14:29:57.000,2023-05-02 20:40:06,191.0,,195,30.0,53.0,83.0,127.0,3364,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,28,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,498760.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,496482.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,70640.0,3.0,,,,,,,,,,,,,,,,,, +246,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-01-14 11:48:35.000,2024-01-13 23:03:39,303.0,12.0,287,29.0,152.0,110.0,134.0,2969,2024-01-11 23:59:40.000,1.44.1,87.0,32.0,28,True,104.0,102.0,img2dataset,,,1489.0,32823.0,https://pypi.org/project/img2dataset,2024-01-11 23:59:40.000,2.0,32772.0,,,,3.0,,,,,,,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,94.0,110.0,31.0,127.0,2767,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7127.0,6968.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,191310.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,189526.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67816.0,3.0,,,,,,,,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2634,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2377.0,2332.0,gino,,,,16922.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,16922.0,,,,3.0,,,,,,,,,,,,,,,,,, +249,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,,117,24.0,111.0,50.0,42.0,1950,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7738.0,7642.0,gin-config,conda-forge/gin-config,,,146700.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,96.0,146175.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,23120.0,3.0,,,,,,,,,,,,,,,,,, +250,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-01-08 17:02:23.000,2023-06-20 15:54:36,2284.0,,177,39.0,372.0,36.0,263.0,1943,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,164222.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,159371.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,179516.0,3.0,,,,,,,,,,,,,,,,,, +251,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,214.0,178.0,mongo-connector,,,,6618.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,6618.0,,,,3.0,,,,,,,,,,,,,,,,,, +252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1424,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10951.0,9441.0,blessings,conda-forge/blessings,,,900841.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,894300.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,281274.0,3.0,,,,,,,,,,,,,,,,,, +253,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,1.0,101,35.0,72.0,3.0,67.0,1419,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,28,True,2941.0,,python-slugify,conda-forge/python-slugify,,,11531704.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2941.0,11486333.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1905623.0,3.0,,,,,,,,,,,,,,,,,, +254,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1095,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,28,False,220.0,,redis-py-cluster,,,4083.0,1880832.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,220.0,1880795.0,,,,3.0,,,,,,,,,,,,,,,,,, +255,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-01-15 18:03:39.000,2023-10-10 14:12:37,1994.0,,136,42.0,420.0,115.0,252.0,957,2023-05-29 19:24:00.928,0.7.0,30.0,86.0,28,True,2025.0,1896.0,intake,conda-forge/intake,,,54946.0,https://pypi.org/project/intake,2023-12-04 21:17:26.000,129.0,46355.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,532678.0,3.0,,,,,,,,,,,,,,,,,, +256,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-01-17 04:40:27.000,2023-12-13 01:11:40,534.0,56.0,82,21.0,240.0,72.0,83.0,921,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3177.0,3171.0,odmantic,,,,20990.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,20990.0,,,,3.0,,,,,,,,,,,,,,,,,, +257,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,686,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10915.0,9677.0,parsedatetime,conda-forge/parsedatetime,,,5791707.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,5789631.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,182691.0,3.0,,,,,,,,,,,,,,,,,, +258,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-01-18 04:18:49.000,2024-01-18 01:27:31,7070.0,306.0,32,10.0,273.0,41.0,563.0,385,2024-01-18 04:18:49.000,2.2.0,195.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,,9521.0,https://pypi.org/project/static-frame,2024-01-18 04:18:49.000,2.0,2365.0,https://anaconda.org/conda-forge/static-frame,2024-01-09 18:49:29.936,314873.0,3.0,,,,,,,,static-frame/static-frame,,,,,,,,,, +259,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,233,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1335.0,1262.0,tabulator,conda-forge/tabulator-py,,,165119.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,164432.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54346.0,3.0,,,,,,,,,,,,,,,,,, +260,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,202,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,12861.0,12453.0,ordered-set,conda-forge/ordered-set,,,11716097.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,408.0,11711257.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,450120.0,3.0,,,,,,,,,,,,,,,,,, +261,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-01-15 14:04:13.000,2022-03-10 10:33:50,585.0,,559,82.0,262.0,125.0,129.0,3703,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,,94852.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,94595.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22656.0,3.0,,,,,,,,,,,,,,,,,, +262,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-01-17 19:40:34.000,2024-01-16 19:51:42,5656.0,29.0,507,107.0,953.0,591.0,963.0,2121,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,136.0,27,False,76.0,,wx,conda-forge/wxpython,,3784.0,19351.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-01-16 22:29:45.801,752619.0,3.0,,,,,,,,,,,,,,,,,, +263,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,30.0,48.0,51.0,13.0,1901,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2291.0,,retrying,conda-forge/retrying,,,9935839.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2291.0,9917780.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1589264.0,3.0,,,,,,,,,,,,,,,,,, +264,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-12-18 11:05:43.000,2023-12-18 11:05:39,2735.0,32.0,134,49.0,304.0,45.0,194.0,1502,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,308.0,225.0,enaml,conda-forge/enaml,,744.0,5330.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,1604.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,159825.0,3.0,,,,,,,,,,,,,,,,,, +265,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,86.0,73.0,1376,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2393.0,2122.0,strictyaml,conda-forge/strictyaml,,,1042086.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,271.0,1038973.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,214807.0,3.0,,,,,,,,,,,,,,,,,, +266,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1281,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2705.0,2613.0,pandasql,conda-forge/pandasql,['pandas'],,1642184.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,92.0,1627992.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,439981.0,3.0,,,,,,,,,,,,,,,,,, +267,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-01-16 15:28:10.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1212,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,356.0,,singer-python,,,,1265308.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,356.0,1265308.0,,,,3.0,2.0,,,,,,,,,,,,,,,,, +268,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,22.0,62.0,25.0,104.0,860,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2570.0,2446.0,pyahocorasick,conda-forge/pyahocorasick,,,567222.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,124.0,561909.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,207232.0,3.0,,,,,,,,,,,,,,,,,, +269,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-01-18 04:57:51.000,2024-01-18 04:57:50,719.0,25.0,44,22.0,558.0,8.0,33.0,757,2021-12-17 09:06:26.000,1.0.0,18.0,23.0,27,True,116.0,,janus,conda-forge/janus,,,615870.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,116.0,615566.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,16759.0,3.0,,,,,,,,,,,,,,,,,, +270,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,85,25.0,51.0,7.0,39.0,729,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,867.0,,munch,conda-forge/munch,,,1961769.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,867.0,1477775.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3871952.0,3.0,,,,,,,,,,,,,,,,,, +271,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,16.0,93.0,69.0,127.0,682,2023-07-23 16:18:40.000,1.7,28.0,53.0,27,True,16082.0,14593.0,configargparse,conda-forge/configargparse,,,3334487.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1489.0,3312504.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,769405.0,3.0,,,,,,,,,,,,,,,,,, +272,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,608,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1057.0,824.0,happybase,conda-forge/happybase,,,47300.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,45540.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160249.0,3.0,,,,,,,,,,,,,,,,,, +273,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,576,,,8.0,12.0,27,False,61987.0,59592.0,dataclasses,conda-forge/dataclasses,,,10559927.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2395.0,10389968.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11557238.0,3.0,,,,,,,,,,,,,,,,,, +274,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,141,25.0,106.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6436.0,5081.0,beaker,conda-forge/beaker,,,234695.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1355.0,233808.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72811.0,3.0,,,,,,,,,,,,,,,,,, +275,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,15.0,26.0,,67.0,484,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,4169.0,3901.0,pyscreenshot,,,,111170.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,268.0,111170.0,,,,3.0,,,,,,,,,,,,,,,,,, +276,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,476,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7284.0,4899.0,pylibmc,conda-forge/pylibmc,,481.0,147195.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2385.0,141631.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,215905.0,3.0,,,,,,,,,,,,,,,,,, +277,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,36333.0,32921.0,configobj,conda-forge/configobj,,409.0,3082613.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3412.0,3071095.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,760004.0,3.0,,,,,,,,,,,,,,,,,, +278,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-01-11 07:31:20.000,2023-05-03 07:41:22,164.0,,38,9.0,29.0,28.0,31.0,252,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2807.0,,send2trash,conda-forge/send2trash,,,11361814.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2807.0,11183946.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12806538.0,3.0,,,,,,,,,,,,,,,,,, +279,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47148.0,39148.0,futures,conda-forge/futures,,,8377564.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,8363348.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1265234.0,3.0,,,,,,,,,,,,,,,,,, +280,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,1.0,21,7.0,57.0,4.0,7.0,167,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,34997.0,34912.0,catalogue,conda-forge/catalogue,,,4586143.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,85.0,4557172.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1216803.0,3.0,,,,,,,,,,,,,,,,,, +281,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2510.0,2218.0,cloudant,conda-forge/cloudant,,,101255.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,100003.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110178.0,3.0,,,,,,,,,,,,,,,,,, +282,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,30,8.0,47.0,6.0,36.0,79,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63069.0,58737.0,pathlib2,conda-forge/pathlib2,,,6036410.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4332.0,5967038.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2636147.0,3.0,,,,,,,,,,,,,,,,,, +283,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,92.0,362.0,3190,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,155.0,133.0,flexx,conda-forge/flexx,,,1503.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,354.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103492.0,3.0,,,,,,,,,,,,,,,,,, +284,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2023-07-31 21:42:18.659,2023-07-31 18:44:09,493.0,,101,31.0,82.0,18.0,127.0,2405,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,26,True,1265.0,1219.0,swifter,conda-forge/swifter,['pandas'],,397621.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,390393.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,310845.0,3.0,,,,,,,,,,,,,,,,,, +285,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,21.0,141.0,2314,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,26,True,360.0,,python-box,conda-forge/python-box,,39.0,7350819.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,360.0,7338874.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,501728.0,3.0,,,,,,,,,,,,,,,,,, +286,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,,130,49.0,61.0,14.0,123.0,2279,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,767.0,745.0,pyfunctional,,,,173938.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,173938.0,,,,3.0,,,,,,,,,,,,,,,,,, +287,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,1.0,147,32.0,228.0,72.0,142.0,1770,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,539.0,518.0,arq,conda-forge/arq,,,79346.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,79061.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9430.0,3.0,,,,,,,,,,,,,,,,,, +288,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-01-09 12:15:32.000,2023-12-10 22:27:55,150.0,27.0,43,18.0,101.0,6.0,4.0,1238,2022-11-04 22:11:15.991,0.0.2,2.0,10.0,26,True,3087.0,3070.0,asyncer,conda-forge/asyncer,,,81398.0,https://pypi.org/project/asyncer,2022-11-04 22:11:15.991,17.0,81127.0,https://anaconda.org/conda-forge/asyncer,2023-06-18 08:40:32.666,6505.0,3.0,,,,,,,,,,,,,,,,,, +289,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,40.0,126.0,28.0,204.0,1162,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,263.0,229.0,parallel-ssh,,,377.0,112466.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,112463.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1083,2023-08-14 23:38:46.000,0.20,20.0,16.0,26,True,6505.0,6380.0,immutables,conda-forge/immutables,,,605765.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,583943.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,960173.0,3.0,,,,,,,,,,,,,,,,,, +291,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,955,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2478.0,1970.0,bcolz,conda-forge/bcolz,,,8803.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4677.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,342473.0,3.0,,,,,,,,,,,,,,,,,, +292,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,,50,9.0,30.0,14.0,77.0,617,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,26,True,1283.0,1258.0,pysimdjson,conda-forge/pysimdjson,,,670262.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,25.0,668171.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,81571.0,3.0,,,,,,,,,,,,,,,,,, +293,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,18176.0,18160.0,umongo,conda-forge/umongo,,,30636.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,30423.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5981.0,3.0,,,,,,,,,,,,,,,,,, +294,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-12-25 09:22:54.000,2023-12-25 08:49:42,3501.0,47.0,34,16.0,81.0,24.0,4.0,247,2022-09-07 10:31:33.181,0.90.10,550.0,74.0,26,True,61.0,36.0,dbnd,,,,244530.0,https://pypi.org/project/dbnd,2023-12-25 09:17:27.000,25.0,244530.0,,,,3.0,,,,,,,,,,,,,,,,,, +295,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,4.0,63,19.0,45.0,20.0,17.0,198,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13094.0,,ptyprocess,conda-forge/ptyprocess,,,34629729.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13094.0,34457134.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16051410.0,3.0,,,,,,,,,,,,,,,,,, +296,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,76699.0,73980.0,contextlib2,conda-forge/contextlib2,,,13745549.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2719.0,13733040.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1188365.0,3.0,,,,,,,,,,,,,,,,,, +297,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6156,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,117.0,113.0,powerline-shell,,,,1286.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1286.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,141,58.0,248.0,95.0,108.0,1568,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,201.0,168.0,bonobo,,,,14239.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,14239.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,105.0,174.0,71.0,264.0,1485,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,89.0,62.0,streamparse,,,,4427.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,4427.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1256,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,492.0,303.0,fabtools,,,,1397.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1397.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2023-12-06 13:15:19.000,2023-12-06 13:15:17,750.0,2.0,80,14.0,133.0,35.0,101.0,920,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,262.0,,mss,conda-forge/python-mss,,,513856.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,262.0,513007.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,36510.0,3.0,,,,,,,,,,,,,,,,,, +302,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-01-16 15:10:47.000,2024-01-16 15:10:41,9949.0,7.0,43,14.0,10.0,6.0,8.0,488,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,82764.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,82764.0,,,,3.0,,,,,,,,polyaxon/traceml,,,,,,,,,, +303,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-01-01 19:24:40.000,2024-01-01 19:24:33,370.0,7.0,32,7.0,137.0,3.0,81.0,145,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,25,True,1124.0,1079.0,everett,conda-forge/everett,,,76048.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,74642.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,54852.0,3.0,,,,,,,,,,,,,,,,,, +304,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,299.0,1814.0,68,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8505.0,,openpyxl,openpyxl,,,60998871.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8475.0,60996733.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,208396.0,3.0,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,,,,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +305,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,172,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,139.0,64.0,storm,,,,2043.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,75.0,2043.0,,,,3.0,,,,,,,,,,,,,,,,,, +306,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-01-17 22:47:05.000,2023-10-02 06:28:26,631.0,,408,45.0,178.0,258.0,109.0,2495,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,4785.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,4785.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,94,42.0,42.0,24.0,47.0,1496,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,126.0,115.0,pypeln,conda-forge/pypeln,,,199147.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,198796.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14746.0,3.0,,,,,,,,,,,,,,,,,, +308,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-01-15 14:09:22.000,2023-05-19 04:32:00,6411.0,,227,39.0,1046.0,9.0,209.0,1418,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,1.0,1.0,optimuspyspark,,['spark'],,5981.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,5981.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-01-11 20:41:46.000,2023-12-14 12:24:12,327.0,4.0,80,44.0,246.0,46.0,41.0,1325,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,38.0,28.0,tasktiger,,,,2460.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,2460.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1073,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2336.0,2166.0,pluginbase,conda-forge/pluginbase,,,516051.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,511832.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303797.0,3.0,,,,,,,,,,,,,,,,,, +311,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,13.0,35,12.0,65.0,13.0,19.0,745,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,272.0,241.0,dirty-equals,conda-forge/dirty-equals,,,178487.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,176659.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,40237.0,3.0,,,,,,,,,,,,,,,,,, +312,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-12-06 23:44:30.000,2023-10-27 23:08:49,1413.0,14.0,46,18.0,137.0,3.0,13.0,703,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,,15654.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,13225.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,68020.0,3.0,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,140,10.0,22.0,29.0,19.0,681,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3355.0,3113.0,ratelimit,conda-forge/ratelimit,,,5785966.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,242.0,5785590.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13555.0,3.0,,,,,,,,,,,,,,,,,, +314,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-01-01 11:44:49.000,2023-12-13 20:28:22,258.0,4.0,56,8.0,62.0,18.0,52.0,482,2023-12-13 20:43:21.000,2.2.2,56.0,16.0,24,True,461.0,431.0,cachier,,,,26758.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,26758.0,,,,3.0,,,,,,,,python-cachier/cachier,,,,,,,,,, +315,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,476,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,754.0,663.0,hickle,conda-forge/hickle,,,28651.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,28251.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,24011.0,3.0,,,,,,,,,,,,,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,415.0,291.0,messytables,,,,11639.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,11639.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,18.0,23,18.0,177.0,10.0,16.0,353,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,389.0,350.0,aiomisc,,,,10849.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,39.0,10849.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,29,11.0,51.0,21.0,35.0,324,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,24,True,399.0,,typing_inspect,conda-forge/typing_inspect,,,23114750.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,399.0,23084927.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1699937.0,3.0,,,,,,,,,,,,,,,,,, +319,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,310,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,216.0,194.0,pyhdb,,,101.0,372910.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,372909.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,264,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,920.0,833.0,deepdish,conda-forge/deepdish,,,13568.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,12500.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,91883.0,3.0,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5941.0,4606.0,clint,conda-forge/clint,,117.0,79986.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1335.0,79374.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56351.0,3.0,,,,,,,,,,,,,,,,,, +322,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,8.0,24.0,4.0,20.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,24,False,8028.0,,entrypoints,conda-forge/entrypoints,,,12232946.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8028.0,12039223.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18016283.0,3.0,,,,,,,,,,,,,,,,,, +323,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,8.0,4,3.0,182.0,23.0,760.0,6,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,24,False,645.0,,py2neo,conda-forge/py2neo,,,28045.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,645.0,27241.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63555.0,3.0,,,,,,,,neo4j-contrib/py2neo,,,,,,,,,, +324,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10548,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,21.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,21.0,,,,2.0,,,,,,,,,,,,,,,,,, +325,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1556,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,199.0,175.0,commonregex,,,,100335.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,100335.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2023-12-21 14:11:29.000,2023-12-21 14:11:28,87.0,6.0,29,8.0,53.0,14.0,11.0,286,2023-12-21 12:00:14.000,0.10.0,14.0,14.0,23,True,393.0,336.0,rtoml,,,,93023.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,57.0,93023.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,197.0,189.0,pysparkling,conda-forge/pysparkling,,,8263.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,8128.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4596.0,3.0,,,,,,,,,,,,,,,,,, +328,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,150,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1028.0,981.0,filedepot,,,,10515.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,47.0,10515.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2842.0,2646.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,121264.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,120900.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27336.0,3.0,,,,,,,,,,,,,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3496,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,438.0,404.0,pampy,,,,20566.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,20566.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2695,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,26.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,26.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2479,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,,22561.0,705.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +333,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,45.0,34.0,18.0,11.0,1802,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,206.0,175.0,bashplotlib,,,,2865.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,2865.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1343,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,184.0,163.0,pinject,conda-forge/pinject,,,42284.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,21.0,42110.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4879.0,3.0,,,,,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,860,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,235.0,216.0,unsync,conda-forge/unsync,,,30880.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,30598.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12143.0,3.0,,,,,,,,,,,,,,,,,, +336,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,852,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,193.0,164.0,rows,,,38.0,542.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,542.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,842,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1461.0,1360.0,pickledb,,,,9602.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,101.0,9602.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,562,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,117.0,108.0,pypyr,conda-forge/pypyr,,,2762.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2207.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13325.0,3.0,,,,,,,,,,,,,,,,,, +339,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11447.0,9400.0,unipath,,,,43363.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,43363.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-18 11:58:14.000,2024-01-18 11:58:13,5466.0,24.0,44,15.0,626.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,9.0,9.0,batchflow,,,,336.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,336.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,18,6.0,64.0,10.0,24.0,158,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,218.0,206.0,aioprometheus,,,,110380.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,110380.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-01-15 17:24:45.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,15.0,15.0,144,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,303.0,265.0,docopt-ng,,,,82876.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,82876.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,2.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2279.0,2151.0,stopit,conda-forge/stopit,,,598234.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,587582.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,767010.0,3.0,,,,,,,,,,,,,,,,,, +344,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-01-18 12:38:39.000,2024-01-16 09:24:29,1784.0,56.0,5,3.0,789.0,18.0,37.0,51,2024-01-07 05:39:51.000,4.7.3,68.0,8.0,22,False,68.0,60.0,click-extra,,,245.0,3901.0,https://pypi.org/project/click-extra,2024-01-07 05:39:36.000,8.0,3892.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3241,,,4.0,19.0,21,False,609.0,579.0,macropy3,,,,129.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,129.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2023-12-18 15:46:43.157,2023-12-17 20:58:02,84.0,2.0,143,33.0,11.0,10.0,169.0,3221,2023-12-17 21:02:00.000,2.1.20,65.0,1.0,21,False,203.0,203.0,ptext-joris-schellekens,conda-forge/borb,,,1627.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2023-12-18 15:46:43.157,47190.0,3.0,,,,,,,,,,,,,,,,,, +347,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1221,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,732.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,732.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,12.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4538.0,3350.0,awesome-slugify,conda-forge/awesome-slugify,,,43614.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,42869.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69365.0,3.0,,,,,,,,,,,,,,,,,, +349,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,15.0,34.0,25.0,11.0,288,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,421.0,402.0,price-parser,,,,63632.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,63632.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,285,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,167.0,161.0,datatest,,,,11960.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,11960.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,207,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,,10378.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10378.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,127,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2153.0,2090.0,coolname,conda-forge/coolname,,,356015.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,63.0,353822.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,81175.0,3.0,,,,,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,68.0,4.0,1.0,41.0,2139,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1476.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1476.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,878,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,43.0,31.0,mrq,,,,95.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,95.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,713,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,65.0,59.0,pdpipe,conda-forge/pdpipe,['pandas'],,1990.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1230.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28895.0,3.0,,,,,,,,,,,,,,,,,, +356,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,20,10.0,32.0,22.0,21.0,653,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,70.0,67.0,pugsql,,,,2954.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,2954.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-01-17 18:18:58.000,2024-01-17 18:18:52,597.0,209.0,25,4.0,90.0,7.0,16.0,528,2024-01-17 18:13:29.000,1.6.1,59.0,7.0,20,True,2.0,,pipeless-ai,,,550.0,243.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,133.0,,,,1.0,,,,,,,,,,,,,,,,,, +358,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,20,False,706.0,623.0,pymodm,conda-forge/pymodm,,,7000.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,6890.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5211.0,3.0,,,,,,,,,,,,,,,,,, +359,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML pipeline from..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-01-18 12:38:34.000,2024-01-17 19:07:40,676.0,42.0,24,4.0,262.0,4.0,,267,2024-01-17 19:08:03.000,1.1.240,556.0,12.0,20,True,5.0,5.0,upgini,,,,5975.0,https://pypi.org/project/upgini,2024-01-18 09:34:31.000,,5975.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,86.0,69.0,valideer,conda-forge/valideer,,,8381.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8153.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21212.0,3.0,,,,,,,,,,,,,,,,,, +361,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,203,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,894.0,890.0,gsheetsdb,,,,55487.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,55487.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459,157.0,142.0,78.0,27.0,1982,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +363,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,214,40.0,56.0,83.0,39.0,1410,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,19,True,,,excalibur-py,,,11447.0,1095.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,914.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-01-17 15:51:57.000,2024-01-07 14:51:18,2965.0,82.0,134,29.0,222.0,40.0,358.0,1324,,,,48.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,157.0,130.0,queries,,,,2808.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2808.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,180,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,84.0,80.0,typical,conda-forge/typical,,,2731.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1635.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35099.0,3.0,,,,,,,,,,,,,,,,,, +367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,105,56.0,74.0,26.0,16.0,2039,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,,111.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,111.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1609,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,269.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,269.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,967,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +370,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,41.0,33.0,bounter,,,,516.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,516.0,,,,3.0,,,,,,,,piskvorky/bounter,,,,,,,,,, +371,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1038.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,45.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65592.0,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1357,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,48.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,48.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,57,36.0,46.0,14.0,58.0,1105,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,5.0,5.0,colout,,,,122.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,122.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,76,24.0,19.0,11.0,13.0,950,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,17,True,27.0,27.0,d6tflow,,,,105.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,105.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,66,19.0,28.0,42.0,30.0,841,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,,1155.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1155.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,432,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,453.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,453.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-01-15 11:55:58.000,2024-01-15 11:48:36,125.0,8.0,8,13.0,167.0,2.0,9.0,271,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,2092.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,2092.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +378,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,181,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,147175.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,147175.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,27.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,27.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,17.0,278.0,127.0,78.0,613,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,370.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,370.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1193,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,44.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,44.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,718,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,,105.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,105.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-01-15 21:15:43.000,2024-01-15 21:15:42,946.0,109.0,20,2.0,805.0,8.0,18.0,252,2023-11-30 10:36:03.000,0.1.52,35.0,14.0,14,False,,,the-guide,,,,18.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,18.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,97,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,40.0,35.0,cleverdict,,,,210.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,210.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,730.0,721.0,millify,,,,30277.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,30277.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,64,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,['pandas'],,41.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,41.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,187.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,187.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,91.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,91.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,1.0,35,29.0,10.0,3.0,16.0,363,,,,12.0,10,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,780,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index efbd635..aa11a8d 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- pandas (πŸ₯‡53 Β· ⭐ 41K Β· πŸ“ˆ) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT -- polars (πŸ₯‡41 Β· ⭐ 23K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- kivy (πŸ₯‡41 Β· ⭐ 17K Β· πŸ“ˆ) - Open source UI framework written in Python, running on Windows, Linux,.. MIT -- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- ansible (πŸ₯‡48 Β· ⭐ 60K Β· πŸ“ˆ) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 +- jsonschema (πŸ₯‡41 Β· ⭐ 4.3K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT +- dbt (πŸ₯ˆ39 Β· ⭐ 8.1K Β· πŸ“ˆ) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +- Arctic (πŸ₯‰30 Β· ⭐ 3K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- jsonschema (πŸ₯‡40 Β· ⭐ 4.3K Β· πŸ“‰) - An implementation of the JSON Schema specification for Python. MIT -- joblib (πŸ₯ˆ39 Β· ⭐ 3.5K Β· πŸ“‰) - Computing with Python functions. BSD-3 -- uvloop (πŸ₯‡38 Β· ⭐ 9.8K Β· πŸ“‰) - Ultra fast asyncio event loop. Apache-2 -- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.1K Β· πŸ“‰) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯‰33 Β· ⭐ 2.8K Β· πŸ“‰) - Python ODBC bridge. ❗️MIT-0 +- numpy (πŸ₯‡52 Β· ⭐ 25K Β· πŸ“‰) - The fundamental package for scientific computing with Python. ❗Unlicensed +- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- cryptography (πŸ₯‡43 Β· ⭐ 6K Β· πŸ“‰) - cryptography is a package designed to expose.. ❗Unlicensed +- polars (πŸ₯‡40 Β· ⭐ 24K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- protobuf (πŸ₯ˆ36 Β· ⭐ 63K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 From 5775538b5f824c097fbf7608b5b149799daefe6e Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 25 Jan 2024 13:51:35 +0000 Subject: [PATCH 49/70] Update best-of list for version 2024.01.25 --- README.md | 1450 ++++++++++++++++--------------- history/2024-01-25_changes.md | 20 + history/2024-01-25_projects.csv | 392 +++++++++ latest-changes.md | 20 +- 4 files changed, 1153 insertions(+), 729 deletions(-) create mode 100644 history/2024-01-25_changes.md create mode 100644 history/2024-01-25_projects.csv diff --git a/README.md b/README.md index aa8a78d..92c2a44 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,29 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M Back to top +
protobuf (πŸ₯‡52 Β· ⭐ 63K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 + +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 39M Β· πŸ“¦ 580K Β· πŸ“‹ 6K - 12% open Β· ⏱️ 25.01.2024): + + ``` + git clone https://github.com/protocolbuffers/protobuf + ``` +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 17K Β· ⏱️ 10.01.2024): + ``` + pip install protobuf + ``` +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 22.01.2024): + ``` + conda install -c conda-forge protobuf + ``` +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): + ``` + npm install google-protobuf + ``` +
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 330K Β· πŸ“¦ 88K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 340K Β· πŸ“¦ 89K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/google/flatbuffers @@ -99,19 +119,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 760K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 850K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
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marshmallow (πŸ₯‡40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 30M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 31M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): ``` pip install marshmallow ``` @@ -120,24 +140,20 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge marshmallow ```
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protobuf (πŸ₯ˆ36 Β· ⭐ 63K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +
orjson (πŸ₯ˆ35 Β· ⭐ 5.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 660 Β· πŸ”€ 15K): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 71K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 18.01.2024): ``` - git clone https://github.com/protocolbuffers/protobuf - ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 17K Β· ⏱️ 10.01.2024): - ``` - pip install protobuf + git clone https://github.com/ijl/orjson ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 18.01.2024): ``` - conda install -c conda-forge protobuf + pip install orjson ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 4.9M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1M Β· ⏱️ 29.10.2023): ``` - npm install google-protobuf + conda install -c conda-forge orjson ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 @@ -147,7 +163,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 7.9M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.5M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): ``` pip install ujson ``` @@ -163,7 +179,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 40M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 42M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): ``` pip install dill ``` @@ -195,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 8.5M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -204,22 +220,6 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge jsonpickle ```
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orjson (πŸ₯‰34 Β· ⭐ 5.2K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 - -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 70K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 26.10.2023): - - ``` - git clone https://github.com/ijl/orjson - ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 13M / month Β· πŸ“¦ 1.3K Β· ⏱️ 26.10.2023): - ``` - pip install orjson - ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1M Β· ⏱️ 29.10.2023): - ``` - conda install -c conda-forge orjson - ``` -
msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 3% open Β· ⏱️ 20.12.2023): @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 50M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 53M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 32M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 33M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 4.9K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 270 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2M / month Β· πŸ“¦ 280 Β· ⏱️ 14.12.2023): ``` pip install python-rapidjson ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 4.9M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 670K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 660K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -302,12 +302,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
hickle (πŸ₯‰24 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 660 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 670 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 28K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 29K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 93K / month Β· πŸ“¦ 57 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 120K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,44 +342,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 140M / month Β· πŸ“¦ 76K Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 76K Β· ⏱️ 20.01.2024): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 47M Β· ⏱️ 23.12.2023): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 47M Β· ⏱️ 20.01.2024): ``` conda install -c conda-forge pandas ```
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polars (πŸ₯‡40 Β· ⭐ 24K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +
polars (πŸ₯‡40 Β· ⭐ 24K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.4K Β· πŸ“₯ 170 Β· πŸ“¦ 3 Β· πŸ“‹ 6.3K - 21% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.4K Β· πŸ“₯ 180 Β· πŸ“¦ 3 Β· πŸ“‹ 6.4K - 20% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.4M / month Β· πŸ“¦ 400 Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.4M / month Β· πŸ“¦ 410 Β· ⏱️ 22.01.2024): ``` pip install polars ```
xarray (πŸ₯‡40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1K Β· πŸ“¦ 23K Β· πŸ“‹ 4.1K - 26% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1K Β· πŸ“¦ 24K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.9M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.4M Β· ⏱️ 08.12.2023): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.5M Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge xarray ``` @@ -391,7 +391,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 14M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` @@ -400,30 +400,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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Modin (πŸ₯ˆ37 Β· ⭐ 9.2K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 9.3K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 3.9K - 17% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 780K / month Β· πŸ“¦ 34 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 780K / month Β· πŸ“¦ 34 Β· ⏱️ 19.01.2024): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 290K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 290K Β· ⏱️ 19.01.2024): ``` conda install -c conda-forge modin-core ```
zarr (πŸ₯ˆ35 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“¦ 3.2K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“¦ 3.2K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 380K / month Β· πŸ“¦ 490 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 410K / month Β· πŸ“¦ 490 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` @@ -434,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 20.01.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 700K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 760K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -450,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“₯ 520 Β· πŸ“‹ 360 - 18% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“₯ 520 Β· πŸ“‹ 360 - 18% open Β· ⏱️ 20.01.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.2M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.9M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): ``` pip install numexpr ``` @@ -464,46 +464,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge numexpr ```
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TinyDB (πŸ₯ˆ32 Β· ⭐ 6.3K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
pandera (πŸ₯ˆ33 Β· ⭐ 2.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.3K Β· πŸ“‹ 710 - 41% open Β· ⏱️ 15.12.2023): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 470K / month Β· πŸ“¦ 920 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.2M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): ``` - pip install tinydb + pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 370K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 33K Β· ⏱️ 07.11.2023): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge pandera-core ```
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pandera (πŸ₯ˆ32 Β· ⭐ 2.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.3K) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.3K Β· πŸ“‹ 710 - 40% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/pandera-dev/pandera + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.1M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 930 Β· ⏱️ 12.06.2023): ``` - pip install pandera + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 32K Β· ⏱️ 07.11.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 370K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge pandera-core + conda install -c conda-forge tinydb ```
docarray (πŸ₯ˆ32 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.6K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.7K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 21.01.2024): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 51K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 52K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 620K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 670K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -539,7 +539,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 320K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge koalas ``` @@ -551,7 +551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.2M / month Β· πŸ“¦ 66 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 66 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -563,7 +563,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 28K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 30K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -574,12 +574,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.2K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.3K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 53K / month Β· πŸ“¦ 26 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 52K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -588,46 +588,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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PandaralΒ·lel (πŸ₯‰28 Β· ⭐ 3.4K Β· πŸ’€) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
StaticFrame (πŸ₯‰28 Β· ⭐ 390) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 02.05.2023): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 610 - 6% open Β· ⏱️ 25.01.2024): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 500K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 18.01.2024): ``` - pip install pandarallel + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 18.01.2024): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge static-frame ```
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StaticFrame (πŸ₯‰28 Β· ⭐ 380) - Immutable and statically-typeable DataFrames with runtime type and.. MIT +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.4K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 600 - 6% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 18.01.2024): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 500K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` - pip install static-frame + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 310K Β· ⏱️ 09.01.2024): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge pandarallel ```
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swifter (πŸ₯‰26 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT +
swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 140 - 12% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 390K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 410K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 83K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 84K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -667,7 +667,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 45 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -678,9 +678,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 8 hidden projects... -- numpy (πŸ₯‡52 Β· ⭐ 25K Β· πŸ“‰) - The fundamental package for scientific computing with Python. ❗Unlicensed +- numpy (πŸ₯‡52 Β· ⭐ 26K) - The fundamental package for scientific computing with Python. ❗Unlicensed - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰30 Β· ⭐ 3K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 960 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 @@ -693,14 +693,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pyrsistent (πŸ₯‡35 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡36 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT - [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 31M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 32M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -709,36 +709,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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anytree (πŸ₯‡33 Β· ⭐ 880) - Python tree data library. Apache-2 +
multidict (πŸ₯‡33 Β· ⭐ 370) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 130 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 92 Β· πŸ“₯ 6.3K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 20.01.2024): ``` - git clone https://github.com/c0fec0de/anytree + git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 990K / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 74M / month Β· πŸ“¦ 3.4K Β· ⏱️ 20.07.2023): ``` - pip install anytree + pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): ``` - conda install -c conda-forge anytree + conda install -c conda-forge multidict ```
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multidict (πŸ₯‡33 Β· ⭐ 370) - The multidict implementation. Apache-2 +
anytree (πŸ₯ˆ32 Β· ⭐ 880) - Python tree data library. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 89 Β· πŸ“₯ 6.2K Β· πŸ“‹ 160 - 19% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 130 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): ``` - git clone https://github.com/aio-libs/multidict + git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 72M / month Β· πŸ“¦ 3.4K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1M / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): ``` - pip install multidict + pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge multidict + conda install -c conda-forge anytree ```
glom (πŸ₯ˆ31 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 @@ -748,7 +748,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.4M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` pip install glom ``` @@ -764,7 +764,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.3M / month Β· πŸ“¦ 520 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 530 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -780,7 +780,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 490K / month Β· πŸ“¦ 37 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 500K / month Β· πŸ“¦ 39 Β· ⏱️ 27.12.2023): ``` pip install python-benedict ``` @@ -791,12 +791,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 760) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 44 Β· πŸ“‹ 41 - 19% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 42 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 620K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 660K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -823,7 +823,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-box (πŸ₯‰26 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 12% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 13% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box @@ -844,7 +844,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 630K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -867,14 +867,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡44 Β· ⭐ 17K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡43 Β· ⭐ 17K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1.6K Β· πŸ“¦ 320K Β· πŸ“‹ 3.6K - 8% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1.6K Β· πŸ“¦ 330K Β· πŸ“‹ 3.6K - 8% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 10K Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 10K Β· ⏱️ 19.01.2024): ``` pip install pydantic ``` @@ -883,18 +883,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡41 Β· ⭐ 4.3K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡41 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 140 Β· πŸ“¦ 510K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 150 Β· πŸ“¦ 510K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 91M / month Β· πŸ“¦ 19K Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 94M / month Β· πŸ“¦ 19K Β· ⏱️ 19.01.2024): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 26M Β· ⏱️ 16.01.2024): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 26M Β· ⏱️ 19.01.2024): ``` conda install -c conda-forge jsonschema ``` @@ -906,7 +906,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -922,7 +922,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` pip install voluptuous ``` @@ -933,12 +933,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 7.9K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8.3M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8.4M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -949,12 +949,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ32 Β· ⭐ 870) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 17 Β· πŸ“¦ 100K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 19 Β· πŸ“¦ 100K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -965,12 +965,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰31 Β· ⭐ 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.5K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.6K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 620K / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 650K / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): ``` pip install param ``` @@ -981,28 +981,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (πŸ₯‰27 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 2.1K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 2.2K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1M / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.1M / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` -- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 210K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰24 Β· ⭐ 740) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰24 Β· ⭐ 750) - Doing dirty (but extremely useful) things with equals. MIT - [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 240 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 180K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 190K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1025,12 +1025,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
valideer (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 69 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): +- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 70 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): ``` git clone https://github.com/podio/valideer ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 8.2K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): +- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 8.1K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): ``` pip install valideer ``` @@ -1041,7 +1041,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 80 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 81 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical @@ -1058,7 +1058,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰29 Β· ⭐ 930) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- python-email-validator (πŸ₯‰28 Β· ⭐ 940) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - dataklasses (πŸ₯‰7 Β· ⭐ 780 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1076,11 +1076,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 400K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 420K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 580K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 590K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1092,7 +1092,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.5K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.7K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1113,7 +1113,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 87K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 88K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1122,19 +1122,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.6M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.7M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1143,22 +1143,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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pendulum (πŸ₯ˆ36 Β· ⭐ 5.9K) - Python datetimes made easy. MIT - -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 520 Β· πŸ“¦ 25K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): - - ``` - git clone https://github.com/sdispater/pendulum - ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 19M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): - ``` - pip install pendulum - ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 900K Β· ⏱️ 07.01.2024): - ``` - conda install -c conda-forge pendulum - ``` -
python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 - [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“₯ 35K Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): @@ -1166,7 +1150,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 210M / month Β· πŸ“¦ 5.5K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 5.8K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1177,12 +1161,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯ˆ36 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· πŸ“₯ 190 Β· πŸ“¦ 14K Β· πŸ“‹ 490 - 19% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· πŸ“₯ 190 Β· πŸ“¦ 15K Β· πŸ“‹ 500 - 20% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 5.8M / month Β· πŸ“¦ 460 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6M / month Β· πŸ“¦ 460 Β· ⏱️ 15.01.2024): ``` pip install holidays ``` @@ -1191,14 +1175,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge holidays ```
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pytz (πŸ₯‰33 Β· ⭐ 290) - pytz Python historical timezone library and database. MIT +
pendulum (πŸ₯‰35 Β· ⭐ 5.9K) - Python datetimes made easy. MIT + +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 520 Β· πŸ“¦ 25K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): + + ``` + git clone https://github.com/sdispater/pendulum + ``` +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 19M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): + ``` + pip install pendulum + ``` +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 900K Β· ⏱️ 07.01.2024): + ``` + conda install -c conda-forge pendulum + ``` +
+
pytz (πŸ₯‰33 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT - [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.8M Β· πŸ“‹ 82 - 42% open Β· ⏱️ 05.09.2023): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 140M / month Β· πŸ“¦ 84K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 84K Β· ⏱️ 05.09.2023): ``` pip install pytz ``` @@ -1207,14 +1207,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytz ```
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tzlocal (πŸ₯‰32 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT +
tzlocal (πŸ₯‰31 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT - [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 58 Β· πŸ“¦ 150K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 37M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 39M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1234,9 +1234,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡40 Β· ⭐ 720) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡41 Β· ⭐ 730 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 310 Β· πŸ“¦ 87K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 310 Β· πŸ“¦ 88K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1245,7 +1245,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 15M Β· ⏱️ 11.12.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 16M Β· ⏱️ 11.12.2023): ``` conda install -c conda-forge fsspec ``` @@ -1266,14 +1266,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ35 Β· ⭐ 610) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 620) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 380K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 380K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 95M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 100M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` @@ -1289,7 +1289,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` @@ -1305,7 +1305,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 19M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 20M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` @@ -1314,41 +1314,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge appdirs ```
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path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
scandir (πŸ₯‰30 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/jaraco/path + git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.3M / month Β· πŸ“¦ 150 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.2M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` - pip install path + pip install scandir ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 490K Β· ⏱️ 25.12.2023): +- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.4M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge path + conda install -c conda-forge scandir ```
-
scandir (πŸ₯‰29 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 +
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 26.12.2023): ``` - git clone https://github.com/benhoyt/scandir + git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.1M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.3M / month Β· πŸ“¦ 150 Β· ⏱️ 04.12.2023): ``` - pip install scandir + pip install path ``` -- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.4M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 490K Β· ⏱️ 25.12.2023): ``` - conda install -c conda-forge scandir + conda install -c conda-forge path ```
Show 3 hidden projects... -- zipp (πŸ₯‰31 Β· ⭐ 44) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰31 Β· ⭐ 45) - Backport of pathlib-compatible object wrapper for zip files. MIT - pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1358,46 +1358,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯‡36 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT +
six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ“ˆ) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 310K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 21.10.2023): ``` - git clone https://github.com/PythonCharmers/python-future + git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 29M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` - pip install future + pip install six ``` -- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 51M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge future + conda install -c conda-forge six ```
-
six (πŸ₯‡36 Β· ⭐ 950) - Python 2 and 3 compatibility library. MIT +
future (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 310K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): ``` - git clone https://github.com/benjaminp/six + git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 180M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 30M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): ``` - pip install six + pip install future ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 51M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge six + conda install -c conda-forge future ```
typing (πŸ₯ˆ34 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 18% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.1M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1411,7 +1411,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 79) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰26 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- contextlib2 (πŸ₯‰27 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1419,14 +1419,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top +
cryptography (πŸ₯‡47 Β· ⭐ 6K Β· πŸ“ˆ) - cryptography is a package designed to expose cryptographic.. Apache-2 + +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 610K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 25.01.2024): + + ``` + git clone https://github.com/pyca/cryptography + ``` +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 22K Β· ⏱️ 25.01.2024): + ``` + pip install cryptography + ``` +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 45M Β· ⏱️ 24.01.2024): + ``` + conda install -c conda-forge cryptography + ``` +
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 270 Β· πŸ“¦ 86K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 280 Β· πŸ“¦ 86K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 29M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): ``` pip install pycryptodomex ``` @@ -1437,28 +1453,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 500 - 7% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 500 - 7% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 350K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 360K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 97 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 130 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 130 - 7% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 140 - 7% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 47M / month Β· πŸ“¦ 8.1K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 48M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` @@ -1467,14 +1483,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
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keyring (πŸ₯‰35 Β· ⭐ 1.1K) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰35 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT - [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 07.01.2024): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 36M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 38M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` @@ -1490,7 +1506,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 60M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 61M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1515,24 +1531,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge rsa ```
-
Show 1 hidden projects... - -- cryptography (πŸ₯‡43 Β· ⭐ 6K Β· πŸ“‰) - cryptography is a package designed to expose.. ❗Unlicensed -

## Infrastructure & DevOps Back to top -
ansible (πŸ₯‡48 Β· ⭐ 60K Β· πŸ“ˆ) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 +
ansible (πŸ₯‡48 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.1M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): ``` pip install ansible ``` @@ -1543,71 +1555,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 25.01.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 390M / month Β· πŸ“¦ 8.6K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 410M / month Β· πŸ“¦ 8.6K Β· ⏱️ 24.01.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 18.01.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 25.01.2024): ``` conda install -c conda-forge botocore ```
docker (πŸ₯ˆ43 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 790 Β· πŸ“¦ 74K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 800 Β· πŸ“¦ 74K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 34M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 3.9M Β· ⏱️ 09.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4M Β· ⏱️ 09.12.2023): ``` conda install -c conda-forge docker-py ```
pulumi (πŸ₯ˆ42 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 1.9M Β· πŸ“¦ 7.1K Β· πŸ“‹ 6.9K - 29% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 2M Β· πŸ“¦ 7.2K Β· πŸ“‹ 6.9K - 30% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 830K / month Β· πŸ“¦ 170 Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 870K / month Β· πŸ“¦ 170 Β· ⏱️ 25.01.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.6M / month Β· πŸ“¦ 930 Β· ⏱️ 10.01.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.8M / month Β· πŸ“¦ 930 Β· ⏱️ 18.01.2024): ``` npm install @pulumi/pulumi ```
paramiko (πŸ₯ˆ42 Β· ⭐ 8.7K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 89K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 90K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/paramiko/paramiko @@ -1621,14 +1633,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
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docker-compose (πŸ₯ˆ40 Β· ⭐ 31K) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ40 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 91M Β· πŸ“¦ 350 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 88M Β· πŸ“¦ 360 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1637,14 +1649,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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kubernetes (πŸ₯ˆ38 Β· ⭐ 6.2K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.3K) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 21M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 22M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1653,14 +1665,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
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netmiko (πŸ₯ˆ38 Β· ⭐ 3.3K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
netmiko (πŸ₯ˆ38 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT - [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.1K Β· πŸ“‹ 2.1K - 9% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 190K / month Β· πŸ“¦ 270 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 200K / month Β· πŸ“¦ 270 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1672,18 +1684,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.2M / month Β· πŸ“¦ 150 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.5M / month Β· πŸ“¦ 150 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 80K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 81K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
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schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT +
schedule (πŸ₯‰35 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 31K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 32K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/dbader/schedule @@ -1704,7 +1716,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.2M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.4M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1720,7 +1732,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 6.8M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1731,12 +1743,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰29 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 97 Β· πŸ“‹ 700 - 22% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 98 Β· πŸ“‹ 700 - 22% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 32K / month Β· πŸ“¦ 12 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 31K / month Β· πŸ“¦ 12 Β· ⏱️ 14.01.2024): ``` pip install pyinfra ``` @@ -1773,16 +1785,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡38 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“₯ 4.4K Β· πŸ“¦ 340K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“₯ 4.4K Β· πŸ“¦ 350K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 48M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 51M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 17M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 17M Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge pexpect ``` @@ -1810,7 +1822,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.9M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1826,7 +1838,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 34M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 37M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1841,6 +1853,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top +
uvloop (πŸ₯‡38 Β· ⭐ 9.8K) - Ultra fast asyncio event loop. Apache-2 + +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): + + ``` + git clone https://github.com/MagicStack/uvloop + ``` +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 8.1M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): + ``` + pip install uvloop + ``` +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 680K Β· ⏱️ 23.10.2023): + ``` + conda install -c conda-forge uvloop + ``` +
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT - [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 330K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): @@ -1848,23 +1876,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 86M / month Β· πŸ“¦ 10K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 88M / month Β· πŸ“¦ 10K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.6M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.7M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯‡38 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 110 Β· πŸ“¦ 230K Β· πŸ“‹ 340 - 17% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“¦ 230K Β· πŸ“‹ 340 - 17% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 100M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 97M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): ``` pip install anyio ``` @@ -1873,34 +1901,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anyio ```
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uvloop (πŸ₯ˆ37 Β· ⭐ 9.8K) - Ultra fast asyncio event loop. Apache-2 +
asyncer (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ“ˆ) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 340 - 25% open Β· ⏱️ 22.10.2023): - - ``` - git clone https://github.com/MagicStack/uvloop - ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 7.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 22.10.2023): - ``` - pip install uvloop - ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 680K Β· ⏱️ 23.10.2023): - ``` - conda install -c conda-forge uvloop - ``` -
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asyncer (πŸ₯‰26 Β· ⭐ 1.2K) - Asyncer, async and await, focused on developer experience. MIT - -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 43 Β· πŸ“¦ 3.1K Β· πŸ“‹ 10 - 60% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 47 Β· πŸ“¦ 3.1K Β· πŸ“‹ 15 - 73% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 81K / month Β· πŸ“¦ 17 Β· ⏱️ 04.11.2022): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 89K / month Β· πŸ“¦ 73 Β· ⏱️ 23.01.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.5K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.5K Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge asyncer ``` @@ -1912,7 +1924,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 11K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 13K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ``` @@ -1945,12 +1957,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡39 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 320 Β· πŸ“¦ 390K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 320 Β· πŸ“¦ 400K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 02.01.2024): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 30M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 32M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): ``` pip install traitlets ``` @@ -1959,68 +1971,68 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge traitlets ```
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python-dotenv (πŸ₯ˆ37 Β· ⭐ 6.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯ˆ38 Β· ⭐ 6.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 380 Β· πŸ“¦ 660K Β· πŸ“‹ 270 - 14% open Β· ⏱️ 07.07.2023): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 660K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 33M / month Β· πŸ“¦ 9.7K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 35M / month Β· πŸ“¦ 9.8K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.9M Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.9M Β· ⏱️ 23.01.2024): ``` conda install -c conda-forge python-dotenv ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.4K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.8K Β· πŸ“‹ 480 - 21% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.8K Β· πŸ“‹ 480 - 21% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.8M / month Β· πŸ“¦ 290 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month Β· πŸ“¦ 290 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 64K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 65K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge dynaconf ```
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omegaconf (πŸ₯ˆ32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
hydra (πŸ₯ˆ32 Β· ⭐ 7.9K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 91 Β· πŸ“¦ 24K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 20K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 22.01.2024): ``` - git clone https://github.com/omry/omegaconf + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 5.8M / month Β· πŸ“¦ 480 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 13K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` - pip install omegaconf + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 880K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge omegaconf + conda install -c conda-forge hydra-core ```
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hydra (πŸ₯‰31 Β· ⭐ 7.9K) - Hydra is a framework for elegantly configuring complex applications. MIT +
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 19K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 91 Β· πŸ“¦ 24K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 18.01.2024): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 490 Β· ⏱️ 29.11.2023): ``` - pip install hydra + pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 880K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge omegaconf ```
python-decouple (πŸ₯‰31 Β· ⭐ 2.6K) - Strict separation of config from code. MIT @@ -2030,23 +2042,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 74K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 75K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.6K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.7K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 150K / month Β· πŸ“¦ 96 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 150K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2057,12 +2069,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 410 Β· πŸ“¦ 33K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): +- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 420 Β· πŸ“¦ 33K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): ``` git clone https://github.com/DiffSK/configobj ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): +- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): ``` pip install configobj ``` @@ -2078,7 +2090,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 75K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 80K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2095,12 +2107,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 210 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 220 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 140M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 150M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2116,7 +2128,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 33M / month Β· πŸ“¦ 6.1K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 36M / month Β· πŸ“¦ 6.2K Β· ⏱️ 15.11.2023): ``` pip install rich ``` @@ -2127,12 +2139,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.8K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 33M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 35M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2148,7 +2160,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2175,44 +2187,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 120 Β· πŸ“₯ 330 Β· πŸ“¦ 49K Β· πŸ“‹ 250 - 19% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 120 Β· πŸ“₯ 330 Β· πŸ“¦ 49K Β· πŸ“‹ 260 - 20% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 22M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.5M Β· ⏱️ 10.12.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.5M Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge argcomplete ```
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cleo (πŸ₯ˆ34 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 84 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 85 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 11.01.2024): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 23M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 24M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 640K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 650K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
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wcwidth (πŸ₯ˆ34 Β· ⭐ 360) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰34 Β· ⭐ 360) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 490K Β· πŸ“‹ 48 - 18% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 500K Β· πŸ“‹ 48 - 18% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 45M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 48M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2237,36 +2249,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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asciimatics (πŸ₯‰33 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
questionary (πŸ₯‰32 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 950 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 78 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 25% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/peterbrittain/asciimatics + git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 57K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.7M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): ``` - pip install asciimatics + pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 64K Β· ⏱️ 10.09.2023): ``` - conda install -c conda-forge asciimatics + conda install -c conda-forge questionary ```
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questionary (πŸ₯‰32 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT +
asciimatics (πŸ₯‰31 Β· ⭐ 3.5K Β· πŸ“‰) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 77 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 25% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 960 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` - git clone https://github.com/tmbo/questionary + git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 410 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 87K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` - pip install questionary + pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 63K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): ``` - conda install -c conda-forge questionary + conda install -c conda-forge asciimatics ```
ConfigArgParse (πŸ₯‰27 Β· ⭐ 680) - A drop-in replacement for argparse that allows options to also be.. MIT @@ -2276,7 +2288,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2285,26 +2297,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰22 Β· ⭐ 140 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT +
docopt-ng (πŸ₯‰22 Β· ⭐ 150 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 260 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 270 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 83K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 95K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 57 Β· πŸ“¦ 5 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 57 Β· πŸ“¦ 6 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 120 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 160 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2331,14 +2343,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡33 Β· ⭐ 1.9K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡32 Β· ⭐ 1.9K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 3% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 100M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 110M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.10.2023): ``` pip install cachetools ``` @@ -2347,14 +2359,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 970) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 980) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 300K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 320K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2366,7 +2378,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 230K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 250K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2382,7 +2394,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 140K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 150K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2398,7 +2410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 27K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 29K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): ``` pip install cachier ``` @@ -2422,7 +2434,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 140K / month Β· πŸ“¦ 610 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 140K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` @@ -2433,12 +2445,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 11K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 26.11.2023): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 11K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 540K / month Β· πŸ“¦ 350 Β· ⏱️ 21.05.2023): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 570K / month Β· πŸ“¦ 350 Β· ⏱️ 21.05.2023): ``` pip install pysimplegui ``` @@ -2449,12 +2461,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 630 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 630 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 43K / month Β· πŸ“¦ 53 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 52K / month Β· πŸ“¦ 54 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ``` @@ -2466,35 +2478,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 63K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 64K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.4K Β· πŸ“¦ 3 Β· πŸ“‹ 830 - 17% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.4K Β· πŸ“¦ 3 Β· πŸ“‹ 830 - 17% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.5K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.3K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 30 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 27 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
flexx (πŸ₯‰26 Β· ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2 -- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 130 Β· πŸ“‹ 450 - 20% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 130 Β· πŸ“‹ 450 - 19% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 350 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 360 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2519,12 +2531,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡20 Β· ⭐ 530 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 25 Β· πŸ“₯ 550 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 26 Β· πŸ“₯ 580 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 130 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2552,7 +2564,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 17.01.2024): ``` pip install phonenumbers ``` @@ -2568,7 +2580,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 49M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 50M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2576,23 +2588,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 51 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 57 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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emoji (πŸ₯ˆ33 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯‡34 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 300 Β· πŸ“¦ 65K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 05.12.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 300 Β· πŸ“¦ 65K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.12.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 18.01.2024): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 66K Β· ⏱️ 05.12.2023): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 66K Β· ⏱️ 19.01.2024): ``` conda install -c conda-forge emoji ``` @@ -2604,7 +2616,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2613,14 +2625,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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python-slugify (πŸ₯‰28 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯‰29 Β· ⭐ 1.4K) - Returns unicode slugs. MIT - [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 11M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): ``` pip install python-slugify ``` @@ -2631,12 +2643,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyahocorasick (πŸ₯‰27 Β· ⭐ 860 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.4K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.5K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): ``` pip install pyahocorasick ``` @@ -2652,7 +2664,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 64K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 68K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2664,11 +2676,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alexanderlukanin13/coolname ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 350K / month Β· πŸ“¦ 63 Β· ⏱️ 09.01.2023): +- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 380K / month Β· πŸ“¦ 64 Β· ⏱️ 09.01.2023): ``` pip install coolname ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 82K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge coolname ``` @@ -2697,28 +2709,28 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.5K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 840M / month Β· πŸ“¦ 18K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 850M / month Β· πŸ“¦ 18K Β· ⏱️ 24.01.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 25.01.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.3K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 700K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 710K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 98M / month Β· πŸ“¦ 48K Β· ⏱️ 03.01.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 100M / month Β· πŸ“¦ 48K Β· ⏱️ 03.01.2024): ``` pip install SQLAlchemy ``` @@ -2727,30 +2739,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT - -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 13% open Β· ⏱️ 15.01.2024): - - ``` - git clone https://github.com/redis/redis-py - ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 31M / month Β· πŸ“¦ 28K Β· ⏱️ 15.01.2024): - ``` - pip install redis - ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 26.09.2023): - ``` - conda install -c conda-forge redis-py - ``` -
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google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.5K) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 56M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 57M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): ``` pip install google-cloud-storage ``` @@ -2761,12 +2757,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4.1K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.2K - 13% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.2K - 13% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 44M / month Β· πŸ“¦ 740 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 45M / month Β· πŸ“¦ 740 Β· ⏱️ 07.11.2023): ``` pip install azure-storage-blob ``` @@ -2814,11 +2810,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 15M / month Β· πŸ“¦ 6.2K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.2K Β· ⏱️ 19.01.2024): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 960K Β· ⏱️ 08.12.2023): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 960K Β· ⏱️ 19.01.2024): ``` conda install -c conda-forge elasticsearch ``` @@ -2841,12 +2837,12 @@ _Libraries for connecting to, operating, and querying databases._
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 20.01.2024): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 960K / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2857,12 +2853,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 23.01.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 21M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 22M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): ``` pip install pymongo ``` @@ -2873,12 +2869,12 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ39 Β· ⭐ 2.3K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 30M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 32M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` @@ -2889,12 +2885,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ38 Β· ⭐ 690) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 320 Β· πŸ“¦ 25K Β· πŸ“‹ 630 - 11% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 320 Β· πŸ“¦ 25K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 34M / month Β· πŸ“¦ 1.2K Β· ⏱️ 12.01.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.01.2024): ``` pip install google-cloud-bigquery ``` @@ -2905,12 +2901,12 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ37 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.2K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.3K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 510K / month Β· πŸ“¦ 190 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 540K / month Β· πŸ“¦ 200 Β· ⏱️ 04.12.2023): ``` pip install sqlmodel ``` @@ -2919,30 +2915,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlmodel ```
+
redis (πŸ₯ˆ37 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT + +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.6K - 10% open Β· ⏱️ 23.01.2024): + + ``` + git clone https://github.com/redis/redis-py + ``` +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 32M / month): + ``` + pip install redis + ``` +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 26.09.2023): + ``` + conda install -c conda-forge redis-py + ``` +
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 220K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1K - 2% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 220K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 36M / month Β· πŸ“¦ 65 Β· ⏱️ 12.01.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 37M / month Β· πŸ“¦ 65 Β· ⏱️ 24.01.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 450K Β· ⏱️ 12.01.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 450K Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge awswrangler ```
Ibis (πŸ₯ˆ37 Β· ⭐ 3.4K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 470 Β· πŸ“₯ 110 Β· πŸ“¦ 970 Β· πŸ“‹ 2.5K - 4% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 470 Β· πŸ“₯ 110 Β· πŸ“¦ 990 Β· πŸ“‹ 2.5K - 5% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 93K / month Β· πŸ“¦ 53 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 92K / month Β· πŸ“¦ 53 Β· ⏱️ 21.01.2024): ``` pip install ibis-framework ``` @@ -2951,36 +2963,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
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mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 19.01.2024): ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.6M / month Β· πŸ“¦ 7.2K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): ``` - pip install mysqlclient + pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 320K Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.4K Β· ⏱️ 06.12.2023): ``` - conda install -c conda-forge mysqlclient + conda install -c anaconda elasticsearch-dsl ```
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Elasticsearch DSL (πŸ₯ˆ35 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 +
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 18.01.2024): ``` - git clone https://github.com/elastic/elasticsearch-dsl-py + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 990 Β· ⏱️ 13.11.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.7M / month Β· πŸ“¦ 7.3K Β· ⏱️ 13.12.2023): ``` - pip install elasticsearch-dsl + pip install mysqlclient ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.4K Β· ⏱️ 06.12.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 320K Β· ⏱️ 15.12.2023): ``` - conda install -c anaconda elasticsearch-dsl + conda install -c conda-forge mysqlclient ```
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 @@ -2994,7 +3006,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 63K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 64K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge motor ``` @@ -3006,7 +3018,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3015,7 +3027,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 770) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ35 Β· ⭐ 780) - S3 Filesystem. BSD-3 - [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 28% open Β· ⏱️ 16.12.2023): @@ -3031,18 +3043,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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minio (πŸ₯ˆ35 Β· ⭐ 720) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ35 Β· ⭐ 730) - MinIO Client SDK for Python. Apache-2 - [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.3K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.5M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.7M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2024): ``` pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 150K Β· ⏱️ 02.01.2024): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 02.01.2024): ``` conda install -c conda-forge minio ``` @@ -3063,22 +3075,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 - -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 520 - 18% open Β· ⏱️ 21.11.2023): - - ``` - git clone https://github.com/prometheus/client_python - ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 22M / month Β· πŸ“¦ 870 Β· ⏱️ 21.11.2023): - ``` - pip install prometheus_client - ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): - ``` - conda install -c conda-forge prometheus_client - ``` -
libcloud (πŸ₯ˆ34 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 940 Β· πŸ“‹ 210 - 41% open Β· ⏱️ 03.12.2023): @@ -3091,22 +3087,6 @@ _Libraries for connecting to, operating, and querying databases._ pip install apache-libcloud ```
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Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 - -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.1K Β· ⏱️ 21.12.2023): - - ``` - git clone https://github.com/datastax/python-driver - ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.2M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): - ``` - pip install cassandra-driver - ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 190K Β· ⏱️ 22.12.2023): - ``` - conda install -c conda-forge cassandra-driver - ``` -
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 - [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 9K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 16.01.2024): @@ -3125,12 +3105,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯‰33 Β· ⭐ 4.1K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7K Β· πŸ“‹ 990 - 48% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 92K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 95K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3139,14 +3119,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Pony (πŸ₯‰33 Β· ⭐ 3.4K) - Pony Object Relational Mapper. Apache-2 +
Prometheus Client (πŸ₯‰33 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 + +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 520 - 18% open Β· ⏱️ 23.01.2024): + + ``` + git clone https://github.com/prometheus/client_python + ``` +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 23M / month Β· πŸ“¦ 880 Β· ⏱️ 21.11.2023): + ``` + pip install prometheus_client + ``` +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): + ``` + conda install -c conda-forge prometheus_client + ``` +
+
Pony (πŸ₯‰33 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 - [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 84 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 97K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 100K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3155,6 +3151,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
+
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 + +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.1K Β· ⏱️ 21.12.2023): + + ``` + git clone https://github.com/datastax/python-driver + ``` +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): + ``` + pip install cassandra-driver + ``` +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 190K Β· ⏱️ 22.12.2023): + ``` + conda install -c conda-forge cassandra-driver + ``` +
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 - [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8K Β· πŸ“‹ 230 - 0% open Β· ⏱️ 09.01.2024): @@ -3162,7 +3174,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 110K / month Β· πŸ“¦ 230 Β· ⏱️ 28.12.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 120K / month Β· πŸ“¦ 230 Β· ⏱️ 28.12.2023): ``` pip install neo4j-driver ``` @@ -3178,7 +3190,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 290K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 320K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3189,7 +3201,7 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 21.01.2024): ``` git clone https://github.com/pynamodb/PynamoDB @@ -3198,7 +3210,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 440K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 450K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ``` @@ -3214,7 +3226,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 7.3K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ``` @@ -3249,12 +3261,12 @@ _Libraries for connecting to, operating, and querying databases._
dataset (πŸ₯‰30 Β· ⭐ 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.5K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.6K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 80K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 84K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3263,25 +3275,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge dataset ```
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cx-Oracle (πŸ₯‰30 Β· ⭐ 870) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 - -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/oracle/python-cx_Oracle - ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): - ``` - pip install cx-Oracle - ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 520K Β· ⏱️ 24.09.2023): - ``` - conda install -c conda-forge cx_oracle - ``` -
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/django-haystack/pysolr @@ -3302,7 +3298,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3311,38 +3307,26 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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prisma (πŸ₯‰29 Β· ⭐ 1.4K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 66 Β· πŸ“¦ 2.7K Β· πŸ“‹ 370 - 51% open Β· ⏱️ 14.01.2024): - - ``` - git clone https://github.com/RobertCraigie/prisma-client-py - ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 55K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): - ``` - pip install prisma - ``` -
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 81 Β· πŸ“¦ 320 Β· πŸ“‹ 350 - 30% open Β· ⏱️ 23.12.2023): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 81 Β· πŸ“¦ 320 Β· πŸ“‹ 350 - 31% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 12K / month Β· πŸ“¦ 11 Β· ⏱️ 23.12.2023): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 11 Β· ⏱️ 23.01.2024): ``` pip install piccolo ```
confluent-kafka-python (πŸ₯‰28 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.3K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.4K): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 470 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 480 Β· ⏱️ 25.10.2023): ``` pip install confluent-kafka ``` @@ -3358,7 +3342,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 21K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 22K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3370,7 +3354,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 46K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 47K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3379,9 +3363,21 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
+
prisma (πŸ₯‰26 Β· ⭐ 1.4K Β· πŸ“‰) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 + +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 52% open Β· ⏱️ 23.01.2024): + + ``` + git clone https://github.com/RobertCraigie/prisma-client-py + ``` +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 57K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): + ``` + pip install prisma + ``` +
filedepot (πŸ₯‰23 Β· ⭐ 150 Β· πŸ’€) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 980 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 990 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot @@ -3398,27 +3394,28 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 110K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 130K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 400 - 10% open Β· ⏱️ 07.01.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 400 - 10% open Β· ⏱️ 08.01.2024): ``` git clone https://github.com/psycopg/psycopg ```
-
Show 17 hidden projects... +
Show 18 hidden projects... - psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯‰33 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 +- google-cloud-bigtable (πŸ₯‰30 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 +- redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 -- redis-py-cluster (πŸ₯‰28 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT +- cx-Oracle (πŸ₯‰28 Β· ⭐ 870 Β· πŸ“‰) - Python interface to Oracle Database now superseded by.. ❗Unlicensed - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 @@ -3428,7 +3425,7 @@ _Libraries for connecting to, operating, and querying databases._ - PyMODM (πŸ₯‰20 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3441,32 +3438,32 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.4K Β· πŸ“¦ 35K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.5K Β· πŸ“¦ 36K Β· πŸ“‹ 2.7K - 24% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 5.4M / month Β· πŸ“¦ 840 Β· ⏱️ 30.12.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6M / month Β· πŸ“¦ 860 Β· ⏱️ 30.12.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 620K Β· ⏱️ 03.01.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 630K Β· ⏱️ 03.01.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.8K Β· πŸ“¦ 200K Β· πŸ“‹ 690 - 2% open Β· ⏱️ 10.01.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 690 - 2% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 10M / month Β· πŸ“¦ 3.2K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.3K Β· ⏱️ 23.01.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 880K Β· ⏱️ 16.01.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge faker ``` @@ -3489,16 +3486,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 19K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 20K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 130K / month Β· πŸ“¦ 640 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 140K / month Β· πŸ“¦ 640 Β· ⏱️ 12.12.2023): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 700K Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 710K Β· ⏱️ 13.12.2023): ``` conda install -c conda-forge xlwings ``` @@ -3510,7 +3507,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 27M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3526,7 +3523,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.7M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.9M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3535,14 +3532,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
gdown (πŸ₯ˆ33 Β· ⭐ 3.7K) - Google Drive Public File/Folder Downloader (curl/wget fails due to the.. MIT + +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 150 - 14% open Β· ⏱️ 25.01.2024): + + ``` + git clone https://github.com/wkentaro/gdown + ``` +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.3M / month Β· πŸ“¦ 460 Β· ⏱️ 20.01.2024): + ``` + pip install gdown + ``` +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 250K Β· ⏱️ 20.01.2024): + ``` + conda install -c conda-forge gdown + ``` +
+
csvkit (πŸ₯ˆ32 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT - [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): ``` pip install csvkit ``` @@ -3551,30 +3564,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
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gdown (πŸ₯ˆ32 Β· ⭐ 3.6K) - Download a large file from Google Drive (curl/wget fails because of the.. MIT +
smart-open (πŸ₯ˆ31 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 150 - 15% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 380 Β· πŸ“‹ 380 - 18% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/wkentaro/gdown + git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.2M / month Β· πŸ“¦ 450 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 17M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): ``` - pip install gdown + pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 250K Β· ⏱️ 16.01.2024): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 07.09.2023): ``` - conda install -c conda-forge gdown + conda install -c conda-forge smart_open ```
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pandas-datareader (πŸ₯ˆ32 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
pandas-datareader (πŸ₯ˆ31 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 - [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 370K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 380K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3583,22 +3596,6 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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smart-open (πŸ₯ˆ31 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 380 Β· πŸ“‹ 380 - 18% open Β· ⏱️ 12.01.2024): - - ``` - git clone https://github.com/RaRe-Technologies/smart_open - ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 16M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): - ``` - pip install smart-open - ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 07.09.2023): - ``` - conda install -c conda-forge smart_open - ``` -
snorkel (πŸ₯‰30 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 440 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 11.01.2024): @@ -3606,7 +3603,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 25K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 26K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3617,12 +3614,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰28 Β· ⭐ 3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 290 Β· πŸ“₯ 1.5K Β· πŸ“¦ 100 Β· πŸ“‹ 240 - 45% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 290 Β· πŸ“₯ 1.5K Β· πŸ“¦ 100 Β· πŸ“‹ 250 - 43% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 33K / month Β· πŸ“¦ 2 Β· ⏱️ 11.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 22K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ``` @@ -3634,7 +3631,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 46K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 49K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): ``` pip install intake ``` @@ -3650,7 +3647,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 4.8K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.1K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3662,31 +3659,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 540 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 610 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
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Upgini (πŸ₯‰20 Β· ⭐ 270) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰21 Β· ⭐ 270) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 22.01.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6K / month Β· ⏱️ 18.01.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6.7K / month Β· ⏱️ 25.01.2024): ``` pip install upgini ```
-
excalibur (πŸ₯‰19 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT +
excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 68% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 910 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 940 / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ``` @@ -3698,7 +3695,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 2.1K / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 2K / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3718,9 +3715,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰21 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed +- borb (πŸ₯‰22 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 840 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 850 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3732,12 +3729,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.1K Β· πŸ”€ 13K Β· πŸ“₯ 580K Β· πŸ“¦ 9.2K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 590K Β· πŸ“¦ 9.3K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 30M / month Β· πŸ“¦ 340 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 30M / month Β· πŸ“¦ 340 Β· ⏱️ 19.01.2024): ``` pip install apache-airflow ``` @@ -3745,19 +3742,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 550M Β· ⭐ 500 Β· ⏱️ 16.01.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 590M Β· ⭐ 500 Β· ⏱️ 19.01.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.3M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.8M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): ``` pip install celery ``` @@ -3768,44 +3765,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.3K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.3K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 550K / month Β· πŸ“¦ 160 Β· ⏱️ 11.01.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 600K / month Β· πŸ“¦ 160 Β· ⏱️ 19.01.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 590K Β· ⏱️ 12.01.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 590K Β· ⏱️ 19.01.2024): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡41 Β· ⭐ 9.4K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 9.5K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.2K Β· πŸ“¦ 1.9K Β· πŸ“‹ 6.8K - 33% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 1.9K Β· πŸ“‹ 6.9K - 33% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1M / month Β· πŸ“¦ 140 Β· ⏱️ 11.01.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1.1M / month Β· πŸ“¦ 140 Β· ⏱️ 18.01.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 11.01.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 18.01.2024): ``` conda install -c conda-forge dagster ```
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Beam (πŸ₯‡41 Β· ⭐ 7.3K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.4K - 66% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.5K - 66% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.2M / month Β· πŸ“¦ 180 Β· ⏱️ 04.01.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.4M / month Β· πŸ“¦ 180 Β· ⏱️ 04.01.2024): ``` pip install apache-beam ``` @@ -3816,12 +3813,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.2K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 9% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 9% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 55 Β· ⏱️ 11.01.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 56 Β· ⏱️ 11.01.2024): ``` pip install great_expectations ``` @@ -3832,12 +3829,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
rq (πŸ₯ˆ39 Β· ⭐ 9.3K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 14% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 19.01.2024): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` @@ -3846,14 +3843,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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dbt (πŸ₯ˆ39 Β· ⭐ 8.1K Β· πŸ“ˆ) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +
dbt (πŸ₯ˆ39 Β· ⭐ 8.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4.1K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 83K / month Β· πŸ“¦ 30 Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 84K / month Β· πŸ“¦ 30 Β· ⏱️ 18.01.2024): ``` pip install dbt ``` @@ -3862,14 +3859,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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joblib (πŸ₯ˆ39 Β· ⭐ 3.5K) - Computing with Python functions. BSD-3 +
joblib (πŸ₯ˆ39 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 - [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 380K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 38M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 40M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3880,12 +3877,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ38 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 450K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 460K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3894,38 +3891,38 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ38 Β· ⭐ 9.1K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
Kedro (πŸ₯ˆ37 Β· ⭐ 9.2K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 18% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 330K / month Β· πŸ“¦ 73 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 340K / month Β· πŸ“¦ 73 Β· ⏱️ 22.01.2024): ``` pip install kedro ```
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 560 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 570 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.2K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.3K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
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zenml (πŸ₯ˆ33 Β· ⭐ 3.4K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ33 Β· ⭐ 3.5K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 370 Β· πŸ“₯ 1 Β· πŸ“¦ 340 Β· πŸ“‹ 280 - 23% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 350 Β· πŸ“‹ 270 - 22% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 14K / month Β· πŸ“¦ 2 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 16K / month Β· πŸ“¦ 2 Β· ⏱️ 23.01.2024): ``` pip install zenml ``` @@ -3937,7 +3934,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.1M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.2M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3948,12 +3945,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
huey (πŸ₯ˆ31 Β· ⭐ 4.8K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.3K Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 76K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 83K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3964,12 +3961,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 19.01.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 130K / month Β· πŸ“¦ 6 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 160K / month Β· πŸ“¦ 6 Β· ⏱️ 16.01.2024): ``` pip install whylogs ``` @@ -3988,7 +3985,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ploomber (πŸ₯‰29 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/ploomber/ploomber @@ -4009,7 +4006,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 180K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -4020,12 +4017,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰26 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 740 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 750 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 170K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 160K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ``` @@ -4037,11 +4034,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 79K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 84K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.4K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.5K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -4060,7 +4057,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 94 Β· πŸ“¦ 120 Β· πŸ“‹ 71 - 33% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 95 Β· πŸ“¦ 120 Β· πŸ“‹ 71 - 33% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln @@ -4076,24 +4073,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Optimus (πŸ₯‰24 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“¦ 1 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.4K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ```
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 28 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 29 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.5K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.9K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): ``` pip install tasktiger ``` @@ -4105,7 +4102,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 340 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 300 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4117,19 +4114,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
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Databolt Flow (πŸ₯‰17 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT - [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 100 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 160 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4141,7 +4138,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 150K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 170K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4176,7 +4173,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 220M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 230M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4187,7 +4184,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰36 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 71K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 72K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 08.11.2023): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4234,19 +4231,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 380K Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 390K Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰24 Β· ⭐ 320 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰25 Β· ⭐ 320 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 29 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 30 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 23M / month Β· πŸ“¦ 400 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 24M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4258,7 +4255,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... - importlib-resources (πŸ₯ˆ31 Β· ⭐ 54) - Backport of the importlib.resources module. Apache-2 -- entrypoints (πŸ₯‰24 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT +- entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4268,12 +4265,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡42 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 930K Β· πŸ“‹ 670 - 17% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 930K Β· πŸ“‹ 680 - 17% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 150M / month Β· πŸ“¦ 18K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 160M / month Β· πŸ“¦ 18K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4284,12 +4281,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 280 - 6% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 6% open Β· ⏱️ 21.01.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 54M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 57M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4298,30 +4295,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge more-itertools ```
+
toolz (πŸ₯ˆ36 Β· ⭐ 4.4K) - A functional standard library for Python. BSD-3 + +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 130K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 24.01.2024): + + ``` + git clone https://github.com/pytoolz/toolz + ``` +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 20M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): + ``` + pip install toolz + ``` +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 19M Β· ⏱️ 24.01.2024): + ``` + conda install -c conda-forge toolz + ``` +
boltons (πŸ₯ˆ35 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.1K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.2K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.9M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.6M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 3.9M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 5.6K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 5.7K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 34M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 37M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4332,12 +4345,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3.1K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 510 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 510 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 140K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 130K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` @@ -4353,23 +4366,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.3M / month Β· πŸ“¦ 640 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 640 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 400K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge funcy ```
natsort (πŸ₯‰29 Β· ⭐ 820 Β· πŸ’€) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 47 Β· πŸ“¦ 26K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 48 Β· πŸ“¦ 26K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4378,14 +4391,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge natsort ```
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ubelt (πŸ₯‰24 Β· ⭐ 700) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰22 Β· ⭐ 700 Β· πŸ“‰) - A Python utility library with a stdlib like feel and extra.. Apache-2 - [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 46 Β· πŸ“‹ 16 - 18% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 13K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 15K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` @@ -4394,9 +4407,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge ubelt ```
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Show 7 hidden projects... +
Show 6 hidden projects... -- toolz (πŸ₯ˆ35 Β· ⭐ 4.4K Β· πŸ’€) - A functional standard library for Python. BSD-3 - python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.4K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 680 Β· πŸ’€) - API Rate Limit Decorator. MIT @@ -4410,14 +4422,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡43 Β· ⭐ 58K) - The Python programming language. MIT +
cpython (πŸ₯‡42 Β· ⭐ 58K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 38K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 24K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4432,7 +4444,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 7.1K Β· πŸ“₯ 72K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.1K Β· πŸ“₯ 72K Β· πŸ“‹ 5.5K - 32% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/micropython/micropython @@ -4454,7 +4466,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰18 Β· ⭐ 970 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed -- cl-python (πŸ₯‰10 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed +- cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4464,44 +4476,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 650K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 650K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 69M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 73M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 27M Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 28M Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge pygments ```
cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 25K Β· πŸ“‹ 860 - 25% open Β· ⏱️ 27.11.2023): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 25K Β· πŸ“‹ 860 - 25% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 930K Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 940K Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡38 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.2K Β· πŸ“¦ 920K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.3K Β· πŸ“¦ 920K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 90M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 94M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4510,7 +4522,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
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pycparser (πŸ₯ˆ36 Β· ⭐ 3K) - Complete C99 parser in pure Python. BSD-3 +
pycparser (πŸ₯ˆ36 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 - [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 740K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): @@ -4526,14 +4538,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
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diagrams (πŸ₯ˆ35 Β· ⭐ 32K) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯ˆ35 Β· ⭐ 34K) - Diagram as Code for prototyping cloud system architectures. MIT - [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.1K Β· πŸ“¦ 1.3K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 110K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 130K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4549,7 +4561,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 96M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 100M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4560,24 +4572,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ34 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 150 Β· πŸ“¦ 810 Β· πŸ“‹ 430 - 13% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 150 Β· πŸ“¦ 820 Β· πŸ“‹ 430 - 13% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 150K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 160K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): ``` pip install copier ```
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 34K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 35K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 36M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 37M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4588,16 +4600,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ33 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“‹ 170 - 25% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 81M / month Β· πŸ“¦ 11K Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 87M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 24M Β· ⏱️ 26.08.2023): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 24M Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge pluggy ``` @@ -4609,7 +4621,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 54M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 57M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4625,7 +4637,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/boppreh/keyboard ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 180K / month Β· πŸ“¦ 540 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 190K / month Β· πŸ“¦ 540 Β· ⏱️ 23.03.2020): ``` pip install keyboard ``` @@ -4636,12 +4648,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰30 Β· ⭐ 880 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.3K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.4K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 530K / month Β· πŸ“¦ 320 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 580K / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4650,7 +4662,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge fastcore ```
-
pyscaffold (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰28 Β· ⭐ 2K Β· πŸ’€) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 300 - 12% open Β· ⏱️ 20.06.2023): @@ -4668,12 +4680,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 3.9K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 110K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 150K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ``` @@ -4701,7 +4713,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.6M / month Β· πŸ“¦ 85 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.7M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4712,12 +4724,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-mss (πŸ₯‰25 Β· ⭐ 920) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 80 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 510K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 530K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4731,7 +4743,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - openpyxl (πŸ₯‰25 Β· ⭐ 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- macropy (πŸ₯‰21 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
--- diff --git a/history/2024-01-25_changes.md b/history/2024-01-25_changes.md new file mode 100644 index 0000000..b70ac52 --- /dev/null +++ b/history/2024-01-25_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- protobuf (πŸ₯‡52 Β· ⭐ 63K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +- cryptography (πŸ₯‡47 Β· ⭐ 6K Β· πŸ“ˆ) - cryptography is a package designed to expose cryptographic.. Apache-2 +- filesystem_spec (πŸ₯‡41 Β· ⭐ 730 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +- six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ“ˆ) - Python 2 and 3 compatibility library. MIT +- asyncer (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ“ˆ) - Asyncer, async and await, focused on developer experience. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- redis (πŸ₯ˆ37 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- asciimatics (πŸ₯‰31 Β· ⭐ 3.5K Β· πŸ“‰) - A cross platform package to do curses-like operations, plus.. Apache-2 +- cx-Oracle (πŸ₯‰28 Β· ⭐ 870 Β· πŸ“‰) - Python interface to Oracle Database now superseded by.. ❗Unlicensed +- prisma (πŸ₯‰26 Β· ⭐ 1.4K Β· πŸ“‰) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +- ubelt (πŸ₯‰22 Β· ⭐ 700 Β· πŸ“‰) - A Python utility library with a stdlib like feel and extra.. Apache-2 + diff --git a/history/2024-01-25_projects.csv b/history/2024-01-25_projects.csv new file mode 100644 index 0000000..f4b91f9 --- /dev/null +++ b/history/2024-01-25_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-01-18 15:41:01.000,2024-01-18 15:41:00,456.0,22.0,2261,385.0,241.0,21.0,33.0,15002,2024-01-18 15:41:06.000,2024.01.18,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-01-18 23:23:42.000,2024-01-18 23:23:41,301.0,24.0,158,52.0,179.0,,3.0,2110,2024-01-18 23:23:48.000,2024.01.18,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-01-18 15:41:16.000,2024-01-18 15:41:15,299.0,22.0,42,24.0,175.0,3.0,5.0,869,2024-01-18 15:41:21.000,2024.01.18,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-01-18 23:23:42.000,2024-01-18 23:23:41,301.0,24.0,158,52.0,179.0,,3.0,2110,2024-01-18 23:23:48.000,2024.01.18,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-01-18 15:41:01.000,2024-01-18 15:41:00,456.0,22.0,2261,385.0,241.0,21.0,33.0,15002,2024-01-18 15:41:06.000,2024.01.18,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6876,1661.0,323.0,13.0,74.0,38881,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-01-18 15:41:01.000,2024-01-18 15:41:00,456.0,22.0,2261,385.0,241.0,21.0,33.0,15002,2024-01-18 15:41:06.000,2024.01.18,100.0,44.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-01-25 13:13:09.000,2024-01-25 01:01:42,34197.0,659.0,17148,1119.0,31178.0,3658.0,22297.0,41008,2024-01-20 03:33:20.000,2.2.0,124.0,3536.0,53,True,1565584.0,1489285.0,pandas,conda-forge/pandas,['pandas'],244398.0,150881733.0,https://pypi.org/project/pandas,2024-01-20 02:10:54.000,76299.0,149672792.0,https://anaconda.org/conda-forge/pandas,2024-01-20 16:04:39.136,47062882.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-01-25 10:01:59.000,2024-01-25 09:49:51,16887.0,781.0,15428,2063.0,9462.0,785.0,5265.0,62706,2024-01-10 19:37:23.000,4.25.2,153.0,1191.0,52,True,595268.0,575148.0,protobuf,conda-forge/protobuf,,39265526.0,160286788.0,https://pypi.org/project/protobuf,2024-01-10 19:37:23.000,16507.0,153740804.0,https://anaconda.org/conda-forge/protobuf,2024-01-22 06:10:00.737,16657191.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3613.0,5275014.0,16.0,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-01-25 09:53:40.000,2024-01-25 09:37:56,34893.0,947.0,9044,597.0,13503.0,2130.0,10189.0,25527,2024-01-02 22:54:39.000,1.26.3,155.0,1733.0,52,False,2216508.0,2074132.0,numpy,conda-forge/numpy,,941456.0,206121208.0,https://pypi.org/project/numpy,2024-01-02 22:20:37.000,142376.0,204497987.0,https://anaconda.org/conda-forge/numpy,2024-01-03 14:02:38.289,69292489.0,1.0,,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-01-25 02:24:22.000,2024-01-23 21:00:44,54229.0,141.0,23988,1929.0,50317.0,867.0,31440.0,59987,2023-12-11 20:57:49.000,2.16.2,345.0,6816.0,48,True,36064.0,31974.0,ansible,conda-forge/ansible,,,4318032.0,https://pypi.org/project/ansible,2023-12-06 14:20:57.000,4090.0,4295586.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,987664.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-01-25 13:40:05.000,2024-01-25 13:40:05,22891.0,1056.0,13379,758.0,24587.0,886.0,7764.0,33710,2024-01-19 13:09:58.000,2.8.1,176.0,3154.0,48,True,9629.0,9290.0,apache-airflow,conda-forge/airflow,,586951.0,35172199.0,https://pypi.org/project/apache-airflow,2024-01-19 10:49:56.000,339.0,29555768.0,https://anaconda.org/conda-forge/airflow,2024-01-01 18:27:17.725,991361.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-01-19 11:42:33.237868,497.0,586636795.0,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-01-25 01:56:05.008,2024-01-24 19:14:28,5713.0,211.0,1866,241.0,718.0,180.0,2977.0,8540,2024-01-24 20:27:55.000,1.34.27,1476.0,153.0,48,True,419150.0,400864.0,boto3,conda-forge/boto3,,,854652409.0,https://pypi.org/project/boto3,2024-01-24 20:27:55.000,18286.0,854243169.0,https://anaconda.org/conda-forge/boto3,2024-01-25 01:56:05.008,18006598.0,1.0,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-01-25 12:01:37.000,2024-01-25 12:01:30,11438.0,390.0,1737,126.0,7872.0,31.0,2331.0,6037,2024-01-25 02:46:34.000,42.0.1,124.0,304.0,47,True,632431.0,610493.0,cryptography,conda-forge/cryptography,,,208432608.0,https://pypi.org/project/cryptography,2024-01-25 02:46:34.000,21938.0,207352724.0,https://anaconda.org/conda-forge/cryptography,2024-01-24 04:16:45.452,45355158.0,1.0,,,,,,4.0,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-01-25 11:01:30.000,2024-01-25 11:01:26,12457.0,113.0,4603,473.0,3231.0,665.0,4371.0,22930,2023-11-22 15:18:14.000,5.3.6,204.0,1330.0,46,True,138981.0,123866.0,celery,conda-forge/celery,,,7839302.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15115.0,7803805.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1526377.0,1.0,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-01-06 12:13:58.000,2023-12-29 19:38:05,2419.0,17.0,1411,184.0,1083.0,111.0,1435.0,14717,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1608893.0,1532995.0,click,conda-forge/click,,220.0,149491532.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75898.0,148462052.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,32943258.0,1.0,,,,,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-01-24 15:42:27.000,2024-01-24 15:42:11,16791.0,147.0,1314,91.0,733.0,220.0,7439.0,8318,2024-01-03 02:22:06.000,rel_2_0_25,297.0,682.0,45,True,753771.0,705777.0,SQLAlchemy,conda-forge/sqlalchemy,,48191.0,100567209.0,https://pypi.org/project/SQLAlchemy,2024-01-03 02:21:59.000,47994.0,100188654.0,https://anaconda.org/conda-forge/sqlalchemy,2024-01-15 20:59:36.369,13969437.0,1.0,,,,,,,,,,,,,,,,,, +17,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-01-25 09:28:37.954,2024-01-24 23:05:29,11817.0,227.0,4019,572.0,3668.0,580.0,4018.0,14618,2024-01-24 20:27:28.000,1.32.27,1883.0,437.0,44,True,3070.0,3.0,awscli,conda-forge/awscli,,1588.0,154820725.0,https://pypi.org/project/awscli,2024-01-24 20:27:28.000,3067.0,154299409.0,https://anaconda.org/conda-forge/awscli,2024-01-25 09:28:37.954,21894262.0,1.0,,,,,,,,,,,,,,,,,, +18,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-01-25 00:25:19.815,2024-01-24 19:14:15,10653.0,279.0,1039,66.0,2047.0,140.0,927.0,1373,2024-01-24 20:27:04.000,1.34.27,1874.0,204.0,44,True,311542.0,302897.0,botocore,conda-forge/botocore,,,410933709.0,https://pypi.org/project/botocore,2024-01-24 20:27:04.000,8645.0,410282178.0,https://anaconda.org/conda-forge/botocore,2024-01-25 00:25:19.815,24758202.0,1.0,,,,,,,,,,,,,,,,,, +19,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-01-16 10:50:00.000,2023-11-15 16:31:56,3870.0,20.0,1675,543.0,1063.0,197.0,1062.0,46151,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,167354.0,161171.0,rich,conda-forge/rich,,,35873126.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,6183.0,35730189.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,6003365.0,1.0,,,,,,,,,,,,,,,,,, +20,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-01-23 16:51:20.000,2023-12-19 22:43:55,3061.0,44.0,3196,639.0,2452.0,151.0,2211.0,21665,2023-05-26 17:35:41.785,23.5.26,35.0,670.0,43,True,89400.0,88775.0,flatbuffers,conda-forge/flatbuffers,,337435.0,14258652.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,342.0,13391700.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,944073.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,283.0,853757.0,,,,,,,,,,,,, +21,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-01-25 11:01:14.000,2024-01-24 10:08:28,3682.0,86.0,2453,277.0,3872.0,663.0,2030.0,17922,2023-12-30 16:46:22.000,2.16.1,81.0,541.0,43,True,36568.0,35707.0,datasets,conda-forge/datasets,,,6039125.0,https://pypi.org/project/datasets,2023-12-30 16:45:45.000,861.0,6022213.0,https://anaconda.org/conda-forge/datasets,2024-01-03 22:01:29.660,625774.0,1.0,,,,,,,,,,,,,,,,,, +22,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-01-25 09:52:23.000,2024-01-23 18:44:18,2720.0,151.0,1583,104.0,3338.0,317.0,3301.0,17387,2024-01-19 16:58:59.000,2.6.0b1,130.0,470.0,43,True,336650.0,326215.0,pydantic,conda-forge/pydantic,,,131945494.0,https://pypi.org/project/pydantic,2024-01-19 17:38:57.000,10435.0,131782475.0,https://anaconda.org/conda-forge/pydantic,2023-12-22 12:37:31.854,6846823.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-01-24 16:28:34.000,2024-01-24 16:28:34,3535.0,75.0,1858,219.0,1288.0,15.0,675.0,16772,2024-01-23 20:44:45.000,22.5.1,331.0,561.0,43,True,200511.0,197260.0,Faker,conda-forge/faker,,,10689159.0,https://pypi.org/project/Faker,2024-01-23 20:44:34.000,3251.0,10668549.0,https://anaconda.org/conda-forge/faker,2024-01-24 15:46:01.718,886250.0,1.0,,,,,,,,,,,,,,,,,, +24,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-01-25 08:25:59.000,2024-01-24 18:02:02,15661.0,399.0,1416,158.0,6719.0,625.0,3812.0,13880,2024-01-19 00:10:12.000,2.14.16,255.0,444.0,43,True,4449.0,4292.0,prefect,conda-forge/prefect,,,610045.0,https://pypi.org/project/prefect,2024-01-19 00:10:12.000,157.0,596576.0,https://anaconda.org/conda-forge/prefect,2024-01-19 02:30:12.598,592664.0,1.0,,,,,,,,,,,,,,,,,, +25,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-01-03 19:40:21.000,2024-01-03 19:19:02,3378.0,30.0,1701,195.0,1594.0,437.0,1231.0,6513,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,78291.0,74276.0,docker,conda-forge/docker-py,,802.0,35537620.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4015.0,35445577.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3957574.0,2.0,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-01-24 09:10:36.000,2024-01-23 18:46:24,6672.0,136.0,564,34.0,846.0,417.0,1386.0,1492,2023-11-21 20:44:20.000,2.17.2,64.0,824.0,43,True,690159.0,652728.0,pygments,conda-forge/pygments,,,73615456.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37431.0,72926216.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27569620.0,1.0,,,,,,,,,,,,,,,,,, +27,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-01-25 13:34:02.000,2024-01-25 12:54:19,120455.0,1081.0,28722,1504.0,47771.0,8501.0,59224.0,57987,2020-07-22 03:00:52.000,0.0.6,11.0,2771.0,42,True,13.0,4.0,cpython,conda-forge/typing,,,55034.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,23543.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2960160.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,,, +28,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-01-25 13:14:21.000,2024-01-25 08:41:23,11231.0,335.0,1032,182.0,7519.0,2077.0,4823.0,18758,2024-01-25 08:15:06.000,3.103.1,3934.0,253.0,42,True,8282.0,7176.0,pulumi,,,2018204.0,2790685.0,https://pypi.org/project/pulumi,2024-01-25 08:15:06.000,172.0,869656.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-01-18 22:00:29.150,934.0,1794892.0,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-01-24 08:38:58.000,2023-12-18 19:43:49,3982.0,24.0,2010,316.0,771.0,1014.0,787.0,8680,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,102651.0,89618.0,paramiko,conda-forge/paramiko,,,45486671.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13033.0,45388062.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4141614.0,2.0,,,,,,,,,,,,,,,,,, +30,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-01-25 09:51:50.000,2024-01-25 09:50:55,1419.0,50.0,386,65.0,554.0,119.0,556.0,4991,2023-12-31 06:30:30.000,23.2.0,28.0,154.0,42,True,949158.0,930680.0,attrs,conda-forge/attrs,,,161953497.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18478.0,161128504.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,33824729.0,1.0,,,,,,,,,,,,,,,,,, +31,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-01-25 12:13:14.000,2024-01-25 12:12:12,37438.0,293.0,1578,302.0,8141.0,70.0,3648.0,4556,2024-01-24 15:36:08.000,google-cloud-functions-v1.15.0,100.0,507.0,42,True,2038.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,57159074.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2038.0,57060682.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4132478.0,1.0,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-01-25 09:59:46.000,2024-01-25 09:58:37,16438.0,587.0,2653,385.0,24802.0,1233.0,7973.0,4080,2024-01-25 03:19:29.000,azure-mgmt-elasticsan_1.0.0,100.0,679.0,42,True,3132.0,2391.0,azure-storage-blob,conda-forge/azure-storage-blob,,,45096618.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,741.0,45071724.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1070446.0,1.0,,,,,,,,,,,,,,,,,, +33,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-01-24 09:32:04.000,2024-01-05 16:10:52,12877.0,51.0,3093,605.0,3594.0,730.0,4286.0,16650,2024-01-05 13:53:17.000,2.3.0,49.0,604.0,41,True,12500.0,11885.0,kivy,conda-forge/kivy,,35319.0,152187.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,615.0,144262.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,334743.0,1.0,,,,,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-01-14 18:56:32.000,2024-01-14 18:56:19,4570.0,13.0,1370,198.0,474.0,1.0,2353.0,10605,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,29915.0,26170.0,peewee,conda-forge/peewee,,,1540596.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3745.0,1526148.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,592408.0,1.0,,,,,,,,,,,,,,,,,, +35,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-01-25 00:47:27.000,2024-01-25 00:37:43,16987.0,736.0,1169,108.0,11489.0,2328.0,4539.0,9463,2024-01-18 20:46:32.000,1.6.1,591.0,386.0,41,True,2020.0,1883.0,dagster,conda-forge/dagster,,,1075692.0,https://pypi.org/project/dagster,2024-01-18 20:10:50.000,137.0,1051656.0,https://anaconda.org/conda-forge/dagster,2024-01-18 21:13:56.718,1057600.0,1.0,,,,,,,,,,,,,,,,,, +36,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-01-25 12:23:48.000,2024-01-25 01:34:04,41484.0,624.0,4096,260.0,23707.0,4315.0,2146.0,7354,2024-01-04 16:15:25.000,2.53.0,105.0,1598.0,41,True,185.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,,6434530.0,https://pypi.org/project/apache-beam,2024-01-04 15:45:42.000,182.0,6432433.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2023-10-12 14:22:38.428,58716.0,1.0,,,,,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-01-23 01:16:10.000,2024-01-22 18:21:50,2627.0,52.0,576,60.0,349.0,31.0,774.0,4353,2024-01-19 21:11:16.000,4.21.1,102.0,110.0,41,True,527573.0,508500.0,jsonschema,conda-forge/jsonschema,,151.0,94806407.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19073.0,94145109.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,25790431.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +38,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-01-24 21:56:29.000,2024-01-23 16:59:09,2281.0,58.0,308,21.0,863.0,218.0,414.0,729,2023-12-11 21:19:52.000,2023.12.2,76.0,223.0,41,True,88798.0,87893.0,fsspec,conda-forge/fsspec,,,188817687.0,https://pypi.org/project/fsspec,2023-12-11 21:19:52.000,905.0,188464512.0,https://anaconda.org/conda-forge/fsspec,2023-12-11 23:09:10.148,15539706.0,1.0,,,,,,1.0,,,,,,,,,,,, +39,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-01-25 09:52:41.000,2024-01-24 17:39:58,4608.0,163.0,5168,720.0,3975.0,197.0,7076.0,31660,2024-01-24 18:01:55.000,2.24.3,144.0,527.0,40,True,1613.0,365.0,docker-compose,conda-forge/docker-compose,,87512747.0,3028255.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1269100.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,382763.0,2.0,,,,,,,,,,,,,,,,,, +40,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-01-25 13:45:27.000,2024-01-25 09:59:54,8639.0,841.0,1378,143.0,7636.0,1322.0,5033.0,23820,2024-01-17 22:59:01.000,py-0.20.5,337.0,352.0,40,True,411.0,3.0,polars,,,180.0,3394162.0,https://pypi.org/project/polars,2024-01-22 14:30:41.000,408.0,3394149.0,,,,1.0,,,,,,,,,,,,,,,,,, +41,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-01-23 13:25:32.000,2024-01-23 13:24:37,3045.0,18.0,1987,227.0,1128.0,221.0,639.0,21080,2023-11-21 16:41:53.000,2.5.0,41.0,319.0,40,True,26562.0,24939.0,cookiecutter,conda-forge/cookiecutter,,,2916446.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1623.0,2887185.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,936352.0,1.0,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-01-25 13:42:37.000,2024-01-24 17:00:08,11916.0,245.0,1440,81.0,7350.0,171.0,1650.0,9177,2024-01-11 16:17:58.000,0.18.8,260.0,425.0,40,True,56.0,,great_expectations,conda-forge/great-expectations,,,12072035.0,https://pypi.org/project/great_expectations,2024-01-11 15:17:02.000,56.0,12055030.0,https://anaconda.org/conda-forge/great-expectations,2024-01-11 19:15:23.031,748228.0,2.0,,,,,,,,,,,,,,,,,, +43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2023-12-14 07:04:50.000,2023-12-14 07:04:49,1099.0,15.0,1468,229.0,490.0,15.0,634.0,7482,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,203787.0,203142.0,PyMySQL,conda-forge/pymysql,,,38442607.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,645.0,38412167.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1278519.0,1.0,,,,,,,,,,,,,,,,,, +44,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-01-22 18:34:29.000,2024-01-18 21:15:25,3282.0,29.0,639,82.0,1034.0,172.0,1043.0,6792,2024-01-09 21:43:18.000,3.20.2,172.0,208.0,40,True,126940.0,116565.0,marshmallow,conda-forge/marshmallow,,,31054910.0,https://pypi.org/project/marshmallow,2024-01-09 21:43:18.000,10375.0,31002806.0,https://anaconda.org/conda-forge/marshmallow,2024-01-10 07:59:14.212,2240496.0,2.0,,,,,,,,,,,,,,,,,, +45,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-01-19 14:56:47.867,2024-01-15 15:55:31,1592.0,33.0,1205,407.0,1357.0,48.0,1021.0,4086,2024-01-19 10:30:01.000,8.12.0,138.0,200.0,40,True,51955.0,45802.0,elasticsearch,conda-forge/elasticsearch,,3572.0,15535702.0,https://pypi.org/project/elasticsearch,2024-01-19 10:30:01.000,6153.0,15513701.0,https://anaconda.org/conda-forge/elasticsearch,2024-01-19 14:56:47.867,964078.0,1.0,,,,,,,,,,,,,,,,,, +46,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-01-21 15:29:56.000,2024-01-21 15:29:56,1617.0,71.0,264,40.0,520.0,18.0,268.0,3327,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,216890.0,207807.0,more-itertools,conda-forge/more-itertools,,2876.0,57419219.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9083.0,57102742.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13607068.0,1.0,,,,,,,,,,,,,,,,,, +47,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-01-25 09:22:31.000,2024-01-25 09:22:31,4967.0,143.0,1001,109.0,3870.0,1100.0,3051.0,3322,2024-01-23 22:31:48.000,2024.1.1,89.0,469.0,40,True,25788.0,23622.0,xarray,conda-forge/xarray,,,4166967.0,https://pypi.org/project/xarray,2024-01-23 22:31:48.000,2166.0,3941806.0,https://anaconda.org/conda-forge/xarray,2024-01-24 00:44:18.297,9456795.0,1.0,,,,,,,,,,,,,,,,,, +48,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-01-18 10:56:19.000,2024-01-18 10:20:59,4353.0,23.0,530,57.0,908.0,257.0,1216.0,1968,2023-10-09 14:43:38.000,3.10.0,38.0,201.0,40,True,267101.0,251902.0,h5py,conda-forge/h5py,,3064.0,14861186.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15199.0,14528045.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14323496.0,1.0,,,,,,,,,,,,,,,,,, +49,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-01-24 18:36:21.000,2024-01-19 00:21:26,1812.0,12.0,1429,209.0,877.0,185.0,942.0,9346,2023-06-22 02:17:03.239,1.15.1,76.0,304.0,39,True,17347.0,15561.0,rq,conda-forge/rq,,,1370839.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1786.0,1368206.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,100056.0,2.0,,,,,,,,,,,,,,,,,, +50,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-01-24 23:19:52.000,2024-01-24 08:52:56,2736.0,31.0,736,149.0,751.0,600.0,559.0,8787,2023-12-13 09:51:12.000,3.0.43,127.0,225.0,39,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,35786375.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,35281592.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20696141.0,2.0,,,,,,,,,,,,,,,,,, +51,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,,667,135.0,673.0,97.0,399.0,8466,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,92377.0,87540.0,arrow,conda-forge/arrow,,,19513238.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4837.0,19428034.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3663780.0,1.0,,,,,,,,,,,,,,,,,, +52,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-01-25 09:08:48.000,2024-01-24 23:43:53,6511.0,68.0,1422,134.0,4206.0,568.0,4356.0,8165,2024-01-18 16:47:06.000,1.7.5,208.0,302.0,39,True,4132.0,4102.0,dbt,conda-forge/dbt,,3947.0,87084.0,https://pypi.org/project/dbt,2024-01-18 22:39:00.000,30.0,83948.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,251965.0,2.0,,,,,,,,,,,,,,dbt,,,, +53,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,12.0,1359,147.0,972.0,297.0,1195.0,5427,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,39,True,25080.0,23637.0,kafka-python,conda-forge/kafka-python,,1834.0,6568426.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1443.0,6563058.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,428212.0,2.0,,,,,,,,,,,,,,,,,, +54,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-01-20 21:12:55.000,2024-01-20 21:12:55,4138.0,48.0,1224,138.0,1114.0,373.0,1340.0,4121,2023-03-03 10:28:06.959,0.27.0,72.0,390.0,39,True,26337.0,22739.0,mongoengine,conda-forge/mongoengine,,,1104931.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3598.0,1098970.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,232496.0,2.0,,,,,,,,,,,,,,,,,, +55,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-01-23 14:24:20.000,2024-01-23 14:24:20,5508.0,60.0,1193,240.0,1479.0,12.0,,3989,2023-11-29 15:44:00.000,4.6.1,136.0,207.0,39,True,20265.0,,pymongo,conda-forge/pymongo,,,21902368.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20265.0,21867357.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1470465.0,2.0,,,,,,,,,,,,,,,,,, +56,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-01-12 14:31:44.000,2023-12-01 10:50:33,1499.0,6.0,384,61.0,715.0,400.0,468.0,3551,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,39,True,389911.0,383269.0,joblib,conda-forge/joblib,,,40551733.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6642.0,39987623.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23692636.0,2.0,,,,,,,,,,,,,,,,,, +57,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-01-13 17:49:37.000,2024-01-13 17:49:12,2888.0,37.0,468,61.0,213.0,62.0,514.0,2597,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,88178.0,86497.0,pycryptodomex,conda-forge/pycryptodomex,,281.0,30009591.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1681.0,29972286.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1566751.0,2.0,,,,,,,,,,,,,,,,,, +58,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-01-24 15:43:28.000,2024-01-22 19:16:55,1791.0,38.0,212,21.0,147.0,106.0,932.0,2315,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,39,True,211586.0,199993.0,alembic,conda-forge/alembic,,,31996097.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11593.0,31896342.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,3990224.0,2.0,,,,,,,,,,,,,,,,,, +59,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-01-02 16:34:11.563,2024-01-02 13:45:30,2002.0,13.0,201,26.0,605.0,99.0,198.0,596,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,39,True,410782.0,395999.0,traitlets,conda-forge/traitlets,,317.0,32353732.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14783.0,31727671.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,25041867.0,1.0,,,,,,,,,,,,,,,,,, +60,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-01-23 14:23:07.000,2024-01-23 10:42:08,4100.0,12.0,2388,478.0,2293.0,124.0,881.0,17049,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,38,True,2708.0,2291.0,luigi,luigi,,,460740.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,415.0,460590.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14339.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,, +61,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/google/tink,https://github.com/google/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-25 07:40:57.000,2024-01-23 08:36:01,7509.0,300.0,1225,341.0,244.0,39.0,461.0,13409,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1014.0,1008.0,tink,,,1097.0,358567.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,358424.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,129.0,,,,,,,,,,,,, +62,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-01-18 18:27:02.000,2023-10-22 20:53:42,936.0,,574,226.0,252.0,92.0,258.0,9791,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,113291.0,111341.0,uvloop,conda-forge/uvloop,,428.0,8122962.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1950.0,8105528.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,679791.0,1.0,,,,,,,,,,,,,,,,,, +63,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-01-23 13:59:22.151,2024-01-23 06:30:54,361.0,5.0,437,34.0,227.0,43.0,232.0,6820,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,674279.0,664496.0,python-dotenv,conda-forge/python-dotenv,,,34946941.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,9783.0,34877260.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,2926614.0,2.0,,,,,,,,,,,,,,,,,, +64,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-01-20 23:38:45.000,2024-01-08 22:32:30,1733.0,21.0,3319,140.0,887.0,132.0,1181.0,6253,2024-01-08 22:11:24.000,29.0.0,93.0,190.0,38,True,1473.0,,kubernetes,conda-forge/kubernetes,,,21524550.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1473.0,21513846.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,470994.0,2.0,,,,,,,,,,,,,,,,,, +65,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-01-23 09:37:42.000,2024-01-12 19:56:59,2744.0,19.0,1223,200.0,1243.0,195.0,1876.0,3353,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,38,True,4387.0,4118.0,netmiko,,,,202321.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,269.0,202321.0,,,,2.0,,,,,,,,,,,,,,,,,, +66,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-01-02 22:15:38.393,2024-01-02 03:27:05,3080.0,9.0,492,72.0,297.0,19.0,1259.0,3125,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,38,False,759834.0,698185.0,psycopg2,psycopg2,,,14530028.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61629.0,14527390.0,https://anaconda.org/anaconda/psycopg2,2024-01-02 22:15:38.393,258555.0,2.0,,,,,,,,,,,,,,,20.0,,, +67,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-01-24 16:21:57.503,2023-11-25 05:24:37,1628.0,1.0,469,90.0,308.0,183.0,329.0,2479,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,362216.0,345943.0,pexpect,conda-forge/pexpect,,4370.0,51062871.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16273.0,50626179.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17029625.0,1.0,,,,,,,,,,,,,,,,,, +68,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-01-21 19:15:03.000,2023-11-20 03:58:10,1175.0,5.0,260,24.0,178.0,35.0,292.0,2036,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,38,True,953841.0,921440.0,pyparsing,conda-forge/pyparsing,,9251.0,95466671.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32401.0,93948193.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,40995032.0,1.0,,,,,,,,,,,,,,,,,, +69,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-12-21 23:45:31.152,2023-12-21 21:58:06,987.0,16.0,232,53.0,156.0,22.0,217.0,1562,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,342467.0,331981.0,greenlet,conda-forge/greenlet,,,88017472.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10486.0,87815681.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8677041.0,1.0,,,,,,,,,,,,,,,,,, +70,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-01-25 11:43:09.000,2024-01-25 11:43:08,945.0,47.0,116,27.0,315.0,58.0,281.0,1495,2023-12-16 17:06:55.000,4.2.0,50.0,47.0,38,True,230828.0,230117.0,anyio,conda-forge/anyio,,,96833715.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,96561641.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,11971287.0,1.0,,,,,,,,,,,,,,,,,, +71,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-01-19 12:36:50.000,2023-10-21 04:26:51,530.0,,264,29.0,107.0,111.0,183.0,954,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2131979.0,1995909.0,six,conda-forge/six,,,190593240.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136070.0,190040424.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,50859107.0,1.0,,,,,,2.0,,,,,,,,,,,, +72,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-01-25 09:52:51.000,2024-01-24 21:59:45,1760.0,56.0,317,54.0,1167.0,69.0,570.0,690,2024-01-24 19:42:55.000,3.17.0,156.0,146.0,38,True,26635.0,25473.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,34613044.0,https://pypi.org/project/google-cloud-bigquery,2024-01-24 19:42:55.000,1162.0,34546702.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-01-14 09:33:15.275,2786398.0,2.0,,,,,,,,,,,,,,,,,, +73,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-01-14 02:57:20.000,2024-01-09 18:22:03,292.0,4.0,1407,374.0,168.0,144.0,183.0,25864,2022-12-12 20:38:05.885,0.5.0,10.0,63.0,37,True,31002.0,29061.0,fire,conda-forge/fire,,,5674967.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1941.0,5664426.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,832816.0,2.0,,,,,,,,,,,,,,,,,, +74,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-01-22 19:04:47.000,2024-01-09 06:52:30,369.0,60.0,534,151.0,320.0,194.0,153.0,12086,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,37,True,9538.0,9341.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,537693.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,197.0,536830.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,25055.0,2.0,,,,,,,,,,,,,,,,,, +75,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-01-23 11:35:54.000,2024-01-23 11:35:54,2301.0,43.0,2345,325.0,1519.0,175.0,1420.0,12026,2023-09-26 06:50:30.000,5.0.1,56.0,430.0,37,True,,,redis,conda-forge/redis-py,,,32348042.0,https://pypi.org/project/redis,,,32321212.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1153713.0,2.0,,,,,,-6.0,,,,,,,,,,,, +76,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-01-25 12:18:33.000,2024-01-24 17:27:21,2747.0,90.0,633,117.0,2958.0,694.0,3255.0,9273,2024-01-19 15:53:40.000,0.26.1,91.0,124.0,37,True,1343.0,1309.0,modin,conda-forge/modin-core,['pandas'],196785.0,792474.0,https://pypi.org/project/modin,2024-01-19 15:49:02.000,34.0,779888.0,https://anaconda.org/conda-forge/modin-core,2024-01-19 19:42:56.548,288179.0,2.0,,,,,,,,,,,,,,,,,, +77,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-01-25 13:42:58.000,2024-01-24 18:28:52,3111.0,188.0,864,107.0,1631.0,273.0,1399.0,9151,2024-01-22 11:10:14.000,0.19.2,49.0,218.0,37,True,2194.0,2121.0,kedro,,,,344806.0,https://pypi.org/project/kedro,2024-01-22 11:10:14.000,73.0,344806.0,,,,2.0,,,,,,,,,,,,,,,,,, +78,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-01-25 03:36:26.000,2024-01-25 01:19:44,2342.0,75.0,666,61.0,1509.0,33.0,1017.0,3723,2024-01-25 01:21:38.000,3.5.2,146.0,143.0,37,True,1448.0,1383.0,awswrangler,conda-forge/awswrangler,['pandas'],223856.0,36858099.0,https://pypi.org/project/awswrangler,2024-01-24 17:30:53.000,65.0,36843415.0,https://anaconda.org/conda-forge/awswrangler,2024-01-24 20:01:31.610,453018.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +79,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-01-25 13:29:49.000,2024-01-25 13:29:48,7281.0,598.0,468,81.0,5463.0,142.0,2353.0,3404,2023-12-18 23:17:03.000,7.2.0,75.0,248.0,37,True,1042.0,989.0,ibis-framework,conda-forge/ibis-framework,,113.0,99438.0,https://pypi.org/project/ibis-framework,2024-01-21 00:02:48.000,53.0,92024.0,https://anaconda.org/conda-forge/ibis-framework,2023-12-19 18:18:56.725,318641.0,2.0,,,,,,,,,,,,,,,,,, +80,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-01-25 13:12:32.000,2024-01-24 16:47:49,1513.0,15.0,457,134.0,566.0,318.0,375.0,2415,2023-11-17 10:47:56.000,1.2.0,30.0,135.0,37,True,27261.0,25968.0,dateparser,conda-forge/dateparser,,,4942650.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1293.0,4938179.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,192263.0,2.0,,,,,,,,,,,,,,,,,, +81,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-01-22 16:56:02.000,2023-11-14 16:25:37,322.0,2.0,504,53.0,265.0,271.0,314.0,2365,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,37,True,1141250.0,1063255.0,pyyaml,conda-forge/pyyaml,,,229271364.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,77995.0,228236454.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41396410.0,1.0,,,,,,,,,,,,,,,,,, +82,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-01-24 04:52:45.000,2024-01-22 03:14:42,592.0,55.0,195,28.0,605.0,10.0,125.0,1086,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,206905.0,198752.0,bcrypt,conda-forge/bcrypt,,,47779524.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8153.0,47671311.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4436734.0,3.0,,,,,,,,,,,,,,,,,, +83,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-06 20:17:56.000,2023-09-23 23:05:56,1604.0,,1988,464.0,551.0,474.0,1309.0,14417,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,169.0,21.0,fabric,conda-forge/fabric,,,4540391.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,148.0,4538147.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,80803.0,3.0,,,,,,,,,,,,,,,,,, +84,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2024-01-24 15:32:00.000,2024-01-24 15:32:00,6871.0,21.0,1761,232.0,3077.0,740.0,2787.0,12962,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,11161.0,10808.0,pysimplegui,conda-forge/pysimplegui,,,575968.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,353.0,573434.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,134337.0,2.0,,,,,,,,,,,,,,,,,, +85,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-01-01 17:45:27.000,2024-01-01 17:45:18,1187.0,10.0,588,137.0,327.0,33.0,222.0,4447,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,36,True,92430.0,91150.0,tablib,conda-forge/tablib,,,1631747.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1630656.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93875.0,1.0,,,,,,,,,,,,,,,,,, +86,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-01-24 16:12:46.142,2024-01-24 03:22:09,1214.0,6.0,305,83.0,352.0,119.0,142.0,4437,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,36,True,134691.0,131161.0,toolz,conda-forge/toolz,,,20255424.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3530.0,19778554.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19074813.0,2.0,,,,,,,,,,,,,,,,,, +87,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-01-19 11:12:58.000,2024-01-19 11:10:01,1043.0,10.0,840,425.0,398.0,155.0,1157.0,3738,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,36,True,10931.0,9945.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,200.0,3002228.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,986.0,3002113.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8370.0,2.0,,,,,,,,,,,,,,,,,, +88,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-12-09 01:28:45.000,2023-11-08 17:22:41,1363.0,6.0,615,118.0,128.0,10.0,899.0,3410,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,36,True,75758.0,71733.0,xlsxwriter,conda-forge/xlsxwriter,,,14390227.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4025.0,14319978.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3090978.0,3.0,,,,,,,,,,,,,,,,,, +89,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,315.0,3053,,,21.0,83.0,36,True,756972.0,739642.0,pycparser,conda-forge/pycparser,,,122940667.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17330.0,122528982.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36639984.0,2.0,,,,,,,,,,,,,,,,,, +90,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-01-23 17:28:46.000,2024-01-23 17:28:45,2666.0,11.0,479,123.0,558.0,312.0,1509.0,2780,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,36,True,31118.0,30475.0,xlwings,conda-forge/xlwings,,19507.0,154618.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,643.0,138227.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,705027.0,1.0,,,,,,,,,,,,,,,,,, +91,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-01-18 12:57:53.000,2024-01-18 12:57:52,1083.0,11.0,470,55.0,301.0,11.0,320.0,2370,2023-12-13 13:40:11.000,2.2.1,37.0,84.0,36,True,159215.0,151962.0,mysqlclient,conda-forge/mysqlclient,,5273.0,4692803.0,https://pypi.org/project/mysqlclient,2023-12-13 13:40:11.000,7253.0,4685112.0,https://anaconda.org/conda-forge/mysqlclient,2023-12-15 15:20:16.416,320582.0,2.0,,,,,,,,,,,,,,,,,, +92,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-01-19 14:19:34.000,2023-11-13 16:35:34,1579.0,4.0,460,45.0,638.0,341.0,404.0,2196,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5850.0,,python-dateutil,conda-forge/python-dateutil,,35069.0,220032907.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5850.0,219464023.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,52307057.0,2.0,,,,,,,,,,,,,,,,,, +93,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,42.0,114.0,24.0,151.0,1947,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,330590.0,328261.0,pyrsistent,conda-forge/pyrsistent,,,32549064.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2329.0,32060648.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20513510.0,1.0,,,,,,,,,,,,,,,,,, +94,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/vacanza/python-holidays,https://github.com/vacanza/python-holidays,MIT,2014-08-24 15:17:18.000,2024-01-24 20:14:46.000,2024-01-24 04:32:57,2254.0,107.0,469,17.0,1146.0,104.0,399.0,1292,2024-01-15 19:19:45.000,0.41,69.0,224.0,36,True,14986.0,14526.0,holidays,conda-forge/holidays,,189.0,6138841.0,https://pypi.org/project/holidays,2024-01-15 19:29:33.000,460.0,6049459.0,https://anaconda.org/conda-forge/holidays,2024-01-15 23:13:37.023,3754021.0,2.0,,,,,,,,,,,,,vacanza/python-holidays,,,,, +95,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1170,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,36,True,326912.0,309549.0,future,conda-forge/future,,,30020275.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17363.0,29878286.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12779011.0,2.0,,,,,,,,,,,,,,,,,, +96,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-01-24 16:44:50.000,2024-01-05 14:42:12,533.0,13.0,2113,385.0,469.0,343.0,187.0,33542,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,35,True,1337.0,1299.0,diagrams,conda-forge/diagrams,,,130142.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,38.0,126158.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,175329.0,2.0,,,,,,,,,,,,,,,,,, +97,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-01-25 12:37:25.000,2024-01-25 00:56:38,15575.0,293.0,7108,736.0,5835.0,1750.0,3716.0,17841,2024-01-05 02:21:22.000,1.22.1,17.0,616.0,35,True,14.0,,micropython-_markupbase,,,71784.0,932.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +98,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,2.0,965,216.0,185.0,156.0,294.0,11316,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,33016.0,31555.0,schedule,conda-forge/schedule,,,1700096.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1461.0,1698734.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,49033.0,3.0,,,,,,,,,,,,,,,,,, +99,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-01-13 20:41:01.000,2024-01-13 20:41:01,2434.0,3.0,1222,230.0,477.0,145.0,1014.0,8103,2022-12-24 01:04:06.789,4.2.5,51.0,176.0,35,True,12096.0,10138.0,supervisor,conda-forge/supervisor,,,1529112.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1958.0,1521788.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,285641.0,2.0,,,,,,,,,,,,,,,,,, +100,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,162.0,110.0,260.0,186.0,7876,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,122373.0,109903.0,docopt,conda-forge/docopt,,,9537072.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12470.0,9515370.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2018319.0,2.0,,,,,,,,,,,,,,,,,, +101,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-01-04 14:08:21.000,2024-01-04 14:08:21,1465.0,3.0,542,134.0,235.0,7.0,466.0,6787,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,35,True,16584.0,13935.0,sh,conda-forge/sh,,,4923242.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2649.0,4918374.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,189887.0,2.0,,,,,,,,,,,,,,,,,, +102,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-01-15 07:50:50.000,2024-01-15 07:50:50,1535.0,16.0,348,142.0,203.0,66.0,106.0,6342,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,35,True,6608.0,6167.0,boltons,conda-forge/boltons,,25.0,3684938.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,441.0,3592664.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,3967800.0,2.0,,,,,,,,,,,,,,,,,, +103,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,,682,134.0,389.0,175.0,457.0,6132,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,35,True,134994.0,126784.0,watchdog,conda-forge/watchdog,,,11356613.0,https://pypi.org/project/watchdog,2023-07-20 15:43:30.598,8210.0,11294097.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2688197.0,2.0,,,,,,,,,,,,,,,,,, +104,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-01-19 17:14:34.000,2023-12-16 21:30:31,835.0,9.0,391,68.0,280.0,226.0,320.0,5915,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,35,True,26049.0,24755.0,pendulum,conda-forge/pendulum,,524.0,19158292.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1294.0,19136871.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,899472.0,3.0,,,,,,,,,,,,,,,,,, +105,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-01-19 00:49:03.000,2024-01-18 16:58:42,623.0,9.0,188,34.0,87.0,2.0,361.0,5253,2024-01-18 17:26:31.000,3.9.12,119.0,22.0,35,True,72427.0,71148.0,orjson,conda-forge/orjson,,,14071330.0,https://pypi.org/project/orjson,2024-01-18 17:19:41.000,1279.0,14047670.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1041069.0,2.0,,,,,,,,,,,,,,,,,, +106,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-01-24 20:54:02.000,2024-01-05 11:40:33,908.0,13.0,371,87.0,275.0,26.0,318.0,4187,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4528.0,,ujson,conda-forge/ujson,,,8649926.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4528.0,8544902.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4516049.0,2.0,,,,,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-01-17 09:39:06.148,2024-01-17 06:35:47,1624.0,18.0,455,88.0,113.0,9.0,167.0,3361,2024-01-17 07:10:57.000,8.13.28,237.0,30.0,35,True,1470.0,,phonenumbers,conda-forge/phonenumbers,,,4701607.0,https://pypi.org/project/phonenumbers,2024-01-17 07:10:57.000,1470.0,4674658.0,https://anaconda.org/conda-forge/phonenumbers,2024-01-17 09:39:06.148,862391.0,1.0,,,,,,,,,,,,,,,,,, +108,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3333,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,873384.0,851465.0,colorama,conda-forge/colorama,,,120328619.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21919.0,120029208.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27845225.0,2.0,,,,,,,,,,,,,,,,,, +109,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-01-16 21:23:11.000,2024-01-16 21:23:10,1765.0,19.0,210,91.0,245.0,,,2275,2023-11-14 21:54:12.000,3.3.2,47.0,48.0,35,True,81425.0,80221.0,motor,conda-forge/motor,,,1278410.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1204.0,1276780.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,63573.0,2.0,,,,,,,,,,,,,,,,,, +110,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-01-18 12:30:28.000,2024-01-18 12:30:24,1005.0,8.0,172,23.0,158.0,169.0,333.0,2072,2023-07-22 22:25:43.000,dill-0.3.7,26.0,44.0,35,True,141526.0,137481.0,dill,conda-forge/dill,,291414.0,41964948.0,https://pypi.org/project/dill,2023-07-22 22:18:44.000,4045.0,41827087.0,https://anaconda.org/conda-forge/dill,2023-07-23 08:33:54.610,5826178.0,2.0,,,,,,,,,,,,,,,,,, +111,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,18.0,218,44.0,69.0,50.0,142.0,1924,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,35,True,11922.0,,wrapt,conda-forge/wrapt,,,100709046.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11922.0,100358950.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13653748.0,2.0,,,,,,,,,,,,,,,,,, +112,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-12-04 09:37:39.000,2023-11-14 07:16:07,1076.0,15.0,209,26.0,167.0,66.0,216.0,1840,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,35,True,10000.0,9149.0,deepdiff,conda-forge/deepdiff,,,10030598.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,851.0,10021625.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,385878.0,1.0,,,,,,,,,,,,,,,,,, +113,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,177.0,1616,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,139451.0,118457.0,simplejson,conda-forge/simplejson,,6406.0,18171450.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20994.0,18101705.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3065874.0,2.0,,,,,,,,,,,,,,,,,, +114,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-01-24 11:25:03.802,2024-01-23 20:47:52,764.0,24.0,124,35.0,217.0,51.0,204.0,1330,2024-01-23 20:48:15.000,3.2.2,125.0,71.0,35,True,51552.0,49320.0,argcomplete,conda-forge/argcomplete,,329.0,21721385.0,https://pypi.org/project/argcomplete,2024-01-23 20:48:15.000,2232.0,21686513.0,https://anaconda.org/conda-forge/argcomplete,2024-01-24 11:25:03.802,1464538.0,2.0,,,,,,,,,,,,,,,,,, +115,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-01-24 22:13:53.000,2024-01-22 19:50:32,1877.0,50.0,225,45.0,905.0,278.0,398.0,1279,2023-08-18 14:29:58.000,2.16.1,73.0,96.0,35,True,3691.0,3203.0,zarr,conda-forge/zarr,,,480224.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,488.0,412597.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2840344.0,2.0,,,,,,,,,,,,,,,,,, +116,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-01-20 11:33:31.000,2024-01-20 11:32:26,4832.0,48.0,267,61.0,379.0,168.0,550.0,1248,2023-11-27 12:13:28.000,3.9.2,46.0,128.0,35,True,2617.0,,tables,conda-forge/pytables,,182.0,920080.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2617.0,758126.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6802009.0,2.0,,,,,,,,,,,,,,,,,, +117,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-01-21 22:37:44.000,2024-01-11 00:45:59,529.0,14.0,85,23.0,290.0,30.0,75.0,1183,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,35,True,20071.0,19807.0,cleo,conda-forge/cleo,,,24366997.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,264.0,24350445.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,645528.0,2.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +118,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-01-18 04:25:09.000,2024-01-18 04:24:27,1403.0,27.0,160,34.0,171.0,69.0,236.0,1182,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,35,True,2443.0,,jsonpickle,conda-forge/jsonpickle,,,9065359.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2443.0,9016520.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1611710.0,2.0,,,,,,,,,,,,,,,,,, +119,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-01-18 10:09:33.000,2023-06-29 17:27:33,1384.0,,313,30.0,328.0,193.0,238.0,1171,2023-05-02 07:31:50.000,0.41.1,214.0,118.0,35,True,29589.0,27424.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4547971.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2165.0,4541794.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,543650.0,2.0,,,,,,,,,,,,,,,,,, +120,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-01-07 17:50:26.000,2024-01-07 17:50:22,2078.0,36.0,148,19.0,165.0,60.0,444.0,1152,2023-11-12 22:31:41.000,24.3.0,192.0,118.0,35,True,4283.0,,keyring,conda-forge/keyring,,,38247680.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4283.0,38148959.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4146287.0,3.0,,,,,,,,,,,,,,,,,, +121,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-01-24 15:46:56.000,2023-12-16 02:49:30,1026.0,11.0,256,19.0,398.0,127.0,316.0,776,2023-12-11 21:57:22.000,2023.12.2,66.0,134.0,35,True,17090.0,16339.0,s3fs,conda-forge/s3fs,,,208233095.0,https://pypi.org/project/s3fs,2023-12-11 21:57:22.000,751.0,208074292.0,https://anaconda.org/conda-forge/s3fs,2023-12-12 00:58:34.720,6510929.0,2.0,,,,,,,,,,,,,,,,,, +122,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-01-13 17:42:18.000,2024-01-13 17:42:18,1168.0,49.0,295,31.0,847.0,7.0,533.0,727,2024-01-03 09:38:29.000,7.2.3,110.0,129.0,35,True,6789.0,6311.0,minio,conda-forge/minio,,,1665301.0,https://pypi.org/project/minio,2024-01-02 20:58:21.000,478.0,1661515.0,https://anaconda.org/conda-forge/minio,2024-01-02 22:32:44.199,155247.0,2.0,,,,,,,,,,,,,,,,,, +123,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-01-24 16:54:43.000,2024-01-24 16:54:11,289.0,12.0,91,16.0,191.0,11.0,92.0,623,2023-10-30 18:29:37.000,3.13.1,65.0,41.0,35,True,384494.0,381600.0,filelock,conda-forge/filelock,,,100655026.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2894.0,100280542.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16477297.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,, +124,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-01-11 21:52:28.000,2023-12-21 19:12:29,604.0,39.0,128,19.0,239.0,50.0,36.0,193,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,271366.0,266986.0,s3transfer,conda-forge/s3transfer,,,281479545.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4380.0,281030205.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17524286.0,2.0,,,,,,,,,,,,,,,,,, +125,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-01-23 03:20:30.000,2024-01-23 03:20:07,2802.0,26.0,629,151.0,498.0,243.0,1016.0,11747,2023-10-09 18:31:30.000,1.10.1,220.0,65.0,34,True,2661.0,2607.0,dearpygui,,,,52175.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,54.0,52175.0,,,,2.0,,,,,,,,,,,,,,,,,, +126,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-01-25 12:11:11.000,2024-01-25 12:11:09,8718.0,291.0,573,87.0,2264.0,54.0,390.0,7418,2024-01-24 06:34:39.000,3.8.17,154.0,125.0,34,True,2664.0,2610.0,hub,,,,2348.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,2348.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +127,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5294,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,67972.0,62255.0,xmltodict,conda-forge/xmltodict,,,28628457.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5717.0,28587916.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3608236.0,2.0,,,,,,,,,,,,,,,,,, +128,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-01-23 05:19:02.000,2024-01-22 10:44:54,732.0,10.0,316,33.0,511.0,104.0,378.0,3414,2023-10-31 18:44:59.000,3.2.4,86.0,120.0,34,True,8097.0,7804.0,dynaconf,conda-forge/dynaconf,,,1871092.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,293.0,1869438.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,64509.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +129,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,13.0,334.0,3081,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16385.0,15236.0,cerberus,conda-forge/cerberus,,,4443629.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1149.0,4429155.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,361854.0,2.0,,,,,,,,,,,,,,,,,, +130,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-01-22 03:17:16.000,2023-12-21 04:13:59,1274.0,10.0,185,51.0,324.0,127.0,224.0,2722,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6167.0,5690.0,plumbum,conda-forge/plumbum,,,2420999.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,477.0,2409301.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,994373.0,3.0,,,,,,,,,,,,,,,,,, +131,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-01-25 11:56:43.000,2023-10-09 21:18:20,331.0,,314,47.0,111.0,16.0,188.0,2466,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,55399.0,52046.0,python-magic,conda-forge/python-magic,,,5937287.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3353.0,5931151.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,239318.0,2.0,,,,,,,,,,,,,,,,,, +132,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-01-20 12:34:08.000,2024-01-20 12:34:08,833.0,16.0,203,61.0,104.0,68.0,297.0,2096,2023-12-11 13:19:16.000,2.8.8,52.0,71.0,34,True,3235.0,,numexpr,conda-forge/numexpr,,524.0,5037215.0,https://pypi.org/project/numexpr,2023-12-11 13:19:16.000,3235.0,4860845.0,https://anaconda.org/conda-forge/numexpr,2023-12-23 18:56:31.463,7583654.0,2.0,,,,,,,,,,,,,,,,,, +133,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2030,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,34,True,39480.0,6.0,chardet,conda-forge/chardet,,,50917513.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39470.0,50358264.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22367692.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,57.0,,,,,,,,,,,,, +134,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-01-19 18:08:03.000,2023-12-03 10:50:26,9954.0,20.0,944,85.0,1782.0,89.0,124.0,1985,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,34,True,861.0,,apache-libcloud,,,,243920.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,243920.0,,,,2.0,,,,,,,,,,,,,,,,,, +135,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-01-24 06:37:35.000,2023-12-14 11:13:44,477.0,13.0,211,36.0,255.0,41.0,209.0,1793,2023-11-17 11:13:10.000,0.14.1,48.0,96.0,34,True,16385.0,15011.0,voluptuous,conda-forge/voluptuous,,,3180972.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1374.0,3172022.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,340110.0,2.0,,,,,,,,,,,,,,,,,, +136,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-19 01:03:03.342,2024-01-18 21:21:52,503.0,11.0,299,26.0,119.0,12.0,148.0,1777,2024-01-18 21:24:50.000,2.10.0,44.0,66.0,34,True,66738.0,65215.0,emoji,conda-forge/emoji,,,2583720.0,https://pypi.org/project/emoji,2024-01-18 21:24:50.000,1523.0,2582110.0,https://anaconda.org/conda-forge/emoji,2024-01-19 01:03:03.342,66016.0,1.0,,,,,,,,,,,,,,,,,, +137,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-01-25 10:28:23.000,2024-01-25 10:28:23,722.0,39.0,223,61.0,444.0,148.0,624.0,1503,2019-06-19 22:31:20.000,3.7.4,16.0,95.0,34,True,6038.0,,typing,conda-forge/typing,,,8159830.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6038.0,8128339.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2960156.0,2.0,,,,,,,,,,,,,,,,,, +138,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-01-24 13:13:25.000,2024-01-24 13:13:23,1389.0,71.0,151,21.0,902.0,57.0,374.0,1437,2024-01-16 15:40:08.000,9.1.1,60.0,71.0,34,True,866.0,818.0,copier,,,,162452.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,162452.0,,,,2.0,,,,,,,,,,,,,,,,,, +139,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,149.0,271.0,1133,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,35273.0,34561.0,py4j,conda-forge/py4j,,,36941171.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,712.0,36886093.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4901965.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +140,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-01-24 19:58:11.000,2024-01-16 19:52:16,386.0,20.0,155,62.0,390.0,42.0,298.0,407,2023-12-12 14:47:14.000,0.20.0,44.0,48.0,34,True,9354.0,9018.0,pandas-gbq,conda-forge/pandas-gbq,,349.0,7878471.0,https://pypi.org/project/pandas-gbq,2023-12-12 14:47:14.000,336.0,7830541.0,https://anaconda.org/conda-forge/pandas-gbq,2023-06-29 20:18:23.472,1869121.0,2.0,,,,,,,,,,,,,,,,,, +141,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-01-17 00:18:06.000,2024-01-17 00:16:46,354.0,25.0,51,13.0,68.0,9.0,39.0,365,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,34,True,509536.0,495962.0,wcwidth,conda-forge/wcwidth,,,48634868.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13574.0,48105036.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,22782811.0,3.0,,,,,,,,,,,,,,,,,, +142,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,237,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,469564.0,454441.0,pyasn1,conda-forge/pyasn1,,,160965474.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15123.0,157536373.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13716405.0,3.0,,,,,,,,,,,,,,,,,, +143,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-01-25 00:10:44.000,2023-12-10 20:18:56,479.0,8.0,513,69.0,302.0,208.0,167.0,12901,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,3030.0,21.0,typer,conda-forge/typer,,,12454911.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,3009.0,12410909.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1980120.0,3.0,,,,,,,,,,,,,,,,,, +144,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2023-12-19 00:26:00.000,2023-12-18 08:20:45,483.0,5.0,247,48.0,197.0,91.0,148.0,5662,2023-08-14 13:22:49.000,8.2.3,53.0,87.0,33,True,1731.0,,tenacity,conda-forge/tenacity,,,36664861.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1731.0,36515630.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5820021.0,2.0,,,,,,,,,,,,,,,,,, +145,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-01-18 01:44:14.000,2024-01-18 01:44:13,1193.0,4.0,338,43.0,495.0,487.0,506.0,4082,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,33,True,7092.0,6988.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,95437.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,94902.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16597.0,3.0,,,,,,,,,,,,,,,,,, +146,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-01-25 09:24:08.000,2024-01-23 00:00:28,551.0,9.0,797,71.0,419.0,95.0,425.0,3684,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,33,True,876.0,,prometheus_client,conda-forge/prometheus_client,,,23290576.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,876.0,22948028.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,15072112.0,3.0,,,,,,,,,,,,,,,,,, +147,gdown,wkentaro/gdown,Google Drive Public File/Folder Downloader (curl/wget fails due to the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-01-25 04:17:58.000,2024-01-25 04:17:55,467.0,26.0,312,23.0,123.0,21.0,127.0,3658,2024-01-20 10:53:14.000,5.0.0,88.0,17.0,33,True,25855.0,25395.0,gdown,conda-forge/gdown,,,1337996.0,https://pypi.org/project/gdown,2024-01-20 10:53:14.000,460.0,1332256.0,https://anaconda.org/conda-forge/gdown,2024-01-20 12:55:51.865,246859.0,2.0,,,,,,,,,,,,,,,,,, +148,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,89.0,80.0,316.0,332.0,3457,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4199.0,3833.0,pony,conda-forge/pony,,84.0,107198.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,366.0,104623.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97856.0,3.0,,,,,,,,,,,,,,,,,, +149,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-01-25 13:47:55.000,2024-01-24 09:45:57,6234.0,242.0,377,40.0,2096.0,61.0,213.0,3453,2024-01-23 14:28:51.000,0.43.1,125.0,88.0,33,True,350.0,348.0,zenml,,,1.0,15912.0,https://pypi.org/project/zenml,2024-01-23 14:00:25.000,2.0,15912.0,,,,2.0,,,,,,,,,,,,,,,,,, +150,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,23.0,198,57.0,154.0,95.0,74.0,2819,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,33,True,8951.0,8010.0,schema,conda-forge/schema,,,8425513.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,941.0,8422987.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,136417.0,2.0,,,,,,,,,,,,,,,,,, +151,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-01-24 19:15:33.000,2023-12-15 22:15:59,625.0,22.0,238,21.0,616.0,293.0,421.0,2806,2023-12-08 21:11:34.000,0.18.0,79.0,111.0,33,True,1404.0,1300.0,pandera,conda-forge/pandera-core,['pandas'],,1161729.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,104.0,1160895.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,32527.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +152,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-01-10 18:18:02.000,2023-11-01 04:01:28,505.0,1.0,584,125.0,226.0,62.0,979.0,2791,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,33,False,55880.0,53659.0,pyodbc,conda-forge/pyodbc,,,23255892.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2221.0,23224438.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1226741.0,3.0,,,,,,,,,,,,,,,,,, +153,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2460,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,33,True,129054.0,126860.0,aiofiles,conda-forge/aiofiles,,,9611292.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2194.0,9586878.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,952178.0,2.0,,,,,,,,,,,,,,,,,, +154,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,2.0,250,49.0,291.0,9.0,271.0,1812,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2412.0,,msgpack,conda-forge/msgpack-python,,1276.0,52981330.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2412.0,52601593.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14809103.0,3.0,,,,,,,,,,,,,,,,,, +155,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,1.0,166,30.0,283.0,87.0,166.0,1515,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,33,True,2977.0,,cloudpickle,conda-forge/cloudpickle,,27.0,33142798.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2977.0,32770619.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15631555.0,3.0,,,,,,,,,,,,,,,,,, +156,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-01-10 16:01:10.000,2023-12-21 23:24:17,6039.0,9.0,576,78.0,1114.0,13.0,,1365,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,33,True,6849.0,6144.0,cassandra-driver,conda-forge/cassandra-driver,,,1288834.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,705.0,1284115.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,193491.0,3.0,,,,,,,,,,,,,,,,,, +157,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-01-25 09:26:55.000,2024-01-24 13:47:58,719.0,21.0,130,22.0,290.0,52.0,131.0,1093,2024-01-24 13:45:14.000,1.4.0,22.0,49.0,33,True,10586.0,,pluggy,conda-forge/pluggy,,,87132127.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10586.0,86517432.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,23973138.0,2.0,,,,,,,,,,,,,,,,,, +158,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-01-09 10:27:22.000,2024-01-09 10:27:22,1518.0,30.0,212,98.0,759.0,2.0,231.0,852,2023-12-28 11:39:30.000,5.16.0,131.0,43.0,33,True,8249.0,8023.0,neo4j-driver,conda-forge/neo4j-python-driver,,,127433.0,https://pypi.org/project/neo4j-driver,2023-12-28 11:34:53.000,226.0,122804.0,https://anaconda.org/conda-forge/neo4j-python-driver,2023-12-28 14:28:01.197,199062.0,3.0,,,,,,,,,,,,,,,,,, +159,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,801,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,546281.0,521838.0,decorator,conda-forge/decorator,,,57533772.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24443.0,57250954.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25453629.0,2.0,,,,,,,,,,,,,,,,,, +160,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-01-24 18:10:55.000,2024-01-20 03:58:28,1301.0,141.0,92,22.0,786.0,17.0,128.0,371,2023-07-20 15:53:14.362,0.0.1,131.0,51.0,33,True,3354.0,,multidict,conda-forge/multidict,,6267.0,74274374.0,https://pypi.org/project/multidict,2023-07-20 15:53:14.362,3354.0,73980020.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11477131.0,1.0,,,,,,,,,,,,,,,,,, +161,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2023-09-05 16:15:05.330,2023-09-05 01:50:58,656.0,,78,15.0,35.0,35.0,47.0,296,2023-01-14 12:26:16.208,2022.7.1,113.0,21.0,33,True,1890241.0,1806575.0,pytz,conda-forge/pytz,,,146371109.0,https://pypi.org/project/pytz,2023-09-05 01:56:55.000,83666.0,145095146.0,https://anaconda.org/conda-forge/pytz,2023-09-05 16:15:05.330,48486612.0,3.0,,,,,,,,,,,,,,,,,, +162,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-01-22 22:04:31.000,2024-01-22 22:01:58,1873.0,4.0,616,124.0,1293.0,258.0,1092.0,7902,2023-02-23 18:30:37.000,1.3.2,22.0,116.0,32,True,19510.0,19501.0,hydra,conda-forge/hydra-core,,,31710.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,12927.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,882824.0,2.0,,,,,,,,,,,,,,,,,, +163,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-01-19 01:36:55.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,16.0,292.0,6339,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13332.0,12405.0,tinydb,conda-forge/tinydb,,,481875.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,927.0,477835.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,367670.0,2.0,,,,,,,,,,,,,,,,,, +164,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-12-21 20:10:23.000,2023-12-21 20:10:21,1914.0,8.0,597,130.0,332.0,35.0,861.0,5717,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,32,True,1916.0,1545.0,csvkit,conda-forge/csvkit,,,178096.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,371.0,174850.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,103879.0,2.0,,,,,,,,,,,,,,,,,, +165,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-12-03 20:35:16.966,2023-11-28 18:26:26,330.0,1.0,253,52.0,201.0,125.0,198.0,3635,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,21841.0,21719.0,databases,conda-forge/databases,,,324352.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,122.0,319270.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,193127.0,3.0,,,,,,,,,,,,,,,,,, +166,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,267,49.0,202.0,182.0,358.0,3436,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,2924.0,2801.0,dependency-injector,conda-forge/dependency_injector,,,946369.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,123.0,945073.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,36296.0,2.0,,,,,,,,,,,,,,,,,, +167,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,160.0,3145,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2256.0,,sortedcontainers,conda-forge/sortedcontainers,,,29703222.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2256.0,29572696.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11747408.0,2.0,,,,,,,,,,,,,,,,,, +168,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-01-21 20:21:14.000,2024-01-21 20:21:13,1438.0,12.0,214,45.0,1203.0,63.0,567.0,2638,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,32,True,3703.0,3651.0,docarray,conda-forge/docarray,,,57376.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,52085.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,127001.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +169,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-01-21 03:09:40.000,2024-01-21 03:05:16,833.0,7.0,430,40.0,637.0,269.0,367.0,2342,2024-01-14 15:41:37.000,6.0.0,92.0,108.0,32,True,1774.0,1613.0,pynamodb,conda-forge/pynamodb,,,1424712.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1413714.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,450933.0,3.0,,,,,,,,,,,,,,,,,, +170,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-01-24 16:29:17.000,2023-12-10 17:09:47,1032.0,1.0,270,36.0,372.0,198.0,258.0,2277,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,32,True,17049.0,16942.0,pypika,conda-forge/pypika,,,2102040.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2101771.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,7265.0,3.0,,,,,,,,,,,,,,,,,, +171,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,444,96.0,160.0,3.0,,2120,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,215110.0,206528.0,xlrd,conda-forge/xlrd,,,18261155.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8582.0,18216773.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3639402.0,2.0,,,,,,,,,,,,,,,,,, +172,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,170,35.0,161.0,46.0,87.0,2011,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7066.0,,jmespath,conda-forge/jmespath,,,121374688.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7066.0,121180854.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17445094.0,3.0,,,,,,,,,,,,,,,,,, +173,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-01-01 12:13:53.000,2023-10-30 00:20:45,288.0,1.0,149,28.0,59.0,9.0,229.0,1888,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,32,True,3605.0,,cachetools,conda-forge/cachetools,,,107451034.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3605.0,107210677.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10575748.0,1.0,,,,,,,,,,,,,,,,,, +174,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-01-18 12:41:13.000,2024-01-18 12:41:13,1060.0,9.0,91,18.0,582.0,101.0,446.0,1707,2022-12-08 21:01:02.889,2.3.0,146.0,33.0,32,True,24387.0,23899.0,omegaconf,conda-forge/omegaconf,,,6208275.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,488.0,6182109.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1255983.0,2.0,,,,,,,,,,,,,,,,,, +175,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1674,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,32,False,2083.0,,humanize,conda-forge/humanize,,,5654564.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2083.0,5642846.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,503903.0,2.0,,,,,,,,,,,,,,,,,, +176,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,218,48.0,180.0,56.0,337.0,1471,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2406.0,2307.0,pygsheets,,,,1237018.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1237018.0,,,,3.0,,,,,,,,,,,,,,,,,, +177,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-01-18 10:57:29.000,2024-01-12 09:43:33,550.0,14.0,78,21.0,223.0,34.0,99.0,1326,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,32,True,11472.0,11054.0,questionary,conda-forge/questionary,,,1721166.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1719446.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,63641.0,3.0,,,,,,,,,,,,,,,,,, +178,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1176,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,32,True,3628.0,3542.0,petl,conda-forge/petl,,,1225845.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1220751.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,219058.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +179,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-01-23 21:44:51.000,2023-04-04 11:45:40,1273.0,,97,32.0,207.0,46.0,192.0,976,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,46956.0,45283.0,Bottleneck,conda-forge/bottleneck,,,769831.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1673.0,670621.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3869212.0,2.0,,,,,,,,,,,,,,,,,, +180,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,5.0,126,24.0,71.0,22.0,161.0,878,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,18648.0,18299.0,anytree,conda-forge/anytree,,,1049910.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,349.0,1049090.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,36941.0,2.0,,,,,,,,,,,,,,,,,, +181,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-01-12 12:07:50.000,2024-01-12 12:07:43,352.0,9.0,141,14.0,164.0,20.0,138.0,871,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,102893.0,101056.0,validators,conda-forge/validators,,19.0,6676746.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1837.0,6663579.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,552985.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +182,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,2.0,131,23.0,95.0,53.0,140.0,306,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,32,True,113904.0,106806.0,asn1crypto,conda-forge/asn1crypto,,,61198699.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7098.0,61092874.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8360224.0,3.0,,,,,,,,,,,,,,,,,, +183,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-01-15 14:36:06.000,2023-03-04 17:45:05,299.0,,565,133.0,191.0,180.0,344.0,6017,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6796.0,6710.0,eel,,,,64094.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,64094.0,,,,2.0,,,,,,,,,,,,,python-eel/Eel,,,,, +184,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5158,,,41.0,28.0,31,False,8623.0,7799.0,pdfminer,conda-forge/pdfminer,,,165867.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,824.0,165463.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36015.0,2.0,,,,,,,,,,,,,,,,,, +185,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,8.0,380,85.0,176.0,,607.0,4775,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1532.0,1352.0,huey,conda-forge/huey,,,83841.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,83359.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33305.0,2.0,,,,,,,,,,,,,,,,,, +186,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-01-25 10:41:25.000,2024-01-25 06:09:55,7886.0,434.0,667,82.0,1353.0,144.0,683.0,4008,2023-12-21 02:08:02.000,0.4.1,65.0,256.0,31,True,40.0,3.0,toga,,,2369.0,4525.0,https://pypi.org/project/toga,2023-12-21 02:08:02.000,34.0,4341.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,27.0,,,,,,,,,,,,, +187,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,1.0,243,64.0,89.0,23.0,273.0,3479,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,31,True,1075.0,955.0,asciimatics,conda-forge/asciimatics,,,90359.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,86637.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,145171.0,3.0,,,,,,-2.0,,,,,,,,,,,, +188,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,301.0,1629.0,112.0,486.0,3307,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,344.0,327.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1467990.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1462161.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,325500.0,3.0,,,,,,,,,,,,,,,,,, +189,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3178,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10009.0,9191.0,blaze,conda-forge/blaze,,,14747.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,12119.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202422.0,3.0,,,,,,,,,,,,,,,,,, +190,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-01-23 14:30:58.000,2024-01-23 14:30:57,1747.0,39.0,102,43.0,1350.0,66.0,354.0,3084,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,571.0,512.0,returns,conda-forge/returns,,,134108.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,133855.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8127.0,3.0,,,,,,,,,,,,,,,,,, +191,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-01-12 08:53:25.000,2024-01-12 08:53:25,1024.0,1.0,380,48.0,383.0,71.0,310.0,3029,2023-09-07 03:00:21.000,6.4.0,56.0,106.0,31,True,634.0,,smart-open,conda-forge/smart_open,,,16695221.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,634.0,16641463.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2257839.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,, +192,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,,658,141.0,453.0,143.0,401.0,2772,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,31,True,23083.0,22225.0,pandas-datareader,conda-forge/pandas-datareader,,,382824.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,858.0,378603.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,341931.0,2.0,,,,,,,,,,,,,,,,,, +193,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,29.0,76.0,4.0,90.0,2623,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,123858.0,120449.0,python-decouple,conda-forge/python-decouple,,12.0,2202355.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3409.0,2201373.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,74683.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +194,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2606,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1514.0,1400.0,mrjob,conda-forge/mrjob,,,81367.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,75461.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519786.0,2.0,,,,,,,,,,,,,,,,,, +195,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-01-24 17:57:01.000,2024-01-19 16:27:51,827.0,43.0,111,32.0,1053.0,17.0,400.0,2472,2024-01-16 21:06:56.000,1.3.21,314.0,32.0,31,True,240.0,234.0,whylogs,,,44.0,158175.0,https://pypi.org/project/whylogs,2024-01-16 21:32:53.000,6.0,158173.0,,,,2.0,,,,,,,,,,,,,,,,,, +196,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-12 18:17:05.000,2024-01-12 18:17:04,1027.0,21.0,59,22.0,109.0,113.0,76.0,1798,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,31,True,1487.0,1357.0,glom,conda-forge/glom,,,2029862.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,2029157.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,28929.0,2.0,,,,,,,,,,,,,,,,,, +197,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-01-25 09:32:58.000,2024-01-23 15:35:33,1487.0,65.0,255,42.0,662.0,143.0,901.0,1787,2024-01-11 19:48:26.000,1.9.0,120.0,46.0,31,False,346.0,328.0,sdv,conda-forge/sdv,,,38335.0,https://pypi.org/project/sdv,2024-01-11 19:47:10.000,18.0,37697.0,https://anaconda.org/conda-forge/sdv,2024-01-12 05:47:13.412,15964.0,2.0,,,,,,,,,,,,,,,,,, +198,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,98.0,402.0,167.0,379.0,1673,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9242.0,7980.0,influxdb,conda-forge/influxdb,,,1776241.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1262.0,1773225.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,135734.0,3.0,,,,,,,,,,,,,,,,,, +199,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1159,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6855.0,6530.0,sshtunnel,conda-forge/sshtunnel,,,6967255.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,325.0,6965734.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,133912.0,3.0,,,,,,,,,,,,,,,,,, +200,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1013,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,285331.0,270117.0,appdirs,conda-forge/appdirs,,,19674943.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15214.0,19568843.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9973407.0,3.0,,,,,,,,,,,,,,,,,, +201,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2023-12-29 18:30:05.000,2023-11-01 16:03:00,597.0,14.0,106,12.0,116.0,22.0,107.0,460,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7190.0,,rsa,conda-forge/rsa,,,133587213.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7190.0,133440160.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13234810.0,3.0,,,,,,,,,,,,,,,,,, +202,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-01-22 12:51:43.000,2024-01-22 12:51:42,875.0,17.0,66,18.0,475.0,146.0,286.0,372,2024-01-17 14:53:01.000,2.0.2,89.0,36.0,31,True,9721.0,9564.0,param,conda-forge/param,,,687336.0,https://pypi.org/project/param,2024-01-17 14:52:38.000,157.0,649836.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1462518.0,3.0,,,,,,,,,,,,,,,,,, +203,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,1.0,58,7.0,76.0,2.0,81.0,181,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,151019.0,147169.0,tzlocal,conda-forge/tzlocal,,,38796887.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3850.0,38709863.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2523713.0,3.0,,,,,,,,,,,,,,,,,, +204,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-01-03 01:48:11.000,2023-12-26 15:01:32,869.0,25.0,38,12.0,55.0,2.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,37.0,31,False,1699.0,,importlib-resources,conda-forge/importlib_resources,,,67422390.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1699.0,67015266.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17913489.0,2.0,,,,,,,,,,,,,,,,,, +205,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-12-26 15:01:15.000,2023-12-26 15:01:14,701.0,26.0,40,4.0,41.0,6.0,65.0,45,2023-09-18 15:18:43.000,3.17.0,49.0,24.0,31,False,4238.0,,zipp,conda-forge/zipp,,,152746229.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4238.0,151866383.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35193852.0,3.0,,,,,,,,,,,,,,,,,, +206,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2023-12-10 16:40:10.000,2022-05-08 04:08:19,743.0,,972,281.0,297.0,152.0,463.0,20110,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,951.0,863.0,gooey,conda-forge/gooey,,582.0,5886.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,88.0,4569.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73181.0,3.0,,,,,,,,,,,,,,,,,, +207,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6653,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,30,True,1761.0,1731.0,faust,,,,14444.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,14444.0,,,,3.0,,,,,,,,,,,,,,,,,, +208,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-01-11 23:42:59.000,2024-01-11 23:42:59,2690.0,4.0,847,167.0,742.0,21.0,962.0,5634,2022-07-29 04:10:00.400,0.9.9,21.0,80.0,30,True,457.0,443.0,snorkel,conda-forge/snorkel,,1053.0,27248.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,26363.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,47166.0,3.0,,,,,,,,,,,,,,,,,, +209,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,92.0,186.0,16.0,429.0,5221,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3571.0,3303.0,transitions,conda-forge/transitions,,,433068.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,268.0,422426.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,585363.0,1.0,,,,,,,,,,,,,,,,,, +210,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,103.0,139.0,34.0,261.0,4693,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,30,True,4139.0,3556.0,dataset,conda-forge/dataset,,,84357.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,583.0,84127.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7848.0,3.0,,,,,,,,,,,,,,,,,, +211,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,413,78.0,69.0,365.0,194.0,3595,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,True,15288.0,14748.0,keyboard,conda-forge/keyboard,,,186774.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,540.0,185967.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25030.0,3.0,,,,,,,,,,,,,,,,,, +212,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-01-18 05:17:03.000,2023-12-17 13:31:08,991.0,8.0,141,71.0,67.0,9.0,72.0,3211,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10565.0,9930.0,funcy,conda-forge/funcy,,,1358180.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,635.0,1353349.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,405880.0,3.0,,,,,,,,,,,,,,,,,, +213,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-01-17 11:54:26.000,2024-01-17 11:53:15,1173.0,15.0,587,174.0,466.0,94.0,477.0,3015,2023-10-09 16:58:32.000,1.82.1,95.0,85.0,30,False,273.0,240.0,arctic,conda-forge/arctic,,209.0,3307.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,2753.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,30938.0,3.0,,,,,,,,,,,,,,,,,, +214,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2570,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1965.0,1578.0,schematics,conda-forge/schematics,,,267136.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,266654.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26067.0,3.0,,,,,,,,,,,,,,,,,, +215,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-01-22 06:47:11.000,2024-01-03 03:34:41,233.0,1.0,277,48.0,74.0,50.0,113.0,2239,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1134.0,1068.0,datasketch,,,19.0,1283214.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1283214.0,,,,3.0,,,,,,,,,,,,,,,,,, +216,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,176,43.0,218.0,104.0,273.0,1919,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,629.0,,fs,conda-forge/fs,,,1879087.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,629.0,1869895.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,698600.0,3.0,,,,,,,,,,,,,,,,,, +217,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-01-17 17:12:32.000,2024-01-16 01:49:41,661.0,23.0,63,16.0,242.0,2.0,55.0,1374,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,21971.0,21444.0,bidict,conda-forge/bidict,,10.0,1390181.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,527.0,1385886.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,377981.0,2.0,,,,,,,,,,,,,,,,,, +218,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-01-22 17:53:56.000,2024-01-22 17:51:50,629.0,27.0,140,22.0,523.0,36.0,254.0,978,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2170.0,2038.0,aiocache,,,16.0,323930.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,132.0,323930.0,,,,2.0,,,,,,,,,,,,,,,,,, +219,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-12-26 15:02:15.000,2023-12-26 15:02:14,978.0,16.0,100,22.0,94.0,28.0,83.0,891,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,30,True,1041.0,,inflect,conda-forge/inflect,,,4372199.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1041.0,4363873.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,358055.0,2.0,,,,,,,,,,,,,,,,,, +220,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,884,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5684.0,5358.0,fastcore,conda-forge/fastcore,,,581715.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,579063.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,66313.0,3.0,,,,,,,,,,,,,,,,,, +221,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-01-01 06:23:57.000,2020-10-21 17:48:31,219.0,,77,15.0,271.0,46.0,25.0,678,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,46004.0,43887.0,cached-property,conda-forge/cached-property,,,11377998.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2117.0,11276490.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8323679.0,2.0,,,,,,,,,,,,,,,,,, +222,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-01-22 20:37:54.000,2024-01-22 20:37:53,568.0,16.0,358,37.0,302.0,27.0,125.0,656,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4555.0,3273.0,pysolr,conda-forge/pysolr,,,282865.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,282600.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22011.0,3.0,,,,,,,,,,,,,,,,,, +223,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,66,23.0,49.0,6.0,90.0,521,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17342.0,15154.0,scandir,conda-forge/scandir,,,3278630.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3243568.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1367444.0,3.0,,,,,,,,,,,,,,,,,, +224,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-01-24 12:01:52.000,2024-01-24 12:01:14,792.0,21.0,48,48.0,705.0,47.0,180.0,57,2023-12-12 23:03:16.000,2.22.0,76.0,67.0,30,False,3346.0,3330.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3255863.0,https://pypi.org/project/google-cloud-bigtable,2023-12-12 23:03:16.000,16.0,3252911.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,103336.0,3.0,,,,,,,,,,,,,,,,,, +225,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-01-24 17:50:50.000,2023-04-04 13:18:36,954.0,,4527,634.0,755.0,198.0,100.0,23317,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,116.0,100.0,algorithms,conda-forge/algorithms,,,1748.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1688.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,1999.0,3.0,,,,,,,,,,,,,,,,,, +226,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8119,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,29,True,684.0,653.0,vaex,conda-forge/vaex,,280.0,32304.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,30250.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,178585.0,3.0,,,,,,,,,,,,,,,,,, +227,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7056,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1308.0,1127.0,records,conda-forge/records,,,239066.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,238760.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24863.0,3.0,,,,,,,,,,,,,,,,,, +228,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-01-25 01:09:03.000,2024-01-25 01:09:02,3048.0,12.0,222,30.0,292.0,98.0,761.0,3318,2023-11-29 17:37:15.000,0.23.1,115.0,80.0,29,True,125.0,118.0,ploomber,conda-forge/ploomber,,,7369.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,4722.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,82082.0,3.0,,,,,,,,,,,,,,,,,, +229,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-01-24 10:36:37.000,2024-01-24 10:33:19,3870.0,21.0,319,37.0,339.0,155.0,543.0,2475,2024-01-14 12:28:40.000,2.9,211.0,104.0,29,True,110.0,98.0,pyinfra,,,,31287.0,https://pypi.org/project/pyinfra,2024-01-14 12:26:40.000,12.0,31287.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +230,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,56.0,73.0,15.0,64.0,2415,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8569.0,8162.0,addict,conda-forge/addict,,21.0,2687355.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,407.0,2682602.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,427797.0,3.0,,,,,,,,,,,,,,,,,, +231,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1772,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,29.0,,datatable,conda-forge/datatable,,2255.0,53068.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,52405.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23474.0,3.0,,,,,,,,,,,,,,,,,, +232,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,1.0,315,70.0,401.0,109.0,367.0,1487,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,247.0,222.0,mleap,conda-forge/mleap,,,188105.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,186324.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78368.0,3.0,,,,,,,,,,,,,,,,,, +233,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2023-10-25 16:27:18.000,2023-10-25 16:27:18,268.0,,101,35.0,72.0,3.0,67.0,1419,2023-02-24 16:23:02.934,8.0.1,45.0,36.0,29,True,2945.0,,python-slugify,conda-forge/python-slugify,,,11963930.0,https://pypi.org/project/python-slugify,2023-02-24 16:23:02.934,2945.0,11918438.0,https://anaconda.org/conda-forge/python-slugify,2023-09-09 17:58:27.893,1910681.0,3.0,,,,,,,,,,,,,,,,,, +234,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-01-22 16:58:45.000,2024-01-08 17:38:44,834.0,33.0,47,12.0,259.0,10.0,91.0,1345,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1607.0,1568.0,python-benedict,conda-forge/python-benedict,,,507697.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,39.0,503790.0,https://anaconda.org/conda-forge/python-benedict,2023-12-27 13:02:12.486,148477.0,3.0,,,,,,,,,,,,,,,,,, +235,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-01-23 23:09:23.000,2024-01-23 23:03:35,1741.0,22.0,81,15.0,433.0,110.0,244.0,1205,2024-01-23 23:09:23.000,1.3.0,249.0,42.0,29,True,333.0,322.0,piccolo,,,,12781.0,https://pypi.org/project/piccolo,2024-01-23 23:09:23.000,11.0,12781.0,,,,3.0,,,,,,,,,,,,,,,,,, +236,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,32.0,74.0,29.0,70.0,1098,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4694.0,4460.0,sqlitedict,conda-forge/sqlitedict,,,469498.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,234.0,467034.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,98573.0,3.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +237,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2082.0,1862.0,redis-py-cluster,,,4083.0,1937858.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,220.0,1937821.0,,,,3.0,,,,,,,,,,,,,,,,,, +238,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-12-26 15:16:30.000,2023-12-26 15:16:29,1244.0,25.0,145,39.0,83.0,2.0,132.0,1080,2023-12-04 20:30:00.000,16.9.0,22.0,52.0,29,True,153.0,,path,conda-forge/path,,,1317510.0,https://pypi.org/project/path,2023-12-04 20:29:42.000,153.0,1306388.0,https://anaconda.org/conda-forge/path,2023-12-25 23:28:20.660,489384.0,3.0,,,,,,,,,,,,,,,,,, +239,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,48,17.0,75.0,1.0,88.0,821,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,29,True,27213.0,25891.0,natsort,conda-forge/natsort,,,3757465.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1322.0,3717746.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1509353.0,3.0,,,,,,,,,,,,,,,,,, +240,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2023-12-18 17:58:32.000,2023-12-14 07:08:28,722.0,10.0,46,11.0,88.0,12.0,97.0,487,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5238.0,4962.0,python-rapidjson,conda-forge/python-rapidjson,,,1998829.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,276.0,1961171.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1468678.0,3.0,,,,,,,,,,,,,,,,,, +241,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,1.0,31,9.0,78.0,3.0,26.0,404,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,39188.0,38889.0,srsly,conda-forge/srsly,,,5052853.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5020398.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1395593.0,3.0,,,,,,,,,,,,,,,,,, +242,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,52,9.0,46.0,20.0,21.0,136,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,59047.0,56735.0,isodate,conda-forge/isodate,,,81644507.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2312.0,81594606.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4690779.0,3.0,,,,,,,,,,,,,,,,,, +243,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2023-10-25 18:32:01.000,,,,897,,,281.0,,3447,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,28,True,8873.0,8398.0,confluent-kafka,conda-forge/python-confluent-kafka,,,10508750.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,475.0,10487913.0,https://anaconda.org/conda-forge/python-confluent-kafka,2023-09-25 04:13:44.657,812644.0,3.0,,,,,,,,,,,,,,,,,, +244,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-01-22 22:08:37.000,2024-01-22 22:06:29,305.0,14.0,290,29.0,153.0,106.0,140.0,2992,2024-01-22 22:08:37.000,1.45.0,88.0,33.0,28,True,105.0,103.0,img2dataset,,,1493.0,22433.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,22382.0,,,,3.0,,,,,,,,,,,,,,,,,, +245,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,410,94.0,110.0,31.0,127.0,2768,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7153.0,6994.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,200481.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,198695.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67889.0,3.0,,,,,,,,,,,,,,,,,, +246,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2635,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2381.0,2336.0,gino,,,,17456.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,17456.0,,,,3.0,,,,,,,,,,,,,,,,,, +247,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,,117,24.0,111.0,50.0,42.0,1956,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7780.0,7683.0,gin-config,conda-forge/gin-config,,,153094.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,152567.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,23220.0,3.0,,,,,,,,,,,,,,,,,, +248,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-01-08 17:02:23.000,2023-06-20 15:54:36,2284.0,,177,39.0,372.0,36.0,263.0,1951,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,166794.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,161938.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,179683.0,3.0,,,,,,,,,,,,,,,,,, +249,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,215.0,179.0,mongo-connector,,,,5769.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5769.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1423,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10986.0,9476.0,blessings,conda-forge/blessings,,,933603.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,927057.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,281520.0,3.0,,,,,,,,,,,,,,,,,, +251,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-01-25 12:45:12.000,2024-01-23 21:33:33,170.0,45.0,47,18.0,110.0,11.0,4.0,1279,2024-01-23 21:22:51.000,0.0.3,3.0,13.0,28,True,3158.0,3085.0,asyncer,conda-forge/asyncer,,,89187.0,https://pypi.org/project/asyncer,2024-01-23 21:22:51.000,73.0,88915.0,https://anaconda.org/conda-forge/asyncer,2024-01-24 11:37:12.779,6540.0,3.0,,,,,,2.0,,,,,,,,,,,, +252,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-01-15 18:03:39.000,2023-10-10 14:12:37,1994.0,,136,42.0,420.0,115.0,252.0,959,2023-05-29 19:24:00.928,0.7.0,30.0,86.0,28,True,2049.0,1920.0,intake,conda-forge/intake,,,57949.0,https://pypi.org/project/intake,2023-12-04 21:17:26.000,129.0,49332.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,534285.0,3.0,,,,,,,,,,,,,,,,,, +253,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2023-11-22 21:42:35.000,2023-11-22 21:42:32,186.0,6.0,130,27.0,44.0,9.0,75.0,935,2023-10-22 11:33:03.000,2.1.0,28.0,21.0,28,False,469.0,,email-validator,conda-forge/email-validator,,,8711641.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,469.0,8708198.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,144640.0,3.0,,,,,,,,,,,,,,,,,, +254,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-01-23 04:48:08.000,2023-12-13 01:11:40,534.0,56.0,82,21.0,241.0,72.0,83.0,925,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3188.0,3182.0,odmantic,,,,22184.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,22184.0,,,,3.0,,,,,,,,,,,,,,,,,, +255,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,349,74.0,22.0,32.0,609.0,871,2021-11-04 22:07:30.000,8.3.0,32.0,17.0,28,False,8013.0,8013.0,cx-Oracle,conda-forge/cx_oracle,,,3043174.0,https://pypi.org/project/cx-Oracle,,,3030838.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,518138.0,3.0,,,,,,-2.0,,,,,,,,,,,, +256,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,686,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10963.0,9725.0,parsedatetime,conda-forge/parsedatetime,,,5915432.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,5913350.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,183251.0,3.0,,,,,,,,,,,,,,,,,, +257,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-01-25 04:39:19.000,2024-01-25 04:39:15,7110.0,315.0,32,10.0,275.0,42.0,565.0,388,2024-01-18 04:18:49.000,2.2.0,195.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,,9563.0,https://pypi.org/project/static-frame,2024-01-18 04:18:49.000,2.0,2388.0,https://anaconda.org/conda-forge/static-frame,2024-01-18 14:09:21.592,315713.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +258,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,234,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1342.0,1269.0,tabulator,conda-forge/tabulator-py,,,183560.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,182872.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54373.0,3.0,,,,,,,,,,,,,,,,,, +259,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,203,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,13050.0,12641.0,ordered-set,conda-forge/ordered-set,,,11803775.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,409.0,11798916.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,451968.0,3.0,,,,,,,,,,,,,,,,,, +260,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-01-15 14:04:13.000,2022-03-10 10:33:50,585.0,,559,82.0,262.0,125.0,129.0,3710,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,129.0,,textract,conda-forge/textract,,,98295.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,129.0,98038.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22691.0,3.0,,,,,,,,,,,,,,,,,, +261,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-01-23 09:45:33.000,2024-01-23 09:45:33,192.0,1.0,195,29.0,53.0,83.0,127.0,3368,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,506112.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,503792.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,71920.0,3.0,,,,,,,,,,,,,,,,,, +262,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-01-19 21:18:28.000,2023-07-31 18:44:09,493.0,,101,31.0,83.0,19.0,128.0,2414,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,27,True,1272.0,1226.0,swifter,conda-forge/swifter,['pandas'],,416580.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,409344.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,311166.0,3.0,,,,,,,,,,,,,,,,,, +263,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-01-25 04:35:58.000,2024-01-25 04:35:57,5662.0,32.0,507,108.0,955.0,591.0,966.0,2124,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,136.0,27,False,76.0,,wx,conda-forge/wxpython,,3802.0,19410.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-01-16 22:29:45.801,754887.0,3.0,,,,,,,,,,,,,,,,,, +264,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,30.0,48.0,51.0,13.0,1900,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2292.0,,retrying,conda-forge/retrying,,,10130256.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2292.0,10112161.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1592434.0,3.0,,,,,,,,,,,,,,,,,, +265,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-12-18 11:05:43.000,2023-12-18 11:05:39,2735.0,29.0,134,49.0,304.0,45.0,194.0,1504,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,309.0,226.0,enaml,conda-forge/enaml,,745.0,5287.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,1556.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,160036.0,3.0,,,,,,,,,,,,,,,,,, +266,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,86.0,73.0,1377,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2422.0,2151.0,strictyaml,conda-forge/strictyaml,,,1089257.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,271.0,1086141.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,215028.0,3.0,,,,,,,,,,,,,,,,,, +267,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1281,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2715.0,2623.0,pandasql,conda-forge/pandasql,['pandas'],,1674692.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,92.0,1660465.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,441053.0,3.0,,,,,,,,,,,,,,,,,, +268,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-01-16 15:28:10.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1212,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,359.0,,singer-python,,,,1180366.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,359.0,1180366.0,,,,3.0,,,,,,,,,,,,,,,,,, +269,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,22.0,62.0,25.0,104.0,860,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,True,2582.0,2458.0,pyahocorasick,conda-forge/pyahocorasick,,,586060.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,124.0,580737.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,207625.0,3.0,,,,,,,,,,,,,,,,,, +270,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-01-24 04:16:13.000,2024-01-24 04:16:12,720.0,24.0,42,23.0,559.0,9.0,33.0,760,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,117.0,,janus,conda-forge/janus,,,661829.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,117.0,661523.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,16883.0,3.0,,,,,,,,,,,,,,,,,, +271,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,85,25.0,51.0,7.0,39.0,731,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,868.0,,munch,conda-forge/munch,,,2030382.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,868.0,1545971.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3875292.0,3.0,,,,,,,,,,,,,,,,,, +272,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,17.0,93.0,69.0,127.0,683,2023-07-23 16:18:40.000,1.7,28.0,53.0,27,True,16186.0,14694.0,configargparse,conda-forge/configargparse,,,3576031.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1492.0,3553980.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,771805.0,3.0,,,,,,,,,,,,,,,,,, +273,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,608,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1058.0,825.0,happybase,conda-forge/happybase,,,48772.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,47011.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160274.0,3.0,,,,,,,,,,,,,,,,,, +274,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,578,,,8.0,12.0,27,False,62147.0,59744.0,dataclasses,conda-forge/dataclasses,,,10714752.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2403.0,10544643.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11567429.0,3.0,,,,,,,,,,,,,,,,,, +275,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2023-07-09 10:54:55.000,2023-05-03 19:47:11,818.0,,141,25.0,106.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,27,True,6449.0,5094.0,beaker,conda-forge/beaker,,,252216.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1355.0,251328.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72846.0,3.0,,,,,,,,,,,,,,,,,, +276,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,484,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,27,True,4238.0,3970.0,pyscreenshot,,,,151821.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,268.0,151821.0,,,,3.0,,,,,,,,,,,,,,,,,, +277,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,476,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7292.0,4907.0,pylibmc,conda-forge/pylibmc,,483.0,160065.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2385.0,154497.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,216067.0,3.0,,,,,,,,,,,,,,,,,, +278,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2023-10-11 07:41:13.000,2023-01-18 22:27:43,225.0,,72,18.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,True,36474.0,33062.0,configobj,conda-forge/configobj,,425.0,3170486.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3412.0,3158944.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,761590.0,3.0,,,,,,,,,,,,,,,,,, +279,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-01-11 07:31:20.000,2023-05-03 07:41:22,164.0,,38,9.0,29.0,28.0,31.0,253,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2809.0,,send2trash,conda-forge/send2trash,,,11463268.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2809.0,11284835.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12847199.0,3.0,,,,,,,,,,,,,,,,,, +280,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47190.0,39190.0,futures,conda-forge/futures,,,8466345.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,8452125.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1265583.0,3.0,,,,,,,,,,,,,,,,,, +281,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,1.0,21,7.0,57.0,4.0,7.0,167,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,35232.0,35146.0,catalogue,conda-forge/catalogue,,,4725100.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,4696064.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1219517.0,3.0,,,,,,,,,,,,,,,,,, +282,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2515.0,2223.0,cloudant,conda-forge/cloudant,,,103489.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,102237.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110261.0,3.0,,,,,,,,,,,,,,,,,, +283,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,30,8.0,47.0,6.0,36.0,79,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63128.0,58795.0,pathlib2,conda-forge/pathlib2,,,6417919.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4333.0,6348472.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2638986.0,3.0,,,,,,,,,,,,,,,,,, +284,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,76880.0,74161.0,contextlib2,conda-forge/contextlib2,,,14058407.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2719.0,14045882.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1189928.0,3.0,,,,,,,,,,,,,,,,,, +285,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,90.0,364.0,3188,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,156.0,134.0,flexx,conda-forge/flexx,,,1510.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,360.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103549.0,3.0,,,,,,,,,,,,,,,,,, +286,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,141.0,2318,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,26,True,361.0,,python-box,conda-forge/python-box,,39.0,7262266.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,361.0,7250279.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,503462.0,3.0,,,,,,,,,,,,,,,,,, +287,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,,130,49.0,61.0,14.0,123.0,2279,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,768.0,746.0,pyfunctional,,,,163099.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,163099.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,1.0,147,32.0,228.0,72.0,142.0,1774,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,26,True,545.0,524.0,arq,conda-forge/arq,,,84415.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,84129.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9453.0,3.0,,,,,,,,,,,,,,,,,, +289,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-01-25 04:50:37.000,2024-01-23 21:24:06,821.0,38.0,68,14.0,461.0,197.0,178.0,1443,2024-01-14 18:40:15.000,0.12.0,33.0,27.0,26,True,16.0,,prisma,,,,57292.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,57292.0,,,,3.0,,,,,,-3.0,,,,,,,,,,,, +290,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,41.0,126.0,28.0,204.0,1165,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,264.0,230.0,parallel-ssh,,,377.0,119538.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,119535.0,,,,3.0,,,,,,,,,,,,,,,,,, +291,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1084,2023-08-14 23:38:46.000,0.20,20.0,16.0,26,True,6515.0,6390.0,immutables,conda-forge/immutables,,,647809.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,625960.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,961363.0,3.0,,,,,,,,,,,,,,,,,, +292,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,955,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2480.0,1972.0,bcolz,conda-forge/bcolz,,,8876.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4748.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,342639.0,3.0,,,,,,,,,,,,,,,,,, +293,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,,50,9.0,30.0,14.0,77.0,620,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,26,True,1284.0,1259.0,pysimdjson,conda-forge/pysimdjson,,,658696.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,25.0,656596.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,81918.0,3.0,,,,,,,,,,,,,,,,,, +294,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,18326.0,18310.0,umongo,conda-forge/umongo,,,31881.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,31667.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,5997.0,3.0,,,,,,,,,,,,,,,,,, +295,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-12-25 09:22:54.000,2023-12-25 08:49:42,3501.0,45.0,34,16.0,81.0,24.0,4.0,247,2022-09-07 10:31:33.181,0.90.10,550.0,74.0,26,True,61.0,36.0,dbnd,,,,241177.0,https://pypi.org/project/dbnd,2023-12-25 09:17:27.000,25.0,241177.0,,,,3.0,,,,,,,,,,,,,,,,,, +296,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,63,19.0,45.0,20.0,17.0,198,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13096.0,,ptyprocess,conda-forge/ptyprocess,,,36709399.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13096.0,36536305.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16097796.0,3.0,,,,,,,,,,,,,,,,,, +297,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6162,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,117.0,113.0,powerline-shell,,,,1341.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1341.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,141,58.0,248.0,95.0,108.0,1569,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,14920.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,14920.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,105.0,174.0,71.0,264.0,1484,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,90.0,63.0,streamparse,,,,4318.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,4318.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1255,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1436.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1436.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-01-25 12:13:00.000,2023-12-06 13:15:17,750.0,2.0,81,14.0,134.0,35.0,101.0,925,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,263.0,,mss,conda-forge/python-mss,,,532797.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,263.0,531944.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,36699.0,3.0,,,,,,,,,,,,,,,,,, +302,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-01-16 15:10:47.000,2024-01-16 15:10:41,9949.0,5.0,43,14.0,10.0,6.0,8.0,488,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,83506.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,83506.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +303,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,30,11.0,51.0,21.0,35.0,325,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,24178127.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,24148242.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1703456.0,3.0,,,,,,,,,,,,,,,,,, +304,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-01-01 19:24:40.000,2024-01-01 19:24:33,370.0,7.0,32,7.0,137.0,3.0,81.0,145,2023-11-06 17:12:50.000,3.3.0,20.0,7.0,25,True,1138.0,1093.0,everett,conda-forge/everett,,,81014.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,79600.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,55181.0,3.0,,,,,,,,,,,,,,,,,, +305,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8028.0,,entrypoints,conda-forge/entrypoints,,,12730378.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8028.0,12536128.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18065329.0,3.0,,,,,,,,,,,,,,,,,, +306,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,299.0,1815.0,68,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,8535.0,,openpyxl,openpyxl,,,62257173.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8505.0,62255028.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,209117.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1224.0,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,86.0,81.0,22.0,82.0,3941,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,141.0,65.0,storm,,,,2425.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,76.0,2425.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-01-19 16:50:03.000,2023-10-02 06:28:26,631.0,,408,45.0,179.0,258.0,109.0,2502,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,5127.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,5127.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,95,42.0,42.0,24.0,47.0,1498,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,127.0,116.0,pypeln,conda-forge/pypeln,,,195990.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,195639.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14768.0,3.0,,,,,,,,,,,,,,,,,, +310,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-01-15 14:09:22.000,2023-05-19 04:32:00,6411.0,,227,39.0,1046.0,9.0,209.0,1415,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,,,optimuspyspark,,['spark'],,6397.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,6397.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-01-22 10:30:22.000,2023-12-14 12:24:12,327.0,4.0,80,44.0,247.0,46.0,41.0,1326,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,39.0,29.0,tasktiger,,,,2888.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,2888.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1073,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2341.0,2171.0,pluginbase,conda-forge/pluginbase,,,564366.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,560146.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,303895.0,3.0,,,,,,,,,,,,,,,,,, +313,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,13.0,35,12.0,65.0,13.0,19.0,746,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,272.0,241.0,dirty-equals,conda-forge/dirty-equals,,,187187.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,185351.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,40410.0,3.0,,,,,,,,,,,,,,,,,, +314,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,140,10.0,22.0,29.0,19.0,684,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3383.0,3140.0,ratelimit,conda-forge/ratelimit,,,5807427.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,243.0,5807049.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13637.0,3.0,,,,,,,,,,,,,,,,,, +315,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-01-01 11:44:49.000,2023-12-13 20:28:22,258.0,4.0,56,8.0,62.0,18.0,52.0,484,2023-12-13 20:43:21.000,2.2.2,56.0,16.0,24,True,462.0,432.0,cachier,,,,29487.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,29487.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +316,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,476,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,761.0,670.0,hickle,conda-forge/hickle,,,29663.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,29263.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,24042.0,3.0,,,,,,,,,,,,,,,,,, +317,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,389,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,416.0,292.0,messytables,,,,13529.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,13529.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,18.0,23,18.0,177.0,10.0,16.0,353,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,24,True,390.0,351.0,aiomisc,,,,12826.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,39.0,12826.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,311,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,216.0,194.0,pyhdb,,,102.0,365603.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,365602.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,264,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,922.0,835.0,deepdish,conda-forge/deepdish,,,15282.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,14212.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,92026.0,3.0,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5952.0,4616.0,clint,conda-forge/clint,,117.0,82838.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1336.0,82225.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56398.0,3.0,,,,,,,,,,,,,,,,,, +322,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,3.0,4,3.0,182.0,23.0,760.0,6,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,24,False,645.0,,py2neo,conda-forge/py2neo,,,34179.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,645.0,33374.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63639.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10551,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,22.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,22.0,,,,2.0,,,,,,,,,,,,,,,,,, +324,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1557,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,105577.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,105577.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-23 16:49:17.000,2023-12-21 14:11:28,87.0,6.0,29,8.0,54.0,14.0,11.0,288,2023-12-21 12:00:14.000,0.10.0,14.0,14.0,23,True,396.0,338.0,rtoml,,,,116908.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,116908.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,198.0,190.0,pysparkling,conda-forge/pysparkling,,,8638.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,8503.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4603.0,3.0,,,,,,,,,,,,,,,,,, +327,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,152,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1033.0,986.0,filedepot,,,,10704.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,47.0,10704.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2846.0,2650.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,123719.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,123354.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27392.0,3.0,,,,,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3497,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,439.0,405.0,pampy,,,,22169.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,22169.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3242,,,4.0,19.0,22,False,611.0,581.0,macropy3,,,,159.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,159.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-01-23 19:51:22.440,2024-01-22 19:00:56,85.0,3.0,143,33.0,11.0,9.0,170.0,3224,2024-01-22 18:43:58.000,2.1.21,66.0,1.0,22,False,203.0,203.0,ptext-joris-schellekens,conda-forge/borb,,,1635.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,47431.0,3.0,,,,,,,,,,,,,,,,,, +332,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,33.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,33.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2481,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,,22696.0,709.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +334,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,46.0,34.0,18.0,11.0,1803,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,207.0,176.0,bashplotlib,,,,3373.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,3373.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,186.0,165.0,pinject,conda-forge/pinject,,,43902.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,21.0,43727.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4906.0,3.0,,,,,,,,,,,,,,,,,, +336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,861,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,236.0,217.0,unsync,conda-forge/unsync,,,35328.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,35045.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12177.0,3.0,,,,,,,,,,,,,,,,,, +337,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,854,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,194.0,165.0,rows,,,38.0,610.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,610.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,844,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1471.0,1370.0,pickledb,,,,9590.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,101.0,9590.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2023-12-06 23:44:30.000,2023-10-27 23:08:49,1413.0,1.0,46,18.0,137.0,3.0,13.0,703,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,22,True,66.0,,ubelt,conda-forge/ubelt,,,17256.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,14816.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,68324.0,3.0,,,,,,-2.0,,,,,,,,,,,, +340,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,563,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,117.0,108.0,pypyr,conda-forge/pypyr,,,2739.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2182.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13380.0,3.0,,,,,,,,,,,,,,,,,, +341,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11470.0,9423.0,unipath,,,,46861.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,46861.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,23.0,44,15.0,630.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,22,True,9.0,9.0,batchflow,,,,302.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,302.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,18,6.0,64.0,10.0,24.0,159,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,221.0,209.0,aioprometheus,,,,126606.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,126606.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-01-22 17:28:17.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,15.0,15.0,147,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,305.0,267.0,docopt-ng,,,,94876.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,94876.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,2.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2285.0,2157.0,stopit,conda-forge/stopit,,,603130.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,592399.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,772657.0,3.0,,,,,,,,,,,,,,,,,, +346,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-01-25 12:37:59.000,2024-01-21 14:52:57,1794.0,61.0,5,3.0,793.0,18.0,37.0,51,2024-01-07 05:39:51.000,4.7.3,68.0,8.0,22,False,68.0,60.0,click-extra,,,245.0,4482.0,https://pypi.org/project/click-extra,2024-01-07 05:39:36.000,8.0,4473.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1220,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,736.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,736.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,12.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4542.0,3354.0,awesome-slugify,conda-forge/awesome-slugify,,,42670.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,41924.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69403.0,3.0,,,,,,,,,,,,,,,,,, +349,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,15.0,34.0,25.0,11.0,288,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,421.0,402.0,price-parser,,,,67715.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,67715.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,285,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,168.0,162.0,datatest,,,,12389.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,12389.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-01-25 13:19:15.000,2024-01-22 20:52:30,689.0,50.0,24,4.0,262.0,4.0,,272,2024-01-18 21:23:49.000,1.1.243,579.0,12.0,21,True,5.0,5.0,upgini,,,,6733.0,https://pypi.org/project/upgini,2024-01-25 13:19:15.000,,6733.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,208,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,,10423.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10423.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,127,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,True,2173.0,2109.0,coolname,conda-forge/coolname,,,379816.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,64.0,377611.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,81617.0,3.0,,,,,,,,,,,,,,,,,, +354,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,68.0,4.0,1.0,41.0,2147,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1526.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1526.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,214,40.0,56.0,83.0,39.0,1419,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11477.0,1124.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,942.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,878,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,43.0,31.0,mrq,,,,101.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,101.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,714,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,65.0,59.0,pdpipe,conda-forge/pdpipe,['pandas'],,2117.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1355.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,28992.0,3.0,,,,,,,,,,,,,,,,,, +358,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,20,10.0,32.0,22.0,21.0,654,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,70.0,67.0,pugsql,,,,3100.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,3100.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-01-24 16:17:20.000,2024-01-22 18:09:02,612.0,223.0,26,4.0,96.0,7.0,16.0,534,2024-01-22 20:53:46.000,1.6.3,61.0,7.0,20,True,2.0,,pipeless-ai,,,578.0,279.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,164.0,,,,1.0,,,,,,,,,,,,,,,,,, +360,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,20,False,707.0,624.0,pymodm,conda-forge/pymodm,,,7320.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,7209.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5219.0,3.0,,,,,,,,,,,,,,,,,, +361,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,True,87.0,70.0,valideer,conda-forge/valideer,,,8334.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8106.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21228.0,3.0,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,203,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,897.0,893.0,gsheetsdb,,,,56589.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,56589.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459,157.0,142.0,78.0,27.0,1981,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +364,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-01-25 13:15:42.000,2024-01-08 12:22:55,2967.0,80.0,134,29.0,222.0,40.0,359.0,1331,,,,48.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,158.0,131.0,queries,,,,2943.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2943.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,85.0,81.0,typical,conda-forge/typical,,,2694.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1594.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35209.0,3.0,,,,,,,,,,,,,,,,,, +367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,105,56.0,74.0,26.0,16.0,2041,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,,118.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,118.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1608,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,281.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,281.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2023-10-18 22:00:02.000,2023-07-10 16:25:40,265.0,,57,36.0,46.0,14.0,58.0,1104,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,161.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,161.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,970,,,,1000.0,18,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +371,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,76,24.0,19.0,11.0,13.0,950,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,27.0,27.0,d6tflow,,,,162.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,162.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,492.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,492.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,, +373,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1043.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,48.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65680.0,3.0,,,,,,,,,,,,,,,,,, +374,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1357,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,58.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,58.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,67,19.0,28.0,42.0,30.0,846,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,,1137.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1137.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,432,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,428.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,428.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-01-22 22:29:01.000,2024-01-15 11:48:36,125.0,7.0,8,13.0,168.0,2.0,9.0,271,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,2016.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,2016.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +378,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,181,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,166427.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,166427.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,17.0,278.0,127.0,78.0,614,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,432.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,432.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1193,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,46.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,46.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,11.0,9.0,lazydata,,,,18.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,18.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,718,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,,118.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,118.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-01-22 22:18:22.000,2024-01-19 20:44:25,947.0,98.0,20,2.0,808.0,7.0,18.0,254,2024-01-19 20:50:33.000,0.1.53,36.0,14.0,14,False,,,the-guide,,,,19.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,19.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,97,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,40.0,35.0,cleverdict,,,,213.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,213.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,738.0,729.0,millify,,,,33837.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,33837.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,64,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,['pandas'],,37.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,37.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,153.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,153.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,94.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,94.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,35,29.0,10.0,3.0,16.0,363,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,781,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index aa11a8d..b70ac52 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- ansible (πŸ₯‡48 Β· ⭐ 60K Β· πŸ“ˆ) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 -- jsonschema (πŸ₯‡41 Β· ⭐ 4.3K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT -- dbt (πŸ₯ˆ39 Β· ⭐ 8.1K Β· πŸ“ˆ) - dbt enables data analysts and engineers to transform their data using.. Apache-2 -- Arctic (πŸ₯‰30 Β· ⭐ 3K Β· πŸ“ˆ) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 -- Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- protobuf (πŸ₯‡52 Β· ⭐ 63K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +- cryptography (πŸ₯‡47 Β· ⭐ 6K Β· πŸ“ˆ) - cryptography is a package designed to expose cryptographic.. Apache-2 +- filesystem_spec (πŸ₯‡41 Β· ⭐ 730 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +- six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ“ˆ) - Python 2 and 3 compatibility library. MIT +- asyncer (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ“ˆ) - Asyncer, async and await, focused on developer experience. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- numpy (πŸ₯‡52 Β· ⭐ 25K Β· πŸ“‰) - The fundamental package for scientific computing with Python. ❗Unlicensed -- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT -- cryptography (πŸ₯‡43 Β· ⭐ 6K Β· πŸ“‰) - cryptography is a package designed to expose.. ❗Unlicensed -- polars (πŸ₯‡40 Β· ⭐ 24K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- protobuf (πŸ₯ˆ36 Β· ⭐ 63K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- redis (πŸ₯ˆ37 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- asciimatics (πŸ₯‰31 Β· ⭐ 3.5K Β· πŸ“‰) - A cross platform package to do curses-like operations, plus.. Apache-2 +- cx-Oracle (πŸ₯‰28 Β· ⭐ 870 Β· πŸ“‰) - Python interface to Oracle Database now superseded by.. ❗Unlicensed +- prisma (πŸ₯‰26 Β· ⭐ 1.4K Β· πŸ“‰) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +- ubelt (πŸ₯‰22 Β· ⭐ 700 Β· πŸ“‰) - A Python utility library with a stdlib like feel and extra.. Apache-2 From fd78ea503007ea9aadc82e9b3d8f9e6fd52cbd4c Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 1 Feb 2024 13:42:42 +0000 Subject: [PATCH 50/70] Update best-of list for version 2024.02.01 --- README.md | 1938 +++++++++++++++---------------- history/2024-02-01_changes.md | 20 + history/2024-02-01_projects.csv | 392 +++++++ latest-changes.md | 20 +- 4 files changed, 1355 insertions(+), 1015 deletions(-) create mode 100644 history/2024-02-01_changes.md create mode 100644 history/2024-02-01_projects.csv diff --git a/README.md b/README.md index 92c2a44..5950b64 100644 --- a/README.md +++ b/README.md @@ -84,14 +84,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M Back to top -
protobuf (πŸ₯‡52 Β· ⭐ 63K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡52 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 39M Β· πŸ“¦ 580K Β· πŸ“‹ 6K - 12% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 40M Β· πŸ“¦ 580K Β· πŸ“‹ 6K - 12% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 150M / month Β· πŸ“¦ 17K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 160M / month Β· πŸ“¦ 17K Β· ⏱️ 25.01.2024): ``` pip install protobuf ``` @@ -99,39 +99,39 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 340K Β· πŸ“¦ 89K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 340K Β· πŸ“¦ 90K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 13M / month Β· πŸ“¦ 340 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 15M / month Β· πŸ“¦ 340 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 940K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 950K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 850K / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 31M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 34M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): ``` pip install marshmallow ``` @@ -140,14 +140,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge marshmallow ```
+
dill (πŸ₯ˆ38 Β· ⭐ 2.1K Β· πŸ“ˆ) - serialize all of Python. BSD-3 + +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 210 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 30.01.2024): + + ``` + git clone https://github.com/uqfoundation/dill + ``` +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 45M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): + ``` + pip install dill + ``` +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.8M Β· ⏱️ 28.01.2024): + ``` + conda install -c conda-forge dill + ``` +
orjson (πŸ₯ˆ35 Β· ⭐ 5.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 71K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 72K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 14M / month Β· πŸ“¦ 1.3K Β· ⏱️ 18.01.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 16M / month Β· πŸ“¦ 1.3K Β· ⏱️ 18.01.2024): ``` pip install orjson ``` @@ -163,7 +179,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 8.5M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 9.5M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): ``` pip install ujson ``` @@ -172,22 +188,6 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge ujson ```
-
dill (πŸ₯ˆ35 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 - -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 500 - 33% open Β· ⏱️ 18.01.2024): - - ``` - git clone https://github.com/uqfoundation/dill - ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 42M / month Β· πŸ“¦ 4K Β· ⏱️ 22.07.2023): - ``` - pip install dill - ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.8M Β· ⏱️ 23.07.2023): - ``` - conda install -c conda-forge dill - ``` -
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 18M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -204,14 +204,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge simplejson ```
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jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯‰34 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 - [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 9M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 10M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 53M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 59M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -238,12 +238,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
cloudpickle (πŸ₯‰33 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 33M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 35M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -252,46 +252,46 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge cloudpickle ```
-
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT +
srsly (πŸ₯‰30 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 39K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): ``` - git clone https://github.com/python-rapidjson/python-rapidjson + git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2M / month Β· πŸ“¦ 280 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.4M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` - pip install python-rapidjson + pip install srsly ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.5M Β· ⏱️ 14.12.2023): +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge python-rapidjson + conda install -c conda-forge srsly ```
-
srsly (πŸ₯‰29 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 39K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 01.02.2024): ``` - git clone https://github.com/explosion/srsly + git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2.2M / month Β· πŸ“¦ 280 Β· ⏱️ 14.12.2023): ``` - pip install srsly + pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.5M Β· ⏱️ 14.12.2023): ``` - conda install -c conda-forge srsly + conda install -c conda-forge python-rapidjson ```
-
pysimdjson (πŸ₯‰26 Β· ⭐ 620) - Python bindings for the simdjson project. MIT +
pysimdjson (πŸ₯‰25 Β· ⭐ 620) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.3K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 660K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 750K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): ``` pip install pysimdjson ``` @@ -300,14 +300,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge pysimdjson ```
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hickle (πŸ₯‰24 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰24 Β· ⭐ 480 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 670 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 680 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 29K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 34K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -318,19 +318,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
rtoml (πŸ₯‰23 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 29 Β· πŸ“¦ 340 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 340 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 120K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 130K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): ``` pip install rtoml ```
Show 1 hidden projects... -- pyasn1 (πŸ₯‰34 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰33 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 240K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 150M / month Β· πŸ“¦ 76K Β· ⏱️ 20.01.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 160M / month Β· πŸ“¦ 77K Β· ⏱️ 20.01.2024): ``` pip install pandas ``` @@ -356,26 +356,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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polars (πŸ₯‡40 Β· ⭐ 24K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT +
polars (πŸ₯‡41 Β· ⭐ 24K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 350 Β· πŸ”€ 1.4K Β· πŸ“₯ 180 Β· πŸ“¦ 3 Β· πŸ“‹ 6.4K - 20% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.4K Β· πŸ“₯ 200 Β· πŸ“¦ 3 Β· πŸ“‹ 6.4K - 20% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.4M / month Β· πŸ“¦ 410 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.6M / month Β· πŸ“¦ 410 Β· ⏱️ 26.01.2024): ``` pip install polars ```
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xarray (πŸ₯‡40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1K Β· πŸ“¦ 24K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 24K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 3.9M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.2M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): ``` pip install xarray ``` @@ -384,14 +384,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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h5py (πŸ₯‡40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯ˆ40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 15M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` @@ -402,7 +402,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.3K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 630 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 3.9K - 17% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/modin-project/modin @@ -416,30 +416,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
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zarr (πŸ₯ˆ35 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT - -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“¦ 3.2K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 22.01.2024): - - ``` - git clone https://github.com/zarr-developers/zarr-python - ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 410K / month Β· πŸ“¦ 490 Β· ⏱️ 18.08.2023): - ``` - pip install zarr - ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.8M Β· ⏱️ 21.08.2023): - ``` - conda install -c conda-forge zarr - ``` -
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 20.01.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 28.01.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 760K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 850K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -450,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 200 Β· πŸ“₯ 520 Β· πŸ“‹ 360 - 18% open Β· ⏱️ 20.01.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 200 Β· πŸ“₯ 530 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.9M / month Β· πŸ“¦ 3.2K Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.9M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): ``` pip install numexpr ``` @@ -466,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ33 Β· ⭐ 2.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.3K Β· πŸ“‹ 710 - 41% open Β· ⏱️ 15.12.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.3K Β· πŸ“‹ 720 - 41% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.2M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.3M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): ``` pip install pandera ``` @@ -480,36 +464,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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TinyDB (πŸ₯ˆ32 Β· ⭐ 6.3K) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
docarray (πŸ₯ˆ33 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.7K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 21.01.2024): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 480K / month Β· πŸ“¦ 930 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 57K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` - pip install tinydb + pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 370K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge docarray ```
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docarray (πŸ₯ˆ32 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 +
zarr (πŸ₯ˆ33 Β· ⭐ 1.3K Β· πŸ“‰) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.7K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 21.01.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“¦ 3.2K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 22.01.2024): ``` - git clone https://github.com/jina-ai/docarray + git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 52K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 470K / month Β· πŸ“¦ 500 Β· ⏱️ 18.08.2023): ``` - pip install docarray + pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.8M Β· ⏱️ 21.08.2023): ``` - conda install -c conda-forge docarray + conda install -c conda-forge zarr + ``` +
+
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.4K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT + +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): + + ``` + git clone https://github.com/msiemens/tinydb + ``` +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 510K / month Β· πŸ“¦ 930 Β· ⏱️ 12.06.2023): + ``` + pip install tinydb + ``` +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 370K Β· ⏱️ 12.06.2023): + ``` + conda install -c conda-forge tinydb ```
Bottleneck (πŸ₯ˆ32 Β· ⭐ 980 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 670K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 720K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): ``` pip install Bottleneck ``` @@ -551,19 +551,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.3M / month Β· πŸ“¦ 66 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.4M / month Β· πŸ“¦ 66 Β· ⏱️ 03.10.2023): ``` pip install datasketch ```
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Vaex (πŸ₯‰29 Β· ⭐ 8.1K) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization.. MIT +
Vaex (πŸ₯‰29 Β· ⭐ 8.1K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 650 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 660 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 30K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 32K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -579,61 +579,61 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 52K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 54K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge datatable ```
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StaticFrame (πŸ₯‰28 Β· ⭐ 390) - Immutable and statically-typeable DataFrames with runtime type and.. MIT +
swifter (πŸ₯‰28 Β· ⭐ 2.4K Β· πŸ’€) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 610 - 6% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 31.07.2023): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 18.01.2024): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 440K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` - pip install static-frame + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 18.01.2024): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 310K Β· ⏱️ 31.07.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge swifter ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.4K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
StaticFrame (πŸ₯‰28 Β· ⭐ 390) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 610 - 6% open Β· ⏱️ 01.02.2024): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 500K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.9K / month Β· πŸ“¦ 2 Β· ⏱️ 30.01.2024): ``` - pip install pandarallel + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 30.01.2024): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge static-frame ```
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swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.4K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 410K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` - pip install swifter + pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 310K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge swifter + conda install -c conda-forge pandarallel ```
Pandas Summary (πŸ₯‰25 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 @@ -655,7 +655,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 9.6K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 26K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -667,7 +667,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 58 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -693,14 +693,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pyrsistent (πŸ₯‡36 Β· ⭐ 1.9K) - Persistent/Immutable/Functional data structures for Python. MIT +
pyrsistent (πŸ₯‡36 Β· ⭐ 2K) - Persistent/Immutable/Functional data structures for Python. MIT - [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 32M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 34M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -711,28 +711,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯‡33 Β· ⭐ 370) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 92 Β· πŸ“₯ 6.3K Β· πŸ“‹ 140 - 11% open Β· ⏱️ 20.01.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 93 Β· πŸ“₯ 6.3K Β· πŸ“‹ 150 - 11% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 74M / month Β· πŸ“¦ 3.4K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 78M / month Β· πŸ“¦ 3.4K Β· ⏱️ 20.07.2023): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 11M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 12M Β· ⏱️ 07.10.2023): ``` conda install -c conda-forge multidict ```
anytree (πŸ₯ˆ32 Β· ⭐ 880) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 130 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1M / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.1M / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -748,7 +748,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.8M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` pip install glom ``` @@ -759,12 +759,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 10 Β· πŸ“¦ 21K Β· πŸ“‹ 57 - 3% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 17 Β· πŸ“¦ 22K Β· πŸ“‹ 58 - 3% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.4M / month Β· πŸ“¦ 530 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 530 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -773,30 +773,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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python-benedict (πŸ₯‰29 Β· ⭐ 1.3K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
python-benedict (πŸ₯‰29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 500K / month Β· πŸ“¦ 39 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 550K / month Β· πŸ“¦ 39 Β· ⏱️ 27.12.2023): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 27.12.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 25.01.2024): ``` conda install -c conda-forge python-benedict ```
janus (πŸ₯‰27 Β· ⭐ 760) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 42 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 42 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 29.01.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 660K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 730K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -805,14 +805,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge janus ```
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munch (πŸ₯‰27 Β· ⭐ 730) - A Munch is a Python dictionary that provides attribute-style access (a la.. MIT +
munch (πŸ₯‰27 Β· ⭐ 730 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT - [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 85 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 870 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 870 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -821,30 +821,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge munch ```
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python-box (πŸ₯‰26 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT +
python-box (πŸ₯‰25 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT - [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 13% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 7.3M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 7.1M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 500K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 510K Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge python-box ```
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immutables (πŸ₯‰26 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 +
immutables (πŸ₯‰25 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 - [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.4K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 630K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 670K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -855,7 +855,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... -- python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.1K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +- python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - addict (πŸ₯‰29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - sqlitedict (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT @@ -867,30 +867,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡43 Β· ⭐ 17K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡44 Β· ⭐ 17K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1.6K Β· πŸ“¦ 330K Β· πŸ“‹ 3.6K - 8% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1.6K Β· πŸ“¦ 330K Β· πŸ“‹ 3.6K - 8% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 130M / month Β· πŸ“¦ 10K Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 140M / month Β· πŸ“¦ 10K Β· ⏱️ 29.01.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.8M Β· ⏱️ 22.12.2023): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.9M Β· ⏱️ 29.01.2024): ``` conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡41 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 150 Β· πŸ“¦ 510K Β· πŸ“‹ 800 - 3% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 150 Β· πŸ“¦ 510K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 29.01.2024): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 94M / month Β· πŸ“¦ 19K Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 100M / month Β· πŸ“¦ 19K Β· ⏱️ 19.01.2024): ``` pip install jsonschema ``` @@ -899,46 +899,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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cerberus (πŸ₯ˆ34 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC +
voluptuous (πŸ₯ˆ35 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 31.01.2024): ``` - git clone https://github.com/pyeve/cerberus + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): ``` - pip install cerberus + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 360K Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 340K Β· ⏱️ 17.11.2023): ``` - conda install -c conda-forge cerberus + conda install -c conda-forge voluptuous ```
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voluptuous (πŸ₯ˆ34 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
cerberus (πŸ₯ˆ33 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` - pip install voluptuous + pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 340K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 360K Β· ⏱️ 06.10.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge cerberus ```
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.1K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8.4M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8.9M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -954,23 +954,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 550K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 560K Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge validators ```
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param (πŸ₯‰31 Β· ⭐ 370) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰31 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 - [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.6K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 650K / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 670K / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): ``` pip install param ``` @@ -986,7 +986,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.1M / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.2M / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -997,16 +997,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰24 Β· ⭐ 750) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 240 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 250 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 190K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 230K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 40K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 41K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1018,27 +1018,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 10K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 11K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ```
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valideer (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT - -- [GitHub](https://github.com/podio/valideer) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 23 Β· πŸ“¦ 70 Β· πŸ“‹ 18 - 38% open Β· ⏱️ 05.01.2023): - - ``` - git clone https://github.com/podio/valideer - ``` -- [PyPi](https://pypi.org/project/valideer) (πŸ“₯ 8.1K / month Β· πŸ“¦ 17 Β· ⏱️ 20.12.2015): - ``` - pip install valideer - ``` -- [Conda](https://anaconda.org/conda-forge/valideer) (πŸ“₯ 21K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge valideer - ``` -
typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT - [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 81 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): @@ -1046,7 +1030,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.6K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1055,10 +1039,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
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Show 3 hidden projects... +
Show 4 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 - python-email-validator (πŸ₯‰28 Β· ⭐ 940) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 +- valideer (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 780 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1067,16 +1052,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. +πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡30 Β· ⭐ 5.2K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡31 Β· ⭐ 5.2K) - A lightweight, object-oriented finite state machine implementation.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.3K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 420K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 480K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1092,7 +1077,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.7K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1103,7 +1088,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 1 hidden projects... -- PyPattyrn (πŸ₯‰20 Β· ⭐ 2.1K Β· πŸ’€) - A simple library for implementing common design patterns. MIT +- PyPattyrn (πŸ₯‰20 Β· ⭐ 2.2K Β· πŸ’€) - A simple library for implementing common design patterns. MIT

@@ -1111,14 +1096,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯‡38 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 88K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 89K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 19M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 21M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` @@ -1134,7 +1119,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1145,12 +1130,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“₯ 35K Β· πŸ“‹ 740 - 45% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“₯ 35K Β· πŸ“‹ 750 - 45% open Β· ⏱️ 13.11.2023): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 220M / month Β· πŸ“¦ 5.8K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 230M / month Β· πŸ“¦ 5.8K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1159,62 +1144,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
-
holidays (πŸ₯ˆ36 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT +
pendulum (πŸ₯ˆ35 Β· ⭐ 5.9K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/vacanza/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· πŸ“₯ 190 Β· πŸ“¦ 15K Β· πŸ“‹ 500 - 20% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 530 Β· πŸ“¦ 25K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): ``` - git clone https://github.com/dr-prodigy/python-holidays + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6M / month Β· πŸ“¦ 460 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 20M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` - pip install holidays + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 15.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 900K Β· ⏱️ 07.01.2024): ``` - conda install -c conda-forge holidays + conda install -c conda-forge pendulum ```
-
pendulum (πŸ₯‰35 Β· ⭐ 5.9K) - Python datetimes made easy. MIT +
pytz (πŸ₯‰34 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 520 Β· πŸ“¦ 25K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 81 Β· πŸ“¦ 1.8M Β· πŸ“‹ 91 - 41% open Β· ⏱️ 29.01.2024): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 19M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 160M / month Β· πŸ“¦ 84K Β· ⏱️ 29.01.2024): ``` - pip install pendulum + pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 900K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 49M Β· ⏱️ 29.01.2024): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge pytz ```
-
pytz (πŸ₯‰33 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT +
holidays (πŸ₯‰32 Β· ⭐ 1.3K Β· πŸ“‰) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 78 Β· πŸ“¦ 1.8M Β· πŸ“‹ 82 - 42% open Β· ⏱️ 05.09.2023): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· ⏱️ 26.01.2024): ``` - git clone https://github.com/stub42/pytz + git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 150M / month Β· πŸ“¦ 84K Β· ⏱️ 05.09.2023): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.3M / month Β· πŸ“¦ 460 Β· ⏱️ 15.01.2024): ``` - pip install pytz + pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 48M Β· ⏱️ 05.09.2023): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 15.01.2024): ``` - conda install -c conda-forge pytz + conda install -c conda-forge holidays ```
tzlocal (πŸ₯‰31 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 58 Β· πŸ“¦ 150K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 60 Β· πŸ“¦ 150K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 39M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 42M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1234,14 +1219,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡41 Β· ⭐ 730 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡41 Β· ⭐ 730) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 310 Β· πŸ“¦ 88K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 89K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 190M / month Β· πŸ“¦ 900 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 200M / month Β· πŸ“¦ 900 Β· ⏱️ 11.12.2023): ``` pip install fsspec ``` @@ -1257,7 +1242,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 11M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): ``` pip install watchdog ``` @@ -1266,46 +1251,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ35 Β· ⭐ 620) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 630) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 91 Β· πŸ“¦ 380K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 91 Β· πŸ“¦ 380K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 100M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 110M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 16M Β· ⏱️ 31.10.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 17M Β· ⏱️ 31.10.2023): ``` conda install -c conda-forge filelock ```
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aiofiles (πŸ₯ˆ33 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ31 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 - [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 140 Β· πŸ“¦ 130K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 9.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 11M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 950K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 960K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge aiofiles ```
-
appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT +
appdirs (πŸ₯ˆ31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 270K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): ``` git clone https://github.com/ActiveState/appdirs ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 20M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): +- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 21M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): ``` pip install appdirs ``` @@ -1321,7 +1306,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.2M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1337,7 +1322,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.3M / month Β· πŸ“¦ 150 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 150 Β· ⏱️ 04.12.2023): ``` pip install path ``` @@ -1348,9 +1333,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... -- zipp (πŸ₯‰31 Β· ⭐ 45) - Backport of pathlib-compatible object wrapper for zip files. MIT -- pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT +- zipp (πŸ₯ˆ31 Β· ⭐ 45) - Backport of pathlib-compatible object wrapper for zip files. MIT +- pyfilesystem2 (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1358,14 +1343,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ“ˆ) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯‡38 Β· ⭐ 960) - Python 2 and 3 compatibility library. MIT - [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 190M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1374,30 +1359,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge six ```
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future (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT - -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 280 Β· πŸ“¦ 310K Β· πŸ“‹ 400 - 50% open Β· ⏱️ 29.01.2023): - - ``` - git clone https://github.com/PythonCharmers/python-future - ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 30M / month Β· πŸ“¦ 17K Β· ⏱️ 13.01.2023): - ``` - pip install future - ``` -- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge future - ``` -
-
typing (πŸ₯ˆ34 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 29.01.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.1M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.4M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1406,11 +1375,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typing ```
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Show 4 hidden projects... +
Show 5 hidden projects... +- future (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 -- pathlib2 (πŸ₯‰27 Β· ⭐ 79) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰27 Β· ⭐ 79 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰27 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1419,30 +1389,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡47 Β· ⭐ 6K Β· πŸ“ˆ) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡47 Β· ⭐ 6.1K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 610K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 610K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 210M / month Β· πŸ“¦ 22K Β· ⏱️ 25.01.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 220M / month Β· πŸ“¦ 22K Β· ⏱️ 30.01.2024): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 45M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 45M Β· ⏱️ 31.01.2024): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 280 Β· πŸ“¦ 86K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 290 Β· πŸ“¦ 87K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 30M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 32M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): ``` pip install pycryptodomex ``` @@ -1451,34 +1421,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pycryptodomex ```
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tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/google/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 500 - 7% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 500 - 7% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 360K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 380K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 130 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 200 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 140 - 7% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 140 - 7% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 48M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 50M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.4M Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.5M Β· ⏱️ 15.12.2023): ``` conda install -c conda-forge bcrypt ``` @@ -1490,23 +1460,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 38M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 43M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.1M Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.2M Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge keyring ```
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asn1crypto (πŸ₯‰32 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰33 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 61M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 63M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1515,14 +1485,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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rsa (πŸ₯‰31 Β· ⭐ 460) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰30 Β· ⭐ 460) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 01.11.2023): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 130M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 140M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1539,12 +1509,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.7M / month Β· πŸ“¦ 4.1K Β· ⏱️ 30.01.2024): ``` pip install ansible ``` @@ -1555,44 +1525,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 31.01.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 25.01.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 01.02.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 410M / month Β· πŸ“¦ 8.6K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 450M / month Β· πŸ“¦ 8.7K Β· ⏱️ 31.01.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 25.01.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 31.01.2024): ``` conda install -c conda-forge botocore ```
docker (πŸ₯ˆ43 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 800 Β· πŸ“¦ 74K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 810 Β· πŸ“¦ 75K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 35M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 38M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): ``` pip install docker ``` @@ -1603,44 +1573,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pulumi (πŸ₯ˆ42 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 1K Β· πŸ“₯ 2M Β· πŸ“¦ 7.2K Β· πŸ“‹ 6.9K - 30% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.1M Β· πŸ“¦ 7.2K Β· πŸ“‹ 6.9K - 30% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 870K / month Β· πŸ“¦ 170 Β· ⏱️ 25.01.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 950K / month Β· πŸ“¦ 170 Β· ⏱️ 01.02.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 1.8M / month Β· πŸ“¦ 930 Β· ⏱️ 18.01.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.1M / month Β· πŸ“¦ 930 Β· ⏱️ 25.01.2024): ``` npm install @pulumi/pulumi ```
paramiko (πŸ₯ˆ42 Β· ⭐ 8.7K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 90K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 90K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 27.01.2024): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 45M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 48M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.1M Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.2M Β· ⏱️ 19.12.2023): ``` conda install -c conda-forge paramiko ```
docker-compose (πŸ₯ˆ40 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 88M Β· πŸ“¦ 360 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 86M Β· πŸ“¦ 380 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1672,51 +1642,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 200K / month Β· πŸ“¦ 270 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 220K / month Β· πŸ“¦ 270 Β· ⏱️ 17.11.2023): ``` pip install netmiko ```
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fabric (πŸ₯‰36 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 +
schedule (πŸ₯‰35 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 23.09.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 32K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): ``` - git clone https://github.com/fabric/fabric + git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 4.5M / month Β· πŸ“¦ 150 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): ``` - pip install fabric + pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 81K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 49K Β· ⏱️ 02.10.2023): ``` - conda install -c conda-forge fabric + conda install -c conda-forge schedule ```
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schedule (πŸ₯‰35 Β· ⭐ 11K) - Python job scheduling for humans. MIT +
fabric (πŸ₯‰34 Β· ⭐ 14K Β· πŸ“‰) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 32K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 26.01.2024): ``` - git clone https://github.com/dbader/schedule + git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.2M / month Β· πŸ“¦ 150 Β· ⏱️ 31.08.2023): ``` - pip install schedule + pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 49K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 82K Β· ⏱️ 31.08.2023): ``` - conda install -c conda-forge schedule + conda install -c conda-forge fabric ```
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plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰32 Β· ⭐ 2.7K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT - [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.7K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.4M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.8M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1727,12 +1697,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.5K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.6K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7.4M / month Β· πŸ“¦ 330 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1741,14 +1711,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰29 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT +
pyinfra (πŸ₯‰30 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 98 Β· πŸ“‹ 700 - 22% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 98 Β· πŸ“‹ 700 - 21% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 31K / month Β· πŸ“¦ 12 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 33K / month Β· πŸ“¦ 12 Β· ⏱️ 25.01.2024): ``` pip install pyinfra ``` @@ -1760,7 +1730,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.2K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1771,11 +1741,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... -- parallel-ssh (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 +- parallel-ssh (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰14 Β· ⭐ 250) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰14 Β· ⭐ 260) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1790,7 +1760,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 51M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 57M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1799,14 +1769,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
-
supervisor (πŸ₯ˆ35 Β· ⭐ 8.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ36 Β· ⭐ 8.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License - [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1815,14 +1785,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯ˆ35 Β· ⭐ 6.8K) - Python process launching. MIT +
sh (πŸ₯‰34 Β· ⭐ 6.8K) - Python process launching. MIT - [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 04.01.2024): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 4.9M / month Β· πŸ“¦ 2.6K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.5M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1833,12 +1803,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ptyprocess (πŸ₯‰26 Β· ⭐ 200) - Run a subprocess in a pseudo terminal. ISC -- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 63 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 64 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 37M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 41M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1853,46 +1823,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡38 Β· ⭐ 9.8K) - Ultra fast asyncio event loop. Apache-2 +
greenlet (πŸ₯‡39 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 330K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 8.1M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 93M / month Β· πŸ“¦ 10K Β· ⏱️ 21.12.2023): ``` - pip install uvloop + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 680K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.7M Β· ⏱️ 21.12.2023): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge greenlet ```
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greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT +
uvloop (πŸ₯ˆ38 Β· ⭐ 9.8K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 330K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 88M / month Β· πŸ“¦ 10K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 8.9M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` - pip install greenlet + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.7M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 680K Β· ⏱️ 23.10.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge uvloop ```
-
anyio (πŸ₯‡38 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯ˆ38 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“¦ 230K Β· πŸ“‹ 340 - 17% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“¦ 230K Β· πŸ“‹ 330 - 14% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 97M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 91M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): ``` pip install anyio ``` @@ -1901,30 +1871,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anyio ```
-
asyncer (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ“ˆ) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰27 Β· ⭐ 1.3K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 47 Β· πŸ“¦ 3.1K Β· πŸ“‹ 15 - 73% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 3.1K Β· πŸ“‹ 18 - 77% open Β· ⏱️ 28.01.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 89K / month Β· πŸ“¦ 73 Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 100K / month Β· πŸ“¦ 74 Β· ⏱️ 28.01.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.5K Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.7K Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge asyncer ```
-
aiomisc (πŸ₯‰24 Β· ⭐ 350) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰23 Β· ⭐ 350) - aiomisc - miscellaneous utils for asyncio. MIT - [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 350 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 13K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 15K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ``` @@ -1936,11 +1906,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 590K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 560K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 770K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1955,46 +1925,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
traitlets (πŸ₯‡39 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 +
python-dotenv (πŸ₯‡38 Β· ⭐ 6.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 320 Β· πŸ“¦ 400K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 670K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/ipython/traitlets + git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 32M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 41M / month Β· πŸ“¦ 9.8K Β· ⏱️ 23.01.2024): ``` - pip install traitlets + pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 25M Β· ⏱️ 02.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.9M Β· ⏱️ 23.01.2024): ``` - conda install -c conda-forge traitlets + conda install -c conda-forge python-dotenv ```
-
python-dotenv (πŸ₯ˆ38 Β· ⭐ 6.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
traitlets (πŸ₯‡38 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 660K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 320 Β· πŸ“¦ 400K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 02.01.2024): ``` - git clone https://github.com/theskumar/python-dotenv + git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 35M / month Β· πŸ“¦ 9.8K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 35M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): ``` - pip install python-dotenv + pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.9M Β· ⏱️ 23.01.2024): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 25M Β· ⏱️ 02.01.2024): ``` - conda install -c conda-forge python-dotenv + conda install -c conda-forge traitlets ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.4K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.8K Β· πŸ“‹ 480 - 21% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.8K Β· πŸ“‹ 480 - 21% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 1.9M / month Β· πŸ“¦ 290 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2M / month Β· πŸ“¦ 300 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` @@ -2010,11 +1980,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 13K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 15K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 880K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 890K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2026,7 +1996,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 490 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6.7M / month Β· πŸ“¦ 490 Β· ⏱️ 29.11.2023): ``` pip install omegaconf ``` @@ -2042,7 +2012,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2058,7 +2028,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 150K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 180K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2067,30 +2037,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge gin-config ```
-
configobj (πŸ₯‰27 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 - -- [GitHub](https://github.com/DiffSK/configobj) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 72 Β· πŸ“₯ 420 Β· πŸ“¦ 33K Β· πŸ“‹ 170 - 42% open Β· ⏱️ 18.01.2023): - - ``` - git clone https://github.com/DiffSK/configobj - ``` -- [PyPi](https://pypi.org/project/configobj) (πŸ“₯ 3.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 18.01.2023): - ``` - pip install configobj - ``` -- [Conda](https://anaconda.org/conda-forge/configobj) (πŸ“₯ 760K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge configobj - ``` -
-
everett (πŸ₯‰25 Β· ⭐ 140) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰25 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 32 Β· πŸ“¦ 1.1K Β· πŸ“‹ 84 - 3% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.1K Β· πŸ“‹ 86 - 4% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 80K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 92K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2099,20 +2053,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge everett ```
+
Show 1 hidden projects... + +- configobj (πŸ₯‰29 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +

## CLI Development Back to top -
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 - [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 220 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 150M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 160M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2123,12 +2081,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 46K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 160K Β· πŸ“‹ 1.3K - 15% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 160K Β· πŸ“‹ 1.3K - 18% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 36M / month Β· πŸ“¦ 6.2K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 40M / month Β· πŸ“¦ 6.2K Β· ⏱️ 15.11.2023): ``` pip install rich ``` @@ -2144,7 +2102,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 35M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 40M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2155,28 +2113,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ37 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· πŸ“‹ 330 - 44% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· πŸ“‹ 320 - 44% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 850K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 860K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 120M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 130M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2187,12 +2145,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 120 Β· πŸ“₯ 330 Β· πŸ“¦ 49K Β· πŸ“‹ 260 - 20% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 120 Β· πŸ“₯ 330 Β· πŸ“¦ 50K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 29.01.2024): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 22M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 24M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): ``` pip install argcomplete ``` @@ -2208,7 +2166,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 24M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 28M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2224,7 +2182,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 48M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 54M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2240,7 +2198,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 12M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 14M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): ``` pip install typer ``` @@ -2256,7 +2214,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.7M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.9M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` @@ -2265,14 +2223,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge questionary ```
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asciimatics (πŸ₯‰31 Β· ⭐ 3.5K Β· πŸ“‰) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰30 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 - [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 960 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 87K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 130K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2281,14 +2239,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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ConfigArgParse (πŸ₯‰27 Β· ⭐ 680) - A drop-in replacement for argparse that allows options to also be.. MIT +
ConfigArgParse (πŸ₯‰27 Β· ⭐ 680 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 3.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2299,24 +2257,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰22 Β· ⭐ 150 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 270 Β· πŸ“‹ 30 - 50% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 270 Β· πŸ“‹ 31 - 51% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 95K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 110K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 57 Β· πŸ“¦ 6 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 10.07.2023): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 57 Β· πŸ“¦ 6 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 29.01.2024): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 160 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2343,7 +2301,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡32 Β· ⭐ 1.9K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡33 Β· ⭐ 1.9K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 3% open Β· ⏱️ 30.10.2023): @@ -2359,26 +2317,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 980) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ29 Β· ⭐ 980) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 320K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 390K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
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beaker (πŸ₯‰27 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. BSD-3 +
beaker (πŸ₯‰28 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. BSD-3 - [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5.1K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 250K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 270K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2389,12 +2347,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 480 Β· πŸ“¦ 4.9K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 490 Β· πŸ“¦ 4.9K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 150K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2403,14 +2361,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰24 Β· ⭐ 480) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰24 Β· ⭐ 490) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 56 Β· πŸ“¦ 430 Β· πŸ“‹ 70 - 25% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 57 Β· πŸ“¦ 430 Β· πŸ“‹ 73 - 28% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 29K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 34K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): ``` pip install cachier ``` @@ -2429,28 +2387,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡41 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 140K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 150K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 330K Β· ⏱️ 05.01.2024): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 340K Β· ⏱️ 05.01.2024): ``` conda install -c conda-forge kivy ```
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 11K Β· πŸ“‹ 3.5K - 20% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 11K Β· πŸ“‹ 3.5K - 21% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 570K / month Β· πŸ“¦ 350 Β· ⏱️ 21.05.2023): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 620K / month Β· πŸ“¦ 350 Β· ⏱️ 21.05.2023): ``` pip install pysimplegui ``` @@ -2459,42 +2417,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pysimplegui ```
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DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ35 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 630 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 630 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 52K / month Β· πŸ“¦ 54 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 63K / month Β· πŸ“¦ 54 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 6K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.7K Β· πŸ“‹ 520 - 34% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.7K Β· πŸ“‹ 530 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 64K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 68K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.4K Β· πŸ“¦ 3 Β· πŸ“‹ 830 - 17% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.4K Β· πŸ“¦ 3 Β· πŸ“‹ 830 - 17% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.3K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.9K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 27 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 18 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2506,7 +2464,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 360 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 400 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2529,14 +2487,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡20 Β· ⭐ 530 Β· 🐣) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡20 Β· ⭐ 560) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 26 Β· πŸ“₯ 580 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 27 Β· πŸ“₯ 600 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 170 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2559,102 +2517,86 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.01.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 860K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 860K Β· ⏱️ 26.01.2024): ``` conda install -c conda-forge phonenumbers ```
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chardet (πŸ₯‡34 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 +
emoji (πŸ₯‡34 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 6 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 300 Β· πŸ“¦ 65K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 31.01.2024): ``` - git clone https://github.com/chardet/chardet + git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 50M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 31.01.2024): ``` - pip install chardet + pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 22M Β· ⏱️ 23.09.2023): - ``` - conda install -c conda-forge chardet - ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 57 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 67K Β· ⏱️ 31.01.2024): ``` - npm install @pypi/chardet + conda install -c conda-forge emoji ```
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emoji (πŸ₯‡34 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 +
chardet (πŸ₯ˆ32 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 300 Β· πŸ“¦ 65K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 6 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/carpedm20/emoji - ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 18.01.2024): - ``` - pip install emoji - ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 66K Β· ⏱️ 19.01.2024): - ``` - conda install -c conda-forge emoji + git clone https://github.com/chardet/chardet ``` -
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inflect (πŸ₯ˆ30 Β· ⭐ 890) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 26.12.2023): - +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 54M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/jaraco/inflect + pip install chardet ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 22M Β· ⏱️ 23.09.2023): ``` - pip install inflect + conda install -c conda-forge chardet ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 45 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` - conda install -c conda-forge inflect + npm install @pypi/chardet ```
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python-slugify (πŸ₯‰29 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯ˆ30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 100 Β· πŸ“‹ 70 - 4% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“‹ 71 - 1% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 12M / month Β· πŸ“¦ 2.9K Β· ⏱️ 24.02.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 14M / month Β· πŸ“¦ 2.9K Β· ⏱️ 31.01.2024): ``` pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 09.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 31.01.2024): ``` conda install -c conda-forge python-slugify ```
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pyahocorasick (πŸ₯‰27 Β· ⭐ 860 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +
inflect (πŸ₯ˆ30 Β· ⭐ 890) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 2.5K Β· πŸ“‹ 130 - 19% open Β· ⏱️ 14.01.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 26.12.2023): ``` - git clone https://github.com/WojciechMula/pyahocorasick + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 580K / month Β· πŸ“¦ 120 Β· ⏱️ 14.01.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` - pip install pyahocorasick + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 210K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): ``` - conda install -c conda-forge pyahocorasick + conda install -c conda-forge inflect ```
price-parser (πŸ₯‰21 Β· ⭐ 290) - Extract price amount and currency symbol from a raw text string. BSD-3 @@ -2664,31 +2606,17 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 68K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 75K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
-
coolname (πŸ₯‰21 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - -- [GitHub](https://github.com/alexanderlukanin13/coolname) (πŸ‘¨β€πŸ’» 3 Β· πŸ”€ 12 Β· πŸ“¦ 2.1K Β· πŸ“‹ 9 - 22% open Β· ⏱️ 09.01.2023): - - ``` - git clone https://github.com/alexanderlukanin13/coolname - ``` -- [PyPi](https://pypi.org/project/coolname) (πŸ“₯ 380K / month Β· πŸ“¦ 64 Β· ⏱️ 09.01.2023): - ``` - pip install coolname - ``` -- [Conda](https://anaconda.org/conda-forge/coolname) (πŸ“₯ 82K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge coolname - ``` -
-
Show 3 hidden projects... +
Show 5 hidden projects... -- humanize (πŸ₯ˆ32 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT +- humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT +- pyahocorasick (πŸ₯‰27 Β· ⭐ 860 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- coolname (πŸ₯‰21 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - millify (πŸ₯‰14 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2707,25 +2635,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡48 Β· ⭐ 8.5K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡48 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 850M / month Β· πŸ“¦ 18K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 920M / month Β· πŸ“¦ 18K Β· ⏱️ 31.01.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 25.01.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 01.02.2024): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.3K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.4K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 710K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 710K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2739,30 +2667,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 +
redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 13% open Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/googleapis/google-cloud-python + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 57M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 36M / month Β· πŸ“¦ 28K Β· ⏱️ 15.01.2024): ``` - pip install google-cloud-storage + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.1M Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 26.09.2023): ``` - conda install -c conda-forge google-cloud-storage + conda install -c conda-forge redis-py ```
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4.1K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.2K - 13% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.2K - 13% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 45M / month Β· πŸ“¦ 740 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 740 Β· ⏱️ 07.11.2023): ``` pip install azure-storage-blob ``` @@ -2773,12 +2701,12 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 26K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 26K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.7K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.6M / month Β· πŸ“¦ 3.7K Β· ⏱️ 13.10.2023): ``` pip install peewee ``` @@ -2787,14 +2715,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
+
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 + +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 01.02.2024): + + ``` + git clone https://github.com/googleapis/google-cloud-python + ``` +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 60M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): + ``` + pip install google-cloud-storage + ``` +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.1M Β· ⏱️ 13.12.2023): + ``` + conda install -c conda-forge google-cloud-storage + ``` +
PyMySQL (πŸ₯‡40 Β· ⭐ 7.5K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 38M / month Β· πŸ“¦ 640 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 40M / month Β· πŸ“¦ 640 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2805,7 +2749,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2814,27 +2758,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 960K Β· ⏱️ 19.01.2024): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 970K Β· ⏱️ 19.01.2024): ``` conda install -c conda-forge elasticsearch ```
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kafka-python (πŸ₯ˆ39 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 - -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 24K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 14.12.2023): - - ``` - git clone https://github.com/dpkp/kafka-python - ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): - ``` - pip install kafka-python - ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge kafka-python - ``` -
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT - [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 20.01.2024): @@ -2842,7 +2770,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2853,12 +2781,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 31.01.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 22M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 24M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): ``` pip install pymongo ``` @@ -2874,7 +2802,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 32M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 34M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` @@ -2883,78 +2811,62 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge alembic ```
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python-bigquery (πŸ₯ˆ38 Β· ⭐ 690) - Google BigQuery API client library. Apache-2 - -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 320 Β· πŸ“¦ 25K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 24.01.2024): - - ``` - git clone https://github.com/googleapis/python-bigquery - ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 35M / month Β· πŸ“¦ 1.2K Β· ⏱️ 24.01.2024): - ``` - pip install google-cloud-bigquery - ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 14.01.2024): - ``` - conda install -c conda-forge google-cloud-bigquery - ``` -
-
sqlmodel (πŸ₯ˆ37 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
kafka-python (πŸ₯ˆ38 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.3K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 24K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 14.12.2023): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 540K / month Β· πŸ“¦ 200 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` - pip install sqlmodel + pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 25K Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge kafka-python ```
-
redis (πŸ₯ˆ37 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +
python-bigquery (πŸ₯ˆ38 Β· ⭐ 690) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.3K Β· πŸ“‹ 1.6K - 10% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 30.01.2024): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 32M / month): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 36M / month Β· πŸ“¦ 1.2K Β· ⏱️ 25.01.2024): ``` - pip install redis + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 25.01.2024): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge google-cloud-bigquery ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 220K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1K - 3% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 220K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 37M / month Β· πŸ“¦ 65 Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 38M / month Β· πŸ“¦ 65 Β· ⏱️ 24.01.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 450K Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 460K Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge awswrangler ```
Ibis (πŸ₯ˆ37 Β· ⭐ 3.4K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 470 Β· πŸ“₯ 110 Β· πŸ“¦ 990 Β· πŸ“‹ 2.5K - 5% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 470 Β· πŸ“₯ 110 Β· πŸ“¦ 1K Β· πŸ“‹ 2.5K - 5% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 92K / month Β· πŸ“¦ 53 Β· ⏱️ 21.01.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 110K / month Β· πŸ“¦ 53 Β· ⏱️ 28.01.2024): ``` pip install ibis-framework ``` @@ -2963,14 +2875,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
+
sqlmodel (πŸ₯ˆ36 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic + +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.4K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): + + ``` + git clone https://github.com/tiangolo/sqlmodel + ``` +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 620K / month Β· πŸ“¦ 200 Β· ⏱️ 04.12.2023): + ``` + pip install sqlmodel + ``` +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 25K Β· ⏱️ 04.12.2023): + ``` + conda install -c conda-forge sqlmodel + ``` +
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 9.9K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 19.01.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 19.01.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.2M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): ``` pip install elasticsearch-dsl ``` @@ -2981,12 +2909,12 @@ _Libraries for connecting to, operating, and querying databases._
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 4.7M / month Β· πŸ“¦ 7.3K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5M / month Β· πŸ“¦ 7.3K Β· ⏱️ 13.12.2023): ``` pip install mysqlclient ``` @@ -2995,62 +2923,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mysqlclient ```
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Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 - -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 210 Β· πŸ“¦ 80K Β· ⏱️ 16.01.2024): - - ``` - git clone https://github.com/mongodb/motor - ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): - ``` - pip install motor - ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 64K Β· ⏱️ 15.11.2023): - ``` - conda install -c conda-forge motor - ``` -
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SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.2K Β· πŸ’€) - Various utility functions and datatypes for SQLAlchemy. BSD-3 +
s3fs (πŸ₯ˆ36 Β· ⭐ 780) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 27K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 29.06.2023): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 28% open Β· ⏱️ 16.12.2023): ``` - git clone https://github.com/kvesteri/sqlalchemy-utils + git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 210M / month Β· πŸ“¦ 760 Β· ⏱️ 11.12.2023): ``` - pip install sqlalchemy-utils + pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.5M Β· ⏱️ 12.12.2023): ``` - conda install -c conda-forge sqlalchemy-utils + conda install -c conda-forge s3fs ```
-
s3fs (πŸ₯ˆ35 Β· ⭐ 780) - S3 Filesystem. BSD-3 +
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 28% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 210 Β· πŸ“¦ 81K Β· ⏱️ 31.01.2024): ``` - git clone https://github.com/fsspec/s3fs + git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 210M / month Β· πŸ“¦ 750 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): ``` - pip install s3fs + pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.5M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 64K Β· ⏱️ 15.11.2023): ``` - conda install -c conda-forge s3fs + conda install -c conda-forge motor ```
minio (πŸ₯ˆ35 Β· ⭐ 730) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.3K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.4K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.7M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.8M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2024): ``` pip install minio ``` @@ -3066,7 +2978,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 280M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 290M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): ``` pip install s3transfer ``` @@ -3075,90 +2987,106 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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libcloud (πŸ₯ˆ34 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 940 Β· πŸ“‹ 210 - 41% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 810 Β· πŸ“‹ 530 - 18% open Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/apache/libcloud + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 240K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 880 Β· ⏱️ 21.11.2023): ``` - pip install apache-libcloud + pip install prometheus_client + ``` +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): + ``` + conda install -c conda-forge prometheus_client + ``` +
+
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 + +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 31.01.2024): + + ``` + git clone https://github.com/kvesteri/sqlalchemy-utils + ``` +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.9M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): + ``` + pip install sqlalchemy-utils + ``` +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge sqlalchemy-utils ```
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 9K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 9.1K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 7.8M / month Β· πŸ“¦ 340 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 8.1M / month Β· πŸ“¦ 340 Β· ⏱️ 12.12.2023): ``` pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 29.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 25.01.2024): ``` conda install -c conda-forge pandas-gbq ```
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tortoise-orm (πŸ₯‰33 Β· ⭐ 4.1K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
Pony (πŸ₯‰33 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7K Β· πŸ“‹ 990 - 49% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 84 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` - git clone https://github.com/tortoise/tortoise-orm + git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 95K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 120K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): ``` - pip install tortoise-orm + pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge tortoise-orm + conda install -c conda-forge pony ```
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Prometheus Client (πŸ₯‰33 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 +
PyPika (πŸ₯‰33 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“‹ 520 - 18% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 460 - 43% open Β· ⏱️ 10.12.2023): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 23M / month Β· πŸ“¦ 880 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.3M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): ``` - pip install prometheus_client + pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 7.5K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge pypika ```
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Pony (πŸ₯‰33 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 +
libcloud (πŸ₯‰33 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 84 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 940 Β· πŸ“‹ 210 - 41% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/ponyorm/pony - ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 100K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): - ``` - pip install pony + git clone https://github.com/apache/libcloud ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 250K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` - conda install -c conda-forge pony + pip install apache-libcloud ```
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.1K Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.2K Β· ⏱️ 21.12.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.3M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): ``` pip install cassandra-driver ``` @@ -3169,81 +3097,81 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8K Β· πŸ“‹ 230 - 0% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.1K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 120K / month Β· πŸ“¦ 230 Β· ⏱️ 28.12.2023): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 29.01.2024): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 28.12.2023): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 29.01.2024): ``` conda install -c conda-forge neo4j-python-driver ```
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Databases (πŸ₯‰32 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 +
tortoise-orm (πŸ₯‰32 Β· ⭐ 4.1K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 250 Β· πŸ“¦ 22K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 18.01.2024): ``` - git clone https://github.com/encode/databases + git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 320K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 110K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` - pip install databases + pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 11.08.2023): ``` - conda install -c conda-forge databases + conda install -c conda-forge tortoise-orm ```
PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 21.01.2024): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 450K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 460K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
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PyPika (πŸ₯‰32 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 460 - 43% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 14.01.2024): ``` - git clone https://github.com/kayak/pypika - ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.1M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): - ``` - pip install pypika + git clone https://github.com/nithinmurali/pygsheets ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 7.3K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): ``` - conda install -c conda-forge pypika + pip install pygsheets ```
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pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT +
Databases (πŸ₯‰31 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 250 Β· πŸ“¦ 22K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 28.11.2023): ``` - git clone https://github.com/nithinmurali/pygsheets + git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.2M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` - pip install pygsheets + pip install databases + ``` +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): + ``` + conda install -c conda-forge databases ```
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influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT +
influxdb (πŸ₯‰31 Β· ⭐ 1.7K Β· πŸ’€) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 8K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): @@ -3259,30 +3187,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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dataset (πŸ₯‰30 Β· ⭐ 4.7K) - Easy-to-use data handling for SQL data stores with support for implicit.. MIT +
dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT - [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.6K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 84K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 92K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.8K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.9K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
+
cx-Oracle (πŸ₯‰30 Β· ⭐ 870 Β· πŸ“ˆ) - Python interface to Oracle Database now superseded by python-.. BSD-3 + +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): + + ``` + git clone https://github.com/oracle/python-cx_Oracle + ``` +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.2M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): + ``` + pip install cx-Oracle + ``` +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 520K Β· ⏱️ 24.09.2023): + ``` + conda install -c conda-forge cx_oracle + ``` +
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 280K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 290K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3298,7 +3242,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 260K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3307,6 +3251,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
+
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 + +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.5K): + + ``` + git clone https://github.com/confluentinc/confluent-kafka-python + ``` +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 11M / month Β· πŸ“¦ 480 Β· ⏱️ 25.10.2023): + ``` + pip install confluent-kafka + ``` +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 820K Β· ⏱️ 30.01.2024): + ``` + conda install -c conda-forge python-confluent-kafka + ``` +
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT - [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 81 Β· πŸ“¦ 320 Β· πŸ“‹ 350 - 31% open Β· ⏱️ 23.01.2024): @@ -3314,47 +3274,43 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 13K / month Β· πŸ“¦ 11 Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 16K / month Β· πŸ“¦ 11 Β· ⏱️ 23.01.2024): ``` pip install piccolo ```
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confluent-kafka-python (πŸ₯‰28 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 +
prisma (πŸ₯‰28 Β· ⭐ 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.4K): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 52% open Β· ⏱️ 31.01.2024): ``` - git clone https://github.com/confluentinc/confluent-kafka-python - ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 10M / month Β· πŸ“¦ 480 Β· ⏱️ 25.10.2023): - ``` - pip install confluent-kafka + git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 810K Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 65K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): ``` - conda install -c conda-forge python-confluent-kafka + pip install prisma ```
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ODMantic (πŸ₯‰28 Β· ⭐ 920) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰28 Β· ⭐ 930) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 82 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 83 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 22K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 23K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ```
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 820 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 830 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 47K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 52K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3363,18 +3319,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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prisma (πŸ₯‰26 Β· ⭐ 1.4K Β· πŸ“‰) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 52% open Β· ⏱️ 23.01.2024): - - ``` - git clone https://github.com/RobertCraigie/prisma-client-py - ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 57K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): - ``` - pip install prisma - ``` -
filedepot (πŸ₯‰23 Β· ⭐ 150 Β· πŸ’€) - Toolkit for storing files and attachments in web applications. MIT - [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 990 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): @@ -3382,50 +3326,49 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 11K / month Β· πŸ“¦ 47 Β· ⏱️ 15.06.2023): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 48 Β· ⏱️ 15.06.2023): ``` pip install filedepot ```
aioprometheus (πŸ₯‰22 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 210 Β· πŸ“‹ 34 - 29% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 220 Β· πŸ“‹ 34 - 29% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 130K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 150K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 130 Β· πŸ“‹ 400 - 10% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“‹ 410 - 10% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/psycopg/psycopg ```
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Show 18 hidden projects... +
Show 17 hidden projects... -- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯‰33 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰30 Β· ⭐ 57) - Google Cloud Bigtable API client library. Apache-2 +- psycopg2 (πŸ₯ˆ37 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 58) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 -- cx-Oracle (πŸ₯‰28 Β· ⭐ 870 Β· πŸ“‰) - Python interface to Oracle Database now superseded by.. ❗Unlicensed - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- py2neo (πŸ₯‰24 Β· ⭐ 6) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- py2neo (πŸ₯‰23 Β· ⭐ 6) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PugSQL (πŸ₯‰20 Β· ⭐ 650 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - PyMODM (πŸ₯‰20 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3438,12 +3381,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.5K Β· πŸ“¦ 36K Β· πŸ“‹ 2.7K - 24% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.5K Β· πŸ“¦ 36K Β· πŸ“‹ 2.7K - 24% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 6M / month Β· πŸ“¦ 860 Β· ⏱️ 30.12.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7M / month Β· πŸ“¦ 870 Β· ⏱️ 30.12.2023): ``` pip install datasets ``` @@ -3454,50 +3397,50 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 690 - 2% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 690 - 2% open Β· ⏱️ 29.01.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 11M / month Β· πŸ“¦ 3.3K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 12M / month Β· πŸ“¦ 3.3K Β· ⏱️ 29.01.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 30.01.2024): ``` conda install -c conda-forge faker ```
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Tablib (πŸ₯‡36 Β· ⭐ 4.4K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 91K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 20K Β· πŸ“¦ 31K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/jazzband/tablib + git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 640 Β· ⏱️ 12.12.2023): ``` - pip install tablib + pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 94K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 710K Β· ⏱️ 13.12.2023): ``` - conda install -c conda-forge tablib + conda install -c conda-forge xlwings ```
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xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
Tablib (πŸ₯ˆ35 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 20K Β· πŸ“¦ 30K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 91K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 01.01.2024): ``` - git clone https://github.com/xlwings/xlwings + git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 140K / month Β· πŸ“¦ 640 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` - pip install xlwings + pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 710K Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 94K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge xlwings + conda install -c conda-forge tablib ```
xmltodict (πŸ₯ˆ34 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT @@ -3507,7 +3450,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 29M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 32M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3523,7 +3466,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 5.9M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3534,28 +3477,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ33 Β· ⭐ 3.7K) - Google Drive Public File/Folder Downloader (curl/wget fails due to the.. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 310 Β· πŸ“¦ 25K Β· πŸ“‹ 150 - 14% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 310 Β· πŸ“¦ 26K Β· πŸ“‹ 150 - 14% open Β· ⏱️ 28.01.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.3M / month Β· πŸ“¦ 460 Β· ⏱️ 20.01.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 460 Β· ⏱️ 26.01.2024): ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 250K Β· ⏱️ 20.01.2024): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 250K Β· ⏱️ 26.01.2024): ``` conda install -c conda-forge gdown ```
csvkit (πŸ₯ˆ32 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.5K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): ``` pip install csvkit ``` @@ -3571,7 +3514,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 17M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 18M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): ``` pip install smart-open ``` @@ -3587,7 +3530,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 380K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3598,12 +3541,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
snorkel (πŸ₯‰30 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 440 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 450 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 26K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3612,32 +3555,32 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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img2dataset (πŸ₯‰28 Β· ⭐ 3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
Intake (πŸ₯‰30 Β· ⭐ 970 Β· πŸ“ˆ) - Intake is a lightweight package for finding, investigating, loading.. BSD-2 -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 290 Β· πŸ“₯ 1.5K Β· πŸ“¦ 100 Β· πŸ“‹ 250 - 43% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.9K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 31.01.2024): ``` - git clone https://github.com/rom1504/img2dataset + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 22K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 53K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): ``` - pip install img2dataset + pip install intake + ``` +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge intake ```
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Intake (πŸ₯‰28 Β· ⭐ 960) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
img2dataset (πŸ₯‰28 Β· ⭐ 3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.9K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 290 Β· πŸ“₯ 1.5K Β· πŸ“¦ 110 Β· πŸ“‹ 250 - 43% open Β· ⏱️ 29.01.2024): ``` - git clone https://github.com/intake/intake - ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 49K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): - ``` - pip install intake + git clone https://github.com/rom1504/img2dataset ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 530K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 22K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` - conda install -c conda-forge intake + pip install img2dataset ```
camelot (πŸ₯‰24 Β· ⭐ 2.5K) - A Python library to extract tabular data from PDFs. MIT @@ -3647,43 +3590,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.1K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.6K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ```
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rows (πŸ₯‰22 Β· ⭐ 850 Β· πŸ’€) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 - [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 610 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 670 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
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Upgini (πŸ₯‰21 Β· ⭐ 270) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰22 Β· ⭐ 270) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 01.02.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6.7K / month Β· ⏱️ 25.01.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.2K / month Β· ⏱️ 01.02.2024): ``` pip install upgini ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.4K) - A web interface to extract tabular data from PDFs. MIT +
excalibur (πŸ₯‰20 Β· ⭐ 1.4K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 210 Β· πŸ“₯ 11K Β· πŸ“‹ 120 - 68% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 120 - 68% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 940 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 990 / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ``` @@ -3729,12 +3672,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 590K Β· πŸ“¦ 9.3K Β· πŸ“‹ 8.6K - 10% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 590K Β· πŸ“¦ 9.4K Β· πŸ“‹ 8.7K - 10% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 30M / month Β· πŸ“¦ 340 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 28M / month Β· πŸ“¦ 340 Β· ⏱️ 19.01.2024): ``` pip install apache-airflow ``` @@ -3742,19 +3685,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 590M Β· ⭐ 500 Β· ⏱️ 19.01.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 620M Β· ⭐ 500 Β· ⏱️ 01.02.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 7.8M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.8M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): ``` pip install celery ``` @@ -3765,60 +3708,60 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.3K Β· πŸ“‹ 4.4K - 14% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.4K Β· πŸ“‹ 4.5K - 14% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 600K / month Β· πŸ“¦ 160 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 680K / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 590K Β· ⏱️ 19.01.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 30.01.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡41 Β· ⭐ 9.5K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 1.9K Β· πŸ“‹ 6.9K - 33% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 1.9K Β· πŸ“‹ 6.9K - 34% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1.1M / month Β· πŸ“¦ 140 Β· ⏱️ 18.01.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1.2M / month Β· πŸ“¦ 140 Β· ⏱️ 29.01.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 18.01.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 01.02.2024): ``` conda install -c conda-forge dagster ```
Beam (πŸ₯‡41 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.5K - 66% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.5K - 66% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.4M / month Β· πŸ“¦ 180 Β· ⏱️ 04.01.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 180 Β· ⏱️ 31.01.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 59K Β· ⏱️ 12.10.2023): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 59K Β· ⏱️ 31.01.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.2K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 9% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 9% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 12M / month Β· πŸ“¦ 56 Β· ⏱️ 11.01.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 57 Β· ⏱️ 11.01.2024): ``` pip install great_expectations ``` @@ -3827,14 +3770,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge great-expectations ```
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rq (πŸ₯ˆ39 Β· ⭐ 9.3K) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ39 Β· ⭐ 9.4K) - Simple job queues for Python. BSD-3 - [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 19.01.2024): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): ``` pip install rq ``` @@ -3845,12 +3788,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (πŸ₯ˆ39 Β· ⭐ 8.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4.1K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4.2K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 84K / month Β· πŸ“¦ 30 Β· ⏱️ 18.01.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 97K / month Β· πŸ“¦ 30 Β· ⏱️ 31.01.2024): ``` pip install dbt ``` @@ -3859,90 +3802,74 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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joblib (πŸ₯ˆ39 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 +
luigi (πŸ₯ˆ38 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 380K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/joblib/joblib + git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 40M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 440K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` - pip install joblib + pip install luigi ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge joblib + conda install -c anaconda luigi ```
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luigi (πŸ₯ˆ38 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
joblib (πŸ₯ˆ38 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 390K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): ``` - git clone https://github.com/spotify/luigi + git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 460K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 43M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): ``` - pip install luigi + pip install joblib ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): ``` - conda install -c anaconda luigi + conda install -c conda-forge joblib ```
Kedro (πŸ₯ˆ37 Β· ⭐ 9.2K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 340K / month Β· πŸ“¦ 73 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 380K / month Β· πŸ“¦ 73 Β· ⏱️ 22.01.2024): ``` pip install kedro ```
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 570 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 570 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.3K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.8K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.5K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 350 Β· πŸ“‹ 270 - 22% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 360 Β· πŸ“‹ 280 - 23% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 16K / month Β· πŸ“¦ 2 Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 22K / month Β· πŸ“¦ 2 Β· ⏱️ 26.01.2024): ``` pip install zenml ```
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petl (πŸ₯ˆ32 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT - -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): - - ``` - git clone https://github.com/petl-developers/petl - ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.2M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): - ``` - pip install petl - ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 220K Β· ⏱️ 22.08.2023): - ``` - conda install -c conda-forge petl - ``` -
huey (πŸ₯ˆ31 Β· ⭐ 4.8K) - a little task queue for python. MIT - [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): @@ -3950,7 +3877,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 83K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 93K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3961,24 +3888,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ31 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 19.01.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 160K / month Β· πŸ“¦ 6 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 200K / month Β· πŸ“¦ 6 Β· ⏱️ 31.01.2024): ``` pip install whylogs ```
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faust (πŸ₯‰30 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 +
petl (πŸ₯ˆ31 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT + +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): + + ``` + git clone https://github.com/petl-developers/petl + ``` +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.5M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): + ``` + pip install petl + ``` +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 220K Β· ⏱️ 22.08.2023): + ``` + conda install -c conda-forge petl + ``` +
+
faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 -- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.7K Β· πŸ“‹ 530 - 53% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.8K Β· πŸ“‹ 530 - 53% open Β· ⏱️ 23.02.2023): ``` git clone https://github.com/robinhood/faust ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 14K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 15K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): ``` pip install faust ``` @@ -3990,16 +3933,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.7K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.6K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 82K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 29.11.2023): ``` conda install -c conda-forge ploomber ```
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mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
mleap (πŸ₯‰28 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 - [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 14.11.2023): @@ -4015,26 +3958,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge mleap ```
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PyFunctional (πŸ₯‰26 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT - -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 750 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): - - ``` - git clone https://github.com/EntilZha/PyFunctional - ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 160K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): - ``` - pip install pyfunctional - ``` -
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arq (πŸ₯‰26 Β· ⭐ 1.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
arq (πŸ₯‰27 Β· ⭐ 1.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT - [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 520 Β· πŸ“‹ 210 - 33% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 84K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 94K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4043,6 +3974,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge arq ```
+
PyFunctional (πŸ₯‰26 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT + +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 750 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): + + ``` + git clone https://github.com/EntilZha/PyFunctional + ``` +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 160K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): + ``` + pip install pyfunctional + ``` +
dbnd (πŸ₯‰26 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 25.12.2023): @@ -4050,7 +3993,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 240K / month Β· πŸ“¦ 25 Β· ⏱️ 25.12.2023): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 25.12.2023): ``` pip install dbnd ``` @@ -4062,7 +4005,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 200K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 140K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4078,7 +4021,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 6.4K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7.3K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4090,19 +4033,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 2.9K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): ``` pip install tasktiger ```
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BatchFlow (πŸ₯‰22 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
BatchFlow (πŸ₯‰21 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 - [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 300 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 320 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4114,19 +4057,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 130 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
-
Databolt Flow (πŸ₯‰18 Β· ⭐ 950) - Python library for building highly effective data science workflows. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 27 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 160 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 170 / month Β· ⏱️ 22.01.2019): ``` pip install d6tflow ``` @@ -4138,7 +4081,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 170K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 210K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4150,7 +4093,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT @@ -4168,16 +4111,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡37 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1.1M Β· πŸ“‹ 580 - 46% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 1.1M Β· πŸ“‹ 590 - 46% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 230M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 250M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 41M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 42M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pyyaml ``` @@ -4189,7 +4132,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 14M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 16M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): ``` pip install xlsxwriter ``` @@ -4205,7 +4148,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 120M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 130M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4222,12 +4165,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡35 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.1K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.2K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 10M / month Β· πŸ“¦ 850 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.5M / month Β· πŸ“¦ 860 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4243,7 +4186,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 24M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 26M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4263,14 +4206,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡42 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡43 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 930K Β· πŸ“‹ 680 - 17% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 940K Β· πŸ“‹ 680 - 17% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 160M / month Β· πŸ“¦ 18K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 180M / month Β· πŸ“¦ 18K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4281,12 +4224,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 6% open Β· ⏱️ 21.01.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 5% open Β· ⏱️ 25.01.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 57M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 64M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4302,7 +4245,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 20M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 23M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): ``` pip install toolz ``` @@ -4311,14 +4254,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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boltons (πŸ₯ˆ35 Β· ⭐ 6.3K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
boltons (πŸ₯ˆ34 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 - [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.2K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.6M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.5M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` @@ -4327,14 +4270,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 5.7K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ32 Β· ⭐ 5.7K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 18.12.2023): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 37M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 41M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4343,46 +4286,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
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returns (πŸ₯‰31 Β· ⭐ 3.1K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 510 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 10K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 17.12.2023): ``` - git clone https://github.com/dry-python/returns + git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 130K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 640 Β· ⏱️ 28.03.2023): ``` - pip install returns + pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.1K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge returns + conda install -c conda-forge funcy ```
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funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 +
returns (πŸ₯‰30 Β· ⭐ 3.1K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 9.9K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 17.12.2023): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 510 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 30.01.2024): ``` - git clone https://github.com/Suor/funcy + git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 640 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 140K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` - pip install funcy + pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.2K Β· ⏱️ 28.08.2023): ``` - conda install -c conda-forge funcy + conda install -c conda-forge returns ```
natsort (πŸ₯‰29 Β· ⭐ 820 Β· πŸ’€) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 48 Β· πŸ“¦ 26K Β· πŸ“‹ 89 - 1% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 48 Β· πŸ“¦ 26K Β· πŸ“‹ 91 - 2% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4391,18 +4334,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge natsort ```
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ubelt (πŸ₯‰22 Β· ⭐ 700 Β· πŸ“‰) - A Python utility library with a stdlib like feel and extra.. Apache-2 +
ubelt (πŸ₯‰23 Β· ⭐ 700) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 - [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 46 Β· πŸ“‹ 16 - 18% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 15K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 68K Β· ⏱️ 28.10.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 69K Β· ⏱️ 28.10.2023): ``` conda install -c conda-forge ubelt ``` @@ -4411,7 +4354,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.4K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 680 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰24 Β· ⭐ 690 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 @@ -4424,12 +4367,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 58K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 24K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 11K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4444,7 +4387,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.1K Β· πŸ“₯ 72K Β· πŸ“‹ 5.5K - 32% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.1K Β· πŸ“₯ 72K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/micropython/micropython @@ -4465,7 +4408,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰18 Β· ⭐ 970 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- stackless (πŸ₯‰17 Β· ⭐ 970 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4476,12 +4419,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 820 Β· πŸ”€ 560 Β· πŸ“¦ 650K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 560 Β· πŸ“¦ 660K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 28.01.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 73M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 82M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4497,7 +4440,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): ``` pip install cookiecutter ``` @@ -4508,12 +4451,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡38 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.3K Β· πŸ“¦ 920K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.3K Β· πŸ“¦ 930K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 94M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 100M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4529,7 +4472,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 120M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 130M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4538,30 +4481,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
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diagrams (πŸ₯ˆ35 Β· ⭐ 34K) - Diagram as Code for prototyping cloud system architectures. MIT - -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.1K Β· πŸ“¦ 1.3K Β· πŸ“‹ 530 - 64% open Β· ⏱️ 05.01.2024): - - ``` - git clone https://github.com/mingrammer/diagrams - ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 130K / month Β· πŸ“¦ 38 Β· ⏱️ 30.10.2023): - ``` - pip install diagrams - ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 180K Β· ⏱️ 30.10.2023): - ``` - conda install -c conda-forge diagrams - ``` -
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wrapt (πŸ₯ˆ35 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 100M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 110M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4572,12 +4499,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ34 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 150 Β· πŸ“¦ 820 Β· πŸ“‹ 430 - 13% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 150 Β· πŸ“¦ 830 Β· πŸ“‹ 430 - 12% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 160K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): ``` pip install copier ``` @@ -4589,7 +4516,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 37M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 38M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4598,14 +4525,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge py4j ```
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pluggy (πŸ₯ˆ33 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 87M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 99M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): ``` pip install pluggy ``` @@ -4614,50 +4541,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ33 Β· ⭐ 800) - Decorators for Humans. BSD-2 +
diagrams (πŸ₯ˆ33 Β· ⭐ 34K Β· πŸ“‰) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 520K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.3K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 05.01.2024): ``` - git clone https://github.com/micheles/decorator + git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 57M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 140K / month Β· πŸ“¦ 39 Β· ⏱️ 30.10.2023): ``` - pip install decorator + pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 25M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 180K Β· ⏱️ 30.10.2023): ``` - conda install -c conda-forge decorator + conda install -c conda-forge diagrams ```
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keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT +
decorator (πŸ₯ˆ33 Β· ⭐ 800) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/boppreh/keyboard) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 410 Β· πŸ“¦ 15K Β· πŸ“‹ 560 - 65% open Β· ⏱️ 31.01.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 520K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` - git clone https://github.com/boppreh/keyboard + git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/keyboard) (πŸ“₯ 190K / month Β· πŸ“¦ 540 Β· ⏱️ 23.03.2020): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 63M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` - pip install keyboard + pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/keyboard) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 26M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge keyboard + conda install -c conda-forge decorator ```
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fastcore (πŸ₯‰30 Β· ⭐ 880 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰30 Β· ⭐ 890 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 - [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.4K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 580K / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 670K / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 66K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 67K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4669,7 +4596,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 160K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 200K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4678,18 +4605,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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pyscreenshot (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 - -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4K Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/ponty/pyscreenshot - ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 150K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): - ``` - pip install pyscreenshot - ``` -
Send2Trash (πŸ₯‰27 Β· ⭐ 250 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 - [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 38 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 03.05.2023): @@ -4697,7 +4612,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 11M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4713,7 +4628,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 4.7M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.1M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4722,14 +4637,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
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python-mss (πŸ₯‰25 Β· ⭐ 920) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
pyscreenshot (πŸ₯‰26 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 + +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4K Β· ⏱️ 12.03.2023): + + ``` + git clone https://github.com/ponty/pyscreenshot + ``` +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 170K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): + ``` + pip install pyscreenshot + ``` +
+
python-mss (πŸ₯‰25 Β· ⭐ 930) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 530K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 590K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4738,11 +4665,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge python-mss ```
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Show 4 hidden projects... +
Show 5 hidden projects... +- keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- openpyxl (πŸ₯‰25 Β· ⭐ 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 +- openpyxl (πŸ₯‰24 Β· ⭐ 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-02-01_changes.md b/history/2024-02-01_changes.md new file mode 100644 index 0000000..7e69583 --- /dev/null +++ b/history/2024-02-01_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +- dill (πŸ₯ˆ38 Β· ⭐ 2.1K Β· πŸ“ˆ) - serialize all of Python. BSD-3 +- Intake (πŸ₯‰30 Β· ⭐ 970 Β· πŸ“ˆ) - Intake is a lightweight package for finding, investigating, loading.. BSD-2 +- cx-Oracle (πŸ₯‰30 Β· ⭐ 870 Β· πŸ“ˆ) - Python interface to Oracle Database now superseded by python-.. BSD-3 +- configobj (πŸ₯‰29 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- fabric (πŸ₯‰34 Β· ⭐ 14K Β· πŸ“‰) - Simple, Pythonic remote execution and deployment. BSD-2 +- diagrams (πŸ₯ˆ33 Β· ⭐ 34K Β· πŸ“‰) - Diagram as Code for prototyping cloud system architectures. MIT +- zarr (πŸ₯ˆ33 Β· ⭐ 1.3K Β· πŸ“‰) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +- plumbum (πŸ₯‰32 Β· ⭐ 2.7K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT +- holidays (πŸ₯‰32 Β· ⭐ 1.3K Β· πŸ“‰) - Generate and work with holidays in Python. MIT + diff --git a/history/2024-02-01_projects.csv b/history/2024-02-01_projects.csv new file mode 100644 index 0000000..f948f20 --- /dev/null +++ b/history/2024-02-01_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-01 10:26:42.000,2024-02-01 10:26:42,459.0,25.0,2261,383.0,243.0,21.0,34.0,15030,2024-01-25 18:36:33.000,2024.01.25,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-01-25 18:36:46.000,2024-01-25 18:36:45,303.0,24.0,159,52.0,180.0,,3.0,2119,2024-01-25 18:36:51.000,2024.01.25,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-01-25 18:36:19.000,2024-01-25 18:36:18,301.0,22.0,42,24.0,176.0,3.0,5.0,871,2024-01-25 18:36:24.000,2024.01.25,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-01-25 18:36:46.000,2024-01-25 18:36:45,303.0,24.0,159,52.0,180.0,,3.0,2119,2024-01-25 18:36:51.000,2024.01.25,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-01 10:26:42.000,2024-02-01 10:26:42,459.0,25.0,2261,383.0,243.0,21.0,34.0,15030,2024-01-25 18:36:33.000,2024.01.25,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1662.0,323.0,13.0,74.0,38934,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-01 10:26:42.000,2024-02-01 10:26:42,459.0,25.0,2261,383.0,243.0,21.0,34.0,15030,2024-01-25 18:36:33.000,2024.01.25,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-02-01 13:17:39.000,2024-02-01 09:04:05,34238.0,663.0,17171,1119.0,31253.0,3645.0,22359.0,41068,2024-01-20 03:33:20.000,2.2.0,124.0,3541.0,53,True,1576679.0,1500138.0,pandas,conda-forge/pandas,['pandas'],245525.0,160577922.0,https://pypi.org/project/pandas,2024-01-20 02:10:54.000,76541.0,159395256.0,https://anaconda.org/conda-forge/pandas,2024-01-20 16:04:39.136,47218998.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-02-01 10:02:00.000,2024-02-01 03:10:38,16954.0,782.0,15447,2065.0,9540.0,728.0,5300.0,62777,2024-01-10 19:37:23.000,4.25.2,154.0,1194.0,52,True,598877.0,578757.0,protobuf,conda-forge/protobuf,,39705798.0,169409087.0,https://pypi.org/project/protobuf,2024-01-25 19:22:13.000,16507.0,161955241.0,https://anaconda.org/conda-forge/protobuf,2024-01-22 06:10:00.737,16697113.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3613.0,6200449.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-02-01 13:34:06.000,2024-02-01 07:57:58,34957.0,903.0,9099,594.0,13544.0,2083.0,10256.0,25595,2024-01-02 22:54:39.000,1.26.3,155.0,1734.0,52,False,2230359.0,2087465.0,numpy,conda-forge/numpy,,948091.0,221052494.0,https://pypi.org/project/numpy,2024-01-02 22:20:37.000,142894.0,219460794.0,https://anaconda.org/conda-forge/numpy,2024-01-03 14:02:38.289,69519827.0,1.0,,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-02-01 12:12:51.000,2024-01-30 14:59:57,54234.0,131.0,24000,1929.0,50338.0,862.0,31454.0,60038,2024-01-30 16:54:02.000,9.2.0,346.0,6815.0,48,True,36193.0,32103.0,ansible,conda-forge/ansible,,,4691564.0,https://pypi.org/project/ansible,2024-01-30 16:54:02.000,4090.0,4669591.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,988792.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-02-01 13:39:19.000,2024-02-01 13:39:18,22960.0,1020.0,13419,755.0,24654.0,877.0,7800.0,33804,2024-01-19 13:09:58.000,2.8.1,176.0,3164.0,48,True,9719.0,9377.0,apache-airflow,conda-forge/airflow,,589048.0,34286760.0,https://pypi.org/project/apache-airflow,2024-01-19 10:49:56.000,342.0,28443826.0,https://anaconda.org/conda-forge/airflow,2024-01-01 18:27:17.725,992467.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-02-01 10:08:58.881310,499.0,616292516.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-02-01 00:56:25.858,2024-01-31 19:10:32,5729.0,209.0,1871,241.0,718.0,185.0,2978.0,8553,2024-01-31 20:23:29.000,1.34.32,1481.0,153.0,48,True,420873.0,402587.0,boto3,conda-forge/boto3,,,918484661.0,https://pypi.org/project/boto3,2024-01-31 20:23:29.000,18286.0,918083679.0,https://anaconda.org/conda-forge/boto3,2024-02-01 00:56:25.858,18044226.0,1.0,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-02-01 12:46:55.000,2024-02-01 11:58:39,11482.0,403.0,1744,126.0,7923.0,31.0,2339.0,6063,2024-01-30 17:34:45.000,42.0.2,125.0,305.0,47,True,635669.0,613707.0,cryptography,conda-forge/cryptography,,,225843066.0,https://pypi.org/project/cryptography,2024-01-30 17:34:45.000,21962.0,224785963.0,https://anaconda.org/conda-forge/cryptography,2024-01-31 00:23:00.081,45455448.0,1.0,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-01-31 22:09:33.000,2024-01-31 11:33:52,12464.0,119.0,4603,473.0,3241.0,665.0,4373.0,22959,2023-11-22 15:18:14.000,5.3.6,204.0,1333.0,46,True,139553.0,124436.0,celery,conda-forge/celery,,,8879282.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15117.0,8844499.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1530471.0,1.0,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-02-01 03:09:52.000,2023-12-29 19:38:05,2419.0,17.0,1411,184.0,1084.0,111.0,1435.0,14748,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1617225.0,1541327.0,click,conda-forge/click,,224.0,162496568.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,75898.0,161495998.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33018690.0,1.0,,,,,,,,,,,,,,,,,, +16,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-01-31 15:37:54.000,2024-01-30 13:25:15,16798.0,145.0,1314,92.0,737.0,220.0,7442.0,8350,2024-01-03 02:22:06.000,rel_2_0_25,297.0,683.0,45,True,757886.0,709857.0,SQLAlchemy,conda-forge/sqlalchemy,,48200.0,105239525.0,https://pypi.org/project/SQLAlchemy,2024-01-03 02:21:59.000,48029.0,104869981.0,https://anaconda.org/conda-forge/sqlalchemy,2024-01-15 20:59:36.369,14005350.0,1.0,,,,,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-02-01 12:05:31.000,2024-01-30 18:59:08,2736.0,155.0,1601,107.0,3354.0,322.0,3327.0,17471,2024-01-29 14:39:01.000,2.6.0,131.0,473.0,44,True,340935.0,330500.0,pydantic,conda-forge/pydantic,,,139075485.0,https://pypi.org/project/pydantic,2024-01-29 14:39:01.000,10435.0,138915416.0,https://anaconda.org/conda-forge/pydantic,2024-01-29 16:03:44.309,6882973.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-02-01 02:52:37.135,2024-01-31 19:10:09,11840.0,232.0,4025,573.0,3676.0,580.0,4019.0,14637,2024-01-31 20:22:59.000,1.32.32,1888.0,437.0,44,True,3074.0,3.0,awscli,conda-forge/awscli,,1591.0,155980572.0,https://pypi.org/project/awscli,2024-01-31 20:22:59.000,3071.0,155470133.0,https://anaconda.org/conda-forge/awscli,2024-02-01 02:52:37.135,21947818.0,1.0,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-01-30 15:31:15.000,2024-01-23 11:35:54,2301.0,43.0,2483,325.0,1522.0,217.0,1421.0,12044,2023-09-26 06:51:15.000,5.0.1,122.0,430.0,44,True,27872.0,,redis,conda-forge/redis-py,,,35688051.0,https://pypi.org/project/redis,2024-01-15 15:54:32.000,27872.0,35661769.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1156432.0,1.0,,,,,,,,,,,,,7.0,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-01-31 23:23:25.000,2024-01-31 23:23:25,10672.0,280.0,1043,66.0,2049.0,146.0,927.0,1374,2024-01-31 20:22:38.000,1.34.32,1879.0,204.0,44,True,312765.0,304112.0,botocore,conda-forge/botocore,,,448082780.0,https://pypi.org/project/botocore,2024-01-31 20:22:38.000,8653.0,447446603.0,https://anaconda.org/conda-forge/botocore,2024-01-31 23:14:24.178,24810918.0,1.0,,,,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-01-31 13:05:28.000,2024-01-31 13:05:27,3871.0,18.0,1704,543.0,1064.0,240.0,1063.0,46232,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,43,True,169591.0,163369.0,rich,conda-forge/rich,,,40230308.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,6222.0,40089815.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,6041209.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-02-01 00:08:51.000,2023-12-19 22:43:55,3061.0,44.0,3196,639.0,2453.0,151.0,2214.0,21690,2023-05-26 17:35:41.785,23.5.26,35.0,671.0,43,True,90301.0,89676.0,flatbuffers,conda-forge/flatbuffers,,342596.0,15681836.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,342.0,14625241.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,948371.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,283.0,1043445.0,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-01-31 19:08:28.000,2024-01-31 15:54:16,3698.0,95.0,2453,277.0,3885.0,663.0,2041.0,17953,2023-12-30 16:46:22.000,2.16.1,81.0,545.0,43,True,37266.0,36396.0,datasets,conda-forge/datasets,,,6996647.0,https://pypi.org/project/datasets,2023-12-30 16:45:45.000,870.0,6980029.0,https://anaconda.org/conda-forge/datasets,2024-01-03 22:01:29.660,631494.0,1.0,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-01-31 23:10:01.000,2024-01-29 17:42:37,3539.0,71.0,1862,219.0,1290.0,16.0,677.0,16800,2024-01-29 17:42:25.000,22.6.0,332.0,562.0,43,True,201454.0,198200.0,Faker,conda-forge/faker,,,12011547.0,https://pypi.org/project/Faker,2024-01-29 17:42:16.000,3254.0,11991358.0,https://anaconda.org/conda-forge/faker,2024-01-30 18:24:48.872,888349.0,1.0,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-02-01 13:34:11.000,2024-01-31 22:40:16,15689.0,399.0,1424,158.0,6768.0,651.0,3820.0,13938,2024-01-30 17:01:00.000,2.14.18,257.0,446.0,43,True,4508.0,4350.0,prefect,conda-forge/prefect,,,689898.0,https://pypi.org/project/prefect,2024-01-30 17:01:00.000,158.0,676661.0,https://anaconda.org/conda-forge/prefect,2024-01-30 19:36:03.216,595701.0,1.0,,,,,,,,,,,,,,,,,, +26,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-01-26 21:42:03.000,2024-01-03 19:19:02,3378.0,30.0,1701,195.0,1596.0,437.0,1232.0,6525,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,78728.0,74695.0,docker,conda-forge/docker-py,,812.0,38329077.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4033.0,38238894.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3967755.0,2.0,,,,,,,,,,,,,,,,,, +27,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-01-26 07:15:58.000,2024-01-26 07:15:53,1420.0,48.0,386,65.0,554.0,119.0,558.0,4996,2023-12-31 06:30:30.000,23.2.0,28.0,154.0,43,True,954195.0,935717.0,attrs,conda-forge/attrs,,,180302198.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18478.0,179494831.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,33909434.0,1.0,,,,,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-01-30 11:33:43.000,2024-01-28 15:56:36,6676.0,137.0,564,34.0,848.0,417.0,1389.0,1497,2023-11-21 20:44:20.000,2.17.2,64.0,826.0,43,True,694005.0,656574.0,pygments,conda-forge/pygments,,,82385009.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37431.0,81710392.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27659330.0,1.0,,,,,,,,,,,,,,,,,, +29,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-02-01 13:05:35.000,2024-02-01 11:52:54,120577.0,1102.0,28790,1507.0,48006.0,8488.0,59291.0,58128,2020-07-22 03:00:52.000,0.0.6,11.0,2784.0,42,True,13.0,4.0,cpython,conda-forge/typing,,,42353.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,11159.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2963445.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,,, +30,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-02-01 12:34:48.000,2024-02-01 10:54:47,11283.0,356.0,1033,182.0,7573.0,2076.0,4844.0,18819,2024-02-01 11:54:11.000,3.104.2,3936.0,255.0,42,True,8322.0,7216.0,pulumi,,,2086598.0,3166357.0,https://pypi.org/project/pulumi,2024-02-01 11:54:11.000,172.0,954857.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-01-25 08:14:53.024,934.0,2088759.0,,,,,,,,,,,,, +31,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-02-01 10:26:08.000,2024-01-27 22:21:20,3989.0,31.0,2011,316.0,772.0,1015.0,787.0,8696,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,103007.0,89957.0,paramiko,conda-forge/paramiko,,,47726678.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13050.0,47630020.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4156307.0,2.0,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-02-01 10:25:57.000,2024-02-01 02:14:54,16500.0,584.0,2664,388.0,24875.0,1224.0,8001.0,4093,2024-01-31 22:41:30.000,azure-monitor-query_1.2.1,100.0,680.0,42,True,3137.0,2394.0,azure-storage-blob,conda-forge/azure-storage-blob,,,46575106.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,743.0,46550732.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1072456.0,1.0,,,,,,,,,,,,,,,,,, +33,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-02-01 13:34:12.000,2024-02-01 13:34:11,8740.0,874.0,1393,144.0,7740.0,1315.0,5125.0,23983,2024-01-26 20:08:46.000,py-0.20.6,338.0,355.0,41,True,415.0,3.0,polars,,,197.0,3607670.0,https://pypi.org/project/polars,2024-01-26 20:07:19.000,412.0,3607656.0,,,,1.0,,,,,,,,,,,,,,,,,, +34,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-01-31 20:05:01.000,2024-01-31 20:05:00,12879.0,47.0,3093,604.0,3595.0,730.0,4286.0,16673,2024-01-05 13:53:17.000,2.3.0,49.0,605.0,41,True,12546.0,11929.0,kivy,conda-forge/kivy,,35388.0,159395.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,617.0,151628.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,335357.0,1.0,,,,,,,,,,,,,,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-01-25 14:02:12.000,2024-01-25 14:02:00,4571.0,10.0,1370,198.0,474.0,1.0,2354.0,10627,2023-10-13 15:46:19.000,3.17.0,185.0,153.0,41,True,30105.0,26356.0,peewee,conda-forge/peewee,,,1640933.0,https://pypi.org/project/peewee,2023-10-13 15:45:49.000,3749.0,1626780.0,https://anaconda.org/conda-forge/peewee,2023-10-13 19:03:08.980,594435.0,1.0,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-02-01 13:25:48.000,2024-02-01 01:21:46,17040.0,712.0,1185,109.0,11559.0,2363.0,4559.0,9516,2024-01-29 23:48:02.000,1.6.2,592.0,391.0,41,True,2048.0,1910.0,dagster,conda-forge/dagster,,,1179555.0,https://pypi.org/project/dagster,2024-01-29 23:17:10.000,138.0,1155968.0,https://anaconda.org/conda-forge/dagster,2024-02-01 04:55:03.742,1061420.0,1.0,,,,,,,,,,,,,,,,,, +37,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-02-01 12:57:20.000,2024-02-01 03:14:09,41534.0,571.0,4096,260.0,23762.0,4315.0,2153.0,7362,2024-01-04 16:15:25.000,2.53.0,106.0,1601.0,41,True,185.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,,6719144.0,https://pypi.org/project/apache-beam,2024-01-31 23:20:58.000,182.0,6717106.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-01-31 22:46:42.300,59115.0,1.0,,,,,,,,,,,,,,,,,, +38,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-02-01 13:33:21.000,2024-02-01 13:28:35,37457.0,178.0,1585,302.0,8162.0,72.0,3650.0,4564,2024-01-29 16:58:03.000,google-maps-fleetengine-v0.1.5,100.0,507.0,41,True,2041.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,60178918.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2041.0,60082565.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4143205.0,1.0,,,,,,,,,,,,,,,,,, +39,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-01-30 14:35:28.000,2024-01-30 14:35:28,2287.0,61.0,309,21.0,868.0,218.0,415.0,733,2023-12-11 21:19:52.000,2023.12.2,76.0,226.0,41,True,90342.0,89437.0,fsspec,conda-forge/fsspec,,,195646525.0,https://pypi.org/project/fsspec,2023-12-11 21:19:52.000,905.0,195300130.0,https://anaconda.org/conda-forge/fsspec,2023-12-11 23:09:10.148,15587805.0,1.0,,,,,,,,,,,,,,,,,, +40,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-02-01 11:08:54.000,2024-02-01 11:03:18,4631.0,171.0,5188,720.0,3987.0,207.0,7091.0,31713,2024-01-30 18:36:35.000,2.24.5,144.0,528.0,40,True,1624.0,376.0,docker-compose,conda-forge/docker-compose,,86067701.0,3159498.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1394300.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,383474.0,2.0,,,,,,,,,,,,,,,,,, +41,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-01-29 20:49:43.000,2024-01-23 13:24:37,3045.0,18.0,1987,227.0,1128.0,221.0,639.0,21128,2023-11-21 16:41:53.000,2.5.0,41.0,319.0,40,True,26720.0,25093.0,cookiecutter,conda-forge/cookiecutter,,,3212893.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1627.0,3184424.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,939492.0,1.0,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-02-01 13:40:00.000,2024-02-01 00:30:36,11957.0,256.0,1440,81.0,7415.0,171.0,1651.0,9197,2024-01-11 16:17:58.000,0.18.8,260.0,425.0,40,True,57.0,,great_expectations,conda-forge/great-expectations,,,12821234.0,https://pypi.org/project/great_expectations,2024-01-11 15:17:02.000,57.0,12804561.0,https://anaconda.org/conda-forge/great-expectations,2024-01-11 19:15:23.031,750329.0,2.0,,,,,,,,,,,,,,,,,, +43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-02-01 03:55:13.000,2024-02-01 03:55:12,1100.0,16.0,1468,229.0,492.0,15.0,634.0,7488,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,204573.0,203928.0,PyMySQL,conda-forge/pymysql,,,40202239.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,645.0,40172428.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1281873.0,1.0,,,,,,,,,,,,,,,,,, +44,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-01-30 18:11:17.000,2024-01-30 18:11:15,3290.0,36.0,639,82.0,1040.0,172.0,1044.0,6805,2024-01-09 21:43:18.000,3.20.2,172.0,208.0,40,True,128038.0,117663.0,marshmallow,conda-forge/marshmallow,,,34172293.0,https://pypi.org/project/marshmallow,2024-01-09 21:43:18.000,10375.0,34121238.0,https://anaconda.org/conda-forge/marshmallow,2024-01-10 07:59:14.212,2246426.0,2.0,,,,,,,,,,,,,,,,,, +45,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-01-29 20:05:42.000,2024-01-29 19:34:54,2629.0,41.0,576,60.0,349.0,32.0,774.0,4358,2024-01-19 21:11:16.000,4.21.1,102.0,110.0,40,True,530427.0,511354.0,jsonschema,conda-forge/jsonschema,,153.0,101775890.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19073.0,101129073.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,25872504.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +46,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-01-31 12:28:59.000,2024-01-31 12:20:53,1593.0,26.0,1205,405.0,1358.0,48.0,1021.0,4091,2024-01-19 10:30:01.000,8.12.0,138.0,200.0,40,True,52112.0,45957.0,elasticsearch,conda-forge/elasticsearch,,3583.0,16413742.0,https://pypi.org/project/elasticsearch,2024-01-19 10:30:01.000,6155.0,16392184.0,https://anaconda.org/conda-forge/elasticsearch,2024-01-19 14:56:47.867,966135.0,1.0,,,,,,,,,,,,,,,,,, +47,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-01-31 05:50:40.000,2024-01-25 22:08:58,1619.0,70.0,264,40.0,521.0,17.0,270.0,3334,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,217638.0,208547.0,more-itertools,conda-forge/more-itertools,,2885.0,64225515.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9091.0,63915374.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13644780.0,1.0,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-02-01 10:56:35.000,2024-02-01 09:01:43,5268.0,167.0,1001,109.0,3882.0,1100.0,3062.0,3328,2024-01-23 22:31:48.000,2024.1.1,89.0,478.0,40,True,25951.0,23778.0,xarray,conda-forge/xarray,,,4453168.0,https://pypi.org/project/xarray,2024-01-23 22:31:48.000,2173.0,4232837.0,https://anaconda.org/conda-forge/xarray,2024-01-24 00:44:18.297,9474253.0,2.0,,,,,,,,,,,,,,,,,, +49,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-01-18 10:56:19.000,2024-01-18 10:20:59,4353.0,23.0,530,57.0,908.0,257.0,1216.0,1972,2023-10-09 14:43:38.000,3.10.0,38.0,201.0,40,True,268075.0,252876.0,h5py,conda-forge/h5py,,3073.0,16072995.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15199.0,15745626.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14402640.0,2.0,,,,,,,,,,,,,,,,,, +50,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-01-31 20:02:54.000,2024-01-19 00:21:26,1812.0,11.0,1429,208.0,878.0,185.0,943.0,9357,2023-06-22 02:17:03.239,1.15.1,76.0,304.0,39,True,17401.0,15614.0,rq,conda-forge/rq,,,1494070.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1787.0,1491500.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,100237.0,2.0,,,,,,,,,,,,,,,,,, +51,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-01-24 23:19:52.000,2024-01-24 08:52:56,2736.0,21.0,736,149.0,751.0,600.0,559.0,8804,2023-12-13 09:51:12.000,3.0.43,127.0,225.0,39,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,40074857.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,39580038.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20782437.0,2.0,,,,,,,,,,,,,,,,,, +52,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-02-01 11:47:16.000,2024-02-01 02:38:42,6528.0,80.0,1430,134.0,4237.0,556.0,4387.0,8202,2024-01-25 18:36:26.000,1.7.6,217.0,303.0,39,True,4199.0,4169.0,dbt,conda-forge/dbt,,3897.0,99787.0,https://pypi.org/project/dbt,2024-01-31 21:38:41.000,30.0,96694.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,252244.0,2.0,,,,,,,,,,,,,,dbt,,,, +53,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-01-20 21:12:55.000,2024-01-20 21:12:55,4138.0,48.0,1224,138.0,1114.0,373.0,1340.0,4126,2023-03-03 10:28:06.959,0.27.0,72.0,390.0,39,True,26421.0,22821.0,mongoengine,conda-forge/mongoengine,,,1450586.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3600.0,1444759.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,233087.0,2.0,,,,,,,,,,,,,,,,,, +54,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-02-01 11:31:45.000,2024-01-31 19:57:43,5517.0,55.0,1193,240.0,1493.0,12.0,,3992,2023-11-29 15:44:00.000,4.6.1,136.0,207.0,39,True,20281.0,,pymongo,conda-forge/pymongo,,,23713623.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20281.0,23679147.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1482509.0,2.0,,,,,,,,,,,,,,,,,, +55,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-01-13 17:49:37.000,2024-01-13 17:49:12,2888.0,35.0,468,61.0,213.0,62.0,514.0,2604,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,88715.0,87031.0,pycryptodomex,conda-forge/pycryptodomex,,292.0,31941515.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1684.0,31904978.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1571024.0,2.0,,,,,,,,,,,,,,,,,, +56,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-01-24 15:43:28.000,2024-01-22 19:16:55,1791.0,38.0,212,21.0,147.0,106.0,933.0,2324,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,39,True,212744.0,201146.0,alembic,conda-forge/alembic,,,34525339.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11598.0,34427731.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4001961.0,2.0,,,,,,,,,,,,,,,,,, +57,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-12-21 23:45:31.152,2023-12-21 21:58:06,987.0,16.0,232,53.0,156.0,22.0,217.0,1563,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,39,True,345015.0,334524.0,greenlet,conda-forge/greenlet,,,92877669.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10491.0,92679779.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8707190.0,1.0,,,,,,,,,,,,,,,,,, +58,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-01-23 14:23:07.000,2024-01-23 10:42:08,4100.0,12.0,2388,478.0,2293.0,124.0,881.0,17069,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,38,True,2713.0,2296.0,luigi,luigi,,,444562.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,415.0,444413.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14339.0,2.0,,,,,,,stable/luigi,,,,,,,,2.0,,, +59,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-31 09:50:58.000,2024-01-31 09:22:59,7572.0,329.0,1225,339.0,244.0,39.0,462.0,13417,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1020.0,1014.0,tink,,,1097.0,377549.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,377338.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,197.0,,,,,,,tink-crypto/tink,,,,,, +60,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-01-29 07:32:33.000,2023-10-22 20:53:42,936.0,,574,227.0,253.0,92.0,258.0,9805,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,114090.0,112140.0,uvloop,conda-forge/uvloop,,428.0,8915415.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1950.0,8898371.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,681633.0,2.0,,,,,,,,,,,,,,,,,, +61,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,,667,135.0,673.0,97.0,399.0,8473,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,38,True,93399.0,88557.0,arrow,conda-forge/arrow,,,21382120.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4842.0,21297979.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3702220.0,1.0,,,,,,,,,,,,,,,,,, +62,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-01-30 10:18:06.000,2024-01-23 06:30:54,361.0,5.0,437,35.0,231.0,43.0,232.0,6837,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,681069.0,671249.0,python-dotenv,conda-forge/python-dotenv,,,40576162.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,9820.0,40507897.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,2935408.0,1.0,,,,,,,,,,,,,,,,,, +63,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-02-01 03:39:57.000,2024-01-08 22:32:30,1733.0,21.0,3319,140.0,889.0,132.0,1182.0,6262,2024-01-08 22:11:24.000,29.0.0,93.0,190.0,38,True,1478.0,,kubernetes,conda-forge/kubernetes,,,22320331.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1478.0,22309839.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,472158.0,2.0,,,,,,,,,,,,,,,,,, +64,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,5.0,1359,147.0,972.0,297.0,1195.0,5432,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,38,True,25204.0,23757.0,kafka-python,conda-forge/kafka-python,,1834.0,6729220.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1447.0,6723911.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,428754.0,2.0,,,,,,,,,,,,,,,,,, +65,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-01-27 10:34:35.000,2023-12-01 10:50:33,1499.0,6.0,384,61.0,716.0,400.0,469.0,3556,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,38,True,392749.0,386107.0,joblib,conda-forge/joblib,,,43706734.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6642.0,43154407.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23750063.0,2.0,,,,,,,,,,,,,,,,,, +66,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-01-23 09:37:42.000,2024-01-12 19:56:59,2744.0,18.0,1223,199.0,1243.0,195.0,1876.0,3357,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,38,True,4400.0,4131.0,netmiko,,,,222168.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,269.0,222168.0,,,,2.0,,,,,,,,,,,,,,,,,, +67,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-01-24 16:21:57.503,2023-11-25 05:24:37,1628.0,1.0,469,90.0,308.0,183.0,329.0,2488,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,364100.0,347825.0,pexpect,conda-forge/pexpect,,4370.0,57804593.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16275.0,57377249.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17092360.0,1.0,,,,,,,,,,,,,,,,,, +68,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-01-30 00:36:18.000,2024-01-30 00:35:44,1010.0,13.0,209,23.0,161.0,175.0,334.0,2073,2024-01-27 23:48:36.000,0.3.8,27.0,44.0,38,True,142652.0,138594.0,dill,conda-forge/dill,,291477.0,45545142.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4058.0,45409954.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,5844904.0,2.0,,,,,,,,,,,,,3.0,,,,, +69,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-01-21 19:15:03.000,2023-11-20 03:58:10,1175.0,5.0,262,24.0,178.0,35.0,292.0,2040,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,38,True,957405.0,925004.0,pyparsing,conda-forge/pyparsing,,9319.0,103098012.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32401.0,101631406.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,41060965.0,1.0,,,,,,,,,,,,,,,,,, +70,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-01-31 21:38:08.000,2024-01-30 12:19:33,946.0,47.0,118,27.0,317.0,48.0,281.0,1508,2023-12-16 17:06:55.000,4.2.0,50.0,47.0,38,True,234197.0,233486.0,anyio,conda-forge/anyio,,,91205204.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,90937575.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,12043310.0,2.0,,,,,,,,,,,,,,,,,, +71,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-01-19 12:36:50.000,2023-10-21 04:26:51,530.0,,264,29.0,107.0,111.0,183.0,956,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2140173.0,2004083.0,six,conda-forge/six,,,204172941.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136090.0,203624298.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,51023816.0,1.0,,,,,,,,,,,,,,,,,, +72,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-01-30 20:07:29.000,2024-01-30 18:02:42,1770.0,57.0,317,54.0,1174.0,66.0,575.0,693,2024-01-25 16:44:04.000,3.17.1,157.0,147.0,38,True,26815.0,25653.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,36082597.0,https://pypi.org/project/google-cloud-bigquery,2024-01-25 16:44:04.000,1162.0,36017703.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-01-25 19:48:33.955,2790469.0,2.0,,,,,,,,,,,,,,,,,, +73,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-01-29 03:34:47.000,2024-01-02 13:45:30,2002.0,9.0,201,26.0,606.0,99.0,198.0,596,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,38,True,413015.0,398232.0,traitlets,conda-forge/traitlets,,317.0,35955602.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14783.0,35342861.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,25121768.0,1.0,,,,,,,,,,,,,,,,,, +74,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-01-30 03:01:06.000,2024-01-09 18:22:03,292.0,4.0,1407,374.0,168.0,144.0,181.0,25883,2022-12-12 20:38:05.885,0.5.0,10.0,63.0,37,True,31223.0,29276.0,fire,conda-forge/fire,,,5860170.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1947.0,5849724.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,835730.0,2.0,,,,,,,,,,,,,,,,,, +75,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-02-01 13:36:10.000,2024-02-01 13:36:10,2761.0,97.0,636,116.0,2971.0,695.0,3269.0,9289,2024-01-19 15:53:40.000,0.26.1,91.0,125.0,37,True,1351.0,1317.0,modin,conda-forge/modin-core,['pandas'],196794.0,793703.0,https://pypi.org/project/modin,2024-01-19 15:49:02.000,34.0,781423.0,https://anaconda.org/conda-forge/modin-core,2024-01-19 19:42:56.548,289653.0,2.0,,,,,,,,,,,,,,,,,, +76,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-02-01 13:37:38.000,2024-01-31 18:22:55,3122.0,169.0,864,106.0,1649.0,271.0,1406.0,9167,2024-01-22 11:10:14.000,0.19.2,49.0,218.0,37,True,2216.0,2143.0,kedro,,,,382200.0,https://pypi.org/project/kedro,2024-01-22 11:10:14.000,73.0,382200.0,,,,2.0,,,,,,,,,,,,,,,,,, +77,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-01-31 21:11:19.000,2024-01-31 21:11:15,2348.0,79.0,666,61.0,1514.0,30.0,1024.0,3730,2024-01-25 01:21:38.000,3.5.2,146.0,143.0,37,True,1456.0,1391.0,awswrangler,conda-forge/awswrangler,['pandas'],224765.0,37757576.0,https://pypi.org/project/awswrangler,2024-01-24 17:30:53.000,65.0,37743141.0,https://anaconda.org/conda-forge/awswrangler,2024-01-24 20:01:31.610,455128.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +78,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-02-01 13:12:36.000,2024-02-01 13:12:08,7332.0,614.0,471,80.0,5520.0,145.0,2391.0,3425,2023-12-18 23:17:03.000,7.2.0,76.0,250.0,37,True,1053.0,1000.0,ibis-framework,conda-forge/ibis-framework,,114.0,113643.0,https://pypi.org/project/ibis-framework,2024-01-28 00:02:36.000,53.0,106381.0,https://anaconda.org/conda-forge/ibis-framework,2023-12-19 18:18:56.725,319367.0,2.0,,,,,,,,,,,,,,,,,, +79,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-01-02 22:15:38.393,2024-01-02 03:27:05,3080.0,2.0,492,72.0,297.0,19.0,1260.0,3133,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,37,False,761908.0,700250.0,psycopg2,psycopg2,,,15433648.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61638.0,15431023.0,https://anaconda.org/anaconda/psycopg2,2024-01-02 22:15:38.393,259882.0,2.0,,,,,,,,,,,,,,,20.0,,, +80,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-02-01 12:36:15.000,2024-01-24 16:47:49,1513.0,15.0,457,134.0,568.0,318.0,375.0,2416,2023-11-17 10:47:56.000,1.2.0,30.0,135.0,37,True,27393.0,26100.0,dateparser,conda-forge/dateparser,,,5409408.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1293.0,5405015.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,193319.0,2.0,,,,,,,,,,,,,,,,,, +81,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-01-22 16:56:02.000,2023-11-14 16:25:37,322.0,2.0,516,53.0,265.0,277.0,315.0,2373,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,37,True,1147936.0,1069839.0,pyyaml,conda-forge/pyyaml,,,246782425.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78097.0,245770172.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41502412.0,1.0,,,,,,,,,,,,,,,,,, +82,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-02-01 12:38:24.000,2024-02-01 11:47:22,593.0,56.0,195,28.0,607.0,10.0,125.0,1089,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,208172.0,200016.0,bcrypt,conda-forge/bcrypt,,,50460703.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8156.0,50354637.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4454780.0,3.0,,,,,,,,,,,,,,,,,, +83,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2024-01-24 15:32:00.000,2024-01-24 15:32:00,6871.0,17.0,1766,232.0,3078.0,743.0,2790.0,12987,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,11222.0,10869.0,pysimplegui,conda-forge/pysimplegui,,,621427.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,353.0,618930.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,134883.0,2.0,,,,,,,,,,,,,,,,,, +84,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-01-29 15:08:04.000,2024-01-09 06:52:30,369.0,42.0,534,152.0,321.0,194.0,153.0,12148,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,36,True,9638.0,9441.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,622258.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,197.0,621415.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,25311.0,2.0,,,,,,,,,,,,,,,,,, +85,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-01-13 20:41:01.000,2024-01-13 20:41:01,2434.0,3.0,1222,230.0,477.0,145.0,1014.0,8109,2022-12-24 01:04:06.789,4.2.5,51.0,176.0,36,True,12127.0,10169.0,supervisor,conda-forge/supervisor,,,1641763.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1958.0,1634609.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,286180.0,2.0,,,,,,,,,,,,,,,,,, +86,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-01-24 16:12:46.142,2024-01-24 03:22:09,1214.0,6.0,305,83.0,352.0,119.0,142.0,4446,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,36,True,135802.0,132272.0,toolz,conda-forge/toolz,,,23169443.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3530.0,22703008.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19123843.0,2.0,,,,,,,,,,,,,,,,,, +87,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-01-19 11:12:58.000,2024-01-19 11:10:01,1043.0,10.0,840,423.0,398.0,155.0,1157.0,3738,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,36,True,10955.0,9969.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,200.0,3240865.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,986.0,3240753.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8373.0,2.0,,,,,,,,,,,,,,,,,, +88,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2023-12-09 01:28:45.000,2023-11-08 17:22:41,1363.0,4.0,615,118.0,128.0,10.0,899.0,3418,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,36,True,76078.0,72048.0,xlsxwriter,conda-forge/xlsxwriter,,,15598447.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4030.0,15529621.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3097186.0,3.0,,,,,,,,,,,,,,,,,, +89,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,584,96.0,178.0,30.0,315.0,3061,,,21.0,83.0,36,True,760955.0,743621.0,pycparser,conda-forge/pycparser,,,134052948.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17334.0,133644920.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36722524.0,2.0,,,,,,,,,,,,,,,,,, +90,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-01-23 17:28:46.000,2024-01-23 17:28:45,2666.0,11.0,479,123.0,558.0,314.0,1509.0,2786,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,36,True,31171.0,30528.0,xlwings,conda-forge/xlwings,,19548.0,162238.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,643.0,146147.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,707806.0,1.0,,,,,,,,,,,,,,,,,, +91,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-02-01 04:29:54.000,2024-02-01 03:57:09,1084.0,12.0,470,55.0,303.0,13.0,320.0,2370,2023-12-13 13:40:11.000,2.2.1,37.0,84.0,36,True,159943.0,152690.0,mysqlclient,conda-forge/mysqlclient,,5273.0,4993666.0,https://pypi.org/project/mysqlclient,2023-12-13 13:40:11.000,7253.0,4986117.0,https://anaconda.org/conda-forge/mysqlclient,2023-12-15 15:20:16.416,322110.0,2.0,,,,,,,,,,,,,,,,,, +92,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-01-19 14:19:34.000,2023-11-13 16:35:34,1579.0,4.0,461,45.0,638.0,341.0,405.0,2198,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5850.0,,python-dateutil,conda-forge/python-dateutil,,35071.0,232599312.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5850.0,232034806.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,52468724.0,2.0,,,,,,,,,,,,,,,,,, +93,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,42.0,114.0,24.0,151.0,1950,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,331180.0,328850.0,pyrsistent,conda-forge/pyrsistent,,,34972059.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2330.0,34494781.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20522978.0,1.0,,,,,,,,,,,,,,,,,, +94,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2023-10-11 03:17:47.000,2023-01-29 03:07:44,1874.0,,278,38.0,240.0,198.0,198.0,1169,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,36,False,327793.0,310427.0,future,conda-forge/future,,,32172345.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17366.0,32031727.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12796287.0,2.0,,,,,,,,,,,,,,,,,, +95,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-01-24 15:46:56.000,2023-12-16 02:49:30,1026.0,11.0,256,19.0,398.0,127.0,318.0,781,2023-12-11 21:57:22.000,2023.12.2,66.0,134.0,36,True,17203.0,16446.0,s3fs,conda-forge/s3fs,,,211710500.0,https://pypi.org/project/s3fs,2023-12-11 21:57:22.000,757.0,211555199.0,https://anaconda.org/conda-forge/s3fs,2023-12-12 00:58:34.720,6522655.0,2.0,,,,,,,,,,,,,,,,,, +96,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-02-01 12:44:32.000,2024-02-01 00:21:44,15596.0,260.0,7129,737.0,5857.0,1750.0,3724.0,17892,2024-01-05 02:21:22.000,1.22.1,17.0,618.0,35,True,14.0,,micropython-_markupbase,,,72019.0,923.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +97,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-02-01 07:40:25.000,2024-01-31 03:05:42,2804.0,27.0,630,150.0,500.0,247.0,1017.0,11800,2023-10-09 18:31:30.000,1.10.1,220.0,65.0,35,True,2680.0,2626.0,dearpygui,,,,62843.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,54.0,62843.0,,,,2.0,,,,,,,,,,,,,,,,,, +98,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,2.0,965,216.0,185.0,156.0,295.0,11330,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,33204.0,31743.0,schedule,conda-forge/schedule,,,1786447.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1461.0,1785115.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,49295.0,3.0,,,,,,,,,,,,,,,,,, +99,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,162.0,110.0,260.0,186.0,7881,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,122804.0,110332.0,docopt,conda-forge/docopt,,,10472734.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12472.0,10451228.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2021651.0,2.0,,,,,,,,,,,,,,,,,, +100,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2023-10-25 21:38:32.000,2023-10-10 18:33:40,1448.0,,682,135.0,389.0,175.0,457.0,6148,2023-07-20 15:43:30.598,0.3.6,46.0,146.0,35,True,136075.0,127859.0,watchdog,conda-forge/watchdog,,,12522982.0,https://pypi.org/project/watchdog,2023-07-20 15:43:30.598,8216.0,12461674.0,https://anaconda.org/conda-forge/watchdog,2023-09-22 15:44:49.385,2697567.0,2.0,,,,,,,,,,,,,,,,,, +101,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-01-19 17:14:34.000,2023-12-16 21:30:31,835.0,9.0,391,68.0,280.0,226.0,320.0,5939,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,35,True,26228.0,24929.0,pendulum,conda-forge/pendulum,,528.0,20167987.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1299.0,20146985.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,902874.0,2.0,,,,,,,,,,,,,,,,,, +102,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-01-26 20:36:58.000,2024-01-18 16:58:42,623.0,9.0,188,34.0,88.0,2.0,362.0,5269,2024-01-18 17:26:31.000,3.9.12,119.0,22.0,35,True,73167.0,71888.0,orjson,conda-forge/orjson,,,15587443.0,https://pypi.org/project/orjson,2024-01-18 17:19:41.000,1279.0,15564187.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1046547.0,2.0,,,,,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-01-01 17:45:27.000,2024-01-01 17:45:18,1187.0,6.0,588,137.0,327.0,33.0,222.0,4466,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,35,True,92772.0,91492.0,tablib,conda-forge/tablib,,,1789680.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1788600.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,93996.0,2.0,,,,,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-02-01 00:16:51.000,2024-01-05 11:40:33,908.0,10.0,371,87.0,276.0,26.0,318.0,4191,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4534.0,,ujson,conda-forge/ujson,,,9617382.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4534.0,9514540.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4525050.0,2.0,,,,,,,,,,,,,,,,,, +105,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-01-26 08:00:58.934,2024-01-26 06:50:31,1627.0,18.0,455,88.0,113.0,9.0,167.0,3362,2024-01-26 07:22:12.000,8.13.29,238.0,30.0,35,True,1470.0,,phonenumbers,conda-forge/phonenumbers,,,5167931.0,https://pypi.org/project/phonenumbers,2024-01-26 07:22:12.000,1470.0,5141747.0,https://anaconda.org/conda-forge/phonenumbers,2024-01-26 08:00:58.934,864092.0,1.0,,,,,,,,,,,,,,,,,, +106,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3342,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,879070.0,857151.0,colorama,conda-forge/colorama,,,126200452.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21919.0,125903224.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,27939466.0,2.0,,,,,,,,,,,,,,,,,, +107,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-01-31 20:49:33.000,2024-01-31 20:49:32,1768.0,22.0,210,91.0,249.0,,,2279,2023-11-14 21:54:12.000,3.3.2,47.0,48.0,35,True,81953.0,80747.0,motor,conda-forge/motor,,,1384940.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1206.0,1383348.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,63711.0,2.0,,,,,,,,,,,,,,,,,, +108,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2023-12-04 09:37:39.000,2023-11-14 07:16:07,1076.0,15.0,209,26.0,167.0,66.0,216.0,1845,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,35,True,10060.0,9203.0,deepdiff,conda-forge/deepdiff,,,9491327.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,857.0,9482515.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,387770.0,1.0,,,,,,,,,,,,,,,,,, +109,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-01-31 20:40:08.000,2024-01-31 20:40:08,479.0,15.0,211,36.0,256.0,41.0,209.0,1794,2023-11-17 11:13:10.000,0.14.1,48.0,96.0,35,True,16434.0,15058.0,voluptuous,conda-forge/voluptuous,,,3325945.0,https://pypi.org/project/voluptuous,2023-11-17 11:13:10.000,1376.0,3317203.0,https://anaconda.org/conda-forge/voluptuous,2023-11-17 13:16:51.101,340941.0,2.0,,,,,,,,,,,,,,,,,, +110,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,177.0,1618,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,139807.0,118810.0,simplejson,conda-forge/simplejson,,6408.0,19336990.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,20997.0,19268635.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3073013.0,2.0,,,,,,,,,,,,,,,,,, +111,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-02-01 05:10:52.000,2024-01-29 09:30:43,726.0,43.0,223,60.0,448.0,148.0,625.0,1507,2019-06-19 22:31:20.000,3.7.4,16.0,95.0,35,True,6038.0,,typing,conda-forge/typing,,,8418509.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6038.0,8387315.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2963436.0,2.0,,,,,,,,,,,,,,,,,, +112,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-01-29 17:16:40.000,2024-01-29 17:16:30,766.0,20.0,124,35.0,218.0,51.0,205.0,1336,2024-01-23 20:48:15.000,3.2.2,125.0,72.0,35,True,51751.0,49518.0,argcomplete,conda-forge/argcomplete,,329.0,23768461.0,https://pypi.org/project/argcomplete,2024-01-23 20:48:15.000,2233.0,23734276.0,https://anaconda.org/conda-forge/argcomplete,2024-01-24 11:25:03.802,1469838.0,2.0,,,,,,,,,,,,,,,,,, +113,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-01-28 10:01:41.000,2024-01-28 10:01:41,4834.0,50.0,267,61.0,380.0,168.0,550.0,1248,2023-11-27 12:13:28.000,3.9.2,46.0,129.0,35,True,2619.0,,tables,conda-forge/pytables,,182.0,1007948.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2619.0,849419.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6816696.0,2.0,,,,,,,,,,,,,,,,,, +114,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-02-01 03:41:33.000,2024-01-11 00:45:59,529.0,12.0,85,23.0,292.0,30.0,75.0,1184,2023-10-30 18:54:14.000,2.1.0,34.0,34.0,35,True,20170.0,19906.0,cleo,conda-forge/cleo,,,27548866.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,264.0,27532646.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,648807.0,2.0,,,,,,,,,,,,python-poetry/cleo,,,,,, +115,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-01-07 17:50:26.000,2024-01-07 17:50:22,2078.0,36.0,148,20.0,165.0,60.0,444.0,1154,2023-11-12 22:31:41.000,24.3.0,192.0,118.0,35,True,4289.0,,keyring,conda-forge/keyring,,,42629047.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4289.0,42532094.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4168992.0,3.0,,,,,,,,,,,,,,,,,, +116,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-01-28 19:04:42.000,2024-01-13 17:42:18,1168.0,48.0,296,31.0,848.0,7.0,533.0,728,2024-01-03 09:38:29.000,7.2.3,110.0,129.0,35,True,6859.0,6376.0,minio,conda-forge/minio,,,1776043.0,https://pypi.org/project/minio,2024-01-02 20:58:21.000,483.0,1772334.0,https://anaconda.org/conda-forge/minio,2024-01-02 22:32:44.199,155813.0,2.0,,,,,,,,,,,,,,,,,, +117,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-01-30 15:54:14.000,2024-01-30 15:54:13,291.0,13.0,91,16.0,193.0,12.0,92.0,629,2023-10-30 18:29:37.000,3.13.1,65.0,42.0,35,True,387491.0,384597.0,filelock,conda-forge/filelock,,,111205272.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2894.0,110837878.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16532752.0,2.0,,,,,,,,,,,,tox-dev/filelock,,,,,, +118,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-01-11 21:52:28.000,2023-12-21 19:12:29,604.0,37.0,128,19.0,239.0,50.0,36.0,193,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,272464.0,268082.0,s3transfer,conda-forge/s3transfer,,,290358031.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4382.0,289919260.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17550847.0,2.0,,,,,,,,,,,,,,,,,, +119,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-26 22:08:21.000,2024-01-26 22:08:21,1605.0,1.0,1988,465.0,551.0,475.0,1309.0,14430,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,170.0,21.0,fabric,conda-forge/fabric,,,5168590.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,149.0,5166386.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,81558.0,3.0,,,,,,,,,,,,,-2.0,,,,, +120,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-02-01 12:39:27.000,2024-01-31 14:32:37,8735.0,293.0,573,87.0,2271.0,54.0,390.0,7436,2024-01-24 06:34:39.000,3.8.17,154.0,125.0,34,True,2671.0,2617.0,hub,,,,2792.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,2792.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,, +121,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-01-04 14:08:21.000,2024-01-04 14:08:21,1465.0,3.0,542,134.0,235.0,7.0,466.0,6794,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16641.0,13989.0,sh,conda-forge/sh,,,5543719.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2652.0,5538964.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,190212.0,3.0,,,,,,,,,,,,,,,,,, +122,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-01-15 07:50:50.000,2024-01-15 07:50:50,1535.0,3.0,348,142.0,203.0,66.0,106.0,6352,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,34,True,6654.0,6213.0,boltons,conda-forge/boltons,,25.0,3619411.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,441.0,3528472.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,4001326.0,2.0,,,,,,,,,,,,,,,,,, +123,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2023-09-14 16:45:33.000,2023-03-12 19:26:01,221.0,,469,105.0,95.0,87.0,162.0,5305,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,True,68188.0,62467.0,xmltodict,conda-forge/xmltodict,,,31606835.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5721.0,31566622.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3619177.0,2.0,,,,,,,,,,,,,,,,,, +124,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-01-30 14:02:48.000,2024-01-23 00:00:28,551.0,8.0,809,72.0,420.0,98.0,433.0,3694,2023-11-21 00:49:16.000,0.19.0,49.0,140.0,34,True,880.0,,prometheus_client,conda-forge/prometheus_client,,,25819887.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,880.0,25483878.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,15120415.0,2.0,,,,,,,,,,,,,,,,,, +125,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-02-01 00:48:52.000,2024-01-26 14:27:01,735.0,12.0,316,33.0,511.0,105.0,378.0,3424,2023-10-31 18:44:59.000,3.2.4,86.0,120.0,34,True,8139.0,7844.0,dynaconf,conda-forge/dynaconf,,,2025477.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,295.0,2023852.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,65004.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +126,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-01-29 14:35:53.000,2023-11-01 04:01:28,505.0,,584,125.0,227.0,62.0,980.0,2796,2023-10-13 17:10:49.000,5.0.1,63.0,56.0,34,False,56078.0,53852.0,pyodbc,conda-forge/pyodbc,,,23853131.0,https://pypi.org/project/pyodbc,2023-10-13 17:07:44.000,2226.0,23822365.0,https://anaconda.org/conda-forge/pyodbc,2023-10-13 19:05:25.669,1230670.0,2.0,,,,,,,,,,,,,,,,,, +127,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,314,47.0,111.0,16.0,188.0,2468,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,55690.0,52327.0,python-magic,conda-forge/python-magic,,,6528903.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3363.0,6522905.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,239948.0,2.0,,,,,,,,,,,,,,,,,, +128,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-01-26 13:16:08.000,2024-01-26 13:15:59,842.0,25.0,204,62.0,105.0,63.0,300.0,2102,2024-01-26 13:04:44.000,2.9.0,53.0,72.0,34,True,3235.0,,numexpr,conda-forge/numexpr,,529.0,6099605.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3235.0,5926796.0,https://anaconda.org/conda-forge/numexpr,2023-12-23 18:56:31.463,7603366.0,2.0,,,,,,,,,,,,,,,,,, +129,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,18.0,218,44.0,69.0,50.0,142.0,1924,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,34,True,11928.0,,wrapt,conda-forge/wrapt,,,109547034.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11928.0,109204862.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13686884.0,2.0,,,,,,,,,,,,,,,,,, +130,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-31 15:09:01.023,2024-01-31 12:53:43,507.0,15.0,299,26.0,120.0,12.0,148.0,1779,2024-01-31 12:58:25.000,2.10.1,45.0,66.0,34,True,66988.0,65464.0,emoji,conda-forge/emoji,,,2817302.0,https://pypi.org/project/emoji,2024-01-31 12:58:25.000,1524.0,2815718.0,https://anaconda.org/conda-forge/emoji,2024-01-31 15:09:01.023,66549.0,1.0,,,,,,,,,,,,,,,,,, +131,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-02-01 13:14:55.000,2024-02-01 13:14:54,1393.0,70.0,151,21.0,906.0,56.0,375.0,1444,2024-01-16 15:40:08.000,9.1.1,60.0,71.0,34,True,875.0,827.0,copier,,,,189667.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,189667.0,,,,2.0,,,,,,,,,,,,,,,,,, +132,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-01-18 04:25:09.000,2024-01-18 04:24:27,1403.0,27.0,160,34.0,171.0,69.0,236.0,1184,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,34,True,2443.0,,jsonpickle,conda-forge/jsonpickle,,,10028203.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2443.0,9980663.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1616384.0,3.0,,,,,,,,,,,,,,,,,, +133,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-01-31 15:36:56.000,2024-01-31 13:32:23,1386.0,2.0,314,30.0,328.0,194.0,239.0,1177,2023-05-02 07:31:50.000,0.41.1,214.0,119.0,34,True,29751.0,27583.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,4941857.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2168.0,4935737.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,544726.0,2.0,,,,,,,,,,,,,,,,,, +134,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,149.0,271.0,1134,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,35513.0,34801.0,py4j,conda-forge/py4j,,,38178121.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,712.0,38123394.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4925438.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,, +135,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-01-31 19:08:03.000,2024-01-31 19:08:03,722.0,24.0,130,22.0,293.0,52.0,131.0,1101,2024-01-24 13:45:14.000,1.4.0,22.0,50.0,34,True,10588.0,,pluggy,conda-forge/pluggy,,,99302463.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10588.0,98701068.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24055815.0,2.0,,,,,,,,,,,,,,,,,, +136,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-01-30 00:07:14.000,2024-01-25 23:01:44,387.0,17.0,155,62.0,390.0,42.0,301.0,409,2023-12-12 14:47:14.000,0.20.0,44.0,48.0,34,True,9427.0,9091.0,pandas-gbq,conda-forge/pandas-gbq,,349.0,8170311.0,https://pypi.org/project/pandas-gbq,2023-12-12 14:47:14.000,336.0,8123551.0,https://anaconda.org/conda-forge/pandas-gbq,2024-01-25 18:27:39.562,1870242.0,2.0,,,,,,,,,,,,,,,,,, +137,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-01-29 14:20:52.000,2024-01-17 00:16:46,354.0,18.0,51,13.0,69.0,9.0,39.0,365,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,34,True,512335.0,498758.0,wcwidth,conda-forge/wcwidth,,,54531150.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13577.0,54011309.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,22873024.0,3.0,,,,,,,,,,,,,,,,,, +138,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-01-30 10:42:03.000,2024-01-29 03:42:58,662.0,6.0,81,14.0,36.0,38.0,53.0,297,2023-01-14 12:26:16.208,2022.7.1,114.0,21.0,34,True,1898213.0,1814508.0,pytz,conda-forge/pytz,,,159283425.0,https://pypi.org/project/pytz,2024-01-29 03:41:21.000,83705.0,158036144.0,https://anaconda.org/conda-forge/pytz,2024-01-29 17:32:52.314,48643991.0,3.0,,,,,,,,,,,,,,,,,, +139,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-01-24 16:44:50.000,2024-01-05 14:42:12,533.0,1.0,2186,386.0,469.0,353.0,187.0,33795,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1351.0,1312.0,diagrams,conda-forge/diagrams,,,148451.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,39.0,144549.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,175603.0,2.0,,,,,,,,,,,,,-2.0,,,,, +140,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-01-29 19:16:58.000,2023-12-10 20:18:56,479.0,4.0,513,69.0,303.0,208.0,167.0,12947,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,33,True,3030.0,21.0,typer,conda-forge/typer,,,13713367.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,3009.0,13670025.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,1993758.0,3.0,,,,,,,,,,,,,,,,,, +141,gdown,wkentaro/gdown,Google Drive Public File/Folder Downloader (curl/wget fails due to the security notice).,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-02-01 13:33:27.000,2024-01-28 01:52:47,471.0,30.0,313,23.0,129.0,21.0,128.0,3681,2024-01-26 15:37:13.000,5.0.1,89.0,17.0,33,True,26095.0,25635.0,gdown,conda-forge/gdown,,,1535194.0,https://pypi.org/project/gdown,2024-01-26 15:34:42.000,460.0,1529557.0,https://anaconda.org/conda-forge/gdown,2024-01-26 18:08:15.683,248040.0,2.0,,,,,,,,,,,,,,,,,, +142,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-02-01 13:28:33.000,2024-01-26 08:29:59,6252.0,247.0,381,40.0,2116.0,64.0,213.0,3473,2024-01-26 09:18:08.000,0.55.1,126.0,89.0,33,True,361.0,359.0,zenml,,,1.0,22219.0,https://pypi.org/project/zenml,2024-01-26 09:04:41.000,2.0,22219.0,,,,2.0,,,,,,,,,,,,,,,,,, +143,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,89.0,80.0,316.0,332.0,3466,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4208.0,3842.0,pony,conda-forge/pony,,84.0,118734.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,366.0,116223.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,97938.0,3.0,,,,,,,,,,,,,,,,,, +144,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,13.0,334.0,3081,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16414.0,15264.0,cerberus,conda-forge/cerberus,,,4741876.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1150.0,4727936.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,362453.0,2.0,,,,,,,,,,,,,,,,,, +145,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,23.0,198,57.0,154.0,95.0,74.0,2818,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,33,True,9004.0,8060.0,schema,conda-forge/schema,,,8867245.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,944.0,8864755.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,136996.0,2.0,,,,,,,,,,,,,,,,,, +146,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-02-01 08:26:55.000,2024-01-25 18:30:50,627.0,20.0,238,21.0,617.0,297.0,422.0,2813,2023-12-08 21:11:34.000,0.18.0,79.0,112.0,33,True,1415.0,1311.0,pandera,conda-forge/pandera-core,['pandas'],,1339403.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,104.0,1338583.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,32824.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,, +147,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-01-21 20:21:14.000,2024-01-21 20:21:13,1438.0,12.0,214,45.0,1203.0,64.0,567.0,2644,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,33,True,3743.0,3691.0,docarray,conda-forge/docarray,,,62142.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,57034.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,127714.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,, +148,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-01-26 19:52:16.000,2023-12-10 17:09:47,1032.0,1.0,271,35.0,373.0,198.0,258.0,2288,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,17258.0,17151.0,pypika,conda-forge/pypika,,,2250854.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2250585.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,7538.0,3.0,,,,,,,,,,,,,,,,,, +149,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-01-29 17:40:26.000,2023-12-03 10:50:26,9954.0,12.0,944,85.0,1783.0,89.0,124.0,1985,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,33,True,861.0,,apache-libcloud,,,,250232.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,250232.0,,,,3.0,,,,,,,,,,,,,,,,,, +150,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-01-28 21:35:23.000,2023-10-30 00:20:45,288.0,,149,28.0,59.0,9.0,229.0,1897,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3615.0,,cachetools,conda-forge/cachetools,,,114086553.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3615.0,113850884.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10605123.0,1.0,,,,,,,,,,,,,,,,,, +151,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,2.0,250,49.0,291.0,9.0,271.0,1812,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2412.0,,msgpack,conda-forge/msgpack-python,,1276.0,58971906.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2412.0,58600620.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14850794.0,3.0,,,,,,,,,,,,,,,,,, +152,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,1.0,165,30.0,283.0,87.0,166.0,1518,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,33,True,2981.0,,cloudpickle,conda-forge/cloudpickle,,27.0,34944234.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2981.0,34579775.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15671769.0,3.0,,,,,,,,,,,,,,,,,, +153,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-01-10 16:01:10.000,2023-12-21 23:24:17,6039.0,8.0,576,78.0,1114.0,13.0,,1364,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,33,True,6883.0,6178.0,cassandra-driver,conda-forge/cassandra-driver,,,1364802.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,705.0,1360178.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,194223.0,3.0,,,,,,,,,,,,,,,,,, +154,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-01-31 17:09:36.000,2024-01-22 19:50:32,1877.0,40.0,225,45.0,909.0,278.0,398.0,1281,2023-08-18 14:29:58.000,2.16.1,73.0,96.0,33,True,3739.0,3244.0,zarr,conda-forge/zarr,,,532901.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,495.0,466659.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2848443.0,2.0,,,,,,,,,,,,,-2.0,,,,, +155,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-01-30 08:37:02.000,2024-01-30 08:36:34,1520.0,31.0,214,99.0,760.0,2.0,234.0,852,2024-01-29 12:09:05.000,5.17.0,132.0,43.0,33,True,8318.0,8092.0,neo4j-driver,conda-forge/neo4j-python-driver,,,134349.0,https://pypi.org/project/neo4j-driver,2024-01-29 11:36:57.000,226.0,129816.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-01-29 16:24:27.720,199476.0,3.0,,,,,,,,,,,,,,,,,, +156,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,103,24.0,56.0,13.0,93.0,801,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,548841.0,524398.0,decorator,conda-forge/decorator,,,63667995.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24443.0,63387559.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25519761.0,2.0,,,,,,,,,,,,,,,,,, +157,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-02-01 05:48:19.000,2024-02-01 05:19:40,1318.0,158.0,93,22.0,797.0,17.0,129.0,371,2023-07-20 15:53:14.362,0.0.1,131.0,53.0,33,True,3358.0,,multidict,conda-forge/multidict,,6310.0,78689558.0,https://pypi.org/project/multidict,2023-07-20 15:53:14.362,3358.0,78401681.0,https://anaconda.org/conda-forge/multidict,2023-10-07 22:15:36.598,11512344.0,1.0,,,,,,,,,,,,,,,,,, +158,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,,131,23.0,95.0,53.0,140.0,307,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,114089.0,106991.0,asn1crypto,conda-forge/asn1crypto,,,63150208.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7098.0,63045637.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8365717.0,3.0,,,,,,,,,,,,,,,,,, +159,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,237,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,33,False,472063.0,456937.0,pyasn1,conda-forge/pyasn1,,,167410434.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15126.0,164662504.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13739651.0,3.0,,,,,,,,,,,,,,,,,, +160,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-01-29 11:35:49.000,2024-01-22 22:01:58,1873.0,4.0,616,124.0,1293.0,258.0,1094.0,7916,2023-02-23 18:30:37.000,1.3.2,22.0,116.0,32,True,19741.0,19732.0,hydra,conda-forge/hydra-core,,,33262.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,14811.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,885689.0,2.0,,,,,,,,,,,,,,,,,, +161,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-01-19 01:36:55.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,17.0,292.0,6362,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13373.0,12441.0,tinydb,conda-forge/tinydb,,,514974.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,932.0,510966.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,368826.0,2.0,,,,,,,,,,,,,,,,,, +162,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2023-12-21 20:10:23.000,2023-12-21 20:10:21,1914.0,7.0,597,130.0,332.0,35.0,861.0,5725,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,32,True,1925.0,1554.0,csvkit,conda-forge/csvkit,,,182166.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,371.0,179011.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,104116.0,2.0,,,,,,,,,,,,,,,,,, +163,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-01-30 11:05:13.000,2023-12-18 08:20:45,483.0,5.0,247,48.0,198.0,91.0,148.0,5681,2023-08-14 13:22:49.000,8.2.3,53.0,87.0,32,True,1743.0,,tenacity,conda-forge/tenacity,,,40872065.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1743.0,40726177.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5835521.0,2.0,,,,,,,,,,,,,,,,,, +164,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-01-18 01:44:14.000,2024-01-18 01:44:13,1193.0,4.0,338,43.0,495.0,489.0,506.0,4094,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7141.0,7037.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,106272.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,105751.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16698.0,3.0,,,,,,,,,,,,,,,,,, +165,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,308,48.0,202.0,203.0,358.0,3441,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,2956.0,2831.0,dependency-injector,conda-forge/dependency_injector,,,989137.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,125.0,987875.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,36621.0,2.0,,,,,,,,,,,,,,,,,, +166,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,160.0,3153,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2259.0,,sortedcontainers,conda-forge/sortedcontainers,,,33089009.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2259.0,32959603.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11775987.0,2.0,,,,,,,,,,,,,,,,,, +167,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-01-22 03:17:16.000,2023-12-21 04:13:59,1274.0,1.0,185,51.0,324.0,127.0,225.0,2727,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,32,True,6202.0,5725.0,plumbum,conda-forge/plumbum,,,2858305.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,477.0,2846738.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,994812.0,3.0,,,,,,,,,,,,,-2.0,,,,, +168,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-01-31 22:55:57.000,2024-01-31 16:48:02,834.0,8.0,430,40.0,638.0,269.0,367.0,2343,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1778.0,1617.0,pynamodb,conda-forge/pynamodb,,,1535932.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1524998.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,459229.0,3.0,,,,,,,,,,,,,,,,,, +169,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2023-07-31 07:36:00.000,2021-08-21 19:45:33,503.0,,442,96.0,160.0,3.0,,2122,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,215778.0,207190.0,xlrd,conda-forge/xlrd,,,19232851.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8588.0,19188939.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3644757.0,2.0,,,,,,,,,,,,,,,,,, +170,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2038,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39490.0,6.0,chardet,conda-forge/chardet,,,54952728.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39480.0,54406335.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22400273.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,45.0,,,,,,,,,,,,, +171,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,171,35.0,161.0,46.0,87.0,2013,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7071.0,,jmespath,conda-forge/jmespath,,,127654108.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7071.0,127461987.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17483093.0,3.0,,,,,,,,,,,,,,,,,, +172,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-01-18 12:41:13.000,2024-01-18 12:41:13,1060.0,9.0,91,18.0,582.0,101.0,446.0,1713,2022-12-08 21:01:02.889,2.3.0,146.0,33.0,32,True,24747.0,24259.0,omegaconf,conda-forge/omegaconf,,,6705196.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,488.0,6679478.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1260192.0,2.0,,,,,,,,,,,,,,,,,, +173,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,218,48.0,180.0,56.0,337.0,1472,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2415.0,2316.0,pygsheets,,,,1264640.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1264640.0,,,,3.0,,,,,,,,,,,,,,,,,, +174,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-01-29 10:18:56.000,2024-01-12 09:43:33,550.0,14.0,78,21.0,225.0,34.0,99.0,1338,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,32,True,11553.0,11135.0,questionary,conda-forge/questionary,,,1944588.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1942903.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,64044.0,3.0,,,,,,,,,,,,,,,,,, +175,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-01-27 11:14:14.000,2024-01-26 18:48:28,2257.0,106.0,473,,,,,1294,2023-06-21 16:43:02.350,0.27.1,69.0,225.0,32,True,460.0,,holidays,conda-forge/holidays,,,6433665.0,https://pypi.org/project/holidays,2024-01-15 19:29:33.000,460.0,6346292.0,https://anaconda.org/conda-forge/holidays,2024-01-15 23:13:37.023,3757076.0,3.0,,,,,,,,,,,,,-4.0,,,,, +176,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-01-23 21:44:51.000,2023-04-04 11:45:40,1273.0,,97,32.0,207.0,46.0,192.0,979,2023-03-08 19:41:02.446,1.3.7,37.0,30.0,32,True,47096.0,45422.0,Bottleneck,conda-forge/bottleneck,,,820885.0,https://pypi.org/project/Bottleneck,2023-03-08 19:41:02.446,1674.0,723963.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3876904.0,2.0,,,,,,,,,,,,,,,,,, +177,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,5.0,125,24.0,71.0,22.0,161.0,880,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,18700.0,18350.0,anytree,conda-forge/anytree,,,1145604.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,350.0,1144798.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,37088.0,2.0,,,,,,,,,,,,,,,,,, +178,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-01-30 03:16:13.000,2024-01-12 12:07:43,352.0,9.0,141,13.0,165.0,20.0,138.0,873,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,103850.0,102007.0,validators,conda-forge/validators,,19.0,7339079.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1843.0,7326170.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,555072.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,, +179,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-01-15 14:36:06.000,2023-03-04 17:45:05,299.0,,565,133.0,191.0,183.0,344.0,6033,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6829.0,6743.0,eel,,,,67791.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,67791.0,,,,2.0,,,,,,,,,,,,python-eel/Eel,,,,,, +180,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,92.0,186.0,16.0,429.0,5230,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3589.0,3318.0,transitions,conda-forge/transitions,,,492416.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,271.0,481937.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,586863.0,1.0,,,,,,,,,,,,,,,,,, +181,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5165,,,41.0,28.0,31,False,8659.0,7835.0,pdfminer,conda-forge/pdfminer,,,183258.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,824.0,182858.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36082.0,2.0,,,,,,,,,,,,,,,,,, +182,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,8.0,380,86.0,176.0,,607.0,4787,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1534.0,1354.0,huey,conda-forge/huey,,,93172.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,92696.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33347.0,2.0,,,,,,,,,,,,,,,,,, +183,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-02-01 12:18:26.000,2024-01-31 22:29:37,7938.0,374.0,667,83.0,1360.0,144.0,686.0,4018,2023-12-21 02:08:02.000,0.4.1,65.0,256.0,31,True,40.0,3.0,toga,,,2376.0,5097.0,https://pypi.org/project/toga,2023-12-21 02:08:02.000,34.0,4931.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,18.0,,,,,,,,,,,,, +184,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2023-12-03 20:35:16.966,2023-11-28 18:26:26,330.0,1.0,253,52.0,201.0,125.0,198.0,3640,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,31,True,21935.0,21813.0,databases,conda-forge/databases,,,400648.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,122.0,395689.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,193422.0,3.0,,,,,,,,,,,,,,,,,, +185,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,301.0,1629.0,112.0,486.0,3306,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,344.0,327.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1472842.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1467106.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,325997.0,3.0,,,,,,,,,,,,,,,,,, +186,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3178,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10010.0,9192.0,blaze,conda-forge/blaze,,,13725.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,11130.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202441.0,3.0,,,,,,,,,,,,,,,,,, +187,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-02-01 11:13:55.000,2024-01-12 08:53:25,1024.0,1.0,380,48.0,385.0,71.0,310.0,3031,2023-09-07 03:00:21.000,6.4.0,56.0,106.0,31,True,634.0,,smart-open,conda-forge/smart_open,,,17841465.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,634.0,17788825.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2263552.0,2.0,,,,,,,,,,,,piskvorky/smart_open,,,,,, +188,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,,658,141.0,453.0,143.0,401.0,2775,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,31,True,23147.0,22287.0,pandas-datareader,conda-forge/pandas-datareader,,,391453.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,860.0,387274.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,342678.0,2.0,,,,,,,,,,,,,,,,,, +189,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,189,29.0,76.0,4.0,90.0,2633,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,124520.0,121106.0,python-decouple,conda-forge/python-decouple,,12.0,2028745.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3414.0,2027771.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,75009.0,3.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +190,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2608,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1516.0,1402.0,mrjob,conda-forge/mrjob,,,85993.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,80151.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,519958.0,2.0,,,,,,,,,,,,,,,,,, +191,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-01-31 22:04:26.000,2024-01-31 21:52:43,830.0,45.0,111,32.0,1056.0,17.0,400.0,2483,2024-01-31 21:39:22.000,1.3.22,315.0,32.0,31,True,240.0,234.0,whylogs,,,44.0,196333.0,https://pypi.org/project/whylogs,2024-01-31 21:40:05.000,6.0,196331.0,,,,2.0,,,,,,,,,,,,,,,,,, +192,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2023-11-10 15:33:41.000,2023-11-10 15:33:41,250.0,1.0,144,36.0,65.0,49.0,64.0,2464,2023-08-11 13:31:17.000,23.2.1,15.0,35.0,31,True,130117.0,127913.0,aiofiles,conda-forge/aiofiles,,,10575509.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2204.0,10551597.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,956514.0,2.0,,,,,,,,,,,,,,,,,, +193,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,21.0,59,22.0,110.0,113.0,77.0,1800,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,31,True,1496.0,1366.0,glom,conda-forge/glom,,,1826667.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,1825975.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,29076.0,2.0,,,,,,,,,,,,,,,,,, +194,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-02-01 05:20:07.000,2024-01-23 15:35:33,1487.0,61.0,255,42.0,664.0,143.0,907.0,1795,2024-01-11 19:48:26.000,1.9.0,120.0,46.0,31,False,357.0,339.0,sdv,conda-forge/sdv,,,40663.0,https://pypi.org/project/sdv,2024-01-11 19:47:10.000,18.0,40044.0,https://anaconda.org/conda-forge/sdv,2024-01-12 05:47:13.412,16111.0,2.0,,,,,,,,,,,,,,,,,, +195,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,98.0,402.0,167.0,379.0,1676,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9265.0,8003.0,influxdb,conda-forge/influxdb,,,1821394.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1262.0,1818436.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,136095.0,3.0,,,,,,,,,,,,,,,,,, +196,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1671,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2083.0,,humanize,conda-forge/humanize,,,6425503.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2083.0,6414009.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,505767.0,2.0,,,,,,,,,,,,,,,,,, +197,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1178,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,31,True,3630.0,3544.0,petl,conda-forge/petl,,,1488558.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1483569.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,219532.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +198,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1160,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6888.0,6562.0,sshtunnel,conda-forge/sshtunnel,,,7446016.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,326.0,7444507.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,134379.0,3.0,,,,,,,,,,,,,,,,,, +199,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1014,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,286101.0,270878.0,appdirs,conda-forge/appdirs,,,20653912.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15223.0,20548764.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,9989147.0,2.0,,,,,,,,,,,,,,,,,, +200,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-01-22 12:51:43.000,2024-01-22 12:51:42,875.0,17.0,66,18.0,475.0,146.0,286.0,375,2024-01-17 14:53:01.000,2.0.2,89.0,36.0,31,True,9796.0,9639.0,param,conda-forge/param,,,710864.0,https://pypi.org/project/param,2024-01-17 14:52:38.000,157.0,674176.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1467542.0,3.0,,,,,,,,,,,,,,,,,, +201,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,1.0,60,7.0,76.0,2.0,81.0,181,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,152239.0,148389.0,tzlocal,conda-forge/tzlocal,,,41622435.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3850.0,41538117.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2529567.0,3.0,,,,,,,,,,,,,,,,,, +202,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-01-31 23:59:49.000,2024-01-29 20:36:36,793.0,19.0,48,48.0,711.0,47.0,180.0,58,2023-12-12 23:03:16.000,2.22.0,76.0,67.0,31,False,3360.0,3344.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3424083.0,https://pypi.org/project/google-cloud-bigtable,2023-12-12 23:03:16.000,16.0,3421202.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,103748.0,3.0,,,,,,,,,,,,,,,,,, +203,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-01-03 01:48:11.000,2023-12-26 15:01:32,869.0,25.0,38,12.0,55.0,2.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,37.0,31,False,1699.0,,importlib-resources,conda-forge/importlib_resources,,,72053311.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1699.0,71653667.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,17984024.0,2.0,,,,,,,,,,,,,,,,,, +204,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2023-12-26 15:01:15.000,2023-12-26 15:01:14,701.0,26.0,41,4.0,41.0,6.0,65.0,45,2023-09-18 15:18:43.000,3.17.0,49.0,24.0,31,False,4238.0,,zipp,conda-forge/zipp,,,165700692.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4238.0,164839781.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35297358.0,2.0,,,,,,,,,,,,,,,,,, +205,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-01-29 12:27:25.000,2022-05-08 04:08:19,743.0,,973,281.0,298.0,152.0,463.0,20130,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,960.0,871.0,gooey,conda-forge/gooey,,584.0,6464.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,89.0,5167.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73341.0,3.0,,,,,,,,,,,,,,,,,, +206,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-01 04:36:56.000,2024-02-01 04:36:56,2691.0,5.0,847,167.0,743.0,21.0,962.0,5639,2022-07-29 04:10:00.400,0.9.9,21.0,81.0,30,True,463.0,449.0,snorkel,conda-forge/snorkel,,1054.0,29849.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,28978.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,47264.0,3.0,,,,,,,,,,,,,,,,,, +207,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,261.0,4694,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,30,True,4150.0,3567.0,dataset,conda-forge/dataset,,,91868.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,583.0,91643.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7888.0,3.0,,,,,,,,,,,,,,,,,, +208,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,415,78.0,69.0,365.0,194.0,3602,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,False,15410.0,14867.0,keyboard,conda-forge/keyboard,,,199079.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,543.0,198294.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25133.0,3.0,,,,,,,,,,,,,,,,,, +209,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,1.0,243,64.0,89.0,23.0,273.0,3476,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,30,True,1077.0,957.0,asciimatics,conda-forge/asciimatics,,,133446.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,129811.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,145424.0,3.0,,,,,,,,,,,,,,,,,, +210,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-01-29 19:04:04.000,2023-12-17 13:31:08,991.0,8.0,141,70.0,68.0,9.0,72.0,3214,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10656.0,10012.0,funcy,conda-forge/funcy,,,1459553.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,644.0,1454768.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,406795.0,3.0,,,,,,,,,,,,,,,,,, +211,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-01-30 15:02:24.000,2024-01-30 15:02:23,1751.0,40.0,103,43.0,1354.0,66.0,354.0,3107,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,30,True,573.0,514.0,returns,conda-forge/returns,,,140660.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,140412.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8209.0,3.0,,,,,,,,,,,,,,,,,, +212,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-01-17 11:54:26.000,2024-01-17 11:53:15,1173.0,15.0,587,175.0,466.0,94.0,477.0,3015,2023-10-09 16:58:32.000,1.82.1,95.0,85.0,30,False,274.0,241.0,arctic,conda-forge/arctic,,209.0,3058.0,https://pypi.org/project/arctic,2023-10-09 16:58:32.000,33.0,2512.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,31019.0,3.0,,,,,,,,,,,,,,,,,, +213,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2570,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1967.0,1580.0,schematics,conda-forge/schematics,,,289298.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,288824.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26081.0,3.0,,,,,,,,,,,,,,,,,, +214,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-01-29 09:28:50.000,2024-01-25 21:30:38,3949.0,100.0,321,37.0,340.0,150.0,545.0,2475,2024-01-25 21:24:28.000,3.0.beta0,212.0,104.0,30,True,110.0,98.0,pyinfra,,,,32974.0,https://pypi.org/project/pyinfra,2024-01-25 21:23:53.000,12.0,32974.0,,,,3.0,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +215,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-01-22 06:47:11.000,2024-01-03 03:34:41,233.0,1.0,277,48.0,74.0,50.0,113.0,2250,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1142.0,1076.0,datasketch,,,19.0,1370285.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1370285.0,,,,3.0,,,,,,,,,,,,,,,,,, +216,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-01-31 22:46:45.000,2024-01-31 18:16:35,270.0,2.0,147,35.0,76.0,1.0,70.0,1421,2024-01-31 18:18:29.000,8.0.3,47.0,36.0,30,True,2948.0,,python-slugify,conda-forge/python-slugify,,,13671990.0,https://pypi.org/project/python-slugify,2024-01-31 18:18:29.000,2948.0,13627420.0,https://anaconda.org/conda-forge/python-slugify,2024-01-31 21:54:45.329,1916538.0,2.0,,,,,,,,,,,,,,,,,, +217,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-02-01 12:07:20.000,2024-01-26 22:46:06,664.0,20.0,63,16.0,244.0,2.0,56.0,1374,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,22153.0,21626.0,bidict,conda-forge/bidict,,17.0,1518935.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,527.0,1514676.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,379111.0,2.0,,,,,,,,,,,,,,,,,, +218,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-01-31 16:55:36.000,2024-01-31 14:49:40,2115.0,31.0,136,42.0,420.0,115.0,254.0,966,2023-05-29 19:24:00.928,0.7.0,30.0,86.0,30,True,2073.0,1944.0,intake,conda-forge/intake,,,61182.0,https://pypi.org/project/intake,2023-12-04 21:17:26.000,129.0,52675.0,https://anaconda.org/conda-forge/intake,2023-06-16 16:11:51.896,535977.0,3.0,,,,,,,,,,,,,2.0,,,,, +219,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-12-26 15:02:15.000,2023-12-26 15:02:14,978.0,16.0,100,22.0,94.0,28.0,83.0,893,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,30,True,1042.0,,inflect,conda-forge/inflect,,,4751012.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1042.0,4742862.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,358619.0,2.0,,,,,,,,,,,,,,,,,, +220,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2023-06-25 23:25:46.000,2023-06-25 23:23:50,1269.0,,256,19.0,212.0,31.0,302.0,887,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,30,True,5718.0,5392.0,fastcore,conda-forge/fastcore,,,677225.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,674662.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,66653.0,3.0,,,,,,,,,,,,,,,,,, +221,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,33.0,609.0,874,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,30,True,8385.0,8023.0,cx-Oracle,conda-forge/cx_oracle,,,3188591.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3176500.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,519955.0,3.0,,,,,,,,,,,,,2.0,,,,, +222,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-01-28 17:13:13.000,2020-10-21 17:48:31,219.0,,77,15.0,273.0,46.0,25.0,678,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,46142.0,44021.0,cached-property,conda-forge/cached-property,,,12259500.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2121.0,12158006.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8424054.0,2.0,,,,,,,,,,,,,,,,,, +223,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-01-30 07:13:19.000,2024-01-30 07:13:18,569.0,16.0,358,37.0,303.0,27.0,125.0,658,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4562.0,3280.0,pysolr,conda-forge/pysolr,,,292831.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,292569.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22030.0,3.0,,,,,,,,,,,,,,,,,, +224,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,66,23.0,49.0,6.0,90.0,521,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17350.0,15162.0,scandir,conda-forge/scandir,,,3424291.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3390077.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1368562.0,3.0,,,,,,,,,,,,,,,,,, +225,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,12.0,116.0,22.0,107.0,461,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7195.0,,rsa,conda-forge/rsa,,,138988953.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7195.0,138843292.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13255233.0,3.0,,,,,,,,,,,,,,,,,, +226,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,26.0,405,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,30,True,39418.0,39119.0,srsly,conda-forge/srsly,,,5444812.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5413021.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1398810.0,3.0,,,,,,,,,,,,,,,,,, +227,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-01-24 17:50:50.000,2023-04-04 13:18:36,954.0,,4527,634.0,755.0,198.0,100.0,23330,2020-10-04 14:44:02.000,0.1.4,5.0,198.0,29,True,116.0,100.0,algorithms,conda-forge/algorithms,,,2110.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,2051.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2010.0,3.0,,,,,,,,,,,,,,,,,, +228,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2023-10-20 09:14:07.000,2023-07-21 10:40:58,3636.0,,592,145.0,967.0,500.0,773.0,8122,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,29,True,688.0,657.0,vaex,conda-forge/vaex,,280.0,34124.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,32090.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,178837.0,3.0,,,,,,,,,,,,,,,,,, +229,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7057,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1311.0,1130.0,records,conda-forge/records,,,255349.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,255046.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24883.0,3.0,,,,,,,,,,,,,,,,,, +230,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6661,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1789.0,1759.0,faust,,,,14503.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,14503.0,,,,3.0,,,,,,,,,,,,,,,,,, +231,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3447,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,8969.0,8493.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11025972.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,476.0,11005588.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,815392.0,3.0,,,,,,,,,,,,,,,,,, +232,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-01-25 01:09:03.000,2024-01-25 01:09:02,3048.0,12.0,222,30.0,292.0,98.0,761.0,3328,2023-11-29 17:37:15.000,0.23.1,115.0,80.0,29,True,125.0,118.0,ploomber,conda-forge/ploomber,,,7129.0,https://pypi.org/project/ploomber,2023-11-29 17:37:15.000,7.0,4551.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,82503.0,3.0,,,,,,,,,,,,,,,,,, +233,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,129,56.0,73.0,15.0,64.0,2415,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8641.0,8234.0,addict,conda-forge/addict,,21.0,2836314.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,407.0,2831608.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,428301.0,3.0,,,,,,,,,,,,,,,,,, +234,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,43.0,218.0,108.0,274.0,1921,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,630.0,,fs,conda-forge/fs,,,1933615.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,630.0,1924524.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,700027.0,3.0,,,,,,,,,,,,,,,,,, +235,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1775,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,29.0,,datatable,conda-forge/datatable,,2264.0,54208.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,53561.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23507.0,3.0,,,,,,,,,,,,,,,,,, +236,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-02-01 12:47:30.000,2024-02-01 09:21:22,844.0,41.0,47,12.0,271.0,10.0,91.0,1353,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1612.0,1573.0,python-benedict,conda-forge/python-benedict,,,549199.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,39.0,545379.0,https://anaconda.org/conda-forge/python-benedict,2024-01-25 15:14:59.855,149011.0,3.0,,,,,,,,,,,,,,,,,, +237,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-01-26 16:03:06.000,2024-01-23 23:03:35,1741.0,19.0,81,15.0,434.0,110.0,244.0,1208,2024-01-23 23:09:23.000,1.3.0,249.0,42.0,29,True,335.0,324.0,piccolo,,,,15755.0,https://pypi.org/project/piccolo,2024-01-23 23:09:23.000,11.0,15755.0,,,,3.0,,,,,,,,,,,,,,,,,, +238,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,32.0,74.0,29.0,70.0,1099,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4737.0,4503.0,sqlitedict,conda-forge/sqlitedict,,,516979.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,234.0,514562.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,99128.0,3.0,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +239,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2088.0,1868.0,redis-py-cluster,,,4086.0,2007649.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,220.0,2007612.0,,,,3.0,,,,,,,,,,,,,,,,,, +240,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2023-12-26 15:16:30.000,2023-12-26 15:16:29,1244.0,25.0,145,39.0,83.0,2.0,132.0,1079,2023-12-04 20:30:00.000,16.9.0,22.0,52.0,29,True,154.0,,path,conda-forge/path,,,1416173.0,https://pypi.org/project/path,2023-12-04 20:29:42.000,154.0,1405252.0,https://anaconda.org/conda-forge/path,2023-12-25 23:28:20.660,491445.0,3.0,,,,,,,,,,,,,,,,,, +241,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-01-30 18:34:49.000,2024-01-30 18:34:03,632.0,30.0,140,22.0,527.0,36.0,254.0,983,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,29,True,2189.0,2055.0,aiocache,,,16.0,389675.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,134.0,389675.0,,,,2.0,,,,,,,,,,,,,,,,,, +242,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2023-06-20 12:15:21.880,2023-06-20 04:17:34,1006.0,,48,17.0,75.0,2.0,89.0,822,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,29,True,27400.0,26076.0,natsort,conda-forge/natsort,,,4117034.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1324.0,4078235.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1513195.0,3.0,,,,,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-02-01 08:53:59.000,2024-02-01 08:51:49,727.0,13.0,46,11.0,89.0,12.0,97.0,487,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5260.0,4984.0,python-rapidjson,conda-forge/python-rapidjson,,,2255379.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,276.0,2218428.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1478054.0,3.0,,,,,,,,,,,,,,,,,, +244,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,72,19.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,False,36621.0,33208.0,configobj,conda-forge/configobj,,431.0,3398408.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3413.0,3387014.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,763254.0,3.0,,,,,,,,,,,,,2.0,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,52,10.0,46.0,20.0,21.0,136,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,59411.0,57095.0,isodate,conda-forge/isodate,,,84988402.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2316.0,84938931.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4699803.0,3.0,,,,,,,,,,,,,,,,,, +246,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-01-29 21:15:53.000,2024-01-29 21:15:46,308.0,17.0,290,29.0,158.0,106.0,140.0,3018,2024-01-22 22:08:37.000,1.45.0,88.0,33.0,28,True,111.0,109.0,img2dataset,,,1505.0,22074.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,22024.0,,,,3.0,,,,,,,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,420,94.0,110.0,37.0,127.0,2768,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7177.0,7018.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,211804.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,210062.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,67961.0,3.0,,,,,,,,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2636,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2390.0,2345.0,gino,,,,19811.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,19811.0,,,,3.0,,,,,,,,,,,,,,,,,, +249,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-01-19 21:18:28.000,2023-07-31 18:44:09,493.0,,101,31.0,83.0,19.0,128.0,2418,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1275.0,1229.0,swifter,conda-forge/swifter,['pandas'],,444118.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,437032.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,311798.0,3.0,,,,,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2023-10-04 17:30:43.000,2023-10-04 17:30:37,156.0,,117,24.0,111.0,50.0,42.0,1957,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7807.0,7710.0,gin-config,conda-forge/gin-config,,,179145.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,178628.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,23290.0,3.0,,,,,,,,,,,,,,,,,, +251,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-01-29 17:01:36.000,2023-06-20 15:54:36,2284.0,,176,39.0,373.0,37.0,263.0,1955,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,200035.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,195301.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,179909.0,3.0,,,,,,,,,,,,,,,,,, +252,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,216.0,180.0,mongo-connector,,,,5271.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,5271.0,,,,3.0,,,,,,,,,,,,,,,,,, +253,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,1.0,315,70.0,401.0,109.0,367.0,1488,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,28,True,247.0,222.0,mleap,conda-forge/mleap,,,195617.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,193874.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78472.0,3.0,,,,,,,,,,,,,,,,,, +254,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-01-31 11:35:29.000,2024-01-31 10:45:10,847.0,64.0,68,14.0,481.0,197.0,180.0,1461,2024-01-14 18:40:15.000,0.12.0,33.0,28.0,28,True,16.0,,prisma,,,,64992.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,64992.0,,,,3.0,,,,,,,,,,,,,,,,,, +255,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1422,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10998.0,9488.0,blessings,conda-forge/blessings,,,996926.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,990525.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,281686.0,3.0,,,,,,,,,,,,,,,,,, +256,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,CC0-1.0,2015-04-20 02:46:34.000,2024-01-29 14:00:47.000,2024-01-29 14:00:47,187.0,7.0,130,26.0,45.0,9.0,75.0,939,2023-10-22 11:33:03.000,2.1.0,28.0,22.0,28,False,469.0,,email-validator,conda-forge/email-validator,,,9924134.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,469.0,9920747.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,145678.0,3.0,,,,,,,,,,,,,,,,,, +257,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-02-01 04:03:22.000,2023-12-13 01:11:40,534.0,53.0,83,21.0,243.0,72.0,83.0,928,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3193.0,3187.0,odmantic,,,,23436.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,23436.0,,,,3.0,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,687,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11005.0,9767.0,parsedatetime,conda-forge/parsedatetime,,,6361268.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6359202.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,183918.0,3.0,,,,,,,,,,,,,,,,,, +259,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-01-26 11:19:39.000,2023-05-03 19:47:11,818.0,,141,25.0,107.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6461.0,5105.0,beaker,conda-forge/beaker,,,275507.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1356.0,274629.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72904.0,3.0,,,,,,,,,,,,,,,,,, +260,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-02-01 04:54:24.000,2024-02-01 04:54:21,7138.0,326.0,32,10.0,277.0,42.0,567.0,389,2024-01-30 06:01:36.000,2.2.3,198.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,,9911.0,https://pypi.org/project/static-frame,2024-01-30 06:01:36.000,2.0,2872.0,https://anaconda.org/conda-forge/static-frame,2024-01-30 14:43:55.422,316791.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,, +261,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,234,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1346.0,1273.0,tabulator,conda-forge/tabulator-py,,,202549.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,201869.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54416.0,3.0,,,,,,,,,,,,,,,,,, +262,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,203,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,13196.0,12787.0,ordered-set,conda-forge/ordered-set,,,12281892.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,409.0,12277061.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,454127.0,3.0,,,,,,,,,,,,,,,,,, +263,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-01-15 14:04:13.000,2022-03-10 10:33:50,585.0,,559,83.0,262.0,125.0,129.0,3713,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,130.0,,textract,conda-forge/textract,,,106600.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,130.0,106345.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22733.0,3.0,,,,,,,,,,,,,,,,,, +264,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-01-23 09:45:33.000,2024-01-23 09:45:33,192.0,1.0,196,29.0,53.0,83.0,127.0,3380,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,481190.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,478909.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,73017.0,3.0,,,,,,,,,,,,,,,,,, +265,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-01-31 15:47:20.553,2024-01-30 01:16:35,5663.0,29.0,507,108.0,955.0,590.0,968.0,2128,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,136.0,27,False,76.0,,wx,conda-forge/wxpython,,3827.0,18991.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-01-31 15:47:20.553,757525.0,3.0,,,,,,,,,,,,,,,,,, +266,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,30.0,48.0,51.0,14.0,1899,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2292.0,,retrying,conda-forge/retrying,,,10549331.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2292.0,10531404.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1595576.0,3.0,,,,,,,,,,,,,,,,,, +267,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,,147,33.0,228.0,72.0,142.0,1780,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,27,True,546.0,525.0,arq,conda-forge/arq,,,93901.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,93622.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9492.0,3.0,,,,,,,,,,,,,,,,,, +268,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2023-12-18 11:05:43.000,2023-12-18 11:05:39,2735.0,22.0,134,49.0,304.0,45.0,194.0,1505,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,309.0,226.0,enaml,conda-forge/enaml,,761.0,5450.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,1796.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,160354.0,3.0,,,,,,,,,,,,,,,,,, +269,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,86.0,73.0,1380,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2471.0,2200.0,strictyaml,conda-forge/strictyaml,,,1190677.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,271.0,1187601.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,215330.0,3.0,,,,,,,,,,,,,,,,,, +270,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-01-29 19:16:34.000,2024-01-28 18:35:23,175.0,29.0,47,18.0,113.0,14.0,4.0,1327,2024-01-28 18:22:51.000,0.0.4,5.0,14.0,27,True,3187.0,3113.0,asyncer,conda-forge/asyncer,,,103424.0,https://pypi.org/project/asyncer,2024-01-28 18:22:51.000,74.0,103158.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,6651.0,3.0,,,,,,,,,,,,,,,,,, +271,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1284,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2726.0,2633.0,pandasql,conda-forge/pandasql,['pandas'],,1755456.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,93.0,1741638.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,442202.0,3.0,,,,,,,,,,,,,,,,,, +272,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-01-16 15:28:10.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1213,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,359.0,,singer-python,,,,1087739.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,359.0,1087739.0,,,,3.0,,,,,,,,,,,,,,,,,, +273,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,22.0,62.0,25.0,104.0,863,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,False,2601.0,2477.0,pyahocorasick,conda-forge/pyahocorasick,,,617162.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,124.0,611960.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,208080.0,3.0,,,,,,,,,,,,,,,,,, +274,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-01-29 04:32:25.000,2024-01-29 04:32:24,724.0,27.0,42,23.0,563.0,9.0,33.0,761,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,117.0,,janus,conda-forge/janus,,,727085.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,117.0,726782.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17012.0,3.0,,,,,,,,,,,,,,,,,, +275,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,85,25.0,51.0,7.0,39.0,733,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,868.0,,munch,conda-forge/munch,,,2001851.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,868.0,1570853.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3878988.0,3.0,,,,,,,,,,,,,,,,,, +276,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,17.0,93.0,70.0,127.0,684,2023-07-23 16:18:40.000,1.7,28.0,53.0,27,True,16292.0,14799.0,configargparse,conda-forge/configargparse,,,4013510.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1493.0,3991998.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,774467.0,3.0,,,,,,,,,,,,,,,,,, +277,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,608,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1061.0,828.0,happybase,conda-forge/happybase,,,54043.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,233.0,52301.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160300.0,3.0,,,,,,,,,,,,,,,,,, +278,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,53,12.0,49.0,8.0,116.0,578,,,8.0,12.0,27,False,62310.0,59907.0,dataclasses,conda-forge/dataclasses,,,10858711.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2403.0,10690933.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11576740.0,3.0,,,,,,,,,,,,,,,,,, +279,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,476,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7296.0,4911.0,pylibmc,conda-forge/pylibmc,,486.0,181397.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2385.0,175963.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,216286.0,3.0,,,,,,,,,,,,,,,,,, +280,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-01-11 07:31:20.000,2023-05-03 07:41:22,164.0,,38,9.0,29.0,28.0,31.0,253,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2810.0,,send2trash,conda-forge/send2trash,,,12550978.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2810.0,12374439.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12887375.0,3.0,,,,,,,,,,,,,,,,,, +281,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47214.0,39214.0,futures,conda-forge/futures,,,8758571.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,8744506.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1265873.0,3.0,,,,,,,,,,,,,,,,,, +282,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,,21,7.0,57.0,4.0,7.0,168,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,35465.0,35379.0,catalogue,conda-forge/catalogue,,,5129690.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,5101268.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1222172.0,3.0,,,,,,,,,,,,,,,,,, +283,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2518.0,2226.0,cloudant,conda-forge/cloudant,,,108538.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,107298.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110387.0,3.0,,,,,,,,,,,,,,,,,, +284,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,30,8.0,47.0,6.0,36.0,79,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63186.0,58853.0,pathlib2,conda-forge/pathlib2,,,7156552.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4333.0,7088812.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2641868.0,3.0,,,,,,,,,,,,,,,,,, +285,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,77041.0,74322.0,contextlib2,conda-forge/contextlib2,,,14916852.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2719.0,14904441.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1191485.0,3.0,,,,,,,,,,,,,,,,,, +286,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,90.0,364.0,3189,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,156.0,134.0,flexx,conda-forge/flexx,,,1536.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,398.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103639.0,3.0,,,,,,,,,,,,,,,,,, +287,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2023-09-27 04:58:22.000,2023-09-27 04:58:22,537.0,,130,49.0,61.0,14.0,123.0,2283,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,26,True,773.0,751.0,pyfunctional,,,,157057.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,157057.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,956,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2481.0,1973.0,bcolz,conda-forge/bcolz,,,8662.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4581.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,342831.0,3.0,,,,,,,,,,,,,,,,,, +289,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,485,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4302.0,4034.0,pyscreenshot,,,,171431.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,268.0,171431.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,18473.0,18457.0,umongo,conda-forge/umongo,,,32102.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,31895.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6022.0,3.0,,,,,,,,,,,,,,,,,, +291,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2023-12-25 09:22:54.000,2023-12-25 08:49:42,3501.0,43.0,34,16.0,81.0,24.0,4.0,247,2022-09-07 10:31:33.181,0.90.10,550.0,74.0,26,True,61.0,36.0,dbnd,,,,245531.0,https://pypi.org/project/dbnd,2023-12-25 09:17:27.000,25.0,245531.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,64,19.0,45.0,20.0,17.0,199,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13097.0,,ptyprocess,conda-forge/ptyprocess,,,41567364.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13097.0,41395576.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16148075.0,3.0,,,,,,,,,,,,,,,,,, +293,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6166,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,117.0,113.0,powerline-shell,,,,1466.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1466.0,,,,3.0,,,,,,,,,,,,,,,,,, +294,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,141.0,2321,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,362.0,,python-box,conda-forge/python-box,,39.0,7069310.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,362.0,7057556.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,505461.0,3.0,,,,,,,,,,,,,,,,,, +295,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,141,58.0,248.0,95.0,108.0,1570,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,15524.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,15524.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +296,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,105.0,174.0,71.0,264.0,1487,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,91.0,64.0,streamparse,,,,4378.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,4378.0,,,,3.0,,,,,,,,,,,,,,,,,, +297,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1254,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1551.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1551.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,41.0,126.0,28.0,204.0,1166,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,264.0,230.0,parallel-ssh,,,377.0,126728.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,126725.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1084,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6532.0,6407.0,immutables,conda-forge/immutables,,,691750.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,670359.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,962598.0,3.0,,,,,,,,,,,,,,,,,, +300,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-01-25 12:13:00.000,2023-12-06 13:15:17,750.0,2.0,81,14.0,134.0,35.0,101.0,928,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,264.0,,mss,conda-forge/python-mss,,,587191.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,264.0,586354.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,36867.0,3.0,,,,,,,,,,,,,,,,,, +301,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2023-11-29 20:33:29.000,2023-09-03 01:02:24,284.0,,50,9.0,30.0,14.0,77.0,620,2022-09-19 19:10:00.680,5.0.2,35.0,14.0,25,True,1288.0,1263.0,pysimdjson,conda-forge/pysimdjson,,,748740.0,https://pypi.org/project/pysimdjson,2022-09-19 19:10:00.680,25.0,746682.0,https://anaconda.org/conda-forge/pysimdjson,2023-06-16 19:23:05.879,82338.0,3.0,,,,,,,,,,,,,,,,,, +302,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-01-16 15:10:47.000,2024-01-16 15:10:41,9949.0,4.0,43,14.0,10.0,6.0,8.0,488,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,84003.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,84003.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,,,, +303,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,30,11.0,51.0,21.0,35.0,325,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,26390419.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,26360976.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1707748.0,3.0,,,,,,,,,,,,,,,,,, +304,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-01-30 15:14:03.000,2024-01-30 15:14:02,372.0,8.0,32,7.0,139.0,4.0,82.0,146,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1148.0,1103.0,everett,conda-forge/everett,,,93387.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,92001.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,55443.0,3.0,,,,,,,,,,,,,,,,,, +305,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8028.0,,entrypoints,conda-forge/entrypoints,,,13692683.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8028.0,13499984.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18113785.0,3.0,,,,,,,,,,,,,,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3938,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,141.0,65.0,storm,,,,2442.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,76.0,2442.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-01-31 15:45:29.000,2023-10-02 06:28:26,631.0,,408,45.0,181.0,258.0,109.0,2514,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,5622.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,5622.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,95,42.0,42.0,24.0,47.0,1500,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,128.0,117.0,pypeln,conda-forge/pypeln,,,135928.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,135585.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14790.0,3.0,,,,,,,,,,,,,,,,,, +309,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-01-15 14:09:22.000,2023-05-19 04:32:00,6411.0,,228,39.0,1046.0,9.0,209.0,1420,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,24,True,,,optimuspyspark,,['spark'],,7269.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,7269.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-01-29 10:01:41.000,2023-12-14 12:24:12,327.0,3.0,80,43.0,248.0,46.0,41.0,1328,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,39.0,29.0,tasktiger,,,,3977.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,3977.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1075,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2347.0,2177.0,pluginbase,conda-forge/pluginbase,,,685762.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,681598.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304006.0,3.0,,,,,,,,,,,,,,,,,, +312,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,13.0,35,12.0,65.0,13.0,19.0,746,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,285.0,254.0,dirty-equals,conda-forge/dirty-equals,,,232858.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,231092.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,40628.0,3.0,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,141,10.0,22.0,29.0,19.0,688,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3396.0,3153.0,ratelimit,conda-forge/ratelimit,,,5890164.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,243.0,5889793.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13747.0,3.0,,,,,,,,,,,,,,,,,, +314,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-02-01 13:06:13.000,2024-01-26 14:51:07,259.0,5.0,57,8.0,66.0,21.0,52.0,487,2023-12-13 20:43:21.000,2.2.2,56.0,17.0,24,True,463.0,433.0,cachier,,,,34355.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,34355.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,, +315,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,11.0,99.0,476,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,768.0,677.0,hickle,conda-forge/hickle,,,34690.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,34296.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,24075.0,3.0,,,,,,,,,,,,,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,104,45.0,111.0,35.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,417.0,293.0,messytables,,,,15105.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,15105.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,311,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,216.0,194.0,pyhdb,,,102.0,371187.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,371186.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,265,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,923.0,836.0,deepdish,conda-forge/deepdish,,,16719.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,15659.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,92220.0,3.0,,,,,,,,,,,,,,,,,, +319,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5958.0,4622.0,clint,conda-forge/clint,,117.0,92855.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1336.0,92249.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56446.0,3.0,,,,,,,,,,,,,,,,,, +320,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,301.0,1818.0,68,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8569.0,,openpyxl,openpyxl,,,64953851.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8539.0,64951719.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,209912.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1225.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +321,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,392.0,276.0,81.0,80.0,10552,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,37.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,37.0,,,,2.0,,,,,,,,,,,,,,,,,, +322,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1557,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,119733.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,119733.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-01-29 22:21:49.000,2023-10-27 23:08:49,1413.0,,46,18.0,137.0,3.0,13.0,703,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,23,True,66.0,,ubelt,conda-forge/ubelt,,,20853.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,18482.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,68787.0,3.0,,,,,,,,,,,,,,,,,, +324,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,18.0,23,18.0,177.0,10.0,16.0,354,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,23,True,391.0,352.0,aiomisc,,,,15177.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,39.0,15177.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,7.0,29,8.0,54.0,14.0,11.0,289,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,23,True,403.0,345.0,rtoml,,,,126860.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,126860.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,199.0,191.0,pysparkling,conda-forge/pysparkling,,,9615.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9484.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4610.0,3.0,,,,,,,,,,,,,,,,,, +327,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,152,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1039.0,991.0,filedepot,,,,11823.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,48.0,11823.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,26,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2852.0,2656.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,136039.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,135678.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27444.0,3.0,,,,,,,,,,,,,,,,,, +329,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,3.0,4,3.0,182.0,23.0,760.0,6,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,645.0,,py2neo,conda-forge/py2neo,,,39313.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,645.0,38517.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63729.0,3.0,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3498,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,441.0,407.0,pampy,,,,25153.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,25153.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3244,,,4.0,19.0,22,False,611.0,581.0,macropy3,,,,198.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,198.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-01-30 06:01:57.000,2024-01-22 19:00:56,85.0,3.0,144,32.0,12.0,12.0,170.0,3234,2024-01-22 18:43:58.000,2.1.21,66.0,1.0,22,False,203.0,203.0,ptext-joris-schellekens,conda-forge/borb,,,1593.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,47795.0,3.0,,,,,,,,,,,,,,,,,, +333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,41.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,41.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,56.0,2480,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,,22794.0,690.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,46.0,34.0,18.0,11.0,1804,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4268.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4268.0,,,,3.0,,,,,,,,,,,,,,,,,, +336,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,33.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,188.0,166.0,pinject,conda-forge/pinject,,,50376.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,50207.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4923.0,3.0,,,,,,,,,,,,,,,,,, +337,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,860,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,236.0,217.0,unsync,conda-forge/unsync,,,42589.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,42311.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12236.0,3.0,,,,,,,,,,,,,,,,,, +338,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,857,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,194.0,165.0,rows,,,38.0,672.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,672.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,845,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1492.0,1391.0,pickledb,,,,26008.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,101.0,26008.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,565,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,118.0,109.0,pypyr,conda-forge/pypyr,,,3043.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2504.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13494.0,3.0,,,,,,,,,,,,,,,,,, +341,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11483.0,9436.0,unipath,,,,51787.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,51787.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-02-01 08:23:57.000,2024-02-01 08:23:40,693.0,54.0,24,4.0,263.0,4.0,,274,2024-02-01 08:23:57.000,1.1.245,594.0,12.0,22,True,5.0,5.0,upgini,,,,8152.0,https://pypi.org/project/upgini,2024-02-01 08:23:57.000,,8152.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,18,6.0,64.0,10.0,24.0,160,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,229.0,217.0,aioprometheus,,,,154957.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,154957.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-01-29 17:35:32.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,16.0,15.0,147,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,305.0,267.0,docopt-ng,,,,106580.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,106580.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,2.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2291.0,2163.0,stopit,conda-forge/stopit,,,568885.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,558216.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,778897.0,3.0,,,,,,,,,,,,,,,,,, +346,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-02-01 12:55:31.000,2024-01-31 14:05:55,1802.0,69.0,5,3.0,804.0,18.0,39.0,51,2024-01-07 05:39:51.000,4.7.3,68.0,8.0,22,False,68.0,60.0,click-extra,,,245.0,4725.0,https://pypi.org/project/click-extra,2024-01-07 05:39:36.000,8.0,4717.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,903.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,903.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,878,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,176.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,176.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4545.0,3357.0,awesome-slugify,conda-forge/awesome-slugify,,,47397.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,46659.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69451.0,3.0,,,,,,,,,,,,,,,,,, +350,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,15.0,34.0,25.0,11.0,288,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,421.0,402.0,price-parser,,,,75294.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,75294.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,285,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,168.0,162.0,datatest,,,,13637.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,13637.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,208,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,,10618.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10618.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,23.0,44,15.0,630.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,21,True,9.0,9.0,batchflow,,,,315.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,315.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,127,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,False,2191.0,2127.0,coolname,conda-forge/coolname,,,424416.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,64.0,422255.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,82132.0,3.0,,,,,,,,,,,,,,,,,, +355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,67.0,4.0,1.0,41.0,2155,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1544.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1544.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,83.0,39.0,1423,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11505.0,1167.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,988.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,714,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,65.0,59.0,pdpipe,conda-forge/pdpipe,['pandas'],,2318.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,6.0,1572.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29123.0,3.0,,,,,,,,,,,,,,,,,, +358,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,20,10.0,32.0,22.0,21.0,654,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,70.0,67.0,pugsql,,,,3672.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,3672.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-02-01 12:00:26.000,2024-01-31 14:48:27,629.0,239.0,27,5.0,101.0,7.0,16.0,565,2024-01-31 14:25:51.000,1.8.0,63.0,7.0,20,True,2.0,,pipeless-ai,,,600.0,271.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,171.0,,,,1.0,,,,,,,,,,,,,,,,,, +360,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,20,False,711.0,628.0,pymodm,conda-forge/pymodm,,,7682.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,7574.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5230.0,3.0,,,,,,,,,,,,,,,,,, +361,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,265,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,False,87.0,70.0,valideer,conda-forge/valideer,,,8536.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8310.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21248.0,3.0,,,,,,,,,,,,,,,,,, +362,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,204,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,900.0,896.0,gsheetsdb,,,,58668.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,58668.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,459,157.0,142.0,78.0,27.0,1982,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +364,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-02-01 12:15:11.000,2024-01-30 10:22:18,2992.0,104.0,138,29.0,225.0,44.0,368.0,1337,,,,50.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,158.0,131.0,queries,,,,2935.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2935.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,85.0,81.0,typical,conda-forge/typical,,,2822.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1751.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35370.0,3.0,,,,,,,,,,,,,,,,,, +367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,105,56.0,74.0,26.0,16.0,2040,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,,130.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,130.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1608,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,243.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,243.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,57,35.0,46.0,14.0,58.0,1104,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,199.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,199.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,76,24.0,19.0,11.0,13.0,950,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,28.0,28.0,d6tflow,,,,172.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,172.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,504.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,504.0,,,,3.0,,,,,,,,,,,,piskvorky/bounter,,,,,, +372,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,18,True,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1039.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,58.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65792.0,3.0,,,,,,,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1357,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,65.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,65.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,970,,,,1000.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,67,19.0,28.0,42.0,30.0,849,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,,1184.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1184.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,432,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,294.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,294.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-01-30 00:31:19.000,2024-01-15 11:48:36,125.0,7.0,8,13.0,169.0,2.0,9.0,271,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1980.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,1980.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +378,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,181,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,205066.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,205066.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,32.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,32.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,17.0,278.0,127.0,78.0,614,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,440.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,440.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,49.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,49.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,,103.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,103.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-01-22 22:18:22.000,2024-01-19 20:44:25,947.0,78.0,20,2.0,808.0,7.0,18.0,257,2024-01-19 20:50:33.000,0.1.53,36.0,14.0,14,False,,,the-guide,,,,20.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,20.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,97,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,40.0,35.0,cleverdict,,,,283.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,283.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,771.0,762.0,millify,,,,40167.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,40167.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,64,21.0,2.0,2.0,1.0,543,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,['pandas'],,48.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,48.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,168.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,168.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,107,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,95.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,95.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,35,29.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,781,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index b70ac52..7e69583 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- protobuf (πŸ₯‡52 Β· ⭐ 63K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 -- cryptography (πŸ₯‡47 Β· ⭐ 6K Β· πŸ“ˆ) - cryptography is a package designed to expose cryptographic.. Apache-2 -- filesystem_spec (πŸ₯‡41 Β· ⭐ 730 Β· πŸ“ˆ) - A specification that python filesystems should adhere to. BSD-3 -- six (πŸ₯‡38 Β· ⭐ 950 Β· πŸ“ˆ) - Python 2 and 3 compatibility library. MIT -- asyncer (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ“ˆ) - Asyncer, async and await, focused on developer experience. MIT +- redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +- dill (πŸ₯ˆ38 Β· ⭐ 2.1K Β· πŸ“ˆ) - serialize all of Python. BSD-3 +- Intake (πŸ₯‰30 Β· ⭐ 970 Β· πŸ“ˆ) - Intake is a lightweight package for finding, investigating, loading.. BSD-2 +- cx-Oracle (πŸ₯‰30 Β· ⭐ 870 Β· πŸ“ˆ) - Python interface to Oracle Database now superseded by python-.. BSD-3 +- configobj (πŸ₯‰29 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- redis (πŸ₯ˆ37 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT -- asciimatics (πŸ₯‰31 Β· ⭐ 3.5K Β· πŸ“‰) - A cross platform package to do curses-like operations, plus.. Apache-2 -- cx-Oracle (πŸ₯‰28 Β· ⭐ 870 Β· πŸ“‰) - Python interface to Oracle Database now superseded by.. ❗Unlicensed -- prisma (πŸ₯‰26 Β· ⭐ 1.4K Β· πŸ“‰) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- ubelt (πŸ₯‰22 Β· ⭐ 700 Β· πŸ“‰) - A Python utility library with a stdlib like feel and extra.. Apache-2 +- fabric (πŸ₯‰34 Β· ⭐ 14K Β· πŸ“‰) - Simple, Pythonic remote execution and deployment. BSD-2 +- diagrams (πŸ₯ˆ33 Β· ⭐ 34K Β· πŸ“‰) - Diagram as Code for prototyping cloud system architectures. MIT +- zarr (πŸ₯ˆ33 Β· ⭐ 1.3K Β· πŸ“‰) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +- plumbum (πŸ₯‰32 Β· ⭐ 2.7K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT +- holidays (πŸ₯‰32 Β· ⭐ 1.3K Β· πŸ“‰) - Generate and work with holidays in Python. MIT From 60a2b4af474645392bcfc6ec60c82cc9208b91fa Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 8 Feb 2024 13:35:50 +0000 Subject: [PATCH 51/70] Update best-of list for version 2024.02.08 --- README.md | 1403 ++++++++++++++++--------------- history/2024-02-08_changes.md | 20 + history/2024-02-08_projects.csv | 392 +++++++++ latest-changes.md | 20 +- 4 files changed, 1131 insertions(+), 704 deletions(-) create mode 100644 history/2024-02-08_changes.md create mode 100644 history/2024-02-08_projects.csv diff --git a/README.md b/README.md index 5950b64..16f4ecf 100644 --- a/README.md +++ b/README.md @@ -86,27 +86,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡52 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 40M Β· πŸ“¦ 580K Β· πŸ“‹ 6K - 12% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 40M Β· πŸ“¦ 580K Β· πŸ“‹ 6K - 11% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 160M / month Β· πŸ“¦ 17K Β· ⏱️ 25.01.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 170M / month Β· πŸ“¦ 17K Β· ⏱️ 06.02.2024): ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 22.01.2024): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 08.02.2024): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.4M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 340K Β· πŸ“¦ 90K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 350K Β· πŸ“¦ 91K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/google/flatbuffers @@ -119,67 +119,67 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1M / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.2M / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 34M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 37M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.2M Β· ⏱️ 10.01.2024): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.3M Β· ⏱️ 10.01.2024): ``` conda install -c conda-forge marshmallow ```
-
dill (πŸ₯ˆ38 Β· ⭐ 2.1K Β· πŸ“ˆ) - serialize all of Python. BSD-3 +
dill (πŸ₯ˆ38 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 - [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 210 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 45M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 47M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.8M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.9M Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge dill ```
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orjson (πŸ₯ˆ35 Β· ⭐ 5.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ36 Β· ⭐ 5.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 72K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 73K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 03.02.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 16M / month Β· πŸ“¦ 1.3K Β· ⏱️ 18.01.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 16M / month Β· πŸ“¦ 1.3K Β· ⏱️ 03.02.2024): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1M Β· ⏱️ 29.10.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.1M Β· ⏱️ 29.10.2023): ``` conda install -c conda-forge orjson ```
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 9.5M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 9.9M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): ``` pip install ujson ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 59M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 60M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 35M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 36M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.4M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.6M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2.2M / month Β· πŸ“¦ 280 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2.3M / month Β· πŸ“¦ 280 Β· ⏱️ 14.12.2023): ``` pip install python-rapidjson ``` @@ -284,18 +284,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge python-rapidjson ```
-
pysimdjson (πŸ₯‰25 Β· ⭐ 620) - Python bindings for the simdjson project. MIT +
pysimdjson (πŸ₯‰27 Β· ⭐ 620 Β· πŸ“ˆ) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 50 Β· πŸ“¦ 1.3K Β· πŸ“‹ 91 - 15% open Β· ⏱️ 03.09.2023): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 1.3K Β· πŸ“‹ 87 - 10% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 750K / month Β· πŸ“¦ 25 Β· ⏱️ 19.09.2022): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 880K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 82K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 83K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 34K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 35K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -318,7 +318,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
rtoml (πŸ₯‰23 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 340 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 350 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/pandas-dev/pandas @@ -358,24 +358,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯‡41 Β· ⭐ 24K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.4K Β· πŸ“₯ 200 Β· πŸ“¦ 3 Β· πŸ“‹ 6.4K - 20% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.4K Β· πŸ“₯ 230 Β· πŸ“¦ 3 Β· πŸ“‹ 6.5K - 20% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.6M / month Β· πŸ“¦ 410 Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.5M / month Β· πŸ“¦ 420 Β· ⏱️ 04.02.2024): ``` pip install polars ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 24K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 24K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.2M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): ``` pip install xarray ``` @@ -402,12 +402,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.3K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 780K / month Β· πŸ“¦ 34 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 770K / month Β· πŸ“¦ 34 Β· ⏱️ 19.01.2024): ``` pip install modin ``` @@ -418,12 +418,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 28.01.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 850K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 880K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -434,16 +434,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 200 Β· πŸ“₯ 530 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 200 Β· πŸ“₯ 550 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5.9M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.6M Β· ⏱️ 23.12.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.6M Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge numexpr ``` @@ -455,7 +455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.3M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.4M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): ``` pip install pandera ``` @@ -471,7 +471,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 57K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 59K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -480,30 +480,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docarray ```
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zarr (πŸ₯ˆ33 Β· ⭐ 1.3K Β· πŸ“‰) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ33 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“¦ 3.2K Β· πŸ“‹ 680 - 41% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 240 Β· πŸ“¦ 3.3K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 470K / month Β· πŸ“¦ 500 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 490K / month Β· πŸ“¦ 500 Β· ⏱️ 18.08.2023): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.8M Β· ⏱️ 21.08.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.9M Β· ⏱️ 21.08.2023): ``` conda install -c conda-forge zarr ```
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.4K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 12K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 510K / month Β· πŸ“¦ 930 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 540K / month Β· πŸ“¦ 940 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -514,12 +514,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Bottleneck (πŸ₯ˆ32 Β· ⭐ 980 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 97 Β· πŸ“¦ 45K Β· πŸ“‹ 240 - 19% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 04.04.2023): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 720K / month Β· πŸ“¦ 1.7K Β· ⏱️ 08.03.2023): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 730K / month Β· πŸ“¦ 1.7K Β· ⏱️ 04.02.2024): ``` pip install Bottleneck ``` @@ -535,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.4M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -544,26 +544,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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datasketch (πŸ₯‰30 Β· ⭐ 2.2K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT - -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 03.01.2024): - - ``` - git clone https://github.com/ekzhu/datasketch - ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.4M / month Β· πŸ“¦ 66 Β· ⏱️ 03.10.2023): - ``` - pip install datasketch - ``` -
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Vaex (πŸ₯‰29 Β· ⭐ 8.1K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT +
Vaex (πŸ₯‰30 Β· ⭐ 8.1K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT - [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 660 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 32K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 35K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -572,6 +560,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
+
datasketch (πŸ₯‰30 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT + +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 03.01.2024): + + ``` + git clone https://github.com/ekzhu/datasketch + ``` +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.4M / month Β· πŸ“¦ 66 Β· ⏱️ 03.10.2023): + ``` + pip install datasketch + ``` +
datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.3K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 54K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 55K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 440K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 460K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -606,7 +606,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 390) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 610 - 6% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 610 - 6% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/InvestmentSystems/static-frame @@ -627,11 +627,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 490K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 74K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 84K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 85K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -655,19 +655,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 26K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 38K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
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fletcher (πŸ₯‰18 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT +
fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 21 Β· πŸ“¦ 5 Β· ⏱️ 22.02.2023): ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 58 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 130 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -700,7 +700,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 34M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 35M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -711,16 +711,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯‡33 Β· ⭐ 370) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 93 Β· πŸ“₯ 6.3K Β· πŸ“‹ 150 - 11% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.3K Β· πŸ“‹ 150 - 11% open Β· ⏱️ 03.02.2024): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 78M / month Β· πŸ“¦ 3.4K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 85M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.02.2024): ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 12M Β· ⏱️ 07.10.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 12M Β· ⏱️ 04.02.2024): ``` conda install -c conda-forge multidict ``` @@ -732,7 +732,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.1M / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.2M / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -748,7 +748,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.8M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.6M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` pip install glom ``` @@ -759,12 +759,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 17 Β· πŸ“¦ 22K Β· πŸ“‹ 58 - 3% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 26 Β· πŸ“¦ 22K Β· πŸ“‹ 57 - 1% open Β· ⏱️ 04.02.2024): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.5M / month Β· πŸ“¦ 530 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.6M / month Β· πŸ“¦ 530 Β· ⏱️ 02.01.2023): ``` pip install bidict ``` @@ -796,7 +796,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 730K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 660K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -807,12 +807,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (πŸ₯‰27 Β· ⭐ 730 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 85 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 86 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 870 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 870 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -828,7 +828,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 7.1M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 5.9M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -844,7 +844,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 670K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 700K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -859,7 +859,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - addict (πŸ₯‰29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - sqlitedict (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- cleverdict (πŸ₯‰14 Β· ⭐ 97 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰14 Β· ⭐ 98 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -867,25 +867,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡44 Β· ⭐ 17K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡45 Β· ⭐ 18K Β· πŸ“ˆ) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1.6K Β· πŸ“¦ 330K Β· πŸ“‹ 3.6K - 8% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.6K Β· πŸ“¦ 330K Β· πŸ“‹ 3.7K - 9% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 140M / month Β· πŸ“¦ 10K Β· ⏱️ 29.01.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 140M / month Β· πŸ“¦ 11K Β· ⏱️ 05.02.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.9M Β· ⏱️ 29.01.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.9M Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 150 Β· πŸ“¦ 510K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 160 Β· πŸ“¦ 510K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/Julian/jsonschema @@ -901,16 +901,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
voluptuous (πŸ₯ˆ35 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 340K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 340K Β· ⏱️ 03.02.2024): ``` conda install -c conda-forge voluptuous ``` @@ -938,7 +938,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 8.9M / month Β· πŸ“¦ 940 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 9M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -947,14 +947,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schema ```
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validators (πŸ₯ˆ32 Β· ⭐ 870) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ32 Β· ⭐ 880) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 19 Β· πŸ“¦ 100K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 19 Β· πŸ“¦ 100K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.3M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -963,14 +963,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge validators ```
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param (πŸ₯‰31 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰30 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.6K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.7K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 670K / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 680K / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): ``` pip install param ``` @@ -979,6 +979,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
+
python-email-validator (πŸ₯‰29 Β· ⭐ 940) - A robust email syntax and deliverability validation.. Unlicense + +- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 130 Β· πŸ“‹ 84 - 10% open Β· ⏱️ 07.02.2024): + + ``` + git clone https://github.com/JoshData/python-email-validator + ``` +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 11M / month Β· πŸ“¦ 470 Β· ⏱️ 23.10.2023): + ``` + pip install email-validator + ``` +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 150K Β· ⏱️ 23.10.2023): + ``` + conda install -c conda-forge email-validator + ``` +
strictyaml (πŸ₯‰27 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT - [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 2.2K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): @@ -986,7 +1002,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.2M / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.3M / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -997,7 +1013,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰24 Β· ⭐ 750) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 250 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 260 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals @@ -1030,7 +1046,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1039,10 +1055,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
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Show 4 hidden projects... +
Show 3 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- python-email-validator (πŸ₯‰28 Β· ⭐ 940) - A robust email syntax and deliverability validation.. ❗️CC0-1.0 - valideer (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 780 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed
@@ -1061,7 +1076,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 480K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 500K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1070,14 +1085,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge transitions ```
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algorithms (πŸ₯‰29 Β· ⭐ 23K Β· πŸ’€) - Minimal examples of data structures and algorithms in Python. MIT +
algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.5K Β· πŸ“¦ 100 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.7K Β· πŸ“¦ 100 Β· πŸ“‹ 300 - 67% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2.1K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2.2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1098,12 +1113,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡38 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 89K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 90K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 21M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 23M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` @@ -1114,12 +1129,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1135,59 +1150,59 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 230M / month Β· πŸ“¦ 5.8K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 240M / month Β· πŸ“¦ 5.8K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 52M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 53M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-dateutil ```
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pendulum (πŸ₯ˆ35 Β· ⭐ 5.9K) - Python datetimes made easy. MIT +
pendulum (πŸ₯ˆ35 Β· ⭐ 6K) - Python datetimes made easy. MIT - [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 530 Β· πŸ“¦ 25K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 20M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 21M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 900K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 910K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ```
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pytz (πŸ₯‰34 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯ˆ35 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 81 Β· πŸ“¦ 1.8M Β· πŸ“‹ 91 - 41% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 5 Β· πŸ“¦ 1.8M Β· πŸ“‹ 86 - 37% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 160M / month Β· πŸ“¦ 84K Β· ⏱️ 29.01.2024): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 170M / month Β· πŸ“¦ 84K Β· ⏱️ 02.02.2024): ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 49M Β· ⏱️ 29.01.2024): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 49M Β· ⏱️ 02.02.2024): ``` conda install -c conda-forge pytz ```
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holidays (πŸ₯‰32 Β· ⭐ 1.3K Β· πŸ“‰) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯‰32 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT - [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· ⏱️ 26.01.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.3M / month Β· πŸ“¦ 460 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.5M / month Β· πŸ“¦ 460 Β· ⏱️ 05.02.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 15.01.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge holidays ``` @@ -1199,7 +1214,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 42M / month Β· πŸ“¦ 3.8K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 44M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1219,46 +1234,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡41 Β· ⭐ 730) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡41 Β· ⭐ 740) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 89K Β· πŸ“‹ 630 - 34% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 91K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 200M / month Β· πŸ“¦ 900 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 200M / month Β· πŸ“¦ 930 Β· ⏱️ 05.02.2024): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 16M Β· ⏱️ 11.12.2023): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 16M Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ35 Β· ⭐ 6.1K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ38 Β· ⭐ 6.2K Β· πŸ“ˆ) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 130K Β· πŸ“‹ 630 - 27% open Β· ⏱️ 10.10.2023): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 12M / month Β· πŸ“¦ 8.2K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8.2K Β· ⏱️ 06.02.2024): ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.7M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.7M Β· ⏱️ 07.02.2024): ``` conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ35 Β· ⭐ 630) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 640) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 91 Β· πŸ“¦ 380K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 91 Β· πŸ“¦ 390K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 110M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 120M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` @@ -1267,9 +1282,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge filelock ```
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aiofiles (πŸ₯ˆ31 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯ˆ32 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 140 Β· πŸ“¦ 130K Β· πŸ“‹ 110 - 43% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 140 Β· πŸ“¦ 130K Β· πŸ“‹ 110 - 42% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/Tinche/aiofiles @@ -1283,7 +1298,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge aiofiles ```
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appdirs (πŸ₯ˆ31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT +
appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 270K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): @@ -1301,7 +1316,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
scandir (πŸ₯‰30 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 -- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 66 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 67 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/benhoyt/scandir @@ -1317,23 +1332,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 150 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 04.02.2024): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 490K Β· ⏱️ 25.12.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 490K Β· ⏱️ 04.02.2024): ``` conda install -c conda-forge path ```
Show 3 hidden projects... -- zipp (πŸ₯ˆ31 Β· ⭐ 45) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯‰31 Β· ⭐ 47) - Backport of pathlib-compatible object wrapper for zip files. MIT - pyfilesystem2 (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1350,7 +1365,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 200M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 210M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1361,7 +1376,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/python/typing @@ -1377,10 +1392,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... -- future (πŸ₯ˆ36 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT +- future (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 -- pathlib2 (πŸ₯‰27 Β· ⭐ 79 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT - contextlib2 (πŸ₯‰27 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1391,28 +1406,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.1K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 610K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 620K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 220M / month Β· πŸ“¦ 22K Β· ⏱️ 30.01.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 230M / month Β· πŸ“¦ 22K Β· ⏱️ 30.01.2024): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 45M Β· ⏱️ 31.01.2024): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 46M Β· ⏱️ 31.01.2024): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 290 Β· πŸ“¦ 87K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 300 Β· πŸ“¦ 88K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 32M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): ``` pip install pycryptodomex ``` @@ -1432,19 +1447,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 200 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 260 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 140 - 7% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 140 - 7% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 50M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 51M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` @@ -1455,12 +1470,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
keyring (πŸ₯‰35 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 07.01.2024): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 43M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 45M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): ``` pip install keyring ``` @@ -1476,7 +1491,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 63M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 65M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1509,12 +1524,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.7M / month Β· πŸ“¦ 4.1K Β· ⏱️ 30.01.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.8M / month Β· πŸ“¦ 4.1K Β· ⏱️ 30.01.2024): ``` pip install ansible ``` @@ -1525,66 +1540,66 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 07.02.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 01.02.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 08.02.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 300K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 450M / month Β· πŸ“¦ 8.7K Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 470M / month Β· πŸ“¦ 8.7K Β· ⏱️ 07.02.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 31.01.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 08.02.2024): ``` conda install -c conda-forge botocore ```
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docker (πŸ₯ˆ43 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 +
pulumi (πŸ₯ˆ43 Β· ⭐ 19K Β· πŸ“ˆ) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 810 Β· πŸ“¦ 75K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.2M Β· πŸ“¦ 7.2K Β· πŸ“‹ 6.9K - 29% open Β· ⏱️ 08.02.2024): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 38M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 170 Β· ⏱️ 08.02.2024): ``` - pip install docker + pip install pulumi ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4M Β· ⏱️ 09.12.2023): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.2M / month Β· πŸ“¦ 930 Β· ⏱️ 08.02.2024): ``` - conda install -c conda-forge docker-py + npm install @pulumi/pulumi ```
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pulumi (πŸ₯ˆ42 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
docker (πŸ₯ˆ43 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.1M Β· πŸ“¦ 7.2K Β· πŸ“‹ 6.9K - 30% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 830 Β· πŸ“¦ 75K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` - git clone https://github.com/pulumi/pulumi + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 950K / month Β· πŸ“¦ 170 Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 38M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): ``` - pip install pulumi + pip install docker ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.1M / month Β· πŸ“¦ 930 Β· ⏱️ 25.01.2024): +- [Conda](https://anaconda.org/conda-forge/docker-py): ``` - npm install @pulumi/pulumi + conda install -c conda-forge docker-py ```
paramiko (πŸ₯ˆ42 Β· ⭐ 8.7K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 @@ -1605,7 +1620,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ40 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 86M Β· πŸ“¦ 380 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 87M Β· πŸ“¦ 380 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/docker/compose @@ -1621,7 +1636,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.3K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 08.01.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/kubernetes-client/python @@ -1637,12 +1652,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯ˆ38 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.1K Β· πŸ“‹ 2.1K - 9% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.2K Β· πŸ“‹ 2K - 7% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 220K / month Β· πŸ“¦ 270 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 230K / month Β· πŸ“¦ 270 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1658,19 +1673,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 49K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 50K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ```
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fabric (πŸ₯‰34 Β· ⭐ 14K Β· πŸ“‰) - Simple, Pythonic remote execution and deployment. BSD-2 +
fabric (πŸ₯‰34 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 - [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.2M / month Β· πŸ“¦ 150 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.5M / month Β· πŸ“¦ 150 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1679,18 +1694,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fabric ```
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plumbum (πŸ₯‰32 Β· ⭐ 2.7K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰32 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.7K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.8K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.8M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.1M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 990K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge plumbum ``` @@ -1702,7 +1717,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7.4M / month Β· πŸ“¦ 330 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7.6M / month Β· πŸ“¦ 330 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1718,23 +1733,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 33K / month Β· πŸ“¦ 12 Β· ⏱️ 25.01.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 32K / month Β· πŸ“¦ 12 Β· ⏱️ 25.01.2024): ``` pip install pyinfra ```
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pypyr (πŸ₯‰22 Β· ⭐ 560) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰22 Β· ⭐ 570) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.4K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 13K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 14K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pypyr ``` @@ -1745,7 +1760,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰14 Β· ⭐ 260) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰13 Β· ⭐ 260) - Platform to programmatically manage, test, and debug data.. ❗Unlicensed

@@ -1760,7 +1775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 57M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 61M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1776,7 +1791,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1792,7 +1807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.5M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.8M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1808,7 +1823,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 41M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 45M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1825,7 +1840,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡39 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 330K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 340K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python-greenlet/greenlet @@ -1846,7 +1861,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 8.9M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.2M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1857,12 +1872,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ38 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“¦ 230K Β· πŸ“‹ 330 - 14% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 330 - 14% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 91M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 81M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): ``` pip install anyio ``` @@ -1878,7 +1893,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 100K / month Β· πŸ“¦ 74 Β· ⏱️ 28.01.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 110K / month Β· πŸ“¦ 74 Β· ⏱️ 28.01.2024): ``` pip install asyncer ``` @@ -1894,7 +1909,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 15K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ``` @@ -1906,11 +1921,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 560K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 550K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 780K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1925,14 +1940,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡38 Β· ⭐ 6.8K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡38 Β· ⭐ 6.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 670K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 680K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 41M / month Β· πŸ“¦ 9.8K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 44M / month Β· πŸ“¦ 9.9K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` @@ -1948,7 +1963,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 35M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 38M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): ``` pip install traitlets ``` @@ -1959,16 +1974,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.4K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.8K Β· πŸ“‹ 480 - 21% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.9K Β· πŸ“‹ 480 - 21% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2M / month Β· πŸ“¦ 300 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.1M / month Β· πŸ“¦ 300 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 65K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 66K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge dynaconf ``` @@ -1991,12 +2006,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯ˆ32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 91 Β· πŸ“¦ 24K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 92 Β· πŸ“¦ 25K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 6.7M / month Β· πŸ“¦ 490 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 7.1M / month Β· πŸ“¦ 490 Β· ⏱️ 29.11.2023): ``` pip install omegaconf ``` @@ -2012,7 +2027,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2023,12 +2038,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.7K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 04.10.2023): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.8K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 180K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 190K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2039,16 +2054,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰25 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.1K Β· πŸ“‹ 86 - 4% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.1K Β· πŸ“‹ 86 - 3% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 92K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 100K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 55K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 56K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2065,12 +2080,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 220 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 230 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 160M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 170M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2079,18 +2094,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡43 Β· ⭐ 46K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡42 Β· ⭐ 46K Β· πŸ“‰) - Rich is a Python library for rich text and beautiful formatting in the.. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 160K Β· πŸ“‹ 1.3K - 18% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 170K Β· πŸ“‹ 1.3K - 18% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 40M / month Β· πŸ“¦ 6.2K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 42M / month Β· πŸ“¦ 6.3K Β· ⏱️ 15.11.2023): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6M Β· ⏱️ 16.11.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.1M Β· ⏱️ 16.11.2023): ``` conda install -c conda-forge rich ``` @@ -2102,7 +2117,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 40M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 42M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2118,7 +2133,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.8M / month Β· πŸ“¦ 1.9K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.9M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2161,12 +2176,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 85 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 11.01.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 85 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 28M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 29M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2175,14 +2190,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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wcwidth (πŸ₯‰34 Β· ⭐ 360) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰34 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT - [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 500K Β· πŸ“‹ 48 - 18% open Β· ⏱️ 17.01.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 54M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 57M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2191,7 +2206,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge wcwidth ```
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Typer (πŸ₯‰33 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
Typer (πŸ₯‰32 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT - [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 510 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 10.12.2023): @@ -2209,7 +2224,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰32 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 78 Β· πŸ“¦ 11K Β· πŸ“‹ 130 - 25% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 78 Β· πŸ“¦ 11K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/tmbo/questionary @@ -2218,7 +2233,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 64K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 65K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2230,7 +2245,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 130K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 180K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2246,11 +2261,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 770K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 780K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ``` @@ -2262,7 +2277,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 110K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 120K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2274,7 +2289,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 190 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2308,7 +2323,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 110M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 120M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.10.2023): ``` pip install cachetools ``` @@ -2317,14 +2332,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ29 Β· ⭐ 980) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 990) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 390K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 440K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2336,7 +2351,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 270K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2361,14 +2376,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰24 Β· ⭐ 490) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰25 Β· ⭐ 490) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 57 Β· πŸ“¦ 430 Β· πŸ“‹ 73 - 28% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 57 Β· πŸ“¦ 430 Β· πŸ“‹ 76 - 28% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 34K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 37K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): ``` pip install cachier ``` @@ -2385,7 +2400,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-web-python - Web UI ( ⭐ 2.1K) - Collection of libraries to implement web-based UIs. -
kivy (πŸ₯‡41 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT +
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT - [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 31.01.2024): @@ -2403,56 +2418,56 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 11K Β· πŸ“‹ 3.5K - 21% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 11K Β· πŸ“‹ 3.5K - 21% open Β· ⏱️ 03.02.2024): ``` git clone https://github.com/PySimpleGUI/PySimpleGUI ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 620K / month Β· πŸ“¦ 350 Β· ⏱️ 21.05.2023): +- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 660K / month Β· πŸ“¦ 350 Β· ⏱️ 21.05.2023): ``` pip install pysimplegui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysimplegui ```
DearPyGui (πŸ₯ˆ35 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 630 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 650 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.3K - 20% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 63K / month Β· πŸ“¦ 54 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 67K / month Β· πŸ“¦ 56 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
Eel (πŸ₯ˆ31 Β· ⭐ 6K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.7K Β· πŸ“‹ 530 - 34% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.8K Β· πŸ“‹ 530 - 34% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 68K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ```
toga (πŸ₯ˆ31 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 670 Β· πŸ“₯ 2.4K Β· πŸ“¦ 3 Β· πŸ“‹ 830 - 17% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.6K Β· πŸ“¦ 3 Β· πŸ“‹ 840 - 18% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.9K / month Β· πŸ“¦ 34 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.6K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 18 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 20 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2464,7 +2479,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 400 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 460 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2487,14 +2502,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡20 Β· ⭐ 560) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡20 Β· ⭐ 580) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 27 Β· πŸ“₯ 600 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 28 Β· πŸ“₯ 660 Β· πŸ“‹ 22 - 27% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 170 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 170 / month): ``` pip install pipeless-ai ``` @@ -2515,30 +2530,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries. -
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 - -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 26.01.2024): - - ``` - git clone https://github.com/daviddrysdale/python-phonenumbers - ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.01.2024): - ``` - pip install phonenumbers - ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 860K Β· ⏱️ 26.01.2024): - ``` - conda install -c conda-forge phonenumbers - ``` -
emoji (πŸ₯‡34 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 300 Β· πŸ“¦ 65K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 300 Β· πŸ“¦ 66K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 31.01.2024): ``` pip install emoji ``` @@ -2547,14 +2546,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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chardet (πŸ₯ˆ32 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 +
chardet (πŸ₯‡32 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 6 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 54M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 56M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2562,7 +2561,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 45 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 34 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2574,7 +2573,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 14M / month Β· πŸ“¦ 2.9K Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 15M / month Β· πŸ“¦ 2.9K Β· ⏱️ 31.01.2024): ``` pip install python-slugify ``` @@ -2583,14 +2582,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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inflect (πŸ₯ˆ30 Β· ⭐ 890) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ30 Β· ⭐ 900) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 26.12.2023): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2599,6 +2598,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
+
phonenumbers (πŸ₯‰28 Β· ⭐ 3.4K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 + +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 390 Β· πŸ“‹ 180 - 4% open Β· ⏱️ 26.01.2024): + + ``` + git clone https://github.com/daviddrysdale/python-phonenumbers + ``` +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.3M / month): + ``` + pip install phonenumbers + ``` +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 870K Β· ⏱️ 26.01.2024): + ``` + conda install -c conda-forge phonenumbers + ``` +
price-parser (πŸ₯‰21 Β· ⭐ 290) - Extract price amount and currency symbol from a raw text string. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 400 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): @@ -2606,7 +2621,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 75K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 79K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2614,7 +2629,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT -- pyahocorasick (πŸ₯‰27 Β· ⭐ 860 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +- pyahocorasick (πŸ₯‰27 Β· ⭐ 870 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - coolname (πŸ₯‰21 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - millify (πŸ₯‰14 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT @@ -2637,23 +2652,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 920M / month Β· πŸ“¦ 18K Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1B / month Β· πŸ“¦ 18K Β· ⏱️ 07.02.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 01.02.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 07.02.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.4K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 710K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 710K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2667,14 +2682,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT +
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 13% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 13% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 36M / month Β· πŸ“¦ 28K Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 37M / month Β· πŸ“¦ 28K Β· ⏱️ 15.01.2024): ``` pip install redis ``` @@ -2685,7 +2700,7 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4.1K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.2K - 13% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.3K - 13% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2701,39 +2716,39 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 26K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.3K Β· πŸ“¦ 27K Β· ⏱️ 05.02.2024): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.6M / month Β· πŸ“¦ 3.7K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.7M / month): ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 590K Β· ⏱️ 13.10.2023): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 600K Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge peewee ```
google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 60M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 61M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.1M Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 13.12.2023): ``` conda install -c conda-forge google-cloud-storage ```
PyMySQL (πŸ₯‡40 Β· ⭐ 7.5K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/PyMySQL/PyMySQL @@ -2749,12 +2764,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 16M / month Β· πŸ“¦ 6.2K Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 17M / month Β· πŸ“¦ 6.2K Β· ⏱️ 19.01.2024): ``` pip install elasticsearch ``` @@ -2763,46 +2778,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge elasticsearch ```
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MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
pymongo (πŸ₯‡40 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 20.01.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 07.02.2024): ``` - git clone https://github.com/MongoEngine/mongoengine + git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 24M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): ``` - pip install mongoengine + pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.5M Β· ⏱️ 29.11.2023): ``` - conda install -c conda-forge mongoengine + conda install -c conda-forge pymongo ```
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pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 20.01.2024): ``` - git clone https://github.com/mongodb/mongo-python-driver + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 24M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.6M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` - pip install pymongo + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.5M Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge pymongo + conda install -c conda-forge mongoengine ```
alembic (πŸ₯ˆ39 Β· ⭐ 2.3K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 210 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 34M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 35M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` @@ -2818,7 +2833,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2829,28 +2844,44 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ38 Β· ⭐ 690) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 640 - 9% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 36M / month Β· πŸ“¦ 1.2K Β· ⏱️ 25.01.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 37M / month Β· πŸ“¦ 1.2K Β· ⏱️ 06.02.2024): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 25.01.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge google-cloud-bigquery ```
+
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 + +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 08.02.2024): + + ``` + git clone https://github.com/elastic/elasticsearch-dsl-py + ``` +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.4M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): + ``` + pip install elasticsearch-dsl + ``` +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.4K Β· ⏱️ 06.12.2023): + ``` + conda install -c anaconda elasticsearch-dsl + ``` +
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 220K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 230K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 38M / month Β· πŸ“¦ 65 Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 40M / month Β· πŸ“¦ 65 Β· ⏱️ 24.01.2024): ``` pip install awswrangler ``` @@ -2861,87 +2892,87 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ37 Β· ⭐ 3.4K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 250 Β· πŸ”€ 470 Β· πŸ“₯ 110 Β· πŸ“¦ 1K Β· πŸ“‹ 2.5K - 5% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 470 Β· πŸ“₯ 120 Β· πŸ“¦ 1K Β· πŸ“‹ 2.6K - 6% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 110K / month Β· πŸ“¦ 53 Β· ⏱️ 28.01.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 110K / month Β· πŸ“¦ 54 Β· ⏱️ 05.02.2024): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 320K Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 320K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge ibis-framework ```
sqlmodel (πŸ₯ˆ36 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.4K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.6K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 620K / month Β· πŸ“¦ 200 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 670K / month Β· πŸ“¦ 200 Β· ⏱️ 04.12.2023): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 25K Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 26K Β· ⏱️ 04.12.2023): ``` conda install -c conda-forge sqlmodel ```
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Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 +
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 19.01.2024): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 2% open Β· ⏱️ 04.02.2024): ``` - git clone https://github.com/elastic/elasticsearch-dsl-py + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.2M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.2M / month Β· πŸ“¦ 7.3K Β· ⏱️ 04.02.2024): ``` - pip install elasticsearch-dsl + pip install mysqlclient ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.4K Β· ⏱️ 06.12.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 320K Β· ⏱️ 07.02.2024): ``` - conda install -c anaconda elasticsearch-dsl + conda install -c conda-forge mysqlclient ```
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mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
s3fs (πŸ₯ˆ36 Β· ⭐ 790) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 3% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 450 - 28% open Β· ⏱️ 05.02.2024): ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5M / month Β· πŸ“¦ 7.3K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 210M / month Β· πŸ“¦ 760 Β· ⏱️ 05.02.2024): ``` - pip install mysqlclient + pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 320K Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.5M Β· ⏱️ 05.02.2024): ``` - conda install -c conda-forge mysqlclient + conda install -c conda-forge s3fs ```
-
s3fs (πŸ₯ˆ36 Β· ⭐ 780) - S3 Filesystem. BSD-3 +
Prometheus Client (πŸ₯ˆ35 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 16K Β· πŸ“‹ 440 - 28% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 810 Β· πŸ“‹ 530 - 18% open Β· ⏱️ 01.02.2024): ``` - git clone https://github.com/fsspec/s3fs + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 210M / month Β· πŸ“¦ 760 Β· ⏱️ 11.12.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 27M / month Β· πŸ“¦ 880 Β· ⏱️ 21.11.2023): ``` - pip install s3fs + pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.5M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): ``` - conda install -c conda-forge s3fs + conda install -c conda-forge prometheus_client ```
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 210 Β· πŸ“¦ 81K Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 81K Β· ⏱️ 06.02.2024): ``` git clone https://github.com/mongodb/motor @@ -2962,7 +2993,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.8M / month Β· πŸ“¦ 480 Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.9M / month): ``` pip install minio ``` @@ -2978,7 +3009,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 290M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 300M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): ``` pip install s3transfer ``` @@ -2987,57 +3018,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
-
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 - -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 810 Β· πŸ“‹ 530 - 18% open Β· ⏱️ 23.01.2024): - - ``` - git clone https://github.com/prometheus/client_python - ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 25M / month Β· πŸ“¦ 880 Β· ⏱️ 21.11.2023): - ``` - pip install prometheus_client - ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): - ``` - conda install -c conda-forge prometheus_client - ``` -
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 4.9M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 550K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sqlalchemy-utils ```
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 160 Β· πŸ“₯ 350 Β· πŸ“¦ 9.1K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 150 Β· πŸ“₯ 350 Β· πŸ“¦ 9.2K Β· πŸ“‹ 340 - 11% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 8.1M / month Β· πŸ“¦ 340 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 8.5M / month Β· πŸ“¦ 340 Β· ⏱️ 05.02.2024): ``` pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 25.01.2024): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pandas-gbq ```
Pony (πŸ₯‰33 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 84 Β· πŸ“¦ 3.8K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 84 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony @@ -3062,7 +3077,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 7.5K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 7.9K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ``` @@ -3074,7 +3089,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 250K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 230K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ``` @@ -3086,18 +3101,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 700 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 710 Β· ⏱️ 21.12.2023): ``` pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 190K Β· ⏱️ 22.12.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 200K Β· ⏱️ 22.12.2023): ``` conda install -c conda-forge cassandra-driver ```
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.1K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.2K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3113,7 +3128,7 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯‰32 Β· ⭐ 4.1K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.1K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/tortoise/tortoise-orm @@ -3127,18 +3142,34 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
+
Databases (πŸ₯‰32 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 + +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 250 Β· πŸ“¦ 22K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 28.11.2023): + + ``` + git clone https://github.com/encode/databases + ``` +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 440K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): + ``` + pip install databases + ``` +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): + ``` + conda install -c conda-forge databases + ``` +
PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.6M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 460K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 470K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ``` @@ -3155,22 +3186,6 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
-
Databases (πŸ₯‰31 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 - -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 250 Β· πŸ“¦ 22K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 28.11.2023): - - ``` - git clone https://github.com/encode/databases - ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 400K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): - ``` - pip install databases - ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): - ``` - conda install -c conda-forge databases - ``` -
influxdb (πŸ₯‰31 Β· ⭐ 1.7K Β· πŸ’€) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 8K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): @@ -3187,23 +3202,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT - -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.6K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): - - ``` - git clone https://github.com/pudo/dataset - ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 92K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): - ``` - pip install dataset - ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.9K Β· ⏱️ 12.07.2023): - ``` - conda install -c conda-forge dataset - ``` -
-
cx-Oracle (πŸ₯‰30 Β· ⭐ 870 Β· πŸ“ˆ) - Python interface to Oracle Database now superseded by python-.. BSD-3 +
cx-Oracle (πŸ₯‰30 Β· ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): @@ -3221,7 +3220,7 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/django-haystack/pysolr @@ -3253,7 +3252,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.5K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.6K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3269,24 +3268,40 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 81 Β· πŸ“¦ 320 Β· πŸ“‹ 350 - 31% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 82 Β· πŸ“¦ 320 Β· πŸ“‹ 350 - 31% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 16K / month Β· πŸ“¦ 11 Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 17K / month Β· πŸ“¦ 11 Β· ⏱️ 23.01.2024): ``` pip install piccolo ```
+
dataset (πŸ₯‰28 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT + +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 290 Β· πŸ“¦ 3.6K Β· πŸ“‹ 290 - 10% open Β· ⏱️ 12.07.2023): + + ``` + git clone https://github.com/pudo/dataset + ``` +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 92K / month): + ``` + pip install dataset + ``` +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.9K Β· ⏱️ 12.07.2023): + ``` + conda install -c conda-forge dataset + ``` +
prisma (πŸ₯‰28 Β· ⭐ 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 52% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 52% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 65K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 71K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): ``` pip install prisma ``` @@ -3310,7 +3325,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 52K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 54K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3321,31 +3336,31 @@ _Libraries for connecting to, operating, and querying databases._
filedepot (πŸ₯‰23 Β· ⭐ 150 Β· πŸ’€) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 990 Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 1K Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 48 Β· ⏱️ 15.06.2023): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 48 Β· ⏱️ 15.06.2023): ``` pip install filedepot ```
aioprometheus (πŸ₯‰22 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 220 Β· πŸ“‹ 34 - 29% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 220 Β· πŸ“‹ 35 - 31% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 150K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 170K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
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psycopg3 (πŸ₯‰19 Β· ⭐ 1.3K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
psycopg3 (πŸ₯‰19 Β· ⭐ 1.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 140 Β· πŸ“‹ 410 - 10% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 400 - 7% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3354,8 +3369,8 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ37 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ34 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 58) - Google Cloud Bigtable API client library. Apache-2 +- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 59) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 @@ -3364,9 +3379,9 @@ _Libraries for connecting to, operating, and querying databases._ - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - py2neo (πŸ₯‰23 Β· ⭐ 6) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 -- PugSQL (πŸ₯‰20 Β· ⭐ 650 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- PyMODM (πŸ₯‰20 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- PugSQL (πŸ₯‰21 Β· ⭐ 650 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 +- gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT @@ -3381,32 +3396,32 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 2.5K Β· πŸ“¦ 36K Β· πŸ“‹ 2.7K - 24% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 37K Β· πŸ“‹ 2.7K - 24% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7M / month Β· πŸ“¦ 870 Β· ⏱️ 30.12.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.5M / month Β· πŸ“¦ 880 Β· ⏱️ 30.12.2023): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 630K Β· ⏱️ 03.01.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 640K Β· ⏱️ 03.01.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 690 - 2% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 690 - 2% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 12M / month Β· πŸ“¦ 3.3K Β· ⏱️ 29.01.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 13M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.02.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 30.01.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 07.02.2024): ``` conda install -c conda-forge faker ``` @@ -3427,14 +3442,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xlwings ```
+
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT + +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 63K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): + + ``` + git clone https://github.com/martinblech/xmltodict + ``` +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 33M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): + ``` + pip install xmltodict + ``` +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge xmltodict + ``` +
Tablib (πŸ₯ˆ35 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 91K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 92K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` pip install tablib ``` @@ -3443,30 +3474,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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xmltodict (πŸ₯ˆ34 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT +
gdown (πŸ₯ˆ34 Β· ⭐ 3.7K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 62K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 150 - 14% open Β· ⏱️ 03.02.2024): ``` - git clone https://github.com/martinblech/xmltodict + git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 32M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 460 Β· ⏱️ 03.02.2024): ``` - pip install xmltodict + pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 250K Β· ⏱️ 03.02.2024): ``` - conda install -c conda-forge xmltodict + conda install -c conda-forge gdown ```
python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 52K Β· πŸ“‹ 200 - 7% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 53K Β· πŸ“‹ 200 - 8% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3475,25 +3506,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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gdown (πŸ₯ˆ33 Β· ⭐ 3.7K) - Google Drive Public File/Folder Downloader (curl/wget fails due to the.. MIT - -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 310 Β· πŸ“¦ 26K Β· πŸ“‹ 150 - 14% open Β· ⏱️ 28.01.2024): - - ``` - git clone https://github.com/wkentaro/gdown - ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 460 Β· ⏱️ 26.01.2024): - ``` - pip install gdown - ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 250K Β· ⏱️ 26.01.2024): - ``` - conda install -c conda-forge gdown - ``` -
csvkit (πŸ₯ˆ32 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/wireservice/csvkit @@ -3507,9 +3522,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
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smart-open (πŸ₯ˆ31 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
smart-open (πŸ₯ˆ32 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 380 Β· πŸ“‹ 380 - 18% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 380 Β· πŸ“‹ 380 - 18% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/RaRe-Technologies/smart_open @@ -3539,36 +3554,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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snorkel (πŸ₯‰30 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 +
Intake (πŸ₯ˆ31 Β· ⭐ 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 450 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 05.02.2024): ``` - git clone https://github.com/snorkel-team/snorkel + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 56K / month Β· πŸ“¦ 130 Β· ⏱️ 02.02.2024): ``` - pip install snorkel + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 540K Β· ⏱️ 02.02.2024): ``` - conda install -c conda-forge snorkel + conda install -c conda-forge intake ```
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Intake (πŸ₯‰30 Β· ⭐ 970 Β· πŸ“ˆ) - Intake is a lightweight package for finding, investigating, loading.. BSD-2 +
snorkel (πŸ₯‰30 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 1.9K Β· πŸ“‹ 370 - 31% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 460 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 01.02.2024): ``` - git clone https://github.com/intake/intake + git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 53K / month Β· πŸ“¦ 130 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 31K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): ``` - pip install intake + pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 540K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge intake + conda install -c conda-forge snorkel ```
img2dataset (πŸ₯‰28 Β· ⭐ 3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT @@ -3578,7 +3593,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 22K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 33K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ``` @@ -3590,7 +3605,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.6K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.9K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3602,19 +3617,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 670 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 730 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
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Upgini (πŸ₯‰22 Β· ⭐ 270) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰21 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 08.02.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.2K / month Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 7.2K / month Β· ⏱️ 08.02.2024): ``` pip install upgini ``` @@ -3626,7 +3641,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 990 / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ``` @@ -3638,7 +3653,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 2K / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.8K / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3649,10 +3664,10 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... -- xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 +- xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - PDFMiner (πŸ₯ˆ31 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - SDV (πŸ₯ˆ31 Β· ⭐ 1.8K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- tabulator-py (πŸ₯‰28 Β· ⭐ 230 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - textract (πŸ₯‰27 Β· ⭐ 3.7K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT @@ -3672,12 +3687,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 590K Β· πŸ“¦ 9.4K Β· πŸ“‹ 8.7K - 10% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 590K Β· πŸ“¦ 9.5K Β· πŸ“‹ 8.7K - 10% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 28M / month Β· πŸ“¦ 340 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 27M / month Β· πŸ“¦ 350 Β· ⏱️ 19.01.2024): ``` pip install apache-airflow ``` @@ -3685,19 +3700,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 620M Β· ⭐ 500 Β· ⏱️ 01.02.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 650M Β· ⭐ 500 Β· ⏱️ 01.02.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 120K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 8.8M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.4M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): ``` pip install celery ``` @@ -3708,60 +3723,60 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.4K Β· πŸ“‹ 4.5K - 14% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.4K Β· πŸ“‹ 4.5K - 14% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 680K / month Β· πŸ“¦ 160 Β· ⏱️ 30.01.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 160 Β· ⏱️ 01.02.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 30.01.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 02.02.2024): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡41 Β· ⭐ 9.5K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 9.6K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 1.9K Β· πŸ“‹ 6.9K - 34% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.2K Β· πŸ“¦ 1.9K Β· πŸ“‹ 6.6K - 30% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1.2M / month Β· πŸ“¦ 140 Β· ⏱️ 29.01.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1.1M / month): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 01.02.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 02.02.2024): ``` conda install -c conda-forge dagster ```
Beam (πŸ₯‡41 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.5K - 66% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.5K - 66% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 180 Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 180 Β· ⏱️ 07.02.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 59K Β· ⏱️ 31.01.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 60K Β· ⏱️ 31.01.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.2K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 9% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 10% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 13M / month Β· πŸ“¦ 57 Β· ⏱️ 11.01.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 14M / month Β· πŸ“¦ 57 Β· ⏱️ 11.01.2024): ``` pip install great_expectations ``` @@ -3772,7 +3787,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
rq (πŸ₯ˆ39 Β· ⭐ 9.4K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 19.01.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 19.01.2024): ``` git clone https://github.com/rq/rq @@ -3788,12 +3803,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (πŸ₯ˆ39 Β· ⭐ 8.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4.2K Β· πŸ“‹ 4.9K - 11% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4.2K Β· πŸ“‹ 4.9K - 9% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 97K / month Β· πŸ“¦ 30 Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 150K / month): ``` pip install dbt ``` @@ -3802,70 +3817,70 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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luigi (πŸ₯ˆ38 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
joblib (πŸ₯ˆ38 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 390K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): ``` - git clone https://github.com/spotify/luigi + git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 440K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 44M / month Β· πŸ“¦ 6.7K Β· ⏱️ 09.08.2023): ``` - pip install luigi + pip install joblib ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): ``` - conda install -c anaconda luigi + conda install -c conda-forge joblib ```
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joblib (πŸ₯ˆ38 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 +
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 390K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/joblib/joblib + git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 43M / month Β· πŸ“¦ 6.6K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 410K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` - pip install joblib + pip install luigi ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge joblib + conda install -c anaconda luigi ```
Kedro (πŸ₯ˆ37 Β· ⭐ 9.2K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.1K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 380K / month Β· πŸ“¦ 73 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 400K / month Β· πŸ“¦ 73 Β· ⏱️ 22.01.2024): ``` pip install kedro ```
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Activeloop (πŸ₯ˆ34 Β· ⭐ 7.4K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.5K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 570 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 2.8K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.5K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 360 Β· πŸ“‹ 280 - 23% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 370 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 22K / month Β· πŸ“¦ 2 Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 28K / month Β· πŸ“¦ 2 Β· ⏱️ 06.02.2024): ``` pip install zenml ``` @@ -3877,7 +3892,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 93K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 99K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3886,26 +3901,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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whylogs (πŸ₯ˆ31 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 - -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 230 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 31.01.2024): - - ``` - git clone https://github.com/whylabs/whylogs - ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 200K / month Β· πŸ“¦ 6 Β· ⏱️ 31.01.2024): - ``` - pip install whylogs - ``` -
petl (πŸ₯ˆ31 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.6K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.5M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.6M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3914,6 +3917,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 + +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 31.01.2024): + + ``` + git clone https://github.com/whylabs/whylogs + ``` +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 210K / month Β· πŸ“¦ 6 Β· ⏱️ 31.01.2024): + ``` + pip install whylogs + ``` +
faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 - [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.8K Β· πŸ“‹ 530 - 53% open Β· ⏱️ 23.02.2023): @@ -3928,12 +3943,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ploomber (πŸ₯‰29 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.6K / month Β· πŸ“¦ 7 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.3K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` @@ -3949,23 +3964,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 200K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 78K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge mleap ```
+
PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT + +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 750 Β· πŸ“‹ 130 - 7% open Β· ⏱️ 27.09.2023): + + ``` + git clone https://github.com/EntilZha/PyFunctional + ``` +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 160K / month): + ``` + pip install pyfunctional + ``` +
arq (πŸ₯‰27 Β· ⭐ 1.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 520 Β· πŸ“‹ 210 - 33% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 530 Β· πŸ“‹ 210 - 33% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 94K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 91K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -3974,28 +4001,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge arq ```
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PyFunctional (πŸ₯‰26 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT +
dbnd (πŸ₯‰26 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 750 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 01.02.2024): ``` - git clone https://github.com/EntilZha/PyFunctional + git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 160K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 02.02.2024): ``` - pip install pyfunctional + pip install dbnd ```
-
dbnd (πŸ₯‰26 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 25.12.2023): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/databand-ai/dbnd + git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 25.12.2023): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.2K / month Β· ⏱️ 19.07.2020): ``` - pip install dbnd + pip install optimuspyspark ```
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT @@ -4005,7 +4032,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 140K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 130K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4014,26 +4041,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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Optimus (πŸ₯‰24 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark - -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): - - ``` - git clone https://github.com/hi-primus/optimus - ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 7.3K / month Β· ⏱️ 19.07.2020): - ``` - pip install optimuspyspark - ``` -
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TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT - [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 29 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 14.12.2023): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.6K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): ``` pip install tasktiger ``` @@ -4045,45 +4060,45 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 320 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 460 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 34 - 52% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 130 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month): ``` pip install mara-pipelines ```
-
Databolt Flow (πŸ₯‰18 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +
flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ’€) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 170 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): ``` - pip install d6tflow + pip install flupy ```
-
flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ’€) - Fluent data pipelines for python and your shell. MIT +
Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/olirice/flupy + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 210K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 210 / month): ``` - pip install flupy + pip install d6tflow ```
Show 14 hidden projects... @@ -4096,12 +4111,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- kale (πŸ₯‰16 Β· ⭐ 610 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter +- riko (πŸ₯‰16 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 -- RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4111,7 +4126,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡37 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 1.1M Β· πŸ“‹ 590 - 46% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 1.1M Β· πŸ“‹ 600 - 46% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4125,9 +4140,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyyaml ```
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XlsxWriter (πŸ₯‰36 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‰35 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 72K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 08.11.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 72K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 03.02.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4152,7 +4167,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install jmespath ``` -- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 17M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 18M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge jmespath ``` @@ -4163,14 +4178,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡35 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡34 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.2K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.3K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.5M / month Β· πŸ“¦ 860 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 8.8M / month Β· πŸ“¦ 860 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4186,7 +4201,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 26M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 27M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4208,12 +4223,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 940K Β· πŸ“‹ 680 - 17% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 940K Β· πŸ“‹ 680 - 17% open Β· ⏱️ 04.02.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 180M / month Β· πŸ“¦ 18K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 180M / month Β· πŸ“¦ 19K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4224,12 +4239,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 5% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 5% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 64M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 67M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4238,14 +4253,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge more-itertools ```
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toolz (πŸ₯ˆ36 Β· ⭐ 4.4K) - A functional standard library for Python. BSD-3 +
toolz (πŸ₯ˆ37 Β· ⭐ 4.5K) - A functional standard library for Python. BSD-3 - [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 130K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 23M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 26M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): ``` pip install toolz ``` @@ -4256,12 +4271,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ34 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.2K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.3K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.5M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.4M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` @@ -4270,30 +4285,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ32 Β· ⭐ 5.7K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 5.7K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 38% open Β· ⏱️ 18.12.2023): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 37% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 41M / month Β· πŸ“¦ 1.7K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 43M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.8M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.9M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ```
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 10K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 17.12.2023): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 10K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 640 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.6M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4304,28 +4319,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰30 Β· ⭐ 3.1K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 510 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 520 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 140K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 130K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.2K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.3K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ```
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natsort (πŸ₯‰29 Β· ⭐ 820 Β· πŸ’€) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰30 Β· ⭐ 820 Β· πŸ’€) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 48 Β· πŸ“¦ 26K Β· πŸ“‹ 91 - 2% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 49 Β· πŸ“¦ 26K Β· πŸ“‹ 91 - 2% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4341,7 +4356,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` @@ -4352,7 +4367,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 6 hidden projects... -- python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.4K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +- python-dependency-injector (πŸ₯ˆ31 Β· ⭐ 3.5K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 690 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT @@ -4367,12 +4382,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 58K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 11K / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 48 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4387,7 +4402,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.1K Β· πŸ“₯ 72K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.1K Β· πŸ“₯ 72K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/micropython/micropython @@ -4399,7 +4414,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 -- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 23K Β· πŸ“‹ 100 - 45% open Β· ⏱️ 28.02.2023): +- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 23K Β· πŸ“‹ 100 - 44% open Β· ⏱️ 28.02.2023): ``` git clone https://github.com/pyston/pyston @@ -4408,7 +4423,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰17 Β· ⭐ 970 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- stackless (πŸ₯‰17 Β· ⭐ 980 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4419,12 +4434,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 560 Β· πŸ“¦ 660K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 28.01.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 580 Β· πŸ“¦ 660K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 82M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 85M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4433,14 +4448,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“ˆ) - A cross-platform command-line utility that creates projects.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 25K Β· πŸ“‹ 860 - 25% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): ``` pip install cookiecutter ``` @@ -4451,7 +4466,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡38 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.3K Β· πŸ“¦ 930K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.4K Β· πŸ“¦ 930K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 20.11.2023): ``` git clone https://github.com/pyparsing/pyparsing @@ -4467,12 +4482,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ36 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 580 Β· πŸ“¦ 740K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 750K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 130M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 140M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4481,30 +4496,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
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wrapt (πŸ₯ˆ34 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): - - ``` - git clone https://github.com/GrahamDumpleton/wrapt - ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 110M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): - ``` - pip install wrapt - ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 14M Β· ⏱️ 09.11.2023): - ``` - conda install -c conda-forge wrapt - ``` -
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Copier (πŸ₯ˆ34 Β· ⭐ 1.4K) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯ˆ34 Β· ⭐ 1.5K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 150 Β· πŸ“¦ 830 Β· πŸ“‹ 430 - 12% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 150 Β· πŸ“¦ 830 Β· πŸ“‹ 440 - 13% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 200K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): ``` pip install copier ``` @@ -4520,19 +4519,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 4.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 99M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 110M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): ``` pip install pluggy ``` @@ -4541,14 +4540,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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diagrams (πŸ₯ˆ33 Β· ⭐ 34K Β· πŸ“‰) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯ˆ33 Β· ⭐ 34K) - Diagram as Code for prototyping cloud system architectures. MIT - [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.3K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 140K / month Β· πŸ“¦ 39 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 150K / month Β· πŸ“¦ 39 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4557,14 +4556,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
+
wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 + +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): + + ``` + git clone https://github.com/GrahamDumpleton/wrapt + ``` +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 110M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): + ``` + pip install wrapt + ``` +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 14M Β· ⏱️ 09.11.2023): + ``` + conda install -c conda-forge wrapt + ``` +
decorator (πŸ₯ˆ33 Β· ⭐ 800) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 520K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 530K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 63M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 67M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4573,14 +4588,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
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fastcore (πŸ₯‰30 Β· ⭐ 890 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰31 Β· ⭐ 890 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.4K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.5K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 670K / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 780K / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4596,7 +4611,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 200K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 250K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4612,7 +4627,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 12M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 14M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4623,12 +4638,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 35K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 36K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.1M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.3M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4637,9 +4652,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
-
pyscreenshot (πŸ₯‰26 Β· ⭐ 480 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 +
pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4.1K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot @@ -4651,12 +4666,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-mss (πŸ₯‰25 Β· ⭐ 930) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 25% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 82 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 06.12.2023): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 590K / month Β· πŸ“¦ 260 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 600K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4670,7 +4685,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- openpyxl (πŸ₯‰24 Β· ⭐ 68) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰24 Β· ⭐ 69) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-02-08_changes.md b/history/2024-02-08_changes.md new file mode 100644 index 0000000..c240815 --- /dev/null +++ b/history/2024-02-08_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- pydantic (πŸ₯‡45 Β· ⭐ 18K Β· πŸ“ˆ) - Data validation using Python type hints. MIT +- pulumi (πŸ₯ˆ43 Β· ⭐ 19K Β· πŸ“ˆ) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +- cookiecutter (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“ˆ) - A cross-platform command-line utility that creates projects.. BSD-3 +- watchdog (πŸ₯ˆ38 Β· ⭐ 6.2K Β· πŸ“ˆ) - Python library and shell utilities to monitor filesystem events. Apache-2 +- pysimdjson (πŸ₯‰27 Β· ⭐ 620 Β· πŸ“ˆ) - Python bindings for the simdjson project. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- rich (πŸ₯‡42 Β· ⭐ 46K Β· πŸ“‰) - Rich is a Python library for rich text and beautiful formatting in the.. MIT +- dataset (πŸ₯‰28 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT +- phonenumbers (πŸ₯‰28 Β· ⭐ 3.4K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 +- riko (πŸ₯‰16 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT + diff --git a/history/2024-02-08_projects.csv b/history/2024-02-08_projects.csv new file mode 100644 index 0000000..2e882a5 --- /dev/null +++ b/history/2024-02-08_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-01 15:03:31.000,2024-02-01 10:26:42,459.0,23.0,2261,382.0,244.0,21.0,34.0,15047,2024-01-25 18:36:33.000,2024.01.25,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-02-05 15:44:45.000,2024-02-05 15:44:44,306.0,24.0,160,54.0,182.0,,3.0,2125,2024-02-01 16:56:08.000,2024.02.01,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-02-01 16:55:33.000,2024-02-01 16:55:32,303.0,24.0,42,24.0,177.0,3.0,5.0,872,2024-02-01 16:55:39.000,2024.02.01,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-02-05 15:44:45.000,2024-02-05 15:44:44,306.0,24.0,160,54.0,182.0,,3.0,2125,2024-02-01 16:56:08.000,2024.02.01,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-01 15:03:31.000,2024-02-01 10:26:42,459.0,23.0,2261,382.0,244.0,21.0,34.0,15047,2024-01-25 18:36:33.000,2024.01.25,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1662.0,323.0,13.0,74.0,38999,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-01 15:03:31.000,2024-02-01 10:26:42,459.0,23.0,2261,382.0,244.0,21.0,34.0,15047,2024-01-25 18:36:33.000,2024.01.25,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-02-08 09:43:12.000,2024-02-08 09:02:55,34299.0,674.0,17171,1121.0,31326.0,3645.0,22414.0,41157,2024-01-20 03:33:20.000,2.2.0,124.0,3549.0,53,True,1587465.0,1510778.0,pandas,conda-forge/pandas,['pandas'],246595.0,163918485.0,https://pypi.org/project/pandas,2024-01-20 02:10:54.000,76687.0,162731945.0,https://anaconda.org/conda-forge/pandas,2024-01-20 16:04:39.136,47373588.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-02-08 12:29:19.144,2024-02-08 00:28:07,17018.0,777.0,15452,2064.0,9622.0,712.0,5332.0,62845,2024-01-10 19:37:23.000,4.25.2,155.0,1201.0,52,True,602720.0,582600.0,protobuf,conda-forge/protobuf,,40118084.0,172735029.0,https://pypi.org/project/protobuf,2024-02-06 19:58:19.000,16507.0,165046731.0,https://anaconda.org/conda-forge/protobuf,2024-02-08 12:29:19.144,16739743.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3613.0,6424792.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-02-08 13:28:20.000,2024-02-08 09:04:42,35028.0,914.0,9102,594.0,13574.0,2083.0,10274.0,25660,2024-02-06 00:32:23.000,1.26.4,156.0,1739.0,52,False,2243569.0,2100515.0,numpy,conda-forge/numpy,,954894.0,228973686.0,https://pypi.org/project/numpy,2024-02-05 23:48:01.000,143054.0,227376560.0,https://anaconda.org/conda-forge/numpy,2024-02-06 15:10:51.240,69748367.0,1.0,,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-02-08 02:36:48.000,2024-02-07 19:07:35,54241.0,117.0,24008,1929.0,50345.0,863.0,31479.0,60259,2024-01-30 16:54:02.000,9.2.0,346.0,6816.0,48,True,36320.0,32229.0,ansible,conda-forge/ansible,,,4852409.0,https://pypi.org/project/ansible,2024-01-30 16:54:02.000,4091.0,4830388.0,https://anaconda.org/conda-forge/ansible,2023-10-11 16:44:12.810,990978.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-02-08 13:16:01.000,2024-02-08 10:30:18,23024.0,977.0,13458,755.0,24728.0,877.0,7829.0,33913,2024-01-19 13:09:58.000,2.8.1,176.0,3173.0,48,True,9825.0,9477.0,apache-airflow,conda-forge/airflow,,591642.0,33080258.0,https://pypi.org/project/apache-airflow,2024-01-19 10:49:56.000,348.0,26951675.0,https://anaconda.org/conda-forge/airflow,2024-01-01 18:27:17.725,994488.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-02-01 10:08:58.881310,501.0,646563576.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-02-07 20:25:20.000,2024-02-07 19:09:48,5744.0,206.0,1873,241.0,719.0,189.0,2979.0,8566,2024-02-07 20:25:20.000,1.34.37,1486.0,153.0,48,True,422864.0,404578.0,boto3,conda-forge/boto3,,,1011164941.0,https://pypi.org/project/boto3,2024-02-07 20:25:20.000,18286.0,1010763179.0,https://anaconda.org/conda-forge/boto3,2024-02-07 00:24:29.595,18079330.0,1.0,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-02-08 13:07:23.000,2024-02-08 00:17:24,11517.0,415.0,1746,126.0,7964.0,31.0,2344.0,6077,2024-01-30 17:34:45.000,42.0.2,125.0,305.0,47,True,639322.0,617338.0,cryptography,conda-forge/cryptography,,,233278336.0,https://pypi.org/project/cryptography,2024-01-30 17:34:45.000,21984.0,232219123.0,https://anaconda.org/conda-forge/cryptography,2024-01-31 00:23:00.081,45546170.0,1.0,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-02-08 10:25:55.000,2024-02-08 10:25:49,12465.0,101.0,4603,473.0,3243.0,665.0,4372.0,23000,2023-11-22 15:18:14.000,5.3.6,204.0,1333.0,46,True,140189.0,125068.0,celery,conda-forge/celery,,,9449639.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15121.0,9414758.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1534766.0,1.0,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-02-07 22:23:29.000,2024-02-07 14:59:50,2754.0,144.0,1607,107.0,3371.0,334.0,3354.0,17552,2024-02-05 14:12:40.000,2.6.1,132.0,478.0,45,True,345430.0,334731.0,pydantic,conda-forge/pydantic,,,143912011.0,https://pypi.org/project/pydantic,2024-02-05 14:12:40.000,10699.0,143751126.0,https://anaconda.org/conda-forge/pydantic,2024-02-05 16:12:21.174,6918096.0,1.0,,,,,,,,,,,,pydantic/pydantic,1.0,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-02-05 20:28:43.000,2023-12-29 19:38:05,2419.0,17.0,1411,183.0,1085.0,111.0,1436.0,14779,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1626069.0,1549735.0,click,conda-forge/click,,226.0,167239573.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,76334.0,166236438.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33103355.0,1.0,,,,,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-02-07 19:49:13.000,2024-02-07 19:48:57,16818.0,152.0,1324,93.0,742.0,220.0,7450.0,8386,2024-01-03 02:22:06.000,rel_2_0_25,297.0,687.0,45,True,761987.0,713922.0,SQLAlchemy,conda-forge/sqlalchemy,,48204.0,105108144.0,https://pypi.org/project/SQLAlchemy,2024-01-03 02:21:59.000,48065.0,104737596.0,https://anaconda.org/conda-forge/sqlalchemy,2024-01-15 20:59:36.369,14043477.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-02-08 10:16:33.972,2024-02-07 19:09:25,11859.0,231.0,4033,574.0,3685.0,579.0,4021.0,14658,2024-02-07 20:24:50.000,1.32.37,1893.0,437.0,44,True,3077.0,3.0,awscli,conda-forge/awscli,,1592.0,146779967.0,https://pypi.org/project/awscli,2024-02-07 20:24:50.000,3074.0,146268003.0,https://anaconda.org/conda-forge/awscli,2024-02-08 10:16:33.972,22013397.0,1.0,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-02-08 13:06:00.000,2024-02-05 14:18:18,2306.0,48.0,2493,324.0,1526.0,221.0,1423.0,12064,2023-09-26 06:51:15.000,5.0.1,122.0,432.0,44,True,27895.0,,redis,conda-forge/redis-py,,,37265075.0,https://pypi.org/project/redis,2024-01-15 15:54:32.000,27895.0,37238734.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1159021.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-02-08 09:58:32.702,2024-02-07 19:09:34,10691.0,278.0,1045,66.0,2051.0,148.0,927.0,1378,2024-02-07 20:24:27.000,1.34.37,1884.0,204.0,44,True,314262.0,305597.0,botocore,conda-forge/botocore,,,470512218.0,https://pypi.org/project/botocore,2024-02-07 20:24:27.000,8665.0,469874694.0,https://anaconda.org/conda-forge/botocore,2024-02-08 09:58:32.702,24863461.0,1.0,,,,,,,,,,,,,,,,,, +21,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-02-05 21:29:36.000,2023-12-19 22:43:55,3061.0,44.0,3221,638.0,2455.0,151.0,2219.0,21717,2023-05-26 17:35:41.785,23.5.26,35.0,671.0,43,True,91171.0,90545.0,flatbuffers,conda-forge/flatbuffers,,348077.0,16577249.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,342.0,15412343.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,952603.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,284.0,1151663.0,,,,,,,,,,,,, +22,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-02-08 13:16:36.000,2024-02-08 08:59:28,11307.0,372.0,1035,182.0,7603.0,2084.0,4865.0,18923,2024-02-08 03:42:20.000,3.105.0,3941.0,255.0,43,True,8356.0,7250.0,pulumi,,,2154439.0,3412621.0,https://pypi.org/project/pulumi,2024-02-08 03:42:20.000,172.0,1108339.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-02-08 03:42:01.972,934.0,2177551.0,,,,,,,,1.0,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-02-08 11:17:36.000,2024-02-08 11:17:35,3708.0,103.0,2463,277.0,3890.0,657.0,2057.0,17981,2023-12-30 16:46:22.000,2.16.1,81.0,546.0,43,True,37974.0,37093.0,datasets,conda-forge/datasets,,,7479000.0,https://pypi.org/project/datasets,2023-12-30 16:45:45.000,881.0,7462231.0,https://anaconda.org/conda-forge/datasets,2024-01-03 22:01:29.660,637225.0,1.0,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-02-07 18:31:22.223,2024-02-07 14:46:01,3557.0,84.0,1864,219.0,1293.0,14.0,679.0,16821,2024-02-07 14:54:18.000,23.1.0,335.0,562.0,43,True,202617.0,199358.0,Faker,conda-forge/faker,,,12652362.0,https://pypi.org/project/Faker,2024-02-07 14:54:10.000,3259.0,12632127.0,https://anaconda.org/conda-forge/faker,2024-02-07 18:31:22.223,890343.0,1.0,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-02-08 13:14:26.000,2024-02-08 12:03:31,15782.0,446.0,1426,159.0,6882.0,652.0,3838.0,13986,2024-02-01 23:38:53.000,2.14.20,259.0,446.0,43,True,4563.0,4404.0,prefect,conda-forge/prefect,,,737559.0,https://pypi.org/project/prefect,2024-02-01 23:38:53.000,159.0,724270.0,https://anaconda.org/conda-forge/prefect,2024-02-02 06:17:17.407,598039.0,1.0,,,,,,,,,,,,,,,,,, +26,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-02-08 08:27:55.000,2024-01-03 19:19:02,3378.0,30.0,1701,196.0,1599.0,437.0,1232.0,6537,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,79114.0,75072.0,docker,conda-forge/docker-py,,829.0,38006320.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4042.0,38006313.0,https://anaconda.org/conda-forge/docker-py,,,2.0,,,,,,,,,,,,,,,,,, +27,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-02-04 06:03:18.000,2024-02-04 06:00:30,1423.0,50.0,386,66.0,555.0,121.0,560.0,5003,2023-12-31 06:30:30.000,23.2.0,28.0,154.0,43,True,959596.0,941089.0,attrs,conda-forge/attrs,,,184034669.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18507.0,183225098.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,34001987.0,1.0,,,,,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-02-06 23:45:10.000,2024-02-01 19:24:48,6677.0,116.0,583,34.0,850.0,422.0,1390.0,1503,2023-11-21 20:44:20.000,2.17.2,64.0,826.0,43,True,698044.0,660587.0,pygments,conda-forge/pygments,,,86060400.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37457.0,85383446.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27755149.0,1.0,,,,,,,,,,,,,,,,,, +29,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-02-08 13:26:06.000,2024-02-08 09:04:41,120678.0,1125.0,28856,1502.0,48218.0,8448.0,59400.0,58257,2020-07-22 03:00:52.000,0.0.6,11.0,2799.0,42,True,13.0,4.0,cpython,conda-forge/typing,,,31278.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,48.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2966944.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,,, +30,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-02-08 13:04:32.000,2024-01-31 13:05:27,3871.0,4.0,1714,543.0,1067.0,242.0,1064.0,46314,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,42,True,171953.0,165644.0,rich,conda-forge/rich,,,42444238.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,6309.0,42302757.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,6083714.0,1.0,,,,,,,,,,,,,-1.0,,,,, +31,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-02-02 18:43:17.000,2024-01-27 22:21:20,3989.0,31.0,2013,316.0,773.0,1019.0,787.0,8705,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,103380.0,90322.0,paramiko,conda-forge/paramiko,,,48575145.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13058.0,48478126.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4171825.0,2.0,,,,,,,,,,,,,,,,,, +32,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-02-08 09:48:59.000,2024-02-08 02:35:11,16561.0,540.0,2663,392.0,24965.0,1244.0,8035.0,4106,2024-02-02 01:31:45.000,azure-messaging-webpubsubclient_1.0.0,100.0,684.0,42,True,3145.0,2401.0,azure-storage-blob,conda-forge/azure-storage-blob,,,46954986.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,744.0,46930570.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1074304.0,1.0,,,,,,,,,,,,,,,,,, +33,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-02-08 13:16:42.000,2024-02-08 13:16:41,8815.0,872.0,1410,145.0,7835.0,1331.0,5180.0,24135,2024-02-05 08:10:15.000,rs-0.37.0,339.0,359.0,41,True,428.0,3.0,polars,,,231.0,3509133.0,https://pypi.org/project/polars,2024-02-04 23:32:31.000,425.0,3509116.0,,,,1.0,,,,,,,,,,,,,,,,,, +34,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-02-04 15:14:34.000,2024-01-23 13:24:37,3045.0,11.0,1987,225.0,1139.0,221.0,640.0,21168,2023-11-21 16:41:53.000,2.5.0,41.0,319.0,41,True,26873.0,25242.0,cookiecutter,conda-forge/cookiecutter,,,3335667.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1631.0,3307100.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,942714.0,1.0,,,,,,,,,,,,,1.0,,,,, +35,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-02-05 17:42:46.930,2024-02-05 15:02:22,4573.0,12.0,1325,198.0,475.0,,2356.0,10633,2024-02-05 15:05:06.000,3.17.1,100.0,153.0,41,True,26555.0,26555.0,peewee,conda-forge/peewee,,,1728798.0,https://pypi.org/project/peewee,,,1714571.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,597569.0,1.0,,,,,,,,,,,,,,,,,, +36,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-02-08 13:31:23.000,2024-02-08 01:04:06,17106.0,706.0,1169,109.0,11643.0,1982.0,4576.0,9564,2024-02-01 22:36:53.000,1.6.3,179.0,395.0,41,True,1931.0,1931.0,dagster,conda-forge/dagster,,,1078232.0,https://pypi.org/project/dagster,,,1054554.0,https://anaconda.org/conda-forge/dagster,2024-02-02 01:30:06.638,1065535.0,1.0,,,,,,,,,,,,,,,,,, +37,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-02-08 13:35:00.000,2024-02-08 10:00:15,41581.0,561.0,4109,260.0,23823.0,4331.0,2173.0,7376,2024-01-04 16:15:25.000,2.53.0,107.0,1603.0,41,True,185.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,,6763128.0,https://pypi.org/project/apache-beam,2024-02-07 05:15:36.000,182.0,6761072.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-01-31 22:46:42.300,59647.0,1.0,,,,,,,,,,,,,,,,,, +38,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-02-08 09:59:50.000,2024-02-07 21:33:46,37487.0,189.0,1588,302.0,8201.0,84.0,3656.0,4564,2024-02-07 17:20:15.000,grafeas-v1.9.1,100.0,507.0,41,True,2045.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,60956057.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2045.0,60859464.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4153538.0,1.0,,,,,,,,,,,,,,,,,, +39,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-02-07 17:57:27.000,2024-02-07 17:57:26,2291.0,56.0,313,21.0,871.0,236.0,415.0,737,2024-02-05 01:22:38.000,2024.2.0,77.0,226.0,41,True,91955.0,91029.0,fsspec,conda-forge/fsspec,,,197254355.0,https://pypi.org/project/fsspec,2024-02-05 01:22:38.000,926.0,196906729.0,https://anaconda.org/conda-forge/fsspec,2024-02-05 03:13:53.158,15643213.0,1.0,,,,,,,,,,,,,,,,,, +40,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-02-08 13:06:29.000,2024-02-07 15:21:15,4634.0,168.0,5188,720.0,4001.0,207.0,7106.0,31779,2024-01-30 18:36:35.000,2.24.5,144.0,528.0,40,True,1632.0,384.0,docker-compose,conda-forge/docker-compose,,87129873.0,3216604.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1429707.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,384470.0,2.0,,,,,,,,,,,,,,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-02-07 18:37:47.000,2024-01-31 20:05:00,12879.0,41.0,3093,604.0,3595.0,730.0,4289.0,16702,2024-01-05 13:53:17.000,2.3.0,49.0,605.0,40,True,12597.0,11979.0,kivy,conda-forge/kivy,,35483.0,160038.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,618.0,152250.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,336247.0,1.0,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-02-08 13:12:40.000,2024-02-08 09:45:08,12001.0,286.0,1452,82.0,7468.0,188.0,1651.0,9219,2024-01-11 16:17:58.000,0.18.8,260.0,427.0,40,True,57.0,,great_expectations,conda-forge/great-expectations,,,14473263.0,https://pypi.org/project/great_expectations,2024-01-11 15:17:02.000,57.0,14456543.0,https://anaconda.org/conda-forge/great-expectations,2024-01-11 19:15:23.031,752422.0,2.0,,,,,,,,,,,,,,,,,, +43,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-02-02 08:16:41.000,2024-02-02 08:16:41,1102.0,18.0,1468,229.0,493.0,15.0,635.0,7495,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,40,True,205634.0,204989.0,PyMySQL,conda-forge/pymysql,,,40117870.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,645.0,40087974.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1285556.0,1.0,,,,,,,,,,,,,,,,,, +44,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-02-05 18:50:51.000,2024-02-05 18:50:50,3291.0,37.0,639,82.0,1041.0,172.0,1044.0,6814,2024-01-09 21:43:18.000,3.20.2,172.0,208.0,40,True,129214.0,118839.0,marshmallow,conda-forge/marshmallow,,,36865876.0,https://pypi.org/project/marshmallow,2024-01-09 21:43:18.000,10375.0,36814669.0,https://anaconda.org/conda-forge/marshmallow,2024-01-10 07:59:14.212,2253109.0,2.0,,,,,,,,,,,,,,,,,, +45,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-02-07 16:11:57.000,2024-02-07 16:11:52,2631.0,41.0,576,60.0,350.0,32.0,774.0,4363,2024-01-19 21:11:16.000,4.21.1,102.0,110.0,40,True,533412.0,514315.0,jsonschema,conda-forge/jsonschema,,156.0,105186365.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19097.0,104537323.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,25961481.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +46,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-02-08 13:25:52.000,2024-02-07 12:36:32,1596.0,25.0,1205,405.0,1362.0,48.0,1022.0,4097,2024-01-19 10:30:01.000,8.12.0,138.0,200.0,40,True,52264.0,46106.0,elasticsearch,conda-forge/elasticsearch,,3584.0,16713104.0,https://pypi.org/project/elasticsearch,2024-01-19 10:30:01.000,6158.0,16691502.0,https://anaconda.org/conda-forge/elasticsearch,2024-01-19 14:56:47.867,968111.0,1.0,,,,,,,,,,,,,,,,,, +47,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-02-08 12:13:09.000,2024-02-07 19:24:20,5535.0,69.0,1193,240.0,1510.0,12.0,,4000,2023-11-29 15:44:00.000,4.6.1,136.0,209.0,40,True,20304.0,,pymongo,conda-forge/pymongo,,,24508514.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20304.0,24473732.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1495632.0,1.0,,,,,,,,,,,,,,,,,, +48,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-02-07 18:26:52.000,2024-02-07 18:26:44,1629.0,76.0,264,40.0,522.0,17.0,270.0,3341,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,218496.0,209390.0,more-itertools,conda-forge/more-itertools,,2887.0,67154883.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9106.0,66843787.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13686814.0,1.0,,,,,,,,,,,,,,,,,, +49,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-02-08 08:30:20.000,2024-02-07 20:47:36,5273.0,163.0,1001,109.0,3897.0,1100.0,3069.0,3339,2024-01-23 22:31:48.000,2024.1.1,89.0,479.0,40,True,26157.0,23970.0,xarray,conda-forge/xarray,,,4615592.0,https://pypi.org/project/xarray,2024-01-23 22:31:48.000,2187.0,4394788.0,https://anaconda.org/conda-forge/xarray,2024-01-24 00:44:18.297,9494575.0,2.0,,,,,,,,,,,,,,,,,, +50,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-01-18 10:56:19.000,2024-01-18 10:20:59,4353.0,23.0,530,57.0,908.0,257.0,1216.0,1975,2023-10-09 14:43:38.000,3.10.0,38.0,201.0,40,True,269134.0,253906.0,h5py,conda-forge/h5py,,3091.0,16729436.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15228.0,16400517.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14470820.0,2.0,,,,,,,,,,,,,,,,,, +51,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-02-06 20:30:05.000,2024-01-19 00:21:26,1812.0,11.0,1431,207.0,879.0,193.0,942.0,9371,2023-06-22 02:17:03.239,1.15.1,76.0,304.0,39,True,17461.0,15672.0,rq,conda-forge/rq,,,1537129.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1789.0,1534554.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,100437.0,2.0,,,,,,,,,,,,,,,,,, +52,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-01-24 23:19:52.000,2024-01-24 08:52:56,2736.0,18.0,736,149.0,751.0,600.0,559.0,8816,2023-12-13 09:51:12.000,3.0.43,127.0,225.0,39,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,42710986.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,42214075.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20870270.0,2.0,,,,,,,,,,,,,,,,,, +53,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-02-08 09:08:54.000,2024-02-07 17:08:27,6537.0,76.0,1401,135.0,4249.0,440.0,4416.0,8239,2024-02-01 18:42:52.000,1.7.7,100.0,303.0,39,True,4220.0,4220.0,dbt,conda-forge/dbt,,3913.0,155308.0,https://pypi.org/project/dbt,,,152211.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,252522.0,2.0,,,,,,,,,,,,,,dbt,,,, +54,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-01-20 21:12:55.000,2024-01-20 21:12:55,4138.0,48.0,1224,138.0,1114.0,373.0,1340.0,4131,2023-03-03 10:28:06.959,0.27.0,72.0,390.0,39,True,26483.0,22881.0,mongoengine,conda-forge/mongoengine,,,1556385.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3602.0,1550538.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,233915.0,2.0,,,,,,,,,,,,,,,,,, +55,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-01-13 17:49:37.000,2024-01-13 17:49:12,2888.0,35.0,468,61.0,213.0,62.0,514.0,2611,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,89278.0,87590.0,pycryptodomex,conda-forge/pycryptodomex,,300.0,32791292.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1688.0,32754654.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1575380.0,2.0,,,,,,,,,,,,,,,,,, +56,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-02-02 19:04:04.000,2024-01-22 19:16:55,1791.0,34.0,217,21.0,148.0,105.0,936.0,2330,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,39,True,213858.0,202258.0,alembic,conda-forge/alembic,,,35485554.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11600.0,35387638.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4014593.0,2.0,,,,,,,,,,,,,,,,,, +57,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2023-12-21 23:45:31.152,2023-12-21 21:58:06,987.0,16.0,232,53.0,156.0,22.0,217.0,1565,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,39,True,347612.0,337119.0,greenlet,conda-forge/greenlet,,,93268740.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10493.0,93070093.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8740476.0,1.0,,,,,,,,,,,,,,,,,, +58,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-31 09:50:58.000,2024-01-31 09:22:59,7572.0,290.0,1225,338.0,244.0,39.0,463.0,13422,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1023.0,1017.0,tink,,,1097.0,377874.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,377598.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,262.0,,,,,,,tink-crypto/tink,,,,,, +59,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-01-29 07:32:33.000,2023-10-22 20:53:42,936.0,,574,228.0,253.0,92.0,258.0,9815,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,115059.0,113104.0,uvloop,conda-forge/uvloop,,428.0,9218443.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1955.0,9201359.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,683237.0,2.0,,,,,,,,,,,,,,,,,, +60,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,,667,135.0,673.0,97.0,399.0,8484,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,38,True,94514.0,89667.0,arrow,conda-forge/arrow,,,23381952.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4847.0,23296866.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3743821.0,1.0,,,,,,,,,,,,,,,,,, +61,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-01-30 10:18:06.000,2024-01-23 06:30:54,361.0,5.0,437,35.0,231.0,43.0,233.0,6851,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,688066.0,678200.0,python-dotenv,conda-forge/python-dotenv,,,44231237.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,9866.0,44162745.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,2945160.0,1.0,,,,,,,,,,,,,,,,,, +62,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-02-07 20:59:36.000,2024-02-07 20:59:36,1735.0,23.0,3319,140.0,890.0,132.0,1183.0,6281,2024-01-08 22:11:24.000,29.0.0,93.0,190.0,38,True,1486.0,,kubernetes,conda-forge/kubernetes,,,21987941.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1486.0,21977425.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,473221.0,2.0,,,,,,,,,,,,,,,,,, +63,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-07 09:26:23.738,2024-02-06 23:53:30,1462.0,14.0,686,135.0,393.0,185.0,460.0,6166,2024-02-06 22:07:43.000,4.0.0,47.0,147.0,38,True,137093.0,128871.0,watchdog,conda-forge/watchdog,,,13016403.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8222.0,12954862.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2707813.0,2.0,,,,,,,,,,,,,3.0,,,,, +64,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,3.0,1359,147.0,972.0,297.0,1195.0,5434,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,38,True,25328.0,23880.0,kafka-python,conda-forge/kafka-python,,1834.0,6792825.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1448.0,6787510.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,429221.0,2.0,,,,,,,,,,,,,,,,,, +65,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-02-06 04:12:00.000,2023-12-01 10:50:33,1499.0,6.0,384,61.0,717.0,400.0,469.0,3567,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,38,True,395455.0,388794.0,joblib,conda-forge/joblib,,,44502094.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6661.0,43948320.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23812318.0,2.0,,,,,,,,,,,,,,,,,, +66,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-02-02 01:20:44.000,2024-01-12 19:56:59,2744.0,18.0,1239,200.0,1244.0,143.0,1877.0,3365,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,38,True,4423.0,4152.0,netmiko,,,,230815.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,271.0,230815.0,,,,2.0,,,,,,,,,,,,,,,,,, +67,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,1.0,469,90.0,309.0,183.0,329.0,2491,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,366104.0,349825.0,pexpect,conda-forge/pexpect,,4370.0,61797339.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16279.0,61368375.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17157179.0,1.0,,,,,,,,,,,,,,,,,, +68,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-01-30 00:36:18.000,2024-01-30 00:35:44,1010.0,12.0,209,23.0,161.0,175.0,334.0,2077,2024-01-27 23:48:36.000,0.3.8,27.0,44.0,38,True,144057.0,139989.0,dill,conda-forge/dill,,291550.0,47516164.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4068.0,47380513.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,5865200.0,2.0,,,,,,,,,,,,,,,,,, +69,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-01-21 19:15:03.000,2023-11-20 03:58:10,1175.0,3.0,262,25.0,178.0,35.0,292.0,2046,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,38,True,961144.0,928723.0,pyparsing,conda-forge/pyparsing,,9390.0,104829697.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32421.0,103360550.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,41132110.0,1.0,,,,,,,,,,,,,,,,,, +70,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-02-08 12:51:32.000,2024-02-05 18:34:30,948.0,43.0,118,27.0,320.0,48.0,281.0,1514,2023-12-16 17:06:55.000,4.2.0,50.0,47.0,38,True,237754.0,237043.0,anyio,conda-forge/anyio,,,81120047.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,80850672.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,12121904.0,2.0,,,,,,,,,,,,,,,,,, +71,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-01-19 12:36:50.000,2023-10-21 04:26:51,530.0,,264,29.0,107.0,111.0,183.0,956,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2148760.0,2012642.0,six,conda-forge/six,,,210448787.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136118.0,209898452.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,51181180.0,1.0,,,,,,,,,,,,,,,,,, +72,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-02-08 00:49:17.000,2024-02-08 00:48:22,1772.0,56.0,319,54.0,1177.0,60.0,578.0,693,2024-02-06 15:07:21.000,3.17.2,158.0,148.0,38,True,27005.0,25840.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,36738564.0,https://pypi.org/project/google-cloud-bigquery,2024-02-06 15:07:21.000,1165.0,36673584.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-02-06 20:03:26.039,2794171.0,2.0,,,,,,,,,,,,,,,,,, +73,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-02-05 20:31:47.000,2024-01-02 13:45:30,2002.0,7.0,201,26.0,607.0,99.0,198.0,599,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,38,True,415375.0,400590.0,traitlets,conda-forge/traitlets,,318.0,38407313.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14785.0,37792438.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,25209291.0,1.0,,,,,,,,,,,,,,,,,, +74,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-01-30 03:01:06.000,2024-01-09 18:22:03,292.0,4.0,1407,373.0,168.0,144.0,181.0,25913,2022-12-12 20:38:05.885,0.5.0,10.0,63.0,37,True,31442.0,29492.0,fire,conda-forge/fire,,,5897493.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1950.0,5887005.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,839098.0,2.0,,,,,,,,,,,,,,,,,, +75,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-01-23 14:23:07.000,2024-01-23 10:42:08,4100.0,12.0,2388,477.0,2293.0,124.0,881.0,17088,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,37,True,2718.0,2300.0,luigi,luigi,,,413616.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,416.0,413467.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14339.0,2.0,,,,,,,stable/luigi,,,,,,,,2.0,,, +76,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-02-08 13:18:24.000,2024-02-07 16:15:41,2774.0,95.0,636,116.0,2983.0,695.0,3282.0,9308,2024-01-19 15:53:40.000,0.26.1,91.0,126.0,37,True,1363.0,1329.0,modin,conda-forge/modin-core,['pandas'],196803.0,779730.0,https://pypi.org/project/modin,2024-01-19 15:49:02.000,34.0,767393.0,https://anaconda.org/conda-forge/modin-core,2024-01-19 19:42:56.548,291424.0,2.0,,,,,,,,,,,,,,,,,, +77,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-02-08 13:26:38.000,2024-02-07 18:31:46,3134.0,170.0,864,105.0,1660.0,271.0,1419.0,9183,2024-01-22 11:10:14.000,0.19.2,49.0,219.0,37,True,2225.0,2152.0,kedro,,,,397580.0,https://pypi.org/project/kedro,2024-01-22 11:10:14.000,73.0,397580.0,,,,2.0,,,,,,,,,,,,,,,,,, +78,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-02-01 16:43:38.000,2024-01-24 03:22:09,1214.0,6.0,305,83.0,352.0,119.0,142.0,4454,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,136929.0,133393.0,toolz,conda-forge/toolz,,,26329845.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3536.0,25862138.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19175990.0,2.0,,,,,,,,,,,,,,,,,, +79,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-02-08 12:45:08.000,2024-02-08 06:48:23,1045.0,11.0,840,423.0,402.0,155.0,1162.0,3738,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,37,True,10975.0,9989.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,200.0,3356204.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,986.0,3356092.0,https://anaconda.org/anaconda/elasticsearch-dsl,2023-12-06 23:45:39.796,8373.0,2.0,,,,,,,,,,,,,,,,,, +80,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-02-08 12:06:01.000,2024-02-06 11:11:06,2353.0,81.0,666,61.0,1522.0,33.0,1024.0,3733,2024-01-25 01:21:38.000,3.5.2,146.0,143.0,37,True,1465.0,1400.0,awswrangler,conda-forge/awswrangler,['pandas'],225700.0,39795920.0,https://pypi.org/project/awswrangler,2024-01-24 17:30:53.000,65.0,39781422.0,https://anaconda.org/conda-forge/awswrangler,2024-01-24 20:01:31.610,457118.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +81,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-02-08 13:29:11.000,2024-02-08 12:49:38,7373.0,603.0,473,80.0,5586.0,156.0,2410.0,3441,2024-02-05 19:31:28.000,8.0.0,78.0,255.0,37,True,1086.0,1032.0,ibis-framework,conda-forge/ibis-framework,,115.0,117540.0,https://pypi.org/project/ibis-framework,2024-02-05 19:31:21.000,54.0,110256.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,320348.0,2.0,,,,,,,,,,,,,,,,,, +82,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-02-06 19:23:32.000,2024-01-02 03:27:05,3080.0,2.0,492,72.0,303.0,19.0,1260.0,3142,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,37,False,764162.0,702489.0,psycopg2,psycopg2,,,15713455.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61653.0,15710816.0,https://anaconda.org/anaconda/psycopg2,2024-01-02 22:15:38.393,261287.0,2.0,,,,,,,,,,,,,,,20.0,,, +83,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-02-01 14:28:20.000,2024-02-01 14:28:20,1514.0,16.0,457,134.0,568.0,318.0,376.0,2419,2023-11-17 10:47:56.000,1.2.0,30.0,136.0,37,True,27525.0,26232.0,dateparser,conda-forge/dateparser,,,5639670.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1293.0,5635256.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,194244.0,2.0,,,,,,,,,,,,,,,,,, +84,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-02-07 07:24:20.000,2023-11-14 16:25:37,322.0,1.0,516,53.0,266.0,277.0,318.0,2380,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,37,True,1154966.0,1076758.0,pyyaml,conda-forge/pyyaml,,,252917696.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78208.0,251902582.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41619703.0,1.0,,,,,,,,,,,,,,,,,, +85,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-02-01 18:01:38.000,2023-01-29 03:07:44,1874.0,,278,38.0,241.0,198.0,198.0,1169,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,False,328748.0,311377.0,future,conda-forge/future,,,33130296.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17371.0,32989487.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12813667.0,2.0,,,,,,,,,,,,,,,,,, +86,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-02-06 03:34:42.000,2024-02-02 01:28:16,594.0,53.0,195,28.0,609.0,10.0,126.0,1092,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,209474.0,201307.0,bcrypt,conda-forge/bcrypt,,,51532442.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8167.0,51425918.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4474042.0,3.0,,,,,,,,,,,,,,,,,, +87,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,LGPL-3.0,2018-07-11 18:28:58.000,2024-02-03 15:55:26.000,2024-02-03 15:55:26,6875.0,19.0,1765,231.0,3080.0,748.0,2791.0,12999,2023-06-09 10:14:19.000,4.60.5,181.0,18.0,36,True,11294.0,10941.0,pysimplegui,conda-forge/pysimplegui,,,658826.0,https://pypi.org/project/pysimplegui,2023-05-21 23:32:04.378,353.0,656315.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,135595.0,2.0,,,,,,,,,,,,,,,,,, +88,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-02-05 19:10:03.000,2024-01-09 06:52:30,369.0,38.0,534,152.0,322.0,194.0,153.0,12212,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,36,True,9769.0,9572.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,671445.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,197.0,670592.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,25591.0,2.0,,,,,,,,,,,,,,,,,, +89,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-01-13 20:41:01.000,2024-01-13 20:41:01,2434.0,3.0,1222,230.0,477.0,145.0,1014.0,8118,2022-12-24 01:04:06.789,4.2.5,51.0,176.0,36,True,12153.0,10195.0,supervisor,conda-forge/supervisor,,,1693575.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1958.0,1686405.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,286802.0,2.0,,,,,,,,,,,,,,,,,, +90,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-02-05 21:53:22.000,2024-02-03 22:47:51,628.0,14.0,191,35.0,89.0,2.0,363.0,5308,2024-02-03 22:58:29.000,3.9.13,120.0,22.0,36,True,73975.0,72670.0,orjson,conda-forge/orjson,,,16297240.0,https://pypi.org/project/orjson,2024-02-03 22:58:29.000,1305.0,16273854.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1052401.0,2.0,,,,,,,,,,,,,,,,,, +91,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,586,96.0,178.0,30.0,315.0,3063,,,21.0,83.0,36,True,765200.0,747860.0,pycparser,conda-forge/pycparser,,,139572706.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17340.0,139163667.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36813533.0,2.0,,,,,,,,,,,,,,,,,, +92,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-01-23 17:28:46.000,2024-01-23 17:28:45,2666.0,10.0,479,123.0,558.0,317.0,1512.0,2788,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,36,True,31231.0,30588.0,xlwings,conda-forge/xlwings,,19597.0,166154.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,643.0,149981.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,711514.0,1.0,,,,,,,,,,,,,,,,,, +93,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-02-07 19:27:24.743,2024-02-04 12:49:02,1091.0,19.0,472,55.0,308.0,10.0,324.0,2373,2024-02-04 13:15:17.000,2.2.3,39.0,84.0,36,True,160607.0,153350.0,mysqlclient,conda-forge/mysqlclient,,5277.0,5186453.0,https://pypi.org/project/mysqlclient,2024-02-04 13:15:17.000,7257.0,5178860.0,https://anaconda.org/conda-forge/mysqlclient,2024-02-07 19:27:24.743,323977.0,2.0,,,,,,,,,,,,,,,,,, +94,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-01-19 14:19:34.000,2023-11-13 16:35:34,1579.0,4.0,462,45.0,638.0,341.0,405.0,2198,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5850.0,,python-dateutil,conda-forge/python-dateutil,,35071.0,238498618.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5850.0,237932455.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,52622828.0,2.0,,,,,,,,,,,,,,,,,, +95,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,42.0,114.0,24.0,151.0,1951,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,331799.0,329465.0,pyrsistent,conda-forge/pyrsistent,,,35731750.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2334.0,35254235.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20533157.0,1.0,,,,,,,,,,,,,,,,,, +96,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-02-05 13:59:04.728,2024-02-05 01:56:12,1027.0,12.0,257,19.0,399.0,128.0,318.0,786,2024-02-05 02:51:09.000,2024.2.0,67.0,134.0,36,True,17300.0,16536.0,s3fs,conda-forge/s3fs,,,207412752.0,https://pypi.org/project/s3fs,2024-02-05 02:51:09.000,764.0,207257158.0,https://anaconda.org/conda-forge/s3fs,2024-02-05 13:59:04.728,6534971.0,2.0,,,,,,,,,,,,,,,,,, +97,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-02-08 07:25:42.000,2024-02-07 04:51:25,15620.0,254.0,7140,736.0,5867.0,1752.0,3728.0,17930,2024-01-05 02:21:22.000,1.22.1,17.0,618.0,35,True,14.0,,micropython-_markupbase,,,72215.0,925.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +98,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-02-07 09:02:43.000,2024-02-07 03:14:07,2805.0,28.0,646,149.0,501.0,255.0,1018.0,11844,2023-10-09 18:31:30.000,1.10.1,220.0,65.0,35,True,2702.0,2646.0,dearpygui,,,,67286.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,56.0,67286.0,,,,2.0,,,,,,,,,,,,,,,,,, +99,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,2.0,965,216.0,185.0,156.0,295.0,11349,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,33373.0,31912.0,schedule,conda-forge/schedule,,,1809656.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1461.0,1808318.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,49532.0,3.0,,,,,,,,,,,,,,,,,, +100,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,161.0,110.0,260.0,186.0,7885,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,123268.0,110791.0,docopt,conda-forge/docopt,,,10823983.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12477.0,10802441.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2025036.0,2.0,,,,,,,,,,,,,,,,,, +101,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-02-06 20:38:32.000,2023-12-16 21:30:31,835.0,9.0,391,68.0,284.0,226.0,321.0,5953,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,35,True,26422.0,25113.0,pendulum,conda-forge/pendulum,,529.0,20713342.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1309.0,20692245.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,906960.0,2.0,,,,,,,,,,,,,,,,,, +102,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,105.0,96.0,87.0,162.0,5311,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,68443.0,62715.0,xmltodict,conda-forge/xmltodict,,,32835643.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5728.0,32795300.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3630888.0,2.0,,,,,,,,,,,,,,,,,, +103,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-01-01 17:45:27.000,2024-01-01 17:45:18,1187.0,4.0,588,137.0,327.0,33.0,222.0,4471,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,35,True,93295.0,92015.0,tablib,conda-forge/tablib,,,1871882.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1280.0,1870800.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,94141.0,2.0,,,,,,,,,,,,,,,,,, +104,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-02-05 21:36:42.000,2024-02-01 13:26:45,909.0,11.0,371,87.0,276.0,26.0,318.0,4199,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4541.0,,ujson,conda-forge/ujson,,,9969017.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4541.0,9865957.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4534678.0,2.0,,,,,,,,,,,,,,,,,, +105,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-02-06 10:42:39.000,2024-02-01 23:31:13,554.0,10.0,809,72.0,421.0,98.0,436.0,3701,2023-11-21 00:49:16.000,0.19.0,49.0,142.0,35,True,880.0,,prometheus_client,conda-forge/prometheus_client,,,27608952.0,https://pypi.org/project/prometheus_client,2023-11-21 00:46:11.000,880.0,27271793.0,https://anaconda.org/conda-forge/prometheus_client,2023-11-21 15:11:56.691,15172187.0,2.0,,,,,,,,,,,,,,,,,, +106,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-02-03 20:01:11.000,2024-02-03 20:00:55,1365.0,2.0,615,118.0,128.0,10.0,903.0,3424,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,35,True,76359.0,72321.0,xlsxwriter,conda-forge/xlsxwriter,,,16163879.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4038.0,16094937.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3102411.0,3.0,,,,,,,,,,,,,,,,,, +107,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2023-12-01 12:49:19.000,2023-12-01 12:49:19,374.0,2.0,232,45.0,142.0,110.0,139.0,3349,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,884935.0,862981.0,colorama,conda-forge/colorama,,,128085511.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21954.0,127787239.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,28037582.0,2.0,,,,,,,,,,,,,,,,,, +108,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-02-07 20:06:38.000,2024-02-05 16:03:23,510.0,5.0,583,125.0,229.0,61.0,984.0,2802,2024-02-05 17:00:57.000,5.1.0,64.0,56.0,35,False,56277.0,54049.0,pyodbc,conda-forge/pyodbc,,,24163424.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2228.0,24132541.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1235320.0,2.0,,,,,,,,,,,,,,,,,, +109,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-02-06 17:41:46.000,2024-02-06 17:41:43,1775.0,24.0,210,91.0,254.0,,,2287,2023-11-14 21:54:12.000,3.3.2,47.0,50.0,35,True,82615.0,81408.0,motor,conda-forge/motor,,,1437569.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1207.0,1435973.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,63867.0,2.0,,,,,,,,,,,,,,,,,, +110,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-03 13:43:43.942,2024-02-02 20:44:49,482.0,18.0,213,36.0,259.0,37.0,211.0,1796,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,35,True,16486.0,15109.0,voluptuous,conda-forge/voluptuous,,,3515748.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1377.0,3506979.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,342016.0,2.0,,,,,,,,,,,,,,,,,, +111,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2023-12-03 09:06:00.000,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,178.0,1622,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,140169.0,119166.0,simplejson,conda-forge/simplejson,,6410.0,20175673.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21003.0,20107151.0,https://anaconda.org/conda-forge/simplejson,2023-10-06 12:48:17.070,3080530.0,2.0,,,,,,,,,,,,,,,,,, +112,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-02-07 17:18:28.000,2024-02-07 17:18:27,732.0,49.0,223,61.0,456.0,148.0,625.0,1513,2019-06-19 22:31:20.000,3.7.4,16.0,95.0,35,True,6043.0,,typing,conda-forge/typing,,,8454378.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6043.0,8423148.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2966938.0,2.0,,,,,,,,,,,,,,,,,, +113,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-01-29 17:16:40.000,2024-01-29 17:16:30,766.0,20.0,124,35.0,218.0,51.0,205.0,1338,2024-01-23 20:48:15.000,3.2.2,125.0,72.0,35,True,51931.0,49697.0,argcomplete,conda-forge/argcomplete,,332.0,24088221.0,https://pypi.org/project/argcomplete,2024-01-23 20:48:15.000,2234.0,24053898.0,https://anaconda.org/conda-forge/argcomplete,2024-01-24 11:25:03.802,1475799.0,2.0,,,,,,,,,,,,,,,,,, +114,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-02-06 06:29:51.000,2024-02-06 06:29:45,4840.0,48.0,267,61.0,383.0,168.0,550.0,1249,2023-11-27 12:13:28.000,3.9.2,46.0,129.0,35,True,2623.0,,tables,conda-forge/pytables,,182.0,1041208.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2623.0,882301.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6832937.0,2.0,,,,,,,,,,,,,,,,,, +115,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-02-08 12:02:49.000,2024-02-08 12:01:42,531.0,12.0,85,23.0,293.0,30.0,75.0,1186,2023-10-30 18:54:14.000,2.1.0,34.0,35.0,35,True,20280.0,20015.0,cleo,conda-forge/cleo,,,28940369.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,265.0,28924060.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,652392.0,2.0,,,,,,,,,,,,python-poetry/cleo,,,,,, +116,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-02-07 23:35:28.000,2024-02-07 23:35:28,2082.0,39.0,148,20.0,165.0,60.0,444.0,1157,2023-11-12 22:31:41.000,24.3.0,192.0,119.0,35,True,4297.0,,keyring,conda-forge/keyring,,,44616074.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4297.0,44518547.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4193667.0,3.0,,,,,,,,,,,,,,,,,, +117,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-02-07 17:09:41.000,2024-01-13 17:42:18,1168.0,47.0,296,31.0,850.0,7.0,535.0,730,2024-01-03 09:38:29.000,7.2.3,93.0,129.0,35,True,6421.0,6421.0,minio,conda-forge/minio,,,1898213.0,https://pypi.org/project/minio,,,1894489.0,https://anaconda.org/conda-forge/minio,2024-01-02 22:32:44.199,156424.0,2.0,,,,,,,,,,,,,,,,,, +118,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-02-05 20:11:43.000,2024-02-05 20:11:42,292.0,13.0,91,16.0,194.0,12.0,92.0,636,2023-10-30 18:29:37.000,3.13.1,65.0,42.0,35,True,390873.0,387975.0,filelock,conda-forge/filelock,,,115929629.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2898.0,115560891.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16593214.0,2.0,,,,,,,,,,,,tox-dev/filelock,,,,,, +119,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,14.0,36.0,32.0,54.0,297,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1906470.0,1822735.0,pytz,conda-forge/pytz,,5.0,167140248.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83735.0,165888703.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,48810068.0,2.0,,,,,,,,,,,,,,,,,, +120,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-01-11 21:52:28.000,2023-12-21 19:12:29,604.0,37.0,128,19.0,239.0,50.0,36.0,194,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,273815.0,269433.0,s3transfer,conda-forge/s3transfer,,,295747901.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4382.0,295308445.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17578265.0,2.0,,,,,,,,,,,,,,,,,, +121,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-26 22:08:21.000,2024-01-26 22:08:21,1605.0,1.0,1990,465.0,552.0,476.0,1310.0,14458,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,173.0,21.0,fabric,conda-forge/fabric,,,5469458.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,152.0,5467237.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,82188.0,3.0,,,,,,,,,,,,,,,,,, +122,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-02-08 06:27:34.000,2024-02-07 20:33:39,8771.0,303.0,578,87.0,2280.0,54.0,390.0,7459,2024-02-07 20:24:16.000,3.8.19,154.0,125.0,34,True,2682.0,2628.0,hub,,,,3002.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3002.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,, +123,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-01-04 14:08:21.000,2024-01-04 14:08:21,1465.0,3.0,542,134.0,235.0,7.0,466.0,6799,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16691.0,14035.0,sh,conda-forge/sh,,,5777324.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2656.0,5772559.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,190614.0,3.0,,,,,,,,,,,,,,,,,, +124,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-02-03 19:08:30.000,2024-01-15 07:50:50,1535.0,3.0,348,142.0,204.0,66.0,106.0,6361,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,34,True,6711.0,6270.0,boltons,conda-forge/boltons,,25.0,3471803.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,441.0,3380042.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,4037496.0,2.0,,,,,,,,,,,,,,,,,, +125,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-02-05 14:27:55.000,2024-02-03 15:09:33,495.0,54.0,318,23.0,135.0,22.0,130.0,3702,2024-02-03 14:26:08.000,5.1.0,90.0,18.0,34,True,26391.0,25929.0,gdown,conda-forge/gdown,,,1677017.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,462.0,1671352.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,249287.0,2.0,,,,,,,,,,,,,,,,,, +126,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-02-07 19:42:02.000,2024-02-06 18:56:23,736.0,13.0,316,33.0,512.0,106.0,378.0,3433,2023-10-31 18:44:59.000,3.2.4,86.0,121.0,34,True,8174.0,7878.0,dynaconf,conda-forge/dynaconf,,,2072749.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,296.0,2071109.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,65619.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +127,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,313,47.0,111.0,17.0,188.0,2477,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,55956.0,52589.0,python-magic,conda-forge/python-magic,,,6748870.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3367.0,6742856.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,240594.0,2.0,,,,,,,,,,,,,,,,,, +128,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-02-05 13:50:40.663,2024-01-26 13:15:59,842.0,24.0,204,62.0,106.0,63.0,300.0,2104,2024-01-26 13:04:44.000,2.9.0,53.0,72.0,34,True,3236.0,,numexpr,conda-forge/numexpr,,551.0,6380194.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3236.0,6206871.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7625959.0,2.0,,,,,,,,,,,,,,,,,, +129,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-02-05 00:28:27.000,2023-11-14 07:16:07,1076.0,8.0,209,26.0,168.0,66.0,218.0,1848,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10128.0,9267.0,deepdiff,conda-forge/deepdiff,,,8831367.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,861.0,8822518.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,389381.0,1.0,,,,,,,,,,,,,,,,,, +130,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-31 15:09:01.023,2024-01-31 12:53:43,507.0,15.0,299,26.0,120.0,12.0,148.0,1783,2024-01-31 12:58:25.000,2.10.1,45.0,66.0,34,True,67284.0,65753.0,emoji,conda-forge/emoji,,,2903882.0,https://pypi.org/project/emoji,2024-01-31 12:58:25.000,1531.0,2902292.0,https://anaconda.org/conda-forge/emoji,2024-01-31 15:09:01.023,66812.0,1.0,,,,,,,,,,,,,,,,,, +131,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-02-07 12:46:56.000,2024-02-05 13:46:42,1394.0,68.0,153,21.0,915.0,60.0,375.0,1460,2024-01-16 15:40:08.000,9.1.1,60.0,71.0,34,True,878.0,830.0,copier,,,,198319.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,198319.0,,,,2.0,,,,,,,,,,,,,,,,,, +132,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-01-18 04:25:09.000,2024-01-18 04:24:27,1403.0,23.0,160,34.0,171.0,69.0,236.0,1185,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,34,True,2445.0,,jsonpickle,conda-forge/jsonpickle,,,10408804.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2445.0,10361125.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1621104.0,3.0,,,,,,,,,,,,,,,,,, +133,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-01-31 15:36:56.000,2024-01-31 13:32:23,1386.0,2.0,315,30.0,328.0,192.0,239.0,1179,2023-05-02 07:31:50.000,0.41.1,214.0,119.0,34,True,29904.0,27735.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,5081052.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2169.0,5074916.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,546131.0,2.0,,,,,,,,,,,,,,,,,, +134,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,149.0,271.0,1133,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,35907.0,35194.0,py4j,conda-forge/py4j,,,38223723.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,713.0,38168703.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4951800.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,, +135,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-02-06 23:27:42.000,2024-02-06 23:27:42,723.0,25.0,130,22.0,294.0,52.0,131.0,1106,2024-01-24 13:45:14.000,1.4.0,22.0,51.0,34,True,10593.0,,pluggy,conda-forge/pluggy,,,105805114.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10593.0,105201534.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24143228.0,2.0,,,,,,,,,,,,,,,,,, +136,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-02-07 23:48:15.000,2024-02-07 23:48:15,389.0,17.0,154,62.0,392.0,38.0,302.0,411,2024-02-05 16:50:23.000,0.21.0,45.0,49.0,34,True,9503.0,9167.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,8528207.0,https://pypi.org/project/pandas-gbq,2024-02-05 16:50:23.000,336.0,8481411.0,https://anaconda.org/conda-forge/pandas-gbq,2024-02-06 16:32:39.078,1871715.0,2.0,,,,,,,,,,,,,,,,,, +137,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-01-29 14:20:52.000,2024-01-17 00:16:46,354.0,18.0,51,13.0,69.0,9.0,39.0,367,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,34,True,515277.0,501694.0,wcwidth,conda-forge/wcwidth,,,57565149.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13583.0,57043224.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,22964723.0,3.0,,,,,,,,,,,,,,,,,, +138,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-01-24 16:44:50.000,2024-01-05 14:42:12,533.0,1.0,2186,387.0,469.0,353.0,187.0,33911,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1358.0,1319.0,diagrams,conda-forge/diagrams,,,153826.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,39.0,149915.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,176001.0,2.0,,,,,,,,,,,,,,,,,, +139,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-02-06 12:52:47.000,2024-02-06 11:10:37,486.0,8.0,247,48.0,201.0,91.0,149.0,5701,2023-08-14 13:22:49.000,8.2.3,53.0,88.0,33,True,1760.0,,tenacity,conda-forge/tenacity,,,42729070.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1760.0,42582769.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5852050.0,2.0,,,,,,,,,,,,,,,,,, +140,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-02-08 12:04:37.000,2024-02-07 18:24:02,6274.0,248.0,384,40.0,2147.0,62.0,228.0,3500,2024-02-06 17:18:14.000,0.55.2,127.0,89.0,33,True,370.0,368.0,zenml,,,1.0,28105.0,https://pypi.org/project/zenml,2024-02-06 16:39:16.000,2.0,28105.0,,,,2.0,,,,,,,,,,,,,,,,,, +141,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,88.0,80.0,316.0,332.0,3466,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4217.0,3851.0,pony,conda-forge/pony,,84.0,125356.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,366.0,122842.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98050.0,3.0,,,,,,,,,,,,,,,,,, +142,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,13.0,334.0,3082,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16475.0,15325.0,cerberus,conda-forge/cerberus,,,4725120.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1150.0,4711160.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,362985.0,2.0,,,,,,,,,,,,,,,,,, +143,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-02-06 22:06:03.000,2024-01-25 18:30:50,627.0,16.0,240,21.0,625.0,300.0,422.0,2821,2023-12-08 21:11:34.000,0.18.0,79.0,112.0,33,True,1425.0,1321.0,pandera,conda-forge/pandera-core,['pandas'],,1376421.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,104.0,1375593.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,33158.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,, +144,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,15.0,198,57.0,154.0,95.0,74.0,2819,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,33,True,9048.0,8101.0,schema,conda-forge/schema,,,8999718.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,947.0,8997216.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,137641.0,2.0,,,,,,,,,,,,,,,,,, +145,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-01-21 20:21:14.000,2024-01-21 20:21:13,1438.0,12.0,214,45.0,1203.0,65.0,567.0,2650,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,33,True,3785.0,3733.0,docarray,conda-forge/docarray,,,64003.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,58876.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,128189.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,, +146,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-01-26 19:52:16.000,2023-12-10 17:09:47,1032.0,1.0,271,35.0,373.0,198.0,258.0,2297,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,17449.0,17342.0,pypika,conda-forge/pypika,,,2295673.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2295390.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,7937.0,3.0,,,,,,,,,,,,,,,,,, +147,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2122,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,216684.0,208087.0,xlrd,conda-forge/xlrd,,,19723691.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8597.0,19679709.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3650568.0,2.0,,,,,,,,,,,,,,,,,, +148,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-02-06 03:07:47.000,2023-12-03 10:50:26,9954.0,12.0,944,85.0,1784.0,89.0,124.0,1988,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,33,True,861.0,,apache-libcloud,,,,228251.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,861.0,228251.0,,,,3.0,,,,,,,,,,,,,,,,,, +149,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,,218,44.0,69.0,50.0,142.0,1927,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,33,True,11933.0,,wrapt,conda-forge/wrapt,,,112266680.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11933.0,111923615.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13722613.0,2.0,,,,,,,,,,,,,,,,,, +150,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-01-28 21:35:23.000,2023-10-30 00:20:45,288.0,,149,28.0,59.0,9.0,229.0,1902,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3624.0,,cachetools,conda-forge/cachetools,,,116183300.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3624.0,115946960.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10635307.0,1.0,,,,,,,,,,,,,,,,,, +151,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,2.0,250,49.0,291.0,9.0,271.0,1816,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2412.0,,msgpack,conda-forge/msgpack-python,,1277.0,60636190.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2412.0,60263705.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14898755.0,3.0,,,,,,,,,,,,,,,,,, +152,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,1.0,165,30.0,283.0,87.0,166.0,1525,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,33,True,2985.0,,cloudpickle,conda-forge/cloudpickle,,27.0,36336428.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2985.0,35970925.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15716637.0,3.0,,,,,,,,,,,,,,,,,, +153,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-01-10 16:01:10.000,2023-12-21 23:24:17,6039.0,7.0,576,78.0,1114.0,13.0,,1364,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,33,True,6951.0,6245.0,cassandra-driver,conda-forge/cassandra-driver,,,1415871.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,706.0,1411225.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,195153.0,3.0,,,,,,,,,,,,,,,,,, +154,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-02-07 20:26:01.000,2024-01-22 19:50:32,1877.0,40.0,236,45.0,920.0,278.0,401.0,1293,2023-08-18 14:29:58.000,2.16.1,73.0,96.0,33,True,3783.0,3278.0,zarr,conda-forge/zarr,,,561413.0,https://pypi.org/project/zarr,2023-08-18 14:29:58.000,505.0,494954.0,https://anaconda.org/conda-forge/zarr,2023-08-21 11:05:54.629,2857756.0,2.0,,,,,,,,,,,,,,,,,, +155,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-02-06 15:29:58.000,2024-02-06 15:29:58,1523.0,31.0,214,99.0,763.0,2.0,235.0,852,2024-01-29 12:09:05.000,5.17.0,132.0,43.0,33,True,8381.0,8155.0,neo4j-driver,conda-forge/neo4j-python-driver,,,137873.0,https://pypi.org/project/neo4j-driver,2024-01-29 11:36:57.000,226.0,133329.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-01-29 16:24:27.720,199966.0,3.0,,,,,,,,,,,,,,,,,, +156,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,102,24.0,56.0,13.0,93.0,802,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,551513.0,527063.0,decorator,conda-forge/decorator,,,67454129.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24450.0,67172918.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25590211.0,2.0,,,,,,,,,,,,,,,,,, +157,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-02-04 10:11:47.941,2024-02-03 04:06:05,1341.0,181.0,95,20.0,802.0,17.0,132.0,373,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3363.0,,multidict,conda-forge/multidict,,6344.0,85176446.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3363.0,84887600.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11551115.0,1.0,,,,,,,,,,,,,,,,,, +158,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,,131,23.0,95.0,53.0,140.0,309,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,114294.0,107196.0,asn1crypto,conda-forge/asn1crypto,,,65191455.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7098.0,65086824.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8370496.0,3.0,,,,,,,,,,,,,,,,,, +159,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,33,False,474862.0,459736.0,pyasn1,conda-forge/pyasn1,,,170286323.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15126.0,167533547.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13763882.0,3.0,,,,,,,,,,,,,,,,,, +160,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-02-06 07:16:50.000,2023-12-10 20:18:56,479.0,2.0,514,68.0,304.0,208.0,167.0,12998,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,32,True,3030.0,21.0,typer,conda-forge/typer,,,14241532.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,3009.0,14197879.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,2008051.0,3.0,,,,,,,,,,,,,,,,,, +161,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-02-05 15:00:25.000,2024-01-22 22:01:58,1873.0,4.0,616,124.0,1294.0,258.0,1095.0,7940,2023-02-23 18:30:37.000,1.3.2,22.0,116.0,32,True,19966.0,19957.0,hydra,conda-forge/hydra-core,,,33468.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,14947.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,889039.0,2.0,,,,,,,,,,,,,,,,,, +162,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-01-19 01:36:55.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,17.0,292.0,6370,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13446.0,12508.0,tinydb,conda-forge/tinydb,,,543393.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,938.0,539372.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,369997.0,2.0,,,,,,,,,,,,,,,,,, +163,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-02-07 00:35:33.000,2024-02-07 00:35:30,1916.0,8.0,597,130.0,332.0,35.0,862.0,5731,2023-10-18 04:41:12.000,1.3.0,39.0,107.0,32,True,1931.0,1560.0,csvkit,conda-forge/csvkit,,,185388.0,https://pypi.org/project/csvkit,2023-10-18 04:41:12.000,371.0,182227.0,https://anaconda.org/conda-forge/csvkit,2023-10-18 07:05:42.131,104333.0,2.0,,,,,,,,,,,,,,,,,, +164,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-01-18 01:44:14.000,2024-01-18 01:44:13,1193.0,3.0,339,43.0,495.0,489.0,506.0,4101,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7184.0,7080.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,110947.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,110423.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16779.0,3.0,,,,,,,,,,,,,,,,,, +165,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-02-05 18:00:20.000,2023-11-28 18:26:26,330.0,1.0,253,53.0,202.0,125.0,198.0,3643,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,22018.0,21896.0,databases,conda-forge/databases,,,443463.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,122.0,438494.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,193810.0,3.0,,,,,,,,,,,,,,,,,, +166,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,160.0,3157,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2265.0,,sortedcontainers,conda-forge/sortedcontainers,,,34777544.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2265.0,34647781.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11808436.0,2.0,,,,,,,,,,,,,,,,,, +167,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-02-08 02:30:10.000,2024-02-08 02:30:09,1026.0,3.0,380,48.0,385.0,70.0,311.0,3033,2023-09-07 03:00:21.000,6.4.0,56.0,108.0,32,True,634.0,,smart-open,conda-forge/smart_open,,,17989731.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,634.0,17936957.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2269300.0,2.0,,,,,,,,,,,,piskvorky/smart_open,,,,,, +168,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-01-22 03:17:16.000,2023-12-21 04:13:59,1274.0,1.0,185,51.0,324.0,127.0,225.0,2729,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,32,True,6239.0,5762.0,plumbum,conda-forge/plumbum,,,3075327.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,477.0,3063755.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,995257.0,3.0,,,,,,,,,,,,,,,,,, +169,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,65.0,2471,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,131335.0,129119.0,aiofiles,conda-forge/aiofiles,,,11361419.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2216.0,11337400.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,960776.0,2.0,,,,,,,,,,,,,,,,,, +170,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-02-02 19:06:24.000,2024-02-02 05:38:53,835.0,9.0,430,40.0,638.0,269.0,368.0,2344,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1781.0,1620.0,pynamodb,conda-forge/pynamodb,,,1571197.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1560052.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,468114.0,3.0,,,,,,,,,,,,,,,,,, +171,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2042,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39507.0,6.0,chardet,conda-forge/chardet,,,56887909.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39497.0,56340661.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22435775.0,1.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,34.0,,,,,,,,,,,,, +172,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,87.0,2016,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7074.0,,jmespath,conda-forge/jmespath,,,130706239.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7074.0,130513720.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17519304.0,3.0,,,,,,,,,,,,,,,,,, +173,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-01-18 12:41:13.000,2024-01-18 12:41:13,1060.0,9.0,92,18.0,582.0,101.0,446.0,1719,2022-12-08 21:01:02.889,2.3.0,146.0,33.0,32,True,25092.0,24604.0,omegaconf,conda-forge/omegaconf,,,7136525.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,488.0,7110710.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1264952.0,2.0,,,,,,,,,,,,,,,,,, +174,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,217,47.0,180.0,56.0,337.0,1473,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2425.0,2326.0,pygsheets,,,,1284022.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1284022.0,,,,3.0,,,,,,,,,,,,,,,,,, +175,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-02-08 10:36:48.000,2024-01-12 09:43:33,550.0,14.0,78,22.0,226.0,36.0,99.0,1346,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,32,True,11614.0,11196.0,questionary,conda-forge/questionary,,,1893935.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1892237.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,64547.0,3.0,,,,,,,,,,,,,,,,,, +176,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-02-05 21:14:46.993,2024-01-26 18:48:28,2257.0,96.0,473,,,,,1297,2023-06-21 16:43:02.350,0.27.1,70.0,225.0,32,True,460.0,,holidays,conda-forge/holidays,,,6623059.0,https://pypi.org/project/holidays,2024-02-05 19:01:35.000,460.0,6535610.0,https://anaconda.org/conda-forge/holidays,2024-02-05 21:14:46.993,3760323.0,3.0,,,,,,,,,,,,,,,,,, +177,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-02-04 15:26:40.000,2023-04-04 11:45:40,1273.0,,103,32.0,208.0,51.0,192.0,979,2023-03-08 19:41:02.446,1.3.7,38.0,30.0,32,True,47264.0,45588.0,Bottleneck,conda-forge/bottleneck,,,828932.0,https://pypi.org/project/Bottleneck,2024-02-04 15:26:40.000,1676.0,731811.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3884855.0,2.0,,,,,,,,,,,,,,,,,, +178,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,5.0,125,24.0,71.0,22.0,161.0,881,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,18735.0,18385.0,anytree,conda-forge/anytree,,,1194069.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,350.0,1193260.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,37234.0,2.0,,,,,,,,,,,,,,,,,, +179,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-02-07 08:51:18.000,2024-02-07 08:51:17,354.0,8.0,141,13.0,165.0,20.0,138.0,876,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,104822.0,102977.0,validators,conda-forge/validators,,19.0,7464443.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1845.0,7451487.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,557095.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,, +180,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-02-07 23:22:15.000,2023-03-04 17:45:05,299.0,,565,133.0,192.0,185.0,344.0,6038,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6872.0,6786.0,eel,,,,69592.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69592.0,,,,2.0,,,,,,,,,,,,python-eel/Eel,,,,,, +181,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,92.0,186.0,16.0,429.0,5239,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3603.0,3330.0,transitions,conda-forge/transitions,,,506860.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,273.0,496350.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,588611.0,1.0,,,,,,,,,,,,,,,,,, +182,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5170,,,41.0,28.0,31,False,8710.0,7885.0,pdfminer,conda-forge/pdfminer,,,190460.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,825.0,190059.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36152.0,2.0,,,,,,,,,,,,,,,,,, +183,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,8.0,380,86.0,176.0,,607.0,4801,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1540.0,1360.0,huey,conda-forge/huey,,,99005.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,98528.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33395.0,2.0,,,,,,,,,,,,,,,,,, +184,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-02-08 10:32:51.000,2024-02-06 05:48:38,7949.0,352.0,679,83.0,1365.0,152.0,687.0,4026,2024-02-06 06:14:51.000,0.4.2,66.0,256.0,31,True,41.0,3.0,toga,,,2646.0,4754.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,4569.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,20.0,,,,,,,,,,,,, +185,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,267,49.0,202.0,184.0,358.0,3458,,,5.0,29.0,31,False,2852.0,2852.0,dependency-injector,conda-forge/dependency_injector,,,974548.0,https://pypi.org/project/dependency-injector,,,973270.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,37087.0,2.0,,,,,,,,,,,,,,,,,, +186,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,302.0,1629.0,112.0,486.0,3307,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,344.0,327.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1398528.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1392783.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,326512.0,3.0,,,,,,,,,,,,,,,,,, +187,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3178,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10014.0,9196.0,blaze,conda-forge/blaze,,,12591.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,9996.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202464.0,3.0,,,,,,,,,,,,,,,,,, +188,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,,658,141.0,453.0,143.0,401.0,2777,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,31,True,23234.0,22374.0,pandas-datareader,conda-forge/pandas-datareader,,,392329.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,860.0,388143.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,343325.0,2.0,,,,,,,,,,,,,,,,,, +189,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,29.0,76.0,4.0,90.0,2636,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,125142.0,121724.0,python-decouple,conda-forge/python-decouple,,12.0,2061009.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3418.0,2060029.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,75485.0,3.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +190,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1520.0,1406.0,mrjob,conda-forge/mrjob,,,86763.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,80917.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,520302.0,2.0,,,,,,,,,,,,,,,,,, +191,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,15.0,59,22.0,110.0,113.0,78.0,1804,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,31,True,1502.0,1372.0,glom,conda-forge/glom,,,1603844.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,1603149.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,29218.0,2.0,,,,,,,,,,,,,,,,,, +192,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-02-07 20:50:43.000,2024-02-06 08:45:27,1490.0,52.0,255,42.0,670.0,153.0,910.0,1803,2024-01-11 19:48:26.000,1.9.0,120.0,46.0,31,False,360.0,342.0,sdv,conda-forge/sdv,,,40712.0,https://pypi.org/project/sdv,2024-01-11 19:47:10.000,18.0,40087.0,https://anaconda.org/conda-forge/sdv,2024-01-12 05:47:13.412,16268.0,2.0,,,,,,,,,,,,,,,,,, +193,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,97.0,402.0,167.0,379.0,1677,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9283.0,8020.0,influxdb,conda-forge/influxdb,,,1786248.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1263.0,1783283.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,136406.0,3.0,,,,,,,,,,,,,,,,,, +194,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1670,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2086.0,,humanize,conda-forge/humanize,,,6784293.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2086.0,6772757.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,507589.0,2.0,,,,,,,,,,,,,,,,,, +195,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,49.0,202.0,85.0,371.0,1177,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,31,True,3638.0,3552.0,petl,conda-forge/petl,,,1579152.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1574152.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,220016.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +196,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1163,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6915.0,6587.0,sshtunnel,conda-forge/sshtunnel,,,7562320.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,328.0,7560804.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,134935.0,3.0,,,,,,,,,,,,,,,,,, +197,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1015,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,286965.0,271733.0,appdirs,conda-forge/appdirs,,,21066949.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15232.0,20961631.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10005256.0,3.0,,,,,,,,,,,,,,,,,, +198,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-02-06 09:23:39.000,2024-02-05 19:01:50,2128.0,41.0,137,42.0,424.0,102.0,258.0,969,2024-02-02 21:06:49.000,2.0.0,31.0,86.0,31,True,2107.0,1977.0,intake,conda-forge/intake,,,67772.0,https://pypi.org/project/intake,2024-02-02 21:06:49.000,130.0,55542.0,https://anaconda.org/conda-forge/intake,2024-02-02 22:02:27.607,538134.0,2.0,,,,,,,,,,,,,,,,,, +199,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-02-07 10:13:23.000,2023-06-25 23:23:50,1269.0,,256,19.0,213.0,31.0,302.0,889,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,5792.0,5466.0,fastcore,conda-forge/fastcore,,,786420.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,783843.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,67013.0,3.0,,,,,,,,,,,,,,,,,, +200,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,1.0,60,7.0,76.0,2.0,81.0,181,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,153493.0,149642.0,tzlocal,conda-forge/tzlocal,,,43650430.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3851.0,43565905.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2535766.0,3.0,,,,,,,,,,,,,,,,,, +201,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-02-08 01:39:51.000,2024-02-07 21:28:16,799.0,25.0,50,48.0,715.0,49.0,180.0,59,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3374.0,3358.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3548150.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,16.0,3545259.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,104094.0,3.0,,,,,,,,,,,,,,,,,, +202,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-02-07 23:24:18.000,2024-02-07 23:24:18,877.0,28.0,38,12.0,55.0,3.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,38.0,31,False,1699.0,,importlib-resources,conda-forge/importlib_resources,,,73857236.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1699.0,73455843.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,18062707.0,2.0,,,,,,,,,,,,,,,,,, +203,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-02-07 23:37:40.000,2024-02-07 23:37:39,709.0,33.0,41,4.0,41.0,6.0,65.0,47,2023-09-18 15:18:43.000,3.17.0,49.0,25.0,31,False,4238.0,,zipp,conda-forge/zipp,,,169822450.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4238.0,168958842.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35407968.0,3.0,,,,,,,,,,,,,,,,,, +204,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-01-29 12:27:25.000,2022-05-08 04:08:19,743.0,,974,282.0,298.0,152.0,463.0,20147,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,963.0,873.0,gooey,conda-forge/gooey,,588.0,6879.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,90.0,5578.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73542.0,3.0,,,,,,,,,,,,,,,,,, +205,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-02-07 22:34:47.000,2023-07-21 10:40:58,3636.0,,592,145.0,968.0,500.0,773.0,8124,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,689.0,658.0,vaex,conda-forge/vaex,,280.0,36616.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,34580.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,179074.0,3.0,,,,,,,,,,,,,,,,,, +206,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-01 04:36:56.000,2024-02-01 04:36:56,2691.0,5.0,847,167.0,743.0,21.0,962.0,5647,2022-07-29 04:10:00.400,0.9.9,21.0,81.0,30,True,471.0,457.0,snorkel,conda-forge/snorkel,,1054.0,31998.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,31125.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,47383.0,3.0,,,,,,,,,,,,,,,,,, +207,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,414,78.0,69.0,367.0,194.0,3608,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,False,15550.0,15006.0,keyboard,conda-forge/keyboard,,,201847.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,544.0,201057.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25299.0,3.0,,,,,,,,,,,,,,,,,, +208,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,1.0,243,64.0,89.0,23.0,273.0,3479,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,30,True,1078.0,958.0,asciimatics,conda-forge/asciimatics,,,187813.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,184169.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,145768.0,3.0,,,,,,,,,,,,,,,,,, +209,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-02-01 14:47:54.000,2024-02-01 14:47:54,992.0,9.0,141,70.0,69.0,9.0,72.0,3219,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10713.0,10067.0,funcy,conda-forge/funcy,,,1562044.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,646.0,1557247.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,407817.0,3.0,,,,,,,,,,,,,,,,,, +210,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-02-06 15:00:48.000,2024-02-06 15:00:47,1757.0,42.0,103,44.0,1360.0,66.0,354.0,3119,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,30,True,576.0,517.0,returns,conda-forge/returns,,,126399.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,126148.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8292.0,3.0,,,,,,,,,,,,,,,,,, +211,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-02-06 09:00:23.000,2024-02-01 18:17:41,1177.0,19.0,590,175.0,468.0,96.0,477.0,3014,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,274.0,241.0,arctic,conda-forge/arctic,,209.0,4333.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,3786.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,31084.0,3.0,,,,,,,,,,,,,,,,,, +212,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1970.0,1583.0,schematics,conda-forge/schematics,,,301411.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,300937.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26088.0,3.0,,,,,,,,,,,,,,,,,, +213,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-02-02 23:02:07.000,2024-01-31 21:52:43,830.0,42.0,111,32.0,1057.0,17.0,401.0,2486,2024-01-31 21:39:22.000,1.3.22,315.0,32.0,30,True,243.0,237.0,whylogs,,,44.0,208727.0,https://pypi.org/project/whylogs,2024-01-31 21:40:05.000,6.0,208725.0,,,,2.0,,,,,,,,,,,,,,,,,, +214,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-01-29 09:28:50.000,2024-01-25 21:30:38,3949.0,100.0,321,36.0,340.0,148.0,548.0,2482,2024-01-25 21:24:28.000,3.0.beta0,212.0,104.0,30,True,110.0,98.0,pyinfra,,,,32151.0,https://pypi.org/project/pyinfra,2024-01-25 21:23:53.000,12.0,32151.0,,,,3.0,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +215,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-01-22 06:47:11.000,2024-01-03 03:34:41,233.0,1.0,277,48.0,74.0,50.0,113.0,2258,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1147.0,1081.0,datasketch,,,19.0,1409302.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,66.0,1409302.0,,,,3.0,,,,,,,,,,,,,,,,,, +216,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-01-31 22:46:45.000,2024-01-31 18:16:35,270.0,2.0,147,35.0,76.0,1.0,70.0,1423,2024-01-31 18:18:29.000,8.0.3,47.0,36.0,30,True,2948.0,,python-slugify,conda-forge/python-slugify,,,15037742.0,https://pypi.org/project/python-slugify,2024-01-31 18:18:29.000,2948.0,14993032.0,https://anaconda.org/conda-forge/python-slugify,2024-01-31 21:54:45.329,1922551.0,2.0,,,,,,,,,,,,,,,,,, +217,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-02-04 17:50:47.000,2024-02-04 17:50:29,669.0,25.0,63,16.0,246.0,1.0,56.0,1377,2023-01-02 18:35:41.085,0.22.1,41.0,15.0,30,True,22367.0,21839.0,bidict,conda-forge/bidict,,26.0,1575110.0,https://pypi.org/project/bidict,2023-01-02 18:35:41.085,528.0,1570840.0,https://anaconda.org/conda-forge/bidict,2023-06-16 13:23:40.544,380081.0,2.0,,,,,,,,,,,,,,,,,, +218,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-02-07 19:00:31.000,2024-02-07 19:00:29,635.0,31.0,140,22.0,530.0,37.0,254.0,990,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2194.0,2060.0,aiocache,,,16.0,443679.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,134.0,443679.0,,,,2.0,,,,,,,,,,,,,,,,,, +219,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2023-12-26 15:02:15.000,2023-12-26 15:02:14,978.0,15.0,100,22.0,94.0,28.0,83.0,896,2023-07-04 14:19:04.678,7.0.0,49.0,53.0,30,True,1043.0,,inflect,conda-forge/inflect,,,4908192.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1043.0,4900023.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,359463.0,2.0,,,,,,,,,,,,,,,,,, +220,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,33.0,609.0,875,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,30,True,8403.0,8041.0,cx-Oracle,conda-forge/cx_oracle,,,3258863.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3246719.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,522214.0,3.0,,,,,,,,,,,,,,,,,, +221,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-02-04 01:36:07.000,2023-06-20 04:17:34,1006.0,,49,17.0,76.0,2.0,89.0,825,2023-06-20 04:19:05.975,8.4.0,59.0,21.0,30,True,27573.0,26244.0,natsort,conda-forge/natsort,,,4236938.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1329.0,4198051.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1516629.0,3.0,,,,,,,,,,,,,,,,,, +222,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-01-28 17:13:13.000,2020-10-21 17:48:31,219.0,,77,15.0,273.0,46.0,25.0,677,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,46286.0,44160.0,cached-property,conda-forge/cached-property,,,12702587.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2126.0,12599980.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8516381.0,2.0,,,,,,,,,,,,,,,,,, +223,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-02-05 20:50:15.000,2024-02-05 20:50:14,570.0,17.0,358,36.0,304.0,27.0,125.0,658,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4572.0,3290.0,pysolr,conda-forge/pysolr,,,293660.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,293398.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22054.0,3.0,,,,,,,,,,,,,,,,,, +224,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,67,23.0,49.0,6.0,90.0,521,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17371.0,15183.0,scandir,conda-forge/scandir,,,3429648.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3395400.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1369956.0,3.0,,,,,,,,,,,,,,,,,, +225,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,12.0,116.0,22.0,107.0,461,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7199.0,,rsa,conda-forge/rsa,,,140777470.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7199.0,140631574.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13276579.0,3.0,,,,,,,,,,,,,,,,,, +226,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,26.0,405,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,30,True,39695.0,39396.0,srsly,conda-forge/srsly,,,5614752.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5582891.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1401924.0,3.0,,,,,,,,,,,,,,,,,, +227,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-02-07 22:59:10.000,2024-01-22 12:51:42,875.0,7.0,66,18.0,476.0,146.0,286.0,377,2024-01-17 14:53:01.000,2.0.2,89.0,36.0,30,True,9895.0,9738.0,param,conda-forge/param,,,720625.0,https://pypi.org/project/param,2024-01-17 14:52:38.000,157.0,683807.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1472745.0,3.0,,,,,,,,,,,,,,,,,, +228,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-02-05 23:03:25.000,2024-02-05 23:03:25,958.0,4.0,4654,634.0,754.0,204.0,100.0,23350,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,116.0,100.0,algorithms,conda-forge/algorithms,,,2214.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,2155.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2018.0,3.0,,,,,,,,,,,,,,,,,, +229,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7056,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1318.0,1137.0,records,conda-forge/records,,,261061.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,181.0,260758.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24909.0,3.0,,,,,,,,,,,,,,,,,, +230,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6663,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1802.0,1772.0,faust,,,,15231.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,15231.0,,,,3.0,,,,,,,,,,,,,,,,,, +231,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3448,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,9038.0,8560.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11103896.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,478.0,11083444.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,818094.0,3.0,,,,,,,,,,,,,,,,,, +232,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-02-08 01:24:17.000,2024-02-08 01:23:29,3052.0,16.0,225,30.0,293.0,99.0,761.0,3331,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,126.0,119.0,ploomber,conda-forge/ploomber,,,6858.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,4268.0,https://anaconda.org/conda-forge/ploomber,2023-11-29 21:04:40.079,82901.0,3.0,,,,,,,,,,,,,,,,,, +233,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,128,56.0,73.0,15.0,64.0,2417,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8725.0,8315.0,addict,conda-forge/addict,,21.0,2857374.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,410.0,2852661.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,428956.0,3.0,,,,,,,,,,,,,,,,,, +234,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,43.0,218.0,108.0,274.0,1927,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,632.0,,fs,conda-forge/fs,,,1893195.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,632.0,1884088.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,701291.0,3.0,,,,,,,,,,,,,,,,,, +235,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1773,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,29.0,,datatable,conda-forge/datatable,,2269.0,55232.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,54583.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23574.0,3.0,,,,,,,,,,,,,,,,,, +236,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-02-05 17:01:56.000,2024-02-01 13:58:14,847.0,34.0,47,12.0,272.0,10.0,91.0,1362,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1614.0,1575.0,python-benedict,conda-forge/python-benedict,,,554084.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,39.0,550252.0,https://anaconda.org/conda-forge/python-benedict,2024-01-25 15:14:59.855,149465.0,3.0,,,,,,,,,,,,,,,,,, +237,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-02-01 15:54:25.000,2024-01-23 23:03:35,1741.0,13.0,82,15.0,435.0,110.0,244.0,1207,2024-01-23 23:09:23.000,1.3.0,249.0,42.0,29,True,335.0,324.0,piccolo,,,,16501.0,https://pypi.org/project/piccolo,2024-01-23 23:09:23.000,11.0,16501.0,,,,3.0,,,,,,,,,,,,,,,,,, +238,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,32.0,74.0,29.0,70.0,1099,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4796.0,4559.0,sqlitedict,conda-forge/sqlitedict,,,543819.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,237.0,541387.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,99745.0,3.0,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +239,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2091.0,1871.0,redis-py-cluster,,,4099.0,2037476.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,220.0,2037439.0,,,,3.0,,,,,,,,,,,,,,,,,, +240,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-02-07 23:42:24.000,2024-02-07 23:42:23,1257.0,37.0,145,39.0,84.0,2.0,132.0,1080,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,155.0,,path,conda-forge/path,,,1478432.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,155.0,1467453.0,https://anaconda.org/conda-forge/path,2024-02-04 17:21:07.741,494081.0,3.0,,,,,,,,,,,,,,,,,, +241,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-02-07 14:29:55.000,2024-02-07 14:29:54,189.0,9.0,130,26.0,46.0,9.0,75.0,945,2023-10-22 11:33:03.000,2.1.0,28.0,23.0,29,True,469.0,,email-validator,conda-forge/email-validator,,,10547529.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,469.0,10544113.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,146909.0,3.0,,,,,,,,,,,,,,,,,, +242,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-02-01 14:49:39.000,2024-02-01 08:51:49,727.0,13.0,46,11.0,89.0,12.0,97.0,488,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5286.0,5010.0,python-rapidjson,conda-forge/python-rapidjson,,,2307877.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,276.0,2270674.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1488148.0,3.0,,,,,,,,,,,,,,,,,, +243,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,72,19.0,88.0,71.0,96.0,305,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,False,36788.0,33374.0,configobj,conda-forge/configobj,,444.0,3347706.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3414.0,3336279.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,765419.0,3.0,,,,,,,,,,,,,,,,,, +244,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,52,10.0,46.0,20.0,21.0,136,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,59907.0,57586.0,isodate,conda-forge/isodate,,,86742419.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2321.0,86692857.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4708437.0,3.0,,,,,,,,,,,,,,,,,, +245,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,292,102.0,139.0,29.0,261.0,4697,,,5.0,77.0,28,True,3587.0,3587.0,dataset,conda-forge/dataset,,,91846.0,https://pypi.org/project/dataset,,,91620.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7930.0,3.0,,,,,,,,,,,,,-2.0,,,,, +246,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-01-26 08:00:58.934,2024-01-26 06:50:31,1627.0,18.0,389,88.0,113.0,8.0,167.0,3364,,,96.0,30.0,28,True,,,phonenumbers,conda-forge/phonenumbers,,,5304690.0,https://pypi.org/project/phonenumbers,,,5278442.0,https://anaconda.org/conda-forge/phonenumbers,2024-01-26 08:00:58.934,866204.0,3.0,,,,,,,,,,,,,-7.0,,,,, +247,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-02-04 17:00:42.000,2024-01-29 21:15:46,308.0,17.0,290,29.0,158.0,106.0,140.0,3029,2024-01-22 22:08:37.000,1.45.0,88.0,33.0,28,True,112.0,110.0,img2dataset,,,1517.0,32733.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,32683.0,,,,3.0,,,,,,,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,420,94.0,110.0,37.0,127.0,2768,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7220.0,7061.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,216806.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,215061.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68062.0,3.0,,,,,,,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2635,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2393.0,2348.0,gino,,,,21794.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,21794.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-01-19 21:18:28.000,2023-07-31 18:44:09,493.0,,101,31.0,83.0,19.0,128.0,2417,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1283.0,1237.0,swifter,conda-forge/swifter,['pandas'],,467265.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,460110.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,314824.0,3.0,,,,,,,,,,,,,,,,,, +251,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-01-29 17:01:36.000,2023-06-20 15:54:36,2284.0,,175,39.0,373.0,37.0,263.0,1959,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,253969.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,249228.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180171.0,3.0,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1957,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7869.0,7772.0,gin-config,conda-forge/gin-config,,,190148.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,189628.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,23421.0,3.0,,,,,,,,,,,,,,,,,, +253,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,216.0,180.0,mongo-connector,,,,4524.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,4524.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,1.0,315,70.0,401.0,109.0,367.0,1488,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,28,True,247.0,222.0,mleap,conda-forge/mleap,,,200068.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,198322.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78580.0,3.0,,,,,,,,,,,,,,,,,, +255,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-02-07 06:35:44.000,2024-02-02 23:26:49,849.0,66.0,68,15.0,482.0,197.0,180.0,1468,2024-01-14 18:40:15.000,0.12.0,33.0,28.0,28,True,16.0,,prisma,,,,70565.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,70565.0,,,,3.0,,,,,,,,,,,,,,,,,, +256,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1422,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11015.0,9505.0,blessings,conda-forge/blessings,,,1009334.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,1002924.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,282069.0,3.0,,,,,,,,,,,,,,,,,, +257,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-02-05 04:29:24.000,2023-12-13 01:11:40,534.0,52.0,83,21.0,245.0,72.0,83.0,931,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3200.0,3194.0,odmantic,,,,22883.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,22883.0,,,,3.0,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,687,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11049.0,9811.0,parsedatetime,conda-forge/parsedatetime,,,6801381.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6799309.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,184468.0,3.0,,,,,,,,,,,,,,,,,, +259,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-01-26 11:19:39.000,2023-05-03 19:47:11,818.0,,141,25.0,107.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6476.0,5120.0,beaker,conda-forge/beaker,,,281827.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1356.0,280948.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,72985.0,3.0,,,,,,,,,,,,,,,,,, +260,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-02-08 02:02:31.000,2024-02-06 16:32:36,7163.0,302.0,32,10.0,281.0,40.0,572.0,392,2024-01-30 06:01:36.000,2.2.3,198.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,,9927.0,https://pypi.org/project/static-frame,2024-01-30 06:01:36.000,2.0,2865.0,https://anaconda.org/conda-forge/static-frame,2024-01-30 14:43:55.422,317800.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,, +261,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1352.0,1279.0,tabulator,conda-forge/tabulator-py,,,214674.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,213994.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54469.0,3.0,,,,,,,,,,,,,,,,,, +262,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,203,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,13369.0,12959.0,ordered-set,conda-forge/ordered-set,,,12315630.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,410.0,12310777.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,456229.0,3.0,,,,,,,,,,,,,,,,,, +263,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-02-05 14:04:39.000,2022-03-10 10:33:50,585.0,,559,83.0,263.0,125.0,129.0,3715,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,130.0,,textract,conda-forge/textract,,,110291.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,130.0,110036.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22783.0,3.0,,,,,,,,,,,,,,,,,, +264,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-04 19:25:39.000,2024-01-23 09:45:33,192.0,1.0,196,29.0,53.0,83.0,127.0,3388,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,496775.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,494474.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,73649.0,3.0,,,,,,,,,,,,,,,,,, +265,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-02-05 01:51:48.000,2023-09-27 04:58:22,537.0,,127,49.0,63.0,10.0,123.0,2286,2021-01-12 19:21:07.000,1.4.3,11.0,31.0,27,True,753.0,753.0,pyfunctional,,,,156953.0,https://pypi.org/project/pyfunctional,,,156953.0,,,,3.0,,,,,,,,,,,,,,,,,, +266,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-02-05 20:15:41.000,2024-02-05 20:15:41,5665.0,30.0,507,107.0,955.0,591.0,968.0,2137,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,136.0,27,False,76.0,,wx,conda-forge/wxpython,,3845.0,19071.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-02-05 16:54:31.766,760700.0,3.0,,,,,,,,,,,,,,,,,, +267,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,30.0,48.0,51.0,14.0,1899,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2294.0,,retrying,conda-forge/retrying,,,10006728.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2294.0,9988767.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1598577.0,3.0,,,,,,,,,,,,,,,,,, +268,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2023-12-08 09:37:49.000,2023-10-30 18:09:26,376.0,,147,33.0,228.0,72.0,142.0,1784,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,27,True,552.0,531.0,arq,conda-forge/arq,,,91090.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,90810.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9524.0,3.0,,,,,,,,,,,,,,,,,, +269,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-02-05 11:23:28.000,2024-02-05 11:23:21,2737.0,24.0,134,50.0,305.0,45.0,194.0,1506,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,310.0,227.0,enaml,conda-forge/enaml,,766.0,6388.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,2724.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,160793.0,3.0,,,,,,,,,,,,,,,,,, +270,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,88.0,73.0,1382,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2514.0,2242.0,strictyaml,conda-forge/strictyaml,,,1306872.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,272.0,1303792.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,215612.0,3.0,,,,,,,,,,,,,,,,,, +271,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-02-07 12:54:11.000,2024-01-28 18:35:23,175.0,27.0,47,17.0,115.0,14.0,4.0,1338,2024-01-28 18:22:51.000,0.0.4,5.0,14.0,27,True,3203.0,3129.0,asyncer,conda-forge/asyncer,,,110423.0,https://pypi.org/project/asyncer,2024-01-28 18:22:51.000,74.0,110154.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,6728.0,3.0,,,,,,,,,,,,,,,,,, +272,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1284,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2745.0,2652.0,pandasql,conda-forge/pandasql,['pandas'],,1777823.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,93.0,1763961.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,443602.0,3.0,,,,,,,,,,,,,,,,,, +273,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-01-16 15:28:10.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1216,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,359.0,,singer-python,,,,1085267.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,359.0,1085267.0,,,,3.0,,,,,,,,,,,,,,,,,, +274,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,116,22.0,62.0,23.0,104.0,866,2023-01-14 16:16:40.000,2.0.0,7.0,29.0,27,False,2493.0,2493.0,pyahocorasick,conda-forge/pyahocorasick,,,625605.0,https://pypi.org/project/pyahocorasick,,,620389.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,208666.0,3.0,,,,,,,,,,,,,,,,,, +275,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-01-29 04:32:25.000,2024-01-29 04:32:24,724.0,26.0,42,23.0,563.0,9.0,33.0,765,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,117.0,,janus,conda-forge/janus,,,664273.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,117.0,663967.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17153.0,3.0,,,,,,,,,,,,,,,,,, +276,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,86,25.0,51.0,7.0,39.0,734,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,871.0,,munch,conda-forge/munch,,,2090240.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,871.0,1658888.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3882176.0,3.0,,,,,,,,,,,,,,,,,, +277,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,114,17.0,93.0,70.0,127.0,684,2023-07-23 16:18:40.000,1.7,28.0,53.0,27,True,16385.0,14891.0,configargparse,conda-forge/configargparse,,,4171196.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1494.0,4149615.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,776931.0,3.0,,,,,,,,,,,,,,,,,, +278,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,621,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1292.0,1266.0,pysimdjson,conda-forge/pysimdjson,,,880034.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,877952.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,83306.0,3.0,,,,,,,,,,,,,2.0,,,,, +279,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,608,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1063.0,829.0,happybase,conda-forge/happybase,,,55618.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,53875.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160367.0,3.0,,,,,,,,,,,,,,,,,, +280,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,578,,,8.0,12.0,27,False,62501.0,60089.0,dataclasses,conda-forge/dataclasses,,,11052676.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,10884757.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11586461.0,3.0,,,,,,,,,,,,,,,,,, +281,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,476,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7304.0,4918.0,pylibmc,conda-forge/pylibmc,,486.0,189645.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,184204.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,216565.0,3.0,,,,,,,,,,,,,,,,,, +282,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-01-11 07:31:20.000,2023-05-03 07:41:22,164.0,,38,9.0,29.0,28.0,31.0,254,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2813.0,,send2trash,conda-forge/send2trash,,,14069255.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2813.0,13892130.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12930144.0,3.0,,,,,,,,,,,,,,,,,, +283,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47255.0,39255.0,futures,conda-forge/futures,,,8817781.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,8803713.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1266171.0,3.0,,,,,,,,,,,,,,,,,, +284,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,,21,7.0,57.0,4.0,7.0,168,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,35736.0,35650.0,catalogue,conda-forge/catalogue,,,5315447.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,5286960.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1224942.0,3.0,,,,,,,,,,,,,,,,,, +285,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2521.0,2229.0,cloudant,conda-forge/cloudant,,,112973.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,292.0,111731.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110554.0,3.0,,,,,,,,,,,,,,,,,, +286,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,30,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63260.0,58927.0,pathlib2,conda-forge/pathlib2,,,7432520.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4333.0,7364701.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2644947.0,3.0,,,,,,,,,,,,,,,,,, +287,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,77243.0,74522.0,contextlib2,conda-forge/contextlib2,,,15316112.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2721.0,15303684.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1193101.0,3.0,,,,,,,,,,,,,,,,,, +288,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,90.0,364.0,3190,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,156.0,134.0,flexx,conda-forge/flexx,,,1603.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,464.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103725.0,3.0,,,,,,,,,,,,,,,,,, +289,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,956,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2481.0,1973.0,bcolz,conda-forge/bcolz,,,8762.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4678.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,343080.0,3.0,,,,,,,,,,,,,,,,,, +290,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,487,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4345.0,4076.0,pyscreenshot,,,,171681.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,269.0,171681.0,,,,3.0,,,,,,,,,,,,,,,,,, +291,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,17.0,183.0,44.0,157.0,441,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,18629.0,18613.0,umongo,conda-forge/umongo,,,33175.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,32967.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6043.0,3.0,,,,,,,,,,,,,,,,,, +292,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-02-02 07:12:06.000,2024-02-01 20:42:24,3514.0,45.0,34,16.0,81.0,24.0,4.0,247,2022-09-07 10:31:33.181,0.90.10,555.0,76.0,26,True,61.0,36.0,dbnd,,,,254966.0,https://pypi.org/project/dbnd,2024-02-02 07:08:59.000,25.0,254966.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,64,19.0,45.0,20.0,17.0,199,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13099.0,,ptyprocess,conda-forge/ptyprocess,,,44831829.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13099.0,44659469.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16201871.0,3.0,,,,,,,,,,,,,,,,,, +294,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6166,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,118.0,114.0,powerline-shell,,,,1626.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1626.0,,,,3.0,,,,,,,,,,,,,,,,,, +295,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,141.0,2323,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,364.0,,python-box,conda-forge/python-box,,39.0,5928317.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,364.0,5916509.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,507750.0,3.0,,,,,,,,,,,,,,,,,, +296,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,141,58.0,248.0,95.0,108.0,1570,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,16323.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,16323.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +297,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,105.0,174.0,71.0,264.0,1487,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,91.0,64.0,streamparse,,,,4324.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,4324.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-02-05 14:09:43.000,2023-05-19 04:32:00,6411.0,,227,39.0,1047.0,9.0,209.0,1423,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,8150.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,8150.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1252,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1672.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1672.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,41.0,126.0,28.0,204.0,1169,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,265.0,231.0,parallel-ssh,,,377.0,141204.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,141201.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1085,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6553.0,6428.0,immutables,conda-forge/immutables,,,718161.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,696739.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,964013.0,3.0,,,,,,,,,,,,,,,,,, +302,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-08 05:01:29.000,2023-12-06 13:15:17,750.0,2.0,82,14.0,135.0,36.0,101.0,929,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,269.0,,mss,conda-forge/python-mss,,,604092.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,269.0,603250.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,37061.0,3.0,,,,,,,,,,,,,,,,,, +303,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-02-02 18:35:54.000,2024-02-02 18:35:54,275.0,21.0,57,8.0,83.0,22.0,54.0,492,2023-12-13 20:43:21.000,2.2.2,56.0,18.0,25,True,464.0,434.0,cachier,,,,36835.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,36835.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,, +304,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-01-16 15:10:47.000,2024-01-16 15:10:41,9949.0,4.0,43,14.0,10.0,6.0,8.0,489,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,84951.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,84951.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,30,11.0,51.0,21.0,35.0,324,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,27458937.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,27429424.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1711773.0,3.0,,,,,,,,,,,,,,,,,, +306,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-02-01 22:19:25.000,2024-02-01 22:19:25,373.0,5.0,32,7.0,140.0,3.0,83.0,146,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1157.0,1112.0,everett,conda-forge/everett,,,104269.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,102871.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,55932.0,3.0,,,,,,,,,,,,,,,,,, +307,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,25,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8030.0,,entrypoints,conda-forge/entrypoints,,,14094680.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8030.0,13901421.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18166435.0,3.0,,,,,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3936,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,142.0,66.0,storm,,,,2343.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,76.0,2343.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-01-31 15:45:29.000,2023-10-02 06:28:26,631.0,,408,45.0,181.0,258.0,109.0,2532,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,5943.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,5943.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,95,42.0,42.0,24.0,47.0,1502,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,128.0,117.0,pypeln,conda-forge/pypeln,,,133679.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,133335.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14818.0,3.0,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1075,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2358.0,2188.0,pluginbase,conda-forge/pluginbase,,,750590.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,746425.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304099.0,3.0,,,,,,,,,,,,,,,,,, +312,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,13.0,35,12.0,65.0,13.0,19.0,746,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,24,True,292.0,261.0,dirty-equals,conda-forge/dirty-equals,,,232938.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,231161.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,40886.0,3.0,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,141,10.0,22.0,29.0,19.0,691,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3429.0,3184.0,ratelimit,conda-forge/ratelimit,,,5857541.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,245.0,5857169.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13792.0,3.0,,,,,,,,,,,,,,,,,, +314,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2023-07-20 01:35:48.000,2023-07-20 01:35:48,491.0,,70,22.0,66.0,12.0,99.0,477,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,24,True,771.0,680.0,hickle,conda-forge/hickle,,,34917.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,34522.0,https://anaconda.org/conda-forge/hickle,2023-06-16 16:13:03.471,24120.0,3.0,,,,,,,,,,,,,,,,,, +315,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,419.0,295.0,messytables,,,,15626.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,15626.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,311,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,216.0,194.0,pyhdb,,,102.0,384579.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,384578.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,265,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,926.0,839.0,deepdish,conda-forge/deepdish,,,16677.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,15616.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,92369.0,3.0,,,,,,,,,,,,,,,,,, +318,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5968.0,4632.0,clint,conda-forge/clint,,117.0,99212.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1336.0,98605.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56506.0,3.0,,,,,,,,,,,,,,,,,, +319,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,306.0,1817.0,69,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8609.0,,openpyxl,openpyxl,,,66804692.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8579.0,66802550.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,210898.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1225.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +320,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10553,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,50.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,50.0,,,,2.0,,,,,,,,,,,,,,,,,, +321,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1557,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,117579.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,117579.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-01-29 10:01:41.000,2023-12-14 12:24:12,327.0,2.0,80,43.0,248.0,46.0,41.0,1331,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,23,True,39.0,29.0,tasktiger,,,,4637.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,4637.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-01-29 22:21:49.000,2023-10-27 23:08:49,1413.0,,46,18.0,137.0,3.0,13.0,703,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,23,True,66.0,,ubelt,conda-forge/ubelt,,,21983.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,19596.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,69240.0,3.0,,,,,,,,,,,,,,,,,, +324,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,18.0,23,18.0,177.0,10.0,16.0,354,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,23,True,392.0,353.0,aiomisc,,,,17736.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,39.0,17736.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,7.0,29,8.0,54.0,14.0,11.0,289,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,23,True,407.0,349.0,rtoml,,,,125386.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,125386.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,203.0,195.0,pysparkling,conda-forge/pysparkling,,,10113.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9982.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4619.0,3.0,,,,,,,,,,,,,,,,,, +327,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2023-08-09 06:01:19.000,2023-06-15 13:15:37,294.0,,40,8.0,39.0,8.0,37.0,153,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,23,True,1049.0,1001.0,filedepot,,,,12661.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,48.0,12661.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2854.0,2658.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,139085.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,138724.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27489.0,3.0,,,,,,,,,,,,,,,,,, +329,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,3.0,4,3.0,182.0,23.0,760.0,6,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,645.0,,py2neo,conda-forge/py2neo,,,40101.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,645.0,39303.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63840.0,3.0,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3498,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,441.0,407.0,pampy,,,,26299.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,26299.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3245,,,4.0,19.0,22,False,611.0,581.0,macropy3,,,,213.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,213.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-02-02 22:49:36.000,2024-01-22 19:00:56,85.0,3.0,145,34.0,13.0,10.0,172.0,3240,2024-01-22 18:43:58.000,2.1.21,66.0,1.0,22,False,205.0,205.0,ptext-joris-schellekens,conda-forge/borb,,,1601.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,48033.0,3.0,,,,,,,,,,,,,,,,,, +333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,59.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,59.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,57.0,2482,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,,22892.0,693.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,46.0,34.0,18.0,11.0,1804,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4665.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4665.0,,,,3.0,,,,,,,,,,,,,,,,,, +336,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,188.0,166.0,pinject,conda-forge/pinject,,,48943.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,48773.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4944.0,3.0,,,,,,,,,,,,,,,,,, +337,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,861,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,237.0,218.0,unsync,conda-forge/unsync,,,45946.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,45667.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12285.0,3.0,,,,,,,,,,,,,,,,,, +338,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,857,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,194.0,165.0,rows,,,38.0,734.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,734.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,845,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1517.0,1415.0,pickledb,,,,37694.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,102.0,37694.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,566,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,119.0,110.0,pypyr,conda-forge/pypyr,,,2983.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2438.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13626.0,3.0,,,,,,,,,,,,,,,,,, +341,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,514,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11493.0,9446.0,unipath,,,,53120.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,53120.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,18,6.0,64.0,11.0,24.0,160,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,236.0,224.0,aioprometheus,,,,171574.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,171574.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-02-05 17:31:31.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,16.0,15.0,148,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,308.0,270.0,docopt-ng,,,,115192.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,115192.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,2.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2303.0,2175.0,stopit,conda-forge/stopit,,,556512.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,545754.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,785376.0,3.0,,,,,,,,,,,,,,,,,, +345,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-02-08 12:18:17.000,2024-01-31 14:05:55,1802.0,48.0,5,3.0,806.0,18.0,39.0,51,2024-01-07 05:39:51.000,4.7.3,68.0,8.0,22,False,68.0,60.0,click-extra,,,245.0,4820.0,https://pypi.org/project/click-extra,2024-01-07 05:39:36.000,8.0,4812.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,1040.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,1040.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,878,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,250.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,250.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21,10.0,32.0,22.0,21.0,654,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,21,False,70.0,67.0,pugsql,,,,3865.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,3865.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4547.0,3359.0,awesome-slugify,conda-forge/awesome-slugify,,,48183.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,47444.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69513.0,3.0,,,,,,,,,,,,,,,,,, +350,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,354,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,711.0,628.0,pymodm,conda-forge/pymodm,,,8703.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,8594.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5241.0,3.0,,,,,,,,,,,,,,,,,, +351,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,15.0,34.0,25.0,11.0,289,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,423.0,404.0,price-parser,,,,78518.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,78518.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,285,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,168.0,162.0,datatest,,,,14494.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14494.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-02-08 12:35:24.000,2024-02-08 05:27:42,696.0,54.0,24,4.0,264.0,4.0,,275,2024-02-07 18:55:27.000,1.1.247,607.0,12.0,21,True,5.0,5.0,upgini,,,,7208.0,https://pypi.org/project/upgini,2024-02-08 12:35:24.000,,7208.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,208,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,,10661.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10661.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,204,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,900.0,896.0,gsheetsdb,,,,60204.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,60204.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,23.0,44,15.0,630.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,21,True,9.0,9.0,batchflow,,,,457.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,457.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,127,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,False,2210.0,2146.0,coolname,conda-forge/coolname,,,431918.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,64.0,429745.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,82607.0,3.0,,,,,,,,,,,,,,,,,, +358,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,67.0,4.0,1.0,41.0,2160,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1602.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1602.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,84.0,39.0,1427,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11536.0,1178.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,998.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,714,2022-09-19 07:35:46.000,0.3.2,47.0,11.0,20,False,60.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,2597.0,https://pypi.org/project/pdpipe,,,1848.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29227.0,3.0,,,,,,,,,,,,,,,,,, +361,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-02-07 16:26:04.000,2024-02-07 16:25:56,636.0,195.0,28,5.0,101.0,6.0,16.0,579,2024-02-02 13:15:38.000,1.9.0,64.0,7.0,20,True,,,pipeless-ai,,,659.0,280.0,https://pypi.org/project/pipeless-ai,,,171.0,,,,1.0,,,,,,,,,,,,,,,,,, +362,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,False,87.0,70.0,valideer,conda-forge/valideer,,,8643.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8417.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21268.0,3.0,,,,,,,,,,,,,,,,,, +363,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,458,157.0,142.0,78.0,27.0,1983,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,39.0,39.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +364,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-02-08 09:28:50.000,2024-02-07 01:16:06,3001.0,113.0,141,29.0,225.0,32.0,370.0,1351,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,158.0,131.0,queries,,,,2810.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2810.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1115.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,132.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65876.0,3.0,,,,,,,,,,,,,,,,,, +367,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,85.0,81.0,typical,conda-forge/typical,,,2579.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1504.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35491.0,3.0,,,,,,,,,,,,,,,,,, +368,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,101,56.0,74.0,18.0,16.0,2041,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,,,mara-pipelines,,,,125.0,https://pypi.org/project/mara-pipelines,,,125.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,57,35.0,46.0,14.0,58.0,1104,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,194.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,194.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,521.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,521.0,,,,3.0,,,,,,,,,,,,piskvorky/bounter,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1356,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,57.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,57.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,976,,,,1000.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +373,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,67,19.0,28.0,42.0,30.0,849,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,,1231.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1231.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,432,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,350.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,350.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-02-06 03:28:09.000,2024-01-15 11:48:36,125.0,6.0,8,13.0,170.0,2.0,9.0,271,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1772.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,1772.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +376,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,182,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,218192.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,218192.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:01:39.000,2021-12-28 23:01:31,1269.0,,75,52.0,23.0,21.0,8.0,1607,,,,18.0,16,False,,,riko,,,,237.0,https://pypi.org/project/riko,,,237.0,,,,3.0,,,,,,,,,,,,,-2.0,,,,, +378,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,76,24.0,19.0,11.0,13.0,950,,,,13.0,16,True,28.0,28.0,d6tflow,,,,209.0,https://pypi.org/project/d6tflow,,,209.0,,,,3.0,,,,,,,,,,,,,-2.0,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,58.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,58.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,17.0,278.0,127.0,78.0,616,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,233.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,233.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1195,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,68.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,68.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:13.000,0.0.78,56.0,2.0,14,False,10.0,10.0,supersqlite,,,,108.0,https://pypi.org/project/supersqlite,,,108.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,40.0,35.0,cleverdict,,,,314.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,314.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,801.0,792.0,millify,,,,45864.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,45864.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,545,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,['pandas'],,71.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,71.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,,2022-06-09 16:16:22.000,2024-02-07 18:28:19.000,2024-01-19 20:44:25,947.0,49.0,20,2.0,810.0,7.0,18.0,258,2024-01-19 20:50:33.000,0.1.53,36.0,14.0,13,False,,,the-guide,,,,18.0,https://pypi.org/project/the-guide,,,18.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,106,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,107.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,107.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,,138.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,138.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,35,29.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,782,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 7e69583..c240815 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- redis (πŸ₯‡44 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python Client. MIT -- dill (πŸ₯ˆ38 Β· ⭐ 2.1K Β· πŸ“ˆ) - serialize all of Python. BSD-3 -- Intake (πŸ₯‰30 Β· ⭐ 970 Β· πŸ“ˆ) - Intake is a lightweight package for finding, investigating, loading.. BSD-2 -- cx-Oracle (πŸ₯‰30 Β· ⭐ 870 Β· πŸ“ˆ) - Python interface to Oracle Database now superseded by python-.. BSD-3 -- configobj (πŸ₯‰29 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +- pydantic (πŸ₯‡45 Β· ⭐ 18K Β· πŸ“ˆ) - Data validation using Python type hints. MIT +- pulumi (πŸ₯ˆ43 Β· ⭐ 19K Β· πŸ“ˆ) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +- cookiecutter (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“ˆ) - A cross-platform command-line utility that creates projects.. BSD-3 +- watchdog (πŸ₯ˆ38 Β· ⭐ 6.2K Β· πŸ“ˆ) - Python library and shell utilities to monitor filesystem events. Apache-2 +- pysimdjson (πŸ₯‰27 Β· ⭐ 620 Β· πŸ“ˆ) - Python bindings for the simdjson project. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- fabric (πŸ₯‰34 Β· ⭐ 14K Β· πŸ“‰) - Simple, Pythonic remote execution and deployment. BSD-2 -- diagrams (πŸ₯ˆ33 Β· ⭐ 34K Β· πŸ“‰) - Diagram as Code for prototyping cloud system architectures. MIT -- zarr (πŸ₯ˆ33 Β· ⭐ 1.3K Β· πŸ“‰) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- plumbum (πŸ₯‰32 Β· ⭐ 2.7K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT -- holidays (πŸ₯‰32 Β· ⭐ 1.3K Β· πŸ“‰) - Generate and work with holidays in Python. MIT +- rich (πŸ₯‡42 Β· ⭐ 46K Β· πŸ“‰) - Rich is a Python library for rich text and beautiful formatting in the.. MIT +- dataset (πŸ₯‰28 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT +- phonenumbers (πŸ₯‰28 Β· ⭐ 3.4K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 +- riko (πŸ₯‰16 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT From 3396ed3f85a445999c0bd24da0aaf122b6b09897 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 15 Feb 2024 13:34:49 +0000 Subject: [PATCH 52/70] Update best-of list for version 2024.02.15 --- README.md | 1246 +++++++++++++++---------------- history/2024-02-15_changes.md | 20 + history/2024-02-15_projects.csv | 392 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1028 insertions(+), 650 deletions(-) create mode 100644 history/2024-02-15_changes.md create mode 100644 history/2024-02-15_projects.csv diff --git a/README.md b/README.md index 16f4ecf..59d2996 100644 --- a/README.md +++ b/README.md @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡52 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 40M Β· πŸ“¦ 580K Β· πŸ“‹ 6K - 11% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 41M Β· πŸ“¦ 590K Β· πŸ“‹ 6.1K - 11% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,7 +99,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.4M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ``` @@ -111,27 +111,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 15M / month Β· πŸ“¦ 340 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 16M / month Β· πŸ“¦ 340 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 950K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 960K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.2M / month Β· πŸ“¦ 280 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.3M / month Β· πŸ“¦ 290 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 37M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 39M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): ``` pip install marshmallow ``` @@ -147,7 +147,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 47M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 48M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): ``` pip install dill ``` @@ -158,12 +158,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
orjson (πŸ₯ˆ36 Β· ⭐ 5.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 73K Β· πŸ“‹ 360 - 0% open Β· ⏱️ 03.02.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 73K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 16M / month Β· πŸ“¦ 1.3K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 17M / month Β· πŸ“¦ 1.3K Β· ⏱️ 14.02.2024): ``` pip install orjson ``` @@ -179,7 +179,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 9.9M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 10M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): ``` pip install ujson ``` @@ -199,7 +199,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.1M Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.1M Β· ⏱️ 15.02.2024): ``` conda install -c conda-forge simplejson ``` @@ -211,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 10M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 11M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): ``` pip install jsonpickle ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 60M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 61M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -238,12 +238,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
cloudpickle (πŸ₯‰33 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 36M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 37M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
srsly (πŸ₯‰30 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 39K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 40K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.6M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.7M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2.3M / month Β· πŸ“¦ 280 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2.2M / month Β· πŸ“¦ 280 Β· ⏱️ 14.12.2023): ``` pip install python-rapidjson ``` @@ -284,34 +284,34 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge python-rapidjson ```
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pysimdjson (πŸ₯‰27 Β· ⭐ 620 Β· πŸ“ˆ) - Python bindings for the simdjson project. MIT +
pysimdjson (πŸ₯‰27 Β· ⭐ 620) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 1.3K Β· πŸ“‹ 87 - 10% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 880K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 920K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 83K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 84K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ```
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hickle (πŸ₯‰24 Β· ⭐ 480 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰25 Β· ⭐ 480 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT - [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 680 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 35K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 34K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 24K Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge hickle ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 130K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 120K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.5K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/pandas-dev/pandas @@ -351,31 +351,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 47M Β· ⏱️ 20.01.2024): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 48M Β· ⏱️ 20.01.2024): ``` conda install -c conda-forge pandas ```
polars (πŸ₯‡41 Β· ⭐ 24K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 360 Β· πŸ”€ 1.4K Β· πŸ“₯ 230 Β· πŸ“¦ 3 Β· πŸ“‹ 6.5K - 20% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 260 Β· πŸ“¦ 3 Β· πŸ“‹ 6.6K - 20% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.5M / month Β· πŸ“¦ 420 Β· ⏱️ 04.02.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.5M / month Β· πŸ“¦ 440 Β· ⏱️ 14.02.2024): ``` pip install polars ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 24K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 24K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): ``` pip install xarray ``` @@ -391,55 +391,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 16M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 17M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 14M Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 15M Β· ⏱️ 13.12.2023): ``` conda install -c conda-forge h5py ```
Modin (πŸ₯ˆ37 Β· ⭐ 9.3K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 770K / month Β· πŸ“¦ 34 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 770K / month Β· πŸ“¦ 35 Β· ⏱️ 14.02.2024): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 290K Β· ⏱️ 19.01.2024): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 290K Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge modin-core ```
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PyTables (πŸ₯ˆ35 Β· ⭐ 1.2K) - A Python package to manage extremely large amounts of data. BSD-3 +
zarr (πŸ₯ˆ35 Β· ⭐ 1.3K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 280 Β· πŸ“¦ 3.3K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 15.02.2024): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 880K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 520K / month Β· πŸ“¦ 510 Β· ⏱️ 14.02.2024): ``` - pip install tables + pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.8M Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.9M Β· ⏱️ 15.02.2024): ``` - conda install -c conda-forge pytables + conda install -c conda-forge zarr ```
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 200 Β· πŸ“₯ 550 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 200 Β· πŸ“₯ 590 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 10.02.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.2M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.6M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): ``` pip install numexpr ``` @@ -448,25 +448,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge numexpr ```
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pandera (πŸ₯ˆ33 Β· ⭐ 2.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.3K Β· πŸ“‹ 720 - 41% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 06.02.2024): ``` - git clone https://github.com/pandera-dev/pandera + git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.4M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 920K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` - pip install pandera + pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 33K Β· ⏱️ 07.11.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.8M Β· ⏱️ 04.12.2023): ``` - conda install -c conda-forge pandera-core + conda install -c conda-forge pytables ```
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docarray (πŸ₯ˆ33 Β· ⭐ 2.6K) - Represent, send, store and search multimodal data. Apache-2 +
docarray (πŸ₯ˆ33 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.7K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 21.01.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.8K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 09.02.2024): ``` git clone https://github.com/jina-ai/docarray @@ -480,36 +480,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docarray ```
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zarr (πŸ₯ˆ33 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.4K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 240 Β· πŸ“¦ 3.3K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/zarr-developers/zarr-python + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 490K / month Β· πŸ“¦ 500 Β· ⏱️ 18.08.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 550K / month Β· πŸ“¦ 940 Β· ⏱️ 12.06.2023): ``` - pip install zarr + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.9M Β· ⏱️ 21.08.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 370K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge zarr + conda install -c conda-forge tinydb ```
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TinyDB (πŸ₯ˆ32 Β· ⭐ 6.4K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
pandera (πŸ₯ˆ32 Β· ⭐ 2.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.3K Β· πŸ“‹ 720 - 41% open Β· ⏱️ 08.02.2024): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 540K / month Β· πŸ“¦ 940 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.4M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): ``` - pip install tinydb + pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 370K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 33K Β· ⏱️ 07.11.2023): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge pandera-core ```
Bottleneck (πŸ₯ˆ32 Β· ⭐ 980 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 @@ -551,7 +551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 35K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 33K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -567,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.4M / month Β· πŸ“¦ 66 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.4M / month Β· πŸ“¦ 67 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 55K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 52K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -599,19 +599,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 310K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 320K Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge swifter ```
StaticFrame (πŸ₯‰28 Β· ⭐ 390) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 610 - 6% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.9K / month Β· πŸ“¦ 2 Β· ⏱️ 30.01.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 30.01.2024): ``` pip install static-frame ``` @@ -643,19 +643,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 85K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 86K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
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pickleDB (πŸ₯‰22 Β· ⭐ 840 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰22 Β· ⭐ 850 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.4K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 38K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 48K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -667,7 +667,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 130 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 200 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -709,14 +709,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯‡33 Β· ⭐ 370) - The multidict implementation. Apache-2 +
multidict (πŸ₯‡33 Β· ⭐ 380) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.3K Β· πŸ“‹ 150 - 11% open Β· ⏱️ 03.02.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.4K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 85M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 90M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.02.2024): ``` pip install multidict ``` @@ -725,7 +725,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge multidict ```
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anytree (πŸ₯ˆ32 Β· ⭐ 880) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ32 Β· ⭐ 890) - Python tree data library. Apache-2 - [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): @@ -757,18 +757,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge glom ```
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bidict (πŸ₯ˆ30 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 +
bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 26 Β· πŸ“¦ 22K Β· πŸ“‹ 57 - 1% open Β· ⏱️ 04.02.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 5 Β· πŸ“¦ 22K Β· πŸ“‹ 59 - 1% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.6M / month Β· πŸ“¦ 530 Β· ⏱️ 02.01.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.6M / month Β· πŸ“¦ 530 Β· ⏱️ 14.02.2024): ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 380K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 380K Β· ⏱️ 15.02.2024): ``` conda install -c conda-forge bidict ``` @@ -789,14 +789,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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janus (πŸ₯‰27 Β· ⭐ 760) - Thread-safe asyncio-aware queue for Python. Apache-2 +
janus (πŸ₯‰27 Β· ⭐ 770) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 42 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 42 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 660K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -807,7 +807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (πŸ₯‰27 Β· ⭐ 730 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 86 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 85 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch @@ -828,7 +828,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 5.9M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 4.7M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -867,30 +867,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡45 Β· ⭐ 18K Β· πŸ“ˆ) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.6K Β· πŸ“¦ 330K Β· πŸ“‹ 3.7K - 9% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.6K Β· πŸ“¦ 340K Β· πŸ“‹ 3.7K - 8% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 140M / month Β· πŸ“¦ 11K Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 150M / month Β· πŸ“¦ 11K Β· ⏱️ 05.02.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 6.9M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7M Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 160 Β· πŸ“¦ 510K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 160 Β· πŸ“¦ 520K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 100M / month Β· πŸ“¦ 19K Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 110M / month Β· πŸ“¦ 19K Β· ⏱️ 19.01.2024): ``` pip install jsonschema ``` @@ -917,12 +917,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cerberus (πŸ₯ˆ33 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 15K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -931,9 +931,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cerberus ```
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schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT +
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.1K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.2K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/keleshev/schema @@ -954,7 +954,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -963,41 +963,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge validators ```
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param (πŸ₯‰30 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
python-email-validator (πŸ₯‰30 Β· ⭐ 950) - A robust email syntax and deliverability validation.. Unlicense -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.7K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 130 Β· πŸ“‹ 86 - 10% open Β· ⏱️ 12.02.2024): ``` - git clone https://github.com/holoviz/param + git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 680K / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 11M / month Β· πŸ“¦ 470 Β· ⏱️ 23.10.2023): ``` - pip install param + pip install email-validator ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 150K Β· ⏱️ 23.10.2023): ``` - conda install -c conda-forge param + conda install -c conda-forge email-validator ```
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python-email-validator (πŸ₯‰29 Β· ⭐ 940) - A robust email syntax and deliverability validation.. Unlicense +
param (πŸ₯‰30 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 130 Β· πŸ“‹ 84 - 10% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.8K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): ``` - git clone https://github.com/JoshData/python-email-validator + git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 11M / month Β· πŸ“¦ 470 Β· ⏱️ 23.10.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 950K / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): ``` - pip install email-validator + pip install param ``` -- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 150K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 17.01.2024): ``` - conda install -c conda-forge email-validator + conda install -c conda-forge param ```
strictyaml (πŸ₯‰27 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 2.2K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 2.3K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml @@ -1011,14 +1011,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰24 Β· ⭐ 750) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰23 Β· ⭐ 750) - Doing dirty (but extremely useful) things with equals. MIT - [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 260 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 230K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 210K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1034,7 +1034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 11K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 10K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1050,7 +1050,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typical ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 35K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 36K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typical ``` @@ -1092,7 +1092,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2.2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1111,34 +1111,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
arrow (πŸ₯‡38 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 90K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 91K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 23M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 25M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.7M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.8M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
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dateparser (πŸ₯ˆ37 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯ˆ36 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 - [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 190K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 200K Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge dateparser ``` @@ -1177,7 +1177,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯ˆ35 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 5 Β· πŸ“¦ 1.8M Β· πŸ“‹ 86 - 37% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 8 Β· πŸ“¦ 1.8M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1214,7 +1214,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 44M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 45M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1236,7 +1236,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡41 Β· ⭐ 740) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 91K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 93K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1250,14 +1250,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ38 Β· ⭐ 6.2K Β· πŸ“ˆ) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ38 Β· ⭐ 6.2K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 13M / month Β· πŸ“¦ 8.2K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8.2K Β· ⏱️ 06.02.2024): ``` pip install watchdog ``` @@ -1268,7 +1268,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (πŸ₯ˆ35 Β· ⭐ 640) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 91 Β· πŸ“¦ 390K Β· πŸ“‹ 100 - 11% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 390K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1284,12 +1284,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ32 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 140 Β· πŸ“¦ 130K Β· πŸ“‹ 110 - 42% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 140 Β· πŸ“¦ 130K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 11M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 12M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` @@ -1316,12 +1316,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
scandir (πŸ₯‰30 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 -- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 67 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 68 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1341,7 +1341,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 490K Β· ⏱️ 04.02.2024): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 500K Β· ⏱️ 04.02.2024): ``` conda install -c conda-forge path ``` @@ -1376,7 +1376,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/python/typing @@ -1406,12 +1406,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.1K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.7K Β· πŸ“¦ 620K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.7K Β· πŸ“¦ 620K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 230M / month Β· πŸ“¦ 22K Β· ⏱️ 30.01.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 240M / month Β· πŸ“¦ 22K Β· ⏱️ 30.01.2024): ``` pip install cryptography ``` @@ -1422,7 +1422,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 300 Β· πŸ“¦ 88K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 310 Β· πŸ“¦ 88K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1438,28 +1438,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 500 - 7% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 380K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 370K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 260 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 240 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 140 - 7% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 130 - 5% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 51M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 52M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` @@ -1468,7 +1468,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
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keyring (πŸ₯‰35 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰36 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT - [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 07.02.2024): @@ -1491,7 +1491,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 65M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 66M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1524,71 +1524,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.8M / month Β· πŸ“¦ 4.1K Β· ⏱️ 30.01.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.9M / month Β· πŸ“¦ 4.1K Β· ⏱️ 30.01.2024): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 990K Β· ⏱️ 11.10.2023): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 990K Β· ⏱️ 13.02.2024): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 07.02.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 14.02.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 15.02.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 470M / month Β· πŸ“¦ 8.7K Β· ⏱️ 07.02.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 490M / month Β· πŸ“¦ 8.7K Β· ⏱️ 14.02.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge botocore ```
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pulumi (πŸ₯ˆ43 Β· ⭐ 19K Β· πŸ“ˆ) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
pulumi (πŸ₯ˆ43 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.2M Β· πŸ“¦ 7.2K Β· πŸ“‹ 6.9K - 29% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.2M Β· πŸ“¦ 7.3K Β· πŸ“‹ 7K - 29% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 170 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 170 Β· ⏱️ 08.02.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.2M / month Β· πŸ“¦ 930 Β· ⏱️ 08.02.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.1M / month Β· πŸ“¦ 930 Β· ⏱️ 08.02.2024): ``` npm install @pulumi/pulumi ```
docker (πŸ₯ˆ43 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 830 Β· πŸ“¦ 75K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 840 Β· πŸ“¦ 75K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/docker/docker-py @@ -1597,19 +1597,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4M Β· ⏱️ 09.12.2023): ``` conda install -c conda-forge docker-py ```
paramiko (πŸ₯ˆ42 Β· ⭐ 8.7K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 90K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 27.01.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 91K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 48M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 49M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` pip install paramiko ``` @@ -1620,7 +1620,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ40 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 87M Β· πŸ“¦ 380 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 88M Β· πŸ“¦ 390 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/docker/compose @@ -1629,19 +1629,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 380K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 390K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge docker-compose ```
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.3K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 22M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 21M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1650,7 +1650,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
-
netmiko (πŸ₯ˆ38 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
netmiko (πŸ₯‰37 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT - [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.2K Β· πŸ“‹ 2K - 7% open Β· ⏱️ 12.01.2024): @@ -1685,11 +1685,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.5M / month Β· πŸ“¦ 150 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.6M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 82K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 83K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ``` @@ -1701,7 +1701,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.1M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.2M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1721,7 +1721,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install sshtunnel ``` -- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 130K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sshtunnel ``` @@ -1733,7 +1733,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 32K / month Β· πŸ“¦ 12 Β· ⏱️ 25.01.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 30K / month Β· πŸ“¦ 12 Β· ⏱️ 25.01.2024): ``` pip install pyinfra ``` @@ -1745,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.4K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1760,7 +1760,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - parallel-ssh (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰13 Β· ⭐ 260) - Platform to programmatically manage, test, and debug data.. ❗Unlicensed +- Grai (πŸ₯‰13 Β· ⭐ 260) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1775,7 +1775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 61M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 64M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1807,7 +1807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.8M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.9M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1818,12 +1818,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ptyprocess (πŸ₯‰26 Β· ⭐ 200) - Run a subprocess in a pseudo terminal. ISC -- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 64 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 66 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 45M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1845,11 +1845,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 93M / month Β· πŸ“¦ 10K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 94M / month Β· πŸ“¦ 10K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.7M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.8M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ``` @@ -1861,7 +1861,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.2M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.3M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1872,12 +1872,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ38 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 330 - 14% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 330 - 14% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 81M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 69M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): ``` pip install anyio ``` @@ -1888,28 +1888,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰27 Β· ⭐ 1.3K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 3.1K Β· πŸ“‹ 18 - 77% open Β· ⏱️ 28.01.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 3.2K Β· πŸ“‹ 18 - 77% open Β· ⏱️ 28.01.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 110K / month Β· πŸ“¦ 74 Β· ⏱️ 28.01.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 120K / month Β· πŸ“¦ 74 Β· ⏱️ 28.01.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.7K Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.8K Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge asyncer ```
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aiomisc (πŸ₯‰23 Β· ⭐ 350) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰23 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT - [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 350 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 20K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ``` @@ -1947,11 +1947,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 44M / month Β· πŸ“¦ 9.9K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 47M / month Β· πŸ“¦ 9.9K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 2.9M Β· ⏱️ 23.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3M Β· ⏱️ 23.01.2024): ``` conda install -c conda-forge python-dotenv ``` @@ -1963,7 +1963,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 38M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 39M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): ``` pip install traitlets ``` @@ -1983,19 +1983,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 66K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 67K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge dynaconf ```
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hydra (πŸ₯ˆ32 Β· ⭐ 7.9K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯ˆ32 Β· ⭐ 8K) - Hydra is a framework for elegantly configuring complex applications. MIT - [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 20K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 15K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 14K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2031,7 +2031,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 75K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 76K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ``` @@ -2043,7 +2043,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 190K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 200K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2059,7 +2059,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 100K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 99K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2070,7 +2070,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 1 hidden projects... -- configobj (πŸ₯‰29 Β· ⭐ 300 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +- configobj (πŸ₯‰28 Β· ⭐ 310 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3

@@ -2080,7 +2080,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 230 Β· πŸ“¦ 1.5M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 230 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/pallets/click @@ -2094,14 +2094,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡42 Β· ⭐ 46K Β· πŸ“‰) - Rich is a Python library for rich text and beautiful formatting in the.. MIT +
rich (πŸ₯‡41 Β· ⭐ 46K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT - [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 170K Β· πŸ“‹ 1.3K - 18% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 42M / month Β· πŸ“¦ 6.3K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 43M / month Β· πŸ“¦ 6.3K Β· ⏱️ 15.11.2023): ``` pip install rich ``` @@ -2112,12 +2112,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.8K) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 42M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 44M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2128,12 +2128,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ37 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· πŸ“‹ 320 - 44% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 1.4K Β· πŸ“¦ 30K Β· πŸ“‹ 320 - 44% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 5.9M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2142,62 +2142,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fire ```
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colorama (πŸ₯ˆ35 Β· ⭐ 3.3K) - Simple cross-platform colored terminal text in Python. BSD-3 +
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 860K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 120 Β· πŸ“₯ 330 Β· πŸ“¦ 50K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 29.01.2024): ``` - git clone https://github.com/tartley/colorama + git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 130M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 24M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): ``` - pip install colorama + pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.5M Β· ⏱️ 24.01.2024): ``` - conda install -c conda-forge colorama + conda install -c conda-forge argcomplete ```
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argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 +
colorama (πŸ₯ˆ35 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 120 Β· πŸ“₯ 330 Β· πŸ“¦ 50K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 870K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` - git clone https://github.com/kislyuk/argcomplete + git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 24M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 130M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` - pip install argcomplete + pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.5M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge argcomplete + conda install -c conda-forge colorama ```
cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 85 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 85 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 29M / month Β· πŸ“¦ 260 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 29M / month Β· πŸ“¦ 270 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 650K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 660K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
wcwidth (πŸ₯‰34 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 51 Β· πŸ“¦ 500K Β· πŸ“‹ 48 - 18% open Β· ⏱️ 17.01.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 53 Β· πŸ“¦ 500K Β· πŸ“‹ 50 - 22% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 57M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 58M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2208,7 +2208,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Typer (πŸ₯‰32 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 510 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 520 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/tiangolo/typer @@ -2222,7 +2222,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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questionary (πŸ₯‰32 Β· ⭐ 1.3K) - Python library to build pretty command line user prompts Easy to use.. MIT +
questionary (πŸ₯‰32 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT - [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 78 Β· πŸ“¦ 11K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): @@ -2245,7 +2245,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 180K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 200K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2256,7 +2256,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ConfigArgParse (πŸ₯‰27 Β· ⭐ 680 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 110 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse @@ -2289,7 +2289,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 190 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 170 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2334,12 +2334,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 990) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 09.02.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 440K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 460K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2376,9 +2376,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰25 Β· ⭐ 490) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰26 Β· ⭐ 500) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 57 Β· πŸ“¦ 430 Β· πŸ“‹ 76 - 28% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 57 Β· πŸ“¦ 430 Β· πŸ“‹ 78 - 26% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/shaypal5/cachier @@ -2402,7 +2402,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 35K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/kivy/kivy @@ -2416,35 +2416,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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PySimpleGUI (πŸ₯ˆ36 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗️LGPL-3.0 +
DearPyGui (πŸ₯ˆ35 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/PySimpleGUI/PySimpleGUI) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 1.8K Β· πŸ“¦ 11K Β· πŸ“‹ 3.5K - 21% open Β· ⏱️ 03.02.2024): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 650 Β· πŸ“¦ 2.7K Β· πŸ“‹ 1.3K - 20% open Β· ⏱️ 07.02.2024): ``` - git clone https://github.com/PySimpleGUI/PySimpleGUI - ``` -- [PyPi](https://pypi.org/project/pysimplegui) (πŸ“₯ 660K / month Β· πŸ“¦ 350 Β· ⏱️ 21.05.2023): - ``` - pip install pysimplegui + git clone https://github.com/hoffstadt/DearPyGui ``` -- [Conda](https://anaconda.org/conda-forge/pysimplegui) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 70K / month Β· πŸ“¦ 56 Β· ⏱️ 09.10.2023): ``` - conda install -c conda-forge pysimplegui + pip install dearpygui ```
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DearPyGui (πŸ₯ˆ35 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
toga (πŸ₯ˆ32 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 650 Β· πŸ“¦ 2.6K Β· πŸ“‹ 1.3K - 20% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.6K Β· πŸ“¦ 3 Β· πŸ“‹ 840 - 18% open Β· ⏱️ 14.02.2024): ``` - git clone https://github.com/hoffstadt/DearPyGui + git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 67K / month Β· πŸ“¦ 56 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.8K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): ``` - pip install dearpygui + pip install toga + ``` +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 20 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): + ``` + npm install @pybee/toga ```
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Eel (πŸ₯ˆ31 Β· ⭐ 6K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
Eel (πŸ₯‰31 Β· ⭐ 6.1K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT - [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.8K Β· πŸ“‹ 530 - 34% open Β· ⏱️ 04.03.2023): @@ -2456,30 +2456,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install eel ```
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toga (πŸ₯ˆ31 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 - -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.6K Β· πŸ“¦ 3 Β· πŸ“‹ 840 - 18% open Β· ⏱️ 06.02.2024): - - ``` - git clone https://github.com/beeware/toga - ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.6K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): - ``` - pip install toga - ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 20 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): - ``` - npm install @pybee/toga - ``` -
flexx (πŸ₯‰26 Β· ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2 -- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 130 Β· πŸ“‹ 450 - 19% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 130 Β· πŸ“‹ 460 - 20% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 460 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 500 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2488,8 +2472,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge flexx ```
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Show 3 hidden projects... +
Show 4 hidden projects... +- PySimpleGUI (πŸ₯ˆ33 Β· ⭐ 13K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed - Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰27 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed @@ -2502,14 +2487,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡20 Β· ⭐ 580) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡19 Β· ⭐ 590) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 28 Β· πŸ“₯ 660 Β· πŸ“‹ 22 - 27% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 28 Β· πŸ“₯ 690 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 170 / month): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2530,6 +2515,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries. +
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 + +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 09.02.2024): + + ``` + git clone https://github.com/daviddrysdale/python-phonenumbers + ``` +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 09.02.2024): + ``` + pip install phonenumbers + ``` +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 870K Β· ⏱️ 09.02.2024): + ``` + conda install -c conda-forge phonenumbers + ``` +
emoji (πŸ₯‡34 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 - [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 300 Β· πŸ“¦ 66K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 31.01.2024): @@ -2546,14 +2547,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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chardet (πŸ₯‡32 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 +
chardet (πŸ₯ˆ32 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 6 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 56M / month Β· πŸ“¦ 39K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 57M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2561,30 +2562,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 34 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 110 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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python-slugify (πŸ₯ˆ30 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯ˆ31 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“‹ 71 - 1% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“‹ 71 - 1% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 15M / month Β· πŸ“¦ 2.9K Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 16M / month Β· πŸ“¦ 3K Β· ⏱️ 08.02.2024): ``` pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 31.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 08.02.2024): ``` conda install -c conda-forge python-slugify ```
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inflect (πŸ₯ˆ30 Β· ⭐ 900) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯‰30 Β· ⭐ 900) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 26.12.2023): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/jaraco/inflect @@ -2598,30 +2599,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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phonenumbers (πŸ₯‰28 Β· ⭐ 3.4K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 - -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 390 Β· πŸ“‹ 180 - 4% open Β· ⏱️ 26.01.2024): - - ``` - git clone https://github.com/daviddrysdale/python-phonenumbers - ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.3M / month): - ``` - pip install phonenumbers - ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 870K Β· ⏱️ 26.01.2024): - ``` - conda install -c conda-forge phonenumbers - ``` -
price-parser (πŸ₯‰21 Β· ⭐ 290) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 400 Β· πŸ“‹ 36 - 69% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 410 Β· πŸ“‹ 38 - 65% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 79K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 78K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2652,44 +2637,44 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 400K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 410K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1B / month Β· πŸ“¦ 18K Β· ⏱️ 07.02.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 18K Β· ⏱️ 14.02.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 07.02.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 15.02.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.4K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 710K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 720K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 100M / month Β· πŸ“¦ 48K Β· ⏱️ 03.01.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 48K Β· ⏱️ 13.02.2024): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 15.01.2024): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 13.02.2024): ``` conda install -c conda-forge sqlalchemy ```
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.6K - 13% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 37M / month Β· πŸ“¦ 28K Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 28K Β· ⏱️ 15.01.2024): ``` pip install redis ``` @@ -2698,14 +2683,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
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google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 + +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 15.02.2024): + + ``` + git clone https://github.com/googleapis/google-cloud-python + ``` +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 61M / month Β· πŸ“¦ 2.1K Β· ⏱️ 12.12.2023): + ``` + pip install google-cloud-storage + ``` +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 13.12.2023): + ``` + conda install -c conda-forge google-cloud-storage + ``` +
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4.1K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.3K - 13% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.3K - 13% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 740 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 46M / month Β· πŸ“¦ 750 Β· ⏱️ 07.11.2023): ``` pip install azure-storage-blob ``` @@ -2716,12 +2717,12 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.3K Β· πŸ“¦ 27K Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 27K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.7M / month): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.9M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): ``` pip install peewee ``` @@ -2730,41 +2731,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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google-cloud-storage (πŸ₯‡41 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 - -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 07.02.2024): - - ``` - git clone https://github.com/googleapis/google-cloud-python - ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 61M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2023): - ``` - pip install google-cloud-storage - ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 13.12.2023): - ``` - conda install -c conda-forge google-cloud-storage - ``` -
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PyMySQL (πŸ₯‡40 Β· ⭐ 7.5K) - MySQL client library for Python. MIT - -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 200K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 02.02.2024): - - ``` - git clone https://github.com/PyMySQL/PyMySQL - ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 40M / month Β· πŸ“¦ 640 Β· ⏱️ 26.06.2023): - ``` - pip install PyMySQL - ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.3M Β· ⏱️ 26.06.2023): - ``` - conda install -c conda-forge pymysql - ``` -
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2780,12 +2749,12 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯‡40 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 10.02.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 24M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 25M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): ``` pip install pymongo ``` @@ -2794,14 +2763,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
+
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.5K) - MySQL client library for Python. MIT + +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 02.02.2024): + + ``` + git clone https://github.com/PyMySQL/PyMySQL + ``` +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): + ``` + pip install PyMySQL + ``` +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.3M Β· ⏱️ 26.06.2023): + ``` + conda install -c conda-forge pymysql + ``` +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 20.01.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.1K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 20% open Β· ⏱️ 20.01.2024): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.6M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.5M / month): ``` pip install mongoengine ``` @@ -2817,7 +2802,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 35M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 36M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` @@ -2833,7 +2818,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2844,7 +2829,7 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ38 Β· ⭐ 690) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 640 - 9% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 640 - 9% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/googleapis/python-bigquery @@ -2858,46 +2843,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 - -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 08.02.2024): - - ``` - git clone https://github.com/elastic/elasticsearch-dsl-py - ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.4M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): - ``` - pip install elasticsearch-dsl - ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.4K Β· ⏱️ 06.12.2023): - ``` - conda install -c anaconda elasticsearch-dsl - ``` -
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 230K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 230K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 40M / month Β· πŸ“¦ 65 Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 40M / month Β· πŸ“¦ 65 Β· ⏱️ 14.02.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 460K Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 460K Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge awswrangler ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 3.4K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 3.6K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 470 Β· πŸ“₯ 120 Β· πŸ“¦ 1K Β· πŸ“‹ 2.6K - 6% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 470 Β· πŸ“₯ 120 Β· πŸ“¦ 1.1K Β· πŸ“‹ 2.6K - 6% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 110K / month Β· πŸ“¦ 54 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 120K / month Β· πŸ“¦ 54 Β· ⏱️ 11.02.2024): ``` pip install ibis-framework ``` @@ -2908,12 +2877,12 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.6K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.7K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 670K / month Β· πŸ“¦ 200 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 690K / month Β· πŸ“¦ 200 Β· ⏱️ 04.12.2023): ``` pip install sqlmodel ``` @@ -2922,18 +2891,34 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlmodel ```
+
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 + +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 15.02.2024): + + ``` + git clone https://github.com/elastic/elasticsearch-dsl-py + ``` +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.4M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): + ``` + pip install elasticsearch-dsl + ``` +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.4K Β· ⏱️ 08.02.2024): + ``` + conda install -c anaconda elasticsearch-dsl + ``` +
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 330 - 2% open Β· ⏱️ 04.02.2024): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 340 - 2% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.2M / month Β· πŸ“¦ 7.3K Β· ⏱️ 04.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.3M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 320K Β· ⏱️ 07.02.2024): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 330K Β· ⏱️ 07.02.2024): ``` conda install -c conda-forge mysqlclient ``` @@ -2945,7 +2930,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 210M / month Β· πŸ“¦ 760 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 210M / month Β· πŸ“¦ 770 Β· ⏱️ 05.02.2024): ``` pip install s3fs ``` @@ -2954,30 +2939,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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Prometheus Client (πŸ₯ˆ35 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 - -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 810 Β· πŸ“‹ 530 - 18% open Β· ⏱️ 01.02.2024): - - ``` - git clone https://github.com/prometheus/client_python - ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 27M / month Β· πŸ“¦ 880 Β· ⏱️ 21.11.2023): - ``` - pip install prometheus_client - ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 21.11.2023): - ``` - conda install -c conda-forge prometheus_client - ``` -
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 81K Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 82K Β· ⏱️ 12.02.2024): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): ``` pip install motor ``` @@ -2988,16 +2957,16 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ35 Β· ⭐ 730) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.4K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.5K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.9M / month): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.9M / month Β· πŸ“¦ 490 Β· ⏱️ 11.02.2024): ``` pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 02.01.2024): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 11.02.2024): ``` conda install -c conda-forge minio ``` @@ -3018,9 +2987,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
+
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 + +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 14.02.2024): + + ``` + git clone https://github.com/prometheus/client_python + ``` +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 28M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): + ``` + pip install prometheus_client + ``` +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 14.02.2024): + ``` + conda install -c conda-forge prometheus_client + ``` +
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/kvesteri/sqlalchemy-utils @@ -3041,7 +3026,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 8.5M / month Β· πŸ“¦ 340 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 8.8M / month Β· πŸ“¦ 340 Β· ⏱️ 05.02.2024): ``` pip install pandas-gbq ``` @@ -3057,7 +3042,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 120K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 130K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3068,7 +3053,7 @@ _Libraries for connecting to, operating, and querying databases._
PyPika (πŸ₯‰33 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 17K Β· πŸ“‹ 460 - 43% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 43% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/kayak/pypika @@ -3077,7 +3062,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 7.9K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 8.4K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ``` @@ -3089,14 +3074,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 230K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 210K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.2K Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.3K Β· ⏱️ 21.12.2023): ``` git clone https://github.com/datastax/python-driver @@ -3112,12 +3097,12 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.2K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.2K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 29.01.2024): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 29.01.2024): ``` pip install neo4j-driver ``` @@ -3128,7 +3113,7 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯‰32 Β· ⭐ 4.1K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.1K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.1K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/tortoise/tortoise-orm @@ -3149,7 +3134,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 440K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 450K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` pip install databases ``` @@ -3169,14 +3154,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 470K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 480K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 390 - 14% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/nithinmurali/pygsheets @@ -3193,7 +3178,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3202,6 +3187,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
+
dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT + +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.6K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): + + ``` + git clone https://github.com/pudo/dataset + ``` +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 88K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): + ``` + pip install dataset + ``` +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8K Β· ⏱️ 12.07.2023): + ``` + conda install -c conda-forge dataset + ``` +
cx-Oracle (πŸ₯‰30 Β· ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): @@ -3209,7 +3210,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.2M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.3M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` @@ -3220,7 +3221,7 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/django-haystack/pysolr @@ -3273,47 +3274,31 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 17K / month Β· πŸ“¦ 11 Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 11 Β· ⏱️ 23.01.2024): ``` pip install piccolo ```
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dataset (πŸ₯‰28 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT - -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 290 Β· πŸ“¦ 3.6K Β· πŸ“‹ 290 - 10% open Β· ⏱️ 12.07.2023): - - ``` - git clone https://github.com/pudo/dataset - ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 92K / month): - ``` - pip install dataset - ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 7.9K Β· ⏱️ 12.07.2023): - ``` - conda install -c conda-forge dataset - ``` -
prisma (πŸ₯‰28 Β· ⭐ 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 52% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 52% open Β· ⏱️ 10.02.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 71K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 70K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): ``` pip install prisma ```
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ODMantic (πŸ₯‰28 Β· ⭐ 930) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰28 Β· ⭐ 940) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 83 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 84 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 23K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 21K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3325,7 +3310,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 54K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 51K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3334,9 +3319,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
-
filedepot (πŸ₯‰23 Β· ⭐ 150 Β· πŸ’€) - Toolkit for storing files and attachments in web applications. MIT +
filedepot (πŸ₯‰24 Β· ⭐ 150 Β· πŸ’€) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 40 Β· πŸ“¦ 1K Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 41 Β· πŸ“¦ 1K Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): ``` git clone https://github.com/amol-/depot @@ -3348,19 +3333,19 @@ _Libraries for connecting to, operating, and querying databases._
aioprometheus (πŸ₯‰22 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 220 Β· πŸ“‹ 35 - 31% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 230 Β· πŸ“‹ 35 - 31% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 170K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 190K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 400 - 7% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 400 - 7% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3375,16 +3360,16 @@ _Libraries for connecting to, operating, and querying databases._ - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - py2neo (πŸ₯‰23 Β· ⭐ 6) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 -- PugSQL (πŸ₯‰21 Β· ⭐ 650 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- PugSQL (πŸ₯‰21 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 +- PyMODM (πŸ₯‰18 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. ❗Unlicensed - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3396,32 +3381,32 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 37K Β· πŸ“‹ 2.7K - 24% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 38K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 09.02.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.5M / month Β· πŸ“¦ 880 Β· ⏱️ 30.12.2023): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.5M / month Β· πŸ“¦ 900 Β· ⏱️ 09.02.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 640K Β· ⏱️ 03.01.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 640K Β· ⏱️ 12.02.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 690 - 2% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 13M / month Β· πŸ“¦ 3.3K Β· ⏱️ 07.02.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 13M / month Β· πŸ“¦ 3.3K Β· ⏱️ 14.02.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 07.02.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 15.02.2024): ``` conda install -c conda-forge faker ``` @@ -3460,7 +3445,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 92K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 93K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/jazzband/tablib @@ -3476,7 +3461,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ34 Β· ⭐ 3.7K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 150 - 14% open Β· ⏱️ 03.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 150 - 14% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown @@ -3497,7 +3482,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 6.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3506,18 +3491,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
-
csvkit (πŸ₯ˆ32 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
csvkit (πŸ₯ˆ33 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 370 Β· ⏱️ 18.10.2023): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 190K / month Β· πŸ“¦ 370 Β· ⏱️ 13.02.2024): ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 100K Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 100K Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge csvkit ``` @@ -3538,46 +3523,46 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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pandas-datareader (πŸ₯ˆ31 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
Intake (πŸ₯ˆ32 Β· ⭐ 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 12.02.2024): ``` - git clone https://github.com/pydata/pandas-datareader + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 59K / month Β· πŸ“¦ 130 Β· ⏱️ 08.02.2024): ``` - pip install pandas-datareader + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 540K Β· ⏱️ 08.02.2024): ``` - conda install -c conda-forge pandas-datareader + conda install -c conda-forge intake ```
-
Intake (πŸ₯ˆ31 Β· ⭐ 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
pandas-datareader (πŸ₯ˆ31 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` - git clone https://github.com/intake/intake + git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 56K / month Β· πŸ“¦ 130 Β· ⏱️ 02.02.2024): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` - pip install intake + pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 540K Β· ⏱️ 02.02.2024): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge intake + conda install -c conda-forge pandas-datareader ```
-
snorkel (πŸ₯‰30 Β· ⭐ 5.6K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯‰30 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 460 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 31K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 33K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3593,7 +3578,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 33K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 44K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ``` @@ -3605,7 +3590,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 5.9K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.2K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3617,19 +3602,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 730 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 750 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
-
Upgini (πŸ₯‰21 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰22 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 14.02.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 7.2K / month Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.5K / month Β· ⏱️ 15.02.2024): ``` pip install upgini ``` @@ -3641,7 +3626,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.1K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ``` @@ -3653,7 +3638,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.8K / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3673,7 +3658,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰22 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed +- borb (πŸ₯‰21 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 850 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2
@@ -3685,34 +3670,34 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡48 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡47 Β· ⭐ 34K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 590K Β· πŸ“¦ 9.5K Β· πŸ“‹ 8.7K - 10% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 14K Β· πŸ“₯ 590K Β· πŸ“¦ 9.6K Β· πŸ“‹ 8.7K - 9% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 27M / month Β· πŸ“¦ 350 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 350 Β· ⏱️ 19.01.2024): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 990K Β· ⏱️ 01.01.2024): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 01.01.2024): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 650M Β· ⭐ 500 Β· ⏱️ 01.02.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 680M Β· ⭐ 500 Β· ⏱️ 01.02.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.4M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.5M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): ``` pip install celery ``` @@ -3723,60 +3708,60 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.4K Β· πŸ“‹ 4.5K - 14% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.4K Β· πŸ“‹ 4.5K - 14% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 160 Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 160 Β· ⏱️ 08.02.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 02.02.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 09.02.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡41 Β· ⭐ 9.6K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.2K Β· πŸ“¦ 1.9K Β· πŸ“‹ 6.6K - 30% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.2K Β· πŸ“¦ 2K Β· πŸ“‹ 7K - 34% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1.1M / month): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1M / month Β· πŸ“¦ 140 Β· ⏱️ 08.02.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 02.02.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 08.02.2024): ``` conda install -c conda-forge dagster ```
Beam (πŸ₯‡41 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.5K - 66% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.5K - 66% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 180 Β· ⏱️ 07.02.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 180 Β· ⏱️ 14.02.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 60K Β· ⏱️ 31.01.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 60K Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.2K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 10% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 10% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 14M / month Β· πŸ“¦ 57 Β· ⏱️ 11.01.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 15M / month Β· πŸ“¦ 58 Β· ⏱️ 11.01.2024): ``` pip install great_expectations ``` @@ -3787,7 +3772,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
rq (πŸ₯ˆ39 Β· ⭐ 9.4K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 19.01.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/rq/rq @@ -3801,14 +3786,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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dbt (πŸ₯ˆ39 Β· ⭐ 8.2K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ39 Β· ⭐ 8.4K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4.2K Β· πŸ“‹ 4.9K - 9% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4.3K Β· πŸ“‹ 5K - 10% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 150K / month): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 140K / month Β· πŸ“¦ 30 Β· ⏱️ 14.02.2024): ``` pip install dbt ``` @@ -3817,22 +3802,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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joblib (πŸ₯ˆ38 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 - -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 390K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): - - ``` - git clone https://github.com/joblib/joblib - ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 44M / month Β· πŸ“¦ 6.7K Β· ⏱️ 09.08.2023): - ``` - pip install joblib - ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): - ``` - conda install -c conda-forge joblib - ``` -
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 - [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): @@ -3840,7 +3809,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 410K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 370K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3851,19 +3820,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 9.2K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 400K / month Β· πŸ“¦ 73 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 390K / month Β· πŸ“¦ 73 Β· ⏱️ 22.01.2024): ``` pip install kedro ```
+
joblib (πŸ₯ˆ37 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 + +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 390K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): + + ``` + git clone https://github.com/joblib/joblib + ``` +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 44M / month Β· πŸ“¦ 6.7K Β· ⏱️ 09.08.2023): + ``` + pip install joblib + ``` +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): + ``` + conda install -c conda-forge joblib + ``` +
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.5K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 09.02.2024): ``` git clone https://github.com/activeloopai/Hub @@ -3875,12 +3860,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ33 Β· ⭐ 3.5K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 370 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 370 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 28K / month Β· πŸ“¦ 2 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 31K / month Β· πŸ“¦ 2 Β· ⏱️ 06.02.2024): ``` pip install zenml ``` @@ -3892,7 +3877,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 99K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 100K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3919,12 +3904,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 44 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 45 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 210K / month Β· πŸ“¦ 6 Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 220K / month Β· πŸ“¦ 6 Β· ⏱️ 13.02.2024): ``` pip install whylogs ``` @@ -3948,18 +3933,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.3K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.2K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 09.02.2024): ``` conda install -c conda-forge ploomber ```
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mleap (πŸ₯‰28 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 22% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/combust/mleap @@ -3975,19 +3960,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 750 Β· πŸ“‹ 130 - 7% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 760 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 160K / month): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 150K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰27 Β· ⭐ 1.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 530 Β· πŸ“‹ 210 - 33% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 540 Β· πŸ“‹ 220 - 33% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq @@ -4001,28 +3986,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge arq ```
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dbnd (πŸ₯‰26 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 28 - 85% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/databand-ai/dbnd + git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 02.02.2024): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 11K / month Β· ⏱️ 19.07.2020): ``` - pip install dbnd + pip install optimuspyspark ```
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Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark +
dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 29 - 86% open Β· ⏱️ 01.02.2024): ``` - git clone https://github.com/hi-primus/optimus + git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.2K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 260K / month Β· πŸ“¦ 25 Β· ⏱️ 02.02.2024): ``` - pip install optimuspyspark + pip install dbnd ```
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT @@ -4032,7 +4017,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 130K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 160K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4041,14 +4026,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 29 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 29 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.6K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5.1K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): ``` pip install tasktiger ``` @@ -4060,45 +4045,45 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 460 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 630 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 34 - 52% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
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flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ’€) - Fluent data pipelines for python and your shell. MIT +
Databolt Flow (πŸ₯‰18 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/olirice/flupy + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 300 / month Β· ⏱️ 22.01.2019): ``` - pip install flupy + pip install d6tflow ```
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Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +
flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ’€) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 210 / month): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): ``` - pip install d6tflow + pip install flupy ```
Show 14 hidden projects... @@ -4111,8 +4096,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark +- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- riko (πŸ₯‰16 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 @@ -4124,14 +4109,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡37 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT +
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT - [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 1.1M Β· πŸ“‹ 600 - 46% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 250M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 260M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4142,7 +4127,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‰35 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 72K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 03.02.2024): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 73K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 03.02.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4178,14 +4163,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡34 Β· ⭐ 1.8K) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡34 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT - [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.3K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 8.8M / month Β· πŸ“¦ 860 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 8.2M / month Β· πŸ“¦ 860 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4196,12 +4181,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
typing_inspect (πŸ₯‰25 Β· ⭐ 320 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 30 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 31 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 27M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 28M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4223,7 +4208,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 940K Β· πŸ“‹ 680 - 17% open Β· ⏱️ 04.02.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 950K Β· πŸ“‹ 680 - 17% open Β· ⏱️ 04.02.2024): ``` git clone https://github.com/python-attrs/attrs @@ -4237,14 +4222,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
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more-itertools (πŸ₯‡40 Β· ⭐ 3.3K) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡40 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT - [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 5% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 67M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 68M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4260,7 +4245,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 26M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 28M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): ``` pip install toolz ``` @@ -4280,19 +4265,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.1M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ33 Β· ⭐ 5.7K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ34 Β· ⭐ 5.7K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 250 Β· πŸ“‹ 240 - 37% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 09.02.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 43M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 44M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4308,7 +4293,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.6M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4319,12 +4304,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰30 Β· ⭐ 3.1K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 520 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 520 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 130K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 140K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` @@ -4333,9 +4318,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge returns ```
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natsort (πŸ₯‰30 Β· ⭐ 820 Β· πŸ’€) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰30 Β· ⭐ 830) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 49 Β· πŸ“¦ 26K Β· πŸ“‹ 91 - 2% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 26K Β· πŸ“‹ 91 - 2% open Β· ⏱️ 10.02.2024): ``` git clone https://github.com/SethMMorton/natsort @@ -4349,25 +4334,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge natsort ```
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ubelt (πŸ₯‰23 Β· ⭐ 700) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰20 Β· ⭐ 700 Β· πŸ“‰) - A Python utility library with a stdlib like feel and extra.. Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 46 Β· πŸ“‹ 16 - 18% open Β· ⏱️ 27.10.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 43 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 21K / month): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 69K Β· ⏱️ 28.10.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 70K Β· ⏱️ 28.10.2023): ``` conda install -c conda-forge ubelt ```
Show 6 hidden projects... -- python-dependency-injector (πŸ₯ˆ31 Β· ⭐ 3.5K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +- python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.5K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 690 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT @@ -4380,29 +4365,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡42 Β· ⭐ 58K) - The Python programming language. MIT - -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 08.02.2024): - - ``` - git clone https://github.com/python/cpython - ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 48 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): - ``` - pip install cpython - ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 3M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge typing - ``` -- [npm](https://www.npmjs.com/package/@buckpkg/python) (πŸ“¦ 4 Β· ⏱️ 03.08.2017): - ``` - npm install @buckpkg/python - ``` -
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.1K Β· πŸ“₯ 72K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 72K Β· πŸ“‹ 5.5K - 32% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/micropython/micropython @@ -4420,8 +4385,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched git clone https://github.com/pyston/pyston ```
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Show 3 hidden projects... +
Show 4 hidden projects... +- cpython (πŸ₯‡38 Β· ⭐ 58K Β· πŸ“‰) - The Python programming language. ❗Unlicensed - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 980 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed @@ -4434,12 +4400,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 580 Β· πŸ“¦ 660K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 580 Β· πŸ“¦ 660K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 85M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 89M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4448,7 +4414,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“ˆ) - A cross-platform command-line utility that creates projects.. BSD-3 +
cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 25K Β· πŸ“‹ 860 - 25% open Β· ⏱️ 23.01.2024): @@ -4459,14 +4425,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 940K Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 950K Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge cookiecutter ```
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pyparsing (πŸ₯‡38 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT +
pyparsing (πŸ₯‡39 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.4K Β· πŸ“¦ 930K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 20.11.2023): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.4K Β· πŸ“¦ 930K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/pyparsing/pyparsing @@ -4482,7 +4448,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ36 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 750K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 750K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4498,7 +4464,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ34 Β· ⭐ 1.5K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 150 Β· πŸ“¦ 830 Β· πŸ“‹ 440 - 13% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 150 Β· πŸ“¦ 840 Β· πŸ“‹ 440 - 13% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/copier-org/copier @@ -4510,7 +4476,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 35K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 36K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): ``` git clone https://github.com/bartdag/py4j @@ -4579,7 +4545,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 67M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 69M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4595,7 +4561,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 780K / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 840K / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4611,7 +4577,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 250K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 270K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4622,12 +4588,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Send2Trash (πŸ₯‰27 Β· ⭐ 250 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 38 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 39 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 14M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 15M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4643,7 +4609,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.3M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.4M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4666,12 +4632,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-mss (πŸ₯‰25 Β· ⭐ 930) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 82 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 06.12.2023): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 82 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 10.02.2024): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 600K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 620K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): ``` pip install mss ``` diff --git a/history/2024-02-15_changes.md b/history/2024-02-15_changes.md new file mode 100644 index 0000000..e789464 --- /dev/null +++ b/history/2024-02-15_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 +- zarr (πŸ₯ˆ35 Β· ⭐ 1.3K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +- dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT +- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- Databolt Flow (πŸ₯‰18 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- Airflow (πŸ₯‡47 Β· ⭐ 34K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- cpython (πŸ₯‡38 Β· ⭐ 58K Β· πŸ“‰) - The Python programming language. ❗Unlicensed +- PySimpleGUI (πŸ₯ˆ33 Β· ⭐ 13K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed +- ubelt (πŸ₯‰20 Β· ⭐ 700 Β· πŸ“‰) - A Python utility library with a stdlib like feel and extra.. Apache-2 +- PyMODM (πŸ₯‰18 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. ❗Unlicensed + diff --git a/history/2024-02-15_projects.csv b/history/2024-02-15_projects.csv new file mode 100644 index 0000000..0b8c3d4 --- /dev/null +++ b/history/2024-02-15_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-08 16:14:36.000,2024-02-08 16:14:35,461.0,23.0,2261,383.0,244.0,21.0,34.0,15074,2024-02-08 16:14:41.000,2024.02.08,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-02-08 17:09:28.000,2024-02-08 17:09:27,308.0,24.0,160,54.0,181.0,,3.0,2125,2024-02-08 17:09:33.000,2024.02.08,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-02-08 16:14:45.000,2024-02-08 16:14:44,305.0,24.0,42,25.0,178.0,3.0,5.0,874,2024-02-08 16:14:50.000,2024.02.08,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-02-08 17:09:28.000,2024-02-08 17:09:27,308.0,24.0,160,54.0,181.0,,3.0,2125,2024-02-08 17:09:33.000,2024.02.08,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-08 16:14:36.000,2024-02-08 16:14:35,461.0,23.0,2261,383.0,244.0,21.0,34.0,15074,2024-02-08 16:14:41.000,2024.02.08,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1662.0,323.0,13.0,74.0,39034,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-08 16:14:36.000,2024-02-08 16:14:35,461.0,23.0,2261,383.0,244.0,21.0,34.0,15074,2024-02-08 16:14:41.000,2024.02.08,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-02-15 11:51:09.000,2024-02-14 21:13:40,34375.0,682.0,17232,1118.0,31414.0,3642.0,22439.0,41213,2024-01-20 03:33:20.000,2.2.0,124.0,3554.0,53,True,1597958.0,1520898.0,pandas,conda-forge/pandas,['pandas'],247701.0,164919051.0,https://pypi.org/project/pandas,2024-01-20 02:10:54.000,77060.0,163729231.0,https://anaconda.org/conda-forge/pandas,2024-01-20 16:04:39.136,47504394.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-02-15 10:15:09.000,2024-02-14 21:07:55,17070.0,772.0,15460,2064.0,9689.0,702.0,5365.0,62892,2024-01-10 19:37:23.000,4.25.2,155.0,1206.0,52,True,606770.0,586557.0,protobuf,conda-forge/protobuf,,40812718.0,172929674.0,https://pypi.org/project/protobuf,2024-02-06 19:58:19.000,16600.0,165394854.0,https://anaconda.org/conda-forge/protobuf,2024-02-08 12:29:19.144,16779916.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3613.0,6254984.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-02-15 13:18:31.000,2024-02-15 11:11:00,35121.0,915.0,9151,596.0,13599.0,2073.0,10286.0,25718,2024-02-06 00:32:23.000,1.26.4,156.0,1741.0,52,False,2256417.0,2112918.0,numpy,conda-forge/numpy,,960140.0,231951872.0,https://pypi.org/project/numpy,2024-02-05 23:48:01.000,143499.0,230350026.0,https://anaconda.org/conda-forge/numpy,2024-02-06 15:10:51.240,69953212.0,1.0,,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-02-15 04:31:19.000,2024-02-14 23:53:52,54249.0,106.0,24033,1929.0,50362.0,872.0,31495.0,60351,2024-01-30 16:54:02.000,9.2.0,346.0,6817.0,48,True,36441.0,32347.0,ansible,conda-forge/ansible,,,4894842.0,https://pypi.org/project/ansible,2024-01-30 16:54:02.000,4094.0,4872783.0,https://anaconda.org/conda-forge/ansible,2024-02-13 16:05:10.281,992680.0,1.0,,,,,,,,,,,,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-02-15 01:36:02.207,2024-02-14 19:11:13,5759.0,209.0,1874,240.0,719.0,190.0,2981.0,8575,2024-02-14 20:27:04.000,1.34.42,1491.0,153.0,48,True,425090.0,406804.0,boto3,conda-forge/boto3,,,1083989590.0,https://pypi.org/project/boto3,2024-02-14 20:27:04.000,18286.0,1083587151.0,https://anaconda.org/conda-forge/boto3,2024-02-15 01:36:02.207,18109764.0,1.0,,,,,,,,,,,,,,,,,, +12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-02-15 13:14:14.000,2024-02-15 06:07:28,23140.0,1010.0,13500,756.0,24865.0,868.0,7866.0,34008,2024-02-12 04:30:06.000,helm-chart/1.12.0,176.0,3184.0,47,True,9924.0,9575.0,apache-airflow,conda-forge/airflow,,593804.0,31873468.0,https://pypi.org/project/apache-airflow,2024-01-19 10:49:56.000,349.0,25472830.0,https://anaconda.org/conda-forge/airflow,2024-01-01 18:27:17.725,996117.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-02-01 10:08:58.881310,501.0,675395166.0,-1.0,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-02-15 00:08:15.000,2024-02-13 15:22:38,11534.0,403.0,1748,126.0,7985.0,34.0,2353.0,6091,2024-01-30 17:34:45.000,42.0.2,125.0,306.0,47,True,642949.0,620929.0,cryptography,conda-forge/cryptography,,,236723775.0,https://pypi.org/project/cryptography,2024-01-30 17:34:45.000,22020.0,235662503.0,https://anaconda.org/conda-forge/cryptography,2024-01-31 00:23:00.081,45634699.0,1.0,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-02-13 15:57:14.000,2024-02-13 12:05:23,12471.0,104.0,4612,473.0,3250.0,668.0,4373.0,23035,2023-11-22 15:18:14.000,5.3.6,204.0,1335.0,46,True,140764.0,125638.0,celery,conda-forge/celery,,,9513903.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15126.0,9478930.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1538851.0,1.0,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-02-15 01:42:22.000,2024-02-15 01:39:33,2768.0,135.0,1607,107.0,3384.0,330.0,3385.0,17622,2024-02-05 14:12:40.000,2.6.1,132.0,483.0,45,True,349524.0,338825.0,pydantic,conda-forge/pydantic,,,145332170.0,https://pypi.org/project/pydantic,2024-02-05 14:12:40.000,10699.0,145170534.0,https://anaconda.org/conda-forge/pydantic,2024-02-05 16:12:21.174,6950386.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-02-05 20:28:43.000,2023-12-29 19:38:05,2419.0,17.0,1411,183.0,1085.0,111.0,1438.0,14796,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1634351.0,1558017.0,click,conda-forge/click,,234.0,169320622.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,76334.0,168315124.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33181332.0,1.0,,,,,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-02-15 06:29:08.000,2024-02-15 01:04:22,16828.0,153.0,1326,94.0,745.0,219.0,7455.0,8408,2024-02-13 15:05:40.000,rel_2_0_27,299.0,687.0,45,True,766063.0,717951.0,SQLAlchemy,conda-forge/sqlalchemy,,48355.0,105784914.0,https://pypi.org/project/SQLAlchemy,2024-02-13 15:05:33.000,48112.0,105413122.0,https://anaconda.org/conda-forge/sqlalchemy,2024-02-13 19:26:45.726,14089047.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-02-15 09:08:16.324,2024-02-14 19:10:49,11874.0,227.0,4046,575.0,3689.0,581.0,4022.0,14673,2024-02-14 20:26:39.000,1.32.42,1898.0,437.0,44,True,3077.0,3.0,awscli,conda-forge/awscli,,1600.0,138084345.0,https://pypi.org/project/awscli,2024-02-14 20:26:39.000,3074.0,137571558.0,https://anaconda.org/conda-forge/awscli,2024-02-15 09:08:16.324,22048771.0,1.0,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-02-15 12:54:34.000,2024-02-12 16:30:42,2307.0,45.0,2493,324.0,1529.0,221.0,1438.0,12085,2023-09-26 06:51:15.000,5.0.1,122.0,432.0,44,True,27902.0,,redis,conda-forge/redis-py,,,38521322.0,https://pypi.org/project/redis,2024-01-15 15:54:32.000,27902.0,38494929.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1161301.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-02-14 23:45:43.433,2024-02-14 19:10:59,10712.0,264.0,1048,66.0,2053.0,150.0,930.0,1380,2024-02-14 20:25:15.000,1.34.42,1889.0,204.0,44,True,315979.0,307311.0,botocore,conda-forge/botocore,,,492088916.0,https://pypi.org/project/botocore,2024-02-14 20:25:15.000,8668.0,491450211.0,https://anaconda.org/conda-forge/botocore,2024-02-14 23:45:43.433,24909499.0,1.0,,,,,,,,,,,,,,,,,, +21,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-02-10 11:04:17.000,2023-12-19 22:43:55,3061.0,43.0,3221,638.0,2457.0,151.0,2222.0,21740,2023-05-26 17:35:41.785,23.5.26,35.0,669.0,43,True,92066.0,91435.0,flatbuffers,conda-forge/flatbuffers,,352519.0,17016164.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,345.0,15714828.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,957109.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,286.0,1288007.0,,,,,,,,,,,,, +22,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-02-15 13:03:01.000,2024-02-15 09:33:30,11320.0,352.0,1036,183.0,7617.0,2084.0,4871.0,18999,2024-02-08 13:19:40.941,3.105.1,3942.0,255.0,43,True,8376.0,7270.0,pulumi,,,2229530.0,3421031.0,https://pypi.org/project/pulumi,2024-02-08 03:42:20.000,172.0,1194088.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-02-08 13:19:40.941,934.0,2095795.0,,,,,,,,,,,,, +23,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-02-15 10:17:08.000,2024-02-09 10:12:12,3712.0,93.0,2464,276.0,3898.0,642.0,2061.0,18025,2024-02-09 10:09:55.000,2.17.0,82.0,546.0,43,True,38644.0,37742.0,datasets,conda-forge/datasets,,,7531246.0,https://pypi.org/project/datasets,2024-02-09 10:04:18.000,902.0,7514331.0,https://anaconda.org/conda-forge/datasets,2024-02-12 14:51:37.807,642797.0,1.0,,,,,,,,,,,,,,,,,, +24,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-02-15 11:32:01.722,2024-02-14 22:57:41,3561.0,77.0,1868,219.0,1296.0,17.0,680.0,16847,2024-02-14 22:53:44.000,23.2.0,336.0,563.0,43,True,203870.0,200609.0,Faker,conda-forge/faker,,,12923149.0,https://pypi.org/project/Faker,2024-02-14 22:53:35.000,3261.0,12902887.0,https://anaconda.org/conda-forge/faker,2024-02-15 11:32:01.722,891566.0,1.0,,,,,,,,,,,,,,,,,, +25,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-02-15 06:53:43.000,2024-02-14 22:47:58,15825.0,461.0,1431,159.0,6930.0,649.0,3852.0,14045,2024-02-08 22:42:25.000,2.14.21,260.0,446.0,43,True,4601.0,4442.0,prefect,conda-forge/prefect,,,736460.0,https://pypi.org/project/prefect,2024-02-08 22:42:25.000,159.0,723150.0,https://anaconda.org/conda-forge/prefect,2024-02-09 00:09:50.861,598989.0,1.0,,,,,,,,,,,,,,,,,, +26,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-02-08 08:27:55.000,2024-01-03 19:19:02,3378.0,30.0,1701,196.0,1599.0,437.0,1232.0,6547,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,79485.0,75435.0,docker,conda-forge/docker-py,,838.0,38460458.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4050.0,38369782.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3989468.0,2.0,,,,,,,,,,,,,,,,,, +27,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-02-04 06:03:18.000,2024-02-04 06:00:30,1423.0,48.0,386,65.0,555.0,122.0,560.0,5013,2023-12-31 06:30:30.000,23.2.0,28.0,154.0,43,True,965634.0,947086.0,attrs,conda-forge/attrs,,,183677416.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18548.0,182865596.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,34096451.0,1.0,,,,,,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-02-14 21:06:54.000,2024-02-14 21:06:53,6684.0,104.0,583,34.0,853.0,422.0,1392.0,1508,2023-11-21 20:44:20.000,2.17.2,64.0,827.0,43,True,702091.0,664610.0,pygments,conda-forge/pygments,,,89240126.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37481.0,88560797.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27852495.0,1.0,,,,,,,,,,,,,,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-02-11 03:17:06.000,2024-02-11 03:17:05,3994.0,36.0,2016,316.0,777.0,1022.0,789.0,8717,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,103720.0,90654.0,paramiko,conda-forge/paramiko,,,48929177.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13066.0,48831819.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4186404.0,2.0,,,,,,,,,,,,,,,,,, +30,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-02-15 13:13:51.000,2024-02-15 12:23:03,37513.0,198.0,1588,302.0,8224.0,84.0,3656.0,4566,2024-02-07 17:20:15.000,grafeas-v1.9.1,100.0,507.0,42,True,2054.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,61495869.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2054.0,61399040.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4163681.0,1.0,,,,,,,,,,,,,,,,,, +31,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-02-15 09:37:37.000,2024-02-15 09:37:36,16611.0,536.0,2680,393.0,25030.0,1249.0,8067.0,4111,2024-02-15 08:17:28.000,azure-communication-identity_1.5.0,100.0,685.0,42,True,3153.0,2406.0,azure-storage-blob,conda-forge/azure-storage-blob,,,46491923.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,747.0,46467470.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1075950.0,1.0,,,,,,,,,,,,,,,,,, +32,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-02-13 00:52:53.000,2024-01-31 13:05:27,3871.0,1.0,1714,542.0,1068.0,242.0,1065.0,46382,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,41,True,174268.0,167959.0,rich,conda-forge/rich,,,43353011.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,6309.0,43210632.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,6122335.0,1.0,,,,,,,,,,,,,,,,,, +33,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-02-15 13:10:41.000,2024-02-15 13:08:42,8875.0,857.0,1421,145.0,7901.0,1367.0,5225.0,24261,2024-02-14 02:22:20.000,py-0.20.8,340.0,367.0,41,True,446.0,3.0,polars,,,260.0,3514410.0,https://pypi.org/project/polars,2024-02-14 02:20:45.000,443.0,3514390.0,,,,1.0,,,,,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-02-05 17:42:46.930,2024-02-05 15:02:22,4573.0,12.0,1375,198.0,475.0,1.0,2356.0,10649,2024-02-05 15:05:06.000,3.17.1,186.0,153.0,41,True,30512.0,26753.0,peewee,conda-forge/peewee,,,1876921.0,https://pypi.org/project/peewee,2024-02-05 15:04:14.000,3759.0,1862645.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,599627.0,1.0,,,,,,,,,,,,,,,,,, +35,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-02-15 13:25:37.000,2024-02-15 10:35:09,17166.0,699.0,1200,109.0,11748.0,2413.0,4591.0,9609,2024-02-08 22:41:21.000,1.6.4,594.0,395.0,41,True,2093.0,1954.0,dagster,conda-forge/dagster,,,1064436.0,https://pypi.org/project/dagster,2024-02-08 22:13:08.000,139.0,1040705.0,https://anaconda.org/conda-forge/dagster,2024-02-08 23:55:54.276,1067895.0,1.0,,,,,,,,,,,,,,,,,, +36,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-02-15 13:23:33.000,2024-02-15 13:23:32,41646.0,561.0,4109,260.0,23878.0,4331.0,2182.0,7383,2024-02-14 18:03:04.000,2.54.0,108.0,1606.0,41,True,187.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,,6795617.0,https://pypi.org/project/apache-beam,2024-02-14 17:43:19.000,184.0,6793551.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-02-14 21:37:21.073,59938.0,1.0,,,,,,,,,,,,,,,,,, +37,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-02-14 16:16:15.000,2024-02-14 16:16:14,2293.0,53.0,313,21.0,873.0,236.0,415.0,740,2024-02-05 01:22:38.000,2024.2.0,77.0,226.0,41,True,93474.0,92548.0,fsspec,conda-forge/fsspec,,,200090360.0,https://pypi.org/project/fsspec,2024-02-05 01:22:38.000,926.0,199741574.0,https://anaconda.org/conda-forge/fsspec,2024-02-05 03:13:53.158,15695377.0,1.0,,,,,,,,,,,,,,,,,, +38,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-02-15 13:16:36.000,2024-02-15 10:27:19,4650.0,176.0,5188,721.0,4015.0,207.0,7117.0,31822,2024-01-30 18:36:35.000,2.24.5,144.0,528.0,40,True,1637.0,389.0,docker-compose,conda-forge/docker-compose,,88201551.0,3201861.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1393070.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,385447.0,2.0,,,,,,,,,,,,,,,,,, +39,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-02-14 11:04:17.000,2024-01-23 13:24:37,3045.0,6.0,1987,226.0,1140.0,221.0,640.0,21186,2023-11-21 16:41:53.000,2.5.0,41.0,319.0,40,True,27010.0,25378.0,cookiecutter,conda-forge/cookiecutter,,,3345201.0,https://pypi.org/project/cookiecutter,2023-11-21 16:41:53.000,1632.0,3316542.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,945756.0,1.0,,,,,,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-02-11 20:31:37.000,2024-01-31 20:05:00,12879.0,38.0,3093,603.0,3597.0,730.0,4294.0,16715,2024-01-05 13:53:17.000,2.3.0,49.0,605.0,40,True,12660.0,12042.0,kivy,conda-forge/kivy,,35591.0,160940.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,618.0,153137.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,336902.0,1.0,,,,,,,,,,,,,,,,,, +41,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-02-15 06:00:19.000,2024-02-14 23:50:30,12036.0,305.0,1451,83.0,7514.0,191.0,1652.0,9233,2024-01-11 16:17:58.000,0.18.8,260.0,427.0,40,True,58.0,,great_expectations,conda-forge/great-expectations,,,15479829.0,https://pypi.org/project/great_expectations,2024-01-11 15:17:02.000,58.0,15463081.0,https://anaconda.org/conda-forge/great-expectations,2024-01-11 19:15:23.031,753680.0,2.0,,,,,,,,,,,,,,,,,, +42,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-02-12 23:37:40.000,2024-02-12 23:37:38,3294.0,39.0,639,81.0,1043.0,172.0,1045.0,6814,2024-01-09 21:43:18.000,3.20.2,172.0,208.0,40,True,130322.0,119920.0,marshmallow,conda-forge/marshmallow,,,38698354.0,https://pypi.org/project/marshmallow,2024-01-09 21:43:18.000,10402.0,38646998.0,https://anaconda.org/conda-forge/marshmallow,2024-01-10 07:59:14.212,2259695.0,2.0,,,,,,,,,,,,,,,,,, +43,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-02-12 12:08:43.000,2024-02-12 12:08:42,2635.0,41.0,576,60.0,351.0,31.0,776.0,4366,2024-01-19 21:11:16.000,4.21.1,102.0,110.0,40,True,536564.0,517446.0,jsonschema,conda-forge/jsonschema,,163.0,106221614.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19118.0,105570342.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,26050681.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +44,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-02-15 12:51:50.000,2024-02-15 12:46:38,1600.0,25.0,1205,410.0,1368.0,48.0,1023.0,4102,2024-01-19 10:30:01.000,8.12.0,138.0,201.0,40,True,52410.0,46248.0,elasticsearch,conda-forge/elasticsearch,,3618.0,16887934.0,https://pypi.org/project/elasticsearch,2024-01-19 10:30:01.000,6162.0,16866296.0,https://anaconda.org/conda-forge/elasticsearch,2024-01-19 14:56:47.867,969670.0,1.0,,,,,,,,,,,,,,,,,, +45,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-02-15 00:44:50.000,2024-02-10 01:41:47,5537.0,63.0,1193,240.0,1519.0,12.0,,4007,2023-11-29 15:44:00.000,4.6.1,136.0,209.0,40,True,20317.0,,pymongo,conda-forge/pymongo,,,24834368.0,https://pypi.org/project/pymongo,2023-11-29 15:24:45.000,20317.0,24799301.0,https://anaconda.org/conda-forge/pymongo,2023-11-29 18:53:05.227,1507916.0,1.0,,,,,,,,,,,,,,,,,, +46,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-02-07 18:26:52.000,2024-02-07 18:26:44,1629.0,76.0,264,40.0,522.0,17.0,272.0,3353,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,219250.0,210130.0,more-itertools,conda-forge/more-itertools,,2890.0,67858859.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9120.0,67546717.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13732761.0,1.0,,,,,,,,,,,,,,,,,, +47,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-02-14 23:54:16.000,2024-02-14 21:50:29,5284.0,160.0,1001,109.0,3911.0,1100.0,3077.0,3344,2024-01-23 22:31:48.000,2024.1.1,89.0,481.0,40,True,26368.0,24163.0,xarray,conda-forge/xarray,,,4766761.0,https://pypi.org/project/xarray,2024-01-23 22:31:48.000,2205.0,4545554.0,https://anaconda.org/conda-forge/xarray,2024-01-24 00:44:18.297,9511907.0,2.0,,,,,,,,,,,,,,,,,, +48,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-01-18 10:56:19.000,2024-01-18 10:20:59,4353.0,23.0,530,57.0,908.0,257.0,1219.0,1977,2023-10-09 14:43:38.000,3.10.0,38.0,201.0,40,True,270104.0,254853.0,h5py,conda-forge/h5py,,3100.0,17151801.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15251.0,16821661.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14524572.0,2.0,,,,,,,,,,,,,,,,,, +49,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-02-14 22:07:18.000,2024-02-14 12:22:56,1815.0,13.0,1431,207.0,881.0,193.0,942.0,9384,2023-06-22 02:17:03.239,1.15.1,76.0,305.0,39,True,17519.0,15729.0,rq,conda-forge/rq,,,1549640.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1790.0,1547061.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,100598.0,2.0,,,,,,,,,,,,,,,,,, +50,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-02-12 08:46:53.000,2024-02-12 08:46:53,2742.0,18.0,736,149.0,753.0,600.0,559.0,8826,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,39,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,44201897.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,43702809.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,20961717.0,2.0,,,,,,,,,,,,,,,,,, +51,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2023-11-08 16:36:27.000,2023-09-30 22:03:06,1402.0,,667,135.0,673.0,97.0,399.0,8485,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,95677.0,90827.0,arrow,conda-forge/arrow,,,24706571.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4850.0,24620493.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3787460.0,1.0,,,,,,,,,,,,,,,,,, +52,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-02-15 09:09:33.000,2024-02-13 18:53:57,6548.0,80.0,1440,135.0,4262.0,523.0,4436.0,8393,2024-02-14 21:41:04.000,1.7.8,231.0,303.0,39,True,4303.0,4273.0,dbt,conda-forge/dbt,,3939.0,145679.0,https://pypi.org/project/dbt,2024-02-14 22:11:47.000,30.0,142569.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,252646.0,2.0,,,,,,,,,,,,,,dbt,,,, +53,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-02-14 18:14:42.000,2024-02-02 08:16:41,1102.0,6.0,1473,229.0,494.0,14.0,637.0,7495,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,39,True,206542.0,205857.0,PyMySQL,conda-forge/pymysql,,,40823078.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,40793092.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1289398.0,2.0,,,,,,,,,,,,,,,,,, +54,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-02-13 00:20:32.000,2024-01-20 21:12:55,4138.0,48.0,1146,138.0,1115.0,339.0,1340.0,4131,2023-03-03 10:21:35.000,0.27.0,41.0,390.0,39,True,22937.0,22937.0,mongoengine,conda-forge/mongoengine,,,1553856.0,https://pypi.org/project/mongoengine,,,1547998.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,234336.0,2.0,,,,,,,,,,,,,,,,,, +55,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-01-13 17:49:37.000,2024-01-13 17:49:12,2888.0,35.0,468,61.0,213.0,62.0,514.0,2615,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,89784.0,88092.0,pycryptodomex,conda-forge/pycryptodomex,,307.0,33035259.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1692.0,32998542.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1578751.0,2.0,,,,,,,,,,,,,,,,,, +56,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-02-14 17:36:38.000,2024-01-22 19:16:55,1791.0,32.0,217,21.0,149.0,105.0,938.0,2339,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,39,True,215026.0,203420.0,alembic,conda-forge/alembic,,,36069625.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11606.0,35971235.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4033993.0,2.0,,,,,,,,,,,,,,,,,, +57,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-02-15 07:46:44.000,2024-02-15 07:46:38,1188.0,16.0,264,25.0,179.0,35.0,293.0,2048,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,39,True,964802.0,932367.0,pyparsing,conda-forge/pyparsing,,9430.0,105454210.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32435.0,103982413.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,41206273.0,1.0,,,,,,,,,,,,,,,,,, +58,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-02-14 15:46:13.000,2023-12-21 21:58:06,987.0,16.0,232,53.0,157.0,22.0,217.0,1567,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,39,True,350160.0,339661.0,greenlet,conda-forge/greenlet,,,94390225.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10499.0,94190695.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8779333.0,1.0,,,,,,,,,,,,,,,,,, +59,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,,2016-03-22 19:11:29.679,2024-02-15 13:24:14.000,2024-02-15 13:24:13,120791.0,1160.0,28930,1503.0,48471.0,8467.0,59490.0,58376,,,11.0,2804.0,38,False,4.0,4.0,cpython,conda-forge/typing,,,31310.0,https://pypi.org/project/cpython,,,46.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2970102.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,,,,,,,,,,-4.0,,,,,, +60,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-31 09:50:58.000,2024-01-31 09:22:59,7572.0,272.0,1230,338.0,244.0,4.0,463.0,13427,2023-11-27 12:13:53.000,1.9.0,21.0,115.0,38,True,1025.0,1019.0,tink,,,1097.0,371495.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,371244.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,237.0,,,,,,,,tink-crypto/tink,,,,, +61,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-01-29 07:32:33.000,2023-10-22 20:53:42,936.0,,574,228.0,253.0,92.0,258.0,9833,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,116014.0,114055.0,uvloop,conda-forge/uvloop,,429.0,9292310.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1959.0,9275191.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,684639.0,2.0,,,,,,,,,,,,,,,,,, +62,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-01-30 10:18:06.000,2024-01-23 06:30:54,361.0,5.0,437,35.0,231.0,43.0,233.0,6872,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,694618.0,684692.0,python-dotenv,conda-forge/python-dotenv,,,47051230.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,9926.0,46982517.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,2954678.0,1.0,,,,,,,,,,,,,,,,,, +63,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-02-15 01:49:32.000,2024-02-12 18:32:16,1745.0,33.0,3319,140.0,892.0,132.0,1186.0,6290,2024-01-08 22:11:24.000,29.0.0,93.0,192.0,38,True,1489.0,,kubernetes,conda-forge/kubernetes,,,21213008.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1489.0,21202480.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,473803.0,2.0,,,,,,,,,,,,,,,,,, +64,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,135.0,395.0,185.0,460.0,6173,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,138228.0,130003.0,watchdog,conda-forge/watchdog,,,14095454.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8225.0,14033708.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2716828.0,2.0,,,,,,,,,,,,,,,,,, +65,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,3.0,1359,147.0,972.0,297.0,1195.0,5441,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,38,True,25439.0,23988.0,kafka-python,conda-forge/kafka-python,,1834.0,6763239.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1451.0,6757919.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,429672.0,2.0,,,,,,,,,,,,,,,,,, +66,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,1.0,469,90.0,309.0,183.0,329.0,2491,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,368174.0,351888.0,pexpect,conda-forge/pexpect,,4370.0,64109203.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16286.0,63678464.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17228171.0,1.0,,,,,,,,,,,,,,,,,, +67,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-02-07 07:24:20.000,2023-11-14 16:25:37,322.0,,516,53.0,266.0,277.0,319.0,2384,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1162484.0,1084163.0,pyyaml,conda-forge/pyyaml,,,256509399.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78321.0,255491408.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41737644.0,1.0,,,,,,,,,,,,,,,,,, +68,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-01-30 00:36:18.000,2024-01-30 00:35:44,1010.0,11.0,209,23.0,161.0,175.0,334.0,2082,2024-01-27 23:48:36.000,0.3.8,27.0,44.0,38,True,145513.0,141430.0,dill,conda-forge/dill,,291568.0,48598220.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4083.0,48461930.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,5893351.0,2.0,,,,,,,,,,,,,,,,,, +69,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-02-12 17:50:34.000,2024-02-08 14:40:28,950.0,44.0,119,27.0,322.0,48.0,281.0,1523,2023-12-16 17:06:55.000,4.2.0,50.0,48.0,38,True,241299.0,240588.0,anyio,conda-forge/anyio,,,69073736.0,https://pypi.org/project/anyio,2023-12-16 17:06:55.000,711.0,68802588.0,https://anaconda.org/conda-forge/anyio,2023-12-18 14:24:25.749,12201674.0,2.0,,,,,,,,,,,,,,,,,, +70,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-01-19 12:36:50.000,2023-10-21 04:26:51,530.0,,264,29.0,107.0,111.0,183.0,958,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2157422.0,2021263.0,six,conda-forge/six,,,211668518.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136159.0,211116697.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,51319442.0,1.0,,,,,,,,,,,,,,,,,, +71,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-02-12 23:39:44.000,2024-02-12 23:39:04,1775.0,57.0,321,54.0,1180.0,59.0,579.0,694,2024-02-06 15:07:21.000,3.17.2,158.0,148.0,38,True,27205.0,26035.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,36960130.0,https://pypi.org/project/google-cloud-bigquery,2024-02-06 15:07:21.000,1170.0,36895089.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-02-06 20:03:26.039,2796767.0,2.0,,,,,,,,,,,,,,,,,, +72,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-02-05 20:31:47.000,2024-01-02 13:45:30,2002.0,6.0,201,26.0,607.0,99.0,198.0,600,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,38,True,417841.0,403046.0,traitlets,conda-forge/traitlets,,318.0,39781315.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14795.0,39164273.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,25298137.0,1.0,,,,,,,,,,,,,,,,,, +73,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-01-30 03:01:06.000,2024-01-09 18:22:03,292.0,3.0,1407,373.0,168.0,144.0,181.0,25946,2022-12-12 20:38:05.885,0.5.0,10.0,63.0,37,True,31659.0,29697.0,fire,conda-forge/fire,,,6027768.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1962.0,6017238.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,842446.0,2.0,,,,,,,,,,,,,,,,,, +74,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-01-23 14:23:07.000,2024-01-23 10:42:08,4100.0,12.0,2389,476.0,2293.0,124.0,881.0,17109,2024-01-15 15:33:51.000,3.5.0,81.0,613.0,37,True,2725.0,2307.0,luigi,luigi,,,374583.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,416.0,374433.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14434.0,2.0,,,,,,,stable/luigi,,,,,,,,2.0,,, +75,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-02-14 19:25:41.448,2024-02-14 12:40:17,2779.0,92.0,640,116.0,2987.0,681.0,3287.0,9323,2024-02-14 14:00:43.000,0.27.0,92.0,126.0,37,True,1377.0,1342.0,modin,conda-forge/modin-core,['pandas'],196805.0,779858.0,https://pypi.org/project/modin,2024-02-14 13:52:09.000,35.0,767485.0,https://anaconda.org/conda-forge/modin-core,2024-02-14 19:25:41.448,292529.0,2.0,,,,,,,,,,,,,,,,,, +76,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-02-14 18:43:42.000,2024-02-14 17:02:00,3138.0,156.0,864,105.0,1665.0,271.0,1421.0,9198,2024-01-22 11:10:14.000,0.19.2,49.0,219.0,37,True,2241.0,2168.0,kedro,,,,393461.0,https://pypi.org/project/kedro,2024-01-22 11:10:14.000,73.0,393461.0,,,,2.0,,,,,,,,,,,,,,,,,, +77,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-02-01 16:43:38.000,2024-01-24 03:22:09,1214.0,6.0,305,83.0,352.0,119.0,142.0,4460,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,138039.0,134500.0,toolz,conda-forge/toolz,,,28797985.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3539.0,28329089.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19224766.0,2.0,,,,,,,,,,,,,,,,,, +78,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-02-14 22:05:47.773,2024-02-14 18:08:19,2361.0,84.0,671,61.0,1530.0,34.0,1028.0,3737,2024-02-14 18:22:38.000,3.6.0,147.0,144.0,37,True,1480.0,1415.0,awswrangler,conda-forge/awswrangler,['pandas'],226680.0,40351816.0,https://pypi.org/project/awswrangler,2024-02-14 18:00:24.000,65.0,40337253.0,https://anaconda.org/conda-forge/awswrangler,2024-02-14 22:05:47.773,459214.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +79,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-02-15 13:22:27.000,2024-02-15 11:34:51,7613.0,799.0,473,81.0,5648.0,166.0,2423.0,3613,2024-02-05 19:31:28.000,8.0.0,79.0,257.0,37,True,1118.0,1064.0,ibis-framework,conda-forge/ibis-framework,,115.0,127088.0,https://pypi.org/project/ibis-framework,2024-02-11 00:02:36.000,54.0,119791.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,320931.0,2.0,,,,,,,,,,,,,,,,,, +80,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-02-11 18:40:43.000,2023-12-01 10:50:33,1499.0,1.0,384,61.0,717.0,400.0,469.0,3575,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,37,True,398109.0,391423.0,joblib,conda-forge/joblib,,,44351351.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6686.0,43796028.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23878930.0,2.0,,,,,,,,,,,,,,,,,, +81,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-02-13 17:05:12.000,2024-01-12 19:56:59,2744.0,8.0,1239,199.0,1246.0,143.0,1877.0,3375,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4441.0,4167.0,netmiko,,,,233766.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,274.0,233766.0,,,,3.0,,,,,,,,,,,,,,,,,, +82,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-02-09 22:55:55.049,2024-01-02 03:27:05,3080.0,2.0,492,72.0,303.0,19.0,1260.0,3148,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,37,False,767093.0,705411.0,psycopg2,psycopg2,,,15924633.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61662.0,15921981.0,https://anaconda.org/anaconda/psycopg2,2024-02-09 22:55:55.049,262635.0,2.0,,,,,,,,,,,,,,,20.0,,, +83,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-02-01 18:01:38.000,2023-01-29 03:07:44,1874.0,,278,38.0,241.0,198.0,198.0,1168,2023-01-13 03:19:42.000,0.18.3,51.0,113.0,37,False,329605.0,312225.0,future,conda-forge/future,,,33588230.0,https://pypi.org/project/future,2023-01-13 03:16:30.842,17380.0,33447242.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12829924.0,2.0,,,,,,,,,,,,,,,,,, +84,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-02-06 03:34:42.000,2024-02-02 01:28:16,594.0,50.0,197,28.0,609.0,8.0,126.0,1095,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,210693.0,202519.0,bcrypt,conda-forge/bcrypt,,,51994425.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8174.0,51887468.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4492224.0,3.0,,,,,,,,,,,,,,,,,, +85,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-02-14 15:11:55.000,2024-01-09 06:52:30,369.0,38.0,534,151.0,324.0,194.0,153.0,12268,2023-12-04 14:53:50.000,0.0.14,14.0,71.0,36,True,9910.0,9713.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,691818.0,https://pypi.org/project/sqlmodel,2023-12-04 14:53:50.000,197.0,690958.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,25803.0,2.0,,,,,,,,,,,,,,,,,, +86,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-01-13 20:41:01.000,2024-01-13 20:41:01,2434.0,3.0,1222,230.0,477.0,145.0,1014.0,8129,2022-12-24 01:04:06.789,4.2.5,51.0,176.0,36,True,12175.0,10216.0,supervisor,conda-forge/supervisor,,,1717169.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1959.0,1709985.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,287391.0,2.0,,,,,,,,,,,,,,,,,, +87,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-02-14 04:16:43.000,2024-02-14 02:55:00,633.0,19.0,191,35.0,90.0,2.0,364.0,5327,2024-02-14 03:41:49.000,3.9.14,121.0,22.0,36,True,74819.0,73492.0,orjson,conda-forge/orjson,,,16714550.0,https://pypi.org/project/orjson,2024-02-14 03:41:49.000,1327.0,16691051.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1057479.0,2.0,,,,,,,,,,,,,,,,,, +88,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-02-15 11:23:59.000,2024-02-15 11:23:58,1046.0,9.0,840,427.0,403.0,155.0,1162.0,3740,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,36,True,10999.0,10012.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,202.0,3386555.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,987.0,3386442.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8426.0,2.0,,,,,,,,,,,,,,,,,, +89,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,587,96.0,178.0,30.0,316.0,3064,,,21.0,83.0,36,True,769621.0,752272.0,pycparser,conda-forge/pycparser,,,142206007.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17349.0,141795996.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36901072.0,2.0,,,,,,,,,,,,,,,,,, +90,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-01-23 17:28:46.000,2024-01-23 17:28:45,2666.0,10.0,479,123.0,558.0,318.0,1514.0,2792,2023-12-12 11:49:05.000,0.30.13,158.0,64.0,36,True,31280.0,30636.0,xlwings,conda-forge/xlwings,,19634.0,167976.0,https://pypi.org/project/xlwings,2023-12-12 11:49:05.000,644.0,151764.0,https://anaconda.org/conda-forge/xlwings,2023-12-13 18:27:34.891,713237.0,1.0,,,,,,,,,,,,,,,,,, +91,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-02-01 14:28:20.000,2024-02-01 14:28:20,1514.0,8.0,457,134.0,568.0,318.0,376.0,2425,2023-11-17 10:47:56.000,1.2.0,30.0,136.0,36,True,27653.0,26343.0,dateparser,conda-forge/dateparser,,,5688162.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1310.0,5683730.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,195037.0,2.0,,,,,,,,,,,,,,,,,, +92,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-02-08 15:53:45.000,2024-02-08 15:35:16,1093.0,17.0,472,55.0,310.0,10.0,325.0,2377,2024-02-08 15:53:45.000,2.2.4,40.0,84.0,36,True,161283.0,154025.0,mysqlclient,conda-forge/mysqlclient,,5277.0,5331961.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7258.0,5324327.0,https://anaconda.org/conda-forge/mysqlclient,2024-02-07 19:27:24.743,325735.0,2.0,,,,,,,,,,,,,,,,,, +93,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-01-19 14:19:34.000,2023-11-13 16:35:34,1579.0,,463,45.0,638.0,341.0,405.0,2205,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5850.0,,python-dateutil,conda-forge/python-dateutil,,35071.0,240378650.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5850.0,239811034.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,52757886.0,2.0,,,,,,,,,,,,,,,,,, +94,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,42.0,114.0,24.0,151.0,1953,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,332430.0,330094.0,pyrsistent,conda-forge/pyrsistent,,,35585252.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2336.0,35107510.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20542912.0,1.0,,,,,,,,,,,,,,,,,, +95,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-01-29 17:16:40.000,2024-01-29 17:16:30,766.0,14.0,124,35.0,218.0,51.0,205.0,1339,2024-01-23 20:48:15.000,3.2.2,125.0,72.0,36,True,52130.0,49893.0,argcomplete,conda-forge/argcomplete,,333.0,24525383.0,https://pypi.org/project/argcomplete,2024-01-23 20:48:15.000,2237.0,24490931.0,https://anaconda.org/conda-forge/argcomplete,2024-01-24 11:25:03.802,1481311.0,2.0,,,,,,,,,,,,,,,,,, +96,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-02-14 18:54:08.000,2024-02-07 23:35:28,2082.0,26.0,148,21.0,166.0,60.0,444.0,1160,2023-11-12 22:31:41.000,24.3.0,192.0,119.0,36,True,4310.0,,keyring,conda-forge/keyring,,,45020933.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4310.0,44922905.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4215209.0,3.0,,,,,,,,,,,,,,,,,, +97,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-02-14 17:58:58.000,2024-02-05 01:56:12,1027.0,11.0,257,19.0,401.0,128.0,319.0,788,2024-02-05 02:51:09.000,2024.2.0,67.0,134.0,36,True,17391.0,16623.0,s3fs,conda-forge/s3fs,,,207979491.0,https://pypi.org/project/s3fs,2024-02-05 02:51:09.000,768.0,207823622.0,https://anaconda.org/conda-forge/s3fs,2024-02-05 13:59:04.728,6546508.0,2.0,,,,,,,,,,,,,,,,,, +98,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-02-15 13:04:02.000,2024-02-15 05:54:17,15636.0,256.0,7177,737.0,5886.0,1760.0,3733.0,17966,2024-01-05 02:21:22.000,1.22.1,17.0,620.0,35,True,14.0,,micropython-_markupbase,,,72405.0,928.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +99,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-02-15 11:51:25.000,2024-02-07 03:14:07,2805.0,28.0,646,149.0,502.0,255.0,1019.0,11876,2023-10-09 18:31:30.000,1.10.1,220.0,65.0,35,True,2725.0,2669.0,dearpygui,,,,70120.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,56.0,70120.0,,,,2.0,,,,,,,,,,,,,,,,,, +100,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,2.0,965,216.0,185.0,156.0,295.0,11363,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,33535.0,32065.0,schedule,conda-forge/schedule,,,1816346.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1470.0,1814999.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,49854.0,3.0,,,,,,,,,,,,,,,,,, +101,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,161.0,110.0,260.0,186.0,7885,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,123708.0,111229.0,docopt,conda-forge/docopt,,,10900094.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12479.0,10878521.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2027952.0,2.0,,,,,,,,,,,,,,,,,, +102,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-02-06 20:38:32.000,2023-12-16 21:30:31,835.0,9.0,391,68.0,284.0,226.0,321.0,5961,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,35,True,26614.0,25299.0,pendulum,conda-forge/pendulum,,533.0,21147248.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1315.0,21126067.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,910571.0,2.0,,,,,,,,,,,,,,,,,, +103,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,105.0,96.0,87.0,162.0,5315,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,68651.0,62921.0,xmltodict,conda-forge/xmltodict,,,33140415.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5730.0,33099941.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3642692.0,2.0,,,,,,,,,,,,,,,,,, +104,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-01-01 17:45:27.000,2024-01-01 17:45:18,1187.0,4.0,588,137.0,327.0,33.0,222.0,4478,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,35,True,93989.0,92708.0,tablib,conda-forge/tablib,,,1876969.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1281.0,1875887.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,94212.0,2.0,,,,,,,,,,,,,,,,,, +105,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-02-05 21:36:42.000,2024-02-01 13:26:45,909.0,11.0,371,87.0,276.0,26.0,318.0,4201,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4548.0,,ujson,conda-forge/ujson,,,10297352.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4548.0,10194077.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4544125.0,2.0,,,,,,,,,,,,,,,,,, +106,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-02-03 20:01:11.000,2024-02-03 20:00:55,1365.0,2.0,615,117.0,128.0,10.0,903.0,3426,2023-10-19 08:03:12.000,3.1.9,166.0,52.0,35,True,76621.0,72578.0,xlsxwriter,conda-forge/xlsxwriter,,,16234032.0,https://pypi.org/project/xlsxwriter,2023-10-19 08:03:12.000,4043.0,16164977.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3107503.0,3.0,,,,,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-02-09 11:56:50.115,2024-02-09 10:28:47,1630.0,18.0,455,88.0,113.0,9.0,168.0,3369,2024-02-09 10:47:47.000,8.13.30,239.0,30.0,35,True,1474.0,,phonenumbers,conda-forge/phonenumbers,,,5392455.0,https://pypi.org/project/phonenumbers,2024-02-09 10:47:47.000,1474.0,5366153.0,https://anaconda.org/conda-forge/phonenumbers,2024-02-09 11:56:50.115,867990.0,1.0,,,,,,,,,,,,7.0,,,,,, +108,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-02-13 17:00:15.000,2023-12-01 12:49:19,374.0,2.0,233,46.0,143.0,110.0,139.0,3358,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,890705.0,868709.0,colorama,conda-forge/colorama,,,130284046.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,21996.0,129984688.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,28139737.0,2.0,,,,,,,,,,,,,,,,,, +109,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-02-10 13:55:09.000,2024-02-09 23:36:59,512.0,7.0,583,126.0,230.0,61.0,986.0,2804,2024-02-05 17:00:57.000,5.1.0,64.0,57.0,35,False,56505.0,54271.0,pyodbc,conda-forge/pyodbc,,,24301122.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2234.0,24270128.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1239760.0,2.0,,,,,,,,,,,,,,,,,, +110,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-02-12 20:24:00.000,2024-02-12 20:23:59,1776.0,18.0,210,91.0,255.0,,,2290,2023-11-14 21:54:12.000,3.3.2,47.0,50.0,35,True,83165.0,81955.0,motor,conda-forge/motor,,,1456447.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1210.0,1454844.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,64125.0,2.0,,,,,,,,,,,,,,,,,, +111,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-03 13:43:43.942,2024-02-02 20:44:49,482.0,13.0,213,36.0,259.0,37.0,211.0,1796,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,35,True,16540.0,15162.0,voluptuous,conda-forge/voluptuous,,,3458995.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1378.0,3450201.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,342978.0,2.0,,,,,,,,,,,,,,,,,, +112,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,179.0,1622,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,140496.0,119491.0,simplejson,conda-forge/simplejson,,6416.0,20391005.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21005.0,20322325.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3087662.0,2.0,,,,,,,,,,,,,,,,,, +113,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-02-15 01:15:43.000,2024-02-15 01:15:42,739.0,56.0,223,61.0,460.0,148.0,625.0,1515,2019-06-19 22:31:20.000,3.7.4,16.0,95.0,35,True,6050.0,,typing,conda-forge/typing,,,8409924.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6050.0,8378660.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2970097.0,2.0,,,,,,,,,,,,,,,,,, +114,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-02-15 12:59:22.000,2024-02-15 09:54:23,1885.0,46.0,278,45.0,926.0,276.0,403.0,1298,2024-02-14 20:19:59.000,2.17.0,74.0,97.0,35,True,3814.0,3302.0,zarr,conda-forge/zarr,,,588044.0,https://pypi.org/project/zarr,2024-02-14 20:19:59.000,512.0,521394.0,https://anaconda.org/conda-forge/zarr,2024-02-15 08:26:58.860,2865968.0,2.0,,,,,,,,,,,,2.0,,,,,, +115,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-02-12 09:05:24.000,2024-02-12 09:05:24,532.0,10.0,85,24.0,294.0,30.0,75.0,1192,2023-10-30 18:54:14.000,2.1.0,34.0,35.0,35,True,20378.0,20112.0,cleo,conda-forge/cleo,,,29115201.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,266.0,29098817.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,655365.0,2.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +116,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-02-12 10:58:51.000,2024-02-11 00:41:10,1169.0,48.0,299,31.0,850.0,9.0,535.0,731,2024-02-11 00:42:22.000,7.2.4,111.0,129.0,35,True,6965.0,6474.0,minio,conda-forge/minio,,,1946867.0,https://pypi.org/project/minio,2024-02-11 00:41:04.000,491.0,1943133.0,https://anaconda.org/conda-forge/minio,2024-02-11 03:08:30.912,156851.0,2.0,,,,,,,,,,,,,,,,,, +117,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-02-13 01:54:25.000,2024-02-13 01:54:24,294.0,14.0,92,16.0,196.0,11.0,93.0,637,2023-10-30 18:29:37.000,3.13.1,65.0,43.0,35,True,394406.0,391493.0,filelock,conda-forge/filelock,,,117227129.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2913.0,116857136.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16649717.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,, +118,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,14.0,36.0,32.0,55.0,298,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1914742.0,1831007.0,pytz,conda-forge/pytz,,8.0,171054463.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83735.0,169799084.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,48959500.0,2.0,,,,,,,,,,,,,,,,,, +119,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-01-11 21:52:28.000,2023-12-21 19:12:29,604.0,32.0,128,19.0,239.0,50.0,36.0,194,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,275392.0,271008.0,s3transfer,conda-forge/s3transfer,,,296293120.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4384.0,295853010.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17604425.0,2.0,,,,,,,,,,,,,,,,,, +120,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-26 22:08:21.000,2024-01-26 22:08:21,1605.0,1.0,1990,465.0,552.0,476.0,1310.0,14467,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,176.0,21.0,fabric,conda-forge/fabric,,,5628981.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,155.0,5626747.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,82675.0,3.0,,,,,,,,,,,,,,,,,, +121,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-02-14 10:39:57.000,2024-02-09 07:49:06,8773.0,256.0,578,87.0,2282.0,54.0,390.0,7478,2024-02-07 20:24:16.000,3.8.19,154.0,125.0,34,True,2697.0,2643.0,hub,,,,3031.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3031.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +122,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-01-04 14:08:21.000,2024-01-04 14:08:21,1465.0,3.0,542,134.0,235.0,7.0,466.0,6807,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,34,True,16724.0,14068.0,sh,conda-forge/sh,,,5886764.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2656.0,5881991.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,190955.0,3.0,,,,,,,,,,,,,,,,,, +123,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-02-03 19:08:30.000,2024-01-15 07:50:50,1535.0,3.0,348,142.0,204.0,66.0,106.0,6366,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,34,True,6763.0,6322.0,boltons,conda-forge/boltons,,25.0,3464561.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,441.0,3372022.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,4071731.0,2.0,,,,,,,,,,,,,,,,,, +124,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-02-09 13:32:19.000,2024-02-09 11:07:45,493.0,12.0,290,48.0,209.0,99.0,149.0,5724,2023-08-14 13:22:49.000,8.2.3,53.0,90.0,34,True,1777.0,,tenacity,conda-forge/tenacity,,,44044057.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1777.0,43897135.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5876882.0,2.0,,,,,,,,,,,,,,,,,, +125,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-02-11 15:15:44.000,2024-02-11 15:15:42,498.0,57.0,318,23.0,137.0,22.0,131.0,3721,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,34,True,26631.0,26166.0,gdown,conda-forge/gdown,,,1742697.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,465.0,1737008.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,250353.0,2.0,,,,,,,,,,,,,,,,,, +126,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-02-14 19:56:39.000,2024-02-14 15:43:45,557.0,8.0,816,72.0,423.0,93.0,437.0,3708,2024-02-14 15:55:57.000,0.20.0,50.0,144.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,28748652.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,28410289.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15226353.0,2.0,,,,,,,,,,,,,,,,,, +127,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-02-13 09:02:28.000,2024-02-06 18:56:23,736.0,12.0,316,33.0,515.0,106.0,378.0,3439,2024-02-10 16:06:28.000,3.2.4,86.0,121.0,34,True,8216.0,7916.0,dynaconf,conda-forge/dynaconf,,,2081753.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,300.0,2080090.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,66529.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +128,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,312,47.0,111.0,17.0,188.0,2482,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,56231.0,52862.0,python-magic,conda-forge/python-magic,,,7031398.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3369.0,7025366.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,241304.0,2.0,,,,,,,,,,,,,,,,,, +129,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-02-10 11:57:44.000,2024-02-10 11:57:43,847.0,29.0,204,62.0,106.0,65.0,300.0,2107,2024-01-26 13:04:44.000,2.9.0,53.0,73.0,34,True,3239.0,,numexpr,conda-forge/numexpr,,586.0,6748812.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3239.0,6575018.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7646693.0,2.0,,,,,,,,,,,,,,,,,, +130,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-02-05 00:28:27.000,2023-11-14 07:16:07,1076.0,,209,26.0,168.0,66.0,218.0,1851,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10189.0,9325.0,deepdiff,conda-forge/deepdiff,,,8201295.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,864.0,8192409.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,391015.0,1.0,,,,,,,,,,,,,,,,,, +131,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-31 15:09:01.023,2024-01-31 12:53:43,507.0,15.0,299,26.0,120.0,12.0,148.0,1791,2024-01-31 12:58:25.000,2.10.1,45.0,66.0,34,True,67550.0,66016.0,emoji,conda-forge/emoji,,,2887143.0,https://pypi.org/project/emoji,2024-01-31 12:58:25.000,1534.0,2885547.0,https://anaconda.org/conda-forge/emoji,2024-01-31 15:09:01.023,67036.0,1.0,,,,,,,,,,,,,,,,,, +132,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-02-12 19:34:05.000,2024-02-12 12:44:01,1401.0,65.0,153,21.0,921.0,57.0,380.0,1467,2024-01-16 15:40:08.000,9.1.1,60.0,72.0,34,True,891.0,843.0,copier,,,,204816.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,204816.0,,,,2.0,,,,,,,,,,,,,,,,,, +133,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-02-12 06:10:04.000,2024-02-06 06:29:45,4840.0,41.0,270,61.0,384.0,170.0,550.0,1251,2023-11-27 12:13:28.000,3.9.2,46.0,129.0,34,True,2629.0,,tables,conda-forge/pytables,,182.0,1077660.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2629.0,918381.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6848929.0,2.0,,,,,,,,,,,,,,,,,, +134,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-01-18 04:25:09.000,2024-01-18 04:24:27,1403.0,18.0,160,34.0,171.0,69.0,236.0,1186,2023-08-13 18:56:24.000,3.0.2,40.0,73.0,34,True,2449.0,,jsonpickle,conda-forge/jsonpickle,,,10556554.0,https://pypi.org/project/jsonpickle,2023-08-13 18:56:24.000,2449.0,10508746.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1625493.0,3.0,,,,,,,,,,,,,,,,,, +135,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-02-15 03:20:02.000,2024-01-31 13:32:23,1386.0,2.0,314,31.0,329.0,192.0,239.0,1181,2023-05-02 07:31:50.000,0.41.1,214.0,119.0,34,True,30054.0,27885.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,5074784.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2169.0,5068633.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,547468.0,2.0,,,,,,,,,,,,,,,,,, +136,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,149.0,271.0,1135,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,36310.0,35596.0,py4j,conda-forge/py4j,,,37992294.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,714.0,37936908.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,4984758.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +137,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-02-13 00:07:59.000,2024-02-06 23:27:42,723.0,24.0,130,22.0,294.0,52.0,131.0,1113,2024-01-24 13:45:14.000,1.4.0,22.0,51.0,34,True,10608.0,,pluggy,conda-forge/pluggy,,,110243466.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10608.0,109637828.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24225520.0,2.0,,,,,,,,,,,,,,,,,, +138,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-02-08 20:33:32.000,2024-02-07 23:48:15,389.0,16.0,154,62.0,392.0,38.0,302.0,412,2024-02-05 16:50:23.000,0.21.0,45.0,49.0,34,True,9567.0,9231.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,8853086.0,https://pypi.org/project/pandas-gbq,2024-02-05 16:50:23.000,336.0,8806268.0,https://anaconda.org/conda-forge/pandas-gbq,2024-02-06 16:32:39.078,1872576.0,2.0,,,,,,,,,,,,,,,,,, +139,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-02-14 20:16:40.000,2024-02-14 20:05:06,355.0,17.0,53,13.0,70.0,11.0,39.0,368,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,34,True,518288.0,504697.0,wcwidth,conda-forge/wcwidth,,,58974924.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13591.0,58450779.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,23062413.0,3.0,,,,,,,,,,,,,,,,,, +140,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-01-24 16:44:50.000,2024-01-05 14:42:12,533.0,1.0,2186,388.0,469.0,353.0,187.0,34026,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1366.0,1327.0,diagrams,conda-forge/diagrams,,,154895.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,39.0,150977.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,176315.0,2.0,,,,,,,,,,,,,,,,,, +141,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-02-14 16:27:28.000,2024-02-12 18:55:40,13.0,13.0,1799,232.0,3080.0,750.0,2793.0,13017,2024-02-14 16:27:28.000,5.0.2,183.0,19.0,33,False,11366.0,11006.0,pysimplegui,conda-forge/pysimplegui,,,689079.0,https://pypi.org/project/pysimplegui,2024-02-14 16:27:28.000,360.0,686562.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,135938.0,2.0,,,,,,,,,,,,-3.0,,,,,, +142,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-02-14 01:14:39.007,2024-02-13 20:57:07,1924.0,16.0,605,130.0,332.0,34.0,864.0,5735,2024-02-13 20:38:55.000,1.4.0,40.0,107.0,33,True,1937.0,1566.0,csvkit,conda-forge/csvkit,,,189970.0,https://pypi.org/project/csvkit,2024-02-13 20:38:55.000,371.0,186803.0,https://anaconda.org/conda-forge/csvkit,2024-02-14 01:14:39.007,104531.0,2.0,,,,,,,,,,,,,,,,,, +143,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-02-15 11:39:48.000,2024-02-07 18:24:02,6274.0,238.0,385,40.0,2159.0,66.0,229.0,3515,2024-02-06 17:18:14.000,0.55.2,127.0,89.0,33,True,375.0,373.0,zenml,,,1.0,31039.0,https://pypi.org/project/zenml,2024-02-06 16:39:16.000,2.0,31039.0,,,,2.0,,,,,,,,,,,,,,,,,, +144,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,88.0,80.0,316.0,332.0,3471,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4225.0,3859.0,pony,conda-forge/pony,,84.0,127532.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,366.0,125017.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98093.0,3.0,,,,,,,,,,,,,,,,,, +145,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,13.0,334.0,3084,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16667.0,15515.0,cerberus,conda-forge/cerberus,,,4644842.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1152.0,4630857.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,363615.0,2.0,,,,,,,,,,,,,,,,,, +146,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-02-15 12:43:28.000,2024-02-09 11:23:20,1441.0,15.0,214,45.0,1217.0,66.0,567.0,2657,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,33,True,3827.0,3775.0,docarray,conda-forge/docarray,,,64106.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,58975.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,128291.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +147,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-01-26 19:52:16.000,2023-12-10 17:09:47,1032.0,1.0,271,35.0,373.0,198.0,258.0,2304,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,17646.0,17539.0,pypika,conda-forge/pypika,,,2324574.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2324274.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,8409.0,3.0,,,,,,,,,,,,,,,,,, +148,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2123,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,217713.0,209109.0,xlrd,conda-forge/xlrd,,,19528350.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8604.0,19484301.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3656141.0,2.0,,,,,,,,,,,,,,,,,, +149,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-02-12 17:23:41.000,2023-12-03 10:50:26,9954.0,10.0,944,85.0,1785.0,89.0,124.0,1989,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,33,True,862.0,,apache-libcloud,,,,210351.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,862.0,210351.0,,,,3.0,,,,,,,,,,,,,,,,,, +150,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,,218,45.0,69.0,50.0,142.0,1934,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,33,True,11940.0,,wrapt,conda-forge/wrapt,,,114597385.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11940.0,114253229.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13766257.0,2.0,,,,,,,,,,,,,,,,,, +151,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-01-28 21:35:23.000,2023-10-30 00:20:45,288.0,,149,28.0,59.0,9.0,229.0,1905,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3632.0,,cachetools,conda-forge/cachetools,,,116256178.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3632.0,116019186.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10664669.0,1.0,,,,,,,,,,,,,,,,,, +152,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,1.0,250,49.0,291.0,9.0,271.0,1817,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2412.0,,msgpack,conda-forge/msgpack-python,,1277.0,61464371.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2412.0,61090814.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14941629.0,3.0,,,,,,,,,,,,,,,,,, +153,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,1.0,166,30.0,283.0,88.0,166.0,1530,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,33,True,2988.0,,cloudpickle,conda-forge/cloudpickle,,27.0,37408515.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2988.0,37041849.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15766647.0,3.0,,,,,,,,,,,,,,,,,, +154,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-01-10 16:01:10.000,2023-12-21 23:24:17,6039.0,4.0,576,78.0,1114.0,13.0,,1364,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,33,True,7014.0,6308.0,cassandra-driver,conda-forge/cassandra-driver,,,1453543.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,706.0,1448886.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,195609.0,3.0,,,,,,,,,,,,,,,,,, +155,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-02-13 16:24:53.000,2024-02-13 08:01:06,1524.0,32.0,214,99.0,765.0,2.0,235.0,852,2024-01-29 12:09:05.000,5.17.0,132.0,43.0,33,True,8430.0,8204.0,neo4j-driver,conda-forge/neo4j-python-driver,,,141558.0,https://pypi.org/project/neo4j-driver,2024-01-29 11:36:57.000,226.0,137009.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-01-29 16:24:27.720,200184.0,3.0,,,,,,,,,,,,,,,,,, +156,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2023-08-23 16:34:36.000,2023-08-23 16:34:33,392.0,,103,24.0,56.0,13.0,93.0,803,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,554268.0,529808.0,decorator,conda-forge/decorator,,,69329639.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24460.0,69047582.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25667225.0,2.0,,,,,,,,,,,,,,,,,, +157,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-02-12 23:28:50.000,2024-02-12 23:28:49,1343.0,183.0,95,20.0,804.0,15.0,132.0,376,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3371.0,,multidict,conda-forge/multidict,,6398.0,90369829.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3371.0,90080062.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11587892.0,1.0,,,,,,,,,,,,,,,,,, +158,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,,131,23.0,95.0,53.0,140.0,310,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,114490.0,107390.0,asn1crypto,conda-forge/asn1crypto,,,65860077.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7100.0,65755381.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8375697.0,3.0,,,,,,,,,,,,,,,,,, +159,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,33,False,477832.0,462698.0,pyasn1,conda-forge/pyasn1,,,171586596.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15134.0,168829292.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13786524.0,3.0,,,,,,,,,,,,,,,,,, +160,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-02-12 22:36:31.000,2023-12-10 20:18:56,479.0,2.0,515,69.0,304.0,208.0,167.0,13039,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,32,True,3030.0,21.0,typer,conda-forge/typer,,,14512700.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,3009.0,14468740.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,2022180.0,3.0,,,,,,,,,,,,,,,,,, +161,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-02-08 19:49:58.000,2024-01-22 22:01:58,1873.0,4.0,616,124.0,1294.0,258.0,1095.0,7953,2023-02-23 18:30:37.000,1.3.2,22.0,116.0,32,True,20156.0,20147.0,hydra,conda-forge/hydra-core,,,32945.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,14351.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,892548.0,2.0,,,,,,,,,,,,,,,,,, +162,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-01-19 01:36:55.000,2023-07-24 18:53:19,697.0,,512,106.0,159.0,17.0,292.0,6374,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13498.0,12559.0,tinydb,conda-forge/tinydb,,,558972.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,939.0,554936.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,371313.0,2.0,,,,,,,,,,,,,,,,,, +163,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-02-13 12:48:31.000,2024-02-13 12:48:28,1194.0,4.0,340,43.0,495.0,491.0,506.0,4110,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7218.0,7114.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,112115.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,111590.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16808.0,3.0,,,,,,,,,,,,,,,,,, +164,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-02-15 06:27:28.000,2024-02-14 12:27:40,8120.0,419.0,679,83.0,1376.0,152.0,688.0,4036,2024-02-06 06:14:51.000,0.4.2,66.0,257.0,32,True,41.0,3.0,toga,,,2646.0,4960.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,4775.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,20.0,,,,,,,,,,,,, +165,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-02-05 18:00:20.000,2023-11-28 18:26:26,330.0,1.0,253,52.0,202.0,125.0,198.0,3645,2023-08-28 14:51:41.000,0.8.0,42.0,57.0,32,True,22099.0,21977.0,databases,conda-forge/databases,,,453475.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,122.0,448500.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,194058.0,3.0,,,,,,,,,,,,,,,,,, +166,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2023-12-10 05:48:51.000,2022-12-19 03:14:24,1998.0,,308,49.0,202.0,203.0,358.0,3473,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,2997.0,2872.0,dependency-injector,conda-forge/dependency_injector,,,949323.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,125.0,948037.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,37322.0,2.0,,,,,,,,,,,,,,,,,, +167,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,160.0,3162,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2270.0,,sortedcontainers,conda-forge/sortedcontainers,,,36065158.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2270.0,35935062.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11838819.0,2.0,,,,,,,,,,,,,,,,,, +168,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-02-08 02:30:10.000,2024-02-08 02:30:09,1026.0,3.0,380,48.0,385.0,70.0,311.0,3037,2023-09-07 03:00:21.000,6.4.0,56.0,108.0,32,True,634.0,,smart-open,conda-forge/smart_open,,,18455622.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,634.0,18402733.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2274263.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,, +169,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-02-13 22:17:07.000,2024-02-08 20:49:32,633.0,19.0,242,20.0,630.0,302.0,423.0,2833,2023-12-08 21:11:34.000,0.18.0,79.0,113.0,32,True,1444.0,1340.0,pandera,conda-forge/pandera-core,['pandas'],,1438235.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,104.0,1437403.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,33298.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +170,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,5.0,198,57.0,154.0,95.0,74.0,2818,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,32,True,9104.0,8157.0,schema,conda-forge/schema,,,9034441.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,947.0,9031928.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,138255.0,2.0,,,,,,,,,,,,,,,,,, +171,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,1.0,185,51.0,325.0,127.0,225.0,2731,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,32,True,6281.0,5804.0,plumbum,conda-forge/plumbum,,,3219048.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,477.0,3207472.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,995568.0,3.0,,,,,,,,,,,,,,,,,, +172,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,66.0,2480,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,132428.0,130204.0,aiofiles,conda-forge/aiofiles,,,11755034.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2224.0,11730920.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,964575.0,2.0,,,,,,,,,,,,,,,,,, +173,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-02-11 02:57:21.000,2024-02-02 05:38:53,835.0,9.0,430,40.0,639.0,269.0,368.0,2347,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1785.0,1624.0,pynamodb,conda-forge/pynamodb,,,1581536.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1570191.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,476496.0,3.0,,,,,,,,,,,,,,,,,, +174,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2043,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39514.0,6.0,chardet,conda-forge/chardet,,,57226137.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39504.0,56678003.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22469158.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,106.0,,,,,,,,,,,,, +175,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,87.0,2024,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7077.0,,jmespath,conda-forge/jmespath,,,131709506.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7077.0,131516579.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17556392.0,3.0,,,,,,,,,,,,,,,,,, +176,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-01-18 12:41:13.000,2024-01-18 12:41:13,1060.0,5.0,92,18.0,582.0,101.0,446.0,1726,2022-12-08 21:01:02.889,2.3.0,146.0,33.0,32,True,25376.0,24888.0,omegaconf,conda-forge/omegaconf,,,7143361.0,https://pypi.org/project/omegaconf,2023-11-29 23:17:44.000,488.0,7117451.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1269590.0,2.0,,,,,,,,,,,,,,,,,, +177,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,217,47.0,180.0,58.0,337.0,1474,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2441.0,2342.0,pygsheets,,,,1302872.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1302872.0,,,,3.0,,,,,,,,,,,,,,,,,, +178,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-02-08 10:36:48.000,2024-01-12 09:43:33,550.0,14.0,78,22.0,226.0,36.0,99.0,1350,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,32,True,11683.0,11265.0,questionary,conda-forge/questionary,,,1882474.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1880765.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,64959.0,3.0,,,,,,,,,,,,,,,,,, +179,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-02-11 15:36:14.000,2024-01-26 18:48:28,2257.0,87.0,473,,,,,1297,2023-06-21 16:43:02.350,0.27.1,70.0,225.0,32,True,463.0,,holidays,conda-forge/holidays,,,6565630.0,https://pypi.org/project/holidays,2024-02-05 19:01:35.000,463.0,6478092.0,https://anaconda.org/conda-forge/holidays,2024-02-05 21:14:46.993,3764173.0,3.0,,,,,,,,,,,,,,,,,, +180,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-02-10 13:43:07.000,2023-04-04 11:45:40,1273.0,,103,32.0,208.0,51.0,192.0,979,2023-03-08 19:41:02.446,1.3.7,38.0,30.0,32,True,47389.0,45711.0,Bottleneck,conda-forge/bottleneck,,,826582.0,https://pypi.org/project/Bottleneck,2024-02-04 15:26:40.000,1678.0,729287.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3891817.0,2.0,,,,,,,,,,,,,,,,,, +181,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-02-12 18:00:37.000,2024-02-12 18:00:36,2133.0,44.0,138,42.0,425.0,101.0,259.0,970,2024-02-08 15:14:03.000,2.0.1,32.0,86.0,32,True,2131.0,2000.0,intake,conda-forge/intake,,,70803.0,https://pypi.org/project/intake,2024-02-08 15:14:03.000,131.0,58529.0,https://anaconda.org/conda-forge/intake,2024-02-08 19:22:32.609,540066.0,2.0,,,,,,,,,,,,,,,,,, +182,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,,125,24.0,71.0,23.0,162.0,886,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,18782.0,18430.0,anytree,conda-forge/anytree,,,1162028.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,352.0,1161217.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,37306.0,2.0,,,,,,,,,,,,,,,,,, +183,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-02-07 08:51:18.000,2024-02-07 08:51:17,354.0,8.0,141,13.0,165.0,20.0,138.0,878,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,105802.0,103951.0,validators,conda-forge/validators,,19.0,7727820.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1851.0,7714814.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,559220.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +184,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-02-07 23:22:15.000,2023-03-04 17:45:05,299.0,,565,132.0,192.0,185.0,344.0,6061,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6919.0,6833.0,eel,,,,70080.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,70080.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,, +185,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,93.0,186.0,16.0,429.0,5246,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3610.0,3336.0,transitions,conda-forge/transitions,,,513059.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,274.0,502512.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,590634.0,1.0,,,,,,,,,,,,,,,,,, +186,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5172,,,41.0,28.0,31,False,8743.0,7916.0,pdfminer,conda-forge/pdfminer,,,189833.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,827.0,189431.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36208.0,2.0,,,,,,,,,,,,,,,,,, +187,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,7.0,380,86.0,176.0,,608.0,4808,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1543.0,1363.0,huey,conda-forge/huey,,,104897.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,104420.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33405.0,2.0,,,,,,,,,,,,,,,,,, +188,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,303.0,1629.0,112.0,486.0,3309,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,345.0,328.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1394026.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1388275.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,326851.0,3.0,,,,,,,,,,,,,,,,,, +189,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3178,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10014.0,9196.0,blaze,conda-forge/blaze,,,12369.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,9774.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202480.0,3.0,,,,,,,,,,,,,,,,,, +190,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2023-10-24 17:22:15.000,2023-10-24 17:22:15,853.0,,658,141.0,453.0,143.0,401.0,2784,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,31,True,23347.0,22487.0,pandas-datareader,conda-forge/pandas-datareader,,,391062.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,860.0,386867.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,344006.0,2.0,,,,,,,,,,,,,,,,,, +191,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,28.0,76.0,4.0,90.0,2637,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,125690.0,122267.0,python-decouple,conda-forge/python-decouple,,12.0,2091521.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3423.0,2090534.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,76069.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +192,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1523.0,1409.0,mrjob,conda-forge/mrjob,,,88538.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,82691.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,520462.0,2.0,,,,,,,,,,,,,,,,,, +193,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-02-15 01:10:08.000,2024-02-15 01:10:04,1502.0,54.0,262,42.0,674.0,149.0,922.0,1806,2024-01-11 19:48:26.000,1.9.0,121.0,46.0,31,False,364.0,346.0,sdv,conda-forge/sdv,,,38679.0,https://pypi.org/project/sdv,2024-02-15 01:09:55.000,18.0,38051.0,https://anaconda.org/conda-forge/sdv,2024-01-12 05:47:13.412,16346.0,2.0,,,,,,,,,,,,,,,,,, +194,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,15.0,59,22.0,110.0,113.0,78.0,1805,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,31,True,1514.0,1384.0,glom,conda-forge/glom,,,1572094.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,1571396.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,29333.0,2.0,,,,,,,,,,,,,,,,,, +195,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,96.0,402.0,167.0,379.0,1678,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9308.0,8045.0,influxdb,conda-forge/influxdb,,,1752058.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1263.0,1749087.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,136687.0,3.0,,,,,,,,,,,,,,,,,, +196,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,156,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2092.0,,humanize,conda-forge/humanize,,,6957479.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2092.0,6945908.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,509138.0,2.0,,,,,,,,,,,,,,,,,, +197,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-02-08 20:57:18.711,2024-02-08 18:31:20,271.0,3.0,148,35.0,78.0,1.0,70.0,1424,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,31,True,2950.0,,python-slugify,conda-forge/python-slugify,,,16130529.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2950.0,16085682.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,1928436.0,2.0,,,,,,,,,,,,,,,,,, +198,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-02-15 00:45:52.107,2024-02-14 22:36:15,674.0,29.0,63,16.0,246.0,1.0,58.0,1378,2024-02-14 22:35:18.000,0.23.0,42.0,15.0,31,True,22583.0,22053.0,bidict,conda-forge/bidict,,5.0,1577164.0,https://pypi.org/project/bidict,2024-02-14 22:32:48.000,530.0,1568304.0,https://anaconda.org/conda-forge/bidict,2024-02-15 00:45:52.107,381002.0,2.0,,,,,,,,,,,,,,,,,, +199,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,50.0,202.0,85.0,371.0,1179,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,31,True,3644.0,3558.0,petl,conda-forge/petl,,,1639725.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1634719.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,220302.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +200,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1166,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6944.0,6615.0,sshtunnel,conda-forge/sshtunnel,,,7606189.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,329.0,7604664.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,135737.0,3.0,,,,,,,,,,,,,,,,,, +201,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1015,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,287801.0,272557.0,appdirs,conda-forge/appdirs,,,21074624.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15244.0,20969143.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10020695.0,3.0,,,,,,,,,,,,,,,,,, +202,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-02-07 10:13:23.000,2023-06-25 23:23:50,1269.0,,256,19.0,213.0,31.0,302.0,892,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,5862.0,5536.0,fastcore,conda-forge/fastcore,,,844665.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,842077.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,67299.0,3.0,,,,,,,,,,,,,,,,,, +203,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,1.0,60,7.0,76.0,2.0,81.0,182,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,154751.0,150894.0,tzlocal,conda-forge/tzlocal,,,44809145.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3857.0,44724444.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2541038.0,3.0,,,,,,,,,,,,,,,,,, +204,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-02-14 22:01:28.000,2024-02-07 21:28:16,799.0,24.0,50,48.0,716.0,49.0,180.0,59,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3389.0,3373.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3675684.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,16.0,3672787.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,104293.0,3.0,,,,,,,,,,,,,,,,,, +205,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-02-07 23:24:18.000,2024-02-07 23:24:18,877.0,26.0,38,12.0,55.0,3.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,38.0,31,False,1699.0,,importlib-resources,conda-forge/importlib_resources,,,74244008.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1699.0,73840822.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,18143380.0,2.0,,,,,,,,,,,,,,,,,, +206,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-02-07 23:37:40.000,2024-02-07 23:37:39,709.0,31.0,42,4.0,41.0,6.0,65.0,47,2023-09-18 15:18:43.000,3.17.0,49.0,25.0,31,False,4238.0,,zipp,conda-forge/zipp,,,172246804.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4238.0,171380587.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35514929.0,3.0,,,,,,,,,,,,,,,,,, +207,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-01-29 12:27:25.000,2022-05-08 04:08:19,743.0,,974,283.0,298.0,152.0,463.0,20155,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,965.0,875.0,gooey,conda-forge/gooey,,590.0,6894.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,90.0,5591.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73694.0,3.0,,,,,,,,,,,,,,,,,, +208,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-02-14 15:45:39.000,2023-07-21 10:40:58,3636.0,,592,145.0,968.0,500.0,773.0,8133,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,694.0,663.0,vaex,conda-forge/vaex,,280.0,35091.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,31.0,33053.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,179210.0,3.0,,,,,,,,,,,,,,,,,, +209,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-01 04:36:56.000,2024-02-01 04:36:56,2691.0,4.0,847,167.0,743.0,21.0,962.0,5653,2022-07-29 04:10:00.400,0.9.9,21.0,81.0,30,True,478.0,464.0,snorkel,conda-forge/snorkel,,1054.0,33780.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,32906.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,47414.0,3.0,,,,,,,,,,,,,,,,,, +210,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,261.0,4696,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,30,True,4188.0,3605.0,dataset,conda-forge/dataset,,,88041.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,583.0,87814.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7951.0,3.0,,,,,,,,,,,,2.0,,,,,, +211,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2023-06-16 19:26:23.252,2023-01-31 21:17:34,775.0,,414,78.0,69.0,368.0,194.0,3614,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,30,False,15670.0,15123.0,keyboard,conda-forge/keyboard,,,272912.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,547.0,272118.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25416.0,3.0,,,,,,,,,,,,,,,,,, +212,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,1.0,243,64.0,89.0,23.0,273.0,3484,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,30,True,1078.0,958.0,asciimatics,conda-forge/asciimatics,,,207209.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,203562.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,145892.0,3.0,,,,,,,,,,,,,,,,,, +213,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-02-01 14:47:54.000,2024-02-01 14:47:54,992.0,7.0,141,70.0,69.0,9.0,72.0,3223,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10772.0,10124.0,funcy,conda-forge/funcy,,,1508503.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,648.0,1503694.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,408844.0,3.0,,,,,,,,,,,,,,,,,, +214,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-02-12 15:26:24.000,2024-02-12 15:26:23,1759.0,41.0,103,44.0,1362.0,66.0,354.0,3129,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,30,True,579.0,520.0,returns,conda-forge/returns,,,137124.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,136872.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8332.0,3.0,,,,,,,,,,,,,,,,,, +215,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-02-06 09:00:23.000,2024-02-01 18:17:41,1177.0,19.0,590,175.0,468.0,96.0,477.0,3014,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,274.0,241.0,arctic,conda-forge/arctic,,209.0,4624.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,4077.0,https://anaconda.org/conda-forge/arctic,2023-06-16 16:15:32.390,31109.0,3.0,,,,,,,,,,,,,,,,,, +216,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1975.0,1588.0,schematics,conda-forge/schematics,,,303558.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,303084.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26090.0,3.0,,,,,,,,,,,,,,,,,, +217,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-01-29 09:28:50.000,2024-01-25 21:30:38,3949.0,100.0,321,36.0,340.0,152.0,548.0,2489,2024-01-25 21:24:28.000,3.0.beta0,212.0,104.0,30,True,110.0,98.0,pyinfra,,,,30174.0,https://pypi.org/project/pyinfra,2024-01-25 21:23:53.000,12.0,30174.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +218,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-02-14 00:21:20.000,2024-02-14 00:09:20,833.0,39.0,112,32.0,1060.0,17.0,401.0,2489,2024-02-13 23:41:20.000,1.3.23,317.0,32.0,30,True,244.0,238.0,whylogs,,,45.0,219889.0,https://pypi.org/project/whylogs,2024-02-13 23:42:08.000,6.0,219887.0,,,,2.0,,,,,,,,,,,,,,,,,, +219,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-01-22 06:47:11.000,2024-01-03 03:34:41,233.0,1.0,277,48.0,74.0,50.0,113.0,2257,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1159.0,1092.0,datasketch,,,19.0,1411630.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,67.0,1411630.0,,,,3.0,,,,,,,,,,,,,,,,,, +220,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-02-09 18:56:16.000,2024-02-09 18:55:34,636.0,32.0,140,22.0,531.0,37.0,254.0,992,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2206.0,2072.0,aiocache,,,16.0,464367.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,134.0,464367.0,,,,2.0,,,,,,,,,,,,,,,,,, +221,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-02-12 13:55:30.000,2024-02-12 13:49:38,192.0,11.0,130,26.0,46.0,9.0,77.0,950,2023-10-22 11:33:03.000,2.1.0,28.0,23.0,30,True,469.0,,email-validator,conda-forge/email-validator,,,10757010.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,469.0,10753568.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,148040.0,3.0,,,,,,,,,,,,,,,,,, +222,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-02-08 17:43:22.000,2024-02-08 17:43:22,986.0,21.0,100,22.0,94.0,28.0,83.0,897,2023-07-04 14:19:04.678,7.0.0,49.0,54.0,30,True,1043.0,,inflect,conda-forge/inflect,,,4880508.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1043.0,4872328.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,359944.0,3.0,,,,,,,,,,,,,,,,,, +223,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,33.0,610.0,877,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,30,True,8411.0,8049.0,cx-Oracle,conda-forge/cx_oracle,,,3262362.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3250164.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,524550.0,3.0,,,,,,,,,,,,,,,,,, +224,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-02-10 06:27:15.000,2024-02-10 06:26:08,1009.0,3.0,49,17.0,76.0,2.0,89.0,831,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,27725.0,26393.0,natsort,conda-forge/natsort,,,4270041.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1332.0,4231072.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1519825.0,3.0,,,,,,,,,,,,,,,,,, +225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-01-28 17:13:13.000,2020-10-21 17:48:31,219.0,,77,15.0,273.0,46.0,25.0,678,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,46422.0,44293.0,cached-property,conda-forge/cached-property,,,12965130.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2129.0,12861546.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8597513.0,2.0,,,,,,,,,,,,,,,,,, +226,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-02-13 03:19:01.000,2024-02-13 03:19:00,571.0,17.0,358,36.0,305.0,27.0,125.0,658,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4578.0,3296.0,pysolr,conda-forge/pysolr,,,291036.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,290774.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22070.0,3.0,,,,,,,,,,,,,,,,,, +227,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,68,23.0,49.0,6.0,90.0,521,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17382.0,15194.0,scandir,conda-forge/scandir,,,3369453.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3335171.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1371297.0,3.0,,,,,,,,,,,,,,,,,, +228,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,12.0,116.0,22.0,107.0,461,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7208.0,,rsa,conda-forge/rsa,,,142285942.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7208.0,142139820.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13297187.0,3.0,,,,,,,,,,,,,,,,,, +229,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,26.0,405,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,30,True,39986.0,39687.0,srsly,conda-forge/srsly,,,5689145.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5657218.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1404793.0,3.0,,,,,,,,,,,,,,,,,, +230,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-02-13 14:50:48.000,2024-01-22 12:51:42,875.0,7.0,66,18.0,477.0,146.0,287.0,377,2024-01-17 14:53:01.000,2.0.2,89.0,36.0,30,True,9990.0,9833.0,param,conda-forge/param,,,991924.0,https://pypi.org/project/param,2024-01-17 14:52:38.000,157.0,954991.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1477357.0,3.0,,,,,,,,,,,,,,,,,, +231,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-02-12 04:02:38.000,2024-02-05 23:03:25,958.0,4.0,4654,635.0,754.0,204.0,100.0,23364,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,116.0,100.0,algorithms,conda-forge/algorithms,,,2082.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,2023.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2021.0,3.0,,,,,,,,,,,,,,,,,, +232,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7056,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1320.0,1138.0,records,conda-forge/records,,,256410.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,182.0,256107.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24919.0,3.0,,,,,,,,,,,,,,,,,, +233,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6662,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1812.0,1782.0,faust,,,,14911.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,14911.0,,,,3.0,,,,,,,,,,,,,,,,,, +234,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3448,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,9116.0,8637.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11163467.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,479.0,11142962.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,820237.0,3.0,,,,,,,,,,,,,,,,,, +235,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-02-15 11:21:07.000,2024-02-08 01:23:29,3052.0,12.0,225,30.0,294.0,99.0,761.0,3332,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,126.0,119.0,ploomber,conda-forge/ploomber,,,6801.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,4207.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,83018.0,3.0,,,,,,,,,,,,,,,,,, +236,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127,57.0,73.0,15.0,64.0,2416,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8783.0,8373.0,addict,conda-forge/addict,,21.0,2851396.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,410.0,2846678.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,429346.0,3.0,,,,,,,,,,,,,,,,,, +237,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,43.0,218.0,108.0,274.0,1928,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,632.0,,fs,conda-forge/fs,,,1867900.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,632.0,1858772.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,702894.0,3.0,,,,,,,,,,,,,,,,,, +238,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1773,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,29.0,,datatable,conda-forge/datatable,,2270.0,52860.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,52210.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23625.0,3.0,,,,,,,,,,,,,,,,,, +239,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1488,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,248.0,223.0,mleap,conda-forge/mleap,,,204519.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,202772.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78620.0,3.0,,,,,,,,,,,,,,,,,, +240,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-02-12 17:02:24.000,2024-02-01 13:58:14,847.0,34.0,47,12.0,272.0,10.0,91.0,1365,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1618.0,1579.0,python-benedict,conda-forge/python-benedict,,,552994.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,39.0,549157.0,https://anaconda.org/conda-forge/python-benedict,2024-01-25 15:14:59.855,149675.0,3.0,,,,,,,,,,,,,,,,,, +241,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-02-01 15:54:25.000,2024-01-23 23:03:35,1741.0,13.0,82,15.0,435.0,110.0,244.0,1209,2024-01-23 23:09:23.000,1.3.0,249.0,42.0,29,True,336.0,325.0,piccolo,,,,18182.0,https://pypi.org/project/piccolo,2024-01-23 23:09:23.000,11.0,18182.0,,,,3.0,,,,,,,,,,,,,,,,,, +242,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,32.0,74.0,29.0,70.0,1101,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4818.0,4581.0,sqlitedict,conda-forge/sqlitedict,,,541331.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,237.0,538889.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,100144.0,3.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +243,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2096.0,1876.0,redis-py-cluster,,,4105.0,2018231.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,220.0,2018194.0,,,,3.0,,,,,,,,,,,,,,,,,, +244,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-02-07 23:42:24.000,2024-02-07 23:42:23,1257.0,35.0,145,39.0,84.0,2.0,132.0,1080,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,155.0,,path,conda-forge/path,,,1544407.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,155.0,1533385.0,https://anaconda.org/conda-forge/path,2024-02-04 17:21:07.741,496026.0,3.0,,,,,,,,,,,,,,,,,, +245,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-02-01 14:49:39.000,2024-02-01 08:51:49,727.0,13.0,46,11.0,89.0,12.0,97.0,488,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5308.0,5031.0,python-rapidjson,conda-forge/python-rapidjson,,,2262897.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,277.0,2225459.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1497546.0,3.0,,,,,,,,,,,,,,,,,, +246,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,10.0,46.0,24.0,21.0,138,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,60419.0,58096.0,isodate,conda-forge/isodate,,,87080830.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2323.0,87031185.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4716328.0,3.0,,,,,,,,,,,,,,,,,, +247,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-02-13 17:30:38.000,2024-01-29 21:15:46,308.0,17.0,290,29.0,159.0,106.0,140.0,3038,2024-01-22 22:08:37.000,1.45.0,88.0,33.0,28,True,113.0,111.0,img2dataset,,,1525.0,43998.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,43948.0,,,,3.0,,,,,,,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,420,94.0,110.0,37.0,127.0,2768,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7268.0,7109.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,219642.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,217896.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68109.0,3.0,,,,,,,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2636,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2401.0,2356.0,gino,,,,21880.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,21880.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-01-19 21:18:28.000,2023-07-31 18:44:09,493.0,,101,31.0,83.0,19.0,128.0,2418,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1286.0,1240.0,swifter,conda-forge/swifter,['pandas'],,470364.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,463202.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,315136.0,3.0,,,,,,,,,,,,,,,,,, +251,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-01-29 17:01:36.000,2023-06-20 15:54:36,2284.0,,175,39.0,373.0,37.0,263.0,1965,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,275897.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,271153.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180293.0,3.0,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1963,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7909.0,7812.0,gin-config,conda-forge/gin-config,,,202820.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,202299.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,23487.0,3.0,,,,,,,,,,,,,,,,,, +253,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,216.0,180.0,mongo-connector,,,,3612.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,3612.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-02-15 09:59:17.000,2024-02-10 11:12:30,853.0,70.0,68,15.0,488.0,197.0,180.0,1480,2024-01-14 18:40:15.000,0.12.0,33.0,28.0,28,True,16.0,,prisma,,,,70268.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,70268.0,,,,3.0,,,,,,,,,,,,,,,,,, +255,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1424,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11034.0,9524.0,blessings,conda-forge/blessings,,,1009273.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,1002857.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,282314.0,3.0,,,,,,,,,,,,,,,,,, +256,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-02-05 04:29:24.000,2023-12-13 01:11:40,534.0,52.0,84,21.0,245.0,72.0,83.0,936,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3205.0,3199.0,odmantic,,,,20563.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,20563.0,,,,3.0,,,,,,,,,,,,,,,,,, +257,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,687,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11100.0,9862.0,parsedatetime,conda-forge/parsedatetime,,,6840753.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6838675.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,184974.0,3.0,,,,,,,,,,,,,,,,,, +258,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-01-26 11:19:39.000,2023-05-03 19:47:11,818.0,,141,25.0,107.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6487.0,5131.0,beaker,conda-forge/beaker,,,277797.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1356.0,276918.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,73009.0,3.0,,,,,,,,,,,,,,,,,, +259,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-02-13 03:07:39.000,2024-02-13 03:07:39,7166.0,273.0,32,10.0,282.0,42.0,573.0,394,2024-01-30 06:01:36.000,2.2.3,198.0,22.0,28,True,21.0,19.0,static-frame,conda-forge/static-frame,,,9471.0,https://pypi.org/project/static-frame,2024-01-30 06:01:36.000,2.0,2404.0,https://anaconda.org/conda-forge/static-frame,2024-01-30 14:43:55.422,318056.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +260,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,19.0,88.0,71.0,96.0,306,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,36926.0,33512.0,configobj,conda-forge/configobj,,453.0,3069896.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3414.0,3058441.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,767305.0,3.0,,,,,,,,,,,,,,,,,, +261,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1357.0,1284.0,tabulator,conda-forge/tabulator-py,,,214916.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,214235.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54493.0,3.0,,,,,,,,,,,,,,,,,, +262,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,203,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,13548.0,13133.0,ordered-set,conda-forge/ordered-set,,,12117763.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,415.0,12112880.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,459086.0,3.0,,,,,,,,,,,,,,,,,, +263,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-02-05 14:04:39.000,2022-03-10 10:33:50,585.0,,559,83.0,263.0,125.0,129.0,3718,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,130.0,,textract,conda-forge/textract,,,103377.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,130.0,103121.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22814.0,3.0,,,,,,,,,,,,,,,,,, +264,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-04 19:25:39.000,2024-01-23 09:45:33,192.0,1.0,197,29.0,53.0,83.0,127.0,3423,2023-05-02 20:45:04.130,1.6.5,41.0,25.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,487375.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,485070.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,73780.0,3.0,,,,,,,,,,,,,,,,,, +265,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-02-05 01:51:48.000,2023-09-27 04:58:22,537.0,,130,49.0,63.0,14.0,123.0,2292,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,27,True,778.0,756.0,pyfunctional,,,,154273.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,154273.0,,,,3.0,,,,,,,,,,,,,,,,,, +266,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-02-13 21:08:33.000,2024-02-13 14:35:06,5667.0,30.0,507,107.0,957.0,592.0,969.0,2138,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,136.0,27,False,76.0,,wx,conda-forge/wxpython,,3863.0,19133.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-02-05 16:54:31.766,763189.0,3.0,,,,,,,,,,,,,,,,,, +267,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1900,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2295.0,,retrying,conda-forge/retrying,,,9873514.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2295.0,9855519.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1601591.0,3.0,,,,,,,,,,,,,,,,,, +268,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-02-13 09:54:07.000,2023-10-30 18:09:26,376.0,,147,33.0,229.0,72.0,143.0,1795,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,27,True,557.0,536.0,arq,conda-forge/arq,,,91567.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,91287.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9531.0,3.0,,,,,,,,,,,,,,,,,, +269,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-02-12 10:58:05.000,2024-02-12 10:58:02,2739.0,17.0,134,50.0,306.0,45.0,194.0,1506,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,310.0,227.0,enaml,conda-forge/enaml,,769.0,7084.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,3414.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,161062.0,3.0,,,,,,,,,,,,,,,,,, +270,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,88.0,73.0,1382,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2541.0,2269.0,strictyaml,conda-forge/strictyaml,,,1350927.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,272.0,1347845.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,215741.0,3.0,,,,,,,,,,,,,,,,,, +271,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-02-12 22:36:14.000,2024-01-28 18:35:23,175.0,27.0,47,17.0,116.0,14.0,4.0,1346,2024-01-28 18:22:51.000,0.0.4,5.0,14.0,27,True,3230.0,3156.0,asyncer,conda-forge/asyncer,,,115628.0,https://pypi.org/project/asyncer,2024-01-28 18:22:51.000,74.0,115358.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,6765.0,3.0,,,,,,,,,,,,,,,,,, +272,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1284,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2762.0,2669.0,pandasql,conda-forge/pandasql,['pandas'],,1746356.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,93.0,1732451.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,444964.0,3.0,,,,,,,,,,,,,,,,,, +273,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-01-16 15:28:10.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1219,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,359.0,,singer-python,,,,989132.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,359.0,989132.0,,,,3.0,,,,,,,,,,,,,,,,,, +274,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,22.0,62.0,25.0,104.0,868,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,False,2632.0,2507.0,pyahocorasick,conda-forge/pyahocorasick,,,605785.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,125.0,600560.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,209033.0,3.0,,,,,,,,,,,,,,,,,, +275,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-02-13 04:32:08.000,2024-02-13 04:32:07,726.0,27.0,42,23.0,565.0,9.0,33.0,766,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,117.0,,janus,conda-forge/janus,,,613863.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,117.0,613556.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17219.0,3.0,,,,,,,,,,,,,,,,,, +276,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,85,25.0,51.0,7.0,39.0,734,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,874.0,,munch,conda-forge/munch,,,2103171.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,874.0,1671475.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3885267.0,3.0,,,,,,,,,,,,,,,,,, +277,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2023-09-03 09:22:12.000,2023-07-23 14:40:17,372.0,,115,17.0,93.0,70.0,127.0,685,2023-07-23 16:18:40.000,1.7,28.0,53.0,27,True,16474.0,14979.0,configargparse,conda-forge/configargparse,,,4106608.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1495.0,4084969.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,779012.0,3.0,,,,,,,,,,,,,,,,,, +278,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,625,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1295.0,1269.0,pysimdjson,conda-forge/pysimdjson,,,918035.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,915936.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,83994.0,3.0,,,,,,,,,,,,,,,,,, +279,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,2.0,160,35.0,50.0,31.0,184.0,608,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1064.0,830.0,happybase,conda-forge/happybase,,,53158.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,51415.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160394.0,3.0,,,,,,,,,,,,,,,,,, +280,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,578,,,8.0,12.0,27,False,62644.0,60232.0,dataclasses,conda-forge/dataclasses,,,11092461.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,10924396.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11596517.0,3.0,,,,,,,,,,,,,,,,,, +281,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,476,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7312.0,4926.0,pylibmc,conda-forge/pylibmc,,492.0,189093.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,183647.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,216772.0,3.0,,,,,,,,,,,,,,,,,, +282,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-01-11 07:31:20.000,2023-05-03 07:41:22,164.0,,39,9.0,29.0,28.0,31.0,254,2023-04-27 05:31:58.000,1.8.2,18.0,15.0,27,True,2815.0,,send2trash,conda-forge/send2trash,,,15189986.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2815.0,15012261.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,12973937.0,3.0,,,,,,,,,,,,,,,,,, +283,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47284.0,39284.0,futures,conda-forge/futures,,,8784944.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,8770873.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1266416.0,3.0,,,,,,,,,,,,,,,,,, +284,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2023-11-03 14:29:37.000,2023-11-03 14:29:37,127.0,,21,7.0,57.0,4.0,7.0,168,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,36025.0,35939.0,catalogue,conda-forge/catalogue,,,5410188.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,5381644.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1227392.0,3.0,,,,,,,,,,,,,,,,,, +285,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2524.0,2231.0,cloudant,conda-forge/cloudant,,,117301.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,116058.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110630.0,3.0,,,,,,,,,,,,,,,,,, +286,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,30,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63319.0,58986.0,pathlib2,conda-forge/pathlib2,,,7447179.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4333.0,7379288.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2647780.0,3.0,,,,,,,,,,,,,,,,,, +287,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,77418.0,74696.0,contextlib2,conda-forge/contextlib2,,,15489266.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2722.0,15476823.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1194614.0,3.0,,,,,,,,,,,,,,,,,, +288,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,91.0,364.0,3192,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,156.0,134.0,flexx,conda-forge/flexx,,,1641.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,501.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103750.0,3.0,,,,,,,,,,,,,,,,,, +289,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,956,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2481.0,1973.0,bcolz,conda-forge/bcolz,,,8695.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4609.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,343252.0,3.0,,,,,,,,,,,,,,,,,, +290,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-02-15 13:11:15.000,2024-02-15 13:08:58,299.0,45.0,57,8.0,111.0,21.0,57.0,495,2023-12-13 20:43:21.000,2.2.2,56.0,18.0,26,True,464.0,434.0,cachier,,,,36709.0,https://pypi.org/project/cachier,2023-12-13 20:41:45.000,30.0,36709.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,489,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4398.0,4128.0,pyscreenshot,,,,173069.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,270.0,173069.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,66,19.0,45.0,20.0,17.0,199,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13105.0,,ptyprocess,conda-forge/ptyprocess,,,46752572.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13105.0,46579601.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16259277.0,3.0,,,,,,,,,,,,,,,,,, +293,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6166,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,118.0,114.0,powerline-shell,,,,1635.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1635.0,,,,3.0,,,,,,,,,,,,,,,,,, +294,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,141.0,2324,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,364.0,,python-box,conda-forge/python-box,,39.0,4699248.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,364.0,4687403.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,509352.0,3.0,,,,,,,,,,,,,,,,,, +295,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,142,59.0,248.0,95.0,108.0,1571,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,16635.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,16635.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +296,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,105.0,174.0,71.0,264.0,1488,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,91.0,64.0,streamparse,,,,4016.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,4016.0,,,,3.0,,,,,,,,,,,,,,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-02-05 14:09:43.000,2023-05-19 04:32:00,6411.0,,227,39.0,1047.0,9.0,209.0,1425,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,10610.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,10610.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1252,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1708.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1708.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,41.0,126.0,28.0,204.0,1171,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,266.0,232.0,parallel-ssh,,,377.0,155883.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,155880.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1086,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6563.0,6438.0,immutables,conda-forge/immutables,,,724082.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,702640.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,964926.0,3.0,,,,,,,,,,,,,,,,,, +301,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-10 11:29:43.000,2024-02-10 11:29:20,751.0,2.0,82,14.0,135.0,36.0,101.0,934,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,271.0,,mss,conda-forge/python-mss,,,619307.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,271.0,618462.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,37212.0,3.0,,,,,,,,,,,,,,,,,, +302,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-01-16 15:10:47.000,2024-01-16 15:10:41,9949.0,4.0,43,14.0,10.0,6.0,8.0,490,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,86147.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,86147.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +303,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-02-14 15:49:17.521,2023-07-20 01:35:48,491.0,,70,22.0,66.0,12.0,99.0,478,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,25,True,776.0,685.0,hickle,conda-forge/hickle,,,58442.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,34283.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24159.0,3.0,,,,,,,,,,,,,,,,,, +304,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,61,17.0,183.0,44.0,157.0,441,,,3.0,15.0,25,False,18738.0,18738.0,umongo,conda-forge/umongo,,,31868.0,https://pypi.org/project/umongo,,,31660.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6054.0,3.0,,,,,,,,,,,,,,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,324,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,28369387.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,28339818.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1715045.0,3.0,,,,,,,,,,,,,,,,,, +306,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-02-02 07:12:06.000,2024-02-01 20:42:24,3514.0,40.0,34,16.0,81.0,25.0,4.0,247,2022-09-07 10:31:33.181,0.90.10,555.0,76.0,25,True,61.0,36.0,dbnd,,,,256534.0,https://pypi.org/project/dbnd,2024-02-02 07:08:59.000,25.0,256534.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-02-01 22:19:25.000,2024-02-01 22:19:25,373.0,5.0,32,7.0,140.0,3.0,83.0,146,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1163.0,1118.0,everett,conda-forge/everett,,,100610.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,99206.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,56179.0,3.0,,,,,,,,,,,,,,,,,, +308,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8030.0,,entrypoints,conda-forge/entrypoints,,,14214211.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8030.0,14020380.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18220176.0,3.0,,,,,,,,,,,,,,,,,, +309,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3936,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,142.0,66.0,storm,,,,2223.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,76.0,2223.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-01-31 15:45:29.000,2023-10-02 06:28:26,631.0,,408,45.0,181.0,258.0,109.0,2537,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,6170.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,6170.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,95,42.0,42.0,24.0,47.0,1502,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,128.0,117.0,pypeln,conda-forge/pypeln,,,155956.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,155612.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14822.0,3.0,,,,,,,,,,,,,,,,,, +312,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-02-15 10:39:46.000,2024-02-15 07:44:26,328.0,3.0,80,43.0,250.0,46.0,41.0,1333,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,39.0,29.0,tasktiger,,,,5066.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,5066.0,,,,3.0,,,,,,,,,,,,,,,,,, +313,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1075,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2372.0,2202.0,pluginbase,conda-forge/pluginbase,,,791018.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,170.0,786852.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304175.0,3.0,,,,,,,,,,,,,,,,,, +314,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,141,10.0,22.0,29.0,19.0,692,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3451.0,3203.0,ratelimit,conda-forge/ratelimit,,,5913651.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,248.0,5913277.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13840.0,3.0,,,,,,,,,,,,,,,,,, +315,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,419.0,295.0,messytables,,,,15955.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,15955.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,312,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,216.0,194.0,pyhdb,,,102.0,387780.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,387779.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,265,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,929.0,842.0,deepdish,conda-forge/deepdish,,,14600.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,13537.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,92492.0,3.0,,,,,,,,,,,,,,,,,, +318,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-10 05:47:05.000,2023-06-15 13:15:37,294.0,,41,8.0,40.0,8.0,37.0,153,2023-06-15 13:16:14.267,0.10.0,25.0,20.0,24,True,1058.0,1010.0,filedepot,,,,13145.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,48.0,13145.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5980.0,4643.0,clint,conda-forge/clint,,117.0,99656.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1337.0,99048.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56546.0,3.0,,,,,,,,,,,,,,,,,, +320,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,303.0,1824.0,69,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8644.0,,openpyxl,openpyxl,,,67394219.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8614.0,67392068.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,211791.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1225.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +321,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10554,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,49.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,49.0,,,,2.0,,,,,,,,,,,,,,,,,, +322,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1559,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,110618.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,110618.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,746,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,23,True,294.0,263.0,dirty-equals,conda-forge/dirty-equals,,,213267.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,211483.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,41035.0,3.0,,,,,,,,,,,,,,,,,, +324,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,16.0,23,18.0,177.0,10.0,16.0,355,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,23,True,392.0,353.0,aiomisc,,,,19868.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,39.0,19868.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,7.0,29,8.0,54.0,14.0,11.0,289,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,23,True,409.0,351.0,rtoml,,,,119653.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,119653.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,203.0,195.0,pysparkling,conda-forge/pysparkling,,,9498.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9366.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4620.0,3.0,,,,,,,,,,,,,,,,,, +327,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2863.0,2667.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,135022.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,134660.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27523.0,3.0,,,,,,,,,,,,,,,,,, +328,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,3.0,4,3.0,182.0,23.0,760.0,6,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,645.0,,py2neo,conda-forge/py2neo,,,40148.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,645.0,39350.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63895.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3498,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,443.0,409.0,pampy,,,,27248.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,27248.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3245,,,4.0,19.0,22,False,611.0,581.0,macropy3,,,,220.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,220.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,60.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,60.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,57.0,2482,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,,22979.0,696.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +333,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,46.0,34.0,18.0,11.0,1807,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,5172.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,5172.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1344,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,188.0,166.0,pinject,conda-forge/pinject,,,49817.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,49646.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4963.0,3.0,,,,,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,861,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,237.0,218.0,unsync,conda-forge/unsync,,,50951.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,50672.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12303.0,3.0,,,,,,,,,,,,,,,,,, +336,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,857,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,194.0,165.0,rows,,,38.0,747.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,747.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,846,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1543.0,1441.0,pickledb,,,,47921.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,102.0,47921.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,567,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,119.0,110.0,pypyr,conda-forge/pypyr,,,3132.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2585.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13689.0,3.0,,,,,,,,,,,,,,,,,, +339,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11503.0,9456.0,unipath,,,,52550.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,52550.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-02-15 10:55:20.000,2024-02-14 09:04:03,699.0,48.0,24,4.0,265.0,5.0,,277,2024-02-14 09:04:38.000,1.1.251,622.0,12.0,22,True,5.0,5.0,upgini,,,,8524.0,https://pypi.org/project/upgini,2024-02-15 10:55:20.000,,8524.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,18,6.0,64.0,11.0,24.0,161,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,243.0,231.0,aioprometheus,,,,191052.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,191052.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-02-12 17:33:18.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,16.0,15.0,148,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,308.0,270.0,docopt-ng,,,,122011.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,122011.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,2.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2312.0,2184.0,stopit,conda-forge/stopit,,,562324.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,551487.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,791106.0,3.0,,,,,,,,,,,,,,,,,, +344,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-02-13 13:56:47.000,2024-02-13 13:47:53,1810.0,53.0,5,3.0,807.0,18.0,41.0,51,2024-01-07 05:39:51.000,4.7.3,68.0,8.0,22,False,68.0,60.0,click-extra,,,245.0,4951.0,https://pypi.org/project/click-extra,2024-01-07 05:39:36.000,8.0,4943.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-02-02 22:49:36.000,2024-01-22 19:00:56,85.0,2.0,148,34.0,13.0,9.0,175.0,3244,2024-01-22 18:43:58.000,2.1.21,66.0,1.0,21,False,206.0,206.0,ptext-joris-schellekens,conda-forge/borb,,,1603.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,48110.0,3.0,,,,,,,,,,,,,,,,,, +346,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,1063.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,1063.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,878,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,255.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,255.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21,10.0,32.0,22.0,21.0,656,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,21,False,70.0,67.0,pugsql,,,,3616.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,3616.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4547.0,3359.0,awesome-slugify,conda-forge/awesome-slugify,,,46575.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,45836.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69537.0,3.0,,,,,,,,,,,,,,,,,, +350,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,15.0,34.0,25.0,13.0,290,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,425.0,406.0,price-parser,,,,78246.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,78246.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,285,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,168.0,162.0,datatest,,,,14832.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,14832.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,208,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,,10195.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,10195.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,15.0,44,15.0,630.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,21,True,9.0,9.0,batchflow,,,,628.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,628.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,129,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,False,2226.0,2162.0,coolname,conda-forge/coolname,,,413434.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,64.0,411252.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,82916.0,3.0,,,,,,,,,,,,,,,,,, +355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,67.0,4.0,1.0,41.0,2165,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1529.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1529.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,84.0,39.0,1429,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11571.0,1273.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1093.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,714,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,2661.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,1911.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29252.0,3.0,,,,,,,,,,,,,,,,,, +358,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-01-29 22:21:49.000,2023-10-27 23:08:49,1413.0,,43,18.0,137.0,2.0,13.0,703,2023-10-27 23:09:51.000,1.3.4,21.0,4.0,20,True,,,ubelt,conda-forge/ubelt,,,23510.0,https://pypi.org/project/ubelt,,,21108.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,69660.0,3.0,,,,,,,,,,,,-3.0,,,,,, +359,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,False,87.0,70.0,valideer,conda-forge/valideer,,,9292.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,9066.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21278.0,3.0,,,,,,,,,,,,,,,,,, +360,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,204,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,900.0,896.0,gsheetsdb,,,,59834.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,59834.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,458,157.0,142.0,78.0,27.0,1984,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +362,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-02-13 12:21:26.000,2024-02-13 10:45:27,3002.0,95.0,141,29.0,226.0,32.0,371.0,1364,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +363,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-02-08 21:14:04.000,2024-02-07 16:25:56,636.0,146.0,28,5.0,101.0,7.0,16.0,586,2024-02-02 13:15:38.000,1.9.0,64.0,7.0,19,True,2.0,,pipeless-ai,,,686.0,274.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,160.0,,,,1.0,,,,,,,,,,,,,,,,,, +364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,158.0,131.0,queries,,,,2509.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2509.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1187.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,204.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65911.0,3.0,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,85.0,81.0,typical,conda-forge/typical,,,2595.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1518.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35545.0,3.0,,,,,,,,,,,,,,,,,, +367,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,8.0,105,56.0,74.0,26.0,16.0,2041,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,,115.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,115.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1607,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,188.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,188.0,,,,3.0,,,,,,,,,,,,2.0,,,,,, +369,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,57,35.0,46.0,14.0,58.0,1105,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,170.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,170.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,76,24.0,19.0,11.0,13.0,951,2023-02-03 19:11:04.115,0.2.4,23.0,13.0,18,True,28.0,28.0,d6tflow,,,,295.0,https://pypi.org/project/d6tflow,2019-01-22 01:45:28.000,,295.0,,,,3.0,,,,,,,,,,,,2.0,,,,,, +371,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,49,23.0,28.0,15.0,10.0,941,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,498.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,498.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,, +372,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,47.0,71.0,,,354,,,2.0,18.0,18,False,629.0,629.0,pymodm,conda-forge/pymodm,,,8797.0,https://pypi.org/project/pymodm,,,8688.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5243.0,3.0,,,,,,,,,,,,-3.0,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1356,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,57.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,57.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,980,,,,1000.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,67,19.0,28.0,42.0,30.0,850,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,,1230.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1230.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,432,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,251.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,251.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-02-06 03:28:09.000,2024-01-15 11:48:36,125.0,6.0,8,13.0,170.0,2.0,9.0,271,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1318.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,1318.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +378,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,182,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,221900.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,221900.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,55.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,55.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,617,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,283.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,283.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,49.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,49.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,185.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,185.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,40.0,35.0,cleverdict,,,,333.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,333.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,805.0,796.0,millify,,,,49014.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,49014.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,545,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,['pandas'],,82.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,82.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-02-07 18:28:19.000,2024-01-19 20:44:25,947.0,37.0,20,2.0,810.0,7.0,18.0,261,2024-01-19 20:50:33.000,0.1.53,36.0,14.0,13,False,,,the-guide,,,,15.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,15.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,106,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,93.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,93.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,,130.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,130.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,35,29.0,10.0,3.0,16.0,365,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,782,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index c240815..e789464 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- pydantic (πŸ₯‡45 Β· ⭐ 18K Β· πŸ“ˆ) - Data validation using Python type hints. MIT -- pulumi (πŸ₯ˆ43 Β· ⭐ 19K Β· πŸ“ˆ) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- cookiecutter (πŸ₯‡41 Β· ⭐ 21K Β· πŸ“ˆ) - A cross-platform command-line utility that creates projects.. BSD-3 -- watchdog (πŸ₯ˆ38 Β· ⭐ 6.2K Β· πŸ“ˆ) - Python library and shell utilities to monitor filesystem events. Apache-2 -- pysimdjson (πŸ₯‰27 Β· ⭐ 620 Β· πŸ“ˆ) - Python bindings for the simdjson project. MIT +- phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 +- zarr (πŸ₯ˆ35 Β· ⭐ 1.3K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +- dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT +- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- Databolt Flow (πŸ₯‰18 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- rich (πŸ₯‡42 Β· ⭐ 46K Β· πŸ“‰) - Rich is a Python library for rich text and beautiful formatting in the.. MIT -- dataset (πŸ₯‰28 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT -- phonenumbers (πŸ₯‰28 Β· ⭐ 3.4K Β· πŸ“‰) - Python port of Googles libphonenumber. Apache-2 -- riko (πŸ₯‰16 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT -- Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +- Airflow (πŸ₯‡47 Β· ⭐ 34K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- cpython (πŸ₯‡38 Β· ⭐ 58K Β· πŸ“‰) - The Python programming language. ❗Unlicensed +- PySimpleGUI (πŸ₯ˆ33 Β· ⭐ 13K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed +- ubelt (πŸ₯‰20 Β· ⭐ 700 Β· πŸ“‰) - A Python utility library with a stdlib like feel and extra.. Apache-2 +- PyMODM (πŸ₯‰18 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. ❗Unlicensed From d7fc78886f470eabd56cddbd9d4c03334d20ccff Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 22 Feb 2024 13:38:30 +0000 Subject: [PATCH 53/70] Update best-of list for version 2024.02.22 --- README.md | 1232 ++++++++++++++++--------------- history/2024-02-22_changes.md | 20 + history/2024-02-22_projects.csv | 392 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1055 insertions(+), 609 deletions(-) create mode 100644 history/2024-02-22_changes.md create mode 100644 history/2024-02-22_projects.csv diff --git a/README.md b/README.md index 59d2996..4cc0916 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡52 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 41M Β· πŸ“¦ 590K Β· πŸ“‹ 6.1K - 11% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 41M Β· πŸ“¦ 590K Β· πŸ“‹ 6.1K - 10% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 170M / month Β· πŸ“¦ 17K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 170M / month Β· πŸ“¦ 17K Β· ⏱️ 15.02.2024): ``` pip install protobuf ``` @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡42 Β· ⭐ 22K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 350K Β· πŸ“¦ 91K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 360K Β· πŸ“¦ 92K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 16M / month Β· πŸ“¦ 340 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 16M / month Β· πŸ“¦ 350 Β· ⏱️ 26.05.2023): ``` pip install flatbuffers ``` @@ -119,19 +119,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.3M / month Β· πŸ“¦ 290 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.4M / month Β· πŸ“¦ 290 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 39M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 40M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): ``` pip install marshmallow ``` @@ -142,12 +142,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
dill (πŸ₯ˆ38 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 210 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 48M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 49M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): ``` pip install dill ``` @@ -156,9 +156,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge dill ```
-
orjson (πŸ₯ˆ36 Β· ⭐ 5.3K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ36 Β· ⭐ 5.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 73K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 74K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/ijl/orjson @@ -179,11 +179,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 10M / month Β· πŸ“¦ 4.5K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 10M / month Β· πŸ“¦ 4.6K Β· ⏱️ 10.12.2023): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.5M Β· ⏱️ 11.12.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.6M Β· ⏱️ 11.12.2023): ``` conda install -c conda-forge ujson ``` @@ -204,14 +204,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge simplejson ```
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jsonpickle (πŸ₯‰34 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 160 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 11M / month Β· πŸ“¦ 2.4K Β· ⏱️ 13.08.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 11M / month Β· πŸ“¦ 2.5K Β· ⏱️ 20.02.2024): ``` pip install jsonpickle ``` @@ -220,46 +220,46 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge jsonpickle ```
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msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
cloudpickle (πŸ₯‰34 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 3% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): ``` - git clone https://github.com/msgpack/msgpack-python + git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 61M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 38M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` - pip install msgpack + pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 15M Β· ⏱️ 25.11.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 16M Β· ⏱️ 16.10.2023): ``` - conda install -c conda-forge msgpack-python + conda install -c conda-forge cloudpickle ```
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cloudpickle (πŸ₯‰33 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 +
msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 3% open Β· ⏱️ 20.12.2023): ``` - git clone https://github.com/cloudpipe/cloudpickle + git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 37M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 62M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` - pip install cloudpickle + pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 16M Β· ⏱️ 16.10.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 15M Β· ⏱️ 25.11.2023): ``` - conda install -c conda-forge cloudpickle + conda install -c conda-forge msgpack-python ```
-
srsly (πŸ₯‰30 Β· ⭐ 400) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
srsly (πŸ₯‰30 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT - [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 40K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.7M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.6M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5.1K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2.2M / month Β· πŸ“¦ 280 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2.1M / month Β· πŸ“¦ 280 Β· ⏱️ 14.12.2023): ``` pip install python-rapidjson ``` @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 920K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 950K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` @@ -300,14 +300,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge pysimdjson ```
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hickle (πŸ₯‰25 Β· ⭐ 480 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT +
hickle (πŸ₯‰26 Β· ⭐ 480 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 680 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 690 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 34K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 37K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
rtoml (πŸ₯‰23 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 350 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 360 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 120K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 100K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/pandas-dev/pandas @@ -356,37 +356,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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polars (πŸ₯‡41 Β· ⭐ 24K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT +
polars (πŸ₯‡40 Β· ⭐ 24K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 260 Β· πŸ“¦ 3 Β· πŸ“‹ 6.6K - 20% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 300 Β· πŸ“¦ 3 Β· πŸ“‹ 6.7K - 20% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.5M / month Β· πŸ“¦ 440 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.6M / month Β· πŸ“¦ 450 Β· ⏱️ 19.02.2024): ``` pip install polars ```
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xarray (πŸ₯ˆ40 Β· ⭐ 3.3K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯‡40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 24K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 24K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 19.02.2024): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.5M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.6M Β· ⏱️ 19.02.2024): ``` conda install -c conda-forge xarray ```
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h5py (πŸ₯ˆ40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 250K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/h5py/h5py @@ -402,7 +402,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.3K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.3K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/modin-project/modin @@ -416,14 +416,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
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zarr (πŸ₯ˆ35 Β· ⭐ 1.3K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 280 Β· πŸ“¦ 3.3K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 280 Β· πŸ“¦ 3.3K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 520K / month Β· πŸ“¦ 510 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 530K / month Β· πŸ“¦ 510 Β· ⏱️ 14.02.2024): ``` pip install zarr ``` @@ -432,52 +432,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
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numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT +
docarray (πŸ₯ˆ34 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 200 Β· πŸ“₯ 590 Β· πŸ“‹ 360 - 17% open Β· ⏱️ 10.02.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.8K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 16.02.2024): ``` - git clone https://github.com/pydata/numexpr + git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.6M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 68K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` - pip install numexpr + pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.6M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): ``` - conda install -c conda-forge numexpr + conda install -c conda-forge docarray ```
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PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 +
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 200 Β· πŸ“₯ 590 Β· πŸ“‹ 370 - 17% open Β· ⏱️ 19.02.2024): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 920K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): ``` - pip install tables + pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.8M Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.7M Β· ⏱️ 05.02.2024): ``` - conda install -c conda-forge pytables + conda install -c conda-forge numexpr ```
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docarray (πŸ₯ˆ33 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 +
PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.8K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 09.02.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 22.02.2024): ``` - git clone https://github.com/jina-ai/docarray + git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 59K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 940K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` - pip install docarray + pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.9M Β· ⏱️ 04.12.2023): ``` - conda install -c conda-forge docarray + conda install -c conda-forge pytables ```
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.4K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT @@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 550K / month Β· πŸ“¦ 940 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 560K / month Β· πŸ“¦ 940 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -498,12 +498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ32 Β· ⭐ 2.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.3K Β· πŸ“‹ 720 - 41% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.4K Β· πŸ“‹ 730 - 41% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.4M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.5M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): ``` pip install pandera ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 730K / month Β· πŸ“¦ 1.7K Β· ⏱️ 04.02.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 750K / month Β· πŸ“¦ 1.7K Β· ⏱️ 04.02.2024): ``` pip install Bottleneck ``` @@ -535,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.4M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.3M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -546,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 8.1K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 660 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 670 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 33K / month Β· πŸ“¦ 31 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 29K / month Β· πŸ“¦ 32 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 52K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 50K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -606,12 +606,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 390) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 19 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 20 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 30.01.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3K / month Β· πŸ“¦ 2 Β· ⏱️ 30.01.2024): ``` pip install static-frame ``` @@ -622,12 +622,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.4K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 490K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` @@ -643,19 +643,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 86K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 87K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
pickleDB (πŸ₯‰22 Β· ⭐ 850 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 -- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.4K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.5K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 48K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 58K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -711,12 +711,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯‡33 Β· ⭐ 380) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.4K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.4K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 90M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 95M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.02.2024): ``` pip install multidict ``` @@ -732,7 +732,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.2M / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.1M / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -748,39 +748,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.6M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.5M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 29K Β· ⏱️ 27.11.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 30K Β· ⏱️ 27.11.2023): ``` conda install -c conda-forge glom ```
bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 5 Β· πŸ“¦ 22K Β· πŸ“‹ 59 - 1% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 24 Β· πŸ“¦ 22K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.6M / month Β· πŸ“¦ 530 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.7M / month Β· πŸ“¦ 530 Β· ⏱️ 18.02.2024): ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 380K Β· ⏱️ 15.02.2024): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 380K Β· ⏱️ 18.02.2024): ``` conda install -c conda-forge bidict ```
python-benedict (πŸ₯‰29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 550K / month Β· πŸ“¦ 39 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 540K / month Β· πŸ“¦ 39 Β· ⏱️ 27.12.2023): ``` pip install python-benedict ``` @@ -791,12 +791,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 770) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 42 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 42 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 610K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -805,14 +805,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge janus ```
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munch (πŸ₯‰27 Β· ⭐ 730 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT +
munch (πŸ₯‰27 Β· ⭐ 740 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT - [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 85 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 870 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 880 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -828,7 +828,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 4.7M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.5M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -839,7 +839,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
immutables (πŸ₯‰25 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.4K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.5K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/MagicStack/immutables @@ -848,7 +848,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 960K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 970K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge immutables ``` @@ -869,7 +869,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.6K Β· πŸ“¦ 340K Β· πŸ“‹ 3.7K - 8% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.6K Β· πŸ“¦ 340K Β· πŸ“‹ 3.7K - 8% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/samuelcolvin/pydantic @@ -883,9 +883,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡41 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 160 Β· πŸ“¦ 520K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 170 Β· πŸ“¦ 520K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/Julian/jsonschema @@ -906,7 +906,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` @@ -917,12 +917,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cerberus (πŸ₯ˆ33 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 3% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 4% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -949,12 +949,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ32 Β· ⭐ 880) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 19 Β· πŸ“¦ 100K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 110K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -963,36 +963,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge validators ```
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python-email-validator (πŸ₯‰30 Β· ⭐ 950) - A robust email syntax and deliverability validation.. Unlicense +
param (πŸ₯‰30 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 130 Β· πŸ“‹ 86 - 10% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.9K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): ``` - git clone https://github.com/JoshData/python-email-validator + git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 11M / month Β· πŸ“¦ 470 Β· ⏱️ 23.10.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 1M / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): ``` - pip install email-validator + pip install param ``` -- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 150K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 17.01.2024): ``` - conda install -c conda-forge email-validator + conda install -c conda-forge param ```
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param (πŸ₯‰30 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
python-email-validator (πŸ₯‰29 Β· ⭐ 960) - A robust email syntax and deliverability validation.. Unlicense -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.8K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 130 Β· πŸ“‹ 86 - 10% open Β· ⏱️ 12.02.2024): ``` - git clone https://github.com/holoviz/param + git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 950K / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 11M / month Β· πŸ“¦ 470 Β· ⏱️ 23.10.2023): ``` - pip install param + pip install email-validator ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 150K Β· ⏱️ 23.10.2023): ``` - conda install -c conda-forge param + conda install -c conda-forge email-validator ```
strictyaml (πŸ₯‰27 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT @@ -1002,7 +1002,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.3M / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.4M / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1013,12 +1013,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰23 Β· ⭐ 750) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 260 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 270 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 210K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 200K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1034,7 +1034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 10K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 9.7K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1046,7 +1046,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.7K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1069,14 +1069,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡31 Β· ⭐ 5.2K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡31 Β· ⭐ 5.3K) - A lightweight, object-oriented finite state machine implementation.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.3K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 500K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 510K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1092,7 +1092,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1111,14 +1111,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯‡40 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 91K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 92K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 25M / month Β· πŸ“¦ 4.8K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 26M / month Β· πŸ“¦ 4.9K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` @@ -1129,12 +1129,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dateparser (πŸ₯ˆ36 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 690 - 45% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1177,7 +1177,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯ˆ35 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 8 Β· πŸ“¦ 1.8M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 9 Β· πŸ“¦ 1.8M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1198,11 +1198,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.5M / month Β· πŸ“¦ 460 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.5M / month Β· πŸ“¦ 460 Β· ⏱️ 19.02.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 19.02.2024): ``` conda install -c conda-forge holidays ``` @@ -1214,7 +1214,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 45M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 46M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1236,7 +1236,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡41 Β· ⭐ 740) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 93K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 94K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1257,7 +1257,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 14M / month Β· πŸ“¦ 8.2K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 15M / month Β· πŸ“¦ 8.2K Β· ⏱️ 06.02.2024): ``` pip install watchdog ``` @@ -1268,7 +1268,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (πŸ₯ˆ35 Β· ⭐ 640) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 390K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 390K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1293,7 +1293,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 960K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 970K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge aiofiles ``` @@ -1332,7 +1332,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“‹ 130 - 1% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“‹ 140 - 2% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/jaraco/path @@ -1358,7 +1358,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
six (πŸ₯‡38 Β· ⭐ 960) - Python 2 and 3 compatibility library. MIT +
future (πŸ₯‡40 Β· ⭐ 1.2K Β· πŸ“ˆ) - Easy, clean, reliable Python 2/3 compatibility. MIT + +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 330 Β· πŸ“¦ 310K Β· πŸ“‹ 390 - 45% open Β· ⏱️ 21.02.2024): + + ``` + git clone https://github.com/PythonCharmers/python-future + ``` +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 34M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): + ``` + pip install future + ``` +- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge future + ``` +
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six (πŸ₯ˆ38 Β· ⭐ 960) - Python 2 and 3 compatibility library. MIT - [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 21.10.2023): @@ -1376,12 +1392,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.4M / month Β· πŸ“¦ 6K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1390,9 +1406,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typing ```
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Show 5 hidden projects... +
Show 4 hidden projects... -- future (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ’€) - Easy, clean, reliable Python 2/3 compatibility. MIT - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT @@ -1406,23 +1421,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.1K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.7K Β· πŸ“¦ 620K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.8K Β· πŸ“¦ 620K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 240M / month Β· πŸ“¦ 22K Β· ⏱️ 30.01.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 240M / month Β· πŸ“¦ 22K Β· ⏱️ 21.02.2024): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 46M Β· ⏱️ 31.01.2024): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 46M Β· ⏱️ 21.02.2024): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 310 Β· πŸ“¦ 88K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 320 Β· πŸ“¦ 89K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1443,7 +1458,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 370K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 360K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` @@ -1454,7 +1469,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 130 - 5% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 130 - 5% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/pyca/bcrypt @@ -1524,7 +1539,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/ansible/ansible @@ -1540,60 +1555,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 21.02.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 15.02.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 490M / month Β· πŸ“¦ 8.7K Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 510M / month Β· πŸ“¦ 8.7K Β· ⏱️ 21.02.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 21.02.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.2M Β· πŸ“¦ 7.3K Β· πŸ“‹ 7K - 29% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.3M Β· πŸ“¦ 7.3K Β· πŸ“‹ 7K - 30% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 170 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 170 Β· ⏱️ 22.02.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.1M / month Β· πŸ“¦ 930 Β· ⏱️ 08.02.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.2M / month Β· πŸ“¦ 930 Β· ⏱️ 22.02.2024): ``` npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ43 Β· ⭐ 6.5K) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ43 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 840 Β· πŸ“¦ 75K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 850 Β· πŸ“¦ 76K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 38M / month Β· πŸ“¦ 4K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 38M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): ``` pip install docker ``` @@ -1620,7 +1635,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ40 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 88M Β· πŸ“¦ 390 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 89M Β· πŸ“¦ 390 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/docker/compose @@ -1636,12 +1651,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.3K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 21M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 20M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1657,7 +1672,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 230K / month Β· πŸ“¦ 270 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 240K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1669,7 +1684,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` @@ -1685,23 +1700,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.6M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.8M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 83K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 84K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
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plumbum (πŸ₯‰32 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰33 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT - [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.8K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.2M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.3M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1712,7 +1727,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.6K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.7K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel @@ -1728,12 +1743,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰30 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 98 Β· πŸ“‹ 700 - 21% open Β· ⏱️ 25.01.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 98 Β· πŸ“‹ 700 - 21% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 30K / month Β· πŸ“¦ 12 Β· ⏱️ 25.01.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 33K / month Β· πŸ“¦ 12 Β· ⏱️ 25.01.2024): ``` pip install pyinfra ``` @@ -1745,7 +1760,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.7K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1775,7 +1790,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 64M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 65M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1784,14 +1799,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ36 Β· ⭐ 8.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ35 Β· ⭐ 8.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License - [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.8M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1800,7 +1815,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯‰34 Β· ⭐ 6.8K) - Python process launching. MIT +
sh (πŸ₯‰33 Β· ⭐ 6.8K) - Python process launching. MIT - [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 04.01.2024): @@ -1823,7 +1838,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 47M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 48M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1845,7 +1860,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 94M / month Β· πŸ“¦ 10K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 94M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` @@ -1854,46 +1869,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge greenlet ```
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uvloop (πŸ₯ˆ38 Β· ⭐ 9.8K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯ˆ38 Β· ⭐ 9.9K) - Ultra fast asyncio event loop. Apache-2 - [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.3M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.2M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 680K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 690K Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge uvloop ```
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anyio (πŸ₯ˆ38 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 330 - 14% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 330 - 14% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 69M / month Β· πŸ“¦ 710 Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 64M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 12M Β· ⏱️ 18.12.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 12M Β· ⏱️ 19.02.2024): ``` conda install -c conda-forge anyio ```
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asyncer (πŸ₯‰27 Β· ⭐ 1.3K) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰27 Β· ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT - [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 3.2K Β· πŸ“‹ 18 - 77% open Β· ⏱️ 28.01.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 120K / month Β· πŸ“¦ 74 Β· ⏱️ 28.01.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 130K / month Β· πŸ“¦ 74 Β· ⏱️ 28.01.2024): ``` pip install asyncer ``` @@ -1902,9 +1917,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asyncer ```
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aiomisc (πŸ₯‰23 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰22 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 350 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 360 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/aiokitchen/aiomisc @@ -1921,11 +1936,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 550K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 530K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 790K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1942,12 +1957,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 6.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 680K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 690K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 47M / month Β· πŸ“¦ 9.9K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 50M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` @@ -1958,12 +1973,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡38 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 320 Β· πŸ“¦ 400K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 02.01.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 320 Β· πŸ“¦ 410K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 18.02.2024): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 39M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 41M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): ``` pip install traitlets ``` @@ -1974,7 +1989,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.4K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 7.9K Β· πŸ“‹ 480 - 21% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 8K Β· πŸ“‹ 490 - 22% open Β· ⏱️ 17.02.2024): ``` git clone https://github.com/rochacbruno/dynaconf @@ -1988,30 +2003,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dynaconf ```
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hydra (πŸ₯ˆ32 Β· ⭐ 8K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯ˆ33 Β· ⭐ 8K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 20K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 20K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 14K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 13K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 890K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 900K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
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omegaconf (πŸ₯ˆ32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 92 Β· πŸ“¦ 25K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 92 Β· πŸ“¦ 25K Β· πŸ“‹ 540 - 17% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 7.1M / month Β· πŸ“¦ 490 Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 7.1M / month Β· πŸ“¦ 500 Β· ⏱️ 15.02.2024): ``` pip install omegaconf ``` @@ -2027,39 +2042,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 76K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 77K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.8K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.9K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 200K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 210K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gin-config ```
everett (πŸ₯‰25 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.1K Β· πŸ“‹ 86 - 3% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.1K Β· πŸ“‹ 87 - 4% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 99K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 100K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2080,12 +2095,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 230 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 240 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 170M / month Β· πŸ“¦ 76K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 170M / month Β· πŸ“¦ 77K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2105,7 +2120,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.1M Β· ⏱️ 16.11.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.2M Β· ⏱️ 16.11.2023): ``` conda install -c conda-forge rich ``` @@ -2117,7 +2132,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 44M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 45M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2137,19 +2152,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fire ```
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 120 Β· πŸ“₯ 330 Β· πŸ“¦ 50K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 50K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 29.01.2024): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 24M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 25M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): ``` pip install argcomplete ``` @@ -2176,7 +2191,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 85 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 85 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/sdispater/cleo @@ -2192,12 +2207,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯‰34 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 53 Β· πŸ“¦ 500K Β· πŸ“‹ 50 - 22% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 53 Β· πŸ“¦ 510K Β· πŸ“‹ 50 - 22% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 58M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 60M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2213,7 +2228,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 14M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 15M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): ``` pip install typer ``` @@ -2224,12 +2239,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰32 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 78 Β· πŸ“¦ 11K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 79 Β· πŸ“¦ 11K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.9M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.7M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` @@ -2245,7 +2260,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 200K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 170K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2254,7 +2269,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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ConfigArgParse (πŸ₯‰27 Β· ⭐ 680 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT +
ConfigArgParse (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): @@ -2272,7 +2287,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰22 Β· ⭐ 150 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 270 Β· πŸ“‹ 31 - 51% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 270 Β· πŸ“‹ 32 - 53% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng @@ -2282,14 +2297,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install docopt-ng ```
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colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 -- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 57 Β· πŸ“¦ 6 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 58 Β· πŸ“¦ 6 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 29.01.2024): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 170 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 140 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2308,7 +2323,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 870) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 880) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2318,7 +2333,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡33 Β· ⭐ 1.9K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 3% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/tkem/cachetools @@ -2334,12 +2349,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 990) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 09.02.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 460K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 490K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2351,7 +2366,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 270K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2378,12 +2393,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰26 Β· ⭐ 500) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 57 Β· πŸ“¦ 430 Β· πŸ“‹ 78 - 26% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“¦ 430 Β· πŸ“‹ 78 - 25% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 37K / month Β· πŸ“¦ 30 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 37K / month Β· πŸ“¦ 31 Β· ⏱️ 17.02.2024): ``` pip install cachier ``` @@ -2402,7 +2417,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 18.02.2024): ``` git clone https://github.com/kivy/kivy @@ -2423,30 +2438,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 70K / month Β· πŸ“¦ 56 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 71K / month Β· πŸ“¦ 56 Β· ⏱️ 09.10.2023): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.6K Β· πŸ“¦ 3 Β· πŸ“‹ 840 - 18% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.6K Β· πŸ“¦ 3 Β· πŸ“‹ 840 - 18% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.8K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 5.2K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 20 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 13 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Eel (πŸ₯‰31 Β· ⭐ 6.1K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.8K Β· πŸ“‹ 530 - 34% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.9K Β· πŸ“‹ 530 - 35% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2458,12 +2473,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
flexx (πŸ₯‰26 Β· ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2 -- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 130 Β· πŸ“‹ 460 - 20% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 140 Β· πŸ“‹ 460 - 20% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 500 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 530 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2474,7 +2489,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- PySimpleGUI (πŸ₯ˆ33 Β· ⭐ 13K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed +- PySimpleGUI (πŸ₯ˆ33 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed - Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰27 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows - enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed @@ -2489,12 +2504,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡19 Β· ⭐ 590) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 28 Β· πŸ“₯ 690 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 28 Β· πŸ“₯ 700 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 150 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2515,7 +2530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries. -
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 +
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 - [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 09.02.2024): @@ -2558,7 +2573,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 22M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 23M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge chardet ``` @@ -2574,7 +2589,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 16M / month Β· πŸ“¦ 3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 17M / month Β· πŸ“¦ 3K Β· ⏱️ 08.02.2024): ``` pip install python-slugify ``` @@ -2590,7 +2605,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2606,7 +2621,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 78K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 80K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2637,23 +2652,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.9K Β· πŸ“¦ 410K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 410K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 18K Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 18K Β· ⏱️ 21.02.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 15.02.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.4K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 720K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 720K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2669,12 +2684,12 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 28K Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 39M / month Β· πŸ“¦ 28K Β· ⏱️ 15.01.2024): ``` pip install redis ``` @@ -2685,7 +2700,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2701,7 +2716,7 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4.1K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.3K - 13% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.3K - 13% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2717,12 +2732,12 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 27K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 27K Β· ⏱️ 17.02.2024): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 1.9M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): ``` pip install peewee ``` @@ -2733,32 +2748,32 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.1K - 4% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 17M / month Β· πŸ“¦ 6.2K Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 17M / month Β· πŸ“¦ 6.2K Β· ⏱️ 22.02.2024): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 970K Β· ⏱️ 19.01.2024): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 970K Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge elasticsearch ```
pymongo (πŸ₯‡40 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 10.02.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 21.02.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 25M / month Β· πŸ“¦ 20K Β· ⏱️ 29.11.2023): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 25M / month Β· πŸ“¦ 20K Β· ⏱️ 21.02.2024): ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.5M Β· ⏱️ 29.11.2023): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.5M Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge pymongo ``` @@ -2779,25 +2794,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
-
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
alembic (πŸ₯ˆ39 Β· ⭐ 2.4K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.1K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 20% open Β· ⏱️ 20.01.2024): - - ``` - git clone https://github.com/MongoEngine/mongoengine - ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.5M / month): - ``` - pip install mongoengine - ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): - ``` - conda install -c conda-forge mongoengine - ``` -
-
alembic (πŸ₯ˆ39 Β· ⭐ 2.3K) - A database migrations tool for SQLAlchemy. MIT - -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/sqlalchemy/alembic @@ -2806,12 +2805,12 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4M Β· ⏱️ 13.01.2024): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.1M Β· ⏱️ 13.01.2024): ``` conda install -c conda-forge alembic ```
-
kafka-python (πŸ₯ˆ38 Β· ⭐ 5.4K) - Python client for Apache Kafka. Apache-2 +
kafka-python (πŸ₯ˆ38 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 - [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 24K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 14.12.2023): @@ -2827,9 +2826,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
+
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT + +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 15.02.2024): + + ``` + git clone https://github.com/MongoEngine/mongoengine + ``` +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): + ``` + pip install mongoengine + ``` +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): + ``` + conda install -c conda-forge mongoengine + ``` +
python-bigquery (πŸ₯ˆ38 Β· ⭐ 690) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 640 - 9% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 640 - 9% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/googleapis/python-bigquery @@ -2845,12 +2860,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 230K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 230K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 40M / month Β· πŸ“¦ 65 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 41M / month Β· πŸ“¦ 65 Β· ⏱️ 14.02.2024): ``` pip install awswrangler ``` @@ -2859,14 +2874,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge awswrangler ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 3.6K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 3.7K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 470 Β· πŸ“₯ 120 Β· πŸ“¦ 1.1K Β· πŸ“‹ 2.6K - 6% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 480 Β· πŸ“₯ 120 Β· πŸ“¦ 1.1K Β· πŸ“‹ 2.6K - 6% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 120K / month Β· πŸ“¦ 54 Β· ⏱️ 11.02.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 130K / month Β· πŸ“¦ 54 Β· ⏱️ 16.02.2024): ``` pip install ibis-framework ``` @@ -2877,12 +2892,12 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 9.7K Β· πŸ“‹ 350 - 55% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 9.9K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 17.02.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 690K / month Β· πŸ“¦ 200 Β· ⏱️ 04.12.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 730K / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): ``` pip install sqlmodel ``` @@ -2914,7 +2929,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.3M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.5M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` @@ -2934,14 +2949,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.5M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.6M Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge s3fs ```
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 82K Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 82K Β· ⏱️ 20.02.2024): ``` git clone https://github.com/mongodb/motor @@ -2957,12 +2972,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ35 Β· ⭐ 730) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.5K Β· πŸ“‹ 540 - 1% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.5K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 1.9M / month Β· πŸ“¦ 490 Β· ⏱️ 11.02.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2M / month Β· πŸ“¦ 500 Β· ⏱️ 11.02.2024): ``` pip install minio ``` @@ -2994,7 +3009,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 28M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 30M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): ``` pip install prometheus_client ``` @@ -3010,7 +3025,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3021,12 +3036,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 150 Β· πŸ“₯ 350 Β· πŸ“¦ 9.2K Β· πŸ“‹ 340 - 11% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 150 Β· πŸ“₯ 350 Β· πŸ“¦ 9.3K Β· πŸ“‹ 340 - 11% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 8.8M / month Β· πŸ“¦ 340 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 9.3M / month Β· πŸ“¦ 340 Β· ⏱️ 05.02.2024): ``` pip install pandas-gbq ``` @@ -3037,7 +3052,7 @@ _Libraries for connecting to, operating, and querying databases._
Pony (πŸ₯‰33 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 84 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 86 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony @@ -3051,25 +3066,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
+
PynamoDB (πŸ₯‰33 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT + +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 16.02.2024): + + ``` + git clone https://github.com/pynamodb/PynamoDB + ``` +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): + ``` + pip install pynamodb + ``` +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 490K Β· ⏱️ 17.01.2024): + ``` + conda install -c conda-forge pynamodb + ``` +
PyPika (πŸ₯‰33 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 43% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 280 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 44% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.3M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.4M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 8.4K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 8.7K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
libcloud (πŸ₯‰33 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 940 Β· πŸ“‹ 210 - 41% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/apache/libcloud @@ -3081,12 +3112,12 @@ _Libraries for connecting to, operating, and querying databases._
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.3K Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.4K Β· ⏱️ 21.12.2023): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.4M / month Β· πŸ“¦ 710 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.5M / month Β· πŸ“¦ 710 Β· ⏱️ 21.12.2023): ``` pip install cassandra-driver ``` @@ -3097,12 +3128,12 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.2K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.3K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 29.01.2024): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 29.01.2024): ``` pip install neo4j-driver ``` @@ -3113,7 +3144,7 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯‰32 Β· ⭐ 4.1K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.1K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.2K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/tortoise/tortoise-orm @@ -3127,9 +3158,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Databases (πŸ₯‰32 Β· ⭐ 3.6K) - Async database support for Python. BSD-3 +
Databases (πŸ₯‰32 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 57 Β· πŸ”€ 250 Β· πŸ“¦ 22K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 28.11.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 250 Β· πŸ“¦ 22K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/encode/databases @@ -3143,25 +3174,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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PynamoDB (πŸ₯‰32 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT - -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 02.02.2024): - - ``` - git clone https://github.com/pynamodb/PynamoDB - ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.6M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): - ``` - pip install pynamodb - ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 480K Β· ⏱️ 17.01.2024): - ``` - conda install -c conda-forge pynamodb - ``` -
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.3K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/nithinmurali/pygsheets @@ -3173,7 +3188,7 @@ _Libraries for connecting to, operating, and querying databases._
influxdb (πŸ₯‰31 Β· ⭐ 1.7K Β· πŸ’€) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 8K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 8.1K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/influxdata/influxdb-python @@ -3187,41 +3202,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT +
cx-Oracle (πŸ₯‰31 Β· ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.6K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.1K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): ``` - git clone https://github.com/pudo/dataset + git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 88K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.3M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` - pip install dataset + pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 530K Β· ⏱️ 24.09.2023): ``` - conda install -c conda-forge dataset + conda install -c conda-forge cx_oracle ```
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cx-Oracle (πŸ₯‰30 Β· ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 +
dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.6K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` - git clone https://github.com/oracle/python-cx_Oracle + git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.3M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 87K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` - pip install cx-Oracle + pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 520K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8K Β· ⏱️ 12.07.2023): ``` - conda install -c conda-forge cx_oracle + conda install -c conda-forge dataset ```
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/django-haystack/pysolr @@ -3242,7 +3257,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 260K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 250K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3253,7 +3268,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.6K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.7K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3269,36 +3284,36 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 82 Β· πŸ“¦ 320 Β· πŸ“‹ 350 - 31% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 82 Β· πŸ“¦ 330 Β· πŸ“‹ 350 - 31% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 11 Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 11 Β· ⏱️ 23.01.2024): ``` pip install piccolo ```
prisma (πŸ₯‰28 Β· ⭐ 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 52% open Β· ⏱️ 10.02.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 52% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 70K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 78K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): ``` pip install prisma ```
ODMantic (πŸ₯‰28 Β· ⭐ 940) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 84 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 87 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 21K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 20K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3310,7 +3325,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 51K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 52K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3319,33 +3334,33 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
-
filedepot (πŸ₯‰24 Β· ⭐ 150 Β· πŸ’€) - Toolkit for storing files and attachments in web applications. MIT +
filedepot (πŸ₯‰26 Β· ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 41 Β· πŸ“¦ 1K Β· πŸ“‹ 45 - 17% open Β· ⏱️ 15.06.2023): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 41 Β· πŸ“¦ 1K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 48 Β· ⏱️ 15.06.2023): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 49 Β· ⏱️ 15.06.2023): ``` pip install filedepot ```
aioprometheus (πŸ₯‰22 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 18 Β· πŸ“¦ 230 Β· πŸ“‹ 35 - 31% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 240 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 190K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 200K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 400 - 7% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 400 - 7% open Β· ⏱️ 18.02.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3353,21 +3368,21 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... -- psycopg2 (πŸ₯ˆ37 Β· ⭐ 3.1K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ35 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 59) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - py2neo (πŸ₯‰23 Β· ⭐ 6) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PugSQL (πŸ₯‰21 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- gsheets-db-api (πŸ₯‰20 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 +- gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- PyMODM (πŸ₯‰18 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. ❗Unlicensed - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT
@@ -3381,48 +3396,48 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 38K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 09.02.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 38K Β· πŸ“‹ 2.7K - 24% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.5M / month Β· πŸ“¦ 900 Β· ⏱️ 09.02.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.3M / month Β· πŸ“¦ 920 Β· ⏱️ 19.02.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 640K Β· ⏱️ 12.02.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 650K Β· ⏱️ 12.02.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 13M / month Β· πŸ“¦ 3.3K Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 13M / month Β· πŸ“¦ 3.3K Β· ⏱️ 16.02.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 15.02.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 16.02.2024): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 480 Β· πŸ“₯ 20K Β· πŸ“¦ 31K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 18K Β· πŸ“¦ 31K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 640 Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 160K / month Β· πŸ“¦ 650 Β· ⏱️ 21.02.2024): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 710K Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 710K Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge xlwings ``` @@ -3438,7 +3453,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xmltodict ``` @@ -3466,7 +3481,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 460 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 470 Β· ⏱️ 03.02.2024): ``` pip install gdown ``` @@ -3493,7 +3508,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
csvkit (πŸ₯ˆ33 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/wireservice/csvkit @@ -3507,14 +3522,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
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smart-open (πŸ₯ˆ32 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
smart-open (πŸ₯ˆ33 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 380 Β· πŸ“‹ 380 - 18% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“‹ 380 - 16% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 18M / month Β· πŸ“¦ 630 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 19M / month Β· πŸ“¦ 640 Β· ⏱️ 07.09.2023): ``` pip install smart-open ``` @@ -3523,46 +3538,46 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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Intake (πŸ₯ˆ32 Β· ⭐ 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
pandas-datareader (πŸ₯ˆ32 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 680 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` - git clone https://github.com/intake/intake + git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 59K / month Β· πŸ“¦ 130 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 380K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` - pip install intake + pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 540K Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge intake + conda install -c conda-forge pandas-datareader ```
-
pandas-datareader (πŸ₯ˆ31 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
Intake (πŸ₯ˆ31 Β· ⭐ 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 660 Β· πŸ“¦ 22K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 12.02.2024): ``` - git clone https://github.com/pydata/pandas-datareader + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 58K / month Β· πŸ“¦ 130 Β· ⏱️ 08.02.2024): ``` - pip install pandas-datareader + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 540K Β· ⏱️ 08.02.2024): ``` - conda install -c conda-forge pandas-datareader + conda install -c conda-forge intake ```
snorkel (πŸ₯‰30 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 460 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 470 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 33K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 34K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): ``` pip install snorkel ``` @@ -3571,14 +3586,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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img2dataset (πŸ₯‰28 Β· ⭐ 3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰28 Β· ⭐ 3.1K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 290 Β· πŸ“₯ 1.5K Β· πŸ“¦ 110 Β· πŸ“‹ 250 - 43% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 290 Β· πŸ“₯ 1.5K Β· πŸ“¦ 110 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 44K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 43K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ``` @@ -3602,19 +3617,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 750 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 760 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
Upgini (πŸ₯‰22 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 19.02.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.5K / month Β· ⏱️ 15.02.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 10K / month Β· ⏱️ 20.02.2024): ``` pip install upgini ``` @@ -3626,7 +3641,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.1K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.4K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ``` @@ -3638,7 +3653,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.6K / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3658,7 +3673,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰21 Β· ⭐ 3.2K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed +- borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 850 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2
@@ -3670,34 +3685,34 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡47 Β· ⭐ 34K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 +
Airflow (πŸ₯‡47 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 14K Β· πŸ“₯ 590K Β· πŸ“¦ 9.6K Β· πŸ“‹ 8.7K - 9% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 600K Β· πŸ“¦ 9.6K Β· πŸ“‹ 8.8K - 10% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 350 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 350 Β· ⏱️ 22.02.2024): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 01.01.2024): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 680M Β· ⭐ 500 Β· ⏱️ 01.02.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 700M Β· ⭐ 500 Β· ⏱️ 22.02.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.5M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.3M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): ``` pip install celery ``` @@ -3706,73 +3721,73 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 9.7K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.4K Β· πŸ“‹ 4.5K - 14% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.2K Β· πŸ“¦ 2K Β· πŸ“‹ 7K - 34% open Β· ⏱️ 22.02.2024): ``` - git clone https://github.com/PrefectHQ/prefect + git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 160 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 980K / month Β· πŸ“¦ 140 Β· ⏱️ 15.02.2024): ``` - pip install prefect + pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 15.02.2024): ``` - conda install -c conda-forge prefect + conda install -c conda-forge dagster ```
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Dagster (πŸ₯‡41 Β· ⭐ 9.6K) - An orchestration platform for the development, production, and.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.2K Β· πŸ“¦ 2K Β· πŸ“‹ 7K - 34% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 21.02.2024): ``` - git clone https://github.com/dagster-io/dagster + git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 1M / month Β· πŸ“¦ 140 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 180 Β· ⏱️ 14.02.2024): ``` - pip install dagster + pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 60K Β· ⏱️ 14.02.2024): ``` - conda install -c conda-forge dagster + conda install -c conda-forge apache-beam-with-aws ```
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Beam (πŸ₯‡41 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 +
Prefect (πŸ₯‡40 Β· ⭐ 14K Β· πŸ“‰) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.5K - 66% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“‹ 4.5K - 14% open Β· ⏱️ 21.02.2024): ``` - git clone https://github.com/apache/beam + git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 180 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 730K / month Β· πŸ“¦ 160 Β· ⏱️ 15.02.2024): ``` - pip install apache-beam + pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 60K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 09.02.2024): ``` - conda install -c conda-forge apache-beam-with-aws + conda install -c conda-forge prefect ```
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Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.2K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯‡40 Β· ⭐ 9.3K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 10% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 10% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 15M / month Β· πŸ“¦ 58 Β· ⏱️ 11.01.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 17M / month Β· πŸ“¦ 58 Β· ⏱️ 16.02.2024): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 750K Β· ⏱️ 11.01.2024): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 750K Β· ⏱️ 16.02.2024): ``` conda install -c conda-forge great-expectations ```
rq (πŸ₯ˆ39 Β· ⭐ 9.4K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/rq/rq @@ -3786,14 +3801,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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dbt (πŸ₯ˆ39 Β· ⭐ 8.4K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ39 Β· ⭐ 8.5K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“₯ 3.9K Β· πŸ“¦ 4.3K Β· πŸ“‹ 5K - 10% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.3K Β· πŸ“‹ 5K - 10% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 140K / month Β· πŸ“¦ 30 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 20.02.2024): ``` pip install dbt ``` @@ -3809,7 +3824,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 370K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 390K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3820,12 +3835,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 9.2K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 390K / month Β· πŸ“¦ 73 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 410K / month Β· πŸ“¦ 73 Β· ⏱️ 22.01.2024): ``` pip install kedro ``` @@ -3837,7 +3852,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 44M / month Β· πŸ“¦ 6.7K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 43M / month Β· πŸ“¦ 6.7K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3848,24 +3863,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.5K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 2.6K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 09.02.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 570 Β· πŸ“¦ 2.7K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.4K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.5K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 370 Β· πŸ“‹ 300 - 22% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 390 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 31K / month Β· πŸ“¦ 2 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 37K / month Β· πŸ“¦ 2 Β· ⏱️ 20.02.2024): ``` pip install zenml ``` @@ -3893,7 +3908,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.6M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.7M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3904,12 +3919,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 45 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 45 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 220K / month Β· πŸ“¦ 6 Β· ⏱️ 13.02.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 230K / month Β· πŸ“¦ 6 Β· ⏱️ 20.02.2024): ``` pip install whylogs ``` @@ -3928,12 +3943,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ploomber (πŸ₯‰29 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.2K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 3.9K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` @@ -3949,7 +3964,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 200K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 210K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -3977,7 +3992,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 91K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 90K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -3993,7 +4008,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 11K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4005,7 +4020,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 260K / month Β· πŸ“¦ 25 Β· ⏱️ 02.02.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 270K / month Β· πŸ“¦ 25 Β· ⏱️ 02.02.2024): ``` pip install dbnd ``` @@ -4017,7 +4032,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 160K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 140K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4028,12 +4043,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 29 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 29 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5.1K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5.3K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): ``` pip install tasktiger ``` @@ -4045,33 +4060,33 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 630 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 620 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
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Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 630 / month Β· ⏱️ 20.02.2024): ``` - pip install mara-pipelines + pip install d6tflow ```
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Databolt Flow (πŸ₯‰18 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +
Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 300 / month Β· ⏱️ 22.01.2019): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` - pip install d6tflow + pip install mara-pipelines ```
flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ’€) - Fluent data pipelines for python and your shell. MIT @@ -4094,14 +4109,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT -- pdpipe (πŸ₯‰20 Β· ⭐ 710 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT +- pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 -- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4109,36 +4124,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT +
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.4K Β· πŸ“ˆ) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 1.1M Β· πŸ“‹ 600 - 46% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 73K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 19.02.2024): ``` - git clone https://github.com/yaml/pyyaml + git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 260M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 16M / month Β· πŸ“¦ 4K Β· ⏱️ 18.02.2024): ``` - pip install pyyaml + pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 42M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.1M Β· ⏱️ 05.11.2023): ``` - conda install -c conda-forge pyyaml + conda install -c conda-forge xlsxwriter ```
-
XlsxWriter (πŸ₯‰35 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 +
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 73K Β· πŸ“‹ 910 - 1% open Β· ⏱️ 03.02.2024): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 1.1M Β· πŸ“‹ 600 - 46% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/jmcnamara/XlsxWriter + git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 16M / month Β· πŸ“¦ 4K Β· ⏱️ 19.10.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 260M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): ``` - pip install xlsxwriter + pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.1M Β· ⏱️ 05.11.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 42M Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge xlsxwriter + conda install -c conda-forge pyyaml ```
jmespath (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT @@ -4165,12 +4180,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡34 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.3K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.4K Β· πŸ“‹ 280 - 22% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 8.2M / month Β· πŸ“¦ 860 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 7.6M / month Β· πŸ“¦ 870 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4186,7 +4201,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 28M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 29M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4208,7 +4223,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 950K Β· πŸ“‹ 680 - 17% open Β· ⏱️ 04.02.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 950K Β· πŸ“‹ 690 - 18% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/python-attrs/attrs @@ -4224,7 +4239,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 5% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 5% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/more-itertools/more-itertools @@ -4240,12 +4255,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
toolz (πŸ₯ˆ37 Β· ⭐ 4.5K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 130K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 140K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 28M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 31M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): ``` pip install toolz ``` @@ -4256,7 +4271,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ34 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.3K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.4K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/mahmoud/boltons @@ -4277,7 +4292,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 44M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 45M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4286,46 +4301,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
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funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 +
returns (πŸ₯‰31 Β· ⭐ 3.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 10K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 520 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 22.02.2024): ``` - git clone https://github.com/Suor/funcy + git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 150K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` - pip install funcy + pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.4K Β· ⏱️ 28.08.2023): ``` - conda install -c conda-forge funcy + conda install -c conda-forge returns ```
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returns (πŸ₯‰30 Β· ⭐ 3.1K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 520 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 10K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 01.02.2024): ``` - git clone https://github.com/dry-python/returns + git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 140K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): ``` - pip install returns + pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.3K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge returns + conda install -c conda-forge funcy ```
natsort (πŸ₯‰30 Β· ⭐ 830) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 26K Β· πŸ“‹ 91 - 2% open Β· ⏱️ 10.02.2024): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 27K Β· πŸ“‹ 91 - 2% open Β· ⏱️ 10.02.2024): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4334,14 +4349,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge natsort ```
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ubelt (πŸ₯‰20 Β· ⭐ 700 Β· πŸ“‰) - A Python utility library with a stdlib like feel and extra.. Apache-2 +
ubelt (πŸ₯‰23 Β· ⭐ 700 Β· πŸ“ˆ) - A Python utility library with a stdlib like feel and extra.. Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 43 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 27.10.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 46 Β· πŸ“‹ 16 - 18% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 21K / month): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` @@ -4365,9 +4380,29 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top +
cpython (πŸ₯‡42 Β· ⭐ 58K Β· πŸ“ˆ) - The Python programming language. MIT + +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 28K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 22.02.2024): + + ``` + git clone https://github.com/python/cpython + ``` +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 40 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): + ``` + pip install cpython + ``` +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 3M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge typing + ``` +- [npm](https://www.npmjs.com/package/@buckpkg/python) (πŸ“¦ 4 Β· ⏱️ 03.08.2017): + ``` + npm install @buckpkg/python + ``` +
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 72K Β· πŸ“‹ 5.5K - 32% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 73K Β· πŸ“‹ 5.5K - 32% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/micropython/micropython @@ -4385,9 +4420,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched git clone https://github.com/pyston/pyston ```
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Show 4 hidden projects... +
Show 3 hidden projects... -- cpython (πŸ₯‡38 Β· ⭐ 58K Β· πŸ“‰) - The Python programming language. ❗Unlicensed - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 980 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed @@ -4400,12 +4434,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 580 Β· πŸ“¦ 660K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 580 Β· πŸ“¦ 670K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 89M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 91M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4414,14 +4448,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡41 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 25K Β· πŸ“‹ 860 - 25% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 26K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` @@ -4432,7 +4466,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡39 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.4K Β· πŸ“¦ 930K Β· πŸ“‹ 330 - 10% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.5K Β· πŸ“¦ 940K Β· πŸ“‹ 330 - 11% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/pyparsing/pyparsing @@ -4448,7 +4482,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ36 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 750K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 760K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser @@ -4464,12 +4498,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ34 Β· ⭐ 1.5K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 150 Β· πŸ“¦ 840 Β· πŸ“‹ 440 - 13% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 150 Β· πŸ“¦ 860 Β· πŸ“‹ 440 - 13% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 200K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 210K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): ``` pip install copier ``` @@ -4481,7 +4515,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 38M / month Β· πŸ“¦ 710 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 38M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4492,7 +4526,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/pytest-dev/pluggy @@ -4506,14 +4540,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
+
decorator (πŸ₯ˆ34 Β· ⭐ 800) - Decorators for Humans. BSD-2 + +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 530K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): + + ``` + git clone https://github.com/micheles/decorator + ``` +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 71M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): + ``` + pip install decorator + ``` +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 26M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge decorator + ``` +
diagrams (πŸ₯ˆ33 Β· ⭐ 34K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.3K Β· πŸ“‹ 540 - 65% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.3K Β· πŸ“‹ 550 - 65% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 150K / month Β· πŸ“¦ 39 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 160K / month Β· πŸ“¦ 40 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4529,7 +4579,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 110M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 120M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4538,34 +4588,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
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decorator (πŸ₯ˆ33 Β· ⭐ 800) - Decorators for Humans. BSD-2 - -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 530K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): - - ``` - git clone https://github.com/micheles/decorator - ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 69M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): - ``` - pip install decorator - ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 26M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge decorator - ``` -
fastcore (πŸ₯‰31 Β· ⭐ 890 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.5K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.6K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 840K / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 960K / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 67K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 68K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4577,7 +4611,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 270K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 300K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4586,30 +4620,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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Send2Trash (πŸ₯‰27 Β· ⭐ 250 Β· πŸ’€) - Python library to natively send files to Trash (or Recycle bin).. BSD-3 - -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 39 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 03.05.2023): - - ``` - git clone https://github.com/arsenetar/send2trash - ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 15M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): - ``` - pip install send2trash - ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge send2trash - ``` -
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catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰28 Β· ⭐ 170) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 36K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.4M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.3M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4620,17 +4638,33 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4.1K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4.2K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 170K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 180K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ```
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python-mss (πŸ₯‰25 Β· ⭐ 930) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
Send2Trash (πŸ₯‰26 Β· ⭐ 250) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 + +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 39 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 19.02.2024): + + ``` + git clone https://github.com/arsenetar/send2trash + ``` +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 17M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): + ``` + pip install send2trash + ``` +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge send2trash + ``` +
+
python-mss (πŸ₯‰25 Β· ⭐ 940) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 82 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 10.02.2024): @@ -4648,10 +4682,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... -- keyboard (πŸ₯‰30 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT +- keyboard (πŸ₯‰31 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- openpyxl (πŸ₯‰24 Β· ⭐ 69) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰24 Β· ⭐ 70) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-02-22_changes.md b/history/2024-02-22_changes.md new file mode 100644 index 0000000..a14a7da --- /dev/null +++ b/history/2024-02-22_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- cpython (πŸ₯‡42 Β· ⭐ 58K Β· πŸ“ˆ) - The Python programming language. MIT +- future (πŸ₯‡40 Β· ⭐ 1.2K Β· πŸ“ˆ) - Easy, clean, reliable Python 2/3 compatibility. MIT +- XlsxWriter (πŸ₯‡38 Β· ⭐ 3.4K Β· πŸ“ˆ) - A Python module for creating Excel XLSX files. BSD-2 +- ubelt (πŸ₯‰23 Β· ⭐ 700 Β· πŸ“ˆ) - A Python utility library with a stdlib like feel and extra.. Apache-2 +- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- flatbuffers (πŸ₯‡42 Β· ⭐ 22K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +- polars (πŸ₯‡40 Β· ⭐ 24K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- Prefect (πŸ₯‡40 Β· ⭐ 14K Β· πŸ“‰) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +- MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +- anyio (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT + diff --git a/history/2024-02-22_projects.csv b/history/2024-02-22_projects.csv new file mode 100644 index 0000000..e21d73e --- /dev/null +++ b/history/2024-02-22_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-15 15:37:46.000,2024-02-15 15:37:45,463.0,23.0,2286,385.0,245.0,22.0,34.0,15096,2024-02-15 15:37:51.000,2024.02.15,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-02-18 09:06:22.000,2024-02-18 09:06:21,311.0,25.0,158,54.0,183.0,,3.0,2127,2024-02-15 16:50:12.000,2024.02.15,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-02-15 15:37:38.000,2024-02-15 15:37:37,307.0,24.0,43,25.0,179.0,3.0,5.0,880,2024-02-15 15:37:43.000,2024.02.15,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-02-18 09:06:22.000,2024-02-18 09:06:21,311.0,25.0,158,54.0,183.0,,3.0,2127,2024-02-15 16:50:12.000,2024.02.15,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-15 15:37:46.000,2024-02-15 15:37:45,463.0,23.0,2286,385.0,245.0,22.0,34.0,15096,2024-02-15 15:37:51.000,2024.02.15,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1661.0,323.0,13.0,74.0,39068,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-15 15:37:46.000,2024-02-15 15:37:45,463.0,23.0,2286,385.0,245.0,22.0,34.0,15095,2024-02-15 15:37:51.000,2024.02.15,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-02-22 12:42:40.000,2024-02-21 23:50:56,34434.0,667.0,17261,1118.0,31501.0,3661.0,22477.0,41292,2024-01-20 03:33:20.000,2.2.0,124.0,3563.0,53,True,1609189.0,1531957.0,pandas,conda-forge/pandas,['pandas'],248972.0,165303092.0,https://pypi.org/project/pandas,2024-01-20 02:10:54.000,77232.0,164109661.0,https://anaconda.org/conda-forge/pandas,2024-01-20 16:04:39.136,47648378.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-02-22 11:43:43.000,2024-02-22 03:49:21,17095.0,763.0,15463,2062.0,9744.0,665.0,5394.0,62963,2024-02-15 23:44:15.000,4.25.3,156.0,1208.0,52,True,610890.0,590623.0,protobuf,conda-forge/protobuf,,40889720.0,173744497.0,https://pypi.org/project/protobuf,2024-02-15 23:44:15.000,16626.0,165953232.0,https://anaconda.org/conda-forge/protobuf,2024-02-08 12:29:19.144,16818765.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3641.0,6488204.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-02-22 11:38:03.000,2024-02-21 18:49:29,35207.0,907.0,9179,598.0,13622.0,2070.0,10301.0,25766,2024-02-06 00:32:23.000,1.26.4,156.0,1741.0,52,False,2270504.0,2126689.0,numpy,conda-forge/numpy,,966072.0,233248567.0,https://pypi.org/project/numpy,2024-02-05 23:48:01.000,143815.0,231641740.0,https://anaconda.org/conda-forge/numpy,2024-02-06 15:10:51.240,70169123.0,1.0,,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-02-22 12:48:12.000,2024-02-22 04:09:24,54252.0,101.0,23619,1928.0,50384.0,867.0,31512.0,60420,2024-01-30 16:54:02.000,9.2.0,346.0,6817.0,48,True,36592.0,32495.0,ansible,conda-forge/ansible,,,4937651.0,https://pypi.org/project/ansible,2024-01-30 16:54:02.000,4097.0,4915563.0,https://anaconda.org/conda-forge/ansible,2024-02-13 16:05:10.281,993982.0,1.0,,,,,,,,,,,,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-02-22 00:33:50.871,2024-02-21 20:17:28,5774.0,212.0,1798,241.0,719.0,198.0,2985.0,8587,2024-02-21 21:20:14.000,1.34.47,1495.0,153.0,48,True,427333.0,408856.0,boto3,conda-forge/boto3,,,1117137642.0,https://pypi.org/project/boto3,2024-02-21 21:20:14.000,18477.0,1116734607.0,https://anaconda.org/conda-forge/boto3,2024-02-22 00:33:50.871,18136612.0,1.0,,,,,,,,,,,,,,,,,, +12,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-02-22 13:06:14.000,2024-02-22 13:06:13,23241.0,1036.0,13306,755.0,24979.0,881.0,7905.0,34108,2024-02-12 04:30:06.000,helm-chart/1.12.0,177.0,3197.0,47,True,9992.0,9641.0,apache-airflow,conda-forge/airflow,,595943.0,31189312.0,https://pypi.org/project/apache-airflow,2024-02-22 09:55:22.000,351.0,24527328.0,https://anaconda.org/conda-forge/airflow,2024-02-22 12:04:36.051,997690.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-02-22 10:46:34.805975,502.0,703091680.0,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-02-22 11:51:33.000,2024-02-22 11:51:27,11589.0,429.0,1756,126.0,8042.0,33.0,2359.0,6104,2024-02-21 03:06:15.000,42.0.4,127.0,308.0,47,True,646489.0,624438.0,cryptography,conda-forge/cryptography,,,241271703.0,https://pypi.org/project/cryptography,2024-02-21 03:06:15.000,22051.0,240208218.0,https://anaconda.org/conda-forge/cryptography,2024-02-21 09:48:31.135,45729857.0,1.0,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-02-22 05:45:05.000,2024-02-21 05:49:47,12475.0,95.0,4612,474.0,3257.0,668.0,4374.0,23068,2023-11-22 15:18:14.000,5.3.6,204.0,1335.0,46,True,141325.0,126192.0,celery,conda-forge/celery,,,9308821.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15133.0,9273758.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1542811.0,1.0,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-02-22 12:58:01.000,2024-02-21 17:00:43,2777.0,138.0,1616,107.0,3396.0,325.0,3410.0,17714,2024-02-05 14:12:40.000,2.6.1,132.0,485.0,45,True,354480.0,343484.0,pydantic,conda-forge/pydantic,,,147538638.0,https://pypi.org/project/pydantic,2024-02-05 14:12:40.000,10996.0,147376286.0,https://anaconda.org/conda-forge/pydantic,2024-02-05 16:12:21.174,6981145.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-02-05 20:28:43.000,2023-12-29 19:38:05,2419.0,17.0,1411,182.0,1085.0,111.0,1438.0,14815,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1643584.0,1567051.0,click,conda-forge/click,,238.0,169971742.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,76533.0,168963893.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33258861.0,1.0,,,,,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-02-22 04:43:45.000,2024-02-21 20:13:13,16837.0,155.0,1326,95.0,748.0,219.0,7463.0,8445,2024-02-13 15:05:40.000,rel_2_0_27,299.0,691.0,45,True,770502.0,722352.0,SQLAlchemy,conda-forge/sqlalchemy,,48369.0,106040988.0,https://pypi.org/project/SQLAlchemy,2024-02-13 15:05:33.000,48150.0,105667993.0,https://anaconda.org/conda-forge/sqlalchemy,2024-02-13 19:26:45.726,14134744.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-02-22 02:50:06.743,2024-02-21 20:17:32,11890.0,230.0,3882,574.0,3693.0,581.0,4023.0,14692,2024-02-21 21:19:55.000,1.32.47,1902.0,438.0,44,True,3077.0,3.0,awscli,conda-forge/awscli,,1607.0,137481403.0,https://pypi.org/project/awscli,2024-02-21 21:19:55.000,3074.0,136967707.0,https://anaconda.org/conda-forge/awscli,2024-02-22 02:50:06.743,22087871.0,1.0,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-02-22 12:48:01.000,2024-02-22 12:48:00,2311.0,49.0,2435,324.0,1534.0,213.0,1444.0,12093,2023-09-26 06:51:15.000,5.0.1,122.0,434.0,44,True,27922.0,,redis,conda-forge/redis-py,,,39446266.0,https://pypi.org/project/redis,2024-01-15 15:54:32.000,27922.0,39419820.0,https://anaconda.org/conda-forge/redis-py,2023-09-26 08:33:02.363,1163648.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-02-21 23:34:18.535,2024-02-21 20:17:15,10729.0,258.0,1033,67.0,2054.0,148.0,933.0,1383,2024-02-21 21:20:29.000,1.34.47,1893.0,204.0,44,True,317482.0,308809.0,botocore,conda-forge/botocore,,,510272121.0,https://pypi.org/project/botocore,2024-02-21 21:20:29.000,8673.0,509632329.0,https://anaconda.org/conda-forge/botocore,2024-02-21 23:34:18.535,24951923.0,1.0,,,,,,,,,,,,,,,,,, +21,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-02-22 13:10:42.000,2024-02-22 11:43:26,11348.0,360.0,1040,183.0,7645.0,2100.0,4889.0,19060,2024-02-22 00:04:40.000,3.107.0,3965.0,255.0,43,True,8413.0,7305.0,pulumi,,,2300768.0,3481131.0,https://pypi.org/project/pulumi,2024-02-22 13:02:59.000,174.0,1183756.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-02-22 01:23:53.152,934.0,2153577.0,,,,,,,,,,,,, +22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-02-22 09:00:24.000,2024-02-20 15:33:56,3718.0,92.0,2474,277.0,3908.0,659.0,2066.0,18056,2024-02-19 09:58:14.000,2.17.1,83.0,546.0,43,True,39406.0,38483.0,datasets,conda-forge/datasets,,,7337281.0,https://pypi.org/project/datasets,2024-02-19 09:37:48.000,923.0,7320218.0,https://anaconda.org/conda-forge/datasets,2024-02-12 14:51:37.807,648408.0,1.0,,,,,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-02-20 11:40:54.000,2024-02-16 15:34:32,3565.0,75.0,1870,219.0,1297.0,15.0,681.0,16870,2024-02-16 15:35:05.000,23.2.1,337.0,565.0,43,True,205080.0,201813.0,Faker,conda-forge/faker,,,13079956.0,https://pypi.org/project/Faker,2024-02-16 15:34:56.000,3267.0,13059677.0,https://anaconda.org/conda-forge/faker,2024-02-16 16:12:12.487,892306.0,1.0,,,,,,,,,,,,,,,,,, +24,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-02-17 00:49:57.000,2024-01-03 19:19:02,3378.0,18.0,1701,194.0,1600.0,437.0,1232.0,6559,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,79921.0,75859.0,docker,conda-forge/docker-py,,851.0,38123370.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4062.0,38032494.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,3998236.0,2.0,,,,,,,,,,,,,,,,,, +25,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-02-22 04:55:50.000,2024-02-22 04:55:45,1428.0,48.0,391,64.0,556.0,127.0,563.0,5022,2023-12-31 06:30:30.000,23.2.0,28.0,154.0,43,True,971359.0,952789.0,attrs,conda-forge/attrs,,,182999522.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18570.0,182185336.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,34195833.0,1.0,,,,,,,,,,,,,,,,,, +26,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-02-20 14:10:33.000,2024-02-19 10:28:52,6700.0,93.0,583,34.0,855.0,422.0,1393.0,1516,2023-11-21 20:44:20.000,2.17.2,64.0,830.0,43,True,706312.0,668814.0,pygments,conda-forge/pygments,,,91509608.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37498.0,90827812.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,27953647.0,1.0,,,,,,,,,,,,,,,,,, +27,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-02-22 12:36:45.000,2024-02-22 12:36:44,120913.0,1221.0,28392,1503.0,48678.0,8436.0,59566.0,58484,2020-07-22 03:00:52.000,0.0.6,11.0,2820.0,42,True,13.0,4.0,cpython,conda-forge/typing,,,31338.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,40.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2973369.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,4.0,,,,, +28,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-02-19 16:19:48.000,2023-12-19 22:43:55,3061.0,18.0,3221,639.0,2458.0,151.0,2225.0,21772,2023-05-26 17:35:41.785,23.5.26,35.0,669.0,42,True,93125.0,92493.0,flatbuffers,conda-forge/flatbuffers,,358074.0,17119956.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,346.0,15701215.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,961481.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,286.0,1405317.0,,,,,,,,-1.0,,,,, +29,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-02-18 03:40:51.000,2024-02-11 03:17:05,3994.0,36.0,2016,316.0,778.0,1022.0,789.0,8728,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,104138.0,91065.0,paramiko,conda-forge/paramiko,,,49429345.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13073.0,49331683.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4199498.0,2.0,,,,,,,,,,,,,,,,,, +30,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-02-22 02:34:25.000,2024-02-22 00:56:44,37548.0,219.0,1597,302.0,8260.0,79.0,3658.0,4574,2024-02-07 17:20:15.000,grafeas-v1.9.1,100.0,509.0,42,True,2060.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,61435224.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2060.0,61338159.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4173817.0,1.0,,,,,,,,,,,,,,,,,, +31,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-02-22 13:26:39.000,2024-02-22 13:26:38,16643.0,527.0,2582,393.0,25080.0,1267.0,8082.0,4122,2024-02-22 09:09:58.000,azure-mgmt-apicenter_1.0.0,100.0,685.0,42,True,3168.0,2415.0,azure-storage-blob,conda-forge/azure-storage-blob,,,46053640.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,753.0,46029146.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1077741.0,1.0,,,,,,,,,,,,,,,,,, +32,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-02-13 00:52:53.000,2024-01-31 13:05:27,3871.0,1.0,1714,542.0,1068.0,242.0,1065.0,46461,2023-11-15 16:33:44.000,13.7.0,190.0,235.0,41,True,176635.0,170326.0,rich,conda-forge/rich,,,43625400.0,https://pypi.org/project/rich,2023-11-15 16:32:11.000,6309.0,43482123.0,https://anaconda.org/conda-forge/rich,2023-11-16 18:47:06.251,6160925.0,1.0,,,,,,,,,,,,,,,,,, +33,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-02-21 18:02:39.000,2024-02-21 17:46:05,3051.0,10.0,1926,226.0,1141.0,229.0,641.0,21226,2024-02-21 18:02:39.000,2.6.0,42.0,320.0,41,True,27209.0,25575.0,cookiecutter,conda-forge/cookiecutter,,,3443878.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1634.0,3415115.0,https://anaconda.org/conda-forge/cookiecutter,2023-11-21 18:43:10.623,949194.0,1.0,,,,,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-02-17 16:04:17.000,2024-02-17 16:03:39,4574.0,12.0,1375,198.0,476.0,,2363.0,10664,2024-02-05 15:05:06.000,3.17.1,186.0,153.0,41,True,30737.0,26976.0,peewee,conda-forge/peewee,,,1990542.0,https://pypi.org/project/peewee,2024-02-05 15:04:14.000,3761.0,1976220.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,601536.0,1.0,,,,,,,,,,,,,,,,,, +35,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-02-22 13:26:44.000,2024-02-22 02:28:15,17257.0,760.0,1201,110.0,11852.0,2409.0,4600.0,9669,2024-02-15 20:08:12.000,1.6.5,595.0,402.0,41,True,2122.0,1983.0,dagster,conda-forge/dagster,,,1004086.0,https://pypi.org/project/dagster,2024-02-15 17:09:23.000,139.0,980327.0,https://anaconda.org/conda-forge/dagster,2024-02-15 22:47:16.426,1069177.0,1.0,,,,,,,,,,,,,,,,,, +36,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-02-22 12:07:40.000,2024-02-21 19:43:39,41685.0,566.0,4135,260.0,23921.0,4334.0,2244.0,7393,2024-02-14 18:03:04.000,2.54.0,108.0,1607.0,41,True,187.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,,6662675.0,https://pypi.org/project/apache-beam,2024-02-14 17:43:19.000,184.0,6660598.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-02-14 21:37:21.073,60250.0,1.0,,,,,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-02-22 02:47:08.000,2024-02-22 02:47:07,2640.0,43.0,576,60.0,353.0,31.0,778.0,4374,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,41,True,539781.0,520643.0,jsonschema,conda-forge/jsonschema,,168.0,106136763.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19138.0,105483304.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,26138180.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +38,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-02-14 16:16:15.000,2024-02-14 16:16:14,2293.0,48.0,313,21.0,873.0,236.0,415.0,740,2024-02-05 01:22:38.000,2024.2.0,77.0,226.0,41,True,95243.0,94317.0,fsspec,conda-forge/fsspec,,,201447826.0,https://pypi.org/project/fsspec,2024-02-05 01:22:38.000,926.0,201097947.0,https://anaconda.org/conda-forge/fsspec,2024-02-05 03:13:53.158,15744584.0,1.0,,,,,,,,,,,,,,,,,, +39,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-02-22 09:11:26.000,2024-02-21 18:57:19,4662.0,163.0,5214,720.0,4027.0,215.0,7130.0,31875,2024-02-15 14:16:58.000,2.24.6,144.0,530.0,40,True,1642.0,394.0,docker-compose,conda-forge/docker-compose,,89268656.0,3194351.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1363767.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,386107.0,2.0,,,,,,,,,,,,,,,,,, +40,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-02-22 13:20:16.000,2024-02-22 04:40:36,8924.0,851.0,1438,144.0,7960.0,1365.0,5298.0,24418,2024-02-19 13:40:00.000,py-0.20.10,342.0,373.0,40,True,451.0,3.0,polars,,,304.0,3557492.0,https://pypi.org/project/polars,2024-02-19 13:37:57.000,448.0,3557469.0,,,,1.0,,,,,,,,,,,,,-1.0,,,,, +41,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-02-21 10:49:11.000,2024-02-18 09:24:01,12883.0,40.0,3093,603.0,3603.0,730.0,4297.0,16729,2024-01-05 13:53:17.000,2.3.0,49.0,605.0,40,True,12713.0,12094.0,kivy,conda-forge/kivy,,35665.0,160748.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,619.0,152935.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,337279.0,1.0,,,,,,,,,,,,,,,,,, +42,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-02-22 13:19:08.000,2024-02-21 21:54:22,15864.0,480.0,1434,158.0,6973.0,648.0,3862.0,14087,2024-02-15 21:17:28.000,2.15.0,261.0,447.0,40,True,159.0,,prefect,conda-forge/prefect,,,747077.0,https://pypi.org/project/prefect,2024-02-15 21:17:28.000,159.0,733750.0,https://anaconda.org/conda-forge/prefect,2024-02-09 00:09:50.861,599715.0,1.0,,,,,,,,,,,,,-3.0,,,,, +43,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-02-22 03:35:57.000,2024-02-21 23:12:44,12069.0,329.0,1452,83.0,7565.0,197.0,1652.0,9271,2024-02-16 16:02:13.000,0.18.9,262.0,427.0,40,True,58.0,,great_expectations,conda-forge/great-expectations,,,16580775.0,https://pypi.org/project/great_expectations,2024-02-16 15:14:04.000,58.0,16564009.0,https://anaconda.org/conda-forge/great-expectations,2024-02-16 16:14:16.876,754487.0,1.0,,,,,,,,,,,,,,,,,, +44,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-02-20 09:13:22.000,2023-09-30 22:03:06,1402.0,,667,135.0,674.0,97.0,399.0,8494,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,40,True,96839.0,91981.0,arrow,conda-forge/arrow,,,26265207.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4858.0,26178220.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3827446.0,1.0,,,,,,,,,,,,,,,,,, +45,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-02-20 00:29:48.000,2024-02-20 00:29:47,3295.0,37.0,639,80.0,1044.0,172.0,1045.0,6822,2024-01-09 21:43:18.000,3.20.2,172.0,208.0,40,True,131600.0,121193.0,marshmallow,conda-forge/marshmallow,,,40299319.0,https://pypi.org/project/marshmallow,2024-01-09 21:43:18.000,10407.0,40247815.0,https://anaconda.org/conda-forge/marshmallow,2024-01-10 07:59:14.212,2266206.0,2.0,,,,,,,,,,,,,,,,,, +46,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-02-22 12:27:06.000,2024-02-22 10:02:42,1604.0,28.0,1166,408.0,1381.0,55.0,1024.0,4104,2024-02-22 04:50:48.000,8.12.1,139.0,201.0,40,True,52554.0,46388.0,elasticsearch,conda-forge/elasticsearch,,3618.0,17203812.0,https://pypi.org/project/elasticsearch,2024-02-22 04:50:48.000,6166.0,17182141.0,https://anaconda.org/conda-forge/elasticsearch,2024-02-22 07:22:24.765,971171.0,1.0,,,,,,,,,,,,,,,,,, +47,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-02-22 11:26:28.000,2024-02-21 14:11:12,5545.0,70.0,1199,240.0,1530.0,4.0,,4010,2024-02-21 21:43:51.000,4.6.2,137.0,209.0,40,True,20334.0,,pymongo,conda-forge/pymongo,,,24940064.0,https://pypi.org/project/pymongo,2024-02-21 20:40:16.000,20334.0,24904712.0,https://anaconda.org/conda-forge/pymongo,2024-02-22 01:29:03.354,1520162.0,1.0,,,,,,,,,,,,,,,,,, +48,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-02-20 22:50:56.000,2024-02-20 15:21:52,1639.0,83.0,269,40.0,527.0,17.0,274.0,3363,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,220175.0,211055.0,more-itertools,conda-forge/more-itertools,,2890.0,68680295.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9120.0,68367015.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13782831.0,1.0,,,,,,,,,,,,,,,,,, +49,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-02-22 10:03:31.000,2024-02-20 10:35:34,5290.0,158.0,1012,109.0,3923.0,1127.0,3082.0,3350,2024-02-19 00:30:38.000,2024.2.0,90.0,481.0,40,True,26549.0,24332.0,xarray,conda-forge/xarray,,,4816112.0,https://pypi.org/project/xarray,2024-02-19 00:30:38.000,2217.0,4593988.0,https://anaconda.org/conda-forge/xarray,2024-02-19 13:29:25.866,9551374.0,1.0,,,,,,,,,,,,,,,,,, +50,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-02-21 23:09:22.000,2024-01-18 10:20:59,4353.0,23.0,530,57.0,910.0,257.0,1219.0,1978,2023-10-09 14:43:38.000,3.10.0,38.0,201.0,40,True,271206.0,255937.0,h5py,conda-forge/h5py,,3108.0,17408597.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15269.0,17077410.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14570641.0,1.0,,,,,,,,,,,,,,,,,, +51,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-02-21 16:41:51.000,2024-02-21 11:36:09,1947.0,48.0,331,38.0,245.0,177.0,212.0,1168,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,330616.0,313228.0,future,conda-forge/future,,,33725620.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17388.0,33584426.0,https://anaconda.org/conda-forge/future,2023-06-16 13:25:18.199,12848712.0,1.0,,,,,,,,,,,,,3.0,,,,, +52,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-02-21 00:37:18.000,2024-02-21 00:37:15,1817.0,14.0,1431,207.0,882.0,193.0,944.0,9391,2023-06-22 02:17:03.239,1.15.1,76.0,305.0,39,True,17590.0,15799.0,rq,conda-forge/rq,,,1515153.0,https://pypi.org/project/rq,2023-06-22 02:17:03.239,1791.0,1512571.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,100720.0,2.0,,,,,,,,,,,,,,,,,, +53,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-02-12 08:46:53.000,2024-02-12 08:46:53,2742.0,18.0,736,149.0,753.0,600.0,559.0,8842,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,39,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,45284032.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,44782624.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,21059175.0,2.0,,,,,,,,,,,,,,,,,, +54,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-02-22 12:52:42.000,2024-02-21 16:16:06,6555.0,85.0,1474,135.0,4278.0,522.0,4459.0,8549,2024-02-14 21:41:04.000,1.7.8,232.0,304.0,39,True,4359.0,4329.0,dbt,conda-forge/dbt,,4084.0,134914.0,https://pypi.org/project/dbt,2024-02-20 22:23:01.000,30.0,131796.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,252691.0,2.0,,,,,,,,,,,,,,dbt,,,, +55,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-02-14 18:14:42.000,2024-02-02 08:16:41,1102.0,6.0,1473,229.0,494.0,14.0,637.0,7500,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,39,True,207489.0,206804.0,PyMySQL,conda-forge/pymysql,,,41231599.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,41201522.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1293336.0,2.0,,,,,,,,,,,,,,,,,, +56,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,35.0,472,61.0,215.0,62.0,514.0,2623,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,90365.0,88671.0,pycryptodomex,conda-forge/pycryptodomex,,323.0,33399788.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1694.0,33362995.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1582039.0,2.0,,,,,,,,,,,,,,,,,, +57,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-02-22 06:09:52.000,2024-02-14 19:37:44,1792.0,20.0,221,21.0,150.0,108.0,938.0,2352,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,39,True,216239.0,204623.0,alembic,conda-forge/alembic,,,35690284.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11616.0,35591346.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4056489.0,2.0,,,,,,,,,,,,,,,,,, +58,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-02-15 20:33:43.000,2024-02-15 07:46:38,1188.0,13.0,264,25.0,179.0,37.0,293.0,2050,2023-07-30 15:17:13.000,3.1.1,71.0,62.0,39,True,968775.0,936332.0,pyparsing,conda-forge/pyparsing,,9486.0,105536300.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32443.0,104060891.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,41307414.0,1.0,,,,,,,,,,,,,,,,,, +59,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-02-14 15:46:13.000,2023-12-21 21:58:06,987.0,15.0,232,53.0,157.0,22.0,217.0,1569,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,39,True,353079.0,342577.0,greenlet,conda-forge/greenlet,,,94660992.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10502.0,94460518.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8820887.0,1.0,,,,,,,,,,,,,,,,,, +60,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-31 09:50:58.000,2024-01-31 09:22:59,7572.0,252.0,1230,338.0,244.0,4.0,463.0,13430,2023-11-27 12:13:53.000,1.9.0,21.0,115.0,38,True,1029.0,1023.0,tink,,,1097.0,360546.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,360296.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,236.0,,,,,,,tink-crypto/tink,,,,,, +61,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-01-29 07:32:33.000,2023-10-22 20:53:42,936.0,,574,228.0,253.0,92.0,258.0,9852,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,116959.0,114996.0,uvloop,conda-forge/uvloop,,429.0,9263069.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1963.0,9245911.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,686195.0,2.0,,,,,,,,,,,,,,,,,, +62,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-02-20 22:10:48.000,2024-01-23 06:30:54,361.0,5.0,437,35.0,232.0,43.0,233.0,6892,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,701655.0,691667.0,python-dotenv,conda-forge/python-dotenv,,,50379153.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,9988.0,50310213.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,2964421.0,1.0,,,,,,,,,,,,,,,,,, +63,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-02-20 07:36:43.000,2024-02-19 15:59:00,1747.0,34.0,3319,140.0,894.0,132.0,1193.0,6304,2024-01-08 22:11:24.000,29.0.0,93.0,193.0,38,True,1489.0,,kubernetes,conda-forge/kubernetes,,,20317367.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1489.0,20306827.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,474319.0,2.0,,,,,,,,,,,,,,,,,, +64,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,135.0,395.0,185.0,460.0,6187,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,139413.0,131180.0,watchdog,conda-forge/watchdog,,,15342945.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8233.0,15280988.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2726118.0,2.0,,,,,,,,,,,,,,,,,, +65,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2023-12-14 18:13:37.000,2023-12-14 02:11:04,2178.0,3.0,1359,147.0,972.0,297.0,1195.0,5452,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,38,True,25539.0,24088.0,kafka-python,conda-forge/kafka-python,,1834.0,6813531.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1451.0,6808203.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,430314.0,2.0,,,,,,,,,,,,,,,,,, +66,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-02-20 16:17:00.000,2024-02-15 20:01:10,4140.0,41.0,1224,138.0,1116.0,373.0,1340.0,4132,2023-03-03 10:28:06.959,0.27.0,72.0,391.0,38,True,26602.0,22999.0,mongoengine,conda-forge/mongoengine,,,1519688.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3603.0,1513825.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,234543.0,2.0,,,,,,,,,,,,,-1.0,,,,, +67,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-02-19 08:24:02.000,2024-02-19 08:23:57,1374.0,11.0,625,117.0,128.0,10.0,905.0,3433,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,76926.0,72877.0,xlsxwriter,conda-forge/xlsxwriter,,,16320191.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4049.0,16251004.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3113443.0,1.0,,,,,,,,,,,,,3.0,,,,, +68,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-02-15 22:26:06.000,2024-02-15 22:26:05,3081.0,3.0,492,72.0,303.0,19.0,1262.0,3154,2024-01-02 21:56:56.000,2.9.9,62.0,137.0,38,False,769487.0,707799.0,psycopg2,psycopg2,,,15971516.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61668.0,15968851.0,https://anaconda.org/anaconda/psycopg2,2024-02-09 22:55:55.049,263904.0,2.0,,,,,,,,,,,,,,,20.0,,, +69,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,1.0,469,90.0,309.0,183.0,329.0,2491,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,38,True,370390.0,354095.0,pexpect,conda-forge/pexpect,,4371.0,65871619.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16295.0,65438911.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17306941.0,1.0,,,,,,,,,,,,,,,,,, +70,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-02-07 07:24:20.000,2023-11-14 16:25:37,322.0,,516,53.0,266.0,277.0,319.0,2388,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1169748.0,1091307.0,pyyaml,conda-forge/pyyaml,,,257958940.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78441.0,256938018.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41857830.0,1.0,,,,,,,,,,,,,,,,,, +71,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-02-22 06:09:46.000,2024-01-30 00:35:44,1010.0,11.0,168,23.0,162.0,178.0,334.0,2090,2024-01-27 23:48:36.000,0.3.8,27.0,44.0,38,True,146883.0,142776.0,dill,conda-forge/dill,,291599.0,48991378.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4107.0,48854345.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,5926011.0,2.0,,,,,,,,,,,,,,,,,, +72,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-01-19 12:36:50.000,2023-10-21 04:26:51,530.0,,264,29.0,107.0,111.0,183.0,956,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2166397.0,2030208.0,six,conda-forge/six,,,210858633.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136189.0,210305146.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,51474376.0,2.0,,,,,,,,,,,,,,,,,, +73,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-02-21 20:54:13.000,2024-02-21 13:47:45,1777.0,53.0,321,54.0,1186.0,59.0,579.0,694,2024-02-06 15:07:21.000,3.17.2,158.0,148.0,38,True,27418.0,26246.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,37420065.0,https://pypi.org/project/google-cloud-bigquery,2024-02-06 15:07:21.000,1172.0,37354961.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-02-06 20:03:26.039,2799504.0,2.0,,,,,,,,,,,,,,,,,, +74,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-02-18 03:49:57.000,2024-02-18 03:49:50,2004.0,8.0,201,26.0,607.0,99.0,198.0,600,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,38,True,420341.0,405543.0,traitlets,conda-forge/traitlets,,318.0,41154775.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14798.0,40535496.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,25389852.0,1.0,,,,,,,,,,,,,,,,,, +75,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-01-30 03:01:06.000,2024-01-09 18:22:03,292.0,3.0,1407,373.0,168.0,144.0,181.0,25991,2022-12-12 20:38:05.885,0.5.0,10.0,63.0,37,True,31898.0,29929.0,fire,conda-forge/fire,,,6027691.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1969.0,6017120.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,845746.0,2.0,,,,,,,,,,,,,,,,,, +76,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-02-15 15:59:59.000,2024-01-23 10:42:08,4100.0,12.0,2389,475.0,2294.0,124.0,881.0,17135,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,37,True,2735.0,2316.0,luigi,luigi,,,391205.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,417.0,391055.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14445.0,2.0,,,,,,,stable/luigi,,,,,,,,2.0,,, +77,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-02-22 13:31:05.000,2024-02-21 18:07:56,2788.0,93.0,640,116.0,3001.0,681.0,3300.0,9331,2024-02-14 14:00:43.000,0.27.0,92.0,127.0,37,True,1393.0,1358.0,modin,conda-forge/modin-core,['pandas'],196805.0,779844.0,https://pypi.org/project/modin,2024-02-14 13:52:09.000,35.0,767447.0,https://anaconda.org/conda-forge/modin-core,2024-02-14 19:25:41.448,293286.0,2.0,,,,,,,,,,,,,,,,,, +78,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-02-22 13:32:00.000,2024-02-22 13:15:45,3145.0,151.0,864,104.0,1675.0,273.0,1427.0,9204,2024-01-22 11:10:14.000,0.19.2,49.0,220.0,37,True,2254.0,2181.0,kedro,,,,405078.0,https://pypi.org/project/kedro,2024-01-22 11:10:14.000,73.0,405078.0,,,,2.0,,,,,,,,,,,,,,,,,, +79,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-02-01 16:43:38.000,2024-01-24 03:22:09,1214.0,6.0,305,83.0,352.0,119.0,142.0,4468,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,139293.0,135753.0,toolz,conda-forge/toolz,,,31178355.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3540.0,30708321.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19271407.0,2.0,,,,,,,,,,,,,,,,,, +80,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-02-21 23:53:24.000,2024-02-21 23:53:21,2369.0,88.0,671,61.0,1535.0,32.0,1033.0,3745,2024-02-14 18:22:38.000,3.6.0,147.0,145.0,37,True,1497.0,1432.0,awswrangler,conda-forge/awswrangler,['pandas'],227825.0,41067835.0,https://pypi.org/project/awswrangler,2024-02-14 18:00:24.000,65.0,41053216.0,https://anaconda.org/conda-forge/awswrangler,2024-02-14 22:05:47.773,460741.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +81,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-02-22 13:26:56.000,2024-02-22 11:54:59,7652.0,779.0,483,81.0,5687.0,166.0,2442.0,3724,2024-02-05 19:31:28.000,8.0.0,80.0,260.0,37,True,1150.0,1096.0,ibis-framework,conda-forge/ibis-framework,,115.0,134509.0,https://pypi.org/project/ibis-framework,2024-02-16 17:34:23.000,54.0,127202.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,321363.0,2.0,,,,,,,,,,,,,,,,,, +82,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-02-21 01:05:28.000,2023-12-01 10:50:33,1499.0,1.0,384,61.0,720.0,400.0,469.0,3576,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,37,True,401072.0,394365.0,joblib,conda-forge/joblib,,,43429032.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6707.0,42872048.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,23950329.0,2.0,,,,,,,,,,,,,,,,,, +83,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-02-13 17:05:12.000,2024-01-12 19:56:59,2744.0,8.0,1239,199.0,1246.0,143.0,1878.0,3383,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4458.0,4182.0,netmiko,,,,241032.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,276.0,241032.0,,,,3.0,,,,,,,,,,,,,,,,,, +84,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-02-20 05:32:56.000,2024-02-19 18:15:33,955.0,39.0,120,27.0,323.0,48.0,281.0,1527,2024-02-19 08:36:23.000,4.3.0,51.0,48.0,37,True,245165.0,244347.0,anyio,conda-forge/anyio,,,64161153.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,63888249.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,12280694.0,2.0,,,,,,,,,,,,,-1.0,,,,, +85,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-02-22 03:22:30.000,2024-02-22 03:22:24,597.0,47.0,197,28.0,612.0,8.0,126.0,1096,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,212318.0,204138.0,bcrypt,conda-forge/bcrypt,,,52499072.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8180.0,52391722.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4508706.0,3.0,,,,,,,,,,,,,,,,,, +86,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-02-21 23:02:13.000,2024-02-17 13:53:16,376.0,41.0,557,150.0,330.0,214.0,153.0,12327,2024-02-17 13:54:46.000,0.0.16,16.0,71.0,36,True,10092.0,9891.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,730848.0,https://pypi.org/project/sqlmodel,2024-02-17 13:54:46.000,201.0,729982.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,25993.0,2.0,,,,,,,,,,,,,,,,,, +87,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-02-22 08:14:08.000,2024-02-14 02:55:00,633.0,19.0,191,36.0,91.0,2.0,364.0,5353,2024-02-14 03:41:49.000,3.9.14,121.0,22.0,36,True,75658.0,74331.0,orjson,conda-forge/orjson,,,16742124.0,https://pypi.org/project/orjson,2024-02-14 03:41:49.000,1327.0,16718536.0,https://anaconda.org/conda-forge/orjson,2023-10-29 22:59:58.820,1061489.0,2.0,,,,,,,,,,,,,,,,,, +88,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-02-15 11:23:59.000,2024-02-15 11:23:58,1046.0,9.0,840,426.0,403.0,155.0,1162.0,3741,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,36,True,11020.0,10032.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,3361857.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,988.0,3361744.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8429.0,2.0,,,,,,,,,,,,,,,,,, +89,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,587,96.0,178.0,30.0,316.0,3069,,,21.0,83.0,36,True,774154.0,756797.0,pycparser,conda-forge/pycparser,,,144026847.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17357.0,143615912.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,36984181.0,2.0,,,,,,,,,,,,,,,,,, +90,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-02-22 10:53:26.000,2024-02-22 09:34:42,2672.0,16.0,480,123.0,561.0,326.0,1515.0,2793,2024-02-21 15:49:09.000,0.30.14,159.0,65.0,36,True,31348.0,30702.0,xlwings,conda-forge/xlwings,,18474.0,179250.0,https://pypi.org/project/xlwings,2024-02-21 15:49:09.000,646.0,163009.0,https://anaconda.org/conda-forge/xlwings,2024-02-22 08:32:43.455,714874.0,1.0,,,,,,,,,,,,,,,,,, +91,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-02-16 19:33:37.000,2024-02-16 19:33:37,1515.0,7.0,457,134.0,569.0,318.0,377.0,2430,2023-11-17 10:47:56.000,1.2.0,30.0,137.0,36,True,27772.0,26461.0,dateparser,conda-forge/dateparser,,,5776394.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1311.0,5771928.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,196546.0,2.0,,,,,,,,,,,,,,,,,, +92,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-02-08 15:53:45.000,2024-02-08 15:35:16,1093.0,17.0,472,55.0,310.0,10.0,325.0,2379,2024-02-08 15:53:45.000,2.2.4,40.0,84.0,36,True,162021.0,154761.0,mysqlclient,conda-forge/mysqlclient,,5277.0,5506142.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7260.0,5498475.0,https://anaconda.org/conda-forge/mysqlclient,2024-02-07 19:27:24.743,327184.0,2.0,,,,,,,,,,,,,,,,,, +93,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-01-19 14:19:34.000,2023-11-13 16:35:34,1579.0,,463,45.0,638.0,341.0,405.0,2206,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5850.0,,python-dateutil,conda-forge/python-dateutil,,35072.0,240480809.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5850.0,239911549.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,52910776.0,2.0,,,,,,,,,,,,,,,,,, +94,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,42.0,114.0,24.0,151.0,1957,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,333107.0,330769.0,pyrsistent,conda-forge/pyrsistent,,,35659655.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2338.0,35181690.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20552535.0,1.0,,,,,,,,,,,,,,,,,, +95,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-01-29 17:16:40.000,2024-01-29 17:16:30,766.0,14.0,124,35.0,218.0,51.0,205.0,1339,2024-01-23 20:48:15.000,3.2.2,125.0,72.0,36,True,52346.0,50106.0,argcomplete,conda-forge/argcomplete,,336.0,25090314.0,https://pypi.org/project/argcomplete,2024-01-23 20:48:15.000,2240.0,25055739.0,https://anaconda.org/conda-forge/argcomplete,2024-01-24 11:25:03.802,1486614.0,2.0,,,,,,,,,,,,,,,,,, +96,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-02-22 04:10:21.000,2024-02-20 12:58:10,1888.0,44.0,278,45.0,932.0,276.0,403.0,1299,2024-02-14 20:19:59.000,2.17.0,74.0,97.0,36,True,3841.0,3328.0,zarr,conda-forge/zarr,,,599078.0,https://pypi.org/project/zarr,2024-02-14 20:19:59.000,513.0,532235.0,https://anaconda.org/conda-forge/zarr,2024-02-15 08:26:58.860,2874269.0,2.0,,,,,,,,,,,,,,,,,, +97,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-02-14 18:54:08.000,2024-02-07 23:35:28,2082.0,22.0,148,21.0,166.0,60.0,444.0,1163,2023-11-12 22:31:41.000,24.3.0,192.0,119.0,36,True,4316.0,,keyring,conda-forge/keyring,,,45530198.0,https://pypi.org/project/keyring,2023-11-12 22:31:22.000,4316.0,45431661.0,https://anaconda.org/conda-forge/keyring,2023-11-14 01:14:23.910,4237112.0,3.0,,,,,,,,,,,,,,,,,, +98,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-02-19 05:25:42.000,2024-02-05 01:56:12,1027.0,11.0,257,19.0,401.0,128.0,319.0,792,2024-02-05 02:51:09.000,2024.2.0,67.0,134.0,36,True,17492.0,16721.0,s3fs,conda-forge/s3fs,,,210143486.0,https://pypi.org/project/s3fs,2024-02-05 02:51:09.000,771.0,209987355.0,https://anaconda.org/conda-forge/s3fs,2024-02-05 13:59:04.728,6557518.0,2.0,,,,,,,,,,,,,,,,,, +99,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-02-22 08:51:57.000,2024-02-22 00:27:33,15669.0,278.0,7177,737.0,5901.0,1760.0,3738.0,17997,2024-02-20 12:36:21.000,1.22.2,18.0,621.0,35,True,14.0,,micropython-_markupbase,,,72692.0,931.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +100,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-02-21 16:56:36.000,2024-02-07 03:14:07,2805.0,28.0,646,149.0,503.0,258.0,1019.0,11915,2023-10-09 18:31:30.000,1.10.1,220.0,65.0,35,True,2742.0,2686.0,dearpygui,,,,70996.0,https://pypi.org/project/dearpygui,2023-10-09 18:31:30.000,56.0,70996.0,,,,2.0,,,,,,,,,,,,,,,,,, +101,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,1.0,965,216.0,185.0,156.0,295.0,11378,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,33720.0,32248.0,schedule,conda-forge/schedule,,,1856732.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1472.0,1855378.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,50120.0,3.0,,,,,,,,,,,,,,,,,, +102,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-01-13 20:41:01.000,2024-01-13 20:41:01,2434.0,2.0,1222,231.0,477.0,145.0,1014.0,8138,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,35,True,12208.0,10249.0,supervisor,conda-forge/supervisor,,,1776837.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1959.0,1769640.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,287916.0,2.0,,,,,,,,,,,,,,,,,, +103,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,161.0,110.0,260.0,186.0,7884,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,124166.0,111685.0,docopt,conda-forge/docopt,,,10834911.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12481.0,10813302.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2031263.0,2.0,,,,,,,,,,,,,,,,,, +104,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-02-06 20:38:32.000,2023-12-16 21:30:31,835.0,9.0,391,68.0,284.0,226.0,321.0,5968,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,35,True,26806.0,25486.0,pendulum,conda-forge/pendulum,,533.0,21271696.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1320.0,21250435.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,914036.0,2.0,,,,,,,,,,,,,,,,,, +105,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,105.0,96.0,87.0,162.0,5320,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,68896.0,63160.0,xmltodict,conda-forge/xmltodict,,,33293691.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5736.0,33253103.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3652988.0,2.0,,,,,,,,,,,,,,,,,, +106,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-01-01 17:45:27.000,2024-01-01 17:45:18,1187.0,4.0,588,137.0,327.0,33.0,222.0,4485,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,35,True,94522.0,93241.0,tablib,conda-forge/tablib,,,1886257.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1281.0,1885174.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,94261.0,2.0,,,,,,,,,,,,,,,,,, +107,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-02-05 21:36:42.000,2024-02-01 13:26:45,909.0,11.0,371,87.0,276.0,26.0,318.0,4203,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4558.0,,ujson,conda-forge/ujson,,,10436065.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4558.0,10332560.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4554261.0,2.0,,,,,,,,,,,,,,,,,, +108,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-02-09 11:56:50.115,2024-02-09 10:28:47,1630.0,15.0,455,87.0,113.0,9.0,169.0,3375,2024-02-09 10:47:47.000,8.13.30,239.0,30.0,35,True,1474.0,,phonenumbers,conda-forge/phonenumbers,,,5413761.0,https://pypi.org/project/phonenumbers,2024-02-09 10:47:47.000,1474.0,5387422.0,https://anaconda.org/conda-forge/phonenumbers,2024-02-09 11:56:50.115,869187.0,1.0,,,,,,,,,,,,,,,,,, +109,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-02-13 17:00:15.000,2023-12-01 12:49:19,374.0,2.0,233,46.0,143.0,110.0,139.0,3369,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,35,True,896883.0,874856.0,colorama,conda-forge/colorama,,,132657838.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22027.0,132357329.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,28247920.0,2.0,,,,,,,,,,,,,,,,,, +110,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-02-10 13:55:09.000,2024-02-09 23:36:59,512.0,7.0,583,125.0,230.0,61.0,986.0,2808,2024-02-05 17:00:57.000,5.1.0,64.0,57.0,35,False,56702.0,54462.0,pyodbc,conda-forge/pyodbc,,,24638813.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2240.0,24607699.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1244599.0,2.0,,,,,,,,,,,,,,,,,, +111,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-02-20 22:53:05.000,2024-02-20 22:53:04,1777.0,19.0,210,91.0,256.0,,,2290,2023-11-14 21:54:12.000,3.3.2,47.0,50.0,35,True,83645.0,82434.0,motor,conda-forge/motor,,,1470714.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1211.0,1469109.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,64212.0,2.0,,,,,,,,,,,,,,,,,, +112,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,13.0,213,36.0,261.0,37.0,211.0,1798,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,35,True,16583.0,15205.0,voluptuous,conda-forge/voluptuous,,,3289625.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1378.0,3280806.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,343967.0,2.0,,,,,,,,,,,,,,,,,, +113,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,179.0,1623,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,140870.0,119863.0,simplejson,conda-forge/simplejson,,6418.0,20504543.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21007.0,20435676.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3096064.0,2.0,,,,,,,,,,,,,,,,,, +114,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-02-21 13:19:06.000,2024-02-20 16:53:55,742.0,59.0,223,61.0,463.0,148.0,626.0,1518,2019-06-19 22:31:20.000,3.7.4,16.0,96.0,35,True,6055.0,,typing,conda-forge/typing,,,8289584.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6055.0,8258286.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2973367.0,2.0,,,,,,,,,,,,,,,,,, +115,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-02-20 14:21:15.000,2024-02-20 00:46:11,533.0,11.0,85,24.0,297.0,30.0,75.0,1193,2023-10-30 18:54:14.000,2.1.0,34.0,35.0,35,True,20492.0,20223.0,cleo,conda-forge/cleo,,,29135007.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,269.0,29118559.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,657957.0,2.0,,,,,,,,,,,,python-poetry/cleo,,,,,, +116,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-02-20 03:42:47.000,2024-02-20 03:40:50,1413.0,27.0,165,34.0,172.0,69.0,237.0,1187,2024-02-20 03:42:47.000,3.0.3,41.0,73.0,35,True,2458.0,,jsonpickle,conda-forge/jsonpickle,,,10748251.0,https://pypi.org/project/jsonpickle,2024-02-20 03:42:47.000,2458.0,10700326.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1629459.0,2.0,,,,,,,,,,,,,,,,,, +117,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-02-22 08:56:56.000,2024-02-22 08:56:55,1171.0,43.0,299,31.0,851.0,9.0,538.0,733,2024-02-11 00:42:22.000,7.2.4,111.0,130.0,35,True,7038.0,6541.0,minio,conda-forge/minio,,,1972006.0,https://pypi.org/project/minio,2024-02-11 00:41:04.000,497.0,1968263.0,https://anaconda.org/conda-forge/minio,2024-02-11 03:08:30.912,157244.0,2.0,,,,,,,,,,,,,,,,,, +118,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-02-20 00:22:17.000,2024-02-20 00:22:16,295.0,15.0,92,16.0,197.0,11.0,93.0,639,2023-10-30 18:29:37.000,3.13.1,65.0,43.0,35,True,397912.0,394992.0,filelock,conda-forge/filelock,,,117284049.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2920.0,116912822.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16705236.0,2.0,,,,,,,,,,,,tox-dev/filelock,,,,,, +119,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,13.0,36.0,32.0,55.0,299,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1923228.0,1839469.0,pytz,conda-forge/pytz,,9.0,173826549.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83759.0,172566909.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,49125619.0,2.0,,,,,,,,,,,,,,,,,, +120,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-01-11 21:52:28.000,2023-12-21 19:12:29,604.0,29.0,128,19.0,239.0,50.0,36.0,194,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,276726.0,272342.0,s3transfer,conda-forge/s3transfer,,,296203422.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4384.0,295762711.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17628464.0,2.0,,,,,,,,,,,,,,,,,, +121,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-26 22:08:21.000,2024-01-26 22:08:21,1605.0,1.0,1990,465.0,552.0,476.0,1310.0,14474,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,176.0,21.0,fabric,conda-forge/fabric,,,5780408.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,155.0,5778152.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,83508.0,3.0,,,,,,,,,,,,,,,,,, +122,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-02-21 21:47:51.000,2024-02-21 21:26:26,8788.0,252.0,572,87.0,2290.0,55.0,390.0,7503,2024-02-21 21:47:51.000,3.8.21,154.0,126.0,34,True,2707.0,2653.0,hub,,,,3350.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3350.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,, +123,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-02-03 19:08:30.000,2024-01-15 07:50:50,1535.0,3.0,348,142.0,204.0,66.0,106.0,6373,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,34,True,6821.0,6379.0,boltons,conda-forge/boltons,,25.0,3489074.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,442.0,3395761.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,4105811.0,2.0,,,,,,,,,,,,,,,,,, +124,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-02-20 09:06:24.000,2024-02-09 11:07:45,493.0,12.0,290,48.0,209.0,99.0,149.0,5744,2023-08-14 13:22:49.000,8.2.3,53.0,90.0,34,True,1794.0,,tenacity,conda-forge/tenacity,,,44838185.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1794.0,44690519.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5906653.0,2.0,,,,,,,,,,,,,,,,,, +125,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-02-17 20:59:11.000,2024-02-11 15:15:42,498.0,57.0,318,23.0,137.0,22.0,132.0,3737,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,34,True,26898.0,26429.0,gdown,conda-forge/gdown,,,1732922.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,469.0,1727212.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,251278.0,2.0,,,,,,,,,,,,,,,,,, +126,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-02-14 19:56:39.000,2024-02-14 15:43:45,557.0,7.0,816,72.0,423.0,93.0,437.0,3710,2024-02-14 15:55:57.000,0.20.0,50.0,144.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,29868127.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,29528648.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15276560.0,2.0,,,,,,,,,,,,,,,,,, +127,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-02-17 18:41:21.000,2024-02-17 18:41:20,737.0,12.0,316,33.0,515.0,109.0,379.0,3446,2024-02-10 16:06:28.000,3.2.4,86.0,122.0,34,True,8260.0,7956.0,dynaconf,conda-forge/dynaconf,,,2136265.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,304.0,2134592.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,66952.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +128,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-02-21 23:30:30.000,2024-02-16 13:13:14,1444.0,18.0,214,45.0,1223.0,66.0,568.0,2662,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,3883.0,3831.0,docarray,conda-forge/docarray,,,73521.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,68390.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,128296.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,, +129,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,313,47.0,111.0,17.0,188.0,2489,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,56570.0,53197.0,python-magic,conda-forge/python-magic,,,6978457.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3373.0,6972411.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,241841.0,2.0,,,,,,,,,,,,,,,,,, +130,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-02-19 05:13:47.000,2024-02-19 05:11:13,850.0,31.0,204,62.0,106.0,63.0,306.0,2115,2024-01-26 13:04:44.000,2.9.0,53.0,73.0,34,True,3241.0,,numexpr,conda-forge/numexpr,,587.0,6826626.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3241.0,6652386.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7666314.0,2.0,,,,,,,,,,,,,,,,,, +131,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-02-21 16:54:51.000,2023-11-14 07:16:07,1076.0,,213,26.0,169.0,65.0,218.0,1856,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10266.0,9392.0,deepdiff,conda-forge/deepdiff,,,7655572.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,874.0,7646655.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,392366.0,1.0,,,,,,,,,,,,,,,,,, +132,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-31 15:09:01.023,2024-01-31 12:53:43,507.0,15.0,299,26.0,120.0,12.0,148.0,1792,2024-01-31 12:58:25.000,2.10.1,45.0,66.0,34,True,67888.0,66349.0,emoji,conda-forge/emoji,,,2851620.0,https://pypi.org/project/emoji,2024-01-31 12:58:25.000,1539.0,2850019.0,https://anaconda.org/conda-forge/emoji,2024-01-31 15:09:01.023,67249.0,1.0,,,,,,,,,,,,,,,,,, +133,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,,166,30.0,283.0,88.0,166.0,1543,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,34,True,2988.0,,cloudpickle,conda-forge/cloudpickle,,27.0,38179354.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2988.0,37811451.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15819845.0,3.0,,,,,,,,,,,,,,,,,, +134,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-02-22 09:28:57.000,2024-02-22 06:19:17,1406.0,60.0,153,21.0,925.0,58.0,381.0,1482,2024-01-16 15:40:08.000,9.1.1,60.0,72.0,34,True,909.0,861.0,copier,,,,213980.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,213980.0,,,,2.0,,,,,,,,,,,,,,,,,, +135,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-02-22 06:55:05.000,2024-02-22 06:54:57,4846.0,38.0,270,61.0,386.0,170.0,551.0,1255,2023-11-27 12:13:28.000,3.9.2,46.0,130.0,34,True,2631.0,,tables,conda-forge/pytables,,182.0,1098542.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2631.0,938939.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6862850.0,2.0,,,,,,,,,,,,,,,,,, +136,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-02-20 15:36:55.000,2024-01-31 13:32:23,1386.0,2.0,314,32.0,329.0,192.0,239.0,1182,2023-05-02 07:31:50.000,0.41.1,214.0,119.0,34,True,30183.0,28013.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,5332654.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2170.0,5326492.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,548438.0,2.0,,,,,,,,,,,,,,,,,, +137,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,149.0,271.0,1137,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,36630.0,35915.0,py4j,conda-forge/py4j,,,37811777.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,715.0,37756080.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5012734.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,, +138,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-02-20 10:07:45.000,2024-02-20 10:07:45,728.0,29.0,130,23.0,298.0,52.0,132.0,1117,2024-01-24 13:45:14.000,1.4.0,22.0,52.0,34,True,10610.0,,pluggy,conda-forge/pluggy,,,114240325.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10610.0,113632687.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24305531.0,2.0,,,,,,,,,,,,,,,,,, +139,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-02-15 16:49:34.000,2023-08-23 16:34:33,392.0,,104,24.0,57.0,13.0,93.0,805,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,557131.0,532664.0,decorator,conda-forge/decorator,,,71012298.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24467.0,70729370.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25746494.0,2.0,,,,,,,,,,,,,,,,,, +140,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-02-21 20:49:07.000,2024-02-20 20:50:41,390.0,17.0,154,62.0,395.0,38.0,302.0,412,2024-02-05 16:50:23.000,0.21.0,45.0,49.0,34,True,9638.0,9302.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,9347817.0,https://pypi.org/project/pandas-gbq,2024-02-05 16:50:23.000,336.0,9300978.0,https://anaconda.org/conda-forge/pandas-gbq,2024-02-06 16:32:39.078,1873417.0,2.0,,,,,,,,,,,,,,,,,, +141,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-02-16 04:55:31.000,2024-02-14 20:05:06,355.0,12.0,53,13.0,71.0,11.0,39.0,369,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,34,True,521407.0,507809.0,wcwidth,conda-forge/wcwidth,,,60118943.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13598.0,59592402.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,23167805.0,3.0,,,,,,,,,,,,,,,,,, +142,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-02-19 04:19:07.000,2024-01-05 14:42:12,533.0,1.0,2226,389.0,470.0,360.0,187.0,34239,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1388.0,1348.0,diagrams,conda-forge/diagrams,,,161632.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,40.0,157711.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,176478.0,2.0,,,,,,,,,,,,,,,,,, +143,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-02-20 09:01:50.000,2024-02-20 09:01:50,19.0,19.0,1799,232.0,3080.0,748.0,2815.0,13031,2024-02-14 16:27:28.000,5.0.2,183.0,19.0,33,False,11417.0,11057.0,pysimplegui,conda-forge/pysimplegui,,,716883.0,https://pypi.org/project/pysimplegui,2024-02-14 16:27:28.000,360.0,714355.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,136518.0,2.0,,,,,,,,,,,,,,,,,, +144,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-02-22 00:53:05.000,2024-02-15 19:01:31,1875.0,6.0,616,124.0,1297.0,260.0,1098.0,7967,2023-02-23 18:30:37.000,1.3.2,22.0,116.0,33,True,20390.0,20381.0,hydra,conda-forge/hydra-core,,,31475.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,12813.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,895804.0,2.0,,,,,,,,,,,,,,,,,, +145,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-01-04 14:08:21.000,2024-01-04 14:08:21,1465.0,1.0,542,134.0,235.0,7.0,466.0,6813,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,33,True,16811.0,14153.0,sh,conda-forge/sh,,,5945105.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2658.0,5940323.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,191317.0,3.0,,,,,,,,,,,,,,,,,, +146,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-02-15 17:45:21.000,2024-02-15 17:45:19,1930.0,18.0,605,130.0,332.0,34.0,870.0,5738,2024-02-13 20:38:55.000,1.4.0,40.0,107.0,33,True,1947.0,1576.0,csvkit,conda-forge/csvkit,,,195481.0,https://pypi.org/project/csvkit,2024-02-13 20:38:55.000,371.0,192309.0,https://anaconda.org/conda-forge/csvkit,2024-02-14 01:14:39.007,104679.0,2.0,,,,,,,,,,,,,,,,,, +147,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-02-22 13:13:07.000,2024-02-20 08:22:44,6290.0,235.0,383,40.0,2179.0,62.0,230.0,3529,2024-02-20 09:52:27.000,0.55.3,128.0,89.0,33,True,388.0,386.0,zenml,,,1.0,37461.0,https://pypi.org/project/zenml,2024-02-20 09:32:26.000,2.0,37461.0,,,,2.0,,,,,,,,,,,,,,,,,, +148,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,88.0,80.0,316.0,332.0,3473,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4238.0,3871.0,pony,conda-forge/pony,,86.0,132239.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,367.0,129724.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98122.0,3.0,,,,,,,,,,,,,,,,,, +149,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,14.0,334.0,3085,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16766.0,15611.0,cerberus,conda-forge/cerberus,,,4673802.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1155.0,4659796.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,364178.0,2.0,,,,,,,,,,,,,,,,,, +150,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-02-22 11:55:45.000,2024-02-22 11:55:44,1040.0,17.0,383,48.0,387.0,65.0,318.0,3040,2023-09-07 03:00:21.000,6.4.0,56.0,115.0,33,True,637.0,,smart-open,conda-forge/smart_open,,,18601986.0,https://pypi.org/project/smart-open,2023-09-07 02:59:54.000,637.0,18548979.0,https://anaconda.org/conda-forge/smart_open,2023-09-07 06:13:58.481,2279336.0,2.0,,,,,,,,,,,,piskvorky/smart_open,,,,,, +151,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,1.0,185,51.0,325.0,127.0,225.0,2735,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,33,True,6322.0,5845.0,plumbum,conda-forge/plumbum,,,3287315.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,477.0,3275736.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,995809.0,3.0,,,,,,,,,,,,,,,,,, +152,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-02-16 07:09:48.000,2024-02-16 07:09:47,836.0,10.0,430,40.0,639.0,269.0,368.0,2349,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,33,True,1790.0,1629.0,pynamodb,conda-forge/pynamodb,,,1669923.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1658373.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,485111.0,3.0,,,,,,,,,,,,,,,,,, +153,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-02-22 00:13:26.000,2023-12-10 17:09:47,1032.0,1.0,275,36.0,375.0,206.0,258.0,2316,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,17909.0,17802.0,pypika,conda-forge/pypika,,,2368652.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2368340.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,8743.0,3.0,,,,,,,,,,,,,,,,,, +154,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2123,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,218605.0,209995.0,xlrd,conda-forge/xlrd,,,19512704.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8610.0,19468574.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3662791.0,2.0,,,,,,,,,,,,,,,,,, +155,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-02-21 20:12:10.000,2023-12-03 10:50:26,9954.0,10.0,925,85.0,1788.0,92.0,124.0,1995,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,33,True,862.0,,apache-libcloud,,,,210326.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,862.0,210326.0,,,,3.0,,,,,,,,,,,,,,,,,, +156,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,,218,45.0,69.0,50.0,142.0,1938,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,33,True,11944.0,,wrapt,conda-forge/wrapt,,,115661033.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11944.0,115315129.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13836186.0,2.0,,,,,,,,,,,,,,,,,, +157,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-01-28 21:35:23.000,2023-10-30 00:20:45,288.0,,150,28.0,59.0,11.0,229.0,1913,2023-10-24 18:12:02.000,5.3.2,46.0,12.0,33,True,3643.0,,cachetools,conda-forge/cachetools,,,115683408.0,https://pypi.org/project/cachetools,2023-10-24 18:12:02.000,3643.0,115445782.0,https://anaconda.org/conda-forge/cachetools,2023-10-25 01:31:27.619,10693192.0,1.0,,,,,,,,,,,,,,,,,, +158,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,1.0,250,49.0,291.0,11.0,271.0,1822,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2412.0,,msgpack,conda-forge/msgpack-python,,1277.0,61893008.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2412.0,61518423.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,14982754.0,3.0,,,,,,,,,,,,,,,,,, +159,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-02-16 23:02:06.000,2023-12-21 23:24:17,6039.0,4.0,576,78.0,1115.0,13.0,,1364,2023-12-21 22:45:31.000,3.29.0,76.0,196.0,33,True,7068.0,6359.0,cassandra-driver,conda-forge/cassandra-driver,,,1465529.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,709.0,1460862.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,196046.0,3.0,,,,,,,,,,,,,,,,,, +160,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-02-16 12:32:05.000,2024-02-15 17:03:16,1526.0,29.0,214,98.0,766.0,2.0,235.0,852,2024-01-29 12:09:05.000,5.17.0,132.0,43.0,33,True,8482.0,8256.0,neo4j-driver,conda-forge/neo4j-python-driver,,,135420.0,https://pypi.org/project/neo4j-driver,2024-01-29 11:36:57.000,226.0,130867.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-01-29 16:24:27.720,200348.0,3.0,,,,,,,,,,,,,,,,,, +161,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-02-20 00:06:59.000,2024-02-20 00:06:58,1344.0,184.0,95,20.0,806.0,16.0,132.0,377,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3380.0,,multidict,conda-forge/multidict,,6409.0,95023348.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3380.0,94732682.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11623840.0,1.0,,,,,,,,,,,,,,,,,, +162,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,,131,23.0,95.0,53.0,140.0,310,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,114732.0,107631.0,asn1crypto,conda-forge/asn1crypto,,,65877963.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7101.0,65773197.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8381359.0,3.0,,,,,,,,,,,,,,,,,, +163,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,33,False,480763.0,465624.0,pyasn1,conda-forge/pyasn1,,,172853970.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15139.0,170092297.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13808366.0,3.0,,,,,,,,,,,,,,,,,, +164,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-02-19 22:55:51.000,2023-12-10 20:18:56,479.0,2.0,515,69.0,304.0,208.0,167.0,13084,2023-05-02 05:22:17.780,0.9.0,27.0,37.0,32,True,3030.0,21.0,typer,conda-forge/typer,,,15488852.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,3009.0,15444585.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,2036290.0,3.0,,,,,,,,,,,,,,,,,, +165,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,106.0,160.0,17.0,292.0,6383,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13545.0,12603.0,tinydb,conda-forge/tinydb,,,568876.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,942.0,564828.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,372420.0,2.0,,,,,,,,,,,,,,,,,, +166,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-02-13 12:48:31.000,2024-02-13 12:48:28,1194.0,4.0,338,43.0,495.0,491.0,506.0,4120,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7267.0,7163.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,115103.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,114578.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16815.0,3.0,,,,,,,,,,,,,,,,,, +167,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-02-22 04:05:51.000,2024-02-22 04:05:50,8215.0,482.0,679,83.0,1388.0,152.0,692.0,4040,2024-02-06 06:14:51.000,0.4.2,66.0,258.0,32,True,41.0,3.0,toga,,,2646.0,5400.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,5222.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,13.0,,,,,,,,,,,,, +168,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-02-21 22:37:25.000,2024-02-21 12:25:56,331.0,2.0,253,53.0,203.0,125.0,198.0,3651,2023-08-28 14:51:41.000,0.8.0,42.0,58.0,32,True,22172.0,22050.0,databases,conda-forge/databases,,,457867.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,122.0,452889.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,194180.0,3.0,,,,,,,,,,,,,,,,,, +169,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-02-18 22:02:38.000,2022-12-19 03:14:24,1998.0,,312,49.0,204.0,207.0,359.0,3492,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3032.0,2905.0,dependency-injector,conda-forge/dependency_injector,,,987454.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,986159.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,37574.0,2.0,,,,,,,,,,,,,,,,,, +170,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2023-08-26 07:32:09.000,2022-11-06 04:14:47,635.0,,190,34.0,51.0,25.0,160.0,3167,2021-05-16 22:03:41.000,2.4.0,40.0,23.0,32,False,2273.0,,sortedcontainers,conda-forge/sortedcontainers,,,36379776.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2273.0,36249345.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11869233.0,2.0,,,,,,,,,,,,,,,,,, +171,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-02-22 08:07:16.000,2024-02-19 07:04:25,641.0,25.0,243,20.0,636.0,302.0,425.0,2848,2023-12-08 21:11:34.000,0.18.0,79.0,114.0,32,True,1454.0,1350.0,pandera,conda-forge/pandera-core,['pandas'],,1477731.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,104.0,1476895.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,33441.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,, +172,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,4.0,198,57.0,154.0,95.0,74.0,2819,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,32,True,9169.0,8220.0,schema,conda-forge/schema,,,9009358.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,949.0,9006835.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,138812.0,2.0,,,,,,,,,,,,,,,,,, +173,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,141.0,454.0,143.0,402.0,2790,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,32,True,23486.0,22623.0,pandas-datareader,conda-forge/pandas-datareader,,,386755.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,863.0,382552.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,344700.0,2.0,,,,,,,,,,,,,,,,,, +174,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,144,36.0,66.0,49.0,66.0,2494,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,133482.0,131249.0,aiofiles,conda-forge/aiofiles,,,12036706.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2233.0,12012484.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,968915.0,2.0,,,,,,,,,,,,,,,,,, +175,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2045,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39525.0,6.0,chardet,conda-forge/chardet,,,57694071.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39515.0,57145077.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22504249.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,110.0,,,,,,,,,,,,, +176,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,87.0,2029,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7078.0,,jmespath,conda-forge/jmespath,,,132294394.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7078.0,132101063.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17593174.0,3.0,,,,,,,,,,,,,,,,,, +177,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-02-15 19:37:44.000,2024-02-15 19:37:44,1062.0,6.0,92,18.0,583.0,98.0,447.0,1735,2022-12-08 21:01:02.889,2.3.0,147.0,34.0,32,True,25754.0,25249.0,omegaconf,conda-forge/omegaconf,,,7135915.0,https://pypi.org/project/omegaconf,2024-02-15 19:26:03.000,505.0,7109923.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1273636.0,3.0,,,,,,,,,,,,,,,,,, +178,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,217,47.0,180.0,58.0,337.0,1475,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2452.0,2353.0,pygsheets,,,,1346078.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1346078.0,,,,3.0,,,,,,,,,,,,,,,,,, +179,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-02-19 10:55:02.000,2024-01-12 09:43:33,550.0,14.0,79,22.0,229.0,36.0,99.0,1361,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,32,True,11776.0,11358.0,questionary,conda-forge/questionary,,,1747555.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1745833.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,65469.0,3.0,,,,,,,,,,,,,,,,,, +180,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-02-19 19:43:08.081,2024-01-26 18:48:28,2257.0,78.0,474,,,,,1305,2023-06-21 16:43:02.350,0.27.1,71.0,225.0,32,True,465.0,,holidays,conda-forge/holidays,,,6599587.0,https://pypi.org/project/holidays,2024-02-19 18:00:42.000,465.0,6511962.0,https://anaconda.org/conda-forge/holidays,2024-02-19 19:43:08.081,3767912.0,3.0,,,,,,,,,,,,,,,,,, +181,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-02-10 13:43:07.000,2023-04-04 11:45:40,1273.0,,103,32.0,208.0,51.0,192.0,983,2023-03-08 19:41:02.446,1.3.7,38.0,30.0,32,True,47522.0,45842.0,Bottleneck,conda-forge/bottleneck,,,843934.0,https://pypi.org/project/Bottleneck,2024-02-04 15:26:40.000,1680.0,746455.0,https://anaconda.org/conda-forge/bottleneck,2023-09-29 20:49:09.829,3899174.0,2.0,,,,,,,,,,,,,,,,,, +182,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,,125,24.0,71.0,23.0,162.0,887,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,18826.0,18472.0,anytree,conda-forge/anytree,,,1128733.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,354.0,1127921.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,37387.0,2.0,,,,,,,,,,,,,,,,,, +183,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-02-07 08:51:18.000,2024-02-07 08:51:17,354.0,8.0,141,13.0,165.0,22.0,138.0,885,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,106885.0,105030.0,validators,conda-forge/validators,,20.0,7920523.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1855.0,7907465.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,561452.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,, +184,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-02-07 23:22:15.000,2023-03-04 17:45:05,299.0,,565,132.0,192.0,187.0,344.0,6068,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6947.0,6861.0,eel,,,,70457.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,70457.0,,,,3.0,,,,,,,,,,,,python-eel/Eel,,,,,, +185,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,93.0,186.0,16.0,429.0,5258,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3619.0,3345.0,transitions,conda-forge/transitions,,,519704.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,274.0,509125.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,592470.0,1.0,,,,,,,,,,,,,,,,,, +186,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5177,,,41.0,28.0,31,False,8784.0,7957.0,pdfminer,conda-forge/pdfminer,,,193716.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,827.0,193313.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36308.0,2.0,,,,,,,,,,,,,,,,,, +187,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,6.0,380,85.0,176.0,,609.0,4815,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1553.0,1373.0,huey,conda-forge/huey,,,103535.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,103058.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33411.0,2.0,,,,,,,,,,,,,,,,,, +188,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-02-18 14:47:13.000,2023-01-31 21:17:34,775.0,,416,79.0,70.0,371.0,194.0,3620,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,False,15804.0,15256.0,keyboard,conda-forge/keyboard,,,363430.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,548.0,362633.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25513.0,3.0,,,,,,,,,,,,,,,,,, +189,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,304.0,1629.0,112.0,486.0,3312,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,345.0,328.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1351745.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1345990.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,327087.0,3.0,,,,,,,,,,,,,,,,,, +190,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3179,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10021.0,9203.0,blaze,conda-forge/blaze,,,13708.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,11112.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202489.0,3.0,,,,,,,,,,,,,,,,,, +191,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-02-22 07:32:08.000,2024-02-22 07:32:07,1767.0,46.0,102,44.0,1370.0,66.0,354.0,3159,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,582.0,523.0,returns,conda-forge/returns,,,146643.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,146390.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8356.0,3.0,,,,,,,,,,,,,,,,,, +192,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,28.0,76.0,4.0,90.0,2643,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,126255.0,122831.0,python-decouple,conda-forge/python-decouple,,12.0,2227930.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3424.0,2226936.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,76540.0,3.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +193,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1528.0,1414.0,mrjob,conda-forge/mrjob,,,92001.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,86153.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,520537.0,2.0,,,,,,,,,,,,,,,,,, +194,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-02-22 10:17:53.000,2024-02-22 09:00:18,1508.0,59.0,262,42.0,677.0,149.0,932.0,1821,2024-02-15 18:12:07.000,1.10.0,122.0,46.0,31,False,366.0,348.0,sdv,conda-forge/sdv,,,36863.0,https://pypi.org/project/sdv,2024-02-15 18:02:21.000,18.0,36233.0,https://anaconda.org/conda-forge/sdv,2024-02-16 03:46:50.208,16399.0,2.0,,,,,,,,,,,,,,,,,, +195,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,15.0,59,22.0,110.0,113.0,78.0,1807,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,31,True,1520.0,1390.0,glom,conda-forge/glom,,,1544686.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,1543984.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,29509.0,2.0,,,,,,,,,,,,,,,,,, +196,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,96.0,402.0,167.0,379.0,1679,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9328.0,8065.0,influxdb,conda-forge/influxdb,,,1718570.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1263.0,1715590.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,137114.0,3.0,,,,,,,,,,,,,,,,,, +197,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2099.0,,humanize,conda-forge/humanize,,,6909422.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2099.0,6897805.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,511157.0,2.0,,,,,,,,,,,,,,,,,, +198,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-02-08 20:57:18.711,2024-02-08 18:31:20,271.0,3.0,148,35.0,78.0,1.0,70.0,1427,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,31,True,2956.0,,python-slugify,conda-forge/python-slugify,,,17219193.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2956.0,17174210.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,1934305.0,2.0,,,,,,,,,,,,,,,,,, +199,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-02-21 01:21:50.000,2024-02-21 01:21:08,686.0,41.0,63,16.0,246.0,1.0,59.0,1383,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,22854.0,22324.0,bidict,conda-forge/bidict,,24.0,1704956.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,530.0,1696066.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,382299.0,2.0,,,,,,,,,,,,,,,,,, +200,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,50.0,202.0,85.0,371.0,1179,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,31,True,3650.0,3564.0,petl,conda-forge/petl,,,1723623.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1718611.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,220570.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +201,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1168,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,6991.0,6660.0,sshtunnel,conda-forge/sshtunnel,,,7627071.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,331.0,7625540.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,136304.0,3.0,,,,,,,,,,,,,,,,,, +202,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1015,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,288723.0,273468.0,appdirs,conda-forge/appdirs,,,20730029.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15255.0,20624386.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10036157.0,3.0,,,,,,,,,,,,,,,,,, +203,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-02-16 02:21:18.000,2024-02-12 18:00:36,2133.0,42.0,138,42.0,426.0,101.0,259.0,972,2024-02-08 15:14:03.000,2.0.1,32.0,86.0,31,True,2146.0,2015.0,intake,conda-forge/intake,,,70762.0,https://pypi.org/project/intake,2024-02-08 15:14:03.000,131.0,58436.0,https://anaconda.org/conda-forge/intake,2024-02-08 19:22:32.609,542352.0,2.0,,,,,,,,,,,,,,,,,, +204,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-02-19 08:58:32.000,2023-06-25 23:23:50,1269.0,,256,19.0,214.0,31.0,302.0,894,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,5928.0,5602.0,fastcore,conda-forge/fastcore,,,957743.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,955145.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,67573.0,3.0,,,,,,,,,,,,,,,,,, +205,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,74.0,22.0,33.0,611.0,877,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8424.0,8062.0,cx-Oracle,conda-forge/cx_oracle,,,3289475.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3277236.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,526308.0,3.0,,,,,,,,,,,,,,,,,, +206,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,1.0,60,7.0,76.0,2.0,81.0,182,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,156102.0,152240.0,tzlocal,conda-forge/tzlocal,,,45828892.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3862.0,45743990.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2547086.0,3.0,,,,,,,,,,,,,,,,,, +207,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-02-17 12:25:51.000,2024-02-07 21:28:16,799.0,24.0,50,48.0,718.0,49.0,180.0,59,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3402.0,3386.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,3919642.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,16.0,3916741.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,104444.0,3.0,,,,,,,,,,,,,,,,,, +208,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-02-07 23:24:18.000,2024-02-07 23:24:18,877.0,26.0,38,12.0,55.0,3.0,237.0,54,2023-11-07 00:46:54.000,6.1.1,66.0,38.0,31,False,1699.0,,importlib-resources,conda-forge/importlib_resources,,,74598003.0,https://pypi.org/project/importlib-resources,2023-11-07 00:46:31.000,1699.0,74192897.0,https://anaconda.org/conda-forge/importlib_resources,2023-11-07 13:47:04.229,18229813.0,2.0,,,,,,,,,,,,,,,,,, +209,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-02-07 23:37:40.000,2024-02-07 23:37:39,709.0,31.0,42,4.0,41.0,6.0,65.0,47,2023-09-18 15:18:43.000,3.17.0,49.0,25.0,31,False,4238.0,,zipp,conda-forge/zipp,,,175623528.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4238.0,174754738.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35620391.0,3.0,,,,,,,,,,,,,,,,,, +210,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,991,282.0,300.0,164.0,463.0,20177,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,972.0,880.0,gooey,conda-forge/gooey,,593.0,6230.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,4925.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73769.0,3.0,,,,,,,,,,,,,,,,,, +211,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-02-22 10:30:19.000,2023-07-21 10:40:58,3636.0,,592,145.0,968.0,500.0,773.0,8136,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,702.0,670.0,vaex,conda-forge/vaex,,280.0,31006.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,32.0,28967.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,179278.0,3.0,,,,,,,,,,,,,,,,,, +212,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-01 04:36:56.000,2024-02-01 04:36:56,2691.0,4.0,847,167.0,743.0,21.0,962.0,5653,2022-07-29 04:10:00.400,0.9.9,21.0,81.0,30,True,483.0,469.0,snorkel,conda-forge/snorkel,,1058.0,34537.0,https://pypi.org/project/snorkel,2022-07-29 04:10:00.400,14.0,33663.0,https://anaconda.org/conda-forge/snorkel,2023-06-16 16:15:57.668,47424.0,3.0,,,,,,,,,,,,,,,,,, +213,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,262.0,4699,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,30,True,4205.0,3622.0,dataset,conda-forge/dataset,,,87092.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,583.0,86865.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7964.0,3.0,,,,,,,,,,,,,,,,,, +214,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,1.0,243,64.0,89.0,23.0,273.0,3488,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,30,True,1078.0,958.0,asciimatics,conda-forge/asciimatics,,,168680.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,165031.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,145999.0,3.0,,,,,,,,,,,,,,,,,, +215,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-02-20 18:13:35.000,2024-02-01 14:47:54,992.0,4.0,141,71.0,70.0,9.0,72.0,3229,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10833.0,10184.0,funcy,conda-forge/funcy,,,1458447.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,649.0,1453626.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,409796.0,3.0,,,,,,,,,,,,,,,,,, +216,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-02-15 20:53:28.617,2024-02-01 18:17:41,1177.0,19.0,590,174.0,468.0,96.0,477.0,3015,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,274.0,241.0,arctic,conda-forge/arctic,,209.0,5507.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,4022.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31143.0,3.0,,,,,,,,,,,,,,,,,, +217,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2573,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1978.0,1591.0,schematics,conda-forge/schematics,,,307690.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,307216.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26094.0,3.0,,,,,,,,,,,,,,,,,, +218,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-02-22 02:39:03.000,2024-02-20 22:56:19,835.0,38.0,112,32.0,1064.0,17.0,401.0,2497,2024-02-20 22:43:26.000,1.3.24,318.0,32.0,30,True,244.0,238.0,whylogs,,,45.0,225041.0,https://pypi.org/project/whylogs,2024-02-20 22:43:26.000,6.0,225039.0,,,,2.0,,,,,,,,,,,,,,,,,, +219,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-02-22 09:41:37.000,2024-02-22 09:31:04,3954.0,103.0,321,35.0,340.0,152.0,548.0,2493,2024-01-25 21:24:28.000,3.0.beta0,212.0,104.0,30,True,110.0,98.0,pyinfra,,,,32796.0,https://pypi.org/project/pyinfra,2024-01-25 21:23:53.000,12.0,32796.0,,,,3.0,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +220,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-01-22 06:47:11.000,2024-01-03 03:34:41,233.0,1.0,277,48.0,74.0,50.0,113.0,2260,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1167.0,1100.0,datasketch,,,19.0,1382799.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,67.0,1382799.0,,,,3.0,,,,,,,,,,,,,,,,,, +221,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-02-20 18:55:06.000,2024-02-20 18:55:05,638.0,27.0,141,22.0,534.0,37.0,254.0,994,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2215.0,2081.0,aiocache,,,16.0,488063.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,134.0,488063.0,,,,2.0,,,,,,,,,,,,,,,,,, +222,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-02-08 17:43:22.000,2024-02-08 17:43:22,986.0,21.0,100,22.0,94.0,28.0,83.0,900,2023-07-04 14:19:04.678,7.0.0,49.0,54.0,30,True,1046.0,,inflect,conda-forge/inflect,,,4833793.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1046.0,4825602.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,360418.0,3.0,,,,,,,,,,,,,,,,,, +223,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-02-10 06:27:15.000,2024-02-10 06:26:08,1009.0,3.0,49,17.0,76.0,2.0,89.0,834,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,27904.0,26569.0,natsort,conda-forge/natsort,,,4327292.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1335.0,4288232.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1523345.0,3.0,,,,,,,,,,,,,,,,,, +224,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-02-21 12:02:46.000,2020-10-21 17:48:31,219.0,,77,16.0,275.0,46.0,25.0,679,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,46578.0,44442.0,cached-property,conda-forge/cached-property,,,12934365.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2136.0,12829965.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8665220.0,2.0,,,,,,,,,,,,,,,,,, +225,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-02-20 04:53:11.000,2024-02-20 04:53:10,572.0,17.0,358,36.0,306.0,27.0,125.0,658,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4587.0,3305.0,pysolr,conda-forge/pysolr,,,289147.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,288885.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22083.0,3.0,,,,,,,,,,,,,,,,,, +226,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,68,23.0,49.0,6.0,90.0,521,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17440.0,15252.0,scandir,conda-forge/scandir,,,3295098.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3260787.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1372448.0,3.0,,,,,,,,,,,,,,,,,, +227,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,12.0,116.0,22.0,107.0,464,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7210.0,,rsa,conda-forge/rsa,,,142854085.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7210.0,142707752.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13316338.0,3.0,,,,,,,,,,,,,,,,,, +228,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,26.0,407,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,30,True,40307.0,40008.0,srsly,conda-forge/srsly,,,5611460.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5579471.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1407518.0,3.0,,,,,,,,,,,,,,,,,, +229,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-02-20 12:34:45.000,2024-01-22 12:51:42,875.0,7.0,66,18.0,477.0,146.0,287.0,378,2024-01-17 14:53:01.000,2.0.2,89.0,36.0,30,True,10079.0,9922.0,param,conda-forge/param,,,1064121.0,https://pypi.org/project/param,2024-01-17 14:52:38.000,157.0,1027054.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1482696.0,3.0,,,,,,,,,,,,,,,,,, +230,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-02-21 06:23:58.000,2024-02-05 23:03:25,958.0,4.0,4654,635.0,754.0,204.0,100.0,23372,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,116.0,100.0,algorithms,conda-forge/algorithms,,,1934.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1875.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2026.0,3.0,,,,,,,,,,,,,,,,,, +231,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7055,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1321.0,1139.0,records,conda-forge/records,,,251958.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,182.0,251654.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24930.0,3.0,,,,,,,,,,,,,,,,,, +232,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6668,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1827.0,1797.0,faust,,,,14718.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,14718.0,,,,3.0,,,,,,,,,,,,,,,,,, +233,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3448,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,9201.0,8718.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11174369.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,483.0,11153818.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,822060.0,3.0,,,,,,,,,,,,,,,,,, +234,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-02-20 18:10:39.000,2024-02-20 18:10:39,3054.0,14.0,225,29.0,295.0,99.0,762.0,3335,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,127.0,120.0,ploomber,conda-forge/ploomber,,,6482.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,3887.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,83049.0,3.0,,,,,,,,,,,,,,,,,, +235,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127,57.0,73.0,15.0,64.0,2419,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8853.0,8442.0,addict,conda-forge/addict,,21.0,2849000.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,411.0,2844278.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,429745.0,3.0,,,,,,,,,,,,,,,,,, +236,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,43.0,218.0,108.0,274.0,1933,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,632.0,,fs,conda-forge/fs,,,1830835.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,632.0,1821694.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,703917.0,3.0,,,,,,,,,,,,,,,,,, +237,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,3.0,154,94.0,1935.0,169.0,1337.0,1776,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,29.0,,datatable,conda-forge/datatable,,2279.0,50330.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,49679.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23648.0,3.0,,,,,,,,,,,,,,,,,, +238,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1490,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,248.0,223.0,mleap,conda-forge/mleap,,,207786.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,206038.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78661.0,3.0,,,,,,,,,,,,,,,,,, +239,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-02-19 17:36:22.000,2024-02-19 17:36:18,848.0,35.0,47,12.0,272.0,10.0,91.0,1368,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1625.0,1586.0,python-benedict,conda-forge/python-benedict,,,546496.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,39.0,542653.0,https://anaconda.org/conda-forge/python-benedict,2024-01-25 15:14:59.855,149911.0,3.0,,,,,,,,,,,,,,,,,, +240,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-02-01 15:54:25.000,2024-01-23 23:03:35,1741.0,13.0,82,15.0,435.0,110.0,244.0,1215,2024-01-23 23:09:23.000,1.3.0,249.0,42.0,29,True,339.0,328.0,piccolo,,,,19046.0,https://pypi.org/project/piccolo,2024-01-23 23:09:23.000,11.0,19046.0,,,,3.0,,,,,,,,,,,,,,,,,, +241,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,32.0,74.0,29.0,70.0,1106,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4865.0,4627.0,sqlitedict,conda-forge/sqlitedict,,,534073.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,238.0,531622.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,100520.0,3.0,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +242,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2098.0,1878.0,redis-py-cluster,,,4109.0,1953518.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,220.0,1953481.0,,,,3.0,,,,,,,,,,,,,,,,,, +243,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-02-07 23:42:24.000,2024-02-07 23:42:23,1257.0,35.0,145,39.0,84.0,3.0,132.0,1080,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,157.0,,path,conda-forge/path,,,1543835.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,157.0,1532776.0,https://anaconda.org/conda-forge/path,2024-02-04 17:21:07.741,497658.0,3.0,,,,,,,,,,,,,,,,,, +244,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-02-12 13:55:30.000,2024-02-12 13:49:38,192.0,6.0,130,26.0,46.0,9.0,77.0,955,2023-10-22 11:33:03.000,2.1.0,28.0,23.0,29,True,469.0,,email-validator,conda-forge/email-validator,,,10695652.0,https://pypi.org/project/email-validator,2023-10-23 10:06:45.000,469.0,10692188.0,https://anaconda.org/conda-forge/email-validator,2023-10-23 12:02:50.536,148956.0,3.0,,,,,,,,,,,,,,,,,, +245,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-02-01 14:49:39.000,2024-02-01 08:51:49,727.0,13.0,46,11.0,89.0,12.0,97.0,488,2020-11-16 12:53:09.000,0.9.4,62.0,23.0,29,True,5331.0,5054.0,python-rapidjson,conda-forge/python-rapidjson,,,2108488.0,https://pypi.org/project/python-rapidjson,2023-12-14 07:08:37.000,277.0,2070816.0,https://anaconda.org/conda-forge/python-rapidjson,2023-12-14 09:49:46.354,1506908.0,3.0,,,,,,,,,,,,,,,,,, +246,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,138,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,60844.0,58518.0,isodate,conda-forge/isodate,,,86718249.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2326.0,86668508.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4725489.0,3.0,,,,,,,,,,,,,,,,,, +247,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-02-22 00:19:38.000,2024-02-22 00:19:37,309.0,18.0,290,29.0,161.0,106.0,141.0,3052,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,28,True,115.0,113.0,img2dataset,,,1541.0,43512.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,43461.0,,,,3.0,,,,,,,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,420,94.0,110.0,37.0,127.0,2775,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7310.0,7151.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,214985.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,213238.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68165.0,3.0,,,,,,,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2639,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2403.0,2358.0,gino,,,,22163.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,22163.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-01-19 21:18:28.000,2023-07-31 18:44:09,493.0,,101,31.0,83.0,19.0,128.0,2423,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1287.0,1241.0,swifter,conda-forge/swifter,['pandas'],,463043.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,455876.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,315390.0,3.0,,,,,,,,,,,,,,,,,, +251,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-02-19 17:07:01.000,2023-06-20 15:54:36,2284.0,,176,39.0,373.0,37.0,263.0,1971,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,307167.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,302422.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180340.0,3.0,,,,,,,,,,,,,,,,,, +252,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1966,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,7954.0,7857.0,gin-config,conda-forge/gin-config,,,210216.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,209693.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,23556.0,3.0,,,,,,,,,,,,,,,,,, +253,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,217.0,181.0,mongo-connector,,,,3849.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,3849.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-02-21 07:41:10.000,2024-02-21 04:08:21,855.0,70.0,68,15.0,489.0,197.0,181.0,1493,2024-01-14 18:40:15.000,0.12.0,33.0,28.0,28,True,16.0,,prisma,,,,77723.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,77723.0,,,,3.0,,,,,,,,,,,,,,,,,, +255,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1423,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11055.0,9545.0,blessings,conda-forge/blessings,,,1008154.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,1001729.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,282731.0,3.0,,,,,,,,,,,,,,,,,, +256,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-02-22 04:36:54.000,2023-12-13 01:11:40,534.0,52.0,87,21.0,247.0,72.0,83.0,940,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3212.0,3206.0,odmantic,,,,20310.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,20310.0,,,,3.0,,,,,,,,,,,,,,,,,, +257,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,687,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11150.0,9912.0,parsedatetime,conda-forge/parsedatetime,,,6646137.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6644053.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,185500.0,3.0,,,,,,,,,,,,,,,,,, +258,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116,17.0,94.0,70.0,127.0,686,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,16565.0,15068.0,configargparse,conda-forge/configargparse,,,4075746.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1497.0,4054045.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,781255.0,3.0,,,,,,,,,,,,,,,,,, +259,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-01-26 11:19:39.000,2023-05-03 19:47:11,818.0,,141,25.0,107.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6502.0,5145.0,beaker,conda-forge/beaker,,,268961.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1357.0,268082.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,73024.0,3.0,,,,,,,,,,,,,,,,,, +260,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-02-22 04:09:27.000,2024-02-21 01:05:04,7193.0,290.0,32,10.0,283.0,43.0,573.0,394,2024-01-30 06:01:36.000,2.2.3,198.0,22.0,28,True,22.0,20.0,static-frame,conda-forge/static-frame,,,10102.0,https://pypi.org/project/static-frame,2024-01-30 06:01:36.000,2.0,3033.0,https://anaconda.org/conda-forge/static-frame,2024-01-30 14:43:55.422,318109.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,, +261,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,19.0,88.0,71.0,96.0,306,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,37073.0,33659.0,configobj,conda-forge/configobj,,459.0,2871006.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3414.0,2859525.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,769044.0,3.0,,,,,,,,,,,,,,,,,, +262,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1361.0,1288.0,tabulator,conda-forge/tabulator-py,,,210847.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,210166.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54509.0,3.0,,,,,,,,,,,,,,,,,, +263,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,203,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,13695.0,13278.0,ordered-set,conda-forge/ordered-set,,,11982338.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,417.0,11977434.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,461005.0,3.0,,,,,,,,,,,,,,,,,, +264,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-02-18 09:15:53.000,2023-11-03 14:29:37,127.0,,21,7.0,58.0,4.0,7.0,168,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,28,True,36337.0,36251.0,catalogue,conda-forge/catalogue,,,5357147.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,5328541.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1230093.0,3.0,,,,,,,,,,,,,,,,,, +265,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-02-22 08:59:35.000,2022-03-10 10:33:50,585.0,,559,83.0,265.0,125.0,129.0,3724,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,130.0,,textract,conda-forge/textract,,,103641.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,130.0,103385.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22847.0,3.0,,,,,,,,,,,,,,,,,, +266,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,198,28.0,53.0,81.0,129.0,3432,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,481404.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,479095.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,73895.0,3.0,,,,,,,,,,,,,,,,,, +267,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-02-05 01:51:48.000,2023-09-27 04:58:22,537.0,,130,49.0,63.0,14.0,123.0,2293,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,27,True,781.0,759.0,pyfunctional,,,,152109.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,152109.0,,,,3.0,,,,,,,,,,,,,,,,,, +268,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-02-17 15:44:04.000,2024-02-17 15:44:03,5668.0,29.0,507,107.0,957.0,598.0,969.0,2142,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,137.0,27,False,76.0,,wx,conda-forge/wxpython,,3887.0,19192.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-02-05 16:54:31.766,765522.0,3.0,,,,,,,,,,,,,,,,,, +269,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1900,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2298.0,,retrying,conda-forge/retrying,,,9960926.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2298.0,9942895.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1604785.0,3.0,,,,,,,,,,,,,,,,,, +270,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-02-20 18:17:36.000,2023-10-30 18:09:26,376.0,,147,33.0,230.0,72.0,145.0,1802,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,27,True,563.0,542.0,arq,conda-forge/arq,,,89880.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,89600.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9532.0,3.0,,,,,,,,,,,,,,,,,, +271,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-02-12 10:58:05.000,2024-02-12 10:58:02,2739.0,16.0,134,50.0,306.0,45.0,194.0,1506,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,310.0,227.0,enaml,conda-forge/enaml,,772.0,7928.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,4255.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,161188.0,3.0,,,,,,,,,,,,,,,,,, +272,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,88.0,73.0,1390,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2558.0,2284.0,strictyaml,conda-forge/strictyaml,,,1443008.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,274.0,1439924.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,215887.0,3.0,,,,,,,,,,,,,,,,,, +273,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-02-22 12:24:31.000,2024-01-28 18:35:23,175.0,27.0,47,17.0,120.0,14.0,4.0,1356,2024-01-28 18:22:51.000,0.0.4,5.0,14.0,27,True,3290.0,3216.0,asyncer,conda-forge/asyncer,,,128545.0,https://pypi.org/project/asyncer,2024-01-28 18:22:51.000,74.0,128274.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,6796.0,3.0,,,,,,,,,,,,,,,,,, +274,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1286,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2778.0,2685.0,pandasql,conda-forge/pandasql,['pandas'],,1774086.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,93.0,1760126.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,446720.0,3.0,,,,,,,,,,,,,,,,,, +275,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-01-16 15:28:10.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1219,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,359.0,,singer-python,,,,877340.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,359.0,877340.0,,,,3.0,,,,,,,,,,,,,,,,,, +276,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,22.0,62.0,25.0,104.0,873,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,False,2652.0,2527.0,pyahocorasick,conda-forge/pyahocorasick,,,622032.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,125.0,616801.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,209260.0,3.0,,,,,,,,,,,,,,,,,, +277,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-02-21 04:44:23.000,2024-02-21 04:44:23,729.0,29.0,42,23.0,568.0,9.0,33.0,766,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,117.0,,janus,conda-forge/janus,,,564195.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,117.0,563886.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17339.0,3.0,,,,,,,,,,,,,,,,,, +278,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2023-07-02 17:22:14.661,2023-07-01 09:55:10,181.0,,85,25.0,51.0,7.0,39.0,736,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,878.0,,munch,conda-forge/munch,,,2126180.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,878.0,1694102.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3888708.0,3.0,,,,,,,,,,,,,,,,,, +279,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,625,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1298.0,1272.0,pysimdjson,conda-forge/pysimdjson,,,947409.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,945302.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,84292.0,3.0,,,,,,,,,,,,,,,,,, +280,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,1.0,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1066.0,832.0,happybase,conda-forge/happybase,,,53267.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,51524.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160412.0,3.0,,,,,,,,,,,,,,,,,, +281,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,579,,,8.0,12.0,27,False,62860.0,60448.0,dataclasses,conda-forge/dataclasses,,,11329389.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,11161183.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11606274.0,3.0,,,,,,,,,,,,,,,,,, +282,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,477,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7319.0,4933.0,pylibmc,conda-forge/pylibmc,,492.0,189454.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,184005.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,216895.0,3.0,,,,,,,,,,,,,,,,,, +283,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47318.0,39318.0,futures,conda-forge/futures,,,8583393.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,8569318.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1266764.0,3.0,,,,,,,,,,,,,,,,,, +284,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2526.0,2233.0,cloudant,conda-forge/cloudant,,,116254.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,115011.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110650.0,3.0,,,,,,,,,,,,,,,,,, +285,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63435.0,59102.0,pathlib2,conda-forge/pathlib2,,,7373271.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4333.0,7305306.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2650640.0,3.0,,,,,,,,,,,,,,,,,, +286,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,77604.0,74882.0,contextlib2,conda-forge/contextlib2,,,15426045.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2722.0,15413585.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1196162.0,3.0,,,,,,,,,,,,,,,,,, +287,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,91.0,364.0,3196,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,157.0,135.0,flexx,conda-forge/flexx,,,1667.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,527.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103760.0,3.0,,,,,,,,,,,,,,,,,, +288,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,955,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2481.0,1973.0,bcolz,conda-forge/bcolz,,,8712.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4624.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,343422.0,3.0,,,,,,,,,,,,,,,,,, +289,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-02-20 21:07:59.000,2024-02-19 18:13:35,306.0,52.0,59,8.0,115.0,20.0,58.0,496,2024-02-17 07:39:47.000,2.3.0,57.0,19.0,26,True,465.0,434.0,cachier,,,,37127.0,https://pypi.org/project/cachier,2024-02-17 07:39:47.000,31.0,37127.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,, +290,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,489,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4457.0,4186.0,pyscreenshot,,,,175239.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,271.0,175239.0,,,,3.0,,,,,,,,,,,,,,,,,, +291,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-02-14 15:49:17.521,2023-07-20 01:35:48,491.0,,70,22.0,66.0,12.0,99.0,478,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,26,True,780.0,689.0,hickle,conda-forge/hickle,,,60730.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,36536.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24194.0,3.0,,,,,,,,,,,,,,,,,, +292,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,18821.0,18805.0,umongo,conda-forge/umongo,,,29483.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,29274.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6073.0,3.0,,,,,,,,,,,,,,,,,, +293,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-02-19 15:08:54.000,2024-02-19 15:08:53,166.0,2.0,39,9.0,29.0,28.0,31.0,254,2023-04-27 05:31:58.000,1.8.2,18.0,16.0,26,True,2820.0,,send2trash,conda-forge/send2trash,,,16917804.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2820.0,16739535.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,13013697.0,3.0,,,,,,,,,,,,,,,,,, +294,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,66,19.0,45.0,20.0,17.0,200,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13108.0,,ptyprocess,conda-forge/ptyprocess,,,48241439.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13108.0,48067790.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16323019.0,3.0,,,,,,,,,,,,,,,,,, +295,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-21 22:36:25.000,2024-02-21 22:36:21,305.0,11.0,41,8.0,40.0,8.0,38.0,155,2023-06-15 13:16:14.267,0.10.0,25.0,21.0,26,True,1066.0,1017.0,filedepot,,,,12946.0,https://pypi.org/project/filedepot,2023-06-15 13:16:14.267,49.0,12946.0,,,,3.0,,,,,,,,,,,,,,,,,, +296,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,175.0,6167,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,118.0,114.0,powerline-shell,,,,1559.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1559.0,,,,3.0,,,,,,,,,,,,,,,,,, +297,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,141.0,2332,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,365.0,,python-box,conda-forge/python-box,,39.0,3475155.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,365.0,3463262.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,511417.0,3.0,,,,,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,142,59.0,248.0,95.0,108.0,1569,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,16199.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,16199.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,105.0,174.0,71.0,264.0,1488,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,91.0,64.0,streamparse,,,,3787.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,3787.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-02-19 14:09:16.000,2023-05-19 04:32:00,6411.0,,227,39.0,1048.0,9.0,209.0,1428,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,12145.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,12145.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1252,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1756.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1756.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,41.0,126.0,28.0,204.0,1174,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,266.0,232.0,parallel-ssh,,,377.0,151935.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,151932.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1087,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6578.0,6453.0,immutables,conda-forge/immutables,,,725213.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,703751.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,965799.0,3.0,,,,,,,,,,,,,,,,,, +304,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-10 11:29:43.000,2024-02-10 11:29:20,751.0,2.0,82,14.0,135.0,36.0,101.0,938,2023-04-20 05:48:03.905,9.0.1,40.0,22.0,25,True,271.0,,mss,conda-forge/python-mss,,,623918.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,271.0,623068.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,37415.0,3.0,,,,,,,,,,,,,,,,,, +305,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-01-16 15:10:47.000,2024-01-16 15:10:41,9949.0,4.0,43,14.0,10.0,6.0,8.0,489,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,87246.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,87246.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,,,, +306,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,324,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,28814933.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,28785304.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1718532.0,3.0,,,,,,,,,,,,,,,,,, +307,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-02-22 03:56:50.000,2024-02-01 20:42:24,3514.0,31.0,34,16.0,82.0,25.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,555.0,76.0,25,True,61.0,36.0,dbnd,,,,265304.0,https://pypi.org/project/dbnd,2024-02-02 07:08:59.000,25.0,265304.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-02-01 22:19:25.000,2024-02-01 22:19:25,373.0,5.0,32,7.0,140.0,4.0,83.0,146,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1171.0,1126.0,everett,conda-forge/everett,,,101857.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,100447.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,56405.0,3.0,,,,,,,,,,,,,,,,,, +309,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8033.0,,entrypoints,conda-forge/entrypoints,,,14090360.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8033.0,13896006.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18269310.0,3.0,,,,,,,,,,,,,,,,,, +310,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3937,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,143.0,67.0,storm,,,,2050.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,76.0,2050.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-01-31 15:45:29.000,2023-10-02 06:28:26,631.0,,408,45.0,181.0,258.0,109.0,2541,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,6211.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,6211.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,95,42.0,42.0,24.0,47.0,1502,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,129.0,118.0,pypeln,conda-forge/pypeln,,,136835.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,136491.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14824.0,3.0,,,,,,,,,,,,,,,,,, +313,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-02-19 14:33:38.000,2024-02-19 14:33:37,330.0,5.0,80,43.0,251.0,46.0,41.0,1338,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,39.0,29.0,tasktiger,,,,5304.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,5304.0,,,,3.0,,,,,,,,,,,,,,,,,, +314,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1075,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2389.0,2218.0,pluginbase,conda-forge/pluginbase,,,802663.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,171.0,798495.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304274.0,3.0,,,,,,,,,,,,,,,,,, +315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,142,10.0,22.0,29.0,19.0,692,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3473.0,3222.0,ratelimit,conda-forge/ratelimit,,,5941303.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,251.0,5940927.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13915.0,3.0,,,,,,,,,,,,,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,420.0,296.0,messytables,,,,16918.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,16918.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,217.0,195.0,pyhdb,,,102.0,391334.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,391333.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,265,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,930.0,843.0,deepdish,conda-forge/deepdish,,,12988.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,11924.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,92639.0,3.0,,,,,,,,,,,,,,,,,, +319,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5985.0,4648.0,clint,conda-forge/clint,,117.0,98611.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1337.0,98003.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56593.0,3.0,,,,,,,,,,,,,,,,,, +320,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,304.0,1827.0,70,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8685.0,,openpyxl,openpyxl,,,68829272.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8655.0,68827113.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,212624.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1225.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +321,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10555,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,44.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,44.0,,,,2.0,,,,,,,,,,,,,,,,,, +322,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1561,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,101606.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,101606.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,748,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,23,True,300.0,269.0,dirty-equals,conda-forge/dirty-equals,,,197257.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,195470.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,41115.0,3.0,,,,,,,,,,,,,,,,,, +324,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-02-21 19:34:08.000,2023-10-27 23:08:49,1413.0,,46,18.0,137.0,3.0,13.0,703,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,23,True,66.0,,ubelt,conda-forge/ubelt,,,22650.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,20239.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,69945.0,3.0,,,,,,,,,,,,,3.0,,,,, +325,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,7.0,29,8.0,54.0,14.0,11.0,292,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,23,True,413.0,355.0,rtoml,,,,102050.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,102050.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,205.0,197.0,pysparkling,conda-forge/pysparkling,,,9463.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9331.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4622.0,3.0,,,,,,,,,,,,,,,,,, +327,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2874.0,2678.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,136592.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,136230.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27545.0,3.0,,,,,,,,,,,,,,,,,, +328,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,3.0,4,3.0,182.0,23.0,760.0,6,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,645.0,,py2neo,conda-forge/py2neo,,,32878.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,645.0,32079.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63932.0,3.0,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3498,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,444.0,410.0,pampy,,,,27502.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,27502.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-02-02 22:49:36.000,2024-01-22 19:00:56,85.0,2.0,149,34.0,13.0,9.0,175.0,3252,2024-01-22 18:43:58.000,2.1.21,66.0,1.0,22,False,206.0,206.0,ptext-joris-schellekens,conda-forge/borb,,,1633.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,29.0,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,48124.0,3.0,,,,,,,,,,,,,,,,,, +331,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3245,,,4.0,19.0,22,False,612.0,582.0,macropy3,,,,200.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,200.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2692,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,51.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,51.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2481,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,,23093.0,699.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +334,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,46.0,34.0,18.0,11.0,1809,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,5031.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,5031.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,22,False,188.0,166.0,pinject,conda-forge/pinject,,,48560.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,48389.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4983.0,3.0,,,,,,,,,,,,,,,,,, +336,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,22,False,28.0,,db.py,,,,1110.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,1110.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,863,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,237.0,218.0,unsync,conda-forge/unsync,,,54395.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,54116.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12307.0,3.0,,,,,,,,,,,,,,,,,, +338,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,858,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,194.0,165.0,rows,,,38.0,758.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,758.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,13.0,32.0,31.0,42.0,849,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1572.0,1470.0,pickledb,,,,57589.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,102.0,57589.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,568,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,119.0,110.0,pypyr,conda-forge/pypyr,,,3295.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2747.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13720.0,3.0,,,,,,,,,,,,,,,,,, +341,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11514.0,9467.0,unipath,,,,51925.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,51925.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,,23,18.0,177.0,10.0,16.0,356,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,22,True,394.0,355.0,aiomisc,,,,20102.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,39.0,20102.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-02-20 13:10:40.000,2024-02-19 16:39:08,701.0,48.0,24,4.0,268.0,7.0,,278,2024-02-19 16:39:16.000,1.1.254,634.0,12.0,22,True,5.0,5.0,upgini,,,,10230.0,https://pypi.org/project/upgini,2024-02-20 13:10:40.000,,10230.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,19,6.0,64.0,12.0,24.0,164,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,252.0,240.0,aioprometheus,,,,200464.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,200464.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-02-19 17:43:36.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,17.0,15.0,148,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,308.0,270.0,docopt-ng,,,,124459.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,124459.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,1.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2327.0,2199.0,stopit,conda-forge/stopit,,,544609.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,533692.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,796963.0,3.0,,,,,,,,,,,,,,,,,, +347,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-02-21 13:12:28.000,2024-02-21 12:58:41,1822.0,63.0,5,3.0,813.0,18.0,44.0,51,2024-01-07 05:39:51.000,4.7.3,68.0,8.0,22,False,69.0,61.0,click-extra,,,245.0,5359.0,https://pypi.org/project/click-extra,2024-01-07 05:39:36.000,8.0,5351.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,61.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,338.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,338.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21,10.0,32.0,22.0,21.0,656,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,21,False,70.0,67.0,pugsql,,,,3784.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,3784.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4548.0,3360.0,awesome-slugify,conda-forge/awesome-slugify,,,46883.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,46144.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69558.0,3.0,,,,,,,,,,,,,,,,,, +351,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,354,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,713.0,630.0,pymodm,conda-forge/pymodm,,,8553.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,8444.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5246.0,3.0,,,,,,,,,,,,,3.0,,,,, +352,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,15.0,34.0,25.0,13.0,292,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,427.0,408.0,price-parser,,,,80190.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,80190.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,285,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,169.0,163.0,datatest,,,,15373.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,15373.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,208,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,,9685.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,9685.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,204,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,901.0,897.0,gsheetsdb,,,,61427.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,61427.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,14.0,44,15.0,630.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,21,True,9.0,9.0,batchflow,,,,615.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,615.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,129,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,21,False,2237.0,2172.0,coolname,conda-forge/coolname,,,436123.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,65.0,433931.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,83307.0,3.0,,,,,,,,,,,,,,,,,, +358,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,67.0,4.0,1.0,41.0,2170,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1487.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1487.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,84.0,39.0,1430,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11601.0,1593.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1412.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,951,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,20,True,28.0,28.0,d6tflow,,,,634.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,634.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,2774.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,2024.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29259.0,3.0,,,,,,,,,,,,,,,,,, +362,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,False,87.0,70.0,valideer,conda-forge/valideer,,,9149.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8923.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21284.0,3.0,,,,,,,,,,,,,,,,,, +363,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,458,157.0,142.0,78.0,27.0,1983,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +364,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-02-18 00:08:48.000,2024-02-18 00:04:34,3005.0,94.0,141,28.0,227.0,32.0,373.0,1370,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +365,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-02-22 11:03:21.000,2024-02-22 11:03:16,645.0,133.0,28,5.0,102.0,7.0,16.0,592,2024-02-20 13:06:56.000,1.10.0,65.0,7.0,19,True,2.0,,pipeless-ai,,,698.0,269.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,153.0,,,,1.0,,,,,,,,,,,,,,,,,, +366,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,158.0,131.0,queries,,,,2448.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2448.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1186.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,202.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,65966.0,3.0,,,,,,,,,,,,,,,,,, +368,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2023-07-25 21:39:10.000,2023-04-26 16:56:57,532.0,,9,6.0,109.0,17.0,83.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,True,85.0,81.0,typical,conda-forge/typical,,,2814.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1737.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35547.0,3.0,,,,,,,,,,,,,,,,,, +369,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,7.0,105,56.0,74.0,26.0,16.0,2044,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,,125.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,125.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1607,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,407.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,407.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,499.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,499.0,,,,3.0,,,,,,,,,,,,piskvorky/bounter,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1356,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,53.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,53.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1106,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,6.0,6.0,colout,,,,145.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,145.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,984,,,,1000.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,19.0,28.0,42.0,30.0,851,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,,1338.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1338.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,432,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,292.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,292.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-02-21 20:28:34.000,2024-01-15 11:48:36,125.0,6.0,8,13.0,173.0,2.0,9.0,271,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1623.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,1623.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +378,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2023-04-25 16:26:05.000,2023-04-25 16:26:01,206.0,,14,8.0,18.0,1.0,12.0,182,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,224815.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,224815.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,53.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,53.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,617,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,373.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,373.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,50.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,50.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,224.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,224.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,14,False,40.0,35.0,cleverdict,,,,335.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,335.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,14,False,825.0,816.0,millify,,,,51919.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,51919.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,545,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,['pandas'],,82.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,82.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,227.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,227.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-02-20 21:38:05.000,2024-02-20 00:14:30,958.0,39.0,20,2.0,819.0,11.0,18.0,261,2024-02-20 00:20:18.000,0.1.58,41.0,14.0,13,False,,,the-guide,,,,13.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,13.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,106,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,94.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,94.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,35,30.0,10.0,3.0,16.0,365,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,782,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index e789464..a14a7da 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K Β· πŸ“ˆ) - Python port of Googles libphonenumber. Apache-2 -- zarr (πŸ₯ˆ35 Β· ⭐ 1.3K Β· πŸ“ˆ) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT -- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT -- Databolt Flow (πŸ₯‰18 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +- cpython (πŸ₯‡42 Β· ⭐ 58K Β· πŸ“ˆ) - The Python programming language. MIT +- future (πŸ₯‡40 Β· ⭐ 1.2K Β· πŸ“ˆ) - Easy, clean, reliable Python 2/3 compatibility. MIT +- XlsxWriter (πŸ₯‡38 Β· ⭐ 3.4K Β· πŸ“ˆ) - A Python module for creating Excel XLSX files. BSD-2 +- ubelt (πŸ₯‰23 Β· ⭐ 700 Β· πŸ“ˆ) - A Python utility library with a stdlib like feel and extra.. Apache-2 +- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- Airflow (πŸ₯‡47 Β· ⭐ 34K Β· πŸ“‰) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- cpython (πŸ₯‡38 Β· ⭐ 58K Β· πŸ“‰) - The Python programming language. ❗Unlicensed -- PySimpleGUI (πŸ₯ˆ33 Β· ⭐ 13K Β· πŸ“‰) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed -- ubelt (πŸ₯‰20 Β· ⭐ 700 Β· πŸ“‰) - A Python utility library with a stdlib like feel and extra.. Apache-2 -- PyMODM (πŸ₯‰18 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. ❗Unlicensed +- flatbuffers (πŸ₯‡42 Β· ⭐ 22K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +- polars (πŸ₯‡40 Β· ⭐ 24K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- Prefect (πŸ₯‡40 Β· ⭐ 14K Β· πŸ“‰) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +- MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +- anyio (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT From daa360a2b618d2adefd6d0c0b7c83a000a0a5521 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 29 Feb 2024 13:59:34 +0000 Subject: [PATCH 54/70] Update best-of list for version 2024.02.29 --- README.md | 1401 ++++++++++++++++--------------- history/2024-02-29_changes.md | 20 + history/2024-02-29_projects.csv | 392 +++++++++ latest-changes.md | 20 +- 4 files changed, 1130 insertions(+), 703 deletions(-) create mode 100644 history/2024-02-29_changes.md create mode 100644 history/2024-02-29_projects.csv diff --git a/README.md b/README.md index 4cc0916..05031e4 100644 --- a/README.md +++ b/README.md @@ -84,14 +84,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M Back to top -
protobuf (πŸ₯‡52 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡53 Β· ⭐ 63K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 41M Β· πŸ“¦ 590K Β· πŸ“‹ 6.1K - 10% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 41M Β· πŸ“¦ 590K Β· πŸ“‹ 6.1K - 11% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 170M / month Β· πŸ“¦ 17K Β· ⏱️ 15.02.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 170M / month Β· πŸ“¦ 17K Β· ⏱️ 29.02.2024): ``` pip install protobuf ``` @@ -104,9 +104,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M npm install google-protobuf ```
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flatbuffers (πŸ₯‡42 Β· ⭐ 22K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡42 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 360K Β· πŸ“¦ 92K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 360K Β· πŸ“¦ 94K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): ``` git clone https://github.com/google/flatbuffers @@ -115,59 +115,59 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 960K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 970K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.4M / month Β· πŸ“¦ 290 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.5M / month Β· πŸ“¦ 290 Β· ⏱️ 26.05.2023): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 40M / month Β· πŸ“¦ 10K Β· ⏱️ 09.01.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 42M / month Β· πŸ“¦ 10K Β· ⏱️ 26.02.2024): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.3M Β· ⏱️ 10.01.2024): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.3M Β· ⏱️ 26.02.2024): ``` conda install -c conda-forge marshmallow ```
dill (πŸ₯ˆ38 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 24.02.2024): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 49M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 50M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 5.9M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6M Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge dill ```
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orjson (πŸ₯ˆ36 Β· ⭐ 5.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ37 Β· ⭐ 5.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 74K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 76K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 17M / month Β· πŸ“¦ 1.3K Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 17M / month Β· πŸ“¦ 1.4K Β· ⏱️ 23.02.2024): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.1M Β· ⏱️ 29.10.2023): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.1M Β· ⏱️ 23.02.2024): ``` conda install -c conda-forge orjson ``` @@ -179,7 +179,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 10M / month Β· πŸ“¦ 4.6K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 11M / month Β· πŸ“¦ 4.6K Β· ⏱️ 10.12.2023): ``` pip install ujson ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 21M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 38M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 39M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 62M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 63M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): ``` pip install msgpack ``` @@ -270,16 +270,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5.1K Β· πŸ“‹ 110 - 11% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5.1K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2.1M / month Β· πŸ“¦ 280 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.9M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.5M Β· ⏱️ 14.12.2023): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.5M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge python-rapidjson ``` @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 950K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 970K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 37K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 40K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -342,40 +342,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 160M / month Β· πŸ“¦ 77K Β· ⏱️ 20.01.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 170M / month Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 48M Β· ⏱️ 20.01.2024): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 48M Β· ⏱️ 23.02.2024): ``` conda install -c conda-forge pandas ```
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polars (πŸ₯‡40 Β· ⭐ 24K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +
polars (πŸ₯‡40 Β· ⭐ 25K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 300 Β· πŸ“¦ 3 Β· πŸ“‹ 6.7K - 20% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 360 Β· πŸ“¦ 3 Β· πŸ“‹ 6.7K - 20% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.6M / month Β· πŸ“¦ 450 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.7M / month Β· πŸ“¦ 470 Β· ⏱️ 29.02.2024): ``` pip install polars ```
xarray (πŸ₯‡40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 24K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.2K Β· ⏱️ 19.02.2024): ``` pip install xarray ``` @@ -386,12 +386,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
h5py (πŸ₯‡40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 17M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 18M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` @@ -402,12 +402,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.3K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 770K / month Β· πŸ“¦ 35 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 760K / month Β· πŸ“¦ 35 Β· ⏱️ 14.02.2024): ``` pip install modin ``` @@ -418,12 +418,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 280 Β· πŸ“¦ 3.3K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 240 Β· πŸ“¦ 3.4K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 530K / month Β· πŸ“¦ 510 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 550K / month Β· πŸ“¦ 520 Β· ⏱️ 14.02.2024): ``` pip install zarr ``` @@ -434,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ34 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.8K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.9K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 68K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 72K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -450,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 200 Β· πŸ“₯ 590 Β· πŸ“‹ 370 - 17% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 200 Β· πŸ“₯ 590 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): ``` pip install numexpr ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 940K / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1M / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 560K / month Β· πŸ“¦ 940 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 580K / month Β· πŸ“¦ 940 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -496,9 +496,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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pandera (πŸ₯ˆ32 Β· ⭐ 2.8K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ32 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 240 Β· πŸ“¦ 1.4K Β· πŸ“‹ 730 - 41% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“¦ 1.4K Β· πŸ“‹ 730 - 41% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/pandera-dev/pandera @@ -507,23 +507,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 33K Β· ⏱️ 07.11.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 34K Β· ⏱️ 07.11.2023): ``` conda install -c conda-forge pandera-core ```
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Bottleneck (πŸ₯ˆ32 Β· ⭐ 980 Β· πŸ’€) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ32 Β· ⭐ 980) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 04.04.2023): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 750K / month Β· πŸ“¦ 1.7K Β· ⏱️ 04.02.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 800K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): ``` pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.9M Β· ⏱️ 29.09.2023): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.9M Β· ⏱️ 26.02.2024): ``` conda install -c conda-forge bottleneck ``` @@ -535,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.3M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.4M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -546,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 8.1K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 670 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 680 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 29K / month Β· πŸ“¦ 32 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 27K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -567,55 +567,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.4M / month Β· πŸ“¦ 67 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.4M / month Β· πŸ“¦ 68 Β· ⏱️ 03.10.2023): ``` pip install datasketch ```
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datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
swifter (πŸ₯‰28 Β· ⭐ 2.4K Β· πŸ’€) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.3K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 31.07.2023): ``` - git clone https://github.com/h2oai/datatable + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 50K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 460K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` - pip install datatable + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 320K Β· ⏱️ 31.07.2023): ``` - conda install -c conda-forge datatable + conda install -c conda-forge swifter ```
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swifter (πŸ₯‰28 Β· ⭐ 2.4K Β· πŸ’€) - A package which efficiently applies any function to a pandas.. MIT +
datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.3K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 460K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 49K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` - pip install swifter + pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 320K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge swifter + conda install -c conda-forge datatable ```
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StaticFrame (πŸ₯‰28 Β· ⭐ 390) - Immutable and statically-typeable DataFrames with runtime type and.. MIT +
StaticFrame (πŸ₯‰28 Β· ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 20 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 20 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3K / month Β· πŸ“¦ 2 Β· ⏱️ 30.01.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.5K / month Β· πŸ“¦ 2 Β· ⏱️ 22.02.2024): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 30.01.2024): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 23.02.2024): ``` conda install -c conda-forge static-frame ``` @@ -638,12 +638,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (πŸ₯‰25 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 16.01.2024): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 87K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 88K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -655,7 +655,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 58K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 55K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -667,7 +667,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/xhochy/fletcher ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 200 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): +- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 240 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): ``` pip install fletcher ``` @@ -700,7 +700,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 35M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -709,14 +709,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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multidict (πŸ₯‡33 Β· ⭐ 380) - The multidict implementation. Apache-2 +
python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K Β· πŸ“ˆ) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.4K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 190 Β· πŸ“‹ 190 - 13% open Β· ⏱️ 28.02.2024): + + ``` + git clone https://github.com/grantjenks/python-sortedcontainers + ``` +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): + ``` + pip install sortedcontainers + ``` +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge sortedcontainers + ``` +
+
multidict (πŸ₯ˆ33 Β· ⭐ 380) - The multidict implementation. Apache-2 + +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.4K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 95M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 99M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.02.2024): ``` pip install multidict ``` @@ -727,7 +743,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anytree (πŸ₯ˆ32 Β· ⭐ 890) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 18K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree @@ -741,30 +757,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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glom (πŸ₯ˆ31 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 59 Β· πŸ“¦ 1.4K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 12.01.2024): - - ``` - git clone https://github.com/mahmoud/glom - ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.5M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): - ``` - pip install glom - ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 30K Β· ⏱️ 27.11.2023): - ``` - conda install -c conda-forge glom - ``` -
bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 24 Β· πŸ“¦ 22K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 30 Β· πŸ“¦ 23K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.7M / month Β· πŸ“¦ 530 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.9M / month Β· πŸ“¦ 530 Β· ⏱️ 18.02.2024): ``` pip install bidict ``` @@ -773,41 +773,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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python-benedict (πŸ₯‰29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
glom (πŸ₯ˆ29 Β· ⭐ 1.8K Β· πŸ“‰) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 59 Β· πŸ“¦ 1.4K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/fabiocaccamo/python-benedict + git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 540K / month Β· πŸ“¦ 39 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.6M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` - pip install python-benedict + pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 25.01.2024): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 30K Β· ⏱️ 27.11.2023): ``` - conda install -c conda-forge python-benedict + conda install -c conda-forge glom ```
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janus (πŸ₯‰27 Β· ⭐ 770) - Thread-safe asyncio-aware queue for Python. Apache-2 +
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 42 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 24.02.2024): ``` - git clone https://github.com/aio-libs/janus + git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 550K / month Β· πŸ“¦ 39 Β· ⏱️ 27.12.2023): ``` - pip install janus + pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 17K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 25.01.2024): ``` - conda install -c conda-forge janus + conda install -c conda-forge python-benedict ```
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munch (πŸ₯‰27 Β· ⭐ 740 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT +
munch (πŸ₯‰28 Β· ⭐ 740 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 85 Β· πŸ“‹ 46 - 15% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 86 Β· πŸ“‹ 47 - 17% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch @@ -821,20 +821,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge munch ```
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python-box (πŸ₯‰25 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT +
janus (πŸ₯‰27 Β· ⭐ 770) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 13% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 26.02.2024): ``` - git clone https://github.com/cdgriffith/Box + git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.5M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` - pip install python-box + pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 510K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 17K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-box + conda install -c conda-forge janus ```
immutables (πŸ₯‰25 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 @@ -853,13 +853,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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Show 5 hidden projects... +
python-box (πŸ₯‰24 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT + +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 13% open Β· ⏱️ 26.08.2023): + + ``` + git clone https://github.com/cdgriffith/Box + ``` +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.3M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): + ``` + pip install python-box + ``` +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 510K Β· ⏱️ 01.10.2023): + ``` + conda install -c conda-forge python-box + ``` +
+
Show 4 hidden projects... -- python-sortedcontainers (πŸ₯ˆ32 Β· ⭐ 3.2K Β· πŸ’€) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- addict (πŸ₯‰29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT -- sqlitedict (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 +- addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT +- sqlitedict (πŸ₯ˆ29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- cleverdict (πŸ₯‰14 Β· ⭐ 98 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰15 Β· ⭐ 98 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -869,23 +884,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.6K Β· πŸ“¦ 340K Β· πŸ“‹ 3.7K - 8% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.6K Β· πŸ“¦ 350K Β· πŸ“‹ 3.8K - 8% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 150M / month Β· πŸ“¦ 11K Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 150M / month Β· πŸ“¦ 11K Β· ⏱️ 27.02.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7M Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 170 Β· πŸ“¦ 520K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 180 Β· πŸ“¦ 520K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/Julian/jsonschema @@ -922,7 +937,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -933,12 +948,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.2K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.3K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 9M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 11M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -947,14 +962,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schema ```
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validators (πŸ₯ˆ32 Β· ⭐ 880) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ32 Β· ⭐ 890) - Python Data Validation for Humans. MIT - [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 110K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.9M / month Β· πŸ“¦ 1.9K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.2M / month Β· πŸ“¦ 1.9K Β· ⏱️ 02.09.2023): ``` pip install validators ``` @@ -965,12 +980,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰30 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 9.9K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 1M / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 1.1M / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): ``` pip install param ``` @@ -981,16 +996,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-email-validator (πŸ₯‰29 Β· ⭐ 960) - A robust email syntax and deliverability validation.. Unlicense -- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 130 Β· πŸ“‹ 86 - 10% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 89 - 12% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 11M / month Β· πŸ“¦ 470 Β· ⏱️ 23.10.2023): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 11M / month Β· πŸ“¦ 480 Β· ⏱️ 26.02.2024): ``` pip install email-validator ``` -- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 150K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 150K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge email-validator ``` @@ -1002,7 +1017,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.4M / month Β· πŸ“¦ 270 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.6M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1018,7 +1033,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 200K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 150K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1034,19 +1049,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 9.7K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 8.6K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ```
-
typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT +
typical (πŸ₯‰20 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT - [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 81 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.7K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1071,12 +1086,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
transitions (πŸ₯‡31 Β· ⭐ 5.3K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.3K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 510K / month Β· πŸ“¦ 270 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 540K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1092,7 +1107,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.8K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1113,28 +1128,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡40 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 92K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 93K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 26M / month Β· πŸ“¦ 4.9K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 28M / month Β· πŸ“¦ 4.9K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.8M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.9M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
dateparser (πŸ₯ˆ36 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 26K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 27K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1150,7 +1165,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 240M / month Β· πŸ“¦ 5.8K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 250M / month Β· πŸ“¦ 5.8K Β· ⏱️ 14.07.2021): ``` pip install python-dateutil ``` @@ -1161,28 +1176,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ35 Β· ⭐ 6K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 530 Β· πŸ“¦ 25K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 530 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 21M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 22M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 910K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 920K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ```
pytz (πŸ₯ˆ35 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 9 Β· πŸ“¦ 1.8M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 11 Β· πŸ“¦ 1.8M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 170M / month Β· πŸ“¦ 84K Β· ⏱️ 02.02.2024): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 84K Β· ⏱️ 02.02.2024): ``` pip install pytz ``` @@ -1198,7 +1213,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.5M / month Β· πŸ“¦ 460 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.7M / month Β· πŸ“¦ 460 Β· ⏱️ 19.02.2024): ``` pip install holidays ``` @@ -1218,7 +1233,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.5M Β· ⏱️ 22.10.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.6M Β· ⏱️ 22.10.2023): ``` conda install -c conda-forge tzlocal ``` @@ -1236,12 +1251,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡41 Β· ⭐ 740) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 94K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 96K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 200M / month Β· πŸ“¦ 930 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 220M / month Β· πŸ“¦ 930 Β· ⏱️ 05.02.2024): ``` pip install fsspec ``` @@ -1257,7 +1272,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 15M / month Β· πŸ“¦ 8.2K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 17M / month Β· πŸ“¦ 8.2K Β· ⏱️ 06.02.2024): ``` pip install watchdog ``` @@ -1268,7 +1283,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (πŸ₯ˆ35 Β· ⭐ 640) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 390K Β· πŸ“‹ 100 - 10% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 400K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1289,7 +1304,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 12M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 12M / month Β· πŸ“¦ 2.3K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` @@ -1332,12 +1347,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“‹ 140 - 2% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“‹ 140 - 1% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.5M / month Β· πŸ“¦ 160 Β· ⏱️ 04.02.2024): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 160 Β· ⏱️ 04.02.2024): ``` pip install path ``` @@ -1348,7 +1363,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... -- zipp (πŸ₯‰31 Β· ⭐ 47) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯ˆ32 Β· ⭐ 47) - Backport of pathlib-compatible object wrapper for zip files. MIT - pyfilesystem2 (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1358,46 +1373,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯‡40 Β· ⭐ 1.2K Β· πŸ“ˆ) - Easy, clean, reliable Python 2/3 compatibility. MIT +
future (πŸ₯‡40 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT - [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 330 Β· πŸ“¦ 310K Β· πŸ“‹ 390 - 45% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 34M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 36M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): ``` pip install future ``` -- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/future) (πŸ“₯ 13M Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge future ```
six (πŸ₯ˆ38 Β· ⭐ 960) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2M Β· πŸ“‹ 290 - 37% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 210M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 220M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 51M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 52M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge six ```
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.2M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1421,28 +1436,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.1K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.8K Β· πŸ“¦ 620K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 630K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 240M / month Β· πŸ“¦ 22K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 240M / month Β· πŸ“¦ 22K Β· ⏱️ 24.02.2024): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 46M Β· ⏱️ 21.02.2024): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 46M Β· ⏱️ 25.02.2024): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 320 Β· πŸ“¦ 89K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 340 Β· πŸ“¦ 89K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 33M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): ``` pip install pycryptodomex ``` @@ -1453,50 +1468,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 360K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 350K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 240 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 270 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
-
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
keyring (πŸ₯‰37 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 200K Β· πŸ“‹ 130 - 5% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 52M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 47M / month Β· πŸ“¦ 4.3K Β· ⏱️ 27.02.2024): ``` - pip install bcrypt + pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.5M Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.3M Β· ⏱️ 28.02.2024): ``` - conda install -c conda-forge bcrypt + conda install -c conda-forge keyring ```
-
keyring (πŸ₯‰36 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT +
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 29.02.2024): ``` - git clone https://github.com/jaraco/keyring + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 45M / month Β· πŸ“¦ 4.3K Β· ⏱️ 12.11.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 53M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` - pip install keyring + pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.2M Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.5M Β· ⏱️ 15.12.2023): ``` - conda install -c conda-forge keyring + conda install -c conda-forge bcrypt ```
asn1crypto (πŸ₯‰33 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT @@ -1506,7 +1521,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 66M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 68M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1522,7 +1537,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 140M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 150M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1539,71 +1554,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 32K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 4.9M / month Β· πŸ“¦ 4.1K Β· ⏱️ 30.01.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.02.2024): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 990K Β· ⏱️ 13.02.2024): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1M Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 28.02.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 29.02.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 510M / month Β· πŸ“¦ 8.7K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 530M / month Β· πŸ“¦ 8.7K Β· ⏱️ 28.02.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 21.02.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 29.02.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.3M Β· πŸ“¦ 7.3K Β· πŸ“‹ 7K - 30% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.4M Β· πŸ“¦ 7.4K Β· πŸ“‹ 7K - 29% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 170 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 170 Β· ⏱️ 27.02.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.2M / month Β· πŸ“¦ 930 Β· ⏱️ 22.02.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.1M / month Β· πŸ“¦ 930 Β· ⏱️ 27.02.2024): ``` npm install @pulumi/pulumi ```
docker (πŸ₯ˆ43 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 850 Β· πŸ“¦ 76K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 860 Β· πŸ“¦ 76K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/docker/docker-py @@ -1624,7 +1639,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 49M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 50M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` pip install paramiko ``` @@ -1635,7 +1650,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ40 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 89M Β· πŸ“¦ 390 Β· πŸ“‹ 7.3K - 2% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 90M Β· πŸ“¦ 400 Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/docker/compose @@ -1651,7 +1666,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.3K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/kubernetes-client/python @@ -1672,7 +1687,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 240K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 250K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1695,23 +1710,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
fabric (πŸ₯‰34 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.8M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.9M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 84K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 85K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
plumbum (πŸ₯‰33 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.8K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.9K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum @@ -1725,6 +1740,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
+
pyinfra (πŸ₯‰31 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT + +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 99 Β· πŸ“‹ 700 - 20% open Β· ⏱️ 29.02.2024): + + ``` + git clone https://github.com/Fizzadar/pyinfra + ``` +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 38K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): + ``` + pip install pyinfra + ``` +
sshtunnel (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT - [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.7K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): @@ -1732,7 +1759,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7.6M / month Β· πŸ“¦ 330 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7.7M / month Β· πŸ“¦ 330 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1741,18 +1768,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰30 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT - -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 98 Β· πŸ“‹ 700 - 21% open Β· ⏱️ 22.02.2024): - - ``` - git clone https://github.com/Fizzadar/pyinfra - ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 33K / month Β· πŸ“¦ 12 Β· ⏱️ 25.01.2024): - ``` - pip install pyinfra - ``` -
pypyr (πŸ₯‰22 Β· ⭐ 570) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.09.2023): @@ -1760,7 +1775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.7K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.1K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1783,14 +1798,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡38 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡39 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“₯ 4.4K Β· πŸ“¦ 350K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“₯ 4.4K Β· πŸ“¦ 360K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 65M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 67M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1799,7 +1814,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ35 Β· ⭐ 8.1K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ35 Β· ⭐ 8.2K) - Supervisor process control system for Unix.. ❗️Repoze Public License - [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 13.01.2024): @@ -1822,7 +1837,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 5.9M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1838,7 +1853,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 48M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 51M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1855,28 +1870,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡39 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 340K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 350K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 94M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 95M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.8M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.9M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ```
uvloop (πŸ₯ˆ38 Β· ⭐ 9.9K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 110K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 120K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.2M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.3M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1885,9 +1900,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge uvloop ```
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anyio (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +
anyio (πŸ₯ˆ37 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 240K Β· πŸ“‹ 330 - 14% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 250K Β· πŸ“‹ 330 - 14% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/agronholm/anyio @@ -1903,12 +1918,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰27 Β· ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 3.2K Β· πŸ“‹ 18 - 77% open Β· ⏱️ 28.01.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 3.3K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 130K / month Β· πŸ“¦ 74 Β· ⏱️ 28.01.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 140K / month Β· πŸ“¦ 76 Β· ⏱️ 22.02.2024): ``` pip install asyncer ``` @@ -1924,7 +1939,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 20K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 22K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): ``` pip install aiomisc ``` @@ -1936,7 +1951,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 530K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 580K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` @@ -1957,12 +1972,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 6.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 690K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 700K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 50M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 52M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` @@ -1978,7 +1993,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 41M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 42M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): ``` pip install traitlets ``` @@ -1987,30 +2002,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge traitlets ```
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Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.4K) - Configuration Management for Python. MIT +
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 8K Β· πŸ“‹ 490 - 22% open Β· ⏱️ 17.02.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 8K Β· πŸ“‹ 490 - 22% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.1M / month Β· πŸ“¦ 300 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.4M / month Β· πŸ“¦ 310 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 67K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 68K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge dynaconf ```
hydra (πŸ₯ˆ33 Β· ⭐ 8K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 20K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 21K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 13K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 11K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2021,12 +2036,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯‰32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 92 Β· πŸ“¦ 25K Β· πŸ“‹ 540 - 17% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 92 Β· πŸ“¦ 26K Β· πŸ“‹ 540 - 17% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 7.1M / month Β· πŸ“¦ 500 Β· ⏱️ 15.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 7.6M / month Β· πŸ“¦ 500 Β· ⏱️ 15.02.2024): ``` pip install omegaconf ``` @@ -2042,7 +2057,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2074,11 +2089,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 100K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 56K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 57K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2109,30 +2124,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡41 Β· ⭐ 46K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡42 Β· ⭐ 47K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 170K Β· πŸ“‹ 1.3K - 18% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 170K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 43M / month Β· πŸ“¦ 6.3K Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 44M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.2M Β· ⏱️ 16.11.2023): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.2M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.8K) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.9K) - Library for building powerful interactive command.. BSD-3 - [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 45M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 46M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2143,12 +2158,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ37 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 1.4K Β· πŸ“¦ 30K Β· πŸ“‹ 320 - 44% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 1.4K Β· πŸ“¦ 30K Β· πŸ“‹ 330 - 43% open Β· ⏱️ 24.02.2024): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.2M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2157,46 +2172,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fire ```
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argcomplete (πŸ₯ˆ36 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 +
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 50K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 880K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` - git clone https://github.com/kislyuk/argcomplete + git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 25M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 140M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` - pip install argcomplete + pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.5M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge argcomplete + conda install -c conda-forge colorama ```
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colorama (πŸ₯ˆ35 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 +
argcomplete (πŸ₯ˆ36 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 870K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 50K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 29.01.2024): ``` - git clone https://github.com/tartley/colorama + git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 130M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 26M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): ``` - pip install colorama + pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.5M Β· ⏱️ 24.01.2024): ``` - conda install -c conda-forge colorama + conda install -c conda-forge argcomplete ```
cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 85 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 85 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 29M / month Β· πŸ“¦ 270 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 30M / month Β· πŸ“¦ 270 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2207,12 +2222,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯‰34 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 53 Β· πŸ“¦ 510K Β· πŸ“‹ 50 - 22% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 53 Β· πŸ“¦ 510K Β· πŸ“‹ 51 - 21% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 60M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 61M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2221,18 +2236,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge wcwidth ```
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Typer (πŸ₯‰32 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
Typer (πŸ₯‰33 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 520 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 15M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 17M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.1M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge typer ``` @@ -2248,19 +2263,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 65K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 66K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ```
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asciimatics (πŸ₯‰30 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰31 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 - [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 960 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 170K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 130K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2292,7 +2307,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 120K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 130K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2304,7 +2319,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 140 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 130 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2331,37 +2346,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡33 Β· ⭐ 1.9K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡33 Β· ⭐ 2K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 5% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 120M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.10.2023): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 120M / month Β· πŸ“¦ 3.7K Β· ⏱️ 26.02.2024): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 11M Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 11M Β· ⏱️ 26.02.2024): ``` conda install -c conda-forge cachetools ```
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aiocache (πŸ₯ˆ30 Β· ⭐ 990) - Asyncio cache manager for redis, memcached and memory. BSD-3 +
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 490K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 530K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
beaker (πŸ₯‰28 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5.1K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5.2K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 03.05.2023): ``` git clone https://github.com/bbangert/beaker @@ -2382,7 +2397,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 180K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 210K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2393,12 +2408,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰26 Β· ⭐ 500) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“¦ 430 Β· πŸ“‹ 78 - 25% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 2 Β· πŸ“¦ 440 Β· πŸ“‹ 78 - 24% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 37K / month Β· πŸ“¦ 31 Β· ⏱️ 17.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 42K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ``` @@ -2417,12 +2432,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 18.02.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 24.02.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 150K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 160K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` @@ -2431,30 +2446,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
-
DearPyGui (πŸ₯ˆ35 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K Β· πŸ“‰) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 650 Β· πŸ“¦ 2.7K Β· πŸ“‹ 1.3K - 20% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.7K Β· πŸ“‹ 1.3K - 20% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 71K / month Β· πŸ“¦ 56 Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 71K / month Β· πŸ“¦ 57 Β· ⏱️ 26.02.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.6K Β· πŸ“¦ 3 Β· πŸ“‹ 840 - 18% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.6K Β· πŸ“¦ 3 Β· πŸ“‹ 840 - 17% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 5.2K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.8K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 13 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 12 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2466,7 +2481,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 71K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ``` @@ -2478,7 +2493,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 530 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 630 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2489,10 +2504,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- PySimpleGUI (πŸ₯ˆ33 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed +- PySimpleGUI (πŸ₯ˆ34 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed - Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- enaml (πŸ₯‰28 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed - Phoenix (πŸ₯‰27 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows -- enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2502,14 +2517,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡19 Β· ⭐ 590) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡19 Β· ⭐ 600) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 28 Β· πŸ“₯ 700 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 28 Β· πŸ“₯ 710 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 150 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 140 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2532,23 +2547,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 09.02.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 09.02.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.02.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 870K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 870K Β· ⏱️ 26.02.2024): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡34 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 300 Β· πŸ“¦ 66K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 67K Β· πŸ“‹ 160 - 8% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/carpedm20/emoji @@ -2569,7 +2584,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 57M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 58M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2577,7 +2592,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 110 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 120 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2589,7 +2604,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 17M / month Β· πŸ“¦ 3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 18M / month Β· πŸ“¦ 3K Β· ⏱️ 08.02.2024): ``` pip install python-slugify ``` @@ -2600,12 +2615,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
inflect (πŸ₯‰30 Β· ⭐ 900) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2630,9 +2645,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - pyahocorasick (πŸ₯‰27 Β· ⭐ 870 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +- coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- coolname (πŸ₯‰21 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 -- millify (πŸ₯‰14 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2652,23 +2667,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 410K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 410K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 18K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 19K Β· ⏱️ 28.02.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 29.02.2024): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.4K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.5K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 720K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 730K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2684,50 +2699,50 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 39M / month Β· πŸ“¦ 28K Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 40M / month Β· πŸ“¦ 28K Β· ⏱️ 29.02.2024): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge redis-py ```
-
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.1K Β· πŸ“ˆ) - This repository is for active development of the Azure.. MIT -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.4K - 13% open Β· ⏱️ 29.02.2024): ``` - git clone https://github.com/googleapis/google-cloud-python + git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 61M / month Β· πŸ“¦ 2.1K Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 46M / month Β· πŸ“¦ 750 Β· ⏱️ 07.11.2023): ``` - pip install google-cloud-storage + pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 08.11.2023): ``` - conda install -c conda-forge google-cloud-storage + conda install -c conda-forge azure-storage-blob ```
-
azure-storage-blob (πŸ₯‡42 Β· ⭐ 4.1K) - This repository is for active development of the Azure SDK.. MIT +
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.3K - 13% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 22.02.2024): ``` - git clone https://github.com/Azure/azure-sdk-for-python + git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 46M / month Β· πŸ“¦ 750 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 61M / month Β· πŸ“¦ 2.1K Β· ⏱️ 12.12.2023): ``` - pip install azure-storage-blob + pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 08.11.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 13.12.2023): ``` - conda install -c conda-forge azure-storage-blob + conda install -c conda-forge google-cloud-storage ```
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT @@ -2737,7 +2752,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.2M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): ``` pip install peewee ``` @@ -2748,12 +2763,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 46K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 17M / month Β· πŸ“¦ 6.2K Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 19M / month Β· πŸ“¦ 6.2K Β· ⏱️ 22.02.2024): ``` pip install elasticsearch ``` @@ -2764,7 +2779,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯‡40 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 23.02.2024): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2796,7 +2811,7 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ39 Β· ⭐ 2.4K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 200K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/sqlalchemy/alembic @@ -2817,7 +2832,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2826,14 +2841,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT - [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 15.02.2024): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): ``` pip install mongoengine ``` @@ -2842,14 +2857,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
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python-bigquery (πŸ₯ˆ38 Β· ⭐ 690) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ38 Β· ⭐ 700) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 640 - 9% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 26K Β· πŸ“‹ 640 - 9% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 37M / month Β· πŸ“¦ 1.2K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 38M / month Β· πŸ“¦ 1.2K Β· ⏱️ 06.02.2024): ``` pip install google-cloud-bigquery ``` @@ -2858,46 +2873,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.7K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 3.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 230K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 480 Β· πŸ“₯ 120 Β· πŸ“¦ 1.1K Β· πŸ“‹ 2.6K - 6% open Β· ⏱️ 29.02.2024): ``` - git clone https://github.com/awslabs/aws-data-wrangler + git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 41M / month Β· πŸ“¦ 65 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 120K / month Β· πŸ“¦ 54 Β· ⏱️ 25.02.2024): ``` - pip install awswrangler + pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 460K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 320K Β· ⏱️ 06.02.2024): ``` - conda install -c conda-forge awswrangler + conda install -c conda-forge ibis-framework ```
-
Ibis (πŸ₯ˆ37 Β· ⭐ 3.7K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 480 Β· πŸ“₯ 120 Β· πŸ“¦ 1.1K Β· πŸ“‹ 2.6K - 6% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 230K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 29.02.2024): ``` - git clone https://github.com/ibis-project/ibis + git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 130K / month Β· πŸ“¦ 54 Β· ⏱️ 16.02.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 42M / month Β· πŸ“¦ 65 Β· ⏱️ 14.02.2024): ``` - pip install ibis-framework + pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 320K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 460K Β· ⏱️ 14.02.2024): ``` - conda install -c conda-forge ibis-framework + conda install -c conda-forge awswrangler ```
sqlmodel (πŸ₯ˆ36 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 9.9K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 17.02.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 10K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 17.02.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 730K / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 810K / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): ``` pip install sqlmodel ``` @@ -2924,12 +2939,12 @@ _Libraries for connecting to, operating, and querying databases._
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 150K Β· πŸ“‹ 340 - 2% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 160K Β· πŸ“‹ 340 - 2% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.5M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.6M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` @@ -2938,25 +2953,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mysqlclient ```
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s3fs (πŸ₯ˆ36 Β· ⭐ 790) - S3 Filesystem. BSD-3 - -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 450 - 28% open Β· ⏱️ 05.02.2024): - - ``` - git clone https://github.com/fsspec/s3fs - ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 210M / month Β· πŸ“¦ 770 Β· ⏱️ 05.02.2024): - ``` - pip install s3fs - ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.6M Β· ⏱️ 05.02.2024): - ``` - conda install -c conda-forge s3fs - ``` -
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 82K Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 83K Β· ⏱️ 29.02.2024): ``` git clone https://github.com/mongodb/motor @@ -2970,23 +2969,23 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge motor ```
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minio (πŸ₯ˆ35 Β· ⭐ 730) - MinIO Client SDK for Python. Apache-2 +
s3fs (πŸ₯ˆ35 Β· ⭐ 800 Β· πŸ“‰) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.5K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 450 - 28% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/minio/minio-py + git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2M / month Β· πŸ“¦ 500 Β· ⏱️ 11.02.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 230M / month Β· πŸ“¦ 780 Β· ⏱️ 05.02.2024): ``` - pip install minio + pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 11.02.2024): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.6M Β· ⏱️ 05.02.2024): ``` - conda install -c conda-forge minio + conda install -c conda-forge s3fs ```
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s3transfer (πŸ₯ˆ35 Β· ⭐ 190) - Amazon S3 Transfer Manager for Python. Apache-2 +
s3transfer (πŸ₯ˆ35 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 - [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 270K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 21.12.2023): @@ -3009,7 +3008,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 30M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 31M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): ``` pip install prometheus_client ``` @@ -3020,12 +3019,12 @@ _Libraries for connecting to, operating, and querying databases._
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 310 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.7M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3034,14 +3033,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
+
minio (πŸ₯ˆ34 Β· ⭐ 740 Β· πŸ“‰) - MinIO Client SDK for Python. Apache-2 + +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.6K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.02.2024): + + ``` + git clone https://github.com/minio/minio-py + ``` +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.1M / month Β· πŸ“¦ 500 Β· ⏱️ 11.02.2024): + ``` + pip install minio + ``` +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 11.02.2024): + ``` + conda install -c conda-forge minio + ``` +
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 150 Β· πŸ“₯ 350 Β· πŸ“¦ 9.3K Β· πŸ“‹ 340 - 11% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 150 Β· πŸ“₯ 350 Β· πŸ“¦ 9.4K Β· πŸ“‹ 340 - 11% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 9.3M / month Β· πŸ“¦ 340 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 9.8M / month Β· πŸ“¦ 340 Β· ⏱️ 05.02.2024): ``` pip install pandas-gbq ``` @@ -3050,36 +3065,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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Pony (πŸ₯‰33 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 +
Databases (πŸ₯‰33 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 86 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 250 Β· πŸ“¦ 22K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 22.02.2024): ``` - git clone https://github.com/ponyorm/pony + git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 130K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 440K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): ``` - pip install pony + pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): ``` - conda install -c conda-forge pony + conda install -c conda-forge databases ```
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PynamoDB (πŸ₯‰33 Β· ⭐ 2.3K) - A pythonic interface to Amazons DynamoDB. MIT +
Pony (πŸ₯‰33 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 87 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` - git clone https://github.com/pynamodb/PynamoDB + git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): ``` - pip install pynamodb + pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 490K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge pynamodb + conda install -c conda-forge pony ```
PyPika (πŸ₯‰33 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 @@ -3093,26 +3108,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 8.7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 9.3K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
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libcloud (πŸ₯‰33 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 03.12.2023): - - ``` - git clone https://github.com/apache/libcloud - ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 210K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): - ``` - pip install apache-libcloud - ``` -
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.4K Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.4K Β· ⏱️ 27.02.2024): ``` git clone https://github.com/datastax/python-driver @@ -3128,16 +3131,16 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.3K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.3K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 29.01.2024): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 29.02.2024): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 29.01.2024): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 29.02.2024): ``` conda install -c conda-forge neo4j-python-driver ``` @@ -3149,7 +3152,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 110K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 120K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3158,20 +3161,32 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Databases (πŸ₯‰32 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 +
PynamoDB (πŸ₯‰32 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 250 Β· πŸ“¦ 22K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 16.02.2024): ``` - git clone https://github.com/encode/databases + git clone https://github.com/pynamodb/PynamoDB + ``` +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 450K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): + pip install pynamodb ``` - pip install databases +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 490K Β· ⏱️ 17.01.2024): ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): + conda install -c conda-forge pynamodb ``` - conda install -c conda-forge databases +
+
libcloud (πŸ₯‰32 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 + +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 03.12.2023): + + ``` + git clone https://github.com/apache/libcloud + ``` +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 220K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): + ``` + pip install apache-libcloud ```
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT @@ -3181,7 +3196,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.3M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ``` @@ -3225,7 +3240,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 87K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 92K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3241,7 +3256,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 290K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 280K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3257,7 +3272,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 250K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3268,7 +3283,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.7K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.8K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3284,36 +3299,36 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 82 Β· πŸ“¦ 330 Β· πŸ“‹ 350 - 31% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 82 Β· πŸ“¦ 330 Β· πŸ“‹ 360 - 31% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 11 Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 25.02.2024): ``` pip install piccolo ```
prisma (πŸ₯‰28 Β· ⭐ 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 52% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 51% open Β· ⏱️ 24.02.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 78K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 84K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): ``` pip install prisma ```
ODMantic (πŸ₯‰28 Β· ⭐ 940) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 87 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 86 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 20K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 22K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3325,7 +3340,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 52K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 49K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3334,33 +3349,33 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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filedepot (πŸ₯‰26 Β· ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT +
filedepot (πŸ₯‰27 Β· ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 41 Β· πŸ“¦ 1K Β· πŸ“‹ 46 - 17% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 1K Β· πŸ“‹ 46 - 15% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 49 Β· ⏱️ 15.06.2023): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 49 Β· ⏱️ 22.02.2024): ``` pip install filedepot ```
aioprometheus (πŸ₯‰22 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 240 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 250 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 200K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 210K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 400 - 7% open Β· ⏱️ 18.02.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 410 - 7% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3377,8 +3392,8 @@ _Libraries for connecting to, operating, and querying databases._ - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- py2neo (πŸ₯‰23 Β· ⭐ 6) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- db.py (πŸ₯‰22 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- py2neo (πŸ₯‰23 Β· ⭐ 7) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PugSQL (πŸ₯‰21 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT @@ -3396,12 +3411,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 38K Β· πŸ“‹ 2.7K - 24% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 39K Β· πŸ“‹ 2.7K - 24% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.3M / month Β· πŸ“¦ 920 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.2M / month Β· πŸ“¦ 930 Β· ⏱️ 19.02.2024): ``` pip install datasets ``` @@ -3412,32 +3427,32 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 13M / month Β· πŸ“¦ 3.3K Β· ⏱️ 16.02.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 13M / month Β· πŸ“¦ 3.3K Β· ⏱️ 27.02.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 16.02.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 18K Β· πŸ“¦ 31K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 160K / month Β· πŸ“¦ 650 Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 170K / month Β· πŸ“¦ 650 Β· ⏱️ 22.02.2024): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 710K Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 720K Β· ⏱️ 23.02.2024): ``` conda install -c conda-forge xlwings ``` @@ -3449,7 +3464,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 33M / month Β· πŸ“¦ 5.7K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 36M / month Β· πŸ“¦ 5.8K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3460,7 +3475,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 93K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 94K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/jazzband/tablib @@ -3476,12 +3491,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ34 Β· ⭐ 3.7K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 26K Β· πŸ“‹ 150 - 14% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 27K Β· πŸ“‹ 150 - 14% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 470 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.8M / month Β· πŸ“¦ 470 Β· ⏱️ 03.02.2024): ``` pip install gdown ``` @@ -3492,12 +3507,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 53K Β· πŸ“‹ 200 - 8% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 54K Β· πŸ“‹ 200 - 8% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3506,14 +3521,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.7K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 190K / month Β· πŸ“¦ 370 Β· ⏱️ 13.02.2024): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 200K / month Β· πŸ“¦ 370 Β· ⏱️ 13.02.2024): ``` pip install csvkit ``` @@ -3522,18 +3537,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
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smart-open (πŸ₯ˆ33 Β· ⭐ 3K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
smart-open (πŸ₯ˆ33 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“‹ 380 - 16% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 380 - 16% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 19M / month Β· πŸ“¦ 640 Β· ⏱️ 07.09.2023): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 20M / month Β· πŸ“¦ 640 Β· ⏱️ 26.02.2024): ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 07.09.2023): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge smart_open ``` @@ -3545,79 +3560,79 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 380K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandas-datareader ```
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Intake (πŸ₯ˆ31 Β· ⭐ 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ32 Β· ⭐ 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2K Β· πŸ“‹ 360 - 27% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 58K / month Β· πŸ“¦ 130 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 61K / month Β· πŸ“¦ 130 Β· ⏱️ 26.02.2024): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 540K Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 540K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge intake ```
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snorkel (πŸ₯‰30 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯‰31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 850 Β· πŸ“₯ 1.1K Β· πŸ“¦ 470 Β· πŸ“‹ 980 - 2% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 480 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 34K / month Β· πŸ“¦ 14 Β· ⏱️ 29.07.2022): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 42K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 47K Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge snorkel ```
img2dataset (πŸ₯‰28 Β· ⭐ 3.1K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 290 Β· πŸ“₯ 1.5K Β· πŸ“¦ 110 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 290 Β· πŸ“₯ 1.6K Β· πŸ“¦ 110 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 43K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 51K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ```
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camelot (πŸ₯‰24 Β· ⭐ 2.5K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰24 Β· ⭐ 2.6K) - A Python library to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 410 Β· πŸ“‹ 370 - 70% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.2K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.5K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ```
rows (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 160 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 760 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 740 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ``` @@ -3629,19 +3644,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 10K / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 11K / month Β· ⏱️ 26.02.2024): ``` pip install upgini ```
excalibur (πŸ₯‰20 Β· ⭐ 1.4K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 120 - 68% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.4K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.5K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ``` @@ -3653,7 +3668,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.6K / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 2K / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3665,16 +3680,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- PDFMiner (πŸ₯ˆ31 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- SDV (πŸ₯ˆ31 Β· ⭐ 1.8K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- PDFMiner (πŸ₯‰31 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- SDV (πŸ₯‰31 Β· ⭐ 2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - textract (πŸ₯‰27 Β· ⭐ 3.7K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed -- datatest (πŸ₯‰21 Β· ⭐ 280 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 +- borb (πŸ₯‰21 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed +- datatest (πŸ₯‰21 Β· ⭐ 290 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 850 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3685,14 +3700,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡47 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡48 Β· ⭐ 34K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 600K Β· πŸ“¦ 9.6K Β· πŸ“‹ 8.8K - 10% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 600K Β· πŸ“¦ 9.7K Β· πŸ“‹ 8.8K - 10% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 350 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 24M / month Β· πŸ“¦ 350 Β· ⏱️ 26.02.2024): ``` pip install apache-airflow ``` @@ -3700,19 +3715,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 700M Β· ⭐ 500 Β· ⏱️ 22.02.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 730M Β· ⭐ 500 Β· ⏱️ 27.02.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.3M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.4M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): ``` pip install celery ``` @@ -3721,78 +3736,78 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Dagster (πŸ₯‡41 Β· ⭐ 9.7K) - An orchestration platform for the development, production, and.. Apache-2 +
Prefect (πŸ₯‡43 Β· ⭐ 14K Β· πŸ“ˆ) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.2K Β· πŸ“¦ 2K Β· πŸ“‹ 7K - 34% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.5K Β· πŸ“‹ 4.6K - 14% open Β· ⏱️ 29.02.2024): ``` - git clone https://github.com/dagster-io/dagster + git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 980K / month Β· πŸ“¦ 140 Β· ⏱️ 15.02.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 730K / month Β· πŸ“¦ 160 Β· ⏱️ 23.02.2024): ``` - pip install dagster + pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 15.02.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 23.02.2024): ``` - conda install -c conda-forge dagster + conda install -c conda-forge prefect ```
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Beam (πŸ₯‡41 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 9.7K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.2K Β· πŸ“¦ 2K Β· πŸ“‹ 7K - 34% open Β· ⏱️ 29.02.2024): ``` - git clone https://github.com/apache/beam + git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 180 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 950K / month Β· πŸ“¦ 140 Β· ⏱️ 22.02.2024): ``` - pip install apache-beam + pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 60K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 26.02.2024): ``` - conda install -c conda-forge apache-beam-with-aws + conda install -c conda-forge dagster ```
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Prefect (πŸ₯‡40 Β· ⭐ 14K Β· πŸ“‰) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +
Beam (πŸ₯‡41 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“‹ 4.5K - 14% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 29.02.2024): ``` - git clone https://github.com/PrefectHQ/prefect + git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 730K / month Β· πŸ“¦ 160 Β· ⏱️ 15.02.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 14.02.2024): ``` - pip install prefect + pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 60K Β· ⏱️ 14.02.2024): ``` - conda install -c conda-forge prefect + conda install -c conda-forge apache-beam-with-aws ```
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Great Expectations (πŸ₯‡40 Β· ⭐ 9.3K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.3K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 10% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 10% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 17M / month Β· πŸ“¦ 58 Β· ⏱️ 16.02.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 17M / month Β· πŸ“¦ 60 Β· ⏱️ 26.02.2024): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 750K Β· ⏱️ 16.02.2024): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 760K Β· ⏱️ 26.02.2024): ``` conda install -c conda-forge great-expectations ```
rq (πŸ₯ˆ39 Β· ⭐ 9.4K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 16% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 22.06.2023): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 24.02.2024): ``` pip install rq ``` @@ -3801,14 +3816,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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dbt (πŸ₯ˆ39 Β· ⭐ 8.5K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ39 Β· ⭐ 8.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.3K Β· πŸ“‹ 5K - 10% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.5K Β· πŸ“₯ 4K Β· πŸ“¦ 4.4K Β· πŸ“‹ 5K - 10% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 130K / month Β· πŸ“¦ 30 Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 110K / month Β· πŸ“¦ 30 Β· ⏱️ 28.02.2024): ``` pip install dbt ``` @@ -3817,6 +3832,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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joblib (πŸ₯ˆ38 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 + +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 400K Β· πŸ“‹ 870 - 45% open Β· ⏱️ 01.12.2023): + + ``` + git clone https://github.com/joblib/joblib + ``` +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 44M / month Β· πŸ“¦ 6.7K Β· ⏱️ 09.08.2023): + ``` + pip install joblib + ``` +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): + ``` + conda install -c conda-forge joblib + ``` +
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 - [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): @@ -3824,7 +3855,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 390K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 370K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3835,52 +3866,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ37 Β· ⭐ 9.2K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 410K / month Β· πŸ“¦ 73 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 420K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): ``` pip install kedro ```
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joblib (πŸ₯ˆ37 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 - -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 390K Β· πŸ“‹ 870 - 46% open Β· ⏱️ 01.12.2023): - - ``` - git clone https://github.com/joblib/joblib - ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 43M / month Β· πŸ“¦ 6.7K Β· ⏱️ 09.08.2023): - ``` - pip install joblib - ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): - ``` - conda install -c conda-forge joblib - ``` -
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.5K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 570 Β· πŸ“¦ 2.7K Β· πŸ“‹ 440 - 12% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 570 Β· πŸ“¦ 2.7K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.4K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.9K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.5K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 390 Β· πŸ“‹ 290 - 21% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 400 Β· πŸ“‹ 290 - 20% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 37K / month Β· πŸ“¦ 2 Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 40K / month Β· πŸ“¦ 2 Β· ⏱️ 20.02.2024): ``` pip install zenml ``` @@ -3892,7 +3907,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 100K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 110K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3908,7 +3923,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.7M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.8M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` pip install petl ``` @@ -3919,12 +3934,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 45 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 4% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 45 Β· πŸ“¦ 240 Β· πŸ“‹ 410 - 2% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 230K / month Β· πŸ“¦ 6 Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 240K / month Β· πŸ“¦ 6 Β· ⏱️ 20.02.2024): ``` pip install whylogs ``` @@ -3941,36 +3956,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install faust ```
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ploomber (πŸ₯‰29 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/ploomber/ploomber + git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 3.9K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 200K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` - pip install ploomber + pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): ``` - conda install -c conda-forge ploomber + conda install -c conda-forge mleap ```
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mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
ploomber (πŸ₯‰28 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): ``` - git clone https://github.com/combust/mleap + git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 210K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.7K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` - pip install mleap + pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 09.02.2024): ``` - conda install -c conda-forge mleap + conda install -c conda-forge ploomber ```
PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT @@ -3992,7 +4007,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 90K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 87K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4008,7 +4023,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 13K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4032,7 +4047,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 140K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 180K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4043,12 +4058,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 29 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 29 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5.3K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.8K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): ``` pip install tasktiger ``` @@ -4072,7 +4087,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 630 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 760 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ``` @@ -4089,9 +4104,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install mara-pipelines ```
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flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ’€) - Fluent data pipelines for python and your shell. MIT +
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 25.04.2023): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/olirice/flupy @@ -4124,14 +4139,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.4K Β· πŸ“ˆ) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 73K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 73K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 16M / month Β· πŸ“¦ 4K Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 17M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.02.2024): ``` pip install xlsxwriter ``` @@ -4147,7 +4162,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 260M / month Β· πŸ“¦ 78K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 260M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4163,7 +4178,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 130M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 140M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4180,12 +4195,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡34 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.4K Β· πŸ“‹ 280 - 22% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.5K Β· πŸ“‹ 280 - 22% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 7.6M / month Β· πŸ“¦ 870 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 7.5M / month Β· πŸ“¦ 880 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4223,7 +4238,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 390 Β· πŸ“¦ 950K Β· πŸ“‹ 690 - 18% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 960K Β· πŸ“‹ 690 - 18% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/python-attrs/attrs @@ -4239,12 +4254,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 5% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 6% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 68M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 70M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4260,7 +4275,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 31M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 32M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): ``` pip install toolz ``` @@ -4269,46 +4284,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge toolz ```
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boltons (πŸ₯ˆ34 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
tenacity (πŸ₯ˆ34 Β· ⭐ 5.8K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.4K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 09.02.2024): ``` - git clone https://github.com/mahmoud/boltons + git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.4M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 46M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): ``` - pip install boltons + pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.1M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.9M Β· ⏱️ 14.08.2023): ``` - conda install -c conda-forge boltons + conda install -c conda-forge tenacity ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 5.7K) - Retrying library for Python. Apache-2 +
boltons (πŸ₯ˆ33 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 09.02.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.5K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): ``` - git clone https://github.com/jd/tenacity + git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 45M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.4M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` - pip install tenacity + pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.9M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.1M Β· ⏱️ 21.12.2023): ``` - conda install -c conda-forge tenacity + conda install -c conda-forge boltons ```
returns (πŸ₯‰31 Β· ⭐ 3.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 520 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 520 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 150K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 170K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` @@ -4333,14 +4348,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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natsort (πŸ₯‰30 Β· ⭐ 830) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰30 Β· ⭐ 840) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 27K Β· πŸ“‹ 91 - 2% open Β· ⏱️ 10.02.2024): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4349,14 +4364,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge natsort ```
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ubelt (πŸ₯‰23 Β· ⭐ 700 Β· πŸ“ˆ) - A Python utility library with a stdlib like feel and extra.. Apache-2 +
ubelt (πŸ₯‰23 Β· ⭐ 700) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 - [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 46 Β· πŸ“‹ 16 - 18% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 21K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` @@ -4371,8 +4386,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 690 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT +- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT -- pinject (πŸ₯‰22 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2

@@ -4380,14 +4395,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡42 Β· ⭐ 58K Β· πŸ“ˆ) - The Python programming language. MIT +
cpython (πŸ₯‡42 Β· ⭐ 59K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 28K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 28K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 40 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 31 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4402,7 +4417,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 73K Β· πŸ“‹ 5.5K - 32% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 73K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/micropython/micropython @@ -4423,7 +4438,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 3 hidden projects... - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- stackless (πŸ₯‰17 Β· ⭐ 980 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- stackless (πŸ₯‰17 Β· ⭐ 990 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4432,14 +4447,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
Pygments (πŸ₯‡43 Β· ⭐ 1.5K) - Pygments is a generic syntax highlighter written in Python. BSD-2 +
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 580 Β· πŸ“¦ 670K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 590 Β· πŸ“¦ 670K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 91M / month Β· πŸ“¦ 37K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 93M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4448,30 +4463,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡41 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡40 Β· ⭐ 21K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 26K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 950K Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 950K Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge cookiecutter ```
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pyparsing (πŸ₯‡39 Β· ⭐ 2K) - Python library for creating PEG parsers. MIT +
pyparsing (πŸ₯‡39 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 260 Β· πŸ“₯ 9.5K Β· πŸ“¦ 940K Β· πŸ“‹ 330 - 11% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“₯ 9.6K Β· πŸ“¦ 940K Β· πŸ“‹ 330 - 11% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 100M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 110M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): ``` pip install pyparsing ``` @@ -4487,7 +4502,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 140M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 150M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4498,12 +4513,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ34 Β· ⭐ 1.5K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 150 Β· πŸ“¦ 860 Β· πŸ“‹ 440 - 13% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 150 Β· πŸ“¦ 870 Β· πŸ“‹ 440 - 13% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 210K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 220K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): ``` pip install copier ``` @@ -4515,7 +4530,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 38M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 40M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4531,7 +4546,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 110M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 120M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): ``` pip install pluggy ``` @@ -4542,12 +4557,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ34 Β· ⭐ 800) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 530K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 540K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 71M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 76M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4558,7 +4573,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯ˆ33 Β· ⭐ 34K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.3K Β· πŸ“‹ 550 - 65% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 550 - 65% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/mingrammer/diagrams @@ -4588,14 +4603,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
-
fastcore (πŸ₯‰31 Β· ⭐ 890 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 +
fastcore (πŸ₯‰31 Β· ⭐ 900 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.6K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.7K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 960K / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.2M / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4606,12 +4621,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscaffold (πŸ₯‰28 Β· ⭐ 2K Β· πŸ’€) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 300 - 12% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“‹ 300 - 12% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 300K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 310K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4622,12 +4637,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
catalogue (πŸ₯‰28 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 36K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 37K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.3M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.4M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4636,6 +4651,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
+
python-mss (πŸ₯‰26 Β· ⭐ 940) - An ultra fast cross-platform multiple screenshots module in pure.. MIT + +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): + + ``` + git clone https://github.com/BoboTiG/python-mss + ``` +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 630K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): + ``` + pip install mss + ``` +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 39K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge python-mss + ``` +
pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 - [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4.2K Β· ⏱️ 12.03.2023): @@ -4655,7 +4686,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 17M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 18M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4664,28 +4695,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
-
python-mss (πŸ₯‰25 Β· ⭐ 940) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 82 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 10.02.2024): - - ``` - git clone https://github.com/BoboTiG/python-mss - ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 620K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): - ``` - pip install mss - ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge python-mss - ``` -
Show 5 hidden projects... - keyboard (πŸ₯‰31 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- openpyxl (πŸ₯‰24 Β· ⭐ 70) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰24 Β· ⭐ 71) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-02-29_changes.md b/history/2024-02-29_changes.md new file mode 100644 index 0000000..1f30ea8 --- /dev/null +++ b/history/2024-02-29_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- protobuf (πŸ₯‡53 Β· ⭐ 63K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +- Airflow (πŸ₯‡48 Β· ⭐ 34K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- Prefect (πŸ₯‡43 Β· ⭐ 14K Β· πŸ“ˆ) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +- azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.1K Β· πŸ“ˆ) - This repository is for active development of the Azure.. MIT +- python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K Β· πŸ“ˆ) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- cookiecutter (πŸ₯‡40 Β· ⭐ 21K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 +- s3fs (πŸ₯ˆ35 Β· ⭐ 800 Β· πŸ“‰) - S3 Filesystem. BSD-3 +- DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K Β· πŸ“‰) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit.. MIT +- minio (πŸ₯ˆ34 Β· ⭐ 740 Β· πŸ“‰) - MinIO Client SDK for Python. Apache-2 +- glom (πŸ₯ˆ29 Β· ⭐ 1.8K Β· πŸ“‰) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 + diff --git a/history/2024-02-29_projects.csv b/history/2024-02-29_projects.csv new file mode 100644 index 0000000..f01b201 --- /dev/null +++ b/history/2024-02-29_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,npm_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,projectrank_placing,trending,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-23 05:31:45.000,2024-02-23 05:31:44,465.0,23.0,2286,386.0,246.0,22.0,34.0,15120,2024-02-23 05:31:55.000,2024.02.22,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-02-23 05:29:26.000,2024-02-23 05:29:25,313.0,25.0,158,54.0,184.0,,3.0,2129,2024-02-23 05:29:32.000,2024.02.22,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-02-23 05:31:27.000,2024-02-23 05:31:26,309.0,24.0,43,25.0,180.0,3.0,5.0,882,2024-02-23 05:31:33.000,2024.02.22,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-02-23 05:29:26.000,2024-02-23 05:29:25,313.0,25.0,158,54.0,184.0,,3.0,2129,2024-02-23 05:29:32.000,2024.02.22,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-23 05:31:45.000,2024-02-23 05:31:44,465.0,23.0,2286,386.0,246.0,22.0,34.0,15120,2024-02-23 05:31:55.000,2024.02.22,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1662.0,323.0,13.0,74.0,39102,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-23 05:31:45.000,2024-02-23 05:31:44,465.0,23.0,2286,386.0,246.0,22.0,34.0,15120,2024-02-23 05:31:55.000,2024.02.22,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-02-29 13:15:07.000,2024-02-29 01:16:41,17157.0,762.0,15181,2062.0,9824.0,670.0,5413.0,63029,2024-02-15 23:44:15.000,4.25.3,157.0,1210.0,53,True,615206.0,594903.0,protobuf,conda-forge/protobuf,google-protobuf,40937468.0,179028531.0,https://pypi.org/project/protobuf,2024-02-29 01:05:47.000,16656.0,171174354.0,https://anaconda.org/conda-forge/protobuf,2024-02-08 12:29:19.144,16862809.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3647.0,6527414.0,1.0,1.0,,,,,,,,,,,,, +8,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-02-29 13:16:18.000,2024-02-28 22:21:32,34476.0,628.0,17095,1116.0,31568.0,3659.0,22505.0,41368,2024-02-23 15:30:19.000,2.2.1,125.0,3569.0,53,True,1621275.0,1543639.0,pandas,conda-forge/pandas,,249742.0,170011767.0,https://pypi.org/project/pandas,2024-02-23 15:30:19.000,77636.0,168815037.0,https://anaconda.org/conda-forge/pandas,2024-02-23 22:20:10.485,47780077.0,,,,,1.0,,['pandas'],,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-02-29 13:33:20.000,2024-02-29 06:19:10,35256.0,866.0,9179,598.0,13648.0,2070.0,10307.0,25856,2024-02-06 00:32:23.000,1.26.4,156.0,1744.0,52,False,2285323.0,2141091.0,numpy,conda-forge/numpy,,972762.0,238710206.0,https://pypi.org/project/numpy,2024-02-05 23:48:01.000,144232.0,237098709.0,https://anaconda.org/conda-forge/numpy,2024-02-06 15:10:51.240,70370908.0,,,,,1.0,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-02-29 09:09:17.000,2024-02-27 23:05:29,54257.0,93.0,23620,1927.0,50401.0,867.0,31526.0,60482,2024-02-27 18:17:45.000,9.3.0,347.0,6818.0,48,True,36678.0,32581.0,ansible,conda-forge/ansible,,,5039174.0,https://pypi.org/project/ansible,2024-02-27 18:17:45.000,4097.0,5017063.0,https://anaconda.org/conda-forge/ansible,2024-02-27 21:22:03.671,995033.0,,,,,1.0,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-02-29 13:19:18.000,2024-02-29 12:15:35,23344.0,1041.0,13346,755.0,25111.0,883.0,7938.0,34193,2024-02-26 09:14:14.000,2.8.2,180.0,3205.0,48,True,10090.0,9737.0,apache-airflow,conda-forge/airflow,,598275.0,31036143.0,https://pypi.org/project/apache-airflow,2024-02-26 06:06:08.000,353.0,24115319.0,https://anaconda.org/conda-forge/airflow,2024-02-22 12:04:36.051,998801.0,,,,,1.0,1.0,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-02-27 17:17:24.177938,504.0,730523674.0,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-02-29 08:45:19.443,2024-02-28 19:05:45,5789.0,191.0,1800,241.0,720.0,203.0,2986.0,8600,2024-02-28 20:12:28.000,1.34.52,1500.0,153.0,48,True,429560.0,411044.0,boto3,conda-forge/boto3,,,1148596405.0,https://pypi.org/project/boto3,2024-02-28 20:12:28.000,18516.0,1148192612.0,https://anaconda.org/conda-forge/boto3,2024-02-29 08:45:19.443,18170719.0,,,,,1.0,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-02-29 12:06:13.000,2024-02-29 12:06:06,11629.0,445.0,1398,127.0,8087.0,34.0,2363.0,6125,2024-02-24 01:16:46.000,42.0.5,128.0,310.0,47,True,650122.0,628041.0,cryptography,conda-forge/cryptography,,,242824919.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22081.0,241759120.0,https://anaconda.org/conda-forge/cryptography,2024-02-25 09:29:00.614,45829372.0,,,,,1.0,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-02-29 06:19:07.000,2024-02-28 14:59:18,12481.0,99.0,4612,473.0,3262.0,668.0,4376.0,23116,2023-11-22 15:18:14.000,5.3.6,204.0,1338.0,46,True,141912.0,126777.0,celery,conda-forge/celery,,,9412790.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15135.0,9377627.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1547203.0,,,,,1.0,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-02-29 13:02:48.000,2024-02-27 18:26:16,2787.0,136.0,1563,109.0,3406.0,327.0,3432.0,17824,2024-02-27 19:01:57.000,2.6.3,134.0,485.0,45,True,359262.0,348109.0,pydantic,conda-forge/pydantic,,,149086161.0,https://pypi.org/project/pydantic,2024-02-27 19:01:57.000,11153.0,148923013.0,https://anaconda.org/conda-forge/pydantic,2024-02-27 23:09:49.245,7015397.0,,,,,1.0,,,,,,,,,pydantic/pydantic,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-02-27 17:48:57.000,2023-12-29 19:38:05,2419.0,17.0,1411,182.0,1087.0,111.0,1438.0,14836,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1652822.0,1576163.0,click,conda-forge/click,,242.0,172331010.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,76659.0,171320686.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33340533.0,,,,,1.0,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-02-28 16:10:24.000,2024-02-26 21:16:38,16840.0,147.0,1326,95.0,749.0,219.0,7466.0,8474,2024-02-13 15:05:40.000,rel_2_0_27,299.0,692.0,45,True,774936.0,726737.0,SQLAlchemy,conda-forge/sqlalchemy,,48384.0,107110693.0,https://pypi.org/project/SQLAlchemy,2024-02-13 15:05:33.000,48199.0,106736443.0,https://anaconda.org/conda-forge/sqlalchemy,2024-02-13 19:26:45.726,14182430.0,,,,,1.0,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-02-29 09:32:46.032,2024-02-28 19:05:48,11907.0,219.0,3882,575.0,3700.0,584.0,4024.0,14715,2024-02-28 20:12:06.000,1.32.52,1907.0,438.0,44,True,3079.0,3.0,awscli,conda-forge/awscli,,1614.0,140581656.0,https://pypi.org/project/awscli,2024-02-28 20:12:06.000,3076.0,140067187.0,https://anaconda.org/conda-forge/awscli,2024-02-29 09:32:46.032,22121099.0,,,,,1.0,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-02-29 12:39:49.000,2024-02-29 11:07:37,2314.0,51.0,2434,325.0,1538.0,215.0,1444.0,12109,2024-02-28 12:30:20.000,5.0.2,124.0,434.0,44,True,27938.0,,redis,conda-forge/redis-py,,,40018020.0,https://pypi.org/project/redis,2024-02-29 12:39:49.000,27938.0,39991517.0,https://anaconda.org/conda-forge/redis-py,2024-02-28 16:33:30.512,1166134.0,,,,,1.0,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-02-29 02:28:30.000,2024-02-28 19:05:31,10745.0,238.0,1035,67.0,2056.0,148.0,936.0,1389,2024-02-28 20:12:42.000,1.34.52,1898.0,204.0,44,True,319152.0,310470.0,botocore,conda-forge/botocore,,,531761721.0,https://pypi.org/project/botocore,2024-02-28 20:12:42.000,8682.0,531120628.0,https://anaconda.org/conda-forge/botocore,2024-02-29 00:57:46.505,25002640.0,,,,,1.0,,,,,,,,,,,,,, +21,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-02-29 13:03:33.000,2024-02-27 15:41:35,11360.0,350.0,1008,184.0,7666.0,2078.0,4899.0,19142,2024-02-22 00:04:40.000,3.107.0,3978.0,255.0,43,True,8466.0,7358.0,pulumi,,@pulumi/pulumi,2381974.0,3516639.0,https://pypi.org/project/pulumi,2024-02-27 16:30:12.000,174.0,1221411.0,,,,https://www.npmjs.com/package/@pulumi/pulumi,2024-02-27 16:29:44.265,934.0,2146355.0,2.0,,,,,,,,,,,,,, +22,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-02-29 10:52:41.000,2024-02-28 18:51:14,3725.0,88.0,2474,277.0,3913.0,659.0,2071.0,18089,2024-02-19 09:58:14.000,2.17.1,83.0,549.0,43,True,40179.0,39245.0,datasets,conda-forge/datasets,,,7218487.0,https://pypi.org/project/datasets,2024-02-19 09:37:48.000,934.0,7201271.0,https://anaconda.org/conda-forge/datasets,2024-02-12 14:51:37.807,654228.0,,,,,1.0,,,,,,,,,,,,,, +23,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-02-28 21:40:43.000,2024-02-27 18:01:39,3568.0,78.0,1852,219.0,1300.0,19.0,682.0,16901,2024-02-27 18:02:08.000,23.3.0,338.0,566.0,43,True,206204.0,202923.0,Faker,conda-forge/faker,,,13437647.0,https://pypi.org/project/Faker,2024-02-27 18:01:59.000,3281.0,13417349.0,https://anaconda.org/conda-forge/faker,2024-02-27 23:13:14.620,893150.0,,,,,1.0,,,,,,,,,,,,,, +24,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-02-29 00:25:24.000,2024-02-29 00:25:23,15899.0,490.0,1415,158.0,7007.0,653.0,3899.0,14144,2024-02-23 01:20:39.000,2.16.0,262.0,448.0,43,True,4673.0,4513.0,prefect,conda-forge/prefect,,,746788.0,https://pypi.org/project/prefect,2024-02-23 01:20:39.000,160.0,733439.0,https://anaconda.org/conda-forge/prefect,2024-02-23 02:46:02.197,600735.0,,,,,1.0,3.0,,,,,,,,,,,,, +25,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-02-28 10:36:17.000,2024-01-03 19:19:02,3378.0,17.0,1701,193.0,1601.0,437.0,1232.0,6566,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,80352.0,76276.0,docker,conda-forge/docker-py,,856.0,38071349.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4076.0,37980204.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4010075.0,,,,,2.0,,,,,,,,,,,,,, +26,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-02-29 06:27:27.000,2024-02-29 06:24:29,1431.0,48.0,391,64.0,560.0,127.0,564.0,5028,2023-12-31 06:30:30.000,23.2.0,28.0,155.0,43,True,977227.0,958629.0,attrs,conda-forge/attrs,,,185212956.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18598.0,184396305.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,34299351.0,,,,,1.0,,,,,,,,,,,,,, +27,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-02-29 13:25:56.000,2024-02-29 05:55:14,16695.0,531.0,2583,395.0,25162.0,1261.0,8116.0,4139,2024-02-23 01:25:00.000,azure-keyvault-certificates_4.8.0,100.0,687.0,43,True,3172.0,2419.0,azure-storage-blob,conda-forge/azure-storage-blob,,,46189293.0,https://pypi.org/project/azure-storage-blob,2023-11-07 23:50:46.000,753.0,46164753.0,https://anaconda.org/conda-forge/azure-storage-blob,2023-11-08 03:20:44.805,1079784.0,,,,,1.0,1.0,,,,,,,,,,,,, +28,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-02-27 17:43:21.000,2024-02-19 10:28:52,6700.0,77.0,593,36.0,858.0,422.0,1393.0,1661,2023-11-21 20:44:20.000,2.17.2,64.0,830.0,43,True,710767.0,673245.0,pygments,conda-forge/pygments,,,93871928.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37522.0,93187675.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,28054396.0,,,,,1.0,,,,,,,,,,,,,, +29,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-02-29 13:28:44.000,2024-02-29 11:09:09,121013.0,1237.0,28396,1503.0,48858.0,8443.0,59659.0,58602,2020-07-22 03:00:52.000,0.0.6,11.0,2832.0,42,True,13.0,4.0,cpython,conda-forge/typing,@buckpkg/python,,31365.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,31.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2976784.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,1.0,,,,,,,,,,,,,, +30,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-02-29 08:54:36.000,2024-02-28 14:51:32,3875.0,5.0,1655,543.0,1074.0,252.0,1066.0,46552,2024-02-28 14:52:38.000,13.7.1,191.0,235.0,42,True,179445.0,172888.0,rich,conda-forge/rich,,,44575720.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,6557.0,44431612.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6196656.0,,,,,1.0,,,,,,,,,,,,,, +31,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-02-28 18:54:15.000,2023-12-19 22:43:55,3061.0,16.0,3221,639.0,2462.0,151.0,2226.0,21811,2023-05-26 17:35:41.785,23.5.26,35.0,669.0,42,True,94195.0,93556.0,flatbuffers,conda-forge/flatbuffers,flatbuffers,363529.0,17582782.0,https://pypi.org/project/flatbuffers,2023-05-26 17:35:41.785,353.0,16021764.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,965838.0,https://www.npmjs.com/package/flatbuffers,2023-05-26 17:35:18.315,286.0,1547500.0,1.0,,,,,,,,,,,,,, +32,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-02-18 03:40:51.000,2024-02-11 03:17:05,3994.0,33.0,1961,316.0,778.0,1025.0,789.0,8735,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,104493.0,91412.0,paramiko,conda-forge/paramiko,,,50338740.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13081.0,50240704.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4215553.0,,,,,2.0,,,,,,,,,,,,,, +33,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-02-28 18:59:15.000,2024-02-22 22:23:27,37551.0,204.0,1597,301.0,8269.0,75.0,3661.0,4584,2024-02-22 22:26:44.000,grafeas-v1.9.2,100.0,509.0,42,True,2060.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,61508717.0,https://pypi.org/project/google-cloud-storage,2023-12-12 19:05:28.000,2060.0,61411372.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4185877.0,,,,,1.0,,,,,,,,,,,,,, +34,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-02-17 16:04:17.000,2024-02-17 16:03:39,4574.0,11.0,1375,199.0,476.0,,2368.0,10677,2024-02-05 15:05:06.000,3.17.1,186.0,153.0,41,True,30930.0,27166.0,peewee,conda-forge/peewee,,,2226997.0,https://pypi.org/project/peewee,2024-02-05 15:04:14.000,3764.0,2212636.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,603171.0,,,,,1.0,,,,,,,,,,,,,, +35,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-02-29 13:37:47.000,2024-02-29 04:20:10,17363.0,784.0,1199,110.0,11982.0,2417.0,4608.0,9736,2024-02-22 22:06:41.000,1.6.6,596.0,403.0,41,True,2154.0,2015.0,dagster,conda-forge/dagster,,,976007.0,https://pypi.org/project/dagster,2024-02-22 21:34:53.000,139.0,952229.0,https://anaconda.org/conda-forge/dagster,2024-02-26 15:02:44.260,1070048.0,,,,,1.0,,,,,,,,,,,,,, +36,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-02-29 13:34:54.000,2024-02-29 02:49:18,41738.0,583.0,4135,260.0,23973.0,4334.0,2259.0,7402,2024-02-14 18:03:04.000,2.54.0,108.0,1611.0,41,True,188.0,3.0,apache-beam,conda-forge/apache-beam-with-aws,,,6559725.0,https://pypi.org/project/apache-beam,2024-02-14 17:43:19.000,185.0,6557644.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-02-14 21:37:21.073,60369.0,,,,,1.0,,,,,,,,,,,,,, +37,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-02-22 02:47:08.000,2024-02-22 02:47:07,2640.0,43.0,576,60.0,353.0,32.0,778.0,4379,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,41,True,543015.0,523859.0,jsonschema,conda-forge/jsonschema,,175.0,109645705.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19156.0,108989990.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,26228394.0,,,,,1.0,,,,,,,,,python-jsonschema/jsonschema,,,,, +38,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-02-29 10:11:20.000,2024-02-22 14:59:46,2294.0,48.0,313,21.0,876.0,236.0,415.0,741,2024-02-05 01:22:38.000,2024.2.0,77.0,226.0,41,True,97003.0,96077.0,fsspec,conda-forge/fsspec,,,216666544.0,https://pypi.org/project/fsspec,2024-02-05 01:22:38.000,926.0,216315507.0,https://anaconda.org/conda-forge/fsspec,2024-02-05 03:13:53.158,15796696.0,,,,,1.0,,,,,,,,,,,,,, +39,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-02-29 13:16:57.000,2024-02-29 12:57:17,4671.0,159.0,5214,720.0,4037.0,215.0,7153.0,31919,2024-02-15 14:16:58.000,2.24.6,144.0,530.0,40,True,1650.0,402.0,docker-compose,conda-forge/docker-compose,,90389246.0,3247108.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1393642.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,386697.0,,,,,2.0,,,,,,,,,,,,,, +40,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-02-29 13:33:47.000,2024-02-29 13:23:33,8986.0,843.0,1445,145.0,8029.0,1386.0,5343.0,24572,2024-02-29 10:53:44.000,py-0.20.13,345.0,374.0,40,True,469.0,3.0,polars,,,362.0,3693405.0,https://pypi.org/project/polars,2024-02-29 10:52:25.000,466.0,3693375.0,,,,,,,,1.0,,,,,,,,,,,,,, +41,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-02-23 12:46:07.000,2024-02-21 17:46:05,3051.0,8.0,1926,227.0,1141.0,229.0,641.0,21273,2024-02-21 18:02:39.000,2.6.0,42.0,320.0,40,True,27371.0,25734.0,cookiecutter,conda-forge/cookiecutter,,,3575796.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1637.0,3546915.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,953094.0,,,,,1.0,-1.0,,,,,,,,,,,,, +42,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-02-26 00:39:48.000,2024-02-24 09:21:25,12885.0,40.0,3093,603.0,3606.0,730.0,4301.0,16743,2024-01-05 13:53:17.000,2.3.0,49.0,605.0,40,True,12765.0,12144.0,kivy,conda-forge/kivy,,35726.0,169696.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,621.0,161879.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,337490.0,,,,,1.0,,,,,,,,,,,,,, +43,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-02-29 12:24:20.000,2024-02-28 19:31:13,12094.0,320.0,1453,83.0,7602.0,190.0,1652.0,9286,2024-02-26 22:55:02.000,0.18.10,263.0,427.0,40,True,60.0,,great_expectations,conda-forge/great-expectations,,,17507257.0,https://pypi.org/project/great_expectations,2024-02-26 20:35:52.000,60.0,17490475.0,https://anaconda.org/conda-forge/great-expectations,2024-02-26 22:50:46.477,755214.0,,,,,2.0,,,,,,,,,,,,,, +44,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-02-20 09:13:22.000,2023-09-30 22:03:06,1402.0,,667,135.0,674.0,97.0,399.0,8501,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,40,True,98047.0,93186.0,arrow,conda-forge/arrow,,,27624490.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4861.0,27536564.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3868746.0,,,,,1.0,,,,,,,,,,,,,, +45,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-02-26 21:15:34.229,2024-02-26 19:43:44,3297.0,36.0,641,80.0,1045.0,171.0,1047.0,6831,2024-02-26 19:45:04.000,3.21.0,173.0,208.0,40,True,132939.0,122521.0,marshmallow,conda-forge/marshmallow,,,41855701.0,https://pypi.org/project/marshmallow,2024-02-26 19:45:04.000,10418.0,41804043.0,https://anaconda.org/conda-forge/marshmallow,2024-02-26 21:15:34.229,2272973.0,,,,,2.0,,,,,,,,,,,,,, +46,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-02-29 07:45:45.000,2024-02-29 07:41:32,1607.0,26.0,1166,408.0,1387.0,55.0,1024.0,4108,2024-02-22 04:50:48.000,8.12.1,139.0,202.0,40,True,52696.0,46526.0,elasticsearch,conda-forge/elasticsearch,,3618.0,18730266.0,https://pypi.org/project/elasticsearch,2024-02-22 04:50:48.000,6170.0,18708561.0,https://anaconda.org/conda-forge/elasticsearch,2024-02-22 07:22:24.765,972710.0,,,,,1.0,,,,,,,,,,,,,, +47,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-02-28 17:41:51.000,2024-02-23 21:50:44,5548.0,69.0,1199,240.0,1536.0,4.0,,4010,2024-02-21 21:43:51.000,4.6.2,137.0,209.0,40,True,20352.0,,pymongo,conda-forge/pymongo,,,25108121.0,https://pypi.org/project/pymongo,2024-02-21 20:40:16.000,20352.0,25072491.0,https://anaconda.org/conda-forge/pymongo,2024-02-22 01:29:03.354,1532090.0,,,,,1.0,,,,,,,,,,,,,, +48,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-02-20 22:50:56.000,2024-02-20 15:21:52,1639.0,83.0,269,40.0,527.0,18.0,274.0,3368,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,221013.0,211882.0,more-itertools,conda-forge/more-itertools,,2900.0,70271006.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9131.0,69956542.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13834946.0,,,,,1.0,,,,,,,,,,,,,, +49,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-02-29 12:22:24.000,2024-02-28 02:54:33,5298.0,149.0,1012,109.0,3931.0,1127.0,3090.0,3353,2024-02-19 00:30:38.000,2024.2.0,90.0,483.0,40,True,26762.0,24528.0,xarray,conda-forge/xarray,,,4974160.0,https://pypi.org/project/xarray,2024-02-19 00:30:38.000,2234.0,4751302.0,https://anaconda.org/conda-forge/xarray,2024-02-19 13:29:25.866,9582933.0,,,,,1.0,,,,,,,,,,,,,, +50,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-02-26 19:04:24.000,2024-02-23 18:58:27,4365.0,30.0,530,57.0,915.0,257.0,1222.0,1981,2023-10-09 14:43:38.000,3.10.0,38.0,202.0,40,True,272322.0,257037.0,h5py,conda-forge/h5py,,3122.0,18128761.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15285.0,17796814.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14604062.0,,,,,1.0,,,,,,,,,,,,,, +51,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-02-26 19:26:10.000,2024-02-21 11:36:09,1947.0,48.0,331,38.0,246.0,177.0,212.0,1168,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,331509.0,314119.0,future,conda-forge/future,,,36055559.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17390.0,35733842.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,12868683.0,,,,,1.0,,,,,,,,,,,,,, +52,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-02-26 09:36:09.000,2024-02-25 01:10:01,1833.0,30.0,1384,207.0,885.0,196.0,944.0,9402,2024-02-24 06:24:33.000,1.16,77.0,305.0,39,True,17653.0,15862.0,rq,conda-forge/rq,,,1615751.0,https://pypi.org/project/rq,2024-02-24 06:16:12.000,1791.0,1613166.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,100828.0,,,,,2.0,,,,,,,,,,,,,, +53,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-02-28 22:14:08.000,2024-02-12 08:46:53,2742.0,18.0,736,149.0,754.0,600.0,559.0,8858,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,39,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,46575303.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,46071588.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,21156058.0,,,,,2.0,,,,,,,,,,,,,, +54,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-02-29 09:11:13.000,2024-02-28 23:31:14,6576.0,100.0,1459,136.0,4316.0,547.0,4484.0,8595,2024-02-28 21:52:39.000,1.6.10,235.0,305.0,39,True,4416.0,4386.0,dbt,conda-forge/dbt,,4042.0,115087.0,https://pypi.org/project/dbt,2024-02-28 18:45:44.000,30.0,111971.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,252723.0,,,,,2.0,,,,,,,,,,dbt,,,, +55,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-02-14 18:14:42.000,2024-02-02 08:16:41,1102.0,5.0,1473,229.0,494.0,14.0,637.0,7503,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,39,True,208580.0,207895.0,PyMySQL,conda-forge/pymysql,,,41191404.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,41161218.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1297998.0,,,,,2.0,,,,,,,,,,,,,, +56,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,35.0,472,61.0,215.0,62.0,514.0,2629,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,90928.0,89234.0,pycryptodomex,conda-forge/pycryptodomex,,337.0,33692521.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1694.0,33655653.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1585246.0,,,,,2.0,,,,,,,,,,,,,, +57,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,469,90.0,309.0,183.0,329.0,2497,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,372629.0,356329.0,pexpect,conda-forge/pexpect,,4371.0,67448023.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16300.0,67013270.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17388731.0,,,,,1.0,,,,,,,,,,,,,, +58,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-02-22 19:31:31.000,2024-02-22 19:31:30,1793.0,19.0,221,21.0,150.0,108.0,939.0,2363,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,39,True,217438.0,205822.0,alembic,conda-forge/alembic,,,35767096.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11616.0,35667529.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4082261.0,,,,,2.0,,,,,,,,,,,,,, +59,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-02-26 23:38:21.000,2024-02-26 23:38:14,1198.0,23.0,265,25.0,181.0,37.0,293.0,2053,2023-07-30 15:17:13.000,3.1.1,71.0,64.0,39,True,972827.0,940373.0,pyparsing,conda-forge/pyparsing,,9572.0,106766003.0,https://pypi.org/project/pyparsing,2023-07-30 15:06:59.000,32454.0,105287113.0,https://anaconda.org/conda-forge/pyparsing,2023-07-30 17:27:09.596,41404819.0,,,,,1.0,,,,,,,,,,,,,, +60,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-02-14 15:46:13.000,2023-12-21 21:58:06,987.0,15.0,232,53.0,157.0,23.0,217.0,1569,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,39,True,356010.0,345501.0,greenlet,conda-forge/greenlet,,,94719991.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10509.0,94518518.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8864842.0,,,,,1.0,,,,,,,,,,,,,, +61,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-31 09:50:58.000,2024-01-31 09:22:59,7572.0,217.0,1230,338.0,244.0,5.0,463.0,13431,2023-11-27 12:13:53.000,1.9.0,21.0,115.0,38,True,1037.0,1031.0,tink,,tink-crypto,1097.0,346268.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,345988.0,,,,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,266.0,2.0,,,,,,,,,tink-crypto/tink,,,,, +62,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-01-29 07:32:33.000,2023-10-22 20:53:42,936.0,,574,227.0,253.0,92.0,258.0,9867,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,118090.0,116121.0,uvloop,conda-forge/uvloop,,429.0,9322163.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1969.0,9304968.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,687644.0,,,,,2.0,,,,,,,,,,,,,, +63,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-02-20 22:10:48.000,2024-01-23 06:30:54,361.0,5.0,437,35.0,232.0,43.0,233.0,6913,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,708906.0,698849.0,python-dotenv,conda-forge/python-dotenv,,,51887356.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10057.0,51818186.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,2974347.0,,,,,1.0,,,,,,,,,,,,,, +64,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-02-29 05:00:28.000,2024-02-29 05:00:27,1749.0,33.0,3319,139.0,895.0,132.0,1196.0,6316,2024-01-08 22:11:24.000,29.0.0,93.0,194.0,38,True,1496.0,,kubernetes,conda-forge/kubernetes,,,20009061.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1496.0,19998512.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,474741.0,,,,,2.0,,,,,,,,,,,,,, +65,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,135.0,395.0,185.0,460.0,6194,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,140712.0,132465.0,watchdog,conda-forge/watchdog,,,17319320.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8247.0,17257158.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2735141.0,,,,,2.0,,,,,,,,,,,,,, +66,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-02-27 13:06:24.000,2023-12-14 02:11:04,2178.0,3.0,1359,147.0,974.0,297.0,1195.0,5453,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,38,True,25649.0,24194.0,kafka-python,conda-forge/kafka-python,,1834.0,7001824.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1455.0,6996491.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,430720.0,,,,,2.0,,,,,,,,,,,,,, +67,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-02-20 16:17:00.000,2024-02-15 20:01:10,4140.0,41.0,1224,138.0,1116.0,373.0,1340.0,4133,2023-03-03 10:28:06.959,0.27.0,72.0,391.0,38,True,26703.0,23099.0,mongoengine,conda-forge/mongoengine,,,1340530.0,https://pypi.org/project/mongoengine,2023-03-03 10:28:06.959,3604.0,1334664.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,234670.0,,,,,2.0,,,,,,,,,,,,,, +68,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-02-21 01:05:28.000,2023-12-01 10:50:33,1499.0,,384,61.0,720.0,400.0,471.0,3584,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,38,True,404075.0,397353.0,joblib,conda-forge/joblib,,,44415789.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6722.0,43857070.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,24024956.0,,,,,2.0,,,,,,,,,,,,,, +69,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-02-23 23:49:52.000,2024-02-23 23:49:46,1375.0,12.0,625,117.0,128.0,10.0,907.0,3441,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,77246.0,73190.0,xlsxwriter,conda-forge/xlsxwriter,,,16643280.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4056.0,16573975.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3118759.0,,,,,1.0,,,,,,,,,,,,,, +70,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-02-15 22:26:06.000,2024-02-15 22:26:05,3081.0,3.0,492,72.0,303.0,19.0,1263.0,3154,2024-01-02 21:56:56.000,2.9.9,62.0,137.0,38,False,771791.0,710095.0,psycopg2,psycopg2,,,16219865.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61676.0,16217187.0,https://anaconda.org/anaconda/psycopg2,2024-02-09 22:55:55.049,265153.0,,,,,2.0,,,,,,,,,,,20.0,,, +71,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-02-07 07:24:20.000,2023-11-14 16:25:37,322.0,,516,53.0,266.0,277.0,319.0,2392,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1177427.0,1098815.0,pyyaml,conda-forge/pyyaml,,,262691473.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78612.0,261667393.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,41987319.0,,,,,1.0,,,,,,,,,,,,,, +72,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-02-24 05:44:26.000,2024-02-24 05:44:25,1011.0,12.0,168,23.0,162.0,178.0,335.0,2097,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,38,True,148347.0,144228.0,dill,conda-forge/dill,,291614.0,50350913.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4119.0,50213107.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,5960043.0,,,,,2.0,,,,,,,,,,,,,, +73,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-01-19 12:36:50.000,2023-10-21 04:26:51,530.0,,264,29.0,107.0,111.0,184.0,958,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2175460.0,2039234.0,six,conda-forge/six,,,219668371.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136226.0,219113400.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,51612325.0,,,,,2.0,,,,,,,,,,,,,, +74,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-02-29 13:26:13.000,2024-02-28 21:42:45,1781.0,56.0,276,54.0,1192.0,61.0,584.0,696,2024-02-06 15:07:21.000,3.17.2,158.0,148.0,38,True,27640.0,26468.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,38168464.0,https://pypi.org/project/google-cloud-bigquery,2024-02-06 15:07:21.000,1172.0,38103291.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-02-06 20:03:26.039,2802479.0,,,,,2.0,,,,,,,,,,,,,, +75,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-02-18 03:49:57.000,2024-02-18 03:49:50,2004.0,6.0,201,26.0,607.0,99.0,198.0,600,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,38,True,422915.0,408111.0,traitlets,conda-forge/traitlets,,319.0,42658794.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14804.0,42037160.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,25486391.0,,,,,1.0,,,,,,,,,,,,,, +76,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-02-24 18:07:41.000,2024-02-24 18:07:41,293.0,4.0,1407,373.0,169.0,144.0,184.0,26027,2022-12-12 20:38:05.885,0.5.0,10.0,63.0,37,True,32198.0,30217.0,fire,conda-forge/fire,,,6244973.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1981.0,6234357.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,849291.0,,,,,2.0,,,,,,,,,,,,,, +77,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-02-29 04:48:22.000,2024-01-23 10:42:08,4100.0,12.0,2389,476.0,2295.0,124.0,881.0,17158,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,37,True,2738.0,2319.0,luigi,luigi,,,369872.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,417.0,369722.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14447.0,,,,,2.0,,,,stable/luigi,,,,,,,2.0,,, +78,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-02-29 11:59:39.000,2024-02-29 11:59:38,2799.0,93.0,640,116.0,3012.0,681.0,3312.0,9348,2024-02-14 14:00:43.000,0.27.0,92.0,127.0,37,True,1412.0,1377.0,modin,conda-forge/modin-core,,196818.0,776584.0,https://pypi.org/project/modin,2024-02-14 13:52:09.000,35.0,764171.0,https://anaconda.org/conda-forge/modin-core,2024-02-14 19:25:41.448,293785.0,,,,,2.0,,['pandas'],,,,,,,,,,,, +79,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-02-28 17:57:59.000,2024-02-28 10:39:41,3153.0,139.0,854,104.0,1682.0,284.0,1436.0,9216,2024-02-27 12:44:56.000,0.19.3,50.0,220.0,37,True,2267.0,2193.0,kedro,,,,422775.0,https://pypi.org/project/kedro,2024-02-27 12:44:56.000,74.0,422775.0,,,,,,,,2.0,,,,,,,,,,,,,, +80,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-02-23 20:03:54.615,2024-02-23 17:09:05,637.0,23.0,187,36.0,91.0,2.0,365.0,5371,2024-02-23 17:38:20.000,3.9.15,122.0,22.0,37,True,76886.0,75532.0,orjson,conda-forge/orjson,,,17343470.0,https://pypi.org/project/orjson,2024-02-23 17:27:30.000,1354.0,17319745.0,https://anaconda.org/conda-forge/orjson,2024-02-23 20:03:54.615,1067628.0,,,,,2.0,,,,,,,,,,,,,, +81,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-02-01 16:43:38.000,2024-01-24 03:22:09,1214.0,6.0,305,83.0,352.0,119.0,142.0,4475,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,140576.0,137032.0,toolz,conda-forge/toolz,,,32407941.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3544.0,31936720.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19320088.0,,,,,2.0,,,,,,,,,,,,,, +82,Ibis,ibis-project/ibis,The flexibility of Python with the scale and performance of modern SQL.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-02-29 13:19:26.000,2024-02-29 12:52:19,7696.0,787.0,480,81.0,5735.0,169.0,2460.0,3806,2024-02-05 19:31:28.000,8.0.0,81.0,262.0,37,True,1172.0,1118.0,ibis-framework,conda-forge/ibis-framework,,117.0,129865.0,https://pypi.org/project/ibis-framework,2024-02-25 00:02:35.000,54.0,122548.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,321784.0,,,,,2.0,,,,,,,,,,,,,, +83,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-02-29 12:52:04.000,2024-02-29 10:08:37,2374.0,87.0,671,61.0,1540.0,31.0,1037.0,3750,2024-02-14 18:22:38.000,3.6.0,147.0,145.0,37,True,1509.0,1444.0,awswrangler,conda-forge/awswrangler,,228875.0,41678633.0,https://pypi.org/project/awswrangler,2024-02-14 18:00:24.000,65.0,41663931.0,https://anaconda.org/conda-forge/awswrangler,2024-02-14 22:05:47.773,463556.0,,,,,2.0,,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,, +84,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-02-28 18:25:02.000,2024-01-12 19:56:59,2744.0,5.0,1239,198.0,1246.0,143.0,1878.0,3387,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4470.0,4194.0,netmiko,,,,250978.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,276.0,250978.0,,,,,,,,3.0,,,,,,,,,,,,,, +85,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-02-20 05:32:56.000,2024-02-19 18:15:33,955.0,38.0,120,27.0,323.0,48.0,282.0,1537,2024-02-19 08:36:23.000,4.3.0,51.0,48.0,37,True,248996.0,248178.0,anyio,conda-forge/anyio,,,64421504.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,64146827.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,12360505.0,,,,,2.0,,,,,,,,,,,,,, +86,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-02-28 14:26:42.764,2024-02-27 16:46:08,2096.0,33.0,151,21.0,166.0,59.0,445.0,1165,2024-02-27 16:49:52.000,24.3.1,193.0,120.0,37,True,4323.0,,keyring,conda-forge/keyring,,,47087308.0,https://pypi.org/project/keyring,2024-02-27 16:49:33.000,4323.0,46988253.0,https://anaconda.org/conda-forge/keyring,2024-02-28 14:26:42.764,4259383.0,,,,,3.0,,,,,,,,,,,,,, +87,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-02-29 04:00:49.000,2024-02-29 04:00:43,600.0,41.0,197,27.0,616.0,8.0,127.0,1098,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,213859.0,205673.0,bcrypt,conda-forge/bcrypt,,,53518840.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8186.0,53411027.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4528172.0,,,,,3.0,,,,,,,,,,,,,, +88,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-02-27 11:10:09.000,2024-02-17 13:53:16,376.0,23.0,557,149.0,333.0,214.0,153.0,12400,2024-02-17 13:54:46.000,0.0.16,16.0,71.0,36,True,10218.0,10017.0,sqlmodel,conda-forge/sqlmodel,,,808993.0,https://pypi.org/project/sqlmodel,2024-02-17 13:54:46.000,201.0,808120.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,26199.0,,,,,2.0,,['pydantic'],,,,,,,,,,,, +89,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-02-29 08:07:10.000,2024-02-15 11:23:58,1046.0,7.0,840,426.0,404.0,155.0,1162.0,3744,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,36,True,11043.0,10051.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,3438105.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,992.0,3437992.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8444.0,,,,,2.0,,,,,,,,,,,,,, +90,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-02-13 17:00:15.000,2023-12-01 12:49:19,374.0,,233,46.0,143.0,110.0,139.0,3372,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,903258.0,881182.0,colorama,conda-forge/colorama,,,138985015.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22076.0,138683318.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,28359605.0,,,,,2.0,,,,,,,,,,,,,, +91,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,587,96.0,178.0,30.0,316.0,3075,,,21.0,83.0,36,True,778701.0,761338.0,pycparser,conda-forge/pycparser,,,154242682.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17363.0,153830768.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,37072267.0,,,,,2.0,,,,,,,,,,,,,, +92,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-02-26 14:23:26.000,2024-02-26 14:23:25,2684.0,28.0,480,123.0,565.0,326.0,1517.0,2799,2024-02-22 21:55:36.000,0.30.15,160.0,65.0,36,True,31392.0,30746.0,xlwings,conda-forge/xlwings,,17399.0,189184.0,https://pypi.org/project/xlwings,2024-02-22 21:55:36.000,646.0,172900.0,https://anaconda.org/conda-forge/xlwings,2024-02-23 08:45:30.682,717182.0,,,,,1.0,,,,,,,,,,,,,, +93,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-02-28 13:26:56.000,2024-02-16 19:33:37,1515.0,7.0,457,134.0,570.0,318.0,378.0,2433,2023-11-17 10:47:56.000,1.2.0,30.0,137.0,36,True,27898.0,26585.0,dateparser,conda-forge/dateparser,,,5947701.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1313.0,5943209.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,197676.0,,,,,2.0,,,,,,,,,,,,,, +94,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-02-08 15:53:45.000,2024-02-08 15:35:16,1093.0,16.0,472,55.0,310.0,10.0,325.0,2380,2024-02-08 15:53:45.000,2.2.4,40.0,84.0,36,True,162828.0,155565.0,mysqlclient,conda-forge/mysqlclient,,5278.0,5631894.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7263.0,5624198.0,https://anaconda.org/conda-forge/mysqlclient,2024-02-07 19:27:24.743,328399.0,,,,,2.0,,,,,,,,,,,,,, +95,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-01-19 14:19:34.000,2023-11-13 16:35:34,1579.0,,463,45.0,638.0,341.0,405.0,2210,2021-07-14 08:19:18.000,2.8.2,32.0,131.0,36,True,5850.0,,python-dateutil,conda-forge/python-dateutil,,35072.0,252328652.0,https://pypi.org/project/python-dateutil,2021-07-14 08:19:18.000,5850.0,251757937.0,https://anaconda.org/conda-forge/python-dateutil,2023-06-16 13:24:59.139,53046151.0,,,,,2.0,,,,,,,,,,,,,, +96,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,42.0,114.0,24.0,151.0,1959,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,333811.0,331471.0,pyrsistent,conda-forge/pyrsistent,,,37842408.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2340.0,37364237.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20561368.0,,,,,1.0,,,,,,,,,,,,,, +97,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-02-26 12:54:12.000,2024-01-29 17:16:30,766.0,11.0,124,35.0,220.0,51.0,205.0,1344,2024-01-23 20:48:15.000,3.2.2,125.0,72.0,36,True,52540.0,50295.0,argcomplete,conda-forge/argcomplete,,338.0,25981366.0,https://pypi.org/project/argcomplete,2024-01-23 20:48:15.000,2245.0,25946655.0,https://anaconda.org/conda-forge/argcomplete,2024-01-24 11:25:03.802,1492484.0,,,,,2.0,,,,,,,,,,,,,, +98,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-02-29 04:29:22.000,2024-02-28 12:52:28,1893.0,45.0,244,45.0,936.0,274.0,405.0,1305,2024-02-14 20:19:59.000,2.17.0,74.0,97.0,36,True,3890.0,3369.0,zarr,conda-forge/zarr,,,612727.0,https://pypi.org/project/zarr,2024-02-14 20:19:59.000,521.0,545691.0,https://anaconda.org/conda-forge/zarr,2024-02-15 08:26:58.860,2882574.0,,,,,2.0,,,,,,,,,,,,,, +99,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-02-29 13:29:09.000,2024-02-29 03:33:22,15682.0,256.0,7177,738.0,5915.0,1760.0,3743.0,18034,2024-02-20 12:36:21.000,1.22.2,18.0,621.0,35,True,14.0,,micropython-_markupbase,,,73114.0,937.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,,,,,2.0,,,,,,,,,,,,,, +100,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,1.0,965,216.0,185.0,156.0,295.0,11388,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,33918.0,32441.0,schedule,conda-forge/schedule,,,1901514.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1477.0,1900151.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,50452.0,,,,,3.0,,,,,,,,,,,,,, +101,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-02-28 02:39:29.000,2024-01-13 20:41:01,2434.0,2.0,1222,231.0,478.0,145.0,1014.0,8150,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,35,True,12242.0,10283.0,supervisor,conda-forge/supervisor,,,1786481.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1959.0,1779277.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,288195.0,,,,,2.0,,,,,,,,,,,,,, +102,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,161.0,110.0,260.0,186.0,7889,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,124650.0,112165.0,docopt,conda-forge/docopt,,,10767024.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12485.0,10745381.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2034531.0,,,,,2.0,,,,,,,,,,,,,, +103,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-02-06 20:38:32.000,2023-12-16 21:30:31,835.0,9.0,391,68.0,284.0,226.0,321.0,5982,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,35,True,26990.0,25670.0,pendulum,conda-forge/pendulum,,533.0,21921086.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1320.0,21899749.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,917292.0,,,,,2.0,,,,,,,,,,,,,, +104,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,105.0,96.0,87.0,162.0,5327,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,69168.0,63417.0,xmltodict,conda-forge/xmltodict,,,36474225.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5751.0,36433503.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3665008.0,,,,,2.0,,,,,,,,,,,,,, +105,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-02-25 11:23:50.000,2024-02-25 08:36:53,1189.0,6.0,588,137.0,330.0,34.0,222.0,4490,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,35,True,94992.0,93711.0,tablib,conda-forge/tablib,,,1907483.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1281.0,1906400.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,94294.0,,,,,2.0,,,,,,,,,,,,,, +106,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-02-05 21:36:42.000,2024-02-01 13:26:45,909.0,10.0,371,87.0,276.0,26.0,318.0,4212,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4561.0,,ujson,conda-forge/ujson,,,10701935.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4561.0,10598207.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4564035.0,,,,,2.0,,,,,,,,,,,,,, +107,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-02-26 08:08:49.890,2024-02-26 07:08:19,1633.0,18.0,456,87.0,113.0,9.0,169.0,3380,2024-02-26 07:18:25.000,8.13.31,240.0,30.0,35,True,1478.0,,phonenumbers,conda-forge/phonenumbers,,,5556162.0,https://pypi.org/project/phonenumbers,2024-02-26 07:18:25.000,1478.0,5529791.0,https://anaconda.org/conda-forge/phonenumbers,2024-02-26 08:08:49.890,870272.0,,,,,1.0,,,,,,,,,,,,,, +108,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-02-27 16:47:01.000,2024-02-27 16:47:01,514.0,9.0,583,125.0,230.0,61.0,986.0,2813,2024-02-05 17:00:57.000,5.1.0,64.0,57.0,35,False,56889.0,54644.0,pyodbc,conda-forge/pyodbc,,,25090968.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2245.0,25059731.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1249480.0,,,,,2.0,,,,,,,,,,,,,, +109,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-02-29 10:57:17.000,2024-02-29 10:57:16,1778.0,19.0,210,91.0,257.0,,,2294,2023-11-14 21:54:12.000,3.3.2,47.0,50.0,35,True,84314.0,83098.0,motor,conda-forge/motor,,,1523527.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1216.0,1521921.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,64268.0,,,,,2.0,,,,,,,,,,,,,, +110,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,12.0,213,36.0,261.0,37.0,211.0,1798,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,35,True,16650.0,15269.0,voluptuous,conda-forge/voluptuous,,,3276679.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1381.0,3267836.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,344888.0,,,,,2.0,,,,,,,,,,,,,, +111,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,2.0,331,66.0,124.0,20.0,179.0,1626,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,141252.0,120242.0,simplejson,conda-forge/simplejson,,6427.0,20752615.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21010.0,20683579.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3103668.0,,,,,2.0,,,,,,,,,,,,,, +112,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-02-29 00:20:02.000,2024-02-29 00:20:01,744.0,59.0,223,61.0,464.0,148.0,626.0,1521,2019-06-19 22:31:20.000,3.7.4,16.0,96.0,35,True,6060.0,,typing,conda-forge/typing,,,8238710.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6060.0,8207376.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2976773.0,,,,,2.0,,,,,,,,,,,,,, +113,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-02-25 20:33:08.000,2024-02-25 20:31:54,537.0,15.0,85,24.0,302.0,30.0,75.0,1200,2023-10-30 18:54:14.000,2.1.0,34.0,35.0,35,True,20606.0,20333.0,cleo,conda-forge/cleo,,,29624525.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,273.0,29608000.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,661015.0,,,,,2.0,,,,,,,,,python-poetry/cleo,,,,, +114,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-02-20 03:42:47.000,2024-02-20 03:40:50,1413.0,23.0,165,34.0,172.0,69.0,237.0,1189,2024-02-20 03:42:47.000,3.0.3,41.0,73.0,35,True,2462.0,,jsonpickle,conda-forge/jsonpickle,,,11012938.0,https://pypi.org/project/jsonpickle,2024-02-20 03:42:47.000,2462.0,10964880.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1633984.0,,,,,2.0,,,,,,,,,,,,,, +115,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-02-27 15:48:38.000,2024-02-27 15:48:37,1028.0,9.0,257,19.0,401.0,128.0,319.0,795,2024-02-05 02:51:09.000,2024.2.0,67.0,134.0,35,True,17603.0,16826.0,s3fs,conda-forge/s3fs,,,226760349.0,https://pypi.org/project/s3fs,2024-02-05 02:51:09.000,777.0,226603944.0,https://anaconda.org/conda-forge/s3fs,2024-02-05 13:59:04.728,6569015.0,,,,,2.0,-1.0,,,,,,,,,,,,, +116,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-02-27 15:50:51.000,2024-02-27 15:50:50,296.0,14.0,92,16.0,198.0,13.0,93.0,639,2023-10-30 18:29:37.000,3.13.1,65.0,43.0,35,True,401543.0,398612.0,filelock,conda-forge/filelock,,,118622369.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2931.0,118249799.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16765674.0,,,,,2.0,,,,,,,,,tox-dev/filelock,,,,, +117,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,13.0,36.0,32.0,55.0,300,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1931821.0,1848027.0,pytz,conda-forge/pytz,,11.0,176793040.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83794.0,175529443.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,49279889.0,,,,,2.0,,,,,,,,,,,,,, +118,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-01-11 21:52:28.000,2023-12-21 19:12:29,604.0,12.0,128,19.0,239.0,50.0,36.0,195,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,35,True,278164.0,273779.0,s3transfer,conda-forge/s3transfer,,,302739636.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4385.0,302298153.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17659342.0,,,,,2.0,,,,,,,,,,,,,, +119,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-26 22:08:21.000,2024-01-26 22:08:21,1605.0,1.0,1921,465.0,552.0,476.0,1310.0,14478,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,180.0,21.0,fabric,conda-forge/fabric,,,5946240.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,159.0,5943956.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,84534.0,,,,,3.0,,,,,,,,,,,,,, +120,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-02-29 10:53:54.000,2024-02-29 10:53:54,25.0,25.0,1800,230.0,3080.0,743.0,2843.0,13044,2024-02-14 16:27:28.000,5.0.2,183.0,19.0,34,False,11481.0,11119.0,pysimplegui,conda-forge/pysimplegui,,,745389.0,https://pypi.org/project/pysimplegui,2024-02-14 16:27:28.000,362.0,742854.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,136926.0,,,,,2.0,,,,,,,,,,,,,, +121,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-02-27 10:37:08.000,2024-02-07 03:14:07,2805.0,27.0,641,148.0,504.0,269.0,1019.0,11941,2024-02-26 17:23:29.000,1.11.0,221.0,65.0,34,True,2764.0,2707.0,dearpygui,,,,71065.0,https://pypi.org/project/dearpygui,2024-02-26 17:23:29.000,57.0,71065.0,,,,,,,,2.0,-1.0,,,,,,,,,,,,, +122,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-02-29 11:06:05.000,2024-02-28 17:54:29,8794.0,215.0,572,87.0,2297.0,53.0,392.0,7529,2024-02-28 17:49:59.000,3.8.22,154.0,126.0,34,True,2721.0,2667.0,hub,,,,3901.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3901.0,,,,,,,,2.0,,,,,,,,,activeloopai/deeplake,,,,, +123,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-02-20 09:06:24.000,2024-02-09 11:07:45,493.0,12.0,290,48.0,209.0,99.0,149.0,5758,2023-08-14 13:22:49.000,8.2.3,53.0,90.0,34,True,1794.0,,tenacity,conda-forge/tenacity,,,46161470.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1794.0,46012990.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5939205.0,,,,,2.0,,,,,,,,,,,,,, +124,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-02-17 20:59:11.000,2024-02-11 15:15:42,498.0,57.0,318,23.0,137.0,22.0,132.0,3748,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,34,True,27186.0,26712.0,gdown,conda-forge/gdown,,,1765602.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,474.0,1759870.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,252244.0,,,,,2.0,,,,,,,,,,,,,, +125,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-02-14 19:56:39.000,2024-02-14 15:43:45,557.0,7.0,816,72.0,423.0,93.0,437.0,3716,2024-02-14 15:55:57.000,0.20.0,50.0,144.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,31079250.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,30738569.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15330679.0,,,,,2.0,,,,,,,,,,,,,, +126,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-02-27 18:40:20.000,2024-02-26 22:28:00,739.0,14.0,316,33.0,519.0,110.0,380.0,3451,2024-02-10 16:06:28.000,3.2.4,86.0,123.0,34,True,8294.0,7988.0,dynaconf,conda-forge/dynaconf,,,2355652.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,306.0,2353959.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,67727.0,,,,,2.0,,,,,,,,,dynaconf/dynaconf,,,,, +127,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-02-29 10:00:43.000,2024-02-28 01:18:23,654.0,19.0,190,34.0,52.0,25.0,166.0,3176,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2277.0,,sortedcontainers,conda-forge/sortedcontainers,,,37130692.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2277.0,36999920.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11900338.0,,,,,1.0,2.0,,,,,,,,,,,,, +128,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-02-27 08:17:35.000,2024-02-27 08:17:35,1446.0,20.0,214,45.0,1224.0,66.0,568.0,2676,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,3920.0,3868.0,docarray,conda-forge/docarray,,,76953.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,71817.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,128416.0,,,,,2.0,,,,,,,,,docarray/docarray,,,,, +129,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,313,48.0,111.0,17.0,188.0,2494,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,56912.0,53536.0,python-magic,conda-forge/python-magic,,,7427153.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3376.0,7421098.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,242213.0,,,,,2.0,,,,,,,,,,,,,, +130,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-02-19 05:13:47.000,2024-02-19 05:11:13,850.0,28.0,204,62.0,106.0,63.0,328.0,2121,2024-01-26 13:04:44.000,2.9.0,53.0,73.0,34,True,3244.0,,numexpr,conda-forge/numexpr,,587.0,7155681.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3244.0,6980960.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7687483.0,,,,,2.0,,,,,,,,,,,,,, +131,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-02-26 22:08:44.000,2023-11-14 07:16:07,1076.0,,213,27.0,170.0,65.0,218.0,1860,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10340.0,9459.0,deepdiff,conda-forge/deepdiff,,,7464003.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,881.0,7455053.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,393835.0,,,,,1.0,,,,,,,,,,,,,, +132,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-31 15:09:01.023,2024-01-31 12:53:43,507.0,14.0,267,26.0,120.0,13.0,148.0,1798,2024-01-31 12:58:25.000,2.10.1,45.0,66.0,34,True,68225.0,66682.0,emoji,conda-forge/emoji,,,2856264.0,https://pypi.org/project/emoji,2024-01-31 12:58:25.000,1543.0,2854659.0,https://anaconda.org/conda-forge/emoji,2024-01-31 15:09:01.023,67447.0,,,,,1.0,,,,,,,,,,,,,, +133,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,,167,30.0,283.0,88.0,166.0,1546,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,34,True,2999.0,,cloudpickle,conda-forge/cloudpickle,,27.0,39459898.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,2999.0,39090642.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15878014.0,,,,,3.0,,,,,,,,,,,,,, +134,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-02-29 13:16:37.000,2024-02-29 13:16:36,1421.0,61.0,152,21.0,941.0,58.0,383.0,1500,2024-01-16 15:40:08.000,9.1.1,60.0,72.0,34,True,921.0,873.0,copier,,,,224373.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,224373.0,,,,,,,,2.0,,,,,,,,,,,,,, +135,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-02-25 10:28:40.000,2024-02-25 10:28:33,4849.0,25.0,270,61.0,387.0,170.0,551.0,1257,2023-11-27 12:13:28.000,3.9.2,46.0,130.0,34,True,2636.0,,tables,conda-forge/pytables,,182.0,1161918.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2636.0,1001954.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6878370.0,,,,,2.0,,,,,,,,,,,,,, +136,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-02-20 15:36:55.000,2024-01-31 13:32:23,1386.0,2.0,316,32.0,329.0,194.0,239.0,1185,2023-05-02 07:31:50.000,0.41.1,214.0,119.0,34,True,30352.0,28182.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,5664353.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2170.0,5658183.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,549185.0,,,,,2.0,,,,,,,,,,,,,, +137,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,203,41.0,114.0,149.0,271.0,1139,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,True,37094.0,36377.0,py4j,conda-forge/py4j,,,40103111.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,717.0,40047078.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5043033.0,,,,,2.0,,,,,,,,,py4j/py4j,,,,, +138,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-02-20 10:07:45.000,2024-02-20 10:07:45,728.0,27.0,130,23.0,298.0,52.0,132.0,1121,2024-01-24 13:45:14.000,1.4.0,22.0,52.0,34,True,10614.0,,pluggy,conda-forge/pluggy,,,116995145.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10614.0,116385441.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24388186.0,,,,,2.0,,,,,,,,,,,,,, +139,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-02-15 16:49:34.000,2023-08-23 16:34:33,392.0,,104,24.0,57.0,13.0,93.0,803,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,560096.0,535623.0,decorator,conda-forge/decorator,,,75784110.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24473.0,75500273.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25829174.0,,,,,2.0,,,,,,,,,,,,,, +140,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-02-28 14:50:36.000,2024-02-22 08:56:55,1171.0,37.0,299,31.0,853.0,9.0,538.0,739,2024-02-11 00:42:22.000,7.2.4,111.0,130.0,34,True,7115.0,6616.0,minio,conda-forge/minio,,,2123203.0,https://pypi.org/project/minio,2024-02-11 00:41:04.000,499.0,2119449.0,https://anaconda.org/conda-forge/minio,2024-02-11 03:08:30.912,157682.0,,,,,2.0,-1.0,,,,,,,,,,,,, +141,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-02-27 17:39:18.000,2024-02-27 17:39:17,395.0,21.0,154,62.0,400.0,38.0,303.0,411,2024-02-05 16:50:23.000,0.21.0,45.0,49.0,34,True,9698.0,9362.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,9877907.0,https://pypi.org/project/pandas-gbq,2024-02-05 16:50:23.000,336.0,9831045.0,https://anaconda.org/conda-forge/pandas-gbq,2024-02-06 16:32:39.078,1874351.0,,,,,2.0,,,,,,,,,,,,,, +142,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-02-16 04:55:31.000,2024-02-14 20:05:06,355.0,10.0,53,13.0,71.0,11.0,40.0,369,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,34,True,524577.0,510973.0,wcwidth,conda-forge/wcwidth,,,61390464.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13604.0,60861502.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,23274333.0,,,,,3.0,,,,,,,,,,,,,, +143,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-02-27 09:30:33.000,2024-01-05 14:42:12,533.0,1.0,2226,388.0,475.0,360.0,188.0,34346,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1393.0,1353.0,diagrams,conda-forge/diagrams,,,164244.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,40.0,160322.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,176531.0,,,,,2.0,,,,,,,,,,,,,, +144,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-02-29 09:34:13.000,2024-02-28 20:36:42,485.0,8.0,515,69.0,304.0,208.0,167.0,13128,2023-05-02 05:22:17.780,0.9.0,27.0,40.0,33,True,3030.0,21.0,typer,conda-forge/typer,,,16809792.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,3009.0,16765212.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,2050714.0,,,,,3.0,,,,,,,,,,,,,, +145,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-02-29 07:31:31.000,2024-02-29 04:28:36,1876.0,6.0,616,123.0,1297.0,260.0,1102.0,7990,2023-02-23 18:30:37.000,1.3.2,22.0,116.0,33,True,20615.0,20606.0,hydra,conda-forge/hydra-core,,,29720.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,10977.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,899700.0,,,,,2.0,,,,,,,,,,,,,, +146,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-01-04 14:08:21.000,2024-01-04 14:08:21,1465.0,1.0,542,134.0,235.0,7.0,466.0,6817,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,33,True,16862.0,14202.0,sh,conda-forge/sh,,,6007910.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2660.0,6003121.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,191572.0,,,,,3.0,,,,,,,,,,,,,, +147,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-02-03 19:08:30.000,2024-01-15 07:50:50,1535.0,2.0,348,142.0,204.0,66.0,106.0,6377,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,33,True,6896.0,6453.0,boltons,conda-forge/boltons,,25.0,3520741.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,443.0,3426607.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,4141921.0,,,,,2.0,,,,,,,,,,,,,, +148,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-02-23 21:54:45.000,2024-02-23 21:54:43,1931.0,19.0,605,131.0,332.0,34.0,870.0,5753,2024-02-13 20:38:55.000,1.4.0,40.0,107.0,33,True,1953.0,1582.0,csvkit,conda-forge/csvkit,,,206152.0,https://pypi.org/project/csvkit,2024-02-13 20:38:55.000,371.0,202976.0,https://anaconda.org/conda-forge/csvkit,2024-02-14 01:14:39.007,104831.0,,,,,2.0,,,,,,,,,,,,,, +149,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-02-24 18:11:28.000,2024-02-22 20:03:43,334.0,4.0,253,54.0,205.0,125.0,199.0,3657,2023-08-28 14:51:41.000,0.8.0,42.0,59.0,33,True,22225.0,22103.0,databases,conda-forge/databases,,,442768.0,https://pypi.org/project/databases,2023-08-28 14:51:41.000,122.0,437789.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,194214.0,,,,,3.0,,,,,,,,,,,,,, +150,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-02-29 13:43:22.000,2024-02-23 12:15:13,6291.0,218.0,380,40.0,2196.0,61.0,230.0,3545,2024-02-20 09:52:27.000,0.55.3,128.0,89.0,33,True,402.0,400.0,zenml,,,1.0,39864.0,https://pypi.org/project/zenml,2024-02-20 09:32:26.000,2.0,39864.0,,,,,,,,2.0,,,,,,,,,,,,,, +151,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,88.0,80.0,316.0,332.0,3479,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,33,True,4251.0,3884.0,pony,conda-forge/pony,,87.0,140132.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,367.0,137616.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98135.0,,,,,3.0,,,,,,,,,,,,,, +152,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,15.0,334.0,3089,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16799.0,15643.0,cerberus,conda-forge/cerberus,,,5045369.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1156.0,5031338.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,364824.0,,,,,2.0,,,,,,,,,,,,,, +153,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-02-27 00:50:03.000,2024-02-27 00:50:03,1052.0,29.0,373,48.0,390.0,64.0,321.0,3053,2024-02-26 11:59:05.000,7.0.1,58.0,116.0,33,True,638.0,,smart-open,conda-forge/smart_open,,,19564029.0,https://pypi.org/project/smart-open,2024-02-26 11:58:53.000,638.0,19510891.0,https://anaconda.org/conda-forge/smart_open,2024-02-27 00:48:45.551,2284963.0,,,,,2.0,,,,,,,,,piskvorky/smart_open,,,,, +154,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,1.0,185,51.0,325.0,127.0,225.0,2735,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,33,True,6370.0,5891.0,plumbum,conda-forge/plumbum,,,3314542.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,479.0,3302960.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,996111.0,,,,,3.0,,,,,,,,,,,,,, +155,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-02-29 11:48:41.000,2023-12-10 17:09:47,1032.0,1.0,275,36.0,375.0,206.0,258.0,2320,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,18196.0,18089.0,pypika,conda-forge/pypika,,,2441249.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,107.0,2440917.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,9309.0,,,,,3.0,,,,,,,,,,,,,, +156,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2124,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,219440.0,210823.0,xlrd,conda-forge/xlrd,,,19593314.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8617.0,19549112.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3668797.0,,,,,2.0,,,,,,,,,,,,,, +157,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-02-27 20:00:42.000,2024-02-26 20:19:32,296.0,8.0,153,28.0,63.0,13.0,231.0,1972,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,33,True,3656.0,,cachetools,conda-forge/cachetools,,,116870354.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,3656.0,116632000.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,10725951.0,,,,,1.0,,,,,,,,,,,,,, +158,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,,219,45.0,69.0,50.0,142.0,1942,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,33,True,11955.0,,wrapt,conda-forge/wrapt,,,117433314.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11955.0,117085812.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13900092.0,,,,,2.0,,,,,,,,,,,,,, +159,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2023-12-20 11:46:05.000,2023-12-20 11:46:04,868.0,1.0,250,49.0,291.0,11.0,271.0,1825,2023-09-28 13:18:30.000,1.0.7,23.0,78.0,33,True,2412.0,,msgpack,conda-forge/msgpack-python,,1277.0,62912426.0,https://pypi.org/project/msgpack,2023-09-28 13:18:30.000,2412.0,62536786.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15024932.0,,,,,3.0,,,,,,,,,,,,,, +160,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-02-28 21:42:56.000,2024-02-27 22:54:42,6041.0,6.0,576,78.0,1117.0,13.0,,1365,2023-12-21 22:45:31.000,3.29.0,76.0,198.0,33,True,7114.0,6404.0,cassandra-driver,conda-forge/cassandra-driver,,,1529226.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,710.0,1524553.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,196302.0,,,,,3.0,,,,,,,,,,,,,, +161,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-02-29 13:15:31.904,2024-02-29 09:57:40,1528.0,25.0,213,97.0,767.0,2.0,236.0,850,2024-02-29 11:06:31.000,5.18.0,133.0,43.0,33,True,8554.0,8328.0,neo4j-driver,conda-forge/neo4j-python-driver,,,137502.0,https://pypi.org/project/neo4j-driver,2024-02-29 10:58:19.000,226.0,132946.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-02-29 13:15:31.904,200484.0,,,,,3.0,,,,,,,,,,,,,, +162,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-02-27 00:09:09.000,2024-02-27 00:09:08,1346.0,186.0,95,20.0,808.0,16.0,132.0,379,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3389.0,,multidict,conda-forge/multidict,,6423.0,99628025.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3389.0,99336413.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11661680.0,,,,,2.0,,,,,,,,,,,,,, +163,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,,131,23.0,95.0,53.0,140.0,311,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,114923.0,107821.0,asn1crypto,conda-forge/asn1crypto,,,68097430.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7102.0,67992592.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8387053.0,,,,,3.0,,,,,,,,,,,,,, +164,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,33,False,483778.0,468634.0,pyasn1,conda-forge/pyasn1,,,175281352.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15144.0,172514727.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13833129.0,,,,,3.0,,,,,,,,,,,,,, +165,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,106.0,160.0,17.0,292.0,6396,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13587.0,12645.0,tinydb,conda-forge/tinydb,,,584651.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,942.0,580591.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,373580.0,,,,,2.0,,,,,,,,,,,,,, +166,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-02-13 12:48:31.000,2024-02-13 12:48:28,1194.0,4.0,337,43.0,495.0,495.0,506.0,4130,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7307.0,7203.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,121167.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,120642.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16822.0,,,,,3.0,,,,,,,,,,,,,, +167,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-02-29 11:54:57.000,2024-02-27 15:19:39,8234.0,485.0,679,83.0,1393.0,152.0,693.0,4050,2024-02-06 06:14:51.000,0.4.2,66.0,258.0,32,True,41.0,3.0,toga,,@pybee/toga,2648.0,4934.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,4757.0,,,,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,12.0,2.0,,,,,,,,,,,,,, +168,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-02-23 14:42:40.000,2022-12-19 03:14:24,1998.0,,312,50.0,205.0,209.0,359.0,3512,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3055.0,2928.0,dependency-injector,conda-forge/dependency_injector,,,1086562.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1085258.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,37840.0,,,,,2.0,,,,,,,,,,,,,, +169,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-02-29 10:25:26.000,2024-02-23 04:17:54,644.0,28.0,246,20.0,640.0,304.0,426.0,2865,2023-12-08 21:11:34.000,0.18.0,79.0,115.0,32,True,1471.0,1367.0,pandera,conda-forge/pandera-core,,,1527393.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,104.0,1526554.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,33577.0,,,,,2.0,,['pandas'],,,,,,,unionai-oss/pandera,,,,, +170,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,4.0,198,57.0,154.0,95.0,74.0,2821,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,32,True,9239.0,8290.0,schema,conda-forge/schema,,,10677986.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,949.0,10675449.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,139573.0,,,,,2.0,,,,,,,,,,,,,, +171,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,141.0,454.0,143.0,402.0,2791,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,32,True,23585.0,22721.0,pandas-datareader,conda-forge/pandas-datareader,,,394608.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,864.0,390396.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,345404.0,,,,,2.0,,,,,,,,,,,,,, +172,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,144,36.0,66.0,49.0,66.0,2500,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,134644.0,132391.0,aiofiles,conda-forge/aiofiles,,,12399170.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2253.0,12374840.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,973233.0,,,,,2.0,,,,,,,,,,,,,, +173,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-02-16 07:09:48.000,2024-02-16 07:09:47,836.0,8.0,430,40.0,639.0,269.0,369.0,2352,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1794.0,1633.0,pynamodb,conda-forge/pynamodb,,,1742322.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1730582.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,493119.0,,,,,3.0,,,,,,,,,,,,,, +174,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2046,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39536.0,6.0,chardet,conda-forge/chardet,@pypi/chardet,,58279937.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39526.0,57730078.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22539495.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,116.0,2.0,,,,,,,,,,,,,, +175,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,87.0,2032,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7080.0,,jmespath,conda-forge/jmespath,,,141020367.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7080.0,140826597.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17633072.0,,,,,3.0,,,,,,,,,,,,,, +176,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-02-26 17:44:42.000,2023-12-03 10:50:26,9954.0,9.0,925,85.0,1791.0,92.0,124.0,1995,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,32,True,863.0,,apache-libcloud,,,,220606.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,863.0,220606.0,,,,,,,,3.0,,,,,,,,,,,,,, +177,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-02-29 04:28:21.000,2024-02-29 04:28:20,1063.0,7.0,92,18.0,584.0,98.0,447.0,1739,2022-12-08 21:01:02.889,2.3.0,147.0,34.0,32,True,26116.0,25611.0,omegaconf,conda-forge/omegaconf,,,7595262.0,https://pypi.org/project/omegaconf,2024-02-15 19:26:03.000,505.0,7569177.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1278203.0,,,,,3.0,,,,,,,,,,,,,, +178,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,217,47.0,180.0,58.0,337.0,1477,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2459.0,2360.0,pygsheets,,,,1448230.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1448230.0,,,,,,,,3.0,,,,,,,,,,,,,, +179,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-02-26 10:24:16.000,2024-01-12 09:43:33,550.0,14.0,79,22.0,230.0,36.0,99.0,1368,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,32,True,11851.0,11433.0,questionary,conda-forge/questionary,,,1672458.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1670723.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,65967.0,,,,,3.0,,,,,,,,,,,,,, +180,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-02-19 19:43:08.081,2024-01-26 18:48:28,2257.0,68.0,474,,,,,1305,2023-06-21 16:43:02.350,0.27.1,71.0,225.0,32,True,465.0,,holidays,conda-forge/holidays,,,6755000.0,https://pypi.org/project/holidays,2024-02-19 18:00:42.000,465.0,6667280.0,https://anaconda.org/conda-forge/holidays,2024-02-19 19:43:08.081,3771967.0,,,,,3.0,,,,,,,,,,,,,, +181,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-02-26 20:39:40.596,2024-02-25 00:15:02,1274.0,1.0,104,32.0,208.0,49.0,194.0,983,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,47676.0,45995.0,Bottleneck,conda-forge/bottleneck,,,902313.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1681.0,804624.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,3907571.0,,,,,2.0,,,,,,,,,,,,,, +182,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-02-27 02:46:57.710,2024-02-26 21:01:00,2142.0,49.0,138,42.0,429.0,101.0,260.0,973,2024-02-26 21:16:41.000,2.0.3,33.0,86.0,32,True,2169.0,2037.0,intake,conda-forge/intake,,,73328.0,https://pypi.org/project/intake,2024-02-26 21:16:41.000,132.0,60958.0,https://anaconda.org/conda-forge/intake,2024-02-27 02:46:57.710,544284.0,,,,,2.0,,,,,,,,,,,,,, +183,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,,125,24.0,71.0,23.0,162.0,893,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,18892.0,18538.0,anytree,conda-forge/anytree,,,1129174.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,354.0,1128360.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,37488.0,,,,,2.0,,,,,,,,,,,,,, +184,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-02-07 08:51:18.000,2024-02-07 08:51:17,354.0,8.0,141,13.0,165.0,22.0,138.0,890,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,32,True,108031.0,106170.0,validators,conda-forge/validators,,20.0,8233948.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1861.0,8220824.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,564312.0,,,,,2.0,,,,,,,,,python-validators/validators,,,,, +185,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-02-07 23:37:40.000,2024-02-07 23:37:39,709.0,28.0,42,4.0,41.0,6.0,65.0,47,2023-09-18 15:18:43.000,3.17.0,49.0,25.0,32,False,4238.0,,zipp,conda-forge/zipp,,,181904971.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4238.0,181033520.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35729507.0,,,,,2.0,,,,,,,,,,,,,, +186,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-02-22 20:52:06.000,2023-03-04 17:45:05,299.0,,565,131.0,193.0,188.0,344.0,6081,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,6989.0,6903.0,eel,,,,70746.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,70746.0,,,,,,,,3.0,,,,,,,,,python-eel/Eel,,,,, +187,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,6.0,856,167.0,745.0,17.0,962.0,5661,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,489.0,475.0,snorkel,conda-forge/snorkel,,1067.0,42982.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,14.0,41615.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,47451.0,,,,,3.0,,,,,,,,,,,,,, +188,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,93.0,186.0,16.0,429.0,5267,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3630.0,3355.0,transitions,conda-forge/transitions,,,549669.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,275.0,539051.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,594628.0,,,,,1.0,,,,,,,,,,,,,, +189,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,222.0,90.0,243.0,43.0,5176,,,41.0,28.0,31,False,8815.0,7988.0,pdfminer,conda-forge/pdfminer,,,199806.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,827.0,199402.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36365.0,,,,,3.0,,,,,,,,,,,,,, +190,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,5.0,380,85.0,176.0,,609.0,4818,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,31,True,1561.0,1381.0,huey,conda-forge/huey,,,105527.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,105050.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33422.0,,,,,2.0,,,,,,,,,,,,,, +191,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-02-18 14:47:13.000,2023-01-31 21:17:34,775.0,,418,79.0,70.0,371.0,194.0,3629,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,False,15918.0,15364.0,keyboard,conda-forge/keyboard,,,421730.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,554.0,420930.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25600.0,,,,,3.0,,,,,,,,,,,,,, +192,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,,243,64.0,89.0,23.0,273.0,3491,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,31,True,1080.0,960.0,asciimatics,conda-forge/asciimatics,,,130451.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,126799.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,146087.0,,,,,3.0,,,,,,,,,,,,,, +193,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,305.0,1629.0,112.0,486.0,3313,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,346.0,329.0,koalas,conda-forge/koalas,,1019.0,1357665.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1351904.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,327437.0,,,,,3.0,,"['spark', 'pandas']",,,,,,,,,,,, +194,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3180,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10025.0,9207.0,blaze,conda-forge/blaze,,,18991.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,16395.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202495.0,,,,,3.0,,,,,,,,,,,,,, +195,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-02-27 14:39:43.000,2024-02-23 17:01:06,1768.0,46.0,102,45.0,1376.0,66.0,354.0,3171,2023-08-26 13:41:44.000,0.22.0,25.0,48.0,31,True,584.0,525.0,returns,conda-forge/returns,,,174904.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,174650.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8395.0,,,,,3.0,,,,,,,,,,,,,, +196,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,28.0,76.0,4.0,90.0,2646,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,126809.0,123384.0,python-decouple,conda-forge/python-decouple,,12.0,2416379.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3425.0,2415379.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,77062.0,,,,,3.0,,,,,,,,,HBNetwork/python-decouple,,,,, +197,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2608,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1529.0,1415.0,mrjob,conda-forge/mrjob,,,94208.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,88359.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,520604.0,,,,,2.0,,,,,,,,,,,,,, +198,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-02-29 11:44:28.000,2024-02-29 11:44:27,3955.0,97.0,318,35.0,342.0,146.0,556.0,2500,2024-02-25 20:40:20.000,2.9.2,214.0,105.0,31,True,111.0,99.0,pyinfra,,,,37510.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,12.0,37510.0,,,,,,,,3.0,,,,,,,,,pyinfra-dev/pyinfra,,,,, +199,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-02-28 17:37:52.000,2024-02-28 15:15:34,1513.0,57.0,265,42.0,685.0,151.0,939.0,1959,2024-02-15 18:12:07.000,1.10.0,122.0,46.0,31,False,370.0,352.0,sdv,conda-forge/sdv,,,39064.0,https://pypi.org/project/sdv,2024-02-15 18:02:21.000,18.0,38432.0,https://anaconda.org/conda-forge/sdv,2024-02-16 03:46:50.208,16453.0,,,,,3.0,,,,,,,,,,,,,, +200,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,96.0,402.0,167.0,379.0,1679,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9354.0,8091.0,influxdb,conda-forge/influxdb,,,1745746.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1263.0,1742759.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,137420.0,,,,,3.0,,,,,,,,,,,,,, +201,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1673,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2105.0,,humanize,conda-forge/humanize,,,7043189.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2105.0,7031530.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,513009.0,,,,,2.0,,,,,,,,,,,,,, +202,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-02-08 20:57:18.711,2024-02-08 18:31:20,271.0,3.0,148,35.0,78.0,1.0,70.0,1429,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,31,True,2958.0,,python-slugify,conda-forge/python-slugify,,,18255511.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2958.0,18210399.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,1939843.0,,,,,2.0,,,,,,,,,,,,,, +203,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-02-25 20:33:15.000,2024-02-25 20:33:14,687.0,40.0,63,16.0,246.0,1.0,59.0,1384,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,23101.0,22569.0,bidict,conda-forge/bidict,,30.0,1920358.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,532.0,1911440.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,383489.0,,,,,2.0,,,,,,,,,,,,,, +204,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,50.0,202.0,85.0,371.0,1179,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,31,True,3666.0,3580.0,petl,conda-forge/petl,,,1762238.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,1757217.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,220928.0,,,,,2.0,,,,,,,,,,,,http://petl.readthedocs.org,, +205,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1169,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,7027.0,6695.0,sshtunnel,conda-forge/sshtunnel,,,7720179.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,332.0,7718642.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,136863.0,,,,,3.0,,,,,,,,,,,,,, +206,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1017,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,True,289672.0,274407.0,appdirs,conda-forge/appdirs,,,21037037.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15265.0,20931227.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10051995.0,,,,,3.0,,,,,,,,,,,,,, +207,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-02-19 08:58:32.000,2023-06-25 23:23:50,1269.0,,256,19.0,214.0,31.0,302.0,895,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,5988.0,5662.0,fastcore,conda-forge/fastcore,,,1160701.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,1158092.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,67854.0,,,,,3.0,,,,,,,,,,,,,, +208,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,33.0,611.0,878,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8445.0,8083.0,cx-Oracle,conda-forge/cx_oracle,,,3337119.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3324845.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,527796.0,,,,,3.0,,,,,,,,,,,,,, +209,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,1.0,60,7.0,76.0,2.0,81.0,182,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,157509.0,153641.0,tzlocal,conda-forge/tzlocal,,,46330625.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3868.0,46245518.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2553224.0,,,,,3.0,,,,,,,,,,,,,, +210,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-02-27 16:00:46.000,2024-02-07 21:28:16,799.0,23.0,50,49.0,719.0,49.0,180.0,59,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3428.0,3412.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4167917.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,16.0,4165011.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,104631.0,,,,,3.0,,,,,,,,,,,,,, +211,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-02-26 11:58:16.846,2024-02-25 20:30:50,895.0,41.0,41,12.0,57.0,4.0,238.0,54,2024-02-25 20:41:47.000,6.1.2,67.0,39.0,31,False,1791.0,,importlib-resources,conda-forge/importlib_resources,,,77426802.0,https://pypi.org/project/importlib-resources,2024-02-25 20:41:31.000,1791.0,77019555.0,https://anaconda.org/conda-forge/importlib_resources,2024-02-26 11:58:16.846,18326150.0,,,,,2.0,,,,,,,,,,,,,, +212,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,991,283.0,300.0,164.0,463.0,20204,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,975.0,883.0,gooey,conda-forge/gooey,,594.0,6863.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,5557.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73816.0,,,,,3.0,,,,,,,,,,,,,, +213,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-02-23 15:01:05.000,2023-07-21 10:40:58,3636.0,,592,146.0,969.0,500.0,774.0,8141,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,714.0,680.0,vaex,conda-forge/vaex,,280.0,29318.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,34.0,27279.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,179312.0,,,,,3.0,,,,,,,,,,,,,, +214,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,262.0,4700,2023-07-12 08:56:00.739,1.6.2,57.0,77.0,30,True,4226.0,3642.0,dataset,conda-forge/dataset,,,92388.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,584.0,92160.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,7982.0,,,,,3.0,,,,,,,,,,,,,, +215,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-02-20 18:13:35.000,2024-02-01 14:47:54,992.0,3.0,141,71.0,70.0,9.0,72.0,3232,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10896.0,10246.0,funcy,conda-forge/funcy,,,1497115.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,650.0,1492283.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,410731.0,,,,,3.0,,,,,,,,,,,,,, +216,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-02-15 20:53:28.617,2024-02-01 18:17:41,1177.0,19.0,590,174.0,468.0,96.0,477.0,3017,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,275.0,242.0,arctic,conda-forge/arctic,,209.0,5614.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,4128.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31166.0,,,,,3.0,,,,,,,,,,,,,, +217,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2573,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1979.0,1592.0,schematics,conda-forge/schematics,,,314732.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,314258.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26101.0,,,,,3.0,,,,,,,,,,,,,, +218,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-02-28 22:03:59.000,2024-02-28 19:00:51,836.0,31.0,113,32.0,1064.0,12.0,401.0,2501,2024-02-20 22:43:26.000,1.3.24,318.0,32.0,30,True,244.0,238.0,whylogs,,,45.0,236320.0,https://pypi.org/project/whylogs,2024-02-20 22:43:26.000,6.0,236318.0,,,,,,,,2.0,,,,,,,,,,,,,, +219,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-01-22 06:47:11.000,2024-01-03 03:34:41,233.0,1.0,277,48.0,74.0,50.0,113.0,2273,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1178.0,1110.0,datasketch,,,19.0,1387155.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,68.0,1387155.0,,,,,,,,3.0,,,,,,,,,,,,,, +220,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-02-28 18:55:54.000,2024-02-28 18:54:44,639.0,25.0,141,22.0,537.0,37.0,254.0,997,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2217.0,2083.0,aiocache,,,16.0,526469.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,134.0,526469.0,,,,,,,,2.0,,,,,,,,,,,,,, +221,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-02-23 21:13:04.000,2024-02-23 21:13:03,987.0,19.0,100,22.0,94.0,28.0,83.0,905,2023-07-04 14:19:04.678,7.0.0,49.0,54.0,30,True,1048.0,,inflect,conda-forge/inflect,,,4882347.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1048.0,4874150.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,360680.0,,,,,3.0,,,,,,,,,,,,,, +222,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-02-10 06:27:15.000,2024-02-10 06:26:08,1009.0,3.0,49,17.0,76.0,2.0,89.0,839,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,28109.0,26767.0,natsort,conda-forge/natsort,,,4613436.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1342.0,4574279.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1527132.0,,,,,3.0,,,,,,,,,,,,,, +223,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-02-25 17:09:01.000,2020-10-21 17:48:31,219.0,,77,16.0,277.0,46.0,25.0,679,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,46719.0,44579.0,cached-property,conda-forge/cached-property,,,13019946.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2140.0,12914840.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8723840.0,,,,,2.0,,,,,,,,,,,,,, +224,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-02-20 04:53:11.000,2024-02-20 04:53:10,572.0,17.0,358,36.0,306.0,27.0,125.0,657,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4595.0,3313.0,pysolr,conda-forge/pysolr,,,284501.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,284239.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22091.0,,,,,3.0,,,,,,,,,,,,,, +225,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,68,23.0,49.0,6.0,90.0,521,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17450.0,15262.0,scandir,conda-forge/scandir,,,3291747.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3257418.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1373199.0,,,,,3.0,,,,,,,,,,,,,, +226,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,12.0,116.0,22.0,107.0,464,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7214.0,,rsa,conda-forge/rsa,,,150542858.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7214.0,150396281.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13338578.0,,,,,3.0,,,,,,,,,,,,,, +227,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,26.0,407,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,30,True,40575.0,40276.0,srsly,conda-forge/srsly,,,5665439.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5633396.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1409923.0,,,,,3.0,,,,,,,,,,,,,, +228,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-02-25 09:51:43.000,2024-01-22 12:51:42,875.0,7.0,66,18.0,477.0,146.0,287.0,380,2024-01-17 14:53:01.000,2.0.2,89.0,36.0,30,True,10154.0,9996.0,param,conda-forge/param,,,1094603.0,https://pypi.org/project/param,2024-01-17 14:52:38.000,158.0,1057430.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1486934.0,,,,,3.0,,,,,,,,,,,,,, +229,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-02-23 11:07:35.000,2024-02-05 23:03:25,958.0,4.0,4654,635.0,754.0,204.0,100.0,23399,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,116.0,100.0,algorithms,conda-forge/algorithms,,,1873.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1814.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2029.0,,,,,3.0,,,,,,,,,,,,,, +230,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7058,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1321.0,1139.0,records,conda-forge/records,,,235422.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,182.0,235118.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24933.0,,,,,3.0,,,,,,,,,,,,,, +231,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,552,141.0,293.0,282.0,244.0,6666,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,True,1836.0,1806.0,faust,,,,15158.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,15158.0,,,,,,,,3.0,,,,,,,,,,,,,, +232,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3448,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,9269.0,8785.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11150065.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,484.0,11129456.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,824388.0,,,,,3.0,,,,,,,,,,,,,, +233,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127,57.0,73.0,15.0,64.0,2419,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,8938.0,8527.0,addict,conda-forge/addict,,21.0,2894898.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,411.0,2890172.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,430107.0,,,,,2.0,,,,,,,,,,,,,, +234,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,43.0,218.0,108.0,274.0,1935,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,632.0,,fs,conda-forge/fs,,,1962272.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,632.0,1953116.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,705081.0,,,,,3.0,,,,,,,,,,,,,, +235,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,2.0,59,22.0,110.0,113.0,78.0,1808,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,29,True,1533.0,1403.0,glom,conda-forge/glom,,,1592766.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,1592061.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,29640.0,,,,,2.0,-2.0,,,,,,,,,,,,, +236,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1491,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,248.0,223.0,mleap,conda-forge/mleap,,,202556.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,200807.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78735.0,,,,,3.0,,,,,,,,,,,,,, +237,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-02-24 15:29:50.000,2024-02-24 15:29:49,850.0,37.0,47,12.0,272.0,10.0,92.0,1373,2023-12-27 10:24:57.000,0.33.1,64.0,7.0,29,True,1629.0,1590.0,python-benedict,conda-forge/python-benedict,,,553857.0,https://pypi.org/project/python-benedict,2023-12-27 10:24:57.000,39.0,550008.0,https://anaconda.org/conda-forge/python-benedict,2024-01-25 15:14:59.855,150130.0,,,,,2.0,,,,,,,,,,,,,, +238,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-02-25 22:48:16.000,2024-02-25 22:40:28,1743.0,13.0,82,15.0,436.0,114.0,245.0,1220,2024-02-25 22:48:16.000,1.3.1,250.0,42.0,29,True,342.0,331.0,piccolo,,,,21296.0,https://pypi.org/project/piccolo,2024-02-25 22:48:16.000,11.0,21296.0,,,,,,,,3.0,,,,,,,,,,,,,, +239,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,32.0,74.0,29.0,70.0,1105,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4897.0,4659.0,sqlitedict,conda-forge/sqlitedict,,,513405.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,238.0,510944.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,100923.0,,,,,2.0,,,,,,,,,piskvorky/sqlitedict,,,,, +240,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2104.0,1883.0,redis-py-cluster,,,4116.0,1938608.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,1938571.0,,,,,,,,3.0,,,,,,,,,,,,,, +241,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-02-07 23:42:24.000,2024-02-07 23:42:23,1257.0,32.0,145,39.0,84.0,2.0,133.0,1082,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,157.0,,path,conda-forge/path,,,1583510.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,157.0,1572420.0,https://anaconda.org/conda-forge/path,2024-02-04 17:21:07.741,499081.0,,,,,3.0,,,,,,,,,,,,,, +242,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-02-27 09:03:46.232,2024-02-27 02:45:34,195.0,9.0,147,26.0,46.0,11.0,78.0,960,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,29,True,479.0,,email-validator,conda-forge/email-validator,,,11067204.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,11063721.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,149781.0,,,,,3.0,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-02-28 20:49:58.360,2024-02-28 18:22:51,735.0,20.0,46,11.0,90.0,15.0,99.0,488,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5366.0,5087.0,python-rapidjson,conda-forge/python-rapidjson,,,1932120.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,279.0,1894216.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1516160.0,,,,,3.0,,,,,,,,,,,,,, +244,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,138,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,61427.0,59096.0,isodate,conda-forge/isodate,,,88892562.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2331.0,88842729.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4734216.0,,,,,3.0,,,,,,,,,,,,,, +245,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-02-20 18:10:39.000,2024-02-20 18:10:39,3054.0,9.0,225,29.0,295.0,99.0,762.0,3340,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,28,True,127.0,120.0,ploomber,conda-forge/ploomber,,,7313.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,4715.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,83141.0,,,,,3.0,,,,,,,,,,,,,, +246,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-02-26 17:22:28.000,2024-02-22 00:19:37,309.0,18.0,290,29.0,163.0,106.0,141.0,3076,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,28,True,116.0,114.0,img2dataset,,,1550.0,50951.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,50900.0,,,,,,,,3.0,,,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,420,94.0,110.0,37.0,127.0,2776,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7342.0,7183.0,sklearn-pandas,conda-forge/sklearn-pandas,,,218634.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,216885.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68230.0,,,,,3.0,,"['sklearn', 'pandas']",,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2639,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2404.0,2359.0,gino,,,,22300.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,22300.0,,,,,,,,3.0,,,,,,,,,,,,,, +249,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-01-19 21:18:28.000,2023-07-31 18:44:09,493.0,,101,31.0,83.0,19.0,128.0,2428,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1291.0,1245.0,swifter,conda-forge/swifter,,,471605.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,464417.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,316276.0,,,,,3.0,,['pandas'],,,,,,,,,,,, +250,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-02-19 17:07:01.000,2023-06-20 15:54:36,2284.0,,174,38.0,373.0,37.0,263.0,1975,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,312412.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,307666.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180385.0,,,,,3.0,,,,,,,,,,,,,, +251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1968,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8000.0,7903.0,gin-config,conda-forge/gin-config,,,210217.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,209692.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,23660.0,,,,,3.0,,,,,,,,,,,,,, +252,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,219.0,183.0,mongo-connector,,,,3666.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,3666.0,,,,,,,,3.0,,,,,,,,,,,,,, +253,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,2.0,154,94.0,1935.0,169.0,1337.0,1778,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2289.0,49808.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,49157.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23666.0,,,,,3.0,,,,,,,,,,,,,, +254,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-02-12 10:58:05.000,2024-02-12 10:58:02,2739.0,12.0,134,50.0,306.0,45.0,194.0,1506,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,28,False,310.0,227.0,enaml,conda-forge/enaml,,773.0,11037.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,7364.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,161215.0,,,,,3.0,,,,,,,,,,,,,, +255,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-02-27 19:50:53.000,2024-02-24 22:38:12,866.0,76.0,68,16.0,494.0,197.0,182.0,1505,2024-01-14 18:40:15.000,0.12.0,33.0,28.0,28,True,16.0,,prisma,,,,83731.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,83731.0,,,,,,,,3.0,,,,,,,,,,,,,, +256,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1424,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11080.0,9570.0,blessings,conda-forge/blessings,,,990590.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,984160.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,282943.0,,,,,3.0,,,,,,,,,,,,,, +257,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-02-23 04:12:34.000,2023-12-13 01:11:40,534.0,52.0,86,21.0,248.0,72.0,83.0,943,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3217.0,3211.0,odmantic,,,,22047.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,22047.0,,,,,,,,3.0,,,,,,,,,,,,,, +258,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-02-27 09:15:40.000,2023-07-01 09:55:10,181.0,,86,25.0,52.0,8.0,39.0,737,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,879.0,,munch,conda-forge/munch,,,2145420.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,879.0,1712984.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3891928.0,,,,,3.0,,,,,,,,,,,,,, +259,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,687,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11209.0,9971.0,parsedatetime,conda-forge/parsedatetime,,,6381030.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6378941.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,185958.0,,,,,3.0,,,,,,,,,,,,,, +260,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116,17.0,94.0,70.0,127.0,686,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,16638.0,15139.0,configargparse,conda-forge/configargparse,,,4164829.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1499.0,4143066.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,783488.0,,,,,3.0,,,,,,,,,,,,,, +261,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-01-26 11:19:39.000,2023-05-03 19:47:11,818.0,,141,25.0,107.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6513.0,5156.0,beaker,conda-forge/beaker,,,269376.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1357.0,268496.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,73049.0,,,,,3.0,,,,,,,,,,,,,, +262,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-02-23 01:54:47.000,2024-02-23 01:54:42,7207.0,275.0,32,10.0,283.0,42.0,574.0,396,2024-02-22 21:04:54.000,2.3.0,199.0,22.0,28,True,22.0,20.0,static-frame,conda-forge/static-frame,,,10556.0,https://pypi.org/project/static-frame,2024-02-22 21:04:54.000,2.0,3486.0,https://anaconda.org/conda-forge/static-frame,2024-02-23 00:47:18.081,318189.0,,,,,3.0,,,,,,,,,static-frame/static-frame,,,,, +263,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,19.0,88.0,71.0,96.0,306,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,37238.0,33823.0,configobj,conda-forge/configobj,,468.0,2885821.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3415.0,2874316.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,770644.0,,,,,3.0,,,,,,,,,,,,,, +264,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1365.0,1292.0,tabulator,conda-forge/tabulator-py,,,218970.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,218289.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54509.0,,,,,3.0,,,,,,,,,,,,,, +265,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,204,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,13879.0,13458.0,ordered-set,conda-forge/ordered-set,,,12375130.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,421.0,12370207.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,462825.0,,,,,3.0,,,,,,,,,,,,,, +266,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-02-18 09:15:53.000,2023-11-03 14:29:37,127.0,,21,7.0,58.0,4.0,7.0,169,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,28,True,36602.0,36516.0,catalogue,conda-forge/catalogue,,,5466379.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,5437720.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1232348.0,,,,,3.0,,,,,,,,,,,,,, +267,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-02-22 08:59:35.000,2022-03-10 10:33:50,585.0,,559,83.0,265.0,125.0,129.0,3728,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,131.0,,textract,conda-forge/textract,,,108604.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,131.0,108347.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22880.0,,,,,3.0,,,,,,,,,,,,,, +268,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,198,28.0,53.0,81.0,129.0,3441,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,,,482181.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,479868.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,74027.0,,,,,3.0,,"['pandas', 'jupyter']",,,,,,,,,,,, +269,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-02-05 01:51:48.000,2023-09-27 04:58:22,537.0,,130,49.0,63.0,14.0,123.0,2298,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,27,True,782.0,760.0,pyfunctional,,,,151640.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,151640.0,,,,,,,,3.0,,,,,,,,,,,,,, +270,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-02-27 18:17:21.000,2024-02-27 18:17:21,5670.0,28.0,507,107.0,958.0,600.0,970.0,2145,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,137.0,27,False,76.0,,wx,conda-forge/wxpython,,3916.0,19249.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-02-05 16:54:31.766,767775.0,,,,,3.0,,,,,,,,,,,,,, +271,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1902,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2306.0,,retrying,conda-forge/retrying,,,10427198.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2306.0,10409131.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1607982.0,,,,,3.0,,,,,,,,,,,,,, +272,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-02-20 18:17:36.000,2023-10-30 18:09:26,376.0,,147,33.0,230.0,72.0,145.0,1804,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,27,True,564.0,543.0,arq,conda-forge/arq,,,87037.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,86757.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9537.0,,,,,3.0,,,,,,,,,,,,,, +273,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,88.0,73.0,1391,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2575.0,2299.0,strictyaml,conda-forge/strictyaml,,,1594156.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,276.0,1591071.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,216004.0,,,,,3.0,,,,,,,,,,,,,, +274,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-02-29 12:34:39.000,2024-02-22 15:42:58,178.0,30.0,47,17.0,123.0,15.0,4.0,1387,2024-02-22 15:43:56.000,0.0.5,6.0,14.0,27,True,3334.0,3258.0,asyncer,conda-forge/asyncer,,,140081.0,https://pypi.org/project/asyncer,2024-02-22 15:43:56.000,76.0,139808.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,6831.0,,,,,3.0,,,,,,,,,,,,,, +275,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1287,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2801.0,2708.0,pandasql,conda-forge/pandasql,,,1774490.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,93.0,1760494.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,447899.0,,,,,3.0,,['pandas'],,,,,,,,,,,, +276,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-01-16 15:28:10.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1219,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,359.0,,singer-python,,,,754317.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,359.0,754317.0,,,,,,,,3.0,,,,,,,,,,,,,, +277,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,22.0,62.0,25.0,104.0,872,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,False,2677.0,2551.0,pyahocorasick,conda-forge/pyahocorasick,,,669499.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,126.0,664265.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,209393.0,,,,,3.0,,,,,,,,,,,,,, +278,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-02-26 04:23:26.000,2024-02-26 04:23:25,731.0,29.0,43,23.0,570.0,9.0,33.0,768,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,118.0,,janus,conda-forge/janus,,,560793.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,118.0,560482.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17431.0,,,,,3.0,,,,,,,,,,,,,, +279,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,625,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1301.0,1275.0,pysimdjson,conda-forge/pysimdjson,,,974327.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,972216.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,84472.0,,,,,3.0,,,,,,,,,,,,,, +280,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,1.0,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1066.0,832.0,happybase,conda-forge/happybase,,,51204.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,49461.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160423.0,,,,,3.0,,,,,,,,,,,,,, +281,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,579,,,8.0,12.0,27,False,63036.0,60624.0,dataclasses,conda-forge/dataclasses,,,11485661.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,11317308.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11616420.0,,,,,3.0,,,,,,,,,,,,,, +282,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,477,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7326.0,4940.0,pylibmc,conda-forge/pylibmc,,494.0,210976.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,205527.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,216907.0,,,,,3.0,,,,,,,,,,,,,, +283,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47366.0,39366.0,futures,conda-forge/futures,,,8322318.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,8308240.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1267050.0,,,,,3.0,,,,,,,,,,,,,, +284,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2530.0,2237.0,cloudant,conda-forge/cloudant,,,120245.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,119002.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110687.0,,,,,3.0,,,,,,,,,,,,,, +285,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,155,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1072.0,1023.0,filedepot,,,,12983.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,49.0,12983.0,,,,,,,,3.0,,,,,,,,,,,,,, +286,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63514.0,59180.0,pathlib2,conda-forge/pathlib2,,,7385448.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4334.0,7317407.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2653603.0,,,,,3.0,,,,,,,,,,,,,, +287,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,77796.0,75074.0,contextlib2,conda-forge/contextlib2,,,16998366.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2722.0,16985887.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1198065.0,,,,,3.0,,,,,,,,,,,,,, +288,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,91.0,364.0,3199,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,157.0,135.0,flexx,conda-forge/flexx,,,1774.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,634.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103771.0,,,,,3.0,,,,,,,,,,,,,, +289,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,956,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2483.0,1975.0,bcolz,conda-forge/bcolz,,,8831.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4741.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,343582.0,,,,,3.0,,,,,,,,,,,,,, +290,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,8.0,81,14.0,136.0,36.0,101.0,942,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,272.0,,mss,conda-forge/python-mss,,,632741.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,272.0,631850.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,39228.0,,,,,3.0,,,,,,,,,,,,,, +291,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-02-26 22:38:46.000,2024-02-26 22:38:44,315.0,61.0,59,8.0,123.0,19.0,59.0,497,2024-02-26 22:15:41.000,3.0.0,58.0,19.0,26,True,466.0,435.0,cachier,,,2.0,42253.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,42253.0,,,,,,,,3.0,,,,,,,,,python-cachier/cachier,,,,, +292,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,489,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4507.0,4236.0,pyscreenshot,,,,180021.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,271.0,180021.0,,,,,,,,3.0,,,,,,,,,,,,,, +293,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-02-14 15:49:17.521,2023-07-20 01:35:48,491.0,,70,22.0,66.0,12.0,99.0,479,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,26,True,784.0,693.0,hickle,conda-forge/hickle,,,64171.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,39944.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24227.0,,,,,3.0,,,,,,,,,,,,,, +294,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,18950.0,18934.0,umongo,conda-forge/umongo,,,30914.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,30704.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6092.0,,,,,3.0,,,,,,,,,,,,,, +295,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-02-19 15:08:54.000,2024-02-19 15:08:53,166.0,2.0,39,9.0,29.0,28.0,31.0,254,2023-04-27 05:31:58.000,1.8.2,18.0,16.0,26,True,2820.0,,send2trash,conda-forge/send2trash,,,18373590.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2820.0,18194743.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,13055867.0,,,,,3.0,,,,,,,,,,,,,, +296,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,66,19.0,45.0,20.0,17.0,200,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13112.0,,ptyprocess,conda-forge/ptyprocess,,,51132219.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13112.0,50957869.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16388940.0,,,,,3.0,,,,,,,,,,,,,, +297,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,176.0,6168,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,118.0,114.0,powerline-shell,,,,1537.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1537.0,,,,,,,,3.0,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,142,59.0,248.0,95.0,108.0,1570,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,16008.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,16008.0,,,,,,,,3.0,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,104.0,174.0,71.0,264.0,1488,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,91.0,64.0,streamparse,,,,3575.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,3575.0,,,,,,,,3.0,,,,,,,,,,,,,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-02-19 14:09:16.000,2023-05-19 04:32:00,6411.0,,228,39.0,1048.0,9.0,209.0,1428,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,,13470.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,13470.0,,,,,,,,3.0,,['spark'],,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1252,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1861.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1861.0,,,,,,,,3.0,,,,,,,,,,,,,, +302,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2023-11-17 10:14:41.000,2022-08-23 07:13:04,536.0,,147,41.0,126.0,28.0,204.0,1173,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,25,False,267.0,233.0,parallel-ssh,,,377.0,161160.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,161157.0,,,,,,,,3.0,,,,,,,,,,,,,, +303,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1089,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6600.0,6475.0,immutables,conda-forge/immutables,,,724674.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,703197.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,966505.0,,,,,3.0,,,,,,,,,,,,,, +304,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-02-29 09:20:21.000,2024-02-29 09:20:05,9951.0,5.0,43,14.0,10.0,6.0,8.0,490,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,,,87612.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,87612.0,,,,,,,,3.0,,['pandas'],,,,,,,polyaxon/traceml,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,325,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,29187276.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,29157582.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1722255.0,,,,,3.0,,,,,,,,,,,,,, +306,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-02-22 03:56:50.000,2024-02-01 20:42:24,3514.0,20.0,34,16.0,82.0,25.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,555.0,76.0,25,True,61.0,36.0,dbnd,,,,274738.0,https://pypi.org/project/dbnd,2024-02-02 07:08:59.000,25.0,274738.0,,,,,,,,3.0,,,,,,,,,,,,,, +307,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-02-01 22:19:25.000,2024-02-01 22:19:25,373.0,5.0,32,7.0,140.0,4.0,83.0,146,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1179.0,1134.0,everett,conda-forge/everett,,,112797.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,111382.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,56628.0,,,,,3.0,,,,,,,,,,,,,, +308,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8034.0,,entrypoints,conda-forge/entrypoints,,,14726281.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8034.0,14531352.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18323362.0,,,,,3.0,,,,,,,,,,,,,, +309,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3936,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,143.0,67.0,storm,,,,2345.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,76.0,2345.0,,,,,,,,3.0,,,,,,,,,,,,,, +310,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-02-28 08:12:37.000,2023-10-02 06:28:26,631.0,,412,44.0,182.0,265.0,109.0,2553,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,6536.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,6536.0,,,,,,,,3.0,,,,,,,,,,,,,, +311,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,140.0,2334,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,24,True,365.0,,python-box,conda-forge/python-box,,39.0,2350126.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,365.0,2338183.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,513582.0,,,,,3.0,,,,,,,,,,,,,, +312,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,95,42.0,42.0,24.0,47.0,1502,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,129.0,118.0,pypeln,conda-forge/pypeln,,,180118.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,179774.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14826.0,,,,,3.0,,,,,,,,,,,,,, +313,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-02-28 15:11:23.000,2024-02-28 15:11:22,333.0,8.0,80,44.0,254.0,46.0,41.0,1338,2023-12-14 12:29:59.000,0.18.2,34.0,30.0,24,True,39.0,29.0,tasktiger,,,,4756.0,https://pypi.org/project/tasktiger,2023-12-14 12:26:08.000,10.0,4756.0,,,,,,,,3.0,,,,,,,,,,,,,, +314,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1074,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2404.0,2233.0,pluginbase,conda-forge/pluginbase,,,834713.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,171.0,830544.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304397.0,,,,,3.0,,,,,,,,,,,,,, +315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,143,10.0,22.0,29.0,19.0,694,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3493.0,3242.0,ratelimit,conda-forge/ratelimit,,,6343073.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,251.0,6342697.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,13948.0,,,,,3.0,,,,,,,,,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,421.0,297.0,messytables,,,,16763.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,16763.0,,,,,,,,3.0,,,,,,,,,,,,,, +317,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,218.0,196.0,pyhdb,,,102.0,397516.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,397515.0,,,,,,,,3.0,,,,,,,,,,,,,, +318,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,265,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,931.0,844.0,deepdish,conda-forge/deepdish,,,14467.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,13401.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,92762.0,,,,,3.0,,,,,,,,,,,,,, +319,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,6004.0,4667.0,clint,conda-forge/clint,,118.0,97538.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1337.0,96930.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56634.0,,,,,3.0,,,,,,,,,,,,,, +320,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,304.0,1828.0,71,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8725.0,,openpyxl,openpyxl,,,71647394.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8695.0,71645225.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,213574.0,,,,,3.0,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1226.0,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +321,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10557,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,39.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,39.0,,,,,,,,2.0,,,,,,,,,,,,,, +322,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1563,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,106733.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,106733.0,,,,,,,,3.0,,,,,,,,,,,,,, +323,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,192.0,170.0,pinject,conda-forge/pinject,,,50278.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,50106.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,4998.0,,,,,3.0,,,,,,,,,,,,,, +324,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,753,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,23,True,305.0,274.0,dirty-equals,conda-forge/dirty-equals,,,153624.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,151835.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,41162.0,,,,,3.0,,,,,,,,,,,,,, +325,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-02-25 19:19:20.000,2023-10-27 23:08:49,1413.0,,46,18.0,137.0,3.0,13.0,705,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,23,True,66.0,,ubelt,conda-forge/ubelt,,,23437.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,21023.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,70009.0,,,,,3.0,,,,,,,,,,,,,, +326,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,7.0,29,8.0,54.0,14.0,11.0,292,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,23,True,416.0,358.0,rtoml,,,,103320.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,103320.0,,,,,,,,3.0,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,206.0,198.0,pysparkling,conda-forge/pysparkling,,,9395.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,9263.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4627.0,,,,,3.0,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2881.0,2685.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,140454.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,140092.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27557.0,,,,,3.0,,,,,,,,,,,,,, +329,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,4,3.0,182.0,23.0,760.0,7,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,645.0,,py2neo,conda-forge/py2neo,,,31037.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,645.0,30238.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,63981.0,,,,,3.0,,,,,,,,,neo4j-contrib/py2neo,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,65.0,19.0,23.0,15.0,3501,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,446.0,412.0,pampy,,,,28136.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,28136.0,,,,,,,,3.0,,,,,,,,,,,,,, +331,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3245,,,4.0,19.0,22,False,612.0,582.0,macropy3,,,,186.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,186.0,,,,,,,,3.0,,,,,,,,,,,,,, +332,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2692,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,,59.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,59.0,,,,,,,,3.0,,['spark'],,,,,,,,,,,, +333,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2482,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,True,,,,,,23168.0,702.0,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +334,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,46.0,34.0,18.0,11.0,1812,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,5113.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,5113.0,,,,,,,,3.0,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,3.0,27.0,863,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,238.0,219.0,unsync,conda-forge/unsync,,,56255.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,55975.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12349.0,,,,,3.0,,,,,,,,,,,,,, +336,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2023-06-06 14:28:02.000,2023-06-06 14:27:51,954.0,,135,63.0,76.0,167.0,149.0,858,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,195.0,166.0,rows,,,38.0,736.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,736.0,,,,,,,,3.0,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,854,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1602.0,1500.0,pickledb,,,,55087.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,102.0,55087.0,,,,,,,,3.0,,,,,,,,,,,,,, +338,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,568,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,22,True,120.0,111.0,pypyr,conda-forge/pypyr,,,3631.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,3081.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13750.0,,,,,3.0,,,,,,,,,,,,,, +339,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11524.0,9477.0,unipath,,,,51770.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,51770.0,,,,,,,,3.0,,,,,,,,,,,,,, +340,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2023-11-21 17:16:01.000,2023-11-21 17:15:19,945.0,,23,18.0,177.0,10.0,16.0,356,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,22,True,395.0,356.0,aiomisc,,,,21675.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,39.0,21675.0,,,,,,,,3.0,,,,,,,,,,,,,, +341,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-02-26 18:33:40.000,2024-02-19 16:39:08,701.0,46.0,24,4.0,268.0,6.0,,278,2024-02-19 16:39:16.000,1.1.254,638.0,12.0,22,True,5.0,5.0,upgini,,,,10989.0,https://pypi.org/project/upgini,2024-02-26 18:33:40.000,,10989.0,,,,,,,,3.0,,,,,,,,,,,,,, +342,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,19,6.0,64.0,12.0,24.0,164,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,259.0,247.0,aioprometheus,,,,211136.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,211136.0,,,,,,,,3.0,,,,,,,,,,,,,, +343,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-02-19 17:43:36.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,17.0,15.0,148,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,22,True,311.0,273.0,docopt-ng,,,,133339.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,38.0,133339.0,,,,,,,,3.0,,,,,,,,,,,,,, +344,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,129,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2257.0,2192.0,coolname,conda-forge/coolname,,,467257.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,65.0,465055.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,83704.0,,,,,3.0,,,,,,,,,,,,,, +345,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,1.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2339.0,2211.0,stopit,conda-forge/stopit,,,594552.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,583561.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,802352.0,,,,,3.0,,,,,,,,,,,,,, +346,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-02-29 07:40:59.000,2024-02-29 07:21:55,1839.0,80.0,5,3.0,824.0,20.0,45.0,51,2024-02-23 17:22:16.000,4.7.4,69.0,8.0,22,False,70.0,62.0,click-extra,,,245.0,6983.0,https://pypi.org/project/click-extra,2024-02-23 17:22:02.000,8.0,6975.0,,,,,,,,3.0,,,,,,,,,,,,,, +347,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-02-02 22:49:36.000,2024-01-22 19:00:56,85.0,2.0,145,34.0,13.0,9.0,175.0,3255,2024-01-22 18:43:58.000,2.1.21,66.0,1.0,21,False,206.0,206.0,ptext-joris-schellekens,conda-forge/borb,,,1652.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,46.0,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,48195.0,,,,,3.0,,,,,,,,,,,,,, +348,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,978.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,978.0,,,,,,,,3.0,,,,,,,,,,,,,, +349,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,447.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,447.0,,,,,,,,3.0,,,,,,,,,,,,,, +350,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21,10.0,32.0,22.0,21.0,656,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,21,False,70.0,67.0,pugsql,,,,4300.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,4300.0,,,,,,,,3.0,,,,,,,,,,,,,, +351,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4552.0,3364.0,awesome-slugify,conda-forge/awesome-slugify,,,46520.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,45780.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69579.0,,,,,3.0,,,,,,,,,,,,,, +352,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,714.0,631.0,pymodm,conda-forge/pymodm,,,9059.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,8950.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5249.0,,,,,3.0,,,,,,,,,,,,,, +353,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,15.0,34.0,25.0,13.0,292,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,427.0,408.0,price-parser,,,,80374.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,80374.0,,,,,,,,3.0,,,,,,,,,,,,,, +354,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,286,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,170.0,164.0,datatest,,,,16464.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,16464.0,,,,,,,,3.0,,,,,,,,,,,,,, +355,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,209,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,21,True,6.0,,validr,,,,8607.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,8607.0,,,,,,,,3.0,,,,,,,,,,,,,, +356,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,205,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,901.0,897.0,gsheetsdb,,,,61349.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,61349.0,,,,,,,,3.0,,,,,,,,,,,,,, +357,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,14.0,44,15.0,630.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,35.0,21,True,9.0,9.0,batchflow,,,,622.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,622.0,,,,,,,,3.0,,,,,,,,,,,,,, +358,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,142,67.0,4.0,1.0,41.0,2171,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1416.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1416.0,,,,,,,,3.0,,,,,,,,,,,,,, +359,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,84.0,40.0,1437,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11632.0,1696.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1515.0,,,,,,,,3.0,,,,,,,,,,,,,, +360,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,951,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,20,True,28.0,28.0,d6tflow,,,,765.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,765.0,,,,,,,,3.0,,,,,,,,,,,,,, +361,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,,,3199.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,2449.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29282.0,,,,,3.0,,['pandas'],,,,,,,,,,,, +362,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,False,87.0,70.0,valideer,conda-forge/valideer,,,9132.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8906.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21284.0,,,,,3.0,,,,,,,,,,,,,, +363,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,83.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,2854.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1777.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35548.0,,,,,3.0,,,,,,,,,,,,,, +364,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,458,157.0,142.0,78.0,27.0,1983,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,,,,,,,,,,,,,,,3.0,,['spark'],,,,,,,,,,,, +365,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-02-26 10:55:13.000,2024-02-26 10:52:21,3006.0,91.0,141,28.0,227.0,32.0,376.0,1384,,,,51.0,19,True,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +366,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-02-23 12:24:29.000,2024-02-23 12:05:50,649.0,122.0,28,5.0,103.0,7.0,16.0,602,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,19,True,2.0,,pipeless-ai,,,713.0,253.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,135.0,,,,,,,,1.0,,,,,,,,,,,,,, +367,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,158.0,131.0,queries,,,,2358.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2358.0,,,,,,,,3.0,,,,,,,,,,,,,, +368,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,True,6.0,5.0,fletcher,conda-forge/fletcher,,21.0,1227.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,242.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,66001.0,,,,,3.0,,['pandas'],,,,,,,,,,,, +369,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,4.0,105,56.0,74.0,26.0,16.0,2045,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,18,True,1.0,,mara-pipelines,,,,125.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,125.0,,,,,,,,3.0,,,,,,,,,,,,,, +370,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1607,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,451.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,451.0,,,,,,,,3.0,,,,,,,,,,,,,, +371,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,511.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,511.0,,,,,,,,3.0,,,,,,,,,piskvorky/bounter,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1356,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,48.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,48.0,,,,,,,,3.0,,,,,,,,,,,,,, +373,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1107,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,6.0,6.0,colout,,,,126.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,126.0,,,,,,,,3.0,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,988,,,,1000.0,17,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +375,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,19.0,28.0,42.0,30.0,851,2021-11-18 16:35:33.000,1.3,16.0,7.0,17,False,5.0,,csvs-to-sqlite,,,,1419.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1419.0,,,,,,,,3.0,,,,,,,,,,,,,, +376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,431,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,435.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,435.0,,,,,,,,3.0,,,,,,,,,,,,,, +377,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-02-28 14:20:29.000,2024-01-15 11:48:36,125.0,6.0,8,13.0,174.0,2.0,9.0,272,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1963.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,1963.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,,,,,3.0,,,,,,,,,,,1.0,,, +378,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14,8.0,19.0,1.0,12.0,182,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,220504.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,220504.0,,,,,,,,3.0,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,52.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,52.0,,,,,,,,3.0,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,618,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,,366.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,366.0,,,,,,,,3.0,,['jupyter'],,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,41.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,41.0,,,,,,,,3.0,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,231.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,231.0,,,,,,,,3.0,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,15,False,43.0,38.0,cleverdict,,,,373.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,373.0,,,,,,,,3.0,,,,,,,,,,,,,, +384,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,856.0,847.0,millify,,,,56677.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,56677.0,,,,,,,,3.0,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,545,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,,82.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,82.0,,,,,,,,3.0,,['pandas'],,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,335.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,335.0,,,,,,,,3.0,,,,,,,,,,,,,, +387,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-02-20 21:38:05.000,2024-02-20 00:14:30,958.0,29.0,20,2.0,819.0,11.0,18.0,261,2024-02-20 00:20:18.000,0.1.58,41.0,14.0,13,False,,,the-guide,,,,10.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,10.0,,,,,,,,3.0,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,106,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,131.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,131.0,,,,,,,,3.0,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,35,30.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,781,,,,3.0,7,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index a14a7da..1f30ea8 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- cpython (πŸ₯‡42 Β· ⭐ 58K Β· πŸ“ˆ) - The Python programming language. MIT -- future (πŸ₯‡40 Β· ⭐ 1.2K Β· πŸ“ˆ) - Easy, clean, reliable Python 2/3 compatibility. MIT -- XlsxWriter (πŸ₯‡38 Β· ⭐ 3.4K Β· πŸ“ˆ) - A Python module for creating Excel XLSX files. BSD-2 -- ubelt (πŸ₯‰23 Β· ⭐ 700 Β· πŸ“ˆ) - A Python utility library with a stdlib like feel and extra.. Apache-2 -- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 +- protobuf (πŸ₯‡53 Β· ⭐ 63K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +- Airflow (πŸ₯‡48 Β· ⭐ 34K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- Prefect (πŸ₯‡43 Β· ⭐ 14K Β· πŸ“ˆ) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +- azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.1K Β· πŸ“ˆ) - This repository is for active development of the Azure.. MIT +- python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K Β· πŸ“ˆ) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- flatbuffers (πŸ₯‡42 Β· ⭐ 22K Β· πŸ“‰) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- polars (πŸ₯‡40 Β· ⭐ 24K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- Prefect (πŸ₯‡40 Β· ⭐ 14K Β· πŸ“‰) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K Β· πŸ“‰) - A Python Object-Document-Mapper for working with MongoDB. MIT -- anyio (πŸ₯ˆ37 Β· ⭐ 1.5K Β· πŸ“‰) - High level asynchronous concurrency and networking framework that works.. MIT +- cookiecutter (πŸ₯‡40 Β· ⭐ 21K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 +- s3fs (πŸ₯ˆ35 Β· ⭐ 800 Β· πŸ“‰) - S3 Filesystem. BSD-3 +- DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K Β· πŸ“‰) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit.. MIT +- minio (πŸ₯ˆ34 Β· ⭐ 740 Β· πŸ“‰) - MinIO Client SDK for Python. Apache-2 +- glom (πŸ₯ˆ29 Β· ⭐ 1.8K Β· πŸ“‰) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 From 7ed6844674b4b399a62c4e82ffdab2eb2e900033 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 7 Mar 2024 13:32:36 +0000 Subject: [PATCH 55/70] Update best-of list for version 2024.03.07 --- README.md | 1589 +++++++++++++++---------------- history/2024-03-07_changes.md | 20 + history/2024-03-07_projects.csv | 392 ++++++++ latest-changes.md | 20 +- 4 files changed, 1164 insertions(+), 857 deletions(-) create mode 100644 history/2024-03-07_changes.md create mode 100644 history/2024-03-07_projects.csv diff --git a/README.md b/README.md index 05031e4..8889d04 100644 --- a/README.md +++ b/README.md @@ -84,34 +84,34 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M Back to top -
protobuf (πŸ₯‡53 Β· ⭐ 63K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡53 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 41M Β· πŸ“¦ 590K Β· πŸ“‹ 6.1K - 11% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 42M Β· πŸ“¦ 600K Β· πŸ“‹ 6.1K - 10% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 170M / month Β· πŸ“¦ 17K Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 180M / month Β· πŸ“¦ 17K Β· ⏱️ 29.02.2024): ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 06.03.2024): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.6M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡42 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡43 Β· ⭐ 22K Β· πŸ“ˆ) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 360K Β· πŸ“¦ 94K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 19.12.2023): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 370K Β· πŸ“¦ 95K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 16M / month Β· πŸ“¦ 350 Β· ⏱️ 26.05.2023): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 17M / month Β· πŸ“¦ 360 Β· ⏱️ 07.03.2024): ``` pip install flatbuffers ``` @@ -119,35 +119,35 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.5M / month Β· πŸ“¦ 290 Β· ⏱️ 26.05.2023): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.6M / month Β· πŸ“¦ 290 Β· ⏱️ 07.03.2024): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 42M / month Β· πŸ“¦ 10K Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 43M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.3M Β· ⏱️ 26.02.2024): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.3M Β· ⏱️ 04.03.2024): ``` conda install -c conda-forge marshmallow ```
dill (πŸ₯ˆ38 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 140K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 24.02.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 150K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 24.02.2024): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 50M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 51M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): ``` pip install dill ``` @@ -158,12 +158,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
orjson (πŸ₯ˆ37 Β· ⭐ 5.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 76K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 77K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 17M / month Β· πŸ“¦ 1.4K Β· ⏱️ 23.02.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 18M / month Β· πŸ“¦ 1.4K Β· ⏱️ 23.02.2024): ``` pip install orjson ``` @@ -172,36 +172,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge orjson ```
-
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/ultrajson/ultrajson + git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 11M / month Β· πŸ“¦ 4.6K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 21M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` - pip install ujson + pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.6M Β· ⏱️ 11.12.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.1M Β· ⏱️ 15.02.2024): ``` - conda install -c conda-forge ujson + conda install -c conda-forge simplejson ```
-
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/simplejson/simplejson + git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 21M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 11M / month Β· πŸ“¦ 4.6K Β· ⏱️ 10.12.2023): ``` - pip install simplejson + pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.1M Β· ⏱️ 15.02.2024): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.6M Β· ⏱️ 11.12.2023): ``` - conda install -c conda-forge simplejson + conda install -c conda-forge ujson ```
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 @@ -220,30 +220,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge jsonpickle ```
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cloudpickle (πŸ₯‰34 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 - -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): - - ``` - git clone https://github.com/cloudpipe/cloudpickle - ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 39M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): - ``` - pip install cloudpickle - ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 16M Β· ⏱️ 16.10.2023): - ``` - conda install -c conda-forge cloudpickle - ``` -
-
msgpack (πŸ₯‰33 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 250 Β· πŸ“₯ 1.3K Β· πŸ“‹ 280 - 3% open Β· ⏱️ 20.12.2023): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.3K Β· πŸ“‹ 290 - 4% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 63M / month Β· πŸ“¦ 2.4K Β· ⏱️ 28.09.2023): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 63M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): ``` pip install msgpack ``` @@ -252,20 +236,20 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge msgpack-python ```
-
srsly (πŸ₯‰30 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
cloudpickle (πŸ₯‰34 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 40K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): ``` - git clone https://github.com/explosion/srsly + git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.6M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 40M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` - pip install srsly + pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 16M Β· ⏱️ 16.10.2023): ``` - conda install -c conda-forge srsly + conda install -c conda-forge cloudpickle ```
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT @@ -275,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.9M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.8M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): ``` pip install python-rapidjson ``` @@ -284,6 +268,22 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge python-rapidjson ```
+
srsly (πŸ₯‰29 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT + +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 41K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): + + ``` + git clone https://github.com/explosion/srsly + ``` +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.7M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): + ``` + pip install srsly + ``` +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge srsly + ``` +
pysimdjson (πŸ₯‰27 Β· ⭐ 620) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 1.3K Β· πŸ“‹ 87 - 10% open Β· ⏱️ 05.02.2024): @@ -291,23 +291,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 970K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 980K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 84K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 85K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ```
hickle (πŸ₯‰26 Β· ⭐ 480 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 690 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 700 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 40K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 41K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -318,12 +318,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
rtoml (πŸ₯‰23 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 360 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 370 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 100K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 150K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡53 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.5M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 170M / month Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 180M / month Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): ``` pip install pandas ``` @@ -358,24 +358,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯‡40 Β· ⭐ 25K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 360 Β· πŸ“¦ 3 Β· πŸ“‹ 6.7K - 20% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“₯ 400 Β· πŸ“¦ 3 Β· πŸ“‹ 6.8K - 21% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.7M / month Β· πŸ“¦ 470 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.8M / month Β· πŸ“¦ 480 Β· ⏱️ 07.03.2024): ``` pip install polars ```
xarray (πŸ₯‡40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.8M / month Β· πŸ“¦ 2.2K Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.9M / month Β· πŸ“¦ 2.2K Β· ⏱️ 19.02.2024): ``` pip install xarray ``` @@ -386,12 +386,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
h5py (πŸ₯‡40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 18M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 19M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` @@ -400,14 +400,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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Modin (πŸ₯ˆ37 Β· ⭐ 9.3K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 9.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4K - 17% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4K - 16% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 760K / month Β· πŸ“¦ 35 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 800K / month Β· πŸ“¦ 35 Β· ⏱️ 14.02.2024): ``` pip install modin ``` @@ -416,25 +416,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
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zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ35 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 240 Β· πŸ“¦ 3.4K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 250 Β· πŸ“¦ 3.4K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 550K / month Β· πŸ“¦ 520 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 550K / month Β· πŸ“¦ 520 Β· ⏱️ 06.03.2024): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.9M Β· ⏱️ 15.02.2024): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.9M Β· ⏱️ 07.03.2024): ``` conda install -c conda-forge zarr ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.9K Β· πŸ“‹ 630 - 10% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.9K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/jina-ai/docarray @@ -450,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 200 Β· πŸ“₯ 590 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 200 Β· πŸ“₯ 590 Β· πŸ“‹ 420 - 14% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 7M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.9M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): ``` pip install numexpr ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 25.02.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 03.03.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1M / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -480,46 +480,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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TinyDB (πŸ₯ˆ32 Β· ⭐ 6.4K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
pandera (πŸ₯ˆ33 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“¦ 1.4K Β· πŸ“‹ 730 - 41% open Β· ⏱️ 23.02.2024): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 580K / month Β· πŸ“¦ 940 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.6M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): ``` - pip install tinydb + pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 370K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 34K Β· ⏱️ 07.11.2023): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge pandera-core ```
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pandera (πŸ₯ˆ32 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.4K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“¦ 1.4K Β· πŸ“‹ 730 - 41% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/pandera-dev/pandera + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.5M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 590K / month Β· πŸ“¦ 940 Β· ⏱️ 12.06.2023): ``` - pip install pandera + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 34K Β· ⏱️ 07.11.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 370K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge pandera-core + conda install -c conda-forge tinydb ```
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Bottleneck (πŸ₯ˆ32 Β· ⭐ 980) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ32 Β· ⭐ 990) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 800K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 870K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): ``` pip install Bottleneck ``` @@ -551,7 +551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 27K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -567,14 +567,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.4M / month Β· πŸ“¦ 68 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 68 Β· ⏱️ 03.10.2023): ``` pip install datasketch ```
swifter (πŸ₯‰28 Β· ⭐ 2.4K Β· πŸ’€) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.2K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 31.07.2023): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 31.07.2023): ``` git clone https://github.com/jmcarpenter2/swifter @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 49K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 51K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -611,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.5K / month Β· πŸ“¦ 2 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.3K / month Β· πŸ“¦ 2 Β· ⏱️ 22.02.2024): ``` pip install static-frame ``` @@ -627,11 +627,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 440K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 74K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 75K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -648,35 +648,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install pandas-summary ```
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pickleDB (πŸ₯‰22 Β· ⭐ 850 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.5K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 55K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 50K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
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fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - -- [GitHub](https://github.com/xhochy/fletcher) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 33 Β· πŸ“₯ 21 Β· πŸ“¦ 5 Β· ⏱️ 22.02.2023): - - ``` - git clone https://github.com/xhochy/fletcher - ``` -- [PyPi](https://pypi.org/project/fletcher) (πŸ“₯ 240 / month Β· πŸ“¦ 1 Β· ⏱️ 17.01.2021): - ``` - pip install fletcher - ``` -- [Conda](https://anaconda.org/conda-forge/fletcher) (πŸ“₯ 66K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge fletcher - ``` -
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Show 8 hidden projects... +
Show 9 hidden projects... - numpy (πŸ₯‡52 Β· ⭐ 26K) - The fundamental package for scientific computing with Python. ❗Unlicensed - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 @@ -684,6 +668,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 960 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT
@@ -700,7 +685,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 39M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -709,14 +694,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K Β· πŸ“ˆ) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 190 Β· πŸ“‹ 190 - 13% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 190 Β· πŸ“‹ 190 - 13% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 37M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 40M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -732,7 +717,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 99M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 100M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.02.2024): ``` pip install multidict ``` @@ -748,23 +733,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.1M / month Β· πŸ“¦ 350 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.2M / month Β· πŸ“¦ 360 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 37K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 38K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anytree ```
bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 30 Β· πŸ“¦ 23K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 25.02.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 32 Β· πŸ“¦ 23K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 03.03.2024): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 1.9M / month Β· πŸ“¦ 530 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.1M / month Β· πŸ“¦ 530 Β· ⏱️ 18.02.2024): ``` pip install bidict ``` @@ -773,14 +758,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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glom (πŸ₯ˆ29 Β· ⭐ 1.8K Β· πŸ“‰) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +
glom (πŸ₯ˆ29 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 59 Β· πŸ“¦ 1.4K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.6M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.8M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` pip install glom ``` @@ -791,16 +776,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 47 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 24.02.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 550K / month Β· πŸ“¦ 39 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 570K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 25.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 05.03.2024): ``` conda install -c conda-forge python-benedict ``` @@ -823,28 +808,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 770) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 560K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 620K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 17K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 18K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge janus ```
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immutables (πŸ₯‰25 Β· ⭐ 1.1K) - A high-performance immutable mapping type for Python. Apache-2 +
immutables (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 - [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.5K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 700K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 710K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -853,18 +838,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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python-box (πŸ₯‰24 Β· ⭐ 2.3K) - Python dictionaries with advanced dot notation access. MIT +
python-box (πŸ₯‰24 Β· ⭐ 2.3K Β· πŸ’€) - Python dictionaries with advanced dot notation access. MIT - [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 13% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.3M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.6M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 510K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 520K Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge python-box ``` @@ -884,7 +869,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.6K Β· πŸ“¦ 350K Β· πŸ“‹ 3.8K - 8% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.6K Β· πŸ“¦ 350K Β· πŸ“‹ 3.8K - 8% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/samuelcolvin/pydantic @@ -893,14 +878,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7M Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.1M Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡41 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 180 Β· πŸ“¦ 520K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 180 Β· πŸ“¦ 530K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/Julian/jsonschema @@ -914,18 +899,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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voluptuous (πŸ₯ˆ35 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
voluptuous (πŸ₯ˆ34 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 - [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 340K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 350K Β· ⏱️ 03.02.2024): ``` conda install -c conda-forge voluptuous ``` @@ -937,23 +922,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 360K Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 370K Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge cerberus ```
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.3K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.4K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 11M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 13M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -962,30 +947,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schema ```
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validators (πŸ₯ˆ32 Β· ⭐ 890) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ31 Β· ⭐ 890) - Python Data Validation for Humans. MIT - [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 110K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.2M / month Β· πŸ“¦ 1.9K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 02.09.2023): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 560K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 570K Β· ⏱️ 02.09.2023): ``` conda install -c conda-forge validators ```
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param (πŸ₯‰30 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯ˆ31 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 430 - 33% open Β· ⏱️ 22.01.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 1.1M / month Β· πŸ“¦ 160 Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 1.1M / month Β· πŸ“¦ 160 Β· ⏱️ 06.03.2024): ``` pip install param ``` @@ -994,7 +979,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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python-email-validator (πŸ₯‰29 Β· ⭐ 960) - A robust email syntax and deliverability validation.. Unlicense +
python-email-validator (πŸ₯‰29 Β· ⭐ 970) - A robust email syntax and deliverability validation.. Unlicense - [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 89 - 12% open Β· ⏱️ 27.02.2024): @@ -1017,7 +1002,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.6M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.7M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1026,14 +1011,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰23 Β· ⭐ 750) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰22 Β· ⭐ 750) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 270 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 280 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 150K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 130K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1042,26 +1027,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dirty-equals ```
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validr (πŸ₯‰21 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT - -- [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 23.12.2023): - - ``` - git clone https://github.com/guyskk/validr - ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 8.6K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): - ``` - pip install validr - ``` -
typical (πŸ₯‰20 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 81 Β· πŸ“‹ 100 - 17% open Β· ⏱️ 26.04.2023): +- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 81 Β· πŸ“‹ 100 - 16% open Β· ⏱️ 26.04.2023): ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 2K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1070,6 +1043,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
+
validr (πŸ₯‰19 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT + +- [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 23.12.2023): + + ``` + git clone https://github.com/guyskk/validr + ``` +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 6.4K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): + ``` + pip install validr + ``` +
Show 3 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 @@ -1084,25 +1069,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡31 Β· ⭐ 5.3K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡30 Β· ⭐ 5.3K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 440 - 3% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 3% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 540K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 570K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 590K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 600K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ```
algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.7K Β· πŸ“¦ 100 Β· πŸ“‹ 300 - 67% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.6K Β· πŸ“¦ 100 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/keon/algorithms @@ -1126,9 +1111,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
arrow (πŸ₯‡40 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 93K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 94K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1142,36 +1127,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge arrow ```
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dateparser (πŸ₯ˆ36 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 +
python-dateutil (πŸ₯ˆ37 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 27K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 470 Β· πŸ“₯ 35K Β· πŸ“‹ 790 - 46% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 270M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): ``` - pip install dateparser + pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 200K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 53M Β· ⏱️ 01.03.2024): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge python-dateutil ```
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python-dateutil (πŸ₯ˆ36 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 +
dateparser (πŸ₯ˆ36 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 460 Β· πŸ“₯ 35K Β· πŸ“‹ 750 - 45% open Β· ⏱️ 13.11.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 27K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 05.03.2024): ``` - git clone https://github.com/dateutil/dateutil + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 250M / month Β· πŸ“¦ 5.8K Β· ⏱️ 14.07.2021): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` - pip install python-dateutil + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 53M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 200K Β· ⏱️ 17.11.2023): ``` - conda install -c conda-forge python-dateutil + conda install -c conda-forge dateparser ```
pendulum (πŸ₯ˆ35 Β· ⭐ 6K) - Python datetimes made easy. MIT @@ -1181,7 +1166,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 22M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 24M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` @@ -1192,7 +1177,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯ˆ35 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 11 Β· πŸ“¦ 1.8M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 18 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1213,23 +1198,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.7M / month Β· πŸ“¦ 460 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.8M / month Β· πŸ“¦ 470 Β· ⏱️ 04.03.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 19.02.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 04.03.2024): ``` conda install -c conda-forge holidays ```
tzlocal (πŸ₯‰31 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 60 Β· πŸ“¦ 150K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 60 Β· πŸ“¦ 160K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 46M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 47M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1241,7 +1226,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - isodate (πŸ₯‰29 Β· ⭐ 140 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 -- parsedatetime (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 +- parsedatetime (πŸ₯‰28 Β· ⭐ 680 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2

@@ -1251,12 +1236,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡41 Β· ⭐ 740) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 96K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 98K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 220M / month Β· πŸ“¦ 930 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 230M / month Β· πŸ“¦ 930 Β· ⏱️ 05.02.2024): ``` pip install fsspec ``` @@ -1272,7 +1257,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 17M / month Β· πŸ“¦ 8.2K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 19M / month Β· πŸ“¦ 8.2K Β· ⏱️ 06.02.2024): ``` pip install watchdog ``` @@ -1308,28 +1293,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 970K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 980K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge aiofiles ```
-
appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - -- [GitHub](https://github.com/ActiveState/appdirs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 270K Β· πŸ“‹ 110 - 45% open Β· ⏱️ 10.02.2023): - - ``` - git clone https://github.com/ActiveState/appdirs - ``` -- [PyPi](https://pypi.org/project/appdirs) (πŸ“₯ 21M / month Β· πŸ“¦ 15K Β· ⏱️ 11.05.2020): - ``` - pip install appdirs - ``` -- [Conda](https://anaconda.org/conda-forge/appdirs) (πŸ“₯ 10M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge appdirs - ``` -
-
scandir (πŸ₯‰30 Β· ⭐ 520) - Better directory iterator and faster os.walk(), now in the Python 3.5.. BSD-3 +
scandir (πŸ₯‰30 Β· ⭐ 520 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 68 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): @@ -1361,9 +1330,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge path ```
-
Show 3 hidden projects... +
Show 4 hidden projects... -- zipp (πŸ₯ˆ32 Β· ⭐ 47) - Backport of pathlib-compatible object wrapper for zip files. MIT +- appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT +- zipp (πŸ₯‰31 Β· ⭐ 47) - Backport of pathlib-compatible object wrapper for zip files. MIT - pyfilesystem2 (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1375,12 +1345,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (πŸ₯‡40 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 330 Β· πŸ“¦ 310K Β· πŸ“‹ 390 - 45% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 330 Β· πŸ“¦ 320K Β· πŸ“‹ 390 - 45% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 36M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 38M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): ``` pip install future ``` @@ -1396,7 +1366,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 220M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 230M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1407,12 +1377,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“‹ 770 - 19% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 19% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.2M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1436,7 +1406,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.1K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 630K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 630K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/pyca/cryptography @@ -1450,25 +1420,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 - -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 340 Β· πŸ“¦ 89K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): - - ``` - git clone https://github.com/Legrandin/pycryptodome - ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): - ``` - pip install pycryptodomex - ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): - ``` - conda install -c conda-forge pycryptodomex - ``` -
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/google/tink @@ -1477,35 +1431,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 270 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 220 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
-
keyring (πŸ₯‰37 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT - -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 27.02.2024): - - ``` - git clone https://github.com/jaraco/keyring - ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 47M / month Β· πŸ“¦ 4.3K Β· ⏱️ 27.02.2024): - ``` - pip install keyring - ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.3M Β· ⏱️ 28.02.2024): - ``` - conda install -c conda-forge keyring - ``` -
-
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰34 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 210K Β· πŸ“‹ 130 - 4% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 53M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 54M / month): ``` pip install bcrypt ``` @@ -1514,14 +1452,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
-
asn1crypto (πŸ₯‰33 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰31 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 180 - 22% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 68M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 70M / month): ``` pip install asn1crypto ``` @@ -1530,36 +1468,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
-
rsa (πŸ₯‰30 Β· ⭐ 460) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
keyring (πŸ₯‰30 Β· ⭐ 1.2K Β· πŸ“‰) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/sybrenstuvel/python-rsa + git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 150M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 49M / month): ``` - pip install rsa + pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.3M Β· ⏱️ 28.02.2024): ``` - conda install -c conda-forge rsa + conda install -c conda-forge keyring ```
+
Show 2 hidden projects... + +- pycryptodomex (πŸ₯ˆ36 Β· ⭐ 2.6K Β· πŸ“‰) - A self-contained cryptographic library for Python. ❗Unlicensed +- rsa (πŸ₯‰21 Β· ⭐ 470 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed +

## Infrastructure & DevOps Back to top -
ansible (πŸ₯‡48 Β· ⭐ 60K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 +
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.1M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.02.2024): ``` pip install ansible ``` @@ -1570,55 +1513,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 05.03.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 29.02.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 07.03.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 530M / month Β· πŸ“¦ 8.7K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 540M / month Β· πŸ“¦ 8.7K Β· ⏱️ 05.03.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 29.02.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 07.03.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.4M Β· πŸ“¦ 7.4K Β· πŸ“‹ 7K - 29% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.5M Β· πŸ“¦ 7.4K Β· πŸ“‹ 7K - 29% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 170 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 180 Β· ⏱️ 07.03.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.1M / month Β· πŸ“¦ 930 Β· ⏱️ 27.02.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.2M / month Β· πŸ“¦ 930 Β· ⏱️ 06.03.2024): ``` npm install @pulumi/pulumi ```
docker (πŸ₯ˆ43 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 860 Β· πŸ“¦ 76K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 860 Β· πŸ“¦ 77K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/docker/docker-py @@ -1634,12 +1577,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
paramiko (πŸ₯ˆ42 Β· ⭐ 8.7K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 91K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 92K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 50M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 51M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` pip install paramiko ``` @@ -1648,14 +1591,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
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docker-compose (πŸ₯ˆ40 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K Β· πŸ“ˆ) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5.2K Β· πŸ“₯ 90M Β· πŸ“¦ 400 Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 91M Β· πŸ“¦ 410 Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1671,11 +1614,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 20M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 21M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 470K Β· ⏱️ 19.06.2023): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 480K Β· ⏱️ 19.06.2023): ``` conda install -c conda-forge kubernetes ``` @@ -1687,14 +1630,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 250K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 260K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): ``` pip install netmiko ```
schedule (πŸ₯‰35 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 32K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 33K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/dbader/schedule @@ -1703,7 +1646,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 50K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 51K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ``` @@ -1715,7 +1658,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 5.9M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.1M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1731,7 +1674,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.3M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.6M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1742,12 +1685,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰31 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 320 Β· πŸ“¦ 99 Β· πŸ“‹ 700 - 20% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 700 - 20% open Β· ⏱️ 02.03.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 38K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 41K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): ``` pip install pyinfra ``` @@ -1759,7 +1702,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 7.7M / month Β· πŸ“¦ 330 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 8.1M / month Β· πŸ“¦ 330 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1768,14 +1711,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pypyr (πŸ₯‰22 Β· ⭐ 570) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰20 Β· ⭐ 570) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.1K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.6K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1786,8 +1729,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... +- parallel-ssh (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 -- parallel-ssh (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT - Grai (πŸ₯‰13 Β· ⭐ 260) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 @@ -1805,7 +1748,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 67M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 68M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1814,9 +1757,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ35 Β· ⭐ 8.2K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ36 Β· ⭐ 8.2K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 02.03.2024): ``` git clone https://github.com/Supervisor/supervisor @@ -1837,7 +1780,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6.2M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1853,7 +1796,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 51M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 56M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1868,36 +1811,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
greenlet (πŸ₯‡39 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT +
uvloop (πŸ₯‡38 Β· ⭐ 9.9K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 350K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 120K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 95M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.3M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` - pip install greenlet + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.9M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 690K Β· ⏱️ 23.10.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge uvloop ```
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uvloop (πŸ₯ˆ38 Β· ⭐ 9.9K) - Ultra fast asyncio event loop. Apache-2 +
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 120K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 350K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.3M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 95M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): ``` - pip install uvloop + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 690K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.9M Β· ⏱️ 21.12.2023): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge greenlet ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT @@ -1907,7 +1850,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 64M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 65M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): ``` pip install anyio ``` @@ -1923,18 +1866,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 140K / month Β· πŸ“¦ 76 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 150K / month Β· πŸ“¦ 76 Β· ⏱️ 22.02.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.8K Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.9K Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge asyncer ```
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aiomisc (πŸ₯‰22 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰23 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 23 Β· πŸ“¦ 360 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 24 Β· πŸ“¦ 360 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 21.11.2023): ``` git clone https://github.com/aiokitchen/aiomisc @@ -1951,11 +1894,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 580K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 630K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 800K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1972,12 +1915,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 6.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 700K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 710K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 52M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 53M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` @@ -1993,23 +1936,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 42M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 43M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 25M Β· ⏱️ 02.01.2024): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 26M Β· ⏱️ 02.01.2024): ``` conda install -c conda-forge traitlets ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 8K Β· πŸ“‹ 490 - 22% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 8K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.4M / month Β· πŸ“¦ 310 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.6M / month Β· πŸ“¦ 310 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` @@ -2020,12 +1963,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (πŸ₯ˆ33 Β· ⭐ 8K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 21K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 21K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 11K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2036,12 +1979,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯‰32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 92 Β· πŸ“¦ 26K Β· πŸ“‹ 540 - 17% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 93 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 7.6M / month Β· πŸ“¦ 500 Β· ⏱️ 15.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 7.9M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2057,7 +2000,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2068,12 +2011,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 7.9K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 210K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 240K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2089,7 +2032,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 110K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 120K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2110,7 +2053,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 240 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.5K - 7% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 260 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/pallets/click @@ -2126,12 +2069,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡42 Β· ⭐ 47K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 170K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 180K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 44M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 46M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): ``` pip install rich ``` @@ -2147,7 +2090,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 46M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 47M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2163,7 +2106,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.2M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2022): ``` pip install fire ``` @@ -2174,12 +2117,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 880K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 890K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 140M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 150M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2188,14 +2131,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge colorama ```
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argcomplete (πŸ₯ˆ36 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 +
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 50K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 29.01.2024): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 50K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 26M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 27M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): ``` pip install argcomplete ``` @@ -2222,12 +2165,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯‰34 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 53 Β· πŸ“¦ 510K Β· πŸ“‹ 51 - 21% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 54 Β· πŸ“¦ 510K Β· πŸ“‹ 51 - 21% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 61M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 62M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2236,14 +2179,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge wcwidth ```
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Typer (πŸ₯‰33 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
Typer (πŸ₯‰31 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 21 Β· πŸ“‹ 320 - 47% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 17M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 18M / month): ``` pip install typer ``` @@ -2252,36 +2195,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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questionary (πŸ₯‰32 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT +
asciimatics (πŸ₯‰31 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 79 Β· πŸ“¦ 11K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 960 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` - git clone https://github.com/tmbo/questionary + git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.7M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 72K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` - pip install questionary + pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 66K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): ``` - conda install -c conda-forge questionary + conda install -c conda-forge asciimatics ```
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asciimatics (πŸ₯‰31 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
questionary (πŸ₯‰31 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 960 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 79 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/peterbrittain/asciimatics + git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 130K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): ``` - pip install asciimatics + pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 66K Β· ⏱️ 10.09.2023): ``` - conda install -c conda-forge asciimatics + conda install -c conda-forge questionary ```
ConfigArgParse (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT @@ -2291,23 +2234,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 780K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 790K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰22 Β· ⭐ 150 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT +
docopt-ng (πŸ₯‰23 Β· ⭐ 150 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 270 Β· πŸ“‹ 32 - 53% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 280 Β· πŸ“‹ 32 - 53% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 130K / month Β· πŸ“¦ 38 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 150K / month Β· πŸ“¦ 39 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2319,7 +2262,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 130 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 120 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2338,7 +2281,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 880) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 890) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2364,40 +2307,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 530K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 540K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
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beaker (πŸ₯‰28 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. BSD-3 - -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5.2K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 03.05.2023): - - ``` - git clone https://github.com/bbangert/beaker - ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 270K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): - ``` - pip install beaker - ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge beaker - ``` -
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 490 Β· πŸ“¦ 4.9K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“₯ 510 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 210K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 220K / month): ``` pip install pylibmc ``` @@ -2408,19 +2335,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰26 Β· ⭐ 500) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 2 Β· πŸ“¦ 440 Β· πŸ“‹ 78 - 24% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 2 Β· πŸ“¦ 440 Β· πŸ“‹ 78 - 24% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 42K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 48K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ```
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Show 1 hidden projects... +
Show 2 hidden projects... - cached-property (πŸ₯ˆ30 Β· ⭐ 680 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3 +- beaker (πŸ₯‰26 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. ❗Unlicensed

@@ -2432,12 +2360,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 600 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 24.02.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 160K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 170K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` @@ -2446,30 +2374,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K Β· πŸ“‰) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit.. MIT +
DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.7K Β· πŸ“‹ 1.3K - 20% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.7K Β· πŸ“‹ 1.3K - 20% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 71K / month Β· πŸ“¦ 57 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 66K / month Β· πŸ“¦ 57 Β· ⏱️ 26.02.2024): ``` pip install dearpygui ```
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toga (πŸ₯ˆ32 Β· ⭐ 4K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.6K Β· πŸ“¦ 3 Β· πŸ“‹ 840 - 17% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.8K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.4K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 12 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 14 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2481,7 +2409,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 71K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ``` @@ -2493,7 +2421,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 630 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 690 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2517,14 +2445,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡19 Β· ⭐ 600) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡19 Β· ⭐ 610) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 28 Β· πŸ“₯ 710 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 29 Β· πŸ“₯ 720 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 140 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 200 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2552,7 +2480,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.02.2024): ``` pip install phonenumbers ``` @@ -2572,50 +2500,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 67K Β· ⏱️ 31.01.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 68K Β· ⏱️ 31.01.2024): ``` conda install -c conda-forge emoji ```
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chardet (πŸ₯ˆ32 Β· ⭐ 2K) - Python character encoding detector. ❗️LGPL-2.1 +
python-slugify (πŸ₯‡34 Β· ⭐ 1.4K Β· πŸ“ˆ) - Returns unicode slugs. MIT -- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 6 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 79K Β· πŸ“‹ 72 - 1% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/chardet/chardet - ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 58M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): - ``` - pip install chardet + git clone https://github.com/un33k/python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 23M Β· ⏱️ 23.09.2023): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 19M / month Β· πŸ“¦ 3K Β· ⏱️ 08.02.2024): ``` - conda install -c conda-forge chardet + pip install python-slugify ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 120 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 08.02.2024): ``` - npm install @pypi/chardet + conda install -c conda-forge python-slugify ```
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python-slugify (πŸ₯ˆ31 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
chardet (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Python character encoding detector. ❗️LGPL-2.1 -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“‹ 71 - 1% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 6 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 18M / month Β· πŸ“¦ 3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 59M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): ``` - pip install python-slugify + pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 23M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge chardet + ``` +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 120 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): + ``` + npm install @pypi/chardet ```
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inflect (πŸ₯‰30 Β· ⭐ 900) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯‰30 Β· ⭐ 910) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 100 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 99 Β· πŸ“‹ 110 - 27% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/jaraco/inflect @@ -2629,14 +2557,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
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price-parser (πŸ₯‰21 Β· ⭐ 290) - Extract price amount and currency symbol from a raw text string. BSD-3 +
price-parser (πŸ₯‰21 Β· ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 410 Β· πŸ“‹ 38 - 65% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 80K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 84K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2665,41 +2593,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡48 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡47 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 410K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 410K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 19K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 19K Β· ⏱️ 05.03.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 29.02.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 07.03.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.5K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 730K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 730K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 48K Β· ⏱️ 13.02.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 48K Β· ⏱️ 04.03.2024): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 13.02.2024): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 05.03.2024): ``` conda install -c conda-forge sqlalchemy ```
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/redis/redis-py @@ -2713,30 +2641,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
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azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.1K Β· πŸ“ˆ) - This repository is for active development of the Azure.. MIT +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.1K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.4K - 13% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.4K - 13% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 46M / month Β· πŸ“¦ 750 Β· ⏱️ 07.11.2023): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 760 Β· ⏱️ 06.03.2024): ``` pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 08.11.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 06.03.2024): ``` conda install -c conda-forge azure-storage-blob ```
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 61M / month Β· πŸ“¦ 2.1K Β· ⏱️ 12.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 62M / month Β· πŸ“¦ 2.1K Β· ⏱️ 04.03.2024): ``` pip install google-cloud-storage ``` @@ -2752,7 +2680,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.2M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.4M / month): ``` pip install peewee ``` @@ -2761,36 +2689,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 +
MongoEngine (πŸ₯‡40 Β· ⭐ 4.1K Β· πŸ“ˆ) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 04.03.2024): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 19M / month Β· πŸ“¦ 6.2K Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 04.03.2024): ``` - pip install elasticsearch + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 970K Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge mongoengine ```
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pymongo (πŸ₯‡40 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 +
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 07.03.2024): ``` - git clone https://github.com/mongodb/mongo-python-driver + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 25M / month Β· πŸ“¦ 20K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 21M / month): ``` - pip install pymongo + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.5M Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 970K Β· ⏱️ 22.02.2024): ``` - conda install -c conda-forge pymongo + conda install -c conda-forge elasticsearch ```
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.5K) - MySQL client library for Python. MIT @@ -2811,7 +2739,7 @@ _Libraries for connecting to, operating, and querying databases._
alembic (πŸ₯ˆ39 Β· ⭐ 2.4K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/sqlalchemy/alembic @@ -2825,62 +2753,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge alembic ```
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kafka-python (πŸ₯ˆ38 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 - -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 24K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 14.12.2023): - - ``` - git clone https://github.com/dpkp/kafka-python - ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): - ``` - pip install kafka-python - ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge kafka-python - ``` -
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MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
python-bigquery (πŸ₯ˆ39 Β· ⭐ 700) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 27K Β· πŸ“‹ 650 - 9% open Β· ⏱️ 07.03.2024): ``` - git clone https://github.com/MongoEngine/mongoengine + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 03.03.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 39M / month Β· πŸ“¦ 1.2K Β· ⏱️ 04.03.2024): ``` - pip install mongoengine + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 07.03.2024): ``` - conda install -c conda-forge mongoengine + conda install -c conda-forge google-cloud-bigquery ```
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python-bigquery (πŸ₯ˆ38 Β· ⭐ 700) - Google BigQuery API client library. Apache-2 +
kafka-python (πŸ₯ˆ38 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 26K Β· πŸ“‹ 640 - 9% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 24K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 14.12.2023): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 38M / month Β· πŸ“¦ 1.2K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): ``` - pip install google-cloud-bigquery + pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c conda-forge kafka-python ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 3.8K) - The flexibility of Python with the scale and performance of modern SQL. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 3.8K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 480 Β· πŸ“₯ 120 Β· πŸ“¦ 1.1K Β· πŸ“‹ 2.6K - 6% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 490 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.7K - 7% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 120K / month Β· πŸ“¦ 54 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 130K / month Β· πŸ“¦ 55 Β· ⏱️ 03.03.2024): ``` pip install ibis-framework ``` @@ -2891,48 +2803,32 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 670 Β· πŸ“₯ 230K Β· πŸ“¦ 1.4K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 42M / month Β· πŸ“¦ 65 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 41M / month Β· πŸ“¦ 65 Β· ⏱️ 05.03.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 460K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 470K Β· ⏱️ 06.03.2024): ``` conda install -c conda-forge awswrangler ```
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sqlmodel (πŸ₯ˆ36 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic - -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 10K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 17.02.2024): - - ``` - git clone https://github.com/tiangolo/sqlmodel - ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 810K / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): - ``` - pip install sqlmodel - ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 26K Β· ⏱️ 04.12.2023): - ``` - conda install -c conda-forge sqlmodel - ``` -
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Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.7K) - High level Python client for Elasticsearch. Apache-2 +
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 15.02.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.4M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.6M / month): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.4K Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.5K Β· ⏱️ 08.02.2024): ``` conda install -c anaconda elasticsearch-dsl ``` @@ -2948,19 +2844,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 330K Β· ⏱️ 07.02.2024): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 330K Β· ⏱️ 04.03.2024): ``` conda install -c conda-forge mysqlclient ```
+
sqlmodel (πŸ₯ˆ35 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic + +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 10K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 17.02.2024): + + ``` + git clone https://github.com/tiangolo/sqlmodel + ``` +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 920K / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): + ``` + pip install sqlmodel + ``` +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 26K Β· ⏱️ 04.12.2023): + ``` + conda install -c conda-forge sqlmodel + ``` +
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 83K Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 84K Β· ⏱️ 04.03.2024): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): ``` pip install motor ``` @@ -2969,14 +2881,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge motor ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 800 Β· πŸ“‰) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ35 Β· ⭐ 800) - S3 Filesystem. BSD-3 - [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 450 - 28% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 230M / month Β· πŸ“¦ 780 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 250M / month Β· πŸ“¦ 780 Β· ⏱️ 05.02.2024): ``` pip install s3fs ``` @@ -2985,46 +2897,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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s3transfer (πŸ₯ˆ35 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 270K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 14.02.2024): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 300M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 31M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): ``` - pip install s3transfer + pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 14.02.2024): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge prometheus_client ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 +
Databases (πŸ₯ˆ34 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 330 - 38% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 31M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 440K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): ``` - pip install prometheus_client + pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge databases ```
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 430 - 44% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 440 - 45% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 5.7M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -3033,30 +2945,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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minio (πŸ₯ˆ34 Β· ⭐ 740 Β· πŸ“‰) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ34 Β· ⭐ 740) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.6K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.7K Β· πŸ“‹ 540 - 0% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.1M / month Β· πŸ“¦ 500 Β· ⏱️ 11.02.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.1M / month): ``` pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 11.02.2024): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 03.03.2024): ``` conda install -c conda-forge minio ```
pandas-gbq (πŸ₯ˆ34 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 150 Β· πŸ“₯ 350 Β· πŸ“¦ 9.4K Β· πŸ“‹ 340 - 11% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 150 Β· πŸ“₯ 350 Β· πŸ“¦ 9.4K Β· πŸ“‹ 340 - 11% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 9.8M / month Β· πŸ“¦ 340 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 10M / month Β· πŸ“¦ 340 Β· ⏱️ 05.02.2024): ``` pip install pandas-gbq ``` @@ -3065,36 +2977,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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Databases (πŸ₯‰33 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 - -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 250 Β· πŸ“¦ 22K Β· πŸ“‹ 320 - 38% open Β· ⏱️ 22.02.2024): - - ``` - git clone https://github.com/encode/databases - ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 440K / month Β· πŸ“¦ 120 Β· ⏱️ 28.08.2023): - ``` - pip install databases - ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): - ``` - conda install -c conda-forge databases - ``` -
-
Pony (πŸ₯‰33 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 +
s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 87 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 270K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 21.12.2023): ``` - git clone https://github.com/ponyorm/pony + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 300M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): ``` - pip install pony + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 21.12.2023): ``` - conda install -c conda-forge pony + conda install -c conda-forge s3transfer ```
PyPika (πŸ₯‰33 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 @@ -3104,11 +3000,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.4M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.6M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 9.3K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 9.6K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ``` @@ -3120,7 +3016,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.5M / month Β· πŸ“¦ 710 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.6M / month Β· πŸ“¦ 710 Β· ⏱️ 21.12.2023): ``` pip install cassandra-driver ``` @@ -3131,7 +3027,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.3K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.4K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3161,6 +3057,38 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
+
pymongo (πŸ₯‰32 Β· ⭐ 4K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 + +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1K Β· ⏱️ 05.03.2024): + + ``` + git clone https://github.com/mongodb/mongo-python-driver + ``` +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 26M / month): + ``` + pip install pymongo + ``` +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.5M Β· ⏱️ 22.02.2024): + ``` + conda install -c conda-forge pymongo + ``` +
+
Pony (πŸ₯‰32 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 + +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 88 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): + + ``` + git clone https://github.com/ponyorm/pony + ``` +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): + ``` + pip install pony + ``` +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge pony + ``` +
PynamoDB (πŸ₯‰32 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT - [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 16.02.2024): @@ -3168,11 +3096,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 490K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 500K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ``` @@ -3184,7 +3112,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 220K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 240K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ``` @@ -3196,7 +3124,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.4M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.6M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ``` @@ -3208,7 +3136,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3217,14 +3145,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
-
cx-Oracle (πŸ₯‰31 Β· ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 +
cx-Oracle (πŸ₯‰31 Β· ⭐ 880 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.1K Β· πŸ“‹ 640 - 5% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.1K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.3M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.4M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` @@ -3233,22 +3161,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cx_oracle ```
-
dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT - -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 3.6K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): - - ``` - git clone https://github.com/pudo/dataset - ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 92K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): - ``` - pip install dataset - ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8K Β· ⏱️ 12.07.2023): - ``` - conda install -c conda-forge dataset - ``` -
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 - [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 20.02.2024): @@ -3256,7 +3168,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 280K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 290K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3272,7 +3184,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3283,7 +3195,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.8K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.9K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3292,23 +3204,39 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 820K Β· ⏱️ 30.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 830K Β· ⏱️ 30.01.2024): ``` conda install -c conda-forge python-confluent-kafka ```
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 82 Β· πŸ“¦ 330 Β· πŸ“‹ 360 - 31% open Β· ⏱️ 25.02.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 82 Β· πŸ“¦ 330 Β· πŸ“‹ 360 - 31% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 04.03.2024): ``` pip install piccolo ```
+
dataset (πŸ₯‰28 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT + +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 290 Β· πŸ“¦ 3.7K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 12.07.2023): + + ``` + git clone https://github.com/pudo/dataset + ``` +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 99K / month): + ``` + pip install dataset + ``` +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8K Β· ⏱️ 12.07.2023): + ``` + conda install -c conda-forge dataset + ``` +
prisma (πŸ₯‰28 Β· ⭐ 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 51% open Β· ⏱️ 24.02.2024): @@ -3321,14 +3249,14 @@ _Libraries for connecting to, operating, and querying databases._ pip install prisma ```
-
ODMantic (πŸ₯‰28 Β· ⭐ 940) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰28 Β· ⭐ 950) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 86 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 87 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 22K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 24K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): ``` pip install odmantic ``` @@ -3361,9 +3289,9 @@ _Libraries for connecting to, operating, and querying databases._ pip install filedepot ```
-
aioprometheus (πŸ₯‰22 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT +
aioprometheus (πŸ₯‰21 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 250 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 260 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus @@ -3392,12 +3320,12 @@ _Libraries for connecting to, operating, and querying databases._ - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- py2neo (πŸ₯‰23 Β· ⭐ 7) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 -- PugSQL (πŸ₯‰21 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- py2neo (πŸ₯‰23 Β· ⭐ 8) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- PugSQL (πŸ₯‰20 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 +- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT
@@ -3411,44 +3339,44 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 39K Β· πŸ“‹ 2.7K - 24% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 40K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.2M / month Β· πŸ“¦ 930 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.1M / month Β· πŸ“¦ 940 Β· ⏱️ 01.03.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 650K Β· ⏱️ 12.02.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 660K Β· ⏱️ 02.03.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 13M / month Β· πŸ“¦ 3.3K Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 04.03.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 05.03.2024): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 170K / month Β· πŸ“¦ 650 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 180K / month Β· πŸ“¦ 650 Β· ⏱️ 22.02.2024): ``` pip install xlwings ``` @@ -3459,12 +3387,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 63K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 64K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 36M / month Β· πŸ“¦ 5.8K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 40M / month Β· πŸ“¦ 5.8K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3489,14 +3417,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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gdown (πŸ₯ˆ34 Β· ⭐ 3.7K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT +
gdown (πŸ₯ˆ34 Β· ⭐ 3.8K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 27K Β· πŸ“‹ 150 - 14% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.8M / month Β· πŸ“¦ 470 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 480 Β· ⏱️ 03.02.2024): ``` pip install gdown ``` @@ -3507,12 +3435,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 54K Β· πŸ“‹ 200 - 8% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 54K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 7.9M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3528,23 +3456,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 200K / month Β· πŸ“¦ 370 Β· ⏱️ 13.02.2024): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 210K / month Β· πŸ“¦ 370 Β· ⏱️ 13.02.2024): ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 100K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge csvkit ```
smart-open (πŸ₯ˆ33 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 380 - 16% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 380 - 16% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 20M / month Β· πŸ“¦ 640 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 21M / month Β· πŸ“¦ 640 Β· ⏱️ 26.02.2024): ``` pip install smart-open ``` @@ -3560,7 +3488,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 390K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3571,16 +3499,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ32 Β· ⭐ 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2K Β· πŸ“‹ 360 - 27% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.1K Β· πŸ“‹ 360 - 27% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 61K / month Β· πŸ“¦ 130 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 63K / month Β· πŸ“¦ 130 Β· ⏱️ 26.02.2024): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 540K Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 550K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge intake ``` @@ -3592,7 +3520,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 42K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 44K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` @@ -3608,7 +3536,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 51K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 48K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ``` @@ -3620,31 +3548,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.5K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.8K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ```
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rows (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰22 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 06.06.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 740 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 790 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
Upgini (πŸ₯‰22 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 05.03.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 11K / month Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 12K / month Β· ⏱️ 05.03.2024): ``` pip install upgini ``` @@ -3656,7 +3584,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.5K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.8K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ``` @@ -3680,8 +3608,8 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- PDFMiner (πŸ₯‰31 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - SDV (πŸ₯‰31 Β· ⭐ 2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- PDFMiner (πŸ₯‰30 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - textract (πŸ₯‰27 Β· ⭐ 3.7K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 @@ -3690,7 +3618,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰21 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 290 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- csvs-to-sqlite (πŸ₯‰17 Β· ⭐ 850 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 850 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3700,14 +3628,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡48 Β· ⭐ 34K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +
Airflow (πŸ₯‡47 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 600K Β· πŸ“¦ 9.7K Β· πŸ“‹ 8.8K - 10% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 600K Β· πŸ“¦ 9.8K Β· πŸ“‹ 8.9K - 10% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 24M / month Β· πŸ“¦ 350 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 24M / month Β· πŸ“¦ 360 Β· ⏱️ 26.02.2024): ``` pip install apache-airflow ``` @@ -3715,83 +3643,83 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 730M Β· ⭐ 500 Β· ⏱️ 27.02.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 760M Β· ⭐ 500 Β· ⏱️ 06.03.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.4M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.5M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): ``` pip install celery ``` -- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.5M Β· ⏱️ 30.12.2023): +- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.6M Β· ⏱️ 30.12.2023): ``` conda install -c conda-forge celery ```
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Prefect (πŸ₯‡43 Β· ⭐ 14K Β· πŸ“ˆ) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +
Beam (πŸ₯‡44 Β· ⭐ 7.4K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.5K Β· πŸ“‹ 4.6K - 14% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.6K Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 07.03.2024): ``` - git clone https://github.com/PrefectHQ/prefect + git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 730K / month Β· πŸ“¦ 160 Β· ⏱️ 23.02.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 180 Β· ⏱️ 14.02.2024): ``` - pip install prefect + pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 23.02.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 61K Β· ⏱️ 14.02.2024): ``` - conda install -c conda-forge prefect + conda install -c conda-forge apache-beam-with-aws ```
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Dagster (πŸ₯‡41 Β· ⭐ 9.7K) - An orchestration platform for the development, production, and.. Apache-2 +
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.2K Β· πŸ“¦ 2K Β· πŸ“‹ 7K - 34% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.5K Β· πŸ“‹ 4.6K - 14% open Β· ⏱️ 06.03.2024): ``` - git clone https://github.com/dagster-io/dagster + git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 950K / month Β· πŸ“¦ 140 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 160 Β· ⏱️ 04.03.2024): ``` - pip install dagster + pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 26.02.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 05.03.2024): ``` - conda install -c conda-forge dagster + conda install -c conda-forge prefect ```
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Beam (πŸ₯‡41 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 9.8K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 3 Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.2K Β· πŸ“¦ 2K Β· πŸ“‹ 7.1K - 34% open Β· ⏱️ 06.03.2024): ``` - git clone https://github.com/apache/beam + git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.6M / month Β· πŸ“¦ 180 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 940K / month Β· πŸ“¦ 140 Β· ⏱️ 01.03.2024): ``` - pip install apache-beam + pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 60K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 02.03.2024): ``` - conda install -c conda-forge apache-beam-with-aws + conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.3K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 10% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 10% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 17M / month Β· πŸ“¦ 60 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 18M / month Β· πŸ“¦ 60 Β· ⏱️ 26.02.2024): ``` pip install great_expectations ``` @@ -3807,7 +3735,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 24.02.2024): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 24.02.2024): ``` pip install rq ``` @@ -3816,14 +3744,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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dbt (πŸ₯ˆ39 Β· ⭐ 8.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.2K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.5K Β· πŸ“₯ 4K Β· πŸ“¦ 4.4K Β· πŸ“‹ 5K - 10% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 06.03.2024): + + ``` + git clone https://github.com/kedro-org/kedro + ``` +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 450K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): + ``` + pip install kedro + ``` +
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dbt (πŸ₯ˆ38 Β· ⭐ 8.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 + +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.5K Β· πŸ“₯ 4K Β· πŸ“¦ 4.4K Β· πŸ“‹ 5.1K - 11% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 110K / month Β· πŸ“¦ 30 Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 56K / month Β· πŸ“¦ 30 Β· ⏱️ 01.03.2024): ``` pip install dbt ``` @@ -3839,7 +3779,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 44M / month Β· πŸ“¦ 6.7K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 45M / month Β· πŸ“¦ 6.8K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3855,7 +3795,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 370K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 390K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3864,21 +3804,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Kedro (πŸ₯ˆ37 Β· ⭐ 9.2K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 - -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 28.02.2024): - - ``` - git clone https://github.com/kedro-org/kedro - ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 420K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): - ``` - pip install kedro - ``` -
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Activeloop (πŸ₯ˆ34 Β· ⭐ 7.5K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 570 Β· πŸ“¦ 2.7K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 570 Β· πŸ“¦ 2.7K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/activeloopai/Hub @@ -3888,26 +3816,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install hub ```
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zenml (πŸ₯ˆ33 Β· ⭐ 3.5K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ33 Β· ⭐ 3.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 400 Β· πŸ“‹ 290 - 20% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 420 Β· πŸ“‹ 290 - 20% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 40K / month Β· πŸ“¦ 2 Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 34K / month Β· πŸ“¦ 2 Β· ⏱️ 06.03.2024): ``` pip install zenml ```
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huey (πŸ₯ˆ31 Β· ⭐ 4.8K) - a little task queue for python. MIT +
huey (πŸ₯ˆ30 Β· ⭐ 4.8K) - a little task queue for python. MIT - [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 110K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 100K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3916,60 +3844,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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petl (πŸ₯ˆ31 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT - -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“¦ 3.6K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): - - ``` - git clone https://github.com/petl-developers/petl - ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.8M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): - ``` - pip install petl - ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 220K Β· ⏱️ 22.08.2023): - ``` - conda install -c conda-forge petl - ``` -
whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 45 Β· πŸ“¦ 240 Β· πŸ“‹ 410 - 2% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 45 Β· πŸ“¦ 240 Β· πŸ“‹ 410 - 2% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 240K / month Β· πŸ“¦ 6 Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 240K / month Β· πŸ“¦ 6 Β· ⏱️ 05.03.2024): ``` pip install whylogs ```
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faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 +
mleap (πŸ₯ˆ29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/robinhood/faust) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 550 Β· πŸ“¦ 1.8K Β· πŸ“‹ 530 - 53% open Β· ⏱️ 23.02.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/robinhood/faust + git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/faust) (πŸ“₯ 15K / month Β· πŸ“¦ 30 Β· ⏱️ 25.02.2020): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 200K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` - pip install faust + pip install mleap + ``` +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): + ``` + conda install -c conda-forge mleap ```
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mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
petl (πŸ₯ˆ29 Β· ⭐ 1.2K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): ``` - git clone https://github.com/combust/mleap + git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 200K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.1M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): ``` - pip install mleap + pip install petl ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 220K Β· ⏱️ 22.08.2023): ``` - conda install -c conda-forge mleap + conda install -c conda-forge petl ```
ploomber (πŸ₯‰28 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 @@ -3979,7 +3895,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.7K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.4K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` @@ -3995,19 +3911,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 150K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 160K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): ``` pip install pyfunctional ```
arq (πŸ₯‰27 Β· ⭐ 1.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 540 Β· πŸ“‹ 220 - 33% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 550 Β· πŸ“‹ 220 - 33% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 87K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 88K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -4023,31 +3939,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 13K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 17K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ```
dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 29 - 86% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 270K / month Β· πŸ“¦ 25 Β· ⏱️ 02.02.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 270K / month Β· πŸ“¦ 25 Β· ⏱️ 04.03.2024): ``` pip install dbnd ```
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 95 Β· πŸ“¦ 120 Β· πŸ“‹ 71 - 33% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 96 Β· πŸ“¦ 120 Β· πŸ“‹ 72 - 34% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 180K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 210K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4056,26 +3972,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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TaskTiger (πŸ₯‰24 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 80 Β· πŸ“¦ 29 Β· πŸ“‹ 87 - 52% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 88 - 53% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.8K / month Β· πŸ“¦ 10 Β· ⏱️ 14.12.2023): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.7K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): ``` pip install tasktiger ```
BatchFlow (πŸ₯‰21 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 620 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 580 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4087,19 +4003,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 760 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 830 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ```
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Mara Pipelines (πŸ₯‰18 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 120 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ``` @@ -4116,14 +4032,15 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install flupy ```
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Show 14 hidden projects... +
Show 15 hidden projects... - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 +- faust (πŸ₯ˆ29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT @@ -4141,7 +4058,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 73K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4162,7 +4079,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 260M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 270M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4178,7 +4095,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 140M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 150M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4200,23 +4117,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 7.5M / month Β· πŸ“¦ 880 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 7.7M / month Β· πŸ“¦ 880 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 390K Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 400K Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰25 Β· ⭐ 320 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT +
typing_inspect (πŸ₯‰25 Β· ⭐ 330 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT - [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 31 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 29M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 30M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4227,7 +4144,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ31 Β· ⭐ 54) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ32 Β· ⭐ 54) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4238,12 +4155,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 960K Β· πŸ“‹ 690 - 18% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 960K Β· πŸ“‹ 690 - 18% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 180M / month Β· πŸ“¦ 19K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 190M / month Β· πŸ“¦ 19K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4259,7 +4176,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 70M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 71M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4286,16 +4203,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
tenacity (πŸ₯ˆ34 Β· ⭐ 5.8K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 09.02.2024): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 02.03.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 46M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 47M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 5.9M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ``` @@ -4307,23 +4224,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.4M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.6M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.1M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.2M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge boltons ```
returns (πŸ₯‰31 Β· ⭐ 3.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 100 Β· πŸ“¦ 520 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 520 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 170K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 200K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` @@ -4350,7 +4267,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
natsort (πŸ₯‰30 Β· ⭐ 840) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 27K Β· πŸ“‹ 91 - 2% open Β· ⏱️ 10.02.2024): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 27K Β· πŸ“‹ 93 - 1% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/SethMMorton/natsort @@ -4371,7 +4288,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 21K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` @@ -4384,10 +4301,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.5K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 690 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT +- ratelimit (πŸ₯‰22 Β· ⭐ 700 Β· πŸ’€) - API Rate Limit Decorator. MIT

@@ -4397,12 +4314,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 59K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 28K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 28K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 31 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 35 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4417,7 +4334,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 73K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 73K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/micropython/micropython @@ -4427,17 +4344,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install micropython-_markupbase ```
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pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - -- [GitHub](https://github.com/pyston/pyston) (πŸ‘¨β€πŸ’» 1K Β· πŸ”€ 89 Β· πŸ“₯ 23K Β· πŸ“‹ 100 - 44% open Β· ⏱️ 28.02.2023): - - ``` - git clone https://github.com/pyston/pyston - ``` -
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Show 3 hidden projects... +
Show 4 hidden projects... - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 990 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4449,12 +4359,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 590 Β· πŸ“¦ 670K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 600 Β· πŸ“¦ 680K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 93M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 95M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4463,46 +4373,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡40 Β· ⭐ 21K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 +
cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 - [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 26K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 950K Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 960K Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge cookiecutter ```
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pyparsing (πŸ₯‡39 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT +
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 260 Β· πŸ“₯ 9.6K Β· πŸ“¦ 940K Β· πŸ“‹ 330 - 11% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 270 Β· πŸ“₯ 9.7K Β· πŸ“¦ 940K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 110M / month Β· πŸ“¦ 32K Β· ⏱️ 30.07.2023): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 110M / month Β· πŸ“¦ 32K Β· ⏱️ 06.03.2024): ``` pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 41M Β· ⏱️ 30.07.2023): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 42M Β· ⏱️ 06.03.2024): ``` conda install -c conda-forge pyparsing ```
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pycparser (πŸ₯ˆ36 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 +
pycparser (πŸ₯ˆ36 Β· ⭐ 3.1K Β· πŸ’€) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 760K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 770K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 150M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 170M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4513,7 +4423,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ34 Β· ⭐ 1.5K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 150 Β· πŸ“¦ 870 Β· πŸ“‹ 440 - 13% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 150 Β· πŸ“¦ 880 Β· πŸ“‹ 440 - 13% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/copier-org/copier @@ -4523,22 +4433,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install copier ```
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py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 - -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 200 Β· πŸ“¦ 36K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 12.02.2023): - - ``` - git clone https://github.com/bartdag/py4j - ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 40M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): - ``` - pip install py4j - ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge py4j - ``` -
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT - [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 20.02.2024): @@ -4555,14 +4449,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ34 Β· ⭐ 800) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 800 Β· πŸ’€) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 540K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 76M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 81M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4578,7 +4472,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 160K / month Β· πŸ“¦ 40 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 170K / month Β· πŸ“¦ 40 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4610,7 +4504,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.2M / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.3M / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` @@ -4635,14 +4529,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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catalogue (πŸ₯‰28 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 37K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.4M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.5M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4658,35 +4552,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 630K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 700K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 39K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 40K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ```
pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4.2K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4.3K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 180K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 230K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ```
-
Send2Trash (πŸ₯‰26 Β· ⭐ 250) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
Send2Trash (πŸ₯‰26 Β· ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 - [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 39 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 18M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 19M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4695,12 +4589,13 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
-
Show 5 hidden projects... +
Show 6 hidden projects... -- keyboard (πŸ₯‰31 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT +- py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 +- keyboard (πŸ₯‰32 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- openpyxl (πŸ₯‰24 Β· ⭐ 71) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰24 Β· ⭐ 72) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-03-07_changes.md b/history/2024-03-07_changes.md new file mode 100644 index 0000000..770ce1b --- /dev/null +++ b/history/2024-03-07_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- Beam (πŸ₯‡44 Β· ⭐ 7.4K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 +- flatbuffers (πŸ₯‡43 Β· ⭐ 22K Β· πŸ“ˆ) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +- docker-compose (πŸ₯ˆ41 Β· ⭐ 32K Β· πŸ“ˆ) - Define and run multi-container applications with Docker. Apache-2 +- MongoEngine (πŸ₯‡40 Β· ⭐ 4.1K Β· πŸ“ˆ) - A Python Object-Document-Mapper for working with MongoDB. MIT +- python-slugify (πŸ₯‡34 Β· ⭐ 1.4K Β· πŸ“ˆ) - Returns unicode slugs. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- pycryptodomex (πŸ₯ˆ36 Β· ⭐ 2.6K Β· πŸ“‰) - A self-contained cryptographic library for Python. ❗Unlicensed +- pymongo (πŸ₯‰32 Β· ⭐ 4K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 +- keyring (πŸ₯‰30 Β· ⭐ 1.2K Β· πŸ“‰) - Store and access your passwords safely. MIT +- rsa (πŸ₯‰21 Β· ⭐ 470 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed +- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 + diff --git a/history/2024-03-07_projects.csv b/history/2024-03-07_projects.csv new file mode 100644 index 0000000..527a18d --- /dev/null +++ b/history/2024-03-07_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,npm_id,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,projectrank_placing,labels,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-29 15:08:41.000,2024-02-29 15:08:41,467.0,23.0,2286,385.0,247.0,22.0,34.0,15147,2024-02-29 15:08:47.000,2024.02.29,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-02-29 16:56:07.000,2024-02-29 16:56:06,315.0,25.0,158,54.0,185.0,,3.0,2129,2024-02-29 16:56:13.000,2024.02.29,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-02-29 15:08:24.000,2024-02-29 15:08:24,311.0,24.0,43,25.0,181.0,3.0,5.0,887,2024-02-29 15:08:28.000,2024.02.29,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-02-29 16:56:07.000,2024-02-29 16:56:06,315.0,25.0,158,54.0,185.0,,3.0,2129,2024-02-29 16:56:13.000,2024.02.29,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-29 15:08:41.000,2024-02-29 15:08:41,467.0,23.0,2286,385.0,247.0,22.0,34.0,15147,2024-02-29 15:08:47.000,2024.02.29,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1663.0,323.0,13.0,74.0,39134,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-02-29 15:08:41.000,2024-02-29 15:08:41,467.0,23.0,2286,385.0,247.0,22.0,34.0,15147,2024-02-29 15:08:47.000,2024.02.29,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-03-07 10:01:49.000,2024-03-07 01:13:27,17219.0,768.0,15186,2061.0,9901.0,655.0,5444.0,63093,2024-02-15 23:44:15.000,4.25.3,157.0,1212.0,53,True,619355.0,599008.0,protobuf,conda-forge/protobuf,google-protobuf,41691811.0,183906642.0,https://pypi.org/project/protobuf,2024-02-29 01:05:47.000,16696.0,175946267.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,16910547.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3651.0,6645214.0,1.0,,,,,,,,,,,,,, +8,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-03-07 13:17:42.000,2024-03-07 12:51:10,34511.0,606.0,17132,1116.0,31621.0,3685.0,22531.0,41431,2024-02-23 15:30:19.000,2.2.1,125.0,3576.0,53,True,1634565.0,1556729.0,pandas,conda-forge/pandas,,250998.0,178194528.0,https://pypi.org/project/pandas,2024-02-23 15:30:19.000,77836.0,177023065.0,https://anaconda.org/conda-forge/pandas,2024-02-23 22:20:10.485,47938936.0,,,,,1.0,['pandas'],,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-03-07 12:59:57.000,2024-03-07 11:48:11,35351.0,873.0,9179,598.0,13679.0,2070.0,10328.0,25921,2024-02-06 00:32:23.000,1.26.4,156.0,1745.0,52,False,2300622.0,2156390.0,numpy,conda-forge/numpy,,979260.0,243788428.0,https://pypi.org/project/numpy,2024-02-05 23:48:01.000,144232.0,242207369.0,https://anaconda.org/conda-forge/numpy,2024-02-06 15:10:51.240,70603660.0,,,,,1.0,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-03-07 08:24:27.000,2024-03-07 02:47:43,54264.0,94.0,23622,1927.0,50421.0,867.0,31539.0,60541,2024-02-27 18:17:45.000,9.3.0,347.0,6819.0,48,True,36769.0,32672.0,ansible,conda-forge/ansible,,,5080443.0,https://pypi.org/project/ansible,2024-02-27 18:17:45.000,4097.0,5058798.0,https://anaconda.org/conda-forge/ansible,2024-02-27 21:22:03.671,995674.0,,,,,1.0,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-03-07 13:30:01.000,2024-03-07 13:07:47,23439.0,1072.0,13370,754.0,25231.0,900.0,7966.0,34283,2024-03-05 16:19:06.000,helm-chart/1.13.0,180.0,3213.0,47,True,10183.0,9828.0,apache-airflow,conda-forge/airflow,,600529.0,31310166.0,https://pypi.org/project/apache-airflow,2024-02-26 06:06:08.000,355.0,24157855.0,https://anaconda.org/conda-forge/airflow,2024-02-22 12:04:36.051,999743.0,,,,,1.0,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-03-06 05:36:44.002378,504.0,762242388.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-03-07 08:55:35.529,2024-03-06 19:38:20,5804.0,187.0,1800,241.0,720.0,205.0,2990.0,8611,2024-03-05 20:13:48.000,1.34.56,1504.0,153.0,47,True,431495.0,412938.0,boto3,conda-forge/boto3,,,1124237580.0,https://pypi.org/project/boto3,2024-03-05 20:13:48.000,18557.0,1123841784.0,https://anaconda.org/conda-forge/boto3,2024-03-07 08:55:35.529,18206653.0,,,,,1.0,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-03-07 12:07:09.000,2024-03-07 12:07:02,11658.0,451.0,1398,126.0,8123.0,34.0,2368.0,6140,2024-02-24 01:16:46.000,42.0.5,128.0,310.0,47,True,653470.0,631389.0,cryptography,conda-forge/cryptography,,,244057490.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22081.0,243013603.0,https://anaconda.org/conda-forge/cryptography,2024-02-25 09:29:00.614,45931032.0,,,,,1.0,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-03-06 22:15:22.000,2024-03-04 08:26:45,12483.0,96.0,4612,473.0,3267.0,668.0,4376.0,23152,2023-11-22 15:18:14.000,5.3.6,204.0,1338.0,46,True,142497.0,127362.0,celery,conda-forge/celery,,,9506944.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15135.0,9472460.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1551801.0,,,,,1.0,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-03-06 14:31:40.000,2024-03-05 23:28:48,2805.0,142.0,1573,109.0,3426.0,327.0,3453.0,17930,2024-02-27 19:01:57.000,2.6.3,134.0,485.0,45,True,364089.0,352807.0,pydantic,conda-forge/pydantic,,,151605249.0,https://pypi.org/project/pydantic,2024-02-27 19:01:57.000,11282.0,151445020.0,https://anaconda.org/conda-forge/pydantic,2024-02-27 23:09:49.245,7050103.0,,,,,1.0,,,,,,,,pydantic/pydantic,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-03-02 16:54:40.000,2023-12-29 19:38:05,2419.0,15.0,1411,182.0,1089.0,111.0,1440.0,14849,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1661927.0,1585268.0,click,conda-forge/click,,257.0,175134263.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,76659.0,174151138.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33426099.0,,,,,1.0,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-03-07 01:18:38.000,2024-03-05 14:30:49,16853.0,139.0,1289,95.0,760.0,222.0,7472.0,8516,2024-03-04 13:41:20.000,rel_2_0_28,301.0,693.0,45,True,779178.0,730948.0,SQLAlchemy,conda-forge/sqlalchemy,,48226.0,108750531.0,https://pypi.org/project/SQLAlchemy,2024-03-04 13:41:14.000,48230.0,108384519.0,https://anaconda.org/conda-forge/sqlalchemy,2024-03-05 14:32:12.820,14233615.0,,,,,1.0,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-03-07 13:16:17.203,2024-03-06 19:38:23,11923.0,220.0,3886,573.0,3706.0,588.0,4026.0,14740,2024-03-05 20:13:29.000,1.32.56,1911.0,439.0,44,True,3079.0,3.0,awscli,conda-forge/awscli,,1619.0,141060783.0,https://pypi.org/project/awscli,2024-03-05 20:13:29.000,3076.0,140557459.0,https://anaconda.org/conda-forge/awscli,2024-03-07 13:16:17.203,22145163.0,,,,,1.0,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-03-07 13:12:49.000,2024-03-07 13:12:48,2315.0,46.0,2434,326.0,1542.0,215.0,1444.0,12134,2024-02-28 12:30:20.000,5.0.2,124.0,434.0,44,True,27938.0,,redis,conda-forge/redis-py,,,40240880.0,https://pypi.org/project/redis,2024-02-29 12:39:49.000,27938.0,40214912.0,https://anaconda.org/conda-forge/redis-py,2024-02-28 16:33:30.512,1168565.0,,,,,1.0,,,,,,,,,,,,,, +20,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-03-07 13:05:56.000,2024-03-07 02:47:07,41784.0,564.0,4135,260.0,24031.0,4334.0,2273.0,7407,2024-02-14 18:03:04.000,2.54.0,108.0,1612.0,44,True,6779.0,6594.0,apache-beam,conda-forge/apache-beam-with-aws,,,6784363.0,https://pypi.org/project/apache-beam,2024-02-14 17:43:19.000,185.0,6782345.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-02-14 21:37:21.073,60562.0,,,,,1.0,,,,,,,,,3.0,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-03-07 00:48:07.004,2024-03-06 19:38:07,10762.0,235.0,1037,67.0,2058.0,148.0,938.0,1393,2024-03-05 20:14:00.000,1.34.56,1902.0,204.0,44,True,320419.0,311731.0,botocore,conda-forge/botocore,,,539621435.0,https://pypi.org/project/botocore,2024-03-05 20:14:00.000,8688.0,538994995.0,https://anaconda.org/conda-forge/botocore,2024-03-07 00:48:07.004,25057617.0,,,,,1.0,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-03-07 07:24:01.000,2024-03-07 07:23:33,3063.0,18.0,3140,639.0,2462.0,154.0,2230.0,21844,2024-03-07 07:25:43.000,24.3.6,36.0,669.0,43,True,95328.0,94682.0,flatbuffers,conda-forge/flatbuffers,flatbuffers,371031.0,18140083.0,https://pypi.org/project/flatbuffers,2024-03-07 07:14:24.000,360.0,16509372.0,https://anaconda.org/conda-forge/flatbuffers,2023-06-16 13:16:12.196,970677.0,https://www.npmjs.com/package/flatbuffers,2024-03-07 07:14:25.665,286.0,1617214.0,1.0,,,,,,,,,1.0,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-03-07 12:44:58.000,2024-03-07 11:21:48,11411.0,358.0,1010,184.0,7716.0,2087.0,4919.0,19235,2024-03-01 20:56:04.000,3.108.1,4017.0,257.0,43,True,8508.0,7399.0,pulumi,,@pulumi/pulumi,2460366.0,3593367.0,https://pypi.org/project/pulumi,2024-03-07 12:15:26.000,175.0,1222891.0,,,,https://www.npmjs.com/package/@pulumi/pulumi,2024-03-06 23:16:47.322,934.0,2225749.0,2.0,,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-03-07 04:53:24.000,2024-03-06 11:12:41,3742.0,99.0,2460,280.0,3927.0,652.0,2079.0,18131,2024-03-01 21:00:12.000,2.18.0,84.0,554.0,43,True,40973.0,40038.0,datasets,conda-forge/datasets,,,7164980.0,https://pypi.org/project/datasets,2024-03-01 20:56:44.000,935.0,7148052.0,https://anaconda.org/conda-forge/datasets,2024-03-02 16:15:07.962,660204.0,,,,,1.0,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-03-06 15:37:32.000,2024-03-06 15:37:31,3572.0,82.0,1855,219.0,1301.0,18.0,685.0,16922,2024-03-04 20:40:00.000,24.0.0,339.0,567.0,43,True,207165.0,203880.0,Faker,conda-forge/faker,,,13812825.0,https://pypi.org/project/Faker,2024-03-04 20:39:51.000,3285.0,13792956.0,https://anaconda.org/conda-forge/faker,2024-03-05 11:57:51.570,894112.0,,,,,1.0,,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-03-07 01:47:53.000,2024-03-06 22:42:27,15957.0,512.0,1419,159.0,7071.0,640.0,3926.0,14197,2024-03-04 22:03:45.000,2.16.2,264.0,450.0,43,True,4704.0,4544.0,prefect,conda-forge/prefect,,,737810.0,https://pypi.org/project/prefect,2024-03-04 22:03:45.000,160.0,724717.0,https://anaconda.org/conda-forge/prefect,2024-03-05 06:14:07.976,602279.0,,,,,1.0,,,,,,,,,,,,,, +27,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-03-07 12:18:00.000,2024-01-03 19:19:02,3378.0,13.0,1701,193.0,1603.0,437.0,1232.0,6571,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,80712.0,76628.0,docker,conda-forge/docker-py,,859.0,38325107.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4084.0,38235686.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4023647.0,,,,,2.0,,,,,,,,,,,,,, +28,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-03-07 10:26:38.000,2024-03-07 10:26:21,1435.0,51.0,391,65.0,564.0,126.0,567.0,5034,2023-12-31 06:30:30.000,23.2.0,28.0,158.0,43,True,982883.0,964243.0,attrs,conda-forge/attrs,,,188420796.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18640.0,187620633.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,34407025.0,,,,,1.0,,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-03-07 09:48:22.000,2024-03-07 02:34:11,16774.0,575.0,2596,399.0,25274.0,1300.0,8142.0,4149,2024-03-06 19:25:30.000,azure-servicebus_7.12.0,100.0,693.0,43,True,3176.0,2421.0,azure-storage-blob,conda-forge/azure-storage-blob,,,46563844.0,https://pypi.org/project/azure-storage-blob,2024-03-06 00:22:15.000,755.0,46539806.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-03-06 03:28:11.584,1081752.0,,,,,1.0,,,,,,,,,,,,,, +30,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-03-07 06:40:00.000,2024-02-19 10:28:52,6700.0,61.0,595,36.0,860.0,422.0,1393.0,1668,2023-11-21 20:44:20.000,2.17.2,64.0,830.0,43,True,715236.0,677689.0,pygments,conda-forge/pygments,,,95735114.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37547.0,95064714.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,28156818.0,,,,,1.0,,,,,,,,,,,,,, +31,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-03-07 13:20:43.000,2024-03-07 11:24:38,121131.0,1253.0,28469,1504.0,49095.0,8448.0,59755.0,58699,2020-07-22 03:00:52.000,0.0.6,11.0,2838.0,42,True,13.0,4.0,cpython,conda-forge/typing,@buckpkg/python,,31078.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,35.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2980189.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,1.0,,,,,,,,,,,,,, +32,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-03-04 15:04:45.000,2024-02-29 14:02:23,3877.0,7.0,1655,543.0,1075.0,252.0,1066.0,46612,2024-02-28 14:52:38.000,13.7.1,191.0,236.0,42,True,182066.0,175509.0,rich,conda-forge/rich,,,46070813.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,6557.0,45929153.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6233080.0,,,,,1.0,,,,,,,,,,,,,, +33,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-03-01 23:20:01.000,2024-02-11 03:17:05,3994.0,33.0,1963,316.0,779.0,1028.0,789.0,8743,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,104811.0,91728.0,paramiko,conda-forge/paramiko,,,51127485.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13083.0,51031287.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4232732.0,,,,,2.0,,,,,,,,,,,,,, +34,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-03-07 11:50:14.000,2024-03-07 11:22:55,37604.0,242.0,1477,300.0,8318.0,81.0,3665.0,4594,2024-03-05 18:44:54.000,grafeas-v1.9.3,100.0,509.0,42,True,2073.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,61746111.0,https://pypi.org/project/google-cloud-storage,2024-03-04 18:33:53.000,2073.0,61650703.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4197988.0,,,,,1.0,,,,,,,,,,,,,, +35,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-03-06 20:23:55.000,2024-03-05 21:23:52,4676.0,144.0,4987,719.0,4045.0,219.0,7159.0,31974,2024-03-06 14:45:05.000,2.24.7,144.0,531.0,41,True,1658.0,410.0,docker-compose,conda-forge/docker-compose,,91225629.0,3326956.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1493839.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,387239.0,,,,,2.0,,,,,,,,,1.0,,,,, +36,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-02-17 16:04:17.000,2024-02-17 16:03:39,4574.0,11.0,1375,199.0,476.0,,2371.0,10684,2024-02-05 15:05:06.000,3.17.1,100.0,153.0,41,True,27368.0,27368.0,peewee,conda-forge/peewee,,,2398198.0,https://pypi.org/project/peewee,,,2384138.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,604621.0,,,,,1.0,,,,,,,,,,,,,, +37,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-03-07 13:10:11.000,2024-03-06 23:15:18,17474.0,826.0,1211,110.0,12113.0,2443.0,4628.0,9795,2024-03-01 20:53:55.000,1.6.8,598.0,407.0,41,True,2179.0,2040.0,dagster,conda-forge/dagster,,,966414.0,https://pypi.org/project/dagster,2024-03-01 19:12:59.000,139.0,943130.0,https://anaconda.org/conda-forge/dagster,2024-03-02 13:47:47.144,1071104.0,,,,,1.0,,,,,,,,,,,,,, +38,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-03-05 16:00:45.000,2024-03-05 16:00:41,2643.0,45.0,576,60.0,354.0,31.0,781.0,4388,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,41,True,546289.0,527090.0,jsonschema,conda-forge/jsonschema,,182.0,112907500.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19199.0,112265490.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,26322197.0,,,,,1.0,,,,,,,,python-jsonschema/jsonschema,,,,,, +39,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-03-07 02:38:40.000,2024-03-06 20:09:05,2299.0,46.0,313,21.0,882.0,236.0,417.0,743,2024-02-05 01:22:38.000,2024.2.0,77.0,227.0,41,True,98781.0,97855.0,fsspec,conda-forge/fsspec,,,230692226.0,https://pypi.org/project/fsspec,2024-02-05 01:22:38.000,926.0,230347696.0,https://anaconda.org/conda-forge/fsspec,2024-02-05 03:13:53.158,15848396.0,,,,,1.0,,,,,,,,,,,,,, +40,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-03-07 11:49:12.000,2024-03-07 10:30:48,9035.0,846.0,1462,147.0,8091.0,1435.0,5370.0,24721,2024-03-07 11:40:23.000,py-0.20.14,346.0,377.0,40,True,479.0,3.0,polars,,,395.0,3826165.0,https://pypi.org/project/polars,2024-03-07 11:38:48.000,476.0,3826135.0,,,,,,,,1.0,,,,,,,,,,,,,, +41,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-03-06 06:42:32.000,2024-02-21 17:46:05,3051.0,8.0,1926,229.0,1143.0,229.0,641.0,21316,2024-02-21 18:02:39.000,2.6.0,42.0,320.0,40,True,27521.0,25884.0,cookiecutter,conda-forge/cookiecutter,,,4014774.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1637.0,3986640.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,956583.0,,,,,1.0,,,,,,,,,,,,,, +42,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-03-06 13:44:26.000,2024-03-05 18:28:04,12890.0,33.0,3093,603.0,3608.0,730.0,4304.0,16759,2024-01-05 13:53:17.000,2.3.0,49.0,610.0,40,True,12822.0,12199.0,kivy,conda-forge/kivy,,35778.0,177595.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,623.0,169938.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,337709.0,,,,,1.0,,,,,,,,,,,,,, +43,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-03-07 13:28:27.000,2024-03-06 19:17:20,12121.0,324.0,1457,83.0,7630.0,193.0,1653.0,9315,2024-02-26 22:55:02.000,0.18.10,263.0,427.0,40,True,60.0,,great_expectations,conda-forge/great-expectations,,,17605798.0,https://pypi.org/project/great_expectations,2024-02-26 20:35:52.000,60.0,17589364.0,https://anaconda.org/conda-forge/great-expectations,2024-02-26 22:50:46.477,755980.0,,,,,2.0,,,,,,,,,,,,,, +44,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-03-06 15:47:16.000,2024-03-06 15:47:09,3300.0,34.0,641,80.0,1046.0,170.0,1048.0,6838,2024-03-04 20:21:15.000,3.21.1,174.0,208.0,40,True,134154.0,123732.0,marshmallow,conda-forge/marshmallow,,,43150348.0,https://pypi.org/project/marshmallow,2024-03-04 20:21:15.000,10422.0,43099671.0,https://anaconda.org/conda-forge/marshmallow,2024-03-04 23:34:28.542,2280484.0,,,,,2.0,,,,,,,,,,,,,, +45,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-03-07 12:36:14.000,2024-03-04 18:19:00,4145.0,45.0,1224,137.0,1118.0,373.0,1342.0,4139,2024-03-04 18:19:23.000,0.28.1,74.0,391.0,40,True,26816.0,23211.0,mongoengine,conda-forge/mongoengine,,,1355109.0,https://pypi.org/project/mongoengine,2024-03-04 18:24:14.000,3605.0,1349382.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,234814.0,,,,,1.0,,,,,,,,,2.0,,,,, +46,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-03-07 13:09:51.000,2024-03-07 10:30:42,1608.0,23.0,1150,409.0,1390.0,37.0,1024.0,4106,2024-02-22 04:45:25.000,8.12.1,74.0,202.0,40,True,46682.0,46682.0,elasticsearch,conda-forge/elasticsearch,,3620.0,20829100.0,https://pypi.org/project/elasticsearch,,,20807833.0,https://anaconda.org/conda-forge/elasticsearch,2024-02-22 07:22:24.765,974248.0,,,,,1.0,,,,,,,,,,,,,, +47,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-02-20 22:50:56.000,2024-02-20 15:21:52,1639.0,83.0,269,41.0,527.0,18.0,274.0,3374,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,221819.0,212675.0,more-itertools,conda-forge/more-itertools,,2900.0,71414575.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9144.0,71105923.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13887881.0,,,,,1.0,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-03-07 03:10:53.000,2024-03-06 02:27:04,5301.0,131.0,1012,108.0,3934.0,1127.0,3093.0,3358,2024-02-19 00:30:38.000,2024.2.0,90.0,483.0,40,True,26968.0,24734.0,xarray,conda-forge/xarray,,,5116967.0,https://pypi.org/project/xarray,2024-02-19 00:30:38.000,2234.0,4898485.0,https://anaconda.org/conda-forge/xarray,2024-02-19 13:29:25.866,9613233.0,,,,,1.0,,,,,,,,,,,,,, +49,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-06 16:57:53.000,2024-03-06 07:16:23,1200.0,25.0,271,25.0,182.0,43.0,295.0,2056,2024-03-06 07:29:28.000,3.1.2,72.0,64.0,40,True,976814.0,944345.0,pyparsing,conda-forge/pyparsing,,9661.0,107896063.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,32469.0,106464546.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,41509787.0,,,,,1.0,,,,,,,,,,,,,, +50,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-03-02 09:19:15.000,2024-03-01 16:58:43,4367.0,27.0,530,58.0,916.0,257.0,1222.0,1980,2023-10-09 14:43:38.000,3.10.0,38.0,203.0,40,True,273508.0,258197.0,h5py,conda-forge/h5py,,3142.0,18922125.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15311.0,18596243.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14663036.0,,,,,1.0,,,,,,,,,,,,,, +51,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-02-26 19:26:10.000,2024-02-21 11:36:09,1947.0,48.0,331,38.0,246.0,177.0,212.0,1168,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,332475.0,315085.0,future,conda-forge/future,,,38235202.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17390.0,37920855.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,12888244.0,,,,,1.0,,,,,,,,,,,,,, +52,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-03-06 18:10:35.000,2024-02-25 01:10:01,1833.0,30.0,1384,207.0,886.0,196.0,944.0,9415,2024-02-24 06:24:33.000,1.16,77.0,305.0,39,True,17704.0,15913.0,rq,conda-forge/rq,,,1710228.0,https://pypi.org/project/rq,2024-02-24 06:16:12.000,1791.0,1707705.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,100945.0,,,,,2.0,,,,,,,,,,,,,, +53,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-03-01 12:21:43.000,2024-02-12 08:46:53,2742.0,16.0,736,149.0,755.0,600.0,559.0,8874,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,39,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,47319016.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,46824895.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,21247236.0,,,,,2.0,,,,,,,,,,,,,, +54,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-02-20 09:13:22.000,2023-09-30 22:03:06,1402.0,,667,135.0,674.0,97.0,399.0,8506,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,99161.0,94300.0,arrow,conda-forge/arrow,,,28424413.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4861.0,28337492.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3911488.0,,,,,1.0,,,,,,,,,,,,,, +55,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-02-14 18:14:42.000,2024-02-02 08:16:41,1102.0,4.0,1473,229.0,494.0,14.0,637.0,7509,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,39,True,209576.0,208891.0,PyMySQL,conda-forge/pymysql,,,41116288.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,41086687.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1302459.0,,,,,2.0,,,,,,,,,,,,,, +56,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,469,90.0,309.0,183.0,329.0,2502,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,374740.0,358440.0,pexpect,conda-forge/pexpect,,4372.0,68200510.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16300.0,67774282.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17473956.0,,,,,1.0,,,,,,,,,,,,,, +57,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-03-04 05:45:36.000,2024-03-04 05:45:20,1800.0,24.0,221,21.0,150.0,108.0,942.0,2369,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,39,True,218594.0,206976.0,alembic,conda-forge/alembic,,,36006787.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11618.0,35908926.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4110170.0,,,,,2.0,,,,,,,,,,,,,, +58,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-03-07 09:33:50.000,2024-03-07 01:42:18,1787.0,60.0,278,54.0,1199.0,63.0,585.0,698,2024-03-04 17:06:26.000,3.18.0,159.0,149.0,39,True,27862.0,26686.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,38925469.0,https://pypi.org/project/google-cloud-bigquery,2024-03-04 17:06:26.000,1176.0,38861720.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-03-07 09:33:50.000,2804964.0,,,,,2.0,,,,,,,,,,,,,, +59,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-01-31 09:50:58.000,2024-01-31 09:22:59,7572.0,196.0,1230,338.0,244.0,4.0,464.0,13434,2023-11-27 12:13:53.000,1.9.0,21.0,115.0,38,True,1039.0,1033.0,tink,,tink-crypto,1097.0,349929.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,349691.0,,,,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,224.0,2.0,,,,,,,,tink-crypto/tink,,,,,, +60,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-01-29 07:32:33.000,2023-10-22 20:53:42,936.0,,574,227.0,253.0,92.0,258.0,9887,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,119027.0,117058.0,uvloop,conda-forge/uvloop,,430.0,9345900.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1969.0,9329086.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,689214.0,,,,,1.0,,,,,,,,,,,,,, +61,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-03-07 10:29:16.000,2024-03-06 18:08:28,3157.0,121.0,854,104.0,1692.0,284.0,1444.0,9232,2024-02-27 12:44:56.000,0.19.3,50.0,220.0,38,True,2282.0,2208.0,kedro,,,,447700.0,https://pypi.org/project/kedro,2024-02-27 12:44:56.000,74.0,447700.0,,,,,,,,2.0,,,,,,,,,,,,,, +62,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-03-07 09:09:04.000,2024-03-01 20:52:05,6580.0,102.0,1461,136.0,4333.0,559.0,4497.0,8634,2024-02-28 21:52:39.000,1.6.10,236.0,305.0,38,True,4464.0,4434.0,dbt,conda-forge/dbt,,4050.0,58891.0,https://pypi.org/project/dbt,2024-03-01 23:17:58.000,30.0,55817.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,252763.0,,,,,2.0,,,,,,,,,,dbt,,,, +63,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-02-20 22:10:48.000,2024-01-23 06:30:54,361.0,5.0,437,35.0,232.0,43.0,233.0,6930,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,716401.0,706344.0,python-dotenv,conda-forge/python-dotenv,,,53562902.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10057.0,53495076.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,2984372.0,,,,,1.0,,,,,,,,,,,,,, +64,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-03-01 15:28:18.000,2024-02-29 05:00:27,1749.0,32.0,3319,139.0,896.0,132.0,1197.0,6328,2024-01-08 22:11:24.000,29.0.0,93.0,194.0,38,True,1503.0,,kubernetes,conda-forge/kubernetes,,,20906171.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1503.0,20895840.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,475257.0,,,,,2.0,,,,,,,,,,,,,, +65,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,135.0,395.0,185.0,460.0,6207,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,141981.0,133734.0,watchdog,conda-forge/watchdog,,,19346828.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8247.0,19285819.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2745440.0,,,,,2.0,,,,,,,,,,,,,, +66,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-02-27 13:06:24.000,2023-12-14 02:11:04,2178.0,3.0,1359,147.0,974.0,297.0,1196.0,5458,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,38,True,25745.0,24290.0,kafka-python,conda-forge/kafka-python,,1834.0,7712463.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1455.0,7707188.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,431355.0,,,,,2.0,,,,,,,,,,,,,, +67,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-03-06 09:51:52.000,2023-12-01 10:50:33,1499.0,,384,61.0,719.0,400.0,471.0,3595,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,38,True,407131.0,400370.0,joblib,conda-forge/joblib,,,45794987.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6761.0,45247296.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,24098428.0,,,,,2.0,,,,,,,,,,,,,, +68,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-03-02 01:43:51.000,2024-02-23 23:49:46,1375.0,12.0,625,117.0,129.0,12.0,908.0,3450,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,77614.0,73558.0,xlsxwriter,conda-forge/xlsxwriter,,,16917224.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4056.0,16849293.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3124841.0,,,,,1.0,,,,,,,,,,,,,, +69,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-02-29 15:31:04.534,2024-02-15 22:26:05,3081.0,3.0,492,72.0,303.0,19.0,1264.0,3160,2024-01-02 21:56:56.000,2.9.9,62.0,137.0,38,False,774137.0,712441.0,psycopg2,psycopg2,,,16310630.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61676.0,16307963.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,266740.0,,,,,2.0,,,,,,,,,,,20.0,,, +70,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-02-07 07:24:20.000,2023-11-14 16:25:37,322.0,,516,53.0,266.0,277.0,320.0,2392,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1184482.0,1105870.0,pyyaml,conda-forge/pyyaml,,,267551699.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78612.0,266548834.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,42120366.0,,,,,1.0,,,,,,,,,,,,,, +71,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-02-24 05:44:26.000,2024-02-24 05:44:25,1011.0,12.0,168,23.0,162.0,178.0,335.0,2098,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,38,True,149596.0,145477.0,dill,conda-forge/dill,,291622.0,50782826.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4119.0,50647207.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,5997935.0,,,,,2.0,,,,,,,,,,,,,, +72,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-03-07 03:05:28.000,2023-12-21 21:58:06,987.0,8.0,233,53.0,158.0,23.0,217.0,1569,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,358849.0,348340.0,greenlet,conda-forge/greenlet,,,94904669.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10509.0,94706630.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8911796.0,,,,,1.0,,,,,,,,,,,,,, +73,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-01-19 12:36:50.000,2023-10-21 04:26:51,530.0,,264,29.0,107.0,111.0,184.0,957,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2184467.0,2048241.0,six,conda-forge/six,,,235369488.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136226.0,234818685.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,51775525.0,,,,,2.0,,,,,,,,,,,,,, +74,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-03-04 03:12:22.000,2024-02-18 03:49:50,2004.0,5.0,201,26.0,608.0,99.0,198.0,601,2024-01-02 13:45:46.000,5.14.1,51.0,118.0,38,True,425543.0,410731.0,traitlets,conda-forge/traitlets,,319.0,43475954.0,https://pypi.org/project/traitlets,2024-01-02 13:45:38.000,14812.0,42866717.0,https://anaconda.org/conda-forge/traitlets,2024-01-02 16:34:11.563,25587392.0,,,,,1.0,,,,,,,,,,,,,, +75,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-02-24 18:07:41.000,2024-02-24 18:07:41,293.0,4.0,1407,373.0,169.0,144.0,184.0,26053,2022-12-12 20:38:05.885,0.5.0,10.0,63.0,37,True,32467.0,30486.0,fire,conda-forge/fire,,,6316985.0,https://pypi.org/project/fire,2022-12-12 20:38:05.885,1981.0,6306452.0,https://anaconda.org/conda-forge/fire,2023-06-16 13:23:13.259,853178.0,,,,,2.0,,,,,,,,,,,,,, +76,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-02-29 04:48:22.000,2024-01-23 10:42:08,4100.0,12.0,2389,476.0,2295.0,124.0,881.0,17177,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,37,True,2744.0,2325.0,luigi,luigi,,,386388.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,417.0,386240.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14447.0,,,,,2.0,,,stable/luigi,,,,,,,,2.0,,, +77,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-03-07 12:52:12.000,2024-03-06 16:56:22,2813.0,96.0,640,117.0,3028.0,681.0,3326.0,9372,2024-02-14 14:00:43.000,0.27.0,92.0,128.0,37,True,1422.0,1387.0,modin,conda-forge/modin-core,,196818.0,807574.0,https://pypi.org/project/modin,2024-02-14 13:52:09.000,35.0,795484.0,https://anaconda.org/conda-forge/modin-core,2024-02-14 19:25:41.448,294303.0,,,,,2.0,['pandas'],,,,,,,,,,,,, +78,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-02-23 20:03:54.615,2024-02-23 17:09:05,637.0,23.0,187,36.0,91.0,2.0,366.0,5389,2024-02-23 17:38:20.000,3.9.15,122.0,22.0,37,True,78047.0,76693.0,orjson,conda-forge/orjson,,,18003663.0,https://pypi.org/project/orjson,2024-02-23 17:27:30.000,1354.0,17980342.0,https://anaconda.org/conda-forge/orjson,2024-02-23 20:03:54.615,1072780.0,,,,,2.0,,,,,,,,,,,,,, +79,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-02-01 16:43:38.000,2024-01-24 03:22:09,1214.0,6.0,305,83.0,352.0,119.0,142.0,4479,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,142029.0,138481.0,toolz,conda-forge/toolz,,,32718355.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3548.0,32257164.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19370050.0,,,,,2.0,,,,,,,,,,,,,, +80,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-03-07 12:26:29.000,2024-03-07 10:44:46,7742.0,774.0,489,81.0,5789.0,190.0,2475.0,3844,2024-02-05 19:31:28.000,8.0.0,82.0,266.0,37,True,1209.0,1154.0,ibis-framework,conda-forge/ibis-framework,,117.0,139578.0,https://pypi.org/project/ibis-framework,2024-03-03 00:02:28.000,55.0,132415.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,322159.0,,,,,2.0,,,,,,,,,,,,,, +81,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-03-07 10:40:13.000,2024-03-07 08:10:37,2384.0,94.0,661,61.0,1550.0,32.0,1043.0,3757,2024-03-05 23:54:01.000,3.7.0,148.0,146.0,37,True,1520.0,1455.0,awswrangler,conda-forge/awswrangler,,229694.0,41400314.0,https://pypi.org/project/awswrangler,2024-03-05 22:00:24.000,65.0,41385859.0,https://anaconda.org/conda-forge/awswrangler,2024-03-06 15:18:19.139,465636.0,,,,,2.0,['pandas'],,,,,,,aws/aws-sdk-pandas,,,,,, +82,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-03-07 07:03:36.000,2024-01-12 19:56:59,2744.0,5.0,1239,198.0,1250.0,143.0,1879.0,3390,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4481.0,4205.0,netmiko,,,,262756.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,276.0,262756.0,,,,,,,,3.0,,,,,,,,,,,,,, +83,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-03-05 18:44:35.000,2024-03-01 18:28:13,1590.0,11.0,470,46.0,644.0,369.0,417.0,2215,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35073.0,274677041.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,6139.0,273013303.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,53229272.0,,,,,2.0,,,,,,,,,,,,,, +84,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-03-02 15:40:55.000,2024-02-19 18:15:33,955.0,37.0,120,27.0,324.0,48.0,282.0,1542,2024-02-19 08:36:23.000,4.3.0,51.0,48.0,37,True,252800.0,251982.0,anyio,conda-forge/anyio,,,65387625.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,65117218.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,12438737.0,,,,,2.0,,,,,,,,,,,,,, +85,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-03-02 19:43:42.000,2024-03-02 19:39:49,2435.0,3.0,1222,232.0,478.0,145.0,1016.0,8161,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,36,True,12280.0,10321.0,supervisor,conda-forge/supervisor,,,1828200.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1959.0,1821165.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,288446.0,,,,,2.0,,,,,,,,,,,,,, +86,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-03-04 11:51:24.000,2024-02-29 17:13:22,1047.0,8.0,777,427.0,405.0,131.0,1164.0,3750,2024-01-19 11:13:34.000,8.12.0,9.0,133.0,36,True,10070.0,10070.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,3634942.0,https://pypi.org/project/elasticsearch-dsl,,,3634830.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8454.0,,,,,2.0,,,,,,,,,,,,,, +87,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-02-13 17:00:15.000,2023-12-01 12:49:19,374.0,,233,46.0,143.0,110.0,139.0,3381,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,909592.0,887450.0,colorama,conda-forge/colorama,,,147543960.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22142.0,147244243.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,28473196.0,,,,,2.0,,,,,,,,,,,,,, +88,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,587,96.0,178.0,30.0,316.0,3083,,,21.0,83.0,36,True,783004.0,765641.0,pycparser,conda-forge/pycparser,,,168643703.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17363.0,168235322.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,37162679.0,,,,,2.0,,,,,,,,,,,,,, +89,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-03-05 06:32:53.000,2024-03-04 10:58:12,2686.0,29.0,480,123.0,565.0,326.0,1517.0,2805,2024-02-22 21:55:36.000,0.30.15,160.0,65.0,36,True,31444.0,30798.0,xlwings,conda-forge/xlwings,,17434.0,192198.0,https://pypi.org/project/xlwings,2024-02-22 21:55:36.000,646.0,176233.0,https://anaconda.org/conda-forge/xlwings,2024-02-23 08:45:30.682,718710.0,,,,,1.0,,,,,,,,,,,,,, +90,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,,2014-05-02 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,35.0,472,61.0,215.0,62.0,514.0,2630,2024-01-10 10:42:08.000,3.20.0x,34.0,146.0,36,False,89826.0,89826.0,pycryptodomex,conda-forge/pycryptodomex,,347.0,33581289.0,https://pypi.org/project/pycryptodomex,,,33545190.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1588311.0,,,,,2.0,,,,,,,,,-3.0,,,,, +91,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-03-05 11:29:54.000,2024-03-05 11:29:54,1516.0,8.0,457,134.0,571.0,318.0,378.0,2436,2023-11-17 10:47:56.000,1.2.0,30.0,138.0,36,True,28010.0,26697.0,dateparser,conda-forge/dateparser,,,6038385.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1313.0,6033973.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,198541.0,,,,,2.0,,,,,,,,,,,,,, +92,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-04 19:00:20.986,2024-02-08 15:35:16,1093.0,14.0,472,55.0,310.0,10.0,325.0,2381,2024-02-08 15:53:45.000,2.2.4,40.0,84.0,36,True,163518.0,156253.0,mysqlclient,conda-forge/mysqlclient,,5278.0,5597479.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7265.0,5589923.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-04 19:00:20.986,329938.0,,,,,2.0,,,,,,,,,,,,,, +93,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,41.0,114.0,24.0,151.0,1964,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,334545.0,332205.0,pyrsistent,conda-forge/pyrsistent,,,39898001.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2340.0,39430499.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20570090.0,,,,,1.0,,,,,,,,,,,,,, +94,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331,66.0,124.0,20.0,179.0,1627,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,36,True,141593.0,120583.0,simplejson,conda-forge/simplejson,,6428.0,20849462.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21010.0,20781756.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3111477.0,,,,,2.0,,,,,,,,,,,,,, +95,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-03-07 12:59:01.000,2024-03-07 06:54:56,15693.0,239.0,7177,736.0,5932.0,1760.0,3745.0,18067,2024-02-20 12:36:21.000,1.22.2,18.0,621.0,35,True,14.0,,micropython-_markupbase,,,73475.0,930.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,,,,,2.0,,,,,,,,,,,,,, +96,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-03-02 23:55:00.000,2024-02-17 13:53:16,376.0,11.0,557,148.0,334.0,214.0,153.0,12472,2024-02-17 13:54:46.000,0.0.16,16.0,71.0,35,True,10358.0,10157.0,sqlmodel,conda-forge/sqlmodel,,,925604.0,https://pypi.org/project/sqlmodel,2024-02-17 13:54:46.000,201.0,924753.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,26406.0,,,,,2.0,['pydantic'],,,,,,,,,,,,, +97,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,1.0,965,216.0,185.0,156.0,295.0,11396,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,34097.0,32620.0,schedule,conda-forge/schedule,,,1949503.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1477.0,1948165.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,50879.0,,,,,3.0,,,,,,,,,,,,,, +98,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2023-08-15 12:23:44.000,2018-08-27 18:02:16,447.0,,567,161.0,110.0,260.0,186.0,7892,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,False,125167.0,112682.0,docopt,conda-forge/docopt,,,10854850.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12485.0,10833404.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2037412.0,,,,,2.0,,,,,,,,,,,,,, +99,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-03 19:39:54.000,2023-12-16 21:30:31,835.0,9.0,391,68.0,285.0,226.0,321.0,5987,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,35,True,27152.0,25829.0,pendulum,conda-forge/pendulum,,534.0,23678472.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1323.0,23657546.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,920563.0,,,,,2.0,,,,,,,,,,,,,, +100,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,105.0,96.0,87.0,162.0,5336,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,69443.0,63692.0,xmltodict,conda-forge/xmltodict,,,39723442.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5751.0,39683028.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3677724.0,,,,,2.0,,,,,,,,,,,,,, +101,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-02-25 11:23:50.000,2024-02-25 08:36:53,1189.0,6.0,588,137.0,330.0,35.0,222.0,4495,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,35,True,95333.0,94051.0,tablib,conda-forge/tablib,,,1929878.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1282.0,1928807.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,94332.0,,,,,2.0,,,,,,,,,,,,,, +102,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-03-01 10:13:15.000,2024-03-01 10:13:14,911.0,12.0,371,87.0,277.0,26.0,318.0,4213,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4561.0,,ujson,conda-forge/ujson,,,10880289.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4561.0,10778640.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4574244.0,,,,,2.0,,,,,,,,,,,,,, +103,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-02-26 08:08:49.890,2024-02-26 07:08:19,1633.0,16.0,456,87.0,113.0,9.0,169.0,3381,2024-02-26 07:18:25.000,8.13.31,240.0,30.0,35,True,1478.0,,phonenumbers,conda-forge/phonenumbers,,,5750305.0,https://pypi.org/project/phonenumbers,2024-02-26 07:18:25.000,1478.0,5724671.0,https://anaconda.org/conda-forge/phonenumbers,2024-02-26 08:08:49.890,871580.0,,,,,1.0,,,,,,,,,,,,,, +104,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-03-04 19:05:12.000,2024-02-27 16:47:01,514.0,9.0,583,125.0,230.0,61.0,986.0,2816,2024-02-05 17:00:57.000,5.1.0,64.0,57.0,35,False,57093.0,54848.0,pyodbc,conda-forge/pyodbc,,,25669501.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2245.0,25638924.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1253676.0,,,,,2.0,,,,,,,,,,,,,, +105,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-03-04 19:26:29.000,2024-03-04 19:26:28,1781.0,22.0,210,91.0,260.0,,,2294,2023-11-14 21:54:12.000,3.3.2,47.0,50.0,35,True,84879.0,83663.0,motor,conda-forge/motor,,,1576690.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1216.0,1575121.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,64346.0,,,,,2.0,,,,,,,,,,,,,, +106,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-02-29 00:20:02.000,2024-02-29 00:20:01,744.0,59.0,223,61.0,464.0,151.0,627.0,1523,2019-06-19 22:31:20.000,3.7.4,16.0,96.0,35,True,6060.0,,typing,conda-forge/typing,,,8307432.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6060.0,8276389.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2980187.0,,,,,2.0,,,,,,,,,,,,,, +107,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-03-04 00:28:35.000,2024-03-04 00:28:34,767.0,9.0,124,35.0,220.0,51.0,207.0,1345,2024-01-23 20:48:15.000,3.2.2,125.0,73.0,35,True,52739.0,50494.0,argcomplete,conda-forge/argcomplete,,338.0,26787377.0,https://pypi.org/project/argcomplete,2024-01-23 20:48:15.000,2245.0,26753307.0,https://anaconda.org/conda-forge/argcomplete,2024-01-24 11:25:03.802,1498952.0,,,,,2.0,,,,,,,,,,,,,, +108,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-03-07 08:16:39.862,2024-03-06 19:23:47,1898.0,38.0,247,45.0,942.0,275.0,406.0,1306,2024-03-06 19:27:15.000,2.17.1,75.0,97.0,35,True,3922.0,3397.0,zarr,conda-forge/zarr,,,613187.0,https://pypi.org/project/zarr,2024-03-06 19:27:15.000,525.0,547480.0,https://anaconda.org/conda-forge/zarr,2024-03-07 08:16:39.862,2891124.0,,,,,2.0,,,,,,,,,,,,,, +109,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-03-01 03:37:49.000,2024-02-25 20:31:54,537.0,14.0,85,24.0,303.0,30.0,75.0,1205,2023-10-30 18:54:14.000,2.1.0,34.0,35.0,35,True,20699.0,20425.0,cleo,conda-forge/cleo,,,29853872.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,274.0,29837676.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,664066.0,,,,,2.0,,,,,,,,python-poetry/cleo,,,,,, +110,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-03-06 16:08:09.000,2024-02-20 03:40:50,1413.0,20.0,165,34.0,173.0,69.0,237.0,1190,2024-02-20 03:42:47.000,3.0.3,41.0,73.0,35,True,2462.0,,jsonpickle,conda-forge/jsonpickle,,,11495008.0,https://pypi.org/project/jsonpickle,2024-02-20 03:42:47.000,2462.0,11448189.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1638698.0,,,,,2.0,,,,,,,,,,,,,, +111,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-02-27 15:48:38.000,2024-02-27 15:48:37,1028.0,4.0,258,19.0,401.0,128.0,320.0,798,2024-02-05 02:51:09.000,2024.2.0,67.0,134.0,35,True,17713.0,16936.0,s3fs,conda-forge/s3fs,,,247360505.0,https://pypi.org/project/s3fs,2024-02-05 02:51:09.000,777.0,247207456.0,https://anaconda.org/conda-forge/s3fs,2024-02-05 13:59:04.728,6581110.0,,,,,2.0,,,,,,,,,,,,,, +112,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-02-27 15:50:51.000,2024-02-27 15:50:50,296.0,13.0,92,16.0,198.0,13.0,93.0,641,2023-10-30 18:29:37.000,3.13.1,65.0,43.0,35,True,404782.0,401836.0,filelock,conda-forge/filelock,,,118981356.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2946.0,118615575.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16825943.0,,,,,2.0,,,,,,,,tox-dev/filelock,,,,,, +113,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,13.0,36.0,32.0,55.0,301,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1940559.0,1856729.0,pytz,conda-forge/pytz,,18.0,177632650.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83830.0,176396116.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,49460660.0,,,,,2.0,,,,,,,,,,,,,, +114,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-26 22:08:21.000,2024-01-26 22:08:21,1605.0,1.0,1921,465.0,552.0,476.0,1310.0,14486,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,184.0,21.0,fabric,conda-forge/fabric,,,6127786.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,163.0,6125547.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,85082.0,,,,,3.0,,,,,,,,,,,,,, +115,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-03-04 13:01:36.000,2024-03-04 13:01:36,32.0,32.0,1809,230.0,3080.0,720.0,2858.0,13048,2024-03-03 15:43:03.000,5.0.3,184.0,19.0,34,False,11543.0,11178.0,pysimplegui,conda-forge/pysimplegui,,,766494.0,https://pypi.org/project/pysimplegui,2024-03-03 15:43:03.000,365.0,763993.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,137607.0,,,,,2.0,,,,,,,,,,,,,, +116,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-03-05 03:08:52.000,2024-03-05 03:08:50,2806.0,28.0,641,148.0,504.0,269.0,1019.0,11973,2024-03-05 03:06:05.000,1.11.0,221.0,65.0,34,True,2786.0,2729.0,dearpygui,,,,66126.0,https://pypi.org/project/dearpygui,2024-02-26 17:23:29.000,57.0,66126.0,,,,,,,,2.0,,,,,,,,,,,,,, +117,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-03-07 11:49:48.000,2024-03-07 04:48:39,8798.0,206.0,574,87.0,2301.0,53.0,392.0,7560,2024-02-28 17:49:59.000,3.8.22,154.0,126.0,34,True,2732.0,2678.0,hub,,,,3896.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3896.0,,,,,,,,2.0,,,,,,,,activeloopai/deeplake,,,,,, +118,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-03-02 09:19:02.000,2024-03-02 07:40:30,496.0,14.0,290,48.0,211.0,99.0,150.0,5778,2023-08-14 13:22:49.000,8.2.3,53.0,90.0,34,True,1812.0,,tenacity,conda-forge/tenacity,,,47622131.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1812.0,47476447.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,5973059.0,,,,,2.0,,,,,,,,,,,,,, +119,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-02-17 20:59:11.000,2024-02-11 15:15:42,498.0,57.0,318,23.0,137.0,23.0,132.0,3769,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,34,True,27522.0,27040.0,gdown,conda-forge/gdown,,,1709060.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,482.0,1703431.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,253330.0,,,,,2.0,,,,,,,,,,,,,, +120,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-03-05 21:12:31.000,2024-02-14 15:43:45,557.0,7.0,816,72.0,425.0,93.0,437.0,3721,2024-02-14 15:55:57.000,0.20.0,50.0,144.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,31714021.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,31379531.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15386560.0,,,,,2.0,,,,,,,,,,,,,, +121,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-03-05 19:07:34.000,2024-03-01 17:30:12,335.0,5.0,255,52.0,207.0,126.0,200.0,3658,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,22301.0,22178.0,databases,conda-forge/databases,,,447545.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,123.0,442690.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,194225.0,,,,,2.0,,,,,,,,,,,,,, +122,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-03-07 02:11:03.000,2024-03-07 00:20:17,744.0,19.0,316,34.0,527.0,114.0,382.0,3464,2024-02-10 16:06:28.000,3.2.4,86.0,123.0,34,True,8336.0,8030.0,dynaconf,conda-forge/dynaconf,,,2595493.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,306.0,2593830.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,68223.0,,,,,2.0,,,,,,,,dynaconf/dynaconf,,,,,, +123,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-01 23:03:50.000,2024-03-01 23:03:38,656.0,21.0,190,34.0,52.0,25.0,166.0,3184,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2277.0,,sortedcontainers,conda-forge/sortedcontainers,,,39820588.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2277.0,39690889.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11932389.0,,,,,1.0,,,,,,,,,,,,,, +124,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-03-07 12:49:24.000,2024-02-27 08:17:35,1446.0,19.0,214,45.0,1225.0,67.0,568.0,2685,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,3961.0,3909.0,docarray,conda-forge/docarray,,,76830.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,71888.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,128517.0,,,,,2.0,,,,,,,,docarray/docarray,,,,,, +125,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,313,48.0,111.0,18.0,188.0,2497,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,57216.0,53839.0,python-magic,conda-forge/python-magic,,,7895803.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3377.0,7889887.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,242559.0,,,,,2.0,,,,,,,,,,,,,, +126,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-02-19 05:13:47.000,2024-02-19 05:11:13,850.0,26.0,204,62.0,106.0,63.0,360.0,2123,2024-01-26 13:04:44.000,2.9.0,53.0,73.0,34,True,3244.0,,numexpr,conda-forge/numexpr,,589.0,7066605.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3244.0,6895310.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7708045.0,,,,,2.0,,,,,,,,,,,,,, +127,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-03-01 21:41:13.000,2023-11-14 07:16:07,1076.0,,213,27.0,171.0,65.0,218.0,1865,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10404.0,9523.0,deepdiff,conda-forge/deepdiff,,,7704973.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,881.0,7696187.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,395391.0,,,,,1.0,,,,,,,,,,,,,, +128,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-03-01 12:34:50.000,2024-03-01 11:35:28,871.0,4.0,222,49.0,294.0,13.0,274.0,1825,2024-03-01 12:34:50.000,1.0.8,24.0,78.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1277.0,63866683.0,https://pypi.org/project/msgpack,2024-03-01 12:34:50.000,2448.0,63499180.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15066959.0,,,,,3.0,,,,,,,,,,,,,, +129,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,11.0,213,36.0,261.0,37.0,211.0,1798,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,34,True,16719.0,15338.0,voluptuous,conda-forge/voluptuous,,,3160178.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1381.0,3151534.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,345765.0,,,,,2.0,,,,,,,,,,,,,, +130,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-31 15:09:01.023,2024-01-31 12:53:43,507.0,10.0,267,26.0,120.0,13.0,148.0,1798,2024-01-31 12:58:25.000,2.10.1,45.0,66.0,34,True,68529.0,66986.0,emoji,conda-forge/emoji,,,2923073.0,https://pypi.org/project/emoji,2024-01-31 12:58:25.000,1543.0,2921501.0,https://anaconda.org/conda-forge/emoji,2024-01-31 15:09:01.023,67624.0,,,,,1.0,,,,,,,,,,,,,, +131,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,,164,30.0,283.0,88.0,166.0,1547,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,34,True,3000.0,,cloudpickle,conda-forge/cloudpickle,,27.0,40815377.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,3000.0,40453153.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15937860.0,,,,,3.0,,,,,,,,,,,,,, +132,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-03-06 12:51:45.000,2024-03-06 12:51:44,1423.0,59.0,153,21.0,943.0,58.0,383.0,1519,2024-01-16 15:40:08.000,9.1.1,60.0,72.0,34,True,927.0,879.0,copier,,,,224310.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,224310.0,,,,,,,,2.0,,,,,,,,,,,,,, +133,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,5.0,148,35.0,78.0,1.0,71.0,1432,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,81534.0,78576.0,python-slugify,conda-forge/python-slugify,,,18785956.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2958.0,18741743.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,1945402.0,,,,,1.0,,,,,,,,,3.0,,,,, +134,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-03-03 19:34:14.000,2024-03-03 19:33:12,4850.0,26.0,270,61.0,388.0,170.0,552.0,1260,2023-11-27 12:13:28.000,3.9.2,46.0,130.0,34,True,2636.0,,tables,conda-forge/pytables,,182.0,1225519.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2636.0,1068839.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6893845.0,,,,,2.0,,,,,,,,,,,,,, +135,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-03-01 08:49:09.000,2024-01-31 13:32:23,1386.0,2.0,317,32.0,330.0,196.0,239.0,1187,2023-05-02 07:31:50.000,0.41.1,214.0,119.0,34,True,30524.0,28352.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,5970706.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2172.0,5964593.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,550186.0,,,,,2.0,,,,,,,,,,,,,, +136,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2023-10-31 22:41:34.000,2023-02-12 00:08:39,785.0,,205,41.0,114.0,149.0,271.0,1141,2020-01-25 14:40:31.000,0.10.9,32.0,38.0,34,False,37403.0,36685.0,py4j,conda-forge/py4j,,,43162807.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,718.0,43107043.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5074543.0,,,,,2.0,,,,,,,,py4j/py4j,,,,,, +137,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-03-07 02:40:19.000,2024-02-20 10:07:45,728.0,27.0,130,23.0,299.0,52.0,132.0,1123,2024-01-24 13:45:14.000,1.4.0,22.0,52.0,34,True,10614.0,,pluggy,conda-forge/pluggy,,,119160411.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10614.0,118563461.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24474987.0,,,,,2.0,,,,,,,,,,,,,, +138,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-03-04 04:19:16.000,2024-03-04 04:19:10,602.0,40.0,146,26.0,619.0,6.0,127.0,1099,,,10.0,32.0,34,True,207098.0,207098.0,bcrypt,conda-forge/bcrypt,,,54300418.0,https://pypi.org/project/bcrypt,,,54194634.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4548746.0,,,,,3.0,,,,,,,,,,,,,, +139,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-02-15 16:49:34.000,2023-08-23 16:34:33,392.0,,104,24.0,57.0,13.0,93.0,804,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,563032.0,538559.0,decorator,conda-forge/decorator,,,81039657.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24473.0,80757951.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,25916996.0,,,,,2.0,,,,,,,,,,,,,, +140,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-03-04 03:26:19.000,2024-03-04 03:26:18,1174.0,37.0,298,31.0,853.0,5.0,538.0,741,2024-03-02 23:49:53.000,7.2.5,95.0,131.0,34,True,6699.0,6699.0,minio,conda-forge/minio,,,2133536.0,https://pypi.org/project/minio,,,2129860.0,https://anaconda.org/conda-forge/minio,2024-03-03 01:37:46.696,158098.0,,,,,2.0,,,,,,,,,,,,,, +141,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-03-05 21:57:53.000,2024-03-05 21:57:34,396.0,19.0,154,62.0,401.0,38.0,303.0,411,2024-02-05 16:50:23.000,0.21.0,45.0,49.0,34,True,9764.0,9428.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,10201723.0,https://pypi.org/project/pandas-gbq,2024-02-05 16:50:23.000,336.0,10155981.0,https://anaconda.org/conda-forge/pandas-gbq,2024-02-06 16:32:39.078,1875280.0,,,,,2.0,,,,,,,,,,,,,, +142,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-02-16 04:55:31.000,2024-02-14 20:05:06,355.0,10.0,54,13.0,71.0,11.0,40.0,371,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,34,True,527734.0,514130.0,wcwidth,conda-forge/wcwidth,,,62511042.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13604.0,61991589.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,23375429.0,,,,,3.0,,,,,,,,,,,,,, +143,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-03-06 01:14:30.000,2023-12-21 19:12:29,604.0,9.0,128,19.0,240.0,50.0,36.0,195,2023-12-21 20:27:02.000,0.10.0,40.0,38.0,34,True,279241.0,274856.0,s3transfer,conda-forge/s3transfer,,,304237263.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4385.0,303805747.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17692157.0,,,,,2.0,,,,,,,,,,,,,, +144,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-03-05 10:49:12.000,2024-01-05 14:42:12,533.0,1.0,2226,388.0,476.0,360.0,188.0,34401,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1399.0,1359.0,diagrams,conda-forge/diagrams,,,168981.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,40.0,165143.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,176550.0,,,,,2.0,,,,,,,,,,,,,, +145,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-03-05 23:54:53.000,2024-03-05 23:52:25,1877.0,7.0,616,124.0,1299.0,260.0,1105.0,8016,2023-02-23 18:30:37.000,1.3.2,22.0,117.0,33,True,20847.0,20838.0,hydra,conda-forge/hydra-core,,,28795.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,10349.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,903866.0,,,,,2.0,,,,,,,,,,,,,, +146,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-01-04 14:08:21.000,2024-01-04 14:08:21,1465.0,1.0,542,134.0,235.0,7.0,466.0,6822,2023-08-14 08:32:59.000,2.0.0,44.0,97.0,33,True,16903.0,14243.0,sh,conda-forge/sh,,,6180651.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2660.0,6175975.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,191747.0,,,,,3.0,,,,,,,,,,,,,, +147,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-02-03 19:08:30.000,2024-01-15 07:50:50,1535.0,1.0,348,142.0,204.0,66.0,106.0,6383,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,33,True,6946.0,6503.0,boltons,conda-forge/boltons,,25.0,3722937.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,443.0,3630078.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,4178696.0,,,,,2.0,,,,,,,,,,,,,, +148,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-02-23 21:54:45.000,2024-02-23 21:54:43,1931.0,19.0,605,131.0,332.0,34.0,870.0,5766,2024-02-13 20:38:55.000,1.4.0,40.0,107.0,33,True,1961.0,1589.0,csvkit,conda-forge/csvkit,,,211061.0,https://pypi.org/project/csvkit,2024-02-13 20:38:55.000,372.0,207971.0,https://anaconda.org/conda-forge/csvkit,2024-02-14 01:14:39.007,105071.0,,,,,2.0,,,,,,,,,,,,,, +149,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-03-07 12:12:05.000,2024-03-06 14:25:05,6328.0,239.0,380,40.0,2215.0,60.0,231.0,3562,2024-03-06 16:01:37.000,0.55.5,130.0,89.0,33,True,419.0,417.0,zenml,,,1.0,33867.0,https://pypi.org/project/zenml,2024-03-06 15:40:53.000,2.0,33867.0,,,,,,,,2.0,,,,,,,,,,,,,, +150,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,15.0,334.0,3096,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16823.0,15667.0,cerberus,conda-forge/cerberus,,,5452652.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1156.0,5439117.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,365447.0,,,,,2.0,,,,,,,,,,,,,, +151,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-03-05 05:32:32.000,2024-03-05 05:24:48,1053.0,30.0,373,48.0,392.0,63.0,322.0,3056,2024-02-26 11:59:05.000,7.0.1,58.0,117.0,33,True,638.0,,smart-open,conda-forge/smart_open,,,20625094.0,https://pypi.org/project/smart-open,2024-02-26 11:58:53.000,638.0,20573021.0,https://anaconda.org/conda-forge/smart_open,2024-02-27 00:48:45.551,2291245.0,,,,,2.0,,,,,,,,piskvorky/smart_open,,,,,, +152,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-03-07 06:57:52.000,2024-02-23 04:17:54,644.0,20.0,248,21.0,641.0,303.0,427.0,2880,2023-12-08 21:11:34.000,0.18.0,79.0,115.0,33,True,1490.0,1386.0,pandera,conda-forge/pandera-core,,,1594389.0,https://pypi.org/project/pandera,2023-12-08 21:11:34.000,104.0,1593567.0,https://anaconda.org/conda-forge/pandera-core,2023-11-07 19:43:56.519,33711.0,,,,,2.0,['pandas'],,,,,,,unionai-oss/pandera,,,,,, +153,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,1.0,185,51.0,325.0,127.0,225.0,2735,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,33,True,6415.0,5934.0,plumbum,conda-forge/plumbum,,,3642694.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,481.0,3631241.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,996480.0,,,,,3.0,,,,,,,,,,,,,, +154,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-02-29 11:48:41.000,2023-12-10 17:09:47,1032.0,1.0,275,36.0,375.0,206.0,258.0,2330,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,33,True,18471.0,18361.0,pypika,conda-forge/pypika,,,2560072.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,110.0,2559742.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,9580.0,,,,,3.0,,,,,,,,,,,,,, +155,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2125,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,220157.0,211540.0,xlrd,conda-forge/xlrd,,,19933986.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8617.0,19890231.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3675430.0,,,,,2.0,,,,,,,,,,,,,, +156,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-03-06 17:02:04.000,2024-02-26 20:19:32,296.0,8.0,153,28.0,64.0,13.0,231.0,1997,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,33,True,3656.0,,cachetools,conda-forge/cachetools,,,120025974.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,3656.0,119792031.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,10761381.0,,,,,1.0,,,,,,,,,,,,,, +157,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2023-11-10 08:26:50.000,2023-11-10 08:22:03,735.0,,219,45.0,69.0,50.0,142.0,1945,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,33,True,11955.0,,wrapt,conda-forge/wrapt,,,119576239.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11955.0,119235598.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,13966281.0,,,,,2.0,,,,,,,,,,,,,, +158,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-02-28 21:42:56.000,2024-02-27 22:54:42,6041.0,6.0,576,78.0,1117.0,13.0,,1367,2023-12-21 22:45:31.000,3.29.0,76.0,198.0,33,True,7156.0,6446.0,cassandra-driver,conda-forge/cassandra-driver,,,1564812.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,710.0,1560244.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,196462.0,,,,,3.0,,,,,,,,,,,,,, +159,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-03-07 12:41:06.000,2024-02-29 09:57:40,1528.0,19.0,213,97.0,769.0,2.0,236.0,853,2024-02-29 11:06:31.000,5.18.0,133.0,43.0,33,True,8616.0,8390.0,neo4j-driver,conda-forge/neo4j-python-driver,,,138976.0,https://pypi.org/project/neo4j-driver,2024-02-29 10:58:19.000,226.0,134518.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-02-29 13:15:31.904,200627.0,,,,,3.0,,,,,,,,,,,,,, +160,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-02-27 00:09:09.000,2024-02-27 00:09:08,1346.0,186.0,95,20.0,808.0,16.0,132.0,383,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3391.0,,multidict,conda-forge/multidict,,6435.0,102049840.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3391.0,101764354.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11702113.0,,,,,2.0,,,,,,,,,,,,,, +161,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,33,False,486426.0,471282.0,pyasn1,conda-forge/pyasn1,,,177176540.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15144.0,174866615.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13859553.0,,,,,3.0,,,,,,,,,,,,,, +162,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,106.0,160.0,17.0,292.0,6416,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13650.0,12708.0,tinydb,conda-forge/tinydb,,,598496.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,942.0,594467.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,374718.0,,,,,2.0,,,,,,,,,,,,,, +163,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-03-05 16:41:24.000,2024-02-13 12:48:28,1194.0,3.0,339,43.0,496.0,496.0,508.0,4142,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7353.0,7249.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,124105.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,123595.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16842.0,,,,,3.0,,,,,,,,,,,,,, +164,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-03-06 23:46:03.000,2024-03-06 22:22:43,8262.0,477.0,679,83.0,1400.0,152.0,695.0,4057,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,41.0,3.0,toga,,@pybee/toga,2651.0,4574.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,4405.0,,,,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,14.0,2.0,,,,,,,,,,,,,, +165,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-03-07 01:04:35.000,2024-03-05 15:53:53,5552.0,64.0,1026,239.0,1540.0,,,4010,2024-02-21 21:43:51.000,4.6.2,31.0,209.0,32,True,,,pymongo,conda-forge/pymongo,,,25570410.0,https://pypi.org/project/pymongo,,,25535343.0,https://anaconda.org/conda-forge/pymongo,2024-02-22 01:29:03.354,1542983.0,,,,,3.0,,,,,,,,,-8.0,,,,, +166,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-02-18 14:47:13.000,2023-01-31 21:17:34,775.0,,419,79.0,70.0,370.0,195.0,3633,2020-03-23 21:46:31.000,0.13.5,23.0,41.0,32,False,15465.0,15465.0,keyboard,conda-forge/keyboard,,,454684.0,https://pypi.org/project/keyboard,,,453906.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25690.0,,,,,3.0,,,,,,,,,,,,,, +167,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312,50.0,206.0,209.0,359.0,3517,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3075.0,2948.0,dependency-injector,conda-forge/dependency_injector,,,1108062.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1106788.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,38226.0,,,,,2.0,,,,,,,,,,,,,, +168,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,88.0,80.0,316.0,332.0,3486,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4258.0,3891.0,pony,conda-forge/pony,,88.0,145626.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,367.0,143173.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98157.0,,,,,3.0,,,,,,,,,,,,,, +169,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,4.0,199,57.0,154.0,95.0,74.0,2823,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,32,True,9300.0,8351.0,schema,conda-forge/schema,,,12728247.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,949.0,12725736.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,140647.0,,,,,2.0,,,,,,,,,,,,,, +170,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,142.0,454.0,143.0,402.0,2794,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,32,True,23757.0,22893.0,pandas-datareader,conda-forge/pandas-datareader,,,409128.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,864.0,404961.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,345938.0,,,,,2.0,,,,,,,,,,,,,, +171,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,144,36.0,66.0,49.0,66.0,2502,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,135687.0,133434.0,aiofiles,conda-forge/aiofiles,,,12478787.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2253.0,12454938.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,977821.0,,,,,2.0,,,,,,,,,,,,,, +172,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-02-16 07:09:48.000,2024-02-16 07:09:47,836.0,8.0,430,40.0,639.0,269.0,369.0,2354,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1794.0,1633.0,pynamodb,conda-forge/pynamodb,,,1845630.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1833978.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,501048.0,,,,,3.0,,,,,,,,,,,,,, +173,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2051,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39536.0,6.0,chardet,conda-forge/chardet,@pypi/chardet,,59653107.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39526.0,59115480.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22575087.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,125.0,2.0,,,,,,,,,,,,,, +174,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,87.0,2040,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7080.0,,jmespath,conda-forge/jmespath,,,150767458.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7080.0,150575380.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17671241.0,,,,,3.0,,,,,,,,,,,,,, +175,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-02-26 17:44:42.000,2023-12-03 10:50:26,9954.0,,925,85.0,1791.0,92.0,124.0,1997,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,32,True,863.0,,apache-libcloud,,,,238877.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,863.0,238877.0,,,,,,,,3.0,,,,,,,,,,,,,, +176,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-02-29 17:01:39.000,2024-02-29 16:59:55,1064.0,8.0,93,18.0,585.0,103.0,447.0,1747,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,26474.0,25957.0,omegaconf,conda-forge/omegaconf,,,7948886.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,517.0,7923221.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1283271.0,,,,,3.0,,,,,,,,,,,,,, +177,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,217,47.0,180.0,58.0,337.0,1477,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2470.0,2371.0,pygsheets,,,,1576052.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1576052.0,,,,,,,,3.0,,,,,,,,,,,,,, +178,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-03-07 06:50:04.000,2024-01-26 18:48:28,2257.0,59.0,474,,,,,1311,2023-06-21 16:43:02.350,0.27.1,72.0,225.0,32,True,466.0,,holidays,conda-forge/holidays,,,6842527.0,https://pypi.org/project/holidays,2024-03-04 18:01:54.000,466.0,6756712.0,https://anaconda.org/conda-forge/holidays,2024-03-04 19:31:09.884,3775887.0,,,,,3.0,,,,,,,,,,,,,, +179,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-02-26 20:39:40.596,2024-02-25 00:15:02,1274.0,1.0,104,32.0,208.0,49.0,194.0,986,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,47855.0,46174.0,Bottleneck,conda-forge/bottleneck,,,963759.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1681.0,868264.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,3915316.0,,,,,2.0,,,,,,,,,,,,,, +180,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-03-06 15:56:34.000,2024-03-06 15:56:34,2146.0,47.0,138,42.0,429.0,101.0,261.0,973,2024-02-26 21:16:41.000,2.0.3,33.0,86.0,32,True,2193.0,2061.0,intake,conda-forge/intake,,,75293.0,https://pypi.org/project/intake,2024-02-26 21:16:41.000,132.0,63156.0,https://anaconda.org/conda-forge/intake,2024-02-27 02:46:57.710,546173.0,,,,,2.0,,,,,,,,,,,,,, +181,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,,125,24.0,71.0,23.0,162.0,894,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,18944.0,18589.0,anytree,conda-forge/anytree,,,1153372.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,355.0,1152573.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,37599.0,,,,,2.0,,,,,,,,,,,,,, +182,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-03-07 13:15:41.000,2024-03-07 13:10:44,902.0,45.0,41,12.0,57.0,2.0,239.0,54,2024-03-07 13:15:51.000,6.1.3,68.0,39.0,32,False,1836.0,,importlib-resources,conda-forge/importlib_resources,,,80093660.0,https://pypi.org/project/importlib-resources,2024-03-07 13:15:41.000,1836.0,79693025.0,https://anaconda.org/conda-forge/importlib_resources,2024-02-26 11:58:16.846,18429255.0,,,,,2.0,,,,,,,,,,,,,, +183,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-03-06 17:38:57.000,2024-02-29 16:22:05,487.0,10.0,518,69.0,305.0,151.0,167.0,13189,2023-05-02 05:20:05.000,0.9.0,26.0,40.0,31,True,21.0,21.0,typer,conda-forge/typer,,,18087618.0,https://pypi.org/project/typer,,,18043674.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,2065403.0,,,,,3.0,,,,,,,,,,,,,, +184,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-02-22 20:52:06.000,2023-03-04 17:45:05,299.0,,565,131.0,193.0,187.0,344.0,6096,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,7033.0,6947.0,eel,,,,70152.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,70152.0,,,,,,,,3.0,,,,,,,,python-eel/Eel,,,,,, +185,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,6.0,856,168.0,745.0,17.0,962.0,5671,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,494.0,480.0,snorkel,conda-forge/snorkel,,1068.0,45077.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,14.0,43746.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,47491.0,,,,,3.0,,,,,,,,,,,,,, +186,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,,243,65.0,89.0,23.0,273.0,3493,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,31,True,1085.0,965.0,asciimatics,conda-forge/asciimatics,,,75281.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,71718.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,146110.0,,,,,3.0,,,,,,,,,,,,,, +187,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,306.0,1629.0,112.0,486.0,3312,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,346.0,329.0,koalas,conda-forge/koalas,,1019.0,1392152.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1386486.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,327719.0,,,,,3.0,"['spark', 'pandas']",,,,,,,,,,,,, +188,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-03-04 14:03:52.000,2024-03-04 10:56:38,1770.0,47.0,103,45.0,1381.0,66.0,354.0,3183,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,584.0,525.0,returns,conda-forge/returns,,,198321.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,198073.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8435.0,,,,,3.0,,,,,,,,,,,,,, +189,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3180,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10028.0,9210.0,blaze,conda-forge/blaze,,,24095.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,21532.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202506.0,,,,,3.0,,,,,,,,,,,,,, +190,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,28.0,76.0,4.0,90.0,2649,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,127391.0,123966.0,python-decouple,conda-forge/python-decouple,,12.0,2615122.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3425.0,2614129.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,77483.0,,,,,3.0,,,,,,,,HBNetwork/python-decouple,,,,,, +191,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,109.0,921.0,211.0,1093.0,2606,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1530.0,1416.0,mrjob,conda-forge/mrjob,,,100485.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,94701.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,520622.0,,,,,2.0,,,,,,,,,,,,,, +192,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-03-02 12:40:44.000,2024-03-02 11:46:32,3961.0,103.0,318,35.0,342.0,147.0,556.0,2506,2024-02-25 20:40:20.000,2.9.2,214.0,106.0,31,True,112.0,100.0,pyinfra,,,,41021.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,12.0,41021.0,,,,,,,,3.0,,,,,,,,pyinfra-dev/pyinfra,,,,,, +193,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-03-06 17:24:50.000,2024-03-06 17:24:50,1519.0,51.0,268,42.0,690.0,152.0,950.0,1983,2024-02-15 18:12:07.000,1.10.0,122.0,46.0,31,False,373.0,355.0,sdv,conda-forge/sdv,,,43902.0,https://pypi.org/project/sdv,2024-02-15 18:02:21.000,18.0,43291.0,https://anaconda.org/conda-forge/sdv,2024-02-16 03:46:50.208,16520.0,,,,,3.0,,,,,,,,,,,,,, +194,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,96.0,402.0,167.0,379.0,1678,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9376.0,8113.0,influxdb,conda-forge/influxdb,,,1861185.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1263.0,1858252.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,137887.0,,,,,3.0,,,,,,,,,,,,,, +195,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2107.0,,humanize,conda-forge/humanize,,,7301518.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2107.0,7290073.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,515066.0,,,,,2.0,,,,,,,,,,,,,, +196,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-03-03 17:44:58.000,2024-03-03 17:44:58,688.0,39.0,63,16.0,246.0,1.0,59.0,1383,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,23338.0,22806.0,bidict,conda-forge/bidict,,32.0,2094878.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,532.0,2086135.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,384730.0,,,,,2.0,,,,,,,,,,,,,, +197,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-03-04 10:21:09.000,2024-01-12 09:43:33,550.0,14.0,79,22.0,231.0,36.0,99.0,1373,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,31,True,11939.0,11521.0,questionary,conda-forge/questionary,,,1604447.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1602744.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,66437.0,,,,,3.0,,,,,,,,,,,,,, +198,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2023-10-26 21:01:22.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1171,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,True,7058.0,6726.0,sshtunnel,conda-forge/sshtunnel,,,8109969.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,332.0,8108443.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,137394.0,,,,,3.0,,,,,,,,,,,,,, +199,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1017,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,False,290562.0,275297.0,appdirs,conda-forge/appdirs,,,23877665.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15265.0,23772800.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10067112.0,,,,,3.0,,,,,,,,,,,,,, +200,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-02-19 08:58:32.000,2023-06-25 23:23:50,1269.0,,256,19.0,214.0,31.0,302.0,895,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,6059.0,5733.0,fastcore,conda-forge/fastcore,,,1264825.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,1262302.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,68133.0,,,,,3.0,,,,,,,,,,,,,, +201,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-02-07 08:51:18.000,2024-02-07 08:51:17,354.0,8.0,141,13.0,165.0,22.0,138.0,891,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,31,True,109279.0,107418.0,validators,conda-forge/validators,,20.0,8480482.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1861.0,8467583.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,567543.0,,,,,2.0,,,,,,,,python-validators/validators,,,,,, +202,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,32.0,612.0,879,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8476.0,8114.0,cx-Oracle,conda-forge/cx_oracle,,,3435245.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3423212.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,529457.0,,,,,3.0,,,,,,,,,,,,,, +203,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-03-06 18:39:12.000,2024-03-06 18:23:27,880.0,11.0,66,18.0,480.0,149.0,290.0,382,2024-01-17 14:53:01.000,2.0.2,90.0,36.0,31,True,10263.0,10104.0,param,conda-forge/param,,,1124629.0,https://pypi.org/project/param,2024-03-06 18:39:12.000,159.0,1088254.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1491410.0,,,,,2.0,,,,,,,,,,,,,, +204,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,,131,23.0,95.0,40.0,140.0,311,,,9.0,39.0,31,True,108024.0,108024.0,asn1crypto,conda-forge/asn1crypto,,,70353584.0,https://pypi.org/project/asn1crypto,,,70249968.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8392909.0,,,,,3.0,,,,,,,,,,,,,, +205,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,60,7.0,76.0,2.0,81.0,182,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,159089.0,155201.0,tzlocal,conda-forge/tzlocal,,,46757701.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3888.0,46675168.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2558529.0,,,,,3.0,,,,,,,,,,,,,, +206,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-03-06 01:34:51.000,2024-03-05 00:07:41,800.0,23.0,50,49.0,720.0,49.0,185.0,59,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3443.0,3427.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4307855.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,16.0,4305023.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,104788.0,,,,,3.0,,,,,,,,,,,,,, +207,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-02-07 23:37:40.000,2024-02-07 23:37:39,709.0,25.0,42,4.0,41.0,6.0,65.0,47,2023-09-18 15:18:43.000,3.17.0,49.0,25.0,31,False,4238.0,,zipp,conda-forge/zipp,,,187424681.0,https://pypi.org/project/zipp,2023-09-18 15:18:23.000,4238.0,186571268.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35843349.0,,,,,3.0,,,,,,,,,,,,,, +208,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,991,283.0,300.0,164.0,463.0,20213,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,977.0,885.0,gooey,conda-forge/gooey,,600.0,7366.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,6082.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73857.0,,,,,3.0,,,,,,,,,,,,,, +209,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-03-05 08:12:30.000,2023-07-21 10:40:58,3636.0,,592,145.0,970.0,500.0,775.0,8145,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,718.0,684.0,vaex,conda-forge/vaex,,280.0,24388.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,34.0,22371.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,179360.0,,,,,3.0,,,,,,,,,,,,,, +210,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,94.0,186.0,17.0,429.0,5277,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3638.0,3361.0,transitions,conda-forge/transitions,,,577698.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,277.0,567221.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,597223.0,,,,,1.0,,,,,,,,,,,,,, +211,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,221.0,90.0,243.0,43.0,5179,,,41.0,28.0,30,False,8853.0,8026.0,pdfminer,conda-forge/pdfminer,,,201631.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,827.0,201231.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36438.0,,,,,3.0,,,,,,,,,,,,,, +212,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,5.0,380,85.0,176.0,,609.0,4832,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,30,True,1584.0,1404.0,huey,conda-forge/huey,,,105207.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,104737.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33433.0,,,,,2.0,,,,,,,,,,,,,, +213,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-02-20 18:13:35.000,2024-02-01 14:47:54,992.0,3.0,141,71.0,70.0,9.0,72.0,3235,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,10958.0,10308.0,funcy,conda-forge/funcy,,,1503198.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,650.0,1498413.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,411555.0,,,,,3.0,,,,,,,,,,,,,, +214,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-02-15 20:53:28.617,2024-02-01 18:17:41,1177.0,19.0,590,174.0,468.0,96.0,477.0,3017,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,275.0,242.0,arctic,conda-forge/arctic,,209.0,6070.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,4651.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31189.0,,,,,3.0,,,,,,,,,,,,,, +215,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1982.0,1595.0,schematics,conda-forge/schematics,,,319187.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,318721.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26113.0,,,,,3.0,,,,,,,,,,,,,, +216,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-03-06 17:11:31.000,2024-03-06 16:59:21,848.0,40.0,113,32.0,1069.0,12.0,402.0,2506,2024-03-05 23:30:07.000,1.3.25,319.0,32.0,30,True,247.0,241.0,whylogs,,,45.0,241910.0,https://pypi.org/project/whylogs,2024-03-05 23:30:07.000,6.0,241908.0,,,,,,,,2.0,,,,,,,,,,,,,, +217,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-04 00:31:01.000,2024-01-03 03:34:41,233.0,1.0,279,48.0,75.0,50.0,113.0,2281,2023-10-03 10:00:24.000,1.6.4,86.0,28.0,30,True,1182.0,1114.0,datasketch,,,19.0,1462635.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,68.0,1462635.0,,,,,,,,3.0,,,,,,,,,,,,,, +218,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-02-28 14:26:42.764,2024-02-27 16:46:08,2096.0,30.0,140,21.0,166.0,55.0,445.0,1171,2024-02-27 16:49:52.000,24.3.1,60.0,120.0,30,True,,,keyring,conda-forge/keyring,,,48906799.0,https://pypi.org/project/keyring,,,48809424.0,https://anaconda.org/conda-forge/keyring,2024-02-28 14:26:42.764,4284519.0,,,,,3.0,,,,,,,,,-7.0,,,,, +219,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-03-05 18:49:21.000,2024-03-05 18:48:21,643.0,27.0,141,22.0,540.0,38.0,254.0,1000,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2229.0,2095.0,aiocache,,,16.0,541547.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,134.0,541547.0,,,,,,,,2.0,,,,,,,,,,,,,, +220,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-02-23 21:13:04.000,2024-02-23 21:13:03,987.0,16.0,99,22.0,94.0,31.0,83.0,907,2023-07-04 14:19:04.678,7.0.0,49.0,54.0,30,True,1050.0,,inflect,conda-forge/inflect,,,4908078.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1050.0,4900056.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,361030.0,,,,,3.0,,,,,,,,,,,,,, +221,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49,17.0,76.0,1.0,92.0,845,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,28293.0,26951.0,natsort,conda-forge/natsort,,,4663598.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1342.0,4625323.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1531028.0,,,,,3.0,,,,,,,,,,,,,, +222,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-03-04 15:05:38.000,2020-10-21 17:48:31,219.0,,77,16.0,278.0,46.0,25.0,680,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,46859.0,44719.0,cached-property,conda-forge/cached-property,,,13756443.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2140.0,13651566.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8809696.0,,,,,2.0,,,,,,,,,,,,,, +223,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-02-20 04:53:11.000,2024-02-20 04:53:10,572.0,16.0,358,36.0,306.0,27.0,125.0,657,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4603.0,3321.0,pysolr,conda-forge/pysolr,,,289045.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,288785.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22104.0,,,,,3.0,,,,,,,,,,,,,, +224,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,68,23.0,49.0,6.0,90.0,523,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17467.0,15279.0,scandir,conda-forge/scandir,,,3370704.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2188.0,3337195.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1373874.0,,,,,3.0,,,,,,,,,,,,,, +225,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-03-03 07:12:27.000,2024-02-05 23:03:25,958.0,4.0,4562,635.0,754.0,203.0,100.0,23419,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,116.0,100.0,algorithms,conda-forge/algorithms,,,1886.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1828.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2031.0,,,,,3.0,,,,,,,,,,,,,, +226,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7061,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1324.0,1142.0,records,conda-forge/records,,,224518.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,182.0,224218.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24943.0,,,,,3.0,,,,,,,,,,,,,, +227,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6669,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1845.0,1815.0,faust,,,,16263.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,16263.0,,,,,,,,2.0,,,,,,,,,,,,,, +228,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3448,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,9361.0,8877.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11151153.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,484.0,11130990.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,826717.0,,,,,3.0,,,,,,,,,,,,,, +229,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127,57.0,73.0,15.0,64.0,2420,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9039.0,8627.0,addict,conda-forge/addict,,21.0,3015935.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,412.0,3011257.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,430382.0,,,,,2.0,,,,,,,,,,,,,, +230,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,43.0,218.0,108.0,274.0,1936,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,632.0,,fs,conda-forge/fs,,,2100639.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,632.0,2091589.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,705927.0,,,,,3.0,,,,,,,,,,,,,, +231,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,2.0,59,22.0,110.0,113.0,78.0,1808,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,29,True,1543.0,1413.0,glom,conda-forge/glom,,,1756379.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,1755685.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,29877.0,,,,,2.0,,,,,,,,,,,,,, +232,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1491,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,248.0,223.0,mleap,conda-forge/mleap,,,197292.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,195580.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78788.0,,,,,2.0,,,,,,,,,,,,,, +233,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-03-06 15:52:21.000,2024-03-06 15:52:18,860.0,41.0,48,12.0,278.0,9.0,93.0,1377,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1636.0,1594.0,python-benedict,conda-forge/python-benedict,,,574846.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,571087.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,150375.0,,,,,2.0,,,,,,,,,,,,,, +234,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-03-04 17:45:18.000,2024-03-04 17:45:17,1746.0,16.0,82,15.0,438.0,115.0,247.0,1225,2024-03-04 12:09:06.000,1.3.2,251.0,42.0,29,True,345.0,334.0,piccolo,,,,21623.0,https://pypi.org/project/piccolo,2024-03-04 12:09:06.000,11.0,21623.0,,,,,,,,3.0,,,,,,,,,,,,,, +235,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2023-08-22 16:47:24.412,2023-08-22 15:22:53,1280.0,,190,50.0,202.0,85.0,371.0,1180,2023-08-22 15:26:20.000,1.7.14,89.0,63.0,29,True,86.0,,petl,conda-forge/petl,,,2063443.0,https://pypi.org/project/petl,2023-08-22 15:26:20.000,86.0,2058523.0,https://anaconda.org/conda-forge/petl,2023-08-22 16:47:24.412,221405.0,,,,,2.0,,,,,,,,,,,,http://petl.readthedocs.org,, +236,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,32.0,74.0,29.0,70.0,1105,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4947.0,4707.0,sqlitedict,conda-forge/sqlitedict,,,479614.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,240.0,477202.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,101312.0,,,,,2.0,,,,,,,,piskvorky/sqlitedict,,,,,, +237,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2112.0,1891.0,redis-py-cluster,,,4130.0,1952996.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,1952959.0,,,,,,,,3.0,,,,,,,,,,,,,, +238,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-02-07 23:42:24.000,2024-02-07 23:42:23,1257.0,20.0,145,39.0,84.0,2.0,133.0,1083,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,157.0,,path,conda-forge/path,,,1568515.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,157.0,1557635.0,https://anaconda.org/conda-forge/path,2024-02-04 17:21:07.741,500496.0,,,,,3.0,,,,,,,,,,,,,, +239,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-02-27 09:03:46.232,2024-02-27 02:45:34,195.0,9.0,147,26.0,46.0,11.0,78.0,969,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,29,True,479.0,,email-validator,conda-forge/email-validator,,,11360626.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,11357199.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,150805.0,,,,,3.0,,,,,,,,,,,,,, +240,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-02-28 20:49:58.360,2024-02-28 18:22:51,735.0,20.0,46,11.0,90.0,15.0,99.0,489,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5385.0,5106.0,python-rapidjson,conda-forge/python-rapidjson,,,1877433.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,279.0,1840236.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1525089.0,,,,,3.0,,,,,,,,,,,,,, +241,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,26.0,407,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,40867.0,40568.0,srsly,conda-forge/srsly,,,5703648.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5672265.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1412277.0,,,,,3.0,,,,,,,,,,,,,, +242,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,139,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,61811.0,59480.0,isodate,conda-forge/isodate,,,92107457.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2331.0,92058047.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4743375.0,,,,,3.0,,,,,,,,,,,,,, +243,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,292,102.0,139.0,29.0,262.0,4703,,,5.0,78.0,28,True,3669.0,3669.0,dataset,conda-forge/dataset,,,99143.0,https://pypi.org/project/dataset,,,98921.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8009.0,,,,,3.0,,,,,,,,,,,,,, +244,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-02-20 18:10:39.000,2024-02-20 18:10:39,3054.0,8.0,225,29.0,295.0,99.0,762.0,3348,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,28,True,129.0,122.0,ploomber,conda-forge/ploomber,,,7890.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,5369.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,83220.0,,,,,3.0,,,,,,,,,,,,,, +245,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-02-26 17:22:28.000,2024-02-22 00:19:37,309.0,18.0,292,29.0,163.0,106.0,141.0,3097,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,28,True,116.0,114.0,img2dataset,,,1553.0,47636.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,47586.0,,,,,,,,3.0,,,,,,,,,,,,,, +246,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,420,94.0,110.0,37.0,127.0,2776,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7390.0,7231.0,sklearn-pandas,conda-forge/sklearn-pandas,,,225577.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,223870.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68292.0,,,,,3.0,"['sklearn', 'pandas']",,,,,,,,,,,,, +247,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2640,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2408.0,2363.0,gino,,,,23166.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,23166.0,,,,,,,,3.0,,,,,,,,,,,,,, +248,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-01-19 21:18:28.000,2023-07-31 18:44:09,493.0,,101,31.0,83.0,19.0,128.0,2434,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1302.0,1256.0,swifter,conda-forge/swifter,,,467278.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,460248.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,316390.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +249,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-02-19 17:07:01.000,2023-06-20 15:54:36,2284.0,,174,38.0,373.0,37.0,263.0,1982,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,315048.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,310422.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180442.0,,,,,3.0,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1973,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8055.0,7958.0,gin-config,conda-forge/gin-config,,,240977.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,240458.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,23900.0,,,,,3.0,,,,,,,,,,,,,, +251,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,219.0,183.0,mongo-connector,,,,3409.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,3409.0,,,,,,,,3.0,,,,,,,,,,,,,, +252,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,169.0,1337.0,1779,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2289.0,51784.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,51149.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23689.0,,,,,3.0,,,,,,,,,,,,,, +253,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-03-06 21:39:23.000,2024-02-24 22:38:12,866.0,74.0,68,16.0,494.0,197.0,183.0,1512,2024-01-14 18:40:15.000,0.12.0,33.0,28.0,28,True,16.0,,prisma,,,,83638.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,83638.0,,,,,,,,3.0,,,,,,,,,,,,,, +254,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-02-12 10:58:05.000,2024-02-12 10:58:02,2739.0,12.0,134,50.0,306.0,45.0,194.0,1507,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,28,False,310.0,227.0,enaml,conda-forge/enaml,,773.0,11647.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,8055.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,161228.0,,,,,3.0,,,,,,,,,,,,,, +255,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1423,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11096.0,9586.0,blessings,conda-forge/blessings,,,1006730.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,1000437.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,283221.0,,,,,3.0,,,,,,,,,,,,,, +256,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-03-01 04:50:51.000,2023-12-13 01:11:40,534.0,52.0,87,21.0,249.0,72.0,83.0,949,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,28,True,3222.0,3216.0,odmantic,,,,23923.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,23923.0,,,,,,,,3.0,,,,,,,,,,,,,, +257,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-02-27 09:15:40.000,2023-07-01 09:55:10,181.0,,86,25.0,52.0,8.0,39.0,742,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,879.0,,munch,conda-forge/munch,,,2079239.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,879.0,1689719.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3895201.0,,,,,3.0,,,,,,,,,,,,,, +258,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116,17.0,94.0,70.0,127.0,687,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,16724.0,15225.0,configargparse,conda-forge/configargparse,,,4186158.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1499.0,4164914.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,786036.0,,,,,3.0,,,,,,,,,,,,,, +259,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,685,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11253.0,10015.0,parsedatetime,conda-forge/parsedatetime,,,6312613.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6310542.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,186397.0,,,,,3.0,,,,,,,,,,,,,, +260,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-02-23 01:54:47.000,2024-02-23 01:54:42,7207.0,265.0,32,10.0,283.0,42.0,574.0,397,2024-02-22 21:04:54.000,2.3.0,199.0,22.0,28,True,22.0,20.0,static-frame,conda-forge/static-frame,,,11202.0,https://pypi.org/project/static-frame,2024-02-22 21:04:54.000,2.0,4281.0,https://anaconda.org/conda-forge/static-frame,2024-02-23 00:47:18.081,318409.0,,,,,3.0,,,,,,,,static-frame/static-frame,,,,,, +261,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,19.0,88.0,71.0,96.0,307,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,37374.0,33959.0,configobj,conda-forge/configobj,,475.0,2922595.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3415.0,2911238.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,772125.0,,,,,3.0,,,,,,,,,,,,,, +262,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1371.0,1298.0,tabulator,conda-forge/tabulator-py,,,228537.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,227865.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54510.0,,,,,3.0,,,,,,,,,,,,,, +263,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,204,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,14020.0,13599.0,ordered-set,conda-forge/ordered-set,,,13036529.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,421.0,13031635.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,465007.0,,,,,3.0,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-03-04 14:04:06.000,2022-03-10 10:33:50,585.0,,559,83.0,265.0,125.0,129.0,3732,2022-03-10 10:49:30.000,1.6.5,18.0,40.0,27,False,131.0,,textract,conda-forge/textract,,,113471.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,131.0,113217.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22911.0,,,,,3.0,,,,,,,,,,,,,, +265,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,198,27.0,53.0,82.0,129.0,3446,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,,,443414.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,441149.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,74745.0,,,,,3.0,"['pandas', 'jupyter']",,,,,,,,,,,,, +266,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-02-05 01:51:48.000,2023-09-27 04:58:22,537.0,,130,49.0,63.0,14.0,123.0,2303,2021-01-12 19:21:07.000,1.4.3,14.0,31.0,27,True,784.0,762.0,pyfunctional,,,,162617.0,https://pypi.org/project/pyfunctional,2021-01-12 19:14:48.000,22.0,162617.0,,,,,,,,3.0,,,,,,,,,,,,,, +267,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-02-27 18:17:21.000,2024-02-27 18:17:21,5670.0,23.0,507,106.0,958.0,596.0,974.0,2149,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,137.0,27,False,76.0,,wx,conda-forge/wxpython,,3933.0,18828.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-02-05 16:54:31.766,769771.0,,,,,3.0,,,,,,,,,,,,,, +268,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1903,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2306.0,,retrying,conda-forge/retrying,,,10937110.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2306.0,10919208.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1611188.0,,,,,3.0,,,,,,,,,,,,,, +269,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-02-20 18:17:36.000,2023-10-30 18:09:26,376.0,,147,33.0,230.0,72.0,146.0,1807,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,27,True,567.0,546.0,arq,conda-forge/arq,,,88057.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,87785.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9540.0,,,,,3.0,,,,,,,,,,,,,, +270,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2023-06-17 19:09:25.000,2023-05-25 11:08:41,797.0,,59,27.0,40.0,88.0,73.0,1394,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,True,2596.0,2320.0,strictyaml,conda-forge/strictyaml,,,1726036.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,276.0,1722992.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,216154.0,,,,,3.0,,,,,,,,,,,,,, +271,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-03-06 12:57:32.000,2024-02-22 15:42:58,178.0,30.0,47,17.0,124.0,15.0,4.0,1390,2024-02-22 15:43:56.000,0.0.5,6.0,14.0,27,True,3381.0,3305.0,asyncer,conda-forge/asyncer,,,149490.0,https://pypi.org/project/asyncer,2024-02-22 15:43:56.000,76.0,149226.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,6871.0,,,,,3.0,,,,,,,,,,,,,, +272,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1289,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2823.0,2730.0,pandasql,conda-forge/pandasql,,,1781897.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,93.0,1768288.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,449127.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +273,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-01-16 15:28:10.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1220,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,359.0,,singer-python,,,,636445.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,359.0,636445.0,,,,,,,,3.0,,,,,,,,,,,,,, +274,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,22.0,62.0,25.0,104.0,874,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,False,2693.0,2567.0,pyahocorasick,conda-forge/pyahocorasick,,,702091.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,126.0,696982.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,209507.0,,,,,3.0,,,,,,,,,,,,,, +275,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-03-07 04:58:42.000,2024-03-07 04:58:41,734.0,30.0,43,23.0,573.0,9.0,33.0,769,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,118.0,,janus,conda-forge/janus,,,621243.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,118.0,620936.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17520.0,,,,,3.0,,,,,,,,,,,,,, +276,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,623,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1305.0,1279.0,pysimdjson,conda-forge/pysimdjson,,,981596.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,979532.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,84661.0,,,,,3.0,,,,,,,,,,,,,, +277,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1067.0,833.0,happybase,conda-forge/happybase,,,50475.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,48750.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160429.0,,,,,3.0,,,,,,,,,,,,,, +278,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,581,,,8.0,12.0,27,False,63220.0,60808.0,dataclasses,conda-forge/dataclasses,,,12039542.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,11873448.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11626616.0,,,,,3.0,,,,,,,,,,,,,, +279,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,124,13.0,94.0,22.0,172.0,477,2022-08-26 08:40:12.000,1.6.3,6.0,54.0,27,True,4952.0,4952.0,pylibmc,conda-forge/pylibmc,,512.0,226477.0,https://pypi.org/project/pylibmc,,,221161.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,216911.0,,,,,3.0,,,,,,,,,,,,,, +280,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47419.0,39419.0,futures,conda-forge/futures,,,8070919.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,8056993.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1267329.0,,,,,3.0,,,,,,,,,,,,,, +281,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-02-18 09:15:53.000,2023-11-03 14:29:37,127.0,,21,7.0,58.0,4.0,7.0,169,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,36891.0,36805.0,catalogue,conda-forge/catalogue,,,5569412.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,5541355.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1234543.0,,,,,3.0,,,,,,,,,,,,,, +282,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2532.0,2239.0,cloudant,conda-forge/cloudant,,,124042.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,122812.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110713.0,,,,,3.0,,,,,,,,,,,,,, +283,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,155,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1076.0,1027.0,filedepot,,,,12990.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,49.0,12990.0,,,,,,,,3.0,,,,,,,,,,,,,, +284,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63589.0,59255.0,pathlib2,conda-forge/pathlib2,,,7488188.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4334.0,7421780.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2656322.0,,,,,3.0,,,,,,,,,,,,,, +285,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,78015.0,75293.0,contextlib2,conda-forge/contextlib2,,,19439078.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2722.0,19426702.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1200568.0,,,,,3.0,,,,,,,,,,,,,, +286,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,91.0,364.0,3201,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,157.0,135.0,flexx,conda-forge/flexx,,,1820.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,692.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103783.0,,,,,3.0,,,,,,,,,,,,,, +287,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-03-07 09:16:11.000,2022-08-23 07:13:04,536.0,,147,41.0,127.0,28.0,204.0,1173,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,269.0,235.0,parallel-ssh,,,377.0,173638.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,173635.0,,,,,,,,3.0,,,,,,,,,,,,,, +288,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,956,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2483.0,1975.0,bcolz,conda-forge/bcolz,,,8841.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,4798.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,343708.0,,,,,3.0,,,,,,,,,,,,,, +289,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,101.0,941,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,272.0,,mss,conda-forge/python-mss,,,700112.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,272.0,699220.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,40151.0,,,,,3.0,,,,,,,,,,,,,, +290,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,,2011-10-16 17:48:39.000,2024-03-05 13:26:58.000,2023-05-03 19:47:11,818.0,,141,25.0,108.0,74.0,59.0,514,2023-02-04 16:24:36.000,1.12.1,8.0,89.0,26,False,5166.0,5166.0,beaker,conda-forge/beaker,,,263290.0,https://pypi.org/project/beaker,,,262421.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,73062.0,,,,,3.0,,,,,,,,,,,,,, +291,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-03-01 20:29:26.000,2024-03-01 20:29:18,316.0,60.0,59,8.0,124.0,19.0,59.0,499,2024-02-26 22:15:41.000,3.0.0,58.0,19.0,26,True,466.0,435.0,cachier,,,2.0,47613.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,47613.0,,,,,,,,3.0,,,,,,,,python-cachier/cachier,,,,,, +292,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,489,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4549.0,4277.0,pyscreenshot,,,,226570.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,272.0,226570.0,,,,,,,,3.0,,,,,,,,,,,,,, +293,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-02-14 15:49:17.521,2023-07-20 01:35:48,491.0,,70,22.0,66.0,12.0,99.0,479,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,26,True,791.0,700.0,hickle,conda-forge/hickle,,,64838.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,40582.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24256.0,,,,,3.0,,,,,,,,,,,,,, +294,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,19050.0,19034.0,umongo,conda-forge/umongo,,,33023.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,32820.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6110.0,,,,,3.0,,,,,,,,,,,,,, +295,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-02-19 15:08:54.000,2024-02-19 15:08:53,166.0,2.0,39,9.0,29.0,28.0,31.0,255,2023-04-27 05:31:58.000,1.8.2,18.0,16.0,26,True,2820.0,,send2trash,conda-forge/send2trash,,,19091087.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2820.0,18914071.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,13099210.0,,,,,3.0,,,,,,,,,,,,,, +296,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,66,19.0,45.0,20.0,17.0,200,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13112.0,,ptyprocess,conda-forge/ptyprocess,,,56288481.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13112.0,56115231.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16458832.0,,,,,3.0,,,,,,,,,,,,,, +297,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,147.0,298.0,119.0,176.0,6167,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,118.0,114.0,powerline-shell,,,,1736.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1736.0,,,,,,,,3.0,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,142,59.0,248.0,95.0,108.0,1570,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,17703.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,17703.0,,,,,,,,3.0,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1488,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,91.0,64.0,streamparse,,,,3656.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,3656.0,,,,,,,,3.0,,,,,,,,,,,,,, +300,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-03-04 14:09:18.000,2023-05-19 04:32:00,6411.0,,228,39.0,1049.0,9.0,209.0,1429,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,,,16604.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,16604.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1252,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1860.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1860.0,,,,,,,,3.0,,,,,,,,,,,,,, +302,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1089,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6603.0,6478.0,immutables,conda-forge/immutables,,,732166.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,711139.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,967266.0,,,,,3.0,,,,,,,,,,,,,, +303,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-02-29 09:20:21.000,2024-02-29 09:20:05,9951.0,4.0,43,14.0,10.0,6.0,8.0,490,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,,,88268.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,88268.0,,,,,,,,3.0,['pandas'],,,,,,,polyaxon/traceml,,,,,, +304,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,326,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,29874595.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,29845338.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1726211.0,,,,,3.0,,,,,,,,,,,,,, +305,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-03-04 08:11:20.000,2024-03-04 07:50:54,3522.0,25.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,558.0,78.0,25,True,61.0,36.0,dbnd,,,,274998.0,https://pypi.org/project/dbnd,2024-03-04 08:07:22.000,25.0,274998.0,,,,,,,,3.0,,,,,,,,,,,,,, +306,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-02-01 22:19:25.000,2024-02-01 22:19:25,373.0,5.0,32,7.0,140.0,4.0,83.0,146,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1184.0,1139.0,everett,conda-forge/everett,,,116913.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,115528.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,56812.0,,,,,3.0,,,,,,,,,,,,,, +307,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8034.0,,entrypoints,conda-forge/entrypoints,,,15677407.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8034.0,15483929.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18380501.0,,,,,3.0,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3936,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,144.0,67.0,storm,,,,3067.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,77.0,3067.0,,,,,,,,3.0,,,,,,,,,,,,,, +309,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-03-07 07:45:44.000,2023-10-02 06:28:26,631.0,,412,45.0,183.0,265.0,109.0,2563,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,6837.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,6837.0,,,,,,,,3.0,,,,,,,,,,,,,, +310,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,140.0,2336,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,24,True,365.0,,python-box,conda-forge/python-box,,39.0,2604175.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,365.0,2592466.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,515212.0,,,,,3.0,,,,,,,,,,,,,, +311,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,96,42.0,42.0,25.0,47.0,1511,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,129.0,118.0,pypeln,conda-forge/pypeln,,,206974.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,206637.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14835.0,,,,,3.0,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1076,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2413.0,2241.0,pluginbase,conda-forge/pluginbase,,,844562.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,172.0,840448.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304496.0,,,,,3.0,,,,,,,,,,,,,, +313,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,422.0,298.0,messytables,,,,16990.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,16990.0,,,,,,,,3.0,,,,,,,,,,,,,, +314,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,218.0,196.0,pyhdb,,,102.0,382296.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,382295.0,,,,,,,,3.0,,,,,,,,,,,,,, +315,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,265,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,935.0,848.0,deepdish,conda-forge/deepdish,,,16850.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,15795.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,92900.0,,,,,3.0,,,,,,,,,,,,,, +316,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,6013.0,4676.0,clint,conda-forge/clint,,118.0,92536.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1337.0,91934.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56679.0,,,,,3.0,,,,,,,,,,,,,, +317,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,306.0,1828.0,72,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8725.0,,openpyxl,openpyxl,,,73763572.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8695.0,73761414.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,214683.0,,,,,3.0,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1226.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +318,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10558,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,28.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,28.0,,,,,,,,2.0,,,,,,,,,,,,,, +319,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1563,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,104133.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,104133.0,,,,,,,,3.0,,,,,,,,,,,,,, +320,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,23,False,197.0,175.0,pinject,conda-forge/pinject,,,58864.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,58697.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5018.0,,,,,3.0,,,,,,,,,,,,,, +321,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-03-05 21:10:24.000,2024-03-05 15:50:47,334.0,8.0,81,44.0,258.0,47.0,41.0,1338,2024-03-05 15:56:18.000,0.19,35.0,30.0,23,True,39.0,29.0,tasktiger,,,,4662.0,https://pypi.org/project/tasktiger,2024-03-05 15:54:55.000,10.0,4662.0,,,,,,,,3.0,,,,,,,,,,,,,, +322,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-02-25 19:19:20.000,2023-10-27 23:08:49,1413.0,,46,18.0,137.0,3.0,13.0,705,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,23,True,66.0,,ubelt,conda-forge/ubelt,,,20234.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,17901.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,70015.0,,,,,3.0,,,,,,,,,,,,,, +323,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-03-07 12:06:38.000,2023-11-21 17:15:19,945.0,,24,18.0,178.0,10.0,16.0,358,2023-11-21 17:16:01.000,17.3.41,261.0,18.0,23,True,397.0,358.0,aiomisc,,,,22094.0,https://pypi.org/project/aiomisc,2023-11-21 17:16:01.000,39.0,22094.0,,,,,,,,3.0,,,,,,,,,,,,,, +324,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,7.0,29,8.0,54.0,14.0,11.0,293,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,23,True,427.0,369.0,rtoml,,,,148152.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,148152.0,,,,,,,,3.0,,,,,,,,,,,,,, +325,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,209.0,201.0,pysparkling,conda-forge/pysparkling,,,10272.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10144.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4631.0,,,,,3.0,,,,,,,,,,,,,, +326,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-02-19 17:43:36.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,17.0,15.0,149,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,315.0,276.0,docopt-ng,,,,147377.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,39.0,147377.0,,,,,,,,3.0,,,,,,,,,,,,,, +327,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2892.0,2696.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,164521.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,164163.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27573.0,,,,,3.0,,,,,,,,,,,,,, +328,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,23.0,760.0,8,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,646.0,,py2neo,conda-forge/py2neo,,,33178.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,646.0,32388.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,64039.0,,,,,3.0,,,,,,,,neo4j-contrib/py2neo,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3502,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,447.0,413.0,pampy,,,,31563.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,31563.0,,,,,,,,3.0,,,,,,,,,,,,,, +330,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3246,,,4.0,19.0,22,False,612.0,582.0,macropy3,,,,164.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,164.0,,,,,,,,3.0,,,,,,,,,,,,,, +331,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2691,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,,,59.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,59.0,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +332,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2483,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,False,,,,,,23267.0,684.0,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +333,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,83,46.0,34.0,18.0,11.0,1816,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4568.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4568.0,,,,,,,,3.0,,,,,,,,,,,,,, +334,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,4.0,27.0,863,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,238.0,219.0,unsync,conda-forge/unsync,,,56393.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,56119.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12359.0,,,,,3.0,,,,,,,,,,,,,, +335,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-03-01 05:13:05.000,2024-03-01 05:12:06,956.0,2.0,135,63.0,76.0,167.0,149.0,859,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,22,True,195.0,166.0,rows,,,38.0,786.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,786.0,,,,,,,,3.0,,,,,,,,,,,,,, +336,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,855,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1625.0,1521.0,pickledb,,,,50312.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,104.0,50312.0,,,,,,,,3.0,,,,,,,,,,,,,, +337,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,753,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,22,True,307.0,276.0,dirty-equals,conda-forge/dirty-equals,,,131164.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,129446.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,41237.0,,,,,3.0,,,,,,,,,,,,,, +338,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,143,10.0,22.0,23.0,19.0,696,,,1.0,8.0,22,False,3265.0,3265.0,ratelimit,conda-forge/ratelimit,,,6720778.0,https://pypi.org/project/ratelimit,,,6720410.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,14003.0,,,,,3.0,,,,,,,,,,,,,, +339,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11538.0,9491.0,unipath,,,,52108.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,52108.0,,,,,,,,3.0,,,,,,,,,,,,,, +340,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-03-05 10:01:49.000,2024-03-05 10:01:15,703.0,47.0,24,4.0,268.0,6.0,,279,2024-03-05 10:01:49.000,1.1.256,640.0,12.0,22,True,5.0,5.0,upgini,,,,12097.0,https://pypi.org/project/upgini,2024-03-05 10:01:49.000,,12097.0,,,,,,,,3.0,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,129,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2265.0,2200.0,coolname,conda-forge/coolname,,,496213.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,65.0,494059.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,84013.0,,,,,3.0,,,,,,,,,,,,,, +342,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,1.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2347.0,2219.0,stopit,conda-forge/stopit,,,637528.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,626615.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,807605.0,,,,,3.0,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-03-04 13:48:23.000,2024-03-04 13:40:51,1840.0,81.0,5,3.0,827.0,20.0,45.0,51,2024-02-23 17:22:16.000,4.7.4,69.0,8.0,22,False,70.0,62.0,click-extra,,,245.0,7032.0,https://pypi.org/project/click-extra,2024-02-23 17:22:02.000,8.0,7024.0,,,,,,,,3.0,,,,,,,,,,,,,, +344,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-02-02 22:49:36.000,2024-01-22 19:00:56,85.0,2.0,145,34.0,13.0,9.0,176.0,3255,2024-01-22 18:43:58.000,2.1.21,66.0,1.0,21,False,206.0,206.0,ptext-joris-schellekens,conda-forge/borb,,,1602.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,46.0,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,48253.0,,,,,3.0,,,,,,,,,,,,,, +345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4555.0,3367.0,awesome-slugify,conda-forge/awesome-slugify,,,45969.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,45237.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69589.0,,,,,3.0,,,,,,,,,,,,,, +346,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,103,12.0,116.0,11.0,107.0,466,,,12.0,43.0,21,False,,,rsa,conda-forge/rsa,,,160541294.0,https://pypi.org/project/rsa,,,160396047.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13362787.0,,,,,3.0,,,,,,,,,-9.0,,,,, +347,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,715.0,632.0,pymodm,conda-forge/pymodm,,,14115.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,83.0,14008.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5252.0,,,,,3.0,,,,,,,,,,,,,, +348,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,15.0,34.0,25.0,13.0,295,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,428.0,409.0,price-parser,,,,83560.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,83560.0,,,,,,,,3.0,,,,,,,,,,,,,, +349,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,286,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,171.0,165.0,datatest,,,,17783.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,17783.0,,,,,,,,3.0,,,,,,,,,,,,,, +350,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,205,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,903.0,899.0,gsheetsdb,,,,60399.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,60399.0,,,,,,,,3.0,,,,,,,,,,,,,, +351,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,14.0,44,15.0,630.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,21,True,9.0,9.0,batchflow,,,,578.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,578.0,,,,,,,,3.0,,,,,,,,,,,,,, +352,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,19,6.0,64.0,12.0,24.0,165,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,21,True,268.0,256.0,aioprometheus,,,,213878.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,213878.0,,,,,,,,3.0,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,142,67.0,4.0,1.0,41.0,2178,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1288.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1288.0,,,,,,,,3.0,,,,,,,,,,,,,, +354,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,84.0,40.0,1440,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11683.0,1956.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1777.0,,,,,,,,3.0,,,,,,,,,,,,,, +355,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,951,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,20,True,28.0,28.0,d6tflow,,,,827.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,827.0,,,,,,,,3.0,,,,,,,,,,,,,, +356,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,12.0,,mrq,,,,414.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,414.0,,,,,,,,3.0,,,,,,,,,,,,,, +357,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,,,3405.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,2673.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29306.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +358,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21,10.0,32.0,22.0,21.0,659,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,70.0,67.0,pugsql,,,,4792.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,4792.0,,,,,,,,3.0,,,,,,,,,,,,,, +359,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,568,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,4113.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,3582.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13810.0,,,,,3.0,,,,,,,,,,,,,, +360,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,False,87.0,70.0,valideer,conda-forge/valideer,,,9053.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,8829.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21287.0,,,,,3.0,,,,,,,,,,,,,, +361,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,3057.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,2011.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35575.0,,,,,3.0,,,,,,,,,,,,,, +362,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,157.0,142.0,78.0,27.0,1983,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,,,,,,,,,,,,,,,3.0,['spark'],,,,,,,,,,,,, +363,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-03-04 22:39:11.000,2024-02-26 10:52:21,3006.0,84.0,141,28.0,229.0,32.0,376.0,1397,,,,51.0,19,True,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +364,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-03-05 13:56:32.000,2024-02-23 12:05:50,649.0,108.0,29,5.0,104.0,7.0,16.0,606,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,19,True,2.0,,pipeless-ai,,,723.0,300.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,197.0,,,,,,,,1.0,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,158.0,131.0,queries,,,,2429.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2429.0,,,,,,,,3.0,,,,,,,,,,,,,, +366,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,6.0,5.0,fletcher,conda-forge/fletcher,,21.0,1267.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,296.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,66048.0,,,,,3.0,['pandas'],,,,,,,,,,,,, +367,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,31.0,12,10.0,41.0,3.0,22.0,209,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,19,True,6.0,,validr,,,,6375.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,6375.0,,,,,,,,3.0,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1607,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,992.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,992.0,,,,,,,,3.0,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,416.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,416.0,,,,,,,,3.0,,,,,,,,piskvorky/bounter,,,,,, +370,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2047,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,106.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,106.0,,,,,,,,3.0,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1357,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,46.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,46.0,,,,,,,,3.0,,,,,,,,,,,,,, +372,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,30.0,22.0,1219,,,,24.0,17,False,,,db.py,,,,907.0,https://pypi.org/project/db.py,,,907.0,,,,,,,,3.0,,,,,,,,,-4.0,,,,, +373,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1107,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,6.0,6.0,colout,,,,121.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,121.0,,,,,,,,3.0,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,988,,,,1000.0,17,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +375,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,431,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,372.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,372.0,,,,,,,,3.0,,,,,,,,,,,,,, +376,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-03-01 14:33:31.000,2024-01-15 11:48:36,125.0,6.0,8,15.0,174.0,2.0,9.0,274,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,2029.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,2029.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,,,,,3.0,,,,,,,,,,,1.0,,, +377,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14,8.0,19.0,1.0,12.0,182,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,219422.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,219422.0,,,,,,,,3.0,,,,,,,,,,,,,, +378,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,19.0,28.0,42.0,30.0,852,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,,1598.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1598.0,,,,,,,,3.0,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,26.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,26.0,,,,,,,,3.0,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,620,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,,,382.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,382.0,,,,,,,,3.0,['jupyter'],,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,39.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,39.0,,,,,,,,3.0,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,720,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,358.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,358.0,,,,,,,,3.0,,,,,,,,,,,,,, +383,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,15,False,43.0,38.0,cleverdict,,,,421.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,421.0,,,,,,,,3.0,,,,,,,,,,,,,, +384,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,867.0,858.0,millify,,,,58178.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,58178.0,,,,,,,,3.0,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,545,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,,,57.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,57.0,,,,,,,,3.0,['pandas'],,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,367.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,367.0,,,,,,,,3.0,,,,,,,,,,,,,, +387,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-03-07 01:39:04.000,2024-02-20 00:14:30,958.0,28.0,20,2.0,819.0,11.0,18.0,264,2024-02-20 00:20:18.000,0.1.58,41.0,14.0,13,False,,,the-guide,,,,8.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,8.0,,,,,,,,3.0,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,106,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,127.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,127.0,,,,,,,,3.0,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,35,30.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,781,,,,3.0,7,False,,,,,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 1f30ea8..770ce1b 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- protobuf (πŸ₯‡53 Β· ⭐ 63K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 -- Airflow (πŸ₯‡48 Β· ⭐ 34K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- Prefect (πŸ₯‡43 Β· ⭐ 14K Β· πŸ“ˆ) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.1K Β· πŸ“ˆ) - This repository is for active development of the Azure.. MIT -- python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K Β· πŸ“ˆ) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +- Beam (πŸ₯‡44 Β· ⭐ 7.4K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 +- flatbuffers (πŸ₯‡43 Β· ⭐ 22K Β· πŸ“ˆ) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +- docker-compose (πŸ₯ˆ41 Β· ⭐ 32K Β· πŸ“ˆ) - Define and run multi-container applications with Docker. Apache-2 +- MongoEngine (πŸ₯‡40 Β· ⭐ 4.1K Β· πŸ“ˆ) - A Python Object-Document-Mapper for working with MongoDB. MIT +- python-slugify (πŸ₯‡34 Β· ⭐ 1.4K Β· πŸ“ˆ) - Returns unicode slugs. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- cookiecutter (πŸ₯‡40 Β· ⭐ 21K Β· πŸ“‰) - A cross-platform command-line utility that creates projects.. BSD-3 -- s3fs (πŸ₯ˆ35 Β· ⭐ 800 Β· πŸ“‰) - S3 Filesystem. BSD-3 -- DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K Β· πŸ“‰) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit.. MIT -- minio (πŸ₯ˆ34 Β· ⭐ 740 Β· πŸ“‰) - MinIO Client SDK for Python. Apache-2 -- glom (πŸ₯ˆ29 Β· ⭐ 1.8K Β· πŸ“‰) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +- pycryptodomex (πŸ₯ˆ36 Β· ⭐ 2.6K Β· πŸ“‰) - A self-contained cryptographic library for Python. ❗Unlicensed +- pymongo (πŸ₯‰32 Β· ⭐ 4K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 +- keyring (πŸ₯‰30 Β· ⭐ 1.2K Β· πŸ“‰) - Store and access your passwords safely. MIT +- rsa (πŸ₯‰21 Β· ⭐ 470 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed +- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 From fc949e541f59b88622ea726967067941cbb0508d Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 14 Mar 2024 13:40:10 +0000 Subject: [PATCH 56/70] Update best-of list for version 2024.03.14 --- README.md | 1514 ++++++++++++++++--------------- history/2024-03-14_changes.md | 20 + history/2024-03-14_projects.csv | 392 ++++++++ latest-changes.md | 20 +- 4 files changed, 1215 insertions(+), 731 deletions(-) create mode 100644 history/2024-03-14_changes.md create mode 100644 history/2024-03-14_projects.csv diff --git a/README.md b/README.md index 8889d04..6bcc7fb 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡53 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 42M Β· πŸ“¦ 600K Β· πŸ“‹ 6.1K - 10% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 41M Β· πŸ“¦ 600K Β· πŸ“‹ 6.1K - 10% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 180M / month Β· πŸ“¦ 17K Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 180M / month Β· πŸ“¦ 17K Β· ⏱️ 13.03.2024): ``` pip install protobuf ``` @@ -99,14 +99,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.6M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.9M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
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flatbuffers (πŸ₯‡43 Β· ⭐ 22K Β· πŸ“ˆ) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 370K Β· πŸ“¦ 95K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 380K Β· πŸ“¦ 96K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/google/flatbuffers @@ -115,23 +115,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 970K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 980K Β· ⏱️ 10.03.2024): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.6M / month Β· πŸ“¦ 290 Β· ⏱️ 07.03.2024): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.5M / month Β· πŸ“¦ 290 Β· ⏱️ 07.03.2024): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 43M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 44M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): ``` pip install marshmallow ``` @@ -158,12 +158,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
orjson (πŸ₯ˆ37 Β· ⭐ 5.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 77K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 18M / month Β· πŸ“¦ 1.4K Β· ⏱️ 23.02.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 19M / month Β· πŸ“¦ 1.4K Β· ⏱️ 23.02.2024): ``` pip install orjson ``` @@ -179,7 +179,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 21M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -206,12 +206,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 11M / month Β· πŸ“¦ 2.5K Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 12M / month Β· πŸ“¦ 2.5K Β· ⏱️ 20.02.2024): ``` pip install jsonpickle ``` @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 63M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 65M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): ``` pip install msgpack ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 40M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 41M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -284,7 +284,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge srsly ```
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pysimdjson (πŸ₯‰27 Β· ⭐ 620) - Python bindings for the simdjson project. MIT +
pysimdjson (πŸ₯‰27 Β· ⭐ 630) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 1.3K Β· πŸ“‹ 87 - 10% open Β· ⏱️ 05.02.2024): @@ -307,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 41K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 47K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -318,19 +318,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
rtoml (πŸ₯‰23 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 370 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 380 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 150K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 200K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): ``` pip install rtoml ```
Show 1 hidden projects... -- pyasn1 (πŸ₯‰33 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰34 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -340,9 +340,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M _General-purpose data containers as well as utilities & extensions for pandas._ -
pandas (πŸ₯‡53 Β· ⭐ 41K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 +
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/pandas-dev/pandas @@ -356,26 +356,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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polars (πŸ₯‡40 Β· ⭐ 25K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT +
polars (πŸ₯‡41 Β· ⭐ 25K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“₯ 400 Β· πŸ“¦ 3 Β· πŸ“‹ 6.8K - 21% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“₯ 420 Β· πŸ“¦ 4 Β· πŸ“‹ 6.9K - 21% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 3.8M / month Β· πŸ“¦ 480 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 4.1M / month Β· πŸ“¦ 480 Β· ⏱️ 10.03.2024): ``` pip install polars ```
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xarray (πŸ₯‡40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 4.9M / month Β· πŸ“¦ 2.2K Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 19.02.2024): ``` pip install xarray ``` @@ -384,9 +384,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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h5py (πŸ₯‡40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯ˆ40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.1K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.2K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/h5py/h5py @@ -402,28 +402,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4K - 16% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 800K / month Β· πŸ“¦ 35 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 810K / month Β· πŸ“¦ 35 Β· ⏱️ 07.03.2024): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 290K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 300K Β· ⏱️ 07.03.2024): ``` conda install -c conda-forge modin-core ```
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zarr (πŸ₯ˆ35 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 250 Β· πŸ“¦ 3.4K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 250 Β· πŸ“¦ 3.4K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 550K / month Β· πŸ“¦ 520 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 570K / month Β· πŸ“¦ 530 Β· ⏱️ 06.03.2024): ``` pip install zarr ``` @@ -434,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ34 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 3.9K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 72K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 82K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -450,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 200 Β· πŸ“₯ 590 Β· πŸ“‹ 420 - 14% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 200 Β· πŸ“₯ 600 Β· πŸ“‹ 420 - 14% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.9M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): ``` pip install numexpr ``` @@ -466,7 +466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 03.03.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/PyTables/PyTables @@ -480,36 +480,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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pandera (πŸ₯ˆ33 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.4K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“¦ 1.4K Β· πŸ“‹ 730 - 41% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/pandera-dev/pandera + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.6M / month Β· πŸ“¦ 100 Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 590K / month Β· πŸ“¦ 950 Β· ⏱️ 12.06.2023): ``` - pip install pandera + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 34K Β· ⏱️ 07.11.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 380K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge pandera-core + conda install -c conda-forge tinydb ```
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TinyDB (πŸ₯ˆ32 Β· ⭐ 6.4K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
pandera (πŸ₯ˆ32 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“¦ 1.4K Β· πŸ“‹ 730 - 41% open Β· ⏱️ 11.03.2024): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 590K / month Β· πŸ“¦ 940 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.8M / month Β· πŸ“¦ 110 Β· ⏱️ 11.03.2024): ``` - pip install tinydb + pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 370K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 34K Β· ⏱️ 12.03.2024): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge pandera-core ```
Bottleneck (πŸ₯ˆ32 Β· ⭐ 990) - Fast NumPy array functions written in C. BSD-2 @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 870K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 930K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): ``` pip install Bottleneck ``` @@ -535,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.4M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -544,32 +544,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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Vaex (πŸ₯‰30 Β· ⭐ 8.1K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT +
datasketch (πŸ₯‰31 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 680 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.03.2024): ``` - git clone https://github.com/vaexio/vaex - ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): - ``` - pip install vaex + git clone https://github.com/ekzhu/datasketch ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 68 Β· ⏱️ 03.10.2023): ``` - conda install -c conda-forge vaex + pip install datasketch ```
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datasketch (πŸ₯‰30 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
Vaex (πŸ₯‰30 Β· ⭐ 8.1K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 690 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` - git clone https://github.com/ekzhu/datasketch + git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.5M / month Β· πŸ“¦ 68 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 21K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): ``` - pip install datasketch + pip install vaex + ``` +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge vaex ```
swifter (πŸ₯‰28 Β· ⭐ 2.4K Β· πŸ’€) - A package which efficiently applies any function to a pandas.. MIT @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 51K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 53K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -606,32 +606,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 20 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 20 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 11.03.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.3K / month Β· πŸ“¦ 2 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 5.2K / month Β· πŸ“¦ 2 Β· ⏱️ 12.03.2024): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 23.02.2024): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge static-frame ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.4K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 440K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 420K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 75K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -643,19 +643,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 88K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 90K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
pickleDB (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 -- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.5K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.6K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 50K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 40K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -670,7 +670,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - bcolz (πŸ₯‰26 Β· ⭐ 960 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- PandaPy (πŸ₯‰13 Β· ⭐ 540 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- PandaPy (πŸ₯‰13 Β· ⭐ 550 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -685,7 +685,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 39M / month Β· πŸ“¦ 2.3K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 41M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -701,7 +701,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 40M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 42M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -712,7 +712,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ33 Β· ⭐ 380) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.4K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.4K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 11.03.2024): ``` git clone https://github.com/aio-libs/multidict @@ -726,9 +726,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge multidict ```
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anytree (πŸ₯ˆ32 Β· ⭐ 890) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ32 Β· ⭐ 900) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 180 - 12% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 13% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree @@ -749,11 +749,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.1M / month Β· πŸ“¦ 530 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.2M / month Β· πŸ“¦ 540 Β· ⏱️ 18.02.2024): ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 380K Β· ⏱️ 18.02.2024): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 390K Β· ⏱️ 18.02.2024): ``` conda install -c conda-forge bidict ``` @@ -765,7 +765,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.8M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.9M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` pip install glom ``` @@ -776,12 +776,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 570K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 580K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): ``` pip install python-benedict ``` @@ -792,7 +792,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (πŸ₯‰28 Β· ⭐ 740 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 86 Β· πŸ“‹ 47 - 17% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 84 Β· πŸ“‹ 47 - 17% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch @@ -808,12 +808,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 770) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 620K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 720K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -829,7 +829,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 710K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 740K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -845,7 +845,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.6M / month Β· πŸ“¦ 360 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.8M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -869,12 +869,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1.6K Β· πŸ“¦ 350K Β· πŸ“‹ 3.8K - 8% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1.6K Β· πŸ“¦ 360K Β· πŸ“‹ 3.8K - 8% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 150M / month Β· πŸ“¦ 11K Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 150M / month Β· πŸ“¦ 11K Β· ⏱️ 12.03.2024): ``` pip install pydantic ``` @@ -883,14 +883,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡41 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 180 Β· πŸ“¦ 530K Β· πŸ“‹ 810 - 3% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 190 Β· πŸ“¦ 530K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 110M / month Β· πŸ“¦ 19K Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 19K Β· ⏱️ 19.01.2024): ``` pip install jsonschema ``` @@ -899,36 +899,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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voluptuous (πŸ₯ˆ34 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
cerberus (πŸ₯ˆ33 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 14% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 4% open Β· ⏱️ 23.10.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` - pip install voluptuous + pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 350K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 370K Β· ⏱️ 06.10.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge cerberus ```
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cerberus (πŸ₯ˆ33 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC +
voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 4% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): ``` - git clone https://github.com/pyeve/cerberus + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` - pip install cerberus + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 370K Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 350K Β· ⏱️ 03.02.2024): ``` - conda install -c conda-forge cerberus + conda install -c conda-forge voluptuous ```
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT @@ -938,7 +938,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 13M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 15M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): ``` pip install schema ``` @@ -949,7 +949,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ31 Β· ⭐ 890) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 110K Β· πŸ“‹ 160 - 13% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 110K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/kvesteri/validators @@ -965,12 +965,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯ˆ31 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 1.1M / month Β· πŸ“¦ 160 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 1M / month Β· πŸ“¦ 160 Β· ⏱️ 13.03.2024): ``` pip install param ``` @@ -979,14 +979,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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python-email-validator (πŸ₯‰29 Β· ⭐ 970) - A robust email syntax and deliverability validation.. Unlicense +
python-email-validator (πŸ₯‰29 Β· ⭐ 980) - A robust email syntax and deliverability validation.. Unlicense - [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 89 - 12% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 11M / month Β· πŸ“¦ 480 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 12M / month Β· πŸ“¦ 480 Β· ⏱️ 26.02.2024): ``` pip install email-validator ``` @@ -995,14 +995,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge email-validator ```
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strictyaml (πŸ₯‰27 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT +
strictyaml (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“¦ 2.3K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 60 Β· πŸ“¦ 2.4K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.7M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.8M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1034,7 +1034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 2K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1043,14 +1043,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
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validr (πŸ₯‰19 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT +
validr (πŸ₯‰17 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT - [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 6.4K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 4.6K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1071,12 +1071,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
transitions (πŸ₯‡30 Β· ⭐ 5.3K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 3% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 4% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 570K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 590K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1092,7 +1092,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.8K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1113,16 +1113,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 94K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 95K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 28M / month Β· πŸ“¦ 4.9K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 29M / month Β· πŸ“¦ 4.9K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 3.9M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1134,7 +1134,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 270M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 290M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): ``` pip install python-dateutil ``` @@ -1143,41 +1143,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
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dateparser (πŸ₯ˆ36 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 +
pendulum (πŸ₯ˆ36 Β· ⭐ 6K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 27K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 530 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): ``` - git clone https://github.com/scrapinghub/dateparser + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 25M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` - pip install dateparser + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 200K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 920K Β· ⏱️ 07.01.2024): ``` - conda install -c conda-forge dateparser + conda install -c conda-forge pendulum ```
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pendulum (πŸ₯ˆ35 Β· ⭐ 6K) - Python datetimes made easy. MIT +
dateparser (πŸ₯ˆ36 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 530 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 27K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 05.03.2024): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 24M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` - pip install pendulum + pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 920K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 200K Β· ⏱️ 17.11.2023): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge dateparser ```
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pytz (πŸ₯ˆ35 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰35 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 18 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 20 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1186,7 +1186,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 49M Β· ⏱️ 02.02.2024): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 50M Β· ⏱️ 02.02.2024): ``` conda install -c conda-forge pytz ``` @@ -1198,7 +1198,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.8M / month Β· πŸ“¦ 470 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.9M / month Β· πŸ“¦ 470 Β· ⏱️ 04.03.2024): ``` pip install holidays ``` @@ -1234,14 +1234,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡41 Β· ⭐ 740) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡40 Β· ⭐ 740) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 98K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 100K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 230M / month Β· πŸ“¦ 930 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 240M / month Β· πŸ“¦ 930 Β· ⏱️ 05.02.2024): ``` pip install fsspec ``` @@ -1257,23 +1257,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 19M / month Β· πŸ“¦ 8.2K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 20M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.02.2024): ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.7M Β· ⏱️ 07.02.2024): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.8M Β· ⏱️ 07.02.2024): ``` conda install -c conda-forge watchdog ```
filelock (πŸ₯ˆ35 Β· ⭐ 640) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 400K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 410K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 120M / month Β· πŸ“¦ 2.9K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 120M / month Β· πŸ“¦ 3K Β· ⏱️ 30.10.2023): ``` pip install filelock ``` @@ -1289,7 +1289,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 12M / month Β· πŸ“¦ 2.3K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` @@ -1332,8 +1332,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT -- zipp (πŸ₯‰31 Β· ⭐ 47) - Backport of pathlib-compatible object wrapper for zip files. MIT +- appdirs (πŸ₯ˆ32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT +- zipp (πŸ₯ˆ32 Β· ⭐ 47) - Backport of pathlib-compatible object wrapper for zip files. MIT - pyfilesystem2 (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1350,7 +1350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 38M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 40M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): ``` pip install future ``` @@ -1361,12 +1361,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
six (πŸ₯ˆ38 Β· ⭐ 960) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2.1M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 21.10.2023): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 230M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 250M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1377,7 +1377,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 19% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/python/typing @@ -1404,9 +1404,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡47 Β· ⭐ 6.1K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡47 Β· ⭐ 6.2K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 630K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 640K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/pyca/cryptography @@ -1420,46 +1420,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
+
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 + +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 350 Β· πŸ“¦ 91K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): + + ``` + git clone https://github.com/Legrandin/pycryptodome + ``` +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): + ``` + pip install pycryptodomex + ``` +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): + ``` + conda install -c conda-forge pycryptodomex + ``` +
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 350K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 360K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 220 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 230 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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bcrypt (πŸ₯‰34 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 210K Β· πŸ“‹ 130 - 4% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 54M / month): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 55M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.5M Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.6M Β· ⏱️ 15.12.2023): ``` conda install -c conda-forge bcrypt ```
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asn1crypto (πŸ₯‰31 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
keyring (πŸ₯‰36 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT + +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 12.03.2024): + + ``` + git clone https://github.com/jaraco/keyring + ``` +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 51M / month Β· πŸ“¦ 4.3K Β· ⏱️ 27.02.2024): + ``` + pip install keyring + ``` +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.3M Β· ⏱️ 28.02.2024): + ``` + conda install -c conda-forge keyring + ``` +
+
asn1crypto (πŸ₯‰32 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 180 - 22% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 70M / month): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 72M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1468,27 +1500,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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keyring (πŸ₯‰30 Β· ⭐ 1.2K Β· πŸ“‰) - Store and access your passwords safely. MIT +
rsa (πŸ₯‰30 Β· ⭐ 470 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 30.01.2024): ``` - git clone https://github.com/jaraco/keyring + git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 49M / month): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 170M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): ``` - pip install keyring + pip install rsa ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.3M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge keyring + conda install -c conda-forge rsa ```
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Show 2 hidden projects... - -- pycryptodomex (πŸ₯ˆ36 Β· ⭐ 2.6K Β· πŸ“‰) - A self-contained cryptographic library for Python. ❗Unlicensed -- rsa (πŸ₯‰21 Β· ⭐ 470 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed -

## Infrastructure & DevOps @@ -1497,12 +1524,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.1M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.02.2024): ``` pip install ansible ``` @@ -1513,60 +1540,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 13.03.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 07.03.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 14.03.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 540M / month Β· πŸ“¦ 8.7K Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 540M / month Β· πŸ“¦ 8.7K Β· ⏱️ 13.03.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 07.03.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 14.03.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.5M Β· πŸ“¦ 7.4K Β· πŸ“‹ 7K - 29% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.5M Β· πŸ“¦ 7.4K Β· πŸ“‹ 7K - 29% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.2M / month Β· πŸ“¦ 180 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 180 Β· ⏱️ 14.03.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.2M / month Β· πŸ“¦ 930 Β· ⏱️ 06.03.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.3M / month Β· πŸ“¦ 930 Β· ⏱️ 12.03.2024): ``` npm install @pulumi/pulumi ```
docker (πŸ₯ˆ43 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 860 Β· πŸ“¦ 77K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 880 Β· πŸ“¦ 77K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 38M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 39M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): ``` pip install docker ``` @@ -1582,7 +1609,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 51M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 52M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` pip install paramiko ``` @@ -1591,14 +1618,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
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docker-compose (πŸ₯ˆ41 Β· ⭐ 32K Β· πŸ“ˆ) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 91M Β· πŸ“¦ 410 Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 92M Β· πŸ“¦ 420 Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1614,7 +1641,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 21M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 22M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1630,19 +1657,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 260K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 270K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): ``` pip install netmiko ```
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schedule (πŸ₯‰35 Β· ⭐ 11K) - Python job scheduling for humans. MIT +
schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT - [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 33K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` @@ -1651,30 +1678,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schedule ```
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fabric (πŸ₯‰34 Β· ⭐ 14K) - Simple, Pythonic remote execution and deployment. BSD-2 +
fabric (πŸ₯‰34 Β· ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2 - [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.1M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.2M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 85K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 86K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
plumbum (πŸ₯‰33 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 5.9K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.6M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.9M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1683,32 +1710,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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pyinfra (πŸ₯‰31 Β· ⭐ 2.5K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT +
sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 700 - 20% open Β· ⏱️ 02.03.2024): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.8K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` - git clone https://github.com/Fizzadar/pyinfra + git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 41K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 8.6M / month Β· πŸ“¦ 330 Β· ⏱️ 11.01.2021): ``` - pip install pyinfra + pip install sshtunnel + ``` +- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge sshtunnel ```
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sshtunnel (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT +
pyinfra (πŸ₯‰31 Β· ⭐ 2.6K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.7K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 700 - 20% open Β· ⏱️ 09.03.2024): ``` - git clone https://github.com/pahaz/sshtunnel - ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 8.1M / month Β· πŸ“¦ 330 Β· ⏱️ 11.01.2021): - ``` - pip install sshtunnel + git clone https://github.com/Fizzadar/pyinfra ``` -- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 49K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): ``` - conda install -c conda-forge sshtunnel + pip install pyinfra ```
pypyr (πŸ₯‰20 Β· ⭐ 570) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 @@ -1718,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.6K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.4K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1748,18 +1775,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 68M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 69M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 17M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 18M Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge pexpect ```
supervisor (πŸ₯ˆ36 Β· ⭐ 8.2K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 12% open Β· ⏱️ 02.03.2024): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 02.03.2024): ``` git clone https://github.com/Supervisor/supervisor @@ -1773,14 +1800,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯‰33 Β· ⭐ 6.8K) - Python process launching. MIT +
sh (πŸ₯‰34 Β· ⭐ 6.8K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 04.01.2024): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6.2M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6.4M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1796,11 +1823,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 56M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 61M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` -- [Conda](https://anaconda.org/conda-forge/ptyprocess) (πŸ“₯ 16M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ptyprocess) (πŸ“₯ 17M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ptyprocess ``` @@ -1818,7 +1845,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.3M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.5M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1834,27 +1861,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 95M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 94M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 8.9M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 250K Β· πŸ“‹ 330 - 14% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 330 - 15% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 65M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 66M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 12M Β· ⏱️ 19.02.2024): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 13M Β· ⏱️ 19.02.2024): ``` conda install -c conda-forge anyio ``` @@ -1866,7 +1893,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 150K / month Β· πŸ“¦ 76 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 160K / month Β· πŸ“¦ 76 Β· ⏱️ 22.02.2024): ``` pip install asyncer ``` @@ -1875,14 +1902,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asyncer ```
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aiomisc (πŸ₯‰23 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰24 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 24 Β· πŸ“¦ 360 Β· πŸ“‹ 26 - 38% open Β· ⏱️ 21.11.2023): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 25 Β· πŸ“¦ 360 Β· πŸ“‹ 26 - 30% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 22K / month Β· πŸ“¦ 39 Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 22K / month Β· πŸ“¦ 39 Β· ⏱️ 11.03.2024): ``` pip install aiomisc ``` @@ -1894,7 +1921,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 630K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 690K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` @@ -1913,14 +1940,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡38 Β· ⭐ 6.9K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡38 Β· ⭐ 7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 - [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 710K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 53M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 55M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` @@ -1931,32 +1958,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡38 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 320 Β· πŸ“¦ 410K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 18.02.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 330 Β· πŸ“¦ 410K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 43M / month Β· πŸ“¦ 15K Β· ⏱️ 02.01.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 44M / month Β· πŸ“¦ 15K Β· ⏱️ 12.03.2024): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 26M Β· ⏱️ 02.01.2024): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 26M Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge traitlets ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 8K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 8.1K Β· πŸ“‹ 500 - 23% open Β· ⏱️ 07.03.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.6M / month Β· πŸ“¦ 310 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.8M / month Β· πŸ“¦ 310 Β· ⏱️ 31.10.2023): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 68K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 69K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge dynaconf ``` @@ -1968,23 +1995,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.9K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 900K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 910K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
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omegaconf (πŸ₯‰32 Β· ⭐ 1.7K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 - [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 93 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 7.9M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 8.1M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -1993,18 +2020,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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python-decouple (πŸ₯‰31 Β· ⭐ 2.6K) - Strict separation of config from code. MIT +
python-decouple (πŸ₯‰31 Β· ⭐ 2.7K) - Strict separation of config from code. MIT - [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 190 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 94 - 4% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.6M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 77K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ``` @@ -2016,7 +2043,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 240K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2032,7 +2059,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 120K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 130K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2058,11 +2085,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 170M / month Β· πŸ“¦ 77K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 180M / month Β· πŸ“¦ 77K Β· ⏱️ 17.08.2023): ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 33M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 34M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge click ``` @@ -2074,45 +2101,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 46M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 47M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.2M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.3M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 8.9K) - Library for building powerful interactive command.. BSD-3 +
python-fire (πŸ₯ˆ39 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 31K Β· πŸ“‹ 330 - 44% open Β· ⏱️ 11.03.2024): ``` - git clone https://github.com/prompt-toolkit/python-prompt-toolkit + git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 47M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): ``` - pip install prompt_toolkit + pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 21M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 860K Β· ⏱️ 12.03.2024): ``` - conda install -c conda-forge prompt-toolkit + conda install -c conda-forge fire ```
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python-fire (πŸ₯ˆ37 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 +
python-prompt-toolkit (πŸ₯ˆ37 Β· ⭐ 8.9K Β· πŸ“‰) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 1.4K Β· πŸ“¦ 30K Β· πŸ“‹ 330 - 43% open Β· ⏱️ 24.02.2024): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): ``` - git clone https://github.com/google/python-fire + git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 2K Β· ⏱️ 12.12.2022): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 48M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` - pip install fire + pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 21M Β· ⏱️ 12.12.2023): ``` - conda install -c conda-forge fire + conda install -c conda-forge prompt-toolkit ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 @@ -2126,30 +2153,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 29M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge colorama ```
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 50K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 51K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 27M / month Β· πŸ“¦ 2.2K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 28M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2024): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.5M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.5M Β· ⏱️ 08.03.2024): ``` conda install -c conda-forge argcomplete ```
cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 85 Β· πŸ“¦ 20K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 25.02.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 85 Β· πŸ“¦ 21K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/sdispater/cleo @@ -2158,35 +2185,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 660K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 670K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
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wcwidth (πŸ₯‰34 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT +
Typer (πŸ₯‰34 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 54 Β· πŸ“¦ 510K Β· πŸ“‹ 51 - 21% open Β· ⏱️ 14.02.2024): - - ``` - git clone https://github.com/jquast/wcwidth - ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 62M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): - ``` - pip install wcwidth - ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 23M Β· ⏱️ 08.01.2024): - ``` - conda install -c conda-forge wcwidth - ``` -
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Typer (πŸ₯‰31 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT - -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 21 Β· πŸ“‹ 320 - 47% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 18M / month): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 19M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): ``` pip install typer ``` @@ -2195,25 +2206,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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asciimatics (πŸ₯‰31 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
wcwidth (πŸ₯‰33 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 960 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 55 Β· πŸ“¦ 520K Β· πŸ“‹ 51 - 23% open Β· ⏱️ 14.02.2024): ``` - git clone https://github.com/peterbrittain/asciimatics + git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 72K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 63M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` - pip install asciimatics + pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 23M Β· ⏱️ 08.01.2024): ``` - conda install -c conda-forge asciimatics + conda install -c conda-forge wcwidth ```
questionary (πŸ₯‰31 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 79 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 80 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/tmbo/questionary @@ -2222,11 +2233,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 66K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 67K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ```
+
asciimatics (πŸ₯‰30 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 + +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 970 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): + + ``` + git clone https://github.com/peterbrittain/asciimatics + ``` +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 24K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): + ``` + pip install asciimatics + ``` +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): + ``` + conda install -c conda-forge asciimatics + ``` +
ConfigArgParse (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): @@ -2250,7 +2277,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 150K / month Β· πŸ“¦ 39 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 160K / month Β· πŸ“¦ 40 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2262,14 +2289,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 120 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 130 / month Β· ⏱️ 21.06.2020): ``` pip install colout ```
Show 5 hidden projects... -- docopt (πŸ₯ˆ35 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT +- docopt (πŸ₯ˆ36 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰24 Β· ⭐ 93 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT @@ -2307,24 +2334,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 11.03.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 540K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 560K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
+
beaker (πŸ₯‰28 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. BSD-3 + +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5.2K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 03.05.2023): + + ``` + git clone https://github.com/bbangert/beaker + ``` +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 270K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): + ``` + pip install beaker + ``` +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge beaker + ``` +
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“₯ 510 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 520 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 220K / month): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 240K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2335,20 +2378,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰26 Β· ⭐ 500) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 2 Β· πŸ“¦ 440 Β· πŸ“‹ 78 - 24% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 9 Β· πŸ“¦ 440 Β· πŸ“‹ 78 - 24% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 48K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 54K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ```
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Show 2 hidden projects... +
Show 1 hidden projects... - cached-property (πŸ₯ˆ30 Β· ⭐ 680 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3 -- beaker (πŸ₯‰26 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. ❗Unlicensed

@@ -2360,12 +2402,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 170K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 180K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` @@ -2374,37 +2416,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ35 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT - [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.7K Β· πŸ“‹ 1.3K - 20% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 66K / month Β· πŸ“¦ 57 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 60K / month Β· πŸ“¦ 57 Β· ⏱️ 26.02.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 11.03.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.4K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.9K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 14 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 13 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Eel (πŸ₯‰31 Β· ⭐ 6.1K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 6.9K Β· πŸ“‹ 530 - 35% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 7K Β· πŸ“‹ 530 - 35% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2421,7 +2463,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 690 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 700 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2435,7 +2477,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - PySimpleGUI (πŸ₯ˆ34 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed - Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - enaml (πŸ₯‰28 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed -- Phoenix (πŸ₯‰27 Β· ⭐ 2.1K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- Phoenix (πŸ₯‰27 Β· ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows

@@ -2447,12 +2489,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡19 Β· ⭐ 610) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 29 Β· πŸ“₯ 720 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 29 Β· πŸ“₯ 740 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 09.03.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 200 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 120 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2475,16 +2517,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 13.03.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 870K Β· ⏱️ 26.02.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 870K Β· ⏱️ 13.03.2024): ``` conda install -c conda-forge phonenumbers ``` @@ -2505,7 +2547,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge emoji ```
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python-slugify (πŸ₯‡34 Β· ⭐ 1.4K Β· πŸ“ˆ) - Returns unicode slugs. MIT +
python-slugify (πŸ₯‡34 Β· ⭐ 1.4K) - Returns unicode slugs. MIT - [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 79K Β· πŸ“‹ 72 - 1% open Β· ⏱️ 01.03.2024): @@ -2516,7 +2558,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 1.9M Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 2M Β· ⏱️ 08.02.2024): ``` conda install -c conda-forge python-slugify ``` @@ -2528,7 +2570,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 59M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 61M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2536,7 +2578,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 120 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 93 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2548,7 +2590,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2564,7 +2606,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 84K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 87K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2572,7 +2614,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT -- pyahocorasick (πŸ₯‰27 Β· ⭐ 870 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 +- pyahocorasick (πŸ₯‰27 Β· ⭐ 880 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT @@ -2593,25 +2635,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡47 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡46 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 410K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 410K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 19K Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 07.03.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 14.03.2024): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.5K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.6K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 730K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 740K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2627,23 +2669,23 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 40M / month Β· πŸ“¦ 28K Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 41M / month Β· πŸ“¦ 28K Β· ⏱️ 10.03.2024): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 10.03.2024): ``` conda install -c conda-forge redis-py ```
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azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.1K) - This repository is for active development of the Azure SDK.. MIT +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.2K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.4K - 13% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.6K - 13% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2659,7 +2701,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 2% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2675,52 +2717,68 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 27K Β· ⏱️ 17.02.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· ⏱️ 17.02.2024): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.4M / month): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 600K Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 610K Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge peewee ```
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MongoEngine (πŸ₯‡40 Β· ⭐ 4.1K Β· πŸ“ˆ) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯‡40 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): ``` pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 230K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 240K Β· ⏱️ 28.09.2023): ``` conda install -c conda-forge mongoengine ```
elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 21M / month): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 23M / month Β· πŸ“¦ 6.2K Β· ⏱️ 22.02.2024): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 970K Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 980K Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge elasticsearch ```
+
pymongo (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 + +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 12.03.2024): + + ``` + git clone https://github.com/mongodb/mongo-python-driver + ``` +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 26M / month Β· πŸ“¦ 20K Β· ⏱️ 21.02.2024): + ``` + pip install pymongo + ``` +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.6M Β· ⏱️ 22.02.2024): + ``` + conda install -c conda-forge pymongo + ``` +
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.5K) - MySQL client library for Python. MIT - [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 02.02.2024): @@ -2728,7 +2786,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month): ``` pip install PyMySQL ``` @@ -2755,28 +2813,28 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ39 Β· ⭐ 700) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 27K Β· πŸ“‹ 650 - 9% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 27K Β· πŸ“‹ 650 - 9% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 39M / month Β· πŸ“¦ 1.2K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 39M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.03.2024): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 07.03.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 11.03.2024): ``` conda install -c conda-forge google-cloud-bigquery ```
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kafka-python (πŸ₯ˆ38 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 +
kafka-python (πŸ₯ˆ37 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 24K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 14.12.2023): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 24K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 8.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2785,14 +2843,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 3.8K) - the portable Python dataframe library. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 3.9K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 490 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.7K - 7% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 490 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.7K - 7% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 130K / month Β· πŸ“¦ 55 Β· ⏱️ 03.03.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 150K / month Β· πŸ“¦ 56 Β· ⏱️ 10.03.2024): ``` pip install ibis-framework ``` @@ -2803,28 +2861,44 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 41M / month Β· πŸ“¦ 65 Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 41M / month Β· πŸ“¦ 65 Β· ⏱️ 07.03.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 470K Β· ⏱️ 06.03.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 470K Β· ⏱️ 08.03.2024): ``` conda install -c conda-forge awswrangler ```
+
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic + +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 10K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 13.03.2024): + + ``` + git clone https://github.com/tiangolo/sqlmodel + ``` +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.1M / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): + ``` + pip install sqlmodel + ``` +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 27K Β· ⏱️ 04.12.2023): + ``` + conda install -c conda-forge sqlmodel + ``` +
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 780 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.6M / month): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.8M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): ``` pip install elasticsearch-dsl ``` @@ -2844,30 +2918,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 330K Β· ⏱️ 04.03.2024): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 330K Β· ⏱️ 10.03.2024): ``` conda install -c conda-forge mysqlclient ```
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sqlmodel (πŸ₯ˆ35 Β· ⭐ 12K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic - -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 10K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 17.02.2024): - - ``` - git clone https://github.com/tiangolo/sqlmodel - ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 920K / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): - ``` - pip install sqlmodel - ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 26K Β· ⏱️ 04.12.2023): - ``` - conda install -c conda-forge sqlmodel - ``` -
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 84K Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 84K Β· ⏱️ 13.03.2024): ``` git clone https://github.com/mongodb/motor @@ -2883,7 +2941,7 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ35 Β· ⭐ 800) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 450 - 28% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 450 - 28% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/fsspec/s3fs @@ -2899,12 +2957,12 @@ _Libraries for connecting to, operating, and querying databases._
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 09.03.2024): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 31M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 32M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): ``` pip install prometheus_client ``` @@ -2929,6 +2987,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
+
PyPika (πŸ₯ˆ34 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 + +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 280 Β· πŸ“¦ 19K Β· πŸ“‹ 460 - 44% open Β· ⏱️ 10.12.2023): + + ``` + git clone https://github.com/kayak/pypika + ``` +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.6M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): + ``` + pip install pypika + ``` +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 10K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pypika + ``` +
SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 - [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 440 - 45% open Β· ⏱️ 31.01.2024): @@ -2936,7 +3010,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): ``` pip install sqlalchemy-utils ``` @@ -2947,12 +3021,12 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ34 Β· ⭐ 740) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.7K Β· πŸ“‹ 540 - 0% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.8K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.1M / month): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.2M / month Β· πŸ“¦ 500 Β· ⏱️ 02.03.2024): ``` pip install minio ``` @@ -2961,30 +3035,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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pandas-gbq (πŸ₯ˆ34 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 - -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 150 Β· πŸ“₯ 350 Β· πŸ“¦ 9.4K Β· πŸ“‹ 340 - 11% open Β· ⏱️ 05.03.2024): - - ``` - git clone https://github.com/googleapis/python-bigquery-pandas - ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 10M / month Β· πŸ“¦ 340 Β· ⏱️ 05.02.2024): - ``` - pip install pandas-gbq - ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 06.02.2024): - ``` - conda install -c conda-forge pandas-gbq - ``` -
s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 38 Β· πŸ”€ 130 Β· πŸ“¦ 270K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 300M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 310M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): ``` pip install s3transfer ``` @@ -2993,25 +3051,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
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PyPika (πŸ₯‰33 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 - -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 280 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 44% open Β· ⏱️ 10.12.2023): - - ``` - git clone https://github.com/kayak/pypika - ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.6M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): - ``` - pip install pypika - ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 9.6K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pypika - ``` -
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.4K Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.5K Β· ⏱️ 27.02.2024): ``` git clone https://github.com/datastax/python-driver @@ -3027,7 +3069,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.4K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.5K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3041,46 +3083,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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tortoise-orm (πŸ₯‰32 Β· ⭐ 4.1K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
pandas-gbq (πŸ₯‰33 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.2K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.5K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 13.03.2024): ``` - git clone https://github.com/tortoise/tortoise-orm + git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 120K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 10M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): ``` - pip install tortoise-orm + pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 06.02.2024): ``` - conda install -c conda-forge tortoise-orm + conda install -c conda-forge pandas-gbq ```
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pymongo (πŸ₯‰32 Β· ⭐ 4K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 +
tortoise-orm (πŸ₯‰32 Β· ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1K Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.3K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): ``` - git clone https://github.com/mongodb/mongo-python-driver + git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 26M / month): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 130K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` - pip install pymongo + pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.5M Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 11.08.2023): ``` - conda install -c conda-forge pymongo + conda install -c conda-forge tortoise-orm ```
Pony (πŸ₯‰32 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 88 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 90 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 140K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3096,27 +3138,15 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.8M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 500K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 510K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
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libcloud (πŸ₯‰32 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 03.12.2023): - - ``` - git clone https://github.com/apache/libcloud - ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 240K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): - ``` - pip install apache-libcloud - ``` -
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT - [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): @@ -3124,7 +3154,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.6M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.7M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ``` @@ -3152,7 +3182,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.4M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.5M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` @@ -3161,14 +3191,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cx_oracle ```
+
dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT + +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 300 Β· πŸ“¦ 3.7K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): + + ``` + git clone https://github.com/pudo/dataset + ``` +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 100K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): + ``` + pip install dataset + ``` +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8K Β· ⏱️ 12.07.2023): + ``` + conda install -c conda-forge dataset + ``` +
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 290K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 300K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3184,7 +3230,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 220K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3195,12 +3241,12 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 8.9K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9K): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 11M / month Β· πŸ“¦ 480 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 11M / month Β· πŸ“¦ 490 Β· ⏱️ 25.10.2023): ``` pip install confluent-kafka ``` @@ -3211,56 +3257,28 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 82 Β· πŸ“¦ 330 Β· πŸ“‹ 360 - 31% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 82 Β· πŸ“¦ 330 Β· πŸ“‹ 370 - 32% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 22K / month Β· πŸ“¦ 11 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 13.03.2024): ``` pip install piccolo ```
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dataset (πŸ₯‰28 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT - -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 290 Β· πŸ“¦ 3.7K Β· πŸ“‹ 290 - 9% open Β· ⏱️ 12.07.2023): - - ``` - git clone https://github.com/pudo/dataset - ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 99K / month): - ``` - pip install dataset - ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8K Β· ⏱️ 12.07.2023): - ``` - conda install -c conda-forge dataset - ``` -
prisma (πŸ₯‰28 Β· ⭐ 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 51% open Β· ⏱️ 24.02.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 51% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 84K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 88K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): ``` pip install prisma ```
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ODMantic (πŸ₯‰28 Β· ⭐ 950) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 87 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): - - ``` - git clone https://github.com/art049/odmantic - ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 24K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): - ``` - pip install odmantic - ``` -
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT - [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 830 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): @@ -3289,14 +3307,38 @@ _Libraries for connecting to, operating, and querying databases._ pip install filedepot ```
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aioprometheus (πŸ₯‰21 Β· ⭐ 160) - A Prometheus Python client library for asyncio-based applications. MIT +
ODMantic (πŸ₯‰26 Β· ⭐ 950 Β· πŸ“‰) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC + +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 87 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): + + ``` + git clone https://github.com/art049/odmantic + ``` +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 25K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): + ``` + pip install odmantic + ``` +
+
libcloud (πŸ₯‰25 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 + +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 860 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 03.12.2023): + + ``` + git clone https://github.com/apache/libcloud + ``` +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 260K / month): + ``` + pip install apache-libcloud + ``` +
+
aioprometheus (πŸ₯‰21 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT - [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 260 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 210K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 200K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ``` @@ -3320,12 +3362,12 @@ _Libraries for connecting to, operating, and querying databases._ - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- py2neo (πŸ₯‰23 Β· ⭐ 8) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- py2neo (πŸ₯‰23 Β· ⭐ 9) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰20 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT
@@ -3339,32 +3381,32 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 40K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 41K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.1M / month Β· πŸ“¦ 940 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.2M / month Β· πŸ“¦ 950 Β· ⏱️ 01.03.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 660K Β· ⏱️ 02.03.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 670K Β· ⏱️ 02.03.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 200K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 13.03.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 890K Β· ⏱️ 05.03.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 900K Β· ⏱️ 13.03.2024): ``` conda install -c conda-forge faker ``` @@ -3392,7 +3434,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 40M / month Β· πŸ“¦ 5.8K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 42M / month Β· πŸ“¦ 5.8K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3403,7 +3445,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯ˆ35 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 94K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 25.02.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 95K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/jazzband/tablib @@ -3419,12 +3461,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ34 Β· ⭐ 3.8K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 15% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 480 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 490 Β· ⏱️ 03.02.2024): ``` pip install gdown ``` @@ -3440,7 +3482,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 7.9M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3472,7 +3514,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 21M / month Β· πŸ“¦ 640 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 22M / month Β· πŸ“¦ 640 Β· ⏱️ 26.02.2024): ``` pip install smart-open ``` @@ -3488,7 +3530,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 400K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 420K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3497,14 +3539,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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Intake (πŸ₯ˆ32 Β· ⭐ 970) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ32 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.1K Β· πŸ“‹ 360 - 27% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 63K / month Β· πŸ“¦ 130 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 64K / month Β· πŸ“¦ 130 Β· ⏱️ 26.02.2024): ``` pip install intake ``` @@ -3520,27 +3562,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 44K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 45K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 47K Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 48K Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge snorkel ```
img2dataset (πŸ₯‰28 Β· ⭐ 3.1K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 290 Β· πŸ“₯ 1.6K Β· πŸ“¦ 110 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.6K Β· πŸ“¦ 110 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 48K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 41K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ```
+
textract (πŸ₯‰27 Β· ⭐ 3.7K) - extract text from any document. no muss. no fuss. MIT + +- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 560 Β· πŸ“‹ 250 - 49% open Β· ⏱️ 10.03.2024): + + ``` + git clone https://github.com/deanmalmgren/textract + ``` +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 120K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): + ``` + pip install textract + ``` +- [Conda](https://anaconda.org/conda-forge/textract) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge textract + ``` +
camelot (πŸ₯‰24 Β· ⭐ 2.6K) - A Python library to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 410 Β· πŸ“‹ 370 - 70% open Β· ⏱️ 02.10.2023): @@ -3548,31 +3606,31 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.8K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.9K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ```
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rows (πŸ₯‰22 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰23 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 09.03.2024): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 790 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 850 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
Upgini (πŸ₯‰22 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 5 Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 12.03.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 12K / month Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 12K / month Β· ⏱️ 13.03.2024): ``` pip install upgini ``` @@ -3589,14 +3647,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install excalibur-py ```
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Squirrel (πŸ₯‰17 Β· ⭐ 270) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰17 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 - [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 11 - 18% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 2K / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.8K / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3605,16 +3663,15 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c anaconda squirrel-core ```
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Show 12 hidden projects... +
Show 11 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯‰31 Β· ⭐ 2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- SDV (πŸ₯‰31 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰30 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT -- textract (πŸ₯‰27 Β· ⭐ 3.7K Β· πŸ’€) - extract text from any document. no muss. no fuss. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT -- deepdish (πŸ₯‰24 Β· ⭐ 260 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 +- deepdish (πŸ₯‰24 Β· ⭐ 270 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰21 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 290 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 @@ -3628,29 +3685,29 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡47 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡48 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 600K Β· πŸ“¦ 9.8K Β· πŸ“‹ 8.9K - 10% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 600K Β· πŸ“¦ 9.9K Β· πŸ“‹ 8.9K - 10% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 24M / month Β· πŸ“¦ 360 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 11.03.2024): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 760M Β· ⭐ 500 Β· ⏱️ 06.03.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 800M Β· ⭐ 500 Β· ⏱️ 12.03.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/celery/celery @@ -3664,14 +3721,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Beam (πŸ₯‡44 Β· ⭐ 7.4K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡44 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.6K Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.6K Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 180 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 180 Β· ⏱️ 12.03.2024): ``` pip install apache-beam ``` @@ -3682,88 +3739,88 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.5K Β· πŸ“‹ 4.6K - 14% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.6K Β· πŸ“‹ 4.6K - 13% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 720K / month Β· πŸ“¦ 160 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 740K / month): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 600K Β· ⏱️ 05.03.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 610K Β· ⏱️ 08.03.2024): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡41 Β· ⭐ 9.8K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡41 Β· ⭐ 9.9K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.2K Β· πŸ“¦ 2K Β· πŸ“‹ 7.1K - 34% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.1K Β· πŸ“‹ 7.1K - 34% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 940K / month Β· πŸ“¦ 140 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 970K / month Β· πŸ“¦ 140 Β· ⏱️ 08.03.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 02.03.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 08.03.2024): ``` conda install -c conda-forge dagster ```
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Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.3K) - Always know what to expect from your data. Apache-2 +
rq (πŸ₯ˆ40 Β· ⭐ 9.4K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.8K - 10% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 11.03.2024): ``` - git clone https://github.com/great-expectations/great_expectations + git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 18M / month Β· πŸ“¦ 60 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): ``` - pip install great_expectations + pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 760K Β· ⏱️ 26.02.2024): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 100K Β· ⏱️ 04.09.2023): ``` - conda install -c conda-forge great-expectations + conda install -c conda-forge rq ```
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rq (πŸ₯ˆ39 Β· ⭐ 9.4K) - Simple job queues for Python. BSD-3 +
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.3K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 25.02.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 13.03.2024): ``` - git clone https://github.com/rq/rq + git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 24.02.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 18M / month Β· πŸ“¦ 62 Β· ⏱️ 26.02.2024): ``` - pip install rq + pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 100K Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 760K Β· ⏱️ 26.02.2024): ``` - conda install -c conda-forge rq + conda install -c conda-forge great-expectations ```
Kedro (πŸ₯ˆ38 Β· ⭐ 9.2K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 450K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 480K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): ``` pip install kedro ```
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dbt (πŸ₯ˆ38 Β· ⭐ 8.6K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 8.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 1.5K Β· πŸ“₯ 4K Β· πŸ“¦ 4.4K Β· πŸ“‹ 5.1K - 11% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4K Β· πŸ“¦ 4.5K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 56K / month Β· πŸ“¦ 30 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 45K / month Β· πŸ“¦ 30 Β· ⏱️ 13.03.2024): ``` pip install dbt ``` @@ -3779,7 +3836,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 45M / month Β· πŸ“¦ 6.8K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 46M / month Β· πŸ“¦ 6.8K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3790,40 +3847,56 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.3K Β· πŸ“‹ 980 - 9% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 390K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 430K / month): ``` pip install luigi ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): ``` conda install -c anaconda luigi ```
Activeloop (πŸ₯ˆ34 Β· ⭐ 7.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 570 Β· πŸ“¦ 2.7K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.9K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.8K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
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petl (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python Extract Transform and Load Tables of Data. MIT + +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 3.6K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 12.03.2024): + + ``` + git clone https://github.com/petl-developers/petl + ``` +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.3M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): + ``` + pip install petl + ``` +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 220K Β· ⏱️ 13.03.2024): + ``` + conda install -c conda-forge petl + ``` +
zenml (πŸ₯ˆ33 Β· ⭐ 3.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 420 Β· πŸ“‹ 290 - 20% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 430 Β· πŸ“‹ 290 - 20% open Β· ⏱️ 06.03.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 34K / month Β· πŸ“¦ 2 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 31K / month Β· πŸ“¦ 2 Β· ⏱️ 06.03.2024): ``` pip install zenml ``` @@ -3846,7 +3919,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 45 Β· πŸ“¦ 240 Β· πŸ“‹ 410 - 2% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 46 Β· πŸ“¦ 240 Β· πŸ“‹ 410 - 2% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/whylabs/whylogs @@ -3856,14 +3929,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install whylogs ```
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mleap (πŸ₯ˆ29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 - [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 200K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -3872,30 +3945,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge mleap ```
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petl (πŸ₯ˆ29 Β· ⭐ 1.2K Β· πŸ’€) - Python Extract Transform and Load Tables of Data. MIT - -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 190 Β· πŸ“‹ 460 - 18% open Β· ⏱️ 22.08.2023): - - ``` - git clone https://github.com/petl-developers/petl - ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.1M / month Β· πŸ“¦ 86 Β· ⏱️ 22.08.2023): - ``` - pip install petl - ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 220K Β· ⏱️ 22.08.2023): - ``` - conda install -c conda-forge petl - ``` -
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ploomber (πŸ₯‰28 Β· ⭐ 3.3K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
ploomber (πŸ₯‰28 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 - [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.4K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.2K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` @@ -3906,19 +3963,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 760 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 27.09.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 760 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 160K / month Β· πŸ“¦ 22 Β· ⏱️ 12.01.2021): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 170K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ```
arq (πŸ₯‰27 Β· ⭐ 1.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 550 Β· πŸ“‹ 220 - 33% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 560 Β· πŸ“‹ 220 - 33% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq @@ -3951,19 +4008,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 270K / month Β· πŸ“¦ 25 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 260K / month Β· πŸ“¦ 25 Β· ⏱️ 04.03.2024): ``` pip install dbnd ```
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 96 Β· πŸ“¦ 120 Β· πŸ“‹ 72 - 34% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 97 Β· πŸ“¦ 120 Β· πŸ“‹ 72 - 34% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 210K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 250K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -3979,35 +4036,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.7K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): ``` pip install tasktiger ```
BatchFlow (πŸ₯‰21 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 580 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 220 / month): ``` pip install batchflow ```
-
Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT - -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): - - ``` - git clone https://github.com/d6t/d6tflow - ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 830 / month Β· ⏱️ 20.02.2024): - ``` - pip install d6tflow - ``` -
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): @@ -4015,7 +4060,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 110 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 91 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ``` @@ -4032,23 +4077,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install flupy ```
+
Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT + +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 23 - 43% open Β· ⏱️ 20.07.2023): + + ``` + git clone https://github.com/d6t/d6tflow + ``` +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 760 / month): + ``` + pip install d6tflow + ``` +
Show 15 hidden projects... - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 -- faust (πŸ₯ˆ29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 +- faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter -- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +- Botflow (πŸ₯‰11 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed

@@ -4056,7 +4113,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.4K) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 - [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 23.02.2024): @@ -4095,7 +4152,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 150M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 160M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4112,12 +4169,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡34 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.5K Β· πŸ“‹ 280 - 22% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.6K Β· πŸ“‹ 280 - 22% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 7.7M / month Β· πŸ“¦ 880 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 7.9M / month Β· πŸ“¦ 890 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4144,7 +4201,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ32 Β· ⭐ 54) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ32 Β· ⭐ 56) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4155,7 +4212,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 960K Β· πŸ“‹ 690 - 18% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 970K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/python-attrs/attrs @@ -4164,19 +4221,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 34M Β· ⏱️ 31.12.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 35M Β· ⏱️ 31.12.2023): ``` conda install -c conda-forge attrs ```
more-itertools (πŸ₯‡40 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 290 - 6% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 300 - 6% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 71M / month Β· πŸ“¦ 9.1K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 73M / month Β· πŸ“¦ 9.2K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4192,7 +4249,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 32M / month Β· πŸ“¦ 3.5K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 33M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.01.2024): ``` pip install toolz ``` @@ -4203,12 +4260,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
tenacity (πŸ₯ˆ34 Β· ⭐ 5.8K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 02.03.2024): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 47M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 49M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4219,12 +4276,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ33 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.5K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.6K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.6M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.8M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` @@ -4235,60 +4292,60 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 520 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 530 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 200K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 210K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.4K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.5K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ```
-
funcy (πŸ₯‰30 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 +
natsort (πŸ₯‰30 Β· ⭐ 850) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 10K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 27K Β· πŸ“‹ 93 - 1% open Β· ⏱️ 04.03.2024): ``` - git clone https://github.com/Suor/funcy + git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` - pip install funcy + pip install natsort ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.5M Β· ⏱️ 20.06.2023): ``` - conda install -c conda-forge funcy + conda install -c conda-forge natsort ```
-
natsort (πŸ₯‰30 Β· ⭐ 840) - Simple yet flexible natural sorting in Python. MIT +
funcy (πŸ₯‰29 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 27K Β· πŸ“‹ 93 - 1% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 10K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 01.02.2024): ``` - git clone https://github.com/SethMMorton/natsort + git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): ``` - pip install natsort + pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.5M Β· ⏱️ 20.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge natsort + conda install -c conda-forge funcy ```
-
ubelt (πŸ₯‰23 Β· ⭐ 700) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰23 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 - [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 46 Β· πŸ“‹ 16 - 18% open Β· ⏱️ 27.10.2023): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 16K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): ``` pip install ubelt ``` @@ -4301,10 +4358,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.5K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 +- pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 +- ratelimit (πŸ₯‰24 Β· ⭐ 700 Β· πŸ’€) - API Rate Limit Decorator. MIT - CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT -- pinject (πŸ₯‰23 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT -- ratelimit (πŸ₯‰22 Β· ⭐ 700 Β· πŸ’€) - API Rate Limit Decorator. MIT

@@ -4314,12 +4371,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡42 Β· ⭐ 59K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 28K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 35 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 33 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4334,7 +4391,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 73K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 74K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/micropython/micropython @@ -4346,8 +4403,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... -- grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 +- grumpy (πŸ₯ˆ22 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- pyston (πŸ₯ˆ22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 990 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4364,7 +4421,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 95M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 96M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4380,7 +4437,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` @@ -4391,7 +4448,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 270 Β· πŸ“₯ 9.7K Β· πŸ“¦ 940K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 270 Β· πŸ“₯ 9.8K Β· πŸ“¦ 950K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 11.03.2024): ``` git clone https://github.com/pyparsing/pyparsing @@ -4405,14 +4462,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
-
pycparser (πŸ₯ˆ36 Β· ⭐ 3.1K Β· πŸ’€) - Complete C99 parser in pure Python. BSD-3 +
pycparser (πŸ₯ˆ37 Β· ⭐ 3.1K Β· πŸ’€) - Complete C99 parser in pure Python. BSD-3 - [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 770K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 170M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 180M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4421,9 +4478,41 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
+
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 + +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 200 Β· πŸ“¦ 37K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 11.03.2024): + + ``` + git clone https://github.com/bartdag/py4j + ``` +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 46M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): + ``` + pip install py4j + ``` +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.1M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge py4j + ``` +
+
wrapt (πŸ₯ˆ34 Β· ⭐ 2K) - A Python module for decorators, wrappers and monkey patching. BSD-2 + +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): + + ``` + git clone https://github.com/GrahamDumpleton/wrapt + ``` +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 120M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): + ``` + pip install wrapt + ``` +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 14M Β· ⏱️ 09.11.2023): + ``` + conda install -c conda-forge wrapt + ``` +
Copier (πŸ₯ˆ34 Β· ⭐ 1.5K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 150 Β· πŸ“¦ 880 Β· πŸ“‹ 440 - 13% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 150 Β· πŸ“¦ 880 Β· πŸ“‹ 440 - 12% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/copier-org/copier @@ -4435,7 +4524,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/pytest-dev/pluggy @@ -4444,7 +4533,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 24M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 25M Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge pluggy ``` @@ -4456,7 +4545,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 81M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 86M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4465,7 +4554,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
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diagrams (πŸ₯ˆ33 Β· ⭐ 34K) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯‰33 Β· ⭐ 34K) - Diagram as Code for prototyping cloud system architectures. MIT - [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 550 - 65% open Β· ⏱️ 05.01.2024): @@ -4481,25 +4570,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge diagrams ```
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wrapt (πŸ₯ˆ33 Β· ⭐ 1.9K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): - - ``` - git clone https://github.com/GrahamDumpleton/wrapt - ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 120M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): - ``` - pip install wrapt - ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 14M Β· ⏱️ 09.11.2023): - ``` - conda install -c conda-forge wrapt - ``` -
fastcore (πŸ₯‰31 Β· ⭐ 900 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.7K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.8K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore @@ -4515,12 +4588,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscaffold (πŸ₯‰28 Β· ⭐ 2K Β· πŸ’€) - Python project template generator with batteries included. MIT -- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 170 Β· πŸ“‹ 300 - 12% open Β· ⏱️ 20.06.2023): +- [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 300 - 12% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 310K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 300K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4536,7 +4609,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.5M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.6M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4552,11 +4625,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 700K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 770K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 40K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` @@ -4568,7 +4641,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 230K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 270K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ``` @@ -4580,7 +4653,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 19M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 20M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` pip install send2trash ``` @@ -4589,10 +4662,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
-
Show 6 hidden projects... +
Show 5 hidden projects... -- py4j (πŸ₯ˆ34 Β· ⭐ 1.1K Β· πŸ’€) - Py4J enables Python programs to dynamically access arbitrary Java.. BSD-3 -- keyboard (πŸ₯‰32 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT +- keyboard (πŸ₯‰31 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - openpyxl (πŸ₯‰24 Β· ⭐ 72) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT diff --git a/history/2024-03-14_changes.md b/history/2024-03-14_changes.md new file mode 100644 index 0000000..db7fe24 --- /dev/null +++ b/history/2024-03-14_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- pymongo (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +- keyring (πŸ₯‰36 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +- petl (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python Extract Transform and Load Tables of Data. MIT +- rsa (πŸ₯‰30 Β· ⭐ 470 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- python-prompt-toolkit (πŸ₯ˆ37 Β· ⭐ 8.9K Β· πŸ“‰) - Library for building powerful interactive command.. BSD-3 +- ODMantic (πŸ₯‰26 Β· ⭐ 950 Β· πŸ“‰) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +- libcloud (πŸ₯‰25 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +- Botflow (πŸ₯‰11 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed + diff --git a/history/2024-03-14_projects.csv b/history/2024-03-14_projects.csv new file mode 100644 index 0000000..88acf51 --- /dev/null +++ b/history/2024-03-14_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-07 16:24:43.000,2024-03-07 16:24:43,469.0,24.0,2286,386.0,249.0,22.0,34.0,15175,2024-03-07 16:24:49.000,2024.03.07,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-03-07 16:25:02.000,2024-03-07 16:25:01,317.0,27.0,158,54.0,188.0,,3.0,2135,2024-03-07 16:25:09.000,2024.03.07,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-03-07 14:32:35.000,2024-03-07 14:32:34,313.0,25.0,43,25.0,182.0,3.0,5.0,893,2024-03-07 14:32:41.000,2024.03.07,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-03-07 16:25:02.000,2024-03-07 16:25:01,317.0,27.0,158,54.0,188.0,,3.0,2135,2024-03-07 16:25:09.000,2024.03.07,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-07 16:24:43.000,2024-03-07 16:24:43,469.0,24.0,2286,386.0,249.0,22.0,34.0,15175,2024-03-07 16:24:49.000,2024.03.07,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1663.0,323.0,13.0,74.0,39184,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-07 16:24:43.000,2024-03-07 16:24:43,469.0,24.0,2286,386.0,249.0,22.0,34.0,15175,2024-03-07 16:24:49.000,2024.03.07,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-03-14 10:15:22.000,2024-03-14 02:02:54,34554.0,587.0,17132,1117.0,31680.0,3685.0,22545.0,41539,2024-02-23 15:30:19.000,2.2.1,125.0,3579.0,54,True,1646826.0,1568673.0,pandas,conda-forge/pandas,['pandas'],252568.0,185490951.0,https://pypi.org/project/pandas,2024-02-23 15:30:19.000,78153.0,184315782.0,https://anaconda.org/conda-forge/pandas,2024-02-23 22:20:10.485,48090295.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-03-14 13:10:58.000,2024-03-13 21:03:19,17256.0,740.0,15199,2061.0,9952.0,630.0,5479.0,63150,2024-03-13 18:38:53.000,5.26.0,158.0,1215.0,53,True,623629.0,603213.0,protobuf,conda-forge/protobuf,,41493805.0,188026935.0,https://pypi.org/project/protobuf,2024-03-13 18:38:53.000,16758.0,179757839.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,16958963.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3658.0,6935451.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-03-13 21:02:23.000,2024-03-13 21:02:22,35453.0,863.0,9114,597.0,13722.0,2078.0,10341.0,26007,2024-02-06 00:32:23.000,1.26.4,157.0,1747.0,52,False,2315647.0,2170741.0,numpy,conda-forge/numpy,,984908.0,247295847.0,https://pypi.org/project/numpy,2024-03-11 23:23:35.000,144906.0,245709467.0,https://anaconda.org/conda-forge/numpy,2024-02-06 15:10:51.240,70833134.0,1.0,,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-03-14 12:56:14.000,2024-03-13 18:31:59,54275.0,100.0,23624,1926.0,50438.0,871.0,31554.0,60615,2024-02-27 18:17:45.000,9.3.0,347.0,6822.0,48,True,36886.0,32789.0,ansible,conda-forge/ansible,,,5176372.0,https://pypi.org/project/ansible,2024-02-27 18:17:45.000,4097.0,5154695.0,https://anaconda.org/conda-forge/ansible,2024-02-27 21:22:03.671,997186.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-03-14 13:28:50.000,2024-03-14 13:11:54,23526.0,1106.0,13395,757.0,25348.0,916.0,7994.0,34368,2024-03-11 12:53:41.000,2.8.3,182.0,3218.0,48,True,10280.0,9925.0,apache-airflow,conda-forge/airflow,,602720.0,32136570.0,https://pypi.org/project/apache-airflow,2024-03-11 11:08:20.000,355.0,24653698.0,https://anaconda.org/conda-forge/airflow,2024-03-12 21:13:07.737,1001758.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-03-12 18:46:44.793864,504.0,797605214.0,,,,,,, +12,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-03-14 00:42:46.000,2024-03-14 00:42:46,11691.0,461.0,1412,127.0,8160.0,36.0,2371.0,6158,2024-02-24 01:16:46.000,42.0.5,128.0,312.0,47,True,657226.0,635036.0,cryptography,conda-forge/cryptography,,,245110901.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22190.0,244064743.0,https://anaconda.org/conda-forge/cryptography,2024-02-25 09:29:00.614,46030990.0,1.0,,,,,,,,,,,,,,,,,, +13,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-03-13 16:32:54.000,2024-03-13 16:32:53,12493.0,104.0,4612,473.0,3282.0,668.0,4377.0,23197,2023-11-22 15:18:14.000,5.3.6,204.0,1340.0,46,True,143077.0,127933.0,celery,conda-forge/celery,,,9543684.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15144.0,9509099.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1556352.0,1.0,,,,,,,,,,,,,,,,,, +14,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-03-14 01:41:45.650,2024-03-13 19:57:01,5821.0,185.0,1759,241.0,722.0,185.0,2996.0,8626,2015-04-09 19:29:21.000,0.0.14,1449.0,154.0,46,True,414971.0,414971.0,boto3,conda-forge/boto3,,,1091807408.0,https://pypi.org/project/boto3,,,1091410927.0,https://anaconda.org/conda-forge/boto3,2024-03-14 01:41:45.650,18238148.0,1.0,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-03-14 12:53:03.000,2024-03-14 00:10:47,2808.0,136.0,1579,108.0,3433.0,342.0,3463.0,18022,2024-03-12 13:20:33.000,2.6.4,135.0,486.0,45,True,369071.0,357623.0,pydantic,conda-forge/pydantic,,,154046977.0,https://pypi.org/project/pydantic,2024-03-12 13:20:33.000,11448.0,153885986.0,https://anaconda.org/conda-forge/pydantic,2024-02-27 23:09:49.245,7083646.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-03-02 16:54:40.000,2023-12-29 19:38:05,2419.0,15.0,1411,182.0,1089.0,111.0,1442.0,14883,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1670878.0,1594091.0,click,conda-forge/click,,261.0,177626470.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,76787.0,176640856.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33510725.0,1.0,,,,,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-03-14 12:49:19.000,2024-03-14 03:22:37,16877.0,158.0,1289,96.0,768.0,222.0,7482.0,8553,2024-03-04 13:41:20.000,rel_2_0_28,301.0,699.0,45,True,783506.0,735238.0,SQLAlchemy,conda-forge/sqlalchemy,,48287.0,109803421.0,https://pypi.org/project/SQLAlchemy,2024-03-04 13:41:14.000,48268.0,109436184.0,https://anaconda.org/conda-forge/sqlalchemy,2024-03-05 14:32:12.820,14281362.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-03-14 09:24:19.625,2024-03-13 18:09:03,11949.0,220.0,3892,573.0,3717.0,589.0,4027.0,14756,2024-03-13 19:23:58.000,1.32.62,1916.0,441.0,44,True,3080.0,3.0,awscli,conda-forge/awscli,,1625.0,143477684.0,https://pypi.org/project/awscli,2024-03-13 19:23:58.000,3077.0,142973688.0,https://anaconda.org/conda-forge/awscli,2024-03-14 09:24:19.625,22174740.0,1.0,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-03-14 12:24:42.000,2024-03-14 10:30:05,2320.0,44.0,2435,325.0,1548.0,221.0,1446.0,12151,2024-03-10 15:18:54.000,5.0.3,125.0,437.0,44,True,27956.0,,redis,conda-forge/redis-py,,,40812414.0,https://pypi.org/project/redis,2024-03-10 15:18:54.000,27956.0,40786390.0,https://anaconda.org/conda-forge/redis-py,2024-03-10 14:34:15.448,1171094.0,1.0,,,,,,,,,,,,,,,,,, +20,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-03-14 12:46:26.000,2024-03-14 09:16:39,41833.0,542.0,4094,260.0,24086.0,4320.0,2290.0,7428,2024-02-14 18:03:04.000,2.54.0,109.0,1612.0,44,True,6814.0,6629.0,apache-beam,conda-forge/apache-beam-with-aws,,,6847547.0,https://pypi.org/project/apache-beam,2024-03-12 03:45:44.000,185.0,6845523.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-02-14 21:37:21.073,60720.0,1.0,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-03-14 04:42:33.000,2024-03-13 18:08:47,10779.0,225.0,1040,67.0,2060.0,145.0,944.0,1396,2024-03-13 19:24:30.000,1.34.62,1907.0,204.0,44,True,321878.0,313178.0,botocore,conda-forge/botocore,,,544518702.0,https://pypi.org/project/botocore,2024-03-13 19:24:30.000,8700.0,543890988.0,https://anaconda.org/conda-forge/botocore,2024-03-14 00:00:25.933,25108568.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-03-13 23:46:35.000,2024-03-12 00:16:04,3068.0,22.0,3142,639.0,2469.0,154.0,2232.0,21871,2024-03-07 23:28:19.057,24.3.7,37.0,670.0,43,True,96450.0,95801.0,flatbuffers,conda-forge/flatbuffers,,377063.0,18727926.0,https://pypi.org/project/flatbuffers,2024-03-07 23:28:15.000,363.0,17176429.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-10 08:23:20.089,975777.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-07 23:28:19.057,286.0,1523881.0,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-03-14 13:17:17.000,2024-03-14 11:51:45,11440.0,355.0,1012,184.0,7757.0,2097.0,4939.0,19295,2024-03-07 22:07:41.000,3.109.0,4039.0,259.0,43,True,8550.0,7440.0,pulumi,,,2535357.0,3545140.0,https://pypi.org/project/pulumi,2024-03-14 13:17:17.000,176.0,1082638.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-03-12 20:41:59.180,934.0,2313364.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-03-14 01:28:54.000,2024-03-13 10:46:02,3748.0,95.0,2460,279.0,3931.0,652.0,2082.0,18179,2024-03-01 21:00:12.000,2.18.0,84.0,554.0,43,True,41771.0,40819.0,datasets,conda-forge/datasets,,,7229569.0,https://pypi.org/project/datasets,2024-03-01 20:56:44.000,952.0,7212501.0,https://anaconda.org/conda-forge/datasets,2024-03-02 16:15:07.962,665683.0,1.0,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-03-13 20:35:10.552,2024-03-13 16:56:58,3585.0,87.0,1856,219.0,1303.0,15.0,685.0,16948,2024-03-13 16:57:29.000,24.2.0,342.0,568.0,43,True,208469.0,205178.0,Faker,conda-forge/faker,,,13978046.0,https://pypi.org/project/Faker,2024-03-13 16:57:19.000,3291.0,13958152.0,https://anaconda.org/conda-forge/faker,2024-03-13 20:35:10.552,895235.0,1.0,,,,,,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-03-14 13:32:35.000,2024-03-14 13:32:34,16005.0,507.0,1408,159.0,7130.0,606.0,3978.0,14253,2024-03-07 23:04:03.000,2.16.3,215.0,232.0,43,True,4574.0,4574.0,prefect,conda-forge/prefect,,,748287.0,https://pypi.org/project/prefect,,,735103.0,https://anaconda.org/conda-forge/prefect,2024-03-08 01:37:54.257,606496.0,1.0,,,,,,,,,,,,,,,,,, +27,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-03-14 10:04:54.000,2024-01-03 19:19:02,3378.0,12.0,1701,192.0,1604.0,437.0,1232.0,6579,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,43,True,81110.0,77012.0,docker,conda-forge/docker-py,,875.0,38658170.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4098.0,38568460.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4036672.0,2.0,,,,,,,,,,,,,,,,,, +28,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-03-13 10:20:33.000,2024-03-12 18:12:43,1437.0,53.0,391,65.0,565.0,126.0,569.0,5047,2023-12-31 06:30:30.000,23.2.0,28.0,159.0,43,True,988523.0,969883.0,attrs,conda-forge/attrs,,,191753338.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18640.0,190950714.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,34512855.0,1.0,,,,,,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-03-14 11:54:45.000,2024-03-14 08:48:16,16820.0,589.0,2628,402.0,25329.0,1301.0,8255.0,4219,2024-03-12 20:57:17.000,azure-eventgrid_4.18.0,100.0,694.0,43,True,3186.0,2427.0,azure-storage-blob,conda-forge/azure-storage-blob,,,47019594.0,https://pypi.org/project/azure-storage-blob,2024-03-06 00:22:15.000,759.0,46995516.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-03-06 03:28:11.584,1083552.0,1.0,,,,,,,,,,,,,,,,,, +30,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-03-14 07:45:08.000,2024-02-19 10:28:52,6700.0,58.0,597,36.0,862.0,422.0,1393.0,1676,2023-11-21 20:44:20.000,2.17.2,64.0,830.0,43,True,719549.0,681975.0,pygments,conda-forge/pygments,,,96825770.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37574.0,96153064.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,28253660.0,1.0,,,,,,,,,,,,,,,,,, +31,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-03-14 13:24:35.000,2024-03-14 12:57:02,121244.0,1260.0,28557,1509.0,49325.0,8474.0,59842.0,58849,2020-07-22 03:00:52.000,0.0.6,11.0,2847.0,42,True,13.0,4.0,cpython,conda-forge/typing,,,31108.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,33.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2983250.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,,, +32,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-03-11 11:59:06.000,2024-02-29 14:02:23,3877.0,7.0,1655,543.0,1076.0,252.0,1066.0,46682,2024-02-28 14:52:38.000,13.7.1,191.0,236.0,42,True,184604.0,178047.0,rich,conda-forge/rich,,,47150062.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,6557.0,47007643.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6266449.0,1.0,,,,,,,,,,,,,,,,,, +33,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-03-01 23:20:01.000,2024-02-11 03:17:05,3994.0,33.0,1962,316.0,779.0,1030.0,789.0,8749,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,105106.0,92012.0,paramiko,conda-forge/paramiko,,,51877862.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13094.0,51781316.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4248055.0,2.0,,,,,,,,,,,,,,,,,, +34,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-03-14 09:37:32.000,2024-03-12 23:09:47,37620.0,234.0,1430,300.0,8344.0,73.0,3668.0,4601,2024-03-12 14:26:33.000,google-cloud-discoveryengine-v0.11.10,100.0,509.0,42,True,2076.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,62456383.0,https://pypi.org/project/google-cloud-storage,2024-03-04 18:33:53.000,2076.0,62360663.0,https://anaconda.org/conda-forge/google-cloud-storage,2023-12-13 03:16:00.387,4211692.0,1.0,,,,,,,,,,,,,,,,,, +35,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-03-14 10:55:15.000,2024-03-13 05:48:24,4678.0,144.0,4987,718.0,4052.0,219.0,7169.0,32034,2024-03-06 14:45:05.000,2.24.7,144.0,531.0,41,True,1666.0,418.0,docker-compose,conda-forge/docker-compose,,92379329.0,3534525.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1678318.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,387988.0,2.0,,,,,,,,,,,,,,,,,, +36,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-03-14 13:37:06.000,2024-03-14 13:12:18,9106.0,874.0,1470,145.0,8176.0,1446.0,5432.0,24900,2024-03-11 08:15:05.000,rs-0.38.2,347.0,381.0,41,True,483.0,4.0,polars,,,421.0,4135040.0,https://pypi.org/project/polars,2024-03-10 20:31:46.000,479.0,4135008.0,,,,1.0,,,,,,,,,,,,,,,,,, +37,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-02-17 16:04:17.000,2024-02-17 16:03:39,4574.0,10.0,1375,198.0,476.0,,2375.0,10698,2024-02-05 15:05:06.000,3.17.1,186.0,153.0,41,True,31337.0,27573.0,peewee,conda-forge/peewee,,,2405271.0,https://pypi.org/project/peewee,2024-02-05 15:04:14.000,3764.0,2391174.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,606196.0,1.0,,,,,,,,,,,,,,,,,, +38,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-03-14 13:30:21.000,2024-03-13 20:58:10,17555.0,853.0,1214,110.0,12218.0,2451.0,4637.0,9852,2024-03-08 00:55:06.000,1.6.9,599.0,408.0,41,True,2211.0,2071.0,dagster,conda-forge/dagster,,,988866.0,https://pypi.org/project/dagster,2024-03-08 00:18:21.000,140.0,965546.0,https://anaconda.org/conda-forge/dagster,2024-03-08 14:49:17.948,1072724.0,1.0,,,,,,,,,,,,,,,,,, +39,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-03-13 00:47:24.000,2024-02-21 17:46:05,3051.0,8.0,1926,229.0,1146.0,229.0,641.0,21360,2024-02-21 18:02:39.000,2.6.0,42.0,320.0,40,True,27664.0,26024.0,cookiecutter,conda-forge/cookiecutter,,,4362445.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1640.0,4334217.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,959785.0,1.0,,,,,,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-03-13 17:16:21.000,2024-03-13 17:16:20,12893.0,34.0,3093,604.0,3610.0,730.0,4305.0,16778,2024-01-05 13:53:17.000,2.3.0,49.0,612.0,40,True,12892.0,12269.0,kivy,conda-forge/kivy,,35838.0,185449.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,623.0,177782.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,338131.0,1.0,,,,,,,,,,,,,,,,,, +41,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-03-12 19:09:38.000,2024-03-11 12:44:12,1837.0,34.0,1385,207.0,889.0,197.0,944.0,9424,2024-03-09 02:35:10.000,1.16.1,78.0,307.0,40,True,17772.0,15980.0,rq,conda-forge/rq,,,1779027.0,https://pypi.org/project/rq,2024-03-09 02:33:25.000,1792.0,1776501.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,101058.0,2.0,,,,,,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-03-14 00:19:09.000,2024-03-13 18:59:28,12141.0,321.0,1457,82.0,7663.0,195.0,1665.0,9338,2024-02-26 22:55:02.000,0.18.10,263.0,427.0,40,True,62.0,,great_expectations,conda-forge/great-expectations,,,17933540.0,https://pypi.org/project/great_expectations,2024-02-26 20:35:52.000,62.0,17917086.0,https://anaconda.org/conda-forge/great-expectations,2024-02-26 22:50:46.477,756895.0,2.0,,,,,,,,,,,,,,,,,, +43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-03-13 18:59:19.000,2024-03-13 18:59:15,3305.0,39.0,641,79.0,1048.0,170.0,1048.0,6841,2024-03-04 20:21:15.000,3.21.1,174.0,208.0,40,True,135349.0,124925.0,marshmallow,conda-forge/marshmallow,,,44061423.0,https://pypi.org/project/marshmallow,2024-03-04 20:21:15.000,10424.0,44010579.0,https://anaconda.org/conda-forge/marshmallow,2024-03-04 23:34:28.542,2287998.0,2.0,,,,,,,,,,,,,,,,,, +44,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-03-13 11:44:47.000,2024-03-13 11:44:46,2647.0,40.0,576,60.0,356.0,31.0,784.0,4396,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,40,True,549734.0,530480.0,jsonschema,conda-forge/jsonschema,,187.0,115796845.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19254.0,115152674.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,26410773.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +45,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-03-10 11:56:26.000,2024-03-10 11:56:26,4154.0,51.0,1224,137.0,1119.0,373.0,1343.0,4142,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,40,True,26884.0,23279.0,mongoengine,conda-forge/mongoengine,,,1426804.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,3605.0,1421070.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,235112.0,1.0,,,,,,,,,,,,,,,,,, +46,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-03-14 09:53:51.000,2024-03-14 06:44:00,1612.0,26.0,1166,409.0,1397.0,55.0,1023.0,4111,2024-02-22 04:50:48.000,8.12.1,139.0,202.0,40,True,52993.0,46820.0,elasticsearch,conda-forge/elasticsearch,,3643.0,22565745.0,https://pypi.org/project/elasticsearch,2024-02-22 04:50:48.000,6173.0,22544448.0,https://anaconda.org/conda-forge/elasticsearch,2024-02-22 07:22:24.765,975648.0,1.0,,,,,,,,,,,,,,,,,, +47,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-03-13 12:38:12.000,2024-03-12 16:52:27,5556.0,65.0,1199,239.0,1546.0,4.0,,4015,2024-02-21 21:43:51.000,4.6.2,137.0,209.0,40,True,20370.0,,pymongo,conda-forge/pymongo,,,25963990.0,https://pypi.org/project/pymongo,2024-02-21 20:40:16.000,20370.0,25928680.0,https://anaconda.org/conda-forge/pymongo,2024-02-22 01:29:03.354,1553651.0,1.0,,,,,,,,,,,,,8.0,,,,, +48,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-03-14 08:33:33.000,2024-03-14 03:04:11,1647.0,89.0,269,41.0,527.0,20.0,277.0,3379,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,222699.0,213541.0,more-itertools,conda-forge/more-itertools,,2904.0,73085640.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9158.0,72775884.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13937560.0,1.0,,,,,,,,,,,,,,,,,, +49,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-03-13 22:13:22.000,2024-03-13 20:20:44,5309.0,130.0,1012,109.0,3942.0,1127.0,3097.0,3364,2024-02-19 00:30:38.000,2024.2.0,90.0,485.0,40,True,27154.0,24910.0,xarray,conda-forge/xarray,,,5234533.0,https://pypi.org/project/xarray,2024-02-19 00:30:38.000,2244.0,5015564.0,https://anaconda.org/conda-forge/xarray,2024-02-19 13:29:25.866,9634640.0,2.0,,,,,,,,,,,,,,,,,, +50,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-11 21:24:57.000,2024-03-11 05:07:14,1207.0,32.0,271,25.0,184.0,43.0,295.0,2061,2024-03-06 07:29:28.000,3.1.2,72.0,64.0,40,True,980647.0,948166.0,pyparsing,conda-forge/pyparsing,,9755.0,110092187.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,32481.0,108657337.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,41606408.0,1.0,,,,,,,,,,,,,,,,,, +51,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-03-13 14:06:21.000,2024-03-13 14:01:42,4369.0,25.0,530,58.0,917.0,257.0,1223.0,1982,2023-10-09 14:43:38.000,3.10.0,38.0,203.0,40,True,274636.0,259303.0,h5py,conda-forge/h5py,,3160.0,19632034.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15333.0,19304767.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14725374.0,2.0,,,,,,,,,,,,,,,,,, +52,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-02-26 19:26:10.000,2024-02-21 11:36:09,1947.0,48.0,331,38.0,246.0,177.0,212.0,1168,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,333469.0,316075.0,future,conda-forge/future,,,40244323.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17394.0,39929539.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,12906159.0,1.0,,,,,,,,,,,,,,,,,, +53,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-03-13 20:34:42.000,2024-03-08 19:54:03,2301.0,40.0,313,21.0,885.0,236.0,418.0,743,2024-02-05 01:22:38.000,2024.2.0,77.0,227.0,40,True,100649.0,99723.0,fsspec,conda-forge/fsspec,,,236401305.0,https://pypi.org/project/fsspec,2024-02-05 01:22:38.000,926.0,236055638.0,https://anaconda.org/conda-forge/fsspec,2024-02-05 03:13:53.158,15900705.0,1.0,,,,,,,,,,,,,,,,,, +54,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-03-12 11:42:48.000,2024-03-11 21:02:46,301.0,12.0,1411,373.0,179.0,148.0,186.0,26074,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,32716.0,30726.0,fire,conda-forge/fire,,,6276596.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,1990.0,6254045.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,856972.0,2.0,,,,,,,,,,,,,,,,,, +55,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-02-20 09:13:22.000,2023-09-30 22:03:06,1402.0,,667,135.0,674.0,97.0,399.0,8513,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,100230.0,95360.0,arrow,conda-forge/arrow,,,29226920.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4870.0,29139093.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3952259.0,1.0,,,,,,,,,,,,,,,,,, +56,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-02-14 18:14:42.000,2024-02-02 08:16:41,1102.0,3.0,1473,229.0,494.0,14.0,637.0,7511,2023-06-26 05:34:54.000,1.1.0,12.0,124.0,39,True,209919.0,209919.0,PyMySQL,conda-forge/pymysql,,,40860402.0,https://pypi.org/project/PyMySQL,,,40830693.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1307236.0,2.0,,,,,,,,,,,,,,,,,, +57,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,32.0,472,61.0,215.0,62.0,515.0,2634,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,92216.0,90520.0,pycryptodomex,conda-forge/pycryptodomex,,353.0,33648355.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1696.0,33612186.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1591319.0,2.0,,,,,,,,,,,,,,,,,, +58,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,469,90.0,309.0,183.0,329.0,2506,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,376830.0,360522.0,pexpect,conda-forge/pexpect,,4372.0,69192111.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16308.0,68763931.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17554017.0,1.0,,,,,,,,,,,,,,,,,, +59,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-03-04 05:45:36.000,2024-03-04 05:45:20,1800.0,22.0,221,21.0,150.0,108.0,942.0,2379,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,39,True,219725.0,208107.0,alembic,conda-forge/alembic,,,35863285.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11618.0,35764826.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4135301.0,2.0,,,,,,,,,,,,,,,,,, +60,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-03-13 19:16:57.000,2024-03-12 16:01:49,1796.0,61.0,278,53.0,1206.0,60.0,590.0,699,2024-03-11 16:34:40.000,3.19.0,160.0,150.0,39,True,28082.0,26904.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,38902933.0,https://pypi.org/project/google-cloud-bigquery,2024-03-11 16:34:40.000,1178.0,38839124.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-03-11 21:00:15.521,2807603.0,2.0,,,,,,,,,,,,,,,,,, +61,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-03-13 22:33:57.000,2024-03-13 14:55:35,7766.0,355.0,1230,338.0,246.0,4.0,464.0,13439,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1042.0,1036.0,tink,,,1097.0,355650.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,355408.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,228.0,,,,,,,tink-crypto/tink,,,,,, +62,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-03-13 14:46:30.000,2023-10-22 20:53:42,936.0,,574,227.0,257.0,92.0,258.0,9912,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,120069.0,118089.0,uvloop,conda-forge/uvloop,,430.0,9514448.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1980.0,9497598.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,690723.0,1.0,,,,,,,,,,,,,,,,,, +63,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-03-14 13:38:41.000,2024-03-14 12:37:40,3166.0,114.0,854,103.0,1703.0,284.0,1460.0,9243,2024-02-27 12:44:56.000,0.19.3,50.0,221.0,38,True,2291.0,2217.0,kedro,,,,479428.0,https://pypi.org/project/kedro,2024-02-27 12:44:56.000,74.0,479428.0,,,,2.0,,,,,,,,,,,,,,,,,, +64,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-03-14 09:09:04.000,2024-03-13 20:17:47,6589.0,109.0,1470,137.0,4346.0,546.0,4512.0,8671,2024-03-14 01:40:31.000,1.7.10,239.0,306.0,38,True,4519.0,4489.0,dbt,conda-forge/dbt,,4044.0,47967.0,https://pypi.org/project/dbt,2024-03-13 17:44:42.000,30.0,44892.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,252828.0,2.0,,,,,,,,,,,,,,dbt,,,, +65,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-03-12 01:42:34.000,2024-01-23 06:30:54,361.0,5.0,437,35.0,233.0,43.0,233.0,6951,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,723833.0,713703.0,python-dotenv,conda-forge/python-dotenv,,,55224930.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10130.0,55156885.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,2993984.0,1.0,,,,,,,,,,,,,,,,,, +66,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-03-13 21:31:12.000,2024-02-29 05:00:27,1749.0,32.0,3319,139.0,896.0,132.0,1197.0,6346,2024-01-08 22:11:24.000,29.0.0,93.0,194.0,38,True,1512.0,,kubernetes,conda-forge/kubernetes,,,21746305.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1512.0,21735961.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,475845.0,2.0,,,,,,,,,,,,,,,,,, +67,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,135.0,395.0,185.0,460.0,6220,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,143223.0,134971.0,watchdog,conda-forge/watchdog,,,20416563.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8252.0,20355345.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2754837.0,2.0,,,,,,,,,,,,,,,,,, +68,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-03-07 15:44:57.000,2023-12-01 10:50:33,1499.0,,384,61.0,721.0,400.0,472.0,3603,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,38,True,410170.0,403383.0,joblib,conda-forge/joblib,,,46620312.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6787.0,46071079.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,24166262.0,2.0,,,,,,,,,,,,,,,,,, +69,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-03-02 01:43:51.000,2024-02-23 23:49:46,1375.0,12.0,625,117.0,129.0,11.0,909.0,3451,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,77938.0,73873.0,xlsxwriter,conda-forge/xlsxwriter,,,17327891.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4065.0,17259829.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3130878.0,1.0,,,,,,,,,,,,,,,,,, +70,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-03-11 13:35:14.000,2024-02-15 22:26:05,3081.0,3.0,492,72.0,304.0,19.0,1266.0,3165,2024-01-02 21:56:56.000,2.9.9,62.0,137.0,38,False,776585.0,714876.0,psycopg2,psycopg2,,,16355865.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61689.0,16353184.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,268160.0,2.0,,,,,,,,,,,,,,,20.0,,, +71,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-02-07 07:24:20.000,2023-11-14 16:25:37,322.0,,516,53.0,266.0,277.0,320.0,2396,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1191935.0,1113206.0,pyyaml,conda-forge/pyyaml,,,272004712.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78729.0,270998795.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,42248535.0,1.0,,,,,,,,,,,,,,,,,, +72,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-02-24 05:44:26.000,2024-02-24 05:44:25,1011.0,12.0,168,23.0,162.0,178.0,335.0,2104,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,38,True,150911.0,146780.0,dill,conda-forge/dill,,291635.0,51293507.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4131.0,51157118.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6032527.0,2.0,,,,,,,,,,,,,,,,,, +73,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-03-07 03:05:28.000,2023-12-21 21:58:06,987.0,8.0,233,53.0,158.0,24.0,218.0,1571,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,361718.0,351194.0,greenlet,conda-forge/greenlet,,,94312343.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10524.0,94113334.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,8955435.0,1.0,,,,,,,,,,,,,,,,,, +74,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-01-19 12:36:50.000,2023-10-21 04:26:51,530.0,,264,29.0,107.0,111.0,184.0,957,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2193448.0,2057172.0,six,conda-forge/six,,,252750362.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136276.0,252197849.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,51936263.0,2.0,,,,,,,,,,,,,,,,,, +75,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-03-12 14:43:57.026,2024-03-12 12:37:34,2006.0,7.0,196,26.0,609.0,100.0,198.0,601,2024-03-12 12:37:49.000,5.14.2,52.0,118.0,38,True,427964.0,413143.0,traitlets,conda-forge/traitlets,,327.0,44572913.0,https://pypi.org/project/traitlets,2024-03-12 12:37:43.000,14821.0,43961335.0,https://anaconda.org/conda-forge/traitlets,2024-03-12 14:43:57.026,25685718.0,1.0,,,,,,,,,,,,,,,,,, +76,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-03-13 12:09:03.000,2024-01-23 10:42:08,4100.0,12.0,2305,476.0,2297.0,97.0,881.0,17194,2024-01-15 15:33:51.000,3.5.0,58.0,614.0,37,True,2335.0,2335.0,luigi,luigi,,,432322.0,https://pypi.org/project/luigi,,,432174.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14448.0,2.0,,,,,,,stable/luigi,,,,,,,,,,, +77,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-03-14 12:10:02.000,2024-03-14 12:10:01,2835.0,109.0,638,117.0,3053.0,712.0,3351.0,9385,2024-03-07 18:35:00.000,0.28.0,93.0,128.0,37,True,1426.0,1391.0,modin,conda-forge/modin-core,['pandas'],196819.0,825527.0,https://pypi.org/project/modin,2024-03-07 18:22:26.000,35.0,813408.0,https://anaconda.org/conda-forge/modin-core,2024-03-07 23:22:35.260,295203.0,2.0,,,,,,,,,,,,,,,,,, +78,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-03-01 12:21:43.000,2024-02-12 08:46:53,2742.0,8.0,736,148.0,755.0,600.0,560.0,8883,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,37,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,48069934.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,47573810.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,21333340.0,2.0,,,,,,,,,,,,,-2.0,,,,, +79,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-03-10 17:07:50.000,2024-03-08 23:30:02,2179.0,1.0,1359,147.0,976.0,297.0,1196.0,5466,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,25849.0,24392.0,kafka-python,conda-forge/kafka-python,,1836.0,8593204.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1457.0,8587922.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,431901.0,2.0,,,,,,,,,,,,,,,,,, +80,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-02-23 20:03:54.615,2024-02-23 17:09:05,637.0,23.0,187,36.0,91.0,,368.0,5410,2024-02-23 17:38:20.000,3.9.15,122.0,22.0,37,True,79171.0,77817.0,orjson,conda-forge/orjson,,,18629398.0,https://pypi.org/project/orjson,2024-02-23 17:27:30.000,1354.0,18605935.0,https://anaconda.org/conda-forge/orjson,2024-02-23 20:03:54.615,1079302.0,2.0,,,,,,,,,,,,,,,,,, +81,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-02-01 16:43:38.000,2024-01-24 03:22:09,1214.0,6.0,305,83.0,352.0,119.0,142.0,4485,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,143409.0,139816.0,toolz,conda-forge/toolz,,,32967535.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3593.0,32505243.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19416281.0,2.0,,,,,,,,,,,,,,,,,, +82,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-03-14 12:52:06.000,2024-03-14 11:36:14,7801.0,759.0,492,81.0,5837.0,203.0,2494.0,3879,2024-02-05 19:31:28.000,8.0.0,83.0,270.0,37,True,1230.0,1174.0,ibis-framework,conda-forge/ibis-framework,,118.0,153121.0,https://pypi.org/project/ibis-framework,2024-03-10 00:02:38.000,56.0,145949.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,322603.0,2.0,,,,,,,,,,,,,,,,,, +83,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-03-13 18:52:39.000,2024-03-12 20:47:10,2394.0,102.0,661,61.0,1561.0,30.0,1048.0,3765,2024-03-07 21:15:41.000,3.7.1,149.0,147.0,37,True,1535.0,1470.0,awswrangler,conda-forge/awswrangler,['pandas'],230331.0,40819911.0,https://pypi.org/project/awswrangler,2024-03-07 20:56:22.000,65.0,40805413.0,https://anaconda.org/conda-forge/awswrangler,2024-03-08 14:26:55.000,467064.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +84,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-03-13 23:07:37.000,2024-01-12 19:56:59,2744.0,5.0,1239,198.0,1252.0,143.0,1881.0,3395,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4496.0,4219.0,netmiko,,,,273331.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,277.0,273331.0,,,,3.0,,,,,,,,,,,,,,,,,, +85,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,586,96.0,178.0,30.0,316.0,3084,,,21.0,83.0,37,True,787656.0,770276.0,pycparser,conda-forge/pycparser,,,182255870.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17380.0,181846504.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,37252338.0,2.0,,,,,,,,,,,,,,,,,, +86,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-03-05 18:44:35.000,2024-03-01 18:28:13,1590.0,11.0,470,46.0,644.0,369.0,417.0,2219,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35075.0,295706593.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,6139.0,294037374.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,53404656.0,2.0,,,,,,,,,,,,,,,,,, +87,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-03-14 09:26:56.000,2024-03-14 09:26:48,957.0,33.0,121,27.0,326.0,50.0,282.0,1549,2024-02-19 08:36:23.000,4.3.0,51.0,48.0,37,True,256659.0,255841.0,anyio,conda-forge/anyio,,,66268773.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,65996802.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,12510705.0,2.0,,,,,,,,,,,,,,,,,, +88,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-03-12 03:51:03.000,2024-03-12 03:50:57,603.0,37.0,197,26.0,620.0,8.0,128.0,1104,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,216723.0,208529.0,bcrypt,conda-forge/bcrypt,,,55001537.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8194.0,54895294.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4568455.0,3.0,,,,,,,,,,,,,,,,,, +89,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-03-13 19:31:41.000,2024-03-13 19:31:41,378.0,11.0,557,151.0,336.0,214.0,153.0,12531,2024-02-17 13:54:46.000,0.0.16,16.0,71.0,36,True,10508.0,10307.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1067909.0,https://pypi.org/project/sqlmodel,2024-02-17 13:54:46.000,201.0,1067051.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,26616.0,2.0,,,,,,,,,,,,,,,,,, +90,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-01-03 13:33:39.000,2023-12-10 09:31:47,395.0,,965,215.0,185.0,156.0,295.0,11404,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,34314.0,32832.0,schedule,conda-forge/schedule,,,2007398.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1482.0,2006052.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,51158.0,3.0,,,,,,,,,,,,,,,,,, +91,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-03-14 11:41:54.000,2024-03-02 19:39:49,2435.0,3.0,1223,232.0,480.0,156.0,1018.0,8166,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,36,True,12311.0,10351.0,supervisor,conda-forge/supervisor,,,1851799.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1960.0,1844755.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,288819.0,2.0,,,,,,,,,,,,,,,,,, +92,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-03-07 18:42:49.000,2018-08-27 18:02:16,447.0,,567,161.0,111.0,260.0,186.0,7894,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,125624.0,113135.0,docopt,conda-forge/docopt,,,10927762.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12489.0,10906284.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2040446.0,2.0,,,,,,,,,,,,,,,,,, +93,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-11 10:40:12.000,2023-12-16 21:30:31,835.0,3.0,391,68.0,286.0,226.0,321.0,5998,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,27329.0,25998.0,pendulum,conda-forge/pendulum,,534.0,25012163.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1331.0,24991160.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,923933.0,2.0,,,,,,,,,,,,,,,,,, +94,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-03-13 19:47:57.000,2024-02-29 17:13:22,1047.0,8.0,840,428.0,406.0,155.0,1164.0,3751,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,36,True,11089.0,10097.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,3776073.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,992.0,3775961.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8456.0,2.0,,,,,,,,,,,,,,,,,, +95,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-02-13 17:00:15.000,2023-12-01 12:49:19,374.0,,233,46.0,143.0,110.0,140.0,3389,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,915940.0,893732.0,colorama,conda-forge/colorama,,,154932889.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22208.0,154631989.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,28585589.0,2.0,,,,,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-03-13 17:02:50.000,2024-03-04 10:58:12,2686.0,23.0,480,123.0,565.0,326.0,1518.0,2815,2024-02-22 21:55:36.000,0.30.15,160.0,65.0,36,True,31502.0,30855.0,xlwings,conda-forge/xlwings,,17486.0,198527.0,https://pypi.org/project/xlwings,2024-02-22 21:55:36.000,647.0,182528.0,https://anaconda.org/conda-forge/xlwings,2024-02-23 08:45:30.682,720258.0,1.0,,,,,,,,,,,,,,,,,, +97,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-03-05 11:29:54.000,2024-03-05 11:29:54,1516.0,8.0,457,134.0,571.0,318.0,378.0,2442,2023-11-17 10:47:56.000,1.2.0,30.0,138.0,36,True,28142.0,26827.0,dateparser,conda-forge/dateparser,,,6240282.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1315.0,6235852.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,199365.0,2.0,,,,,,,,,,,,,,,,,, +98,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-10 16:42:38.687,2024-02-08 15:35:16,1093.0,11.0,472,55.0,310.0,10.0,325.0,2383,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,36,True,164221.0,156954.0,mysqlclient,conda-forge/mysqlclient,,5278.0,5593917.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7267.0,5586321.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,331686.0,2.0,,,,,,,,,,,,,,,,,, +99,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,41.0,114.0,24.0,151.0,1964,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,335213.0,332860.0,pyrsistent,conda-forge/pyrsistent,,,41957532.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2353.0,41489840.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20578459.0,1.0,,,,,,,,,,,,,,,,,, +100,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331,66.0,124.0,20.0,179.0,1628,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,36,True,141937.0,120924.0,simplejson,conda-forge/simplejson,,6430.0,20378578.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21013.0,20310699.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3119417.0,2.0,,,,,,,,,,,,,,,,,, +101,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-03-13 16:55:41.000,2024-03-13 16:53:29,1905.0,45.0,247,45.0,952.0,275.0,409.0,1311,2024-03-06 19:27:15.000,2.17.1,75.0,98.0,36,True,3962.0,3432.0,zarr,conda-forge/zarr,,,638027.0,https://pypi.org/project/zarr,2024-03-06 19:27:15.000,530.0,572115.0,https://anaconda.org/conda-forge/zarr,2024-03-07 08:16:39.862,2900145.0,2.0,,,,,,,,,,,,,,,,,, +102,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-03-12 16:36:21.000,2024-03-12 16:32:21,2101.0,34.0,146,21.0,166.0,59.0,445.0,1174,2024-02-27 16:49:52.000,24.3.1,193.0,120.0,36,True,4331.0,,keyring,conda-forge/keyring,,,50872420.0,https://pypi.org/project/keyring,2024-02-27 16:49:33.000,4331.0,50774491.0,https://anaconda.org/conda-forge/keyring,2024-02-28 14:26:42.764,4308913.0,3.0,,,,,,,,,,,,,6.0,,,,, +103,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-03-14 13:04:36.000,2024-03-14 06:40:25,15714.0,233.0,7177,736.0,5942.0,1760.0,3750.0,18120,2024-02-20 12:36:21.000,1.22.2,18.0,622.0,35,True,14.0,,micropython-_markupbase,,,73852.0,934.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +104,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-03-05 03:08:52.000,2024-03-05 03:08:50,2806.0,28.0,641,149.0,504.0,269.0,1019.0,12001,2024-03-05 03:06:05.000,1.11.0,221.0,65.0,35,True,2805.0,2748.0,dearpygui,,,,60342.0,https://pypi.org/project/dearpygui,2024-02-26 17:23:29.000,57.0,60342.0,,,,2.0,,,,,,,,,,,,,,,,,, +105,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,105.0,96.0,87.0,162.0,5342,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,69705.0,63938.0,xmltodict,conda-forge/xmltodict,,,42325246.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5767.0,42284684.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3691181.0,2.0,,,,,,,,,,,,,,,,,, +106,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-02-25 11:23:50.000,2024-02-25 08:36:53,1189.0,6.0,582,136.0,330.0,35.0,223.0,4497,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,35,True,95956.0,94672.0,tablib,conda-forge/tablib,,,1943329.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1284.0,1942257.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,94369.0,2.0,,,,,,,,,,,,,,,,,, +107,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-03-01 10:13:15.000,2024-03-01 10:13:14,911.0,10.0,371,87.0,277.0,26.0,318.0,4216,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4565.0,,ujson,conda-forge/ujson,,,11084810.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4565.0,10982943.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4584055.0,2.0,,,,,,,,,,,,,,,,,, +108,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-03-13 08:52:51.000,2024-03-13 06:34:09,1636.0,19.0,456,87.0,113.0,9.0,169.0,3385,2024-03-13 07:14:30.000,8.13.32,241.0,30.0,35,True,1482.0,,phonenumbers,conda-forge/phonenumbers,,,5921083.0,https://pypi.org/project/phonenumbers,2024-03-13 07:14:30.000,1482.0,5895400.0,https://anaconda.org/conda-forge/phonenumbers,2024-03-13 08:52:51.000,873253.0,1.0,,,,,,,,,,,,,,,,,, +109,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-03-04 19:05:12.000,2024-02-27 16:47:01,514.0,9.0,583,124.0,230.0,61.0,988.0,2819,2024-02-05 17:00:57.000,5.1.0,64.0,57.0,35,False,57292.0,55040.0,pyodbc,conda-forge/pyodbc,,,25822948.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2252.0,25792277.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1257527.0,2.0,,,,,,,,,,,,,,,,,, +110,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-03-13 00:08:31.000,2024-03-13 00:08:31,1782.0,20.0,210,91.0,261.0,,,2300,2023-11-14 21:54:12.000,3.3.2,47.0,50.0,35,True,85506.0,84287.0,motor,conda-forge/motor,,,1623722.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1219.0,1622150.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,64476.0,2.0,,,,,,,,,,,,,,,,,, +111,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-03-13 17:00:56.000,2024-03-13 17:00:55,753.0,63.0,223,61.0,473.0,144.0,634.0,1527,2019-06-19 22:31:20.000,3.7.4,16.0,97.0,35,True,6072.0,,typing,conda-forge/typing,,,8368245.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6072.0,8337170.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2983246.0,2.0,,,,,,,,,,,,,,,,,, +112,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-03-08 12:57:39.927,2024-03-08 01:29:41,768.0,6.0,124,35.0,220.0,50.0,208.0,1345,2024-03-08 01:30:10.000,3.2.3,126.0,73.0,35,True,52943.0,50694.0,argcomplete,conda-forge/argcomplete,,341.0,27708900.0,https://pypi.org/project/argcomplete,2024-03-08 01:30:10.000,2249.0,27674647.0,https://anaconda.org/conda-forge/argcomplete,2024-03-08 12:57:39.927,1507014.0,2.0,,,,,,,,,,,,,,,,,, +113,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-03-01 03:37:49.000,2024-02-25 20:31:54,537.0,14.0,85,24.0,303.0,30.0,75.0,1206,2023-10-30 18:54:14.000,2.1.0,34.0,35.0,35,True,20826.0,20552.0,cleo,conda-forge/cleo,,,30452242.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,274.0,30435970.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,667159.0,2.0,,,,,,,,,,,,python-poetry/cleo,,,,,, +114,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-03-12 21:29:45.000,2024-03-12 21:24:34,1426.0,33.0,165,34.0,177.0,69.0,239.0,1193,2024-02-20 03:42:47.000,3.0.3,41.0,74.0,35,True,2466.0,,jsonpickle,conda-forge/jsonpickle,,,11760634.0,https://pypi.org/project/jsonpickle,2024-02-20 03:42:47.000,2466.0,11713694.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1642902.0,2.0,,,,,,,,,,,,,,,,,, +115,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-03-11 23:31:13.000,2024-03-11 23:31:13,790.0,5.0,205,41.0,117.0,149.0,271.0,1143,2020-01-25 14:40:31.000,0.10.9,32.0,39.0,35,True,37659.0,36941.0,py4j,conda-forge/py4j,,,45904038.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,718.0,45847949.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5104163.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,, +116,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-03-12 17:34:35.000,2024-03-12 17:34:34,1030.0,5.0,260,19.0,403.0,128.0,324.0,801,2024-02-05 02:51:09.000,2024.2.0,67.0,136.0,35,True,17821.0,17038.0,s3fs,conda-forge/s3fs,,,255069517.0,https://pypi.org/project/s3fs,2024-02-05 02:51:09.000,783.0,254916170.0,https://anaconda.org/conda-forge/s3fs,2024-02-05 13:59:04.728,6593944.0,2.0,,,,,,,,,,,,,,,,,, +117,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-03-12 19:35:37.000,2024-03-08 22:37:22,297.0,13.0,92,16.0,200.0,13.0,93.0,643,2023-10-30 18:29:37.000,3.13.1,65.0,43.0,35,True,408314.0,405348.0,filelock,conda-forge/filelock,,,119868989.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2966.0,119501974.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16882691.0,2.0,,,,,,,,,,,,tox-dev/filelock,,,,,, +118,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,13.0,36.0,32.0,55.0,302,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1949334.0,1865427.0,pytz,conda-forge/pytz,,20.0,177608602.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83907.0,176367799.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,49631357.0,3.0,,,,,,,,,,,,,,,,,, +119,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-26 22:08:21.000,2024-01-26 22:08:21,1605.0,1.0,1922,466.0,552.0,476.0,1310.0,14508,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,186.0,21.0,fabric,conda-forge/fabric,,,6212590.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,165.0,6210338.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,85577.0,3.0,,,,,,,,,,,,,,,,,, +120,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-03-14 11:47:11.000,2024-03-13 19:30:19,489.0,10.0,519,69.0,307.0,208.0,167.0,13233,2023-05-02 05:22:17.780,0.9.0,27.0,40.0,34,True,3030.0,21.0,typer,conda-forge/typer,,,19288406.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,3009.0,19244170.0,https://anaconda.org/conda-forge/typer,2023-06-16 19:18:59.132,2079104.0,3.0,,,,,,,,,,,,,,,,,, +121,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-03-04 13:01:36.000,2024-03-04 13:01:36,32.0,32.0,1809,230.0,3080.0,720.0,2860.0,13054,2024-03-03 15:43:03.000,5.0.3,184.0,19.0,34,False,11591.0,11226.0,pysimplegui,conda-forge/pysimplegui,,,777353.0,https://pypi.org/project/pysimplegui,2024-03-03 15:43:03.000,365.0,774844.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,138016.0,2.0,,,,,,,,,,,,,,,,,, +122,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-03-14 12:42:03.000,2024-03-13 22:45:26,8812.0,201.0,579,86.0,2307.0,53.0,392.0,7579,2024-03-13 22:41:08.000,3.8.24,154.0,127.0,34,True,2756.0,2702.0,hub,,,,3792.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3792.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,, +123,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,4.0,542,134.0,236.0,7.0,466.0,6825,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,16928.0,14268.0,sh,conda-forge/sh,,,6393924.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2660.0,6389241.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,192005.0,3.0,,,,,,,,,,,,,,,,,, +124,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-03-14 10:25:39.000,2024-03-14 10:25:38,497.0,15.0,290,48.0,212.0,99.0,151.0,5805,2023-08-14 13:22:49.000,8.2.3,53.0,91.0,34,True,1827.0,,tenacity,conda-forge/tenacity,,,49049260.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1827.0,48902824.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,6003911.0,2.0,,,,,,,,,,,,,,,,,, +125,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-02-17 20:59:11.000,2024-02-11 15:15:42,498.0,57.0,318,23.0,137.0,25.0,132.0,3785,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,34,True,27854.0,27368.0,gdown,conda-forge/gdown,,,1656412.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,486.0,1650759.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,254414.0,2.0,,,,,,,,,,,,,,,,,, +126,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-03-09 02:12:24.000,2024-03-09 02:12:24,558.0,8.0,816,73.0,425.0,93.0,439.0,3726,2024-02-14 15:55:57.000,0.20.0,50.0,145.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,32435835.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,32100222.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15438231.0,2.0,,,,,,,,,,,,,,,,,, +127,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-03-05 19:07:34.000,2024-03-01 17:30:12,335.0,5.0,255,51.0,207.0,126.0,200.0,3669,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,22377.0,22254.0,databases,conda-forge/databases,,,443095.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,123.0,438237.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,194354.0,2.0,,,,,,,,,,,,,,,,,, +128,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-03-08 15:45:20.000,2024-03-07 00:20:17,744.0,16.0,316,34.0,527.0,115.0,382.0,3472,2024-02-10 16:06:28.000,3.2.4,86.0,123.0,34,True,8376.0,8066.0,dynaconf,conda-forge/dynaconf,,,2792119.0,https://pypi.org/project/dynaconf,2023-10-31 18:44:41.000,310.0,2790447.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,68592.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +129,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,191,34.0,53.0,25.0,166.0,3191,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2281.0,,sortedcontainers,conda-forge/sortedcontainers,,,42537763.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2281.0,42407724.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11963645.0,1.0,,,,,,,,,,,,,,,,,, +130,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-03-14 09:50:51.000,2024-02-27 08:17:35,1446.0,18.0,214,45.0,1226.0,66.0,569.0,2692,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,4031.0,3979.0,docarray,conda-forge/docarray,,,87048.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,82105.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,128524.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,, +131,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,313,48.0,111.0,18.0,188.0,2498,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,57558.0,54175.0,python-magic,conda-forge/python-magic,,,8240458.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3383.0,8234533.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,242925.0,2.0,,,,,,,,,,,,,,,,,, +132,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-03-13 21:37:30.000,2023-12-10 17:09:47,1032.0,,275,36.0,375.0,206.0,258.0,2336,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,34,True,18797.0,18683.0,pypika,conda-forge/pypika,,,2618181.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,114.0,2617828.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,10259.0,2.0,,,,,,,,,,,,,,,,,, +133,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-03-08 22:28:39.000,2024-02-19 05:11:13,850.0,19.0,204,62.0,107.0,63.0,360.0,2127,2024-01-26 13:04:44.000,2.9.0,53.0,73.0,34,True,3249.0,,numexpr,conda-forge/numexpr,,598.0,6675023.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3249.0,6503309.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7726886.0,2.0,,,,,,,,,,,,,,,,,, +134,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-03-09 11:27:50.000,2023-11-10 08:22:03,735.0,,221,45.0,71.0,50.0,142.0,1952,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,34,True,11966.0,,wrapt,conda-forge/wrapt,,,121192187.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11966.0,120850010.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,14029284.0,2.0,,,,,,,,,,,,,,,,,, +135,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-03-12 20:06:27.000,2023-11-14 07:16:07,1076.0,,213,27.0,171.0,65.0,218.0,1869,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10500.0,9614.0,deepdiff,conda-forge/deepdiff,,,7931006.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,886.0,7922180.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,397201.0,1.0,,,,,,,,,,,,,,,,,, +136,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-03-01 12:34:50.000,2024-03-01 11:35:28,871.0,4.0,222,49.0,294.0,13.0,279.0,1825,2024-03-01 12:34:50.000,1.0.8,24.0,78.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1278.0,65516095.0,https://pypi.org/project/msgpack,2024-03-01 12:34:50.000,2448.0,65147594.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15107850.0,3.0,,,,,,,,,,,,,,,,,, +137,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-31 15:09:01.023,2024-01-31 12:53:43,507.0,10.0,267,26.0,120.0,13.0,148.0,1803,2024-01-31 12:58:25.000,2.10.1,45.0,66.0,34,True,68858.0,67312.0,emoji,conda-forge/emoji,,,2944694.0,https://pypi.org/project/emoji,2024-01-31 12:58:25.000,1546.0,2943118.0,https://anaconda.org/conda-forge/emoji,2024-01-31 15:09:01.023,67802.0,1.0,,,,,,,,,,,,,,,,,, +138,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,,164,30.0,283.0,88.0,166.0,1548,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,34,True,3011.0,,cloudpickle,conda-forge/cloudpickle,,27.0,41194432.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,3011.0,40830950.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,15993229.0,3.0,,,,,,,,,,,,,,,,,, +139,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-03-14 08:10:56.000,2024-03-13 13:45:35,1430.0,63.0,154,21.0,950.0,57.0,386.0,1546,2024-01-16 15:40:08.000,9.1.1,60.0,72.0,34,True,933.0,885.0,copier,,,,222953.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,48.0,222953.0,,,,2.0,,,,,,,,,,,,,,,,,, +140,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,5.0,148,35.0,78.0,1.0,71.0,1435,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,82001.0,79037.0,python-slugify,conda-forge/python-slugify,,,19091437.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2964.0,19047095.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,1951065.0,1.0,,,,,,,,,,,,,,,,,, +141,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-03-14 06:51:15.000,2024-03-14 06:51:14,4866.0,40.0,270,61.0,392.0,170.0,553.0,1261,2023-11-27 12:13:28.000,3.9.2,46.0,132.0,34,True,2642.0,,tables,conda-forge/pytables,,182.0,1263243.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2642.0,1106243.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6907930.0,2.0,,,,,,,,,,,,,,,,,, +142,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-03-01 08:49:09.000,2024-01-31 13:32:23,1386.0,2.0,317,32.0,330.0,196.0,239.0,1189,2023-05-02 07:31:50.000,0.41.1,214.0,119.0,34,True,30675.0,28500.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6272058.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2175.0,6265931.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,551489.0,2.0,,,,,,,,,,,,,,,,,, +143,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-03-13 20:12:14.000,2024-03-12 21:11:35,1291.0,11.0,188,50.0,205.0,86.0,372.0,1184,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,34,True,3680.0,3594.0,petl,conda-forge/petl,,,2316787.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,86.0,2311858.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,221809.0,2.0,,,,,,,,,,,,,5.0,,,http://petl.readthedocs.org,, +144,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-03-13 09:57:05.000,2024-03-13 09:57:04,730.0,29.0,130,23.0,300.0,52.0,132.0,1123,2024-01-24 13:45:14.000,1.4.0,22.0,53.0,34,True,10615.0,,pluggy,conda-forge/pluggy,,,120716916.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10615.0,120117901.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24559638.0,2.0,,,,,,,,,,,,,,,,,, +145,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,105,24.0,58.0,13.0,93.0,805,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,565803.0,541322.0,decorator,conda-forge/decorator,,,85997619.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24481.0,85715000.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,26000998.0,2.0,,,,,,,,,,,,,,,,,, +146,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-03-04 03:26:19.000,2024-03-04 03:26:18,1174.0,16.0,300,31.0,853.0,7.0,540.0,744,2024-03-02 23:49:53.000,7.2.5,112.0,131.0,34,True,7270.0,6768.0,minio,conda-forge/minio,,,2201656.0,https://pypi.org/project/minio,2024-03-02 23:48:43.000,502.0,2197972.0,https://anaconda.org/conda-forge/minio,2024-03-03 01:37:46.696,158412.0,2.0,,,,,,,,,,,,,,,,,, +147,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,489216.0,474064.0,pyasn1,conda-forge/pyasn1,,,178989991.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15152.0,176675585.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13886436.0,3.0,,,,,,,,,,,,,,,,,, +148,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-03-14 04:33:01.000,2024-03-14 04:33:00,608.0,7.0,128,19.0,240.0,50.0,36.0,195,2023-12-21 20:27:02.000,0.10.0,40.0,39.0,34,True,280533.0,276146.0,s3transfer,conda-forge/s3transfer,,,308768514.0,https://pypi.org/project/s3transfer,2023-12-21 20:27:02.000,4387.0,308336263.0,https://anaconda.org/conda-forge/s3transfer,2023-12-21 22:27:04.005,17722301.0,2.0,,,,,,,,,,,,,,,,,, +149,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-03-12 20:38:39.000,2024-01-05 14:42:12,533.0,1.0,2226,388.0,478.0,360.0,188.0,34475,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1416.0,1376.0,diagrams,conda-forge/diagrams,,,171402.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,40.0,167560.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,176738.0,3.0,,,,,,,,,,,,,,,,,, +150,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-03-05 23:54:53.000,2024-03-05 23:52:25,1877.0,7.0,616,124.0,1299.0,260.0,1105.0,8038,2023-02-23 18:30:37.000,1.3.2,22.0,117.0,33,True,21069.0,21060.0,hydra,conda-forge/hydra-core,,,28473.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,9946.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,907846.0,2.0,,,,,,,,,,,,,,,,,, +151,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-02-03 19:08:30.000,2024-01-15 07:50:50,1535.0,1.0,348,142.0,204.0,66.0,106.0,6386,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,33,True,7003.0,6559.0,boltons,conda-forge/boltons,,25.0,3876775.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,444.0,3783120.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,4214486.0,2.0,,,,,,,,,,,,,,,,,, +152,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-02-23 21:54:45.000,2024-02-23 21:54:43,1931.0,19.0,605,131.0,332.0,34.0,870.0,5776,2024-02-13 20:38:55.000,1.4.0,40.0,107.0,33,True,1964.0,1592.0,csvkit,conda-forge/csvkit,,,211242.0,https://pypi.org/project/csvkit,2024-02-13 20:38:55.000,372.0,208146.0,https://anaconda.org/conda-forge/csvkit,2024-02-14 01:14:39.007,105270.0,2.0,,,,,,,,,,,,,,,,,, +153,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-03-14 11:40:05.000,2024-03-06 14:25:05,6328.0,221.0,380,40.0,2240.0,60.0,234.0,3575,2024-03-06 16:01:37.000,0.55.5,130.0,89.0,33,True,433.0,431.0,zenml,,,1.0,31180.0,https://pypi.org/project/zenml,2024-03-06 15:40:53.000,2.0,31180.0,,,,2.0,,,,,,,,,,,,,,,,,, +154,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,15.0,334.0,3101,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16864.0,15708.0,cerberus,conda-forge/cerberus,,,5725466.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1156.0,5711910.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,366037.0,2.0,,,,,,,,,,,,,,,,,, +155,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-03-07 23:59:08.000,2024-03-05 05:24:48,1053.0,30.0,373,48.0,392.0,63.0,322.0,3059,2024-02-26 11:59:05.000,7.0.1,58.0,117.0,33,True,638.0,,smart-open,conda-forge/smart_open,,,21577158.0,https://pypi.org/project/smart-open,2024-02-26 11:58:53.000,638.0,21524951.0,https://anaconda.org/conda-forge/smart_open,2024-02-27 00:48:45.551,2297141.0,2.0,,,,,,,,,,,,piskvorky/smart_open,,,,,, +156,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,1.0,185,51.0,325.0,127.0,225.0,2736,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,33,True,6452.0,5970.0,plumbum,conda-forge/plumbum,,,3869232.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,482.0,3857775.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,996793.0,3.0,,,,,,,,,,,,,,,,,, +157,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2125,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,221123.0,212502.0,xlrd,conda-forge/xlrd,,,20878514.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8621.0,20834694.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3680901.0,2.0,,,,,,,,,,,,,,,,,, +158,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-03-06 17:02:04.000,2024-02-26 20:19:32,296.0,8.0,153,28.0,64.0,14.0,231.0,2019,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,33,True,3676.0,,cachetools,conda-forge/cachetools,,,122519380.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,3676.0,122284657.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,10797303.0,1.0,,,,,,,,,,,,,,,,,, +159,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,5.0,213,36.0,261.0,38.0,211.0,1798,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,33,True,16832.0,15440.0,voluptuous,conda-forge/voluptuous,,,3038928.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1392.0,3030266.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,346486.0,2.0,,,,,,,,,,,,,,,,,, +160,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-03-13 22:39:35.000,2024-02-27 22:54:42,6041.0,6.0,576,78.0,1117.0,13.0,,1369,2023-12-21 22:45:31.000,3.29.0,76.0,198.0,33,True,7188.0,6478.0,cassandra-driver,conda-forge/cassandra-driver,,,1590159.0,https://pypi.org/project/cassandra-driver,2023-12-21 22:45:31.000,710.0,1585583.0,https://anaconda.org/conda-forge/cassandra-driver,2023-12-22 05:57:55.121,196797.0,3.0,,,,,,,,,,,,,,,,,, +161,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-03-08 10:22:39.000,2024-03-08 10:22:38,1530.0,21.0,213,97.0,769.0,2.0,236.0,854,2024-02-29 11:06:31.000,5.18.0,133.0,43.0,33,True,8683.0,8457.0,neo4j-driver,conda-forge/neo4j-python-driver,,,138447.0,https://pypi.org/project/neo4j-driver,2024-02-29 10:58:19.000,226.0,133987.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-02-29 13:15:31.904,200739.0,3.0,,,,,,,,,,,,,,,,,, +162,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-03-13 18:03:51.000,2024-03-13 18:03:50,399.0,16.0,118,62.0,403.0,35.0,304.0,412,2024-03-07 17:11:22.000,0.22.0,46.0,50.0,33,True,9816.0,9480.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,10507603.0,https://pypi.org/project/pandas-gbq,2024-03-07 17:11:22.000,336.0,10461837.0,https://anaconda.org/conda-forge/pandas-gbq,2024-02-06 16:32:39.078,1876254.0,3.0,,,,,,,,,,,,,,,,,, +163,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-03-11 23:51:12.000,2024-03-11 23:51:11,1350.0,190.0,95,20.0,812.0,16.0,132.0,383,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3417.0,,multidict,conda-forge/multidict,,6447.0,102280017.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3417.0,101993486.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11744928.0,2.0,,,,,,,,,,,,,,,,,, +164,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-02-16 04:55:31.000,2024-02-14 20:05:06,355.0,8.0,55,13.0,71.0,12.0,39.0,372,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,530711.0,517097.0,wcwidth,conda-forge/wcwidth,,,63463065.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13614.0,62941496.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,23470635.0,3.0,,,,,,,,,,,,,,,,,, +165,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,106.0,160.0,17.0,292.0,6431,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13718.0,12772.0,tinydb,conda-forge/tinydb,,,589538.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,946.0,585499.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,375675.0,2.0,,,,,,,,,,,,,,,,,, +166,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-03-05 16:41:24.000,2024-02-13 12:48:28,1194.0,3.0,339,43.0,496.0,500.0,508.0,4155,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7389.0,7285.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,129770.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,129260.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16847.0,3.0,,,,,,,,,,,,,,,,,, +167,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-03-11 00:18:50.000,2024-03-11 00:18:43,8322.0,480.0,679,83.0,1404.0,152.0,696.0,4064,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,41.0,3.0,toga,,,2721.0,4036.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,3863.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,13.0,,,,,,,,,,,,, +168,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312,52.0,206.0,209.0,359.0,3528,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3097.0,2970.0,dependency-injector,conda-forge/dependency_injector,,,1155619.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1154333.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,38606.0,2.0,,,,,,,,,,,,,,,,,, +169,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-01-06 19:03:22.000,2023-09-25 09:31:59,4024.0,,238,88.0,80.0,316.0,332.0,3490,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4262.0,3895.0,pony,conda-forge/pony,,90.0,154882.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,367.0,152428.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98182.0,3.0,,,,,,,,,,,,,,,,,, +170,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-03-14 03:25:51.000,2024-03-11 18:54:19,648.0,24.0,251,20.0,644.0,302.0,430.0,2888,2024-03-11 19:19:58.000,0.18.3,82.0,115.0,32,True,1513.0,1402.0,pandera,conda-forge/pandera-core,['pandas'],,1823801.0,https://pypi.org/project/pandera,2024-03-11 19:19:58.000,111.0,1822976.0,https://anaconda.org/conda-forge/pandera-core,2024-03-12 03:10:31.266,33852.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,, +171,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,4.0,199,57.0,154.0,95.0,74.0,2824,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,32,True,9367.0,8415.0,schema,conda-forge/schema,,,14510950.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,952.0,14508408.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,142357.0,2.0,,,,,,,,,,,,,,,,,, +172,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,141.0,454.0,143.0,402.0,2797,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,32,True,23850.0,22986.0,pandas-datareader,conda-forge/pandas-datareader,,,423490.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,864.0,419314.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,346684.0,2.0,,,,,,,,,,,,,,,,,, +173,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,66.0,2508,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,136830.0,134562.0,aiofiles,conda-forge/aiofiles,,,12773540.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2268.0,12749580.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,982390.0,2.0,,,,,,,,,,,,,,,,,, +174,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-02-16 07:09:48.000,2024-02-16 07:09:47,836.0,8.0,430,40.0,639.0,269.0,370.0,2356,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1799.0,1638.0,pynamodb,conda-forge/pynamodb,,,1936793.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1924969.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,508474.0,3.0,,,,,,,,,,,,,,,,,, +175,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2055,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39548.0,6.0,chardet,conda-forge/chardet,,,61835082.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39538.0,61296654.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22610070.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,93.0,,,,,,,,,,,,, +176,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2023-09-18 04:41:58.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,88.0,2041,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,True,7083.0,,jmespath,conda-forge/jmespath,,,161698944.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7083.0,161506460.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17708570.0,3.0,,,,,,,,,,,,,,,,,, +177,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-02-29 17:01:39.000,2024-02-29 16:59:55,1064.0,8.0,93,18.0,585.0,103.0,447.0,1751,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,26852.0,26335.0,omegaconf,conda-forge/omegaconf,,,8164061.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,517.0,8138300.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1288086.0,3.0,,,,,,,,,,,,,,,,,, +178,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,216,47.0,180.0,58.0,337.0,1478,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2479.0,2380.0,pygsheets,,,,1700853.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1700853.0,,,,3.0,,,,,,,,,,,,,,,,,, +179,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-03-07 06:50:04.000,2024-01-26 18:48:28,2257.0,50.0,474,,,,,1311,2023-06-21 16:43:02.350,0.27.1,72.0,225.0,32,True,466.0,,holidays,conda-forge/holidays,,,6945868.0,https://pypi.org/project/holidays,2024-03-04 18:01:54.000,466.0,6859969.0,https://anaconda.org/conda-forge/holidays,2024-03-04 19:31:09.884,3779586.0,3.0,,,,,,,,,,,,,,,,,, +180,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1173,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7089.0,6755.0,sshtunnel,conda-forge/sshtunnel,,,8583786.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,334.0,8582257.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,137699.0,3.0,,,,,,,,,,,,,,,,,, +181,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1018,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,291506.0,276232.0,appdirs,conda-forge/appdirs,,,26164823.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15274.0,26059792.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10083035.0,2.0,,,,,,,,,,,,,,,,,, +182,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-02-26 20:39:40.596,2024-02-25 00:15:02,1274.0,1.0,104,32.0,208.0,49.0,194.0,988,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,48022.0,46338.0,Bottleneck,conda-forge/bottleneck,,,1028846.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1684.0,933169.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,3922759.0,2.0,,,,,,,,,,,,,,,,,, +183,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-03-14 10:19:52.000,2024-03-06 15:56:34,2146.0,46.0,138,42.0,429.0,101.0,261.0,975,2024-02-26 21:16:41.000,2.0.3,33.0,86.0,32,True,2223.0,2091.0,intake,conda-forge/intake,,,76302.0,https://pypi.org/project/intake,2024-02-26 21:16:41.000,132.0,64124.0,https://anaconda.org/conda-forge/intake,2024-02-27 02:46:57.710,548015.0,2.0,,,,,,,,,,,,,,,,,, +184,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,,125,24.0,71.0,25.0,162.0,896,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,19006.0,18650.0,anytree,conda-forge/anytree,,,1192450.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,356.0,1191649.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,37672.0,2.0,,,,,,,,,,,,,,,,,, +185,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2023-12-29 18:54:42.000,2023-11-03 12:31:26,810.0,,131,23.0,95.0,53.0,140.0,313,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,32,True,115294.0,108191.0,asn1crypto,conda-forge/asn1crypto,,,72262603.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7103.0,72158908.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8399369.0,3.0,,,,,,,,,,,,,,,,,, +186,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-03-13 15:17:18.183,2024-03-12 20:35:35,909.0,51.0,41,12.0,57.0,2.0,240.0,56,2024-03-12 20:40:57.000,6.3.0,70.0,40.0,32,False,1875.0,,importlib-resources,conda-forge/importlib_resources,,,82865102.0,https://pypi.org/project/importlib-resources,2024-03-12 20:40:46.000,1875.0,82462259.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-13 15:17:18.183,18530816.0,2.0,,,,,,,,,,,,,,,,,, +187,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-03-13 02:57:11.000,2024-03-13 02:52:38,722.0,37.0,42,4.0,42.0,4.0,68.0,47,2024-03-13 02:57:24.000,3.18.0,50.0,25.0,32,False,4351.0,,zipp,conda-forge/zipp,,,192305668.0,https://pypi.org/project/zipp,2024-03-13 02:57:11.000,4351.0,191449613.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,35954343.0,2.0,,,,,,,,,,,,,,,,,, +188,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-02-22 20:52:06.000,2023-03-04 17:45:05,299.0,,565,131.0,193.0,187.0,346.0,6109,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,7075.0,6989.0,eel,,,,69852.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69852.0,,,,3.0,,,,,,,,,,,,python-eel/Eel,,,,,, +189,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,6.0,856,168.0,745.0,17.0,962.0,5677,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,499.0,485.0,snorkel,conda-forge/snorkel,,1073.0,46444.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,14.0,45113.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,47511.0,3.0,,,,,,,,,,,,,,,,,, +190,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-02-18 14:47:13.000,2023-01-31 21:17:34,775.0,,420,79.0,70.0,375.0,195.0,3646,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,False,16154.0,15600.0,keyboard,conda-forge/keyboard,,,436096.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,554.0,435315.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25799.0,3.0,,,,,,,,,,,,,,,,,, +191,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2023-09-21 03:12:26.000,2023-09-21 03:12:16,1555.0,,349,306.0,1629.0,112.0,486.0,3312,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,348.0,331.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1472750.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1467079.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,328005.0,3.0,,,,,,,,,,,,,,,,,, +192,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-03-14 06:30:50.000,2024-03-14 06:30:50,1779.0,54.0,104,45.0,1390.0,66.0,354.0,3207,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,585.0,526.0,returns,conda-forge/returns,,,210741.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,210492.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8482.0,3.0,,,,,,,,,,,,,,,,,, +193,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3181,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10029.0,9211.0,blaze,conda-forge/blaze,,,30759.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,28196.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202524.0,3.0,,,,,,,,,,,,,,,,,, +194,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,28.0,76.0,4.0,90.0,2651,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,127926.0,124492.0,python-decouple,conda-forge/python-decouple,,12.0,2796923.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3434.0,2795925.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,77871.0,3.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +195,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2608,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1533.0,1419.0,mrjob,conda-forge/mrjob,,,105443.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,99658.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,520694.0,2.0,,,,,,,,,,,,,,,,,, +196,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-03-09 11:54:29.000,2024-03-09 11:54:25,3968.0,110.0,320,36.0,342.0,147.0,557.0,2565,2024-02-25 20:40:20.000,2.9.2,214.0,106.0,31,True,114.0,102.0,pyinfra,,,,49168.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,12.0,49168.0,,,,3.0,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +197,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-12 15:45:22.000,2024-03-12 15:44:40,236.0,4.0,280,48.0,76.0,50.0,115.0,2287,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,31,True,1191.0,1123.0,datasketch,,,19.0,1589074.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,68.0,1589074.0,,,,3.0,,,,,,,,,,,,,,,,,, +198,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-03-14 13:18:15.000,2024-03-08 15:54:30,1520.0,48.0,270,42.0,691.0,157.0,952.0,2055,2024-02-15 18:12:07.000,1.10.0,122.0,46.0,31,False,380.0,362.0,sdv,conda-forge/sdv,,,46117.0,https://pypi.org/project/sdv,2024-02-15 18:02:21.000,18.0,45504.0,https://anaconda.org/conda-forge/sdv,2024-02-16 03:46:50.208,16552.0,3.0,,,,,,,,,,,,,,,,,, +199,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,96.0,402.0,167.0,379.0,1678,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9402.0,8136.0,influxdb,conda-forge/influxdb,,,1940458.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1266.0,1937515.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,138327.0,3.0,,,,,,,,,,,,,,,,,, +200,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2111.0,,humanize,conda-forge/humanize,,,7479797.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2111.0,7468317.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,516615.0,2.0,,,,,,,,,,,,,,,,,, +201,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-03-03 17:44:58.000,2024-03-03 17:44:58,688.0,39.0,63,16.0,246.0,1.0,59.0,1385,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,23553.0,23018.0,bidict,conda-forge/bidict,,32.0,2244435.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,535.0,2235670.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,385683.0,2.0,,,,,,,,,,,,,,,,,, +202,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-03-11 10:42:57.000,2024-01-12 09:43:33,550.0,14.0,80,23.0,233.0,36.0,99.0,1376,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,31,True,12020.0,11602.0,questionary,conda-forge/questionary,,,1570225.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1568511.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,66872.0,3.0,,,,,,,,,,,,,,,,,, +203,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-02-19 08:58:32.000,2023-06-25 23:23:50,1269.0,,256,19.0,214.0,31.0,302.0,895,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,6115.0,5789.0,fastcore,conda-forge/fastcore,,,1327973.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,1325442.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,68359.0,3.0,,,,,,,,,,,,,,,,,, +204,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-02-07 08:51:18.000,2024-02-07 08:51:17,354.0,8.0,141,13.0,165.0,23.0,139.0,893,2023-09-02 09:17:56.000,0.22.0,42.0,52.0,31,True,110061.0,108196.0,validators,conda-forge/validators,,20.0,8476704.0,https://pypi.org/project/validators,2023-09-02 09:17:56.000,1865.0,8463746.0,https://anaconda.org/conda-forge/validators,2023-09-02 12:56:38.531,570117.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,, +205,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,32.0,612.0,879,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8489.0,8127.0,cx-Oracle,conda-forge/cx_oracle,,,3512684.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3500612.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,531200.0,3.0,,,,,,,,,,,,,,,,,, +206,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-03-13 11:50:09.000,2024-03-13 11:48:58,883.0,14.0,66,18.0,482.0,149.0,290.0,383,2024-01-17 14:53:01.000,2.0.2,92.0,36.0,31,True,10354.0,10194.0,param,conda-forge/param,,,1072609.0,https://pypi.org/project/param,2024-03-13 11:50:09.000,160.0,1036127.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1495786.0,2.0,,,,,,,,,,,,,,,,,, +207,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,60,7.0,76.0,2.0,81.0,182,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,160249.0,156327.0,tzlocal,conda-forge/tzlocal,,,47057803.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3922.0,46975099.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2563827.0,3.0,,,,,,,,,,,,,,,,,, +208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-03-09 12:19:24.000,2024-03-05 00:07:41,800.0,14.0,51,49.0,720.0,45.0,187.0,59,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3459.0,3441.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4547290.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,18.0,4544453.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,104988.0,3.0,,,,,,,,,,,,,,,,,, +209,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,991,283.0,300.0,164.0,463.0,20238,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,977.0,885.0,gooey,conda-forge/gooey,,602.0,7845.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,6559.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,73956.0,3.0,,,,,,,,,,,,,,,,,, +210,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-03-05 08:12:30.000,2023-07-21 10:40:58,3636.0,,592,146.0,970.0,500.0,775.0,8149,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,724.0,690.0,vaex,conda-forge/vaex,,280.0,23404.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,34.0,21386.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,179425.0,3.0,,,,,,,,,,,,,,,,,, +211,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,94.0,186.0,18.0,429.0,5285,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3647.0,3370.0,transitions,conda-forge/transitions,,,604792.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,277.0,594273.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,599613.0,1.0,,,,,,,,,,,,,,,,,, +212,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,221.0,90.0,243.0,43.0,5181,,,41.0,28.0,30,False,8900.0,8073.0,pdfminer,conda-forge/pdfminer,,,203383.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,827.0,202982.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36510.0,3.0,,,,,,,,,,,,,,,,,, +213,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,5.0,380,85.0,176.0,,609.0,4841,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,30,True,1595.0,1415.0,huey,conda-forge/huey,,,100461.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,180.0,99991.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33436.0,2.0,,,,,,,,,,,,,,,,,, +214,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,262.0,4708,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4274.0,3690.0,dataset,conda-forge/dataset,,,104707.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,584.0,104485.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8023.0,3.0,,,,,,,,,,,,,,,,,, +215,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,,243,65.0,89.0,23.0,273.0,3500,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,30,True,1088.0,968.0,asciimatics,conda-forge/asciimatics,,,27325.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,120.0,23759.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,146223.0,3.0,,,,,,,,,,,,,,,,,, +216,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-02-15 20:53:28.617,2024-02-01 18:17:41,1177.0,18.0,590,174.0,468.0,96.0,477.0,3017,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,275.0,242.0,arctic,conda-forge/arctic,,210.0,5018.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,3598.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31196.0,3.0,,,,,,,,,,,,,,,,,, +217,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2569,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1984.0,1597.0,schematics,conda-forge/schematics,,,311059.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,310593.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26118.0,3.0,,,,,,,,,,,,,,,,,, +218,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-03-14 13:22:03.000,2024-03-13 23:47:55,850.0,38.0,114,32.0,1072.0,12.0,402.0,2514,2024-03-05 23:30:07.000,1.3.25,319.0,32.0,30,True,248.0,242.0,whylogs,,,46.0,236494.0,https://pypi.org/project/whylogs,2024-03-05 23:30:07.000,6.0,236492.0,,,,2.0,,,,,,,,,,,,,,,,,, +219,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-03-11 18:13:01.000,2024-03-11 18:12:29,647.0,30.0,141,22.0,545.0,38.0,254.0,1004,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2237.0,2103.0,aiocache,,,16.0,561132.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,134.0,561132.0,,,,2.0,,,,,,,,,,,,,,,,,, +220,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-02-23 21:13:04.000,2024-02-23 21:13:03,987.0,15.0,99,22.0,94.0,31.0,83.0,908,2023-07-04 14:19:04.678,7.0.0,49.0,54.0,30,True,1051.0,,inflect,conda-forge/inflect,,,4979412.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1051.0,4971380.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,361470.0,3.0,,,,,,,,,,,,,,,,,, +221,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49,17.0,76.0,1.0,92.0,849,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,28474.0,27129.0,natsort,conda-forge/natsort,,,4743053.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1345.0,4704680.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1534921.0,3.0,,,,,,,,,,,,,,,,,, +222,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-03-10 07:04:45.000,2020-10-21 17:48:31,219.0,,77,16.0,279.0,46.0,25.0,681,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47001.0,44858.0,cached-property,conda-forge/cached-property,,,14467426.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2143.0,14361512.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8896850.0,2.0,,,,,,,,,,,,,,,,,, +223,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-03-13 06:55:40.000,2024-03-13 06:55:39,573.0,15.0,358,36.0,307.0,27.0,125.0,656,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4607.0,3325.0,pysolr,conda-forge/pysolr,,,299568.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,299308.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22132.0,3.0,,,,,,,,,,,,,,,,,, +224,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,68,23.0,49.0,6.0,90.0,523,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17484.0,15294.0,scandir,conda-forge/scandir,,,3365335.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,3331812.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1374462.0,3.0,,,,,,,,,,,,,,,,,, +225,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,12.0,116.0,22.0,107.0,466,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7227.0,,rsa,conda-forge/rsa,,,168808362.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7227.0,168662846.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13387489.0,3.0,,,,,,,,,,,,,9.0,,,,, +226,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-03-09 07:10:16.000,2024-02-05 23:03:25,958.0,4.0,4562,633.0,755.0,203.0,100.0,23428,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,117.0,101.0,algorithms,conda-forge/algorithms,,,1969.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1911.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2033.0,3.0,,,,,,,,,,,,,,,,,, +227,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7062,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1325.0,1143.0,records,conda-forge/records,,,233190.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,182.0,232890.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24951.0,3.0,,,,,,,,,,,,,,,,,, +228,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6669,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1856.0,1826.0,faust,,,,16742.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,16742.0,,,,3.0,,,,,,,,,,,,,,,,,, +229,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3448,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,9486.0,8999.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11193932.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,487.0,11173724.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,828542.0,3.0,,,,,,,,,,,,,,,,,, +230,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-02-20 18:13:35.000,2024-02-01 14:47:54,992.0,2.0,141,71.0,70.0,9.0,72.0,3236,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,29,True,11021.0,10370.0,funcy,conda-forge/funcy,,,1460508.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,651.0,1455714.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,412287.0,3.0,,,,,,,,,,,,,,,,,, +231,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127,57.0,73.0,15.0,64.0,2421,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9133.0,8721.0,addict,conda-forge/addict,,21.0,3080308.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,412.0,3075627.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,430740.0,2.0,,,,,,,,,,,,,,,,,, +232,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,42.0,218.0,108.0,274.0,1937,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,633.0,,fs,conda-forge/fs,,,2271834.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,633.0,2262772.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,706872.0,3.0,,,,,,,,,,,,,,,,,, +233,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,2.0,59,22.0,110.0,113.0,78.0,1809,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,29,True,1557.0,1427.0,glom,conda-forge/glom,,,1885726.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,1885028.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,30053.0,2.0,,,,,,,,,,,,,,,,,, +234,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1493,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,248.0,223.0,mleap,conda-forge/mleap,,,190766.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,189053.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78820.0,3.0,,,,,,,,,,,,,,,,,, +235,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-03-13 10:55:36.000,2024-03-13 10:55:35,861.0,40.0,48,12.0,279.0,9.0,93.0,1385,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1638.0,1596.0,python-benedict,conda-forge/python-benedict,,,584661.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,580897.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,150580.0,2.0,,,,,,,,,,,,,,,,,, +236,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-03-13 01:14:35.000,2024-03-13 01:04:20,1752.0,21.0,82,15.0,442.0,119.0,249.0,1233,2024-03-13 01:14:35.000,1.4.2,254.0,42.0,29,True,345.0,334.0,piccolo,,,,20643.0,https://pypi.org/project/piccolo,2024-03-13 01:14:35.000,11.0,20643.0,,,,3.0,,,,,,,,,,,,,,,,,, +237,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1107,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,4982.0,4742.0,sqlitedict,conda-forge/sqlitedict,,,485229.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,240.0,482805.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,101826.0,2.0,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +238,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2118.0,1897.0,redis-py-cluster,,,4141.0,1953186.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,1953149.0,,,,3.0,,,,,,,,,,,,,,,,,, +239,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-02-07 23:42:24.000,2024-02-07 23:42:23,1257.0,19.0,145,39.0,84.0,2.0,133.0,1083,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,157.0,,path,conda-forge/path,,,1576907.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,157.0,1565996.0,https://anaconda.org/conda-forge/path,2024-02-04 17:21:07.741,501918.0,3.0,,,,,,,,,,,,,,,,,, +240,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-02-27 09:03:46.232,2024-02-27 02:45:34,195.0,9.0,147,26.0,46.0,11.0,78.0,979,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,29,True,479.0,,email-validator,conda-forge/email-validator,,,11734471.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,11731017.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,151981.0,3.0,,,,,,,,,,,,,,,,,, +241,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-02-28 20:49:58.360,2024-02-28 18:22:51,735.0,13.0,46,11.0,90.0,15.0,99.0,489,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5408.0,5129.0,python-rapidjson,conda-forge/python-rapidjson,,,1855126.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,279.0,1817735.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1533049.0,3.0,,,,,,,,,,,,,,,,,, +242,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,26.0,407,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,41159.0,40860.0,srsly,conda-forge/srsly,,,5721123.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5689689.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1414536.0,3.0,,,,,,,,,,,,,,,,,, +243,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,140,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,62196.0,59855.0,isodate,conda-forge/isodate,,,94984285.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2341.0,94934781.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4752467.0,3.0,,,,,,,,,,,,,,,,,, +244,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-02-20 18:10:39.000,2024-02-20 18:10:39,3054.0,8.0,225,29.0,295.0,99.0,762.0,3352,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,28,True,130.0,123.0,ploomber,conda-forge/ploomber,,,7689.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,5167.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,83233.0,3.0,,,,,,,,,,,,,,,,,, +245,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-03-12 17:17:30.000,2024-02-22 00:19:37,309.0,18.0,295,29.0,166.0,106.0,141.0,3119,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,28,True,116.0,114.0,img2dataset,,,1557.0,40586.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,40536.0,,,,3.0,,,,,,,,,,,,,,,,,, +246,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,420,94.0,110.0,37.0,127.0,2778,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7426.0,7267.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,230883.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,229174.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68372.0,3.0,,,,,,,,,,,,,,,,,, +247,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2639,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2410.0,2365.0,gino,,,,24989.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,24989.0,,,,3.0,,,,,,,,,,,,,,,,,, +248,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-01-19 21:18:28.000,2023-07-31 18:44:09,493.0,,101,31.0,83.0,19.0,128.0,2441,2023-07-31 18:46:53.000,1.4.0,86.0,17.0,28,True,1307.0,1261.0,swifter,conda-forge/swifter,['pandas'],,463118.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,456083.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,316582.0,3.0,,,,,,,,,,,,,,,,,, +249,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-02-19 17:07:01.000,2023-06-20 15:54:36,2284.0,,175,38.0,373.0,37.0,263.0,1983,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,309333.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,304705.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180492.0,3.0,,,,,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1977,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8090.0,7993.0,gin-config,conda-forge/gin-config,,,281046.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,280524.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24054.0,3.0,,,,,,,,,,,,,,,,,, +251,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,219.0,183.0,mongo-connector,,,,3231.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,3231.0,,,,3.0,,,,,,,,,,,,,,,,,, +252,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,169.0,1337.0,1780,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2290.0,53531.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,52895.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23741.0,3.0,,,,,,,,,,,,,,,,,, +253,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-03-12 14:22:14.000,2024-03-10 16:31:45,867.0,74.0,68,16.0,495.0,197.0,183.0,1523,2024-01-14 18:40:15.000,0.12.0,33.0,28.0,28,True,16.0,,prisma,,,,87855.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,87855.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-02-12 10:58:05.000,2024-02-12 10:58:02,2739.0,10.0,134,50.0,306.0,45.0,194.0,1507,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,28,False,310.0,227.0,enaml,conda-forge/enaml,,773.0,11247.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,7651.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,161398.0,3.0,,,,,,,,,,,,,,,,,, +255,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1422,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11111.0,9601.0,blessings,conda-forge/blessings,,,1034532.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1510.0,1028232.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,283514.0,3.0,,,,,,,,,,,,,,,,,, +256,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,27.0,41.0,88.0,73.0,1399,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2648.0,2371.0,strictyaml,conda-forge/strictyaml,,,1824041.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,277.0,1820995.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,216293.0,3.0,,,,,,,,,,,,,,,,,, +257,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-02-27 09:15:40.000,2023-07-01 09:55:10,181.0,,84,25.0,52.0,8.0,39.0,745,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,880.0,,munch,conda-forge/munch,,,2063483.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,880.0,1673649.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3898347.0,3.0,,,,,,,,,,,,,,,,,, +258,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116,18.0,94.0,70.0,127.0,690,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,16823.0,15322.0,configargparse,conda-forge/configargparse,,,4223237.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1501.0,4201908.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,789185.0,3.0,,,,,,,,,,,,,,,,,, +259,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,685,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11312.0,10074.0,parsedatetime,conda-forge/parsedatetime,,,6302620.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6300544.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,186842.0,3.0,,,,,,,,,,,,,,,,,, +260,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-03-05 13:26:58.000,2023-05-03 19:47:11,818.0,,141,25.0,108.0,74.0,59.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,89.0,28,True,6536.0,5179.0,beaker,conda-forge/beaker,,,274740.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1357.0,273870.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,73088.0,3.0,,,,,,,,,,,,,,,,,, +261,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-03-12 12:01:57.420,2024-03-11 22:08:33,7214.0,271.0,32,10.0,286.0,42.0,575.0,397,2024-03-12 01:33:05.000,2.4.0,200.0,22.0,28,True,22.0,20.0,static-frame,conda-forge/static-frame,,,12149.0,https://pypi.org/project/static-frame,2024-03-12 01:33:05.000,2.0,5226.0,https://anaconda.org/conda-forge/static-frame,2024-03-12 12:01:57.420,318459.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,, +262,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,19.0,88.0,71.0,96.0,308,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,37514.0,34097.0,configobj,conda-forge/configobj,,503.0,2999571.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3417.0,2988186.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,773929.0,3.0,,,,,,,,,,,,,,,,,, +263,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1377.0,1304.0,tabulator,conda-forge/tabulator-py,,,228974.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,228301.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54521.0,3.0,,,,,,,,,,,,,,,,,, +264,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,204,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,14219.0,13798.0,ordered-set,conda-forge/ordered-set,,,13751767.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,421.0,13746845.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,467652.0,3.0,,,,,,,,,,,,,,,,,, +265,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-03-10 11:53:25.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,266.0,125.0,129.0,3738,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,131.0,,textract,conda-forge/textract,,,120270.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,131.0,120016.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22935.0,3.0,,,,,,,,,,,,,,,,,, +266,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-03-13 17:37:15.000,2024-03-13 17:37:14,539.0,2.0,134,49.0,64.0,14.0,124.0,2306,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,789.0,762.0,pyfunctional,,,,169745.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,169745.0,,,,3.0,,,,,,,,,,,,,,,,,, +267,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-02-27 18:17:21.000,2024-02-27 18:17:21,5670.0,23.0,507,105.0,958.0,596.0,975.0,2154,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,137.0,27,False,76.0,,wx,conda-forge/wxpython,,3965.0,18886.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-02-05 16:54:31.766,772107.0,3.0,,,,,,,,,,,,,,,,,, +268,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1904,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2308.0,,retrying,conda-forge/retrying,,,11518951.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2308.0,11501016.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1614183.0,3.0,,,,,,,,,,,,,,,,,, +269,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-02-20 18:17:36.000,2023-10-30 18:09:26,376.0,,147,33.0,230.0,72.0,146.0,1810,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,27,True,576.0,555.0,arq,conda-forge/arq,,,87826.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,87554.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9542.0,3.0,,,,,,,,,,,,,,,,,, +270,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-03-12 23:09:36.000,2024-02-22 15:42:58,178.0,28.0,47,17.0,125.0,15.0,4.0,1394,2024-02-22 15:43:56.000,0.0.5,6.0,14.0,27,True,3423.0,3347.0,asyncer,conda-forge/asyncer,,,156811.0,https://pypi.org/project/asyncer,2024-02-22 15:43:56.000,76.0,156546.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,6897.0,3.0,,,,,,,,,,,,,,,,,, +271,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1292,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2844.0,2751.0,pandasql,conda-forge/pandasql,['pandas'],,1766389.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,93.0,1752740.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,450424.0,3.0,,,,,,,,,,,,,,,,,, +272,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-01-16 15:28:10.000,2021-04-29 14:20:17,188.0,,144,45.0,53.0,20.0,19.0,1221,2024-01-16 15:28:10.000,6.0.0,107.0,26.0,27,False,359.0,,singer-python,,,,609217.0,https://pypi.org/project/singer-python,2024-01-16 15:28:10.000,359.0,609217.0,,,,3.0,,,,,,,,,,,,,,,,,, +273,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2023-09-26 08:23:48.539,2023-01-14 15:17:31,518.0,,119,23.0,62.0,25.0,104.0,877,2023-01-14 17:39:00.612,2.0.0,29.0,29.0,27,False,2700.0,2574.0,pyahocorasick,conda-forge/pyahocorasick,,,747850.0,https://pypi.org/project/pyahocorasick,2023-01-14 17:39:00.612,126.0,742736.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,209683.0,3.0,,,,,,,,,,,,,,,,,, +274,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-03-12 04:33:02.000,2024-03-12 04:33:00,739.0,29.0,43,23.0,578.0,9.0,33.0,772,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,118.0,,janus,conda-forge/janus,,,718909.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,118.0,718601.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17583.0,3.0,,,,,,,,,,,,,,,,,, +275,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,626,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1311.0,1285.0,pysimdjson,conda-forge/pysimdjson,,,985135.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,983066.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,84849.0,3.0,,,,,,,,,,,,,,,,,, +276,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1067.0,833.0,happybase,conda-forge/happybase,,,50514.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,48789.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160460.0,3.0,,,,,,,,,,,,,,,,,, +277,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,581,,,8.0,12.0,27,False,63381.0,60969.0,dataclasses,conda-forge/dataclasses,,,12723810.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,12557565.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11637217.0,3.0,,,,,,,,,,,,,,,,,, +278,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,478,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7352.0,4966.0,pylibmc,conda-forge/pylibmc,,516.0,247587.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,242268.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,216983.0,3.0,,,,,,,,,,,,,,,,,, +279,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,231,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47451.0,39451.0,futures,conda-forge/futures,,,7666780.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8000.0,7652850.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1267657.0,3.0,,,,,,,,,,,,,,,,,, +280,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-02-18 09:15:53.000,2023-11-03 14:29:37,127.0,,21,7.0,58.0,4.0,7.0,169,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,37180.0,37094.0,catalogue,conda-forge/catalogue,,,5633018.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,5604914.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1236608.0,3.0,,,,,,,,,,,,,,,,,, +281,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2533.0,2240.0,cloudant,conda-forge/cloudant,,,124656.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,123426.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110779.0,3.0,,,,,,,,,,,,,,,,,, +282,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,155,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1079.0,1030.0,filedepot,,,,13193.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,49.0,13193.0,,,,3.0,,,,,,,,,,,,,,,,,, +283,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63656.0,59322.0,pathlib2,conda-forge/pathlib2,,,7635532.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4334.0,7569062.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2658803.0,3.0,,,,,,,,,,,,,,,,,, +284,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,78202.0,75479.0,contextlib2,conda-forge/contextlib2,,,21497956.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2723.0,21485551.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1203341.0,3.0,,,,,,,,,,,,,,,,,, +285,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,198,27.0,53.0,82.0,129.0,3454,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,26,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,426768.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,424400.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,78163.0,3.0,,,,,,,,,,,,,,,,,, +286,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,91.0,364.0,3201,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,158.0,136.0,flexx,conda-forge/flexx,,,1830.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,702.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103800.0,3.0,,,,,,,,,,,,,,,,,, +287,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-03-07 09:16:11.000,2022-08-23 07:13:04,536.0,,147,41.0,127.0,28.0,204.0,1173,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,236.0,parallel-ssh,,,377.0,155169.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,155166.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,956,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2484.0,1976.0,bcolz,conda-forge/bcolz,,,9195.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,508.0,5150.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,343892.0,3.0,,,,,,,,,,,,,,,,,, +289,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-03-11 04:42:04.000,2023-12-13 01:11:40,534.0,,87,21.0,251.0,72.0,83.0,951,2023-12-13 12:49:48.000,1.0.0,19.0,16.0,26,True,3226.0,3220.0,odmantic,,,,25259.0,https://pypi.org/project/odmantic,2022-06-01 18:15:22.000,6.0,25259.0,,,,3.0,,,,,,,,,,,,,-2.0,,,,, +290,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,101.0,945,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,272.0,,mss,conda-forge/python-mss,,,775836.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,272.0,774930.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,40797.0,3.0,,,,,,,,,,,,,,,,,, +291,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-03-11 11:56:34.000,2024-03-01 20:29:18,316.0,58.0,59,9.0,125.0,19.0,59.0,501,2024-02-26 22:15:41.000,3.0.0,58.0,19.0,26,True,469.0,438.0,cachier,,,9.0,54255.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,54255.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,, +292,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,489,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4589.0,4317.0,pyscreenshot,,,,269797.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,272.0,269797.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-02-14 15:49:17.521,2023-07-20 01:35:48,491.0,,70,22.0,66.0,12.0,99.0,479,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,26,True,795.0,704.0,hickle,conda-forge/hickle,,,70980.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,46704.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24276.0,3.0,,,,,,,,,,,,,,,,,, +294,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,19121.0,19105.0,umongo,conda-forge/umongo,,,35972.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,35768.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6128.0,3.0,,,,,,,,,,,,,,,,,, +295,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-03-14 10:37:31.000,2024-02-19 15:08:53,166.0,2.0,39,9.0,30.0,28.0,31.0,255,2023-04-27 05:31:58.000,1.8.2,18.0,16.0,26,True,2822.0,,send2trash,conda-forge/send2trash,,,19824028.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2822.0,19646467.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,13139579.0,3.0,,,,,,,,,,,,,,,,,, +296,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,66,19.0,45.0,20.0,17.0,200,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13117.0,,ptyprocess,conda-forge/ptyprocess,,,61657407.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13117.0,61483466.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16524404.0,3.0,,,,,,,,,,,,,,,,,, +297,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2023-10-26 05:07:20.000,2022-09-22 18:12:11,588.0,,744,148.0,298.0,119.0,176.0,6168,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,118.0,114.0,powerline-shell,,,,1673.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1673.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-02-26 17:44:42.000,2023-12-03 10:50:26,9954.0,,858,85.0,1791.0,78.0,124.0,1998,,,,475.0,25,True,,,apache-libcloud,,,,263520.0,https://pypi.org/project/apache-libcloud,,,263520.0,,,,3.0,,,,,,,,,,,,,-7.0,,,,, +299,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,142,59.0,248.0,95.0,109.0,1571,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,22104.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,22104.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +300,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1488,2022-01-10 21:46:17.000,4.1.2,50.0,44.0,25,False,91.0,64.0,streamparse,,,,3447.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,3447.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-03-04 14:09:18.000,2023-05-19 04:32:00,6411.0,,229,39.0,1049.0,9.0,209.0,1429,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,16554.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,16554.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1252,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1610.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1610.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,22.0,70.0,9.0,37.0,1090,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6615.0,6490.0,immutables,conda-forge/immutables,,,756745.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,735699.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,968134.0,3.0,,,,,,,,,,,,,,,,,, +304,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-02-29 09:20:21.000,2024-02-29 09:20:05,9951.0,4.0,43,14.0,10.0,6.0,8.0,490,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,89629.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,89629.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,328,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,30511504.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,30482180.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1730166.0,3.0,,,,,,,,,,,,,,,,,, +306,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-03-04 08:11:20.000,2024-03-04 07:50:54,3522.0,24.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,558.0,78.0,25,True,61.0,36.0,dbnd,,,,260914.0,https://pypi.org/project/dbnd,2024-03-04 08:07:22.000,25.0,260914.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-02-01 22:19:25.000,2024-02-01 22:19:25,373.0,5.0,32,7.0,140.0,4.0,83.0,146,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1188.0,1143.0,everett,conda-forge/everett,,,128864.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,127471.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,57144.0,3.0,,,,,,,,,,,,,,,,,, +308,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8036.0,,entrypoints,conda-forge/entrypoints,,,16491257.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8036.0,16297217.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18433808.0,3.0,,,,,,,,,,,,,,,,,, +309,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3934,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,144.0,67.0,storm,,,,3643.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,77.0,3643.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-03-12 13:23:31.000,2023-10-02 06:28:26,631.0,,412,45.0,183.0,265.0,109.0,2573,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,6870.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,6870.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,140.0,2340,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,24,True,367.0,,python-box,conda-forge/python-box,,39.0,2800175.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,367.0,2788428.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,516885.0,3.0,,,,,,,,,,,,,,,,,, +312,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,97,42.0,42.0,25.0,47.0,1513,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,True,129.0,118.0,pypeln,conda-forge/pypeln,,,248248.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,247911.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14838.0,3.0,,,,,,,,,,,,,,,,,, +313,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,197.0,175.0,pinject,conda-forge/pinject,,,68243.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,68076.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5033.0,3.0,,,,,,,,,,,,,,,,,, +314,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1077,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2421.0,2249.0,pluginbase,conda-forge/pluginbase,,,836735.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,172.0,832619.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304588.0,3.0,,,,,,,,,,,,,,,,,, +315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,143,10.0,22.0,29.0,19.0,699,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3540.0,3287.0,ratelimit,conda-forge/ratelimit,,,6858113.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,253.0,6857742.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,14099.0,3.0,,,,,,,,,,,,,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,422.0,298.0,messytables,,,,16049.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,16049.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-03-14 13:18:32.000,2024-03-14 13:18:25,966.0,21.0,25,18.0,181.0,8.0,18.0,359,2024-03-11 11:30:09.000,17.5.2,264.0,19.0,24,True,397.0,358.0,aiomisc,,,,21805.0,https://pypi.org/project/aiomisc,2024-03-11 11:30:09.000,39.0,21805.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,218.0,196.0,pyhdb,,,105.0,371760.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,371759.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,266,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,936.0,849.0,deepdish,conda-forge/deepdish,,,19532.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,18476.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,92977.0,3.0,,,,,,,,,,,,,,,,,, +320,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,6019.0,4682.0,clint,conda-forge/clint,,118.0,92510.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1337.0,91907.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56714.0,3.0,,,,,,,,,,,,,,,,,, +321,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,306.0,1830.0,72,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8764.0,,openpyxl,openpyxl,,,76101473.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8734.0,76099305.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,215618.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1226.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +322,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1563,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,112788.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,112788.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-03-11 10:51:29.000,2024-03-05 15:50:47,334.0,7.0,81,45.0,260.0,47.0,41.0,1340,2024-03-05 15:56:18.000,0.19,35.0,30.0,23,True,39.0,29.0,tasktiger,,,,4351.0,https://pypi.org/project/tasktiger,2024-03-05 15:54:55.000,10.0,4351.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135,63.0,76.0,167.0,149.0,859,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,195.0,166.0,rows,,,38.0,846.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,846.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-02-25 19:19:20.000,2023-10-27 23:08:49,1413.0,,46,18.0,137.0,3.0,13.0,706,2023-10-27 23:30:41.000,1.3.4,72.0,4.0,23,True,66.0,,ubelt,conda-forge/ubelt,,,18194.0,https://pypi.org/project/ubelt,2023-10-27 23:30:41.000,66.0,15853.0,https://anaconda.org/conda-forge/ubelt,2023-10-28 00:24:21.834,70230.0,3.0,,,,,,,,,,,,,,,,,, +326,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,7.0,29,8.0,54.0,14.0,11.0,293,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,23,True,438.0,380.0,rtoml,,,,200439.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,200439.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,209.0,201.0,pysparkling,conda-forge/pysparkling,,,10959.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,10831.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4633.0,3.0,,,,,,,,,,,,,,,,,, +328,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-03-12 20:23:56.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,17.0,15.0,149,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,318.0,278.0,docopt-ng,,,,156560.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,40.0,156560.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2900.0,2704.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,194325.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,193967.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27590.0,3.0,,,,,,,,,,,,,,,,,, +330,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,23.0,760.0,9,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,646.0,,py2neo,conda-forge/py2neo,,,34958.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,646.0,34167.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,64081.0,3.0,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +331,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10560,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,22,False,22.0,21.0,grumpy-tools,,,,19.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,19.0,,,,2.0,,,,,,,,,,,,,,,,,, +332,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3502,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,447.0,413.0,pampy,,,,33959.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,33959.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3247,,,4.0,19.0,22,False,612.0,582.0,macropy3,,,,192.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,192.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2691,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,43.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,43.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2485,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1037.0,22,False,,,,,,23352.0,686.0,,,,,,,,2.0,,,,,,,,,,,,,,,,,, +336,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1819,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4020.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4020.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2023-06-16 19:20:12.238,2022-02-06 23:08:33,62.0,,51,21.0,20.0,4.0,27.0,863,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,False,238.0,219.0,unsync,conda-forge/unsync,,,56170.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,55896.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12367.0,3.0,,,,,,,,,,,,,,,,,, +338,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,857,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1665.0,1561.0,pickledb,,,,40296.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,104.0,40296.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,753,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,22,True,308.0,277.0,dirty-equals,conda-forge/dirty-equals,,,127631.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,125908.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,41361.0,3.0,,,,,,,,,,,,,,,,,, +340,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11551.0,9504.0,unipath,,,,52180.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,52180.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-03-13 18:10:56.000,2024-03-12 15:01:29,707.0,50.0,24,4.0,269.0,6.0,,281,2024-03-12 14:44:32.000,1.1.259,644.0,12.0,22,True,6.0,6.0,upgini,,,,12272.0,https://pypi.org/project/upgini,2024-03-13 18:10:56.000,,12272.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,130,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2278.0,2213.0,coolname,conda-forge/coolname,,,534506.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,65.0,532343.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,84385.0,3.0,,,,,,,,,,,,,,,,,, +343,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,1.0,21,5.0,12.0,5.0,15.0,103,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2364.0,2236.0,stopit,conda-forge/stopit,,,700594.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,689614.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,812550.0,3.0,,,,,,,,,,,,,,,,,, +344,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-03-13 12:46:57.000,2024-03-04 13:40:51,1840.0,76.0,5,3.0,834.0,20.0,47.0,51,2024-02-23 17:22:16.000,4.7.4,69.0,8.0,22,False,70.0,62.0,click-extra,,,245.0,6252.0,https://pypi.org/project/click-extra,2024-02-23 17:22:02.000,8.0,6244.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-02-02 22:49:36.000,2024-01-22 19:00:56,85.0,2.0,146,34.0,13.0,9.0,177.0,3261,2024-01-22 18:43:58.000,2.1.21,66.0,1.0,21,False,207.0,207.0,ptext-joris-schellekens,conda-forge/borb,,,1602.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,46.0,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,48266.0,3.0,,,,,,,,,,,,,,,,,, +346,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1218,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,821.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,821.0,,,,3.0,,,,,,,,,,,,,4.0,,,,, +347,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,354.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,354.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,479,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4558.0,3370.0,awesome-slugify,conda-forge/awesome-slugify,,,46065.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,45333.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69611.0,3.0,,,,,,,,,,,,,,,,,, +349,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,717.0,633.0,pymodm,conda-forge/pymodm,,,15619.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,84.0,15512.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5255.0,3.0,,,,,,,,,,,,,,,,,, +350,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,25.0,13.0,296,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,430.0,411.0,price-parser,,,,86951.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,86951.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,286,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,175.0,169.0,datatest,,,,18098.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,18098.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,205,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,905.0,901.0,gsheetsdb,,,,61474.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,61474.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,14.0,44,15.0,630.0,28.0,80.0,195,2023-08-01 10:50:17.000,0.8.7,20.0,37.0,21,True,9.0,9.0,batchflow,,,,224.0,https://pypi.org/project/batchflow,,,224.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,19,6.0,64.0,12.0,24.0,167,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,21,True,271.0,259.0,aioprometheus,,,,202130.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,202130.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,67.0,4.0,1.0,41.0,2184,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1404.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1404.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,215,40.0,56.0,84.0,40.0,1443,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11716.0,1933.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1753.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,3337.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,2605.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29309.0,3.0,,,,,,,,,,,,,,,,,, +358,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21,10.0,32.0,22.0,21.0,659,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,70.0,67.0,pugsql,,,,5020.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5020.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,568,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,3887.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,3354.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13864.0,3.0,,,,,,,,,,,,,,,,,, +360,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,20,False,87.0,70.0,valideer,conda-forge/valideer,,,8222.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,7998.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21294.0,3.0,,,,,,,,,,,,,,,,,, +361,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,2816.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1770.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35576.0,3.0,,,,,,,,,,,,,,,,,, +362,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,157.0,142.0,78.0,27.0,1984,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +363,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-03-04 22:39:11.000,2024-02-26 10:52:21,3006.0,72.0,141,28.0,229.0,32.0,378.0,1405,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +364,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-03-09 09:24:59.000,2024-03-09 09:24:56,651.0,104.0,29,5.0,104.0,7.0,16.0,610,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,19,True,2.0,,pipeless-ai,,,740.0,220.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,115.0,,,,1.0,,,,,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,159.0,132.0,queries,,,,2359.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2359.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1287.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,316.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,66077.0,3.0,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1608,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,882.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,882.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,343.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,343.0,,,,3.0,,,,,,,,,,,,piskvorky/bounter,,,,,, +369,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2047,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,91.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,91.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1358,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,43.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,43.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1107,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,6.0,6.0,colout,,,,133.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,133.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,989,,,,1000.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +373,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,431,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,335.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,335.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-03-08 18:26:57.000,2024-01-15 11:48:36,125.0,4.0,8,16.0,175.0,2.0,9.0,276,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1818.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,1818.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +375,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,1.0,12,10.0,41.0,3.0,22.0,209,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,17,True,6.0,,validr,,,,4635.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,4635.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14,8.0,19.0,1.0,12.0,182,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,224392.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,224392.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2023-07-20 18:28:08.000,2023-07-20 18:28:08,272.0,,76,24.0,19.0,10.0,13.0,950,,,,13.0,16,True,28.0,28.0,d6tflow,,,,758.0,https://pypi.org/project/d6tflow,,,758.0,,,,3.0,,,,,,,,,,,,,-4.0,,,,, +378,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,19.0,28.0,42.0,30.0,854,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,,1754.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1754.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,28.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,28.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,621,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,348.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,348.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,279.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,279.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2022-05-14 19:19:05.000,2022-03-26 19:33:44,213.0,,9,2.0,19.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,15,False,43.0,38.0,cleverdict,,,,529.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,529.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,873.0,864.0,millify,,,,57297.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,57297.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,547,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,['pandas'],,40.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,40.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,308.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,308.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-03-12 21:08:35.000,2024-03-12 21:08:34,960.0,24.0,20,2.0,820.0,8.0,18.0,264,2024-02-20 00:20:18.000,0.1.58,41.0,14.0,13,False,,,the-guide,,,,5.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,5.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,106,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,101.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,101.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1194,,,,11.0,11,False,2.0,2.0,botflow,,,,42.0,https://pypi.org/project/botflow,,,42.0,,,,3.0,,,,,,,,,,,,,-4.0,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,35,30.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 770ce1b..db7fe24 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- Beam (πŸ₯‡44 Β· ⭐ 7.4K Β· πŸ“ˆ) - Unified programming model to define and execute data processing.. Apache-2 -- flatbuffers (πŸ₯‡43 Β· ⭐ 22K Β· πŸ“ˆ) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- docker-compose (πŸ₯ˆ41 Β· ⭐ 32K Β· πŸ“ˆ) - Define and run multi-container applications with Docker. Apache-2 -- MongoEngine (πŸ₯‡40 Β· ⭐ 4.1K Β· πŸ“ˆ) - A Python Object-Document-Mapper for working with MongoDB. MIT -- python-slugify (πŸ₯‡34 Β· ⭐ 1.4K Β· πŸ“ˆ) - Returns unicode slugs. MIT +- pymongo (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +- keyring (πŸ₯‰36 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +- petl (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python Extract Transform and Load Tables of Data. MIT +- rsa (πŸ₯‰30 Β· ⭐ 470 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 +- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- pycryptodomex (πŸ₯ˆ36 Β· ⭐ 2.6K Β· πŸ“‰) - A self-contained cryptographic library for Python. ❗Unlicensed -- pymongo (πŸ₯‰32 Β· ⭐ 4K Β· πŸ“‰) - PyMongo - the Official MongoDB Python driver. Apache-2 -- keyring (πŸ₯‰30 Β· ⭐ 1.2K Β· πŸ“‰) - Store and access your passwords safely. MIT -- rsa (πŸ₯‰21 Β· ⭐ 470 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed -- db.py (πŸ₯‰17 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- python-prompt-toolkit (πŸ₯ˆ37 Β· ⭐ 8.9K Β· πŸ“‰) - Library for building powerful interactive command.. BSD-3 +- ODMantic (πŸ₯‰26 Β· ⭐ 950 Β· πŸ“‰) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +- libcloud (πŸ₯‰25 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +- Botflow (πŸ₯‰11 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed From d348f7ae07aa14fdd551fd70b07d6a0c248a5833 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 21 Mar 2024 13:44:20 +0000 Subject: [PATCH 57/70] Update best-of list for version 2024.03.21 --- README.md | 1491 ++++++++++++++++--------------- history/2024-03-21_changes.md | 20 + history/2024-03-21_projects.csv | 392 ++++++++ latest-changes.md | 20 +- 4 files changed, 1181 insertions(+), 742 deletions(-) create mode 100644 history/2024-03-21_changes.md create mode 100644 history/2024-03-21_projects.csv diff --git a/README.md b/README.md index 6bcc7fb..7a1e37b 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡53 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 41M Β· πŸ“¦ 600K Β· πŸ“‹ 6.1K - 10% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 42M Β· πŸ“¦ 610K Β· πŸ“‹ 6.1K - 10% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 180M / month Β· πŸ“¦ 17K Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 17K Β· ⏱️ 13.03.2024): ``` pip install protobuf ``` @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 6.9M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.3M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡42 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 380K Β· πŸ“¦ 96K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 380K Β· πŸ“¦ 97K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 17M / month Β· πŸ“¦ 360 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 18M / month Β· πŸ“¦ 360 Β· ⏱️ 07.03.2024): ``` pip install flatbuffers ``` @@ -119,19 +119,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.5M / month Β· πŸ“¦ 290 Β· ⏱️ 07.03.2024): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.6M / month Β· πŸ“¦ 290 Β· ⏱️ 07.03.2024): ``` npm install flatbuffers ```
-
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.8K) - A lightweight library for converting complex objects to and from.. MIT +
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 120K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 44M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 45M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): ``` pip install marshmallow ``` @@ -147,18 +147,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 51M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 53M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.1M Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge dill ```
orjson (πŸ₯ˆ37 Β· ⭐ 5.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 79K Β· ⏱️ 23.02.2024): ``` git clone https://github.com/ijl/orjson @@ -179,7 +179,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 21M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -188,36 +188,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge simplejson ```
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ultrajson (πŸ₯ˆ35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 19.03.2024): ``` - git clone https://github.com/ultrajson/ultrajson + git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 11M / month Β· πŸ“¦ 4.6K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 12M / month Β· πŸ“¦ 2.5K Β· ⏱️ 20.02.2024): ``` - pip install ujson + pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.6M Β· ⏱️ 11.12.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.6M Β· ⏱️ 18.10.2023): ``` - conda install -c conda-forge ujson + conda install -c conda-forge jsonpickle ```
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jsonpickle (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
ultrajson (πŸ₯‰35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/jsonpickle/jsonpickle + git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 12M / month Β· πŸ“¦ 2.5K Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 11M / month Β· πŸ“¦ 4.6K Β· ⏱️ 10.12.2023): ``` - pip install jsonpickle + pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.6M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.6M Β· ⏱️ 11.12.2023): ``` - conda install -c conda-forge jsonpickle + conda install -c conda-forge ujson ```
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 65M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 67M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): ``` pip install msgpack ``` @@ -236,7 +236,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge msgpack-python ```
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cloudpickle (πŸ₯‰34 Β· ⭐ 1.5K) - Extended pickling support for Python objects. BSD-3 +
cloudpickle (πŸ₯‰34 Β· ⭐ 1.6K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): @@ -254,7 +254,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5.1K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5.2K Β· πŸ“‹ 120 - 13% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -268,22 +268,6 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge python-rapidjson ```
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srsly (πŸ₯‰29 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT - -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 41K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 03.11.2023): - - ``` - git clone https://github.com/explosion/srsly - ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 5.7M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): - ``` - pip install srsly - ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge srsly - ``` -
pysimdjson (πŸ₯‰27 Β· ⭐ 630) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 1.3K Β· πŸ“‹ 87 - 10% open Β· ⏱️ 05.02.2024): @@ -291,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 980K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1M / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` @@ -302,12 +286,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
hickle (πŸ₯‰26 Β· ⭐ 480 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 700 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 710 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 47K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 51K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -316,14 +300,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge hickle ```
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rtoml (πŸ₯‰23 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT +
srsly (πŸ₯‰26 Β· ⭐ 410 Β· πŸ“‰) - Modern high-performance serialization utilities for Python (JSON,.. MIT + +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“‹ 28 - 10% open Β· ⏱️ 03.11.2023): + + ``` + git clone https://github.com/explosion/srsly + ``` +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): + ``` + pip install srsly + ``` +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge srsly + ``` +
+
rtoml (πŸ₯‰22 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 380 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 390 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 200K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 280K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 180M / month Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 190M / month Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): ``` pip install pandas ``` @@ -358,28 +358,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯‡41 Β· ⭐ 25K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“₯ 420 Β· πŸ“¦ 4 Β· πŸ“‹ 6.9K - 21% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“₯ 450 Β· πŸ“¦ 4 Β· πŸ“‹ 7K - 21% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 4.1M / month Β· πŸ“¦ 480 Β· ⏱️ 10.03.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 4.5M / month Β· πŸ“¦ 490 Β· ⏱️ 18.03.2024): ``` pip install polars ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5M / month Β· πŸ“¦ 2.3K Β· ⏱️ 19.02.2024): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.6M Β· ⏱️ 19.02.2024): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.7M Β· ⏱️ 19.02.2024): ``` conda install -c conda-forge xarray ``` @@ -391,7 +391,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 19M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 20M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` @@ -402,12 +402,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 810K / month Β· πŸ“¦ 35 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 850K / month Β· πŸ“¦ 35 Β· ⏱️ 07.03.2024): ``` pip install modin ``` @@ -416,14 +416,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
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zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ35 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 250 Β· πŸ“¦ 3.4K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 250 Β· πŸ“¦ 3.5K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 570K / month Β· πŸ“¦ 530 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 580K / month Β· πŸ“¦ 530 Β· ⏱️ 06.03.2024): ``` pip install zarr ``` @@ -432,14 +432,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
+
PyTables (πŸ₯ˆ35 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 + +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 21.03.2024): + + ``` + git clone https://github.com/PyTables/PyTables + ``` +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): + ``` + pip install tables + ``` +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.9M Β· ⏱️ 04.12.2023): + ``` + conda install -c conda-forge pytables + ``` +
docarray (πŸ₯ˆ34 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 82K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 79K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -450,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 200 Β· πŸ“₯ 600 Β· πŸ“‹ 420 - 14% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“₯ 600 Β· πŸ“‹ 430 - 14% open Β· ⏱️ 15.03.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.5M / month Β· πŸ“¦ 3.2K Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 26.01.2024): ``` pip install numexpr ``` @@ -464,46 +480,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge numexpr ```
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PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 +
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.5K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/PyTables/PyTables + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 600K / month Β· πŸ“¦ 950 Β· ⏱️ 12.06.2023): ``` - pip install tables + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.9M Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 380K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge pytables + conda install -c conda-forge tinydb ```
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TinyDB (πŸ₯ˆ32 Β· ⭐ 6.4K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 330 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 590K / month Β· πŸ“¦ 950 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` - pip install tinydb + pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 380K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge koalas ```
pandera (πŸ₯ˆ32 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“¦ 1.4K Β· πŸ“‹ 730 - 41% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“¦ 1.4K Β· πŸ“‹ 740 - 41% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.8M / month Β· πŸ“¦ 110 Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.1M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2024): ``` pip install pandera ``` @@ -519,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 930K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 980K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): ``` pip install Bottleneck ``` @@ -528,42 +544,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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Koalas (πŸ₯‰31 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark - -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 330 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): - - ``` - git clone https://github.com/databricks/koalas - ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): - ``` - pip install koalas - ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge koalas - ``` -
datasketch (πŸ₯‰31 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 19 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 21 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.6M / month Β· πŸ“¦ 68 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 68 Β· ⏱️ 03.10.2023): ``` pip install datasketch ```
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Vaex (πŸ₯‰30 Β· ⭐ 8.1K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT +
Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 690 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 700 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 21K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -572,22 +572,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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swifter (πŸ₯‰28 Β· ⭐ 2.4K Β· πŸ’€) - A package which efficiently applies any function to a pandas.. MIT - -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 31.07.2023): - - ``` - git clone https://github.com/jmcarpenter2/swifter - ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 460K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): - ``` - pip install swifter - ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 320K Β· ⏱️ 31.07.2023): - ``` - conda install -c conda-forge swifter - ``` -
datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.3K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): @@ -611,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 5.2K / month Β· πŸ“¦ 2 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.8K / month Β· πŸ“¦ 2 Β· ⏱️ 12.03.2024): ``` pip install static-frame ``` @@ -620,22 +604,38 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge static-frame ```
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PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 420K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
+
swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT + +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 14.03.2024): + + ``` + git clone https://github.com/jmcarpenter2/swifter + ``` +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 480K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): + ``` + pip install swifter + ``` +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 320K Β· ⏱️ 31.07.2023): + ``` + conda install -c conda-forge swifter + ``` +
Pandas Summary (πŸ₯‰25 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 - [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 29.02.2024): @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 90K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 91K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -655,14 +655,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 40K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 32K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ```
Show 9 hidden projects... -- numpy (πŸ₯‡52 Β· ⭐ 26K) - The fundamental package for scientific computing with Python. ❗Unlicensed +- numpy (πŸ₯‡51 Β· ⭐ 26K) - The fundamental package for scientific computing with Python. ❗Unlicensed - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn @@ -685,7 +685,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 41M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 44M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -701,7 +701,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 42M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 46M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -710,14 +710,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
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multidict (πŸ₯ˆ33 Β· ⭐ 380) - The multidict implementation. Apache-2 +
multidict (πŸ₯‡34 Β· ⭐ 390) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.4K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 15.03.2024): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 100M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 100M / month Β· πŸ“¦ 3.5K Β· ⏱️ 01.02.2024): ``` pip install multidict ``` @@ -726,36 +726,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge multidict ```
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anytree (πŸ₯ˆ32 Β· ⭐ 900) - Python tree data library. Apache-2 +
bidict (πŸ₯ˆ32 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 13% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 38 Β· πŸ“¦ 23K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 16.03.2024): ``` - git clone https://github.com/c0fec0de/anytree + git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.2M / month Β· πŸ“¦ 360 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.3M / month Β· πŸ“¦ 540 Β· ⏱️ 18.02.2024): ``` - pip install anytree + pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 38K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 390K Β· ⏱️ 18.02.2024): ``` - conda install -c conda-forge anytree + conda install -c conda-forge bidict ```
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bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 +
anytree (πŸ₯ˆ32 Β· ⭐ 900) - Python tree data library. Apache-2 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 32 Β· πŸ“¦ 23K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 03.03.2024): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 13% open Β· ⏱️ 16.11.2023): ``` - git clone https://github.com/jab/bidict + git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.2M / month Β· πŸ“¦ 540 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.3M / month Β· πŸ“¦ 360 Β· ⏱️ 16.11.2023): ``` - pip install bidict + pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 390K Β· ⏱️ 18.02.2024): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 38K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge bidict + conda install -c conda-forge anytree ```
glom (πŸ₯ˆ29 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 @@ -765,7 +765,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 1.9M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.1M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` pip install glom ``` @@ -776,12 +776,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 580K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 610K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): ``` pip install python-benedict ``` @@ -790,14 +790,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-benedict ```
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munch (πŸ₯‰28 Β· ⭐ 740 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT +
munch (πŸ₯‰28 Β· ⭐ 750 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 84 Β· πŸ“‹ 47 - 17% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 83 Β· πŸ“‹ 47 - 17% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.7M / month Β· πŸ“¦ 880 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 880 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -806,14 +806,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge munch ```
-
janus (πŸ₯‰27 Β· ⭐ 770) - Thread-safe asyncio-aware queue for Python. Apache-2 +
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 720K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 820K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -829,7 +829,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 740K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 860K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -845,7 +845,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.8M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.1M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -859,7 +859,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - sqlitedict (πŸ₯ˆ29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- cleverdict (πŸ₯‰15 Β· ⭐ 98 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰16 Β· ⭐ 98 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -869,23 +869,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1.6K Β· πŸ“¦ 360K Β· πŸ“‹ 3.8K - 8% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1.6K Β· πŸ“¦ 360K Β· πŸ“‹ 3.8K - 9% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 150M / month Β· πŸ“¦ 11K Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 160M / month Β· πŸ“¦ 11K Β· ⏱️ 12.03.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.1M Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.1M Β· ⏱️ 16.03.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 190 Β· πŸ“¦ 530K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 190 Β· πŸ“¦ 530K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/Julian/jsonschema @@ -922,7 +922,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` @@ -931,46 +931,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT +
validators (πŸ₯ˆ33 Β· ⭐ 890 Β· πŸ“ˆ) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.4K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 21 Β· πŸ“¦ 110K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 20.03.2024): ``` - git clone https://github.com/keleshev/schema + git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 15M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.03.2024): ``` - pip install schema + pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 570K Β· ⏱️ 20.03.2024): ``` - conda install -c conda-forge schema + conda install -c conda-forge validators ```
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validators (πŸ₯ˆ31 Β· ⭐ 890) - Python Data Validation for Humans. MIT +
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 20 Β· πŸ“¦ 110K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.5K Β· πŸ“‹ 170 - 55% open Β· ⏱️ 06.01.2024): ``` - git clone https://github.com/kvesteri/validators + git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 02.09.2023): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 17M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): ``` - pip install validators + pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 570K Β· ⏱️ 02.09.2023): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge validators + conda install -c conda-forge schema ```
-
param (πŸ₯ˆ31 Β· ⭐ 380) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰31 Β· ⭐ 390) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 1M / month Β· πŸ“¦ 160 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 650K / month Β· πŸ“¦ 160 Β· ⏱️ 13.03.2024): ``` pip install param ``` @@ -979,9 +979,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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python-email-validator (πŸ₯‰29 Β· ⭐ 980) - A robust email syntax and deliverability validation.. Unlicense +
python-email-validator (πŸ₯‰29 Β· ⭐ 990) - A robust email syntax and deliverability validation.. Unlicense -- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 89 - 12% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 93 - 11% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/JoshData/python-email-validator @@ -1002,7 +1002,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 1.8M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1011,14 +1011,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰22 Β· ⭐ 750) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰22 Β· ⭐ 760) - Doing dirty (but extremely useful) things with equals. MIT - [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 280 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 130K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 120K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1034,7 +1034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.8K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.7K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1050,7 +1050,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 4.6K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 2.7K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1058,7 +1058,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 3 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 -- valideer (πŸ₯‰20 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT +- valideer (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 780 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1076,7 +1076,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 590K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 630K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1092,7 +1092,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1113,12 +1113,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 95K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 96K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 29M / month Β· πŸ“¦ 4.9K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 30M / month Β· πŸ“¦ 4.9K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` @@ -1134,27 +1134,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 290M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 320M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 53M Β· ⏱️ 01.03.2024): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 54M Β· ⏱️ 01.03.2024): ``` conda install -c conda-forge python-dateutil ```
pendulum (πŸ₯ˆ36 Β· ⭐ 6K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 530 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 540 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 25M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 27M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 920K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 930K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ``` @@ -1166,7 +1166,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1175,9 +1175,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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pytz (πŸ₯‰35 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯ˆ36 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 20 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 22 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1191,18 +1191,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytz ```
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holidays (πŸ₯‰32 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯‰31 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 470 Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 430 Β· ⏱️ 26.01.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.9M / month Β· πŸ“¦ 470 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7M / month Β· πŸ“¦ 470 Β· ⏱️ 18.03.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 04.03.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge holidays ``` @@ -1214,7 +1214,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 47M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 48M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1226,7 +1226,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 2 hidden projects... - isodate (πŸ₯‰29 Β· ⭐ 140 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 -- parsedatetime (πŸ₯‰28 Β· ⭐ 680 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 +- parsedatetime (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2

@@ -1234,30 +1234,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡40 Β· ⭐ 740) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡41 Β· ⭐ 750) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 310 Β· πŸ“¦ 100K Β· πŸ“‹ 650 - 36% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 100K Β· πŸ“‹ 660 - 36% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 240M / month Β· πŸ“¦ 930 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 990 Β· ⏱️ 18.03.2024): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 16M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 16M Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge fsspec ```
watchdog (πŸ₯ˆ38 Β· ⭐ 6.2K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 130K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 140K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 20M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 21M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.02.2024): ``` pip install watchdog ``` @@ -1266,9 +1266,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ35 Β· ⭐ 640) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 660) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 410K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 410K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1284,7 +1284,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯ˆ32 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 140 Β· πŸ“¦ 130K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 140 Β· πŸ“¦ 140K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/Tinche/aiofiles @@ -1293,7 +1293,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 980K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 990K Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge aiofiles ``` @@ -1305,7 +1305,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1316,7 +1316,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“‹ 140 - 1% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“‹ 140 - 2% open Β· ⏱️ 07.02.2024): ``` git clone https://github.com/jaraco/path @@ -1333,7 +1333,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - appdirs (πŸ₯ˆ32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT -- zipp (πŸ₯ˆ32 Β· ⭐ 47) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯ˆ32 Β· ⭐ 48) - Backport of pathlib-compatible object wrapper for zip files. MIT - pyfilesystem2 (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1350,7 +1350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 40M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 43M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): ``` pip install future ``` @@ -1366,7 +1366,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 250M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 270M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1377,12 +1377,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 16.03.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.3M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.6M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1406,12 +1406,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.2K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 640K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 640K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 240M / month Β· πŸ“¦ 22K Β· ⏱️ 24.02.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 250M / month Β· πŸ“¦ 22K Β· ⏱️ 24.02.2024): ``` pip install cryptography ``` @@ -1422,7 +1422,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 350 Β· πŸ“¦ 91K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 360 Β· πŸ“¦ 91K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1447,19 +1447,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 230 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 260 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 55M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 56M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` @@ -1468,14 +1468,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
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keyring (πŸ₯‰36 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰36 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT - [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 51M / month Β· πŸ“¦ 4.3K Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 53M / month Β· πŸ“¦ 4.3K Β· ⏱️ 27.02.2024): ``` pip install keyring ``` @@ -1484,14 +1484,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge keyring ```
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asn1crypto (πŸ₯‰32 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰33 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 72M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 76M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1500,14 +1500,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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rsa (πŸ₯‰30 Β· ⭐ 470 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰31 Β· ⭐ 470) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 170M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 180M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1524,12 +1524,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.2M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.02.2024): ``` pip install ansible ``` @@ -1540,92 +1540,92 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 3.1K Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.03.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 14.03.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 21.03.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 540M / month Β· πŸ“¦ 8.7K Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 560M / month Β· πŸ“¦ 8.7K Β· ⏱️ 20.03.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 14.03.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.5M Β· πŸ“¦ 7.4K Β· πŸ“‹ 7K - 29% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.6M Β· πŸ“¦ 7.5K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 180 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 180 Β· ⏱️ 21.03.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.3M / month Β· πŸ“¦ 930 Β· ⏱️ 12.03.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.4M / month Β· πŸ“¦ 930 Β· ⏱️ 20.03.2024): ``` npm install @pulumi/pulumi ```
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docker (πŸ₯ˆ43 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 +
paramiko (πŸ₯ˆ42 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 880 Β· πŸ“¦ 77K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 92K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 39M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 53M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` - pip install docker + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4M Β· ⏱️ 09.12.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.3M Β· ⏱️ 19.12.2023): ``` - conda install -c conda-forge docker-py + conda install -c conda-forge paramiko ```
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paramiko (πŸ₯ˆ42 Β· ⭐ 8.7K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker (πŸ₯ˆ42 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 92K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 880 Β· πŸ“¦ 77K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 52M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 39M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): ``` - pip install paramiko + pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.2M Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.1M Β· ⏱️ 09.12.2023): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-py ```
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 92M Β· πŸ“¦ 420 Β· πŸ“‹ 7.4K - 2% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 90M Β· πŸ“¦ 430 Β· πŸ“‹ 7.4K - 3% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1634,14 +1634,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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kubernetes (πŸ₯ˆ38 Β· ⭐ 6.3K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.4K) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 22M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 23M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1657,7 +1657,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 270K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 280K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1669,7 +1669,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): ``` pip install schedule ``` @@ -1685,7 +1685,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.2M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.4M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1694,14 +1694,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fabric ```
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plumbum (πŸ₯‰33 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT - [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.9M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1710,6 +1710,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
+
pyinfra (πŸ₯‰32 Β· ⭐ 2.6K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT + +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 700 - 20% open Β· ⏱️ 09.03.2024): + + ``` + git clone https://github.com/Fizzadar/pyinfra + ``` +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 61K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): + ``` + pip install pyinfra + ``` +
sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT - [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.8K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): @@ -1717,7 +1729,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 8.6M / month Β· πŸ“¦ 330 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 9.2M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1726,18 +1738,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰31 Β· ⭐ 2.6K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT - -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 700 - 20% open Β· ⏱️ 09.03.2024): - - ``` - git clone https://github.com/Fizzadar/pyinfra - ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 49K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): - ``` - pip install pyinfra - ``` -
pypyr (πŸ₯‰20 Β· ⭐ 570) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.09.2023): @@ -1745,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.4K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.3K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1775,7 +1775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 69M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 70M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1791,7 +1791,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.8M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1807,7 +1807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6.4M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6.6M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1823,7 +1823,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 61M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 67M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1845,7 +1845,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.5M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.8M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1856,12 +1856,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 230 Β· πŸ“¦ 350K Β· πŸ“‹ 240 - 9% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 350K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 94M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 95M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` @@ -1870,14 +1870,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge greenlet ```
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anyio (πŸ₯ˆ37 Β· ⭐ 1.5K) - High level asynchronous concurrency and networking framework that works on.. MIT +
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 330 - 15% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 330 - 15% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 66M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 68M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): ``` pip install anyio ``` @@ -1888,12 +1888,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰27 Β· ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 47 Β· πŸ“¦ 3.3K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 45 Β· πŸ“¦ 3.4K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 160K / month Β· πŸ“¦ 76 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 160K / month Β· πŸ“¦ 79 Β· ⏱️ 22.02.2024): ``` pip install asyncer ``` @@ -1904,36 +1904,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiomisc (πŸ₯‰24 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 25 Β· πŸ“¦ 360 Β· πŸ“‹ 26 - 30% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 25 Β· πŸ“¦ 360 Β· πŸ“‹ 24 - 25% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 22K / month Β· πŸ“¦ 39 Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 22K / month Β· πŸ“¦ 39 Β· ⏱️ 14.03.2024): ``` pip install aiomisc ```
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unsync (πŸ₯‰22 Β· ⭐ 860) - Unsynchronize asyncio. MIT + +- [GitHub](https://github.com/alex-sherman/unsync) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 51 Β· πŸ“¦ 220 Β· πŸ“‹ 31 - 9% open Β· ⏱️ 16.03.2024): + + ``` + git clone https://github.com/alex-sherman/unsync + ``` +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 57K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): + ``` + pip install unsync + ``` +- [Conda](https://anaconda.org/conda-forge/unsync) (πŸ“₯ 12K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge unsync + ``` +
stopit (πŸ₯‰22 Β· ⭐ 100) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT -- [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.2K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.3K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 690K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 730K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 810K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ```
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Show 1 hidden projects... - -- unsync (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - Unsynchronize asyncio. MIT -

## Configuration @@ -1942,12 +1954,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 710K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 720K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 55M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 57M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` @@ -1958,12 +1970,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡38 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 330 Β· πŸ“¦ 410K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 330 Β· πŸ“¦ 420K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 12.03.2024): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 44M / month Β· πŸ“¦ 15K Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 45M / month Β· πŸ“¦ 15K Β· ⏱️ 12.03.2024): ``` pip install traitlets ``` @@ -1974,12 +1986,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 8.1K Β· πŸ“‹ 500 - 23% open Β· ⏱️ 07.03.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 8.1K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.8M / month Β· πŸ“¦ 310 Β· ⏱️ 31.10.2023): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month Β· πŸ“¦ 310 Β· ⏱️ 18.03.2024): ``` pip install dynaconf ``` @@ -1988,14 +2000,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dynaconf ```
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hydra (πŸ₯ˆ33 Β· ⭐ 8K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯ˆ33 Β· ⭐ 8.1K) - Hydra is a framework for elegantly configuring complex applications. MIT - [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 21K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.9K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.6K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2006,12 +2018,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 93 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 27K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 8.1M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 8.7M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2022,12 +2034,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-decouple (πŸ₯‰31 Β· ⭐ 2.7K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 190 Β· πŸ“₯ 12 Β· πŸ“¦ 120K Β· πŸ“‹ 94 - 4% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 190 Β· πŸ“₯ 12 Β· πŸ“¦ 130K Β· πŸ“‹ 94 - 4% open Β· ⏱️ 01.01.2024): ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 2.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2043,7 +2055,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 310K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2054,12 +2066,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰25 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.1K Β· πŸ“‹ 87 - 4% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.2K Β· πŸ“‹ 87 - 4% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 130K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 140K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2078,9 +2090,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 260 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 280 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 29.12.2023): ``` git clone https://github.com/pallets/click @@ -2101,7 +2113,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 47M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 49M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): ``` pip install rich ``` @@ -2112,7 +2124,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ39 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 31K Β· πŸ“‹ 330 - 44% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 31K Β· πŸ“‹ 340 - 44% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/google/python-fire @@ -2126,14 +2138,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fire ```
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python-prompt-toolkit (πŸ₯ˆ37 Β· ⭐ 8.9K Β· πŸ“‰) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ37 Β· ⭐ 8.9K) - Library for building powerful interactive command.. BSD-3 - [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 48M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 49M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2144,12 +2156,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 890K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 900K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 150M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 160M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2165,7 +2177,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 28M / month Β· πŸ“¦ 2.2K Β· ⏱️ 08.03.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 28M / month Β· πŸ“¦ 2.3K Β· ⏱️ 08.03.2024): ``` pip install argcomplete ``` @@ -2176,12 +2188,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 85 Β· πŸ“¦ 21K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 25.02.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 21K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 15.03.2024): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 30M / month Β· πŸ“¦ 270 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 32M / month Β· πŸ“¦ 280 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2197,11 +2209,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 19M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 20M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typer): ``` conda install -c conda-forge typer ``` @@ -2213,11 +2225,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 63M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 64M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 23M Β· ⏱️ 08.01.2024): +- [Conda](https://anaconda.org/conda-forge/wcwidth): ``` conda install -c conda-forge wcwidth ``` @@ -2240,12 +2252,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asciimatics (πŸ₯‰30 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 970 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 980 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 24K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 25K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2261,7 +2273,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2277,19 +2289,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 160K / month Β· πŸ“¦ 40 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 170K / month Β· πŸ“¦ 40 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 58 Β· πŸ“¦ 6 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 29.01.2024): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 130 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 150 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2308,7 +2320,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 890) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 900) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2318,12 +2330,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡33 Β· ⭐ 2K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 150 Β· πŸ“‹ 240 - 5% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 250 - 6% open Β· ⏱️ 26.02.2024): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 120M / month Β· πŸ“¦ 3.7K Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 130M / month Β· πŸ“¦ 3.7K Β· ⏱️ 26.02.2024): ``` pip install cachetools ``` @@ -2334,24 +2346,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 560K / month Β· πŸ“¦ 130 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 590K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
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beaker (πŸ₯‰28 Β· ⭐ 510 Β· πŸ’€) - WSGI middleware for sessions and caching. BSD-3 +
beaker (πŸ₯‰27 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 5.2K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 03.05.2023): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.2K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 270K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2360,6 +2372,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge beaker ```
+
cachier (πŸ₯‰27 Β· ⭐ 500) - Persistent, stale-free, local and cross-machine caching for Python.. MIT + +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 12 Β· πŸ“¦ 440 Β· πŸ“‹ 79 - 25% open Β· ⏱️ 14.03.2024): + + ``` + git clone https://github.com/shaypal5/cachier + ``` +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 67K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): + ``` + pip install cachier + ``` +
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 - [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 520 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): @@ -2367,7 +2391,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 240K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 270K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2376,18 +2400,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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cachier (πŸ₯‰26 Β· ⭐ 500) - Persistent, stale-free, local and cross-machine caching for Python.. MIT - -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 9 Β· πŸ“¦ 440 Β· πŸ“‹ 78 - 24% open Β· ⏱️ 01.03.2024): - - ``` - git clone https://github.com/shaypal5/cachier - ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 54K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): - ``` - pip install cachier - ``` -
Show 1 hidden projects... - cached-property (πŸ₯ˆ30 Β· ⭐ 680 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3 @@ -2402,7 +2414,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/kivy/kivy @@ -2416,30 +2428,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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DearPyGui (πŸ₯ˆ35 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.7K Β· πŸ“‹ 1.3K - 20% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.8K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 15.03.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 60K / month Β· πŸ“¦ 57 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 56K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 17.03.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.9K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.2K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 13 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 9 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2451,7 +2463,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ChrisKnott/Eel ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 70K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): +- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 71K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): ``` pip install eel ``` @@ -2463,7 +2475,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 700 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 750 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2475,9 +2487,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - PySimpleGUI (πŸ₯ˆ34 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed -- Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- enaml (πŸ₯‰28 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- Gooey (πŸ₯‰31 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰27 Β· ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2494,7 +2506,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 120 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 81 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2522,7 +2534,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 5.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 13.03.2024): ``` pip install phonenumbers ``` @@ -2533,12 +2545,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡34 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 67K Β· πŸ“‹ 160 - 8% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 68K Β· πŸ“‹ 160 - 8% open Β· ⏱️ 31.01.2024): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.5K Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 31.01.2024): ``` pip install emoji ``` @@ -2570,7 +2582,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 61M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 64M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2578,7 +2590,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 93 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 66 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2590,7 +2602,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 04.07.2023): ``` pip install inflect ``` @@ -2599,6 +2611,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge inflect ```
+
pyahocorasick (πŸ₯‰30 Β· ⭐ 880 Β· πŸ“ˆ) - Python module (C extension and plain python) implementing.. BSD-3 + +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“¦ 2.6K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): + + ``` + git clone https://github.com/WojciechMula/pyahocorasick + ``` +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 800K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): + ``` + pip install pyahocorasick + ``` +- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 210K Β· ⏱️ 26.09.2023): + ``` + conda install -c conda-forge pyahocorasick + ``` +
price-parser (πŸ₯‰21 Β· ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 410 Β· πŸ“‹ 38 - 65% open Β· ⏱️ 17.10.2023): @@ -2606,15 +2634,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 87K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 90K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
-
Show 5 hidden projects... +
Show 4 hidden projects... - humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT -- pyahocorasick (πŸ₯‰27 Β· ⭐ 880 Β· πŸ’€) - Python module (C extension and plain python) implementing.. BSD-3 - coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT @@ -2635,25 +2662,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡46 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡47 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.8K Β· πŸ“¦ 410K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 19K Β· ⏱️ 20.03.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 14.03.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 21.03.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.6K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 740K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 740K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2669,7 +2696,7 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/redis/redis-py @@ -2683,41 +2710,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
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azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.2K) - This repository is for active development of the Azure SDK.. MIT +
google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.6K - 13% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 19.03.2024): ``` - git clone https://github.com/Azure/azure-sdk-for-python + git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 760 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 64M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): ``` - pip install azure-storage-blob + pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 06.03.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 19.03.2024): ``` - conda install -c conda-forge azure-storage-blob + conda install -c conda-forge google-cloud-storage ```
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google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.2K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.4K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.5K - 11% open Β· ⏱️ 21.03.2024): ``` - git clone https://github.com/googleapis/google-cloud-python + git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 62M / month Β· πŸ“¦ 2.1K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 760 Β· ⏱️ 06.03.2024): ``` - pip install google-cloud-storage + pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 06.03.2024): ``` - conda install -c conda-forge google-cloud-storage + conda install -c conda-forge azure-storage-blob ```
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· ⏱️ 17.02.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· ⏱️ 21.03.2024): ``` git clone https://github.com/coleifer/peewee @@ -2731,30 +2758,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge peewee ```
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MongoEngine (πŸ₯‡40 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT - -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): - - ``` - git clone https://github.com/MongoEngine/mongoengine - ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.4M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): - ``` - pip install mongoengine - ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 240K Β· ⏱️ 28.09.2023): - ``` - conda install -c conda-forge mongoengine - ``` -
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elasticsearch (πŸ₯‡40 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 +
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.6K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.7K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 23M / month Β· πŸ“¦ 6.2K Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 25M / month Β· πŸ“¦ 6.2K Β· ⏱️ 22.02.2024): ``` pip install elasticsearch ``` @@ -2763,9 +2774,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge elasticsearch ```
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pymongo (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 +
pymongo (πŸ₯ˆ40 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 19.03.2024): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2786,7 +2797,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2795,25 +2806,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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alembic (πŸ₯ˆ39 Β· ⭐ 2.4K) - A database migrations tool for SQLAlchemy. MIT +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 210K Β· πŸ“‹ 1K - 10% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): ``` - git clone https://github.com/sqlalchemy/alembic + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 36M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): ``` - pip install alembic + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.1M Β· ⏱️ 13.01.2024): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 240K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge alembic + conda install -c conda-forge mongoengine ```
python-bigquery (πŸ₯ˆ39 Β· ⭐ 700) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 27K Β· πŸ“‹ 650 - 9% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 27K Β· πŸ“‹ 650 - 9% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/googleapis/python-bigquery @@ -2827,14 +2838,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
+
alembic (πŸ₯ˆ38 Β· ⭐ 2.4K) - A database migrations tool for SQLAlchemy. MIT + +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 210K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 19.03.2024): + + ``` + git clone https://github.com/sqlalchemy/alembic + ``` +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 36M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): + ``` + pip install alembic + ``` +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.2M Β· ⏱️ 13.01.2024): + ``` + conda install -c conda-forge alembic + ``` +
kafka-python (πŸ₯ˆ37 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 24K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 25K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 8.6M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 9.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2845,12 +2872,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ37 Β· ⭐ 3.9K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 490 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.7K - 7% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 500 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.7K - 8% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 150K / month Β· πŸ“¦ 56 Β· ⏱️ 10.03.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 160K / month Β· πŸ“¦ 56 Β· ⏱️ 17.03.2024): ``` pip install ibis-framework ``` @@ -2861,7 +2888,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2877,12 +2904,12 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 10K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 11K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.1M / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): ``` pip install sqlmodel ``` @@ -2893,12 +2920,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 3.8M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): ``` pip install elasticsearch-dsl ``` @@ -2914,7 +2941,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.6M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.7M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` @@ -2925,32 +2952,48 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 210 Β· πŸ“¦ 84K Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 210 Β· πŸ“¦ 85K Β· ⏱️ 20.03.2024): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 64K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 65K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge motor ```
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SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 + +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 440 - 45% open Β· ⏱️ 21.03.2024): + + ``` + git clone https://github.com/kvesteri/sqlalchemy-utils + ``` +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): + ``` + pip install sqlalchemy-utils + ``` +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 550K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge sqlalchemy-utils + ``` +
s3fs (πŸ₯ˆ35 Β· ⭐ 800) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 450 - 28% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 460 - 28% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 250M / month Β· πŸ“¦ 780 Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 790 Β· ⏱️ 18.03.2024): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.6M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.6M Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge s3fs ``` @@ -2962,7 +3005,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 32M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 33M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): ``` pip install prometheus_client ``` @@ -2978,7 +3021,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 440K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 450K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): ``` pip install databases ``` @@ -2998,35 +3041,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 10K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 11K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
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SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 - -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 440 - 45% open Β· ⏱️ 31.01.2024): - - ``` - git clone https://github.com/kvesteri/sqlalchemy-utils - ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): - ``` - pip install sqlalchemy-utils - ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 550K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge sqlalchemy-utils - ``` -
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minio (πŸ₯ˆ34 Β· ⭐ 740) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ34 Β· ⭐ 750) - MinIO Client SDK for Python. Apache-2 - [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.8K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.2M / month Β· πŸ“¦ 500 Β· ⏱️ 02.03.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.3M / month Β· πŸ“¦ 510 Β· ⏱️ 02.03.2024): ``` pip install minio ``` @@ -3042,39 +3069,39 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 310M / month Β· πŸ“¦ 4.4K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 320M / month Β· πŸ“¦ 4.4K Β· ⏱️ 14.03.2024): ``` pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 15.03.2024): ``` conda install -c conda-forge s3transfer ```
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 580 Β· πŸ“¦ 6.5K Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.5K Β· ⏱️ 19.03.2024): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.6M / month Β· πŸ“¦ 710 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.6M / month Β· πŸ“¦ 710 Β· ⏱️ 20.03.2024): ``` pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 200K Β· ⏱️ 22.12.2023): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 200K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge cassandra-driver ```
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neo4j-driver (πŸ₯‰33 Β· ⭐ 850) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 860) - Neo4j Bolt driver for Python. Apache-2 - [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.5K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 29.02.2024): ``` pip install neo4j-driver ``` @@ -3085,12 +3112,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰33 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.5K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.6K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 10M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 11M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): ``` pip install pandas-gbq ``` @@ -3106,7 +3133,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 130K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3115,36 +3142,32 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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Pony (πŸ₯‰32 Β· ⭐ 3.5K) - Pony Object Relational Mapper. Apache-2 +
PynamoDB (πŸ₯‰32 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 90 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 16.02.2024): ``` - git clone https://github.com/ponyorm/pony + git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): ``` - pip install pony + pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 520K Β· ⏱️ 17.01.2024): ``` - conda install -c conda-forge pony + conda install -c conda-forge pynamodb ```
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PynamoDB (πŸ₯‰32 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT +
libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 640 - 42% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/pynamodb/PynamoDB - ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): - ``` - pip install pynamodb + git clone https://github.com/apache/libcloud ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 510K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 270K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` - conda install -c conda-forge pynamodb + pip install apache-libcloud ```
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT @@ -3154,19 +3177,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.7M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.8M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
influxdb (πŸ₯‰31 Β· ⭐ 1.7K Β· πŸ’€) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 8.1K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 8.2K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3182,7 +3205,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.5M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.6M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` @@ -3198,7 +3221,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 100K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3207,14 +3230,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge dataset ```
+
Pony (πŸ₯‰30 Β· ⭐ 3.5K Β· πŸ“‰) - Pony Object Relational Mapper. Apache-2 + +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 92 Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): + + ``` + git clone https://github.com/ponyorm/pony + ``` +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): + ``` + pip install pony + ``` +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge pony + ``` +
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 300K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3230,7 +3269,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): ``` pip install records ``` @@ -3241,7 +3280,7 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.1K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3257,7 +3296,7 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 42 Β· πŸ”€ 82 Β· πŸ“¦ 330 Β· πŸ“‹ 370 - 32% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 84 Β· πŸ“¦ 340 Β· πŸ“‹ 370 - 32% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/piccolo-orm/piccolo @@ -3269,12 +3308,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰28 Β· ⭐ 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 51% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 51% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 88K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 87K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): ``` pip install prisma ``` @@ -3286,7 +3325,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 49K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 50K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3302,35 +3341,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 49 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 14K / month Β· πŸ“¦ 49 Β· ⏱️ 22.02.2024): ``` pip install filedepot ```
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ODMantic (πŸ₯‰26 Β· ⭐ 950 Β· πŸ“‰) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC +
ODMantic (πŸ₯‰26 Β· ⭐ 960) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 87 Β· πŸ“¦ 3.2K Β· πŸ“‹ 160 - 46% open Β· ⏱️ 13.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.2K Β· πŸ“‹ 170 - 48% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 25K / month Β· πŸ“¦ 6 Β· ⏱️ 01.06.2022): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): ``` pip install odmantic ```
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libcloud (πŸ₯‰25 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 860 Β· πŸ“‹ 200 - 38% open Β· ⏱️ 03.12.2023): - - ``` - git clone https://github.com/apache/libcloud - ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 260K / month): - ``` - pip install apache-libcloud - ``` -
aioprometheus (πŸ₯‰21 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT - [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 260 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): @@ -3338,7 +3365,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 200K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 190K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ``` @@ -3381,12 +3408,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 550 Β· πŸ”€ 2.5K Β· πŸ“¦ 41K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 42K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.2M / month Β· πŸ“¦ 950 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.6M / month Β· πŸ“¦ 960 Β· ⏱️ 01.03.2024): ``` pip install datasets ``` @@ -3397,44 +3424,44 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 18.03.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 900K Β· ⏱️ 13.03.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 900K Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge faker ```
xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.8K - 17% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 16.03.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 180K / month Β· πŸ“¦ 650 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 190K / month Β· πŸ“¦ 650 Β· ⏱️ 16.03.2024): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 720K Β· ⏱️ 23.02.2024): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 720K Β· ⏱️ 18.03.2024): ``` conda install -c conda-forge xlwings ```
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xmltodict (πŸ₯ˆ35 Β· ⭐ 5.3K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT +
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT - [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 64K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 42M / month Β· πŸ“¦ 5.8K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month Β· πŸ“¦ 5.8K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3450,7 +3477,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): ``` pip install tablib ``` @@ -3461,7 +3488,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ34 Β· ⭐ 3.8K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 27K Β· πŸ“‹ 160 - 15% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 160 - 15% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown @@ -3470,11 +3497,27 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 250K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 260K Β· ⏱️ 03.02.2024): ``` conda install -c conda-forge gdown ```
+
smart-open (πŸ₯ˆ34 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT + +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 21.03.2024): + + ``` + git clone https://github.com/RaRe-Technologies/smart_open + ``` +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 23M / month Β· πŸ“¦ 650 Β· ⏱️ 21.03.2024): + ``` + pip install smart-open + ``` +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 21.03.2024): + ``` + conda install -c conda-forge smart_open + ``` +
python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT - [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 54K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 09.10.2023): @@ -3482,7 +3525,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3507,30 +3550,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
-
smart-open (πŸ₯ˆ33 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 380 - 16% open Β· ⏱️ 05.03.2024): - - ``` - git clone https://github.com/RaRe-Technologies/smart_open - ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 22M / month Β· πŸ“¦ 640 Β· ⏱️ 26.02.2024): - ``` - pip install smart-open - ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 27.02.2024): - ``` - conda install -c conda-forge smart_open - ``` -
-
pandas-datareader (πŸ₯ˆ32 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 - [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 680 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 420K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 440K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3541,28 +3568,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ32 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.1K Β· πŸ“‹ 360 - 27% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.1K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 64K / month Β· πŸ“¦ 130 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 65K / month Β· πŸ“¦ 130 Β· ⏱️ 19.03.2024): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 550K Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 550K Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge intake ```
snorkel (πŸ₯‰31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 480 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 490 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 45K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 49K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` @@ -3573,12 +3600,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰28 Β· ⭐ 3.1K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.6K Β· πŸ“¦ 110 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.6K Β· πŸ“¦ 120 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 41K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 44K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ``` @@ -3590,7 +3617,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 120K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 130K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): ``` pip install textract ``` @@ -3606,7 +3633,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.9K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 7.1K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3618,19 +3645,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 850 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 890 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
Upgini (πŸ₯‰22 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 20.03.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 12K / month Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 12K / month Β· ⏱️ 21.03.2024): ``` pip install upgini ``` @@ -3642,19 +3669,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.8K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.6K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
Squirrel (πŸ₯‰17 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 11 - 18% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 16% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.8K / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.5K / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3673,9 +3700,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 270 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰21 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed +- borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 290 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 850 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 860 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3687,12 +3714,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 600K Β· πŸ“¦ 9.9K Β· πŸ“‹ 8.9K - 10% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 8.9K - 10% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 21.03.2024): ``` pip install apache-airflow ``` @@ -3700,19 +3727,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 800M Β· ⭐ 500 Β· ⏱️ 12.03.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 830M Β· ⭐ 510 Β· ⏱️ 21.03.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.5M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.9M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): ``` pip install celery ``` @@ -3723,12 +3750,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.6K Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 180 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 190 Β· ⏱️ 19.03.2024): ``` pip install apache-beam ``` @@ -3739,32 +3766,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.6K Β· πŸ“‹ 4.6K - 13% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.6K Β· πŸ“‹ 4.6K - 13% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 740K / month): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 790K / month Β· πŸ“¦ 160 Β· ⏱️ 14.03.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 610K Β· ⏱️ 08.03.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 610K Β· ⏱️ 15.03.2024): ``` conda install -c conda-forge prefect ```
-
Dagster (πŸ₯‡41 Β· ⭐ 9.9K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡42 Β· ⭐ 9.9K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.1K Β· πŸ“‹ 7.1K - 34% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.1K Β· πŸ“‹ 7.2K - 34% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 970K / month Β· πŸ“¦ 140 Β· ⏱️ 08.03.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 960K / month Β· πŸ“¦ 140 Β· ⏱️ 15.03.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 08.03.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 18.03.2024): ``` conda install -c conda-forge dagster ``` @@ -3776,7 +3803,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): ``` pip install rq ``` @@ -3785,42 +3812,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.3K) - Always know what to expect from your data. Apache-2 - -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 13.03.2024): - - ``` - git clone https://github.com/great-expectations/great_expectations - ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 18M / month Β· πŸ“¦ 62 Β· ⏱️ 26.02.2024): - ``` - pip install great_expectations - ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 760K Β· ⏱️ 26.02.2024): - ``` - conda install -c conda-forge great-expectations - ``` -
-
Kedro (πŸ₯ˆ38 Β· ⭐ 9.2K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.3K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 480K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 500K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): ``` pip install kedro ```
dbt (πŸ₯ˆ38 Β· ⭐ 8.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4K Β· πŸ“¦ 4.5K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.5K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 45K / month Β· πŸ“¦ 30 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 47K / month Β· πŸ“¦ 30 Β· ⏱️ 19.03.2024): ``` pip install dbt ``` @@ -3831,12 +3842,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
joblib (πŸ₯ˆ38 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 400K Β· πŸ“‹ 870 - 45% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 410K Β· πŸ“‹ 870 - 45% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 46M / month Β· πŸ“¦ 6.8K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 48M / month): ``` pip install joblib ``` @@ -3847,40 +3858,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.3K Β· πŸ“¦ 2.3K Β· πŸ“‹ 980 - 9% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 430K / month): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 430K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): ``` conda install -c anaconda luigi ```
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Activeloop (πŸ₯ˆ34 Β· ⭐ 7.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Great Expectations (πŸ₯ˆ37 Β· ⭐ 9.4K Β· πŸ“‰) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 440 - 11% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 7% open Β· ⏱️ 20.03.2024): ``` - git clone https://github.com/activeloopai/Hub + git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.8K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 19M / month): ``` - pip install hub + pip install great_expectations + ``` +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 760K Β· ⏱️ 20.03.2024): + ``` + conda install -c conda-forge great-expectations ```
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petl (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python Extract Transform and Load Tables of Data. MIT +
petl (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 3.6K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 3.6K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.3M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.5M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3889,26 +3904,38 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
+
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 + +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 450 - 12% open Β· ⏱️ 20.03.2024): + + ``` + git clone https://github.com/activeloopai/Hub + ``` +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4K / month): + ``` + pip install hub + ``` +
zenml (πŸ₯ˆ33 Β· ⭐ 3.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 430 Β· πŸ“‹ 290 - 20% open Β· ⏱️ 06.03.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 390 Β· πŸ“₯ 1 Β· πŸ“¦ 440 Β· πŸ“‹ 300 - 20% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 31K / month Β· πŸ“¦ 2 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 27K / month Β· πŸ“¦ 2 Β· ⏱️ 21.03.2024): ``` pip install zenml ```
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huey (πŸ₯ˆ30 Β· ⭐ 4.8K) - a little task queue for python. MIT +
huey (πŸ₯ˆ30 Β· ⭐ 4.9K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 100K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 97K / month): ``` pip install huey ``` @@ -3919,68 +3946,68 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 110 Β· πŸ“₯ 46 Β· πŸ“¦ 240 Β· πŸ“‹ 410 - 2% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 46 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 3% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 240K / month Β· πŸ“¦ 6 Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 230K / month Β· πŸ“¦ 6 Β· ⏱️ 20.03.2024): ``` pip install whylogs ```
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mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
ploomber (πŸ₯‰29 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): ``` - git clone https://github.com/combust/mleap + git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.6K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` - pip install mleap + pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 09.02.2024): ``` - conda install -c conda-forge mleap + conda install -c conda-forge ploomber ```
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ploomber (πŸ₯‰28 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/ploomber/ploomber + git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.2K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month): ``` - pip install ploomber + pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): ``` - conda install -c conda-forge ploomber + conda install -c conda-forge mleap ```
PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 760 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 770 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 170K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 180K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ```
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arq (πŸ₯‰27 Β· ⭐ 1.8K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
arq (πŸ₯‰27 Β· ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 560 Β· πŸ“‹ 220 - 33% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 560 Β· πŸ“‹ 220 - 32% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 88K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 91K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): ``` pip install arq ``` @@ -3996,7 +4023,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 17K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 14K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4008,19 +4035,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 260K / month Β· πŸ“¦ 25 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): ``` pip install dbnd ```
Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 97 Β· πŸ“¦ 120 Β· πŸ“‹ 72 - 34% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 98 Β· πŸ“¦ 120 Β· πŸ“‹ 72 - 34% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 250K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 290K / month): ``` pip install pypeln ``` @@ -4036,23 +4063,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.2K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): ``` pip install tasktiger ```
BatchFlow (πŸ₯‰21 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 220 / month): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 440 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
+
Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT + +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): + + ``` + git clone https://github.com/d6t/d6tflow + ``` +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 530 / month Β· ⏱️ 20.02.2024): + ``` + pip install d6tflow + ``` +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): @@ -4060,7 +4099,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 91 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 72 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ``` @@ -4072,40 +4111,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ```
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Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT - -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 76 Β· πŸ“¦ 28 Β· πŸ“‹ 23 - 43% open Β· ⏱️ 20.07.2023): - - ``` - git clone https://github.com/d6t/d6tflow - ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 760 / month): - ``` - pip install d6tflow - ``` -
Show 15 hidden projects... -- mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 +- mrjob (πŸ₯ˆ30 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 -- pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- pysparkling (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and.. ❗Unlicensed - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT -- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter +- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- bodywork-core (πŸ₯‰14 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 -- Botflow (πŸ₯‰11 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed

@@ -4120,7 +4147,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 17M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 18M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.02.2024): ``` pip install xlsxwriter ``` @@ -4136,7 +4163,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 270M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 280M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4145,14 +4172,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyyaml ```
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jmespath (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT +
jmespath (πŸ₯‰33 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT - [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 34% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 160M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 170M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4169,12 +4196,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡34 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.6K Β· πŸ“‹ 280 - 22% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.7K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 7.9M / month Β· πŸ“¦ 890 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 8.5M / month Β· πŸ“¦ 890 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4190,7 +4217,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 30M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 32M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4210,14 +4237,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡43 Β· ⭐ 5K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡43 Β· ⭐ 5.1K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 970K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 980K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 190M / month Β· πŸ“¦ 19K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 200M / month Β· πŸ“¦ 19K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4233,7 +4260,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 73M / month Β· πŸ“¦ 9.2K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 76M / month Β· πŸ“¦ 9.2K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4244,7 +4271,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
toolz (πŸ₯ˆ37 Β· ⭐ 4.5K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 300 Β· πŸ“¦ 140K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 250 Β· πŸ“¦ 140K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/pytoolz/toolz @@ -4265,7 +4292,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 49M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 50M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4281,18 +4308,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.8M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.2M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.3M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge boltons ```
returns (πŸ₯‰31 Β· ⭐ 3.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 530 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 530 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/dry-python/returns @@ -4340,16 +4367,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (πŸ₯‰23 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 46 Β· πŸ“‹ 16 - 18% open Β· ⏱️ 27.10.2023): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 16K / month Β· πŸ“¦ 66 Β· ⏱️ 27.10.2023): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 66 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 70K Β· ⏱️ 28.10.2023): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 70K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ``` @@ -4369,14 +4396,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡42 Β· ⭐ 59K) - The Python programming language. MIT +
cpython (πŸ₯‡43 Β· ⭐ 59K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.8K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 33 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 44 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4391,7 +4418,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 74K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 74K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/micropython/micropython @@ -4403,8 +4430,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... -- grumpy (πŸ₯ˆ22 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- pyston (πŸ₯ˆ22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 +- grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 990 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4416,12 +4443,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 600 Β· πŸ“¦ 680K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 600 Β· πŸ“¦ 690K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.02.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 96M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 97M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4430,14 +4457,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡40 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡41 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 26K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 26K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` @@ -4448,7 +4475,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 270 Β· πŸ“₯ 9.8K Β· πŸ“¦ 950K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 270 Β· πŸ“₯ 9.9K Β· πŸ“¦ 950K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/pyparsing/pyparsing @@ -4464,12 +4491,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ37 Β· ⭐ 3.1K Β· πŸ’€) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 770K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 770K Β· πŸ“‹ 350 - 9% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 180M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 200M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4480,12 +4507,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 200 Β· πŸ“¦ 37K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 200 Β· πŸ“¦ 37K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 46M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 49M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4510,21 +4537,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
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Copier (πŸ₯ˆ34 Β· ⭐ 1.5K) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯ˆ34 Β· ⭐ 1.6K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 150 Β· πŸ“¦ 880 Β· πŸ“‹ 440 - 12% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 890 Β· πŸ“‹ 450 - 14% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 220K / month Β· πŸ“¦ 48 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 220K / month Β· πŸ“¦ 61 Β· ⏱️ 16.01.2024): ``` pip install copier ```
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 19.03.2024): ``` git clone https://github.com/pytest-dev/pluggy @@ -4538,14 +4565,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ34 Β· ⭐ 800 Β· πŸ’€) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 810 Β· πŸ’€) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 540K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 86M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 90M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4554,7 +4581,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
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diagrams (πŸ₯‰33 Β· ⭐ 34K) - Diagram as Code for prototyping cloud system architectures. MIT +
diagrams (πŸ₯‰33 Β· ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT - [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 550 - 65% open Β· ⏱️ 05.01.2024): @@ -4577,11 +4604,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.3M / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.4M / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 68K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 69K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4593,7 +4620,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 300K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 370K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4609,7 +4636,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.6M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.9M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4618,14 +4645,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
-
python-mss (πŸ₯‰26 Β· ⭐ 940) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰26 Β· ⭐ 950) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 770K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 870K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4636,12 +4663,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4.3K Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4.4K Β· ⏱️ 12.03.2023): ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 270K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 320K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ``` @@ -4664,10 +4691,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 5 hidden projects... -- keyboard (πŸ₯‰31 Β· ⭐ 3.6K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT -- powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +- keyboard (πŸ₯‰31 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT +- powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- openpyxl (πŸ₯‰24 Β· ⭐ 72) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰24 Β· ⭐ 75) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-03-21_changes.md b/history/2024-03-21_changes.md new file mode 100644 index 0000000..00c8e6b --- /dev/null +++ b/history/2024-03-21_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- validators (πŸ₯ˆ33 Β· ⭐ 890 Β· πŸ“ˆ) - Python Data Validation for Humans. MIT +- libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- pyahocorasick (πŸ₯‰30 Β· ⭐ 880 Β· πŸ“ˆ) - Python module (C extension and plain python) implementing.. BSD-3 +- Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- Great Expectations (πŸ₯ˆ37 Β· ⭐ 9.4K Β· πŸ“‰) - Always know what to expect from your data. Apache-2 +- Pony (πŸ₯‰30 Β· ⭐ 3.5K Β· πŸ“‰) - Pony Object Relational Mapper. Apache-2 +- srsly (πŸ₯‰26 Β· ⭐ 410 Β· πŸ“‰) - Modern high-performance serialization utilities for Python (JSON,.. MIT +- pysparkling (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and.. ❗Unlicensed +- bodywork-core (πŸ₯‰14 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 + diff --git a/history/2024-03-21_projects.csv b/history/2024-03-21_projects.csv new file mode 100644 index 0000000..64f47fc --- /dev/null +++ b/history/2024-03-21_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,brew_id,conda_dependent_project_count,trending,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-14 16:04:54.000,2024-03-14 16:04:53,471.0,23.0,2286,386.0,250.0,22.0,34.0,15200,2024-03-14 16:04:59.000,2024.03.14,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-03-14 17:35:21.000,2024-03-14 17:35:21,319.0,26.0,158,54.0,189.0,,3.0,2142,2024-03-14 17:35:28.000,2024.03.14,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-03-14 16:05:03.000,2024-03-14 16:05:02,315.0,24.0,43,26.0,183.0,3.0,5.0,895,2024-03-14 16:05:10.000,2024.03.14,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-03-14 17:35:21.000,2024-03-14 17:35:21,319.0,26.0,158,54.0,189.0,,3.0,2142,2024-03-14 17:35:28.000,2024.03.14,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-14 16:04:54.000,2024-03-14 16:04:53,471.0,23.0,2286,386.0,250.0,22.0,34.0,15200,2024-03-14 16:04:59.000,2024.03.14,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1665.0,323.0,13.0,74.0,39219,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-14 16:04:54.000,2024-03-14 16:04:53,471.0,23.0,2286,386.0,250.0,22.0,34.0,15200,2024-03-14 16:04:59.000,2024.03.14,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-03-21 13:29:16.000,2024-03-21 10:06:31,34606.0,579.0,17200,1116.0,31757.0,3677.0,22588.0,41639,2024-02-23 15:30:19.000,2.2.1,125.0,3585.0,54,True,1659498.0,1581116.0,pandas,conda-forge/pandas,['pandas'],254013.0,194790207.0,https://pypi.org/project/pandas,2024-02-23 15:30:19.000,78382.0,193610352.0,https://anaconda.org/conda-forge/pandas,2024-02-23 22:20:10.485,48281968.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-03-21 11:53:06.000,2024-03-21 01:10:22,17315.0,740.0,15201,2058.0,10035.0,627.0,5501.0,63236,2024-03-13 18:38:53.000,5.26.0,158.0,1217.0,53,True,627913.0,607485.0,protobuf,conda-forge/protobuf,,42235843.0,195488131.0,https://pypi.org/project/protobuf,2024-03-13 18:38:53.000,16769.0,186846986.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,17009806.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3659.0,7289139.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-03-21 13:17:11.000,2024-03-20 20:30:49,35492.0,818.0,9117,596.0,13772.0,2076.0,10365.0,26079,2024-02-06 00:32:23.000,1.26.4,157.0,1749.0,51,False,2331036.0,2186130.0,numpy,conda-forge/numpy,,991297.0,253598168.0,https://pypi.org/project/numpy,2024-03-11 23:23:35.000,144906.0,252005966.0,https://anaconda.org/conda-forge/numpy,2024-02-06 15:10:51.240,71091501.0,1.0,,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-03-21 06:57:40.000,2024-03-21 02:09:05,54293.0,116.0,23629,1925.0,50475.0,852.0,31570.0,60685,2024-02-27 18:17:45.000,9.3.0,347.0,6825.0,48,True,36990.0,32890.0,ansible,conda-forge/ansible,,,5325777.0,https://pypi.org/project/ansible,2024-02-27 18:17:45.000,4100.0,5304076.0,https://anaconda.org/conda-forge/ansible,2024-02-27 21:22:03.671,998291.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-03-21 13:39:39.000,2024-03-21 13:37:40,23670.0,1161.0,13422,757.0,25511.0,905.0,8035.0,34454,2024-03-11 12:53:41.000,2.8.3,184.0,3228.0,48,True,10357.0,10000.0,apache-airflow,conda-forge/airflow,,605014.0,33113351.0,https://pypi.org/project/apache-airflow,2024-03-21 11:01:43.000,357.0,25288680.0,https://anaconda.org/conda-forge/airflow,2024-03-12 21:13:07.737,1003039.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-03-21 11:59:12.238991,506.0,834172219.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-03-21 07:43:05.765,2024-03-20 18:18:27,5837.0,184.0,1806,241.0,723.0,199.0,3001.0,8640,2024-03-20 19:27:18.000,1.34.67,1514.0,155.0,47,True,435447.0,416826.0,boto3,conda-forge/boto3,,,1147191831.0,https://pypi.org/project/boto3,2024-03-20 19:27:18.000,18621.0,1146794518.0,https://anaconda.org/conda-forge/boto3,2024-03-21 07:43:05.765,18276400.0,1.0,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-03-21 12:47:04.000,2024-03-21 12:02:54,11719.0,468.0,1412,128.0,8191.0,35.0,2373.0,6179,2024-02-24 01:16:46.000,42.0.5,128.0,312.0,47,True,660768.0,638567.0,cryptography,conda-forge/cryptography,,,248880321.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22201.0,247831888.0,https://anaconda.org/conda-forge/cryptography,2024-02-25 09:29:00.614,46131056.0,1.0,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-03-21 11:39:59.000,2024-03-20 17:24:50,12496.0,103.0,4612,473.0,3286.0,668.0,4379.0,23249,2023-11-22 15:18:14.000,5.3.6,204.0,1341.0,46,True,143644.0,128497.0,celery,conda-forge/celery,,,9900487.0,https://pypi.org/project/celery,2024-01-17 17:52:49.000,15147.0,9865792.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1561312.0,1.0,,,,,,,,,,,,,,,,,, +15,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-03-02 16:54:40.000,2023-12-29 19:38:05,2419.0,15.0,1411,183.0,1089.0,111.0,1444.0,14911,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1680431.0,1603499.0,click,conda-forge/click,,276.0,182037124.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,76932.0,181048980.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33596735.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-03-20 21:12:32.000,2024-03-20 02:34:37,2817.0,139.0,1579,108.0,3449.0,350.0,3482.0,18138,2024-03-12 13:20:33.000,2.6.4,135.0,488.0,45,True,374215.0,362767.0,pydantic,conda-forge/pydantic,,,157834909.0,https://pypi.org/project/pydantic,2024-03-12 13:20:33.000,11448.0,157673193.0,https://anaconda.org/conda-forge/pydantic,2024-03-16 22:22:00.397,7115514.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-03-21 06:14:35.000,2024-03-21 06:13:22,16893.0,169.0,1289,93.0,770.0,222.0,7488.0,8588,2024-03-04 13:41:20.000,rel_2_0_28,301.0,700.0,45,True,788107.0,739772.0,SQLAlchemy,conda-forge/sqlalchemy,,48300.0,111593522.0,https://pypi.org/project/SQLAlchemy,2024-03-04 13:41:14.000,48335.0,111224994.0,https://anaconda.org/conda-forge/sqlalchemy,2024-03-05 14:32:12.820,14331654.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-03-21 08:59:48.126,2024-03-20 18:18:30,11964.0,212.0,3904,572.0,3722.0,592.0,4029.0,14791,2024-03-20 19:27:03.000,1.32.67,1921.0,441.0,44,True,3081.0,3.0,awscli,conda-forge/awscli,,1626.0,153187729.0,https://pypi.org/project/awscli,2024-03-20 19:27:03.000,3078.0,152683185.0,https://anaconda.org/conda-forge/awscli,2024-03-21 08:59:48.126,22198855.0,1.0,,,,,,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-03-20 18:32:44.000,2024-03-18 12:57:46,2321.0,45.0,2435,326.0,1551.0,221.0,1454.0,12160,2024-03-10 15:18:54.000,5.0.3,125.0,438.0,44,True,27968.0,,redis,conda-forge/redis-py,,,41164628.0,https://pypi.org/project/redis,2024-03-10 15:18:54.000,27968.0,41138552.0,https://anaconda.org/conda-forge/redis-py,2024-03-10 14:34:15.448,1173437.0,1.0,,,,,,,,,,,,,,,,,, +20,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-03-21 13:35:02.000,2024-03-21 11:25:10,41861.0,525.0,4100,260.0,24132.0,4322.0,2308.0,7438,2024-02-14 18:03:04.000,2.54.0,110.0,1613.0,44,True,6847.0,6661.0,apache-beam,conda-forge/apache-beam-with-aws,,,7032271.0,https://pypi.org/project/apache-beam,2024-03-19 14:52:03.000,186.0,7030244.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-02-14 21:37:21.073,60829.0,1.0,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-03-21 06:17:01.000,2024-03-20 18:18:13,10799.0,221.0,1041,68.0,2063.0,137.0,949.0,1400,2024-03-20 19:27:30.000,1.34.67,1912.0,204.0,44,True,323122.0,314414.0,botocore,conda-forge/botocore,,,562655442.0,https://pypi.org/project/botocore,2024-03-20 19:27:30.000,8708.0,562026279.0,https://anaconda.org/conda-forge/botocore,2024-03-20 23:59:24.009,25166545.0,1.0,,,,,,,,,,,,,,,,,, +22,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-03-21 13:35:44.000,2024-03-21 13:20:57,121362.0,1304.0,28592,1508.0,49530.0,8483.0,59953.0,58971,2020-07-22 03:00:52.000,0.0.6,11.0,2854.0,43,True,13.0,4.0,cpython,conda-forge/typing,,,31149.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,44.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2986112.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-03-21 12:32:41.000,2024-03-21 11:31:06,11471.0,341.0,1016,184.0,7790.0,2105.0,4949.0,19362,2024-03-16 00:20:30.753,3.111.1,4081.0,260.0,43,True,8594.0,7482.0,pulumi,,,2605499.0,3669449.0,https://pypi.org/project/pulumi,2024-03-21 12:17:23.000,178.0,1116746.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-03-20 10:46:53.309,934.0,2399439.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-03-19 20:05:20.000,2024-03-19 20:05:19,3754.0,85.0,2460,279.0,3936.0,652.0,2095.0,18219,2024-03-01 21:00:12.000,2.18.0,84.0,555.0,43,True,42592.0,41628.0,datasets,conda-forge/datasets,,,7573329.0,https://pypi.org/project/datasets,2024-03-01 20:56:44.000,964.0,7556132.0,https://anaconda.org/conda-forge/datasets,2024-03-02 16:15:07.962,670690.0,1.0,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-03-21 09:03:22.000,2024-03-18 20:07:11,3593.0,95.0,1858,219.0,1309.0,18.0,686.0,16986,2024-03-18 20:32:24.000,24.3.0,344.0,569.0,43,True,209450.0,206157.0,Faker,conda-forge/faker,,,14471167.0,https://pypi.org/project/Faker,2024-03-18 20:32:17.000,3293.0,14451249.0,https://anaconda.org/conda-forge/faker,2024-03-19 15:43:11.075,896315.0,1.0,,,,,,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-03-21 00:07:58.000,2024-03-20 21:13:28,16048.0,513.0,1426,156.0,7184.0,630.0,3988.0,14303,2024-03-14 23:39:37.000,2.16.4,266.0,452.0,43,True,4767.0,4604.0,prefect,conda-forge/prefect,,,799458.0,https://pypi.org/project/prefect,2024-03-14 23:39:37.000,163.0,786224.0,https://anaconda.org/conda-forge/prefect,2024-03-15 03:03:13.107,608809.0,1.0,,,,,,,,,,,,,,,,,, +27,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-03-21 10:12:26.000,2024-03-18 14:34:38,1463.0,79.0,391,65.0,573.0,126.0,572.0,5052,2023-12-31 06:30:30.000,23.2.0,28.0,160.0,43,True,994248.0,975548.0,attrs,conda-forge/attrs,,,197803479.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18700.0,196998496.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,34614270.0,1.0,,,,,,,,,,,,,,,,,, +28,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-03-21 10:57:45.000,2024-03-19 23:35:33,37633.0,240.0,1481,300.0,8363.0,86.0,3668.0,4605,2024-03-18 23:55:33.000,2.16.0,100.0,509.0,43,True,2089.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,64412602.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,2089.0,64316555.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4226084.0,1.0,,,,,,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-03-21 10:37:05.000,2024-03-21 05:51:36,16887.0,623.0,2639,401.0,25409.0,1047.0,8445.0,4227,2024-03-21 06:28:51.000,azure-mgmt-netapp_12.0.0,100.0,694.0,43,True,3196.0,2432.0,azure-storage-blob,conda-forge/azure-storage-blob,,,47515639.0,https://pypi.org/project/azure-storage-blob,2024-03-06 00:22:15.000,764.0,47491525.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-03-06 03:28:11.584,1085170.0,1.0,,,,,,,,,,,,,,,,,, +30,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-03-16 14:56:57.000,2024-02-19 10:28:52,6700.0,55.0,598,36.0,863.0,422.0,1395.0,1682,2023-11-21 20:44:20.000,2.17.2,64.0,831.0,43,True,724208.0,686591.0,pygments,conda-forge/pygments,,,98018973.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37617.0,97344099.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,28344738.0,1.0,,,,,,,,,,,,,,,,,, +31,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-03-11 11:59:06.000,2024-02-29 14:02:23,3877.0,7.0,1655,543.0,1076.0,252.0,1068.0,46732,2024-02-28 14:52:38.000,13.7.1,191.0,236.0,42,True,187254.0,180697.0,rich,conda-forge/rich,,,48961918.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,6557.0,48818767.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6298676.0,1.0,,,,,,,,,,,,,,,,,, +32,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-03-19 02:55:25.000,2024-03-12 00:16:04,3068.0,7.0,3142,639.0,2476.0,154.0,2237.0,21899,2024-03-07 23:28:19.057,24.3.7,37.0,670.0,42,True,97621.0,96971.0,flatbuffers,conda-forge/flatbuffers,,382252.0,19363432.0,https://pypi.org/project/flatbuffers,2024-03-07 23:28:15.000,364.0,17779014.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-10 08:23:20.089,980546.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-07 23:28:19.057,286.0,1556638.0,,,,,,,,,,,,, +33,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-03-21 04:21:48.000,2024-03-21 03:12:38,17657.0,926.0,1226,111.0,12330.0,2487.0,4681.0,9909,2024-03-15 17:25:58.000,1.6.11,601.0,413.0,42,True,2233.0,2093.0,dagster,conda-forge/dagster,,,980327.0,https://pypi.org/project/dagster,2024-03-15 16:56:12.000,140.0,956978.0,https://anaconda.org/conda-forge/dagster,2024-03-18 13:36:00.938,1074059.0,1.0,,,,,,,,,,,,,,,,,, +34,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-03-01 23:20:01.000,2024-02-11 03:17:05,3994.0,12.0,1962,316.0,779.0,1030.0,790.0,8759,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,105474.0,92373.0,paramiko,conda-forge/paramiko,,,53084593.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13101.0,52987610.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4267277.0,2.0,,,,,,,,,,,,,,,,,, +35,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-03-20 10:21:06.000,2024-01-03 19:19:02,3378.0,8.0,1701,192.0,1606.0,437.0,1233.0,6592,2023-12-08 20:47:46.000,7.0.0,88.0,450.0,42,True,81521.0,77423.0,docker,conda-forge/docker-py,,882.0,39390513.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4098.0,39300422.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4053823.0,2.0,,,,,,,,,,,,,,,,,, +36,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-03-21 13:14:00.000,2024-03-20 18:41:24,4686.0,134.0,5000,716.0,4063.0,237.0,7187.0,32092,2024-03-15 12:54:18.000,2.25.0,144.0,532.0,41,True,1674.0,426.0,docker-compose,conda-forge/docker-compose,,89669588.0,3697914.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1895887.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,388634.0,2.0,,,,,,,,,,,,,,,,,, +37,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-03-21 13:38:01.000,2024-03-21 13:25:33,9168.0,872.0,1498,145.0,8246.0,1474.0,5479.0,25191,2024-03-19 07:49:06.000,rs-0.38.3,349.0,382.0,41,True,497.0,4.0,polars,,,453.0,4488179.0,https://pypi.org/project/polars,2024-03-18 18:32:02.000,493.0,4488145.0,,,,1.0,,,,,,,,,,,,,,,,,, +38,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-03-20 10:51:50.000,2024-03-20 10:51:49,3066.0,23.0,1926,228.0,1154.0,229.0,643.0,21402,2024-02-21 18:02:39.000,2.6.0,42.0,323.0,41,True,27835.0,26193.0,cookiecutter,conda-forge/cookiecutter,,,4614429.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1642.0,4586103.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,963085.0,1.0,,,,,,,,,,,,,,,,,, +39,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-03-21 13:25:49.000,2024-03-21 13:25:06,4577.0,12.0,1375,197.0,477.0,,2379.0,10716,2024-02-05 15:05:06.000,3.17.1,186.0,154.0,41,True,31538.0,27773.0,peewee,conda-forge/peewee,,,2437603.0,https://pypi.org/project/peewee,2024-02-05 15:04:14.000,3765.0,2423471.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,607679.0,1.0,,,,,,,,,,,,,,,,,, +40,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-03-21 13:35:24.000,2024-03-21 09:33:13,1613.0,27.0,1166,411.0,1401.0,55.0,1023.0,4118,2024-02-22 04:50:48.000,8.12.1,139.0,202.0,41,True,53145.0,46969.0,elasticsearch,conda-forge/elasticsearch,,3657.0,24646033.0,https://pypi.org/project/elasticsearch,2024-02-22 04:50:48.000,6176.0,24624704.0,https://anaconda.org/conda-forge/elasticsearch,2024-02-22 07:22:24.765,977073.0,1.0,,,,,,,,,,,,,,,,,, +41,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-03-19 11:52:08.000,2024-03-18 19:33:58,2310.0,47.0,317,21.0,894.0,239.0,420.0,746,2024-03-18 19:35:11.000,2024.3.1,79.0,228.0,41,True,102789.0,101796.0,fsspec,conda-forge/fsspec,,,249695421.0,https://pypi.org/project/fsspec,2024-03-18 19:35:11.000,993.0,249348546.0,https://anaconda.org/conda-forge/fsspec,2024-03-19 00:33:44.664,15956268.0,1.0,,,,,,,,,,,,,,,,,, +42,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-03-20 19:58:19.000,2024-03-18 17:20:05,12894.0,30.0,3093,603.0,3612.0,730.0,4307.0,16798,2024-01-05 13:53:17.000,2.3.0,49.0,612.0,40,True,12942.0,12318.0,kivy,conda-forge/kivy,,35928.0,190745.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,624.0,183072.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,338388.0,1.0,,,,,,,,,,,,,,,,,, +43,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-03-19 19:28:10.000,2024-03-11 12:44:12,1837.0,29.0,1385,207.0,890.0,197.0,944.0,9435,2024-03-09 02:35:10.000,1.16.1,78.0,307.0,40,True,17817.0,16025.0,rq,conda-forge/rq,,,1899730.0,https://pypi.org/project/rq,2024-03-09 02:33:25.000,1792.0,1897201.0,https://anaconda.org/conda-forge/rq,2023-09-04 10:10:27.153,101168.0,2.0,,,,,,,,,,,,,,,,,, +44,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-03-19 20:52:35.000,2024-03-19 20:45:38,3307.0,40.0,641,79.0,1051.0,170.0,1049.0,6857,2024-03-04 20:21:15.000,3.21.1,174.0,208.0,40,True,136658.0,126227.0,marshmallow,conda-forge/marshmallow,,,45435649.0,https://pypi.org/project/marshmallow,2024-03-04 20:21:15.000,10431.0,45384640.0,https://anaconda.org/conda-forge/marshmallow,2024-03-04 23:34:28.542,2295443.0,2.0,,,,,,,,,,,,,,,,,, +45,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-03-18 19:41:42.000,2024-03-18 19:41:41,2649.0,40.0,576,60.0,357.0,31.0,785.0,4404,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,40,True,553026.0,533750.0,jsonschema,conda-forge/jsonschema,,191.0,120550030.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19276.0,119903853.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,26493011.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +46,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-03-21 12:06:03.000,2024-03-19 22:23:47,5562.0,69.0,1199,239.0,1552.0,4.0,,4022,2024-02-21 21:43:51.000,4.6.2,137.0,209.0,40,True,20382.0,,pymongo,conda-forge/pymongo,,,26465868.0,https://pypi.org/project/pymongo,2024-02-21 20:40:16.000,20382.0,26430327.0,https://anaconda.org/conda-forge/pymongo,2024-02-22 01:29:03.354,1563839.0,2.0,,,,,,,,,,,,,,,,,, +47,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-03-20 15:14:39.000,2024-03-14 03:04:11,1647.0,82.0,269,41.0,531.0,19.0,278.0,3390,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,223657.0,214461.0,more-itertools,conda-forge/more-itertools,,2914.0,75841273.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9196.0,75530482.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,13984134.0,1.0,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-03-21 04:16:45.000,2024-03-21 04:16:45,5322.0,136.0,1012,108.0,3955.0,1127.0,3109.0,3376,2024-02-19 00:30:38.000,2024.2.0,90.0,485.0,40,True,27365.0,25103.0,xarray,conda-forge/xarray,,,5262972.0,https://pypi.org/project/xarray,2024-02-19 00:30:38.000,2262.0,5043653.0,https://anaconda.org/conda-forge/xarray,2024-02-19 13:29:25.866,9650042.0,2.0,,,,,,,,,,,,,,,,,, +49,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-20 02:38:19.000,2024-03-18 17:13:35,1208.0,33.0,271,25.0,186.0,43.0,295.0,2064,2024-03-06 07:29:28.000,3.1.2,72.0,65.0,40,True,984845.0,952355.0,pyparsing,conda-forge/pyparsing,,9854.0,113050967.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,32490.0,111611162.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,41750029.0,1.0,,,,,,,,,,,,,,,,,, +50,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-03-20 16:29:29.000,2024-03-13 14:01:42,4369.0,24.0,530,57.0,917.0,257.0,1223.0,1984,2023-10-09 14:43:38.000,3.10.0,38.0,203.0,40,True,275907.0,260551.0,h5py,conda-forge/h5py,,3176.0,20423841.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15356.0,20095455.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14775707.0,2.0,,,,,,,,,,,,,,,,,, +51,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-02-26 19:26:10.000,2024-02-21 11:36:09,1947.0,48.0,331,38.0,246.0,177.0,212.0,1169,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,334480.0,317082.0,future,conda-forge/future,,,42997738.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17398.0,42682544.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,12922962.0,1.0,,,,,,,,,,,,,,,,,, +52,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-03-14 17:12:18.000,2024-03-14 17:11:36,303.0,14.0,1411,372.0,181.0,148.0,188.0,26117,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,33010.0,31013.0,fire,conda-forge/fire,,,6316727.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,1997.0,6294076.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,860769.0,2.0,,,,,,,,,,,,,,,,,, +53,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-02-20 09:13:22.000,2023-09-30 22:03:06,1402.0,,667,135.0,674.0,97.0,399.0,8522,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,101300.0,96422.0,arrow,conda-forge/arrow,,,29968971.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4878.0,29880309.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,3989829.0,1.0,,,,,,,,,,,,,,,,,, +54,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-02-14 18:14:42.000,2024-02-02 08:16:41,1102.0,3.0,1473,229.0,494.0,14.0,637.0,7526,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,39,True,211494.0,210809.0,PyMySQL,conda-forge/pymysql,,,41413347.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,41383533.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1311833.0,2.0,,,,,,,,,,,,,,,,,, +55,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-03-10 11:56:26.000,2024-03-10 11:56:26,4154.0,34.0,1224,137.0,1119.0,373.0,1343.0,4146,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,39,True,26963.0,23358.0,mongoengine,conda-forge/mongoengine,,,1508104.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,3605.0,1502367.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,235252.0,2.0,,,,,,,,,,,,,,,,,, +56,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,32.0,472,61.0,215.0,62.0,515.0,2639,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,92873.0,91174.0,pycryptodomex,conda-forge/pycryptodomex,,365.0,34118219.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1699.0,34081990.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1593967.0,2.0,,,,,,,,,,,,,,,,,, +57,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,469,90.0,309.0,183.0,329.0,2511,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,378972.0,362657.0,pexpect,conda-forge/pexpect,,4372.0,70788618.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16315.0,70358602.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17629264.0,1.0,,,,,,,,,,,,,,,,,, +58,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-03-21 13:15:36.000,2024-03-21 12:16:00,1802.0,63.0,278,54.0,1214.0,60.0,593.0,701,2024-03-11 16:34:40.000,3.19.0,160.0,150.0,39,True,28314.0,27134.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,39427470.0,https://pypi.org/project/google-cloud-bigquery,2024-03-11 16:34:40.000,1180.0,39363608.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-03-11 21:00:15.521,2809939.0,2.0,,,,,,,,,,,,,,,,,, +59,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-03-13 22:33:57.000,2024-03-13 14:55:35,7766.0,331.0,1230,338.0,246.0,4.0,464.0,13445,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1046.0,1040.0,tink,,,1097.0,361121.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,360850.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,257.0,,,,,,,tink-crypto/tink,,,,,, +60,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-03-13 14:46:30.000,2023-10-22 20:53:42,936.0,,574,227.0,257.0,92.0,258.0,9934,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,121136.0,119146.0,uvloop,conda-forge/uvloop,,430.0,9771729.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1990.0,9754847.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,692025.0,1.0,,,,,,,,,,,,,,,,,, +61,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-03-21 13:41:51.000,2024-03-20 12:16:03,3172.0,107.0,854,103.0,1710.0,284.0,1465.0,9258,2024-02-27 12:44:56.000,0.19.3,50.0,222.0,38,True,2301.0,2227.0,kedro,,,,503044.0,https://pypi.org/project/kedro,2024-02-27 12:44:56.000,74.0,503044.0,,,,2.0,,,,,,,,,,,,,,,,,, +62,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-03-21 13:29:45.000,2024-03-21 13:29:44,6600.0,119.0,1474,137.0,4353.0,551.0,4522.0,8700,2024-03-14 01:40:31.000,1.7.10,243.0,308.0,38,True,4574.0,4544.0,dbt,conda-forge/dbt,,4078.0,49709.0,https://pypi.org/project/dbt,2024-03-19 20:29:40.000,30.0,46633.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,252874.0,2.0,,,,,,,,,,,,,dbt,,,,, +63,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-03-15 18:01:12.000,2024-01-23 06:30:54,361.0,5.0,437,34.0,235.0,43.0,233.0,6981,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,731651.0,721454.0,python-dotenv,conda-forge/python-dotenv,,,56806661.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10197.0,56738393.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3003814.0,1.0,,,,,,,,,,,,,,,,,, +64,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-03-15 20:47:40.000,2024-02-29 05:00:27,1749.0,21.0,3319,139.0,897.0,132.0,1205.0,6352,2024-01-08 22:11:24.000,29.0.0,93.0,194.0,38,True,1516.0,,kubernetes,conda-forge/kubernetes,,,22924943.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1516.0,22914589.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,476294.0,2.0,,,,,,,,,,,,,,,,,, +65,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,135.0,395.0,185.0,460.0,6228,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,144520.0,136257.0,watchdog,conda-forge/watchdog,,,21070810.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8263.0,21009385.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2764151.0,2.0,,,,,,,,,,,,,,,,,, +66,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-03-07 15:44:57.000,2023-12-01 10:50:33,1499.0,,384,61.0,721.0,400.0,473.0,3616,2023-08-09 09:27:06.000,1.3.2,27.0,127.0,38,True,406895.0,406895.0,joblib,conda-forge/joblib,,,48691440.0,https://pypi.org/project/joblib,,,48139350.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,24291978.0,2.0,,,,,,,,,,,,,,,,,, +67,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-03-02 01:43:51.000,2024-02-23 23:49:46,1375.0,12.0,625,116.0,129.0,11.0,909.0,3461,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,78297.0,74223.0,xlsxwriter,conda-forge/xlsxwriter,,,17916582.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4074.0,17848386.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3137056.0,1.0,,,,,,,,,,,,,,,,,, +68,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-03-11 13:35:14.000,2024-02-15 22:26:05,3081.0,3.0,492,72.0,304.0,19.0,1266.0,3178,2024-01-02 21:56:56.000,2.9.9,62.0,137.0,38,False,778861.0,717145.0,psycopg2,psycopg2,,,16561546.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61696.0,16558852.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,269444.0,2.0,,,,,,,,,,,,,,20.0,,,, +69,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-03-19 18:03:45.000,2023-11-14 16:25:37,322.0,,516,53.0,267.0,277.0,320.0,2402,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1199563.0,1120689.0,pyyaml,conda-forge/pyyaml,,,281453528.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78874.0,280444589.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,42375455.0,1.0,,,,,,,,,,,,,,,,,, +70,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-03-19 12:15:31.000,2024-03-19 12:14:53,1802.0,17.0,221,20.0,151.0,108.0,945.0,2399,2023-12-20 17:06:21.000,rel_1_13_1,123.0,183.0,38,True,220890.0,209268.0,alembic,conda-forge/alembic,,,36487920.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11622.0,36388754.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4165009.0,2.0,,,,,,,,,,,,,,,,,, +71,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-02-24 05:44:26.000,2024-02-24 05:44:25,1011.0,11.0,168,23.0,162.0,178.0,335.0,2110,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,38,True,152210.0,148060.0,dill,conda-forge/dill,,291646.0,53378765.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4150.0,53241644.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6065475.0,2.0,,,,,,,,,,,,,,,,,, +72,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-03-20 13:47:33.000,2023-12-21 21:58:06,987.0,,237,53.0,159.0,26.0,218.0,1576,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,364740.0,354181.0,greenlet,conda-forge/greenlet,,,95014839.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10559.0,94814770.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9003135.0,1.0,,,,,,,,,,,,,,,,,, +73,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-03-16 10:12:39.000,2023-10-21 04:26:51,530.0,,264,29.0,108.0,111.0,184.0,958,2021-05-05 14:18:17.000,1.16.0,28.0,66.0,38,True,2202788.0,2066451.0,six,conda-forge/six,,,274177303.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136337.0,273622677.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,52134907.0,2.0,,,,,,,,,,,,,,,,,, +74,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-03-12 14:43:57.026,2024-03-12 12:37:34,2006.0,7.0,196,26.0,609.0,100.0,198.0,602,2024-03-12 12:37:49.000,5.14.2,52.0,118.0,38,True,430569.0,415746.0,traitlets,conda-forge/traitlets,,328.0,45745630.0,https://pypi.org/project/traitlets,2024-03-12 12:37:43.000,14823.0,45131770.0,https://anaconda.org/conda-forge/traitlets,2024-03-12 14:43:57.026,25781564.0,1.0,,,,,,,,,,,,,,,,,, +75,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-03-13 12:09:03.000,2024-01-23 10:42:08,4100.0,11.0,2389,476.0,2297.0,124.0,881.0,17212,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,37,True,2764.0,2344.0,luigi,luigi,,,430772.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,418.0,430624.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14448.0,2.0,,,,,,,stable/luigi,,,,,,,2.0,,,, +76,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-03-20 22:18:14.000,2024-03-20 13:56:03,2845.0,117.0,638,117.0,3058.0,712.0,3366.0,9408,2024-03-07 18:35:00.000,0.28.0,93.0,128.0,37,True,1438.0,1403.0,modin,conda-forge/modin-core,['pandas'],196824.0,863295.0,https://pypi.org/project/modin,2024-03-07 18:22:26.000,35.0,851163.0,https://anaconda.org/conda-forge/modin-core,2024-03-07 23:22:35.260,295625.0,2.0,,,,,,,,,,,,,,,,,, +77,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-03-21 13:24:28.000,2024-03-20 12:50:16,12157.0,308.0,1447,81.0,7689.0,129.0,1672.0,9356,2024-03-20 20:19:48.000,0.18.12,210.0,427.0,37,True,,,great_expectations,conda-forge/great-expectations,,,18582345.0,https://pypi.org/project/great_expectations,,,18565874.0,https://anaconda.org/conda-forge/great-expectations,2024-03-20 21:56:05.090,757690.0,2.0,,,,,,,,,,,,,,,-3.0,,, +78,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-03-01 12:21:43.000,2024-02-12 08:46:53,2742.0,8.0,736,148.0,755.0,600.0,560.0,8892,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,37,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,49032876.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,48534902.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,21412892.0,2.0,,,,,,,,,,,,,,,,,, +79,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-03-20 02:37:46.000,2024-03-08 23:30:02,2179.0,1.0,1359,147.0,976.0,297.0,1196.0,5470,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,25969.0,24510.0,kafka-python,conda-forge/kafka-python,,1836.0,9761476.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1459.0,9756189.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,432347.0,2.0,,,,,,,,,,,,,,,,,, +80,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-02-23 20:03:54.615,2024-02-23 17:09:05,637.0,23.0,187,36.0,91.0,,370.0,5449,2024-02-23 17:38:20.000,3.9.15,122.0,22.0,37,True,80332.0,78978.0,orjson,conda-forge/orjson,,,19479859.0,https://pypi.org/project/orjson,2024-02-23 17:27:30.000,1354.0,19456278.0,https://anaconda.org/conda-forge/orjson,2024-02-23 20:03:54.615,1084739.0,2.0,,,,,,,,,,,,,,,,,, +81,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-02-01 16:43:38.000,2024-01-24 03:22:09,1214.0,6.0,253,82.0,352.0,119.0,142.0,4489,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,144779.0,141185.0,toolz,conda-forge/toolz,,,33359505.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3594.0,32895982.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19467982.0,2.0,,,,,,,,,,,,,,,,,, +82,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-03-21 13:20:40.000,2024-03-21 13:00:26,7844.0,684.0,504,82.0,5886.0,219.0,2507.0,3916,2024-02-05 19:31:28.000,8.0.0,84.0,273.0,37,True,1251.0,1195.0,ibis-framework,conda-forge/ibis-framework,,118.0,171765.0,https://pypi.org/project/ibis-framework,2024-03-17 00:02:32.000,56.0,164585.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,322955.0,2.0,,,,,,,,,,,,,,,,,, +83,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-03-19 15:09:12.000,2024-03-19 10:52:45,2403.0,104.0,661,61.0,1568.0,31.0,1052.0,3773,2024-03-07 21:15:41.000,3.7.1,149.0,147.0,37,True,1545.0,1480.0,awswrangler,conda-forge/awswrangler,['pandas'],231307.0,40763886.0,https://pypi.org/project/awswrangler,2024-03-07 20:56:22.000,65.0,40749344.0,https://anaconda.org/conda-forge/awswrangler,2024-03-08 14:26:55.000,468196.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +84,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-03-21 07:31:53.000,2024-01-12 19:56:59,2744.0,4.0,1239,197.0,1253.0,143.0,1882.0,3401,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4507.0,4229.0,netmiko,,,,281690.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,278.0,281690.0,,,,3.0,,,,,,,,,,,,,,,,,, +85,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,587,95.0,178.0,32.0,316.0,3090,,,21.0,83.0,37,True,792098.0,774679.0,pycparser,conda-forge/pycparser,,,197910575.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17419.0,197500258.0,https://anaconda.org/conda-forge/pycparser,2023-06-16 13:24:40.587,37338891.0,2.0,,,,,,,,,,,,,,,,,, +86,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-03-05 18:44:35.000,2024-03-01 18:28:13,1590.0,11.0,470,46.0,644.0,369.0,418.0,2223,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35082.0,321256698.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,6139.0,319580865.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,53616309.0,2.0,,,,,,,,,,,,,,,,,, +87,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-03-19 09:13:10.000,2024-03-19 09:13:09,958.0,25.0,121,27.0,328.0,51.0,282.0,1560,2024-02-19 08:36:23.000,4.3.0,51.0,48.0,37,True,260615.0,259797.0,anyio,conda-forge/anyio,,,67881033.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,67607633.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,12576400.0,2.0,,,,,,,,,,,,,,,,,, +88,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-03-21 03:32:31.000,2024-03-21 03:32:24,607.0,37.0,197,26.0,624.0,8.0,128.0,1108,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,218215.0,210015.0,bcrypt,conda-forge/bcrypt,,,56164708.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8200.0,56057949.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4590641.0,3.0,,,,,,,,,,,,,,,,,, +89,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-03-19 01:17:11.000,2024-03-13 19:31:41,378.0,11.0,557,152.0,338.0,214.0,153.0,12636,2024-02-17 13:54:46.000,0.0.16,16.0,71.0,36,True,10747.0,10546.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1187258.0,https://pypi.org/project/sqlmodel,2024-02-17 13:54:46.000,201.0,1186393.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,26838.0,2.0,,,,,,,,,,,,,,,,,, +90,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-03-17 17:45:03.000,2023-12-10 09:31:47,395.0,,965,215.0,186.0,156.0,295.0,11425,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,34519.0,33035.0,schedule,conda-forge/schedule,,,2056588.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1484.0,2055235.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,51444.0,3.0,,,,,,,,,,,,,,,,,, +91,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-03-18 12:50:24.000,2024-03-02 19:39:49,2435.0,3.0,1223,231.0,481.0,156.0,1018.0,8179,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,36,True,12341.0,10380.0,supervisor,conda-forge/supervisor,,,1868609.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1961.0,1861558.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,289103.0,2.0,,,,,,,,,,,,,,,,,, +92,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-03-07 18:42:49.000,2018-08-27 18:02:16,447.0,,567,161.0,111.0,260.0,187.0,7894,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,126110.0,113616.0,docopt,conda-forge/docopt,,,11147472.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12494.0,11125961.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2043574.0,2.0,,,,,,,,,,,,,,,,,, +93,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-11 10:40:12.000,2023-12-16 21:30:31,835.0,,391,68.0,286.0,226.0,321.0,6007,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,27497.0,26162.0,pendulum,conda-forge/pendulum,,535.0,27016400.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1335.0,26995327.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,926997.0,2.0,,,,,,,,,,,,,,,,,, +94,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-03-21 10:53:46.000,2024-03-20 11:38:37,1048.0,8.0,840,430.0,407.0,155.0,1164.0,3752,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,36,True,11113.0,10121.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,3976267.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,992.0,3976155.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8458.0,2.0,,,,,,,,,,,,,,,,,, +95,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-02-13 17:00:15.000,2023-12-01 12:49:19,374.0,,233,47.0,143.0,110.0,140.0,3396,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,922539.0,900301.0,colorama,conda-forge/colorama,,,163953328.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22238.0,163651306.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,28692093.0,2.0,,,,,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-03-21 11:09:09.000,2024-03-16 18:29:42,2689.0,26.0,481,123.0,568.0,334.0,1519.0,2815,2024-03-16 10:00:03.000,0.30.16,161.0,65.0,36,True,31555.0,30908.0,xlwings,conda-forge/xlwings,,17403.0,201531.0,https://pypi.org/project/xlwings,2024-03-16 10:00:03.000,647.0,185501.0,https://anaconda.org/conda-forge/xlwings,2024-03-18 10:25:03.399,721722.0,1.0,,,,,,,,,,,,,,,,,, +97,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-03-05 11:29:54.000,2024-03-05 11:29:54,1516.0,5.0,457,134.0,571.0,318.0,378.0,2445,2023-11-17 10:47:56.000,1.2.0,30.0,138.0,36,True,28259.0,26940.0,dateparser,conda-forge/dateparser,,,6428586.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1319.0,6424139.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,200116.0,2.0,,,,,,,,,,,,,,,,,, +98,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-10 16:42:38.687,2024-02-08 15:35:16,1093.0,11.0,472,55.0,310.0,10.0,325.0,2388,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,36,True,165042.0,157775.0,mysqlclient,conda-forge/mysqlclient,,5278.0,5659427.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7267.0,5651804.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,332882.0,2.0,,,,,,,,,,,,,,,,,, +99,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,40.0,114.0,24.0,151.0,1966,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,335940.0,333556.0,pyrsistent,conda-forge/pyrsistent,,,44890090.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2384.0,44422230.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20585854.0,1.0,,,,,,,,,,,,,,,,,, +100,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331,66.0,124.0,20.0,179.0,1627,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,36,True,142261.0,121247.0,simplejson,conda-forge/simplejson,,6431.0,20730677.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21014.0,20662638.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3126765.0,2.0,,,,,,,,,,,,,,,,,, +101,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-03-19 14:40:29.000,2024-03-19 14:37:22,1449.0,56.0,165,33.0,180.0,69.0,239.0,1195,2024-02-20 03:42:47.000,3.0.3,41.0,74.0,36,True,2467.0,,jsonpickle,conda-forge/jsonpickle,,,12081176.0,https://pypi.org/project/jsonpickle,2024-02-20 03:42:47.000,2467.0,12034118.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1647039.0,2.0,,,,,,,,,,,,,,,,,, +102,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-03-12 16:36:21.000,2024-03-12 16:32:21,2101.0,34.0,146,21.0,166.0,59.0,445.0,1180,2024-02-27 16:49:52.000,24.3.1,193.0,120.0,36,True,4346.0,,keyring,conda-forge/keyring,,,53349338.0,https://pypi.org/project/keyring,2024-02-27 16:49:33.000,4346.0,53250896.0,https://anaconda.org/conda-forge/keyring,2024-02-28 14:26:42.764,4331461.0,3.0,,,,,,,,,,,,,,,,,, +103,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,13.0,36.0,32.0,55.0,305,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,36,True,1957926.0,1873996.0,pytz,conda-forge/pytz,,22.0,178878115.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83930.0,177631931.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,49846482.0,2.0,,,,,,,,,,,,,,,,,, +104,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-03-21 11:16:46.000,2024-03-20 03:13:49,15761.0,254.0,7233,737.0,5961.0,1759.0,3757.0,18161,2024-02-20 12:36:21.000,1.22.2,18.0,623.0,35,True,14.0,,micropython-_markupbase,,,74245.0,939.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +105,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,106.0,96.0,87.0,162.0,5350,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,True,69975.0,64195.0,xmltodict,conda-forge/xmltodict,,,45676721.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5780.0,45636005.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3705205.0,2.0,,,,,,,,,,,,,,,,,, +106,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-02-25 11:23:50.000,2024-02-25 08:36:53,1189.0,3.0,583,136.0,330.0,36.0,223.0,4508,2023-07-20 15:47:29.216,0.0.1,45.0,125.0,35,True,96353.0,95069.0,tablib,conda-forge/tablib,,,1981145.0,https://pypi.org/project/tablib,2023-07-20 15:47:29.216,1284.0,1980073.0,https://anaconda.org/conda-forge/tablib,2023-06-12 13:40:38.968,94413.0,2.0,,,,,,,,,,,,,,,,,, +107,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-03-01 10:13:15.000,2024-03-01 10:13:14,911.0,10.0,371,87.0,277.0,26.0,318.0,4222,2023-12-10 22:48:47.000,5.9.0,37.0,87.0,35,True,4574.0,,ujson,conda-forge/ujson,,,11440535.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4574.0,11338460.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4593394.0,3.0,,,,,,,,,,,,,,,,,, +108,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-03-13 08:52:51.000,2024-03-13 06:34:09,1636.0,15.0,456,87.0,113.0,9.0,171.0,3390,2024-03-13 07:14:30.000,8.13.32,241.0,30.0,35,True,1482.0,,phonenumbers,conda-forge/phonenumbers,,,6189003.0,https://pypi.org/project/phonenumbers,2024-03-13 07:14:30.000,1482.0,6163281.0,https://anaconda.org/conda-forge/phonenumbers,2024-03-13 08:52:51.000,874572.0,1.0,,,,,,,,,,,,,,,,,, +109,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-03-04 19:05:12.000,2024-02-27 16:47:01,514.0,9.0,583,124.0,230.0,61.0,989.0,2822,2024-02-05 17:00:57.000,5.1.0,64.0,57.0,35,False,57513.0,55254.0,pyodbc,conda-forge/pyodbc,,,26026157.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2259.0,25995403.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1260942.0,2.0,,,,,,,,,,,,,,,,,, +110,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-03-20 19:44:45.000,2024-03-20 19:44:45,1784.0,22.0,210,91.0,263.0,,,2309,2023-11-14 21:54:12.000,3.3.2,47.0,51.0,35,True,86060.0,84837.0,motor,conda-forge/motor,,,1685708.0,https://pypi.org/project/motor,2023-11-14 21:42:45.000,1223.0,1684134.0,https://anaconda.org/conda-forge/motor,2023-11-15 13:28:47.872,64562.0,2.0,,,,,,,,,,,,,,,,,, +111,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-03-16 05:30:04.000,2024-03-16 05:30:03,755.0,65.0,223,59.0,476.0,145.0,635.0,1528,2019-06-19 22:31:20.000,3.7.4,16.0,97.0,35,True,6075.0,,typing,conda-forge/typing,,,8655308.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6075.0,8624203.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2986096.0,2.0,,,,,,,,,,,,,,,,,, +112,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-03-08 12:57:39.927,2024-03-08 01:29:41,768.0,6.0,124,35.0,220.0,50.0,208.0,1347,2024-03-08 01:30:10.000,3.2.3,126.0,73.0,35,True,53135.0,50883.0,argcomplete,conda-forge/argcomplete,,345.0,28299139.0,https://pypi.org/project/argcomplete,2024-03-08 01:30:10.000,2252.0,28264695.0,https://anaconda.org/conda-forge/argcomplete,2024-03-08 12:57:39.927,1515447.0,2.0,,,,,,,,,,,,,,,,,, +113,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-03-21 08:46:59.000,2024-03-13 16:53:29,1905.0,41.0,247,44.0,961.0,275.0,409.0,1315,2024-03-06 19:27:15.000,2.17.1,75.0,98.0,35,True,3998.0,3468.0,zarr,conda-forge/zarr,,,648565.0,https://pypi.org/project/zarr,2024-03-06 19:27:15.000,530.0,582445.0,https://anaconda.org/conda-forge/zarr,2024-03-07 08:16:39.862,2909315.0,2.0,,,,,,,,,,,,,,,,,, +114,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-03-21 12:25:19.000,2024-03-21 12:25:18,4881.0,55.0,270,61.0,399.0,170.0,554.0,1262,2023-11-27 12:13:28.000,3.9.2,46.0,132.0,35,True,2647.0,,tables,conda-forge/pytables,,183.0,1292187.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2647.0,1134871.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6921836.0,2.0,,,,,,,,,,,,,,,,,, +115,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-03-18 16:20:08.000,2024-03-15 15:53:47,539.0,16.0,85,24.0,305.0,30.0,75.0,1208,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,35,True,20935.0,20660.0,cleo,conda-forge/cleo,,,31611701.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,275.0,31595360.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,669990.0,2.0,,,,,,,,,,,,python-poetry/cleo,,,,,, +116,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-03-21 02:02:39.000,2024-03-21 01:59:19,1387.0,3.0,317,33.0,332.0,196.0,239.0,1190,2023-05-02 07:31:50.000,0.41.1,214.0,120.0,35,True,30824.0,28648.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6489714.0,https://pypi.org/project/sqlalchemy-utils,2023-04-27 11:40:42.808,2176.0,6483575.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2023-06-16 13:25:00.101,552532.0,2.0,,,,,,,,,,,,,,,,,, +117,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-03-14 23:12:31.000,2024-03-14 23:12:30,1327.0,47.0,188,49.0,209.0,86.0,373.0,1185,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3687.0,3601.0,petl,conda-forge/petl,,,2502475.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,86.0,2497539.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,222149.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +118,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-03-20 02:26:45.000,2024-03-20 02:26:01,791.0,6.0,205,41.0,118.0,150.0,271.0,1143,2020-01-25 14:40:31.000,0.10.9,32.0,40.0,35,True,37905.0,37187.0,py4j,conda-forge/py4j,,,48925257.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,718.0,48868845.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5133504.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,, +119,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-03-19 13:28:34.302,2024-03-18 19:42:28,1035.0,9.0,262,19.0,407.0,132.0,324.0,802,2024-03-18 19:43:46.000,2024.3.1,69.0,137.0,35,True,17932.0,17141.0,s3fs,conda-forge/s3fs,,,264060772.0,https://pypi.org/project/s3fs,2024-03-18 19:43:46.000,791.0,263907078.0,https://anaconda.org/conda-forge/s3fs,2024-03-19 13:28:34.302,6608865.0,2.0,,,,,,,,,,,,,,,,,, +120,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-03-18 17:42:54.000,2024-03-18 17:42:53,299.0,14.0,92,16.0,201.0,13.0,93.0,658,2023-10-30 18:29:37.000,3.13.1,65.0,43.0,35,True,411859.0,408877.0,filelock,conda-forge/filelock,,,124075961.0,https://pypi.org/project/filelock,2023-10-30 18:29:37.000,2982.0,123707750.0,https://anaconda.org/conda-forge/filelock,2023-10-31 01:19:50.500,16937717.0,2.0,,,,,,,,,,,,tox-dev/filelock,,,,,, +121,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-01-26 22:08:21.000,2024-01-26 22:08:21,1605.0,1.0,1922,466.0,552.0,476.0,1310.0,14535,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,186.0,21.0,fabric,conda-forge/fabric,,,6409584.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,165.0,6407317.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,86182.0,3.0,,,,,,,,,,,,,,,,,, +122,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-03-19 14:56:01.000,2024-03-13 19:30:19,489.0,10.0,524,70.0,310.0,208.0,168.0,13286,2023-05-02 05:22:17.780,0.9.0,27.0,40.0,34,True,3030.0,21.0,typer,conda-forge/typer,,,20465149.0,https://pypi.org/project/typer,2023-05-02 05:22:17.780,3009.0,20465149.0,https://anaconda.org/conda-forge/typer,,,3.0,,,,,,,,,,,,,,,,,, +123,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-03-21 09:29:50.000,2024-03-21 09:29:48,37.0,37.0,1809,230.0,3080.0,720.0,2860.0,13061,2024-03-03 15:43:03.000,5.0.3,184.0,19.0,34,False,11639.0,11274.0,pysimplegui,conda-forge/pysimplegui,,,787087.0,https://pypi.org/project/pysimplegui,2024-03-03 15:43:03.000,365.0,784571.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,138394.0,2.0,,,,,,,,,,,,,,,,,, +124,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-03-15 02:50:52.000,2024-03-15 02:33:45,2807.0,28.0,643,149.0,504.0,272.0,1021.0,12040,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,34,True,2832.0,2775.0,dearpygui,,,,56220.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,57.0,56220.0,,,,2.0,,,,,,,,,,,,,,,,,, +125,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,4.0,542,134.0,236.0,7.0,466.0,6833,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,16965.0,14302.0,sh,conda-forge/sh,,,6648278.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2663.0,6643590.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,192216.0,3.0,,,,,,,,,,,,,,,,,, +126,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-03-18 16:57:26.000,2024-03-14 10:25:38,497.0,14.0,290,48.0,213.0,99.0,151.0,5831,2023-08-14 13:22:49.000,8.2.3,53.0,91.0,34,True,1848.0,,tenacity,conda-forge/tenacity,,,50630448.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1848.0,50483148.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,6039316.0,2.0,,,,,,,,,,,,,,,,,, +127,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-03-18 02:30:30.000,2024-02-11 15:15:42,498.0,57.0,318,23.0,138.0,24.0,133.0,3805,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,34,True,28258.0,27767.0,gdown,conda-forge/gdown,,,1683308.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,491.0,1677629.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,255578.0,2.0,,,,,,,,,,,,,,,,,, +128,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-03-09 02:12:24.000,2024-03-09 02:12:24,558.0,8.0,816,73.0,425.0,93.0,440.0,3730,2024-02-14 15:55:57.000,0.20.0,50.0,145.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,33214837.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,32878076.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15491041.0,2.0,,,,,,,,,,,,,,,,,, +129,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-03-20 17:06:42.000,2024-03-01 17:30:12,335.0,5.0,255,51.0,208.0,126.0,200.0,3675,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,22462.0,22339.0,databases,conda-forge/databases,,,457169.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,123.0,452310.0,https://anaconda.org/conda-forge/databases,2023-12-03 20:35:16.966,194394.0,2.0,,,,,,,,,,,,,,,,,, +130,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-03-20 15:46:23.000,2024-03-20 15:46:22,755.0,26.0,285,34.0,529.0,112.0,385.0,3484,2024-03-18 20:33:02.000,3.2.5,87.0,123.0,34,True,8410.0,8099.0,dynaconf,conda-forge/dynaconf,,,2922081.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,311.0,2920396.0,https://anaconda.org/conda-forge/dynaconf,2023-11-02 16:13:32.188,69099.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +131,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,192,34.0,53.0,25.0,166.0,3199,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2286.0,,sortedcontainers,conda-forge/sortedcontainers,,,45867749.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2286.0,45737376.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,11994323.0,1.0,,,,,,,,,,,,,,,,,, +132,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-03-21 09:05:00.000,2024-03-21 09:04:59,1069.0,46.0,373,48.0,395.0,62.0,324.0,3065,2024-03-21 09:00:53.000,7.0.3,60.0,117.0,34,True,648.0,,smart-open,conda-forge/smart_open,,,22791166.0,https://pypi.org/project/smart-open,2024-03-21 09:00:52.000,648.0,22738835.0,https://anaconda.org/conda-forge/smart_open,2024-03-21 06:41:49.166,2302588.0,2.0,,,,,,,,,,,,piskvorky/smart_open,,,,,, +133,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,,185,51.0,325.0,127.0,225.0,2740,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6505.0,6023.0,plumbum,conda-forge/plumbum,,,4041464.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,482.0,4030003.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,997114.0,3.0,,,,,,,,,,,,,,,,,, +134,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-03-20 16:40:57.000,2024-03-18 10:53:52,1447.0,12.0,214,45.0,1228.0,66.0,569.0,2702,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,4085.0,4033.0,docarray,conda-forge/docarray,,,83519.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,78572.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,128625.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,, +135,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,313,48.0,111.0,18.0,188.0,2502,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,57861.0,54473.0,python-magic,conda-forge/python-magic,,,8851015.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3388.0,8845081.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,243310.0,2.0,,,,,,,,,,,,,,,,,, +136,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-03-13 21:37:30.000,2023-12-10 17:09:47,1032.0,,275,36.0,375.0,206.0,258.0,2347,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,34,True,19078.0,18964.0,pypika,conda-forge/pypika,,,2607418.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,114.0,2607055.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,10534.0,2.0,,,,,,,,,,,,,,,,,, +137,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-03-15 09:38:01.000,2024-03-15 09:38:01,853.0,21.0,204,60.0,108.0,63.0,364.0,2129,2024-01-26 13:04:44.000,2.9.0,53.0,74.0,34,True,3253.0,,numexpr,conda-forge/numexpr,,600.0,6245359.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3253.0,6073238.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7745198.0,2.0,,,,,,,,,,,,,,,,,, +138,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-03-09 11:27:50.000,2023-11-10 08:22:03,735.0,,221,45.0,71.0,50.0,142.0,1959,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,34,True,11971.0,,wrapt,conda-forge/wrapt,,,124513244.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11971.0,124169652.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,14087285.0,2.0,,,,,,,,,,,,,,,,,, +139,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-03-12 20:06:27.000,2023-11-14 07:16:07,1076.0,,213,27.0,171.0,66.0,219.0,1874,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10572.0,9681.0,deepdiff,conda-forge/deepdiff,,,8518693.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,891.0,8509831.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,398801.0,1.0,,,,,,,,,,,,,,,,,, +140,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-03-01 12:34:50.000,2024-03-01 11:35:28,871.0,3.0,222,48.0,294.0,13.0,279.0,1830,2024-03-01 12:34:50.000,1.0.8,24.0,78.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1279.0,67401718.0,https://pypi.org/project/msgpack,2024-03-01 12:34:50.000,2448.0,67032234.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15148155.0,3.0,,,,,,,,,,,,,,,,,, +141,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-01-31 15:09:01.023,2024-01-31 12:53:43,507.0,10.0,267,26.0,120.0,14.0,148.0,1804,2024-01-31 12:58:25.000,2.10.1,45.0,66.0,34,True,69236.0,67688.0,emoji,conda-forge/emoji,,,3028889.0,https://pypi.org/project/emoji,2024-01-31 12:58:25.000,1548.0,3027309.0,https://anaconda.org/conda-forge/emoji,2024-01-31 15:09:01.023,67962.0,1.0,,,,,,,,,,,,,,,,,, +142,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-03-18 12:58:47.000,2024-03-18 12:58:46,1434.0,64.0,156,21.0,955.0,68.0,386.0,1592,2024-01-16 15:40:08.000,9.1.1,60.0,72.0,34,True,953.0,892.0,copier,,,,222200.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,61.0,222200.0,,,,2.0,,,,,,,,,,,,,,,,,, +143,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,,164,30.0,283.0,88.0,166.0,1557,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,34,True,3014.0,,cloudpickle,conda-forge/cloudpickle,,27.0,41478621.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,3014.0,41113792.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,16052492.0,3.0,,,,,,,,,,,,,,,,,, +144,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,5.0,148,35.0,78.0,1.0,71.0,1438,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,82447.0,79476.0,python-slugify,conda-forge/python-slugify,,,19507253.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2971.0,19462789.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,1956424.0,1.0,,,,,,,,,,,,,,,,,, +145,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-03-19 15:07:13.000,2024-03-19 14:08:34,731.0,27.0,130,23.0,301.0,52.0,133.0,1129,2024-01-24 13:45:14.000,1.4.0,22.0,53.0,34,True,10623.0,,pluggy,conda-forge/pluggy,,,123187236.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10623.0,122586227.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24641379.0,2.0,,,,,,,,,,,,,,,,,, +146,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,105,24.0,58.0,13.0,93.0,807,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,568819.0,544331.0,decorator,conda-forge/decorator,,,90433367.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24488.0,90149888.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,26080145.0,2.0,,,,,,,,,,,,,,,,,, +147,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-03-20 01:57:07.000,2024-03-04 03:26:18,1174.0,16.0,300,31.0,854.0,7.0,541.0,748,2024-03-02 23:49:53.000,7.2.5,112.0,131.0,34,True,7338.0,6832.0,minio,conda-forge/minio,,,2280138.0,https://pypi.org/project/minio,2024-03-02 23:48:43.000,506.0,2276445.0,https://anaconda.org/conda-forge/minio,2024-03-03 01:37:46.696,158829.0,2.0,,,,,,,,,,,,,,,,,, +148,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-03-19 21:26:04.000,2024-03-15 23:20:41,1351.0,191.0,95,20.0,813.0,16.0,133.0,386,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,34,True,3458.0,,multidict,conda-forge/multidict,,6457.0,104057719.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3458.0,103770195.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11785638.0,1.0,,,,,,,,,,,,,,,,,, +149,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2023-11-29 19:48:49.652,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2023-11-20 20:52:56.000,0.5.1,39.0,16.0,34,False,491874.0,476717.0,pyasn1,conda-forge/pyasn1,,,182197088.0,https://pypi.org/project/pyasn1,2023-11-20 20:52:56.000,15157.0,179878179.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,13913454.0,3.0,,,,,,,,,,,,,,,,,, +150,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-03-15 10:11:00.171,2024-03-14 18:07:20,610.0,6.0,128,20.0,240.0,50.0,36.0,196,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,34,True,281639.0,277247.0,s3transfer,conda-forge/s3transfer,,,318760568.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,4392.0,318327389.0,https://anaconda.org/conda-forge/s3transfer,2024-03-15 10:11:00.171,17760340.0,2.0,,,,,,,,,,,,,,,,,, +151,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-03-12 20:38:39.000,2024-01-05 14:42:12,533.0,1.0,2226,388.0,478.0,360.0,188.0,34540,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1428.0,1388.0,diagrams,conda-forge/diagrams,,,170613.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,40.0,166770.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,176816.0,3.0,,,,,,,,,,,,,,,,,, +152,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-03-18 19:50:50.000,2024-03-05 23:52:25,1877.0,7.0,616,123.0,1300.0,260.0,1105.0,8069,2023-02-23 18:30:37.000,1.3.2,22.0,117.0,33,True,21395.0,21386.0,hydra,conda-forge/hydra-core,,,28235.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,9623.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,912011.0,2.0,,,,,,,,,,,,,,,,,, +153,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-03-21 12:53:06.000,2024-03-20 21:34:36,8841.0,178.0,577,87.0,2317.0,54.0,392.0,7598,2024-03-20 21:13:18.000,3.8.27,100.0,129.0,33,True,2709.0,2709.0,hub,,,,4005.0,https://pypi.org/project/hub,,,4005.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,, +154,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-02-03 19:08:30.000,2024-01-15 07:50:50,1535.0,1.0,348,142.0,204.0,66.0,106.0,6393,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,33,True,7063.0,6618.0,boltons,conda-forge/boltons,,25.0,4067629.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,445.0,3973168.0,https://anaconda.org/conda-forge/boltons,2023-12-21 10:34:46.923,4250773.0,2.0,,,,,,,,,,,,,,,,,, +155,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-02-23 21:54:45.000,2024-02-23 21:54:43,1931.0,17.0,598,131.0,332.0,29.0,871.0,5787,2024-02-13 20:38:55.000,1.4.0,40.0,107.0,33,True,1965.0,1593.0,csvkit,conda-forge/csvkit,,,212265.0,https://pypi.org/project/csvkit,2024-02-13 20:38:55.000,372.0,209165.0,https://anaconda.org/conda-forge/csvkit,2024-02-14 01:14:39.007,105428.0,2.0,,,,,,,,,,,,,,,,,, +156,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-03-21 13:39:58.000,2024-03-21 08:18:19,6382.0,242.0,387,40.0,2262.0,60.0,237.0,3590,2024-03-21 09:54:47.000,0.56.0,131.0,90.0,33,True,444.0,442.0,zenml,,,1.0,27477.0,https://pypi.org/project/zenml,2024-03-21 09:36:53.000,2.0,27477.0,,,,2.0,,,,,,,,,,,,,,,,,, +157,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,16.0,334.0,3101,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16907.0,15749.0,cerberus,conda-forge/cerberus,,,5729389.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1158.0,5715815.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,366500.0,2.0,,,,,,,,,,,,,,,,,, +158,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,140.0,454.0,143.0,402.0,2799,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,23932.0,23068.0,pandas-datareader,conda-forge/pandas-datareader,,,442531.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,864.0,438347.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,347291.0,2.0,,,,,,,,,,,,,,,,,, +159,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2127,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,221863.0,213233.0,xlrd,conda-forge/xlrd,,,21962748.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8630.0,21918868.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3685943.0,2.0,,,,,,,,,,,,,,,,,, +160,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,88.0,2046,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,True,7090.0,,jmespath,conda-forge/jmespath,,,174824294.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7090.0,174631352.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17750718.0,3.0,,,,,,,,,,,,,,,,,, +161,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-03-14 16:26:42.000,2024-02-26 20:19:32,296.0,8.0,155,27.0,65.0,15.0,231.0,2039,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,33,True,3687.0,,cachetools,conda-forge/cachetools,,,126117508.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,3687.0,125882040.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,10831535.0,1.0,,,,,,,,,,,,,,,,,, +162,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,5.0,213,36.0,261.0,38.0,211.0,1798,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,33,True,16913.0,15490.0,voluptuous,conda-forge/voluptuous,,,3093164.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1423.0,3084482.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,347303.0,2.0,,,,,,,,,,,,,,,,,, +163,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-03-20 14:11:37.399,2024-03-19 17:44:21,6043.0,4.0,533,78.0,1118.0,13.0,,1371,2024-03-20 04:16:56.000,3.29.1,77.0,198.0,33,True,7218.0,6507.0,cassandra-driver,conda-forge/cassandra-driver,,,1646570.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,711.0,1641985.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,197169.0,3.0,,,,,,,,,,,,,,,,,, +164,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-03-20 13:22:40.161,2024-03-20 05:27:24,371.0,25.0,144,14.0,174.0,20.0,143.0,892,2024-03-20 05:38:14.000,0.23.2,45.0,52.0,33,True,110804.0,108923.0,validators,conda-forge/validators,,21.0,8486681.0,https://pypi.org/project/validators,2024-03-20 05:32:49.000,1881.0,8473660.0,https://anaconda.org/conda-forge/validators,2024-03-20 13:22:40.161,572908.0,2.0,,,,,,,,,,,,python-validators/validators,,,2.0,,, +165,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-03-08 10:22:39.000,2024-03-08 10:22:38,1530.0,18.0,213,97.0,769.0,2.0,236.0,855,2024-02-29 11:06:31.000,5.18.0,133.0,43.0,33,True,8756.0,8530.0,neo4j-driver,conda-forge/neo4j-python-driver,,,141166.0,https://pypi.org/project/neo4j-driver,2024-02-29 10:58:19.000,226.0,136703.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-02-29 13:15:31.904,200876.0,3.0,,,,,,,,,,,,,,,,,, +166,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-03-18 17:10:07.000,2024-03-13 18:03:50,399.0,16.0,118,62.0,407.0,35.0,304.0,413,2024-03-07 17:11:22.000,0.22.0,46.0,50.0,33,True,9888.0,9551.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,10771632.0,https://pypi.org/project/pandas-gbq,2024-03-07 17:11:22.000,337.0,10725848.0,https://anaconda.org/conda-forge/pandas-gbq,2024-02-06 16:32:39.078,1876995.0,3.0,,,,,,,,,,,,,,,,,, +167,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-02-16 04:55:31.000,2024-02-14 20:05:06,355.0,8.0,55,13.0,71.0,12.0,39.0,373,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,533892.0,520270.0,wcwidth,conda-forge/wcwidth,,,64266604.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13622.0,64266604.0,https://anaconda.org/conda-forge/wcwidth,,,3.0,,,,,,,,,,,,,,,,,, +168,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-03-21 04:57:15.000,2023-11-03 12:31:26,810.0,,131,23.0,96.0,53.0,140.0,313,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,115503.0,108398.0,asn1crypto,conda-forge/asn1crypto,,,75860538.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7105.0,75756771.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8405187.0,3.0,,,,,,,,,,,,,,,,,, +169,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,107.0,160.0,17.0,292.0,6452,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13765.0,12818.0,tinydb,conda-forge/tinydb,,,600615.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,947.0,596564.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,376759.0,2.0,,,,,,,,,,,,,,,,,, +170,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-03-18 11:25:52.000,2024-02-13 12:48:28,1194.0,3.0,340,43.0,497.0,502.0,508.0,4169,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7444.0,7340.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,141637.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,141126.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16865.0,3.0,,,,,,,,,,,,,,,,,, +171,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-03-21 05:58:16.000,2024-03-17 23:59:36,8334.0,471.0,679,83.0,1409.0,152.0,696.0,4073,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,41.0,3.0,toga,,,2731.0,3338.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,3169.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,9.0,,,,,,,,,,,,, +172,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312,53.0,206.0,209.0,359.0,3541,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3135.0,3008.0,dependency-injector,conda-forge/dependency_injector,,,1229359.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1228060.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,38970.0,2.0,,,,,,,,,,,,,,,,,, +173,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,349,306.0,1630.0,112.0,486.0,3312,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,350.0,333.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1548537.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1542861.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,328290.0,2.0,,,,,,,,,,,,,,,,,, +174,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-03-20 18:07:29.000,2024-03-19 01:15:29,665.0,40.0,252,20.0,650.0,304.0,431.0,2914,2024-03-11 19:19:58.000,0.18.3,83.0,117.0,32,True,1526.0,1414.0,pandera,conda-forge/pandera-core,['pandas'],,2086258.0,https://pypi.org/project/pandera,2024-03-15 05:22:11.000,112.0,2085430.0,https://anaconda.org/conda-forge/pandera-core,2024-03-12 03:10:31.266,33964.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,, +175,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-01-06 17:58:42.000,2024-01-06 17:58:42,429.0,3.0,200,57.0,154.0,95.0,75.0,2827,2021-12-01 20:51:57.000,0.7.5,25.0,67.0,32,True,9445.0,8492.0,schema,conda-forge/schema,,,16766374.0,https://pypi.org/project/schema,2021-12-01 20:49:21.000,953.0,16763820.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,143076.0,2.0,,,,,,,,,,,,,,,,,, +176,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-03-09 11:54:29.000,2024-03-09 11:54:25,3968.0,110.0,320,36.0,342.0,148.0,557.0,2578,2024-02-25 20:40:20.000,2.9.2,214.0,106.0,32,True,115.0,103.0,pyinfra,,,,60762.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,12.0,60762.0,,,,3.0,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +177,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,66.0,2516,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,137869.0,135589.0,aiofiles,conda-forge/aiofiles,,,13200552.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2280.0,13176501.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,986117.0,2.0,,,,,,,,,,,,,,,,,, +178,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-02-16 07:09:48.000,2024-02-16 07:09:47,836.0,7.0,429,40.0,639.0,277.0,371.0,2365,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1801.0,1640.0,pynamodb,conda-forge/pynamodb,,,2004756.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,1992766.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,515605.0,3.0,,,,,,,,,,,,,,,,,, +179,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2056,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39563.0,6.0,chardet,conda-forge/chardet,,,64334913.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39553.0,63795739.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22642567.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,66.0,,,,,,,,,,,,, +180,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-02-26 17:44:42.000,2023-12-03 10:50:26,9954.0,,925,85.0,1791.0,92.0,124.0,2000,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,32,True,864.0,,apache-libcloud,,,,271226.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,864.0,271226.0,,,,3.0,,,,,,,,,,,,,,,7.0,,, +181,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-03-20 18:52:27.000,2024-02-29 16:59:55,1064.0,8.0,94,18.0,586.0,103.0,448.0,1755,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,27311.0,26794.0,omegaconf,conda-forge/omegaconf,,,8767221.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,517.0,8741357.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1293232.0,3.0,,,,,,,,,,,,,,,,,, +182,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,216,47.0,180.0,58.0,337.0,1478,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2486.0,2387.0,pygsheets,,,,1838822.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1838822.0,,,,3.0,,,,,,,,,,,,,,,,,, +183,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-03-16 00:54:54.000,2024-03-16 00:54:43,692.0,43.0,63,16.0,246.0,1.0,59.0,1388,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,32,True,23796.0,23260.0,bidict,conda-forge/bidict,,38.0,2325990.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,536.0,2317204.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,386614.0,2.0,,,,,,,,,,,,,,,,,, +184,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1176,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7118.0,6781.0,sshtunnel,conda-forge/sshtunnel,,,9206256.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,337.0,9204722.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,138140.0,3.0,,,,,,,,,,,,,,,,,, +185,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1021,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,292471.0,277182.0,appdirs,conda-forge/appdirs,,,29199053.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15289.0,29093854.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10099180.0,2.0,,,,,,,,,,,,,,,,,, +186,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-02-26 20:39:40.596,2024-02-25 00:15:02,1274.0,1.0,104,32.0,208.0,49.0,194.0,990,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,48174.0,46489.0,Bottleneck,conda-forge/bottleneck,,,1072814.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1685.0,976966.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,3929801.0,2.0,,,,,,,,,,,,,,,,,, +187,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-03-19 23:06:10.283,2024-03-19 18:37:54,2164.0,59.0,138,42.0,429.0,103.0,262.0,976,2024-03-19 18:17:26.000,2.0.4,34.0,86.0,32,True,2244.0,2111.0,intake,conda-forge/intake,,,77495.0,https://pypi.org/project/intake,2024-03-19 18:17:26.000,133.0,65274.0,https://anaconda.org/conda-forge/intake,2024-03-19 23:06:10.283,549948.0,2.0,,,,,,,,,,,,,,,,,, +188,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,,125,24.0,71.0,25.0,162.0,898,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,19047.0,18691.0,anytree,conda-forge/anytree,,,1263883.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,356.0,1263080.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,37744.0,2.0,,,,,,,,,,,,,,,,,, +189,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-03-21 13:08:03.000,2024-03-21 13:06:54,923.0,60.0,41,12.0,60.0,,243.0,56,2024-03-19 16:22:22.000,6.3.2,72.0,42.0,32,False,1883.0,,importlib-resources,conda-forge/importlib_resources,,,86553133.0,https://pypi.org/project/importlib-resources,2024-03-19 16:22:12.000,1883.0,86148106.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-20 12:14:07.729,18631271.0,2.0,,,,,,,,,,,,,,,,,, +190,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-03-14 21:19:47.000,2024-03-14 21:19:45,726.0,31.0,42,4.0,42.0,4.0,68.0,48,2024-03-14 21:09:12.000,3.18.1,51.0,25.0,32,False,4351.0,,zipp,conda-forge/zipp,,,203935009.0,https://pypi.org/project/zipp,2024-03-14 21:09:02.000,4351.0,203076368.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,36062929.0,2.0,,,,,,,,,,,,,,,,,, +191,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,283.0,300.0,164.0,464.0,20254,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,31,False,981.0,889.0,gooey,conda-forge/gooey,,606.0,8449.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,7163.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,74002.0,3.0,,,,,,,,,,,,,,,,,, +192,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-02-22 20:52:06.000,2023-03-04 17:45:05,299.0,,565,131.0,193.0,187.0,346.0,6120,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,7117.0,7031.0,eel,,,,70907.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,70907.0,,,,3.0,,,,,,,,,,,,python-eel/Eel,,,,,, +193,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,6.0,856,168.0,745.0,17.0,962.0,5685,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,502.0,488.0,snorkel,conda-forge/snorkel,,1073.0,49992.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,14.0,48660.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,47542.0,3.0,,,,,,,,,,,,,,,,,, +194,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-03-14 18:35:20.000,2023-01-31 21:17:34,775.0,,420,79.0,71.0,375.0,195.0,3651,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,False,16285.0,15731.0,keyboard,conda-forge/keyboard,,,378899.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,554.0,378115.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,25877.0,3.0,,,,,,,,,,,,,,,,,, +195,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-03-19 15:10:08.000,2024-03-19 15:10:07,1783.0,54.0,106,45.0,1394.0,66.0,354.0,3221,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,587.0,528.0,returns,conda-forge/returns,,,212239.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,211989.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8521.0,3.0,,,,,,,,,,,,,,,,,, +196,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3182,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10032.0,9214.0,blaze,conda-forge/blaze,,,37653.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,35090.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202535.0,3.0,,,,,,,,,,,,,,,,,, +197,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,28.0,76.0,4.0,90.0,2657,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,128538.0,125098.0,python-decouple,conda-forge/python-decouple,,12.0,3032777.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3440.0,3031775.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,78171.0,3.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +198,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-12 15:45:22.000,2024-03-12 15:44:40,236.0,4.0,280,48.0,76.0,50.0,115.0,2295,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,31,True,1207.0,1139.0,datasketch,,,21.0,1800033.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,68.0,1800033.0,,,,3.0,,,,,,,,,,,,,,,,,, +199,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-03-21 11:55:18.000,2024-03-15 16:33:25,1523.0,51.0,272,42.0,697.0,157.0,955.0,2072,2024-02-15 18:12:07.000,1.10.0,122.0,46.0,31,False,382.0,364.0,sdv,conda-forge/sdv,,,49548.0,https://pypi.org/project/sdv,2024-02-15 18:02:21.000,18.0,48934.0,https://anaconda.org/conda-forge/sdv,2024-02-16 03:46:50.208,16604.0,3.0,,,,,,,,,,,,,,,,,, +200,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,96.0,402.0,167.0,379.0,1677,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9425.0,8157.0,influxdb,conda-forge/influxdb,,,2052187.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1268.0,2049237.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,138678.0,3.0,,,,,,,,,,,,,,,,,, +201,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2114.0,,humanize,conda-forge/humanize,,,7592338.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2114.0,7580822.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,518233.0,2.0,,,,,,,,,,,,,,,,,, +202,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-03-11 10:42:57.000,2024-01-12 09:43:33,550.0,14.0,80,23.0,233.0,36.0,99.0,1384,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,31,True,12100.0,11682.0,questionary,conda-forge/questionary,,,1627560.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1625836.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,67274.0,3.0,,,,,,,,,,,,,,,,,, +203,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-03-19 02:16:57.346,2024-01-26 18:48:28,2257.0,40.0,432,,,,,1322,2023-06-21 16:43:02.350,0.27.1,73.0,225.0,31,True,468.0,,holidays,conda-forge/holidays,,,7047019.0,https://pypi.org/project/holidays,2024-03-18 17:40:34.000,468.0,6961043.0,https://anaconda.org/conda-forge/holidays,2024-03-19 02:16:57.346,3782959.0,3.0,,,,,,,,,,,,,,,,,, +204,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-02-19 08:58:32.000,2023-06-25 23:23:50,1269.0,,256,19.0,214.0,31.0,302.0,895,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,6171.0,5845.0,fastcore,conda-forge/fastcore,,,1394580.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,1392039.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,68626.0,3.0,,,,,,,,,,,,,,,,,, +205,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,32.0,613.0,878,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8510.0,8148.0,cx-Oracle,conda-forge/cx_oracle,,,3648865.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3636759.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,532664.0,3.0,,,,,,,,,,,,,,,,,, +206,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,11.0,116.0,22.0,107.0,467,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7232.0,,rsa,conda-forge/rsa,,,178978260.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7232.0,178832473.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13412443.0,3.0,,,,,,,,,,,,,,,,,, +207,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-03-21 13:29:05.000,2024-03-21 10:24:05,884.0,14.0,66,18.0,486.0,149.0,291.0,387,2024-01-17 14:53:01.000,2.0.2,92.0,36.0,31,True,10437.0,10277.0,param,conda-forge/param,,,686707.0,https://pypi.org/project/param,2024-03-13 11:50:09.000,160.0,650120.0,https://anaconda.org/conda-forge/param,2024-01-17 16:15:17.460,1500070.0,3.0,,,,,,,,,,,,,,,,,, +208,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,60,7.0,76.0,2.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,161272.0,157345.0,tzlocal,conda-forge/tzlocal,,,47591335.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3927.0,47508472.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2568755.0,3.0,,,,,,,,,,,,,,,,,, +209,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-03-20 23:45:58.000,2024-03-20 23:43:45,802.0,15.0,51,49.0,727.0,45.0,187.0,59,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3468.0,3450.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,4866217.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,18.0,4863376.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,105153.0,3.0,,,,,,,,,,,,,,,,,, +210,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-03-05 08:12:30.000,2023-07-21 10:40:58,3636.0,,592,146.0,970.0,500.0,775.0,8155,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,731.0,697.0,vaex,conda-forge/vaex,,280.0,24334.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,34.0,22316.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,179507.0,3.0,,,,,,,,,,,,,,,,,, +211,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,94.0,186.0,18.0,429.0,5296,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3659.0,3381.0,transitions,conda-forge/transitions,,,638781.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,278.0,628212.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,602463.0,1.0,,,,,,,,,,,,,,,,,, +212,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,221.0,90.0,243.0,43.0,5188,,,41.0,28.0,30,False,8954.0,8126.0,pdfminer,conda-forge/pdfminer,,,210593.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,828.0,210192.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36574.0,3.0,,,,,,,,,,,,,,,,,, +213,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,5.0,359,85.0,176.0,,610.0,4851,2023-09-22 15:18:12.000,2.5.0,48.0,67.0,30,True,1430.0,1430.0,huey,conda-forge/huey,,,97484.0,https://pypi.org/project/huey,,,97013.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33444.0,2.0,,,,,,,,,,,,,,,,,, +214,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,262.0,4708,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4296.0,3712.0,dataset,conda-forge/dataset,,,118255.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,584.0,118032.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8043.0,3.0,,,,,,,,,,,,,,,,,, +215,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,,243,65.0,89.0,23.0,273.0,3512,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,30,True,1096.0,975.0,asciimatics,conda-forge/asciimatics,,,28230.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,121.0,24661.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,146357.0,3.0,,,,,,,,,,,,,,,,,, +216,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-03-15 17:41:17.000,2023-09-25 09:31:59,4024.0,,238,88.0,81.0,316.0,332.0,3499,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,30,True,367.0,,pony,conda-forge/pony,,92.0,156726.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,367.0,154272.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98199.0,3.0,,,,,,,,,,,,,,,-2.0,,, +217,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-03-18 14:34:22.000,2024-02-01 18:17:41,1177.0,18.0,590,174.0,468.0,96.0,477.0,3021,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,275.0,242.0,arctic,conda-forge/arctic,,210.0,5033.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,3613.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31209.0,3.0,,,,,,,,,,,,,,,,,, +218,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,569,110.0,921.0,206.0,1093.0,2609,,,13.0,145.0,30,False,1422.0,1422.0,mrjob,conda-forge/mrjob,,,109015.0,https://pypi.org/project/mrjob,,,103229.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,520765.0,2.0,,,,,,,,,,,,,,,,,, +219,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2569,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1984.0,1597.0,schematics,conda-forge/schematics,,,303429.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,302963.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26120.0,3.0,,,,,,,,,,,,,,,,,, +220,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-03-20 19:16:39.000,2024-03-20 01:12:37,855.0,42.0,116,32.0,1079.0,15.0,403.0,2523,2024-03-20 00:29:07.000,1.3.27,322.0,32.0,30,True,249.0,243.0,whylogs,,,46.0,234891.0,https://pypi.org/project/whylogs,2024-03-20 00:29:07.000,6.0,234889.0,,,,2.0,,,,,,,,,,,,,,,,,, +221,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-03-19 18:23:16.000,2024-03-19 18:21:26,648.0,29.0,141,22.0,546.0,38.0,254.0,1008,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2249.0,2112.0,aiocache,,,16.0,587167.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,137.0,587167.0,,,,2.0,,,,,,,,,,,,,,,,,, +222,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-02-23 21:13:04.000,2024-02-23 21:13:03,987.0,15.0,99,22.0,94.0,31.0,83.0,910,2023-07-04 14:19:04.678,7.0.0,49.0,54.0,30,True,1054.0,,inflect,conda-forge/inflect,,,5144154.0,https://pypi.org/project/inflect,2023-07-04 14:19:04.678,1054.0,5136115.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,361789.0,3.0,,,,,,,,,,,,,,,,,, +223,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 13:27:31.000,2024-03-21 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,878,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,30,True,2721.0,2594.0,pyahocorasick,conda-forge/pyahocorasick,,,800181.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,127.0,795064.0,https://anaconda.org/conda-forge/pyahocorasick,2023-09-26 08:23:48.539,209822.0,3.0,,,,,,,,,,,,,,,3.0,,, +224,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49,17.0,76.0,1.0,92.0,851,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,28649.0,27304.0,natsort,conda-forge/natsort,,,4718826.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1345.0,4680360.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1538646.0,3.0,,,,,,,,,,,,,,,,,, +225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-03-15 11:52:49.000,2020-10-21 17:48:31,219.0,,77,16.0,280.0,46.0,25.0,681,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47160.0,45015.0,cached-property,conda-forge/cached-property,,,15254661.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2145.0,15147876.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,8969982.0,2.0,,,,,,,,,,,,,,,,,, +226,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-03-19 06:42:33.000,2024-03-19 06:42:32,574.0,15.0,358,36.0,308.0,27.0,125.0,658,2020-04-17 20:27:24.000,3.9.0,37.0,71.0,30,True,4619.0,3337.0,pysolr,conda-forge/pysolr,,,309437.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1282.0,309177.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,22138.0,3.0,,,,,,,,,,,,,,,,,, +227,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,68,23.0,49.0,6.0,90.0,523,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17492.0,15302.0,scandir,conda-forge/scandir,,,3456221.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,3422677.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1375314.0,3.0,,,,,,,,,,,,,,,,,, +228,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-03-09 07:10:16.000,2024-02-05 23:03:25,958.0,4.0,4562,634.0,756.0,203.0,100.0,23452,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,117.0,101.0,algorithms,conda-forge/algorithms,,,2027.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1969.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2035.0,3.0,,,,,,,,,,,,,,,,,, +229,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7065,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1328.0,1146.0,records,conda-forge/records,,,238556.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,182.0,238256.0,https://anaconda.org/conda-forge/records,2023-06-16 13:22:55.397,24955.0,3.0,,,,,,,,,,,,,,,,,, +230,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6671,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1869.0,1839.0,faust,,,,17594.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,17594.0,,,,3.0,,,,,,,,,,,,,,,,,, +231,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3448,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,9586.0,9097.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11487745.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,489.0,11467493.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,830372.0,3.0,,,,,,,,,,,,,,,,,, +232,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-02-20 18:10:39.000,2024-02-20 18:10:39,3054.0,8.0,225,29.0,295.0,99.0,762.0,3355,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,132.0,125.0,ploomber,conda-forge/ploomber,,,8123.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,5598.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,83336.0,3.0,,,,,,,,,,,,,,,,,, +233,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-02-20 18:13:35.000,2024-02-01 14:47:54,992.0,1.0,141,71.0,70.0,9.0,72.0,3242,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,29,True,11077.0,10425.0,funcy,conda-forge/funcy,,,1518316.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,652.0,1513513.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,413118.0,3.0,,,,,,,,,,,,,,,,,, +234,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127,57.0,73.0,15.0,64.0,2421,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9242.0,8829.0,addict,conda-forge/addict,,21.0,3142321.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,413.0,3137635.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,431127.0,2.0,,,,,,,,,,,,,,,,,, +235,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,42.0,218.0,108.0,274.0,1939,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,634.0,,fs,conda-forge/fs,,,2501786.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,634.0,2492711.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,707915.0,3.0,,,,,,,,,,,,,,,,,, +236,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,1.0,59,22.0,110.0,113.0,78.0,1815,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,29,True,1567.0,1437.0,glom,conda-forge/glom,,,2064396.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,2063695.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,30168.0,2.0,,,,,,,,,,,,,,,,,, +237,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,308,69.0,401.0,104.0,367.0,1493,2023-11-14 16:59:33.000,0.23.1,13.0,85.0,29,True,223.0,223.0,mleap,conda-forge/mleap,,,188502.0,https://pypi.org/project/mleap,,,186788.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,78883.0,3.0,,,,,,,,,,,,,,,,,, +238,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-03-18 17:14:13.000,2024-03-18 17:14:12,862.0,40.0,48,12.0,280.0,9.0,93.0,1388,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1648.0,1606.0,python-benedict,conda-forge/python-benedict,,,611740.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,607971.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,150767.0,2.0,,,,,,,,,,,,,,,,,, +239,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-03-20 16:58:24.000,2024-03-19 23:39:47,1755.0,23.0,84,15.0,448.0,119.0,251.0,1239,2024-03-13 01:14:35.000,1.4.2,254.0,43.0,29,True,348.0,337.0,piccolo,,,,20776.0,https://pypi.org/project/piccolo,2024-03-13 01:14:35.000,11.0,20776.0,,,,3.0,,,,,,,,,,,,,,,,,, +240,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1114,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5033.0,4793.0,sqlitedict,conda-forge/sqlitedict,,,503872.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,240.0,501440.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,102149.0,2.0,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +241,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2122.0,1901.0,redis-py-cluster,,,4146.0,2017257.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,2017220.0,,,,3.0,,,,,,,,,,,,,,,,,, +242,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-02-07 23:42:24.000,2024-02-07 23:42:23,1257.0,19.0,145,39.0,84.0,3.0,133.0,1084,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,158.0,,path,conda-forge/path,,,1615885.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,158.0,1604946.0,https://anaconda.org/conda-forge/path,2024-02-04 17:21:07.741,503198.0,3.0,,,,,,,,,,,,,,,,,, +243,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-02-27 09:03:46.232,2024-02-27 02:45:34,195.0,9.0,147,26.0,46.0,11.0,82.0,989,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,29,True,479.0,,email-validator,conda-forge/email-validator,,,12246396.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,12242917.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,153105.0,3.0,,,,,,,,,,,,,,,,,, +244,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-03-18 17:46:56.000,2024-02-28 18:22:51,735.0,13.0,46,11.0,91.0,15.0,100.0,490,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5441.0,5161.0,python-rapidjson,conda-forge/python-rapidjson,,,1811281.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,280.0,1773699.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1540865.0,3.0,,,,,,,,,,,,,,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,140,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,62571.0,60229.0,isodate,conda-forge/isodate,,,98343870.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2342.0,98294291.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4759674.0,3.0,,,,,,,,,,,,,,,,,, +246,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-03-18 18:03:59.000,2024-02-22 00:19:37,309.0,18.0,295,29.0,167.0,106.0,141.0,3143,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,28,True,125.0,123.0,img2dataset,,,1574.0,44461.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,44411.0,,,,3.0,,,,,,,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,420,94.0,110.0,37.0,127.0,2780,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7462.0,7303.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,236239.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,234528.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68450.0,3.0,,,,,,,,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2640,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2421.0,2376.0,gino,,,,27464.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,27464.0,,,,3.0,,,,,,,,,,,,,,,,,, +249,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-03-18 17:06:26.000,2023-06-20 15:54:36,2284.0,,175,38.0,373.0,37.0,263.0,1987,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,374060.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,369431.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180566.0,3.0,,,,,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1980,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8141.0,8044.0,gin-config,conda-forge/gin-config,,,305748.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,305225.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24098.0,3.0,,,,,,,,,,,,,,,,,, +251,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-01-01 13:06:45.000,2018-12-05 18:23:06,1112.0,,484,98.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,220.0,184.0,mongo-connector,,,,2942.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2942.0,,,,3.0,,,,,,,,,,,,,,,,,, +252,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,169.0,1338.0,1781,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2291.0,53976.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,53338.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23760.0,3.0,,,,,,,,,,,,,,,,,, +253,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-03-19 07:39:05.000,2024-03-18 09:36:31,869.0,76.0,68,17.0,497.0,197.0,183.0,1540,2024-01-14 18:40:15.000,0.12.0,33.0,28.0,28,True,16.0,,prisma,,,,87192.0,https://pypi.org/project/prisma,2024-01-14 18:38:45.000,16.0,87192.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1422,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11133.0,9622.0,blessings,conda-forge/blessings,,,1049411.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1511.0,1043106.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,283747.0,3.0,,,,,,,,,,,,,,,,,, +255,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,27.0,41.0,88.0,73.0,1402,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2669.0,2391.0,strictyaml,conda-forge/strictyaml,,,1969963.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,278.0,1966915.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,216467.0,3.0,,,,,,,,,,,,,,,,,, +256,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-02-27 09:15:40.000,2023-07-01 09:55:10,181.0,,83,25.0,52.0,8.0,39.0,746,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,883.0,,munch,conda-forge/munch,,,2206957.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,883.0,1816892.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3900656.0,3.0,,,,,,,,,,,,,,,,,, +257,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116,18.0,94.0,70.0,127.0,691,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,16921.0,15418.0,configargparse,conda-forge/configargparse,,,4306839.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1503.0,4285455.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,791222.0,3.0,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,686,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11352.0,10114.0,parsedatetime,conda-forge/parsedatetime,,,6584097.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6582017.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,187238.0,3.0,,,,,,,,,,,,,,,,,, +259,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-03-21 04:52:22.000,2024-03-11 22:08:33,7214.0,213.0,32,10.0,287.0,42.0,575.0,399,2024-03-12 01:33:05.000,2.4.0,200.0,22.0,28,True,22.0,20.0,static-frame,conda-forge/static-frame,,,11680.0,https://pypi.org/project/static-frame,2024-03-12 01:33:05.000,2.0,4753.0,https://anaconda.org/conda-forge/static-frame,2024-03-12 12:01:57.420,318674.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,, +260,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,19.0,88.0,71.0,96.0,309,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,37673.0,34255.0,configobj,conda-forge/configobj,,510.0,3234074.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3418.0,3222668.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,775403.0,3.0,,,,,,,,,,,,,,,,,, +261,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1381.0,1308.0,tabulator,conda-forge/tabulator-py,,,218813.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,218140.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54528.0,3.0,,,,,,,,,,,,,,,,,, +262,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,204,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,14386.0,13964.0,ordered-set,conda-forge/ordered-set,,,14687570.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,422.0,14682621.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,470249.0,3.0,,,,,,,,,,,,,,,,,, +263,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-03-18 14:04:21.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,268.0,125.0,129.0,3741,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,132.0,,textract,conda-forge/textract,,,130155.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,132.0,129900.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,22950.0,3.0,,,,,,,,,,,,,,,,,, +264,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,198,27.0,53.0,82.0,129.0,3455,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,478422.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,476006.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,79748.0,3.0,,,,,,,,,,,,,,,,,, +265,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,2.0,101,31.0,84.0,19.0,128.0,2444,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1317.0,1271.0,swifter,conda-forge/swifter,['pandas'],,487007.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,479967.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,316828.0,3.0,,,,,,,,,,,,,,,,,, +266,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-03-13 17:37:15.000,2024-03-13 17:37:14,539.0,2.0,134,49.0,64.0,14.0,124.0,2311,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,793.0,766.0,pyfunctional,,,,179134.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,179134.0,,,,3.0,,,,,,,,,,,,,,,,,, +267,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-03-20 13:40:16.000,2024-02-27 18:17:21,5670.0,17.0,501,105.0,959.0,625.0,975.0,2156,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,137.0,27,False,76.0,,wx,conda-forge/wxpython,,3983.0,18934.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-02-05 16:54:31.766,774070.0,3.0,,,,,,,,,,,,,,,,,, +268,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1905,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2309.0,,retrying,conda-forge/retrying,,,12036979.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2309.0,12019013.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1616968.0,3.0,,,,,,,,,,,,,,,,,, +269,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-02-20 18:17:36.000,2023-10-30 18:09:26,376.0,,147,35.0,230.0,72.0,147.0,1851,2022-12-02 13:23:00.600,0.25.0,59.0,55.0,27,True,585.0,564.0,arq,conda-forge/arq,,,90991.0,https://pypi.org/project/arq,2022-12-02 13:23:00.600,21.0,90719.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9547.0,3.0,,,,,,,,,,,,,,,,,, +270,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-02-12 10:58:05.000,2024-02-12 10:58:02,2739.0,4.0,134,50.0,306.0,45.0,194.0,1509,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,310.0,227.0,enaml,conda-forge/enaml,,773.0,10376.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,6779.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,161444.0,3.0,,,,,,,,,,,,,,,,,, +271,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-03-18 20:33:41.000,2024-02-22 15:42:58,178.0,28.0,45,16.0,127.0,15.0,4.0,1405,2024-02-22 15:43:56.000,0.0.5,6.0,14.0,27,True,3468.0,3389.0,asyncer,conda-forge/asyncer,,,165104.0,https://pypi.org/project/asyncer,2024-02-22 15:43:56.000,79.0,164838.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,6941.0,3.0,,,,,,,,,,,,,,,,,, +272,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1294,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2867.0,2772.0,pandasql,conda-forge/pandasql,['pandas'],,1724101.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,95.0,1710408.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,451887.0,3.0,,,,,,,,,,,,,,,,,, +273,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,145,45.0,53.0,20.0,19.0,1224,2024-03-19 17:59:19.000,6.0.1,108.0,26.0,27,False,359.0,,singer-python,,,,611206.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,359.0,611206.0,,,,3.0,,,,,,,,,,,,,,,,,, +274,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-03-20 04:22:48.000,2024-03-20 04:22:47,742.0,30.0,43,23.0,581.0,9.0,33.0,775,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,118.0,,janus,conda-forge/janus,,,823984.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,118.0,823675.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17632.0,3.0,,,,,,,,,,,,,,,,,, +275,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,626,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1317.0,1291.0,pysimdjson,conda-forge/pysimdjson,,,1017838.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,1015764.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,85040.0,3.0,,,,,,,,,,,,,,,,,, +276,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1067.0,833.0,happybase,conda-forge/happybase,,,51954.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,50229.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160466.0,3.0,,,,,,,,,,,,,,,,,, +277,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,581,,,8.0,12.0,27,False,63589.0,61177.0,dataclasses,conda-forge/dataclasses,,,13509159.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,13342755.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11648337.0,3.0,,,,,,,,,,,,,,,,,, +278,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-03-20 20:17:53.000,2024-03-20 20:17:52,820.0,2.0,141,25.0,108.0,74.0,60.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,91.0,27,True,6552.0,5195.0,beaker,conda-forge/beaker,,,289842.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1357.0,288972.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,73113.0,3.0,,,,,,,,,,,,,,,,,, +279,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-03-18 19:25:35.000,2024-03-14 18:00:06,317.0,59.0,59,9.0,126.0,20.0,59.0,504,2024-02-26 22:15:41.000,3.0.0,58.0,19.0,27,True,472.0,441.0,cachier,,,12.0,66876.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,66876.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,, +280,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,478,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7363.0,4977.0,pylibmc,conda-forge/pylibmc,,516.0,276405.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,271084.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,217080.0,3.0,,,,,,,,,,,,,,,,,, +281,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,232,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47492.0,39491.0,futures,conda-forge/futures,,,7443011.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8001.0,7429078.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1267939.0,3.0,,,,,,,,,,,,,,,,,, +282,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-02-18 09:15:53.000,2023-11-03 14:29:37,127.0,,21,7.0,58.0,4.0,7.0,169,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,27,True,37488.0,37402.0,catalogue,conda-forge/catalogue,,,5955164.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,86.0,5927017.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1238504.0,3.0,,,,,,,,,,,,,,,,,, +283,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2534.0,2241.0,cloudant,conda-forge/cloudant,,,129520.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,128289.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110812.0,3.0,,,,,,,,,,,,,,,,,, +284,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,155,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1083.0,1034.0,filedepot,,,,13534.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,49.0,13534.0,,,,3.0,,,,,,,,,,,,,,,,,, +285,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63723.0,59389.0,pathlib2,conda-forge/pathlib2,,,7950234.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4334.0,7883700.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2661374.0,3.0,,,,,,,,,,,,,,,,,, +286,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,78412.0,75689.0,contextlib2,conda-forge/contextlib2,,,24069205.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2723.0,24056781.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1205172.0,3.0,,,,,,,,,,,,,,,,,, +287,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,148.0,299.0,119.0,176.0,6172,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,119.0,115.0,powerline-shell,,,,1761.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1761.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,91.0,364.0,3202,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,158.0,136.0,flexx,conda-forge/flexx,,,1876.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,748.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103812.0,3.0,,,,,,,,,,,,,,,,,, +289,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-03-07 09:16:11.000,2022-08-23 07:13:04,536.0,,147,41.0,127.0,28.0,203.0,1174,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,236.0,parallel-ssh,,,377.0,164040.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,164037.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,956,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2487.0,1978.0,bcolz,conda-forge/bcolz,,,9353.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,509.0,5306.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,344056.0,3.0,,,,,,,,,,,,,,,,,, +291,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-03-21 04:05:32.000,2024-03-18 04:33:42,550.0,16.0,92,19.0,265.0,81.0,86.0,955,2024-03-18 04:34:53.000,1.0.1,20.0,19.0,26,True,3236.0,3228.0,odmantic,,,,26922.0,https://pypi.org/project/odmantic,2024-03-18 04:34:53.000,8.0,26922.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,101.0,948,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,274.0,,mss,conda-forge/python-mss,,,873595.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,274.0,872678.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,41280.0,3.0,,,,,,,,,,,,,,,,,, +293,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,488,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4628.0,4356.0,pyscreenshot,,,,323171.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,272.0,323171.0,,,,3.0,,,,,,,,,,,,,,,,,, +294,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-02-14 15:49:17.521,2023-07-20 01:35:48,491.0,,70,22.0,66.0,12.0,99.0,479,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,26,True,800.0,709.0,hickle,conda-forge/hickle,,,74985.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,50679.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24306.0,3.0,,,,,,,,,,,,,,,,,, +295,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,19222.0,19206.0,umongo,conda-forge/umongo,,,40047.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,39842.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6160.0,3.0,,,,,,,,,,,,,,,,,, +296,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,25.0,407,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,26,True,299.0,,srsly,conda-forge/srsly,,,5997169.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,5965692.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1416477.0,3.0,,,,,,,,,,,,,,,-3.0,,, +297,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-03-14 10:37:31.000,2024-02-19 15:08:53,166.0,2.0,39,9.0,30.0,28.0,31.0,255,2023-04-27 05:31:58.000,1.8.2,18.0,16.0,26,True,2825.0,,send2trash,conda-forge/send2trash,,,20232594.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2825.0,20054536.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,13176344.0,3.0,,,,,,,,,,,,,,,,,, +298,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,66,19.0,45.0,20.0,17.0,202,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13122.0,,ptyprocess,conda-forge/ptyprocess,,,67593346.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13122.0,67418745.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16587097.0,3.0,,,,,,,,,,,,,,,,,, +299,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,142,58.0,248.0,95.0,109.0,1571,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,27421.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,27421.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +300,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,213,103.0,174.0,63.0,264.0,1490,2022-01-10 21:46:17.000,4.1.2,44.0,45.0,25,False,64.0,64.0,streamparse,,,,3242.0,https://pypi.org/project/streamparse,,,3242.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-03-18 14:09:35.000,2023-05-19 04:32:00,6411.0,,229,39.0,1050.0,9.0,209.0,1433,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,14118.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,14118.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1251,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1473.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1473.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,21.0,70.0,9.0,37.0,1091,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6638.0,6513.0,immutables,conda-forge/immutables,,,879131.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,858070.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,968836.0,3.0,,,,,,,,,,,,,,,,,, +304,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-02-29 09:20:21.000,2024-02-29 09:20:05,9951.0,4.0,43,14.0,10.0,6.0,8.0,490,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,90963.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,90963.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,330,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,31572141.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,31542743.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1734511.0,3.0,,,,,,,,,,,,,,,,,, +306,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-03-15 09:19:58.000,2024-03-04 07:50:54,3522.0,24.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,560.0,78.0,25,True,61.0,36.0,dbnd,,,,246555.0,https://pypi.org/project/dbnd,2024-03-15 09:19:58.000,25.0,246555.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-02-01 22:19:25.000,2024-02-01 22:19:25,373.0,5.0,32,7.0,140.0,4.0,83.0,146,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1198.0,1153.0,everett,conda-forge/everett,,,139223.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,137824.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,57361.0,3.0,,,,,,,,,,,,,,,,,, +308,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8040.0,,entrypoints,conda-forge/entrypoints,,,17511833.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8040.0,17317204.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18489848.0,3.0,,,,,,,,,,,,,,,,,, +309,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3933,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,144.0,67.0,storm,,,,3555.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,77.0,3555.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-03-21 10:43:09.000,2023-10-02 06:28:26,631.0,,412,45.0,183.0,265.0,109.0,2586,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,7051.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,7051.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,140.0,2348,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,24,True,368.0,,python-box,conda-forge/python-box,,39.0,3072848.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,368.0,3061070.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,518273.0,3.0,,,,,,,,,,,,,,,,,, +312,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,98,42.0,42.0,25.0,47.0,1518,2022-01-06 15:32:49.000,0.4.9,14.0,13.0,24,True,119.0,119.0,pypeln,conda-forge/pypeln,,,289450.0,https://pypi.org/project/pypeln,,,289113.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14840.0,3.0,,,,,,,,,,,,,,,,,, +313,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,197.0,175.0,pinject,conda-forge/pinject,,,74269.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,74101.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5055.0,3.0,,,,,,,,,,,,,,,,,, +314,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1078,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2433.0,2261.0,pluginbase,conda-forge/pluginbase,,,836244.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,172.0,832127.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304659.0,3.0,,,,,,,,,,,,,,,,,, +315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,144,10.0,22.0,29.0,19.0,701,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3558.0,3302.0,ratelimit,conda-forge/ratelimit,,,7116522.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,256.0,7116150.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,14172.0,3.0,,,,,,,,,,,,,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,423.0,299.0,messytables,,,,14794.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,14794.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-03-14 13:19:12.000,2024-03-14 13:18:25,966.0,21.0,25,18.0,181.0,6.0,18.0,359,2024-03-14 13:19:12.000,17.5.4,265.0,19.0,24,True,397.0,358.0,aiomisc,,,,21923.0,https://pypi.org/project/aiomisc,2024-03-14 13:19:12.000,39.0,21923.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,218.0,196.0,pyhdb,,,106.0,366200.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,366199.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,266,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,938.0,851.0,deepdish,conda-forge/deepdish,,,22256.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,21199.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,93055.0,3.0,,,,,,,,,,,,,,,,,, +320,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,93,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,6035.0,4698.0,clint,conda-forge/clint,,118.0,94269.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1337.0,93666.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56745.0,3.0,,,,,,,,,,,,,,,,,, +321,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,308.0,1831.0,75,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8805.0,,openpyxl,openpyxl,,,78381297.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8775.0,78379120.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,216582.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1226.0,,,30.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +322,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10560,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,21.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,21.0,,,,2.0,,,,,,,,,,,,,,,,,, +323,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1562,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,200.0,176.0,commonregex,,,,121613.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,121613.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-03-11 10:51:29.000,2024-03-05 15:50:47,334.0,7.0,81,45.0,260.0,47.0,41.0,1341,2024-03-05 15:56:18.000,0.19,35.0,30.0,23,True,39.0,29.0,tasktiger,,,,4212.0,https://pypi.org/project/tasktiger,2024-03-05 15:54:55.000,10.0,4212.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135,63.0,76.0,167.0,149.0,859,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,195.0,166.0,rows,,,38.0,894.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,894.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-03-20 20:04:14.360,2024-03-20 18:05:37,1441.0,9.0,42,18.0,137.0,2.0,13.0,706,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,23,True,66.0,,ubelt,conda-forge/ubelt,,,21993.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,66.0,19644.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,70477.0,3.0,,,,,,,,,,,,,,,,,, +327,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-03-18 17:42:54.000,2023-06-01 18:46:39,628.0,,17,9.0,32.0,17.0,15.0,149,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,322.0,282.0,docopt-ng,,,,170382.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,40.0,170382.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2906.0,2710.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,221706.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,221348.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27603.0,3.0,,,,,,,,,,,,,,,,,, +329,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,23.0,760.0,9,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,646.0,,py2neo,conda-forge/py2neo,,,37462.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,646.0,36671.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,64126.0,3.0,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3502,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,448.0,414.0,pampy,,,,37678.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,37678.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-03-19 18:41:16.000,2024-03-19 18:38:23,86.0,3.0,145,34.0,13.0,10.0,178.0,3265,2024-03-19 18:41:16.000,2.1.22,67.0,1.0,22,False,210.0,210.0,ptext-joris-schellekens,conda-forge/borb,,,1604.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,46.0,https://anaconda.org/conda-forge/borb,2024-01-23 19:51:22.440,48320.0,3.0,,,,,,,,,,,,,,,,,, +332,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3248,,,4.0,19.0,22,False,612.0,582.0,macropy3,,,,230.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,230.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2691,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,45.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,45.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2485,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,False,,,,,,23419.0,688.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1824,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4079.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4079.0,,,,3.0,,,,,,,,,,,,,,,,,, +336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,864,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,True,239.0,220.0,unsync,conda-forge/unsync,,,56926.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,56651.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12376.0,3.0,,,,,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,860,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1692.0,1588.0,pickledb,,,,32314.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,104.0,32314.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,757,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,22,True,313.0,282.0,dirty-equals,conda-forge/dirty-equals,,,119851.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,118126.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,41410.0,3.0,,,,,,,,,,,,,,,,,, +339,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11576.0,9529.0,unipath,,,,52995.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,52995.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,1.0,29,8.0,54.0,14.0,11.0,294,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,22,True,444.0,386.0,rtoml,,,,279116.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,279116.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-03-21 09:49:57.000,2024-03-20 09:26:03,710.0,49.0,24,4.0,272.0,7.0,,282,2024-03-20 09:37:45.000,1.1.262,656.0,12.0,22,True,6.0,6.0,upgini,,,,11578.0,https://pypi.org/project/upgini,2024-03-21 09:49:57.000,,11578.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,130,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2294.0,2228.0,coolname,conda-forge/coolname,,,573590.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,66.0,571419.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,84694.0,3.0,,,,,,,,,,,,,,,,,, +343,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,1.0,21,5.0,12.0,5.0,15.0,104,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2380.0,2252.0,stopit,conda-forge/stopit,,,743827.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,732783.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,817321.0,3.0,,,,,,,,,,,,,,,,,, +344,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-03-19 12:28:08.000,2024-03-18 17:15:47,1845.0,81.0,5,3.0,835.0,20.0,48.0,51,2024-02-23 17:22:16.000,4.7.4,69.0,8.0,22,False,70.0,62.0,click-extra,,,246.0,5277.0,https://pypi.org/project/click-extra,2024-02-23 17:22:02.000,8.0,5269.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,821.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,821.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,877,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,362.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,362.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,480,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4561.0,3373.0,awesome-slugify,conda-forge/awesome-slugify,,,47407.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,46674.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69635.0,3.0,,,,,,,,,,,,,,,,,, +348,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,354,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,718.0,634.0,pymodm,conda-forge/pymodm,,,16761.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,84.0,16654.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5258.0,3.0,,,,,,,,,,,,,,,,,, +349,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,25.0,13.0,296,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,432.0,413.0,price-parser,,,,90058.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,90058.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,286,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,175.0,169.0,datatest,,,,19232.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,19232.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,41,9.0,140.0,7.0,21.0,261,2022-11-13 18:39:51.000,0.6.2,27.0,10.0,21,False,203.0,203.0,pysparkling,conda-forge/pysparkling,,,11982.0,https://pypi.org/project/pysparkling,,,11854.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4635.0,3.0,,,,,,,,,,,,,,,-2.0,,, +352,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,205,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,905.0,901.0,gsheetsdb,,,,61017.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,61017.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,14.0,44,15.0,630.0,33.0,80.0,195,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,21,True,9.0,9.0,batchflow,,,,438.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,438.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,1.0,19,6.0,64.0,12.0,24.0,167,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,21,True,277.0,265.0,aioprometheus,,,,191281.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,12.0,191281.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,67.0,4.0,1.0,41.0,2186,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1551.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1551.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,216,40.0,56.0,84.0,40.0,1444,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11758.0,1780.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1600.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,951,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,20,True,28.0,28.0,d6tflow,,,,526.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,526.0,,,,3.0,,,,,,,,,,,,,,,4.0,,, +358,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,3544.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,2811.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29329.0,3.0,,,,,,,,,,,,,,,,,, +359,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21,10.0,32.0,22.0,21.0,659,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,70.0,67.0,pugsql,,,,5364.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5364.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,567,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,3815.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,3281.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,13902.0,3.0,,,,,,,,,,,,,,,,,, +361,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,2764.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1717.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35602.0,3.0,,,,,,,,,,,,,,,,,, +362,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,157.0,142.0,78.0,27.0,1984,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +363,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-03-04 22:39:11.000,2024-02-26 10:52:21,3006.0,65.0,141,28.0,229.0,32.0,380.0,1415,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +364,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-03-09 09:24:59.000,2024-03-09 09:24:56,651.0,88.0,29,5.0,104.0,7.0,16.0,613,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,19,True,2.0,,pipeless-ai,,,744.0,187.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,81.0,,,,1.0,,,,,,,,,,,,,,,,,, +365,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,87.0,70.0,valideer,conda-forge/valideer,,,7582.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,7358.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21295.0,3.0,,,,,,,,,,,,,,,,,, +366,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,159.0,132.0,queries,,,,2423.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2423.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1447.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,475.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,66096.0,3.0,,,,,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1608,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,761.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,761.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1107,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,153.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,153.0,,,,3.0,,,,,,,,,,,,,,,,,, +370,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,311.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,311.0,,,,3.0,,,,,,,,,,,,piskvorky/bounter,,,,,, +371,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2049,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,72.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,72.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1358,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,50.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,50.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,989,,,,1000.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +374,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-03-20 17:43:07.000,2024-01-15 11:48:36,125.0,4.0,8,16.0,176.0,2.0,10.0,276,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1515.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,1515.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +375,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,1.0,12,10.0,41.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,17,True,6.0,,validr,,,,2743.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,2743.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14,8.0,19.0,1.0,12.0,182,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,233269.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,233269.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,19.0,28.0,42.0,30.0,855,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,,1975.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1975.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,31.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,31.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,621,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,259.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,259.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,16,False,43.0,38.0,cleverdict,,,,684.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,684.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,43.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,43.0,,,,3.0,,,,,,,,,,,,,,,4.0,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,168.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,168.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,888.0,879.0,millify,,,,58090.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,58090.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,20,11.0,120.0,21.0,57.0,431,,,,4.0,14,False,18.0,18.0,bodywork,,,,390.0,https://pypi.org/project/bodywork,,,390.0,,,,3.0,,,,,,,,,,,,,,,-3.0,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,547,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,6.0,6.0,pandapy,,['pandas'],,34.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,34.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:54:56.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:54:56.000,1.6.4,7.0,10.0,13,False,,,rasgoql,,,,216.0,https://pypi.org/project/rasgoql,,,216.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-03-20 19:27:41.000,2024-03-20 19:27:40,980.0,40.0,20,2.0,840.0,8.0,18.0,265,2024-03-19 23:04:35.000,0.1.59,42.0,14.0,13,False,,,the-guide,,,,3.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,3.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,106,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,100.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,100.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index db7fe24..00c8e6b 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- pymongo (πŸ₯‡40 Β· ⭐ 4K Β· πŸ“ˆ) - PyMongo - the Official MongoDB Python driver. Apache-2 -- keyring (πŸ₯‰36 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT -- petl (πŸ₯ˆ34 Β· ⭐ 1.2K Β· πŸ“ˆ) - Python Extract Transform and Load Tables of Data. MIT -- rsa (πŸ₯‰30 Β· ⭐ 470 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- validators (πŸ₯ˆ33 Β· ⭐ 890 Β· πŸ“ˆ) - Python Data Validation for Humans. MIT +- libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- pyahocorasick (πŸ₯‰30 Β· ⭐ 880 Β· πŸ“ˆ) - Python module (C extension and plain python) implementing.. BSD-3 +- Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- python-prompt-toolkit (πŸ₯ˆ37 Β· ⭐ 8.9K Β· πŸ“‰) - Library for building powerful interactive command.. BSD-3 -- ODMantic (πŸ₯‰26 Β· ⭐ 950 Β· πŸ“‰) - Sync and Async ODM (Object Document Mapper) for MongoDB based on.. ISC -- libcloud (πŸ₯‰25 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- Databolt Flow (πŸ₯‰16 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- Botflow (πŸ₯‰11 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline.. ❗Unlicensed +- Great Expectations (πŸ₯ˆ37 Β· ⭐ 9.4K Β· πŸ“‰) - Always know what to expect from your data. Apache-2 +- Pony (πŸ₯‰30 Β· ⭐ 3.5K Β· πŸ“‰) - Pony Object Relational Mapper. Apache-2 +- srsly (πŸ₯‰26 Β· ⭐ 410 Β· πŸ“‰) - Modern high-performance serialization utilities for Python (JSON,.. MIT +- pysparkling (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and.. ❗Unlicensed +- bodywork-core (πŸ₯‰14 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 From a709244383f65898e302b109b82d7146c7c3c950 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 28 Mar 2024 14:59:02 +0000 Subject: [PATCH 58/70] Update best-of list for version 2024.03.28 --- README.md | 1576 +++++++++++++++---------------- history/2024-03-28_changes.md | 20 + history/2024-03-28_projects.csv | 392 ++++++++ latest-changes.md | 20 +- 4 files changed, 1182 insertions(+), 826 deletions(-) create mode 100644 history/2024-03-28_changes.md create mode 100644 history/2024-03-28_projects.csv diff --git a/README.md b/README.md index 7a1e37b..c84195a 100644 --- a/README.md +++ b/README.md @@ -86,52 +86,52 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡53 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 42M Β· πŸ“¦ 610K Β· πŸ“‹ 6.1K - 10% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 43M Β· πŸ“¦ 610K Β· πŸ“‹ 6.1K - 9% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 17K Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 17K Β· ⏱️ 27.03.2024): ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 06.03.2024): +- [Conda](https://anaconda.org/conda-forge/protobuf): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.3M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
-
flatbuffers (πŸ₯‡42 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 +
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 380K Β· πŸ“¦ 97K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 390K Β· πŸ“¦ 98K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 18M / month Β· πŸ“¦ 360 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 18M / month Β· πŸ“¦ 360 Β· ⏱️ 26.03.2024): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 980K Β· ⏱️ 10.03.2024): +- [Conda](https://anaconda.org/conda-forge/flatbuffers): ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.6M / month Β· πŸ“¦ 290 Β· ⏱️ 07.03.2024): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.5M / month Β· πŸ“¦ 290 Β· ⏱️ 26.03.2024): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 45M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 46M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): ``` pip install marshmallow ``` @@ -147,7 +147,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 53M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 54M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): ``` pip install dill ``` @@ -156,14 +156,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge dill ```
-
orjson (πŸ₯ˆ37 Β· ⭐ 5.4K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ37 Β· ⭐ 5.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 79K Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 80K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 19M / month Β· πŸ“¦ 1.4K Β· ⏱️ 23.02.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 20M / month Β· πŸ“¦ 1.4K Β· ⏱️ 27.03.2024): ``` pip install orjson ``` @@ -190,7 +190,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -199,14 +199,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.6M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.7M Β· ⏱️ 18.10.2023): ``` conda install -c conda-forge jsonpickle ```
ultrajson (πŸ₯‰35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 87 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/ultrajson/ultrajson @@ -222,12 +222,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.3K Β· πŸ“‹ 290 - 4% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.3K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 67M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 69M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): ``` pip install msgpack ``` @@ -259,15 +259,31 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.8M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.5M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.6M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge python-rapidjson ```
+
srsly (πŸ₯‰29 Β· ⭐ 410 Β· πŸ“ˆ) - Modern high-performance serialization utilities for Python (JSON,.. MIT + +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 41K Β· πŸ“‹ 28 - 10% open Β· ⏱️ 03.11.2023): + + ``` + git clone https://github.com/explosion/srsly + ``` +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.1M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): + ``` + pip install srsly + ``` +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge srsly + ``` +
pysimdjson (πŸ₯‰27 Β· ⭐ 630) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 1.3K Β· πŸ“‹ 87 - 10% open Β· ⏱️ 05.02.2024): @@ -291,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 51K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 50K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): ``` pip install hickle ``` @@ -300,37 +316,21 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge hickle ```
-
srsly (πŸ₯‰26 Β· ⭐ 410 Β· πŸ“‰) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
rtoml (πŸ₯‰21 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“‹ 28 - 10% open Β· ⏱️ 03.11.2023): - - ``` - git clone https://github.com/explosion/srsly - ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): - ``` - pip install srsly - ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge srsly - ``` -
-
rtoml (πŸ₯‰22 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT - -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 390 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 390 Β· πŸ“‹ 22 - 50% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 280K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 350K / month): ``` pip install rtoml ```
Show 1 hidden projects... -- pyasn1 (πŸ₯‰34 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯‰35 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,35 +342,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 250K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 190M / month Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 200M / month Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 48M Β· ⏱️ 23.02.2024): +- [Conda](https://anaconda.org/conda-forge/pandas): ``` conda install -c conda-forge pandas ```
-
polars (πŸ₯‡41 Β· ⭐ 25K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“₯ 450 Β· πŸ“¦ 4 Β· πŸ“‹ 7K - 21% open Β· ⏱️ 21.03.2024): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 4.5M / month Β· πŸ“¦ 490 Β· ⏱️ 18.03.2024): - ``` - pip install polars - ``` -
-
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 +
xarray (πŸ₯‡40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/pydata/xarray @@ -379,35 +367,47 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.7M Β· ⏱️ 19.02.2024): +- [Conda](https://anaconda.org/conda-forge/xarray): ``` conda install -c conda-forge xarray ```
-
h5py (πŸ₯ˆ40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯‡40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.2K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.2K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 24.03.2024): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 20M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 21M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 15M Β· ⏱️ 13.12.2023): +- [Conda](https://anaconda.org/conda-forge/h5py): ``` conda install -c conda-forge h5py ```
+
polars (πŸ₯ˆ38 Β· ⭐ 25K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“₯ 460 Β· πŸ“¦ 4 Β· πŸ“‹ 7K - 21% open Β· ⏱️ 28.03.2024): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 4.7M / month): + ``` + pip install polars + ``` +
Modin (πŸ₯ˆ37 Β· ⭐ 9.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 850K / month Β· πŸ“¦ 35 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 880K / month Β· πŸ“¦ 35 Β· ⏱️ 07.03.2024): ``` pip install modin ``` @@ -416,14 +416,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
-
zarr (πŸ₯ˆ35 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 250 Β· πŸ“¦ 3.5K Β· πŸ“‹ 680 - 40% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 250 Β· πŸ“¦ 3.5K Β· πŸ“‹ 690 - 40% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 580K / month Β· πŸ“¦ 530 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 590K / month Β· πŸ“¦ 540 Β· ⏱️ 06.03.2024): ``` pip install zarr ``` @@ -434,28 +434,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 2.6K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 2.7K Β· ⏱️ 27.11.2023): ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 6.9M Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/pytables): ``` conda install -c conda-forge pytables ```
docarray (πŸ₯ˆ34 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4.1K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 79K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 82K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -471,15 +471,31 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 6.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 26.01.2024): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.7M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.8M Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge numexpr ```
+
pandera (πŸ₯ˆ33 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT + +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“¦ 1.4K Β· πŸ“‹ 740 - 41% open Β· ⏱️ 28.03.2024): + + ``` + git clone https://github.com/pandera-dev/pandera + ``` +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.3M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2024): + ``` + pip install pandera + ``` +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 34K Β· ⏱️ 12.03.2024): + ``` + conda install -c conda-forge pandera-core + ``` +
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.5K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT - [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): @@ -503,34 +519,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.5M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/koalas): ``` conda install -c conda-forge koalas ```
-
pandera (πŸ₯ˆ32 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT - -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 250 Β· πŸ“¦ 1.4K Β· πŸ“‹ 740 - 41% open Β· ⏱️ 19.03.2024): - - ``` - git clone https://github.com/pandera-dev/pandera - ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.1M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2024): - ``` - pip install pandera - ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 34K Β· ⏱️ 12.03.2024): - ``` - conda install -c conda-forge pandera-core - ``` -
Bottleneck (πŸ₯ˆ32 Β· ⭐ 990) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 46K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 25.02.2024): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/pydata/bottleneck @@ -546,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯‰31 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 21 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 22 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 68 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.1M / month Β· πŸ“¦ 69 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -563,7 +563,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 21K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 53K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 54K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -590,16 +590,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 32 Β· πŸ“¦ 20 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.8K / month Β· πŸ“¦ 2 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 5.4K / month Β· πŸ“¦ 2 Β· ⏱️ 25.03.2024): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 25.03.2024): ``` conda install -c conda-forge static-frame ``` @@ -611,11 +611,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 480K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 530K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 480K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 490K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 91K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 92K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -655,7 +655,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 32K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 26K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -701,7 +701,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 46M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 49M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -710,9 +710,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
-
multidict (πŸ₯‡34 Β· ⭐ 390) - The multidict implementation. Apache-2 +
multidict (πŸ₯ˆ33 Β· ⭐ 390) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 15.03.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/aio-libs/multidict @@ -728,7 +728,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ32 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 38 Β· πŸ“¦ 23K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 16.03.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 40 Β· πŸ“¦ 23K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/jab/bidict @@ -765,18 +765,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.1M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.2M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 30K Β· ⏱️ 27.11.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 31K Β· ⏱️ 27.11.2023): ``` conda install -c conda-forge glom ```
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict @@ -797,7 +797,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.8M / month Β· πŸ“¦ 880 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2M / month Β· πŸ“¦ 880 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -808,12 +808,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 820K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 870K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -829,7 +829,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 860K / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -845,7 +845,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.1M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.2M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -869,7 +869,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1.6K Β· πŸ“¦ 360K Β· πŸ“‹ 3.8K - 9% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.6K Β· πŸ“¦ 370K Β· πŸ“‹ 3.9K - 8% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/samuelcolvin/pydantic @@ -878,14 +878,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.1M Β· ⏱️ 16.03.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.2M Β· ⏱️ 16.03.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 190 Β· πŸ“¦ 530K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 200 Β· πŸ“¦ 540K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/Julian/jsonschema @@ -894,87 +894,87 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 26M Β· ⏱️ 19.01.2024): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 27M Β· ⏱️ 19.01.2024): ``` conda install -c conda-forge jsonschema ```
-
cerberus (πŸ₯ˆ33 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC +
validators (πŸ₯ˆ34 Β· ⭐ 900) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 4% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 24 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 9% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/pyeve/cerberus + git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.2M / month Β· πŸ“¦ 1.9K Β· ⏱️ 24.03.2024): ``` - pip install cerberus + pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 370K Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 580K Β· ⏱️ 24.03.2024): ``` - conda install -c conda-forge cerberus + conda install -c conda-forge validators ```
-
voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
cerberus (πŸ₯ˆ33 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 15K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 4% open Β· ⏱️ 23.10.2023): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` - pip install voluptuous + pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 350K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 370K Β· ⏱️ 06.10.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge cerberus ```
-
validators (πŸ₯ˆ33 Β· ⭐ 890 Β· πŸ“ˆ) - Python Data Validation for Humans. MIT +
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 21 Β· πŸ“¦ 110K Β· πŸ“‹ 160 - 12% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 210 Β· πŸ“¦ 8.6K Β· πŸ“‹ 180 - 55% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/kvesteri/validators + git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.5M / month Β· πŸ“¦ 1.9K Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 17M / month Β· πŸ“¦ 950 Β· ⏱️ 26.03.2024): ``` - pip install validators + pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 570K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge validators + conda install -c conda-forge schema ```
-
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT +
voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 200 Β· πŸ“¦ 8.5K Β· πŸ“‹ 170 - 55% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): ``` - git clone https://github.com/keleshev/schema + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 17M / month Β· πŸ“¦ 950 Β· ⏱️ 01.12.2021): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` - pip install schema + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 350K Β· ⏱️ 03.02.2024): ``` - conda install -c conda-forge schema + conda install -c conda-forge voluptuous ```
param (πŸ₯‰31 Β· ⭐ 390) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 34% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 650K / month Β· πŸ“¦ 160 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 610K / month Β· πŸ“¦ 160 Β· ⏱️ 22.03.2024): ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 22.03.2024): ``` conda install -c conda-forge param ``` @@ -1013,7 +1013,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 760) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 280 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 290 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals @@ -1022,7 +1022,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 41K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 42K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1034,7 +1034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.7K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1043,14 +1043,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
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validr (πŸ₯‰17 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT +
validr (πŸ₯‰18 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT - [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 2.7K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 1.1K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1080,7 +1080,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 600K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 610K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1092,7 +1092,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 2K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1113,7 +1113,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 96K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 97K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1122,7 +1122,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.1M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1134,7 +1134,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 320M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 340M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): ``` pip install python-dateutil ``` @@ -1145,12 +1145,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ36 Β· ⭐ 6K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 540 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 630 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 27M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 28M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` @@ -1166,7 +1166,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1175,9 +1175,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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pytz (πŸ₯ˆ36 Β· ⭐ 300) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯ˆ36 Β· ⭐ 310) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 22 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 26 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1198,7 +1198,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7M / month Β· πŸ“¦ 470 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.9M / month Β· πŸ“¦ 470 Β· ⏱️ 18.03.2024): ``` pip install holidays ``` @@ -1234,14 +1234,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡41 Β· ⭐ 750) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡39 Β· ⭐ 750) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 100K Β· πŸ“‹ 660 - 36% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 100K Β· πŸ“‹ 640 - 34% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 990 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month): ``` pip install fsspec ``` @@ -1266,18 +1266,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ35 Β· ⭐ 660) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 670) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 92 Β· πŸ“¦ 410K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 95 Β· πŸ“¦ 410K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 120M / month Β· πŸ“¦ 3K Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 130M / month Β· πŸ“¦ 3K Β· ⏱️ 25.03.2024): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 17M Β· ⏱️ 31.10.2023): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 17M Β· ⏱️ 25.03.2024): ``` conda install -c conda-forge filelock ``` @@ -1325,7 +1325,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 500K Β· ⏱️ 04.02.2024): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 510K Β· ⏱️ 04.02.2024): ``` conda install -c conda-forge path ``` @@ -1350,7 +1350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 43M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 44M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): ``` pip install future ``` @@ -1359,18 +1359,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
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six (πŸ₯ˆ38 Β· ⭐ 960) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯ˆ37 Β· ⭐ 960) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 260 Β· πŸ“¦ 2.1M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 21.10.2023): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 260 Β· πŸ“¦ 2.1M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 270M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 290M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 52M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 53M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge six ``` @@ -1382,7 +1382,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.6M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 9M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1393,10 +1393,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... +- contextlib2 (πŸ₯‰28 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰27 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1406,7 +1406,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.2K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 640K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 640K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/pyca/cryptography @@ -1422,7 +1422,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 360 Β· πŸ“¦ 91K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 370 Β· πŸ“¦ 92K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1438,50 +1438,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 360K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 370K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 260 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 250 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
keyring (πŸ₯‰37 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 510 - 12% open Β· ⏱️ 23.03.2024): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 56M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 55M / month Β· πŸ“¦ 4.4K Β· ⏱️ 23.03.2024): ``` - pip install bcrypt + pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.6M Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.4M Β· ⏱️ 24.03.2024): ``` - conda install -c conda-forge bcrypt + conda install -c conda-forge keyring ```
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keyring (πŸ₯‰36 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT +
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 27.03.2024): ``` - git clone https://github.com/jaraco/keyring + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 53M / month Β· πŸ“¦ 4.3K Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 56M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` - pip install keyring + pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.3M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.6M Β· ⏱️ 15.12.2023): ``` - conda install -c conda-forge keyring + conda install -c conda-forge bcrypt ```
asn1crypto (πŸ₯‰33 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT @@ -1491,7 +1491,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 76M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 78M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1524,108 +1524,108 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.3M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.03.2024): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1M Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1M Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 27.03.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 21.03.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 310K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 560M / month Β· πŸ“¦ 8.7K Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 580M / month Β· πŸ“¦ 8.7K Β· ⏱️ 27.03.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.6M Β· πŸ“¦ 7.5K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.7M Β· πŸ“¦ 7.5K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 180 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 180 Β· ⏱️ 28.03.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.4M / month Β· πŸ“¦ 930 Β· ⏱️ 20.03.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.4M / month Β· πŸ“¦ 930 Β· ⏱️ 28.03.2024): ``` npm install @pulumi/pulumi ```
-
paramiko (πŸ₯ˆ42 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker (πŸ₯ˆ43 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 92K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 890 Β· πŸ“¦ 78K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 25.03.2024): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 53M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 40M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): ``` - pip install paramiko + pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.3M Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.1M Β· ⏱️ 09.12.2023): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-py ```
-
docker (πŸ₯ˆ42 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 +
paramiko (πŸ₯ˆ42 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 880 Β· πŸ“¦ 77K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.01.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 93K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` - git clone https://github.com/docker/docker-py + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 39M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 53M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` - pip install docker + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.1M Β· ⏱️ 09.12.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.3M Β· ⏱️ 19.12.2023): ``` - conda install -c conda-forge docker-py + conda install -c conda-forge paramiko ```
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 90M Β· πŸ“¦ 430 Β· πŸ“‹ 7.4K - 3% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 91M Β· πŸ“¦ 460 Β· πŸ“‹ 7.4K - 3% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` @@ -1636,12 +1636,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.4K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.3K - 9% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.4K - 9% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 23M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 24M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1657,7 +1657,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 280K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 290K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1673,7 +1673,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 51K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 52K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ``` @@ -1685,23 +1685,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.4M / month Β· πŸ“¦ 160 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.5M / month Β· πŸ“¦ 170 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 86K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 87K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.1K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4.3M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1712,12 +1712,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰32 Β· ⭐ 2.6K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 700 - 20% open Β· ⏱️ 09.03.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 09.03.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 61K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 63K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): ``` pip install pyinfra ``` @@ -1729,7 +1729,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 9.2M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 9.8M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1745,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.3K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.1K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1760,7 +1760,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰13 Β· ⭐ 260) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰15 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1775,7 +1775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 70M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 72M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1807,7 +1807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6.6M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6.8M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1823,7 +1823,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 67M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1838,7 +1838,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡38 Β· ⭐ 9.9K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯‡38 Β· ⭐ 10K) - Ultra fast asyncio event loop. Apache-2 - [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 120K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): @@ -1856,7 +1856,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 350K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 360K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python-greenlet/greenlet @@ -1865,14 +1865,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.1M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 330 - 15% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 340 - 15% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/agronholm/anyio @@ -1888,7 +1888,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰27 Β· ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 45 Β· πŸ“¦ 3.4K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 45 Β· πŸ“¦ 3.4K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/tiangolo/asyncer @@ -1897,7 +1897,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 6.9K Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.1K Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge asyncer ``` @@ -1909,7 +1909,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 22K / month Β· πŸ“¦ 39 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 21K / month Β· πŸ“¦ 39 Β· ⏱️ 14.03.2024): ``` pip install aiomisc ``` @@ -1921,7 +1921,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 57K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 56K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1937,11 +1937,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 730K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 750K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 820K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1954,7 +1954,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 720K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 730K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/theskumar/python-dotenv @@ -1975,7 +1975,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 45M / month Β· πŸ“¦ 15K Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 46M / month Β· πŸ“¦ 15K Β· ⏱️ 12.03.2024): ``` pip install traitlets ``` @@ -1986,32 +1986,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 8.1K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 8.1K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month Β· πŸ“¦ 310 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3M / month Β· πŸ“¦ 310 Β· ⏱️ 18.03.2024): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 69K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 70K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge dynaconf ```
hydra (πŸ₯ˆ33 Β· ⭐ 8.1K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 620 Β· πŸ“¦ 21K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 22K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 05.03.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.6K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 910K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 920K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ``` @@ -2023,7 +2023,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 8.7M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.1M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2039,23 +2039,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 78K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 79K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.1K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 310K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 320K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2075,14 +2075,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 57K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 58K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ```
Show 1 hidden projects... -- configobj (πŸ₯‰28 Β· ⭐ 310 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +- configobj (πŸ₯‰29 Β· ⭐ 310 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3

@@ -2090,14 +2090,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 280 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 29.12.2023): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 300 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 23.03.2024): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 180M / month Β· πŸ“¦ 77K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 190M / month Β· πŸ“¦ 77K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2113,18 +2113,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 49M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 50M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.3M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.4M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
python-fire (πŸ₯ˆ39 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 31K Β· πŸ“‹ 340 - 44% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 31K Β· πŸ“‹ 340 - 43% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/google/python-fire @@ -2133,11 +2133,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 860K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 870K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ```
+
Typer (πŸ₯ˆ39 Β· ⭐ 13K Β· πŸ“ˆ) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT + +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 530 Β· πŸ“¦ 81K Β· πŸ“‹ 380 - 53% open Β· ⏱️ 26.03.2024): + + ``` + git clone https://github.com/tiangolo/typer + ``` +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 21M / month Β· πŸ“¦ 3.3K Β· ⏱️ 26.03.2024): + ``` + pip install typer + ``` +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.1M Β· ⏱️ 26.03.2024): + ``` + conda install -c conda-forge typer + ``` +
python-prompt-toolkit (πŸ₯ˆ37 Β· ⭐ 8.9K) - Library for building powerful interactive command.. BSD-3 - [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): @@ -2149,19 +2165,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 21M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 22M Β· ⏱️ 12.12.2023): ``` conda install -c conda-forge prompt-toolkit ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 900K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 910K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 160M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 170M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2172,7 +2188,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 340 Β· πŸ“¦ 51K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 51K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/kislyuk/argcomplete @@ -2193,7 +2209,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 32M / month Β· πŸ“¦ 280 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 33M / month Β· πŸ“¦ 280 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2202,22 +2218,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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Typer (πŸ₯‰34 Β· ⭐ 13K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT - -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 21 Β· πŸ“‹ 380 - 55% open Β· ⏱️ 13.03.2024): - - ``` - git clone https://github.com/tiangolo/typer - ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 20M / month Β· πŸ“¦ 3K Β· ⏱️ 02.05.2023): - ``` - pip install typer - ``` -- [Conda](https://anaconda.org/conda-forge/typer): - ``` - conda install -c conda-forge typer - ``` -
wcwidth (πŸ₯‰33 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT - [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 55 Β· πŸ“¦ 520K Β· πŸ“‹ 51 - 23% open Β· ⏱️ 14.02.2024): @@ -2225,45 +2225,45 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 64M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 65M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 24M Β· ⏱️ 08.01.2024): ``` conda install -c conda-forge wcwidth ```
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questionary (πŸ₯‰31 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT +
asciimatics (πŸ₯‰30 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 80 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 980 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): ``` - git clone https://github.com/tmbo/questionary + git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 25K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` - pip install questionary + pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 67K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): ``` - conda install -c conda-forge questionary + conda install -c conda-forge asciimatics ```
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asciimatics (πŸ₯‰30 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
questionary (πŸ₯‰30 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 980 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 80 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/peterbrittain/asciimatics + git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 25K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): ``` - pip install asciimatics + pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 68K Β· ⏱️ 10.09.2023): ``` - conda install -c conda-forge asciimatics + conda install -c conda-forge questionary ```
ConfigArgParse (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT @@ -2277,19 +2277,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 790K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 800K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
docopt-ng (πŸ₯‰23 Β· ⭐ 150 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 280 Β· πŸ“‹ 32 - 53% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 290 Β· πŸ“‹ 32 - 53% open Β· ⏱️ 01.06.2023): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 170K / month Β· πŸ“¦ 40 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 180K / month Β· πŸ“¦ 40 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2301,7 +2301,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 150 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2310,7 +2310,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - docopt (πŸ₯ˆ36 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰24 Β· ⭐ 93 Β· πŸ’€) - Python Command-line Application Tools. ISC +- clint (πŸ₯‰24 Β· ⭐ 94 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT - Click Extra (πŸ₯‰22 Β· ⭐ 51) - Extra colorization and configuration loading for Click. ❗️GPL-2.0
@@ -2328,7 +2328,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡33 Β· ⭐ 2K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡33 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 250 - 6% open Β· ⏱️ 26.02.2024): @@ -2346,12 +2346,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 590K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 600K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2363,7 +2363,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): ``` pip install beaker ``` @@ -2372,26 +2372,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge beaker ```
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cachier (πŸ₯‰27 Β· ⭐ 500) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰27 Β· ⭐ 510) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 12 Β· πŸ“¦ 440 Β· πŸ“‹ 79 - 25% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 13 Β· πŸ“¦ 440 Β· πŸ“‹ 79 - 25% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 67K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 73K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ```
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 520 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 580 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 270K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 290K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2414,12 +2414,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 23.03.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 180K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 190K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` @@ -2428,37 +2428,37 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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DearPyGui (πŸ₯ˆ34 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ33 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT - [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.8K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 15.03.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 56K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 49K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 17.03.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 24.03.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.2K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.8K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 9 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 7 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
Eel (πŸ₯‰31 Β· ⭐ 6.1K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 7K Β· πŸ“‹ 530 - 35% open Β· ⏱️ 04.03.2023): +- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 7.1K Β· πŸ“‹ 530 - 35% open Β· ⏱️ 04.03.2023): ``` git clone https://github.com/ChrisKnott/Eel @@ -2475,7 +2475,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 750 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 840 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2499,14 +2499,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡19 Β· ⭐ 610) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡19 Β· ⭐ 620) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 29 Β· πŸ“₯ 740 Β· πŸ“‹ 23 - 30% open Β· ⏱️ 09.03.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 750 Β· πŸ“‹ 24 - 29% open Β· ⏱️ 09.03.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 81 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 82 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2529,39 +2529,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 25.03.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 870K Β· ⏱️ 13.03.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 880K Β· ⏱️ 25.03.2024): ``` conda install -c conda-forge phonenumbers ```
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emoji (πŸ₯‡34 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯‡35 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 68K Β· πŸ“‹ 160 - 8% open Β· ⏱️ 31.01.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 68K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 31.01.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 26.03.2024): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 68K Β· ⏱️ 31.01.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 68K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge emoji ```
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python-slugify (πŸ₯‡34 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
python-slugify (πŸ₯ˆ34 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 79K Β· πŸ“‹ 72 - 1% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 80K Β· πŸ“‹ 72 - 1% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/un33k/python-slugify @@ -2582,49 +2582,49 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 64M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 66M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 23M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/chardet): ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 66 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 57 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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inflect (πŸ₯‰30 Β· ⭐ 910) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
pyahocorasick (πŸ₯‰30 Β· ⭐ 880) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 99 Β· πŸ“‹ 110 - 27% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“¦ 2.6K Β· πŸ“‹ 130 - 16% open Β· ⏱️ 21.03.2024): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.1K Β· ⏱️ 04.07.2023): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 810K / month): ``` - pip install inflect + pip install pyahocorasick ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 210K Β· ⏱️ 21.03.2024): ``` - conda install -c conda-forge inflect + conda install -c conda-forge pyahocorasick ```
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pyahocorasick (πŸ₯‰30 Β· ⭐ 880 Β· πŸ“ˆ) - Python module (C extension and plain python) implementing.. BSD-3 +
inflect (πŸ₯‰24 Β· ⭐ 910 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“¦ 2.6K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 94 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 23.02.2024): ``` - git clone https://github.com/WojciechMula/pyahocorasick + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 800K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.2M / month): ``` - pip install pyahocorasick + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 210K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): ``` - conda install -c conda-forge pyahocorasick + conda install -c conda-forge inflect ```
price-parser (πŸ₯‰21 Β· ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3 @@ -2634,7 +2634,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 90K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 93K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2644,7 +2644,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰15 Β· ⭐ 81 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2664,39 +2664,39 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡47 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.1B / month Β· πŸ“¦ 19K Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.2B / month Β· πŸ“¦ 19K Β· ⏱️ 27.03.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 21.03.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.6K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 740K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 740K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 48K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 48K Β· ⏱️ 23.03.2024): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 05.03.2024): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 24.03.2024): ``` conda install -c conda-forge sqlalchemy ```
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/redis/redis-py @@ -2710,41 +2710,41 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
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google-cloud-storage (πŸ₯‡43 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.2K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.5K - 10% open Β· ⏱️ 28.03.2024): ``` - git clone https://github.com/googleapis/google-cloud-python + git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 64M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 48M / month Β· πŸ“¦ 770 Β· ⏱️ 06.03.2024): ``` - pip install google-cloud-storage + pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 06.03.2024): ``` - conda install -c conda-forge google-cloud-storage + conda install -c conda-forge azure-storage-blob ```
-
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.2K) - This repository is for active development of the Azure SDK.. MIT +
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 690 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.5K - 11% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 28.03.2024): ``` - git clone https://github.com/Azure/azure-sdk-for-python + git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 760 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 66M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): ``` - pip install azure-storage-blob + pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 06.03.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 19.03.2024): ``` - conda install -c conda-forge azure-storage-blob + conda install -c conda-forge google-cloud-storage ```
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· ⏱️ 25.03.2024): ``` git clone https://github.com/coleifer/peewee @@ -2760,12 +2760,12 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.7K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.7K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 25M / month Β· πŸ“¦ 6.2K Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 26M / month Β· πŸ“¦ 6.2K Β· ⏱️ 27.03.2024): ``` pip install elasticsearch ``` @@ -2774,30 +2774,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge elasticsearch ```
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pymongo (πŸ₯ˆ40 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 - -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.2K Β· ⏱️ 19.03.2024): - - ``` - git clone https://github.com/mongodb/mongo-python-driver - ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 26M / month Β· πŸ“¦ 20K Β· ⏱️ 21.02.2024): - ``` - pip install pymongo - ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.6M Β· ⏱️ 22.02.2024): - ``` - conda install -c conda-forge pymongo - ``` -
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.5K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 41M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 42M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2806,14 +2790,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.1K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 20% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.5M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.4M / month): ``` pip install mongoengine ``` @@ -2822,20 +2806,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
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python-bigquery (πŸ₯ˆ39 Β· ⭐ 700) - Google BigQuery API client library. Apache-2 +
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 27K Β· πŸ“‹ 650 - 9% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 27.03.2024): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 39M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 26M / month Β· πŸ“¦ 20K Β· ⏱️ 28.03.2024): ``` - pip install google-cloud-bigquery + pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 11.03.2024): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.6M Β· ⏱️ 28.03.2024): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c conda-forge pymongo ```
alembic (πŸ₯ˆ38 Β· ⭐ 2.4K) - A database migrations tool for SQLAlchemy. MIT @@ -2845,7 +2829,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 36M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 37M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` @@ -2854,6 +2838,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge alembic ```
+
python-bigquery (πŸ₯ˆ38 Β· ⭐ 700) - BigQuery API client library. Apache-2 + +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“¦ 27K Β· πŸ“‹ 640 - 7% open Β· ⏱️ 27.03.2024): + + ``` + git clone https://github.com/googleapis/python-bigquery + ``` +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 39M / month): + ``` + pip install google-cloud-bigquery + ``` +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 11.03.2024): + ``` + conda install -c conda-forge google-cloud-bigquery + ``` +
kafka-python (πŸ₯ˆ37 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 - [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 25K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 08.03.2024): @@ -2861,7 +2861,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 9.8M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 11M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2870,14 +2870,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 3.9K) - the portable Python dataframe library. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 4K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 500 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.7K - 8% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 510 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.7K - 7% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 160K / month Β· πŸ“¦ 56 Β· ⏱️ 17.03.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 180K / month Β· πŸ“¦ 56 Β· ⏱️ 24.03.2024): ``` pip install ibis-framework ``` @@ -2888,32 +2888,32 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 41M / month Β· πŸ“¦ 65 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 40M / month Β· πŸ“¦ 66 Β· ⏱️ 27.03.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 470K Β· ⏱️ 08.03.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 470K Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge awswrangler ```
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 560 Β· πŸ“¦ 11K Β· πŸ“‹ 370 - 58% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 11K Β· πŸ“‹ 330 - 53% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month Β· πŸ“¦ 200 Β· ⏱️ 17.02.2024): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.3M / month): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 27K Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel): ``` conda install -c conda-forge sqlmodel ``` @@ -2925,7 +2925,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.2M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): ``` pip install elasticsearch-dsl ``` @@ -2941,7 +2941,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.7M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.6M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` @@ -2950,52 +2950,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mysqlclient ```
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Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
s3fs (πŸ₯ˆ36 Β· ⭐ 810) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 210 Β· πŸ“¦ 85K Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 460 - 28% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/mongodb/motor - ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 14.11.2023): - ``` - pip install motor - ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 65K Β· ⏱️ 15.11.2023): - ``` - conda install -c conda-forge motor - ``` -
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SQLAlchemy-Utils (πŸ₯ˆ35 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 - -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 440 - 45% open Β· ⏱️ 21.03.2024): - - ``` - git clone https://github.com/kvesteri/sqlalchemy-utils + git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 790 Β· ⏱️ 18.03.2024): ``` - pip install sqlalchemy-utils + pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 550K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.6M Β· ⏱️ 19.03.2024): ``` - conda install -c conda-forge sqlalchemy-utils + conda install -c conda-forge s3fs ```
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s3fs (πŸ₯ˆ35 Β· ⭐ 800) - S3 Filesystem. BSD-3 +
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 460 - 28% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 210 Β· πŸ“¦ 85K Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/fsspec/s3fs + git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 790 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): ``` - pip install s3fs + pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.6M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 65K Β· ⏱️ 26.03.2024): ``` - conda install -c conda-forge s3fs + conda install -c conda-forge motor ```
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 @@ -3009,35 +2993,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 15M Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 16M Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge prometheus_client ```
Databases (πŸ₯ˆ34 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 330 - 38% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 240 Β· πŸ“¦ 22K Β· πŸ“‹ 310 - 36% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 450K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 460K / month): ``` pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 03.12.2023): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 22.03.2024): ``` conda install -c conda-forge databases ```
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PyPika (πŸ₯ˆ34 Β· ⭐ 2.3K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 - [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 280 Β· πŸ“¦ 19K Β· πŸ“‹ 460 - 44% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.6M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.7M / month Β· πŸ“¦ 120 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` @@ -3048,7 +3032,7 @@ _Libraries for connecting to, operating, and querying databases._
minio (πŸ₯ˆ34 Β· ⭐ 750) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.8K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.9K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/minio/minio-py @@ -3064,7 +3048,7 @@ _Libraries for connecting to, operating, and querying databases._
s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 60 - 40% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/boto/s3transfer @@ -3080,7 +3064,7 @@ _Libraries for connecting to, operating, and querying databases._
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.5K Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.6K Β· ⏱️ 26.03.2024): ``` git clone https://github.com/datastax/python-driver @@ -3096,7 +3080,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 860) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.5K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.6K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3112,23 +3096,23 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰33 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.6K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.6K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 11M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 11M / month): ``` pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 22.03.2024): ``` conda install -c conda-forge pandas-gbq ```
tortoise-orm (πŸ₯‰32 Β· ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.3K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.4K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/tortoise/tortoise-orm @@ -3142,6 +3126,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
+
Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ“ˆ) - Pony Object Relational Mapper. Apache-2 + +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 93 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): + + ``` + git clone https://github.com/ponyorm/pony + ``` +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): + ``` + pip install pony + ``` +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge pony + ``` +
PynamoDB (πŸ₯‰32 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT - [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 16.02.2024): @@ -3153,12 +3153,12 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 520K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 530K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
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libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +
libcloud (πŸ₯‰32 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 03.12.2023): @@ -3177,7 +3177,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.8M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.9M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ``` @@ -3189,7 +3189,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` pip install influxdb ``` @@ -3200,16 +3200,16 @@ _Libraries for connecting to, operating, and querying databases._
cx-Oracle (πŸ₯‰31 Β· ⭐ 880 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.1K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.2K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.6M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.7M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 530K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 540K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ``` @@ -3221,50 +3221,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 130K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.1K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
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Pony (πŸ₯‰30 Β· ⭐ 3.5K Β· πŸ“‰) - Pony Object Relational Mapper. Apache-2 - -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 92 Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): - - ``` - git clone https://github.com/ponyorm/pony - ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): - ``` - pip install pony - ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge pony - ``` -
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pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 - -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 360 Β· πŸ“¦ 3.3K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 19.03.2024): - - ``` - git clone https://github.com/django-haystack/pysolr - ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): - ``` - pip install pysolr - ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pysolr - ``` -
Records (πŸ₯‰29 Β· ⭐ 7.1K Β· πŸ’€) - SQL for Humans. ISC -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.1K Β· πŸ“‹ 140 - 43% open Β· ⏱️ 13.03.2023): +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.2K Β· πŸ“‹ 140 - 43% open Β· ⏱️ 13.03.2023): ``` git clone https://github.com/kennethreitz/records @@ -3280,12 +3248,12 @@ _Libraries for connecting to, operating, and querying databases._
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.1K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.2K): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 11M / month Β· πŸ“¦ 490 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 12M / month Β· πŸ“¦ 490 Β· ⏱️ 25.10.2023): ``` pip install confluent-kafka ``` @@ -3296,26 +3264,30 @@ _Libraries for connecting to, operating, and querying databases._
piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 84 Β· πŸ“¦ 340 Β· πŸ“‹ 370 - 32% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 340 Β· πŸ“‹ 380 - 32% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 21K / month Β· πŸ“¦ 11 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 11 Β· ⏱️ 22.03.2024): ``` pip install piccolo ```
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prisma (πŸ₯‰28 Β· ⭐ 1.5K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
pysolr (πŸ₯‰29 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 68 Β· πŸ“‹ 380 - 51% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 310 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 15% open Β· ⏱️ 19.03.2024): ``` - git clone https://github.com/RobertCraigie/prisma-client-py + git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 87K / month Β· πŸ“¦ 16 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month): ``` - pip install prisma + pip install pysolr + ``` +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pysolr ```
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT @@ -3325,7 +3297,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 50K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 51K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3346,28 +3318,28 @@ _Libraries for connecting to, operating, and querying databases._ pip install filedepot ```
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ODMantic (πŸ₯‰26 Β· ⭐ 960) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
prisma (πŸ₯‰26 Β· ⭐ 1.6K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.2K Β· πŸ“‹ 170 - 48% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 360 - 48% open Β· ⏱️ 24.03.2024): ``` - git clone https://github.com/art049/odmantic + git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 83K / month): ``` - pip install odmantic + pip install prisma ```
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aioprometheus (πŸ₯‰21 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT +
ODMantic (πŸ₯‰26 Β· ⭐ 960) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 260 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 88 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 41% open Β· ⏱️ 23.03.2024): ``` - git clone https://github.com/claws/aioprometheus + git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 190K / month Β· πŸ“¦ 12 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month): ``` - pip install aioprometheus + pip install odmantic ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 @@ -3378,23 +3350,36 @@ _Libraries for connecting to, operating, and querying databases._ git clone https://github.com/psycopg/psycopg ```
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Show 17 hidden projects... +
aioprometheus (πŸ₯‰19 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT + +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 270 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): + + ``` + git clone https://github.com/claws/aioprometheus + ``` +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 170K / month): + ``` + pip install aioprometheus + ``` +
+
Show 18 hidden projects... - psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ35 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 59) - Google Cloud Bigtable API client library. Apache-2 +- SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. ❗Unlicensed +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 61) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - py2neo (πŸ₯‰23 Β· ⭐ 9) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 -- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 -- gsheets-db-api (πŸ₯‰21 Β· ⭐ 200 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰20 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 +- gsheets-db-api (πŸ₯‰20 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- PyMODM (πŸ₯‰18 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. ❗Unlicensed +- Queries (πŸ₯‰18 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT
@@ -3408,60 +3393,60 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 42K Β· πŸ“‹ 2.7K - 23% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.4K Β· πŸ“¦ 42K Β· πŸ“‹ 2.7K - 21% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.6M / month Β· πŸ“¦ 960 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.9M / month): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 670K Β· ⏱️ 02.03.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 680K Β· ⏱️ 02.03.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 710 - 2% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 3.3K Β· ⏱️ 25.03.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 900K Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 900K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge faker ```
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xlwings (πŸ₯‡36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
Tablib (πŸ₯‡36 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 16.03.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 95K Β· πŸ“‹ 250 - 10% open Β· ⏱️ 23.03.2024): ``` - git clone https://github.com/xlwings/xlwings + git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 190K / month Β· πŸ“¦ 650 Β· ⏱️ 16.03.2024): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 2M / month): ``` - pip install xlwings + pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 720K Β· ⏱️ 18.03.2024): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 95K Β· ⏱️ 24.03.2024): ``` - conda install -c conda-forge xlwings + conda install -c conda-forge tablib ```
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xmltodict (πŸ₯ˆ35 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT +
xmltodict (πŸ₯ˆ34 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 470 Β· πŸ“¦ 64K Β· πŸ“‹ 250 - 34% open Β· ⏱️ 12.03.2023): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 450 Β· πŸ“¦ 64K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month Β· πŸ“¦ 5.8K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month): ``` pip install xmltodict ``` @@ -3470,30 +3455,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xmltodict ```
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Tablib (πŸ₯ˆ35 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT - -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 95K Β· πŸ“‹ 260 - 13% open Β· ⏱️ 25.02.2024): - - ``` - git clone https://github.com/jazzband/tablib - ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.07.2023): - ``` - pip install tablib - ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 94K Β· ⏱️ 12.06.2023): - ``` - conda install -c conda-forge tablib - ``` -
gdown (πŸ₯ˆ34 Β· ⭐ 3.8K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 160 - 15% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 310 Β· πŸ“¦ 28K Β· πŸ“‹ 160 - 15% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.7M / month Β· πŸ“¦ 490 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month): ``` pip install gdown ``` @@ -3504,44 +3473,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
smart-open (πŸ₯ˆ34 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 390 - 15% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 23M / month Β· πŸ“¦ 650 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 23M / month Β· πŸ“¦ 650 Β· ⏱️ 26.03.2024): ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 21.03.2024): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge smart_open ```
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python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT - -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 310 Β· πŸ“¦ 54K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 09.10.2023): - - ``` - git clone https://github.com/ahupp/python-magic - ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.8M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): - ``` - pip install python-magic - ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 240K Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge python-magic - ``` -
csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 210K / month Β· πŸ“¦ 370 Β· ⏱️ 13.02.2024): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 200K / month Β· πŸ“¦ 370 Β· ⏱️ 13.02.2024): ``` pip install csvkit ``` @@ -3557,7 +3510,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 440K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 450K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3568,12 +3521,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ32 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.1K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.1K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 65K / month Β· πŸ“¦ 130 Β· ⏱️ 19.03.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 66K / month Β· πŸ“¦ 130 Β· ⏱️ 19.03.2024): ``` pip install intake ``` @@ -3582,14 +3535,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge intake ```
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snorkel (πŸ₯‰31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯ˆ31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 490 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 49K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 48K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` @@ -3598,7 +3551,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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img2dataset (πŸ₯‰28 Β· ⭐ 3.1K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰28 Β· ⭐ 3.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT - [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.6K Β· πŸ“¦ 120 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): @@ -3610,14 +3563,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install img2dataset ```
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textract (πŸ₯‰27 Β· ⭐ 3.7K) - extract text from any document. no muss. no fuss. MIT +
textract (πŸ₯‰24 Β· ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT -- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 560 Β· πŸ“‹ 250 - 49% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 540 Β· πŸ“‹ 240 - 45% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 130K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 130K / month): ``` pip install textract ``` @@ -3633,7 +3586,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 7.1K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 7.2K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3645,19 +3598,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 890 / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1K / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
Upgini (πŸ₯‰22 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 28.03.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 12K / month Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.8K / month Β· ⏱️ 28.03.2024): ``` pip install upgini ``` @@ -3674,14 +3627,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install excalibur-py ```
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Squirrel (πŸ₯‰17 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰16 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 - [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 16% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.5K / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 830 / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3690,11 +3643,13 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c anaconda squirrel-core ```
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Show 11 hidden projects... +
Show 13 hidden projects... +- xlwings (πŸ₯ˆ34 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python.. ❗Unlicensed - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯‰31 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯‰30 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- python-magic (πŸ₯ˆ31 Β· ⭐ 2.5K Β· πŸ“‰) - A python wrapper for libmagic. ❗Unlicensed +- SDV (πŸ₯ˆ31 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- PDFMiner (πŸ₯‰29 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT @@ -3702,7 +3657,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 290 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 860 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰15 Β· ⭐ 860 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3712,14 +3667,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡48 Β· ⭐ 34K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡48 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 8.9K - 10% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 9K - 10% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 27.03.2024): ``` pip install apache-airflow ``` @@ -3727,19 +3682,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 830M Β· ⭐ 510 Β· ⏱️ 21.03.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 870M Β· ⭐ 510 Β· ⏱️ 27.03.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5K - 13% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.9M / month Β· πŸ“¦ 15K Β· ⏱️ 17.01.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 10M / month Β· πŸ“¦ 15K Β· ⏱️ 27.03.2024): ``` pip install celery ``` @@ -3750,55 +3705,55 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.6K - 65% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.7K - 65% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 190 Β· ⏱️ 19.03.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.1M / month Β· πŸ“¦ 190 Β· ⏱️ 25.03.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 61K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 61K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.6K Β· πŸ“‹ 4.6K - 13% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.6K Β· πŸ“‹ 4.6K - 13% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 790K / month Β· πŸ“¦ 160 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 850K / month Β· πŸ“¦ 160 Β· ⏱️ 23.03.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 610K Β· ⏱️ 15.03.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 610K Β· ⏱️ 23.03.2024): ``` conda install -c conda-forge prefect ```
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Dagster (πŸ₯‡42 Β· ⭐ 9.9K) - An orchestration platform for the development, production, and.. Apache-2 +
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.1K Β· πŸ“‹ 7.2K - 34% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.1K Β· πŸ“‹ 7.2K - 34% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 960K / month Β· πŸ“¦ 140 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 930K / month Β· πŸ“¦ 140 Β· ⏱️ 22.03.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 18.03.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 23.03.2024): ``` conda install -c conda-forge dagster ```
rq (πŸ₯ˆ40 Β· ⭐ 9.4K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 11.03.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 23.03.2024): ``` git clone https://github.com/rq/rq @@ -3807,31 +3762,47 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 100K Β· ⏱️ 04.09.2023): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 100K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge rq ```
+
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K Β· πŸ“ˆ) - Always know what to expect from your data. Apache-2 + +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 27.03.2024): + + ``` + git clone https://github.com/great-expectations/great_expectations + ``` +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 19M / month Β· πŸ“¦ 63 Β· ⏱️ 20.03.2024): + ``` + pip install great_expectations + ``` +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 760K Β· ⏱️ 20.03.2024): + ``` + conda install -c conda-forge great-expectations + ``` +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.3K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 850 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.7K - 16% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 500K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 510K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): ``` pip install kedro ```
dbt (πŸ₯ˆ38 Β· ⭐ 8.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.5K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.2K Β· πŸ“¦ 4.6K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 47K / month Β· πŸ“¦ 30 Β· ⏱️ 19.03.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 47K / month Β· πŸ“¦ 30 Β· ⏱️ 25.03.2024): ``` pip install dbt ``` @@ -3847,23 +3818,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 48M / month): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 49M / month Β· πŸ“¦ 6.8K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 24M Β· ⏱️ 09.08.2023): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 25M Β· ⏱️ 09.08.2023): ``` conda install -c conda-forge joblib ```
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.3K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 430K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 440K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3872,22 +3843,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c anaconda luigi ```
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Great Expectations (πŸ₯ˆ37 Β· ⭐ 9.4K Β· πŸ“‰) - Always know what to expect from your data. Apache-2 - -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.4K Β· πŸ“‹ 1.8K - 7% open Β· ⏱️ 20.03.2024): - - ``` - git clone https://github.com/great-expectations/great_expectations - ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 19M / month): - ``` - pip install great_expectations - ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 760K Β· ⏱️ 20.03.2024): - ``` - conda install -c conda-forge great-expectations - ``` -
petl (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT - [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 3.6K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 14.03.2024): @@ -3895,7 +3850,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.5M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3906,80 +3861,64 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 450 - 12% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4K / month): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.8K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 390 Β· πŸ“₯ 1 Β· πŸ“¦ 440 Β· πŸ“‹ 300 - 20% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 460 Β· πŸ“‹ 270 - 13% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 27K / month Β· πŸ“¦ 2 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 19K / month): ``` pip install zenml ```
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huey (πŸ₯ˆ30 Β· ⭐ 4.9K) - a little task queue for python. MIT - -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): - - ``` - git clone https://github.com/coleifer/huey - ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 97K / month): - ``` - pip install huey - ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge huey - ``` -
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whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
whylogs (πŸ₯ˆ31 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 46 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 3% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 46 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 3% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 230K / month Β· πŸ“¦ 6 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 230K / month Β· πŸ“¦ 6 Β· ⏱️ 26.03.2024): ``` pip install whylogs ```
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ploomber (πŸ₯‰29 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
huey (πŸ₯ˆ30 Β· ⭐ 4.9K) - a little task queue for python. MIT -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/ploomber/ploomber + git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.6K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 94K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` - pip install ploomber + pip install huey ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge ploomber + conda install -c conda-forge huey ```
mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -3995,59 +3934,51 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 180K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 190K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ```
arq (πŸ₯‰27 Β· ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 150 Β· πŸ“¦ 560 Β· πŸ“‹ 220 - 32% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 140 Β· πŸ“¦ 570 Β· πŸ“‹ 210 - 28% open Β· ⏱️ 30.10.2023): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 91K / month Β· πŸ“¦ 21 Β· ⏱️ 02.12.2022): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 92K / month): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.5K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.6K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ```
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Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark +
ploomber (πŸ₯‰26 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): ``` - git clone https://github.com/hi-primus/optimus - ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 14K / month Β· ⏱️ 19.07.2020): - ``` - pip install optimuspyspark + git clone https://github.com/ploomber/ploomber ``` -
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dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 04.03.2024): - +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.2K / month): ``` - git clone https://github.com/databand-ai/dbnd + pip install ploomber ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 09.02.2024): ``` - pip install dbnd + conda install -c conda-forge ploomber ```
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Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT +
Pypeline (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 98 Β· πŸ“¦ 120 Β· πŸ“‹ 72 - 34% open Β· ⏱️ 22.03.2023): ``` git clone https://github.com/cgarciae/pypeln ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 290K / month): +- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 440K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): ``` pip install pypeln ``` @@ -4056,28 +3987,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pypeln ```
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TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 88 - 53% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): ``` - git clone https://github.com/closeio/tasktiger + git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.2K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 15K / month Β· ⏱️ 19.07.2020): ``` - pip install tasktiger + pip install optimuspyspark ```
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BatchFlow (πŸ₯‰21 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 04.03.2024): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 440 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): ``` - pip install batchflow + pip install dbnd + ``` +
+
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT + +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 88 - 53% open Β· ⏱️ 05.03.2024): + + ``` + git clone https://github.com/closeio/tasktiger + ``` +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): + ``` + pip install tasktiger ```
Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT @@ -4087,52 +4030,53 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 530 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 250 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
BatchFlow (πŸ₯‰20 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 72 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 400 / month Β· ⏱️ 01.08.2023): ``` - pip install mara-pipelines + pip install batchflow ```
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flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): ``` - git clone https://github.com/olirice/flupy + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 56 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` - pip install flupy + pip install mara-pipelines ```
-
Show 15 hidden projects... +
Show 16 hidden projects... -- mrjob (πŸ₯ˆ30 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 +- mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 +- pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT -- pysparkling (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and.. ❗Unlicensed - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark +- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 -- bodywork-core (πŸ₯‰14 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 +- flupy (πŸ₯‰13 Β· ⭐ 180 Β· πŸ“‰) - Fluent data pipelines for python and your shell. ❗Unlicensed - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 +- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4142,7 +4086,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4163,23 +4107,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 280M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 290M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 42M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml): ``` conda install -c conda-forge pyyaml ```
-
jmespath (πŸ₯‰33 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT +
jmespath (πŸ₯‰34 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT - [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 34% open Β· ⏱️ 31.03.2023): ``` git clone https://github.com/jmespath/jmespath.py ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 170M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): +- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 180M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): ``` pip install jmespath ``` @@ -4196,12 +4140,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡34 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.7K Β· πŸ“‹ 280 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.8K Β· πŸ“‹ 290 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 8.5M / month Β· πŸ“¦ 890 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.2M / month Β· πŸ“¦ 890 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` @@ -4228,7 +4172,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ32 Β· ⭐ 56) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ32 Β· ⭐ 57) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4255,12 +4199,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡40 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 210K Β· πŸ“‹ 300 - 6% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 220K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 76M / month Β· πŸ“¦ 9.2K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 77M / month Β· πŸ“¦ 9.2K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4280,35 +4224,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 19M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/toolz): ``` conda install -c conda-forge toolz ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 5.8K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ34 Β· ⭐ 5.9K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 50M / month Β· πŸ“¦ 1.8K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 51M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity): ``` conda install -c conda-forge tenacity ```
boltons (πŸ₯ˆ33 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.6K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.7K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 24.03.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 440 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.1M / month Β· πŸ“¦ 450 Β· ⏱️ 01.11.2023): ``` pip install boltons ``` @@ -4319,16 +4263,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 530 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 530 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 210K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 200K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.5K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.6K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4340,7 +4284,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4365,25 +4309,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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ubelt (πŸ₯‰23 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰20 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 - [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month Β· πŸ“¦ 66 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 70K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 71K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ```
Show 6 hidden projects... -- python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.5K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 +- python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.6K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 700 Β· πŸ’€) - API Rate Limit Decorator. MIT @@ -4396,14 +4340,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡43 Β· ⭐ 59K) - The Python programming language. MIT +
cpython (πŸ₯‡42 Β· ⭐ 59K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 44 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 51 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4411,14 +4355,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge typing ``` -- [npm](https://www.npmjs.com/package/@buckpkg/python) (πŸ“¦ 4 Β· ⏱️ 03.08.2017): +- [npm](https://www.npmjs.com/package/@buckpkg/python): ``` npm install @buckpkg/python ```
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 74K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 75K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/micropython/micropython @@ -4443,23 +4387,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 600 Β· πŸ“¦ 690K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 600 Β· πŸ“¦ 690K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 97M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 98M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 28M Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 29M Β· ⏱️ 21.11.2023): ``` conda install -c conda-forge pygments ```
cookiecutter (πŸ₯‡41 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 26K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 26K Β· πŸ“‹ 870 - 25% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/cookiecutter/cookiecutter @@ -4468,14 +4412,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 960K Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 970K Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 270 Β· πŸ“₯ 9.9K Β· πŸ“¦ 950K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 9.9K Β· πŸ“¦ 960K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/pyparsing/pyparsing @@ -4491,12 +4435,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ37 Β· ⭐ 3.1K Β· πŸ’€) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 770K Β· πŸ“‹ 350 - 9% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 780K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 18.08.2023): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 200M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 210M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): ``` pip install pycparser ``` @@ -4512,11 +4456,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 49M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 50M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.2M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4528,7 +4472,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 120M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 130M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4539,24 +4483,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ34 Β· ⭐ 1.6K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 890 Β· πŸ“‹ 450 - 14% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 900 Β· πŸ“‹ 450 - 14% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 220K / month Β· πŸ“¦ 61 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 200K / month Β· πŸ“¦ 61 Β· ⏱️ 16.01.2024): ``` pip install copier ```
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 120M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 130M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): ``` pip install pluggy ``` @@ -4565,14 +4509,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ34 Β· ⭐ 810 Β· πŸ’€) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 800 Β· πŸ’€) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 540K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 550K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 90M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 93M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4583,12 +4527,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
diagrams (πŸ₯‰33 Β· ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 550 - 65% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 560 - 66% open Β· ⏱️ 05.01.2024): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 170K / month Β· πŸ“¦ 40 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 160K / month Β· πŸ“¦ 41 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4599,7 +4543,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰31 Β· ⭐ 900 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.8K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.9K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore @@ -4620,7 +4564,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 370K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 400K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4629,20 +4573,20 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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catalogue (πŸ₯‰27 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
Send2Trash (πŸ₯‰27 Β· ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 37K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 40 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 28.03.2024): ``` - git clone https://github.com/explosion/catalogue + git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 5.9M / month Β· πŸ“¦ 86 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 20M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): ``` - pip install catalogue + pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.2M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge catalogue + conda install -c conda-forge send2trash ```
python-mss (πŸ₯‰26 Β· ⭐ 950) - An ultra fast cross-platform multiple screenshots module in pure.. MIT @@ -4652,11 +4596,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 870K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 930K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 41K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` @@ -4668,25 +4612,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ponty/pyscreenshot ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 320K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): +- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 330K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): ``` pip install pyscreenshot ```
-
Send2Trash (πŸ₯‰26 Β· ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
catalogue (πŸ₯‰26 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 39 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 19.02.2024): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 38K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 22.03.2024): ``` - git clone https://github.com/arsenetar/send2trash + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 20M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 6.1M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): ``` - pip install send2trash + pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.2M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge send2trash + conda install -c conda-forge catalogue ```
Show 5 hidden projects... diff --git a/history/2024-03-28_changes.md b/history/2024-03-28_changes.md new file mode 100644 index 0000000..063aa70 --- /dev/null +++ b/history/2024-03-28_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K Β· πŸ“ˆ) - Always know what to expect from your data. Apache-2 +- Typer (πŸ₯ˆ39 Β· ⭐ 13K Β· πŸ“ˆ) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +- Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ“ˆ) - Pony Object Relational Mapper. Apache-2 +- srsly (πŸ₯‰29 Β· ⭐ 410 Β· πŸ“ˆ) - Modern high-performance serialization utilities for Python (JSON,.. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- polars (πŸ₯ˆ38 Β· ⭐ 25K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- python-magic (πŸ₯ˆ31 Β· ⭐ 2.5K Β· πŸ“‰) - A python wrapper for libmagic. ❗Unlicensed +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed +- inflect (πŸ₯‰24 Β· ⭐ 910 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- flupy (πŸ₯‰13 Β· ⭐ 180 Β· πŸ“‰) - Fluent data pipelines for python and your shell. ❗Unlicensed + diff --git a/history/2024-03-28_projects.csv b/history/2024-03-28_projects.csv new file mode 100644 index 0000000..5e87851 --- /dev/null +++ b/history/2024-03-28_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,conda_latest_release_published_at,conda_total_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-21 23:48:54.000,2024-03-21 23:48:53,473.0,23.0,2286,388.0,251.0,22.0,34.0,15222,2024-03-21 23:48:59.000,2024.03.21,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-03-21 23:45:25.000,2024-03-21 23:45:25,321.0,26.0,159,54.0,190.0,,3.0,2144,2024-03-21 23:45:35.000,2024.03.21,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-03-21 23:46:40.000,2024-03-21 23:46:39,317.0,24.0,43,26.0,184.0,3.0,5.0,897,2024-03-21 23:46:49.000,2024.03.21,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-03-21 23:45:25.000,2024-03-21 23:45:25,321.0,26.0,159,54.0,190.0,,3.0,2144,2024-03-21 23:45:35.000,2024.03.21,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-21 23:48:54.000,2024-03-21 23:48:53,473.0,23.0,2286,388.0,251.0,22.0,34.0,15222,2024-03-21 23:48:59.000,2024.03.21,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999,1665.0,323.0,13.0,74.0,39245,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-28 14:15:16.000,2024-03-21 23:48:53,473.0,23.0,2170,388.0,251.0,19.0,34.0,15222,2024-03-21 23:48:59.000,2024.03.21,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-03-28 14:00:27.000,2024-03-28 03:01:12,34656.0,602.0,17223,1118.0,31827.0,3690.0,22608.0,41705,2024-02-23 15:30:19.000,2.2.1,125.0,3592.0,54,True,1670746.0,1592296.0,pandas,conda-forge/pandas,['pandas'],255272.0,199202648.0,https://pypi.org/project/pandas,2024-02-23 15:30:19.000,78450.0,199200389.0,https://anaconda.org/conda-forge/pandas,1.0,,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-03-28 13:25:07.000,2024-03-28 00:20:39,17379.0,761.0,15216,2055.0,10106.0,579.0,5545.0,63325,2024-03-27 20:37:37.000,5.26.1,159.0,1219.0,53,True,631683.0,611206.0,protobuf,conda-forge/protobuf,,42939118.0,196574123.0,https://pypi.org/project/protobuf,2024-03-27 20:37:37.000,16800.0,188142547.0,https://anaconda.org/conda-forge/protobuf,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3677.0,7432992.0,,,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-03-28 13:52:40.000,2024-03-26 22:34:58,35520.0,823.0,9155,594.0,13812.0,2091.0,10375.0,26134,2024-02-06 00:32:23.000,1.26.4,157.0,1751.0,51,False,2344784.0,2199341.0,numpy,conda-forge/numpy,,997904.0,256760846.0,https://pypi.org/project/numpy,2024-03-11 23:23:35.000,145443.0,255155104.0,https://anaconda.org/conda-forge/numpy,1.0,,,,,,2024-02-06 15:10:51.240,71697118.0,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-03-28 05:34:16.747,2024-03-27 22:45:54,54316.0,139.0,23638,1926.0,50515.0,846.0,31591.0,60756,2024-03-27 16:48:26.000,9.4.0,348.0,6829.0,48,True,37104.0,33004.0,ansible,conda-forge/ansible,,,5508673.0,https://pypi.org/project/ansible,2024-03-27 16:48:26.000,4100.0,5486932.0,https://anaconda.org/conda-forge/ansible,1.0,,,,,,2024-03-28 05:34:16.747,1000127.0,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-03-28 14:39:36.000,2024-03-28 14:39:36,23830.0,1247.0,13427,755.0,25694.0,899.0,8064.0,34598,2024-03-25 20:26:18.000,2.8.4,186.0,3239.0,48,True,10430.0,10073.0,apache-airflow,conda-forge/airflow,,607248.0,33301886.0,https://pypi.org/project/apache-airflow,2024-03-27 21:18:13.000,357.0,25099254.0,https://anaconda.org/conda-forge/airflow,1.0,,,,,,2024-03-12 21:13:07.737,1004633.0,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-03-27 23:45:09.013868,506.0,874607920.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-03-27 19:31:22.000,2024-03-27 18:24:12,5852.0,187.0,1808,242.0,723.0,204.0,3003.0,8650,2024-03-27 19:31:22.000,1.34.72,1519.0,155.0,47,True,437130.0,418466.0,boto3,conda-forge/boto3,,,1179206348.0,https://pypi.org/project/boto3,2024-03-27 19:31:22.000,18664.0,1178807640.0,https://anaconda.org/conda-forge/boto3,1.0,,,,,,2024-03-26 23:00:43.795,18340601.0,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-03-28 12:01:45.000,2024-03-28 12:00:44,11748.0,464.0,1412,128.0,8219.0,35.0,2377.0,6225,2024-02-24 01:16:46.000,42.0.5,128.0,312.0,47,True,663924.0,641687.0,cryptography,conda-forge/cryptography,,,249814654.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22237.0,248762416.0,https://anaconda.org/conda-forge/cryptography,1.0,,,,,,2024-02-25 09:29:00.614,46298499.0,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-03-28 14:50:50.000,2024-03-28 11:21:02,12504.0,109.0,4570,473.0,3298.0,683.0,4379.0,23298,2023-11-22 15:18:14.000,5.3.6,205.0,1342.0,46,True,144162.0,129010.0,celery,conda-forge/celery,,,10110704.0,https://pypi.org/project/celery,2024-03-27 15:13:39.000,15152.0,10075801.0,https://anaconda.org/conda-forge/celery,1.0,,,,,,2023-12-30 03:15:22.483,1570646.0,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-03-28 02:44:39.000,2024-03-28 02:41:35,2843.0,164.0,1579,108.0,3467.0,322.0,3539.0,18233,2024-03-12 13:20:33.000,2.6.4,135.0,495.0,45,True,378873.0,367425.0,pydantic,conda-forge/pydantic,,,164076340.0,https://pypi.org/project/pydantic,2024-03-12 13:20:33.000,11448.0,163913240.0,https://anaconda.org/conda-forge/pydantic,1.0,,,,,,2024-03-16 22:22:00.397,7176420.0,,,,,,,pydantic/pydantic,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-03-28 00:01:15.000,2024-03-23 13:32:37,2422.0,3.0,1411,183.0,1091.0,111.0,1444.0,14925,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1688955.0,1611925.0,click,conda-forge/click,,297.0,186319795.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,77030.0,185327245.0,https://anaconda.org/conda-forge/click,1.0,,,,,,2023-08-17 22:44:46.345,33746506.0,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-03-27 16:01:45.000,2024-03-27 15:25:27,16908.0,171.0,1306,94.0,771.0,222.0,7496.0,8630,2024-03-23 21:53:32.000,rel_2_0_29,302.0,702.0,45,True,792347.0,744012.0,SQLAlchemy,conda-forge/sqlalchemy,,47932.0,112501175.0,https://pypi.org/project/SQLAlchemy,2024-03-23 21:53:23.000,48335.0,112130377.0,https://anaconda.org/conda-forge/sqlalchemy,1.0,,,,,,2024-03-24 15:04:08.628,14419614.0,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-03-28 09:49:15.226,2024-03-27 18:24:16,11979.0,214.0,3909,571.0,3727.0,589.0,4032.0,14811,2024-03-27 19:31:08.000,1.32.72,1926.0,441.0,44,True,3081.0,3.0,awscli,conda-forge/awscli,,1638.0,157105328.0,https://pypi.org/project/awscli,2024-03-27 19:31:08.000,3078.0,156600006.0,https://anaconda.org/conda-forge/awscli,1.0,,,,,,2024-03-28 09:49:15.226,22233075.0,,,,,,,,,,,,, +19,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-03-28 04:21:49.000,2024-03-27 11:13:32,2322.0,46.0,2435,327.0,1553.0,221.0,1454.0,12180,2024-03-10 15:18:54.000,5.0.3,125.0,438.0,44,True,27981.0,,redis,conda-forge/redis-py,,,40940330.0,https://pypi.org/project/redis,2024-03-10 15:18:54.000,27981.0,40914119.0,https://anaconda.org/conda-forge/redis-py,1.0,,,,,,2024-03-10 14:34:15.448,1179519.0,,,,,,,,,,,,, +20,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-03-28 14:30:38.000,2024-03-28 14:09:01,41898.0,547.0,4100,260.0,24193.0,4338.0,2317.0,7448,2024-03-25 19:54:23.000,2.55.0,111.0,1614.0,44,True,6876.0,6690.0,apache-beam,conda-forge/apache-beam-with-aws,,,7058649.0,https://pypi.org/project/apache-beam,2024-03-25 13:51:29.000,186.0,7056604.0,https://anaconda.org/conda-forge/apache-beam-with-aws,1.0,,,,,,2024-03-26 10:29:29.196,61366.0,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-03-28 11:19:48.512,2024-03-27 18:23:59,10819.0,226.0,1047,68.0,2065.0,134.0,950.0,1402,2024-03-27 19:31:39.000,1.34.72,1917.0,204.0,44,True,324190.0,315474.0,botocore,conda-forge/botocore,,,577081090.0,https://pypi.org/project/botocore,2024-03-27 19:31:39.000,8716.0,576449621.0,https://anaconda.org/conda-forge/botocore,1.0,,,,,,2024-03-28 11:19:48.512,25258762.0,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-03-28 07:33:05.000,2024-03-26 05:31:50,3071.0,10.0,3147,639.0,2477.0,152.0,2241.0,21927,2024-03-26 05:33:40.089,24.3.25,38.0,671.0,43,True,98677.0,98026.0,flatbuffers,conda-forge/flatbuffers,,389438.0,19890972.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,365.0,18343745.0,https://anaconda.org/conda-forge/flatbuffers,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,286.0,1543899.0,,,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-03-28 13:28:25.000,2024-03-28 10:49:27,11511.0,376.0,1017,186.0,7833.0,2095.0,4973.0,19446,2024-03-28 03:04:41.624,3.112.0,4116.0,260.0,43,True,8633.0,7520.0,pulumi,,,2681482.0,3715495.0,https://pypi.org/project/pulumi,2024-03-28 01:07:33.000,179.0,1118383.0,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-03-28 03:04:41.624,934.0,2439378.0,,,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-03-28 13:40:38.000,2024-03-25 16:23:59,3757.0,88.0,2417,279.0,3943.0,588.0,2097.0,18257,2024-03-01 21:00:12.000,2.18.0,84.0,556.0,43,True,42381.0,42381.0,datasets,conda-forge/datasets,,,7934291.0,https://pypi.org/project/datasets,,,7916853.0,https://anaconda.org/conda-forge/datasets,1.0,,,,,,2024-03-02 16:15:07.962,680094.0,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-03-27 15:37:02.000,2024-03-27 15:37:02,3597.0,93.0,1858,221.0,1310.0,19.0,687.0,17009,2024-03-25 19:00:14.000,24.4.0,345.0,570.0,43,True,210325.0,207019.0,Faker,conda-forge/faker,,,14804547.0,https://pypi.org/project/Faker,2024-03-25 19:00:06.000,3306.0,14784588.0,https://anaconda.org/conda-forge/faker,1.0,,,,,,2024-03-26 11:05:01.099,898198.0,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-03-28 14:39:15.000,2024-03-28 14:29:15,16114.0,574.0,1429,156.0,7254.0,620.0,4019.0,14366,2024-03-23 21:11:41.000,2.16.6,268.0,454.0,43,True,4799.0,4635.0,prefect,conda-forge/prefect,,,863058.0,https://pypi.org/project/prefect,2024-03-23 21:11:41.000,164.0,849769.0,https://anaconda.org/conda-forge/prefect,1.0,,,,,,2024-03-23 23:56:59.948,611338.0,,,,,,,,,,,,, +27,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-03-25 16:36:56.000,2024-03-25 16:36:55,3382.0,12.0,1701,193.0,1606.0,437.0,1234.0,6594,2023-12-08 20:47:46.000,7.0.0,88.0,451.0,43,True,81900.0,77791.0,docker,conda-forge/docker-py,,888.0,39906873.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4109.0,39816231.0,https://anaconda.org/conda-forge/docker-py,2.0,,,,,,2023-12-09 00:27:54.457,4078607.0,,,,,,,,,,,,, +28,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-03-21 10:12:26.000,2024-03-18 14:34:38,1463.0,74.0,391,65.0,573.0,126.0,573.0,5056,2023-12-31 06:30:30.000,23.2.0,28.0,160.0,43,True,999365.0,980649.0,attrs,conda-forge/attrs,,,199716837.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18716.0,198907816.0,https://anaconda.org/conda-forge/attrs,1.0,,,,,,2023-12-31 08:30:42.413,34787923.0,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-03-28 13:29:38.000,2024-03-28 07:58:26,16951.0,685.0,2641,401.0,25488.0,1025.0,8492.0,4233,2024-03-27 19:59:02.000,azure-batch_14.2.0,100.0,702.0,43,True,3206.0,2438.0,azure-storage-blob,conda-forge/azure-storage-blob,,,47811282.0,https://pypi.org/project/azure-storage-blob,2024-03-06 00:22:15.000,768.0,47787103.0,https://anaconda.org/conda-forge/azure-storage-blob,1.0,,,,,,2024-03-06 03:28:11.584,1088058.0,,,,,,,,,,,,, +30,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-03-28 09:25:53.000,2024-03-27 11:26:33,6706.0,55.0,601,36.0,865.0,422.0,1395.0,1686,2023-11-21 20:44:20.000,2.17.2,64.0,832.0,43,True,728367.0,690750.0,pygments,conda-forge/pygments,,,98790001.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37617.0,98111234.0,https://anaconda.org/conda-forge/pygments,1.0,,,,,,2023-11-21 23:08:47.737,28508215.0,,,,,,,,,,,,, +31,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-03-28 13:43:36.000,2024-03-28 13:43:07,121442.0,1328.0,28636,1511.0,49664.0,8451.0,60041.0,59098,2020-07-22 03:00:52.000,0.0.6,11.0,2864.0,42,True,9.0,4.0,cpython,conda-forge/typing,,,31228.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,51.0,https://anaconda.org/conda-forge/typing,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,,,,2023-06-16 13:15:45.541,2992998.0,,,,,,,,,,,,, +32,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-03-27 19:10:30.000,2024-02-29 14:02:23,3877.0,7.0,1655,543.0,1083.0,252.0,1068.0,46772,2024-02-28 14:52:38.000,13.7.1,191.0,236.0,42,True,189721.0,183164.0,rich,conda-forge/rich,,,49929231.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,6557.0,49784767.0,https://anaconda.org/conda-forge/rich,1.0,,,,,,2024-02-28 20:06:23.063,6356425.0,,,,,,,,,,,,, +33,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-03-28 14:41:50.000,2024-03-28 14:06:17,17777.0,1020.0,1232,111.0,12461.0,2456.0,4697.0,9984,2024-03-22 18:15:23.000,1.6.13,603.0,417.0,42,True,2265.0,2125.0,dagster,conda-forge/dagster,,,954150.0,https://pypi.org/project/dagster,2024-03-22 17:45:02.000,140.0,930751.0,https://anaconda.org/conda-forge/dagster,1.0,,,,,,2024-03-23 13:23:24.406,1076388.0,,,,,,,,,,,,, +34,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-03-01 23:20:01.000,2024-02-11 03:17:05,3994.0,12.0,1967,316.0,779.0,1032.0,790.0,8776,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,105803.0,92691.0,paramiko,conda-forge/paramiko,,,53448328.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13112.0,53350660.0,https://anaconda.org/conda-forge/paramiko,2.0,,,,,,2023-12-19 20:01:44.239,4297430.0,,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-03-28 11:57:54.000,2024-03-28 11:57:42,37686.0,293.0,1483,300.0,8407.0,73.0,3670.0,4614,2024-03-28 11:57:54.000,google-cloud-securitycenter-v1.30.0,100.0,509.0,42,True,2098.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,66024366.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,2098.0,65927785.0,https://anaconda.org/conda-forge/google-cloud-storage,1.0,,,,,,2024-03-19 07:33:07.001,4249600.0,,,,,,,,,,,,, +36,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-03-28 12:18:00.000,2024-03-28 12:18:00,4703.0,150.0,5011,716.0,4075.0,226.0,7206.0,32149,2024-03-22 17:25:46.000,2.26.0,144.0,533.0,41,True,1704.0,456.0,docker-compose,conda-forge/docker-compose,,90747010.0,3935864.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,2075219.0,https://anaconda.org/conda-forge/docker-compose,2.0,,,,,,2023-10-02 18:04:01.931,390011.0,,,,,,,,,,,,, +37,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-03-25 22:03:21.000,2024-03-25 14:51:19,3067.0,24.0,1935,229.0,1155.0,226.0,644.0,21435,2024-02-21 18:02:39.000,2.6.0,42.0,324.0,41,True,27981.0,26339.0,cookiecutter,conda-forge/cookiecutter,,,4603280.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1642.0,4574795.0,https://anaconda.org/conda-forge/cookiecutter,1.0,,,,,,2024-02-22 13:39:27.647,968513.0,,,,,,,,,,,,, +38,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-03-25 20:46:21.000,2024-03-25 20:46:11,4579.0,13.0,1375,197.0,477.0,,2379.0,10730,2024-02-05 15:05:06.000,3.17.1,186.0,154.0,41,True,31749.0,27984.0,peewee,conda-forge/peewee,,,2458604.0,https://pypi.org/project/peewee,2024-02-05 15:04:14.000,3765.0,2444418.0,https://anaconda.org/conda-forge/peewee,1.0,,,,,,2024-02-05 17:42:46.930,610040.0,,,,,,,,,,,,, +39,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-03-28 06:35:50.000,2024-03-28 06:30:11,1628.0,42.0,1166,412.0,1432.0,58.0,1024.0,4125,2024-03-27 12:07:08.000,8.13.0,140.0,202.0,41,True,53352.0,47167.0,elasticsearch,conda-forge/elasticsearch,,3667.0,25688106.0,https://pypi.org/project/elasticsearch,2024-03-27 12:07:08.000,6185.0,25666687.0,https://anaconda.org/conda-forge/elasticsearch,1.0,,,,,,2024-02-22 07:22:24.765,981198.0,,,,,,,,,,,,, +40,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-03-23 16:25:25.000,2024-03-23 16:25:24,12897.0,27.0,3093,602.0,3615.0,730.0,4310.0,16824,2024-01-05 13:53:17.000,2.3.0,49.0,614.0,40,True,12987.0,12363.0,kivy,conda-forge/kivy,,36066.0,193149.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,624.0,185469.0,https://anaconda.org/conda-forge/kivy,1.0,,,,,,2024-01-05 14:09:51.350,338647.0,,,,,,,,,,,,, +41,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-03-26 19:53:34.000,2024-03-23 09:46:07,1838.0,28.0,1385,207.0,891.0,197.0,945.0,9450,2024-03-09 02:35:10.000,1.16.1,78.0,307.0,40,True,17866.0,16072.0,rq,conda-forge/rq,,,1907826.0,https://pypi.org/project/rq,2024-03-09 02:33:25.000,1794.0,1905292.0,https://anaconda.org/conda-forge/rq,2.0,,,,,,2024-03-26 01:23:59.916,101360.0,,,,,,,,,,,,, +42,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-03-28 14:33:35.000,2024-03-27 20:42:11,12178.0,328.0,1459,81.0,7712.0,181.0,1672.0,9375,2024-03-20 20:55:15.000,0.18.12,265.0,427.0,40,True,63.0,,great_expectations,conda-forge/great-expectations,,,18904220.0,https://pypi.org/project/great_expectations,2024-03-20 20:55:15.000,63.0,18887720.0,https://anaconda.org/conda-forge/great-expectations,2.0,,,,,,2024-03-20 21:56:05.090,759034.0,,,,,,,,3.0,,,,, +43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-03-26 15:10:57.000,2024-03-26 15:10:56,3308.0,40.0,641,80.0,1052.0,170.0,1050.0,6865,2024-03-04 20:21:15.000,3.21.1,174.0,208.0,40,True,137933.0,127497.0,marshmallow,conda-forge/marshmallow,,,46119936.0,https://pypi.org/project/marshmallow,2024-03-04 20:21:15.000,10436.0,46068597.0,https://anaconda.org/conda-forge/marshmallow,2.0,,,,,,2024-03-04 23:34:28.542,2310285.0,,,,,,,,,,,,, +44,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-03-25 19:51:22.000,2024-03-25 19:51:21,2651.0,40.0,576,60.0,358.0,31.0,785.0,4411,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,40,True,556034.0,536758.0,jsonschema,conda-forge/jsonschema,,200.0,121525620.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19276.0,120875734.0,https://anaconda.org/conda-forge/jsonschema,1.0,,,,,,2024-01-19 23:45:31.579,26645081.0,,,,,,,python-jsonschema/jsonschema,,,,,, +45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-03-21 15:10:13.000,2024-03-21 15:10:09,1657.0,91.0,269,41.0,532.0,17.0,283.0,3396,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,224525.0,215309.0,more-itertools,conda-forge/more-itertools,,2917.0,77237164.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9216.0,76924448.0,https://anaconda.org/conda-forge/more-itertools,1.0,,,,,,2024-01-08 18:30:36.896,14070735.0,,,,,,,,,,,,, +46,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-03-28 09:30:42.000,2024-03-27 16:24:35,5330.0,144.0,1012,108.0,3968.0,1127.0,3118.0,3377,2024-02-19 00:30:38.000,2024.2.0,90.0,487.0,40,True,27552.0,25274.0,xarray,conda-forge/xarray,,,4996714.0,https://pypi.org/project/xarray,2024-02-19 00:30:38.000,2278.0,4996714.0,https://anaconda.org/conda-forge/xarray,1.0,,,,,,,,,,,,,,,,,,,, +47,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-25 02:58:02.000,2024-03-25 02:57:57,1211.0,36.0,271,25.0,186.0,43.0,295.0,2070,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,988406.0,955916.0,pyparsing,conda-forge/pyparsing,,9921.0,115082977.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,32490.0,113629932.0,https://anaconda.org/conda-forge/pyparsing,1.0,,,,,,2024-03-06 10:33:11.131,42133969.0,,,,,,,,,,,,, +48,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-03-25 19:03:16.000,2024-03-24 12:50:13,4375.0,30.0,530,57.0,919.0,257.0,1225.0,1986,2023-10-09 14:43:38.000,3.10.0,38.0,203.0,40,True,277007.0,261651.0,h5py,conda-forge/h5py,,3205.0,20650820.0,https://pypi.org/project/h5py,2023-10-09 14:43:38.000,15356.0,20650782.0,https://anaconda.org/conda-forge/h5py,1.0,,,,,,,,,,,,,,,,,,,, +49,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-02-26 19:26:10.000,2024-02-21 11:36:09,1947.0,48.0,331,37.0,246.0,177.0,212.0,1169,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,335385.0,317983.0,future,conda-forge/future,,,44134020.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17402.0,43818021.0,https://anaconda.org/conda-forge/future,1.0,,,,,,2024-02-22 13:58:22.729,12955964.0,,,,,,,,,,,,, +50,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-03-23 14:41:46.000,2024-03-14 17:11:36,303.0,14.0,1411,373.0,183.0,148.0,189.0,26169,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,33248.0,31246.0,fire,conda-forge/fire,,,6347849.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2002.0,6324998.0,https://anaconda.org/conda-forge/fire,2.0,,,,,,2024-03-12 05:35:30.091,868344.0,,,,,,,,,,,,, +51,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-03-27 17:42:16.000,2024-03-26 22:33:24,542.0,63.0,531,71.0,324.0,201.0,175.0,13356,2024-03-26 22:35:54.000,0.11.0,33.0,50.0,39,True,83804.0,80550.0,typer,conda-forge/typer,,,20957242.0,https://pypi.org/project/typer,2024-03-26 22:35:54.000,3254.0,20910115.0,https://anaconda.org/conda-forge/typer,2.0,,,,,,2024-03-26 23:51:39.972,2120732.0,,,,,,,,5.0,,,,, +52,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-02-20 09:13:22.000,2023-09-30 22:03:06,1402.0,,667,135.0,674.0,97.0,399.0,8531,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,102231.0,97350.0,arrow,conda-forge/arrow,,,30053956.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4881.0,29963808.0,https://anaconda.org/conda-forge/arrow,1.0,,,,,,2023-10-01 03:00:03.614,4056682.0,,,,,,,,,,,,, +53,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-03-26 07:02:42.000,2024-03-26 07:02:41,1103.0,4.0,1473,229.0,495.0,14.0,637.0,7535,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,39,True,212349.0,211664.0,PyMySQL,conda-forge/pymysql,,,42103003.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,42073038.0,https://anaconda.org/conda-forge/pymysql,2.0,,,,,,2023-06-26 13:59:27.383,1318495.0,,,,,,,,,,,,, +54,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-03-10 11:56:26.000,2024-03-10 11:56:26,4154.0,25.0,1150,137.0,1119.0,344.0,1342.0,4153,2024-03-07 17:35:36.000,0.28.2,44.0,391.0,39,True,23431.0,23431.0,mongoengine,conda-forge/mongoengine,,,1414273.0,https://pypi.org/project/mongoengine,,,1408526.0,https://anaconda.org/conda-forge/mongoengine,2.0,,,,,,2023-09-28 14:01:33.150,235634.0,,,,,,,,,,,,, +55,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-03-28 12:16:51.447,2024-03-27 23:51:23,5573.0,80.0,1074,239.0,1560.0,9.0,,4032,2024-03-28 01:22:08.000,4.6.3,138.0,210.0,39,True,20404.0,,pymongo,conda-forge/pymongo,,,26366037.0,https://pypi.org/project/pymongo,2024-03-28 01:22:08.000,20404.0,26330086.0,https://anaconda.org/conda-forge/pymongo,2.0,,,,,,2024-03-28 12:16:51.447,1581877.0,,,,,,,,,,,,, +56,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,15.0,472,61.0,215.0,62.0,515.0,2640,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,39,True,93368.0,91669.0,pycryptodomex,conda-forge/pycryptodomex,,372.0,34094638.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1699.0,34058272.0,https://anaconda.org/conda-forge/pycryptodomex,2.0,,,,,,2023-09-23 12:01:55.967,1599999.0,,,,,,,,,,,,, +57,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,469,90.0,309.0,183.0,329.0,2514,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,380862.0,364542.0,pexpect,conda-forge/pexpect,,4372.0,72219764.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16320.0,71786497.0,https://anaconda.org/conda-forge/pexpect,1.0,,,,,,2024-01-24 16:21:57.503,17762554.0,,,,,,,,,,,,, +58,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-03-27 19:55:47.000,2024-03-27 19:55:46,2312.0,49.0,317,21.0,898.0,219.0,422.0,751,,,70.0,230.0,39,True,103652.0,103652.0,fsspec,conda-forge/fsspec,,,248534352.0,https://pypi.org/project/fsspec,,,248185516.0,https://anaconda.org/conda-forge/fsspec,1.0,,,,,,2024-03-19 00:33:44.664,16046457.0,,,,,,,,,,,,, +59,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-03-28 14:40:35.000,2024-03-28 14:36:00,9241.0,895.0,1514,144.0,8335.0,1474.0,5514.0,25425,2024-03-19 07:49:06.000,rs-0.38.3,100.0,383.0,38,True,4.0,4.0,polars,,,456.0,4662194.0,https://pypi.org/project/polars,,,4662159.0,,2.0,,,,,,,,,,,,,,,-3.0,,,,, +60,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-03-13 22:33:57.000,2024-03-13 14:55:35,7766.0,328.0,1230,338.0,246.0,5.0,464.0,13457,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1052.0,1046.0,tink,,,1097.0,369805.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,369537.0,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,254.0,,,,,,,,,tink-crypto/tink,,,,,, +61,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-03-13 14:46:30.000,2023-10-22 20:53:42,936.0,,574,227.0,257.0,92.0,258.0,9953,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,38,True,121992.0,120001.0,uvloop,conda-forge/uvloop,,432.0,9787986.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1991.0,9771062.0,https://anaconda.org/conda-forge/uvloop,1.0,,,,,,2023-10-23 19:09:59.969,693724.0,,,,,,,,,,,,, +62,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-03-28 12:18:38.000,2024-03-27 16:13:17,3176.0,111.0,855,104.0,1720.0,284.0,1488.0,9294,2024-02-27 12:44:56.000,0.19.3,50.0,222.0,38,True,2315.0,2241.0,kedro,,,,511427.0,https://pypi.org/project/kedro,2024-02-27 12:44:56.000,74.0,511427.0,,2.0,,,,,,,,,,,,,,,,,,,, +63,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-03-28 12:07:42.000,2024-03-27 15:58:16,6614.0,133.0,1474,137.0,4372.0,553.0,4541.0,8738,2024-03-28 03:32:03.000,1.7.11,247.0,310.0,38,True,4622.0,4592.0,dbt,conda-forge/dbt,,4195.0,50115.0,https://pypi.org/project/dbt,2024-03-25 18:29:00.000,30.0,47021.0,https://anaconda.org/conda-forge/dbt,2.0,,,,,,2023-06-16 13:24:35.863,252996.0,,,,,,,,,dbt,,,, +64,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-03-15 18:01:12.000,2024-01-23 06:30:54,361.0,5.0,437,34.0,235.0,43.0,233.0,7004,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,739035.0,728769.0,python-dotenv,conda-forge/python-dotenv,,,57349016.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10266.0,57280364.0,https://anaconda.org/conda-forge/python-dotenv,1.0,,,,,,2024-01-23 13:59:22.151,3020707.0,,,,,,,,,,,,, +65,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-03-15 20:47:40.000,2024-02-29 05:00:27,1749.0,20.0,3319,139.0,897.0,132.0,1218.0,6368,2024-01-08 22:11:24.000,29.0.0,93.0,194.0,38,True,1522.0,,kubernetes,conda-forge/kubernetes,,,23873246.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1522.0,23862878.0,https://anaconda.org/conda-forge/kubernetes,2.0,,,,,,2023-06-19 10:32:08.288,476952.0,,,,,,,,,,,,, +66,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,135.0,395.0,185.0,460.0,6237,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,145842.0,137571.0,watchdog,conda-forge/watchdog,,,20989918.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8271.0,20928120.0,https://anaconda.org/conda-forge/watchdog,2.0,,,,,,2024-02-07 09:26:23.738,2780924.0,,,,,,,,,,,,, +67,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-03-26 16:41:59.000,2023-12-01 10:50:33,1499.0,,384,61.0,722.0,400.0,474.0,3625,2023-08-09 09:27:06.000,1.3.2,110.0,127.0,38,True,416872.0,410063.0,joblib,conda-forge/joblib,,,49177213.0,https://pypi.org/project/joblib,2023-08-09 09:23:34.000,6809.0,48617040.0,https://anaconda.org/conda-forge/joblib,2.0,,,,,,2023-08-09 10:36:06.506,24647630.0,,,,,,,,,,,,, +68,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-03-02 01:43:51.000,2024-02-23 23:49:46,1375.0,12.0,625,116.0,129.0,12.0,910.0,3468,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,78619.0,74538.0,xlsxwriter,conda-forge/xlsxwriter,,,18350692.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4081.0,18282298.0,https://anaconda.org/conda-forge/xlsxwriter,1.0,,,,,,2023-11-05 19:10:43.834,3146160.0,,,,,,,,,,,,, +69,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-03-11 13:35:14.000,2024-02-15 22:26:05,3081.0,3.0,492,72.0,304.0,19.0,1266.0,3190,2024-01-02 21:56:56.000,2.9.9,62.0,137.0,38,False,780792.0,719069.0,psycopg2,psycopg2,,,16413848.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61703.0,16411133.0,https://anaconda.org/anaconda/psycopg2,2.0,,,,,,2024-02-29 15:31:04.534,271562.0,,,,,,,,,,20.0,,, +70,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-03-19 12:15:31.000,2024-03-19 12:14:53,1802.0,17.0,221,20.0,151.0,108.0,945.0,2416,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,222112.0,210484.0,alembic,conda-forge/alembic,,,36924158.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11628.0,36823886.0,https://anaconda.org/conda-forge/alembic,2.0,,,,,,2024-01-13 21:09:43.478,4211429.0,,,,,,,,,,,,, +71,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-03-19 18:03:45.000,2023-11-14 16:25:37,322.0,,516,53.0,267.0,277.0,321.0,2406,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1206364.0,1127375.0,pyyaml,conda-forge/pyyaml,,,286658450.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,78989.0,286658450.0,https://anaconda.org/conda-forge/pyyaml,1.0,,,,,,,,,,,,,,,,,,,, +72,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-02-24 05:44:26.000,2024-02-24 05:44:25,1011.0,11.0,168,23.0,162.0,178.0,335.0,2116,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,38,True,153323.0,149158.0,dill,conda-forge/dill,,291657.0,54149178.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4165.0,54010732.0,https://anaconda.org/conda-forge/dill,2.0,,,,,,2024-01-28 09:41:18.086,6125091.0,,,,,,,,,,,,, +73,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-03-25 13:28:29.000,2023-12-21 21:58:06,987.0,,237,53.0,159.0,26.0,218.0,1579,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,367547.0,356983.0,greenlet,conda-forge/greenlet,,,95241821.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10564.0,95039925.0,https://anaconda.org/conda-forge/greenlet,1.0,,,,,,2023-12-21 23:45:31.152,9085362.0,,,,,,,,,,,,, +74,python-bigquery,googleapis/python-bigquery,BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-03-28 02:07:23.000,2024-03-27 21:39:38,1808.0,69.0,272,54.0,1224.0,48.0,595.0,703,2024-03-27 21:39:51.000,3.20.0,117.0,143.0,38,True,27319.0,27319.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,39296055.0,https://pypi.org/project/google-cloud-bigquery,,,39232097.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2.0,,,,,,2024-03-11 21:00:15.521,2814176.0,,,,,,,,,,,,, +75,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-03-12 14:43:57.026,2024-03-12 12:37:34,2006.0,7.0,196,27.0,609.0,100.0,198.0,602,2024-03-12 12:37:49.000,5.14.2,52.0,118.0,38,True,432922.0,418099.0,traitlets,conda-forge/traitlets,,328.0,46369744.0,https://pypi.org/project/traitlets,2024-03-12 12:37:43.000,14823.0,45751763.0,https://anaconda.org/conda-forge/traitlets,1.0,,,,,,2024-03-12 14:43:57.026,25954632.0,,,,,,,,,,,,, +76,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-03-13 12:09:03.000,2024-01-23 10:42:08,4100.0,11.0,2389,476.0,2297.0,124.0,881.0,17239,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,37,True,2772.0,2352.0,luigi,luigi,,,436331.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,418.0,436183.0,https://anaconda.org/anaconda/luigi,2.0,,,,,,2023-06-16 13:25:26.049,14449.0,,stable/luigi,,,,,,,,2.0,,, +77,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-03-28 13:39:27.000,2024-03-28 13:28:48,2853.0,125.0,638,117.0,3069.0,712.0,3372.0,9425,2024-03-07 18:35:00.000,0.28.0,93.0,128.0,37,True,1442.0,1407.0,modin,conda-forge/modin-core,['pandas'],196827.0,891152.0,https://pypi.org/project/modin,2024-03-07 18:22:26.000,35.0,878995.0,https://anaconda.org/conda-forge/modin-core,2.0,,,,,,2024-03-07 23:22:35.260,296444.0,,,,,,,,,,,,, +78,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-03-22 15:08:40.000,2024-02-12 08:46:53,2742.0,8.0,736,148.0,756.0,600.0,560.0,8902,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,37,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,49698714.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,49197364.0,https://anaconda.org/conda-forge/prompt-toolkit,2.0,,,,,,2023-12-12 16:46:57.325,21558073.0,,,,,,,,,,,,, +79,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-03-28 14:00:00.000,2024-03-08 23:30:02,2179.0,1.0,1359,147.0,977.0,297.0,1196.0,5469,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26082.0,24621.0,kafka-python,conda-forge/kafka-python,,1836.0,10958060.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1461.0,10952764.0,https://anaconda.org/conda-forge/kafka-python,2.0,,,,,,2023-06-16 13:25:06.579,433089.0,,,,,,,,,,,,, +80,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-03-27 23:31:15.000,2024-03-27 23:30:58,641.0,27.0,191,36.0,91.0,3.0,371.0,5464,2024-03-27 23:16:18.000,3.10.0,123.0,22.0,37,True,81489.0,80075.0,orjson,conda-forge/orjson,,,20017915.0,https://pypi.org/project/orjson,2024-03-27 22:52:08.000,1414.0,19994129.0,https://anaconda.org/conda-forge/orjson,2.0,,,,,,2024-02-23 20:03:54.615,1094158.0,,,,,,,,,,,,, +81,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-03-26 17:04:16.000,2024-01-24 03:22:09,1214.0,6.0,253,82.0,353.0,119.0,142.0,4497,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,146087.0,142489.0,toolz,conda-forge/toolz,,,33032839.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3598.0,33032839.0,https://anaconda.org/conda-forge/toolz,2.0,,,,,,,,,,,,,,,,,,,, +82,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-03-28 14:12:53.000,2024-03-28 12:28:32,7894.0,719.0,506,82.0,5941.0,206.0,2524.0,3954,2024-02-05 19:31:28.000,8.0.0,85.0,278.0,37,True,1275.0,1219.0,ibis-framework,conda-forge/ibis-framework,,119.0,189705.0,https://pypi.org/project/ibis-framework,2024-03-24 00:02:35.000,56.0,182511.0,https://anaconda.org/conda-forge/ibis-framework,2.0,,,,,,2024-02-06 16:41:49.618,323575.0,,,,,,,,,,,,, +83,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-03-28 12:58:16.459,2024-03-27 19:34:09,2410.0,110.0,665,61.0,1574.0,32.0,1056.0,3778,2024-03-27 19:37:03.000,3.7.2,150.0,147.0,37,True,1556.0,1490.0,awswrangler,conda-forge/awswrangler,['pandas'],232048.0,40445149.0,https://pypi.org/project/awswrangler,2024-03-27 19:22:12.000,66.0,40430532.0,https://anaconda.org/conda-forge/awswrangler,2.0,,,,,,2024-03-28 12:58:16.459,471009.0,,,,,,,aws/aws-sdk-pandas,,,,,, +84,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-03-28 07:26:01.000,2024-01-12 19:56:59,2744.0,4.0,1239,197.0,1253.0,143.0,1883.0,3409,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4515.0,4237.0,netmiko,,,,291324.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,278.0,291324.0,,3.0,,,,,,,,,,,,,,,,,,,, +85,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-01-16 16:54:54.000,2023-08-18 13:39:25,552.0,,586,95.0,178.0,31.0,317.0,3104,,,21.0,83.0,37,True,796018.0,778590.0,pycparser,conda-forge/pycparser,,,208680389.0,https://pypi.org/project/pycparser,2021-11-06 12:48:46.000,17428.0,208268399.0,https://anaconda.org/conda-forge/pycparser,2.0,,,,,,2023-06-16 13:24:40.587,37491172.0,,,,,,,,,,,,, +86,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-03-05 18:44:35.000,2024-03-01 18:28:13,1590.0,11.0,470,46.0,644.0,369.0,420.0,2225,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35084.0,341168913.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,6139.0,339476746.0,https://anaconda.org/conda-forge/python-dateutil,2.0,,,,,,2024-03-01 13:32:48.081,54139000.0,,,,,,,,,,,,, +87,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-03-27 22:15:57.000,2024-03-25 19:53:11,959.0,23.0,122,27.0,330.0,53.0,282.0,1576,2024-02-19 08:36:23.000,4.3.0,51.0,48.0,37,True,264280.0,263462.0,anyio,conda-forge/anyio,,,68260568.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,67984670.0,https://anaconda.org/conda-forge/anyio,2.0,,,,,,2024-02-19 15:13:53.866,12691335.0,,,,,,,,,,,,, +88,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-03-24 20:14:03.517,2024-03-23 17:46:32,2133.0,60.0,146,21.0,166.0,62.0,446.0,1186,2024-03-23 16:51:46.000,25.0.0,194.0,121.0,37,True,4388.0,,keyring,conda-forge/keyring,,,54934068.0,https://pypi.org/project/keyring,2024-03-23 16:51:34.000,4388.0,54834701.0,https://anaconda.org/conda-forge/keyring,3.0,,,,,,2024-03-24 20:14:03.517,4372173.0,,,,,,,,,,,,, +89,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-03-27 03:54:59.000,2024-03-27 03:54:52,613.0,42.0,197,26.0,631.0,8.0,128.0,1111,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,219575.0,211368.0,bcrypt,conda-forge/bcrypt,,,56493654.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8207.0,56386075.0,https://anaconda.org/conda-forge/bcrypt,3.0,,,,,,2023-12-15 18:31:52.917,4625920.0,,,,,,,,,,,,, +90,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-03-27 00:12:53.000,2024-03-27 00:12:53,531.0,1.0,265,29.0,108.0,111.0,184.0,960,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2210940.0,2074571.0,six,conda-forge/six,,,291296720.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136369.0,290736649.0,https://anaconda.org/conda-forge/six,2.0,,,,,,2023-06-16 13:17:33.301,52646688.0,,,,,,,,,,,,, +91,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-03-26 21:18:17.000,2024-03-26 17:35:41,383.0,16.0,528,151.0,343.0,174.0,153.0,12704,2024-02-17 13:54:28.000,0.0.16,15.0,71.0,36,True,10762.0,10762.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1251609.0,https://pypi.org/project/sqlmodel,,,1251609.0,https://anaconda.org/conda-forge/sqlmodel,2.0,,,,,,,,,,,,,,,,,,,, +92,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-03-17 17:45:03.000,2023-12-10 09:31:47,395.0,,965,213.0,186.0,156.0,295.0,11433,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,36,True,34717.0,33230.0,schedule,conda-forge/schedule,,,2107266.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1487.0,2105897.0,https://anaconda.org/conda-forge/schedule,3.0,,,,,,2023-10-02 12:55:42.807,52034.0,,,,,,,,,,,,, +93,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-03-18 12:50:24.000,2024-03-02 19:39:49,2435.0,3.0,1223,231.0,481.0,156.0,1020.0,8187,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,36,True,12367.0,10406.0,supervisor,conda-forge/supervisor,,,1871082.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1961.0,1864015.0,https://anaconda.org/conda-forge/supervisor,2.0,,,,,,2023-11-23 10:15:30.879,289773.0,,,,,,,,,,,,, +94,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-03-07 18:42:49.000,2018-08-27 18:02:16,447.0,,567,162.0,111.0,260.0,187.0,7895,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,126597.0,114098.0,docopt,conda-forge/docopt,,,11319787.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12499.0,11298212.0,https://anaconda.org/conda-forge/docopt,2.0,,,,,,2023-06-16 13:17:10.080,2049636.0,,,,,,,,,,,,, +95,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-22 11:00:17.000,2023-12-16 21:30:31,835.0,,391,69.0,287.0,226.0,321.0,6018,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,27676.0,26334.0,pendulum,conda-forge/pendulum,,628.0,28455096.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1342.0,28433924.0,https://anaconda.org/conda-forge/pendulum,2.0,,,,,,2024-01-07 18:54:51.714,931340.0,,,,,,,,,,,,, +96,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-03-24 16:49:04.994,2024-03-23 08:05:01,1194.0,8.0,552,136.0,333.0,26.0,226.0,4508,2024-03-23 11:05:30.000,3.6.0,17.0,125.0,36,True,95345.0,95345.0,tablib,conda-forge/tablib,,,2011597.0,https://pypi.org/project/tablib,,,2009173.0,https://anaconda.org/conda-forge/tablib,1.0,,,,,,2024-03-24 16:49:04.994,94536.0,,,,,,,,,,,,, +97,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-03-28 12:41:01.000,2024-03-20 11:38:37,1048.0,8.0,840,432.0,407.0,155.0,1181.0,3754,2024-01-19 11:13:34.000,8.12.0,38.0,133.0,36,True,11139.0,10147.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,4178193.0,https://pypi.org/project/elasticsearch-dsl,2024-01-19 10:51:21.000,992.0,4178081.0,https://anaconda.org/anaconda/elasticsearch-dsl,2.0,,,,,,2024-02-08 20:22:57.094,8461.0,,,,,,,,,,,,, +98,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-02-13 17:00:15.000,2023-12-01 12:49:19,374.0,,234,47.0,143.0,110.0,140.0,3404,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,928601.0,906363.0,colorama,conda-forge/colorama,,,167769456.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22238.0,167465464.0,https://anaconda.org/conda-forge/colorama,2.0,,,,,,2023-06-16 13:16:09.835,28879276.0,,,,,,,,,,,,, +99,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-03-05 11:29:54.000,2024-03-05 11:29:54,1516.0,5.0,457,134.0,571.0,318.0,378.0,2447,2023-11-17 10:47:56.000,1.2.0,30.0,138.0,36,True,28360.0,27039.0,dateparser,conda-forge/dateparser,,,6676016.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1321.0,6671540.0,https://anaconda.org/conda-forge/dateparser,2.0,,,,,,2023-11-17 11:56:22.500,201450.0,,,,,,,,,,,,, +100,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-26 10:22:43.000,2024-02-08 15:35:16,1093.0,11.0,472,55.0,311.0,10.0,325.0,2390,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,36,True,165709.0,158442.0,mysqlclient,conda-forge/mysqlclient,,5279.0,5629067.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7267.0,5621403.0,https://anaconda.org/conda-forge/mysqlclient,2.0,,,,,,2024-03-10 16:42:38.687,334703.0,,,,,,,,,,,,, +101,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,40.0,114.0,24.0,151.0,1968,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,36,True,336529.0,334145.0,pyrsistent,conda-forge/pyrsistent,,,44741920.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2384.0,44273727.0,https://anaconda.org/conda-forge/pyrsistent,1.0,,,,,,2023-10-31 12:42:54.224,20600515.0,,,,,,,,,,,,, +102,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331,66.0,124.0,20.0,179.0,1629,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,36,True,142581.0,121566.0,simplejson,conda-forge/simplejson,,6433.0,20784424.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21015.0,20716088.0,https://anaconda.org/conda-forge/simplejson,2.0,,,,,,2024-02-15 12:03:26.747,3140455.0,,,,,,,,,,,,, +103,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-03-28 11:10:08.000,2024-03-28 11:10:01,1912.0,45.0,247,44.0,968.0,275.0,411.0,1316,2024-03-06 19:27:15.000,2.17.1,75.0,99.0,36,True,4044.0,3508.0,zarr,conda-forge/zarr,,,657056.0,https://pypi.org/project/zarr,2024-03-06 19:27:15.000,536.0,590568.0,https://anaconda.org/conda-forge/zarr,2.0,,,,,,2024-03-07 08:16:39.862,2925502.0,,,,,,,,,,,,, +104,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-03-22 00:50:34.000,2024-03-22 00:50:33,1455.0,62.0,165,33.0,180.0,69.0,239.0,1201,2024-02-20 03:42:47.000,3.0.3,41.0,74.0,36,True,2469.0,,jsonpickle,conda-forge/jsonpickle,,,11986775.0,https://pypi.org/project/jsonpickle,2024-02-20 03:42:47.000,2469.0,11939504.0,https://anaconda.org/conda-forge/jsonpickle,2.0,,,,,,2023-10-18 22:21:59.292,1654502.0,,,,,,,,,,,,, +105,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-03-26 01:09:17.000,2024-03-26 01:09:16,1037.0,11.0,264,19.0,409.0,132.0,324.0,807,2024-03-18 19:43:46.000,2024.3.1,69.0,139.0,36,True,18034.0,17240.0,s3fs,conda-forge/s3fs,,,258221749.0,https://pypi.org/project/s3fs,2024-03-18 19:43:46.000,794.0,258067580.0,https://anaconda.org/conda-forge/s3fs,2.0,,,,,,2024-03-19 13:28:34.302,6629299.0,,,,,,,,,,,,, +106,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,13.0,36.0,32.0,55.0,306,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,36,True,1965154.0,1881183.0,pytz,conda-forge/pytz,,26.0,178903105.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,83971.0,177643910.0,https://anaconda.org/conda-forge/pytz,2.0,,,,,,2024-02-02 15:16:32.383,50366763.0,,,,,,,,,,,,, +107,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-03-28 13:06:21.000,2024-03-28 05:21:35,15821.0,313.0,7239,737.0,5984.0,1763.0,3765.0,18199,2024-02-20 12:36:21.000,1.22.2,18.0,624.0,35,True,14.0,,micropython-_markupbase,,,74657.0,945.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,2.0,,,,,,,,,,,,,,,,,,,, +108,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-03-01 10:13:15.000,2024-03-01 10:13:14,911.0,10.0,371,87.0,277.0,26.0,318.0,4229,2023-12-10 22:48:47.000,5.9.0,37.0,88.0,35,True,4580.0,,ujson,conda-forge/ujson,,,11435858.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4580.0,11333407.0,https://anaconda.org/conda-forge/ujson,3.0,,,,,,2023-12-11 01:19:21.996,4610315.0,,,,,,,,,,,,, +109,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-03-25 07:37:28.433,2024-03-25 06:16:26,1639.0,18.0,456,87.0,113.0,9.0,171.0,3391,2024-03-25 06:29:47.000,8.13.33,242.0,30.0,35,True,1483.0,,phonenumbers,conda-forge/phonenumbers,,,6319650.0,https://pypi.org/project/phonenumbers,2024-03-25 06:29:47.000,1483.0,6293864.0,https://anaconda.org/conda-forge/phonenumbers,1.0,,,,,,2024-03-25 07:37:28.433,876734.0,,,,,,,,,,,,, +110,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-03-04 19:05:12.000,2024-02-27 16:47:01,514.0,9.0,583,124.0,230.0,61.0,991.0,2826,2024-02-05 17:00:57.000,5.1.0,64.0,57.0,35,False,57700.0,55440.0,pyodbc,conda-forge/pyodbc,,,25823591.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2260.0,25792697.0,https://anaconda.org/conda-forge/pyodbc,2.0,,,,,,2024-02-05 20:49:55.775,1266662.0,,,,,,,,,,,,, +111,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-03-26 19:44:42.162,2024-03-26 17:51:01,1790.0,28.0,208,91.0,268.0,1.0,,2312,2024-03-26 18:57:20.000,3.4.0,48.0,51.0,35,True,86561.0,85334.0,motor,conda-forge/motor,,,1687505.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,1227.0,1685926.0,https://anaconda.org/conda-forge/motor,2.0,,,,,,2024-03-26 19:44:42.162,64762.0,,,,,,,,,,,,, +112,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-03-26 14:27:52.620,2024-03-26 10:44:06,517.0,20.0,268,26.0,121.0,13.0,150.0,1808,2024-03-26 10:53:17.000,2.11.0,46.0,66.0,35,True,69595.0,68044.0,emoji,conda-forge/emoji,,,3098381.0,https://pypi.org/project/emoji,2024-03-26 10:53:17.000,1551.0,3096794.0,https://anaconda.org/conda-forge/emoji,1.0,,,,,,2024-03-26 14:27:52.620,68256.0,,,,,,,,,,,,, +113,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-03-27 23:52:07.000,2024-03-16 05:30:03,755.0,64.0,223,59.0,476.0,146.0,635.0,1529,2019-06-19 22:31:20.000,3.7.4,16.0,97.0,35,True,6082.0,,typing,conda-forge/typing,,,9014177.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6082.0,8983001.0,https://anaconda.org/conda-forge/typing,2.0,,,,,,2023-06-16 13:15:45.541,2992958.0,,,,,,,,,,,,, +114,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-03-08 12:57:39.927,2024-03-08 01:29:41,768.0,6.0,124,35.0,220.0,50.0,209.0,1349,2024-03-08 01:30:10.000,3.2.3,126.0,73.0,35,True,53348.0,51092.0,argcomplete,conda-forge/argcomplete,,347.0,28389748.0,https://pypi.org/project/argcomplete,2024-03-08 01:30:10.000,2256.0,28355114.0,https://anaconda.org/conda-forge/argcomplete,2.0,,,,,,2024-03-08 12:57:39.927,1523770.0,,,,,,,,,,,,, +115,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-03-27 12:28:15.000,2024-03-26 06:54:02,4896.0,70.0,270,61.0,405.0,170.0,554.0,1265,2023-11-27 12:13:28.000,3.9.2,46.0,132.0,35,True,2651.0,,tables,conda-forge/pytables,,183.0,1107841.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2651.0,1107839.0,https://anaconda.org/conda-forge/pytables,2.0,,,,,,,,,,,,,,,,,,,, +116,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-03-18 16:20:08.000,2024-03-15 15:53:47,539.0,16.0,85,24.0,305.0,30.0,75.0,1210,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,35,True,21052.0,20777.0,cleo,conda-forge/cleo,,,32529678.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,275.0,32513223.0,https://anaconda.org/conda-forge/cleo,2.0,,,,,,2023-10-30 19:23:44.113,674655.0,,,,,,,python-poetry/cleo,,,,,, +117,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-03-14 23:12:31.000,2024-03-14 23:12:30,1327.0,47.0,188,49.0,209.0,86.0,373.0,1186,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3695.0,3609.0,petl,conda-forge/petl,,,2747822.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,86.0,2742865.0,https://anaconda.org/conda-forge/petl,2.0,,,,,,2024-03-13 00:52:03.874,223106.0,,,,,,,,,,,http://petl.readthedocs.org,, +118,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-03-22 11:11:44.000,2024-03-20 02:26:01,791.0,6.0,205,41.0,118.0,150.0,271.0,1143,2020-01-25 14:40:31.000,0.10.9,32.0,40.0,35,True,38109.0,37389.0,py4j,conda-forge/py4j,,,49590187.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,720.0,49533202.0,https://anaconda.org/conda-forge/py4j,2.0,,,,,,2023-06-16 13:21:18.228,5185712.0,,,,,,,py4j/py4j,,,,,, +119,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-03-26 22:59:29.000,2024-03-25 16:54:35,303.0,18.0,95,16.0,206.0,15.0,94.0,666,2024-03-25 17:08:24.000,3.13.3,67.0,45.0,35,True,414941.0,411952.0,filelock,conda-forge/filelock,,,128149418.0,https://pypi.org/project/filelock,2024-03-25 17:08:24.000,2989.0,127778890.0,https://anaconda.org/conda-forge/filelock,2.0,,,,,,2024-03-25 19:25:59.481,17044324.0,,,,,,,tox-dev/filelock,,,,,, +120,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-03-26 20:07:32.000,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,494121.0,478957.0,pyasn1,conda-forge/pyasn1,,,184114481.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,15164.0,181787774.0,https://anaconda.org/conda-forge/pyasn1,3.0,,,,,,2023-11-29 19:48:49.652,13960244.0,,,,,,,,,,,,, +121,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-03-23 14:16:19.000,2024-01-26 22:08:21,1605.0,1.0,1925,465.0,553.0,476.0,1311.0,14540,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,188.0,21.0,fabric,conda-forge/fabric,,,6540142.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,167.0,6537866.0,https://anaconda.org/conda-forge/fabric,3.0,,,,,,2023-08-31 04:59:09.600,86503.0,,,,,,,,,,,,, +122,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-03-23 08:59:58.000,2024-03-23 08:59:57,38.0,38.0,1821,230.0,3080.0,717.0,2862.0,13069,2024-03-03 15:43:03.000,5.0.3,184.0,19.0,34,False,11683.0,11317.0,pysimplegui,conda-forge/pysimplegui,,,793806.0,https://pypi.org/project/pysimplegui,2024-03-03 15:43:03.000,366.0,791278.0,https://anaconda.org/conda-forge/pysimplegui,2.0,,,,,,2023-06-16 16:16:23.007,139051.0,,,,,,,,,,,,, +123,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,4.0,542,134.0,236.0,7.0,466.0,6837,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,17004.0,14340.0,sh,conda-forge/sh,,,6851500.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2664.0,6846803.0,https://anaconda.org/conda-forge/sh,3.0,,,,,,2023-08-10 02:31:43.807,192606.0,,,,,,,,,,,,, +124,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-03-18 16:57:26.000,2024-03-14 10:25:38,497.0,14.0,290,48.0,213.0,99.0,151.0,5854,2023-08-14 13:22:49.000,8.2.3,53.0,91.0,34,True,1868.0,,tenacity,conda-forge/tenacity,,,50810449.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1868.0,50810449.0,https://anaconda.org/conda-forge/tenacity,2.0,,,,,,,,,,,,,,,,,,,, +125,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,451,106.0,96.0,83.0,162.0,5354,,,4.0,49.0,34,True,64469.0,64469.0,xmltodict,conda-forge/xmltodict,,,46294986.0,https://pypi.org/project/xmltodict,,,46254015.0,https://anaconda.org/conda-forge/xmltodict,2.0,,,,,,2023-06-16 13:20:35.475,3728378.0,,,,,,,,,,,,, +126,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-03-18 02:30:30.000,2024-02-11 15:15:42,498.0,57.0,308,22.0,138.0,24.0,133.0,3822,2024-02-03 14:26:08.000,5.1.0,38.0,20.0,34,True,28062.0,28062.0,gdown,conda-forge/gdown,,,1606816.0,https://pypi.org/project/gdown,,,1601093.0,https://anaconda.org/conda-forge/gdown,2.0,,,,,,2024-02-03 17:36:10.471,257563.0,,,,,,,,,,,,, +127,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-03-09 02:12:24.000,2024-03-09 02:12:24,558.0,8.0,816,73.0,425.0,93.0,440.0,3736,2024-02-14 15:55:57.000,0.20.0,50.0,145.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,33592607.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,33253906.0,https://anaconda.org/conda-forge/prometheus_client,2.0,,,,,,2024-02-14 17:48:15.061,15580265.0,,,,,,,,,,,,, +128,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-03-22 21:20:49.741,2024-03-01 17:30:12,335.0,5.0,241,51.0,208.0,113.0,200.0,3683,2024-03-01 17:38:49.000,0.9.0,24.0,59.0,34,True,22413.0,22413.0,databases,conda-forge/databases,,,463378.0,https://pypi.org/project/databases,,,458506.0,https://anaconda.org/conda-forge/databases,2.0,,,,,,2024-03-22 21:20:49.741,194882.0,,,,,,,,,,,,, +129,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-03-26 14:14:35.586,2024-03-25 17:08:51,757.0,28.0,285,34.0,530.0,111.0,389.0,3491,2024-03-18 20:33:02.000,3.2.5,87.0,123.0,34,True,8460.0,8147.0,dynaconf,conda-forge/dynaconf,,,2980953.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,313.0,2979249.0,https://anaconda.org/conda-forge/dynaconf,2.0,,,,,,2024-03-26 14:14:35.586,69870.0,,,,,,,dynaconf/dynaconf,,,,,, +130,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,192,34.0,53.0,25.0,166.0,3207,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2292.0,,sortedcontainers,conda-forge/sortedcontainers,,,49386465.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2292.0,49255501.0,https://anaconda.org/conda-forge/sortedcontainers,1.0,,,,,,2023-06-16 13:23:54.671,12048765.0,,,,,,,,,,,,, +131,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-03-27 22:47:44.000,2024-03-27 22:47:43,1076.0,53.0,374,48.0,397.0,61.0,327.0,3068,2024-03-26 08:43:19.000,7.0.4,61.0,119.0,34,True,650.0,,smart-open,conda-forge/smart_open,,,23390128.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,650.0,23337534.0,https://anaconda.org/conda-forge/smart_open,2.0,,,,,,2024-03-26 12:23:56.875,2314161.0,,,,,,,piskvorky/smart_open,,,,,, +132,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,,2014-03-17 13:03:20.000,2024-03-27 09:42:30.522,2024-03-26 11:01:03,2692.0,29.0,475,123.0,569.0,330.0,1519.0,2821,2024-03-26 11:01:38.000,0.31.0,114.0,65.0,34,False,30960.0,30960.0,xlwings,conda-forge/xlwings,,17349.0,198093.0,https://pypi.org/project/xlwings,,,181986.0,https://anaconda.org/conda-forge/xlwings,2.0,,,,,,2024-03-27 09:42:30.522,725325.0,,,,,,,,,,,,, +133,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,,185,51.0,325.0,127.0,225.0,2744,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6543.0,6061.0,plumbum,conda-forge/plumbum,,,4273554.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,482.0,4262088.0,https://anaconda.org/conda-forge/plumbum,3.0,,,,,,2023-06-16 13:25:23.453,997586.0,,,,,,,,,,,,, +134,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-03-20 16:40:57.000,2024-03-18 10:53:52,1447.0,12.0,214,45.0,1228.0,66.0,569.0,2710,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,4116.0,4064.0,docarray,conda-forge/docarray,,,86984.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,82031.0,https://anaconda.org/conda-forge/docarray,2.0,,,,,,2023-06-18 08:40:32.440,128795.0,,,,,,,docarray/docarray,,,,,, +135,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-03-13 21:37:30.000,2023-12-10 17:09:47,1032.0,,275,36.0,375.0,206.0,258.0,2351,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,34,True,19348.0,19231.0,pypika,conda-forge/pypika,,,2654566.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,117.0,2654189.0,https://anaconda.org/conda-forge/pypika,2.0,,,,,,2023-06-16 19:27:43.516,10939.0,,,,,,,,,,,,, +136,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-03-15 09:38:01.000,2024-03-15 09:38:01,853.0,21.0,204,60.0,108.0,63.0,364.0,2129,2024-01-26 13:04:44.000,2.9.0,53.0,74.0,34,True,3255.0,,numexpr,conda-forge/numexpr,,602.0,5177209.0,https://pypi.org/project/numexpr,2024-01-26 13:04:44.000,3255.0,5004336.0,https://anaconda.org/conda-forge/numexpr,2.0,,,,,,2024-02-05 13:50:40.663,7779014.0,,,,,,,,,,,,, +137,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,88.0,2049,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,34,True,7094.0,,jmespath,conda-forge/jmespath,,,181702326.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7094.0,181508668.0,https://anaconda.org/conda-forge/jmespath,3.0,,,,,,2023-06-16 13:16:44.688,17816574.0,,,,,,,,,,,,, +138,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-03-09 11:27:50.000,2023-11-10 08:22:03,735.0,,221,45.0,71.0,50.0,142.0,1964,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,34,True,11975.0,,wrapt,conda-forge/wrapt,,,126318379.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11975.0,125972212.0,https://anaconda.org/conda-forge/wrapt,2.0,,,,,,2023-11-09 12:40:47.871,14192885.0,,,,,,,,,,,,, +139,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-03-26 23:21:18.000,2023-11-14 07:16:07,1076.0,,213,27.0,172.0,67.0,219.0,1881,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10653.0,9759.0,deepdiff,conda-forge/deepdiff,,,9241672.0,https://pypi.org/project/deepdiff,2023-11-14 07:19:45.000,894.0,9232743.0,https://anaconda.org/conda-forge/deepdiff,1.0,,,,,,2023-11-14 14:00:05.348,401819.0,,,,,,,,,,,,, +140,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-03-01 12:34:50.000,2024-03-01 11:35:28,871.0,3.0,222,47.0,294.0,13.0,282.0,1831,2024-03-01 12:34:50.000,1.0.8,24.0,78.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1281.0,69144658.0,https://pypi.org/project/msgpack,2024-03-01 12:34:50.000,2448.0,68773439.0,https://anaconda.org/conda-forge/msgpack-python,3.0,,,,,,2023-11-25 16:13:54.210,15219287.0,,,,,,,,,,,,, +141,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-03-27 13:35:16.000,2024-03-25 13:47:18,1438.0,66.0,157,21.0,960.0,68.0,386.0,1611,2024-01-16 15:40:08.000,9.1.1,60.0,72.0,34,True,966.0,905.0,copier,,,,204061.0,https://pypi.org/project/copier,2024-01-16 15:40:08.000,61.0,204061.0,,2.0,,,,,,,,,,,,,,,,,,,, +142,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,,164,30.0,283.0,88.0,166.0,1559,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,34,True,3018.0,,cloudpickle,conda-forge/cloudpickle,,27.0,40974472.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,3018.0,40607347.0,https://anaconda.org/conda-forge/cloudpickle,3.0,,,,,,2023-10-16 14:02:01.196,16153511.0,,,,,,,,,,,,, +143,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,5.0,148,35.0,78.0,1.0,71.0,1440,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,82844.0,79869.0,python-slugify,conda-forge/python-slugify,,,19120594.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2975.0,19075913.0,https://anaconda.org/conda-forge/python-slugify,2.0,,,,,,2024-02-08 20:57:18.711,1965999.0,,,,,,,,,,,,, +144,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,,2013-02-18 16:48:22.000,2024-03-24 16:29:04.722,2024-03-22 15:16:53,1393.0,9.0,316,34.0,334.0,196.0,240.0,1194,2024-03-22 15:24:26.000,0.42.2,38.0,120.0,34,False,28828.0,28828.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6512521.0,https://pypi.org/project/sqlalchemy-utils,,,6500471.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2.0,,,,,,2024-03-24 16:29:04.722,554317.0,,,,,,,,,,,,, +145,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-03-25 22:38:01.000,2024-03-25 22:37:58,732.0,25.0,130,23.0,302.0,52.0,133.0,1135,2024-01-24 13:45:14.000,1.4.0,22.0,53.0,34,True,10625.0,,pluggy,conda-forge/pluggy,,,126721724.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10625.0,126117461.0,https://anaconda.org/conda-forge/pluggy,2.0,,,,,,2024-01-24 17:23:01.675,24774801.0,,,,,,,,,,,,, +146,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-03-26 04:50:12.000,2024-03-26 04:48:59,381.0,33.0,143,14.0,179.0,15.0,151.0,895,2024-03-24 02:29:47.000,0.24.0,46.0,52.0,34,True,111449.0,109565.0,validators,conda-forge/validators,,24.0,8247290.0,https://pypi.org/project/validators,2024-03-24 02:27:15.000,1884.0,8234133.0,https://anaconda.org/conda-forge/validators,2.0,,,,,,2024-03-24 14:20:00.993,578846.0,,,,,,,python-validators/validators,,,,,, +147,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,105,24.0,58.0,13.0,93.0,805,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,571519.0,547027.0,decorator,conda-forge/decorator,,,93269411.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24492.0,92984400.0,https://anaconda.org/conda-forge/decorator,2.0,,,,,,2023-06-16 13:18:04.782,26221023.0,,,,,,,,,,,,, +148,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-03-22 20:32:25.000,2024-03-22 20:32:24,1175.0,12.0,301,31.0,855.0,7.0,542.0,748,2024-03-02 23:49:53.000,7.2.5,112.0,132.0,34,True,7397.0,6890.0,minio,conda-forge/minio,,,2270442.0,https://pypi.org/project/minio,2024-03-02 23:48:43.000,507.0,2266728.0,https://anaconda.org/conda-forge/minio,2.0,,,,,,2024-03-03 01:37:46.696,159711.0,,,,,,,,,,,,, +149,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-03-15 10:11:00.171,2024-03-14 18:07:20,610.0,6.0,128,20.0,240.0,24.0,36.0,196,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,34,True,282526.0,278134.0,s3transfer,conda-forge/s3transfer,,,324695534.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,4392.0,324260843.0,https://anaconda.org/conda-forge/s3transfer,2.0,,,,,,2024-03-15 10:11:00.171,17822358.0,,,,,,,,,,,,, +150,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-03-27 12:41:03.000,2024-01-05 14:42:12,533.0,1.0,2224,387.0,478.0,374.0,189.0,34612,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1442.0,1401.0,diagrams,conda-forge/diagrams,,,166321.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,41.0,162474.0,https://anaconda.org/conda-forge/diagrams,3.0,,,,,,2023-10-30 17:06:42.710,176996.0,,,,,,,,,,,,, +151,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-03-23 18:25:09.000,2024-03-15 02:33:45,2807.0,28.0,643,148.0,504.0,272.0,1021.0,12087,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,2847.0,2790.0,dearpygui,,,,49398.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,57.0,49398.0,,2.0,,,,,,,,,,,,,,,,,,,, +152,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-03-18 19:50:50.000,2024-03-05 23:52:25,1877.0,7.0,589,123.0,1300.0,265.0,1106.0,8095,2023-02-23 18:30:37.000,1.3.2,22.0,117.0,33,True,21662.0,21653.0,hydra,conda-forge/hydra-core,,,28821.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,10053.0,https://anaconda.org/conda-forge/hydra-core,2.0,,,,,,2023-06-16 19:18:09.635,919665.0,,,,,,,,,,,,, +153,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-03-28 10:36:46.000,2024-03-27 11:28:24,8844.0,160.0,579,87.0,2319.0,53.0,393.0,7624,2024-03-20 21:13:18.000,3.8.27,154.0,129.0,33,True,2777.0,2723.0,hub,,,,3836.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3836.0,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +154,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-03-25 13:41:13.000,2024-03-24 01:18:13,1536.0,2.0,348,141.0,204.0,66.0,107.0,6399,2023-11-01 07:04:40.000,23.1.1,53.0,89.0,33,True,7141.0,6695.0,boltons,conda-forge/boltons,,25.0,4216309.0,https://pypi.org/project/boltons,2023-11-01 07:04:40.000,446.0,4120408.0,https://anaconda.org/conda-forge/boltons,2.0,,,,,,2023-12-21 10:34:46.923,4315578.0,,,,,,,,,,,,, +155,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-03-27 18:44:20.000,2024-03-27 18:44:19,1934.0,20.0,598,131.0,333.0,29.0,872.0,5790,2024-02-13 20:38:55.000,1.4.0,40.0,108.0,33,True,1972.0,1600.0,csvkit,conda-forge/csvkit,,,208011.0,https://pypi.org/project/csvkit,2024-02-13 20:38:55.000,372.0,204903.0,https://anaconda.org/conda-forge/csvkit,2.0,,,,,,2024-02-14 01:14:39.007,105703.0,,,,,,,,,,,,, +156,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-03-28 14:01:51.000,2024-03-25 21:23:48,6394.0,249.0,383,40.0,2276.0,36.0,238.0,3598,2024-03-25 22:27:41.000,0.56.2,100.0,91.0,33,True,456.0,456.0,zenml,,,1.0,19253.0,https://pypi.org/project/zenml,,,19253.0,,2.0,,,,,,,,,,,,,,,,,,,, +157,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,16.0,334.0,3102,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16938.0,15780.0,cerberus,conda-forge/cerberus,,,5476297.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1158.0,5462688.0,https://anaconda.org/conda-forge/cerberus,2.0,,,,,,2023-10-06 12:57:48.461,367445.0,,,,,,,,,,,,, +158,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-03-28 04:20:17.000,2024-03-28 04:18:29,670.0,45.0,255,20.0,653.0,304.0,434.0,2933,2024-03-11 19:19:58.000,0.18.3,83.0,119.0,33,True,1541.0,1429.0,pandera,conda-forge/pandera-core,['pandas'],,2303047.0,https://pypi.org/project/pandera,2024-03-15 05:22:11.000,112.0,2302215.0,https://anaconda.org/conda-forge/pandera-core,2.0,,,,,,2024-03-12 03:10:31.266,34145.0,,,,,,,unionai-oss/pandera,,,,,, +159,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-03-26 14:40:35.000,2024-03-26 14:38:36,431.0,5.0,207,57.0,154.0,97.0,78.0,2828,2024-03-26 14:40:35.000,0.7.6,26.0,67.0,33,True,9505.0,8552.0,schema,conda-forge/schema,,,17485657.0,https://pypi.org/project/schema,2024-03-26 14:40:35.000,953.0,17483080.0,https://anaconda.org/conda-forge/schema,2.0,,,,,,2023-06-16 16:16:09.653,144316.0,,,,,,,,,,,,, +160,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,140.0,454.0,143.0,402.0,2802,2021-07-13 12:38:57.000,0.10.0,22.0,91.0,33,True,24001.0,23137.0,pandas-datareader,conda-forge/pandas-datareader,,,450423.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,864.0,446227.0,https://anaconda.org/conda-forge/pandas-datareader,2.0,,,,,,2023-06-16 13:23:01.411,348337.0,,,,,,,,,,,,, +161,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2128,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,222502.0,213863.0,xlrd,conda-forge/xlrd,,,22911436.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8639.0,22867438.0,https://anaconda.org/conda-forge/xlrd,2.0,,,,,,2023-06-16 13:21:36.044,3695855.0,,,,,,,,,,,,, +162,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-03-14 16:26:42.000,2024-02-26 20:19:32,296.0,8.0,156,27.0,65.0,15.0,231.0,2067,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,33,True,3702.0,,cachetools,conda-forge/cachetools,,,128006616.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,3702.0,127769878.0,https://anaconda.org/conda-forge/cachetools,1.0,,,,,,2024-02-26 22:51:02.916,10889974.0,,,,,,,,,,,,, +163,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,5.0,213,36.0,261.0,38.0,211.0,1798,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,33,True,16956.0,15533.0,voluptuous,conda-forge/voluptuous,,,3112787.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1423.0,3104068.0,https://anaconda.org/conda-forge/voluptuous,2.0,,,,,,2024-02-03 13:43:43.942,348793.0,,,,,,,,,,,,, +164,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-03-27 13:09:21.000,2024-03-26 05:13:42,6045.0,6.0,533,77.0,1120.0,13.0,,1371,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,33,True,7262.0,6551.0,cassandra-driver,conda-forge/cassandra-driver,,,1641314.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,711.0,1636719.0,https://anaconda.org/conda-forge/cassandra-driver,3.0,,,,,,2024-03-20 14:11:37.399,197621.0,,,,,,,,,,,,, +165,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-03-08 10:22:39.000,2024-03-08 10:22:38,1530.0,14.0,213,97.0,769.0,2.0,237.0,855,2024-02-29 11:06:31.000,5.18.0,133.0,43.0,33,True,8814.0,8588.0,neo4j-driver,conda-forge/neo4j-python-driver,,,144501.0,https://pypi.org/project/neo4j-driver,2024-02-29 10:58:19.000,226.0,140033.0,https://anaconda.org/conda-forge/neo4j-python-driver,3.0,,,,,,2024-02-29 13:15:31.904,201084.0,,,,,,,,,,,,, +166,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-03-25 19:10:45.000,2024-03-22 17:41:35,401.0,18.0,117,62.0,409.0,34.0,304.0,414,2024-03-07 17:02:51.000,0.22.0,42.0,47.0,33,True,9606.0,9606.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,11031406.0,https://pypi.org/project/pandas-gbq,,,10985583.0,https://anaconda.org/conda-forge/pandas-gbq,3.0,,,,,,2024-03-22 20:48:08.228,1878615.0,,,,,,,,,,,,, +167,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-03-25 23:47:11.000,2024-03-25 23:47:10,1353.0,178.0,95,20.0,816.0,16.0,133.0,386,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3463.0,,multidict,conda-forge/multidict,,6470.0,104826079.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3463.0,104536930.0,https://anaconda.org/conda-forge/multidict,2.0,,,,,,2024-02-04 10:11:47.941,11852274.0,,,,,,,,,,,,, +168,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-02-16 04:55:31.000,2024-02-14 20:05:06,355.0,8.0,55,13.0,71.0,12.0,39.0,374,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,536742.0,523112.0,wcwidth,conda-forge/wcwidth,,,65676087.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13630.0,65149121.0,https://anaconda.org/conda-forge/wcwidth,3.0,,,,,,2024-01-08 16:30:23.823,23713496.0,,,,,,,,,,,,, +169,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-03-21 04:57:15.000,2023-11-03 12:31:26,810.0,,131,23.0,96.0,53.0,140.0,314,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,115671.0,108565.0,asn1crypto,conda-forge/asn1crypto,,,78197613.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7106.0,78093725.0,https://anaconda.org/conda-forge/asn1crypto,3.0,,,,,,2023-06-16 13:20:58.043,8414954.0,,,,,,,,,,,,, +170,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,107.0,160.0,17.0,292.0,6458,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13808.0,12857.0,tinydb,conda-forge/tinydb,,,606742.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,951.0,602670.0,https://anaconda.org/conda-forge/tinydb,2.0,,,,,,2023-06-12 22:06:12.645,378747.0,,,,,,,,,,,,, +171,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-03-18 11:25:52.000,2024-02-13 12:48:28,1194.0,3.0,341,43.0,497.0,504.0,508.0,4178,2023-08-11 03:44:09.000,0.20.0,151.0,126.0,32,True,7483.0,7379.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,144394.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,143882.0,https://anaconda.org/conda-forge/tortoise-orm,3.0,,,,,,2023-08-11 14:08:36.515,16899.0,,,,,,,,,,,,, +172,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-03-28 05:46:22.000,2024-03-24 23:00:30,8355.0,486.0,679,84.0,1415.0,152.0,696.0,4074,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,41.0,3.0,toga,,,2732.0,3973.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,35.0,3806.0,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,7.0,,,,,,,,,,,,,,, +173,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312,54.0,206.0,209.0,359.0,3553,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3158.0,3031.0,dependency-injector,conda-forge/dependency_injector,,,1199315.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1197992.0,https://anaconda.org/conda-forge/dependency_injector,2.0,,,,,,2023-06-16 19:27:23.562,39706.0,,,,,,,,,,,,, +174,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-03-15 17:41:17.000,2023-09-25 09:31:59,4024.0,,238,89.0,81.0,316.0,332.0,3504,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4288.0,3920.0,pony,conda-forge/pony,,93.0,159940.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,368.0,157484.0,https://anaconda.org/conda-forge/pony,3.0,,,,,,2023-09-25 14:13:52.264,98247.0,,,,,,,,2.0,,,,, +175,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,349,305.0,1630.0,112.0,486.0,3311,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,350.0,333.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1634372.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1634356.0,https://anaconda.org/conda-forge/koalas,2.0,,,,,,,,,,,,,,,,,,,, +176,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-03-24 11:40:31.000,2024-03-09 11:54:25,3968.0,110.0,321,37.0,344.0,150.0,557.0,2586,2024-02-25 20:40:20.000,2.9.2,214.0,106.0,32,True,117.0,105.0,pyinfra,,,,62535.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,12.0,62535.0,,3.0,,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +177,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,66.0,2521,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,138875.0,136585.0,aiofiles,conda-forge/aiofiles,,,13518400.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2290.0,13494149.0,https://anaconda.org/conda-forge/aiofiles,2.0,,,,,,2023-11-02 17:29:27.974,994291.0,,,,,,,,,,,,, +178,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-03-21 21:32:21.000,2024-02-16 07:09:47,836.0,7.0,429,39.0,640.0,277.0,371.0,2368,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1808.0,1647.0,pynamodb,conda-forge/pynamodb,,,2031362.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,2019073.0,https://anaconda.org/conda-forge/pynamodb,3.0,,,,,,2024-01-17 22:46:37.252,528435.0,,,,,,,,,,,,, +179,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2059,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39570.0,6.0,chardet,conda-forge/chardet,,,65528377.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39560.0,65528320.0,https://anaconda.org/conda-forge/chardet,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,57.0,,,,,,,,,,,,,,, +180,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-02-26 17:44:42.000,2023-12-03 10:50:26,9954.0,,925,85.0,1791.0,92.0,124.0,2002,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,32,True,864.0,,apache-libcloud,,,,270463.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,864.0,270463.0,,3.0,,,,,,,,,,,,,,,,,,,, +181,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-03-20 18:52:27.000,2024-02-29 16:59:55,1064.0,8.0,94,18.0,586.0,103.0,448.0,1769,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,27760.0,27243.0,omegaconf,conda-forge/omegaconf,,,9091484.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,517.0,9065434.0,https://anaconda.org/conda-forge/omegaconf,3.0,,,,,,2023-06-16 19:17:33.055,1302509.0,,,,,,,,,,,,, +182,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,216,47.0,180.0,58.0,337.0,1480,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2494.0,2395.0,pygsheets,,,,1878954.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1878954.0,,3.0,,,,,,,,,,,,,,,,,,,, +183,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-03-27 14:20:11.000,2024-03-27 14:20:09,693.0,43.0,63,16.0,246.0,1.0,59.0,1389,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,32,True,24032.0,23496.0,bidict,conda-forge/bidict,,40.0,2340982.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,536.0,2332155.0,https://anaconda.org/conda-forge/bidict,2.0,,,,,,2024-02-18 23:20:30.644,388401.0,,,,,,,,,,,,, +184,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1177,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7157.0,6817.0,sshtunnel,conda-forge/sshtunnel,,,9804988.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,340.0,9803443.0,https://anaconda.org/conda-forge/sshtunnel,3.0,,,,,,2023-06-16 13:24:17.374,139119.0,,,,,,,,,,,,, +185,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1021,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,293293.0,277998.0,appdirs,conda-forge/appdirs,,,31846790.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15295.0,31741277.0,https://anaconda.org/conda-forge/appdirs,2.0,,,,,,2023-06-16 13:15:34.114,10129296.0,,,,,,,,,,,,, +186,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-02-26 20:39:40.596,2024-02-25 00:15:02,1274.0,1.0,104,32.0,208.0,49.0,194.0,992,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,48302.0,46616.0,Bottleneck,conda-forge/bottleneck,,,1071226.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1686.0,975077.0,https://anaconda.org/conda-forge/bottleneck,2.0,,,,,,2024-02-26 20:39:40.596,3942128.0,,,,,,,,,,,,, +187,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-03-28 09:20:03.000,2024-03-26 17:45:12,2167.0,62.0,138,42.0,432.0,103.0,263.0,977,2024-03-19 18:17:26.000,2.0.4,34.0,86.0,32,True,2269.0,2136.0,intake,conda-forge/intake,,,78767.0,https://pypi.org/project/intake,2024-03-19 18:17:26.000,133.0,66473.0,https://anaconda.org/conda-forge/intake,2.0,,,,,,2024-03-19 23:06:10.283,553268.0,,,,,,,,,,,,, +188,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-01-18 02:42:42.000,2023-11-16 21:49:07,517.0,,125,24.0,71.0,26.0,162.0,898,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,19083.0,18727.0,anytree,conda-forge/anytree,,,1323035.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,356.0,1322228.0,https://anaconda.org/conda-forge/anytree,2.0,,,,,,2023-06-16 19:18:51.552,37945.0,,,,,,,,,,,,, +189,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-03-22 16:04:39.000,2024-03-21 19:05:00,932.0,63.0,39,12.0,61.0,1.0,244.0,57,2024-03-21 13:42:43.000,6.4.0,73.0,43.0,32,False,1887.0,,importlib-resources,conda-forge/importlib_resources,,,87108402.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,1887.0,86699503.0,https://anaconda.org/conda-forge/importlib_resources,2.0,,,,,,2024-03-21 17:11:40.892,18809375.0,,,,,,,,,,,,, +190,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-03-14 21:19:47.000,2024-03-14 21:19:45,726.0,25.0,42,4.0,42.0,4.0,68.0,48,2024-03-14 21:09:12.000,3.18.1,51.0,25.0,32,False,4351.0,,zipp,conda-forge/zipp,,,208706494.0,https://pypi.org/project/zipp,2024-03-14 21:09:02.000,4351.0,207843336.0,https://anaconda.org/conda-forge/zipp,2.0,,,,,,2023-09-21 00:15:19.475,36252668.0,,,,,,,,,,,,, +191,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,283.0,300.0,164.0,464.0,20312,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,31,False,985.0,893.0,gooey,conda-forge/gooey,,608.0,8764.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,7476.0,https://anaconda.org/conda-forge/gooey,3.0,,,,,,2023-06-16 16:15:20.617,74095.0,,,,,,,,,,,,, +192,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-02-22 20:52:06.000,2023-03-04 17:45:05,299.0,,565,131.0,193.0,187.0,347.0,6125,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,True,7153.0,7067.0,eel,,,,70893.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,70893.0,,3.0,,,,,,,,,,,,,,python-eel/Eel,,,,,, +193,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,6.0,856,168.0,745.0,18.0,962.0,5687,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,505.0,491.0,snorkel,conda-forge/snorkel,,1076.0,49197.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,14.0,47864.0,https://anaconda.org/conda-forge/snorkel,2.0,,,,,,2024-02-28 03:09:24.835,47591.0,,,,,,,,,,,,, +194,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-03-14 18:35:20.000,2023-01-31 21:17:34,775.0,,421,79.0,71.0,375.0,195.0,3661,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,False,16407.0,15852.0,keyboard,conda-forge/keyboard,,,329151.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,555.0,328365.0,https://anaconda.org/conda-forge/keyboard,3.0,,,,,,2023-06-16 19:26:23.252,25958.0,,,,,,,,,,,,, +195,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-03-27 14:49:05.000,2024-03-26 14:48:58,1788.0,58.0,106,45.0,1401.0,66.0,354.0,3226,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,591.0,532.0,returns,conda-forge/returns,,,205070.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,204818.0,https://anaconda.org/conda-forge/returns,3.0,,,,,,2023-08-28 19:31:50.302,8582.0,,,,,,,,,,,,, +196,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3183,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10035.0,9217.0,blaze,conda-forge/blaze,,,40657.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,38094.0,https://anaconda.org/conda-forge/blaze,3.0,,,,,,2023-06-16 13:21:36.637,202545.0,,,,,,,,,,,,, +197,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,1.0,190,28.0,76.0,4.0,90.0,2661,2023-03-01 19:38:11.000,3.8,12.0,36.0,31,True,129039.0,125597.0,python-decouple,conda-forge/python-decouple,,12.0,3164404.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3442.0,3163394.0,https://anaconda.org/conda-forge/python-decouple,3.0,,,,,,2023-06-16 13:21:51.317,78838.0,,,,,,,HBNetwork/python-decouple,,,,,, +198,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2609,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1544.0,1430.0,mrjob,conda-forge/mrjob,,,109743.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,103956.0,https://anaconda.org/conda-forge/mrjob,2.0,,,,,,2023-06-16 13:18:55.628,520865.0,,,,,,,,,,,,, +199,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-03-28 02:42:41.000,2024-03-27 00:04:38,858.0,44.0,116,32.0,1080.0,15.0,406.0,2525,2024-03-26 23:51:58.000,1.3.28,323.0,32.0,31,True,250.0,244.0,whylogs,,,46.0,229483.0,https://pypi.org/project/whylogs,2024-03-26 23:51:58.000,6.0,229481.0,,2.0,,,,,,,,,,,,,,,,,,,, +200,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,,2010-03-31 22:40:33.000,2024-01-25 16:51:24.000,2023-10-09 21:18:20,331.0,,254,48.0,111.0,12.0,188.0,2511,,,7.0,61.0,31,False,54793.0,54793.0,python-magic,conda-forge/python-magic,,,9155856.0,https://pypi.org/project/python-magic,,,9149906.0,https://anaconda.org/conda-forge/python-magic,2.0,,,,,,2023-09-25 19:52:44.133,243973.0,,,,,,,,-3.0,,,,, +201,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-26 19:24:41.000,2024-03-26 19:24:40,237.0,5.0,281,48.0,77.0,50.0,115.0,2305,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,31,True,1216.0,1147.0,datasketch,,,22.0,2119057.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,69.0,2119057.0,,3.0,,,,,,,,,,,,,,,,,,,, +202,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-03-28 13:55:54.000,2024-03-28 11:49:42,1536.0,64.0,278,42.0,705.0,160.0,964.0,2087,2024-03-21 22:47:39.000,1.11.0,124.0,47.0,31,False,398.0,375.0,sdv,conda-forge/sdv,,,50663.0,https://pypi.org/project/sdv,2024-03-21 22:46:21.000,23.0,50045.0,https://anaconda.org/conda-forge/sdv,2.0,,,,,,2024-03-22 00:27:58.667,16710.0,,,,,,,,,,,,, +203,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,96.0,402.0,167.0,379.0,1677,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9449.0,8180.0,influxdb,conda-forge/influxdb,,,2139564.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1269.0,2136602.0,https://anaconda.org/conda-forge/influxdb,3.0,,,,,,2023-06-16 19:18:45.040,139227.0,,,,,,,,,,,,, +204,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2114.0,,humanize,conda-forge/humanize,,,7591375.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2114.0,7579788.0,https://anaconda.org/conda-forge/humanize,2.0,,,,,,2023-11-21 23:08:24.916,521425.0,,,,,,,,,,,,, +205,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-03-28 10:19:19.000,2024-01-26 18:48:28,2257.0,37.0,432,,,,,1322,2023-06-21 16:43:02.350,0.27.1,73.0,225.0,31,True,470.0,,holidays,conda-forge/holidays,,,7003619.0,https://pypi.org/project/holidays,2024-03-18 17:40:34.000,470.0,6917520.0,https://anaconda.org/conda-forge/holidays,3.0,,,,,,2024-03-19 02:16:57.346,3788367.0,,,,,,,,,,,,, +206,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-02-19 08:58:32.000,2023-06-25 23:23:50,1269.0,,256,19.0,214.0,31.0,302.0,895,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,6225.0,5899.0,fastcore,conda-forge/fastcore,,,1365370.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,1362812.0,https://anaconda.org/conda-forge/fastcore,3.0,,,,,,2023-06-16 19:28:19.001,69077.0,,,,,,,,,,,,, +207,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,32.0,613.0,880,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8522.0,8160.0,cx-Oracle,conda-forge/cx_oracle,,,3742893.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3730710.0,https://anaconda.org/conda-forge/cx_oracle,3.0,,,,,,2023-09-24 12:56:34.597,536054.0,,,,,,,,,,,,, +208,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,11.0,116.0,22.0,107.0,467,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,31,True,7235.0,,rsa,conda-forge/rsa,,,184337978.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7235.0,184191721.0,https://anaconda.org/conda-forge/rsa,3.0,,,,,,2023-06-16 13:14:30.533,13455706.0,,,,,,,,,,,,, +209,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-03-22 10:24:57.844,2024-03-22 08:42:09,886.0,16.0,66,18.0,487.0,150.0,291.0,393,2024-03-22 08:44:21.000,2.1.0,93.0,36.0,31,True,10523.0,10362.0,param,conda-forge/param,,,645923.0,https://pypi.org/project/param,2024-03-22 08:44:15.000,161.0,609127.0,https://anaconda.org/conda-forge/param,3.0,,,,,,2024-03-22 10:24:57.844,1508669.0,,,,,,,,,,,,, +210,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,60,7.0,76.0,2.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,162159.0,158232.0,tzlocal,conda-forge/tzlocal,,,48460023.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3927.0,48376874.0,https://anaconda.org/conda-forge/tzlocal,3.0,,,,,,2023-10-22 22:23:29.297,2577638.0,,,,,,,,,,,,, +211,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-03-27 18:57:59.000,2024-03-26 11:15:47,803.0,16.0,51,49.0,727.0,45.0,187.0,61,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3483.0,3465.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,5075276.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,18.0,5072426.0,https://anaconda.org/conda-forge/google-cloud-bigtable,3.0,,,,,,2023-12-13 02:55:03.515,105459.0,,,,,,,,,,,,, +212,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-03-05 08:12:30.000,2023-07-21 10:40:58,3636.0,,592,146.0,970.0,500.0,775.0,8161,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,735.0,701.0,vaex,conda-forge/vaex,,280.0,23346.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,34.0,21326.0,https://anaconda.org/conda-forge/vaex,3.0,,,,,,2023-06-16 13:20:19.053,179683.0,,,,,,,,,,,,, +213,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515,94.0,186.0,18.0,429.0,5304,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3665.0,3386.0,transitions,conda-forge/transitions,,,644547.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,279.0,633886.0,https://anaconda.org/conda-forge/transitions,1.0,,,,,,2023-06-16 16:15:31.911,607693.0,,,,,,,,,,,,, +214,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,5.0,380,86.0,176.0,,613.0,4860,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,30,True,1615.0,1434.0,huey,conda-forge/huey,,,94498.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,181.0,94027.0,https://anaconda.org/conda-forge/huey,2.0,,,,,,2023-06-16 16:09:17.692,33466.0,,,,,,,,,,,,, +215,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,262.0,4710,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4322.0,3738.0,dataset,conda-forge/dataset,,,125368.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,584.0,125144.0,https://anaconda.org/conda-forge/dataset,3.0,,,,,,2023-07-12 10:39:31.317,8074.0,,,,,,,,,,,,, +216,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2023-11-30 07:55:40.000,2023-11-30 07:55:40,1134.0,,243,65.0,89.0,23.0,273.0,3512,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,30,True,1097.0,975.0,asciimatics,conda-forge/asciimatics,,,28161.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,122.0,24590.0,https://anaconda.org/conda-forge/asciimatics,3.0,,,,,,2023-10-25 21:59:55.078,146444.0,,,,,,,,,,,,, +217,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-03-18 14:34:22.000,2024-02-01 18:17:41,1177.0,18.0,590,174.0,468.0,96.0,477.0,3023,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,275.0,242.0,arctic,conda-forge/arctic,,210.0,5089.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,3667.0,https://anaconda.org/conda-forge/arctic,3.0,,,,,,2024-02-15 20:53:28.617,31242.0,,,,,,,,,,,,, +218,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2569,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1987.0,1600.0,schematics,conda-forge/schematics,,,301568.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,301102.0,https://anaconda.org/conda-forge/schematics,3.0,,,,,,2023-06-16 16:16:00.762,26123.0,,,,,,,,,,,,, +219,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-03-25 10:49:58.000,2024-01-12 09:43:33,550.0,5.0,80,23.0,234.0,36.0,99.0,1395,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,12177.0,11759.0,questionary,conda-forge/questionary,,,1650679.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1648938.0,https://anaconda.org/conda-forge/questionary,3.0,,,,,,2023-09-10 15:33:11.642,67930.0,,,,,,,,,,,,, +220,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-03-27 18:54:10.000,2024-03-27 18:54:09,651.0,32.0,141,22.0,549.0,38.0,254.0,1014,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2254.0,2116.0,aiocache,,,16.0,596642.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,138.0,596642.0,,2.0,,,,,,,,,,,,,,,,,,,, +221,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,118,22.0,63.0,21.0,106.0,879,2024-03-21 13:30:45.000,2.1.0,8.0,30.0,30,True,2613.0,2613.0,pyahocorasick,conda-forge/pyahocorasick,,,811340.0,https://pypi.org/project/pyahocorasick,,,806204.0,https://anaconda.org/conda-forge/pyahocorasick,3.0,,,,,,2024-03-21 16:14:48.514,210596.0,,,,,,,,,,,,, +222,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49,17.0,76.0,1.0,92.0,851,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,28815.0,27456.0,natsort,conda-forge/natsort,,,4562220.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1359.0,4523584.0,https://anaconda.org/conda-forge/natsort,3.0,,,,,,2023-06-20 12:15:21.880,1545451.0,,,,,,,,,,,,, +223,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-03-25 08:09:38.000,2020-10-21 17:48:31,219.0,,77,16.0,281.0,46.0,25.0,681,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47301.0,45151.0,cached-property,conda-forge/cached-property,,,15824306.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2150.0,15715729.0,https://anaconda.org/conda-forge/cached-property,2.0,,,,,,2023-06-16 13:24:56.403,9120517.0,,,,,,,,,,,,, +224,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,68,23.0,49.0,6.0,90.0,523,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17504.0,15314.0,scandir,conda-forge/scandir,,,3440143.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2190.0,3406557.0,https://anaconda.org/conda-forge/scandir,3.0,,,,,,2023-09-23 13:17:22.493,1377041.0,,,,,,,,,,,,, +225,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-03-09 07:10:16.000,2024-02-05 23:03:25,958.0,4.0,4562,634.0,756.0,203.0,100.0,23471,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,117.0,101.0,algorithms,conda-forge/algorithms,,,2000.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,16.0,1942.0,https://anaconda.org/conda-forge/algorithms,3.0,,,,,,2023-06-16 19:25:42.098,2038.0,,,,,,,,,,,,, +226,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2023-06-16 13:22:55.397,2023-03-13 16:40:40,326.0,,576,188.0,90.0,62.0,82.0,7072,2019-02-21 13:37:00.071,0.5.3,12.0,37.0,29,True,1333.0,1151.0,records,conda-forge/records,,,240530.0,https://pypi.org/project/records,2021-12-15 16:08:02.827,182.0,240230.0,https://anaconda.org/conda-forge/records,3.0,,,,,,2023-06-16 13:22:55.397,24970.0,,,,,,,,,,,,, +227,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6673,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1878.0,1848.0,faust,,,,17987.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,17987.0,,3.0,,,,,,,,,,,,,,,,,,,, +228,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-06-16 13:18:10.043,2020-01-18 07:00:32,540.0,,1013,221.0,90.0,202.0,43.0,5195,,,2.0,28.0,29,False,8154.0,8154.0,pdfminer,conda-forge/pdfminer,,,216104.0,https://pypi.org/project/pdfminer,,,215702.0,https://anaconda.org/conda-forge/pdfminer,3.0,,,,,,2023-06-16 13:18:10.043,36651.0,,,,,,,,,,,,, +229,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3449,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,29,True,9672.0,9181.0,confluent-kafka,conda-forge/python-confluent-kafka,,,11788070.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,491.0,11767752.0,https://anaconda.org/conda-forge/python-confluent-kafka,3.0,,,,,,2024-01-30 18:18:25.561,833071.0,,,,,,,,,,,,, +230,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-03-23 15:49:37.000,2024-02-01 14:47:54,992.0,1.0,141,71.0,71.0,9.0,72.0,3248,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,29,True,11134.0,10482.0,funcy,conda-forge/funcy,,,1495931.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,652.0,1491113.0,https://anaconda.org/conda-forge/funcy,3.0,,,,,,2023-06-16 13:23:43.902,414368.0,,,,,,,,,,,,, +231,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127,57.0,73.0,15.0,64.0,2423,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9321.0,8906.0,addict,conda-forge/addict,,21.0,3177490.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,415.0,3172799.0,https://anaconda.org/conda-forge/addict,2.0,,,,,,2023-06-16 13:23:44.905,431584.0,,,,,,,,,,,,, +232,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,42.0,218.0,108.0,274.0,1943,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,634.0,,fs,conda-forge/fs,,,2649507.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,634.0,2640404.0,https://anaconda.org/conda-forge/fs,3.0,,,,,,2023-06-16 13:24:46.417,710089.0,,,,,,,,,,,,, +233,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,1.0,59,22.0,110.0,113.0,78.0,1816,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,29,True,1578.0,1448.0,glom,conda-forge/glom,,,2165471.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,2164762.0,https://anaconda.org/conda-forge/glom,2.0,,,,,,2023-11-27 03:39:19.967,30527.0,,,,,,,,,,,,, +234,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1494,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,248.0,223.0,mleap,conda-forge/mleap,,,190687.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,188970.0,https://anaconda.org/conda-forge/mleap,3.0,,,,,,2023-11-15 02:56:51.594,79010.0,,,,,,,,,,,,, +235,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-03-26 08:44:37.000,2024-03-26 08:44:36,863.0,35.0,48,12.0,281.0,9.0,93.0,1391,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1658.0,1616.0,python-benedict,conda-forge/python-benedict,,,610976.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,607196.0,https://anaconda.org/conda-forge/python-benedict,2.0,,,,,,2024-03-05 07:34:03.986,151231.0,,,,,,,,,,,,, +236,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-03-28 12:42:55.000,2024-03-22 16:57:29,1764.0,31.0,85,15.0,455.0,122.0,255.0,1249,2024-03-22 17:02:55.000,1.5.0,255.0,43.0,29,True,351.0,340.0,piccolo,,,,18850.0,https://pypi.org/project/piccolo,2024-03-22 17:02:55.000,11.0,18850.0,,3.0,,,,,,,,,,,,,,,,,,,, +237,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1117,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5113.0,4872.0,sqlitedict,conda-forge/sqlitedict,,,523060.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,241.0,520616.0,https://anaconda.org/conda-forge/sqlitedict,2.0,,,,,,2023-09-22 23:15:25.865,102686.0,,,,,,,piskvorky/sqlitedict,,,,,, +238,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2128.0,1907.0,redis-py-cluster,,,4154.0,2064651.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,2064614.0,,3.0,,,,,,,,,,,,,,,,,,,, +239,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-02-07 23:42:24.000,2024-02-07 23:42:23,1257.0,13.0,145,39.0,84.0,3.0,133.0,1083,2024-02-04 03:58:55.000,16.10.0,23.0,53.0,29,True,158.0,,path,conda-forge/path,,,1598313.0,https://pypi.org/project/path,2024-02-04 03:58:39.000,158.0,1587323.0,https://anaconda.org/conda-forge/path,3.0,,,,,,2024-02-04 17:21:07.741,505562.0,,,,,,,,,,,,, +240,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-02-27 09:03:46.232,2024-02-27 02:45:34,195.0,9.0,147,26.0,46.0,11.0,82.0,993,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,29,True,479.0,,email-validator,conda-forge/email-validator,,,12332118.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,12328601.0,https://anaconda.org/conda-forge/email-validator,3.0,,,,,,2024-02-27 09:03:46.232,154773.0,,,,,,,,,,,,, +241,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-03-25 22:11:17.000,2024-03-19 06:42:32,574.0,14.0,313,36.0,309.0,23.0,125.0,658,2020-04-17 20:27:24.000,3.9.0,4.0,71.0,29,True,3352.0,3352.0,pysolr,conda-forge/pysolr,,,318691.0,https://pypi.org/project/pysolr,,,318430.0,https://anaconda.org/conda-forge/pysolr,3.0,,,,,,2023-06-16 13:19:59.904,22187.0,,,,,,,,,,,,, +242,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-03-18 17:46:56.000,2024-02-28 18:22:51,735.0,13.0,46,11.0,91.0,15.0,100.0,490,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5472.0,5191.0,python-rapidjson,conda-forge/python-rapidjson,,,1764496.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,281.0,1726584.0,https://anaconda.org/conda-forge/python-rapidjson,3.0,,,,,,2024-02-28 20:49:58.360,1554428.0,,,,,,,,,,,,, +243,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31,9.0,78.0,3.0,25.0,406,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,29,True,41793.0,41494.0,srsly,conda-forge/srsly,,,6160852.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,6129290.0,https://anaconda.org/conda-forge/srsly,3.0,,,,,,2023-09-25 15:16:18.183,1420307.0,,,,,,,,3.0,,,,, +244,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,19.0,88.0,71.0,96.0,309,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,29,False,37799.0,34380.0,configobj,conda-forge/configobj,,520.0,3274054.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3419.0,3262609.0,https://anaconda.org/conda-forge/configobj,3.0,,,,,,2023-06-16 16:09:17.495,778054.0,,,,,,,,,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,140,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,62860.0,60508.0,isodate,conda-forge/isodate,,,100809485.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2352.0,100759769.0,https://anaconda.org/conda-forge/isodate,3.0,,,,,,2023-06-16 13:15:39.073,4772755.0,,,,,,,,,,,,, +246,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-03-23 12:34:25.000,2024-02-22 00:19:37,309.0,18.0,297,29.0,168.0,106.0,141.0,3168,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,28,True,126.0,124.0,img2dataset,,,1592.0,43725.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,43674.0,,3.0,,,,,,,,,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417,94.0,110.0,38.0,127.0,2782,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7499.0,7340.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,237875.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,236159.0,https://anaconda.org/conda-forge/sklearn-pandas,3.0,,,,,,2023-06-16 19:23:51.805,68653.0,,,,,,,,,,,,, +248,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-03-28 11:10:30.000,2023-06-20 15:54:36,2284.0,,176,38.0,374.0,37.0,264.0,1994,2023-06-20 16:24:20.000,4.5,181.0,58.0,28,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,406218.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,401586.0,https://anaconda.org/conda-forge/pyscaffold,3.0,,,,,,2023-06-26 09:14:52.945,180685.0,,,,,,,,,,,,, +249,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,23.0,112.0,50.0,42.0,1981,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8189.0,8092.0,gin-config,conda-forge/gin-config,,,318871.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,318346.0,https://anaconda.org/conda-forge/gin-config,3.0,,,,,,2023-06-16 19:19:13.290,24160.0,,,,,,,,,,,,, +250,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,484,97.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,221.0,185.0,mongo-connector,,,,2556.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2556.0,,3.0,,,,,,,,,,,,,,,,,,,, +251,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,169.0,1338.0,1781,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2305.0,54719.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,54080.0,https://anaconda.org/conda-forge/datatable,3.0,,,,,,2023-06-16 19:24:06.884,23803.0,,,,,,,,,,,,, +252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1423,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11153.0,9641.0,blessings,conda-forge/blessings,,,1061692.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1512.0,1055379.0,https://anaconda.org/conda-forge/blessings,3.0,,,,,,2023-09-24 14:42:21.794,284118.0,,,,,,,,,,,,, +253,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,27.0,41.0,88.0,73.0,1404,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2678.0,2400.0,strictyaml,conda-forge/strictyaml,,,2000439.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,278.0,1997386.0,https://anaconda.org/conda-forge/strictyaml,3.0,,,,,,2023-06-16 16:11:36.373,216776.0,,,,,,,,,,,,, +254,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-02-27 09:15:40.000,2023-07-01 09:55:10,181.0,,83,25.0,52.0,8.0,39.0,746,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,885.0,,munch,conda-forge/munch,,,2344376.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,885.0,1953903.0,https://anaconda.org/conda-forge/munch,3.0,,,,,,2023-07-02 17:22:14.661,3904730.0,,,,,,,,,,,,, +255,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116,18.0,94.0,70.0,127.0,691,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,17001.0,15497.0,configargparse,conda-forge/configargparse,,,4293245.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1504.0,4271747.0,https://anaconda.org/conda-forge/configargparse,3.0,,,,,,2023-07-23 18:50:20.218,795450.0,,,,,,,,,,,,, +256,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,686,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11398.0,10160.0,parsedatetime,conda-forge/parsedatetime,,,6849813.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6847727.0,https://anaconda.org/conda-forge/parsedatetime,3.0,,,,,,2023-06-16 13:20:07.222,187821.0,,,,,,,,,,,,, +257,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-03-26 21:12:39.000,2024-03-26 21:12:36,7248.0,246.0,33,10.0,288.0,43.0,579.0,402,2024-03-25 01:14:04.000,2.5.1,202.0,22.0,28,True,23.0,21.0,static-frame,conda-forge/static-frame,,,12333.0,https://pypi.org/project/static-frame,2024-03-25 01:14:04.000,2.0,5396.0,https://anaconda.org/conda-forge/static-frame,3.0,,,,,,2024-03-25 03:50:39.386,319128.0,,,,,,,static-frame/static-frame,,,,,, +258,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,22.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1388.0,1315.0,tabulator,conda-forge/tabulator-py,,,214909.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,214236.0,https://anaconda.org/conda-forge/tabulator-py,3.0,,,,,,2023-06-16 13:23:28.967,54559.0,,,,,,,,,,,,, +259,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,204,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,14598.0,14176.0,ordered-set,conda-forge/ordered-set,,,15166725.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,422.0,15161732.0,https://anaconda.org/conda-forge/ordered-set,3.0,,,,,,2023-06-16 13:16:17.227,474356.0,,,,,,,,,,,,, +260,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,28,False,78589.0,75863.0,contextlib2,conda-forge/contextlib2,,,25377104.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2726.0,25364646.0,https://anaconda.org/conda-forge/contextlib2,3.0,,,,,,2023-06-16 13:15:19.491,1208483.0,,,,,,,,,,,,, +261,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,198,27.0,53.0,82.0,129.0,3467,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,534523.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,532059.0,https://anaconda.org/conda-forge/pandarallel,3.0,,,,,,2023-06-16 19:26:14.698,81322.0,,,,,,,,,,,,, +262,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,2.0,101,31.0,84.0,19.0,128.0,2446,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1319.0,1273.0,swifter,conda-forge/swifter,['pandas'],,499893.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,492807.0,https://anaconda.org/conda-forge/swifter,3.0,,,,,,2023-07-31 21:42:18.659,318901.0,,,,,,,,,,,,, +263,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-03-13 17:37:15.000,2024-03-13 17:37:14,539.0,2.0,134,49.0,64.0,14.0,124.0,2317,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,796.0,769.0,pyfunctional,,,,191071.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,191071.0,,3.0,,,,,,,,,,,,,,,,,,,, +264,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-03-22 07:15:06.000,2024-03-21 21:56:11,5672.0,19.0,501,105.0,960.0,625.0,977.0,2160,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,27,False,76.0,,wx,conda-forge/wxpython,,4011.0,19041.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,3.0,,,,,,2024-03-21 16:49:35.336,778461.0,,,,,,,,,,,,, +265,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2022-11-25 09:59:05.174,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1905,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2310.0,,retrying,conda-forge/retrying,,,12004684.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2310.0,12004684.0,https://anaconda.org/conda-forge/retrying,3.0,,,,,,,,,,,,,,,,,,,, +266,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-02-20 18:17:36.000,2023-10-30 18:09:26,376.0,,143,35.0,230.0,59.0,147.0,1863,2022-12-02 13:19:42.000,0.25.0,55.0,55.0,27,True,569.0,569.0,arq,conda-forge/arq,,,92467.0,https://pypi.org/project/arq,,,92194.0,https://anaconda.org/conda-forge/arq,3.0,,,,,,2023-06-16 19:25:38.090,9568.0,,,,,,,,,,,,, +267,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-03-23 19:59:28.000,2024-02-12 10:58:02,2739.0,4.0,134,50.0,307.0,45.0,195.0,1508,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,311.0,228.0,enaml,conda-forge/enaml,,774.0,10545.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,6945.0,https://anaconda.org/conda-forge/enaml,3.0,,,,,,2023-11-20 21:08:49.218,161594.0,,,,,,,,,,,,, +268,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-03-26 17:32:58.000,2024-03-26 17:32:57,180.0,30.0,45,16.0,129.0,15.0,4.0,1407,2024-02-22 15:43:56.000,0.0.5,6.0,14.0,27,True,3507.0,3428.0,asyncer,conda-forge/asyncer,,,163395.0,https://pypi.org/project/asyncer,2024-02-22 15:43:56.000,79.0,163124.0,https://anaconda.org/conda-forge/asyncer,3.0,,,,,,2024-01-28 21:23:46.571,7056.0,,,,,,,,,,,,, +269,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-02-27 01:43:17.000,2017-02-01 15:40:30,127.0,,175,49.0,33.0,59.0,25.0,1294,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2883.0,2786.0,pandasql,conda-forge/pandasql,['pandas'],,1648899.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,97.0,1648899.0,https://anaconda.org/conda-forge/pandasql,3.0,,,,,,,,,,,,,,,,,,,, +270,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,145,45.0,53.0,20.0,19.0,1223,2024-03-19 17:59:19.000,6.0.1,108.0,26.0,27,False,359.0,,singer-python,,,,607038.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,359.0,607038.0,,3.0,,,,,,,,,,,,,,,,,,,, +271,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-03-25 04:38:57.000,2024-03-25 04:38:57,744.0,30.0,43,23.0,583.0,9.0,33.0,775,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,119.0,,janus,conda-forge/janus,,,870819.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,119.0,870508.0,https://anaconda.org/conda-forge/janus,3.0,,,,,,2023-06-16 16:15:48.451,17750.0,,,,,,,,,,,,, +272,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,628,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1319.0,1293.0,pysimdjson,conda-forge/pysimdjson,,,1014650.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,1012569.0,https://anaconda.org/conda-forge/pysimdjson,3.0,,,,,,2024-02-06 14:42:12.055,85323.0,,,,,,,,,,,,, +273,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1068.0,834.0,happybase,conda-forge/happybase,,,52407.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,50682.0,https://anaconda.org/conda-forge/happybase,3.0,,,,,,2023-06-16 13:16:41.411,160508.0,,,,,,,,,,,,, +274,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,581,,,8.0,12.0,27,False,63737.0,61325.0,dataclasses,conda-forge/dataclasses,,,14280748.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,14114090.0,https://anaconda.org/conda-forge/dataclasses,3.0,,,,,,2023-06-16 16:08:32.190,11666074.0,,,,,,,,,,,,, +275,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-03-20 20:17:53.000,2024-03-20 20:17:52,820.0,2.0,141,25.0,108.0,74.0,60.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,91.0,27,True,6568.0,5211.0,beaker,conda-forge/beaker,,,300689.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1357.0,299819.0,https://anaconda.org/conda-forge/beaker,3.0,,,,,,2023-06-16 13:22:23.807,73150.0,,,,,,,,,,,,, +276,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-03-18 19:25:35.000,2024-03-14 18:00:06,317.0,59.0,59,9.0,126.0,20.0,59.0,506,2024-02-26 22:15:41.000,3.0.0,58.0,19.0,27,True,474.0,443.0,cachier,,,13.0,73045.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,73045.0,,3.0,,,,,,,,,,,,,,python-cachier/cachier,,,,,, +277,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,479,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7374.0,4988.0,pylibmc,conda-forge/pylibmc,,575.0,290763.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,285435.0,https://anaconda.org/conda-forge/pylibmc,3.0,,,,,,2023-09-26 12:45:17.548,217230.0,,,,,,,,,,,,, +278,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-03-28 06:17:38.000,2024-03-28 06:17:37,168.0,4.0,40,8.0,31.0,28.0,31.0,255,2023-04-27 05:31:58.000,1.8.2,18.0,17.0,27,True,2827.0,,send2trash,conda-forge/send2trash,,,20265839.0,https://pypi.org/project/send2trash,2023-04-27 05:31:41.626,2827.0,20086856.0,https://anaconda.org/conda-forge/send2trash,3.0,,,,,,2023-06-16 16:07:35.575,13244791.0,,,,,,,,,,,,, +279,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,232,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47535.0,39534.0,futures,conda-forge/futures,,,7322846.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8001.0,7308907.0,https://anaconda.org/conda-forge/futures,3.0,,,,,,2023-06-16 13:22:39.764,1268471.0,,,,,,,,,,,,, +280,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2536.0,2243.0,cloudant,conda-forge/cloudant,,,130297.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,129065.0,https://anaconda.org/conda-forge/cloudant,3.0,,,,,,2023-06-16 13:24:16.388,110907.0,,,,,,,,,,,,, +281,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,155,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1086.0,1037.0,filedepot,,,,13817.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,49.0,13817.0,,3.0,,,,,,,,,,,,,,,,,,,, +282,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63786.0,59451.0,pathlib2,conda-forge/pathlib2,,,8150960.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4335.0,8084303.0,https://anaconda.org/conda-forge/pathlib2,3.0,,,,,,2023-09-23 10:48:23.469,2666282.0,,,,,,,,,,,,, +283,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,148.0,299.0,119.0,176.0,6171,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,119.0,115.0,powerline-shell,,,,1812.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1812.0,,3.0,,,,,,,,,,,,,,,,,,,, +284,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-02-20 18:10:39.000,2024-02-20 18:10:39,3054.0,8.0,223,29.0,295.0,99.0,762.0,3363,,,72.0,80.0,26,True,125.0,125.0,ploomber,conda-forge/ploomber,,,7752.0,https://pypi.org/project/ploomber,,,5223.0,https://anaconda.org/conda-forge/ploomber,3.0,,,,,,2024-02-09 04:33:54.315,83488.0,,,,,,,,,,,,, +285,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260,139.0,291.0,92.0,364.0,3205,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,159.0,137.0,flexx,conda-forge/flexx,,,1970.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,842.0,https://anaconda.org/conda-forge/flexx,3.0,,,,,,2023-06-16 13:18:01.276,103846.0,,,,,,,,,,,,, +286,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-03-24 22:23:59.000,2024-03-24 22:10:10,873.0,80.0,69,17.0,501.0,172.0,185.0,1559,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,26,True,,,prisma,,,,83490.0,https://pypi.org/project/prisma,,,83490.0,,3.0,,,,,,,,,,,,,,,,,,,, +287,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-03-07 09:16:11.000,2022-08-23 07:13:04,536.0,,147,41.0,127.0,28.0,203.0,1175,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,236.0,parallel-ssh,,,377.0,178058.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,178055.0,,3.0,,,,,,,,,,,,,,,,,,,, +288,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-03-27 04:39:19.000,2024-03-23 16:03:46,554.0,20.0,88,19.0,268.0,62.0,87.0,961,2024-03-18 04:24:30.000,1.0.1,20.0,19.0,26,True,3233.0,3233.0,odmantic,,,,27395.0,https://pypi.org/project/odmantic,,,27395.0,,3.0,,,,,,,,,,,,,,,,,,,, +289,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,956,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2491.0,1982.0,bcolz,conda-forge/bcolz,,,9449.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,509.0,5400.0,https://anaconda.org/conda-forge/bcolz,3.0,,,,,,2023-06-16 13:23:29.156,344245.0,,,,,,,,,,,,, +290,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,101.0,950,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,274.0,,mss,conda-forge/python-mss,,,926449.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,274.0,925516.0,https://anaconda.org/conda-forge/python-mss,3.0,,,,,,2023-06-16 19:20:36.872,41996.0,,,,,,,,,,,,, +291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,489,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,True,4675.0,4403.0,pyscreenshot,,,,328760.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,272.0,328760.0,,3.0,,,,,,,,,,,,,,,,,,,, +292,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-02-14 15:49:17.521,2023-07-20 01:35:48,491.0,,70,22.0,66.0,12.0,99.0,479,2022-08-31 08:00:06.664,5.0.2,39.0,24.0,26,True,803.0,712.0,hickle,conda-forge/hickle,,,74835.0,https://pypi.org/project/hickle,2022-08-31 08:00:06.664,91.0,50493.0,https://anaconda.org/conda-forge/hickle,3.0,,,,,,2024-02-14 15:49:17.521,24342.0,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,66,19.0,45.0,20.0,17.0,203,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13122.0,,ptyprocess,conda-forge/ptyprocess,,,73463322.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13122.0,73287535.0,https://anaconda.org/conda-forge/ptyprocess,3.0,,,,,,2023-06-16 13:16:25.404,16699784.0,,,,,,,,,,,,, +294,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,21,7.0,61.0,4.0,7.0,169,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,True,37823.0,37730.0,catalogue,conda-forge/catalogue,,,6161671.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,93.0,6133443.0,https://anaconda.org/conda-forge/catalogue,3.0,,,,,,2023-09-25 07:27:17.870,1242056.0,,,,,,,,,,,,, +295,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,142,58.0,248.0,95.0,109.0,1571,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,31984.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,31984.0,,3.0,,,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +296,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,98,42.0,42.0,25.0,47.0,1520,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,25,True,130.0,119.0,pypeln,conda-forge/pypeln,,,442627.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,442290.0,https://anaconda.org/conda-forge/pypeln,3.0,,,,,,2023-06-16 19:20:56.548,14852.0,,,,,,,,,,,,, +297,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1490,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,False,91.0,64.0,streamparse,,,,2949.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,2949.0,,3.0,,,,,,,,,,,,,,,,,,,, +298,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-03-18 14:09:35.000,2023-05-19 04:32:00,6411.0,,229,38.0,1050.0,9.0,209.0,1434,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,14622.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,14622.0,,3.0,,,,,,,,,,,,,,,,,,,, +299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,45.0,231.0,104.0,64.0,1251,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1331.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1331.0,,3.0,,,,,,,,,,,,,,,,,,,, +300,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,21.0,70.0,9.0,37.0,1091,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6652.0,6527.0,immutables,conda-forge/immutables,,,1031299.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,1010204.0,https://anaconda.org/conda-forge/immutables,3.0,,,,,,2023-09-25 13:12:03.475,970388.0,,,,,,,,,,,,, +301,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-02-29 09:20:21.000,2024-02-29 09:20:05,9951.0,4.0,43,14.0,10.0,6.0,8.0,490,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,92041.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,92041.0,,3.0,,,,,,,,,,,,,,polyaxon/traceml,,,,,, +302,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,61,16.0,183.0,44.0,157.0,442,,,3.0,15.0,25,False,19280.0,19280.0,umongo,conda-forge/umongo,,,43869.0,https://pypi.org/project/umongo,,,43663.0,https://anaconda.org/conda-forge/umongo,3.0,,,,,,2023-06-16 19:27:25.829,6189.0,,,,,,,,,,,,, +303,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,330,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,32215391.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,32185855.0,https://anaconda.org/conda-forge/typing_inspect,3.0,,,,,,2023-06-03 19:24:43.068,1742656.0,,,,,,,,,,,,, +304,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-03-15 09:19:58.000,2024-03-04 07:50:54,3522.0,21.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,560.0,78.0,25,True,61.0,36.0,dbnd,,,,233659.0,https://pypi.org/project/dbnd,2024-03-15 09:19:58.000,25.0,233659.0,,3.0,,,,,,,,,,,,,,,,,,,, +305,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-02-01 22:19:25.000,2024-02-01 22:19:25,373.0,4.0,32,7.0,140.0,4.0,83.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1207.0,1162.0,everett,conda-forge/everett,,,145482.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,144068.0,https://anaconda.org/conda-forge/everett,3.0,,,,,,2023-11-06 18:31:38.869,57997.0,,,,,,,,,,,,, +306,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8040.0,,entrypoints,conda-forge/entrypoints,,,18146107.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8040.0,17950467.0,https://anaconda.org/conda-forge/entrypoints,3.0,,,,,,2023-06-16 13:20:57.203,18585827.0,,,,,,,,,,,,, +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,171,85.0,81.0,22.0,82.0,3936,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,144.0,67.0,storm,,,,3223.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,77.0,3223.0,,3.0,,,,,,,,,,,,,,,,,,,, +308,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-03-18 14:04:21.000,2024-03-10 11:53:20,588.0,3.0,543,83.0,268.0,106.0,129.0,3752,2021-08-21 17:09:22.000,1.6.4,16.0,41.0,24,True,,,textract,conda-forge/textract,,,134124.0,https://pypi.org/project/textract,,,133869.0,https://anaconda.org/conda-forge/textract,3.0,,,,,,2023-06-16 13:16:57.664,22993.0,,,,,,,,,,,,, +309,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,,2017-07-21 04:27:01.000,2022-02-12 20:35:18.000,2022-02-12 20:29:45,1128.0,,147,50.0,472.0,45.0,262.0,2642,,,,46.0,24,False,2380.0,2380.0,gino,,,,29226.0,https://pypi.org/project/gino,,,29226.0,,3.0,,,,,,,,,,,,,,,-4.0,,,,, +310,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-03-21 10:43:09.000,2023-10-02 06:28:26,631.0,,412,45.0,183.0,265.0,109.0,2596,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,7218.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,7218.0,,3.0,,,,,,,,,,,,,,,,,,,, +311,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,140.0,2348,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,24,True,371.0,,python-box,conda-forge/python-box,,39.0,3234932.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,371.0,3223098.0,https://anaconda.org/conda-forge/python-box,3.0,,,,,,2023-10-01 20:08:36.105,520730.0,,,,,,,,,,,,, +312,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,198.0,176.0,pinject,conda-forge/pinject,,,75853.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,75684.0,https://anaconda.org/conda-forge/pinject,3.0,,,,,,2023-06-16 19:27:30.161,5082.0,,,,,,,,,,,,, +313,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1078,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2439.0,2267.0,pluginbase,conda-forge/pluginbase,,,799106.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,172.0,794987.0,https://anaconda.org/conda-forge/pluginbase,3.0,,,,,,2023-06-16 16:13:34.708,304844.0,,,,,,,,,,,,, +314,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-02-23 21:13:04.000,2024-02-23 21:13:03,987.0,9.0,94,22.0,94.0,29.0,84.0,911,2023-07-04 14:17:12.000,7.0.0,23.0,54.0,24,True,,,inflect,conda-forge/inflect,,,5226757.0,https://pypi.org/project/inflect,,,5218707.0,https://anaconda.org/conda-forge/inflect,3.0,,,,,,2023-07-04 16:42:55.600,362254.0,,,,,,,,-6.0,,,,, +315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,144,10.0,22.0,29.0,19.0,704,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3581.0,3324.0,ratelimit,conda-forge/ratelimit,,,6966762.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,257.0,6966385.0,https://anaconda.org/conda-forge/ratelimit,3.0,,,,,,2023-06-16 19:24:24.060,14334.0,,,,,,,,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,423.0,299.0,messytables,,,,14040.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,14040.0,,3.0,,,,,,,,,,,,,,,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-03-14 13:19:12.000,2024-03-14 13:18:25,966.0,21.0,25,18.0,181.0,6.0,18.0,361,2024-03-14 13:19:12.000,17.5.4,265.0,19.0,24,True,397.0,358.0,aiomisc,,,,20932.0,https://pypi.org/project/aiomisc,2024-03-14 13:19:12.000,39.0,20932.0,,3.0,,,,,,,,,,,,,,,,,,,, +318,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,220.0,198.0,pyhdb,,,106.0,353028.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,353027.0,,3.0,,,,,,,,,,,,,,,,,,,, +319,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,266,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,940.0,853.0,deepdish,conda-forge/deepdish,,,22686.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,21627.0,https://anaconda.org/conda-forge/deepdish,3.0,,,,,,2023-06-16 13:19:04.224,93250.0,,,,,,,,,,,,, +320,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz-archive/clint,https://github.com/kennethreitz-archive/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,18,4.0,113.0,50.0,42.0,94,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,6044.0,4707.0,clint,conda-forge/clint,,118.0,97955.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1337.0,97351.0,https://anaconda.org/conda-forge/clint,3.0,,,,,,2023-06-16 13:16:28.082,56810.0,,,,,,,,,,,,, +321,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,308.0,1832.0,75,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8846.0,,openpyxl,openpyxl,,,78895623.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8816.0,78893430.0,https://anaconda.org/anaconda/openpyxl,3.0,,,,,,2023-11-14 16:50:15.522,218187.0,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1227.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +322,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,390.0,276.0,81.0,80.0,10557,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,22.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,22.0,,2.0,,,,,,,,,,,,,,,,,,,, +323,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1562,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,201.0,177.0,commonregex,,,,120262.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,120262.0,,3.0,,,,,,,,,,,,,,,,,,,, +324,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-03-11 10:51:29.000,2024-03-05 15:50:47,334.0,7.0,81,45.0,260.0,47.0,41.0,1342,2024-03-05 15:56:18.000,0.19,35.0,30.0,23,True,39.0,29.0,tasktiger,,,,4416.0,https://pypi.org/project/tasktiger,2024-03-05 15:54:55.000,10.0,4416.0,,3.0,,,,,,,,,,,,,,,,,,,, +325,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135,63.0,76.0,167.0,149.0,859,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,195.0,166.0,rows,,,38.0,1049.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,1049.0,,3.0,,,,,,,,,,,,,,,,,,,, +326,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,212.0,204.0,pysparkling,conda-forge/pysparkling,,,12422.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,12294.0,https://anaconda.org/conda-forge/pysparkling,3.0,,,,,,2023-06-16 19:25:18.270,4638.0,,,,,,,,,,,,, +327,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-03-25 17:38:44.000,2023-06-01 18:46:39,628.0,,17,10.0,32.0,17.0,15.0,150,2023-05-30 20:50:42.000,0.9.0,6.0,47.0,23,True,326.0,286.0,docopt-ng,,,,177413.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,40.0,177413.0,,3.0,,,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2911.0,2715.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,244999.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,244641.0,https://anaconda.org/conda-forge/pyexcel-xlsx,3.0,,,,,,2023-06-16 13:23:09.620,27624.0,,,,,,,,,,,,, +329,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,23.0,760.0,9,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,23,False,646.0,,py2neo,conda-forge/py2neo,,,38585.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,646.0,37793.0,https://anaconda.org/conda-forge/py2neo,3.0,,,,,,2023-06-16 13:20:51.158,64201.0,,,,,,,neo4j-contrib/py2neo,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,66.0,19.0,23.0,15.0,3504,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,448.0,414.0,pampy,,,,41095.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,41095.0,,3.0,,,,,,,,,,,,,,,,,,,, +331,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-03-21 21:04:06.386,2024-03-19 18:38:23,86.0,3.0,145,34.0,13.0,10.0,178.0,3268,2024-03-19 18:41:16.000,2.1.22,67.0,1.0,22,False,212.0,212.0,ptext-joris-schellekens,conda-forge/borb,,,1564.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,3.0,,,,,,2024-03-21 21:04:06.386,48494.0,,,,,,,,,,,,, +332,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3249,,,4.0,19.0,22,False,612.0,582.0,macropy3,,,,245.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,245.0,,3.0,,,,,,,,,,,,,,,,,,,, +333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2691,2018-07-27 04:05:25.000,0.5.0,4.0,35.0,22,False,5.0,5.0,dpark,,['spark'],,28.0,https://pypi.org/project/dpark,,,28.0,,3.0,,,,,,,,,,,,,,,,,,,, +334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2486,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,False,,,,,,23513.0,691.0,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1825,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4297.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4297.0,,3.0,,,,,,,,,,,,,,,,,,,, +336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,865,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,True,239.0,220.0,unsync,conda-forge/unsync,,,56714.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,56439.0,https://anaconda.org/conda-forge/unsync,3.0,,,,,,2023-06-16 19:20:12.238,12391.0,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,863,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1706.0,1602.0,pickledb,,,,26020.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,104.0,26020.0,,3.0,,,,,,,,,,,,,,,,,,,, +338,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,759,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,22,True,321.0,290.0,dirty-equals,conda-forge/dirty-equals,,,117215.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,115484.0,https://anaconda.org/conda-forge/dirty-equals,3.0,,,,,,2023-11-15 20:33:25.333,41545.0,,,,,,,,,,,,, +339,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11605.0,9558.0,unipath,,,,53358.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,53358.0,,3.0,,,,,,,,,,,,,,,,,,,, +340,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-03-28 14:53:34.000,2024-03-28 14:53:08,717.0,55.0,24,4.0,274.0,5.0,,283,2024-03-28 14:53:34.000,1.1.268,671.0,12.0,22,True,6.0,6.0,upgini,,,,8847.0,https://pypi.org/project/upgini,2024-03-28 14:53:34.000,,8847.0,,3.0,,,,,,,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,130,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2313.0,2247.0,coolname,conda-forge/coolname,,,582682.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,66.0,580499.0,https://anaconda.org/conda-forge/coolname,3.0,,,,,,2023-06-16 19:24:08.971,85175.0,,,,,,,,,,,,, +342,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,1.0,21,5.0,12.0,5.0,15.0,104,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2397.0,2269.0,stopit,conda-forge/stopit,,,763043.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,751884.0,https://anaconda.org/conda-forge/stopit,3.0,,,,,,2023-06-16 16:07:54.264,825820.0,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-03-27 12:21:21.000,2024-03-25 14:56:31,1846.0,78.0,5,3.0,838.0,20.0,49.0,51,2024-02-23 17:22:16.000,4.7.4,69.0,8.0,22,False,70.0,62.0,click-extra,,,246.0,3916.0,https://pypi.org/project/click-extra,2024-02-23 17:22:02.000,8.0,3908.0,,3.0,,,,,,,,,,,,,,,,,,,, +344,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,829.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,829.0,,3.0,,,,,,,,,,,,,,,,,,,, +345,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,480,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4566.0,3378.0,awesome-slugify,conda-forge/awesome-slugify,,,47083.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,46350.0,https://anaconda.org/conda-forge/awesome-slugify,3.0,,,,,,2023-06-16 13:15:53.669,69694.0,,,,,,,,,,,,, +346,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,25.0,13.0,297,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,432.0,413.0,price-parser,,,,92827.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,92827.0,,3.0,,,,,,,,,,,,,,,,,,,, +347,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,1.0,29,8.0,54.0,11.0,11.0,294,2023-12-21 11:54:40.000,0.10,11.0,15.0,21,True,390.0,390.0,rtoml,,,,347691.0,https://pypi.org/project/rtoml,,,347691.0,,3.0,,,,,,,,,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,288,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,176.0,170.0,datatest,,,,20253.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,20253.0,,3.0,,,,,,,,,,,,,,,,,,,, +349,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,143,67.0,4.0,1.0,41.0,2187,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1739.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,9.0,1739.0,,3.0,,,,,,,,,,,,,,,,,,,, +350,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,216,40.0,56.0,84.0,40.0,1450,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11820.0,1796.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1615.0,,3.0,,,,,,,,,,,,,,,,,,,, +351,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,951,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,20,True,28.0,28.0,d6tflow,,,,248.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,248.0,,3.0,,,,,,,,,,,,,,,,,,,, +352,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,3037.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,2303.0,https://anaconda.org/conda-forge/pdpipe,3.0,,,,,,2023-06-16 19:23:35.358,29371.0,,,,,,,,,,,,, +353,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-03-20 20:04:14.360,2024-03-20 18:05:37,1441.0,9.0,42,18.0,137.0,2.0,13.0,706,2024-03-20 18:41:57.000,1.3.5,22.0,4.0,20,True,,,ubelt,conda-forge/ubelt,,,21914.0,https://pypi.org/project/ubelt,,,19544.0,https://anaconda.org/conda-forge/ubelt,3.0,,,,,,2024-03-20 20:04:14.360,71104.0,,,,,,,,,,,,, +354,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21,10.0,32.0,22.0,21.0,659,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,70.0,67.0,pugsql,,,,5167.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5167.0,,3.0,,,,,,,,,,,,,,,,,,,, +355,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,567,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,3631.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,3095.0,https://anaconda.org/conda-forge/pypyr,3.0,,,,,,2023-09-22 05:04:53.900,13949.0,,,,,,,,,,,,, +356,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,208,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,906.0,902.0,gsheetsdb,,,,58993.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,58993.0,,3.0,,,,,,,,,,,,,,,,,,,, +357,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-01-22 22:06:42.000,2024-01-18 11:58:13,5466.0,8.0,44,15.0,630.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,20,True,9.0,9.0,batchflow,,,,396.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,396.0,,3.0,,,,,,,,,,,,,,,,,,,, +358,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,2423.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1375.0,https://anaconda.org/conda-forge/typical,3.0,,,,,,2023-06-16 19:25:53.591,35654.0,,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,158.0,142.0,78.0,27.0,1984,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +360,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-03-04 22:39:11.000,2024-02-26 10:52:21,3006.0,65.0,140,28.0,229.0,31.0,380.0,1428,,,,51.0,19,True,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +361,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,117,59.0,77.0,52.0,120.0,877,2018-08-31 13:59:56.000,0.9.10,5.0,40.0,19,False,32.0,32.0,mrq,,,,143.0,https://pypi.org/project/mrq,,,143.0,,3.0,,,,,,,,,,,,,,,,,,,, +362,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-03-09 09:24:59.000,2024-03-09 09:24:56,651.0,86.0,30,5.0,104.0,7.0,17.0,616,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,19,True,2.0,,pipeless-ai,,,753.0,189.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,82.0,,1.0,,,,,,,,,,,,,,,,,,,, +363,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,87.0,70.0,valideer,conda-forge/valideer,,,7146.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,6922.0,https://anaconda.org/conda-forge/valideer,3.0,,,,,,2023-06-16 13:17:05.198,21313.0,,,,,,,,,,,,, +364,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1451.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,479.0,https://anaconda.org/conda-forge/fletcher,3.0,,,,,,2023-06-16 16:09:03.368,66151.0,,,,,,,,,,,,, +365,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:53:36.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,169,,,,12.0,19,True,270.0,270.0,aioprometheus,,,,170607.0,https://pypi.org/project/aioprometheus,,,170607.0,,3.0,,,,,,,,,,,,,,,,,,,, +366,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1609,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,710.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,710.0,,3.0,,,,,,,,,,,,,,,,,,,, +367,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1106,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,195.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,195.0,,3.0,,,,,,,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,256.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,256.0,,3.0,,,,,,,,,,,,,,piskvorky/bounter,,,,,, +369,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,63,47.0,71.0,,,354,,,2.0,18.0,18,False,634.0,634.0,pymodm,conda-forge/pymodm,,,16875.0,https://pypi.org/project/pymodm,,,16768.0,https://anaconda.org/conda-forge/pymodm,3.0,,,,,,2023-06-16 19:18:01.986,5262.0,,,,,,,,,,,,, +370,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,33,10.0,25.0,4.0,14.0,259,2018-01-29 19:13:34.000,2.0.0,1.0,12.0,18,False,133.0,133.0,queries,,,,2414.0,https://pypi.org/project/queries,,,2414.0,,3.0,,,,,,,,,,,,,,,,,,,, +371,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,,12,10.0,41.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,18,True,6.0,,validr,,,,1127.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,1127.0,,3.0,,,,,,,,,,,,,,,,,,,, +372,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2052,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,56.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,56.0,,3.0,,,,,,,,,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1359,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,52.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,52.0,,3.0,,,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,991,,,,1000.0,17,False,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +375,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,432,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,302.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,302.0,,3.0,,,,,,,,,,,,,,,3.0,,,,, +376,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,19.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,34.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,34.0,,3.0,,,,,,,,,,,,,,,,,,,, +377,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,621,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,287.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,287.0,,3.0,,,,,,,,,,,,,,,,,,,, +378,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-03-28 14:23:23.000,2024-01-15 11:48:36,125.0,4.0,8,16.0,177.0,2.0,10.0,277,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,,828.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,828.0,https://anaconda.org/anaconda/squirrel-core,3.0,,,,,,2022-11-18 08:24:02.000,,,,,,,,,,,1.0,,, +379,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,16,False,43.0,38.0,cleverdict,,,,793.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,793.0,,3.0,,,,,,,,,,,,,,,,,,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,54.0,28.0,3.0,2.0,1196,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,44.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,44.0,,3.0,,,,,,,,,,,,,,,,,,,, +381,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,19.0,28.0,40.0,30.0,855,2021-11-18 16:35:33.000,1.3,13.0,7.0,15,False,,,csvs-to-sqlite,,,,2089.0,https://pypi.org/project/csvs-to-sqlite,,,2089.0,,3.0,,,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,176.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,176.0,,3.0,,,,,,,,,,,,,,,,,,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-03-26 22:33:39.000,2024-03-26 22:33:23,986.0,46.0,21,2.0,846.0,8.0,18.0,266,2024-03-26 00:13:19.000,0.1.60,43.0,15.0,15,False,,,the-guide,,,,4.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,4.0,,3.0,,,,,,,,,,,,,,,,,,,, +384,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,81,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,907.0,898.0,millify,,,,58353.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,58353.0,,3.0,,,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,549,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,66.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,66.0,,3.0,,,,,,,,,,,,,,,,,,,, +386,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,,2018-01-06 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14,8.0,19.0,1.0,12.0,182,,,,6.0,13,False,,,flupy,,,,243928.0,https://pypi.org/project/flupy,,,243928.0,,3.0,,,,,,,,,,,,,,,-4.0,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,106,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,75.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,75.0,,3.0,,,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,,96.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,96.0,,3.0,,,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 00c8e6b..063aa70 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- validators (πŸ₯ˆ33 Β· ⭐ 890 Β· πŸ“ˆ) - Python Data Validation for Humans. MIT -- libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- pyahocorasick (πŸ₯‰30 Β· ⭐ 880 Β· πŸ“ˆ) - Python module (C extension and plain python) implementing.. BSD-3 -- Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K Β· πŸ“ˆ) - Always know what to expect from your data. Apache-2 +- Typer (πŸ₯ˆ39 Β· ⭐ 13K Β· πŸ“ˆ) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +- Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ“ˆ) - Pony Object Relational Mapper. Apache-2 +- srsly (πŸ₯‰29 Β· ⭐ 410 Β· πŸ“ˆ) - Modern high-performance serialization utilities for Python (JSON,.. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- Great Expectations (πŸ₯ˆ37 Β· ⭐ 9.4K Β· πŸ“‰) - Always know what to expect from your data. Apache-2 -- Pony (πŸ₯‰30 Β· ⭐ 3.5K Β· πŸ“‰) - Pony Object Relational Mapper. Apache-2 -- srsly (πŸ₯‰26 Β· ⭐ 410 Β· πŸ“‰) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- pysparkling (πŸ₯‰21 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and.. ❗Unlicensed -- bodywork-core (πŸ₯‰14 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- polars (πŸ₯ˆ38 Β· ⭐ 25K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- python-magic (πŸ₯ˆ31 Β· ⭐ 2.5K Β· πŸ“‰) - A python wrapper for libmagic. ❗Unlicensed +- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed +- inflect (πŸ₯‰24 Β· ⭐ 910 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- flupy (πŸ₯‰13 Β· ⭐ 180 Β· πŸ“‰) - Fluent data pipelines for python and your shell. ❗Unlicensed From 389082b0dbe784e8d75942f9475bc8fdaf9b1ab1 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 4 Apr 2024 13:29:17 +0000 Subject: [PATCH 59/70] Update best-of list for version 2024.04.04 --- README.md | 1763 ++++++++++++++----------------- history/2024-04-04_changes.md | 20 + history/2024-04-04_projects.csv | 392 +++++++ latest-changes.md | 20 +- 4 files changed, 1222 insertions(+), 973 deletions(-) create mode 100644 history/2024-04-04_changes.md create mode 100644 history/2024-04-04_projects.csv diff --git a/README.md b/README.md index c84195a..cb83b85 100644 --- a/README.md +++ b/README.md @@ -52,7 +52,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M - [Machine Learning & Data Engineering](#machine-learning--data-engineering) _1 projects_ - [Text Data](#text-data) _12 projects_ - [Web Development](#web-development) _1 projects_ -- [Database Clients](#database-clients) _64 projects_ +- [Database Clients](#database-clients) _63 projects_ - [Data Loading & Extraction](#data-loading--extraction) _30 projects_ - [Data Pipelines & Streaming](#data-pipelines--streaming) _43 projects_ - [File Formats](#file-formats) _3 projects_ @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡53 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 43M Β· πŸ“¦ 610K Β· πŸ“‹ 6.1K - 9% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 44M Β· πŸ“¦ 620K Β· πŸ“‹ 6.1K - 9% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/protocolbuffers/protobuf @@ -95,7 +95,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 06.03.2024): ``` conda install -c conda-forge protobuf ``` @@ -106,7 +106,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 390K Β· πŸ“¦ 98K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 400K Β· πŸ“¦ 99K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/google/flatbuffers @@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 990K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge flatbuffers ``` @@ -126,12 +126,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 46M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 45M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): ``` pip install marshmallow ``` @@ -151,14 +151,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.1M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.2M Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge dill ```
orjson (πŸ₯ˆ37 Β· ⭐ 5.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 80K Β· πŸ“‹ 370 - 0% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 81K Β· πŸ“‹ 380 - 0% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/ijl/orjson @@ -172,41 +172,41 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge orjson ```
-
simplejson (πŸ₯ˆ36 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 22.03.2024): ``` - git clone https://github.com/simplejson/simplejson + git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 21M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 11M / month Β· πŸ“¦ 2.5K Β· ⏱️ 20.02.2024): ``` - pip install simplejson + pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.1M Β· ⏱️ 15.02.2024): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.7M Β· ⏱️ 18.10.2023): ``` - conda install -c conda-forge simplejson + conda install -c conda-forge jsonpickle ```
-
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 +
simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/jsonpickle/jsonpickle + git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 12M / month Β· πŸ“¦ 2.5K Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` - pip install jsonpickle + pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.7M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.2M Β· ⏱️ 15.02.2024): ``` - conda install -c conda-forge jsonpickle + conda install -c conda-forge simplejson ```
-
ultrajson (πŸ₯‰35 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
ultrajson (πŸ₯‰34 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/ultrajson/ultrajson @@ -227,7 +227,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 69M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 68M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): ``` pip install msgpack ``` @@ -236,14 +236,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge msgpack-python ```
-
cloudpickle (πŸ₯‰34 Β· ⭐ 1.6K) - Extended pickling support for Python objects. BSD-3 +
cloudpickle (πŸ₯‰32 Β· ⭐ 1.6K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 41M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 40M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -268,14 +268,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge python-rapidjson ```
-
srsly (πŸ₯‰29 Β· ⭐ 410 Β· πŸ“ˆ) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
hickle (πŸ₯‰28 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT + +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 720 Β· πŸ“‹ 110 - 7% open Β· ⏱️ 31.03.2024): + + ``` + git clone https://github.com/telegraphic/hickle + ``` +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 51K / month Β· πŸ“¦ 91 Β· ⏱️ 30.03.2024): + ``` + pip install hickle + ``` +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 24K Β· ⏱️ 14.02.2024): + ``` + conda install -c conda-forge hickle + ``` +
+
srsly (πŸ₯‰28 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 41K Β· πŸ“‹ 28 - 10% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 42K Β· πŸ“‹ 29 - 13% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.1M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.3M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -291,7 +307,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1M / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 980K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` @@ -300,37 +316,21 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge pysimdjson ```
-
hickle (πŸ₯‰26 Β· ⭐ 480 Β· πŸ’€) - a HDF5-based python pickle replacement. MIT - -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 70 Β· πŸ“¦ 710 Β· πŸ“‹ 110 - 10% open Β· ⏱️ 20.07.2023): - - ``` - git clone https://github.com/telegraphic/hickle - ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 50K / month Β· πŸ“¦ 91 Β· ⏱️ 31.08.2022): - ``` - pip install hickle - ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 24K Β· ⏱️ 14.02.2024): - ``` - conda install -c conda-forge hickle - ``` -
-
rtoml (πŸ₯‰21 Β· ⭐ 290) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰20 Β· ⭐ 300) - A fast TOML library for python implemented in rust. MIT - [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 390 Β· πŸ“‹ 22 - 50% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 350K / month): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 370K / month): ``` pip install rtoml ```
Show 1 hidden projects... -- pyasn1 (πŸ₯‰35 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2 +- pyasn1 (πŸ₯ˆ35 Β· ⭐ 240 Β· πŸ’€) - Generic ASN.1 library for Python. BSD-2

@@ -342,39 +342,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 200M / month Β· πŸ“¦ 78K Β· ⏱️ 23.02.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 200M / month): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 49M Β· ⏱️ 23.02.2024): ``` conda install -c conda-forge pandas ```
-
xarray (πŸ₯‡40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 +
polars (πŸ₯‡41 Β· ⭐ 26K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.5K Β· πŸ“₯ 500 Β· πŸ“¦ 4 Β· πŸ“‹ 7.1K - 21% open Β· ⏱️ 04.04.2024): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 5.3M / month Β· πŸ“¦ 520 Β· ⏱️ 01.04.2024): + ``` + pip install polars + ``` +
+
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.2K - 26% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5M / month Β· πŸ“¦ 2.3K Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.03.2024): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.7M Β· ⏱️ 29.03.2024): ``` conda install -c conda-forge xarray ```
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h5py (πŸ₯‡40 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
h5py (πŸ₯ˆ39 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.2K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 24.03.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.2K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/h5py/h5py @@ -383,31 +395,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 15M Β· ⏱️ 13.12.2023): ``` conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ38 Β· ⭐ 25K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 380 Β· πŸ”€ 1.5K Β· πŸ“₯ 460 Β· πŸ“¦ 4 Β· πŸ“‹ 7K - 21% open Β· ⏱️ 28.03.2024): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 4.7M / month): - ``` - pip install polars - ``` -
Modin (πŸ₯ˆ37 Β· ⭐ 9.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 880K / month Β· πŸ“¦ 35 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 930K / month Β· πŸ“¦ 35 Β· ⏱️ 07.03.2024): ``` pip install modin ``` @@ -418,12 +418,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 250 Β· πŸ“¦ 3.5K Β· πŸ“‹ 690 - 40% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 250 Β· πŸ“¦ 3.5K Β· πŸ“‹ 690 - 40% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 590K / month Β· πŸ“¦ 540 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 570K / month Β· πŸ“¦ 540 Β· ⏱️ 06.03.2024): ``` pip install zarr ``` @@ -434,7 +434,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/PyTables/PyTables @@ -443,7 +443,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 7M Β· ⏱️ 04.12.2023): ``` conda install -c conda-forge pytables ``` @@ -455,7 +455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 82K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 84K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 200 Β· πŸ“₯ 600 Β· πŸ“‹ 430 - 14% open Β· ⏱️ 15.03.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 200 Β· πŸ“₯ 610 Β· πŸ“‹ 370 - 0% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 5M / month Β· πŸ“¦ 3.3K Β· ⏱️ 26.01.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 02.04.2024): ``` pip install numexpr ``` @@ -482,12 +482,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ33 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“¦ 1.4K Β· πŸ“‹ 740 - 41% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“¦ 1.4K Β· πŸ“‹ 740 - 40% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.3M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.5M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2024): ``` pip install pandera ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 600K / month Β· πŸ“¦ 950 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 590K / month Β· πŸ“¦ 950 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -512,58 +512,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K) - Koalas: pandas API on Apache Spark. Apache-2 spark +
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark - [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 330 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.6M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.7M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/koalas): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge koalas ```
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Bottleneck (πŸ₯ˆ32 Β· ⭐ 990) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ32 Β· ⭐ 1K) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 25.02.2024): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 980K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 970K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): ``` pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 3.9M Β· ⏱️ 26.02.2024): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 4M Β· ⏱️ 26.02.2024): ``` conda install -c conda-forge bottleneck ```
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datasketch (πŸ₯‰31 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT - -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 22 Β· πŸ“¦ 1.1K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): - - ``` - git clone https://github.com/ekzhu/datasketch - ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.1M / month Β· πŸ“¦ 69 Β· ⏱️ 03.10.2023): - ``` - pip install datasketch - ``` -
Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 700 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 710 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 21K / month Β· πŸ“¦ 34 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 21K / month Β· πŸ“¦ 35 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -572,6 +560,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
+
datasketch (πŸ₯‰30 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT + +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 23 Β· πŸ“¦ 1.2K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): + + ``` + git clone https://github.com/ekzhu/datasketch + ``` +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.5M / month Β· πŸ“¦ 69 Β· ⏱️ 03.10.2023): + ``` + pip install datasketch + ``` +
datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.3K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 54K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 51K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -590,12 +590,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 7% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 5.4K / month Β· πŸ“¦ 2 Β· ⏱️ 25.03.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 5.2K / month Β· πŸ“¦ 2 Β· ⏱️ 25.03.2024): ``` pip install static-frame ``` @@ -606,16 +606,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 38% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 530K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 650K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 84K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 490K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 480K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -638,12 +638,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (πŸ₯‰25 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 31.03.2024): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 92K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 94K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -655,7 +655,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 26K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 19K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -678,36 +678,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pyrsistent (πŸ₯‡36 Β· ⭐ 2K) - Persistent/Immutable/Functional data structures for Python. MIT +
python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 190 Β· πŸ“‹ 190 - 13% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/tobgu/pyrsistent + git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 44M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 50M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): ``` - pip install pyrsistent + pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 21M Β· ⏱️ 31.10.2023): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pyrsistent + conda install -c conda-forge sortedcontainers ```
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python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
pyrsistent (πŸ₯‡34 Β· ⭐ 2K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 190 Β· πŸ“‹ 190 - 13% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): ``` - git clone https://github.com/grantjenks/python-sortedcontainers + git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 49M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 43M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): ``` - pip install sortedcontainers + pip install pyrsistent ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 21M Β· ⏱️ 31.10.2023): ``` - conda install -c conda-forge sortedcontainers + conda install -c conda-forge pyrsistent ```
multidict (πŸ₯ˆ33 Β· ⭐ 390) - The multidict implementation. Apache-2 @@ -728,12 +728,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ32 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 40 Β· πŸ“¦ 23K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 49 Β· πŸ“¦ 24K Β· πŸ“‹ 61 - 3% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.3M / month Β· πŸ“¦ 540 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.2M / month Β· πŸ“¦ 540 Β· ⏱️ 18.02.2024): ``` pip install bidict ``` @@ -758,30 +758,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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glom (πŸ₯ˆ29 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 59 Β· πŸ“¦ 1.4K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 12.01.2024): - - ``` - git clone https://github.com/mahmoud/glom - ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.2M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): - ``` - pip install glom - ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 31K Β· ⏱️ 27.11.2023): - ``` - conda install -c conda-forge glom - ``` -
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 610K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 590K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): ``` pip install python-benedict ``` @@ -792,12 +776,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (πŸ₯‰28 Β· ⭐ 750 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 83 Β· πŸ“‹ 47 - 17% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 83 Β· πŸ“‹ 48 - 18% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2M / month Β· πŸ“¦ 880 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2.1M / month Β· πŸ“¦ 890 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -813,7 +797,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 870K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 830K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -829,7 +813,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -845,7 +829,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.2M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.1M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -854,11 +838,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-box ```
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Show 4 hidden projects... +
Show 5 hidden projects... - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - sqlitedict (πŸ₯ˆ29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +- glom (πŸ₯‰24 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. ❗Unlicensed - cleverdict (πŸ₯‰16 Β· ⭐ 98 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -869,12 +854,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.6K Β· πŸ“¦ 370K Β· πŸ“‹ 3.9K - 8% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.6K Β· πŸ“¦ 370K Β· πŸ“‹ 3.9K - 8% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 160M / month Β· πŸ“¦ 11K Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 170M / month Β· πŸ“¦ 12K Β· ⏱️ 03.04.2024): ``` pip install pydantic ``` @@ -899,18 +884,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
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validators (πŸ₯ˆ34 Β· ⭐ 900) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ35 Β· ⭐ 900) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 24 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 9% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 24 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 1% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.2M / month Β· πŸ“¦ 1.9K Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 04.04.2024): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 580K Β· ⏱️ 24.03.2024): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 580K Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge validators ``` @@ -922,7 +907,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -942,7 +927,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge schema ``` @@ -954,7 +939,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` @@ -965,12 +950,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰31 Β· ⭐ 390) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 34% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 610K / month Β· πŸ“¦ 160 Β· ⏱️ 22.03.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 550K / month Β· πŸ“¦ 160 Β· ⏱️ 22.03.2024): ``` pip install param ``` @@ -979,7 +964,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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python-email-validator (πŸ₯‰29 Β· ⭐ 990) - A robust email syntax and deliverability validation.. Unlicense +
python-email-validator (πŸ₯‰29 Β· ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense - [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 93 - 11% open Β· ⏱️ 27.02.2024): @@ -990,7 +975,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install email-validator ``` -- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 150K Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 160K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge email-validator ``` @@ -1013,7 +998,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 760) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 290 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 300 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals @@ -1034,7 +1019,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.4K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 890 / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1043,14 +1028,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
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validr (πŸ₯‰18 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT +
validr (πŸ₯‰17 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT - [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 1.1K / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 800 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1069,14 +1054,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡30 Β· ⭐ 5.3K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡30 Β· ⭐ 5.3K Β· πŸ’€) - A lightweight, object-oriented finite state machine.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 4% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 630K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 610K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1092,7 +1077,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.9K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1111,14 +1096,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
arrow (πŸ₯‡39 Β· ⭐ 8.5K) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯‡39 Β· ⭐ 8.5K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 97K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 98K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 30M / month Β· πŸ“¦ 4.9K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 29M / month Β· πŸ“¦ 4.9K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` @@ -1145,7 +1130,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ36 Β· ⭐ 6K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 630 Β· πŸ“¦ 26K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 630 Β· πŸ“¦ 27K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum @@ -1159,7 +1144,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pendulum ```
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dateparser (πŸ₯ˆ36 Β· ⭐ 2.4K) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯ˆ36 Β· ⭐ 2.5K) - python parser for human readable dates. BSD-3 - [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 27K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 05.03.2024): @@ -1175,18 +1160,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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pytz (πŸ₯ˆ36 Β· ⭐ 310) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰35 Β· ⭐ 310) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 26 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 29 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 84K Β· ⏱️ 02.02.2024): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 170M / month Β· πŸ“¦ 84K Β· ⏱️ 02.02.2024): ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 50M Β· ⏱️ 02.02.2024): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 51M Β· ⏱️ 02.02.2024): ``` conda install -c conda-forge pytz ``` @@ -1198,11 +1183,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.9M / month Β· πŸ“¦ 470 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.8M / month Β· πŸ“¦ 470 Β· ⏱️ 01.04.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 01.04.2024): ``` conda install -c conda-forge holidays ``` @@ -1234,41 +1219,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡39 Β· ⭐ 750) - A specification that python filesystems should adhere to. BSD-3 +
watchdog (πŸ₯‡38 Β· ⭐ 6.2K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 100K Β· πŸ“‹ 640 - 34% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 140K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 12.02.2024): ``` - git clone https://github.com/fsspec/filesystem_spec + git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 20M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.02.2024): ``` - pip install fsspec + pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 16M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.8M Β· ⏱️ 07.02.2024): ``` - conda install -c conda-forge fsspec + conda install -c conda-forge watchdog ```
-
watchdog (πŸ₯ˆ38 Β· ⭐ 6.2K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
filesystem_spec (πŸ₯‡38 Β· ⭐ 760) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 140K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 110K Β· πŸ“‹ 640 - 34% open Β· ⏱️ 27.03.2024): ``` - git clone https://github.com/gorakhargosh/watchdog + git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 21M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 240M / month): ``` - pip install watchdog + pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.8M Β· ⏱️ 07.02.2024): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 16M Β· ⏱️ 19.03.2024): ``` - conda install -c conda-forge watchdog + conda install -c conda-forge fsspec ```
filelock (πŸ₯ˆ35 Β· ⭐ 670) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 95 Β· πŸ“¦ 410K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 96 Β· πŸ“¦ 420K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1289,23 +1274,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 13M / month Β· πŸ“¦ 2.3K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 14M / month Β· πŸ“¦ 2.3K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 990K Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 1M Β· ⏱️ 02.11.2023): ``` conda install -c conda-forge aiofiles ```
scandir (πŸ₯‰30 Β· ⭐ 520 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 -- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 68 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1314,14 +1299,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge scandir ```
-
path (πŸ₯‰29 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰26 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“‹ 140 - 2% open Β· ⏱️ 07.02.2024): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“‹ 140 - 1% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.6M / month Β· πŸ“¦ 160 Β· ⏱️ 04.02.2024): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.5M / month): ``` pip install path ``` @@ -1334,8 +1319,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - appdirs (πŸ₯ˆ32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - zipp (πŸ₯ˆ32 Β· ⭐ 48) - Backport of pathlib-compatible object wrapper for zip files. MIT -- pyfilesystem2 (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT +- pyfilesystem2 (πŸ₯‰25 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- Unipath (πŸ₯‰18 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory.. ❗Unlicensed

@@ -1377,12 +1362,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 16.03.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 9M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 9.1M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1393,10 +1378,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- contextlib2 (πŸ₯‰28 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- contextlib2 (πŸ₯‰25 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys.. ❗Unlicensed

@@ -1406,7 +1391,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.2K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 640K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 650K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/pyca/cryptography @@ -1420,25 +1405,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 - -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 370 Β· πŸ“¦ 92K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): - - ``` - git clone https://github.com/Legrandin/pycryptodome - ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): - ``` - pip install pycryptodomex - ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): - ``` - conda install -c conda-forge pycryptodomex - ``` -
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/google/tink @@ -1447,51 +1416,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 250 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 210 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
-
keyring (πŸ₯‰37 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT - -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 510 - 12% open Β· ⏱️ 23.03.2024): - - ``` - git clone https://github.com/jaraco/keyring - ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 55M / month Β· πŸ“¦ 4.4K Β· ⏱️ 23.03.2024): - ``` - pip install keyring - ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.4M Β· ⏱️ 24.03.2024): - ``` - conda install -c conda-forge keyring - ``` -
-
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰35 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 210K Β· πŸ“‹ 130 - 3% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 56M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 56M / month): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.6M Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.7M Β· ⏱️ 15.12.2023): ``` conda install -c conda-forge bcrypt ```
-
asn1crypto (πŸ₯‰33 Β· ⭐ 310) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰32 Β· ⭐ 320) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 180 - 22% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 78M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 78M / month): ``` pip install asn1crypto ``` @@ -1500,22 +1453,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
-
rsa (πŸ₯‰31 Β· ⭐ 470) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
keyring (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ“‰) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 02.04.2024): ``` - git clone https://github.com/sybrenstuvel/python-rsa + git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 180M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 53M / month): ``` - pip install rsa + pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.4M Β· ⏱️ 03.04.2024): ``` - conda install -c conda-forge rsa + conda install -c conda-forge keyring ```
+
Show 2 hidden projects... + +- pycryptodomex (πŸ₯ˆ36 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. ❗Unlicensed +- rsa (πŸ₯‰21 Β· ⭐ 470 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed +

## Infrastructure & DevOps @@ -1524,7 +1482,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/ansible/ansible @@ -1540,44 +1498,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 03.04.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 28.03.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 580M / month Β· πŸ“¦ 8.7K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 580M / month Β· πŸ“¦ 8.7K Β· ⏱️ 03.04.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 28.03.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge botocore ```
-
pulumi (πŸ₯ˆ43 Β· ⭐ 19K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.7M Β· πŸ“¦ 7.5K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.7M Β· πŸ“¦ 7.6K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1.1M / month Β· πŸ“¦ 180 Β· ⏱️ 28.03.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 180 Β· ⏱️ 29.03.2024): ``` pip install pulumi ``` @@ -1586,14 +1544,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ npm install @pulumi/pulumi ```
-
docker (πŸ₯ˆ43 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ42 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 890 Β· πŸ“¦ 78K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 900 Β· πŸ“¦ 78K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 40M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 39M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): ``` pip install docker ``` @@ -1602,41 +1560,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-py ```
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paramiko (πŸ₯ˆ42 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 93K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 88M Β· πŸ“¦ 470 Β· πŸ“‹ 7.4K - 3% open Β· ⏱️ 04.04.2024): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 53M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` - pip install paramiko + pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.3M Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 390K Β· ⏱️ 02.10.2023): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-compose ```
-
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 +
paramiko (πŸ₯ˆ40 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 91M Β· πŸ“¦ 460 Β· πŸ“‹ 7.4K - 3% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 93K Β· πŸ“‹ 1.6K - 50% open Β· ⏱️ 11.02.2024): ``` - git clone https://github.com/docker/compose + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 53M / month): ``` - pip install docker-compose + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 390K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.3M Β· ⏱️ 19.12.2023): ``` - conda install -c conda-forge docker-compose + conda install -c conda-forge paramiko ```
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.4K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.4K - 9% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.4K - 9% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/kubernetes-client/python @@ -1662,7 +1620,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install netmiko ```
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schedule (πŸ₯‰36 Β· ⭐ 11K) - Python job scheduling for humans. MIT +
schedule (πŸ₯‰35 Β· ⭐ 11K) - Python job scheduling for humans. MIT - [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 33K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): @@ -1685,7 +1643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.5M / month Β· πŸ“¦ 170 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.6M / month Β· πŸ“¦ 170 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1701,7 +1659,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4.3M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4.4M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1717,7 +1675,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 63K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 60K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): ``` pip install pyinfra ``` @@ -1729,7 +1687,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 9.8M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 10M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1738,14 +1696,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pypyr (πŸ₯‰20 Β· ⭐ 570) - pypyr task-runner cli & api for automation pipelines. Automate anything.. Apache-2 +
pypyr (πŸ₯‰20 Β· ⭐ 570 Β· πŸ’€) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.09.2023): ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.1K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1770,12 +1728,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pexpect (πŸ₯‡39 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“₯ 4.4K Β· πŸ“¦ 360K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“₯ 4.4K Β· πŸ“¦ 370K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 72M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 71M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1791,7 +1749,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.8M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1807,7 +1765,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 6.8M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.1M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1818,7 +1776,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ptyprocess (πŸ₯‰26 Β· ⭐ 200) - Run a subprocess in a pseudo terminal. ISC -- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 66 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 67 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess @@ -1838,46 +1796,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
uvloop (πŸ₯‡38 Β· ⭐ 10K) - Ultra fast asyncio event loop. Apache-2 +
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 120K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 360K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 21.12.2023): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.8M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 94M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): ``` - pip install uvloop + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 690K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.2M Β· ⏱️ 21.12.2023): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge greenlet ```
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greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT +
uvloop (πŸ₯ˆ37 Β· ⭐ 10K) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 360K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 120K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 95M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.5M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` - pip install greenlet + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.1M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 690K Β· ⏱️ 23.10.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge uvloop ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 260K Β· πŸ“‹ 340 - 15% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 270K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 68M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 67M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): ``` pip install anyio ``` @@ -1888,7 +1846,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰27 Β· ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 45 Β· πŸ“¦ 3.4K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.5K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/tiangolo/asyncer @@ -1909,19 +1867,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 21K / month Β· πŸ“¦ 39 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 39 Β· ⏱️ 14.03.2024): ``` pip install aiomisc ```
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unsync (πŸ₯‰22 Β· ⭐ 860) - Unsynchronize asyncio. MIT +
unsync (πŸ₯‰22 Β· ⭐ 870) - Unsynchronize asyncio. MIT - [GitHub](https://github.com/alex-sherman/unsync) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 51 Β· πŸ“¦ 220 Β· πŸ“‹ 31 - 9% open Β· ⏱️ 16.03.2024): ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 56K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 55K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1930,14 +1888,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge unsync ```
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stopit (πŸ₯‰22 Β· ⭐ 100) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +
stopit (πŸ₯‰21 Β· ⭐ 100) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT - [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.3K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 750K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 660K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` @@ -1954,12 +1912,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 730K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 390 Β· πŸ“¦ 740K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 57M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 57M / month): ``` pip install python-dotenv ``` @@ -1970,12 +1928,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡38 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 330 Β· πŸ“¦ 420K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 12.03.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 330 Β· πŸ“¦ 420K Β· πŸ“‹ 290 - 32% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 46M / month Β· πŸ“¦ 15K Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 46M / month): ``` pip install traitlets ``` @@ -1984,46 +1942,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge traitlets ```
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Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT +
hydra (πŸ₯ˆ34 Β· ⭐ 8.1K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 8.1K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 22K Β· πŸ“‹ 1.3K - 17% open Β· ⏱️ 03.04.2024): ``` - git clone https://github.com/rochacbruno/dynaconf + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3M / month Β· πŸ“¦ 310 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month): ``` - pip install dynaconf + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 70K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 930K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dynaconf + conda install -c conda-forge hydra-core ```
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hydra (πŸ₯ˆ33 Β· ⭐ 8.1K) - Hydra is a framework for elegantly configuring complex applications. MIT +
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 22K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.2K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 25.03.2024): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month): ``` - pip install hydra + pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 920K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 70K Β· ⏱️ 26.03.2024): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge dynaconf ```
omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 94 Β· πŸ“¦ 27K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 95 Β· πŸ“¦ 28K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.1M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.3M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2039,7 +1997,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.2M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.2M / month): ``` pip install python-decouple ``` @@ -2048,14 +2006,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-decouple ```
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gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
gin-config (πŸ₯‰27 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.1K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 8.1K Β· πŸ“‹ 84 - 50% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 320K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 310K / month): ``` pip install gin-config ``` @@ -2066,7 +2024,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰25 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.2K Β· πŸ“‹ 87 - 4% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.2K Β· πŸ“‹ 87 - 4% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/willkg/everett @@ -2082,7 +2040,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 1 hidden projects... -- configobj (πŸ₯‰29 Β· ⭐ 310 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +- configobj (πŸ₯‰27 Β· ⭐ 310 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3

@@ -2108,7 +2066,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡42 Β· ⭐ 47K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 180K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 190K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/Textualize/rich @@ -2124,12 +2082,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-fire (πŸ₯ˆ39 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 31K Β· πŸ“‹ 340 - 43% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 32K Β· πŸ“‹ 340 - 43% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.2M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): ``` pip install fire ``` @@ -2138,18 +2096,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fire ```
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Typer (πŸ₯ˆ39 Β· ⭐ 13K Β· πŸ“ˆ) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
Typer (πŸ₯ˆ39 Β· ⭐ 14K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 530 Β· πŸ“¦ 81K Β· πŸ“‹ 380 - 53% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 610 Β· πŸ“¦ 82K Β· πŸ“‹ 380 - 53% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 21M / month Β· πŸ“¦ 3.3K Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 21M / month Β· πŸ“¦ 3.3K Β· ⏱️ 30.03.2024): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.1M Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.1M Β· ⏱️ 29.03.2024): ``` conda install -c conda-forge typer ``` @@ -2172,7 +2130,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 230 Β· πŸ“¦ 910K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 910K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama @@ -2186,7 +2144,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge colorama ```
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argcomplete (πŸ₯ˆ35 Β· ⭐ 1.3K) - Python and tab completion, better together. Apache-2 +
docopt (πŸ₯ˆ35 Β· ⭐ 7.9K) - Pythonic command line arguments parser, that will make you smile. MIT + +- [GitHub](https://github.com/docopt/docopt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 570 Β· πŸ“¦ 110K Β· πŸ“‹ 450 - 58% open Β· ⏱️ 02.04.2024): + + ``` + git clone https://github.com/docopt/docopt + ``` +- [PyPi](https://pypi.org/project/docopt) (πŸ“₯ 11M / month Β· πŸ“¦ 13K Β· ⏱️ 16.06.2014): + ``` + pip install docopt + ``` +- [Conda](https://anaconda.org/conda-forge/docopt) (πŸ“₯ 2.1M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge docopt + ``` +
+
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.4K) - Python and tab completion, better together. Apache-2 - [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 51K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 08.03.2024): @@ -2202,25 +2176,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge argcomplete ```
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cleo (πŸ₯ˆ35 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
cleo (πŸ₯‰34 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 21K Β· πŸ“‹ 100 - 28% open Β· ⏱️ 15.03.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 21K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 33M / month Β· πŸ“¦ 280 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 32M / month Β· πŸ“¦ 280 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 670K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 680K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
wcwidth (πŸ₯‰33 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 55 Β· πŸ“¦ 520K Β· πŸ“‹ 51 - 23% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 55 Β· πŸ“¦ 530K Β· πŸ“‹ 52 - 25% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth @@ -2234,46 +2208,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge wcwidth ```
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asciimatics (πŸ₯‰30 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
questionary (πŸ₯‰30 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 980 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 30.11.2023): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 80 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 27% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/peterbrittain/asciimatics + git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 25K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): ``` - pip install asciimatics + pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 69K Β· ⏱️ 10.09.2023): ``` - conda install -c conda-forge asciimatics + conda install -c conda-forge questionary ```
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questionary (πŸ₯‰30 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT +
asciimatics (πŸ₯‰29 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 80 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 26% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 980 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 31.03.2024): ``` - git clone https://github.com/tmbo/questionary + git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 23K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` - pip install questionary + pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 68K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): ``` - conda install -c conda-forge questionary + conda install -c conda-forge asciimatics ```
ConfigArgParse (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 15K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2282,35 +2256,34 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰23 Β· ⭐ 150 Β· πŸ’€) - Humane command line arguments parser. Now with maintenance,.. MIT +
docopt-ng (πŸ₯‰22 Β· ⭐ 150) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 17 Β· πŸ“¦ 290 Β· πŸ“‹ 32 - 53% open Β· ⏱️ 01.06.2023): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 18 Β· πŸ“¦ 290 Β· πŸ“‹ 31 - 51% open Β· ⏱️ 29.03.2024): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 180K / month Β· πŸ“¦ 40 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 170K / month Β· πŸ“¦ 40 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 58 Β· πŸ“¦ 6 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 29.01.2024): ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 190 / month Β· ⏱️ 21.06.2020): ``` pip install colout ```
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Show 5 hidden projects... +
Show 4 hidden projects... -- docopt (πŸ₯ˆ36 Β· ⭐ 7.9K Β· πŸ’€) - Pythonic command line arguments parser, that will make you smile. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰24 Β· ⭐ 94 Β· πŸ’€) - Python Command-line Application Tools. ISC +- clint (πŸ₯‰23 Β· ⭐ 94 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT - Click Extra (πŸ₯‰22 Β· ⭐ 51) - Extra colorization and configuration loading for Click. ❗️GPL-2.0
@@ -2328,9 +2301,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡33 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡34 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 250 - 6% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 250 - 6% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/tkem/cachetools @@ -2346,52 +2319,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 13% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 600K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 590K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
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beaker (πŸ₯‰27 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 - -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.2K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 20.03.2024): - - ``` - git clone https://github.com/bbangert/beaker - ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): - ``` - pip install beaker - ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge beaker - ``` -
cachier (πŸ₯‰27 Β· ⭐ 510) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 13 Β· πŸ“¦ 440 Β· πŸ“‹ 79 - 25% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 16 Β· πŸ“¦ 450 Β· πŸ“‹ 79 - 25% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 73K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 75K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ```
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 580 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“₯ 580 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 290K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 290K / month): ``` pip install pylibmc ``` @@ -2400,9 +2357,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
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Show 1 hidden projects... +
Show 2 hidden projects... - cached-property (πŸ₯ˆ30 Β· ⭐ 680 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3 +- beaker (πŸ₯‰25 Β· ⭐ 510) - WSGI middleware for sessions and caching. ❗Unlicensed

@@ -2414,12 +2372,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 23.03.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 190K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 180K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` @@ -2435,47 +2393,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 49K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 45K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 24.03.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.8K / month Β· πŸ“¦ 35 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.8K / month Β· πŸ“¦ 36 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 7 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 5 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
-
Eel (πŸ₯‰31 Β· ⭐ 6.1K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +
flexx (πŸ₯‰25 Β· ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2 -- [GitHub](https://github.com/python-eel/Eel) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 560 Β· πŸ“¦ 7.1K Β· πŸ“‹ 530 - 35% open Β· ⏱️ 04.03.2023): - - ``` - git clone https://github.com/ChrisKnott/Eel - ``` -- [PyPi](https://pypi.org/project/eel) (πŸ“₯ 71K / month Β· πŸ“¦ 86 Β· ⏱️ 09.12.2022): - ``` - pip install eel - ``` -
-
flexx (πŸ₯‰26 Β· ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2 - -- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 140 Β· πŸ“‹ 460 - 20% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 140 Β· πŸ“‹ 460 - 19% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 840 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 800 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2484,12 +2430,13 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge flexx ```
-
Show 4 hidden projects... +
Show 5 hidden projects... -- PySimpleGUI (πŸ₯ˆ34 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed -- Gooey (πŸ₯‰31 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- PySimpleGUI (πŸ₯ˆ35 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed +- Eel (πŸ₯‰31 Β· ⭐ 6.1K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +- Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰27 Β· ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows -- enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2499,14 +2446,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡19 Β· ⭐ 620) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡18 Β· ⭐ 630) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 750 Β· πŸ“‹ 24 - 29% open Β· ⏱️ 09.03.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 780 Β· πŸ“‹ 24 - 29% open Β· ⏱️ 09.03.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 82 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 19 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2529,12 +2476,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 4% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 25.03.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 25.03.2024): ``` pip install phonenumbers ``` @@ -2545,7 +2492,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡35 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 68K Β· πŸ“‹ 160 - 7% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 68K Β· πŸ“‹ 160 - 9% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/carpedm20/emoji @@ -2554,19 +2501,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 68K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 69K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge emoji ```
python-slugify (πŸ₯ˆ34 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 80K Β· πŸ“‹ 72 - 1% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 80K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 19M / month Β· πŸ“¦ 3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 18M / month Β· πŸ“¦ 3K Β· ⏱️ 08.02.2024): ``` pip install python-slugify ``` @@ -2582,59 +2529,59 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 66M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 65M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` -- [Conda](https://anaconda.org/conda-forge/chardet): +- [Conda](https://anaconda.org/conda-forge/chardet) (πŸ“₯ 23M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 57 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 54 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
-
pyahocorasick (πŸ₯‰30 Β· ⭐ 880) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
inflect (πŸ₯ˆ31 Β· ⭐ 910 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“¦ 2.6K Β· πŸ“‹ 130 - 16% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 99 Β· πŸ“‹ 120 - 23% open Β· ⏱️ 31.03.2024): ``` - git clone https://github.com/WojciechMula/pyahocorasick + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 810K / month): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 31.03.2024): ``` - pip install pyahocorasick + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 210K Β· ⏱️ 21.03.2024): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): ``` - conda install -c conda-forge pyahocorasick + conda install -c conda-forge inflect ```
-
inflect (πŸ₯‰24 Β· ⭐ 910 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +
pyahocorasick (πŸ₯‰30 Β· ⭐ 880) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 94 Β· πŸ“‹ 110 - 25% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 1 Β· πŸ“¦ 2.6K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.2M / month): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 810K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): ``` - pip install inflect + pip install pyahocorasick ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 210K Β· ⏱️ 21.03.2024): ``` - conda install -c conda-forge inflect + conda install -c conda-forge pyahocorasick ```
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price-parser (πŸ₯‰21 Β· ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3 +
price-parser (πŸ₯‰19 Β· ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 410 Β· πŸ“‹ 38 - 65% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 410 Β· πŸ“‹ 30 - 56% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 93K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 90K / month): ``` pip install price-parser ``` @@ -2643,7 +2590,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 -- awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- awesome-slugify (πŸ₯‰17 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗Unlicensed - millify (πŸ₯‰15 Β· ⭐ 81 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2662,25 +2609,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡47 Β· ⭐ 8.6K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡47 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.2B / month Β· πŸ“¦ 19K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.2B / month): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.6K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.7K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 740K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 750K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2694,30 +2641,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
-
redis (πŸ₯‡44 Β· ⭐ 12K) - Redis Python Client. MIT - -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 27.03.2024): - - ``` - git clone https://github.com/redis/redis-py - ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 41M / month Β· πŸ“¦ 28K Β· ⏱️ 10.03.2024): - ``` - pip install redis - ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 10.03.2024): - ``` - conda install -c conda-forge redis-py - ``` -
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.2K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.5K - 10% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.4K - 9% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 48M / month Β· πŸ“¦ 770 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month): ``` pip install azure-storage-blob ``` @@ -2728,7 +2659,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.7K - 1% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2737,7 +2668,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.2M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.3M Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge google-cloud-storage ``` @@ -2749,7 +2680,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): ``` pip install peewee ``` @@ -2760,28 +2691,28 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.7K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.7K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 26M / month Β· πŸ“¦ 6.2K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 25M / month Β· πŸ“¦ 6.2K Β· ⏱️ 27.03.2024): ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 980K Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 980K Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge elasticsearch ```
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PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.5K) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯‡39 Β· ⭐ 7.5K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 1% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 42M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 42M / month): ``` pip install PyMySQL ``` @@ -2790,14 +2721,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯‡39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 20% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.4M / month): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): ``` pip install mongoengine ``` @@ -2806,9 +2737,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
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pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 +
pymongo (πŸ₯‡39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 03.04.2024): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2822,46 +2753,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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alembic (πŸ₯ˆ38 Β· ⭐ 2.4K) - A database migrations tool for SQLAlchemy. MIT +
python-bigquery (πŸ₯‡39 Β· ⭐ 700) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 210K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 28K Β· πŸ“‹ 650 - 8% open Β· ⏱️ 03.04.2024): ``` - git clone https://github.com/sqlalchemy/alembic + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 37M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 38M / month Β· πŸ“¦ 1.2K Β· ⏱️ 01.04.2024): ``` - pip install alembic + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.2M Β· ⏱️ 13.01.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 01.04.2024): ``` - conda install -c conda-forge alembic + conda install -c conda-forge google-cloud-bigquery ```
-
python-bigquery (πŸ₯ˆ38 Β· ⭐ 700) - BigQuery API client library. Apache-2 +
alembic (πŸ₯ˆ38 Β· ⭐ 2.4K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“¦ 27K Β· πŸ“‹ 640 - 7% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 210K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 19.03.2024): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 39M / month): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 36M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): ``` - pip install google-cloud-bigquery + pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 11.03.2024): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.2M Β· ⏱️ 13.01.2024): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c conda-forge alembic ```
kafka-python (πŸ₯ˆ37 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 25K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 25K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 11M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 12M / month): ``` pip install kafka-python ``` @@ -2872,12 +2803,12 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ37 Β· ⭐ 4K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 510 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.7K - 7% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 510 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 180K / month Β· πŸ“¦ 56 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 57 Β· ⏱️ 31.03.2024): ``` pip install ibis-framework ``` @@ -2888,7 +2819,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2904,28 +2835,44 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 530 Β· πŸ“¦ 11K Β· πŸ“‹ 330 - 53% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 530 Β· πŸ“¦ 11K Β· πŸ“‹ 330 - 52% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.3M / month): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 28K Β· ⏱️ 04.12.2023): ``` conda install -c conda-forge sqlmodel ```
+
redis (πŸ₯ˆ36 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT + +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.6K - 11% open Β· ⏱️ 27.03.2024): + + ``` + git clone https://github.com/redis/redis-py + ``` +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 40M / month): + ``` + pip install redis + ``` +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 10.03.2024): + ``` + conda install -c conda-forge redis-py + ``` +
Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 840 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 11% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.2M / month Β· πŸ“¦ 990 Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.3M / month): ``` pip install elasticsearch-dsl ``` @@ -2945,7 +2892,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 330K Β· ⏱️ 10.03.2024): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 340K Β· ⏱️ 10.03.2024): ``` conda install -c conda-forge mysqlclient ``` @@ -2957,7 +2904,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 790 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 250M / month Β· πŸ“¦ 800 Β· ⏱️ 18.03.2024): ``` pip install s3fs ``` @@ -2968,12 +2915,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 210 Β· πŸ“¦ 85K Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 86K Β· ⏱️ 01.04.2024): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): ``` pip install motor ``` @@ -2982,7 +2929,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge motor ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.7K) - Prometheus instrumentation library for Python.. Apache-2 +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K) - Prometheus instrumentation library for Python.. Apache-2 - [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 09.03.2024): @@ -3000,12 +2947,12 @@ _Libraries for connecting to, operating, and querying databases._
Databases (πŸ₯ˆ34 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 240 Β· πŸ“¦ 22K Β· πŸ“‹ 310 - 36% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 330 - 38% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 460K / month): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 460K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): ``` pip install databases ``` @@ -3014,14 +2961,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
PyPika (πŸ₯ˆ33 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 280 Β· πŸ“¦ 19K Β· πŸ“‹ 460 - 44% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 20K Β· πŸ“‹ 420 - 39% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.7M / month Β· πŸ“¦ 120 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.7M / month): ``` pip install pypika ``` @@ -3030,39 +2977,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pypika ```
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minio (πŸ₯ˆ34 Β· ⭐ 750) - MinIO Client SDK for Python. Apache-2 - -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 6.9K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.03.2024): - - ``` - git clone https://github.com/minio/minio-py - ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.3M / month Β· πŸ“¦ 510 Β· ⏱️ 02.03.2024): - ``` - pip install minio - ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 03.03.2024): - ``` - conda install -c conda-forge minio - ``` -
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s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 - -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 60 - 40% open Β· ⏱️ 14.03.2024): - - ``` - git clone https://github.com/boto/s3transfer - ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 320M / month Β· πŸ“¦ 4.4K Β· ⏱️ 14.03.2024): - ``` - pip install s3transfer - ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 15.03.2024): - ``` - conda install -c conda-forge s3transfer - ``` -
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Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
Cassandra Driver (πŸ₯ˆ33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 - [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.6K Β· ⏱️ 26.03.2024): @@ -3078,30 +2993,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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neo4j-driver (πŸ₯‰33 Β· ⭐ 860) - Neo4j Bolt driver for Python. Apache-2 +
minio (πŸ₯ˆ33 Β· ⭐ 750) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 210 Β· πŸ“¦ 8.6K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 7K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.03.2024): ``` - git clone https://github.com/neo4j/neo4j-python-driver + git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 230 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.2M / month Β· πŸ“¦ 510 Β· ⏱️ 02.03.2024): ``` - pip install neo4j-driver + pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 29.02.2024): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 03.03.2024): ``` - conda install -c conda-forge neo4j-python-driver + conda install -c conda-forge minio ```
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pandas-gbq (πŸ₯‰33 Β· ⭐ 410) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯ˆ33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 47 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.6K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.7K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 11M / month): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 11M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): ``` pip install pandas-gbq ``` @@ -3110,30 +3025,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pandas-gbq ```
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tortoise-orm (πŸ₯‰32 Β· ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
Records (πŸ₯‰32 Β· ⭐ 7.1K) - SQL for Humans. ISC -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.4K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 570 Β· πŸ“¦ 1.2K Β· πŸ“‹ 130 - 32% open Β· ⏱️ 30.03.2024): ``` - git clone https://github.com/tortoise/tortoise-orm + git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 29.03.2024): ``` - pip install tortoise-orm + pip install records ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 11.08.2023): +- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 25K Β· ⏱️ 30.03.2024): ``` - conda install -c conda-forge tortoise-orm + conda install -c conda-forge records ```
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Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ“ˆ) - Pony Object Relational Mapper. Apache-2 +
Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 - [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 93 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3144,7 +3059,7 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (πŸ₯‰32 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.6K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/pynamodb/PynamoDB @@ -3153,33 +3068,41 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 530K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 540K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
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libcloud (πŸ₯‰32 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 +
s3transfer (πŸ₯‰32 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 120 Β· πŸ“¦ 280K Β· πŸ“‹ 60 - 40% open Β· ⏱️ 02.04.2024): ``` - git clone https://github.com/apache/libcloud + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 270K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 320M / month): ``` - pip install apache-libcloud + pip install s3transfer + ``` +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 15.03.2024): + ``` + conda install -c conda-forge s3transfer ```
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pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT +
tortoise-orm (πŸ₯‰31 Β· ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.4K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): ``` - git clone https://github.com/nithinmurali/pygsheets + git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.9M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` - pip install pygsheets + pip install tortoise-orm + ``` +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 11.08.2023): + ``` + conda install -c conda-forge tortoise-orm ```
influxdb (πŸ₯‰31 Β· ⭐ 1.7K Β· πŸ’€) - Python client for InfluxDB. MIT @@ -3198,30 +3121,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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cx-Oracle (πŸ₯‰31 Β· ⭐ 880 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 - -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.2K Β· πŸ“‹ 640 - 4% open Β· ⏱️ 17.08.2023): - - ``` - git clone https://github.com/oracle/python-cx_Oracle - ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.7M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): - ``` - pip install cx-Oracle - ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 540K Β· ⏱️ 24.09.2023): - ``` - conda install -c conda-forge cx_oracle - ``` -
dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 300 Β· πŸ“¦ 3.7K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 300 Β· πŸ“¦ 3.8K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 130K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` @@ -3230,74 +3137,54 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge dataset ```
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Records (πŸ₯‰29 Β· ⭐ 7.1K Β· πŸ’€) - SQL for Humans. ISC - -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 580 Β· πŸ“¦ 1.2K Β· πŸ“‹ 140 - 43% open Β· ⏱️ 13.03.2023): - - ``` - git clone https://github.com/kennethreitz/records - ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 15.12.2021): - ``` - pip install records - ``` -- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge records - ``` -
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confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 +
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.2K): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 360 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 04.04.2024): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 12M / month Β· πŸ“¦ 490 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` - pip install confluent-kafka + pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 830K Β· ⏱️ 30.01.2024): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c conda-forge pysolr ```
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piccolos (πŸ₯‰29 Β· ⭐ 1.2K) - A fast, user friendly ORM and query builder which supports asyncio. MIT +
piccolos (πŸ₯‰29 Β· ⭐ 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. MIT - [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 340 Β· πŸ“‹ 380 - 32% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 11 Β· ⏱️ 22.03.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 17K / month Β· πŸ“¦ 11 Β· ⏱️ 22.03.2024): ``` pip install piccolo ```
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pysolr (πŸ₯‰29 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 +
prisma (πŸ₯‰28 Β· ⭐ 1.6K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 71 Β· πŸ”€ 310 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 15% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 390 - 52% open Β· ⏱️ 24.03.2024): ``` - git clone https://github.com/django-haystack/pysolr - ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month): - ``` - pip install pysolr + git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 22K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 79K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): ``` - conda install -c conda-forge pysolr + pip install prisma ```
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 830 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 840 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 51K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 52K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3318,70 +3205,62 @@ _Libraries for connecting to, operating, and querying databases._ pip install filedepot ```
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prisma (πŸ₯‰26 Β· ⭐ 1.6K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
ODMantic (πŸ₯‰26 Β· ⭐ 960) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 360 - 48% open Β· ⏱️ 24.03.2024): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.2K Β· πŸ“‹ 170 - 48% open Β· ⏱️ 23.03.2024): ``` - git clone https://github.com/RobertCraigie/prisma-client-py + git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 83K / month): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 26K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): ``` - pip install prisma + pip install odmantic ```
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ODMantic (πŸ₯‰26 Β· ⭐ 960) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
libcloud (πŸ₯‰25 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 88 Β· πŸ“¦ 3.2K Β· πŸ“‹ 150 - 41% open Β· ⏱️ 23.03.2024): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 860 Β· πŸ“‹ 200 - 39% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/art049/odmantic + git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 270K / month): ``` - pip install odmantic + pip install apache-libcloud ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 410 - 7% open Β· ⏱️ 26.02.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 420 - 7% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/psycopg/psycopg ```
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aioprometheus (πŸ₯‰19 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT - -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 270 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): +
Show 22 hidden projects... - ``` - git clone https://github.com/claws/aioprometheus - ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 170K / month): - ``` - pip install aioprometheus - ``` -
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Show 18 hidden projects... - -- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- psycopg2 (πŸ₯ˆ37 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ35 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 - SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. ❗Unlicensed -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 61) - Google Cloud Bigtable API client library. Apache-2 +- neo4j-driver (πŸ₯‰31 Β· ⭐ 860) - Neo4j Bolt driver for Python. ❗Unlicensed +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 62) - Google Cloud Bigtable API client library. Apache-2 +- pygsheets (πŸ₯‰29 Β· ⭐ 1.5K) - Google Sheets Python API v4. ❗Unlicensed - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT +- cx-Oracle (πŸ₯‰29 Β· ⭐ 880 Β· πŸ’€) - Python interface to Oracle Database now superseded by.. ❗Unlicensed +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- umongo (πŸ₯‰25 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed +- umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- py2neo (πŸ₯‰23 Β· ⭐ 9) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - PugSQL (πŸ₯‰20 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - gsheets-db-api (πŸ₯‰20 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- PyMODM (πŸ₯‰18 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. ❗Unlicensed -- Queries (πŸ₯‰18 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 +- py2neo (πŸ₯‰18 Β· ⭐ 9) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- aioprometheus (πŸ₯‰17 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based.. ❗Unlicensed +- SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- lazydata (πŸ₯‰14 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3393,16 +3272,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.4K Β· πŸ“¦ 42K Β· πŸ“‹ 2.7K - 21% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 43K Β· πŸ“‹ 2.8K - 23% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 7.9M / month): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 8.3M / month Β· πŸ“¦ 1K Β· ⏱️ 01.03.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 680K Β· ⏱️ 02.03.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 690K Β· ⏱️ 02.03.2024): ``` conda install -c conda-forge datasets ``` @@ -3414,7 +3293,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 3.3K Β· ⏱️ 25.03.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 25.03.2024): ``` pip install Faker ``` @@ -3425,7 +3304,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Tablib (πŸ₯‡36 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 550 Β· πŸ“¦ 95K Β· πŸ“‹ 250 - 10% open Β· ⏱️ 23.03.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 560 Β· πŸ“¦ 96K Β· πŸ“‹ 250 - 10% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/jazzband/tablib @@ -3439,30 +3318,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge tablib ```
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xmltodict (πŸ₯ˆ34 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT - -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 450 Β· πŸ“¦ 64K Β· πŸ“‹ 240 - 33% open Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/martinblech/xmltodict - ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month): - ``` - pip install xmltodict - ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.7M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge xmltodict - ``` -
gdown (πŸ₯ˆ34 Β· ⭐ 3.8K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 310 Β· πŸ“¦ 28K Β· πŸ“‹ 160 - 15% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 160 - 15% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month Β· πŸ“¦ 490 Β· ⏱️ 03.02.2024): ``` pip install gdown ``` @@ -3489,28 +3352,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 200K / month Β· πŸ“¦ 370 Β· ⏱️ 13.02.2024): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 200K / month Β· πŸ“¦ 370 Β· ⏱️ 28.03.2024): ``` pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge csvkit ```
pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 680 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 680 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 450K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 440K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3519,58 +3382,58 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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Intake (πŸ₯ˆ32 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
snorkel (πŸ₯ˆ31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.1K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 490 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/intake/intake + git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 66K / month Β· πŸ“¦ 130 Β· ⏱️ 19.03.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 42K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): ``` - pip install intake + pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 550K Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 48K Β· ⏱️ 28.02.2024): ``` - conda install -c conda-forge intake + conda install -c conda-forge snorkel ```
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snorkel (πŸ₯ˆ31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 +
Intake (πŸ₯‰30 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 490 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.2K Β· πŸ“‹ 360 - 27% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/snorkel-team/snorkel + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 48K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 62K / month): ``` - pip install snorkel + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 48K Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 560K Β· ⏱️ 19.03.2024): ``` - conda install -c conda-forge snorkel + conda install -c conda-forge intake ```
img2dataset (πŸ₯‰28 Β· ⭐ 3.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.6K Β· πŸ“¦ 120 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.6K Β· πŸ“¦ 130 Β· πŸ“‹ 240 - 42% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 44K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 40K / month): ``` pip install img2dataset ```
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textract (πŸ₯‰24 Β· ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT +
textract (πŸ₯‰27 Β· ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT -- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 540 Β· πŸ“‹ 240 - 45% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 560 Β· πŸ“‹ 250 - 49% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 130K / month): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 130K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): ``` pip install textract ``` @@ -3579,62 +3442,62 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge textract ```
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camelot (πŸ₯‰24 Β· ⭐ 2.6K) - A Python library to extract tabular data from PDFs. MIT +
rows (πŸ₯‰23 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 410 Β· πŸ“‹ 370 - 70% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 09.03.2024): ``` - git clone https://github.com/camelot-dev/camelot + git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 7.2K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.1K / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` - pip install camelot + pip install rows ```
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rows (πŸ₯‰23 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
Upgini (πŸ₯‰21 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 09.03.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 03.04.2024): ``` - git clone https://github.com/turicas/rows + git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1K / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 7.4K / month Β· ⏱️ 01.04.2024): ``` - pip install rows + pip install upgini ```
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Upgini (πŸ₯‰22 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
camelot (πŸ₯‰20 Β· ⭐ 2.6K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 410 Β· πŸ“‹ 310 - 64% open Β· ⏱️ 02.10.2023): ``` - git clone https://github.com/upgini/upgini + git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.8K / month Β· ⏱️ 28.03.2024): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 7K / month): ``` - pip install upgini + pip install camelot ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.4K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT +
excalibur (πŸ₯‰20 Β· ⭐ 1.5K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.6K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.5K / month): ``` pip install excalibur-py ```
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Squirrel (πŸ₯‰16 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰15 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 - [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 16% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 830 / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 670 / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3643,13 +3506,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c anaconda squirrel-core ```
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Show 13 hidden projects... +
Show 14 hidden projects... +- xmltodict (πŸ₯ˆ35 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT - xlwings (πŸ₯ˆ34 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python.. ❗Unlicensed - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- python-magic (πŸ₯ˆ31 Β· ⭐ 2.5K Β· πŸ“‰) - A python wrapper for libmagic. ❗Unlicensed -- SDV (πŸ₯ˆ31 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯‰29 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- python-magic (πŸ₯ˆ31 Β· ⭐ 2.5K) - A python wrapper for libmagic. ❗Unlicensed +- PDFMiner (πŸ₯‰30 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- SDV (πŸ₯‰30 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗Unlicensed - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT @@ -3669,32 +3533,32 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡48 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 9K - 10% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 9K - 9% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 03.04.2024): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 02.04.2024): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 870M Β· ⭐ 510 Β· ⏱️ 27.03.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 920M Β· ⭐ 510 Β· ⏱️ 03.04.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 10M / month Β· πŸ“¦ 15K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.8M / month Β· πŸ“¦ 15K Β· ⏱️ 27.03.2024): ``` pip install celery ``` @@ -3703,14 +3567,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Beam (πŸ₯‡44 Β· ⭐ 7.4K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡44 Β· ⭐ 7.5K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.7K - 65% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.7K - 65% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.1M / month Β· πŸ“¦ 190 Β· ⏱️ 25.03.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.9M / month Β· πŸ“¦ 190 Β· ⏱️ 03.04.2024): ``` pip install apache-beam ``` @@ -3721,44 +3585,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.6K Β· πŸ“‹ 4.6K - 13% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.7K Β· πŸ“‹ 4.7K - 13% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 850K / month Β· πŸ“¦ 160 Β· ⏱️ 23.03.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 890K / month Β· πŸ“¦ 160 Β· ⏱️ 29.03.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 610K Β· ⏱️ 23.03.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 610K Β· ⏱️ 29.03.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.1K Β· πŸ“‹ 7.2K - 34% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.2K Β· πŸ“‹ 7.3K - 34% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 930K / month Β· πŸ“¦ 140 Β· ⏱️ 22.03.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 880K / month Β· πŸ“¦ 140 Β· ⏱️ 29.03.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 23.03.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 30.03.2024): ``` conda install -c conda-forge dagster ```
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rq (πŸ₯ˆ40 Β· ⭐ 9.4K) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ40 Β· ⭐ 9.5K) - Simple job queues for Python. BSD-3 - [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 23.03.2024): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): ``` pip install rq ``` @@ -3767,9 +3631,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K Β· πŸ“ˆ) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/great-expectations/great_expectations @@ -3785,24 +3649,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ38 Β· ⭐ 9.3K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.2K Β· πŸ“‹ 1.8K - 16% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 510K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 490K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): ``` pip install kedro ```
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dbt (πŸ₯ˆ38 Β· ⭐ 8.7K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 8.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.2K Β· πŸ“¦ 4.6K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.6K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 47K / month Β· πŸ“¦ 30 Β· ⏱️ 25.03.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 46K / month Β· πŸ“¦ 30 Β· ⏱️ 01.04.2024): ``` pip install dbt ``` @@ -3813,12 +3677,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
joblib (πŸ₯ˆ38 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 410K Β· πŸ“‹ 870 - 45% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 410K Β· πŸ“‹ 880 - 45% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 49M / month Β· πŸ“¦ 6.8K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 48M / month Β· πŸ“¦ 6.8K Β· ⏱️ 09.08.2023): ``` pip install joblib ``` @@ -3827,14 +3691,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
luigi (πŸ₯ˆ36 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 - [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 440K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 420K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3850,7 +3714,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.7M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3861,130 +3725,114 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.8K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.8K / month): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 380 Β· πŸ“₯ 1 Β· πŸ“¦ 460 Β· πŸ“‹ 270 - 13% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 390 Β· πŸ“₯ 1 Β· πŸ“¦ 470 Β· πŸ“‹ 300 - 20% open Β· ⏱️ 28.03.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 19K / month): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 16K / month Β· πŸ“¦ 2 Β· ⏱️ 25.03.2024): ``` pip install zenml ```
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whylogs (πŸ₯ˆ31 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 - [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 46 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 3% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 230K / month Β· πŸ“¦ 6 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 240K / month Β· πŸ“¦ 6 Β· ⏱️ 26.03.2024): ``` pip install whylogs ```
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huey (πŸ₯ˆ30 Β· ⭐ 4.9K) - a little task queue for python. MIT +
arq (πŸ₯ˆ30 Β· ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 150 Β· πŸ“¦ 570 Β· πŸ“‹ 210 - 28% open Β· ⏱️ 01.04.2024): ``` - git clone https://github.com/coleifer/huey + git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 94K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 93K / month Β· πŸ“¦ 21 Β· ⏱️ 01.04.2024): ``` - pip install huey + pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.6K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge huey + conda install -c conda-forge arq ```
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mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
huey (πŸ₯‰29 Β· ⭐ 4.9K) - a little task queue for python. MIT -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): ``` - git clone https://github.com/combust/mleap - ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): - ``` - pip install mleap - ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): - ``` - conda install -c conda-forge mleap + git clone https://github.com/coleifer/huey ``` -
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PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT - -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 770 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): - +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 90K / month): ``` - git clone https://github.com/EntilZha/PyFunctional + pip install huey ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 190K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` - pip install pyfunctional + conda install -c conda-forge huey ```
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arq (πŸ₯‰27 Β· ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 140 Β· πŸ“¦ 570 Β· πŸ“‹ 210 - 28% open Β· ⏱️ 30.10.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/samuelcolvin/arq + git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 92K / month): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month): ``` - pip install arq + pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.6K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): ``` - conda install -c conda-forge arq + conda install -c conda-forge mleap ```
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ploomber (πŸ₯‰26 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
ploomber (πŸ₯‰28 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 120 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 130 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.2K / month): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.8K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 83K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 84K Β· ⏱️ 09.02.2024): ``` conda install -c conda-forge ploomber ```
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Pypeline (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT +
PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/cgarciae/pypeln) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 98 Β· πŸ“¦ 120 Β· πŸ“‹ 72 - 34% open Β· ⏱️ 22.03.2023): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 770 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): ``` - git clone https://github.com/cgarciae/pypeln - ``` -- [PyPi](https://pypi.org/project/pypeln) (πŸ“₯ 440K / month Β· πŸ“¦ 11 Β· ⏱️ 06.01.2022): - ``` - pip install pypeln + git clone https://github.com/EntilZha/PyFunctional ``` -- [Conda](https://anaconda.org/conda-forge/pypeln) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 180K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` - conda install -c conda-forge pypeln + pip install pyfunctional ```
Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark @@ -3994,23 +3842,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 15K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ```
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dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 04.03.2024): - - ``` - git clone https://github.com/databand-ai/dbnd - ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 230K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): - ``` - pip install dbnd - ``` -
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT - [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 88 - 53% open Β· ⏱️ 05.03.2024): @@ -4018,21 +3854,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5.6K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): ``` pip install tasktiger ```
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Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +
dbnd (πŸ₯‰22 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 5 - 20% open Β· ⏱️ 04.03.2024): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 250 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 220K / month): ``` - pip install d6tflow + pip install dbnd ```
BatchFlow (πŸ₯‰20 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 @@ -4042,11 +3878,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 400 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 380 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
+
Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT + +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): + + ``` + git clone https://github.com/d6t/d6tflow + ``` +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 150 / month Β· ⏱️ 20.02.2024): + ``` + pip install d6tflow + ``` +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): @@ -4054,27 +3902,39 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 56 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 53 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
+
flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ“ˆ) - Fluent data pipelines for python and your shell. MIT + +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 27.02.2024): + + ``` + git clone https://github.com/olirice/flupy + ``` +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 240K / month Β· ⏱️ 21.10.2022): + ``` + pip install flupy + ``` +
Show 16 hidden projects... - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 +- Pypeline (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT -- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT -- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 -- flupy (πŸ₯‰13 Β· ⭐ 180 Β· πŸ“‰) - Fluent data pipelines for python and your shell. ❗Unlicensed +- bodywork-core (πŸ₯‰14 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
@@ -4086,7 +3946,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 920 - 1% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 930 - 1% open Β· ⏱️ 23.02.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4095,7 +3955,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.1M Β· ⏱️ 05.11.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.2M Β· ⏱️ 05.11.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4111,26 +3971,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 43M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pyyaml ```
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jmespath (πŸ₯‰34 Β· ⭐ 2K Β· πŸ’€) - JMESPath is a query language for JSON. MIT - -- [GitHub](https://github.com/jmespath/jmespath.py) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 170 Β· πŸ“‹ 130 - 34% open Β· ⏱️ 31.03.2023): +
Show 1 hidden projects... - ``` - git clone https://github.com/jmespath/jmespath.py - ``` -- [PyPi](https://pypi.org/project/jmespath) (πŸ“₯ 180M / month Β· πŸ“¦ 7.1K Β· ⏱️ 17.06.2022): - ``` - pip install jmespath - ``` -- [Conda](https://anaconda.org/conda-forge/jmespath) (πŸ“₯ 18M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge jmespath - ``` +- jmespath (πŸ₯‰34 Β· ⭐ 2.1K Β· πŸ’€) - JMESPath is a query language for JSON. MIT

@@ -4145,11 +3993,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.2M / month Β· πŸ“¦ 890 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.7M / month Β· πŸ“¦ 900 Β· ⏱️ 14.11.2023): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 400K Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 410K Β· ⏱️ 14.11.2023): ``` conda install -c conda-forge deepdiff ``` @@ -4183,7 +4031,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5.1K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 980K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 990K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/python-attrs/attrs @@ -4204,7 +4052,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 77M / month Β· πŸ“¦ 9.2K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 76M / month Β· πŸ“¦ 9.2K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4224,51 +4072,51 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz): +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 20M Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge toolz ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 5.9K) - Retrying library for Python. Apache-2 +
boltons (πŸ₯ˆ35 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.8K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 31.03.2024): ``` - git clone https://github.com/jd/tenacity + git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 51M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 450 Β· ⏱️ 31.03.2024): ``` - pip install tenacity + pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/tenacity): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.4M Β· ⏱️ 01.04.2024): ``` - conda install -c conda-forge tenacity + conda install -c conda-forge boltons ```
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boltons (πŸ₯ˆ33 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 +
tenacity (πŸ₯ˆ34 Β· ⭐ 5.9K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.7K Β· πŸ“‹ 170 - 38% open Β· ⏱️ 24.03.2024): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 14.03.2024): ``` - git clone https://github.com/mahmoud/boltons + git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.1M / month Β· πŸ“¦ 450 Β· ⏱️ 01.11.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 50M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): ``` - pip install boltons + pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.3M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.1M Β· ⏱️ 14.08.2023): ``` - conda install -c conda-forge boltons + conda install -c conda-forge tenacity ```
returns (πŸ₯‰31 Β· ⭐ 3.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 530 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 530 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 200K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 170K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` @@ -4279,44 +4127,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
natsort (πŸ₯‰30 Β· ⭐ 850) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 27K Β· πŸ“‹ 93 - 1% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 28K Β· πŸ“‹ 93 - 1% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.5M Β· ⏱️ 20.06.2023): +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.6M Β· ⏱️ 20.06.2023): ``` conda install -c conda-forge natsort ```
funcy (πŸ₯‰29 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 10K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 11K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 01.02.2024): ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 410K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge funcy ```
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ubelt (πŸ₯‰20 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 +
ubelt (πŸ₯‰24 Β· ⭐ 710 Β· πŸ“ˆ) - A Python utility library with a stdlib like feel and extra.. Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 29.03.2024): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 20K / month): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 19K / month Β· πŸ“¦ 66 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` @@ -4330,9 +4178,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.6K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 700 Β· πŸ’€) - API Rate Limit Decorator. MIT -- CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT +- ratelimit (πŸ₯‰24 Β· ⭐ 710 Β· πŸ’€) - API Rate Limit Decorator. MIT - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT +- CommonRegex (πŸ₯‰20 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT

@@ -4340,14 +4188,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡42 Β· ⭐ 59K) - The Python programming language. MIT +
cpython (πŸ₯‡43 Β· ⭐ 59K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 68K - 12% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 69K - 12% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 51 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 53 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4355,14 +4203,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge typing ``` -- [npm](https://www.npmjs.com/package/@buckpkg/python): +- [npm](https://www.npmjs.com/package/@buckpkg/python) (πŸ“¦ 4 Β· ⏱️ 03.08.2017): ``` npm install @buckpkg/python ```
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 75K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 75K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 30.03.2024): ``` git clone https://github.com/micropython/micropython @@ -4374,8 +4222,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... -- grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 +- grumpy (πŸ₯ˆ22 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- pyston (πŸ₯ˆ22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 990 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4387,12 +4235,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 830 Β· πŸ”€ 600 Β· πŸ“¦ 690K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 600 Β· πŸ“¦ 700K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 98M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 97M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4403,12 +4251,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡41 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 26K Β· πŸ“‹ 870 - 25% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 27K Β· πŸ“‹ 870 - 25% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.6M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` @@ -4419,12 +4267,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 9.9K Β· πŸ“¦ 960K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 10K Β· πŸ“¦ 960K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 30.03.2024): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 110M / month Β· πŸ“¦ 32K Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 110M / month Β· πŸ“¦ 33K Β· ⏱️ 06.03.2024): ``` pip install pyparsing ``` @@ -4433,30 +4281,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
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pycparser (πŸ₯ˆ37 Β· ⭐ 3.1K Β· πŸ’€) - Complete C99 parser in pure Python. BSD-3 +
pycparser (πŸ₯ˆ38 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 83 Β· πŸ”€ 590 Β· πŸ“¦ 780K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 18.08.2023): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 590 Β· πŸ“¦ 780K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 30.03.2024): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 210M / month Β· πŸ“¦ 17K Β· ⏱️ 06.11.2021): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 210M / month Β· πŸ“¦ 17K Β· ⏱️ 30.03.2024): ``` pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 37M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 38M Β· ⏱️ 30.03.2024): ``` conda install -c conda-forge pycparser ```
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 200 Β· πŸ“¦ 37K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 200 Β· πŸ“¦ 38K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 20.03.2024): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 50M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 49M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4472,7 +4320,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 130M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 120M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4483,19 +4331,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ34 Β· ⭐ 1.6K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 900 Β· πŸ“‹ 450 - 14% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 910 Β· πŸ“‹ 450 - 13% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 200K / month Β· πŸ“¦ 61 Β· ⏱️ 16.01.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month): ``` pip install copier ```
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 180 - 28% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/pytest-dev/pluggy @@ -4509,14 +4357,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
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decorator (πŸ₯ˆ34 Β· ⭐ 800 Β· πŸ’€) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 810 Β· πŸ’€) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 550K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 93M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 92M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4532,7 +4380,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 160K / month Β· πŸ“¦ 41 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 150K / month Β· πŸ“¦ 41 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4557,14 +4405,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge fastcore ```
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pyscaffold (πŸ₯‰28 Β· ⭐ 2K Β· πŸ’€) - Python project template generator with batteries included. MIT +
pyscaffold (πŸ₯‰29 Β· ⭐ 2K Β· πŸ’€) - Python project template generator with batteries included. MIT - [GitHub](https://github.com/pyscaffold/pyscaffold) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 180 Β· πŸ“‹ 300 - 12% open Β· ⏱️ 20.06.2023): ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 400K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 470K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4596,27 +4444,15 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 930K / month Β· πŸ“¦ 270 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 910K / month Β· πŸ“¦ 280 Β· ⏱️ 20.04.2023): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 42K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 43K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ```
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pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 - -- [GitHub](https://github.com/ponty/pyscreenshot) (πŸ‘¨β€πŸ’» 25 Β· πŸ”€ 91 Β· πŸ“¦ 4.4K Β· ⏱️ 12.03.2023): - - ``` - git clone https://github.com/ponty/pyscreenshot - ``` -- [PyPi](https://pypi.org/project/pyscreenshot) (πŸ“₯ 330K / month Β· πŸ“¦ 270 Β· ⏱️ 12.03.2023): - ``` - pip install pyscreenshot - ``` -
catalogue (πŸ₯‰26 Β· ⭐ 170) - Super lightweight function registries for your library. MIT - [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 38K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 22.03.2024): @@ -4624,7 +4460,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 6.1M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 6.4M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4633,13 +4469,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge catalogue ```
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Show 5 hidden projects... +
Show 6 hidden projects... - keyboard (πŸ₯‰31 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT +- pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- openpyxl (πŸ₯‰24 Β· ⭐ 75) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT -- macropy (πŸ₯‰22 Β· ⭐ 3.2K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT +- openpyxl (πŸ₯‰24 Β· ⭐ 76) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- macropy (πŸ₯‰22 Β· ⭐ 3.3K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
--- diff --git a/history/2024-04-04_changes.md b/history/2024-04-04_changes.md new file mode 100644 index 0000000..5bb4797 --- /dev/null +++ b/history/2024-04-04_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- polars (πŸ₯‡41 Β· ⭐ 26K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- inflect (πŸ₯ˆ31 Β· ⭐ 910 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- ubelt (πŸ₯‰24 Β· ⭐ 710 Β· πŸ“ˆ) - A Python utility library with a stdlib like feel and extra.. Apache-2 +- flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ“ˆ) - Fluent data pipelines for python and your shell. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- redis (πŸ₯ˆ36 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- keyring (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ“‰) - Store and access your passwords safely. MIT +- libcloud (πŸ₯‰25 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- rsa (πŸ₯‰21 Β· ⭐ 470 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed +- confluent-kafka-python (πŸ₯‰15 Β· πŸ“‰) - Confluents Apache Kafka client for Python. ❗Unlicensed + diff --git a/history/2024-04-04_projects.csv b/history/2024-04-04_projects.csv new file mode 100644 index 0000000..ac5edc8 --- /dev/null +++ b/history/2024-04-04_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,pypi_latest_release_published_at,pypi_dependent_project_count,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-29 17:34:52.000,2024-03-29 10:48:36,475.0,23.0,2286.0,389.0,254.0,22.0,34.0,15256.0,2024-03-29 10:48:43.000,2024.03.28,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-03-29 10:49:05.000,2024-03-29 10:49:05,323.0,26.0,158.0,55.0,191.0,,3.0,2147.0,2024-03-29 10:49:14.000,2024.03.28,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-03-29 11:33:24.000,2024-03-29 11:33:23,319.0,24.0,43.0,26.0,185.0,3.0,5.0,899.0,2024-03-29 11:34:02.000,2024.03.28,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-03-29 10:49:05.000,2024-03-29 10:49:05,323.0,26.0,158.0,55.0,191.0,,3.0,2147.0,2024-03-29 10:49:14.000,2024.03.28,100.0,14.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-29 17:34:52.000,2024-03-29 10:48:36,475.0,23.0,2286.0,389.0,254.0,22.0,34.0,15256.0,2024-03-29 10:48:43.000,2024.03.28,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2023-12-18 04:41:53.000,2023-01-27 22:41:14,830.0,,6999.0,1665.0,323.0,13.0,74.0,39287.0,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-03-29 17:34:52.000,2024-03-29 10:48:36,475.0,23.0,2286.0,389.0,254.0,22.0,34.0,15256.0,2024-03-29 10:48:43.000,2024.03.28,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-04-04 13:05:16.000,2024-04-03 21:36:34,34700.0,623.0,16934.0,1118.0,31894.0,3583.0,22628.0,41766.0,2024-02-23 15:29:27.000,2.2.1,100.0,3604.0,54,True,1604886.0,1604886.0,pandas,conda-forge/pandas,['pandas'],256575.0,199823634.0,https://pypi.org/project/pandas,198652648.0,https://anaconda.org/conda-forge/pandas,2024-02-23 22:20:10.485,49086950.0,1.0,,,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-04-04 10:48:11.000,2024-04-04 10:48:05,17427.0,754.0,15224.0,2058.0,10162.0,581.0,5557.0,63403.0,2024-03-27 20:37:37.000,5.26.1,159.0,1220.0,53,True,635856.0,615336.0,protobuf,conda-forge/protobuf,,43584374.0,194823438.0,https://pypi.org/project/protobuf,186028531.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,17157725.0,1.0,google-protobuf,2024-03-27 20:37:37.000,16830.0,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3690.0,7439297.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-04-04 11:53:45.000,2024-04-03 20:11:31,35587.0,838.0,9196.0,595.0,13843.0,2106.0,10392.0,26176.0,2024-02-06 00:32:23.000,1.26.4,158.0,1755.0,51,False,2359858.0,2214019.0,numpy,conda-forge/numpy,,954917.0,255387105.0,https://pypi.org/project/numpy,253807811.0,https://anaconda.org/conda-forge/numpy,2024-04-01 04:09:25.052,72091555.0,1.0,,2024-03-30 16:16:42.000,145839.0,,,,,,,,,,,,,,,,, +10,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-04-03 23:53:28.000,2024-04-03 14:25:49,54329.0,142.0,23638.0,1925.0,50546.0,846.0,31601.0,60920.0,2024-03-27 16:48:26.000,9.4.0,348.0,6829.0,48,True,37255.0,33154.0,ansible,conda-forge/ansible,,,5563938.0,https://pypi.org/project/ansible,5542644.0,https://anaconda.org/conda-forge/ansible,2024-03-28 05:34:16.747,1000853.0,1.0,,2024-03-27 16:48:26.000,4101.0,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-04-04 13:27:30.000,2024-04-04 13:27:30,23931.0,1264.0,13479.0,755.0,25816.0,890.0,8092.0,34727.0,2024-03-25 20:26:18.000,2.8.4,187.0,3242.0,48,True,10531.0,10173.0,apache-airflow,conda-forge/airflow,,609396.0,33707510.0,https://pypi.org/project/apache-airflow,25179956.0,https://anaconda.org/conda-forge/airflow,2024-04-02 00:20:57.044,1005544.0,1.0,,2024-04-03 07:38:30.000,358.0,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-04-03 08:00:29.633133,509.0,917929905.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-04-04 12:36:42.570,2024-04-03 18:09:08,5871.0,197.0,1768.0,241.0,727.0,191.0,3003.0,8658.0,2015-04-09 19:29:21.000,0.0.14,1464.0,155.0,47,True,420225.0,420225.0,boto3,conda-forge/boto3,,,1207619796.0,https://pypi.org/project/boto3,1207228495.0,https://anaconda.org/conda-forge/boto3,2024-04-04 12:36:42.570,18391174.0,1.0,,,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-04-04 13:10:49.000,2024-04-04 13:10:49,11787.0,444.0,1412.0,130.0,8260.0,35.0,2382.0,6246.0,2024-02-24 01:16:46.000,42.0.5,128.0,312.0,47,True,667394.0,645127.0,cryptography,conda-forge/cryptography,,,247312579.0,https://pypi.org/project/cryptography,246280543.0,https://anaconda.org/conda-forge/cryptography,2024-02-25 09:29:00.614,46441637.0,1.0,,2024-02-24 01:16:46.000,22267.0,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-04-03 18:54:07.000,2024-04-01 13:56:29,12505.0,105.0,4570.0,472.0,3303.0,683.0,4379.0,23334.0,2023-11-22 15:18:14.000,5.3.6,205.0,1342.0,46,True,144714.0,129560.0,celery,conda-forge/celery,,,9853402.0,https://pypi.org/project/celery,9819099.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1577953.0,1.0,,2024-03-27 15:13:39.000,15154.0,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-04-04 11:10:55.000,2024-04-03 21:59:27,2851.0,160.0,1606.0,112.0,3479.0,330.0,3547.0,18345.0,2024-04-03 13:05:51.000,1.10.15,137.0,496.0,45,True,384555.0,372666.0,pydantic,conda-forge/pydantic,,,165489032.0,https://pypi.org/project/pydantic,165328377.0,https://anaconda.org/conda-forge/pydantic,2024-03-16 22:22:00.397,7229497.0,1.0,,2024-04-03 19:12:20.000,11889.0,,,,,,,,,,,pydantic/pydantic,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-04-01 22:12:29.000,2024-03-23 13:32:37,2422.0,3.0,1411.0,183.0,1094.0,111.0,1445.0,14949.0,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1698108.0,1620992.0,click,conda-forge/click,,303.0,186125056.0,https://pypi.org/project/click,185157192.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,33875058.0,1.0,,2023-08-17 17:29:10.000,77116.0,,,,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-04-04 09:09:29.000,2024-04-01 23:29:06,16911.0,150.0,1306.0,96.0,772.0,222.0,7502.0,8667.0,2024-03-23 21:53:32.000,rel_2_0_29,302.0,702.0,45,True,797059.0,748633.0,SQLAlchemy,conda-forge/sqlalchemy,,47944.0,111479054.0,https://pypi.org/project/SQLAlchemy,111115765.0,https://anaconda.org/conda-forge/sqlalchemy,2024-03-24 15:04:08.628,14489891.0,1.0,,2024-03-23 21:53:23.000,48426.0,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-04-04 13:18:38.475,2024-04-03 18:09:12,11998.0,224.0,3919.0,572.0,3737.0,592.0,4033.0,14823.0,2024-04-03 19:19:43.000,1.32.77,1931.0,441.0,44,True,3081.0,3.0,awscli,conda-forge/awscli,,1646.0,157747745.0,https://pypi.org/project/awscli,157252787.0,https://anaconda.org/conda-forge/awscli,2024-04-04 13:18:38.475,22272018.0,1.0,,2024-04-03 19:19:43.000,3078.0,,,,,,,,,,,,,,,,, +19,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-04-04 10:32:14.000,2024-04-03 17:20:14,41931.0,549.0,4112.0,262.0,24240.0,4368.0,2333.0,7454.0,2024-03-25 19:54:23.000,2.55.0,112.0,1618.0,44,True,6921.0,6735.0,apache-beam,conda-forge/apache-beam-with-aws,,,6948566.0,https://pypi.org/project/apache-beam,6946585.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-03-26 10:29:29.196,61414.0,1.0,,2024-04-03 13:33:44.000,186.0,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-04-04 06:35:51.351,2024-04-03 18:08:54,10843.0,240.0,1051.0,67.0,2069.0,137.0,950.0,1405.0,2024-04-03 19:20:19.000,1.34.77,1924.0,204.0,44,True,325358.0,316634.0,botocore,conda-forge/botocore,,,583168473.0,https://pypi.org/project/botocore,582550120.0,https://anaconda.org/conda-forge/botocore,2024-04-04 06:35:51.351,25352477.0,1.0,,2024-04-03 19:20:19.000,8724.0,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-04-04 13:19:10.000,2024-04-04 12:14:44,121523.0,1358.0,28717.0,1510.0,49806.0,8420.0,60101.0,59237.0,2020-07-22 03:00:52.000,0.0.6,11.0,2870.0,43,True,13.0,4.0,cpython,conda-forge/typing,,,30946.0,https://pypi.org/project/cpython,53.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2996660.0,1.0,@buckpkg/python,2020-07-22 03:00:52.000,5.0,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-04-02 19:50:16.000,2024-04-02 19:50:15,3072.0,11.0,3148.0,641.0,2478.0,152.0,2241.0,21955.0,2024-03-26 05:33:40.089,24.3.25,38.0,673.0,43,True,99900.0,99249.0,flatbuffers,conda-forge/flatbuffers,,396118.0,19868848.0,https://pypi.org/project/flatbuffers,18346351.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,994140.0,1.0,flatbuffers,2024-03-26 05:33:35.000,365.0,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,286.0,1494894.0,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-04-04 11:45:31.000,2024-04-04 10:11:46,11538.0,377.0,1019.0,187.0,7860.0,2091.0,4986.0,19504.0,2024-03-28 13:43:00.000,3.112.0,4118.0,261.0,43,True,8689.0,7575.0,pulumi,,,2743031.0,3620527.0,https://pypi.org/project/pulumi,1018611.0,,,,2.0,@pulumi/pulumi,2024-03-29 15:12:32.000,180.0,https://www.npmjs.com/package/@pulumi/pulumi,2024-03-28 16:38:56.213,934.0,2449526.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-04-02 16:17:46.000,2024-04-02 16:17:46,3760.0,86.0,2460.0,277.0,3946.0,652.0,2101.0,18298.0,2024-03-01 21:00:12.000,2.18.0,84.0,557.0,43,True,44312.0,43316.0,datasets,conda-forge/datasets,,,8303313.0,https://pypi.org/project/datasets,8286134.0,https://anaconda.org/conda-forge/datasets,2024-03-02 16:15:07.962,687187.0,1.0,,2024-03-01 20:56:44.000,996.0,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-04-04 11:56:46.000,2024-03-27 15:37:02,3597.0,93.0,1858.0,220.0,1312.0,19.0,687.0,17038.0,2024-03-25 19:00:14.000,24.4.0,345.0,570.0,43,True,211199.0,207887.0,Faker,conda-forge/faker,,,14499401.0,https://pypi.org/project/Faker,14479836.0,https://anaconda.org/conda-forge/faker,2024-03-26 11:05:01.099,900010.0,1.0,,2024-03-25 19:00:06.000,3312.0,,,,,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-04-04 13:09:27.000,2024-04-04 00:05:05,16203.0,632.0,1430.0,158.0,7357.0,622.0,4038.0,14424.0,2024-03-29 15:07:03.000,2.16.8,270.0,454.0,43,True,4831.0,4667.0,prefect,conda-forge/prefect,,,906730.0,https://pypi.org/project/prefect,893650.0,https://anaconda.org/conda-forge/prefect,2024-03-29 17:40:19.754,614806.0,1.0,,2024-03-29 15:07:03.000,164.0,,,,,,,,,,,,,,,,, +27,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-04-02 05:00:29.000,2024-04-02 04:57:25,1465.0,57.0,391.0,65.0,574.0,126.0,574.0,5057.0,2023-12-31 06:30:30.000,23.2.0,28.0,160.0,43,True,1004962.0,986227.0,attrs,conda-forge/attrs,,,197525550.0,https://pypi.org/project/attrs,196731480.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,34939099.0,1.0,,2023-12-31 06:30:30.000,18735.0,,,,,,,,,,,,,,,,, +28,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-04-04 10:37:25.000,2024-04-04 08:55:13,16994.0,700.0,2596.0,401.0,25552.0,897.0,8514.0,4243.0,2024-04-03 07:23:28.000,azure-mgmt-containerservicefleet_1.1.0,100.0,704.0,43,True,2445.0,2445.0,azure-storage-blob,conda-forge/azure-storage-blob,,,47454354.0,https://pypi.org/project/azure-storage-blob,47430647.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-03-06 03:28:11.584,1090532.0,1.0,,,,,,,,,,,,,,,,,,,, +29,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-04-04 09:58:06.000,2024-04-04 09:58:03,6717.0,62.0,600.0,36.0,868.0,422.0,1396.0,1691.0,2023-11-21 20:44:20.000,2.17.2,64.0,835.0,43,True,732930.0,695291.0,pygments,conda-forge/pygments,,,97737718.0,https://pypi.org/project/pygments,97071497.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,28647514.0,1.0,,2023-11-21 20:43:49.000,37639.0,,,,,,,,,,,,,,,,, +30,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-03-31 07:12:56.000,2024-02-29 14:02:23,3877.0,7.0,1655.0,542.0,1083.0,252.0,1069.0,46820.0,2024-02-28 14:52:38.000,13.7.1,191.0,236.0,42,True,192512.0,185955.0,rich,conda-forge/rich,,,49735993.0,https://pypi.org/project/rich,49593634.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6406157.0,1.0,,2024-02-28 14:51:14.000,6557.0,,,,,,,,,,,,,,,,, +31,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-04-04 05:09:10.000,2024-04-04 05:09:10,17884.0,1073.0,1237.0,111.0,12588.0,2472.0,4784.0,10051.0,2024-03-30 01:48:41.000,1.6.14,604.0,418.0,42,True,2299.0,2158.0,dagster,conda-forge/dagster,,,904902.0,https://pypi.org/project/dagster,881980.0,https://anaconda.org/conda-forge/dagster,2024-03-30 10:58:42.167,1077379.0,1.0,,2024-03-29 22:34:38.000,141.0,,,,,,,,,,,,,,,,, +32,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-04-04 10:12:32.000,2024-04-03 12:44:29,3391.0,8.0,1701.0,193.0,1608.0,437.0,1234.0,6601.0,2023-12-08 20:47:46.000,7.0.0,88.0,451.0,42,True,82290.0,78166.0,docker,conda-forge/docker-py,,900.0,39478610.0,https://pypi.org/project/docker,39389515.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4098082.0,2.0,,2023-12-08 20:42:23.000,4124.0,,,,,,,,,,,,,,,,, +33,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-04-04 10:12:29.000,2024-04-04 10:11:32,37701.0,303.0,1488.0,300.0,8423.0,78.0,3672.0,4619.0,2024-04-03 01:17:19.000,google-maps-places-v0.1.11,100.0,509.0,42,True,2105.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,66243991.0,https://pypi.org/project/google-cloud-storage,66149093.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4270432.0,1.0,,2024-03-18 23:55:33.000,2105.0,,,,,,,,,,,,,,,,, +34,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-04-04 11:36:48.000,2024-04-04 11:36:48,4706.0,143.0,5024.0,716.0,4080.0,227.0,7214.0,32182.0,2024-03-29 15:09:55.000,2.26.1,144.0,534.0,41,True,1714.0,466.0,docker-compose,conda-forge/docker-compose,,88118203.0,3868412.0,https://pypi.org/project/docker-compose,2097559.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,390531.0,2.0,,2021-05-10 11:22:10.000,1248.0,,,,,,,,,,,,,,,,, +35,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-04-04 08:08:01.000,2024-04-04 06:13:59,9285.0,877.0,1531.0,145.0,8381.0,1519.0,5562.0,25570.0,2024-04-01 17:59:20.000,py-0.20.18,351.0,386.0,41,True,521.0,4.0,polars,,,500.0,5313234.0,https://pypi.org/project/polars,5313196.0,,,,1.0,,2024-04-01 17:57:55.000,517.0,,,,,,,,,,,,3.0,,,,, +36,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-04-03 06:30:19.000,2024-04-02 19:22:46,3068.0,25.0,1935.0,229.0,1161.0,226.0,644.0,21465.0,2024-02-21 18:02:39.000,2.6.0,42.0,324.0,41,True,28164.0,26521.0,cookiecutter,conda-forge/cookiecutter,,,4214713.0,https://pypi.org/project/cookiecutter,4186914.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,972990.0,1.0,,2024-02-21 18:02:39.000,1643.0,,,,,,,,,,,,,,,,, +37,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-03-25 20:46:21.000,2024-03-25 20:46:11,4579.0,11.0,1375.0,196.0,477.0,,2383.0,10746.0,2024-02-05 15:05:06.000,3.17.1,186.0,154.0,41,True,31991.0,28226.0,peewee,conda-forge/peewee,,,2345074.0,https://pypi.org/project/peewee,2331163.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,612094.0,1.0,,2024-02-05 15:04:14.000,3765.0,,,,,,,,,,,,,,,,, +38,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-04-04 10:25:20.970,2024-04-02 11:06:16,1630.0,42.0,1166.0,412.0,1435.0,58.0,1026.0,4130.0,2024-03-27 12:07:08.000,8.13.0,140.0,202.0,41,True,53541.0,47356.0,elasticsearch,conda-forge/elasticsearch,,3681.0,25085085.0,https://pypi.org/project/elasticsearch,25064068.0,https://anaconda.org/conda-forge/elasticsearch,2024-04-04 10:25:20.970,983721.0,1.0,,2024-03-27 12:07:08.000,6185.0,,,,,,,,,,,,,,,,, +39,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-04-03 17:32:04.000,2024-04-02 16:22:24,12900.0,23.0,3093.0,602.0,3620.0,730.0,4312.0,16853.0,2024-01-05 13:53:17.000,2.3.0,49.0,616.0,40,True,13043.0,12418.0,kivy,conda-forge/kivy,,36114.0,187664.0,https://pypi.org/project/kivy,180138.0,https://anaconda.org/conda-forge/kivy,2024-01-05 14:09:51.350,338900.0,1.0,,2024-01-05 10:31:31.000,625.0,,,,,,,,,,,,,,,,, +40,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-03-29 10:37:43.000,2024-03-23 09:46:07,1838.0,28.0,1385.0,207.0,892.0,197.0,946.0,9469.0,2024-03-09 02:35:10.000,1.16.1,78.0,307.0,40,True,17928.0,16134.0,rq,conda-forge/rq,,,1823937.0,https://pypi.org/project/rq,1821456.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,101748.0,2.0,,2024-03-09 02:33:25.000,1794.0,,,,,,,,,,,,,,,,, +41,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-04-04 13:14:32.000,2024-04-03 20:50:23,12201.0,332.0,1459.0,81.0,7739.0,181.0,1673.0,9405.0,2024-03-20 20:55:15.000,0.18.12,265.0,427.0,40,True,63.0,,great_expectations,conda-forge/great-expectations,,,18929703.0,https://pypi.org/project/great_expectations,18913529.0,https://anaconda.org/conda-forge/great-expectations,2024-03-20 21:56:05.090,760181.0,2.0,,2024-03-20 20:55:15.000,63.0,,,,,,,,,,,,,,,,, +42,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-04-02 23:26:55.000,2024-02-11 03:17:05,3994.0,12.0,1881.0,316.0,781.0,803.0,790.0,8788.0,,,30.0,187.0,40,True,93025.0,93025.0,paramiko,conda-forge/paramiko,,,53549532.0,https://pypi.org/project/paramiko,53453496.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4321638.0,2.0,,,,,,,,,,,,,,,,,,,, +43,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-04-01 21:36:02.000,2024-04-01 21:36:02,3309.0,40.0,641.0,80.0,1053.0,170.0,1050.0,6874.0,2024-03-04 20:21:15.000,3.21.1,174.0,208.0,40,True,139335.0,128893.0,marshmallow,conda-forge/marshmallow,,,45547309.0,https://pypi.org/project/marshmallow,45496832.0,https://anaconda.org/conda-forge/marshmallow,2024-03-04 23:34:28.542,2321974.0,2.0,,2024-03-04 20:21:15.000,10442.0,,,,,,,,,,,,,,,,, +44,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-04-01 19:27:41.000,2024-03-25 19:51:21,2651.0,40.0,576.0,60.0,359.0,31.0,785.0,4415.0,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,40,True,559248.0,539944.0,jsonschema,conda-forge/jsonschema,,203.0,119429915.0,https://pypi.org/project/jsonschema,118792415.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,26774756.0,1.0,,2024-01-19 21:11:12.000,19304.0,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +45,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-03-21 15:10:13.000,2024-03-21 15:10:09,1657.0,67.0,269.0,41.0,532.0,17.0,283.0,3405.0,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,40,True,225372.0,216145.0,more-itertools,conda-forge/more-itertools,,2919.0,76213436.0,https://pypi.org/project/more-itertools,75905888.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,14145729.0,1.0,,2024-01-08 15:47:19.000,9227.0,,,,,,,,,,,,,,,,, +46,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-04-04 13:25:32.000,2024-04-04 02:17:47,5344.0,140.0,1011.0,108.0,3982.0,1135.0,3126.0,3384.0,2024-03-29 17:08:57.000,2024.3.0,91.0,489.0,40,True,27750.0,25463.0,xarray,conda-forge/xarray,,,5186884.0,https://pypi.org/project/xarray,4971249.0,https://anaconda.org/conda-forge/xarray,2024-03-29 19:58:29.257,9703609.0,2.0,,2024-03-29 17:08:57.000,2287.0,,,,,,,,,,,,,,,,, +47,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-30 22:50:58.000,2024-03-30 22:50:51,1213.0,38.0,271.0,25.0,186.0,43.0,296.0,2076.0,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,992390.0,959880.0,pyparsing,conda-forge/pyparsing,,9978.0,115340246.0,https://pypi.org/project/pyparsing,113929412.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,42320604.0,1.0,,2024-03-06 07:25:50.000,32510.0,,,,,,,,,,,,,,,,, +48,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-02-26 19:26:10.000,2024-02-21 11:36:09,1947.0,48.0,331.0,37.0,246.0,177.0,212.0,1169.0,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,336322.0,318913.0,future,conda-forge/future,,,43813970.0,https://pypi.org/project/future,43504873.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,12982083.0,1.0,,2024-02-21 11:52:35.000,17409.0,,,,,,,,,,,,,,,,, +49,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-04-01 08:39:51.000,2024-03-14 17:11:36,303.0,12.0,1411.0,372.0,184.0,148.0,189.0,26196.0,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,33565.0,31555.0,fire,conda-forge/fire,,,6250408.0,https://pypi.org/project/fire,6227980.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,874700.0,2.0,,2024-03-11 19:52:00.000,2010.0,,,,,,,,,,,,,,,,, +50,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-04-04 03:33:41.000,2024-04-02 01:59:54,558.0,79.0,606.0,71.0,335.0,203.0,176.0,14092.0,2024-03-30 02:20:46.000,0.12.0,37.0,51.0,39,True,85010.0,81735.0,typer,conda-forge/typer,,,21204227.0,https://pypi.org/project/typer,21157590.0,https://anaconda.org/conda-forge/typer,2024-03-29 12:44:01.926,2145326.0,2.0,,2024-03-30 02:20:46.000,3275.0,,,,,,,,,,,,,,,,, +51,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-02-20 09:13:22.000,2023-09-30 22:03:06,1402.0,,667.0,135.0,674.0,97.0,399.0,8541.0,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,103359.0,98477.0,arrow,conda-forge/arrow,,,29411574.0,https://pypi.org/project/arrow,29322142.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4113884.0,1.0,,2023-09-30 22:11:16.000,4882.0,,,,,,,,,,,,,,,,, +52,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-03-26 07:02:42.000,2024-03-26 07:02:41,1103.0,4.0,1355.0,229.0,495.0,12.0,637.0,7542.0,2023-06-26 05:34:54.000,1.1.0,12.0,124.0,39,True,212670.0,212670.0,PyMySQL,conda-forge/pymysql,,,41915813.0,https://pypi.org/project/PyMySQL,41886379.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1324570.0,1.0,,,,,,,,,,,,,,,,,,,, +53,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-04-01 01:35:28.000,2024-03-10 11:56:26,4154.0,22.0,1224.0,137.0,1120.0,373.0,1343.0,4154.0,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,39,True,27104.0,23498.0,mongoengine,conda-forge/mongoengine,,,1319586.0,https://pypi.org/project/mongoengine,1313969.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,235950.0,1.0,,2024-03-07 17:39:42.000,3606.0,,,,,,,,,,,,,,,,, +54,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-04-04 11:17:10.000,2024-04-03 21:07:41,5579.0,85.0,1074.0,239.0,1566.0,9.0,,4034.0,2024-03-28 01:22:08.000,4.6.3,138.0,210.0,39,True,20409.0,,pymongo,conda-forge/pymongo,,,26183462.0,https://pypi.org/project/pymongo,26147950.0,https://anaconda.org/conda-forge/pymongo,2024-03-28 12:16:51.447,1598066.0,1.0,,2024-03-28 01:22:08.000,20409.0,,,,,,,,,,,,,,,,, +55,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,471.0,90.0,309.0,183.0,329.0,2518.0,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,382977.0,366653.0,pexpect,conda-forge/pexpect,,4372.0,71665164.0,https://pypi.org/project/pexpect,71239437.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,17879124.0,1.0,,2023-11-25 06:56:14.000,16324.0,,,,,,,,,,,,,,,,, +56,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-04-03 16:28:59.000,2024-04-03 16:25:58,4383.0,38.0,530.0,57.0,920.0,257.0,1227.0,1990.0,2023-10-09 14:43:38.000,3.10.0,38.0,203.0,39,True,278260.0,262882.0,h5py,conda-forge/h5py,,3210.0,21045242.0,https://pypi.org/project/h5py,20719127.0,https://anaconda.org/conda-forge/h5py,2023-12-13 14:02:18.065,14999596.0,2.0,,2023-10-09 14:43:38.000,15378.0,,,,,,,,,,,,,,,,, +57,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-04-04 02:44:01.000,2024-04-03 11:09:21,1812.0,72.0,279.0,53.0,1231.0,58.0,596.0,705.0,2024-04-01 12:46:12.000,3.20.1,162.0,152.0,39,True,28728.0,27540.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,38521184.0,https://pypi.org/project/google-cloud-bigquery,38458553.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-04-01 19:50:58.492,2818420.0,1.0,,2024-04-01 12:46:12.000,1188.0,,,,,,,,,,,,,,,,, +58,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-04-04 09:28:47.000,2024-04-04 08:11:50,7817.0,357.0,1230.0,337.0,246.0,3.0,466.0,13456.0,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1053.0,1047.0,tink,,,1097.0,370903.0,https://pypi.org/project/tink,370681.0,,,,2.0,tink-crypto,2023-11-27 12:13:53.000,4.0,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,209.0,,,,,,,tink-crypto/tink,,,,,, +59,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-04-04 10:14:08.000,2024-04-04 08:51:05,3186.0,115.0,856.0,105.0,1730.0,284.0,1498.0,9310.0,2024-02-27 12:44:56.000,0.19.3,50.0,224.0,38,True,2335.0,2261.0,kedro,,,,493462.0,https://pypi.org/project/kedro,493462.0,,,,2.0,,2024-02-27 12:44:56.000,74.0,,,,,,,,,,,,,,,,, +60,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-04-03 22:59:18.000,2024-04-03 16:28:53,6621.0,135.0,1479.0,136.0,4378.0,546.0,4555.0,8772.0,2024-03-28 16:08:03.000,1.6.11,248.0,310.0,38,True,4670.0,4640.0,dbt,conda-forge/dbt,,4111.0,48576.0,https://pypi.org/project/dbt,45528.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,253067.0,2.0,,2024-04-01 18:49:29.000,30.0,,,,,,,,,,,,,dbt,,,, +61,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-03-15 18:01:12.000,2024-01-23 06:30:54,361.0,5.0,386.0,34.0,235.0,43.0,233.0,7030.0,2024-01-23 06:32:36.000,1.0.1,26.0,95.0,38,True,736787.0,736787.0,python-dotenv,conda-forge/python-dotenv,,,56680636.0,https://pypi.org/project/python-dotenv,56613205.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3034395.0,1.0,,,,,,,,,,,,,,,,,,,, +62,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-04-02 15:28:11.000,2024-04-02 15:28:10,1752.0,22.0,3319.0,139.0,898.0,132.0,1226.0,6381.0,2024-01-08 22:11:24.000,29.0.0,93.0,194.0,38,True,1523.0,,kubernetes,conda-forge/kubernetes,,,23953528.0,https://pypi.org/project/kubernetes,23943368.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,477537.0,2.0,,2024-01-08 22:05:55.000,1523.0,,,,,,,,,,,,,,,,, +63,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686.0,135.0,395.0,185.0,460.0,6237.0,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,147168.0,138891.0,watchdog,conda-forge/watchdog,,,20003490.0,https://pypi.org/project/watchdog,19942734.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2794778.0,1.0,,2024-02-06 22:04:28.000,8277.0,,,,,,,,,,,,,,,,, +64,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-04-03 13:08:33.000,2024-04-03 13:08:33,1502.0,3.0,384.0,61.0,722.0,400.0,482.0,3635.0,2023-08-09 09:27:06.000,1.3.2,110.0,130.0,38,True,420244.0,413416.0,joblib,conda-forge/joblib,,,48300569.0,https://pypi.org/project/joblib,47749368.0,https://anaconda.org/conda-forge/joblib,2023-08-09 10:36:06.506,24804052.0,2.0,,2023-08-09 09:23:34.000,6828.0,,,,,,,,,,,,,,,,, +65,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-03-02 01:43:51.000,2024-02-23 23:49:46,1375.0,12.0,625.0,116.0,129.0,13.0,914.0,3476.0,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,78963.0,74875.0,xlsxwriter,conda-forge/xlsxwriter,,,18373180.0,https://pypi.org/project/xlsxwriter,18306076.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3153915.0,1.0,,2024-02-18 23:11:21.000,4088.0,,,,,,,,,,,,,,,,, +66,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-03-30 15:14:37.401,2024-03-30 13:24:01,556.0,4.0,594.0,95.0,179.0,29.0,320.0,3109.0,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,800401.0,782964.0,pycparser,conda-forge/pycparser,,,208696379.0,https://pypi.org/project/pycparser,207877905.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,37649839.0,2.0,,2024-03-30 13:22:20.000,17437.0,,,,,,,,,,,,,,,,, +67,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-04-04 13:09:03.000,2024-03-19 12:14:53,1802.0,17.0,221.0,20.0,152.0,108.0,945.0,2432.0,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,223380.0,211748.0,alembic,conda-forge/alembic,,,36112214.0,https://pypi.org/project/alembic,36013403.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4248877.0,2.0,,2023-12-20 17:06:16.000,11632.0,,,,,,,,,,,,,,,,, +68,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-03-19 18:03:45.000,2023-11-14 16:25:37,322.0,,516.0,53.0,267.0,277.0,321.0,2413.0,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1213962.0,1134863.0,pyyaml,conda-forge/pyyaml,,,286943326.0,https://pypi.org/project/pyyaml,285947666.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,42813418.0,1.0,,2023-07-18 00:00:10.531,79099.0,,,,,,,,,,,,,,,,, +69,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-04-02 03:03:59.000,2024-02-24 05:44:25,1011.0,10.0,168.0,23.0,163.0,178.0,335.0,2120.0,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,38,True,154666.0,150489.0,dill,conda-forge/dill,,291664.0,54365139.0,https://pypi.org/project/dill,54228590.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6174834.0,2.0,,2024-01-27 23:42:14.000,4177.0,,,,,,,,,,,,,,,,, +70,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-04-02 12:12:53.000,2023-12-21 21:58:06,987.0,,237.0,53.0,161.0,26.0,218.0,1581.0,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,370492.0,359921.0,greenlet,conda-forge/greenlet,,,94384571.0,https://pypi.org/project/greenlet,94185582.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9153501.0,1.0,,2023-12-21 22:01:50.000,10571.0,,,,,,,,,,,,,,,,, +71,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-04-04 02:15:06.000,2024-03-27 19:55:46,2312.0,41.0,317.0,21.0,899.0,219.0,422.0,755.0,,,70.0,230.0,38,True,105691.0,105691.0,fsspec,conda-forge/fsspec,,,242589497.0,https://pypi.org/project/fsspec,242246477.0,https://anaconda.org/conda-forge/fsspec,2024-03-19 00:33:44.664,16121959.0,1.0,,,,,,,,,,,,,,,,,,,, +72,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-04-03 11:50:44.000,2024-04-03 11:50:42,2007.0,5.0,194.0,27.0,609.0,94.0,198.0,603.0,2024-03-12 12:37:49.000,5.14.2,33.0,109.0,38,True,420686.0,420686.0,traitlets,conda-forge/traitlets,,330.0,46241305.0,https://pypi.org/project/traitlets,45634307.0,https://anaconda.org/conda-forge/traitlets,2024-03-12 14:43:57.026,26100333.0,1.0,,,,,,,,,,,,,,,,,,,, +73,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-03-13 14:46:30.000,2023-10-22 20:53:42,936.0,,574.0,227.0,257.0,92.0,258.0,9966.0,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,123064.0,121067.0,uvloop,conda-forge/uvloop,,432.0,9563538.0,https://pypi.org/project/uvloop,9546991.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,694813.0,2.0,,2023-10-22 22:02:54.000,1997.0,,,,,,,,,,,,,,,,, +74,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-04-04 13:02:24.000,2024-04-04 13:02:24,2858.0,130.0,638.0,117.0,3074.0,712.0,3378.0,9442.0,2024-03-07 18:35:00.000,0.28.0,93.0,128.0,37,True,1453.0,1418.0,modin,conda-forge/modin-core,['pandas'],196829.0,938137.0,https://pypi.org/project/modin,926278.0,https://anaconda.org/conda-forge/modin-core,2024-03-07 23:22:35.260,297245.0,2.0,,2024-03-07 18:22:26.000,35.0,,,,,,,,,,,,,,,,, +75,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-03-22 15:08:40.000,2024-02-12 08:46:53,2742.0,7.0,736.0,148.0,756.0,600.0,560.0,8910.0,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,37,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,49458271.0,https://pypi.org/project/prompt_toolkit,48965473.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,21683151.0,2.0,,2023-12-13 08:44:35.000,1740.0,,,,,,,,,,,,,,,,, +76,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-03-27 23:31:15.000,2024-03-27 23:30:58,641.0,27.0,191.0,36.0,91.0,3.0,372.0,5480.0,2024-03-27 23:16:18.000,3.10.0,123.0,22.0,37,True,82770.0,81356.0,orjson,conda-forge/orjson,,,20164360.0,https://pypi.org/project/orjson,20140891.0,https://anaconda.org/conda-forge/orjson,2024-02-23 20:03:54.615,1103043.0,2.0,,2024-03-27 22:52:08.000,1414.0,,,,,,,,,,,,,,,,, +77,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-04-03 14:04:20.000,2024-03-08 23:30:02,2179.0,1.0,1318.0,147.0,977.0,259.0,1196.0,5473.0,2020-09-30 07:33:37.000,2.0.1,34.0,217.0,37,True,24745.0,24745.0,kafka-python,conda-forge/kafka-python,,1836.0,11735315.0,https://pypi.org/project/kafka-python,11730074.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,433764.0,2.0,,,,,,,,,,,,,,,,,,,, +78,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-03-26 17:04:16.000,2024-01-24 03:22:09,1214.0,6.0,253.0,82.0,353.0,119.0,142.0,4500.0,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,147482.0,143884.0,toolz,conda-forge/toolz,,,33045460.0,https://pypi.org/project/toolz,32588993.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19628111.0,2.0,,2024-01-24 03:28:25.000,3598.0,,,,,,,,,,,,,,,,, +79,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-04-04 13:06:00.000,2024-04-04 13:05:19,7931.0,728.0,508.0,82.0,5983.0,235.0,2541.0,3980.0,2024-02-05 19:31:28.000,8.0.0,86.0,282.0,37,True,1294.0,1237.0,ibis-framework,conda-forge/ibis-framework,,119.0,195922.0,https://pypi.org/project/ibis-framework,188872.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,324160.0,2.0,,2024-03-31 00:02:35.000,57.0,,,,,,,,,,,,,,,,, +80,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-04-03 16:15:52.000,2024-04-02 15:36:26,2414.0,112.0,665.0,61.0,1579.0,29.0,1060.0,3783.0,2024-03-27 19:37:03.000,3.7.2,150.0,147.0,37,True,1563.0,1497.0,awswrangler,conda-forge/awswrangler,['pandas'],232633.0,40330191.0,https://pypi.org/project/awswrangler,40315815.0,https://anaconda.org/conda-forge/awswrangler,2024-03-28 12:58:16.459,473207.0,2.0,,2024-03-27 19:22:12.000,66.0,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +81,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-04-04 12:22:59.000,2024-01-12 19:56:59,2744.0,4.0,1239.0,197.0,1254.0,143.0,1883.0,3412.0,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4521.0,4243.0,netmiko,,,,287793.0,https://pypi.org/project/netmiko,287793.0,,,,3.0,,2023-11-17 18:06:05.000,278.0,,,,,,,,,,,,,,,,, +82,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-04-01 23:27:46.000,2024-02-15 22:26:05,3081.0,1.0,492.0,72.0,305.0,19.0,1268.0,3191.0,2024-01-02 21:56:56.000,2.9.9,62.0,137.0,37,False,782752.0,721021.0,psycopg2,psycopg2,,,16081638.0,https://pypi.org/project/psycopg2,16078933.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,273225.0,2.0,,2023-10-03 12:45:27.000,61711.0,,,,,,,,,,,,,,20.0,,, +83,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-03-05 18:44:35.000,2024-03-01 18:28:13,1590.0,11.0,470.0,46.0,644.0,369.0,420.0,2231.0,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35085.0,339142323.0,https://pypi.org/project/python-dateutil,337491196.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,54476609.0,2.0,,2024-03-01 18:36:18.000,6139.0,,,,,,,,,,,,,,,,, +84,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-04-03 21:20:37.000,2024-04-01 19:56:37,960.0,23.0,123.0,27.0,332.0,54.0,282.0,1589.0,2024-02-19 08:36:23.000,4.3.0,51.0,48.0,37,True,268405.0,267587.0,anyio,conda-forge/anyio,,,67353786.0,https://pypi.org/project/anyio,67081624.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,12791638.0,2.0,,2024-02-19 08:36:26.000,818.0,,,,,,,,,,,,,,,,, +85,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-03-27 00:12:53.000,2024-03-27 00:12:53,531.0,1.0,265.0,29.0,108.0,111.0,184.0,960.0,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2219765.0,2083363.0,six,conda-forge/six,,,288384044.0,https://pypi.org/project/six,287826475.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,52969126.0,2.0,,2021-05-05 14:18:17.000,136402.0,,,,,,,,,,,,,,,,, +86,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-03-13 12:09:03.000,2024-01-23 10:42:08,4100.0,5.0,2389.0,476.0,2297.0,124.0,881.0,17260.0,2024-01-15 15:33:51.000,3.5.0,81.0,614.0,36,True,2783.0,2363.0,luigi,luigi,,,415389.0,https://pypi.org/project/luigi,415242.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14449.0,2.0,,2024-01-15 15:30:38.000,418.0,,,,,,stable/luigi,,,,,,,,2.0,,, +87,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-04-04 08:15:09.000,2024-04-02 01:51:04,385.0,18.0,533.0,152.0,350.0,173.0,154.0,12766.0,2024-02-17 13:54:28.000,0.0.16,15.0,72.0,36,True,10954.0,10954.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1239103.0,https://pypi.org/project/sqlmodel,1238243.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,27542.0,2.0,,,,,,,,,,,,,,,,,,,, +88,redis,redis/redis-py,Redis Python Client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-04-02 09:49:39.000,2024-03-27 11:13:32,2322.0,39.0,2368.0,326.0,1554.0,181.0,1455.0,12193.0,2024-03-10 15:18:02.000,5.0.3,59.0,438.0,36,True,,,redis,conda-forge/redis-py,,,39880010.0,https://pypi.org/project/redis,39854283.0,https://anaconda.org/conda-forge/redis-py,2024-03-10 14:34:15.448,1183470.0,2.0,,,,,,,,,,,,,,,-8.0,,,,, +89,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-03-18 12:50:24.000,2024-03-02 19:39:49,2435.0,3.0,1223.0,231.0,481.0,156.0,1021.0,8194.0,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,36,True,12397.0,10436.0,supervisor,conda-forge/supervisor,,,1834221.0,https://pypi.org/project/supervisor,1827314.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,290116.0,2.0,,2022-12-24 01:04:06.789,1961.0,,,,,,,,,,,,,,,,, +90,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-22 11:00:17.000,2023-12-16 21:30:31,835.0,,391.0,70.0,287.0,226.0,321.0,6025.0,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,27855.0,26511.0,pendulum,conda-forge/pendulum,,632.0,28409249.0,https://pypi.org/project/pendulum,28388469.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,934836.0,2.0,,2023-12-16 21:23:53.000,1344.0,,,,,,,,,,,,,,,,, +91,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-04-04 12:32:57.000,2024-04-01 17:57:50,1195.0,8.0,555.0,135.0,335.0,27.0,226.0,4512.0,2024-03-23 11:05:30.000,3.6.0,17.0,125.0,36,True,95603.0,95603.0,tablib,conda-forge/tablib,,,1965424.0,https://pypi.org/project/tablib,1963059.0,https://anaconda.org/conda-forge/tablib,2024-03-24 16:49:04.994,94606.0,1.0,,,,,,,,,,,,,,,,,,,, +92,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-04-03 14:37:26.000,2024-04-03 12:58:52,1050.0,8.0,796.0,430.0,410.0,141.0,1183.0,3755.0,2024-04-03 11:43:59.000,8.13.0,9.0,133.0,36,True,10173.0,10173.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,4259539.0,https://pypi.org/project/elasticsearch-dsl,4259428.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8461.0,2.0,,,,,,,,,,,,,,,,,,,, +93,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-04-01 18:03:30.000,2023-12-01 12:49:19,374.0,,237.0,47.0,144.0,110.0,140.0,3409.0,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,935038.0,912767.0,colorama,conda-forge/colorama,,,165748259.0,https://pypi.org/project/colorama,165445563.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,29058878.0,2.0,,2022-10-25 02:38:17.509,22271.0,,,,,,,,,,,,,,,,, +94,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,,2014-05-02 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,14.0,462.0,61.0,215.0,48.0,515.0,2644.0,2024-01-10 10:42:08.000,3.20.0x,34.0,146.0,36,False,92242.0,92242.0,pycryptodomex,conda-forge/pycryptodomex,,386.0,33751818.0,https://pypi.org/project/pycryptodomex,33716181.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1603539.0,2.0,,,,,,,,,,,,,,,,,,,, +95,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-04-04 10:42:03.000,2024-03-05 11:29:54,1516.0,5.0,457.0,134.0,572.0,318.0,378.0,2452.0,2023-11-17 10:47:56.000,1.2.0,30.0,138.0,36,True,28479.0,27155.0,dateparser,conda-forge/dateparser,,,6736812.0,https://pypi.org/project/dateparser,6732408.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,202611.0,2.0,,2023-11-17 10:47:56.000,1324.0,,,,,,,,,,,,,,,,, +96,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,11.0,472.0,55.0,312.0,10.0,325.0,2396.0,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,36,True,166501.0,159226.0,mysqlclient,conda-forge/mysqlclient,,5279.0,5595220.0,https://pypi.org/project/mysqlclient,5587683.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,336589.0,2.0,,2024-02-08 15:53:45.000,7275.0,,,,,,,,,,,,,,,,, +97,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-04-04 11:25:31.000,2024-04-03 18:18:18,1918.0,50.0,247.0,44.0,976.0,275.0,412.0,1319.0,2024-03-06 19:27:15.000,2.17.1,75.0,99.0,36,True,4087.0,3547.0,zarr,conda-forge/zarr,,,637926.0,https://pypi.org/project/zarr,572613.0,https://anaconda.org/conda-forge/zarr,2024-03-07 08:16:39.862,2939122.0,2.0,,2024-03-06 19:27:15.000,540.0,,,,,,,,,,,,,,,,, +98,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-03-22 00:50:34.000,2024-03-22 00:50:33,1455.0,62.0,165.0,33.0,180.0,69.0,239.0,1206.0,2024-02-20 03:42:47.000,3.0.3,41.0,74.0,36,True,2477.0,,jsonpickle,conda-forge/jsonpickle,,,11439533.0,https://pypi.org/project/jsonpickle,11393413.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1660320.0,2.0,,2024-02-20 03:42:47.000,2477.0,,,,,,,,,,,,,,,,, +99,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-03-26 01:09:17.000,2024-03-26 01:09:16,1037.0,11.0,264.0,19.0,409.0,132.0,325.0,807.0,2024-03-18 19:43:46.000,2024.3.1,69.0,139.0,36,True,18157.0,17358.0,s3fs,conda-forge/s3fs,,,246882340.0,https://pypi.org/project/s3fs,246731329.0,https://anaconda.org/conda-forge/s3fs,2024-03-19 13:28:34.302,6644497.0,2.0,,2024-03-18 19:43:46.000,799.0,,,,,,,,,,,,,,,,, +100,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-04-03 18:18:49.000,2024-03-30 02:13:51,15831.0,301.0,7239.0,737.0,5995.0,1763.0,3767.0,18241.0,2024-02-20 12:36:21.000,1.22.2,18.0,624.0,35,True,14.0,,micropython-_markupbase,,,75098.0,938.0,https://pypi.org/project/micropython-_markupbase,,,,,2.0,,2016-10-10 21:51:14.000,14.0,,,,,,,,,,,,,,,,, +101,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-04-03 15:42:42.000,2024-04-03 15:42:41,56.0,56.0,1822.0,229.0,3082.0,719.0,2863.0,13076.0,2024-04-01 17:47:56.000,5.0.4,185.0,19.0,35,False,11748.0,11381.0,pysimplegui,conda-forge/pysimplegui,,,792702.0,https://pypi.org/project/pysimplegui,790209.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,139610.0,2.0,,2024-04-01 17:47:56.000,367.0,,,,,,,,,,,,,,,,, +102,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-03-17 17:45:03.000,2023-12-10 09:31:47,395.0,,965.0,213.0,186.0,156.0,295.0,11445.0,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,34928.0,33437.0,schedule,conda-forge/schedule,,,2133805.0,https://pypi.org/project/schedule,2132459.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,52500.0,3.0,,2023-10-01 13:58:38.000,1491.0,,,,,,,,,,,,,,,,, +103,docopt,docopt/docopt,"Pythonic command line arguments parser, that will make you smile.",,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-04-02 14:04:31.000,2024-04-02 14:04:30,448.0,1.0,567.0,162.0,112.0,260.0,187.0,7894.0,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,True,127127.0,114625.0,docopt,conda-forge/docopt,,,11268962.0,https://pypi.org/project/docopt,11247557.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2054957.0,2.0,,2014-06-16 11:18:57.000,12502.0,,,,,,,,,,,,,,,,, +104,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-04-01 01:56:18.939,2024-03-31 22:41:50,1559.0,25.0,346.0,141.0,204.0,70.0,109.0,6401.0,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7202.0,6754.0,boltons,conda-forge/boltons,,25.0,4141460.0,https://pypi.org/project/boltons,4046306.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4377107.0,2.0,,2024-03-31 21:24:05.000,448.0,,,,,,,,,,,,,,,,, +105,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469.0,104.0,96.0,87.0,162.0,5361.0,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,False,70489.0,64685.0,xmltodict,conda-forge/xmltodict,,,44947173.0,https://pypi.org/project/xmltodict,44906451.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3746515.0,2.0,,2022-05-08 07:00:02.000,5804.0,,,,,,,,,,,,,,,,, +106,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-03-25 07:37:28.433,2024-03-25 06:16:26,1639.0,18.0,456.0,87.0,113.0,9.0,172.0,3393.0,2024-03-25 06:29:47.000,8.13.33,242.0,30.0,35,True,1484.0,,phonenumbers,conda-forge/phonenumbers,,,6267190.0,https://pypi.org/project/phonenumbers,6242092.0,https://anaconda.org/conda-forge/phonenumbers,2024-03-25 07:37:28.433,878448.0,1.0,,2024-03-25 06:29:47.000,1484.0,,,,,,,,,,,,,,,,, +107,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-03-29 16:23:18.000,2024-02-27 16:47:01,514.0,9.0,583.0,124.0,231.0,61.0,991.0,2829.0,2024-02-05 17:00:57.000,5.1.0,64.0,58.0,35,False,57894.0,55631.0,pyodbc,conda-forge/pyodbc,,,25466103.0,https://pypi.org/project/pyodbc,25435839.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1271125.0,2.0,,2024-02-05 16:52:22.000,2263.0,,,,,,,,,,,,,,,,, +108,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-04-01 14:00:51.000,2024-04-01 14:00:51,1791.0,29.0,208.0,91.0,268.0,1.0,,2314.0,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,87164.0,85935.0,motor,conda-forge/motor,,,1640274.0,https://pypi.org/project/motor,1638729.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,64917.0,2.0,,2024-03-26 17:52:40.000,1229.0,,,,,,,,,,,,,,,,, +109,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-03-26 14:27:52.620,2024-03-26 10:44:06,517.0,17.0,268.0,26.0,121.0,15.0,149.0,1809.0,2024-03-26 10:53:17.000,2.11.0,46.0,66.0,35,True,69907.0,68355.0,emoji,conda-forge/emoji,,,3148842.0,https://pypi.org/project/emoji,3147277.0,https://anaconda.org/conda-forge/emoji,2024-03-26 14:27:52.620,68870.0,1.0,,2024-03-26 10:53:17.000,1552.0,,,,,,,,,,,,,,,,, +110,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331.0,66.0,124.0,20.0,180.0,1631.0,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,142950.0,121933.0,simplejson,conda-forge/simplejson,,6434.0,20534833.0,https://pypi.org/project/simplejson,20467702.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3152147.0,2.0,,2023-10-06 08:33:05.000,21017.0,,,,,,,,,,,,,,,,, +111,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-04-04 12:58:47.000,2024-04-04 03:04:04,758.0,65.0,223.0,59.0,484.0,146.0,635.0,1538.0,2019-06-19 22:31:20.000,3.7.4,16.0,97.0,35,True,6085.0,,typing,conda-forge/typing,,,9155407.0,https://pypi.org/project/typing,9124514.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,2996655.0,2.0,,2021-05-01 18:03:55.000,6085.0,,,,,,,,,,,,,,,,, +112,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-03-08 12:57:39.927,2024-03-08 01:29:41,768.0,6.0,124.0,35.0,220.0,50.0,209.0,1352.0,2024-03-08 01:30:10.000,3.2.3,126.0,73.0,35,True,53562.0,51297.0,argcomplete,conda-forge/argcomplete,,348.0,27545947.0,https://pypi.org/project/argcomplete,27511915.0,https://anaconda.org/conda-forge/argcomplete,2024-03-08 12:57:39.927,1531311.0,2.0,,2024-03-08 01:30:10.000,2265.0,,,,,,,,,,,,,,,,, +113,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-04-04 13:20:29.000,2024-04-04 13:14:34,4933.0,105.0,270.0,61.0,420.0,170.0,554.0,1265.0,2023-11-27 12:13:28.000,3.9.2,46.0,132.0,35,True,2656.0,,tables,conda-forge/pytables,,183.0,1215485.0,https://pypi.org/project/tables,1060608.0,https://anaconda.org/conda-forge/pytables,2023-12-04 15:49:30.926,6969408.0,2.0,,2023-11-27 11:52:19.000,2656.0,,,,,,,,,,,,,,,,, +114,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-03-14 23:12:31.000,2024-03-14 23:12:30,1327.0,47.0,188.0,49.0,209.0,86.0,373.0,1187.0,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3703.0,3617.0,petl,conda-forge/petl,,,2941195.0,https://pypi.org/project/petl,2936337.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,223497.0,2.0,,2024-03-12 21:29:07.000,86.0,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +115,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-04-02 18:54:16.000,2024-03-20 02:26:01,791.0,6.0,205.0,40.0,119.0,150.0,271.0,1142.0,2020-01-25 14:40:31.000,0.10.9,32.0,40.0,35,True,38389.0,37668.0,py4j,conda-forge/py4j,,,48891171.0,https://pypi.org/project/py4j,48834349.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5227676.0,2.0,,2022-08-12 22:50:48.011,721.0,,,,,,,,,,,py4j/py4j,,,,,, +116,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-04-03 11:06:36.000,2024-04-03 11:06:29,616.0,34.0,149.0,26.0,634.0,5.0,128.0,1116.0,,,10.0,32.0,35,True,212881.0,212881.0,bcrypt,conda-forge/bcrypt,,,56499084.0,https://pypi.org/project/bcrypt,56393297.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4654665.0,3.0,,,,,,,,,,,,,,,,,,,, +117,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-04-04 09:40:52.149,2024-04-04 07:17:22,412.0,64.0,143.0,13.0,194.0,2.0,165.0,897.0,2024-04-04 02:44:06.000,0.28.0,50.0,52.0,35,True,112163.0,110269.0,validators,conda-forge/validators,,24.0,7762421.0,https://pypi.org/project/validators,7749451.0,https://anaconda.org/conda-forge/validators,2024-04-04 09:40:52.149,583628.0,2.0,,2024-04-04 02:40:56.000,1894.0,,,,,,,,,,,python-validators/validators,,,,,, +118,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-03-26 22:59:29.000,2024-03-25 16:54:35,303.0,17.0,96.0,16.0,206.0,15.0,94.0,671.0,2024-03-25 17:08:24.000,3.13.3,67.0,45.0,35,True,418422.0,415429.0,filelock,conda-forge/filelock,,,129411294.0,https://pypi.org/project/filelock,129046607.0,https://anaconda.org/conda-forge/filelock,2024-03-25 19:25:59.481,17140325.0,2.0,,2024-03-25 17:08:24.000,2993.0,,,,,,,,,,,tox-dev/filelock,,,,,, +119,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82.0,13.0,36.0,32.0,55.0,306.0,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1973123.0,1889118.0,pytz,conda-forge/pytz,,29.0,175745155.0,https://pypi.org/project/pytz,174508760.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,50691645.0,3.0,,2024-02-02 01:18:37.000,84005.0,,,,,,,,,,,,,,,,, +120,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-03-26 20:07:32.000,2020-03-21 18:06:04,970.0,,98.0,33.0,105.0,58.0,68.0,238.0,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,496758.0,481589.0,pyasn1,conda-forge/pyasn1,,,183637224.0,https://pypi.org/project/pyasn1,181634784.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,14017086.0,2.0,,2024-03-26 20:07:32.000,15169.0,,,,,,,,,,,,,,,,, +121,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,1.0,1927.0,466.0,554.0,476.0,1311.0,14556.0,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,189.0,21.0,fabric,conda-forge/fabric,,,6606318.0,https://pypi.org/project/fabric,6604092.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,86852.0,3.0,,2023-08-31 01:42:03.000,168.0,,,,,,,,,,,,,,,,, +122,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-04-04 05:09:22.000,2024-04-03 21:42:43,1878.0,8.0,585.0,122.0,1304.0,236.0,1109.0,8124.0,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,34,True,21899.0,21899.0,hydra,conda-forge/hydra-core,,,28557.0,https://pypi.org/project/hydra,10037.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,926028.0,2.0,,,,,,,,,,,,,,,,,,,, +123,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,3.0,542.0,134.0,236.0,7.0,466.0,6842.0,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,17044.0,14380.0,sh,conda-forge/sh,,,7062724.0,https://pypi.org/project/sh,7058132.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,192878.0,3.0,,2023-08-10 01:31:28.000,2664.0,,,,,,,,,,,,,,,,, +124,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-04-01 19:07:15.000,2024-03-14 10:25:38,497.0,14.0,290.0,48.0,214.0,99.0,151.0,5872.0,2023-08-14 13:22:49.000,8.2.3,53.0,91.0,34,True,1882.0,,tenacity,conda-forge/tenacity,,,50146770.0,https://pypi.org/project/tenacity,50000382.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,6148323.0,2.0,,2023-08-14 13:22:49.000,1882.0,,,,,,,,,,,,,,,,, +125,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-04-01 18:02:11.000,2024-04-01 18:02:10,916.0,8.0,371.0,87.0,279.0,26.0,318.0,4235.0,2023-12-10 22:48:47.000,5.9.0,37.0,88.0,34,True,4587.0,,ujson,conda-forge/ujson,,,11215056.0,https://pypi.org/project/ujson,11114524.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4624489.0,3.0,,2023-12-10 22:48:47.000,4587.0,,,,,,,,,,,,,,,,, +126,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-03-18 02:30:30.000,2024-02-11 15:15:42,498.0,57.0,318.0,22.0,138.0,25.0,133.0,3836.0,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,34,True,28867.0,28376.0,gdown,conda-forge/gdown,,,1560533.0,https://pypi.org/project/gdown,1554895.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,259384.0,2.0,,2024-02-03 14:22:22.000,491.0,,,,,,,,,,,,,,,,, +127,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-03-31 13:32:05.000,2024-03-09 02:12:24,558.0,8.0,816.0,72.0,426.0,93.0,440.0,3750.0,2024-02-14 15:55:57.000,0.20.0,50.0,145.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,33623059.0,https://pypi.org/project/prometheus_client,33289987.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15654428.0,2.0,,2024-02-14 15:55:03.000,898.0,,,,,,,,,,,,,,,,, +128,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-03-22 21:20:49.741,2024-03-01 17:30:12,335.0,5.0,255.0,51.0,208.0,126.0,200.0,3687.0,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,22621.0,22498.0,databases,conda-forge/databases,,,468321.0,https://pypi.org/project/databases,463567.0,https://anaconda.org/conda-forge/databases,2024-03-22 21:20:49.741,194940.0,2.0,,2024-03-01 17:39:26.000,123.0,,,,,,,,,,,,,,,,, +129,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-04-01 00:52:10.000,2024-03-25 17:08:51,757.0,28.0,286.0,34.0,531.0,112.0,389.0,3498.0,2024-03-18 20:33:02.000,3.2.5,65.0,123.0,34,True,8183.0,8183.0,dynaconf,conda-forge/dynaconf,,,2899934.0,https://pypi.org/project/dynaconf,2898258.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,70419.0,2.0,,,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +130,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,192.0,34.0,53.0,25.0,166.0,3213.0,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2296.0,,sortedcontainers,conda-forge/sortedcontainers,,,49660781.0,https://pypi.org/project/sortedcontainers,49530739.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12093997.0,1.0,,2021-05-16 22:03:41.000,2296.0,,,,,,,,,,,,,,,,, +131,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-03-27 22:47:44.000,2024-03-27 22:47:43,1076.0,53.0,374.0,48.0,397.0,61.0,327.0,3076.0,2024-03-26 08:43:19.000,7.0.4,61.0,119.0,34,True,650.0,,smart-open,conda-forge/smart_open,,,23421248.0,https://pypi.org/project/smart-open,23369616.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2323474.0,2.0,,2024-03-26 08:42:54.000,650.0,,,,,,,,,,,piskvorky/smart_open,,,,,, +132,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,,2014-03-17 13:03:20.000,2024-04-03 07:10:36.970,2024-04-02 15:09:15,2695.0,31.0,476.0,123.0,570.0,329.0,1520.0,2824.0,2024-04-02 15:10:38.000,0.31.1,115.0,65.0,34,False,31021.0,31021.0,xlwings,conda-forge/xlwings,,17248.0,192515.0,https://pypi.org/project/xlwings,176703.0,https://anaconda.org/conda-forge/xlwings,2024-04-03 07:10:36.970,727634.0,2.0,,,,,,,,,,,,,,,,,,,, +133,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,,185.0,51.0,325.0,127.0,225.0,2745.0,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6579.0,6097.0,plumbum,conda-forge/plumbum,,,4383009.0,https://pypi.org/project/plumbum,4371668.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,998046.0,3.0,,2023-05-30 10:39:04.306,482.0,,,,,,,,,,,,,,,,, +134,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-04-03 20:42:10.000,2024-03-18 10:53:52,1447.0,11.0,214.0,45.0,1230.0,66.0,569.0,2712.0,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,4157.0,4105.0,docarray,conda-forge/docarray,,,88848.0,https://pypi.org/project/docarray,84068.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,129082.0,2.0,,2023-12-22 12:31:01.000,52.0,,,,,,,,,,,docarray/docarray,,,,,, +135,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-04-02 09:36:07.000,2024-04-02 09:36:02,859.0,27.0,201.0,60.0,109.0,3.0,364.0,2132.0,2024-04-02 09:09:24.000,2.10.0,54.0,75.0,34,True,3257.0,,numexpr,conda-forge/numexpr,,613.0,4279844.0,https://pypi.org/project/numexpr,4110126.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7806743.0,2.0,,2024-04-02 09:09:24.000,3257.0,,,,,,,,,,,,,,,,, +136,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-04-01 18:56:38.000,2024-04-01 18:56:38,300.0,12.0,156.0,27.0,68.0,15.0,233.0,2080.0,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,34,True,3711.0,,cachetools,conda-forge/cachetools,,,126023165.0,https://pypi.org/project/cachetools,125790384.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,10940752.0,1.0,,2024-02-26 20:33:20.000,3711.0,,,,,,,,,,,,,,,,, +137,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,172.0,35.0,161.0,46.0,88.0,2053.0,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,34,False,7102.0,,jmespath,conda-forge/jmespath,,,180310341.0,https://pypi.org/project/jmespath,180117999.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17887885.0,3.0,,2022-06-17 18:00:10.000,7102.0,,,,,,,,,,,,,,,,, +138,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141.0,40.0,114.0,24.0,151.0,1969.0,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,34,True,337180.0,334795.0,pyrsistent,conda-forge/pyrsistent,,,43636274.0,https://pypi.org/project/pyrsistent,43178265.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20610413.0,1.0,,2023-10-25 21:06:04.000,2385.0,,,,,,,,,,,,,,,,, +139,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-03-09 11:27:50.000,2023-11-10 08:22:03,735.0,,221.0,45.0,71.0,50.0,142.0,1964.0,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,34,True,11980.0,,wrapt,conda-forge/wrapt,,,125148513.0,https://pypi.org/project/wrapt,124808507.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,14280259.0,2.0,,2023-11-09 06:31:34.000,11980.0,,,,,,,,,,,,,,,,, +140,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-03-26 23:21:18.000,2023-11-14 07:16:07,1076.0,,213.0,27.0,172.0,67.0,219.0,1882.0,2023-11-14 07:19:45.000,6.7.1,76.0,79.0,34,True,10724.0,9829.0,deepdiff,conda-forge/deepdiff,,,9693083.0,https://pypi.org/project/deepdiff,9684279.0,https://anaconda.org/conda-forge/deepdiff,2023-11-14 14:00:05.348,405012.0,1.0,,2023-11-14 07:19:45.000,895.0,,,,,,,,,,,,,,,,, +141,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-03-01 12:34:50.000,2024-03-01 11:35:28,871.0,3.0,222.0,47.0,294.0,13.0,282.0,1834.0,2024-03-01 12:34:50.000,1.0.8,24.0,78.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1282.0,68303080.0,https://pypi.org/project/msgpack,67939203.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15282133.0,3.0,,2024-03-01 12:34:50.000,2448.0,,,,,,,,,,,,,,,,, +142,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-04-04 09:32:28.000,2024-04-03 12:50:48,1441.0,68.0,158.0,21.0,963.0,60.0,386.0,1638.0,2024-01-16 15:04:45.000,9.1.1,39.0,72.0,34,True,910.0,910.0,copier,,,,185171.0,https://pypi.org/project/copier,185171.0,,,,2.0,,,,,,,,,,,,,,,,,,,, +143,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,5.0,148.0,35.0,78.0,2.0,71.0,1443.0,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,83315.0,80336.0,python-slugify,conda-forge/python-slugify,,,18418788.0,https://pypi.org/project/python-slugify,18374942.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,1973080.0,2.0,,2024-02-08 18:32:43.000,2979.0,,,,,,,,,,,,,,,,, +144,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-04-04 13:10:41.000,2024-04-02 08:12:35,541.0,17.0,85.0,23.0,312.0,31.0,75.0,1214.0,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,34,True,21167.0,20892.0,cleo,conda-forge/cleo,,,31999269.0,https://pypi.org/project/cleo,31983103.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,678997.0,3.0,,2023-10-30 18:54:08.000,275.0,,,,,,,,,,,python-poetry/cleo,,,,,, +145,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,,2013-02-18 16:48:22.000,2024-03-24 16:29:04.722,2024-03-22 15:16:53,1393.0,9.0,306.0,33.0,334.0,162.0,240.0,1195.0,2024-03-22 15:24:26.000,0.42.2,38.0,120.0,34,False,28981.0,28981.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6417856.0,https://pypi.org/project/sqlalchemy-utils,6406035.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,555606.0,2.0,,,,,,,,,,,,,,,,,,,, +146,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-04-02 06:41:37.000,2024-04-02 06:41:33,734.0,27.0,130.0,23.0,303.0,52.0,134.0,1141.0,2024-01-24 13:45:14.000,1.4.0,22.0,53.0,34,True,10632.0,,pluggy,conda-forge/pluggy,,,127167984.0,https://pypi.org/project/pluggy,126575384.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,24889201.0,2.0,,2024-01-24 13:45:14.000,10632.0,,,,,,,,,,,,,,,,, +147,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,105.0,24.0,58.0,13.0,93.0,808.0,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,574504.0,550008.0,decorator,conda-forge/decorator,,,92558556.0,https://pypi.org/project/decorator,92275298.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,26343059.0,2.0,,2022-01-07 08:20:03.000,24496.0,,,,,,,,,,,,,,,,, +148,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-03-29 15:20:31.000,2024-01-05 14:42:12,533.0,,2224.0,388.0,478.0,374.0,189.0,34689.0,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1450.0,1409.0,diagrams,conda-forge/diagrams,,,158436.0,https://pypi.org/project/diagrams,154670.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,177036.0,3.0,,2023-10-30 14:10:21.000,41.0,,,,,,,,,,,,,,,,, +149,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-04-02 10:34:12.000,2024-03-15 02:33:45,2807.0,28.0,643.0,147.0,504.0,272.0,1022.0,12144.0,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,2870.0,2813.0,dearpygui,,,,44508.0,https://pypi.org/project/dearpygui,44508.0,,,,2.0,,2024-03-15 02:50:52.000,57.0,,,,,,,,,,,,,,,,, +150,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-04-03 10:17:02.000,2024-04-02 22:18:12,8860.0,160.0,580.0,86.0,2328.0,53.0,394.0,7648.0,2024-03-20 21:13:18.000,3.8.27,100.0,129.0,33,True,2738.0,2738.0,hub,,,,3847.0,https://pypi.org/project/hub,3847.0,,,,2.0,,,,,,,,,,,,,,activeloopai/deeplake,,,,,, +151,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-03-28 20:58:48.000,2024-03-28 15:25:53,1936.0,22.0,598.0,131.0,334.0,29.0,872.0,5800.0,2024-03-28 15:27:20.000,1.5.0,41.0,108.0,33,True,1975.0,1603.0,csvkit,conda-forge/csvkit,,,203950.0,https://pypi.org/project/csvkit,200922.0,https://anaconda.org/conda-forge/csvkit,2024-03-28 17:08:35.172,106000.0,2.0,,2024-03-28 15:27:20.000,372.0,,,,,,,,,,,,,,,,, +152,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-04-04 12:38:56.000,2024-03-28 13:45:41,6395.0,228.0,389.0,40.0,2288.0,60.0,238.0,3616.0,2024-03-25 22:27:41.000,0.56.2,133.0,91.0,33,True,469.0,467.0,zenml,,,1.0,15930.0,https://pypi.org/project/zenml,15930.0,,,,2.0,,2024-03-25 22:12:22.000,2.0,,,,,,,,,,,,,,,,, +153,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238.0,50.0,266.0,16.0,334.0,3103.0,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16969.0,15811.0,cerberus,conda-forge/cerberus,,,4810202.0,https://pypi.org/project/cerberus,4797056.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,368109.0,2.0,,2023-08-09 12:51:08.000,1158.0,,,,,,,,,,,,,,,,, +154,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-04-03 19:30:06.000,2024-04-03 19:30:06,679.0,54.0,259.0,20.0,658.0,303.0,440.0,2949.0,2024-03-11 19:19:58.000,0.18.3,83.0,122.0,33,True,1550.0,1438.0,pandera,conda-forge/pandera-core,['pandas'],,2491064.0,https://pypi.org/project/pandera,2490247.0,https://anaconda.org/conda-forge/pandera-core,2024-03-12 03:10:31.266,34348.0,2.0,,2024-03-15 05:22:11.000,112.0,,,,,,,,,,,unionai-oss/pandera,,,,,, +155,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-03-26 14:40:35.000,2024-03-26 14:38:36,431.0,5.0,207.0,57.0,154.0,97.0,78.0,2828.0,2024-03-26 14:40:35.000,0.7.6,26.0,67.0,33,True,9578.0,8624.0,schema,conda-forge/schema,,,16823376.0,https://pypi.org/project/schema,16820812.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,146157.0,2.0,,2024-03-26 14:40:35.000,954.0,,,,,,,,,,,,,,,,, +156,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678.0,140.0,454.0,143.0,402.0,2807.0,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,33,True,24101.0,23237.0,pandas-datareader,conda-forge/pandas-datareader,,,442964.0,https://pypi.org/project/pandas-datareader,438808.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,349151.0,2.0,,2021-07-13 12:38:57.000,864.0,,,,,,,,,,,,,,,,, +157,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-04-03 01:50:15.000,2023-12-10 17:09:47,1032.0,,274.0,36.0,375.0,165.0,258.0,2355.0,2017-12-12 16:42:23.000,0.9.3,3.0,98.0,33,True,19551.0,19551.0,pypika,conda-forge/pypika,,,2682313.0,https://pypi.org/project/pypika,2681939.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,11223.0,2.0,,,,,,,,,,,,,,,,,,,, +158,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442.0,96.0,161.0,3.0,,2129.0,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,223136.0,214494.0,xlrd,conda-forge/xlrd,,,22728202.0,https://pypi.org/project/xlrd,22684628.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3703863.0,2.0,,2020-12-11 11:31:40.086,8642.0,,,,,,,,,,,,,,,,, +159,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,5.0,213.0,36.0,261.0,38.0,211.0,1797.0,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,33,True,17009.0,15586.0,voluptuous,conda-forge/voluptuous,,,3001648.0,https://pypi.org/project/voluptuous,2993117.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,349794.0,2.0,,2024-02-03 11:23:55.000,1423.0,,,,,,,,,,,,,,,,, +160,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-03-27 13:09:21.000,2024-03-26 05:13:42,6045.0,6.0,533.0,77.0,1120.0,13.0,,1371.0,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,33,True,7307.0,6595.0,cassandra-driver,conda-forge/cassandra-driver,,,1603806.0,https://pypi.org/project/cassandra-driver,1599312.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,197752.0,2.0,,2024-03-20 04:16:56.000,712.0,,,,,,,,,,,,,,,,, +161,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-03-22 20:32:25.000,2024-03-22 20:32:24,1175.0,9.0,303.0,31.0,855.0,7.0,542.0,752.0,2024-03-02 23:49:53.000,7.2.5,112.0,132.0,33,True,7472.0,6964.0,minio,conda-forge/minio,,,2199171.0,https://pypi.org/project/minio,2195528.0,https://anaconda.org/conda-forge/minio,2024-03-03 01:37:46.696,160312.0,2.0,,2024-03-02 23:48:43.000,508.0,,,,,,,,,,,,,,,,, +162,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-04-01 12:58:16.000,2024-03-22 17:41:35,401.0,18.0,118.0,61.0,410.0,35.0,305.0,417.0,2024-03-07 17:11:22.000,0.22.0,46.0,50.0,33,True,9992.0,9654.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,11122716.0,https://pypi.org/project/pandas-gbq,11077959.0,https://anaconda.org/conda-forge/pandas-gbq,2024-03-22 20:48:08.228,1879637.0,2.0,,2024-03-07 17:11:22.000,338.0,,,,,,,,,,,,,,,,, +163,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-04-01 16:25:04.000,2024-03-25 23:47:10,1353.0,141.0,95.0,20.0,817.0,16.0,133.0,386.0,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3468.0,,multidict,conda-forge/multidict,,6485.0,103979642.0,https://pypi.org/project/multidict,103695989.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11910569.0,2.0,,2024-02-01 20:43:20.000,3468.0,,,,,,,,,,,,,,,,, +164,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-02-16 04:55:31.000,2024-02-14 20:05:06,355.0,8.0,55.0,13.0,71.0,13.0,39.0,374.0,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,539891.0,526256.0,wcwidth,conda-forge/wcwidth,,,65268221.0,https://pypi.org/project/wcwidth,64749800.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,23847381.0,3.0,,2024-01-06 02:10:55.000,13635.0,,,,,,,,,,,,,,,,, +165,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 12:46:10.232,2024-03-30 00:01:36,370.0,27.0,570.0,187.0,90.0,43.0,90.0,7071.0,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,32,True,1335.0,1153.0,records,conda-forge/records,,,241525.0,https://pypi.org/project/records,240811.0,https://anaconda.org/conda-forge/records,2024-03-30 12:46:10.232,25009.0,3.0,,2024-03-29 23:50:56.000,182.0,,,,,,,,,,,,,,,,, +166,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512.0,107.0,160.0,17.0,292.0,6474.0,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13851.0,12897.0,tinydb,conda-forge/tinydb,,,596423.0,https://pypi.org/project/tinydb,592375.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,380604.0,2.0,,2023-06-12 19:08:02.174,954.0,,,,,,,,,,,,,,,,, +167,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-04-04 06:07:51.000,2024-04-03 14:36:34,8367.0,480.0,679.0,85.0,1422.0,152.0,698.0,4085.0,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,42.0,3.0,toga,,,2734.0,3928.0,https://pypi.org/project/toga,3772.0,,,,2.0,@pybee/toga,2024-02-06 06:14:51.000,36.0,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,5.0,,,,,,,,,,,,, +168,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312.0,54.0,206.0,209.0,359.0,3564.0,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3178.0,3051.0,dependency-injector,conda-forge/dependency_injector,,,1150142.0,https://pypi.org/project/dependency-injector,1148852.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,40007.0,2.0,,2022-12-19 06:54:00.875,127.0,,,,,,,,,,,,,,,,, +169,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-03-15 17:41:17.000,2023-09-25 09:31:59,4024.0,,238.0,89.0,81.0,316.0,332.0,3507.0,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4304.0,3936.0,pony,conda-forge/pony,,93.0,157333.0,https://pypi.org/project/pony,154936.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98294.0,3.0,,2023-09-25 09:42:56.000,368.0,,,,,,,,,,,,,,,,, +170,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,349.0,308.0,1630.0,112.0,486.0,3315.0,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,351.0,334.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1699273.0,https://pypi.org/project/koalas,1693673.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,329487.0,2.0,,2021-10-19 22:26:05.000,17.0,,,,,,,,,,,,,,,,, +171,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-03-24 11:40:31.000,2024-03-09 11:54:25,3968.0,110.0,322.0,37.0,344.0,150.0,557.0,2591.0,2024-02-25 20:40:20.000,2.9.2,214.0,106.0,32,True,117.0,105.0,pyinfra,,,,60177.0,https://pypi.org/project/pyinfra,60177.0,,,,3.0,,2024-02-25 20:40:01.000,12.0,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +172,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145.0,36.0,66.0,49.0,66.0,2525.0,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,140063.0,137764.0,aiofiles,conda-forge/aiofiles,,,13571187.0,https://pypi.org/project/aiofiles,13547366.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1000514.0,2.0,,2023-08-09 15:23:09.000,2299.0,,,,,,,,,,,,,,,,, +173,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-03-21 21:32:21.000,2024-02-16 07:09:47,836.0,5.0,429.0,39.0,640.0,277.0,371.0,2370.0,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1814.0,1653.0,pynamodb,conda-forge/pynamodb,,,2017192.0,https://pypi.org/project/pynamodb,2004924.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,539823.0,3.0,,2024-01-14 15:41:37.000,161.0,,,,,,,,,,,,,,,,, +174,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250.0,50.0,149.0,56.0,85.0,2064.0,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39582.0,6.0,chardet,conda-forge/chardet,,,65782773.0,https://pypi.org/project/chardet,65253572.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22753352.0,2.0,@pypi/chardet,2023-08-01 19:23:00.000,39572.0,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,54.0,,,,,,,,,,,,, +175,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-03-20 18:52:27.000,2024-02-29 16:59:55,1064.0,8.0,95.0,18.0,586.0,103.0,448.0,1772.0,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,28152.0,27635.0,omegaconf,conda-forge/omegaconf,,,9280486.0,https://pypi.org/project/omegaconf,9254796.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1310211.0,3.0,,2024-02-29 17:01:39.000,517.0,,,,,,,,,,,,,,,,, +176,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-01-17 16:42:23.000,2023-11-23 17:38:33,437.0,,164.0,30.0,283.0,88.0,166.0,1565.0,2023-10-16 12:58:45.000,3.0.0,39.0,58.0,32,True,3022.0,,cloudpickle,conda-forge/cloudpickle,,27.0,40139932.0,https://pypi.org/project/cloudpickle,39779100.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,16237473.0,3.0,,2023-10-16 12:51:24.000,3022.0,,,,,,,,,,,,,,,,, +177,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-04-03 12:08:33.000,2024-04-02 12:24:32,696.0,45.0,63.0,16.0,249.0,2.0,59.0,1392.0,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,32,True,24286.0,23749.0,bidict,conda-forge/bidict,,49.0,2197768.0,https://pypi.org/project/bidict,2189103.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,389935.0,2.0,,2024-02-18 19:09:04.000,537.0,,,,,,,,,,,,,,,,, +178,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,183.0,29.0,95.0,61.0,141.0,1178.0,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7177.0,6837.0,sshtunnel,conda-forge/sshtunnel,,,10069742.0,https://pypi.org/project/sshtunnel,10068207.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,139713.0,3.0,,2021-01-11 13:28:30.784,340.0,,,,,,,,,,,,,,,,, +179,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97.0,67.0,94.0,50.0,59.0,1023.0,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,294248.0,278946.0,appdirs,conda-forge/appdirs,,,31834212.0,https://pypi.org/project/appdirs,31729500.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10157152.0,2.0,,2020-05-11 07:59:49.000,15302.0,,,,,,,,,,,,,,,,, +180,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-02-26 20:39:40.596,2024-02-25 00:15:02,1274.0,1.0,104.0,32.0,208.0,49.0,194.0,996.0,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,48433.0,46746.0,Bottleneck,conda-forge/bottleneck,,,1065453.0,https://pypi.org/project/Bottleneck,971331.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,3953130.0,2.0,,2024-02-25 01:29:56.000,1687.0,,,,,,,,,,,,,,,,, +181,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,125.0,24.0,72.0,26.0,162.0,898.0,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,19127.0,18771.0,anytree,conda-forge/anytree,,,1329866.0,https://pypi.org/project/anytree,1329073.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,38084.0,2.0,,2023-11-16 21:53:00.000,356.0,,,,,,,,,,,,,,,,, +182,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-03-21 04:57:15.000,2023-11-03 12:31:26,810.0,,131.0,24.0,96.0,40.0,140.0,315.0,,,9.0,39.0,32,True,108811.0,108811.0,asn1crypto,conda-forge/asn1crypto,,,78578388.0,https://pypi.org/project/asn1crypto,78475673.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8422639.0,3.0,,,,,,,,,,,,,,,,,,,, +183,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-04-02 21:35:24.000,2024-04-02 20:25:22,612.0,8.0,125.0,19.0,242.0,24.0,36.0,198.0,,,34.0,39.0,32,True,279138.0,279138.0,s3transfer,conda-forge/s3transfer,,,324438443.0,https://pypi.org/project/s3transfer,324012535.0,https://anaconda.org/conda-forge/s3transfer,2024-03-15 10:11:00.171,17888140.0,3.0,,,,,,,,,,,,,,,,,,,, +184,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-03-22 16:04:39.000,2024-03-21 19:05:00,932.0,62.0,39.0,12.0,61.0,1.0,244.0,57.0,2024-03-21 13:42:43.000,6.4.0,73.0,43.0,32,False,1887.0,,importlib-resources,conda-forge/importlib_resources,,,85367605.0,https://pypi.org/project/importlib-resources,84964197.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,18960187.0,2.0,,2024-03-21 13:42:33.000,1887.0,,,,,,,,,,,,,,,,, +185,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-03-14 21:19:47.000,2024-03-14 21:19:45,726.0,24.0,42.0,4.0,42.0,4.0,68.0,48.0,2024-03-14 21:09:12.000,3.18.1,51.0,25.0,32,False,4351.0,,zipp,conda-forge/zipp,,,208841983.0,https://pypi.org/project/zipp,207995112.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,36415488.0,2.0,,2024-03-14 21:09:02.000,4351.0,,,,,,,,,,,,,,,,, +186,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-02-22 20:52:06.000,2023-03-04 17:45:05,299.0,,565.0,131.0,193.0,187.0,347.0,6131.0,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7193.0,7107.0,eel,,,,70661.0,https://pypi.org/project/eel,70661.0,,,,3.0,,2022-12-09 20:47:00.608,86.0,,,,,,,,,,,python-eel/Eel,,,,,, +187,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,6.0,856.0,168.0,745.0,18.0,962.0,5689.0,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,507.0,493.0,snorkel,conda-forge/snorkel,,1083.0,43566.0,https://pypi.org/project/snorkel,42267.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,47622.0,2.0,,2024-02-27 22:57:29.000,14.0,,,,,,,,,,,,,,,,, +188,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-03-18 11:25:52.000,2024-02-13 12:48:28,1194.0,2.0,341.0,43.0,497.0,505.0,509.0,4187.0,2023-08-11 03:44:09.000,0.20.0,151.0,127.0,31,True,7512.0,7408.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,139774.0,https://pypi.org/project/tortoise-orm,139277.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16920.0,3.0,,2023-08-11 03:44:09.000,104.0,,,,,,,,,,,,,,,,, +189,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-03-14 18:35:20.000,2023-01-31 21:17:34,775.0,,420.0,79.0,71.0,377.0,195.0,3667.0,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,False,16525.0,15968.0,keyboard,conda-forge/keyboard,,,337121.0,https://pypi.org/project/keyboard,336355.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,26058.0,3.0,,2020-03-23 21:49:28.677,557.0,,,,,,,,,,,,,,,,, +190,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-04-02 14:35:48.000,2024-04-01 20:20:12,1791.0,59.0,106.0,44.0,1407.0,66.0,354.0,3243.0,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,593.0,534.0,returns,conda-forge/returns,,,174944.0,https://pypi.org/project/returns,174698.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8616.0,3.0,,2023-08-26 13:41:44.000,59.0,,,,,,,,,,,,,,,,, +191,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388.0,195.0,944.0,264.0,502.0,3182.0,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10039.0,9221.0,blaze,conda-forge/blaze,,,43034.0,https://pypi.org/project/blaze,40502.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202566.0,3.0,,2021-12-15 15:22:54.705,818.0,,,,,,,,,,,,,,,,, +192,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,,190.0,28.0,76.0,4.0,90.0,2666.0,2023-03-01 19:38:11.000,3.8,8.0,36.0,31,True,126193.0,126193.0,python-decouple,conda-forge/python-decouple,,12.0,3195095.0,https://pypi.org/project/python-decouple,3194092.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,79257.0,3.0,,,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +193,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608.0,110.0,921.0,211.0,1093.0,2610.0,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1547.0,1433.0,mrjob,conda-forge/mrjob,,,114246.0,https://pypi.org/project/mrjob,108522.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,520971.0,2.0,,2021-12-15 14:47:15.579,114.0,,,,,,,,,,,,,,,,, +194,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,,2010-03-31 22:40:33.000,2024-04-04 12:59:30.000,2023-10-09 21:18:20,331.0,,255.0,48.0,111.0,12.0,188.0,2514.0,,,7.0,61.0,31,False,55112.0,55112.0,python-magic,conda-forge/python-magic,,,9017220.0,https://pypi.org/project/python-magic,9011399.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,244518.0,2.0,,,,,,,,,,,,,,,,,,,, +195,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511.0,96.0,402.0,167.0,379.0,1677.0,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9480.0,8209.0,influxdb,conda-forge/influxdb,,,2141865.0,https://pypi.org/project/influxdb,2138957.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,139620.0,3.0,,2020-11-11 21:23:41.000,1271.0,,,,,,,,,,,,,,,,, +196,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189.0,26.0,184.0,,80.0,1672.0,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2118.0,,humanize,conda-forge/humanize,,,7243177.0,https://pypi.org/project/humanize,7231792.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,523747.0,2.0,,2023-11-21 19:53:26.000,2118.0,,,,,,,,,,,,,,,,, +197,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-04-01 23:43:28.102,2024-01-26 18:48:28,2257.0,21.0,432.0,,,,,1331.0,2023-06-21 16:43:02.350,0.27.1,74.0,225.0,31,True,470.0,,holidays,conda-forge/holidays,,,6908194.0,https://pypi.org/project/holidays,6823903.0,https://anaconda.org/conda-forge/holidays,2024-04-01 23:43:28.102,3793112.0,3.0,,2024-04-01 20:17:22.000,470.0,,,,,,,,,,,,,,,,, +198,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-04-03 01:41:36.074,2024-04-02 14:37:03,2144.0,70.0,140.0,22.0,167.0,57.0,448.0,1186.0,2024-04-02 14:42:28.000,25.1.0,62.0,121.0,31,True,,,keyring,conda-forge/keyring,,,53579626.0,https://pypi.org/project/keyring,53481689.0,https://anaconda.org/conda-forge/keyring,2024-04-03 01:41:36.074,4407187.0,3.0,,,,,,,,,,,,,,,-6.0,,,,, +199,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-03-31 08:07:01.000,2024-03-31 08:01:59,1018.0,32.0,99.0,22.0,94.0,27.0,88.0,911.0,2024-03-31 08:07:11.000,7.2.0,50.0,55.0,31,True,1058.0,,inflect,conda-forge/inflect,,,5205624.0,https://pypi.org/project/inflect,5197740.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,362698.0,2.0,,2024-03-31 08:07:01.000,1058.0,,,,,,,,,,,,7.0,,,,, +200,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-02-19 08:58:32.000,2023-06-25 23:23:50,1269.0,,256.0,19.0,214.0,31.0,302.0,895.0,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,6270.0,5944.0,fastcore,conda-forge/fastcore,,,1359069.0,https://pypi.org/project/fastcore,1356588.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,69480.0,3.0,,2023-03-28 20:22:05.218,326.0,,,,,,,,,,,,,,,,, +201,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,,2015-05-05 13:08:20.000,2024-04-03 13:43:02.000,2024-04-02 09:42:25,1532.0,16.0,184.0,97.0,775.0,,238.0,855.0,2024-04-02 11:29:31.000,5.19.0,99.0,43.0,31,False,8678.0,8678.0,neo4j-driver,conda-forge/neo4j-python-driver,,,139398.0,https://pypi.org/project/neo4j-driver,135021.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-04-02 13:53:03.088,201384.0,3.0,,,,,,,,,,,,,,,,,,,, +202,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-04-02 17:46:29.000,2024-03-22 08:42:09,886.0,16.0,66.0,18.0,488.0,150.0,293.0,394.0,2024-03-22 08:44:21.000,2.1.0,93.0,36.0,31,True,10619.0,10458.0,param,conda-forge/param,,,586453.0,https://pypi.org/project/param,550356.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1516085.0,3.0,,2024-03-22 08:44:15.000,161.0,,,,,,,,,,,,,,,,, +203,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,60.0,7.0,76.0,2.0,81.0,183.0,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,163107.0,159176.0,tzlocal,conda-forge/tzlocal,,,48349110.0,https://pypi.org/project/tzlocal,48268329.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2585000.0,3.0,,2023-10-22 17:41:36.000,3931.0,,,,,,,,,,,,,,,,, +204,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-03-30 02:58:49.000,2024-03-28 18:28:56,804.0,17.0,51.0,48.0,727.0,45.0,187.0,62.0,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3499.0,3481.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,5199340.0,https://pypi.org/project/google-cloud-bigtable,5196559.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,105701.0,3.0,,2024-02-07 21:31:46.000,18.0,,,,,,,,,,,,,,,,, +205,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998.0,282.0,300.0,164.0,464.0,20319.0,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,988.0,896.0,gooey,conda-forge/gooey,,608.0,7832.0,https://pypi.org/project/gooey,6565.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,74121.0,3.0,,2022-01-29 23:10:33.000,92.0,,,,,,,,,,,,,,,,, +206,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-03-05 08:12:30.000,2023-07-21 10:40:58,3636.0,,592.0,145.0,970.0,500.0,775.0,8167.0,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,747.0,712.0,vaex,conda-forge/vaex,,280.0,22855.0,https://pypi.org/project/vaex,20856.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,179793.0,3.0,,2023-07-21 10:41:31.000,35.0,,,,,,,,,,,,,,,,, +207,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2023-12-18 13:52:12.000,2023-09-20 06:18:21,1023.0,,515.0,94.0,186.0,18.0,429.0,5313.0,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,30,True,3671.0,3392.0,transitions,conda-forge/transitions,,,623135.0,https://pypi.org/project/transitions,612584.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,612010.0,1.0,,2022-09-02 09:48:52.000,279.0,,,,,,,,,,,,,,,,, +208,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189.0,221.0,90.0,243.0,43.0,5197.0,,,41.0,28.0,30,False,9030.0,8202.0,pdfminer,conda-forge/pdfminer,,,208385.0,https://pypi.org/project/pdfminer,207986.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36744.0,3.0,,2021-12-15 14:45:46.670,828.0,,,,,,,,,,,,,,,,, +209,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296.0,102.0,139.0,34.0,262.0,4715.0,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4343.0,3759.0,dataset,conda-forge/dataset,,,118637.0,https://pypi.org/project/dataset,118418.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8119.0,3.0,,2023-07-12 08:56:00.739,584.0,,,,,,,,,,,,,,,,, +210,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-03-18 14:34:22.000,2024-02-01 18:17:41,1177.0,18.0,590.0,174.0,468.0,96.0,477.0,3025.0,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,275.0,242.0,arctic,conda-forge/arctic,,210.0,3923.0,https://pypi.org/project/arctic,2562.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31265.0,3.0,,2024-02-06 09:00:23.000,33.0,,,,,,,,,,,,,,,,, +211,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290.0,62.0,305.0,107.0,238.0,2571.0,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1990.0,1603.0,schematics,conda-forge/schematics,,,288038.0,https://pypi.org/project/schematics,287580.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26127.0,3.0,,2021-08-17 21:16:54.000,387.0,,,,,,,,,,,,,,,,, +212,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-04-03 12:50:11.000,2024-03-27 00:04:38,858.0,40.0,116.0,32.0,1080.0,15.0,407.0,2532.0,2024-03-26 23:51:58.000,1.3.28,323.0,32.0,30,True,251.0,245.0,whylogs,,,46.0,241092.0,https://pypi.org/project/whylogs,241090.0,,,,2.0,,2024-03-26 23:51:58.000,6.0,,,,,,,,,,,,,,,,, +213,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-26 19:24:41.000,2024-03-26 19:24:40,237.0,4.0,281.0,48.0,77.0,50.0,115.0,2313.0,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,30,True,1230.0,1161.0,datasketch,,,23.0,2479976.0,https://pypi.org/project/datasketch,2479976.0,,,,3.0,,2023-10-03 10:00:24.000,69.0,,,,,,,,,,,,,,,,, +214,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,,2018-05-11 15:56:50.000,2024-04-04 12:26:51.000,2024-04-03 22:12:40,1542.0,69.0,272.0,41.0,711.0,153.0,974.0,2095.0,2024-03-21 22:47:39.000,1.11.0,55.0,48.0,30,False,383.0,383.0,sdv,conda-forge/sdv,,,46938.0,https://pypi.org/project/sdv,46340.0,https://anaconda.org/conda-forge/sdv,2024-03-22 00:27:58.667,16757.0,3.0,,,,,,,,,,,,,,,,,,,, +215,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-04-01 18:00:04.000,2024-04-01 15:26:34,391.0,15.0,151.0,35.0,233.0,59.0,150.0,1886.0,2024-04-01 15:27:24.000,0.26.0b1,60.0,60.0,30,True,592.0,571.0,arq,conda-forge/arq,,,92903.0,https://pypi.org/project/arq,92637.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9580.0,2.0,,2024-04-01 18:00:04.000,21.0,,,,,,,,,,,,,,,,, +216,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-03-25 10:49:58.000,2024-01-12 09:43:33,550.0,4.0,80.0,23.0,234.0,37.0,99.0,1401.0,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,12249.0,11831.0,questionary,conda-forge/questionary,,,1623494.0,https://pypi.org/project/questionary,1621782.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,68507.0,3.0,,2023-09-08 12:19:01.000,418.0,,,,,,,,,,,,,,,,, +217,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-04-04 07:34:59.000,2024-04-01 18:14:46,652.0,28.0,141.0,22.0,552.0,38.0,255.0,1017.0,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2273.0,2134.0,aiocache,,,16.0,593075.0,https://pypi.org/project/aiocache,593075.0,,,,2.0,,2023-08-06 20:31:21.000,139.0,,,,,,,,,,,,,,,,, +218,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-03-28 09:20:03.000,2024-03-26 17:45:12,2167.0,58.0,137.0,42.0,432.0,100.0,263.0,976.0,,,26.0,86.0,30,True,2160.0,2160.0,intake,conda-forge/intake,,,74403.0,https://pypi.org/project/intake,62307.0,https://anaconda.org/conda-forge/intake,2024-03-19 23:06:10.283,556417.0,3.0,,,,,,,,,,,,,,,,,,,, +219,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,120.0,22.0,63.0,24.0,106.0,882.0,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,30,True,2759.0,2632.0,pyahocorasick,conda-forge/pyahocorasick,,1.0,818971.0,https://pypi.org/project/pyahocorasick,813952.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,210811.0,3.0,,2024-03-21 13:27:31.000,127.0,,,,,,,,,,,,,,,,, +220,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49.0,17.0,76.0,1.0,92.0,851.0,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,28989.0,27626.0,natsort,conda-forge/natsort,,,4462945.0,https://pypi.org/project/natsort,4425098.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1551765.0,3.0,,2023-06-20 04:19:05.975,1363.0,,,,,,,,,,,,,,,,, +221,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-03-25 08:09:38.000,2020-10-21 17:48:31,219.0,,77.0,16.0,281.0,46.0,25.0,681.0,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47437.0,45284.0,cached-property,conda-forge/cached-property,,,15562148.0,https://pypi.org/project/cached-property,15453097.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,9269360.0,2.0,,2020-09-21 18:39:25.000,2153.0,,,,,,,,,,,,,,,,, +222,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-04-04 08:50:36.000,2024-04-04 08:50:36,576.0,16.0,358.0,36.0,310.0,27.0,126.0,658.0,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,30,True,4644.0,3361.0,pysolr,conda-forge/pysolr,,,324500.0,https://pypi.org/project/pysolr,324231.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,23166.0,3.0,,2023-10-13 15:38:59.000,1283.0,,,,,,,,,,,,,,,,, +223,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,69.0,23.0,49.0,6.0,90.0,524.0,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,30,True,17513.0,15323.0,scandir,conda-forge/scandir,,,3312194.0,https://pypi.org/project/scandir,3279390.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1377795.0,3.0,,2019-03-09 17:58:19.000,2190.0,,,,,,,,,,,,,,,,, +224,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-03-09 07:10:16.000,2024-02-05 23:03:25,958.0,4.0,4562.0,634.0,756.0,203.0,100.0,23494.0,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,120.0,104.0,algorithms,conda-forge/algorithms,,,1645.0,https://pypi.org/project/algorithms,1589.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2040.0,3.0,,2020-10-04 14:44:02.000,16.0,,,,,,,,,,,,,,,,, +225,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536.0,141.0,293.0,276.0,244.0,6671.0,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1890.0,1860.0,faust,,,,17661.0,https://pypi.org/project/faust,17661.0,,,,3.0,,2020-02-25 22:58:45.202,30.0,,,,,,,,,,,,,,,,, +226,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-01-23 15:34:06.000,2024-01-23 15:33:53,991.0,5.0,360.0,86.0,176.0,,613.0,4866.0,2023-09-22 15:18:12.000,2.5.0,48.0,67.0,29,True,1437.0,1437.0,huey,conda-forge/huey,,,90934.0,https://pypi.org/project/huey,90469.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33490.0,3.0,,,,,,,,,,,,,,,,,,,, +227,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2024-03-31 09:41:42.000,2024-03-31 09:41:42,1135.0,1.0,243.0,65.0,89.0,23.0,273.0,3518.0,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1099.0,977.0,asciimatics,conda-forge/asciimatics,,,26173.0,https://pypi.org/project/asciimatics,22686.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,146474.0,3.0,,2023-10-25 15:19:05.000,122.0,,,,,,,,,,,,,,,,, +228,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-04-03 14:59:46.000,2024-02-01 14:47:54,992.0,1.0,141.0,71.0,72.0,9.0,72.0,3250.0,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,29,True,11186.0,10534.0,funcy,conda-forge/funcy,,,1411645.0,https://pypi.org/project/funcy,1406870.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,415459.0,3.0,,2023-03-28 06:24:02.835,652.0,,,,,,,,,,,,,,,,, +229,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127.0,57.0,73.0,15.0,64.0,2428.0,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9411.0,8995.0,addict,conda-forge/addict,,21.0,3076161.0,https://pypi.org/project/addict,3071514.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,432172.0,2.0,,2020-11-21 16:21:29.000,416.0,,,,,,,,,,,,,,,,, +230,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-03-28 11:10:30.000,2023-06-20 15:54:36,2284.0,,177.0,38.0,374.0,38.0,264.0,1999.0,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,476880.0,https://pypi.org/project/pyscaffold,472361.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180781.0,3.0,,2023-06-20 16:26:01.674,61.0,,,,,,,,,,,,,,,,, +231,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,308.0,69.0,401.0,104.0,367.0,1493.0,2023-11-14 16:59:33.000,0.23.1,13.0,85.0,29,True,223.0,223.0,mleap,conda-forge/mleap,,,190831.0,https://pypi.org/project/mleap,189148.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,79102.0,3.0,,,,,,,,,,,,,,,,,,,, +232,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,4.0,217.0,47.0,180.0,58.0,337.0,1480.0,2022-11-30 17:34:49.000,2.0.6,13.0,91.0,29,False,2406.0,2406.0,pygsheets,,,,1881606.0,https://pypi.org/project/pygsheets,1881606.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +233,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-04-01 20:47:26.000,2024-04-01 20:46:50,868.0,36.0,48.0,12.0,290.0,9.0,93.0,1395.0,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1664.0,1622.0,python-benedict,conda-forge/python-benedict,,,593413.0,https://pypi.org/project/python-benedict,589718.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,151506.0,2.0,,2024-03-04 23:25:39.000,42.0,,,,,,,,,,,,,,,,, +234,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-03-29 08:14:19.000,2024-03-22 16:57:29,1764.0,31.0,85.0,15.0,455.0,122.0,255.0,1256.0,2024-03-22 17:02:55.000,1.5.0,255.0,43.0,29,True,355.0,344.0,piccolo,,,,17448.0,https://pypi.org/project/piccolo,17448.0,,,,3.0,,2024-03-22 17:02:55.000,11.0,,,,,,,,,,,,,,,,, +235,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129.0,31.0,74.0,29.0,70.0,1117.0,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5178.0,4937.0,sqlitedict,conda-forge/sqlitedict,,,543884.0,https://pypi.org/project/sqlitedict,541484.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,103231.0,2.0,,2022-12-03 13:40:11.241,241.0,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +236,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,307.0,52.0,211.0,20.0,269.0,1093.0,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,1919.0,1919.0,redis-py-cluster,,,4157.0,2074288.0,https://pypi.org/project/redis-py-cluster,2074251.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +237,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-02-27 09:03:46.232,2024-02-27 02:45:34,195.0,9.0,147.0,26.0,46.0,11.0,82.0,995.0,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,29,True,479.0,,email-validator,conda-forge/email-validator,,,12137822.0,https://pypi.org/project/email-validator,12134356.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,155996.0,3.0,,2024-02-26 22:09:57.000,479.0,,,,,,,,,,,,,,,,, +238,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,353.0,75.0,22.0,32.0,613.0,878.0,2021-11-04 22:07:30.000,8.3.0,32.0,17.0,29,False,8170.0,8170.0,cx-Oracle,conda-forge/cx_oracle,,,3749401.0,https://pypi.org/project/cx-Oracle,3737448.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,537887.0,3.0,,,,,,,,,,,,,,,,,,,, +239,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-03-18 17:46:56.000,2024-02-28 18:22:51,735.0,13.0,46.0,11.0,91.0,15.0,100.0,491.0,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5500.0,5218.0,python-rapidjson,conda-forge/python-rapidjson,,,1694226.0,https://pypi.org/project/python-rapidjson,1656919.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1566932.0,3.0,,2024-02-28 18:22:58.000,282.0,,,,,,,,,,,,,,,,, +240,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54.0,9.0,46.0,24.0,21.0,140.0,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,63244.0,60889.0,isodate,conda-forge/isodate,,,99872584.0,https://pypi.org/project/isodate,99823249.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4785510.0,3.0,,2021-12-13 20:28:29.000,2355.0,,,,,,,,,,,,,,,,, +241,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-02-20 18:10:39.000,2024-02-20 18:10:39,3054.0,7.0,225.0,28.0,295.0,99.0,762.0,3368.0,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,28,True,136.0,129.0,ploomber,conda-forge/ploomber,,,7260.0,https://pypi.org/project/ploomber,4800.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,83645.0,3.0,,2024-02-08 01:24:17.000,7.0,,,,,,,,,,,,,,,,, +242,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-03-23 12:34:25.000,2024-02-22 00:19:37,309.0,18.0,299.0,29.0,168.0,104.0,141.0,3187.0,2024-01-22 22:08:26.000,1.45.0,88.0,34.0,28,True,129.0,129.0,img2dataset,,,1601.0,40426.0,https://pypi.org/project/img2dataset,40376.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +243,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417.0,94.0,110.0,38.0,127.0,2783.0,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7530.0,7371.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,231221.0,https://pypi.org/project/sklearn-pandas,229543.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68798.0,3.0,,2021-05-08 08:14:28.000,159.0,,,,,,,,,,,,,,,,, +244,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148.0,50.0,472.0,58.0,262.0,2641.0,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2428.0,2383.0,gino,,,,29489.0,https://pypi.org/project/gino,29489.0,,,,3.0,,2022-02-12 20:37:35.000,45.0,,,,,,,,,,,,4.0,,,,, +245,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,484.0,97.0,185.0,259.0,506.0,1875.0,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,222.0,186.0,mongo-connector,,,,2467.0,https://pypi.org/project/mongo-connector,2467.0,,,,3.0,,2018-12-05 19:18:21.000,36.0,,,,,,,,,,,,,,,,, +246,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154.0,94.0,1935.0,169.0,1338.0,1784.0,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2307.0,52075.0,https://pypi.org/project/datatable,51452.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23817.0,3.0,,2023-12-01 21:51:48.000,29.0,,,,,,,,,,,,,,,,, +247,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-03-24 22:23:59.000,2024-03-24 22:10:10,873.0,80.0,69.0,17.0,501.0,205.0,186.0,1569.0,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,28,True,16.0,,prisma,,,,78907.0,https://pypi.org/project/prisma,78907.0,,,,3.0,,2024-03-24 22:09:46.000,16.0,,,,,,,,,,,,,,,,, +248,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134.0,33.0,80.0,34.0,54.0,1424.0,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11173.0,9660.0,blessings,conda-forge/blessings,,,1033701.0,https://pypi.org/project/blessings,1027518.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,284450.0,3.0,,2018-06-21 14:00:07.000,1513.0,,,,,,,,,,,,,,,,, +249,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60.0,27.0,41.0,88.0,73.0,1405.0,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2696.0,2416.0,strictyaml,conda-forge/strictyaml,,,2013026.0,https://pypi.org/project/strictyaml,2010013.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,217003.0,3.0,,2023-03-10 12:50:44.009,280.0,,,,,,,,,,,,,,,,, +250,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-02-27 09:15:40.000,2023-07-01 09:55:10,181.0,,83.0,25.0,52.0,9.0,39.0,750.0,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,886.0,,munch,conda-forge/munch,,,2505251.0,https://pypi.org/project/munch,2149916.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3908695.0,3.0,,2023-07-01 09:51:02.251,886.0,,,,,,,,,,,,,,,,, +251,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116.0,18.0,94.0,70.0,127.0,693.0,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,17087.0,15583.0,configargparse,conda-forge/configargparse,,,4246811.0,https://pypi.org/project/configargparse,4225769.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,799605.0,3.0,,2023-07-23 16:20:03.000,1504.0,,,,,,,,,,,,,,,,, +252,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105.0,27.0,126.0,66.0,96.0,687.0,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11445.0,10207.0,parsedatetime,conda-forge/parsedatetime,,,6721234.0,https://pypi.org/project/parsedatetime,6719165.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,188338.0,3.0,,2020-05-31 23:50:56.000,1238.0,,,,,,,,,,,,,,,,, +253,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71.0,22.0,73.0,8.0,106.0,479.0,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,28,True,807.0,716.0,hickle,conda-forge/hickle,,,62939.0,https://pypi.org/project/hickle,50744.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24391.0,3.0,,2024-03-30 09:15:05.000,91.0,,,,,,,,,,,,,,,,, +254,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-01-10 21:26:02.000,2023-11-03 14:34:52,308.0,,31.0,9.0,78.0,4.0,25.0,407.0,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,42134.0,41835.0,srsly,conda-forge/srsly,,,6360096.0,https://pypi.org/project/srsly,6329145.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1423764.0,3.0,,2023-09-22 06:16:00.000,299.0,,,,,,,,,,,,,,,,, +255,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-03-30 11:09:26.000,2024-03-26 21:12:36,7248.0,244.0,33.0,10.0,289.0,44.0,579.0,403.0,2024-03-25 01:14:04.000,2.5.1,202.0,22.0,28,True,23.0,21.0,static-frame,conda-forge/static-frame,,,11999.0,https://pypi.org/project/static-frame,5205.0,https://anaconda.org/conda-forge/static-frame,2024-03-25 03:50:39.386,319347.0,3.0,,2024-03-25 01:14:04.000,2.0,,,,,,,,,,,static-frame/static-frame,,,,,, +256,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42.0,21.0,162.0,,178.0,235.0,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1392.0,1319.0,tabulator,conda-forge/tabulator-py,,,187754.0,https://pypi.org/project/tabulator,187089.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54569.0,3.0,,2021-03-21 07:47:00.000,73.0,,,,,,,,,,,,,,,,, +257,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45.0,29.0,53.0,9.0,35.0,204.0,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,14782.0,14360.0,ordered-set,conda-forge/ordered-set,,,14936014.0,https://pypi.org/project/ordered-set,14931026.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,478929.0,3.0,,2022-01-26 14:38:48.000,422.0,,,,,,,,,,,,,,,,, +258,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-04-01 14:04:15.000,2024-03-10 11:53:20,588.0,3.0,559.0,83.0,269.0,125.0,129.0,3756.0,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,134.0,,textract,conda-forge/textract,,,131985.0,https://pypi.org/project/textract,131732.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,23023.0,3.0,,2022-03-10 10:49:30.000,134.0,,,,,,,,,,,,,,,,, +259,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,197.0,26.0,53.0,83.0,129.0,3471.0,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,655464.0,https://pypi.org/project/pandarallel,653002.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,83708.0,3.0,,2023-05-02 20:45:04.130,51.0,,,,,,,,,,,,,,,,, +260,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,2.0,101.0,30.0,84.0,19.0,128.0,2450.0,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1323.0,1277.0,swifter,conda-forge/swifter,['pandas'],,490325.0,https://pypi.org/project/swifter,483386.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,319208.0,3.0,,2023-07-31 18:46:53.000,46.0,,,,,,,,,,,,,,,,, +261,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-03-13 17:37:15.000,2024-03-13 17:37:14,539.0,2.0,134.0,49.0,64.0,14.0,124.0,2319.0,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,798.0,771.0,pyfunctional,,,,183580.0,https://pypi.org/project/pyfunctional,183580.0,,,,3.0,,2024-03-13 17:36:36.000,27.0,,,,,,,,,,,,,,,,, +262,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-03-29 19:00:36.000,2024-03-21 21:56:11,5672.0,19.0,501.0,104.0,960.0,625.0,977.0,2167.0,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,27,False,76.0,,wx,conda-forge/wxpython,,4039.0,18659.0,https://pypi.org/project/wx,,https://anaconda.org/conda-forge/wxpython,2024-03-21 16:49:35.336,781395.0,3.0,,2016-08-17 03:22:15.000,76.0,,,,,,,,,,,,,,,,, +263,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,110.0,22.0,112.0,42.0,42.0,1983.0,,,3.0,24.0,27,True,8132.0,8132.0,gin-config,conda-forge/gin-config,,,312371.0,https://pypi.org/project/gin-config,311856.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24228.0,3.0,,,,,,,,,,,,,,,,,,,, +264,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158.0,29.0,48.0,51.0,14.0,1904.0,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2311.0,,retrying,conda-forge/retrying,,,11932833.0,https://pypi.org/project/retrying,11914963.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1626239.0,3.0,,2022-11-25 09:59:05.174,2311.0,,,,,,,,,,,,,,,,, +265,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-04-02 12:49:39.000,2024-04-02 01:58:32,182.0,32.0,45.0,16.0,133.0,15.0,4.0,1417.0,2024-02-22 15:43:56.000,0.0.5,6.0,15.0,27,True,3552.0,3473.0,asyncer,conda-forge/asyncer,,,160789.0,https://pypi.org/project/asyncer,160525.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,7144.0,3.0,,2024-02-22 15:43:56.000,79.0,,,,,,,,,,,,,,,,, +266,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2023-06-16 19:26:22.929,2017-02-01 15:40:30,127.0,,175.0,49.0,33.0,59.0,25.0,1294.0,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,27,False,2899.0,2802.0,pandasql,conda-forge/pandasql,['pandas'],,1624376.0,https://pypi.org/project/pandasql,1610899.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,458230.0,3.0,,2016-04-20 21:52:36.000,97.0,,,,,,,,,,,,,,,,, +267,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,145.0,45.0,53.0,20.0,19.0,1224.0,2024-03-19 17:59:19.000,6.0.1,108.0,26.0,27,False,359.0,,singer-python,,,,603123.0,https://pypi.org/project/singer-python,603123.0,,,,3.0,,2024-03-19 17:59:19.000,359.0,,,,,,,,,,,,,,,,, +268,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-03-25 04:38:57.000,2024-03-25 04:38:57,744.0,27.0,43.0,23.0,583.0,9.0,33.0,777.0,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,120.0,,janus,conda-forge/janus,,,828788.0,https://pypi.org/project/janus,828481.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17843.0,3.0,,2021-12-17 09:00:32.000,120.0,,,,,,,,,,,,,,,,, +269,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52.0,9.0,31.0,9.0,78.0,628.0,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1323.0,1297.0,pysimdjson,conda-forge/pysimdjson,,,977947.0,https://pypi.org/project/pysimdjson,975912.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,85472.0,3.0,,2024-02-06 05:16:52.000,26.0,,,,,,,,,,,,,,,,, +270,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160.0,35.0,50.0,31.0,184.0,609.0,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1072.0,838.0,happybase,conda-forge/happybase,,,53586.0,https://pypi.org/project/happybase,51879.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160519.0,3.0,,2019-05-14 14:17:26.000,234.0,,,,,,,,,,,,,,,,, +271,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55.0,12.0,49.0,9.0,116.0,581.0,,,8.0,12.0,27,False,63945.0,61533.0,dataclasses,conda-forge/dataclasses,,,14540413.0,https://pypi.org/project/dataclasses,14375904.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11680154.0,3.0,,2020-11-13 14:40:29.000,2412.0,,,,,,,,,,,,,,,,, +272,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-04-02 07:55:36.000,2024-04-02 07:55:13,319.0,61.0,59.0,9.0,129.0,20.0,59.0,507.0,2024-02-26 22:15:41.000,3.0.0,58.0,19.0,27,True,478.0,447.0,cachier,,,16.0,74786.0,https://pypi.org/project/cachier,74786.0,,,,3.0,,2024-02-26 22:15:41.000,31.0,,,,,,,,,,,python-cachier/cachier,,,,,, +273,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,124.0,13.0,94.0,22.0,172.0,479.0,2022-08-26 08:40:12.000,1.6.3,6.0,54.0,27,True,4994.0,4994.0,pylibmc,conda-forge/pylibmc,,585.0,297198.0,https://pypi.org/project/pylibmc,291995.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,217310.0,3.0,,,,,,,,,,,,,,,,,,,, +274,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73.0,19.0,88.0,58.0,96.0,309.0,2023-01-19 17:59:27.000,5.0.8,3.0,8.0,27,False,34541.0,34541.0,configobj,conda-forge/configobj,,532.0,3208440.0,https://pypi.org/project/configobj,3197121.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,780765.0,3.0,,,,,,,,,,,,,,,,,,,, +275,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-03-28 06:17:38.000,2024-03-28 06:17:37,168.0,4.0,40.0,8.0,31.0,28.0,31.0,257.0,2023-04-27 05:31:58.000,1.8.2,18.0,17.0,27,True,2827.0,,send2trash,conda-forge/send2trash,,,20142979.0,https://pypi.org/project/send2trash,19965600.0,https://anaconda.org/conda-forge/send2trash,2023-06-16 16:07:35.575,13303432.0,3.0,,2023-04-27 05:31:41.626,2827.0,,,,,,,,,,,,,,,,, +276,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51.0,11.0,28.0,7.0,67.0,232.0,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47583.0,39581.0,futures,conda-forge/futures,,,7077106.0,https://pypi.org/project/futures,7063315.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1268849.0,3.0,,2022-10-31 21:42:18.266,8002.0,,,,,,,,,,,,,,,,, +277,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55.0,104.0,266.0,,248.0,163.0,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2540.0,2247.0,cloudant,conda-forge/cloudant,,,126179.0,https://pypi.org/project/cloudant,124960.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,110936.0,3.0,,2021-08-26 11:14:04.000,293.0,,,,,,,,,,,,,,,,, +278,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43.0,8.0,40.0,7.0,39.0,155.0,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1096.0,1047.0,filedepot,,,,13551.0,https://pypi.org/project/filedepot,13551.0,,,,3.0,,2024-02-22 21:48:13.000,49.0,,,,,,,,,,,,,,,,, +279,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31.0,8.0,47.0,7.0,36.0,80.0,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63852.0,59517.0,pathlib2,conda-forge/pathlib2,,,8174266.0,https://pypi.org/project/pathlib2,8109138.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2670286.0,3.0,,2022-02-10 18:01:07.000,4335.0,,,,,,,,,,,,,,,,, +280,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744.0,148.0,299.0,119.0,176.0,6174.0,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,119.0,115.0,powerline-shell,,,,1889.0,https://pypi.org/project/powerline-shell,1889.0,,,,3.0,,2018-09-16 00:34:48.000,4.0,,,,,,,,,,,,,,,,, +281,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-03-23 19:59:28.000,2024-02-12 10:58:02,2739.0,4.0,134.0,50.0,307.0,45.0,195.0,1509.0,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,26,False,311.0,228.0,enaml,conda-forge/enaml,,774.0,7948.0,https://pypi.org/project/enaml,4425.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,161620.0,3.0,,2023-11-20 17:25:19.000,83.0,,,,,,,,,,,,,,,,, +282,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-03-07 09:16:11.000,2022-08-23 07:13:04,536.0,,147.0,41.0,127.0,29.0,203.0,1176.0,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,236.0,parallel-ssh,,,377.0,171679.0,https://pypi.org/project/parallel-ssh,171676.0,,,,3.0,,2022-08-20 11:25:27.669,34.0,,,,,,,,,,,,,,,,, +283,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-04-04 10:30:50.000,2024-04-04 10:30:46,1289.0,40.0,140.0,39.0,85.0,2.0,134.0,1083.0,2024-04-04 10:34:46.000,16.12.1,23.0,54.0,26,True,,,path,conda-forge/path,,,1524030.0,https://pypi.org/project/path,1513233.0,https://anaconda.org/conda-forge/path,2024-02-04 17:21:07.741,507505.0,3.0,,,,,,,,,,,,,,,,,,,, +284,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-04-01 04:52:21.000,2024-03-23 16:03:46,554.0,20.0,92.0,19.0,271.0,81.0,87.0,963.0,2024-03-18 04:34:53.000,1.0.1,20.0,19.0,26,True,3243.0,3235.0,odmantic,,,,26302.0,https://pypi.org/project/odmantic,26302.0,,,,3.0,,2024-03-18 04:34:53.000,8.0,,,,,,,,,,,,,,,,, +285,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146.0,61.0,177.0,132.0,122.0,956.0,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2494.0,1985.0,bcolz,conda-forge/bcolz,,,9570.0,https://pypi.org/project/bcolz,5566.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,344415.0,3.0,,2018-04-13 07:44:26.000,509.0,,,,,,,,,,,,,,,,, +286,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81.0,14.0,136.0,36.0,100.0,951.0,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,276.0,,mss,conda-forge/python-mss,,,910727.0,https://pypi.org/project/mss,909801.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,42635.0,3.0,,2023-04-20 05:48:03.905,276.0,,,,,,,,,,,,,,,,, +287,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91.0,16.0,26.0,,67.0,489.0,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4722.0,4450.0,pyscreenshot,,,,300922.0,https://pypi.org/project/pyscreenshot,300922.0,,,,3.0,,2023-03-12 06:35:43.130,272.0,,,,,,,,,,,,,,,,, +288,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64.0,16.0,183.0,44.0,157.0,442.0,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,19426.0,19410.0,umongo,conda-forge/umongo,,,50386.0,https://pypi.org/project/umongo,50186.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6203.0,3.0,,2021-12-23 08:52:40.000,16.0,,,,,,,,,,,,,,,,, +289,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,67.0,19.0,45.0,20.0,17.0,204.0,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13123.0,,ptyprocess,conda-forge/ptyprocess,,,72689752.0,https://pypi.org/project/ptyprocess,72514773.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16798023.0,3.0,,2020-12-28 15:15:28.000,13123.0,,,,,,,,,,,,,,,,, +290,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,21.0,7.0,61.0,4.0,7.0,170.0,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,True,38160.0,38067.0,catalogue,conda-forge/catalogue,,,6395527.0,https://pypi.org/project/catalogue,6367855.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1245245.0,3.0,,2023-09-25 06:29:23.000,93.0,,,,,,,,,,,,,,,,, +291,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,1.0,260.0,138.0,291.0,91.0,365.0,3207.0,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,25,True,159.0,137.0,flexx,conda-forge/flexx,,,1912.0,https://pypi.org/project/flexx,796.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103878.0,3.0,,2022-04-12 19:13:11.000,22.0,,,,,,,,,,,,,,,,, +292,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-03-28 15:01:34.000,2023-12-03 10:50:26,9954.0,,860.0,85.0,1792.0,80.0,124.0,2003.0,,,,475.0,25,True,,,apache-libcloud,,,,266425.0,https://pypi.org/project/apache-libcloud,266425.0,,,,3.0,,,,,,,,,,,,,,,-7.0,,,,, +293,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,171.0,42.0,218.0,88.0,274.0,1943.0,2022-05-02 09:26:12.000,2.4.16,50.0,47.0,25,False,,,fs,conda-forge/fs,,,2679700.0,https://pypi.org/project/fs,2670683.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,712362.0,3.0,,,,,,,,,,,,,,,,,,,, +294,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,142.0,58.0,248.0,95.0,109.0,1572.0,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,34766.0,https://pypi.org/project/bonobo,34766.0,,,,3.0,,2019-07-20 13:33:19.000,33.0,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +295,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,98.0,40.0,42.0,25.0,47.0,1520.0,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,25,False,130.0,119.0,pypeln,conda-forge/pypeln,,,450945.0,https://pypi.org/project/pypeln,450615.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14873.0,3.0,,2022-01-06 15:32:39.000,11.0,,,,,,,,,,,,,,,,, +296,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/Parsely/streamparse,https://github.com/Parsely/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221.0,103.0,174.0,71.0,264.0,1490.0,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,False,91.0,64.0,streamparse,,,,2395.0,https://pypi.org/project/streamparse,2395.0,,,,3.0,,2022-01-10 21:45:00.244,27.0,,,,,,,,,,,,,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-04-01 14:09:29.000,2023-05-19 04:32:00,6411.0,,229.0,38.0,1051.0,9.0,209.0,1436.0,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,11524.0,https://pypi.org/project/optimuspyspark,11524.0,,,,3.0,,2020-07-19 03:22:09.765,,,,,,,,,,,,,,,,,, +298,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218.0,44.0,231.0,104.0,64.0,1251.0,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1160.0,https://pypi.org/project/fabtools,1160.0,,,,3.0,,2016-10-12 10:37:57.000,189.0,,,,,,,,,,,,,,,,, +299,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54.0,21.0,70.0,9.0,37.0,1092.0,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6667.0,6542.0,immutables,conda-forge/immutables,,,1149182.0,https://pypi.org/project/immutables,1128511.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,971563.0,3.0,,2023-08-14 23:38:52.000,125.0,,,,,,,,,,,,,,,,, +300,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,,2011-10-16 17:48:39.000,2024-03-20 20:17:53.000,2024-03-20 20:17:52,820.0,2.0,138.0,25.0,108.0,68.0,60.0,512.0,2023-02-04 16:24:36.000,1.12.1,8.0,91.0,25,False,5230.0,5230.0,beaker,conda-forge/beaker,,,304457.0,https://pypi.org/project/beaker,303597.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,73172.0,3.0,,,,,,,,,,,,,,,,,,,, +301,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-03-31 22:02:32.000,2024-03-31 22:02:11,9953.0,5.0,43.0,14.0,10.0,6.0,8.0,490.0,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,93665.0,https://pypi.org/project/pandas-summary,93665.0,,,,3.0,,2021-11-25 22:52:42.000,57.0,,,,,,,,,,,polyaxon/traceml,,,,,, +302,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31.0,11.0,51.0,21.0,35.0,332.0,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,32220726.0,https://pypi.org/project/typing_inspect,32191566.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1749648.0,3.0,,2023-05-24 20:27:04.117,407.0,,,,,,,,,,,,,,,,, +303,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-04-02 11:49:01.000,2024-04-02 11:48:53,375.0,5.0,32.0,7.0,142.0,4.0,83.0,147.0,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1213.0,1168.0,everett,conda-forge/everett,,,144843.0,https://pypi.org/project/everett,143457.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,58235.0,3.0,,2023-11-06 17:12:50.000,45.0,,,,,,,,,,,,,,,,, +304,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26.0,7.0,24.0,4.0,21.0,72.0,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8040.0,,entrypoints,conda-forge/entrypoints,,,17801950.0,https://pypi.org/project/entrypoints,17607514.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18665860.0,3.0,,2022-02-02 21:30:26.000,8040.0,,,,,,,,,,,,,,,,, +305,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15.0,8.0,27.0,7.0,22.0,37.0,2021-06-27 06:37:57.000,21.6.0,7.0,16.0,25,False,76076.0,76076.0,contextlib2,conda-forge/contextlib2,,,24632757.0,https://pypi.org/project/contextlib2,24620389.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1212105.0,3.0,,,,,,,,,,,,,,,,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,170.0,85.0,81.0,22.0,82.0,3935.0,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,145.0,68.0,storm,,,,3015.0,https://pypi.org/project/storm,3015.0,,,,3.0,,2023-07-04 13:56:26.613,77.0,,,,,,,,,,,,,,,,, +307,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104.0,35.0,101.0,22.0,140.0,2349.0,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,24,True,372.0,,python-box,conda-forge/python-box,,39.0,3088228.0,https://pypi.org/project/python-box,3076613.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,522683.0,3.0,,2023-08-26 14:45:52.000,372.0,,,,,,,,,,,,,,,,, +308,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,1.0,60.0,22.0,110.0,95.0,78.0,1818.0,,,11.0,23.0,24,False,1464.0,1464.0,glom,conda-forge/glom,,,2090976.0,https://pypi.org/project/glom,2090278.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,30752.0,3.0,,,,,,,,,,,,,,,,,,,, +309,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95.0,32.0,24.0,27.0,10.0,1345.0,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,199.0,177.0,pinject,conda-forge/pinject,,,71587.0,https://pypi.org/project/pinject,71423.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5102.0,3.0,,2021-12-15 14:38:46.326,22.0,,,,,,,,,,,,,,,,, +310,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145.0,42.0,10.0,3.0,12.0,1078.0,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2453.0,2281.0,pluginbase,conda-forge/pluginbase,,,720427.0,https://pypi.org/project/pluginbase,716361.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,304984.0,3.0,,2021-05-16 16:25:40.000,172.0,,,,,,,,,,,,,,,,, +311,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,144.0,10.0,22.0,29.0,19.0,708.0,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3601.0,3344.0,ratelimit,conda-forge/ratelimit,,,6662410.0,https://pypi.org/project/ratelimit,6662041.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,14397.0,3.0,,2018-12-17 18:55:49.000,257.0,,,,,,,,,,,,,,,,, +312,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-03-29 18:39:33.000,2024-03-29 18:39:30,1443.0,11.0,42.0,17.0,137.0,2.0,13.0,707.0,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,,20906.0,https://pypi.org/project/ubelt,18612.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,71116.0,3.0,,2024-03-20 18:17:57.000,66.0,,,,,,,,,,,,4.0,,,,, +313,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109.0,45.0,111.0,41.0,55.0,390.0,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,423.0,299.0,messytables,,,,12603.0,https://pypi.org/project/messytables,12603.0,,,,3.0,,2017-02-09 12:37:47.000,124.0,,,,,,,,,,,,,,,,, +314,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-03-14 13:19:12.000,2024-03-14 13:18:25,966.0,21.0,25.0,18.0,181.0,6.0,18.0,362.0,2024-03-14 13:19:12.000,17.5.4,265.0,19.0,24,True,397.0,358.0,aiomisc,,,,18760.0,https://pypi.org/project/aiomisc,18760.0,,,,3.0,,2024-03-14 13:19:12.000,39.0,,,,,,,,,,,,,,,,, +315,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136.0,53.0,60.0,,90.0,313.0,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,221.0,199.0,pyhdb,,,108.0,350720.0,https://pypi.org/project/pyhdb,350719.0,,,,3.0,,2018-02-16 12:37:13.000,22.0,,,,,,,,,,,,,,,,, +316,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57.0,21.0,14.0,16.0,24.0,266.0,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,943.0,856.0,deepdish,conda-forge/deepdish,,,23022.0,https://pypi.org/project/deepdish,21973.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,93419.0,3.0,,2021-09-24 05:09:00.400,87.0,,,,,,,,,,,,,,,,, +317,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0.0,,,309.0,1835.0,76.0,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8846.0,,openpyxl,openpyxl,,,78216269.0,https://pypi.org/project/openpyxl,78214087.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,219234.0,3.0,,2023-07-20 15:14:58.235,8816.0,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1227.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +318,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-03-11 10:51:29.000,2024-03-05 15:50:47,334.0,7.0,81.0,45.0,260.0,47.0,41.0,1343.0,2024-03-05 15:56:18.000,0.19,35.0,30.0,23,True,39.0,29.0,tasktiger,,,,5647.0,https://pypi.org/project/tasktiger,5647.0,,,,3.0,,2024-03-05 15:54:55.000,10.0,,,,,,,,,,,,,,,,, +319,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135.0,63.0,76.0,167.0,149.0,860.0,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,196.0,167.0,rows,,,38.0,1051.0,https://pypi.org/project/rows,1051.0,,,,3.0,,2021-12-15 14:50:33.964,29.0,,,,,,,,,,,,,,,,, +320,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48.0,9.0,140.0,9.0,21.0,261.0,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,213.0,205.0,pysparkling,conda-forge/pysparkling,,,12441.0,https://pypi.org/project/pysparkling,12316.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4640.0,3.0,,2022-11-13 18:45:00.900,8.0,,,,,,,,,,,,,,,,, +321,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29.0,7.0,18.0,12.0,25.0,113.0,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2923.0,2727.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,224271.0,https://pypi.org/project/pyexcel-xlsx,223917.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27650.0,3.0,,2020-10-10 13:13:32.000,196.0,,,,,,,,,,,,,,,,, +322,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19.0,4.0,113.0,51.0,42.0,94.0,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,23,False,1337.0,,clint,conda-forge/clint,,118.0,98676.0,https://pypi.org/project/clint,98078.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56846.0,3.0,,2015-08-25 16:11:19.000,1337.0,,,,,,,,,,,kennethreitz/clint,,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657.0,390.0,276.0,81.0,80.0,10558.0,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,22,False,22.0,21.0,grumpy-tools,,,,18.0,https://pypi.org/project/grumpy-tools,18.0,,,,2.0,,2018-07-24 16:42:00.000,1.0,,,,,,,,,,,,,,,,, +324,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126.0,65.0,19.0,18.0,15.0,3506.0,2018-12-24 14:09:35.000,0.2.1,3.0,10.0,22,False,414.0,414.0,pampy,,,,41914.0,https://pypi.org/project/pampy,41914.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +325,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-03-21 21:04:06.386,2024-03-19 18:38:23,86.0,3.0,146.0,34.0,13.0,10.0,179.0,3269.0,2024-03-19 18:41:16.000,2.1.22,67.0,1.0,22,False,213.0,213.0,ptext-joris-schellekens,conda-forge/borb,,,1519.0,https://pypi.org/project/ptext-joris-schellekens,,https://anaconda.org/conda-forge/borb,2024-03-21 21:04:06.386,48613.0,3.0,,2021-07-20 11:34:32.000,,,,,,,,,,,,,,,,,, +326,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164.0,98.0,31.0,18.0,58.0,3252.0,,,4.0,19.0,22,False,613.0,583.0,macropy3,,,,243.0,https://pypi.org/project/macropy3,243.0,,,,3.0,,2018-05-11 23:17:05.000,30.0,,,,,,,,,,,,,,,,, +327,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89.0,38.0,214.0,46.0,58.0,2485.0,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,False,,,,,,23620.0,674.0,,,,,,2.0,,,,,,,,,,,,,,,,,,,, +328,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84.0,46.0,34.0,18.0,11.0,1827.0,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4151.0,https://pypi.org/project/bashplotlib,4151.0,,,,3.0,,2016-02-06 21:56:46.000,31.0,,,,,,,,,,,,,,,,, +329,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51.0,21.0,20.0,3.0,28.0,866.0,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,True,241.0,222.0,unsync,conda-forge/unsync,,,55670.0,https://pypi.org/project/unsync,55401.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12398.0,3.0,,2021-10-21 00:46:56.000,19.0,,,,,,,,,,,,,,,,, +330,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122.0,13.0,32.0,31.0,42.0,863.0,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1745.0,1641.0,pickledb,,,,19462.0,https://pypi.org/project/pickledb,19462.0,,,,3.0,,2019-01-14 18:48:25.000,104.0,,,,,,,,,,,,,,,,, +331,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35.0,12.0,65.0,13.0,19.0,759.0,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,22,True,327.0,296.0,dirty-equals,conda-forge/dirty-equals,,,120941.0,https://pypi.org/project/dirty-equals,119277.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,41603.0,3.0,,2023-11-15 05:03:24.000,31.0,,,,,,,,,,,,,,,,, +332,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-03-14 15:53:58.000,2024-03-04 07:50:54,3522.0,19.0,34.0,16.0,82.0,1.0,4.0,249.0,,,,78.0,22,True,36.0,36.0,dbnd,,,,221255.0,https://pypi.org/project/dbnd,221255.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +333,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-04-02 21:52:01.000,2024-03-29 20:59:55,630.0,2.0,18.0,11.0,35.0,16.0,15.0,152.0,2023-05-30 20:50:42.000,0.9.0,6.0,48.0,22,True,333.0,293.0,docopt-ng,,,,173489.0,https://pypi.org/project/docopt-ng,173489.0,,,,3.0,,2023-05-30 20:48:00.631,40.0,,,,,,,,,,,,,,,,, +334,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12.0,5.0,11.0,2.0,7.0,130.0,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2333.0,2264.0,coolname,conda-forge/coolname,,,569331.0,https://pypi.org/project/coolname,567192.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,85582.0,3.0,,2023-01-09 22:37:52.868,69.0,,,,,,,,,,,,,,,,, +335,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-04-04 12:09:59.000,2024-04-04 11:09:25,1850.0,74.0,5.0,3.0,842.0,20.0,49.0,51.0,2024-02-23 17:22:16.000,4.7.4,69.0,8.0,22,False,72.0,64.0,click-extra,,,246.0,2366.0,https://pypi.org/project/click-extra,2358.0,,,,3.0,,2024-02-23 17:22:02.000,8.0,,,,,,,,,,,,,,,,, +336,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554.0,268.0,30.0,1.0,60.0,2693.0,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,6.0,5.0,dpark,,['spark'],,12.0,https://pypi.org/project/dpark,12.0,,,,3.0,,2018-07-27 04:11:36.000,1.0,,,,,,,,,,,,,,,,, +337,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112.0,50.0,49.0,32.0,22.0,1219.0,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,921.0,https://pypi.org/project/db.py,921.0,,,,3.0,,2017-03-31 14:41:57.000,28.0,,,,,,,,,,,,,,,,, +338,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121.0,59.0,77.0,64.0,120.0,876.0,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,187.0,https://pypi.org/project/mrq,187.0,,,,3.0,,2018-08-31 16:03:04.000,12.0,,,,,,,,,,,,,,,,, +339,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,103.0,11.0,116.0,11.0,107.0,468.0,,,12.0,43.0,21,False,,,rsa,conda-forge/rsa,,,182831718.0,https://pypi.org/project/rsa,182686459.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13509106.0,3.0,,,,,,,,,,,,,,,-10.0,,,,, +340,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67.0,47.0,71.0,2.0,,353.0,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,719.0,635.0,pymodm,conda-forge/pymodm,,,13515.0,https://pypi.org/project/pymodm,13410.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5266.0,3.0,,2020-04-30 18:54:55.036,84.0,,,,,,,,,,,,,,,,, +341,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15.0,12.0,5.0,14.0,43.0,288.0,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,177.0,171.0,datatest,,,,19407.0,https://pypi.org/project/datatest,19407.0,,,,3.0,,2021-01-04 03:39:40.000,6.0,,,,,,,,,,,,,,,,, +342,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-04-03 17:03:35.000,2024-04-03 17:03:25,719.0,55.0,24.0,4.0,274.0,5.0,,285.0,2024-04-01 11:07:07.000,1.1.269,673.0,12.0,21,True,6.0,6.0,upgini,,,,7418.0,https://pypi.org/project/upgini,7418.0,,,,3.0,,2024-04-01 21:19:10.000,,,,,,,,,,,,,,,,,, +343,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,1.0,21.0,5.0,12.0,5.0,15.0,104.0,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,21,True,2411.0,2283.0,stopit,conda-forge/stopit,,,674794.0,https://pypi.org/project/stopit,663682.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,833451.0,3.0,,2018-02-09 00:32:14.000,128.0,,,,,,,,,,,,,,,,, +344,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-04-02 10:58:39.000,2023-10-02 06:28:26,631.0,,406.0,43.0,183.0,202.0,110.0,2607.0,,,,46.0,20,True,,,camelot,,,,6961.0,https://pypi.org/project/camelot,6961.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +345,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,144.0,67.0,4.0,1.0,41.0,2192.0,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,54.0,45.0,pypattyrn,,,,1971.0,https://pypi.org/project/pypattyrn,1971.0,,,,3.0,,2016-09-11 02:18:42.000,9.0,,,,,,,,,,,,,,,,, +346,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140.0,40.0,22.0,17.0,11.0,1563.0,,,,14.0,20,False,177.0,177.0,commonregex,,,,108429.0,https://pypi.org/project/commonregex,108429.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +347,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,217.0,38.0,56.0,84.0,40.0,1451.0,2020-07-17 16:16:44.000,0.4.3,5.0,13.0,20,True,,,excalibur-py,,,11853.0,1650.0,https://pypi.org/project/excalibur-py,1471.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +348,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44.0,17.0,48.0,15.0,38.0,715.0,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,2435.0,https://pypi.org/project/pdpipe,1718.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29433.0,3.0,,2022-07-04 17:58:17.000,7.0,,,,,,,,,,,,,,,,, +349,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,21.0,10.0,32.0,22.0,21.0,660.0,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,70.0,67.0,pugsql,,,,4769.0,https://pypi.org/project/pugsql,4769.0,,,,3.0,,2022-03-13 23:32:45.000,3.0,,,,,,,,,,,,,,,,, +350,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26.0,14.0,183.0,16.0,122.0,567.0,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,2972.0,https://pypi.org/project/pypyr,2452.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,14062.0,3.0,,2023-09-22 03:14:38.000,9.0,,,,,,,,,,,,,,,,, +351,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,1.0,29.0,8.0,54.0,11.0,11.0,295.0,2023-12-21 11:54:40.000,0.10,11.0,15.0,20,True,394.0,394.0,rtoml,,,,370607.0,https://pypi.org/project/rtoml,370607.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +352,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16.0,7.0,9.0,16.0,5.0,208.0,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,906.0,902.0,gsheetsdb,,,,57731.0,https://pypi.org/project/gsheetsdb,57731.0,,,,3.0,,2022-01-05 03:28:15.000,4.0,,,,,,,,,,,,,,,,, +353,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-04-03 15:24:29.000,2024-01-18 11:58:13,5466.0,8.0,44.0,14.0,631.0,33.0,80.0,196.0,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,20,True,9.0,9.0,batchflow,,,,377.0,https://pypi.org/project/batchflow,377.0,,,,3.0,,2023-08-01 10:51:02.000,,,,,,,,,,,,,,,,,, +354,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9.0,6.0,110.0,17.0,84.0,181.0,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,1912.0,https://pypi.org/project/typical,893.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35680.0,3.0,,2019-07-20 00:03:59.000,4.0,,,,,,,,,,,,,,,,, +355,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457.0,159.0,142.0,78.0,27.0,1985.0,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +356,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-04-03 15:01:48.000,2024-04-02 13:18:20,3014.0,66.0,141.0,28.0,237.0,32.0,385.0,1438.0,,,,51.0,19,True,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +357,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77.0,24.0,19.0,11.0,13.0,952.0,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,19,True,28.0,28.0,d6tflow,,,,146.0,https://pypi.org/project/d6tflow,146.0,,,,3.0,,2024-02-20 02:03:46.000,,,,,,,,,,,,,,,,,, +358,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48.0,14.0,34.0,17.0,13.0,298.0,,,,14.0,19,True,414.0,414.0,price-parser,,,,90218.0,https://pypi.org/project/price-parser,90218.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +359,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23.0,49.0,14.0,7.0,11.0,264.0,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,87.0,70.0,valideer,conda-forge/valideer,,,6484.0,https://pypi.org/project/valideer,6262.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21314.0,3.0,,2015-12-20 08:56:50.000,17.0,,,,,,,,,,,,,,,,, +360,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34.0,10.0,25.0,6.0,14.0,259.0,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,160.0,133.0,queries,,,,2556.0,https://pypi.org/project/queries,2556.0,,,,3.0,,2021-11-16 15:05:08.000,27.0,,,,,,,,,,,,,,,,, +361,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33.0,18.0,147.0,,74.0,228.0,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1418.0,https://pypi.org/project/fletcher,459.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,66204.0,3.0,,2021-01-17 20:11:01.000,1.0,,,,,,,,,,,,,,,,, +362,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48.0,23.0,28.0,15.0,10.0,936.0,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,272.0,https://pypi.org/project/bounter,272.0,,,,3.0,,2022-11-20 08:18:00.871,8.0,,,,,,,,,,,piskvorky/bounter,,,,,, +363,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-03-30 19:11:32.000,2024-03-09 09:24:56,651.0,81.0,30.0,5.0,104.0,7.0,17.0,628.0,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,18,True,2.0,,pipeless-ai,,,785.0,117.0,https://pypi.org/project/pipeless-ai,19.0,,,,1.0,,2023-11-02 12:42:21.000,2.0,,,,,,,,,,,,,,,,, +364,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39.0,16.0,12.0,6.0,11.0,513.0,,,,6.0,18,False,9577.0,9577.0,unipath,,,,52499.0,https://pypi.org/project/unipath,52499.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +365,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5.0,3.0,182.0,23.0,760.0,9.0,2023-10-20 15:15:52.000,2021.2.4,23.0,37.0,18,False,,,py2neo,conda-forge/py2neo,,,39287.0,https://pypi.org/project/py2neo,38504.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,64274.0,3.0,,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +366,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105.0,56.0,74.0,26.0,16.0,2053.0,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,53.0,https://pypi.org/project/mara-pipelines,53.0,,,,3.0,,2023-12-06 18:12:20.000,1.0,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76.0,52.0,23.0,22.0,8.0,1609.0,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,17,False,1.0,,riko,,,,121.0,https://pypi.org/project/riko,121.0,,,,3.0,,2021-12-28 23:04:04.000,1.0,,,,,,,,,,,,,,,,, +368,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275.0,87.0,15.0,26.0,5.0,1360.0,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,55.0,https://pypi.org/project/wssh,55.0,,,,3.0,,2012-07-24 09:27:02.000,5.0,,,,,,,,,,,,,,,,, +369,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58.0,35.0,46.0,14.0,58.0,1107.0,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,6.0,6.0,colout,,,,194.0,https://pypi.org/project/colout,194.0,,,,3.0,,2020-06-21 20:05:59.000,,,,,,,,,,,,,,,,,, +370,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59.0,39.0,40.0,11.0,256.0,993.0,,,,1000.0,17,False,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +371,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,42.0,11.0,20.0,13.0,11.0,482.0,2014-04-08 01:58:27.000,1.4,1.0,11.0,17,False,3378.0,3378.0,awesome-slugify,conda-forge/awesome-slugify,,,46436.0,https://pypi.org/project/awesome-slugify,45710.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69730.0,3.0,,,,,,,,,,,,,,,,,,,, +372,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,,12.0,10.0,41.0,3.0,22.0,211.0,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,17,True,6.0,,validr,,,,803.0,https://pypi.org/project/validr,803.0,,,,3.0,,2023-12-13 20:40:33.000,6.0,,,,,,,,,,,,,,,,, +373,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14.0,8.0,19.0,1.0,12.0,183.0,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,235876.0,https://pypi.org/project/flupy,235876.0,,,,3.0,,2022-10-21 16:09:00.872,,,,,,,,,,,,,4.0,,,,, +374,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,,2016-06-18 12:53:23.000,2023-12-27 23:53:36.000,2023-12-27 23:53:32,125.0,,19.0,6.0,64.0,11.0,24.0,169.0,,,,12.0,17,False,275.0,275.0,aioprometheus,,,,150627.0,https://pypi.org/project/aioprometheus,150627.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +375,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125.0,18.0,278.0,89.0,78.0,622.0,2021-05-19 12:53:14.000,0.7.0,7.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,191.0,https://pypi.org/project/kubeflow-kale,191.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +376,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9.0,2.0,20.0,13.0,12.0,98.0,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,16,False,43.0,38.0,cleverdict,,,,848.0,https://pypi.org/project/cleverdict,848.0,,,,3.0,,2022-02-15 06:59:08.000,5.0,,,,,,,,,,,,,,,,, +377,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101.0,53.0,28.0,3.0,2.0,1196.0,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,28.0,https://pypi.org/project/botflow,28.0,,,,3.0,,2018-09-14 14:38:32.000,,,,,,,,,,,,,,,,,, +378,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68.0,19.0,28.0,40.0,30.0,857.0,2021-11-18 16:35:33.000,1.3,13.0,7.0,15,False,,,csvs-to-sqlite,,,,1969.0,https://pypi.org/project/csvs-to-sqlite,1969.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +379,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-04-03 16:00:54.000,2024-01-15 11:48:36,125.0,2.0,8.0,16.0,178.0,2.0,10.0,277.0,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,15,True,3.0,2.0,squirrel-core,squirrel-core,,,667.0,https://pypi.org/project/squirrel-core,667.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,2024-01-15 11:55:58.000,,,,,,,,,,,,,,,1.0,,, +380,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-04-04 01:52:25.000,2024-03-26 22:33:23,986.0,46.0,21.0,2.0,848.0,8.0,18.0,267.0,2024-03-26 00:13:19.000,0.1.60,43.0,15.0,15,False,,,the-guide,,,,3.0,https://pypi.org/project/the-guide,3.0,,,,3.0,,2023-08-11 19:02:53.000,,,,,,,,,,,,,,,,,, +381,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12.0,2.0,5.0,3.0,,81.0,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,918.0,909.0,millify,,,,57335.0,https://pypi.org/project/millify,57335.0,,,,3.0,,2018-01-15 02:19:08.000,9.0,,,,,,,,,,,,,,,,, +382,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Apache Kafka client for Python.,,db-clients,,{},,2020-10-10 10:36:34.532,2024-01-30 18:18:25.561,,,,,,,,,,,,16.0,,15,False,9256.0,9256.0,confluent-kafka,conda-forge/python-confluent-kafka,,,12014906.0,https://pypi.org/project/confluent-kafka,11995018.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,835329.0,3.0,,,,,,,,,,,,,,,-14.0,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24.0,13.0,3.0,6.0,1.0,719.0,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,,126.0,https://pypi.org/project/supersqlite,126.0,,,,3.0,,2018-11-22 02:36:46.000,3.0,,,,,,,,,,,,,,,,, +384,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23.0,18.0,9.0,7.0,6.0,626.0,2018-09-18 21:24:41.000,1.0.19,1.0,6.0,14,False,9.0,9.0,lazydata,,,,28.0,https://pypi.org/project/lazydata,28.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +385,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,20.0,11.0,120.0,21.0,57.0,433.0,,,,4.0,14,False,18.0,18.0,bodywork,,,,188.0,https://pypi.org/project/bodywork,188.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65.0,21.0,2.0,2.0,1.0,548.0,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,72.0,https://pypi.org/project/pandapy,72.0,,,,3.0,,2020-01-25 23:10:32.000,,,,,,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19.0,6.0,77.0,17.0,40.0,106.0,2022-11-22 19:05:29.000,0.11.0,12.0,7.0,13,False,,,datajob,,,,33.0,https://pypi.org/project/datajob,33.0,,,,3.0,,,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11.0,9.0,68.0,6.0,15.0,267.0,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,,32.0,https://pypi.org/project/rasgoql,32.0,,,,3.0,,2022-07-05 16:55:25.000,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34.0,30.0,10.0,3.0,16.0,364.0,,,,12.0,11,False,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29.0,19.0,5.0,1.0,3.0,784.0,,,,3.0,7,False,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 063aa70..5bb4797 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K Β· πŸ“ˆ) - Always know what to expect from your data. Apache-2 -- Typer (πŸ₯ˆ39 Β· ⭐ 13K Β· πŸ“ˆ) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ“ˆ) - Pony Object Relational Mapper. Apache-2 -- srsly (πŸ₯‰29 Β· ⭐ 410 Β· πŸ“ˆ) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 +- polars (πŸ₯‡41 Β· ⭐ 26K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- inflect (πŸ₯ˆ31 Β· ⭐ 910 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- ubelt (πŸ₯‰24 Β· ⭐ 710 Β· πŸ“ˆ) - A Python utility library with a stdlib like feel and extra.. Apache-2 +- flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ“ˆ) - Fluent data pipelines for python and your shell. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- polars (πŸ₯ˆ38 Β· ⭐ 25K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- python-magic (πŸ₯ˆ31 Β· ⭐ 2.5K Β· πŸ“‰) - A python wrapper for libmagic. ❗Unlicensed -- gino (πŸ₯‰24 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. ❗Unlicensed -- inflect (πŸ₯‰24 Β· ⭐ 910 Β· πŸ“‰) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- flupy (πŸ₯‰13 Β· ⭐ 180 Β· πŸ“‰) - Fluent data pipelines for python and your shell. ❗Unlicensed +- redis (πŸ₯ˆ36 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +- keyring (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ“‰) - Store and access your passwords safely. MIT +- libcloud (πŸ₯‰25 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- rsa (πŸ₯‰21 Β· ⭐ 470 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed +- confluent-kafka-python (πŸ₯‰15 Β· πŸ“‰) - Confluents Apache Kafka client for Python. ❗Unlicensed From ba2ebb2949b859b2cbc3871d5beca4f76140fd68 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 11 Apr 2024 13:37:03 +0000 Subject: [PATCH 60/70] Update best-of list for version 2024.04.11 --- README.md | 1468 +++++++++++++++++-------------- history/2024-04-11_changes.md | 20 + history/2024-04-11_projects.csv | 392 +++++++++ latest-changes.md | 20 +- 4 files changed, 1241 insertions(+), 659 deletions(-) create mode 100644 history/2024-04-11_changes.md create mode 100644 history/2024-04-11_projects.csv diff --git a/README.md b/README.md index cb83b85..c8bc9e8 100644 --- a/README.md +++ b/README.md @@ -52,7 +52,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M - [Machine Learning & Data Engineering](#machine-learning--data-engineering) _1 projects_ - [Text Data](#text-data) _12 projects_ - [Web Development](#web-development) _1 projects_ -- [Database Clients](#database-clients) _63 projects_ +- [Database Clients](#database-clients) _64 projects_ - [Data Loading & Extraction](#data-loading--extraction) _30 projects_ - [Data Pipelines & Streaming](#data-pipelines--streaming) _43 projects_ - [File Formats](#file-formats) _3 projects_ @@ -86,7 +86,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡53 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 44M Β· πŸ“¦ 620K Β· πŸ“‹ 6.1K - 9% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 44M Β· πŸ“¦ 620K Β· πŸ“‹ 6.1K - 9% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/protocolbuffers/protobuf @@ -106,16 +106,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 400K Β· πŸ“¦ 99K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 400K Β· πŸ“¦ 100K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 18M / month Β· πŸ“¦ 360 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 18M / month Β· πŸ“¦ 370 Β· ⏱️ 26.03.2024): ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 990K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 1M Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge flatbuffers ``` @@ -147,7 +147,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 54M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 55M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): ``` pip install dill ``` @@ -158,12 +158,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
orjson (πŸ₯ˆ37 Β· ⭐ 5.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 81K Β· πŸ“‹ 380 - 0% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 83K Β· πŸ“‹ 380 - 1% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 20M / month Β· πŸ“¦ 1.4K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 21M / month Β· πŸ“¦ 1.4K Β· ⏱️ 27.03.2024): ``` pip install orjson ``` @@ -174,12 +174,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 11M / month Β· πŸ“¦ 2.5K Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 11M / month Β· πŸ“¦ 2.5K Β· ⏱️ 11.04.2024): ``` pip install jsonpickle ``` @@ -238,12 +238,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
cloudpickle (πŸ₯‰32 Β· ⭐ 1.6K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 58 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 34% open Β· ⏱️ 23.11.2023): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 40M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 39M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.6M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): ``` pip install python-rapidjson ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 51K / month Β· πŸ“¦ 91 Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 52K / month Β· πŸ“¦ 91 Β· ⏱️ 30.03.2024): ``` pip install hickle ``` @@ -286,12 +286,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
srsly (πŸ₯‰28 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 42K Β· πŸ“‹ 29 - 13% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 42K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.3M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.8M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -307,23 +307,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 980K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 950K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 85K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 86K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ```
-
rtoml (πŸ₯‰20 Β· ⭐ 300) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰21 Β· ⭐ 300) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 390 Β· πŸ“‹ 22 - 50% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 400 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 370K / month): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 380K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,35 +342,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 13% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 200M / month): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 200M / month Β· πŸ“¦ 79K Β· ⏱️ 10.04.2024): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 49M Β· ⏱️ 23.02.2024): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 49M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge pandas ```
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polars (πŸ₯‡41 Β· ⭐ 26K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.5K Β· πŸ“₯ 500 Β· πŸ“¦ 4 Β· πŸ“‹ 7.1K - 21% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 510 Β· πŸ“₯ 3.2K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 10.04.2024): + + ``` + git clone https://github.com/h5py/h5py + ``` +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 21M / month Β· πŸ“¦ 15K Β· ⏱️ 10.04.2024): + ``` + pip install h5py + ``` +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 15M Β· ⏱️ 10.04.2024): + ``` + conda install -c conda-forge h5py + ``` +
+
polars (πŸ₯ˆ40 Β· ⭐ 26K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.5K Β· πŸ“₯ 530 Β· πŸ“¦ 4 Β· πŸ“‹ 7.2K - 21% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 5.3M / month Β· πŸ“¦ 520 Β· ⏱️ 01.04.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 5.9M / month Β· πŸ“¦ 530 Β· ⏱️ 08.04.2024): ``` pip install polars ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 25K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 26K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/pydata/xarray @@ -384,57 +400,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge xarray ```
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h5py (πŸ₯ˆ39 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“₯ 3.2K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 03.04.2024): - - ``` - git clone https://github.com/h5py/h5py - ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 21M / month Β· πŸ“¦ 15K Β· ⏱️ 09.10.2023): - ``` - pip install h5py - ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 15M Β· ⏱️ 13.12.2023): - ``` - conda install -c conda-forge h5py - ``` -
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Modin (πŸ₯ˆ37 Β· ⭐ 9.4K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 +
Modin (πŸ₯ˆ37 Β· ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 930K / month Β· πŸ“¦ 35 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 920K / month Β· πŸ“¦ 35 Β· ⏱️ 09.04.2024): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 300K Β· ⏱️ 07.03.2024): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 300K Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge modin-core ```
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 250 Β· πŸ“¦ 3.5K Β· πŸ“‹ 690 - 40% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 250 Β· πŸ“¦ 3.6K Β· πŸ“‹ 730 - 43% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 570K / month Β· πŸ“¦ 540 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 560K / month Β· πŸ“¦ 540 Β· ⏱️ 05.04.2024): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 2.9M Β· ⏱️ 07.03.2024): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 3M Β· ⏱️ 05.04.2024): ``` conda install -c conda-forge zarr ```
PyTables (πŸ₯ˆ35 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 720 - 23% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/PyTables/PyTables @@ -443,7 +443,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 7M Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 7M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge pytables ``` @@ -455,7 +455,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 84K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 79K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -466,12 +466,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 200 Β· πŸ“₯ 610 Β· πŸ“‹ 370 - 0% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 200 Β· πŸ“₯ 620 Β· πŸ“‹ 370 - 1% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 02.04.2024): ``` pip install numexpr ``` @@ -480,18 +480,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge numexpr ```
-
pandera (πŸ₯ˆ33 Β· ⭐ 2.9K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ33 Β· ⭐ 3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“¦ 1.4K Β· πŸ“‹ 740 - 40% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“¦ 1.5K Β· πŸ“‹ 740 - 40% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.5M / month Β· πŸ“¦ 110 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.6M / month Β· πŸ“¦ 120 Β· ⏱️ 05.04.2024): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 34K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 35K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge pandera-core ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 590K / month Β· πŸ“¦ 950 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 580K / month Β· πŸ“¦ 960 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.7M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -535,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 970K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 980K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): ``` pip install Bottleneck ``` @@ -562,12 +562,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
datasketch (πŸ₯‰30 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 23 Β· πŸ“¦ 1.2K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 25 Β· πŸ“¦ 1.2K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.5M / month Β· πŸ“¦ 69 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.7M / month Β· πŸ“¦ 69 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 51K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 50K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -590,16 +590,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 7% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 5.2K / month Β· πŸ“¦ 2 Β· ⏱️ 25.03.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.8K / month Β· πŸ“¦ 2 Β· ⏱️ 09.04.2024): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 25.03.2024): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge static-frame ``` @@ -611,23 +611,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 650K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 680K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 84K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 88K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
-
swifter (πŸ₯‰27 Β· ⭐ 2.4K) - A package which efficiently applies any function to a pandas.. MIT +
swifter (πŸ₯‰27 Β· ⭐ 2.5K) - A package which efficiently applies any function to a pandas.. MIT - [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 480K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 510K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -638,24 +638,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pandas Summary (πŸ₯‰25 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 94K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 93K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ```
pickleDB (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 -- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.6K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.7K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 19K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 23K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -666,7 +666,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn -- pandasql (πŸ₯‰27 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT +- pandasql (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 960 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 - fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT @@ -696,7 +696,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyrsistent (πŸ₯‡34 Β· ⭐ 2K) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 330K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 340K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/tobgu/pyrsistent @@ -726,9 +726,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge multidict ```
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bidict (πŸ₯ˆ32 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 +
anytree (πŸ₯ˆ32 Β· ⭐ 900) - Python tree data library. Apache-2 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 49 Β· πŸ“¦ 24K Β· πŸ“‹ 61 - 3% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 13% open Β· ⏱️ 16.11.2023): + + ``` + git clone https://github.com/c0fec0de/anytree + ``` +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.3M / month Β· πŸ“¦ 360 Β· ⏱️ 16.11.2023): + ``` + pip install anytree + ``` +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 38K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge anytree + ``` +
+
bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 + +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 50 Β· πŸ“¦ 24K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/jab/bidict @@ -742,20 +758,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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anytree (πŸ₯ˆ32 Β· ⭐ 900) - Python tree data library. Apache-2 +
glom (πŸ₯ˆ29 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 13% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 60 Β· πŸ“¦ 1.5K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/c0fec0de/anytree + git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.3M / month Β· πŸ“¦ 360 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): ``` - pip install anytree + pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 38K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 31K Β· ⏱️ 27.11.2023): ``` - conda install -c conda-forge anytree + conda install -c conda-forge glom ```
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT @@ -765,7 +781,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 590K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 600K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): ``` pip install python-benedict ``` @@ -776,12 +792,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (πŸ₯‰28 Β· ⭐ 750 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 83 Β· πŸ“‹ 48 - 18% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 84 Β· πŸ“‹ 48 - 18% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2.1M / month Β· πŸ“¦ 890 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2.2M / month Β· πŸ“¦ 890 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -792,12 +808,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 830K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 810K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -808,12 +824,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
immutables (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.5K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.6K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -822,28 +838,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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python-box (πŸ₯‰24 Β· ⭐ 2.3K Β· πŸ’€) - Python dictionaries with advanced dot notation access. MIT +
python-box (πŸ₯‰24 Β· ⭐ 2.4K Β· πŸ’€) - Python dictionaries with advanced dot notation access. MIT - [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 13% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.1M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 520K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 530K Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge python-box ```
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Show 5 hidden projects... +
Show 4 hidden projects... - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - sqlitedict (πŸ₯ˆ29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- glom (πŸ₯‰24 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. ❗Unlicensed - cleverdict (πŸ₯‰16 Β· ⭐ 98 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -854,7 +869,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.6K Β· πŸ“¦ 370K Β· πŸ“‹ 3.9K - 8% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.6K Β· πŸ“¦ 380K Β· πŸ“‹ 3.9K - 8% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/samuelcolvin/pydantic @@ -863,14 +878,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.2M Β· ⏱️ 16.03.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.3M Β· ⏱️ 16.03.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 200 Β· πŸ“¦ 540K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 210 Β· πŸ“¦ 540K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/Julian/jsonschema @@ -886,16 +901,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ35 Β· ⭐ 900) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 24 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 1% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 25 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 1% open Β· ⏱️ 04.04.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 04.04.2024): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 580K Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 590K Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge validators ``` @@ -907,7 +922,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -916,46 +931,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cerberus ```
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schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT +
voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 210 Β· πŸ“¦ 8.6K Β· πŸ“‹ 180 - 55% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): ``` - git clone https://github.com/keleshev/schema + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 17M / month Β· πŸ“¦ 950 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` - pip install schema + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 350K Β· ⏱️ 03.02.2024): ``` - conda install -c conda-forge schema + conda install -c conda-forge voluptuous ```
-
voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ“‰) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 210 Β· πŸ“¦ 8.7K Β· πŸ“‹ 180 - 55% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 3M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 17M / month Β· πŸ“¦ 960 Β· ⏱️ 26.03.2024): ``` - pip install voluptuous + pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 350K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge schema ```
param (πŸ₯‰31 Β· ⭐ 390) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 66 Β· πŸ“¦ 10K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 67 Β· πŸ“¦ 11K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 550K / month Β· πŸ“¦ 160 Β· ⏱️ 22.03.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 530K / month Β· πŸ“¦ 160 Β· ⏱️ 22.03.2024): ``` pip install param ``` @@ -966,7 +981,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-email-validator (πŸ₯‰29 Β· ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense -- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 93 - 11% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 94 - 11% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/JoshData/python-email-validator @@ -987,7 +1002,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.1M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1019,7 +1034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 890 / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 850 / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1035,7 +1050,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 800 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 530 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1054,30 +1069,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡30 Β· ⭐ 5.3K Β· πŸ’€) - A lightweight, object-oriented finite state machine.. MIT +
transitions (πŸ₯‡31 Β· ⭐ 5.3K Β· πŸ’€) - A lightweight, object-oriented finite state machine.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 4% open Β· ⏱️ 20.09.2023): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 610K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 620K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 610K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 620K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ```
-
algorithms (πŸ₯‰29 Β· ⭐ 23K) - Minimal examples of data structures and algorithms in Python. MIT +
algorithms (πŸ₯‰29 Β· ⭐ 24K) - Minimal examples of data structures and algorithms in Python. MIT - [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.6K Β· πŸ“¦ 100 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.6K / month Β· πŸ“¦ 16 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.5K / month Β· πŸ“¦ 17 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1098,7 +1113,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.5K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 98K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 100K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow @@ -1107,7 +1122,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.1M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.2M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1123,7 +1138,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 54M Β· ⏱️ 01.03.2024): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 55M Β· ⏱️ 01.03.2024): ``` conda install -c conda-forge python-dateutil ``` @@ -1135,18 +1150,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 28M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 29M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 930K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 940K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ```
dateparser (πŸ₯ˆ36 Β· ⭐ 2.5K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 27K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 27K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/scrapinghub/dateparser @@ -1162,7 +1177,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯‰35 Β· ⭐ 310) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 29 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 31 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1219,50 +1234,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
watchdog (πŸ₯‡38 Β· ⭐ 6.2K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
filesystem_spec (πŸ₯‡40 Β· ⭐ 840) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 140K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 110K Β· πŸ“‹ 660 - 36% open Β· ⏱️ 10.04.2024): ``` - git clone https://github.com/gorakhargosh/watchdog + git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 20M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 1K Β· ⏱️ 18.03.2024): ``` - pip install watchdog + pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.8M Β· ⏱️ 07.02.2024): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 16M Β· ⏱️ 19.03.2024): ``` - conda install -c conda-forge watchdog + conda install -c conda-forge fsspec ```
-
filesystem_spec (πŸ₯‡38 Β· ⭐ 760) - A specification that python filesystems should adhere to. BSD-3 +
watchdog (πŸ₯ˆ38 Β· ⭐ 6.2K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 110K Β· πŸ“‹ 640 - 34% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 140K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 12.02.2024): ``` - git clone https://github.com/fsspec/filesystem_spec + git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 240M / month): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 19M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.02.2024): ``` - pip install fsspec + pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 16M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.8M Β· ⏱️ 07.02.2024): ``` - conda install -c conda-forge fsspec + conda install -c conda-forge watchdog ```
filelock (πŸ₯ˆ35 Β· ⭐ 670) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 96 Β· πŸ“¦ 420K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 97 Β· πŸ“¦ 420K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 130M / month Β· πŸ“¦ 3K Β· ⏱️ 25.03.2024): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 130M / month Β· πŸ“¦ 3K Β· ⏱️ 09.04.2024): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 17M Β· ⏱️ 25.03.2024): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 17M Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge filelock ``` @@ -1283,44 +1298,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge aiofiles ```
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scandir (πŸ₯‰30 Β· ⭐ 520 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 +
path (πŸ₯‰30 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“‹ 140 - 1% open Β· ⏱️ 10.04.2024): ``` - git clone https://github.com/benhoyt/scandir + git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.3M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 09.04.2024): ``` - pip install scandir + pip install path ``` -- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.4M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 510K Β· ⏱️ 09.04.2024): ``` - conda install -c conda-forge scandir + conda install -c conda-forge path ```
-
path (πŸ₯‰26 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
scandir (πŸ₯‰29 Β· ⭐ 520 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“‹ 140 - 1% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` - git clone https://github.com/jaraco/path + git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.5M / month): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.2M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` - pip install path + pip install scandir ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 510K Β· ⏱️ 04.02.2024): +- [Conda](https://anaconda.org/conda-forge/scandir) (πŸ“₯ 1.4M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge path + conda install -c conda-forge scandir ```
Show 4 hidden projects... - appdirs (πŸ₯ˆ32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - zipp (πŸ₯ˆ32 Β· ⭐ 48) - Backport of pathlib-compatible object wrapper for zip files. MIT -- pyfilesystem2 (πŸ₯‰25 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- Unipath (πŸ₯‰18 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory.. ❗Unlicensed +- pyfilesystem2 (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1335,7 +1350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 44M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 43M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): ``` pip install future ``` @@ -1362,7 +1377,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 97 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/python/typing @@ -1381,7 +1396,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰25 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys.. ❗Unlicensed +- contextlib2 (πŸ₯‰27 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1389,9 +1404,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡47 Β· ⭐ 6.2K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡47 Β· ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 650K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 650K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/pyca/cryptography @@ -1400,14 +1415,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 46M Β· ⏱️ 25.02.2024): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 47M Β· ⏱️ 25.02.2024): ``` conda install -c conda-forge cryptography ```
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/google/tink @@ -1421,14 +1436,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ npm install tink-crypto ```
-
bcrypt (πŸ₯‰35 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 + +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 400 Β· πŸ“¦ 93K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): + + ``` + git clone https://github.com/Legrandin/pycryptodome + ``` +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): + ``` + pip install pycryptodomex + ``` +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): + ``` + conda install -c conda-forge pycryptodomex + ``` +
+
keyring (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT + +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 510 - 11% open Β· ⏱️ 02.04.2024): + + ``` + git clone https://github.com/jaraco/keyring + ``` +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 53M / month Β· πŸ“¦ 4.4K Β· ⏱️ 02.04.2024): + ``` + pip install keyring + ``` +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.5M Β· ⏱️ 03.04.2024): + ``` + conda install -c conda-forge keyring + ``` +
+
bcrypt (πŸ₯ˆ37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 210K Β· πŸ“‹ 130 - 3% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 56M / month): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 57M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` @@ -1437,14 +1484,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
-
asn1crypto (πŸ₯‰32 Β· ⭐ 320) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰33 Β· ⭐ 320) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 180 - 22% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 78M / month): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 78M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1453,27 +1500,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
-
keyring (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ“‰) - Store and access your passwords safely. MIT +
rsa (πŸ₯‰30 Β· ⭐ 470 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 140 Β· πŸ“‹ 500 - 11% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 30.01.2024): ``` - git clone https://github.com/jaraco/keyring + git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 53M / month): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 180M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): ``` - pip install keyring + pip install rsa ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.4M Β· ⏱️ 03.04.2024): +- [Conda](https://anaconda.org/conda-forge/rsa) (πŸ“₯ 14M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge keyring + conda install -c conda-forge rsa ```
-
Show 2 hidden projects... - -- pycryptodomex (πŸ₯ˆ36 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. ❗Unlicensed -- rsa (πŸ₯‰21 Β· ⭐ 470 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed -

## Infrastructure & DevOps @@ -1482,12 +1524,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 09.04.2024): ``` pip install ansible ``` @@ -1498,55 +1540,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.6K Β· πŸ“¦ 3 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 03.04.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 10.04.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 580M / month Β· πŸ“¦ 8.7K Β· ⏱️ 03.04.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 590M / month Β· πŸ“¦ 8.7K Β· ⏱️ 10.04.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.7M Β· πŸ“¦ 7.6K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.8M Β· πŸ“¦ 7.6K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 180 Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 950K / month Β· πŸ“¦ 180 Β· ⏱️ 10.04.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.4M / month Β· πŸ“¦ 930 Β· ⏱️ 28.03.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.4M / month Β· πŸ“¦ 930 Β· ⏱️ 10.04.2024): ``` npm install @pulumi/pulumi ```
+
paramiko (πŸ₯ˆ42 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 + +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 93K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): + + ``` + git clone https://github.com/paramiko/paramiko + ``` +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 54M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): + ``` + pip install paramiko + ``` +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.4M Β· ⏱️ 19.12.2023): + ``` + conda install -c conda-forge paramiko + ``` +
docker (πŸ₯ˆ42 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 900 Β· πŸ“¦ 78K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 900 Β· πŸ“¦ 79K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/docker/docker-py @@ -1562,7 +1620,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 88M Β· πŸ“¦ 470 Β· πŸ“‹ 7.4K - 3% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 89M Β· πŸ“¦ 470 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/docker/compose @@ -1576,22 +1634,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
-
paramiko (πŸ₯ˆ40 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 - -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 1.9K Β· πŸ“¦ 93K Β· πŸ“‹ 1.6K - 50% open Β· ⏱️ 11.02.2024): - - ``` - git clone https://github.com/paramiko/paramiko - ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 53M / month): - ``` - pip install paramiko - ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.3M Β· ⏱️ 19.12.2023): - ``` - conda install -c conda-forge paramiko - ``` -
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.4K) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.4K - 9% open Β· ⏱️ 02.04.2024): @@ -1610,7 +1652,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
netmiko (πŸ₯‰37 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.2K Β· πŸ“‹ 2K - 7% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.3K Β· πŸ“‹ 2K - 7% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/ktbyers/netmiko @@ -1622,7 +1664,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schedule (πŸ₯‰35 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 960 Β· πŸ“¦ 33K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 950 Β· πŸ“¦ 34K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/dbader/schedule @@ -1631,7 +1673,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 52K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 53K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ``` @@ -1659,7 +1701,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4.4M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1668,26 +1710,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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pyinfra (πŸ₯‰32 Β· ⭐ 2.6K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT - -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 09.03.2024): - - ``` - git clone https://github.com/Fizzadar/pyinfra - ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 60K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): - ``` - pip install pyinfra - ``` -
sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.8K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.9K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 10M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 11M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1696,6 +1726,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
+
pyinfra (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ“‰) - pyinfra automates infrastructure using Python. Its fast and scales.. MIT + +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 09.03.2024): + + ``` + git clone https://github.com/Fizzadar/pyinfra + ``` +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 58K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): + ``` + pip install pyinfra + ``` +
pypyr (πŸ₯‰20 Β· ⭐ 570 Β· πŸ’€) - pypyr task-runner cli & api for automation pipelines. Automate.. Apache-2 - [GitHub](https://github.com/pypyr/pypyr) (πŸ‘¨β€πŸ’» 10 Β· πŸ”€ 26 Β· πŸ“¦ 110 Β· πŸ“‹ 140 - 11% open Β· ⏱️ 22.09.2023): @@ -1703,7 +1745,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.5K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.4K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1742,7 +1784,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ36 Β· ⭐ 8.2K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ35 Β· ⭐ 8.2K Β· πŸ“‰) - Supervisor process control system for Unix.. ❗️Repoze Public License - [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 02.03.2024): @@ -1765,7 +1807,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.1M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.2M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1776,12 +1818,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ptyprocess (πŸ₯‰26 Β· ⭐ 200) - Run a subprocess in a pseudo terminal. ISC -- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 67 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 68 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 72M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1823,14 +1865,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 690K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 700K Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge uvloop ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 120 Β· πŸ“¦ 270K Β· πŸ“‹ 340 - 16% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 120 Β· πŸ“¦ 270K Β· πŸ“‹ 340 - 15% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/agronholm/anyio @@ -1855,7 +1897,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.1K Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.2K Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge asyncer ``` @@ -1867,7 +1909,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 39 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 39 Β· ⏱️ 14.03.2024): ``` pip install aiomisc ``` @@ -1888,18 +1930,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge unsync ```
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stopit (πŸ₯‰21 Β· ⭐ 100) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +
stopit (πŸ₯‰22 Β· ⭐ 100) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT - [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.3K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 660K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 540K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 830K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1910,30 +1952,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡38 Β· ⭐ 7K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡38 Β· ⭐ 7.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 390 Β· πŸ“¦ 740K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 740K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 57M / month): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 57M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3M Β· ⏱️ 23.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.1M Β· ⏱️ 23.01.2024): ``` conda install -c conda-forge python-dotenv ```
traitlets (πŸ₯‡38 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 190 Β· πŸ“₯ 330 Β· πŸ“¦ 420K Β· πŸ“‹ 290 - 32% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 330 Β· πŸ“¦ 420K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 46M / month): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 45M / month Β· πŸ“¦ 15K Β· ⏱️ 12.03.2024): ``` pip install traitlets ``` @@ -1944,16 +1986,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (πŸ₯ˆ34 Β· ⭐ 8.1K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 580 Β· πŸ“¦ 22K Β· πŸ“‹ 1.3K - 17% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 22K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.9K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 930K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 940K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ``` @@ -1965,55 +2007,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month Β· πŸ“¦ 320 Β· ⏱️ 18.03.2024): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 70K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 71K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge dynaconf ```
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omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
python-decouple (πŸ₯‰32 Β· ⭐ 2.7K) - Strict separation of config from code. MIT -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 95 Β· πŸ“¦ 28K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 190 Β· πŸ“₯ 12 Β· πŸ“¦ 130K Β· πŸ“‹ 94 - 4% open Β· ⏱️ 01.01.2024): ``` - git clone https://github.com/omry/omegaconf + git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.3M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` - pip install omegaconf + pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge omegaconf + conda install -c conda-forge python-decouple ```
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python-decouple (πŸ₯‰31 Β· ⭐ 2.7K) - Strict separation of config from code. MIT +
omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/HBNetwork/python-decouple) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 190 Β· πŸ“₯ 12 Β· πŸ“¦ 130K Β· πŸ“‹ 94 - 4% open Β· ⏱️ 01.01.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 95 Β· πŸ“¦ 28K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): ``` - git clone https://github.com/henriquebastos/python-decouple + git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.2M / month): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.5M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): ``` - pip install python-decouple + pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 79K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-decouple + conda install -c conda-forge omegaconf ```
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gin-config (πŸ₯‰27 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 110 Β· πŸ“¦ 8.1K Β· πŸ“‹ 84 - 50% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.2K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 310K / month): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 310K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2029,11 +2071,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 140K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 150K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 58K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 59K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2050,7 +2092,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 300 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 23.03.2024): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 310 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 23.03.2024): ``` git clone https://github.com/pallets/click @@ -2071,43 +2113,43 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 50M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 51M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.4M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.5M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
python-fire (πŸ₯ˆ39 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 32K Β· πŸ“‹ 340 - 43% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 32K Β· πŸ“‹ 340 - 43% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.2M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 870K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 880K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ39 Β· ⭐ 14K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 610 Β· πŸ“¦ 82K Β· πŸ“‹ 380 - 53% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 610 Β· πŸ“¦ 83K Β· πŸ“‹ 380 - 52% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 21M / month Β· πŸ“¦ 3.3K Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 22M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.04.2024): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.1M Β· ⏱️ 29.03.2024): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.2M Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge typer ``` @@ -2119,7 +2161,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 49M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 48M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2130,12 +2172,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 910K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 920K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 170M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 160M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2144,9 +2186,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge colorama ```
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docopt (πŸ₯ˆ35 Β· ⭐ 7.9K) - Pythonic command line arguments parser, that will make you smile. MIT +
docopt (πŸ₯ˆ35 Β· ⭐ 7.9K) - This project is no longer maintained. Please see.. MIT -- [GitHub](https://github.com/docopt/docopt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 570 Β· πŸ“¦ 110K Β· πŸ“‹ 450 - 58% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/docopt/docopt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 570 Β· πŸ“¦ 120K Β· πŸ“‹ 450 - 58% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/docopt/docopt @@ -2167,7 +2209,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 28M / month Β· πŸ“¦ 2.3K Β· ⏱️ 08.03.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 27M / month Β· πŸ“¦ 2.3K Β· ⏱️ 08.03.2024): ``` pip install argcomplete ``` @@ -2192,14 +2234,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cleo ```
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wcwidth (πŸ₯‰33 Β· ⭐ 370) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰33 Β· ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. MIT - [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 55 Β· πŸ“¦ 530K Β· πŸ“‹ 52 - 25% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 65M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 64M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2210,7 +2252,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰30 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 80 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 27% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 82 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 27% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/tmbo/questionary @@ -2231,7 +2273,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 23K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 21K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2240,7 +2282,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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ConfigArgParse (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT +
ConfigArgParse (πŸ₯‰29 Β· ⭐ 690 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): @@ -2251,19 +2293,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 800K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 810K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
docopt-ng (πŸ₯‰22 Β· ⭐ 150) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 18 Β· πŸ“¦ 290 Β· πŸ“‹ 31 - 51% open Β· ⏱️ 29.03.2024): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 18 Β· πŸ“¦ 290 Β· πŸ“‹ 33 - 54% open Β· ⏱️ 29.03.2024): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 170K / month Β· πŸ“¦ 40 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 160K / month Β· πŸ“¦ 42 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2275,7 +2317,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 190 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2283,9 +2325,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT -- clint (πŸ₯‰23 Β· ⭐ 94 Β· πŸ’€) - Python Command-line Application Tools. ISC +- clint (πŸ₯‰24 Β· ⭐ 95 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 51) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 52) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2303,7 +2345,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachetools (πŸ₯‡34 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 250 - 6% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/tkem/cachetools @@ -2319,36 +2361,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 590K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 600K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
+
beaker (πŸ₯‰28 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 + +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.2K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 09.04.2024): + + ``` + git clone https://github.com/bbangert/beaker + ``` +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): + ``` + pip install beaker + ``` +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge beaker + ``` +
cachier (πŸ₯‰27 Β· ⭐ 510) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 59 Β· πŸ“₯ 16 Β· πŸ“¦ 450 Β· πŸ“‹ 79 - 25% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 450 Β· πŸ“‹ 79 - 25% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 75K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 77K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ```
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“₯ 580 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 590 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 290K / month): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 290K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2357,10 +2415,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
-
Show 2 hidden projects... +
Show 1 hidden projects... - cached-property (πŸ₯ˆ30 Β· ⭐ 680 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3 -- beaker (πŸ₯‰25 Β· ⭐ 510) - WSGI middleware for sessions and caching. ❗Unlicensed

@@ -2368,20 +2425,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-web-python - Web UI ( ⭐ 2.1K) - Collection of libraries to implement web-based UIs. +πŸ”— best-of-web-python - Web UI ( ⭐ 2.2K) - Collection of libraries to implement web-based UIs.
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 180K / month Β· πŸ“¦ 620 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 170K / month Β· πŸ“¦ 630 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 340K Β· ⏱️ 05.01.2024): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 340K Β· ⏱️ 08.04.2024): ``` conda install -c conda-forge kivy ``` @@ -2393,35 +2450,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 45K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 42K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 3.8K / month Β· πŸ“¦ 36 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.1K / month Β· πŸ“¦ 36 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 5 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 6 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
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flexx (πŸ₯‰25 Β· ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2 +
flexx (πŸ₯‰26 Β· ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2 - [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 140 Β· πŸ“‹ 460 - 19% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 800 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 870 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2446,14 +2503,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡18 Β· ⭐ 630) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡18 Β· ⭐ 640) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 780 Β· πŸ“‹ 24 - 29% open Β· ⏱️ 09.03.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 840 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 19 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 18 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2476,28 +2533,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 460 Β· πŸ“‹ 180 - 4% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 4% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 25.03.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.04.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 880K Β· ⏱️ 25.03.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 880K Β· ⏱️ 05.04.2024): ``` conda install -c conda-forge phonenumbers ```
emoji (πŸ₯‡35 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 68K Β· πŸ“‹ 160 - 9% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 69K Β· πŸ“‹ 160 - 9% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.1M / month Β· πŸ“¦ 1.6K Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 26.03.2024): ``` pip install emoji ``` @@ -2508,7 +2565,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-slugify (πŸ₯ˆ34 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 80K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 81K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/un33k/python-slugify @@ -2537,19 +2594,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 54 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 50 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
-
inflect (πŸ₯ˆ31 Β· ⭐ 910 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 910) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 99 Β· πŸ“‹ 120 - 23% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 99 Β· πŸ“‹ 120 - 24% open Β· ⏱️ 31.03.2024): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 31.03.2024): ``` pip install inflect ``` @@ -2560,12 +2617,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyahocorasick (πŸ₯‰30 Β· ⭐ 880) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 1 Β· πŸ“¦ 2.6K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 5 Β· πŸ“¦ 2.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 810K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 840K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): ``` pip install pyahocorasick ``` @@ -2574,14 +2631,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyahocorasick ```
-
price-parser (πŸ₯‰19 Β· ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3 +
price-parser (πŸ₯‰21 Β· ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 410 Β· πŸ“‹ 30 - 56% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 410 Β· πŸ“‹ 38 - 65% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 90K / month): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 89K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2590,7 +2647,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 -- awesome-slugify (πŸ₯‰17 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗Unlicensed +- awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 81 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2599,7 +2656,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-web-python ( ⭐ 2.1K) - A ranked list of awesome python libraries for web development. Updated.. +πŸ”— best-of-web-python ( ⭐ 2.2K) - A ranked list of awesome python libraries for web development. Updated..
@@ -2609,25 +2666,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡47 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡48 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 5% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.2B / month): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.2B / month Β· πŸ“¦ 19K Β· ⏱️ 10.04.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.7K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 750K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 750K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2636,19 +2693,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 14M Β· ⏱️ 24.03.2024): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 15M Β· ⏱️ 24.03.2024): ``` conda install -c conda-forge sqlalchemy ```
+
redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python client. MIT + +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 27.03.2024): + + ``` + git clone https://github.com/redis/redis-py + ``` +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 28K Β· ⏱️ 10.03.2024): + ``` + pip install redis + ``` +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 10.03.2024): + ``` + conda install -c conda-forge redis-py + ``` +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.2K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 2.6K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.4K - 9% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.6K - 10% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 780 Β· ⏱️ 06.03.2024): ``` pip install azure-storage-blob ``` @@ -2659,12 +2732,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 66M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 67M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): ``` pip install google-cloud-storage ``` @@ -2675,23 +2748,23 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· ⏱️ 09.04.2024): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.3M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 610K Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 620K Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge peewee ```
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.7K Β· πŸ“¦ 47K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.7K Β· πŸ“¦ 48K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2700,19 +2773,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 980K Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 990K Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge elasticsearch ```
-
PyMySQL (πŸ₯‡39 Β· ⭐ 7.5K) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.5K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 1% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 42M / month): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 42M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2721,14 +2794,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
-
MongoEngine (πŸ₯‡39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 23K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 24K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): ``` pip install mongoengine ``` @@ -2737,9 +2810,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
-
pymongo (πŸ₯‡39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 +
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 11.04.2024): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2753,14 +2826,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
-
python-bigquery (πŸ₯‡39 Β· ⭐ 700) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ39 Β· ⭐ 710) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 28K Β· πŸ“‹ 650 - 8% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 28K Β· πŸ“‹ 660 - 8% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 38M / month Β· πŸ“¦ 1.2K Β· ⏱️ 01.04.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 39M / month Β· πŸ“¦ 1.2K Β· ⏱️ 01.04.2024): ``` pip install google-cloud-bigquery ``` @@ -2780,19 +2853,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.2M Β· ⏱️ 13.01.2024): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.3M Β· ⏱️ 13.01.2024): ``` conda install -c conda-forge alembic ```
kafka-python (πŸ₯ˆ37 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.3K Β· πŸ“₯ 1.8K Β· πŸ“¦ 25K Β· πŸ“‹ 1.5K - 17% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 25K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 12M / month): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 12M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2803,23 +2876,23 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ37 Β· ⭐ 4K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 510 Β· πŸ“₯ 120 Β· πŸ“¦ 1.2K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 510 Β· πŸ“₯ 120 Β· πŸ“¦ 1.3K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 57 Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 180K / month Β· πŸ“¦ 57 Β· ⏱️ 31.03.2024): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 320K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 330K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge ibis-framework ```
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2828,73 +2901,73 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 470K Β· ⏱️ 28.03.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 480K Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge awswrangler ```
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sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 530 Β· πŸ“¦ 11K Β· πŸ“‹ 330 - 52% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.4K - 10% open Β· ⏱️ 11.04.2024): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.3M / month Β· πŸ“¦ 990 Β· ⏱️ 03.04.2024): ``` - pip install sqlmodel + pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 28K Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.5K Β· ⏱️ 08.02.2024): ``` - conda install -c conda-forge sqlmodel + conda install -c anaconda elasticsearch-dsl ```
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redis (πŸ₯ˆ36 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT +
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.6K - 11% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 570 Β· πŸ“¦ 11K Β· πŸ“‹ 380 - 59% open Β· ⏱️ 08.04.2024): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 40M / month): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month Β· πŸ“¦ 220 Β· ⏱️ 17.02.2024): ``` - pip install redis + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 10.03.2024): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 28K Β· ⏱️ 04.12.2023): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge sqlmodel ```
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Elasticsearch DSL (πŸ₯ˆ36 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 +
mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 10% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 160K Β· πŸ“‹ 340 - 2% open Β· ⏱️ 08.02.2024): ``` - git clone https://github.com/elastic/elasticsearch-dsl-py + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.3M / month): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.7M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): ``` - pip install elasticsearch-dsl + pip install mysqlclient ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.5K Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 340K Β· ⏱️ 10.03.2024): ``` - conda install -c anaconda elasticsearch-dsl + conda install -c conda-forge mysqlclient ```
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mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 +
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 160K Β· πŸ“‹ 340 - 2% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 440 - 45% open Β· ⏱️ 22.03.2024): ``` - git clone https://github.com/PyMySQL/mysqlclient + git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.6M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 24.03.2024): ``` - pip install mysqlclient + pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 340K Β· ⏱️ 10.03.2024): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 560K Β· ⏱️ 24.03.2024): ``` - conda install -c conda-forge mysqlclient + conda install -c conda-forge sqlalchemy-utils ```
s3fs (πŸ₯ˆ36 Β· ⭐ 810) - S3 Filesystem. BSD-3 @@ -2908,14 +2981,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.6M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.7M Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge s3fs ```
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 86K Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 87K Β· ⏱️ 01.04.2024): ``` git clone https://github.com/mongodb/motor @@ -2936,7 +3009,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 33M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 34M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): ``` pip install prometheus_client ``` @@ -2947,28 +3020,28 @@ _Libraries for connecting to, operating, and querying databases._
Databases (πŸ₯ˆ34 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 22K Β· πŸ“‹ 330 - 38% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 330 - 38% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 460K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 440K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): ``` pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 190K Β· ⏱️ 22.03.2024): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 200K Β· ⏱️ 06.04.2024): ``` conda install -c conda-forge databases ```
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PyPika (πŸ₯ˆ33 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 270 Β· πŸ“¦ 20K Β· πŸ“‹ 420 - 39% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 280 Β· πŸ“¦ 20K Β· πŸ“‹ 460 - 44% open Β· ⏱️ 10.12.2023): ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.7M / month): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.7M / month Β· πŸ“¦ 120 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` @@ -2977,7 +3050,23 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pypika ```
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Cassandra Driver (πŸ₯ˆ33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 + +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 02.04.2024): + + ``` + git clone https://github.com/boto/s3transfer + ``` +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 330M / month Β· πŸ“¦ 4.4K Β· ⏱️ 14.03.2024): + ``` + pip install s3transfer + ``` +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 15.03.2024): + ``` + conda install -c conda-forge s3transfer + ``` +
+
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 - [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.6K Β· ⏱️ 26.03.2024): @@ -2993,9 +3082,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge cassandra-driver ```
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minio (πŸ₯ˆ33 Β· ⭐ 750) - MinIO Client SDK for Python. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 860) - Neo4j Bolt driver for Python. Apache-2 + +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 8.7K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 02.04.2024): + + ``` + git clone https://github.com/neo4j/neo4j-python-driver + ``` +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 02.04.2024): + ``` + pip install neo4j-driver + ``` +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 02.04.2024): + ``` + conda install -c conda-forge neo4j-python-driver + ``` +
+
minio (πŸ₯‰33 Β· ⭐ 760) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 7K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 7.1K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/minio/minio-py @@ -3009,9 +3114,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge minio ```
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pandas-gbq (πŸ₯ˆ33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 +
pandas-gbq (πŸ₯‰33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.7K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.7K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3032,7 +3137,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 240K / month Β· πŸ“¦ 180 Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 29.03.2024): ``` pip install records ``` @@ -3043,7 +3148,7 @@ _Libraries for connecting to, operating, and querying databases._
Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 93 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 96 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony @@ -3059,7 +3164,7 @@ _Libraries for connecting to, operating, and querying databases._
PynamoDB (πŸ₯‰32 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/pynamodb/PynamoDB @@ -3068,25 +3173,21 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 540K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 550K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
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s3transfer (πŸ₯‰32 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 +
libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 120 Β· πŸ“¦ 280K Β· πŸ“‹ 60 - 40% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/boto/s3transfer - ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 320M / month): - ``` - pip install s3transfer + git clone https://github.com/apache/libcloud ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 250K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` - conda install -c conda-forge s3transfer + pip install apache-libcloud ```
tortoise-orm (πŸ₯‰31 Β· ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 @@ -3121,6 +3222,34 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
+
pygsheets (πŸ₯‰31 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT + +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): + + ``` + git clone https://github.com/nithinmurali/pygsheets + ``` +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.8M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): + ``` + pip install pygsheets + ``` +
+
cx-Oracle (πŸ₯‰31 Β· ⭐ 880 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 + +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.2K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 17.08.2023): + + ``` + git clone https://github.com/oracle/python-cx_Oracle + ``` +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.8M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): + ``` + pip install cx-Oracle + ``` +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 540K Β· ⏱️ 24.09.2023): + ``` + conda install -c conda-forge cx_oracle + ``` +
dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT - [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 300 Β· πŸ“¦ 3.8K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): @@ -3132,14 +3261,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.1K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.2K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 360 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 360 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/django-haystack/pysolr @@ -3148,14 +3277,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 27K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysolr ```
piccolos (πŸ₯‰29 Β· ⭐ 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 340 Β· πŸ“‹ 380 - 32% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 350 Β· πŸ“‹ 380 - 32% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/piccolo-orm/piccolo @@ -3172,11 +3301,27 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 79K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 76K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): ``` pip install prisma ```
+
confluent-kafka-python (πŸ₯‰27 Β· ⭐ 3.4K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 + +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.3K): + + ``` + git clone https://github.com/confluentinc/confluent-kafka-python + ``` +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 12M / month Β· πŸ“¦ 490 Β· ⏱️ 25.10.2023): + ``` + pip install confluent-kafka + ``` +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 840K Β· ⏱️ 30.01.2024): + ``` + conda install -c conda-forge python-confluent-kafka + ``` +
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT - [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 840 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): @@ -3195,72 +3340,67 @@ _Libraries for connecting to, operating, and querying databases._
filedepot (πŸ₯‰27 Β· ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 1K Β· πŸ“‹ 46 - 15% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 1.1K Β· πŸ“‹ 46 - 15% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 14K / month Β· πŸ“¦ 49 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 49 Β· ⏱️ 22.02.2024): ``` pip install filedepot ```
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ODMantic (πŸ₯‰26 Β· ⭐ 960) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰26 Β· ⭐ 970) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.2K Β· πŸ“‹ 170 - 48% open Β· ⏱️ 23.03.2024): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 26K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): ``` pip install odmantic ```
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libcloud (πŸ₯‰25 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 +
aioprometheus (πŸ₯‰22 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 860 Β· πŸ“‹ 200 - 39% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 290 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): ``` - git clone https://github.com/apache/libcloud + git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 270K / month): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 140K / month Β· πŸ“¦ 13 Β· ⏱️ 27.12.2023): ``` - pip install apache-libcloud + pip install aioprometheus ```
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psycopg3 (πŸ₯‰19 Β· ⭐ 1.4K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 +
psycopg3 (πŸ₯‰19 Β· ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 420 - 7% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 420 - 7% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/psycopg/psycopg ```
-
Show 22 hidden projects... +
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ37 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ35 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- SQLAlchemy-Utils (πŸ₯ˆ34 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. ❗Unlicensed -- neo4j-driver (πŸ₯‰31 Β· ⭐ 860) - Neo4j Bolt driver for Python. ❗Unlicensed -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 62) - Google Cloud Bigtable API client library. Apache-2 -- pygsheets (πŸ₯‰29 Β· ⭐ 1.5K) - Google Sheets Python API v4. ❗Unlicensed +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 63) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- cx-Oracle (πŸ₯‰29 Β· ⭐ 880 Β· πŸ’€) - Python interface to Oracle Database now superseded by.. ❗Unlicensed - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- py2neo (πŸ₯‰22 Β· ⭐ 9) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - PugSQL (πŸ₯‰20 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - gsheets-db-api (πŸ₯‰20 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- py2neo (πŸ₯‰18 Β· ⭐ 9) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- aioprometheus (πŸ₯‰17 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based.. ❗Unlicensed +- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT -- lazydata (πŸ₯‰14 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3272,60 +3412,76 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 43K Β· πŸ“‹ 2.8K - 23% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 44K Β· πŸ“‹ 2.8K - 23% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 8.3M / month Β· πŸ“¦ 1K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 8.7M / month Β· πŸ“¦ 1K Β· ⏱️ 01.03.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 690K Β· ⏱️ 02.03.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 700K Β· ⏱️ 02.03.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 710 - 2% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 25.03.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.04.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 900K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 900K Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge faker ```
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Tablib (πŸ₯‡36 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯‡37 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 560 Β· πŸ“¦ 96K Β· πŸ“‹ 250 - 10% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 96K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 2M / month): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 04.04.2024): ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 95K Β· ⏱️ 24.03.2024): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 95K Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge tablib ```
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gdown (πŸ₯ˆ34 Β· ⭐ 3.8K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT +
xlwings (πŸ₯ˆ36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 28K Β· πŸ“‹ 160 - 15% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 02.04.2024): + + ``` + git clone https://github.com/xlwings/xlwings + ``` +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 170K / month Β· πŸ“¦ 650 Β· ⏱️ 02.04.2024): + ``` + pip install xlwings + ``` +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 730K Β· ⏱️ 03.04.2024): + ``` + conda install -c conda-forge xlwings + ``` +
+
gdown (πŸ₯ˆ34 Β· ⭐ 3.9K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT + +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 160 - 16% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month Β· πŸ“¦ 490 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month Β· πŸ“¦ 500 Β· ⏱️ 03.02.2024): ``` pip install gdown ``` @@ -3341,7 +3497,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 23M / month Β· πŸ“¦ 650 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 24M / month Β· πŸ“¦ 650 Β· ⏱️ 26.03.2024): ``` pip install smart-open ``` @@ -3350,6 +3506,22 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
+
python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT + +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 270 Β· πŸ“¦ 55K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 09.10.2023): + + ``` + git clone https://github.com/ahupp/python-magic + ``` +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 9.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): + ``` + pip install python-magic + ``` +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 250K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge python-magic + ``` +
csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT - [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 28.03.2024): @@ -3382,14 +3554,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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snorkel (πŸ₯ˆ31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 +
Intake (πŸ₯ˆ32 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 490 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.2K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 26.03.2024): + + ``` + git clone https://github.com/intake/intake + ``` +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 59K / month Β· πŸ“¦ 130 Β· ⏱️ 19.03.2024): + ``` + pip install intake + ``` +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 560K Β· ⏱️ 19.03.2024): + ``` + conda install -c conda-forge intake + ``` +
+
snorkel (πŸ₯‰31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 + +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 500 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 42K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 40K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` @@ -3398,48 +3586,44 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge snorkel ```
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Intake (πŸ₯‰30 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
textract (πŸ₯‰27 Β· ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.2K Β· πŸ“‹ 360 - 27% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 560 Β· πŸ“‹ 250 - 49% open Β· ⏱️ 10.03.2024): ``` - git clone https://github.com/intake/intake + git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 62K / month): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 130K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): ``` - pip install intake + pip install textract ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 560K Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/textract) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge intake + conda install -c conda-forge textract ```
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img2dataset (πŸ₯‰28 Β· ⭐ 3.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 3.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.6K Β· πŸ“¦ 130 Β· πŸ“‹ 240 - 42% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.6K Β· πŸ“¦ 130 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 40K / month): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 37K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ```
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textract (πŸ₯‰27 Β· ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT +
camelot (πŸ₯‰24 Β· ⭐ 2.6K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 560 Β· πŸ“‹ 250 - 49% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 410 Β· πŸ“‹ 380 - 70% open Β· ⏱️ 02.10.2023): ``` - git clone https://github.com/deanmalmgren/textract - ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 130K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): - ``` - pip install textract + git clone https://github.com/camelot-dev/camelot ``` -- [Conda](https://anaconda.org/conda-forge/textract) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.9K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` - conda install -c conda-forge textract + pip install camelot ```
rows (πŸ₯‰23 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 @@ -3454,30 +3638,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install rows ```
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Upgini (πŸ₯‰21 Β· ⭐ 280) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰21 Β· ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 10.04.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 7.4K / month Β· ⏱️ 01.04.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6.2K / month Β· ⏱️ 04.04.2024): ``` pip install upgini ```
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camelot (πŸ₯‰20 Β· ⭐ 2.6K) - A Python library to extract tabular data from PDFs. MIT - -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 410 Β· πŸ“‹ 310 - 64% open Β· ⏱️ 02.10.2023): - - ``` - git clone https://github.com/camelot-dev/camelot - ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 7K / month): - ``` - pip install camelot - ``` -
excalibur (πŸ₯‰20 Β· ⭐ 1.5K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): @@ -3485,7 +3657,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.5K / month): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.4K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ``` @@ -3497,7 +3669,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 670 / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 630 / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3506,14 +3678,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c anaconda squirrel-core ```
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Show 14 hidden projects... +
Show 12 hidden projects... - xmltodict (πŸ₯ˆ35 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- xlwings (πŸ₯ˆ34 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python.. ❗Unlicensed - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- python-magic (πŸ₯ˆ31 Β· ⭐ 2.5K) - A python wrapper for libmagic. ❗Unlicensed +- SDV (πŸ₯‰31 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰30 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- SDV (πŸ₯‰30 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗Unlicensed - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT @@ -3521,7 +3691,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 290 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- csvs-to-sqlite (πŸ₯‰15 Β· ⭐ 860 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 860 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3531,14 +3701,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡48 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡49 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 9K - 9% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 9K - 10% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 03.04.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 08.04.2024): ``` pip install apache-airflow ``` @@ -3546,19 +3716,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 920M Β· ⭐ 510 Β· ⏱️ 03.04.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 960M Β· ⭐ 510 Β· ⏱️ 08.04.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.8M / month Β· πŸ“¦ 15K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.7M / month Β· πŸ“¦ 15K Β· ⏱️ 27.03.2024): ``` pip install celery ``` @@ -3569,48 +3739,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.5K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.7K Β· πŸ“‹ 6.7K - 65% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.8K Β· πŸ“‹ 6.7K - 65% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.9M / month Β· πŸ“¦ 190 Β· ⏱️ 03.04.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.9M / month Β· πŸ“¦ 190 Β· ⏱️ 08.04.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 61K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 62K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.7K Β· πŸ“‹ 4.7K - 13% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.7K Β· πŸ“‹ 4.7K - 13% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 890K / month Β· πŸ“¦ 160 Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 940K / month Β· πŸ“¦ 160 Β· ⏱️ 04.04.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 610K Β· ⏱️ 29.03.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 620K Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.2K Β· πŸ“‹ 7.3K - 34% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.2K Β· πŸ“‹ 7.3K - 33% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 880K / month Β· πŸ“¦ 140 Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 840K / month Β· πŸ“¦ 140 Β· ⏱️ 04.04.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 30.03.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge dagster ``` @@ -3622,7 +3792,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.8M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): ``` pip install rq ``` @@ -3633,7 +3803,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/great-expectations/great_expectations @@ -3647,9 +3817,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge great-expectations ```
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joblib (πŸ₯ˆ40 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 + +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“¦ 420K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 10.04.2024): + + ``` + git clone https://github.com/joblib/joblib + ``` +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 49M / month Β· πŸ“¦ 6.9K Β· ⏱️ 08.04.2024): + ``` + pip install joblib + ``` +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 25M Β· ⏱️ 08.04.2024): + ``` + conda install -c conda-forge joblib + ``` +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.3K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/kedro-org/kedro @@ -3661,12 +3847,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
dbt (πŸ₯ˆ38 Β· ⭐ 8.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.6K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.7K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 46K / month Β· πŸ“¦ 30 Β· ⏱️ 01.04.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 44K / month Β· πŸ“¦ 30 Β· ⏱️ 04.04.2024): ``` pip install dbt ``` @@ -3675,30 +3861,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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joblib (πŸ₯ˆ38 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 - -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 380 Β· πŸ“¦ 410K Β· πŸ“‹ 880 - 45% open Β· ⏱️ 03.04.2024): - - ``` - git clone https://github.com/joblib/joblib - ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 48M / month Β· πŸ“¦ 6.8K Β· ⏱️ 09.08.2023): - ``` - pip install joblib - ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 25M Β· ⏱️ 09.08.2023): - ``` - conda install -c conda-forge joblib - ``` -
luigi (πŸ₯ˆ36 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 610 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 420K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 380K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3714,7 +3884,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.9M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.6M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3723,50 +3893,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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Activeloop (πŸ₯ˆ33 Β· ⭐ 7.6K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.8K / month): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.8K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 390 Β· πŸ“₯ 1 Β· πŸ“¦ 470 Β· πŸ“‹ 300 - 20% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 470 Β· πŸ“‹ 300 - 20% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 16K / month Β· πŸ“¦ 2 Β· ⏱️ 25.03.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 15K / month Β· πŸ“¦ 2 Β· ⏱️ 09.04.2024): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 46 Β· πŸ“¦ 240 Β· πŸ“‹ 420 - 3% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 48 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 3% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 240K / month Β· πŸ“¦ 6 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 250K / month Β· πŸ“¦ 6 Β· ⏱️ 10.04.2024): ``` pip install whylogs ```
arq (πŸ₯ˆ30 Β· ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 150 Β· πŸ“¦ 570 Β· πŸ“‹ 210 - 28% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 150 Β· πŸ“¦ 580 Β· πŸ“‹ 210 - 28% open Β· ⏱️ 01.04.2024): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 93K / month Β· πŸ“¦ 21 Β· ⏱️ 01.04.2024): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 95K / month Β· πŸ“¦ 21 Β· ⏱️ 01.04.2024): ``` pip install arq ``` @@ -3777,28 +3947,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
huey (πŸ₯‰29 Β· ⭐ 4.9K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.4K Β· ⏱️ 23.01.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.4K Β· ⏱️ 04.04.2024): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 90K / month): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 93K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` -- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/huey) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge huey ```
mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 470 - 22% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -3814,7 +3984,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 4.8K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.5K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` @@ -3825,12 +3995,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 770 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 780 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 180K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 190K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ``` @@ -3842,33 +4012,33 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.9K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ```
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TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 88 - 53% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 04.03.2024): ``` - git clone https://github.com/closeio/tasktiger + git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5.6K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 220K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): ``` - pip install tasktiger + pip install dbnd ```
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dbnd (πŸ₯‰22 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 5 - 20% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 88 - 53% open Β· ⏱️ 05.03.2024): ``` - git clone https://github.com/databand-ai/dbnd + git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 220K / month): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5.8K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): ``` - pip install dbnd + pip install tasktiger ```
BatchFlow (πŸ₯‰20 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 @@ -3878,7 +4048,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 380 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 360 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -3890,7 +4060,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 150 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 100 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ``` @@ -3902,19 +4072,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 53 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
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flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ“ˆ) - Fluent data pipelines for python and your shell. MIT +
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT - [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 240K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -3924,17 +4094,17 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 -- Pypeline (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT -- streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 +- streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 +- Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark -- riko (πŸ₯‰17 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT +- bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 -- bodywork-core (πŸ₯‰14 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 - RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0
@@ -3946,7 +4116,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 930 - 1% open Β· ⏱️ 23.02.2024): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 930 - 1% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -3986,18 +4156,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
deepdiff (πŸ₯‡34 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT +
deepdiff (πŸ₯‡36 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 210 Β· πŸ“¦ 9.8K Β· πŸ“‹ 290 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 220 Β· πŸ“¦ 9.9K Β· πŸ“‹ 290 - 20% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 9.7M / month Β· πŸ“¦ 900 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 10M / month Β· πŸ“¦ 900 Β· ⏱️ 08.04.2024): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 410K Β· ⏱️ 14.11.2023): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 410K Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge deepdiff ``` @@ -4009,11 +4179,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 32M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 31M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` -- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.7M Β· ⏱️ 03.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.8M Β· ⏱️ 03.06.2023): ``` conda install -c conda-forge typing_inspect ``` @@ -4031,7 +4201,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5.1K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 990K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 990K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/python-attrs/attrs @@ -4045,7 +4215,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
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more-itertools (πŸ₯‡40 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡39 Β· ⭐ 3.4K Β· πŸ“‰) - More routines for operating on iterables, beyond itertools. MIT - [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 220K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 21.03.2024): @@ -4063,7 +4233,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
toolz (πŸ₯ˆ37 Β· ⭐ 4.5K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 250 Β· πŸ“¦ 140K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 250 Β· πŸ“¦ 150K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/pytoolz/toolz @@ -4079,7 +4249,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ35 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 25 Β· πŸ“¦ 6.8K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 27 Β· πŸ“¦ 6.8K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 31.03.2024): ``` git clone https://github.com/mahmoud/boltons @@ -4100,23 +4270,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 50M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 49M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.1M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.2M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ```
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returns (πŸ₯‰31 Β· ⭐ 3.2K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰31 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 530 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 540 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 170K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` @@ -4127,7 +4297,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
natsort (πŸ₯‰30 Β· ⭐ 850) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 28K Β· πŸ“‹ 93 - 1% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 28K Β· πŸ“‹ 94 - 2% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/SethMMorton/natsort @@ -4141,7 +4311,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge natsort ```
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funcy (πŸ₯‰29 Β· ⭐ 3.2K) - A fancy and practical functional tools. BSD-3 +
funcy (πŸ₯‰29 Β· ⭐ 3.3K) - A fancy and practical functional tools. BSD-3 - [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 11K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 01.02.2024): @@ -4157,14 +4327,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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ubelt (πŸ₯‰24 Β· ⭐ 710 Β· πŸ“ˆ) - A Python utility library with a stdlib like feel and extra.. Apache-2 +
ubelt (πŸ₯‰24 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 29.03.2024): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“₯ 3 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 29.03.2024): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 19K / month Β· πŸ“¦ 66 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 66 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` @@ -4179,8 +4349,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 710 Β· πŸ’€) - API Rate Limit Decorator. MIT +- CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT -- CommonRegex (πŸ₯‰20 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT

@@ -4190,12 +4360,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 59K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 69K - 12% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 69K - 12% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 53 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 52 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4210,7 +4380,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 75K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 30.03.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 76K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 30.03.2024): ``` git clone https://github.com/micropython/micropython @@ -4222,8 +4392,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 4 hidden projects... -- grumpy (πŸ₯ˆ22 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 -- pyston (πŸ₯ˆ22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 +- grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 +- pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 990 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed
@@ -4235,7 +4405,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 600 Β· πŸ“¦ 700K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 600 Β· πŸ“¦ 700K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 07.04.2024): ``` git clone https://github.com/pygments/pygments @@ -4249,18 +4419,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pygments ```
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cookiecutter (πŸ₯‡41 Β· ⭐ 21K) - A cross-platform command-line utility that creates projects from.. BSD-3 +
cookiecutter (πŸ₯‡41 Β· ⭐ 22K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 27K Β· πŸ“‹ 870 - 25% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 27K Β· πŸ“‹ 870 - 25% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 970K Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 980K Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge cookiecutter ``` @@ -4283,7 +4453,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ38 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 590 Β· πŸ“¦ 780K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 30.03.2024): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 590 Β· πŸ“¦ 790K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 30.03.2024): ``` git clone https://github.com/eliben/pycparser @@ -4308,7 +4478,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.2M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.3M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4329,21 +4499,21 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
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Copier (πŸ₯ˆ34 Β· ⭐ 1.6K) - Library and command-line utility for rendering projects templates. MIT +
Copier (πŸ₯ˆ34 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 910 Β· πŸ“‹ 450 - 13% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 910 Β· πŸ“‹ 460 - 15% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 68 Β· ⏱️ 04.04.2024): ``` pip install copier ```
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/pytest-dev/pluggy @@ -4364,11 +4534,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 92M / month Β· πŸ“¦ 24K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 92M / month Β· πŸ“¦ 25K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 26M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 27M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge decorator ``` @@ -4391,7 +4561,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰31 Β· ⭐ 900 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 5.9K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 6K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore @@ -4400,7 +4570,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 69K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4412,7 +4582,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 470K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 580K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4421,18 +4591,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
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Send2Trash (πŸ₯‰27 Β· ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
Send2Trash (πŸ₯‰28 Β· ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 40 Β· πŸ“‹ 59 - 47% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 40 Β· πŸ“‹ 60 - 48% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 20M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.04.2023): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 20M / month Β· πŸ“¦ 2.8K Β· ⏱️ 07.04.2024): ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 08.04.2024): ``` conda install -c conda-forge send2trash ``` @@ -4444,7 +4614,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 910K / month Β· πŸ“¦ 280 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 860K / month Β· πŸ“¦ 280 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4460,7 +4630,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 6.4M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 6.9M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` diff --git a/history/2024-04-11_changes.md b/history/2024-04-11_changes.md new file mode 100644 index 0000000..293ca5f --- /dev/null +++ b/history/2024-04-11_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python client. MIT +- keyring (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +- libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- rsa (πŸ₯‰30 Β· ⭐ 470 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 +- confluent-kafka-python (πŸ₯‰27 Β· ⭐ 3.4K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- polars (πŸ₯ˆ40 Β· ⭐ 26K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- more-itertools (πŸ₯‡39 Β· ⭐ 3.4K Β· πŸ“‰) - More routines for operating on iterables, beyond itertools. MIT +- supervisor (πŸ₯ˆ35 Β· ⭐ 8.2K Β· πŸ“‰) - Supervisor process control system for Unix.. ❗️Repoze Public License +- schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ“‰) - Schema validation just got Pythonic. MIT +- pyinfra (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ“‰) - pyinfra automates infrastructure using Python. Its fast and scales.. MIT + diff --git a/history/2024-04-11_projects.csv b/history/2024-04-11_projects.csv new file mode 100644 index 0000000..6d8b86c --- /dev/null +++ b/history/2024-04-11_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-04 14:57:41.000,2024-04-04 14:57:40,477.0,23.0,2286,388.0,255.0,22.0,34.0,15278,2024-04-04 14:57:47.000,2024.04.04,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-04-11 09:57:43.000,2024-04-11 09:57:43,328.0,29.0,161,54.0,195.0,,3.0,2157,2024-04-04 17:10:54.000,2024.04.04,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-04-04 14:55:17.000,2024-04-04 14:55:17,321.0,24.0,43,25.0,186.0,3.0,5.0,903,2024-04-04 14:55:23.000,2024.04.04,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-04-11 09:57:43.000,2024-04-11 09:57:43,328.0,29.0,161,54.0,195.0,,3.0,2157,2024-04-04 17:10:54.000,2024.04.04,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-04 14:57:41.000,2024-04-04 14:57:40,477.0,23.0,2286,388.0,255.0,22.0,34.0,15278,2024-04-04 14:57:47.000,2024.04.04,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2024-04-08 22:44:05.000,2023-01-27 22:41:14,830.0,,6999,1665.0,325.0,13.0,74.0,39310,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-04 14:57:41.000,2024-04-04 14:57:40,477.0,23.0,2286,388.0,255.0,22.0,34.0,15278,2024-04-04 14:57:47.000,2024.04.04,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-04-11 12:24:44.000,2024-04-10 15:36:29,34727.0,609.0,17283,1116.0,31935.0,3723.0,22644.0,41842,2024-04-10 19:47:02.000,2.2.2,126.0,3607.0,54,True,1696350.0,1617192.0,pandas,conda-forge/pandas,['pandas'],256569.0,201013932.0,https://pypi.org/project/pandas,2024-04-10 19:44:10.000,79158.0,199836871.0,https://anaconda.org/conda-forge/pandas,2024-04-11 00:45:25.805,49341260.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-04-11 11:35:48.000,2024-04-11 11:35:42,17486.0,717.0,15226,2057.0,10217.0,561.0,5585.0,63489,2024-03-27 20:37:37.000,5.26.1,159.0,1222.0,53,True,640048.0,619479.0,protobuf,conda-forge/protobuf,,44289802.0,194751709.0,https://pypi.org/project/protobuf,2024-03-27 20:37:37.000,16866.0,185972865.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,17245176.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3703.0,7405340.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-04-11 13:32:44.000,2024-04-11 05:27:49,35614.0,828.0,9196,593.0,13872.0,2106.0,10406.0,26228,2024-02-06 00:32:23.000,1.26.4,158.0,1757.0,51,False,2375211.0,2228980.0,numpy,conda-forge/numpy,,960819.0,256520797.0,https://pypi.org/project/numpy,2024-03-30 16:16:42.000,146231.0,254932943.0,https://anaconda.org/conda-forge/numpy,2024-04-01 04:09:25.052,72481854.0,1.0,,,,,,,,,,,,,,,,,, +10,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-04-11 13:30:03.000,2024-04-11 13:23:47,24037.0,1285.0,13494,754.0,25944.0,907.0,8113.0,34825,2024-04-08 12:11:00.000,2.9.0,190.0,3250.0,49,True,10606.0,10246.0,apache-airflow,conda-forge/airflow,,611600.0,34328505.0,https://pypi.org/project/apache-airflow,2024-04-08 08:52:40.000,360.0,25395514.0,https://anaconda.org/conda-forge/airflow,2024-04-02 00:20:57.044,1008601.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-04-08 10:34:01.995914,509.0,961707423.0,,,,,,, +11,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-04-11 02:20:04.000,2024-04-10 14:09:04,54346.0,142.0,23652,1923.0,50570.0,858.0,31626.0,61002,2024-03-27 16:48:26.000,9.4.0,349.0,6829.0,48,True,37346.0,33245.0,ansible,conda-forge/ansible,,,5549438.0,https://pypi.org/project/ansible,2024-04-09 15:22:23.000,4101.0,5528089.0,https://anaconda.org/conda-forge/ansible,2024-03-28 05:34:16.747,1003446.0,1.0,,,,,,,,,,,,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-04-11 07:11:25.778,2024-04-10 18:06:12,5886.0,200.0,1814,241.0,729.0,205.0,3007.0,8671,2024-04-10 19:12:33.000,1.34.82,1531.0,155.0,48,True,440724.0,421987.0,boto3,conda-forge/boto3,,,1239585712.0,https://pypi.org/project/boto3,2024-04-10 19:12:33.000,18737.0,1239192629.0,https://anaconda.org/conda-forge/boto3,2024-04-11 07:11:25.778,18474920.0,1.0,,,,,,,,,,,,,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-04-11 12:29:59.000,2024-04-11 12:29:59,11865.0,490.0,1412,130.0,8343.0,35.0,2389.0,6264,2024-02-24 01:16:46.000,42.0.5,128.0,312.0,47,True,670724.0,648413.0,cryptography,conda-forge/cryptography,,,246651723.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22311.0,245616143.0,https://anaconda.org/conda-forge/cryptography,2024-02-25 09:29:00.614,46601119.0,1.0,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-04-11 10:03:32.000,2024-04-11 10:03:32,12509.0,95.0,4570,471.0,3306.0,683.0,4381.0,23380,2023-11-22 15:18:14.000,5.3.6,205.0,1343.0,46,True,145285.0,130131.0,celery,conda-forge/celery,,,9746417.0,https://pypi.org/project/celery,2024-03-27 15:13:39.000,15154.0,9711878.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1588806.0,1.0,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-04-10 17:18:57.000,2024-04-09 14:23:18,2853.0,146.0,1606,111.0,3488.0,340.0,3557.0,18443,2024-04-03 13:05:51.000,1.10.15,137.0,496.0,45,True,389709.0,377820.0,pydantic,conda-forge/pydantic,,,169005053.0,https://pypi.org/project/pydantic,2024-04-03 19:12:20.000,11889.0,168842696.0,https://anaconda.org/conda-forge/pydantic,2024-03-16 22:22:00.397,7306068.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-04-08 07:24:16.000,2024-03-23 13:32:37,2422.0,3.0,1411,183.0,1095.0,111.0,1445.0,14969,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1707236.0,1630120.0,click,conda-forge/click,,306.0,187168203.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,77116.0,186195726.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,34036508.0,1.0,,,,,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-04-10 20:42:24.000,2024-04-10 20:42:08,16919.0,148.0,1306,96.0,774.0,222.0,7505.0,8693,2024-03-23 21:53:32.000,rel_2_0_29,302.0,703.0,45,True,801542.0,753077.0,SQLAlchemy,conda-forge/sqlalchemy,,47961.0,110942303.0,https://pypi.org/project/SQLAlchemy,2024-03-23 21:53:23.000,48465.0,110576735.0,https://anaconda.org/conda-forge/sqlalchemy,2024-03-24 15:04:08.628,14581079.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-04-11 11:00:09.750,2024-04-10 18:06:15,12017.0,230.0,3930,571.0,3745.0,592.0,4037.0,14845,2024-04-10 19:12:19.000,1.32.82,1936.0,441.0,44,True,3082.0,4.0,awscli,conda-forge/awscli,,1653.0,158920859.0,https://pypi.org/project/awscli,2024-04-10 19:12:19.000,3078.0,158424445.0,https://anaconda.org/conda-forge/awscli,2024-04-11 11:00:09.750,22337535.0,1.0,,,,,,,,,,,,,,,,,, +19,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-04-11 13:34:46.000,2024-04-11 13:17:08,42024.0,562.0,4113,262.0,24300.0,4385.0,2338.0,7472,2024-04-08 13:09:27.000,2.55.1,113.0,1622.0,44,True,6957.0,6771.0,apache-beam,conda-forge/apache-beam-with-aws,,,6884757.0,https://pypi.org/project/apache-beam,2024-04-08 13:08:51.000,186.0,6882763.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-03-26 10:29:29.196,61825.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-04-11 00:02:47.159,2024-04-10 18:05:58,10864.0,244.0,1053,67.0,2070.0,137.0,950.0,1408,2024-04-10 19:12:46.000,1.34.82,1929.0,204.0,44,True,326599.0,317869.0,botocore,conda-forge/botocore,,,587192413.0,https://pypi.org/project/botocore,2024-04-10 19:12:46.000,8730.0,586570931.0,https://anaconda.org/conda-forge/botocore,2024-04-11 00:02:47.159,25480767.0,1.0,,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-04-11 13:26:18.000,2024-04-11 10:15:48,121593.0,1319.0,28767,1514.0,49932.0,8450.0,60180.0,59360,2020-07-22 03:00:52.000,0.0.6,11.0,2873.0,43,True,13.0,4.0,cpython,conda-forge/typing,,,31004.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,52.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3002398.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-04-09 15:51:53.000,2024-04-05 19:27:43,3073.0,12.0,3148,641.0,2479.0,152.0,2243.0,21976,2024-03-26 05:33:40.089,24.3.25,38.0,673.0,43,True,101099.0,100445.0,flatbuffers,conda-forge/flatbuffers,,402796.0,19817361.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,368.0,18292303.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,1002988.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,286.0,1497182.0,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-04-11 13:03:52.000,2024-04-10 16:48:38,11556.0,382.0,1025,186.0,7885.0,2107.0,4996.0,19601,2024-03-28 13:43:00.000,3.112.0,4127.0,263.0,43,True,8726.0,7610.0,pulumi,,,2812430.0,3536544.0,https://pypi.org/project/pulumi,2024-04-10 17:33:42.000,182.0,953686.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-04-10 17:33:29.912,934.0,2426612.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-04-11 13:19:43.000,2024-04-11 13:19:42,3765.0,85.0,2460,277.0,3958.0,652.0,2107.0,18336,2024-03-01 21:00:12.000,2.18.0,84.0,558.0,43,True,45240.0,44220.0,datasets,conda-forge/datasets,,,8744902.0,https://pypi.org/project/datasets,2024-03-01 20:56:44.000,1020.0,8727454.0,https://anaconda.org/conda-forge/datasets,2024-03-02 16:15:07.962,697944.0,1.0,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-04-10 15:01:27.000,2024-04-09 16:08:20,3625.0,112.0,1864,220.0,1315.0,16.0,688.0,17064,2024-04-09 15:26:45.000,24.8.0,350.0,571.0,43,True,212121.0,208795.0,Faker,conda-forge/faker,,,14484016.0,https://pypi.org/project/Faker,2024-04-09 15:26:36.000,3326.0,14464384.0,https://anaconda.org/conda-forge/faker,2024-04-09 20:07:47.834,903089.0,1.0,,,,,,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-04-11 13:33:19.000,2024-04-11 13:17:34,16262.0,652.0,1436,159.0,7421.0,626.0,4065.0,14478,2024-04-04 20:25:20.000,2.16.9,271.0,457.0,43,True,4856.0,4692.0,prefect,conda-forge/prefect,,,957922.0,https://pypi.org/project/prefect,2024-04-04 20:25:20.000,164.0,944727.0,https://anaconda.org/conda-forge/prefect,2024-04-04 21:46:18.081,620165.0,1.0,,,,,,,,,,,,,,,,,, +27,redis,redis/redis-py,Redis Python client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-04-10 12:49:12.000,2024-03-27 11:13:32,2322.0,26.0,2435,323.0,1555.0,221.0,1459.0,12208,2024-03-10 15:18:54.000,5.0.3,125.0,438.0,43,True,28022.0,,redis,conda-forge/redis-py,,,38444684.0,https://pypi.org/project/redis,2024-03-10 15:18:54.000,28022.0,38418863.0,https://anaconda.org/conda-forge/redis-py,2024-03-10 14:34:15.448,1187770.0,1.0,,,,,,,,,,,,,7.0,,,,, +28,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-04-11 04:59:13.000,2024-04-09 22:22:06,1466.0,51.0,391,65.0,575.0,127.0,574.0,5060,2023-12-31 06:30:30.000,23.2.0,28.0,160.0,43,True,1010842.0,992082.0,attrs,conda-forge/attrs,,,197302190.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18760.0,196503616.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,35137298.0,1.0,,,,,,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-04-11 10:02:49.000,2024-04-11 08:23:38,17049.0,703.0,2654,399.0,25619.0,1010.0,8551.0,4250,2024-04-10 22:27:02.000,azure-eventgrid_4.19.0,100.0,705.0,43,True,3223.0,2446.0,azure-storage-blob,conda-forge/azure-storage-blob,,,47118323.0,https://pypi.org/project/azure-storage-blob,2024-03-06 00:22:15.000,777.0,47094548.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-03-06 03:28:11.584,1093692.0,1.0,,,,,,,,,,,,,,,,,, +30,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-04-10 14:09:22.000,2024-04-07 06:53:00,6718.0,63.0,603,36.0,871.0,422.0,1397.0,1697,2023-11-21 20:44:20.000,2.17.2,64.0,836.0,43,True,737787.0,700128.0,pygments,conda-forge/pygments,,,97539399.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37659.0,96868910.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,28831069.0,1.0,,,,,,,,,,,,,,,,,, +31,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-04-07 20:04:11.000,2024-02-29 14:02:23,3877.0,7.0,1655,540.0,1085.0,252.0,1070.0,46895,2024-02-28 14:52:38.000,13.7.1,191.0,236.0,42,True,195408.0,188851.0,rich,conda-forge/rich,,,51079999.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,6557.0,50936133.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6473975.0,1.0,,,,,,,,,,,,,,,,,, +32,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-04-11 13:05:01.000,2024-04-11 04:59:45,17964.0,1086.0,1243,112.0,12679.0,2464.0,4804.0,10103,2024-04-04 20:15:28.000,1.7.0,605.0,420.0,42,True,2335.0,2194.0,dagster,conda-forge/dagster,,,867145.0,https://pypi.org/project/dagster,2024-04-04 19:44:37.000,141.0,844136.0,https://anaconda.org/conda-forge/dagster,2024-04-04 21:57:17.935,1081439.0,1.0,,,,,,,,,,,,,,,,,, +33,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-04-09 13:51:05.000,2024-02-11 03:17:05,3994.0,12.0,1973,316.0,782.0,1037.0,791.0,8800,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,106529.0,93400.0,paramiko,conda-forge/paramiko,,,53801054.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13129.0,53704385.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4350146.0,2.0,,,,,,,,,,,,,,,,,, +34,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-04-10 09:44:56.000,2024-04-09 20:13:21,3392.0,9.0,1701,194.0,1610.0,437.0,1236.0,6619,2023-12-08 20:47:46.000,7.0.0,88.0,452.0,42,True,82647.0,78511.0,docker,conda-forge/docker-py,,904.0,39415931.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4136.0,39326362.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4119882.0,2.0,,,,,,,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-04-10 20:59:21.000,2024-04-08 18:27:22,37705.0,290.0,1488,301.0,8436.0,79.0,3671.0,4626,2024-04-04 18:10:56.000,google-cloud-storage-control-v0.1.2,100.0,509.0,42,True,2115.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,66944053.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,2115.0,66848594.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4295683.0,1.0,,,,,,,,,,,,,,,,,, +36,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-04-11 12:09:15.000,2024-04-11 08:48:09,4715.0,134.0,5024,717.0,4095.0,227.0,7225.0,32245,2024-03-29 15:09:55.000,2.26.1,144.0,534.0,41,True,1720.0,472.0,docker-compose,conda-forge/docker-compose,,89253927.0,3869542.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,2075940.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,392126.0,2.0,,,,,,,,,,,,,,,,,, +37,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-04-09 07:08:53.000,2024-04-05 14:18:09,3073.0,30.0,1935,229.0,1168.0,226.0,646.0,21507,2024-02-21 18:02:39.000,2.6.0,42.0,325.0,41,True,28347.0,26700.0,cookiecutter,conda-forge/cookiecutter,,,3860355.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1647.0,3832392.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,978724.0,1.0,,,,,,,,,,,,,,,,,, +38,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-04-09 15:25:32.000,2024-04-09 15:25:18,4587.0,19.0,1375,196.0,477.0,,2385.0,10766,2024-02-05 15:05:06.000,3.17.1,186.0,154.0,41,True,32234.0,28467.0,peewee,conda-forge/peewee,,,2379266.0,https://pypi.org/project/peewee,2024-02-05 15:04:14.000,3767.0,2365282.0,https://anaconda.org/conda-forge/peewee,2024-02-05 17:42:46.930,615309.0,1.0,,,,,,,,,,,,,,,,,, +39,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-04-11 06:06:24.000,2024-04-05 06:42:10,1631.0,42.0,1166,412.0,1438.0,58.0,1026.0,4135,2024-03-27 12:07:08.000,8.13.0,140.0,202.0,41,True,53731.0,47544.0,elasticsearch,conda-forge/elasticsearch,,3695.0,25413866.0,https://pypi.org/project/elasticsearch,2024-03-27 12:07:08.000,6187.0,25392786.0,https://anaconda.org/conda-forge/elasticsearch,2024-04-04 10:25:20.970,986708.0,1.0,,,,,,,,,,,,,,,,,, +40,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-04-10 16:41:16.562,2024-04-10 09:53:15,4400.0,48.0,514,57.0,924.0,274.0,1230.0,1991,2024-04-10 10:48:28.000,3.11.0,39.0,203.0,41,True,279574.0,264168.0,h5py,conda-forge/h5py,,3230.0,20982946.0,https://pypi.org/project/h5py,2024-04-10 10:48:28.000,15406.0,20654671.0,https://anaconda.org/conda-forge/h5py,2024-04-10 16:41:16.562,15098947.0,1.0,,,,,,,,,,,,,,,,,, +41,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-04-11 13:11:49.000,2024-04-11 13:09:56,9333.0,823.0,1546,146.0,8439.0,1558.0,5603.0,25785,2024-04-08 18:27:59.000,py-0.20.19,352.0,390.0,40,True,537.0,4.0,polars,,,527.0,5863291.0,https://pypi.org/project/polars,2024-04-08 18:25:42.000,533.0,5863251.0,,,,2.0,,,,,,,,,,,,,-1.0,,,,, +42,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-04-11 10:42:54.000,2024-04-08 17:01:53,12904.0,27.0,3093,600.0,3622.0,730.0,4314.0,16879,2024-01-05 13:53:17.000,2.3.0,49.0,617.0,40,True,13118.0,12491.0,kivy,conda-forge/kivy,,36185.0,179854.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,627.0,172304.0,https://anaconda.org/conda-forge/kivy,2024-04-08 17:34:41.491,339957.0,1.0,,,,,,,,,,,,,,,,,, +43,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-04-08 23:18:51.000,2024-03-23 09:46:07,1838.0,28.0,1385,207.0,893.0,197.0,946.0,9482,2024-03-09 02:35:10.000,1.16.1,78.0,307.0,40,True,17984.0,16190.0,rq,conda-forge/rq,,,1687280.0,https://pypi.org/project/rq,2024-03-09 02:33:25.000,1794.0,1684792.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,102024.0,2.0,,,,,,,,,,,,,,,,,, +44,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-04-11 13:23:37.000,2024-04-11 12:41:01,12224.0,334.0,1459,81.0,7769.0,181.0,1674.0,9415,2024-03-20 20:55:15.000,0.18.12,265.0,427.0,40,True,63.0,,great_expectations,conda-forge/great-expectations,,,18731177.0,https://pypi.org/project/great_expectations,2024-03-20 20:55:15.000,63.0,18714959.0,https://anaconda.org/conda-forge/great-expectations,2024-03-20 21:56:05.090,762252.0,2.0,,,,,,,,,,,,,,,,,, +45,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-04-01 21:36:02.000,2024-04-01 21:36:02,3309.0,29.0,641,80.0,1053.0,170.0,1050.0,6882,2024-03-04 20:21:15.000,3.21.1,174.0,208.0,40,True,140606.0,130152.0,marshmallow,conda-forge/marshmallow,,,45238350.0,https://pypi.org/project/marshmallow,2024-03-04 20:21:15.000,10454.0,45187435.0,https://anaconda.org/conda-forge/marshmallow,2024-03-04 23:34:28.542,2342095.0,2.0,,,,,,,,,,,,,,,,,, +46,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-04-09 21:32:50.000,2024-04-09 21:32:49,2653.0,34.0,576,60.0,359.0,31.0,787.0,4425,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,40,True,562572.0,543255.0,jsonschema,conda-forge/jsonschema,,212.0,118651872.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19317.0,118010350.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,26943701.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +47,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-04-10 13:33:36.000,2024-04-10 13:33:36,1512.0,13.0,397,61.0,732.0,410.0,485.0,3638,2024-04-08 15:19:44.000,1.4.0,111.0,132.0,40,True,423638.0,416782.0,joblib,conda-forge/joblib,,,49297096.0,https://pypi.org/project/joblib,2024-04-08 15:08:14.000,6856.0,48742830.0,https://anaconda.org/conda-forge/joblib,2024-04-08 17:29:28.203,24941972.0,2.0,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-04-11 07:49:45.000,2024-04-10 22:46:53,5350.0,142.0,1011,108.0,3991.0,1135.0,3135.0,3389,2024-03-29 17:08:57.000,2024.3.0,91.0,490.0,40,True,27960.0,25662.0,xarray,conda-forge/xarray,,,5220247.0,https://pypi.org/project/xarray,2024-03-29 17:08:57.000,2298.0,5003923.0,https://anaconda.org/conda-forge/xarray,2024-03-29 19:58:29.257,9734598.0,2.0,,,,,,,,,,,,,,,,,, +49,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-30 22:50:58.000,2024-03-30 22:50:51,1213.0,38.0,271,26.0,186.0,43.0,296.0,2083,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,996597.0,964075.0,pyparsing,conda-forge/pyparsing,,10056.0,115655981.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,32522.0,114239413.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,42492551.0,1.0,,,,,,,,,,,,,,,,,, +50,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-02-26 19:26:10.000,2024-02-21 11:36:09,1947.0,48.0,331,37.0,246.0,177.0,212.0,1169,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,337236.0,319821.0,future,conda-forge/future,,,43088366.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17415.0,42778283.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,13023515.0,1.0,,,,,,,,,,,,,,,,,, +51,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-04-10 20:14:27.000,2024-04-10 20:14:26,2315.0,39.0,320,22.0,903.0,242.0,423.0,836,2024-03-18 19:35:11.000,2024.3.1,79.0,230.0,40,True,108825.0,107819.0,fsspec,conda-forge/fsspec,,,250313417.0,https://pypi.org/project/fsspec,2024-03-18 19:35:11.000,1006.0,249968197.0,https://anaconda.org/conda-forge/fsspec,2024-03-19 00:33:44.664,16225356.0,1.0,,,,,,,,,,,,,,,,,, +52,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-04-05 20:22:06.000,2024-04-05 20:21:26,304.0,12.0,1411,372.0,184.0,148.0,189.0,26241,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,33857.0,31829.0,fire,conda-forge/fire,,,6304527.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2028.0,6281872.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,883579.0,2.0,,,,,,,,,,,,,,,,,, +53,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-04-11 12:27:10.000,2024-04-10 10:20:09,580.0,101.0,612,73.0,339.0,198.0,177.0,14232,2024-04-09 17:13:25.000,0.12.3,42.0,54.0,39,True,86209.0,82888.0,typer,conda-forge/typer,,,21971945.0,https://pypi.org/project/typer,2024-04-09 17:13:25.000,3321.0,21924594.0,https://anaconda.org/conda-forge/typer,2024-04-09 22:54:01.276,2178190.0,2.0,,,,,,,,,,,,,,,,,, +54,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-02-20 09:13:22.000,2023-09-30 22:03:06,1402.0,,667,135.0,674.0,97.0,399.0,8544,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,104632.0,99746.0,arrow,conda-forge/arrow,,,28853536.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4886.0,28762428.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4191002.0,1.0,,,,,,,,,,,,,,,,,, +55,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-03-26 07:02:42.000,2024-03-26 07:02:41,1103.0,4.0,1473,229.0,495.0,14.0,637.0,7542,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,39,True,214283.0,213598.0,PyMySQL,conda-forge/pymysql,,,42224567.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,42194928.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1333782.0,2.0,,,,,,,,,,,,,,,,,, +56,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-04-01 01:35:28.000,2024-03-10 11:56:26,4154.0,18.0,1224,137.0,1120.0,373.0,1343.0,4155,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,39,True,27174.0,23568.0,mongoengine,conda-forge/mongoengine,,,1210930.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,3606.0,1205302.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,236399.0,2.0,,,,,,,,,,,,,,,,,, +57,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-04-11 01:24:07.000,2024-04-11 01:19:51,5587.0,86.0,1078,239.0,1574.0,6.0,,4040,2024-03-28 01:22:08.000,4.6.3,138.0,211.0,39,True,20426.0,,pymongo,conda-forge/pymongo,,,26188597.0,https://pypi.org/project/pymongo,2024-03-28 01:22:08.000,20426.0,26152645.0,https://anaconda.org/conda-forge/pymongo,2024-03-28 12:16:51.447,1617843.0,2.0,,,,,,,,,,,,,,,,,, +58,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-03-21 15:10:13.000,2024-03-21 15:10:09,1657.0,39.0,269,41.0,532.0,17.0,283.0,3413,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,39,True,226312.0,217070.0,more-itertools,conda-forge/more-itertools,,2922.0,75884135.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9242.0,75574516.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,14241000.0,1.0,,,,,,,,,,,,,-1.0,,,,, +59,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,471,90.0,309.0,183.0,329.0,2524,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,385314.0,368986.0,pexpect,conda-forge/pexpect,,4372.0,71032697.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16328.0,70603390.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,18029502.0,1.0,,,,,,,,,,,,,,,,,, +60,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-04-10 23:26:09.000,2024-04-10 20:58:29,1814.0,67.0,279,53.0,1238.0,58.0,600.0,706,2024-04-01 12:46:12.000,3.20.1,162.0,152.0,39,True,28951.0,27759.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,38600495.0,https://pypi.org/project/google-cloud-bigquery,2024-04-01 12:46:12.000,1192.0,38537764.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-04-01 19:50:58.492,2822938.0,2.0,,,,,,,,,,,,,,,,,, +61,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-04-10 09:38:16.000,2024-04-10 09:29:48,7833.0,331.0,1230,336.0,246.0,2.0,467.0,13453,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1056.0,1050.0,tink,,,1097.0,375016.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,374796.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,207.0,,,,,,,tink-crypto/tink,,,,,, +62,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-04-11 13:19:27.000,2024-04-11 09:57:51,3190.0,104.0,856,105.0,1741.0,284.0,1504.0,9333,2024-02-27 12:44:56.000,0.19.3,50.0,224.0,38,True,2353.0,2279.0,kedro,,,,488976.0,https://pypi.org/project/kedro,2024-02-27 12:44:56.000,74.0,488976.0,,,,2.0,,,,,,,,,,,,,,,,,, +63,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-04-11 00:22:42.000,2024-04-10 13:30:53,6631.0,138.0,1482,138.0,4392.0,546.0,4567.0,8819,2024-03-28 16:08:03.000,1.6.11,249.0,313.0,38,True,4712.0,4682.0,dbt,conda-forge/dbt,,4128.0,47338.0,https://pypi.org/project/dbt,2024-04-04 21:42:15.000,30.0,44286.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,253338.0,2.0,,,,,,,,,,,,,,dbt,,,, +64,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-04-08 16:18:35.000,2024-04-08 16:17:29,364.0,8.0,437,34.0,238.0,43.0,233.0,7053,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,754992.0,744597.0,python-dotenv,conda-forge/python-dotenv,,,57350246.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10395.0,57281943.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3073671.0,1.0,,,,,,,,,,,,,,,,,, +65,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-04-05 12:44:47.000,2024-04-02 15:28:10,1752.0,17.0,3319,139.0,899.0,132.0,1229.0,6400,2024-01-08 22:11:24.000,29.0.0,93.0,194.0,38,True,1526.0,,kubernetes,conda-forge/kubernetes,,,24034656.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1526.0,24024478.0,https://anaconda.org/conda-forge/kubernetes,2023-06-19 10:32:08.288,478409.0,2.0,,,,,,,,,,,,,,,,,, +66,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,135.0,395.0,185.0,460.0,6244,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,148447.0,140159.0,watchdog,conda-forge/watchdog,,,19484577.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8288.0,19423403.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2814028.0,2.0,,,,,,,,,,,,,,,,,, +67,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-04-06 14:47:56.000,2024-04-06 14:47:44,1377.0,14.0,625,116.0,129.0,10.0,919.0,3482,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,79298.0,75204.0,xlsxwriter,conda-forge/xlsxwriter,,,18447826.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4094.0,18380503.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3164184.0,1.0,,,,,,,,,,,,,,,,,, +68,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-03-30 15:14:37.401,2024-03-30 13:24:01,556.0,4.0,594,95.0,179.0,29.0,320.0,3117,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,804773.0,787332.0,pycparser,conda-forge/pycparser,,,210449547.0,https://pypi.org/project/pycparser,2024-03-30 13:22:20.000,17441.0,209626525.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,37859045.0,2.0,,,,,,,,,,,,,,,,,, +69,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-04-04 13:09:03.000,2024-03-19 12:14:53,1802.0,15.0,221,20.0,152.0,108.0,945.0,2435,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,224601.0,212967.0,alembic,conda-forge/alembic,,,36077881.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11634.0,35978043.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4293034.0,2.0,,,,,,,,,,,,,,,,,, +70,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-03-19 18:03:45.000,2023-11-14 16:25:37,322.0,,516,54.0,267.0,277.0,321.0,2418,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1221572.0,1142341.0,pyyaml,conda-forge/pyyaml,,,289100911.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,79231.0,288099038.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,43080546.0,1.0,,,,,,,,,,,,,,,,,, +71,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-04-02 03:03:59.000,2024-02-24 05:44:25,1011.0,10.0,168,23.0,163.0,178.0,335.0,2127,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,38,True,155982.0,151801.0,dill,conda-forge/dill,,291670.0,55276287.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4181.0,55138308.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6240593.0,2.0,,,,,,,,,,,,,,,,,, +72,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-04-02 12:12:53.000,2023-12-21 21:58:06,987.0,,237,53.0,161.0,26.0,218.0,1584,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,373457.0,362879.0,greenlet,conda-forge/greenlet,,,94541723.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10578.0,94340798.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9242564.0,1.0,,,,,,,,,,,,,,,,,, +73,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-04-03 11:50:44.000,2024-04-03 11:50:42,2007.0,5.0,196,27.0,609.0,100.0,198.0,603,2024-03-12 12:37:49.000,5.14.2,52.0,118.0,38,True,438252.0,423425.0,traitlets,conda-forge/traitlets,,332.0,45673721.0,https://pypi.org/project/traitlets,2024-03-12 12:37:43.000,14827.0,45062316.0,https://anaconda.org/conda-forge/traitlets,2024-03-12 14:43:57.026,26289842.0,1.0,,,,,,,,,,,,,,,,,, +74,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-03-13 14:46:30.000,2023-10-22 20:53:42,936.0,,574,227.0,257.0,92.0,258.0,9976,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,124074.0,122073.0,uvloop,conda-forge/uvloop,,432.0,9524338.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,2001.0,9507754.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,696398.0,2.0,,,,,,,,,,,,,,,,,, +75,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-04-11 13:25:39.000,2024-04-11 13:20:21,2872.0,136.0,639,117.0,3087.0,722.0,3393.0,9452,2024-04-09 23:04:38.000,0.28.1,94.0,128.0,37,True,1462.0,1427.0,modin,conda-forge/modin-core,['pandas'],196832.0,928458.0,https://pypi.org/project/modin,2024-04-09 23:02:35.000,35.0,916563.0,https://anaconda.org/conda-forge/modin-core,2024-04-11 02:18:24.347,298421.0,2.0,,,,,,,,,,,,,,,,,, +76,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-04-09 18:06:57.000,2024-02-12 08:46:53,2742.0,7.0,736,148.0,758.0,600.0,560.0,8933,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,37,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,48905441.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,48408972.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,21844666.0,2.0,,,,,,,,,,,,,,,,,, +77,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-04-07 13:33:16.000,2024-03-27 23:30:58,641.0,27.0,191,35.0,92.0,4.0,374.0,5505,2024-03-27 23:16:18.000,3.10.0,123.0,22.0,37,True,84028.0,82614.0,orjson,conda-forge/orjson,,,20540493.0,https://pypi.org/project/orjson,2024-03-27 22:52:08.000,1414.0,20516736.0,https://anaconda.org/conda-forge/orjson,2024-02-23 20:03:54.615,1116612.0,2.0,,,,,,,,,,,,,,,,,, +78,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-04-09 03:23:16.000,2024-03-08 23:30:02,2179.0,1.0,1359,147.0,977.0,297.0,1196.0,5475,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26311.0,24843.0,kafka-python,conda-forge/kafka-python,,1838.0,12203212.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1468.0,12197962.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,434553.0,2.0,,,,,,,,,,,,,,,,,, +79,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-04-05 19:03:54.000,2024-04-05 19:03:54,1198.0,11.0,586,135.0,337.0,32.0,227.0,4516,2024-04-04 13:55:31.000,3.6.1,47.0,127.0,37,True,97130.0,95845.0,tablib,conda-forge/tablib,,,1968641.0,https://pypi.org/project/tablib,2024-04-04 13:55:31.000,1285.0,1966272.0,https://anaconda.org/conda-forge/tablib,2024-04-04 15:56:20.202,94765.0,1.0,,,,,,,,,,,,,,,,,, +80,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-03-26 17:04:16.000,2024-01-24 03:22:09,1214.0,6.0,253,82.0,353.0,119.0,142.0,4503,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,148867.0,145265.0,toolz,conda-forge/toolz,,,32989593.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3602.0,32530948.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19721758.0,2.0,,,,,,,,,,,,,,,,,, +81,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-04-11 12:45:22.000,2024-04-11 11:04:38,7946.0,718.0,508,82.0,6002.0,235.0,2547.0,4035,2024-02-05 19:31:28.000,8.0.0,86.0,282.0,37,True,1332.0,1275.0,ibis-framework,conda-forge/ibis-framework,,120.0,190071.0,https://pypi.org/project/ibis-framework,2024-03-31 00:02:35.000,57.0,182999.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,325143.0,2.0,,,,,,,,,,,,,,,,,, +82,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-04-10 17:29:04.000,2024-04-10 17:29:01,2420.0,97.0,665,61.0,1584.0,30.0,1068.0,3789,2024-03-27 19:37:03.000,3.7.2,150.0,147.0,37,True,1579.0,1513.0,awswrangler,conda-forge/awswrangler,['pandas'],233318.0,40340282.0,https://pypi.org/project/awswrangler,2024-03-27 19:22:12.000,66.0,40325845.0,https://anaconda.org/conda-forge/awswrangler,2024-03-28 12:58:16.459,475520.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +83,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-04-11 09:50:54.000,2024-04-11 09:39:59,1053.0,11.0,796,429.0,415.0,141.0,1235.0,3759,2024-04-03 11:47:03.000,8.13.0,39.0,133.0,37,True,11182.0,10190.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,4282137.0,https://pypi.org/project/elasticsearch-dsl,2024-04-03 11:47:03.000,992.0,4282026.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8462.0,2.0,,,,,,,,,,,,,,,,,, +84,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-04-11 13:07:13.000,2024-01-12 19:56:59,2744.0,,1239,198.0,1255.0,143.0,1883.0,3422,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4541.0,4263.0,netmiko,,,,285391.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,278.0,285391.0,,,,3.0,,,,,,,,,,,,,,,,,, +85,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-04-01 23:27:46.000,2024-02-15 22:26:05,3081.0,1.0,492,73.0,305.0,19.0,1269.0,3200,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,37,False,784976.0,723238.0,psycopg2,psycopg2,,,15844668.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61718.0,15841946.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,275011.0,2.0,,,,,,,,,,,,,,,20.0,,, +86,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,2.0,472,61.0,215.0,62.0,515.0,2650,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,37,True,94476.0,92774.0,pycryptodomex,conda-forge/pycryptodomex,,401.0,33793253.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1702.0,33757504.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1608588.0,2.0,,,,,,,,,,,,,,,,,, +87,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-03-05 18:44:35.000,2024-03-01 18:28:13,1590.0,11.0,470,46.0,644.0,369.0,420.0,2236,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35088.0,340612877.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,6139.0,338951719.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,54807623.0,2.0,,,,,,,,,,,,,,,,,, +88,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-04-10 08:10:39.000,2024-04-09 19:38:35,966.0,26.0,125,27.0,335.0,52.0,284.0,1596,2024-02-19 08:36:23.000,4.3.0,51.0,49.0,37,True,272661.0,271843.0,anyio,conda-forge/anyio,,,67323808.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,67048792.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,12925780.0,2.0,,,,,,,,,,,,,,,,,, +89,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-04-08 00:36:52.000,2024-04-02 14:37:03,2144.0,66.0,146,22.0,167.0,61.0,448.0,1190,2024-04-02 14:42:28.000,25.1.0,196.0,121.0,37,True,4408.0,,keyring,conda-forge/keyring,,,52890354.0,https://pypi.org/project/keyring,2024-04-02 14:42:16.000,4408.0,52791452.0,https://anaconda.org/conda-forge/keyring,2024-04-03 01:41:36.074,4450615.0,2.0,,,,,,,,,,,,,6.0,,,,, +90,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-04-11 10:52:17.000,2024-04-11 10:52:09,619.0,31.0,197,26.0,637.0,8.0,129.0,1120,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,222565.0,214348.0,bcrypt,conda-forge/bcrypt,,,56727130.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8217.0,56620545.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4689745.0,2.0,,,,,,,,,,,,,,,,,, +91,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-03-27 00:12:53.000,2024-03-27 00:12:53,531.0,1.0,265,29.0,108.0,111.0,184.0,962,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2228862.0,2092430.0,six,conda-forge/six,,,289388326.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136432.0,288827599.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,53269078.0,2.0,,,,,,,,,,,,,,,,,, +92,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-04-09 12:47:08.000,2024-04-05 08:09:19,4101.0,4.0,2389,475.0,2297.0,124.0,881.0,17282,2024-01-15 15:33:51.000,3.5.0,81.0,615.0,36,True,2793.0,2372.0,luigi,luigi,,,381619.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,419.0,381472.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14449.0,2.0,,,,,,,stable/luigi,,,,,,,,2.0,,, +93,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-04-09 22:35:28.000,2024-04-08 23:08:14,389.0,20.0,571,154.0,359.0,223.0,154.0,12838,2024-02-17 13:54:46.000,0.0.16,16.0,72.0,36,True,11336.0,11116.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1192795.0,https://pypi.org/project/sqlmodel,2024-02-17 13:54:46.000,220.0,1191924.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,27876.0,2.0,,,,,,,,,,,,,,,,,, +94,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-22 11:00:17.000,2023-12-16 21:30:31,835.0,,391,70.0,287.0,226.0,321.0,6039,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,28017.0,26669.0,pendulum,conda-forge/pendulum,,634.0,28959927.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1348.0,28939015.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,940799.0,2.0,,,,,,,,,,,,,,,,,, +95,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-04-01 18:03:30.000,2023-12-01 12:49:19,374.0,,236,47.0,144.0,110.0,140.0,3414,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,941419.0,919112.0,colorama,conda-forge/colorama,,,164502967.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22307.0,164198028.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,29274223.0,2.0,,,,,,,,,,,,,,,,,, +96,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-04-03 07:10:36.970,2024-04-02 15:09:15,2695.0,31.0,481,123.0,570.0,336.0,1520.0,2828,2024-04-02 15:22:06.000,0.31.1,163.0,65.0,36,True,31714.0,31067.0,xlwings,conda-forge/xlwings,,17350.0,190205.0,https://pypi.org/project/xlwings,2024-04-02 15:22:06.000,647.0,174333.0,https://anaconda.org/conda-forge/xlwings,2024-04-03 07:10:36.970,730347.0,2.0,,,,,,,,,,,,,,,,,, +97,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-04-08 15:27:15.000,2024-04-08 15:27:15,1517.0,6.0,457,134.0,572.0,318.0,379.0,2457,2023-11-17 10:47:56.000,1.2.0,30.0,139.0,36,True,28616.0,27291.0,dateparser,conda-forge/dateparser,,,6721024.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1325.0,6716578.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,204538.0,2.0,,,,,,,,,,,,,,,,,, +98,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,11.0,472,55.0,312.0,10.0,325.0,2402,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,36,True,167298.0,160022.0,mysqlclient,conda-forge/mysqlclient,,5279.0,5739696.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7276.0,5732099.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,339283.0,2.0,,,,,,,,,,,,,,,,,, +99,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-04-09 14:12:56.546,2024-04-08 22:57:11,1121.0,40.0,216,26.0,173.0,59.0,227.0,1884,2024-04-08 22:59:21.000,7.0.1,78.0,81.0,36,True,10815.0,9917.0,deepdiff,conda-forge/deepdiff,,,10011973.0,https://pypi.org/project/deepdiff,2024-04-08 22:59:21.000,898.0,10003092.0,https://anaconda.org/conda-forge/deepdiff,2024-04-09 14:12:56.546,408560.0,1.0,,,,,,,,,,,,,,,,,, +100,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-04-11 11:29:03.000,2024-04-06 18:50:52,1924.0,52.0,251,44.0,988.0,318.0,413.0,1326,2024-04-05 20:56:35.000,2.17.2,76.0,100.0,36,True,4126.0,3581.0,zarr,conda-forge/zarr,,,626608.0,https://pypi.org/project/zarr,2024-04-05 20:56:35.000,545.0,560876.0,https://anaconda.org/conda-forge/zarr,2024-04-05 21:28:31.405,2957961.0,2.0,,,,,,,,,,,,,,,,,, +101,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-04-11 09:22:53.000,2024-04-11 09:22:18,1483.0,90.0,166,33.0,184.0,69.0,240.0,1207,2024-04-11 09:05:40.000,3.0.4,42.0,74.0,36,True,2481.0,,jsonpickle,conda-forge/jsonpickle,,,11034121.0,https://pypi.org/project/jsonpickle,2024-04-11 09:05:40.000,2481.0,10987742.0,https://anaconda.org/conda-forge/jsonpickle,2023-10-18 22:21:59.292,1669663.0,2.0,,,,,,,,,,,,,,,,,, +102,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-04-07 10:56:57.000,2024-03-22 15:16:53,1393.0,9.0,317,33.0,335.0,198.0,240.0,1200,2024-03-24 15:17:24.000,0.41.2,215.0,120.0,36,True,31300.0,29113.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6386145.0,https://pypi.org/project/sqlalchemy-utils,2024-03-24 15:17:24.000,2187.0,6374271.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,558085.0,2.0,,,,,,,,,,,,,,,,,, +103,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-03-26 01:09:17.000,2024-03-26 01:09:16,1037.0,11.0,264,19.0,409.0,132.0,327.0,809,2024-03-18 19:43:46.000,2024.3.1,69.0,139.0,36,True,18261.0,17457.0,s3fs,conda-forge/s3fs,,,253393185.0,https://pypi.org/project/s3fs,2024-03-18 19:43:46.000,804.0,253241617.0,https://anaconda.org/conda-forge/s3fs,2024-03-19 13:28:34.302,6669033.0,2.0,,,,,,,,,,,,,,,,,, +104,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-04-10 04:20:33.000,2024-03-30 02:13:51,15831.0,286.0,7239,736.0,5998.0,1763.0,3771.0,18271,2024-02-20 12:36:21.000,1.22.2,18.0,624.0,35,True,14.0,,micropython-_markupbase,,,75633.0,945.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +105,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-04-10 16:49:56.000,2024-04-10 16:49:55,63.0,63.0,1823,229.0,3082.0,722.0,2865.0,13085,2024-04-01 17:47:56.000,5.0.4,185.0,19.0,35,False,11824.0,11455.0,pysimplegui,conda-forge/pysimplegui,,,796370.0,https://pypi.org/project/pysimplegui,2024-04-01 17:47:56.000,369.0,793863.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,140405.0,2.0,,,,,,,,,,,,,,,,,, +106,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-03-17 17:45:03.000,2023-12-10 09:31:47,395.0,,948,213.0,186.0,156.0,295.0,11457,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,35126.0,33630.0,schedule,conda-forge/schedule,,,2140796.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1496.0,2139439.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,52949.0,3.0,,,,,,,,,,,,,,,,,, +107,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-03-18 12:50:24.000,2024-03-02 19:39:49,2435.0,2.0,1223,231.0,481.0,156.0,1023.0,8201,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,35,True,12428.0,10466.0,supervisor,conda-forge/supervisor,,,1840550.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1962.0,1833629.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,290714.0,2.0,,,,,,,,,,,,,-1.0,,,,, +108,docopt,docopt/docopt,This project is no longer maintained. Please see https://github.com/jazzband/docopt-ng.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-04-02 14:04:31.000,2024-04-02 14:04:30,448.0,1.0,567,162.0,112.0,260.0,187.0,7893,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,True,127603.0,115097.0,docopt,conda-forge/docopt,,,11332214.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12506.0,11310741.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2061473.0,2.0,,,,,,,,,,,,,,,,,, +109,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-04-01 01:56:18.939,2024-03-31 22:41:50,1559.0,25.0,346,141.0,204.0,70.0,109.0,6404,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7254.0,6805.0,boltons,conda-forge/boltons,,27.0,4065432.0,https://pypi.org/project/boltons,2024-03-31 21:24:05.000,449.0,3968698.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4449793.0,2.0,,,,,,,,,,,,,,,,,, +110,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,104.0,96.0,87.0,162.0,5361,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,False,70782.0,64967.0,xmltodict,conda-forge/xmltodict,,,45271183.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5815.0,45230140.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3776032.0,2.0,,,,,,,,,,,,,,,,,, +111,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-04-05 07:43:26.611,2024-04-05 06:13:45,1642.0,21.0,408,87.0,113.0,9.0,172.0,3396,2024-04-05 06:23:56.000,8.13.34,243.0,30.0,35,True,1487.0,,phonenumbers,conda-forge/phonenumbers,,,6264486.0,https://pypi.org/project/phonenumbers,2024-04-05 06:23:56.000,1487.0,6239299.0,https://anaconda.org/conda-forge/phonenumbers,2024-04-05 07:43:26.611,881565.0,1.0,,,,,,,,,,,,,,,,,, +112,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-03-29 16:23:18.000,2024-02-27 16:47:01,514.0,9.0,583,124.0,231.0,61.0,991.0,2833,2024-02-05 17:00:57.000,5.1.0,64.0,58.0,35,False,58078.0,55813.0,pyodbc,conda-forge/pyodbc,,,25429575.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2265.0,25399138.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1278390.0,2.0,,,,,,,,,,,,,,,,,, +113,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-04-01 14:00:51.000,2024-04-01 14:00:51,1791.0,29.0,208,91.0,268.0,1.0,,2317,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,87769.0,86539.0,motor,conda-forge/motor,,,1630827.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,1230.0,1629277.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,65110.0,2.0,,,,,,,,,,,,,,,,,, +114,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-03-26 14:27:52.620,2024-03-26 10:44:06,517.0,17.0,268,26.0,121.0,15.0,149.0,1812,2024-03-26 10:53:17.000,2.11.0,46.0,66.0,35,True,70233.0,68680.0,emoji,conda-forge/emoji,,,3202015.0,https://pypi.org/project/emoji,2024-03-26 10:53:17.000,1553.0,3200436.0,https://anaconda.org/conda-forge/emoji,2024-03-26 14:27:52.620,69499.0,1.0,,,,,,,,,,,,,,,,,, +115,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331,65.0,124.0,20.0,180.0,1631,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,143333.0,122315.0,simplejson,conda-forge/simplejson,,6436.0,20328423.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21018.0,20260928.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3169248.0,2.0,,,,,,,,,,,,,,,,,, +116,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-04-11 13:17:21.000,2024-04-11 12:51:01,790.0,88.0,223,59.0,514.0,147.0,637.0,1543,2019-06-19 22:31:20.000,3.7.4,16.0,98.0,35,True,6094.0,,typing,conda-forge/typing,,,9119205.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6094.0,9088253.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3002394.0,2.0,,,,,,,,,,,,,,,,,, +117,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-03-08 12:57:39.927,2024-03-08 01:29:41,768.0,6.0,124,35.0,220.0,51.0,210.0,1355,2024-03-08 01:30:10.000,3.2.3,126.0,73.0,35,True,53761.0,51493.0,argcomplete,conda-forge/argcomplete,,351.0,26730004.0,https://pypi.org/project/argcomplete,2024-03-08 01:30:10.000,2268.0,26695685.0,https://anaconda.org/conda-forge/argcomplete,2024-03-08 12:57:39.927,1544262.0,2.0,,,,,,,,,,,,,,,,,, +118,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-04-11 01:09:49.952,2024-04-04 13:59:31,4935.0,105.0,270,61.0,420.0,170.0,557.0,1265,2023-11-27 12:13:28.000,3.9.2,46.0,132.0,35,True,2659.0,,tables,conda-forge/pytables,,184.0,1208995.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2659.0,1053472.0,https://anaconda.org/conda-forge/pytables,2024-04-11 01:09:49.952,6998455.0,2.0,,,,,,,,,,,,,,,,,, +119,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-03-14 23:12:31.000,2024-03-14 23:12:30,1327.0,47.0,188,49.0,209.0,86.0,373.0,1189,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3711.0,3625.0,petl,conda-forge/petl,,,2654783.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,86.0,2649912.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,224089.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +120,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-04-08 09:39:43.000,2024-03-20 02:26:01,791.0,6.0,205,40.0,121.0,149.0,272.0,1143,2020-01-25 14:40:31.000,0.10.9,32.0,40.0,35,True,38663.0,37941.0,py4j,conda-forge/py4j,,,48706515.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,722.0,48649095.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5282726.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,, +121,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-04-04 09:40:52.149,2024-04-04 07:17:22,412.0,60.0,143,13.0,194.0,3.0,165.0,899,2024-04-04 02:44:06.000,0.28.0,50.0,52.0,35,True,112790.0,110894.0,validators,conda-forge/validators,,25.0,7618476.0,https://pypi.org/project/validators,2024-04-04 02:40:56.000,1896.0,7605363.0,https://anaconda.org/conda-forge/validators,2024-04-04 09:40:52.149,590083.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,, +122,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-04-09 18:11:30.583,2024-04-09 17:09:25,305.0,18.0,97,16.0,207.0,15.0,94.0,673,2024-04-09 17:11:07.000,3.13.4,68.0,45.0,35,True,421980.0,418969.0,filelock,conda-forge/filelock,,,132223271.0,https://pypi.org/project/filelock,2024-04-09 17:11:07.000,3011.0,131855905.0,https://anaconda.org/conda-forge/filelock,2024-04-09 18:11:30.583,17266247.0,2.0,,,,,,,,,,,,tox-dev/filelock,,,,,, +123,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,13.0,36.0,32.0,55.0,307,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1981456.0,1897451.0,pytz,conda-forge/pytz,,31.0,174613476.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,84005.0,173369886.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,50986597.0,3.0,,,,,,,,,,,,,,,,,, +124,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-03-26 20:07:32.000,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,499328.0,484152.0,pyasn1,conda-forge/pyasn1,,,184485029.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,15176.0,182473645.0,https://anaconda.org/conda-forge/pyasn1,2023-11-29 19:48:49.652,14079688.0,2.0,,,,,,,,,,,,,,,,,, +125,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,1.0,1931,467.0,554.0,477.0,1311.0,14566,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,34,True,190.0,21.0,fabric,conda-forge/fabric,,,6615385.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,169.0,6613147.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,87305.0,3.0,,,,,,,,,,,,,,,,,, +126,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-04-11 01:05:20.000,2024-04-03 21:42:43,1878.0,8.0,589,122.0,1305.0,265.0,1109.0,8141,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,34,True,22151.0,22142.0,hydra,conda-forge/hydra-core,,,28569.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,9860.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,935481.0,2.0,,,,,,,,,,,,,,,,,, +127,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,3.0,542,134.0,236.0,7.0,466.0,6847,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,17105.0,14438.0,sh,conda-forge/sh,,,7242238.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2667.0,7237634.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,193402.0,3.0,,,,,,,,,,,,,,,,,, +128,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-04-01 19:07:15.000,2024-03-14 10:25:38,497.0,14.0,290,48.0,214.0,99.0,152.0,5903,2023-08-14 13:22:49.000,8.2.3,53.0,91.0,34,True,1900.0,,tenacity,conda-forge/tenacity,,,49571256.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1900.0,49423370.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,6211234.0,2.0,,,,,,,,,,,,,,,,,, +129,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-04-01 18:02:11.000,2024-04-01 18:02:10,916.0,8.0,371,87.0,279.0,26.0,318.0,4240,2023-12-10 22:48:47.000,5.9.0,37.0,88.0,34,True,4592.0,,ujson,conda-forge/ujson,,,11379554.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4592.0,11278587.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4644498.0,3.0,,,,,,,,,,,,,,,,,, +130,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-04-11 07:14:35.000,2024-02-11 15:15:42,498.0,57.0,318,22.0,139.0,27.0,134.0,3852,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,34,True,29234.0,28739.0,gdown,conda-forge/gdown,,,1560628.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,495.0,1554945.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,261436.0,2.0,,,,,,,,,,,,,,,,,, +131,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-03-31 13:32:05.000,2024-03-09 02:12:24,558.0,8.0,816,72.0,426.0,93.0,440.0,3759,2024-02-14 15:55:57.000,0.20.0,50.0,145.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,33843714.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,33508661.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15747532.0,2.0,,,,,,,,,,,,,,,,,, +132,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-04-10 10:56:30.000,2024-03-01 17:30:12,335.0,5.0,255,51.0,209.0,126.0,200.0,3692,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,22714.0,22591.0,databases,conda-forge/databases,,,446831.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,123.0,442063.0,https://anaconda.org/conda-forge/databases,2024-04-06 18:59:56.305,195500.0,2.0,,,,,,,,,,,,,,,,,, +133,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-04-01 00:52:10.000,2024-03-25 17:08:51,757.0,28.0,286,34.0,531.0,113.0,389.0,3505,2024-03-18 20:33:02.000,3.2.5,87.0,123.0,34,True,8544.0,8224.0,dynaconf,conda-forge/dynaconf,,,2943555.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,320.0,2941862.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,71116.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +134,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,192,34.0,53.0,25.0,166.0,3217,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2300.0,,sortedcontainers,conda-forge/sortedcontainers,,,50034907.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2300.0,49904203.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12155499.0,1.0,,,,,,,,,,,,,,,,,, +135,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-04-10 14:15:19.000,2024-03-27 22:47:43,1076.0,52.0,374,49.0,398.0,61.0,327.0,3084,2024-03-26 08:43:19.000,7.0.4,61.0,119.0,34,True,650.0,,smart-open,conda-forge/smart_open,,,23683854.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,650.0,23631950.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2335684.0,2.0,,,,,,,,,,,,piskvorky/smart_open,,,,,, +136,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,,185,51.0,325.0,127.0,225.0,2748,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6612.0,6129.0,plumbum,conda-forge/plumbum,,,4035011.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,483.0,4023663.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,998673.0,3.0,,,,,,,,,,,,,,,,,, +137,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-04-03 20:42:10.000,2024-03-18 10:53:52,1447.0,11.0,214,45.0,1230.0,66.0,569.0,2721,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,4184.0,4132.0,docarray,conda-forge/docarray,,,84096.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,79306.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,129349.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,, +138,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-04-11 09:14:58.000,2023-10-09 21:18:20,331.0,,273,48.0,111.0,18.0,188.0,2522,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,58837.0,55442.0,python-magic,conda-forge/python-magic,,,9115424.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3395.0,9109581.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,245441.0,2.0,,,,,,,,,,,,,,,,,, +139,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-04-03 01:50:15.000,2023-12-10 17:09:47,1032.0,,275,36.0,375.0,206.0,258.0,2360,2023-12-02 01:23:36.121,0.0.1,214.0,98.0,34,True,19964.0,19846.0,pypika,conda-forge/pypika,,,2684676.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,118.0,2684295.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,11436.0,2.0,,,,,,,,,,,,,,,,,, +140,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-04-02 09:36:07.000,2024-04-02 09:36:02,859.0,27.0,201,60.0,109.0,4.0,364.0,2134,2024-04-02 09:09:24.000,2.10.0,54.0,75.0,34,True,3258.0,,numexpr,conda-forge/numexpr,,617.0,4214500.0,https://pypi.org/project/numexpr,2024-04-02 09:09:24.000,3258.0,4043973.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7843943.0,2.0,,,,,,,,,,,,,,,,,, +141,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-04-10 19:41:02.000,2024-04-01 18:56:38,300.0,12.0,156,27.0,68.0,11.0,233.0,2095,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,34,True,3721.0,,cachetools,conda-forge/cachetools,,,125454465.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,3721.0,125220260.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,11007669.0,1.0,,,,,,,,,,,,,,,,,, +142,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,88.0,2055,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,34,False,7104.0,,jmespath,conda-forge/jmespath,,,181548742.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7104.0,181355374.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,17983293.0,3.0,,,,,,,,,,,,,,,,,, +143,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,40.0,114.0,24.0,151.0,1975,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,34,True,337806.0,335421.0,pyrsistent,conda-forge/pyrsistent,,,43476717.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2385.0,43018408.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20623923.0,1.0,,,,,,,,,,,,,,,,,, +144,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-03-09 11:27:50.000,2023-11-10 08:22:03,735.0,,221,45.0,71.0,50.0,142.0,1969,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,34,True,11984.0,,wrapt,conda-forge/wrapt,,,125005683.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11984.0,124662862.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,14398516.0,2.0,,,,,,,,,,,,,,,,,, +145,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-03-01 12:34:50.000,2024-03-01 11:35:28,871.0,3.0,222,47.0,294.0,13.0,282.0,1836,2024-03-01 12:34:50.000,1.0.8,24.0,78.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1286.0,68000361.0,https://pypi.org/project/msgpack,2024-03-01 12:34:50.000,2448.0,67634486.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15366049.0,3.0,,,,,,,,,,,,,,,,,, +146,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-04-09 20:00:56.000,2024-04-08 12:59:44,1445.0,69.0,160,21.0,966.0,69.0,390.0,1651,2024-04-04 16:09:07.000,9.2.0,61.0,72.0,34,True,981.0,913.0,copier,,,,187282.0,https://pypi.org/project/copier,2024-04-04 16:09:07.000,68.0,187282.0,,,,2.0,,,,,,,,,,,,,,,,,, +147,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,5.0,148,35.0,78.0,2.0,71.0,1444,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,83783.0,80801.0,python-slugify,conda-forge/python-slugify,,,17949849.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2982.0,17905756.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,1984197.0,2.0,,,,,,,,,,,,,,,,,, +148,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-04-11 13:12:52.000,2024-04-02 08:12:35,541.0,12.0,85,23.0,312.0,31.0,75.0,1216,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,34,True,21275.0,20999.0,cleo,conda-forge/cleo,,,32013021.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,276.0,31996729.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,684296.0,3.0,,,,,,,,,,,,python-poetry/cleo,,,,,, +149,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-04-08 16:59:11.000,2024-04-08 16:59:11,735.0,26.0,130,23.0,304.0,52.0,135.0,1148,2024-01-24 13:45:14.000,1.4.0,22.0,53.0,34,True,10639.0,,pluggy,conda-forge/pluggy,,,128845585.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10639.0,128249565.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,25032840.0,2.0,,,,,,,,,,,,,,,,,, +150,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,105,24.0,58.0,13.0,93.0,809,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,577620.0,553118.0,decorator,conda-forge/decorator,,,91995153.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24502.0,91710182.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,26502312.0,2.0,,,,,,,,,,,,,,,,,, +151,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-04-02 21:35:24.000,2024-04-02 20:25:22,612.0,8.0,128,19.0,242.0,50.0,36.0,198,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,34,True,284621.0,280221.0,s3transfer,conda-forge/s3transfer,,,328193659.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,4400.0,327765623.0,https://anaconda.org/conda-forge/s3transfer,2024-03-15 10:11:00.171,17977537.0,2.0,,,,,,,,,,,,,,,,,, +152,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-03-29 15:20:31.000,2024-01-05 14:42:12,533.0,,2224,388.0,478.0,374.0,189.0,34740,2023-10-30 14:16:37.000,0.23.4,45.0,137.0,33,True,1456.0,1415.0,diagrams,conda-forge/diagrams,,,158752.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,41.0,154976.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,177480.0,3.0,,,,,,,,,,,,,,,,,, +153,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-04-04 14:55:59.000,2024-03-15 02:33:45,2807.0,10.0,643,147.0,504.0,273.0,1022.0,12179,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,2893.0,2836.0,dearpygui,,,,41841.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,57.0,41841.0,,,,2.0,,,,,,,,,,,,,,,,,, +154,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-04-11 11:32:36.000,2024-04-05 22:42:46,8864.0,159.0,583,86.0,2336.0,53.0,394.0,7668,2024-04-05 18:05:33.000,3.9.0,154.0,129.0,33,True,2802.0,2748.0,hub,,,,3811.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,3811.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,, +155,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-03-28 20:58:48.000,2024-03-28 15:25:53,1936.0,22.0,598,131.0,334.0,29.0,873.0,5807,2024-03-28 15:27:20.000,1.5.0,41.0,108.0,33,True,1983.0,1611.0,csvkit,conda-forge/csvkit,,,198967.0,https://pypi.org/project/csvkit,2024-03-28 15:27:20.000,372.0,195929.0,https://anaconda.org/conda-forge/csvkit,2024-03-28 17:08:35.172,106336.0,2.0,,,,,,,,,,,,,,,,,, +156,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-04-11 13:07:25.000,2024-04-09 15:40:00,6420.0,227.0,397,40.0,2309.0,62.0,241.0,3631,2024-04-09 16:44:52.000,0.56.3,134.0,91.0,33,True,476.0,474.0,zenml,,,1.0,15173.0,https://pypi.org/project/zenml,2024-04-09 16:09:52.000,2.0,15173.0,,,,2.0,,,,,,,,,,,,,,,,,, +157,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2023-10-23 15:11:13.000,2023-10-23 15:11:13,1142.0,,238,50.0,266.0,16.0,334.0,3102,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,33,True,16996.0,15838.0,cerberus,conda-forge/cerberus,,,4359011.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1158.0,4345832.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,369023.0,2.0,,,,,,,,,,,,,,,,,, +158,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-04-10 18:07:36.000,2024-04-10 14:50:38,681.0,56.0,261,20.0,663.0,303.0,441.0,2972,2024-03-11 19:19:58.000,0.18.3,84.0,122.0,33,True,1580.0,1465.0,pandera,conda-forge/pandera-core,['pandas'],,2607634.0,https://pypi.org/project/pandera,2024-04-05 02:13:20.000,115.0,2606811.0,https://anaconda.org/conda-forge/pandera-core,2024-03-12 03:10:31.266,34574.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,, +159,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,140.0,454.0,143.0,402.0,2811,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,33,True,24204.0,23339.0,pandas-datareader,conda-forge/pandas-datareader,,,449065.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,865.0,444895.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,350326.0,2.0,,,,,,,,,,,,,,,,,, +160,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2129,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,223763.0,215116.0,xlrd,conda-forge/xlrd,,,22481371.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8647.0,22437670.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3714648.0,2.0,,,,,,,,,,,,,,,,,, +161,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,5.0,213,36.0,261.0,38.0,211.0,1798,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,33,True,17063.0,15640.0,voluptuous,conda-forge/voluptuous,,,2877750.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1423.0,2869175.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,351594.0,2.0,,,,,,,,,,,,,,,,,, +162,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-03-27 13:09:21.000,2024-03-26 05:13:42,6045.0,6.0,533,77.0,1120.0,13.0,,1371,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,33,True,7340.0,6628.0,cassandra-driver,conda-forge/cassandra-driver,,,1567293.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,712.0,1562784.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,198425.0,3.0,,,,,,,,,,,,,,,,,, +163,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-04-11 13:16:33.000,2024-04-02 09:42:25,1532.0,14.0,186,98.0,781.0,4.0,238.0,858,2024-04-02 11:29:31.000,5.19.0,134.0,43.0,33,True,8969.0,8743.0,neo4j-driver,conda-forge/neo4j-python-driver,,,138090.0,https://pypi.org/project/neo4j-driver,2024-04-02 11:18:56.000,226.0,133706.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-04-02 13:53:03.088,201692.0,3.0,,,,,,,,,,,,,,,,,, +164,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-03-22 20:32:25.000,2024-03-22 20:32:24,1175.0,9.0,303,31.0,855.0,7.0,542.0,758,2024-03-02 23:49:53.000,7.2.5,112.0,132.0,33,True,7561.0,7051.0,minio,conda-forge/minio,,,2179779.0,https://pypi.org/project/minio,2024-03-02 23:48:43.000,510.0,2176119.0,https://anaconda.org/conda-forge/minio,2024-03-03 01:37:46.696,161071.0,3.0,,,,,,,,,,,,,,,,,, +165,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-04-10 23:30:43.000,2024-04-08 21:09:45,403.0,20.0,118,61.0,415.0,35.0,306.0,418,2024-03-07 17:11:22.000,0.22.0,46.0,50.0,33,True,10050.0,9712.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,11463842.0,https://pypi.org/project/pandas-gbq,2024-03-07 17:11:22.000,338.0,11419048.0,https://anaconda.org/conda-forge/pandas-gbq,2024-03-22 20:48:08.228,1881219.0,3.0,,,,,,,,,,,,,,,,,, +166,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-04-01 16:25:04.000,2024-03-25 23:47:10,1353.0,136.0,95,20.0,817.0,16.0,133.0,387,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3478.0,,multidict,conda-forge/multidict,,6493.0,103456767.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3478.0,103171178.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,11991874.0,2.0,,,,,,,,,,,,,,,,,, +167,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-02-16 04:55:31.000,2024-02-14 20:05:06,355.0,3.0,55,13.0,71.0,13.0,39.0,375,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,543237.0,529596.0,wcwidth,conda-forge/wcwidth,,,64708269.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13641.0,64186083.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,24020596.0,3.0,,,,,,,,,,,,,,,,,, +168,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-03-21 04:57:15.000,2023-11-03 12:31:26,810.0,,131,24.0,96.0,53.0,140.0,315,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,116103.0,108995.0,asn1crypto,conda-forge/asn1crypto,,,78599289.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7108.0,78496470.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8431215.0,3.0,,,,,,,,,,,,,,,,,, +169,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 12:46:10.232,2024-03-30 00:01:36,370.0,27.0,570,186.0,90.0,43.0,90.0,7076,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,32,True,1336.0,1154.0,records,conda-forge/records,,,231129.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,182.0,230414.0,https://anaconda.org/conda-forge/records,2024-03-30 12:46:10.232,25037.0,3.0,,,,,,,,,,,,,,,,,, +170,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,107.0,160.0,18.0,292.0,6488,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13915.0,12960.0,tinydb,conda-forge/tinydb,,,585605.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,955.0,581529.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,383166.0,2.0,,,,,,,,,,,,,,,,,, +171,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-04-10 15:22:01.000,2024-04-08 00:21:13,8375.0,464.0,679,82.0,1430.0,152.0,700.0,4088,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,42.0,3.0,toga,,,2740.0,4232.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,36.0,4074.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,6.0,,,,,,,,,,,,, +172,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312,54.0,206.0,209.0,359.0,3568,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3199.0,3072.0,dependency-injector,conda-forge/dependency_injector,,,1137569.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1136261.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,40575.0,2.0,,,,,,,,,,,,,,,,,, +173,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-03-15 17:41:17.000,2023-09-25 09:31:59,4024.0,,238,89.0,81.0,316.0,332.0,3510,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4312.0,3944.0,pony,conda-forge/pony,,96.0,154825.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,368.0,152427.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98340.0,3.0,,,,,,,,,,,,,,,,,, +174,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,349,313.0,1630.0,112.0,486.0,3317,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,351.0,334.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1803944.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1798332.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,330202.0,2.0,,,,,,,,,,,,,,,,,, +175,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-03-26 14:40:35.000,2024-03-26 14:38:36,431.0,2.0,207,57.0,154.0,97.0,78.0,2830,2024-03-26 14:40:35.000,0.7.6,26.0,67.0,32,True,9639.0,8684.0,schema,conda-forge/schema,,,17064855.0,https://pypi.org/project/schema,2024-03-26 14:40:35.000,955.0,17062256.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,148193.0,2.0,,,,,,,,,,,,,-1.0,,,,, +176,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,,190,28.0,76.0,4.0,90.0,2669,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,True,130171.0,126724.0,python-decouple,conda-forge/python-decouple,,12.0,3292420.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3447.0,3291413.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,79630.0,3.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +177,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,66.0,2527,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,141236.0,138930.0,aiofiles,conda-forge/aiofiles,,,13992393.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2306.0,13968339.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1010296.0,2.0,,,,,,,,,,,,,,,,,, +178,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-04-09 21:09:59.000,2024-04-09 21:09:59,837.0,6.0,429,39.0,640.0,277.0,371.0,2371,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1817.0,1656.0,pynamodb,conda-forge/pynamodb,,,2021894.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,2009319.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,553339.0,3.0,,,,,,,,,,,,,,,,,, +179,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2068,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39593.0,6.0,chardet,conda-forge/chardet,,,65049428.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39583.0,64518645.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22821559.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,50.0,,,,,,,,,,,,, +180,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-03-28 15:01:34.000,2023-12-03 10:50:26,9954.0,,925,84.0,1792.0,92.0,124.0,2003,2023-08-10 08:07:04.000,3.8.0,71.0,475.0,32,True,865.0,,apache-libcloud,,,,246809.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,865.0,246809.0,,,,3.0,,,,,,,,,,,,,7.0,,,,, +181,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-03-20 18:52:27.000,2024-02-29 16:59:55,1064.0,8.0,95,18.0,586.0,103.0,448.0,1780,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,28571.0,28054.0,omegaconf,conda-forge/omegaconf,,,9568937.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,517.0,9543025.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1321540.0,3.0,,,,,,,,,,,,,,,,,, +182,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-04-08 17:09:24.000,2024-04-08 17:09:24,438.0,1.0,165,30.0,283.0,85.0,168.0,1571,2023-10-16 12:58:45.000,3.0.0,39.0,59.0,32,True,3028.0,,cloudpickle,conda-forge/cloudpickle,,27.0,39615708.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,3028.0,39252554.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,16341931.0,3.0,,,,,,,,,,,,,,,,,, +183,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,183,29.0,95.0,61.0,141.0,1181,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7218.0,6878.0,sshtunnel,conda-forge/sshtunnel,,,10550273.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,340.0,10548729.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,140525.0,3.0,,,,,,,,,,,,,,,,,, +184,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1026,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,295220.0,279908.0,appdirs,conda-forge/appdirs,,,32149331.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15312.0,32044243.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10193588.0,2.0,,,,,,,,,,,,,,,,,, +185,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-04-10 06:43:52.000,2024-02-25 00:15:02,1274.0,1.0,104,32.0,209.0,49.0,194.0,1000,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,48573.0,46886.0,Bottleneck,conda-forge/bottleneck,,,1073210.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1687.0,978763.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,3966784.0,2.0,,,,,,,,,,,,,,,,,, +186,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-03-28 09:20:03.000,2024-03-26 17:45:12,2167.0,58.0,138,42.0,432.0,103.0,263.0,977,2024-03-19 18:17:26.000,2.0.4,34.0,86.0,32,True,2314.0,2181.0,intake,conda-forge/intake,,,71537.0,https://pypi.org/project/intake,2024-03-19 18:17:26.000,133.0,59372.0,https://anaconda.org/conda-forge/intake,2024-03-19 23:06:10.283,559605.0,2.0,,,,,,,,,,,,,,,,,, +187,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,125,24.0,72.0,26.0,162.0,898,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,19170.0,18813.0,anytree,conda-forge/anytree,,,1345761.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,357.0,1344965.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,38255.0,2.0,,,,,,,,,,,,,,,,,, +188,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-03-22 16:04:39.000,2024-03-21 19:05:00,932.0,59.0,40,12.0,61.0,1.0,244.0,57,2024-03-21 13:42:43.000,6.4.0,73.0,43.0,32,False,1887.0,,importlib-resources,conda-forge/importlib_resources,,,84780090.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,1887.0,84372525.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,19155601.0,2.0,,,,,,,,,,,,,,,,,, +189,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-03-14 21:19:47.000,2024-03-14 21:19:45,726.0,21.0,42,4.0,42.0,4.0,68.0,48,2024-03-14 21:09:12.000,3.18.1,51.0,25.0,32,False,4351.0,,zipp,conda-forge/zipp,,,211465053.0,https://pypi.org/project/zipp,2024-03-14 21:09:02.000,4351.0,210613194.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,36629975.0,2.0,,,,,,,,,,,,,,,,,, +190,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-04-07 16:45:42.000,2023-03-04 17:45:05,299.0,,565,131.0,194.0,187.0,347.0,6139,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7225.0,7139.0,eel,,,,69834.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69834.0,,,,3.0,,,,,,,,,,,,python-eel/Eel,,,,,, +191,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,3.0,856,168.0,745.0,18.0,962.0,5697,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,512.0,498.0,snorkel,conda-forge/snorkel,,1083.0,41457.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,14.0,40157.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,47662.0,3.0,,,,,,,,,,,,,,,,,, +192,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2024-04-10 14:02:43.000,2023-09-20 06:18:21,1023.0,,515,94.0,187.0,19.0,430.0,5329,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3683.0,3404.0,transitions,conda-forge/transitions,,,633348.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,279.0,622684.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,618567.0,1.0,,,,,,,,,,,,,,,,,, +193,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-04-10 04:53:09.000,2024-02-13 12:48:28,1194.0,2.0,342,43.0,499.0,506.0,510.0,4213,2023-08-11 03:44:09.000,0.20.0,151.0,127.0,31,True,7551.0,7447.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,138387.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,137889.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,16939.0,3.0,,,,,,,,,,,,,,,,,, +194,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-04-08 18:16:46.000,2023-01-31 21:17:34,775.0,,421,79.0,71.0,377.0,195.0,3669,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,31,False,16653.0,16094.0,keyboard,conda-forge/keyboard,,,418648.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,559.0,417877.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,26223.0,3.0,,,,,,,,,,,,,,,,,, +195,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-04-09 17:52:03.000,2024-04-09 17:52:03,1793.0,55.0,106,44.0,1409.0,66.0,354.0,3251,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,595.0,536.0,returns,conda-forge/returns,,,163952.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,163705.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8649.0,3.0,,,,,,,,,,,,,,,,,, +196,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3182,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10041.0,9223.0,blaze,conda-forge/blaze,,,44961.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,42429.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202601.0,3.0,,,,,,,,,,,,,,,,,, +197,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-04-06 10:28:24.000,2024-03-09 11:54:25,3968.0,109.0,323,37.0,347.0,151.0,557.0,2623,2024-02-25 20:40:20.000,2.9.2,214.0,106.0,31,True,117.0,105.0,pyinfra,,,,58464.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,12.0,58464.0,,,,3.0,,,,,,,,,,,,pyinfra-dev/pyinfra,-1.0,,,,, +198,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2611,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1550.0,1436.0,mrjob,conda-forge/mrjob,,,112256.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,106529.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,521162.0,2.0,,,,,,,,,,,,,,,,,, +199,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-04-11 08:55:06.000,2024-04-11 08:55:05,1555.0,73.0,278,41.0,724.0,160.0,987.0,2103,2024-03-21 22:47:39.000,1.11.0,124.0,49.0,31,False,408.0,385.0,sdv,conda-forge/sdv,,,47998.0,https://pypi.org/project/sdv,2024-03-21 22:46:21.000,23.0,47397.0,https://anaconda.org/conda-forge/sdv,2024-03-22 00:27:58.667,16844.0,3.0,,,,,,,,,,,,,,,,,, +200,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2023-07-18 21:30:08.000,2023-07-18 21:30:08,972.0,,511,96.0,402.0,167.0,379.0,1678,2020-11-11 21:23:41.000,5.3.1,54.0,141.0,31,True,9500.0,8229.0,influxdb,conda-forge/influxdb,,,2152776.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1271.0,2149860.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,139995.0,3.0,,,,,,,,,,,,,,,,,, +201,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2123.0,,humanize,conda-forge/humanize,,,7014914.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2123.0,7003455.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,527146.0,2.0,,,,,,,,,,,,,,,,,, +202,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,3.0,217,47.0,180.0,58.0,337.0,1482,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,31,True,2520.0,2421.0,pygsheets,,,,1844152.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1844152.0,,,,3.0,,,,,,,,,,,,,,,,,, +203,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-04-04 14:45:47.000,2024-04-02 12:24:32,696.0,39.0,63,16.0,249.0,1.0,59.0,1398,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,24542.0,24004.0,bidict,conda-forge/bidict,,50.0,2171489.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,538.0,2162772.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,392274.0,2.0,,,,,,,,,,,,,,,,,, +204,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-04-01 23:43:28.102,2024-01-26 18:48:28,2257.0,11.0,432,,,,,1331,2023-06-21 16:43:02.350,0.27.1,74.0,225.0,31,True,470.0,,holidays,conda-forge/holidays,,,6887341.0,https://pypi.org/project/holidays,2024-04-01 20:17:22.000,470.0,6802912.0,https://anaconda.org/conda-forge/holidays,2024-04-01 23:43:28.102,3799322.0,3.0,,,,,,,,,,,,,,,,,, +205,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-03-31 08:07:01.000,2024-03-31 08:01:59,1018.0,29.0,99,22.0,94.0,28.0,88.0,913,2024-03-31 08:07:11.000,7.2.0,50.0,55.0,31,True,1061.0,,inflect,conda-forge/inflect,,,5285885.0,https://pypi.org/project/inflect,2024-03-31 08:07:01.000,1061.0,5277982.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,363582.0,2.0,,,,,,,,,,,,,,,,,, +206,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-04-11 12:31:08.000,2023-06-25 23:23:50,1269.0,,256,19.0,215.0,31.0,302.0,897,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,6354.0,6028.0,fastcore,conda-forge/fastcore,,,1375608.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,1373108.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,70022.0,3.0,,,,,,,,,,,,,,,,,, +207,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,32.0,619.0,878,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8547.0,8185.0,cx-Oracle,conda-forge/cx_oracle,,,3822252.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3810222.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,541357.0,3.0,,,,,,,,,,,,,,,,,, +208,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-04-07 14:09:45.000,2024-03-22 08:42:09,886.0,14.0,67,19.0,490.0,150.0,293.0,394,2024-03-22 08:44:21.000,2.1.0,93.0,36.0,31,True,10716.0,10554.0,param,conda-forge/param,,,566367.0,https://pypi.org/project/param,2024-03-22 08:44:15.000,162.0,530054.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1525164.0,3.0,,,,,,,,,,,,,,,,,, +209,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,60,7.0,76.0,2.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,164011.0,160074.0,tzlocal,conda-forge/tzlocal,,,48562800.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3937.0,48481703.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2595124.0,3.0,,,,,,,,,,,,,,,,,, +210,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-04-10 14:11:08.000,2024-03-28 18:28:56,804.0,15.0,51,48.0,730.0,45.0,187.0,63,2024-02-07 21:31:46.000,2.23.0,77.0,69.0,31,False,3511.0,3493.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,5570482.0,https://pypi.org/project/google-cloud-bigtable,2024-02-07 21:31:46.000,18.0,5567691.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2023-12-13 02:55:03.515,106059.0,3.0,,,,,,,,,,,,,,,,,, +211,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,282.0,300.0,164.0,464.0,20337,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,992.0,900.0,gooey,conda-forge/gooey,,610.0,7581.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,6310.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,74347.0,3.0,,,,,,,,,,,,,,,,,, +212,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-04-05 06:36:49.000,2023-07-21 10:40:58,3636.0,,592,144.0,970.0,500.0,775.0,8170,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,749.0,714.0,vaex,conda-forge/vaex,,280.0,22866.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,35.0,20864.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,180001.0,3.0,,,,,,,,,,,,,,,,,, +213,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,221.0,90.0,243.0,43.0,5204,,,41.0,28.0,30,False,9055.0,8227.0,pdfminer,conda-forge/pdfminer,,,202445.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,828.0,202045.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36835.0,3.0,,,,,,,,,,,,,,,,,, +214,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,263.0,4716,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4357.0,3773.0,dataset,conda-forge/dataset,,,123355.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,584.0,123135.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8159.0,3.0,,,,,,,,,,,,,,,,,, +215,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-04-08 16:35:28.000,2024-04-08 16:35:28,1185.0,26.0,590,174.0,470.0,96.0,477.0,3027,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,276.0,243.0,arctic,conda-forge/arctic,,212.0,3972.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,33.0,2608.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31326.0,3.0,,,,,,,,,,,,,,,,,, +216,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,238.0,2572,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1993.0,1606.0,schematics,conda-forge/schematics,,,289180.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,288722.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26133.0,3.0,,,,,,,,,,,,,,,,,, +217,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-04-11 13:24:02.000,2024-04-10 19:56:00,859.0,35.0,116,32.0,1082.0,15.0,409.0,2535,2024-03-26 23:51:58.000,1.3.28,326.0,32.0,30,True,252.0,246.0,whylogs,,,48.0,250796.0,https://pypi.org/project/whylogs,2024-04-10 22:35:11.000,6.0,250794.0,,,,2.0,,,,,,,,,,,,,,,,,, +218,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-26 19:24:41.000,2024-03-26 19:24:40,237.0,4.0,281,48.0,77.0,50.0,115.0,2322,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,30,True,1241.0,1172.0,datasketch,,,25.0,2696075.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,69.0,2696075.0,,,,3.0,,,,,,,,,,,,,,,,,, +219,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-04-06 17:05:57.000,2024-04-01 15:26:34,391.0,15.0,151,35.0,234.0,59.0,150.0,1901,2024-04-01 15:27:24.000,0.26.0b1,60.0,60.0,30,True,601.0,580.0,arq,conda-forge/arq,,,95115.0,https://pypi.org/project/arq,2024-04-01 18:00:04.000,21.0,94848.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9622.0,2.0,,,,,,,,,,,,,,,,,, +220,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-04-11 10:45:27.000,2024-01-12 09:43:33,550.0,,82,23.0,235.0,37.0,99.0,1405,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,12313.0,11895.0,questionary,conda-forge/questionary,,,1619966.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1618238.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,69159.0,3.0,,,,,,,,,,,,,,,,,, +221,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-04-10 21:10:25.000,2024-04-10 18:43:28,1300.0,48.0,144,39.0,87.0,2.0,136.0,1082,2024-04-09 00:46:13.000,16.14.0,30.0,54.0,30,True,159.0,,path,conda-forge/path,,,1449524.0,https://pypi.org/project/path,2024-04-09 00:46:03.000,159.0,1438660.0,https://anaconda.org/conda-forge/path,2024-04-09 19:55:35.511,510641.0,3.0,,,,,,,,,,,,,,,,,, +222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-04-09 18:41:06.000,2024-04-09 18:41:04,653.0,27.0,141,22.0,553.0,38.0,255.0,1021,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2281.0,2142.0,aiocache,,,16.0,602686.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,139.0,602686.0,,,,2.0,,,,,,,,,,,,,,,,,, +223,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,885,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,30,True,2779.0,2652.0,pyahocorasick,conda-forge/pyahocorasick,,5.0,848518.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,127.0,843485.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,211414.0,3.0,,,,,,,,,,,,,,,,,, +224,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49,16.0,76.0,2.0,92.0,850,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,29167.0,27801.0,natsort,conda-forge/natsort,,,4478081.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1366.0,4440031.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1560062.0,3.0,,,,,,,,,,,,,,,,,, +225,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-03-25 08:09:38.000,2020-10-21 17:48:31,219.0,,77,16.0,281.0,46.0,25.0,682,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47552.0,45397.0,cached-property,conda-forge/cached-property,,,15328187.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2155.0,15217431.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,9414286.0,2.0,,,,,,,,,,,,,,,,,, +226,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-04-09 05:36:26.000,2024-04-09 05:36:25,577.0,16.0,358,36.0,311.0,27.0,126.0,659,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,30,True,4650.0,3367.0,pysolr,conda-forge/pysolr,,,318185.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1283.0,317876.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,26575.0,3.0,,,,,,,,,,,,,,,,,, +227,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,11.0,116.0,22.0,107.0,469,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7250.0,,rsa,conda-forge/rsa,,,182905424.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7250.0,182759540.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13567230.0,3.0,,,,,,,,,,,,,9.0,,,,, +228,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-04-05 03:04:32.000,2024-02-05 23:03:25,958.0,4.0,4562,631.0,756.0,203.0,100.0,23510,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,121.0,104.0,algorithms,conda-forge/algorithms,,,1545.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,17.0,1489.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2047.0,3.0,,,,,,,,,,,,,,,,,, +229,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6668,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1899.0,1869.0,faust,,,,15770.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,15770.0,,,,3.0,,,,,,,,,,,,,,,,,, +230,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-04-04 14:35:18.000,2024-04-04 14:33:23,992.0,2.0,380,85.0,176.0,,614.0,4870,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,29,True,1630.0,1447.0,huey,conda-forge/huey,,,93732.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,183.0,93267.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33514.0,3.0,,,,,,,,,,,,,,,,,, +231,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2024-03-31 09:41:42.000,2024-03-31 09:41:42,1135.0,1.0,243,65.0,89.0,23.0,273.0,3522,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1102.0,980.0,asciimatics,conda-forge/asciimatics,,,24016.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,122.0,20522.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,146777.0,3.0,,,,,,,,,,,,,,,,,, +232,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-04-03 14:59:46.000,2024-02-01 14:47:54,992.0,1.0,141,71.0,72.0,9.0,72.0,3257,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,29,True,11250.0,10598.0,funcy,conda-forge/funcy,,,1408442.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,652.0,1403645.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,417342.0,3.0,,,,,,,,,,,,,,,,,, +233,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127,57.0,73.0,15.0,64.0,2429,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9508.0,9091.0,addict,conda-forge/addict,,21.0,2994228.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,417.0,2989572.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,433063.0,2.0,,,,,,,,,,,,,,,,,, +234,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-04-08 17:08:56.000,2023-06-20 15:54:36,2284.0,,177,38.0,374.0,38.0,264.0,2000,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,61.0,,pyscaffold,conda-forge/pyscaffold,,,586363.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,61.0,581840.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,180941.0,3.0,,,,,,,,,,,,,,,,,, +235,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2023-11-06 03:24:02.000,2022-10-18 10:59:07,785.0,,180,42.0,218.0,108.0,274.0,1943,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,29,False,635.0,,fs,conda-forge/fs,,,2724831.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,635.0,2715763.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,716424.0,3.0,,,,,,,,,,,,,,,,,, +236,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,,60,22.0,110.0,113.0,78.0,1819,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,29,True,1604.0,1474.0,glom,conda-forge/glom,,,2037320.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,2036615.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,31053.0,2.0,,,,,,,,,,,,,,,,,, +237,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1494,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,248.0,223.0,mleap,conda-forge/mleap,,,190197.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,188513.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,79185.0,3.0,,,,,,,,,,,,,,,,,, +238,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-04-08 17:10:37.000,2024-04-01 20:46:50,868.0,34.0,48,12.0,291.0,9.0,93.0,1399,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1672.0,1630.0,python-benedict,conda-forge/python-benedict,,,603563.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,599856.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,152006.0,2.0,,,,,,,,,,,,,,,,,, +239,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-04-11 10:31:42.000,2024-04-06 09:33:31,1765.0,32.0,85,15.0,458.0,122.0,255.0,1259,2024-03-22 17:02:55.000,1.5.0,255.0,43.0,29,True,358.0,347.0,piccolo,,,,17314.0,https://pypi.org/project/piccolo,2024-03-22 17:02:55.000,11.0,17314.0,,,,3.0,,,,,,,,,,,,,,,,,, +240,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1118,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5246.0,5004.0,sqlitedict,conda-forge/sqlitedict,,,545016.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,242.0,542598.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,103989.0,2.0,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +241,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2147.0,1926.0,redis-py-cluster,,,4166.0,2063111.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,2063074.0,,,,3.0,,,,,,,,,,,,,,,,,, +242,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-04-07 11:19:39.000,2024-02-27 02:45:34,195.0,9.0,147,26.0,46.0,11.0,83.0,997,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,29,True,479.0,,email-validator,conda-forge/email-validator,,,12114432.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,12110915.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,158269.0,3.0,,,,,,,,,,,,,,,,,, +243,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116,18.0,94.0,70.0,127.0,694,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,17177.0,15670.0,configargparse,conda-forge/configargparse,,,4238978.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1507.0,4217778.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,805614.0,3.0,,,,,,,,,,,,,,,,,, +244,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,69,23.0,49.0,6.0,90.0,524,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17533.0,15341.0,scandir,conda-forge/scandir,,,3192755.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2192.0,3159928.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1378774.0,3.0,,,,,,,,,,,,,,,,,, +245,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-03-18 17:46:56.000,2024-02-28 18:22:51,735.0,13.0,46,11.0,91.0,15.0,100.0,491,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5527.0,5242.0,python-rapidjson,conda-forge/python-rapidjson,,,1674322.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,285.0,1636660.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1581841.0,3.0,,,,,,,,,,,,,,,,,, +246,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,140,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,63651.0,61290.0,isodate,conda-forge/isodate,,,99125335.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2361.0,99075842.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4800908.0,3.0,,,,,,,,,,,,,,,,,, +247,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-04-09 07:56:15.000,2024-02-20 18:10:39,3054.0,7.0,225,28.0,297.0,99.0,763.0,3368,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,28,True,136.0,129.0,ploomber,conda-forge/ploomber,,,7936.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,5472.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,83805.0,3.0,,,,,,,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417,94.0,110.0,38.0,127.0,2785,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7576.0,7417.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,222083.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,220402.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,68959.0,3.0,,,,,,,,,,,,,,,,,, +249,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2643,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2431.0,2386.0,gino,,,,28212.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,28212.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,22.0,112.0,50.0,42.0,1989,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8292.0,8195.0,gin-config,conda-forge/gin-config,,,314457.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,313941.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24288.0,3.0,,,,,,,,,,,,,,,,,, +251,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,484,97.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,224.0,188.0,mongo-connector,,,,2562.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2562.0,,,,3.0,,,,,,,,,,,,,,,,,, +252,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,169.0,1338.0,1785,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2322.0,50219.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,49593.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,23895.0,3.0,,,,,,,,,,,,,,,,,, +253,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-03-24 22:23:59.000,2024-03-24 22:10:10,873.0,75.0,69,17.0,501.0,205.0,186.0,1584,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,28,True,16.0,,prisma,,,,75826.0,https://pypi.org/project/prisma,2024-03-24 22:09:46.000,16.0,75826.0,,,,3.0,,,,,,,,,,,,,,,,,, +254,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1426,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11194.0,9681.0,blessings,conda-forge/blessings,,,984531.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1513.0,978334.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,285063.0,3.0,,,,,,,,,,,,,,,,,, +255,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,27.0,41.0,88.0,73.0,1405,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2705.0,2424.0,strictyaml,conda-forge/strictyaml,,,2061035.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,281.0,2058018.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,217292.0,3.0,,,,,,,,,,,,,,,,,, +256,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2024-04-07 08:26:45.000,2017-02-01 15:40:30,127.0,,175,49.0,35.0,59.0,25.0,1296,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2911.0,2814.0,pandasql,conda-forge/pandasql,['pandas'],,1561072.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,97.0,1547535.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,460281.0,3.0,,,,,,,,,,,,,,,,,, +257,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-02-27 09:15:40.000,2023-07-01 09:55:10,181.0,,84,25.0,52.0,9.0,39.0,750,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,886.0,,munch,conda-forge/munch,,,2568871.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,886.0,2213068.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3913839.0,3.0,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,688,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11490.0,10252.0,parsedatetime,conda-forge/parsedatetime,,,6663711.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6661635.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,188919.0,3.0,,,,,,,,,,,,,,,,,, +259,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-04-09 19:53:32.000,2024-04-09 19:48:08,824.0,6.0,141,25.0,109.0,74.0,60.0,514,2023-02-04 16:45:45.929,1.12.1,61.0,91.0,28,True,6597.0,5239.0,beaker,conda-forge/beaker,,,297342.0,https://pypi.org/project/beaker,2023-02-04 16:45:45.929,1358.0,296481.0,https://anaconda.org/conda-forge/beaker,2023-06-16 13:22:23.807,73257.0,3.0,,,,,,,,,,,,,,,,,, +260,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71,22.0,73.0,8.0,106.0,482,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,28,True,808.0,717.0,hickle,conda-forge/hickle,,,64325.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,91.0,52104.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24442.0,3.0,,,,,,,,,,,,,,,,,, +261,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-04-11 11:08:54.000,2024-04-11 11:08:54,309.0,1.0,31,9.0,79.0,3.0,26.0,408,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,42469.0,42170.0,srsly,conda-forge/srsly,,,6850575.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,6819532.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1427994.0,3.0,,,,,,,,,,,,,,,,,, +262,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-04-11 03:44:07.000,2024-04-09 17:45:08,7265.0,224.0,33,10.0,291.0,42.0,582.0,402,2024-04-09 15:37:25.000,2.5.2,203.0,23.0,28,True,23.0,21.0,static-frame,conda-forge/static-frame,,,10612.0,https://pypi.org/project/static-frame,2024-04-09 15:37:25.000,2.0,3812.0,https://anaconda.org/conda-forge/static-frame,2024-04-09 18:31:48.092,319622.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,, +263,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-04-08 14:18:48.556,2024-04-06 23:53:45,171.0,6.0,40,8.0,32.0,29.0,31.0,257,2024-04-07 00:01:07.000,1.8.3,19.0,17.0,28,True,2828.0,,send2trash,conda-forge/send2trash,,,20315389.0,https://pypi.org/project/send2trash,2024-04-07 00:01:07.000,2828.0,19921670.0,https://anaconda.org/conda-forge/send2trash,2024-04-08 14:18:48.556,13386447.0,3.0,,,,,,,,,,,,,,,,,, +264,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,21.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1392.0,1319.0,tabulator,conda-forge/tabulator-py,,,169587.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,168922.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54593.0,3.0,,,,,,,,,,,,,,,,,, +265,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,204,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,14966.0,14542.0,ordered-set,conda-forge/ordered-set,,,14725947.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,424.0,14720893.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,485217.0,3.0,,,,,,,,,,,,,,,,,, +266,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-04-01 14:04:15.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,269.0,125.0,129.0,3761,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,134.0,,textract,conda-forge/textract,,,135109.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,134.0,134856.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,23085.0,3.0,,,,,,,,,,,,,,,,,, +267,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,197,26.0,53.0,83.0,129.0,3481,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,51.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,678178.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,51.0,675602.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,87612.0,3.0,,,,,,,,,,,,,,,,,, +268,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3449,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,27,True,9830.0,9336.0,confluent-kafka,conda-forge/python-confluent-kafka,,,12225635.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,494.0,12205646.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,839573.0,3.0,,,,,,,,,,,,,12.0,,,,, +269,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-03-23 12:34:25.000,2024-02-22 00:19:37,309.0,8.0,299,30.0,168.0,106.0,141.0,3207,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,27,True,133.0,131.0,img2dataset,,,1605.0,36757.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,36707.0,,,,3.0,,,,,,,,,,,,,,,,,, +270,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,2.0,101,30.0,84.0,19.0,128.0,2455,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1331.0,1285.0,swifter,conda-forge/swifter,['pandas'],,513256.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,506265.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,321597.0,3.0,,,,,,,,,,,,,,,,,, +271,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-03-13 17:37:15.000,2024-03-13 17:37:14,539.0,2.0,134,49.0,64.0,14.0,124.0,2327,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,803.0,776.0,pyfunctional,,,,186322.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,186322.0,,,,3.0,,,,,,,,,,,,,,,,,, +272,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-04-10 15:21:22.000,2024-03-21 21:56:11,5672.0,16.0,504,103.0,960.0,631.0,977.0,2175,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,27,False,76.0,,wx,conda-forge/wxpython,,4064.0,18785.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-04-08 15:40:25.181,786692.0,3.0,,,,,,,,,,,,,,,,,, +273,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1905,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2313.0,,retrying,conda-forge/retrying,,,11893038.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2313.0,11875104.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1632048.0,3.0,,,,,,,,,,,,,,,,,, +274,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-04-08 20:48:58.000,2024-04-02 01:58:32,182.0,32.0,45,16.0,133.0,15.0,4.0,1424,2024-02-22 15:43:56.000,0.0.5,6.0,15.0,27,True,3597.0,3518.0,asyncer,conda-forge/asyncer,,,160313.0,https://pypi.org/project/asyncer,2024-02-22 15:43:56.000,79.0,160046.0,https://anaconda.org/conda-forge/asyncer,2024-01-28 21:23:46.571,7223.0,3.0,,,,,,,,,,,,,,,,,, +275,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,145,45.0,53.0,20.0,19.0,1225,2024-03-19 17:59:19.000,6.0.1,108.0,27.0,27,False,359.0,,singer-python,,,,611759.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,359.0,611759.0,,,,3.0,,,,,,,,,,,,,,,,,, +276,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-04-11 04:22:46.000,2024-04-11 04:22:45,746.0,28.0,43,23.0,585.0,9.0,33.0,780,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,123.0,,janus,conda-forge/janus,,,813048.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,123.0,812739.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,17976.0,3.0,,,,,,,,,,,,,,,,,, +277,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,628,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1326.0,1300.0,pysimdjson,conda-forge/pysimdjson,,,949582.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,947537.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,85920.0,3.0,,,,,,,,,,,,,,,,,, +278,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1076.0,842.0,happybase,conda-forge/happybase,,,53338.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,51630.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160569.0,3.0,,,,,,,,,,,,,,,,,, +279,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,581,,,8.0,12.0,27,False,64104.0,61692.0,dataclasses,conda-forge/dataclasses,,,14483200.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,14318410.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11700096.0,3.0,,,,,,,,,,,,,,,,,, +280,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-04-10 12:30:59.000,2024-04-10 12:30:56,321.0,63.0,59,9.0,130.0,20.0,59.0,512,2024-02-26 22:15:41.000,3.0.0,58.0,20.0,27,True,481.0,450.0,cachier,,,17.0,77292.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,77292.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,, +281,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,480,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7386.0,5000.0,pylibmc,conda-forge/pylibmc,,587.0,294819.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,289609.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,217631.0,3.0,,,,,,,,,,,,,,,,,, +282,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,18.0,88.0,71.0,96.0,309,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,False,38139.0,34720.0,configobj,conda-forge/configobj,,541.0,3209227.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3419.0,3197866.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,783659.0,3.0,,,,,,,,,,,,,,,,,, +283,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,232,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47627.0,39623.0,futures,conda-forge/futures,,,6933993.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8004.0,6920196.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1269382.0,3.0,,,,,,,,,,,,,,,,,, +284,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2543.0,2250.0,cloudant,conda-forge/cloudant,,,121643.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,120423.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,111049.0,3.0,,,,,,,,,,,,,,,,,, +285,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,155,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1103.0,1054.0,filedepot,,,,12992.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,49.0,12992.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63905.0,59570.0,pathlib2,conda-forge/pathlib2,,,8221383.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4335.0,8156092.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2676933.0,3.0,,,,,,,,,,,,,,,,,, +287,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,79027.0,76299.0,contextlib2,conda-forge/contextlib2,,,24772400.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2728.0,24759987.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1216546.0,3.0,,,,,,,,,,,,,,,,,, +288,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,148.0,299.0,119.0,176.0,6175,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,120.0,116.0,powerline-shell,,,,1763.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1763.0,,,,3.0,,,,,,,,,,,,,,,,,, +289,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,,260,138.0,291.0,91.0,365.0,3210,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,159.0,137.0,flexx,conda-forge/flexx,,,1984.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,867.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,103939.0,3.0,,,,,,,,,,,,,,,,,, +290,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-03-23 19:59:28.000,2024-02-12 10:58:02,2739.0,4.0,134,50.0,307.0,45.0,195.0,1510,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,26,False,311.0,228.0,enaml,conda-forge/enaml,,778.0,8075.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,4543.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,162029.0,3.0,,,,,,,,,,,,,,,,,, +291,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-04-09 14:34:03.000,2022-08-23 07:13:04,536.0,,147,41.0,129.0,29.0,203.0,1178,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,236.0,parallel-ssh,,,377.0,179042.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,179039.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-04-10 04:58:17.000,2024-03-23 16:03:46,554.0,20.0,92,19.0,275.0,81.0,87.0,966,2024-03-18 04:34:53.000,1.0.1,20.0,19.0,26,True,3244.0,3236.0,odmantic,,,,26673.0,https://pypi.org/project/odmantic,2024-03-18 04:34:53.000,8.0,26673.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,955,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2495.0,1986.0,bcolz,conda-forge/bcolz,,,9199.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,509.0,5190.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,344779.0,3.0,,,,,,,,,,,,,,,,,, +294,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,100.0,952,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,278.0,,mss,conda-forge/python-mss,,,865460.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,278.0,864518.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,43345.0,3.0,,,,,,,,,,,,,,,,,, +295,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,489,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4752.0,4480.0,pyscreenshot,,,,250218.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,272.0,250218.0,,,,3.0,,,,,,,,,,,,,,,,,, +296,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,26,False,19505.0,19489.0,umongo,conda-forge/umongo,,,54571.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,54370.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6231.0,3.0,,,,,,,,,,,,,,,,,, +297,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,68,19.0,45.0,20.0,17.0,205,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13127.0,,ptyprocess,conda-forge/ptyprocess,,,71900538.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13127.0,71724232.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,16925415.0,3.0,,,,,,,,,,,,,,,,,, +298,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,21,7.0,61.0,4.0,7.0,170,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,True,38493.0,38400.0,catalogue,conda-forge/catalogue,,,6896981.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,93.0,6869214.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1249553.0,3.0,,,,,,,,,,,,,,,,,, +299,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,142,58.0,248.0,95.0,109.0,1572,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,31910.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,31910.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +300,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1490,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,False,91.0,64.0,streamparse,,,,1984.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,1984.0,,,,3.0,,,,,,,,,,,,pystorm/streamparse,,,,,, +301,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-04-01 14:09:29.000,2023-05-19 04:32:00,6411.0,,228,38.0,1051.0,9.0,209.0,1439,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,8895.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,8895.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,44.0,231.0,104.0,64.0,1251,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1118.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1118.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,21.0,70.0,9.0,37.0,1094,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6696.0,6571.0,immutables,conda-forge/immutables,,,1271365.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,1250655.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,973370.0,3.0,,,,,,,,,,,,,,,,,, +304,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-04-11 10:35:27.000,2024-04-11 10:35:08,9954.0,6.0,43,14.0,10.0,6.0,8.0,491,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,93436.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,93436.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,334,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,31233367.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,31203984.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1762986.0,3.0,,,,,,,,,,,,,,,,,, +306,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-03-15 09:19:58.000,2024-03-04 07:50:54,3522.0,16.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,560.0,78.0,25,True,61.0,36.0,dbnd,,,,224802.0,https://pypi.org/project/dbnd,2024-03-15 09:19:58.000,25.0,224802.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-04-02 11:49:01.000,2024-04-02 11:48:53,375.0,5.0,32,7.0,142.0,4.0,83.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1220.0,1175.0,everett,conda-forge/everett,,,148024.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,146626.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,58756.0,3.0,,,,,,,,,,,,,,,,,, +308,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8041.0,,entrypoints,conda-forge/entrypoints,,,17648882.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8041.0,17453376.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18768608.0,3.0,,,,,,,,,,,,,,,,,, +309,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,170,85.0,81.0,22.0,82.0,3935,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,145.0,68.0,storm,,,,2561.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,77.0,2561.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-04-02 10:58:39.000,2023-10-02 06:28:26,631.0,,412,43.0,183.0,265.0,110.0,2628,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,6898.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,6898.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,140.0,2352,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,24,True,374.0,,python-box,conda-forge/python-box,,39.0,3000650.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,374.0,2988971.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,525593.0,3.0,,,,,,,,,,,,,,,,,, +312,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,98,40.0,42.0,25.0,47.0,1520,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,130.0,119.0,pypeln,conda-forge/pypeln,,,403581.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,403251.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14882.0,3.0,,,,,,,,,,,,,,,,,, +313,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1345,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,199.0,177.0,pinject,conda-forge/pinject,,,64343.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,64178.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5130.0,3.0,,,,,,,,,,,,,,,,,, +314,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1078,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2463.0,2291.0,pluginbase,conda-forge/pluginbase,,,677571.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,172.0,673502.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,305177.0,3.0,,,,,,,,,,,,,,,,,, +315,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,145,10.0,22.0,29.0,19.0,711,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3615.0,3358.0,ratelimit,conda-forge/ratelimit,,,6875374.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,257.0,6875002.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,14516.0,3.0,,,,,,,,,,,,,,,,,, +316,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-03-29 18:39:33.000,2024-03-29 18:39:30,1443.0,11.0,42,17.0,137.0,2.0,13.0,707,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,3.0,20178.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,66.0,17875.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,71407.0,3.0,,,,,,,,,,,,,,,,,, +317,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,423.0,299.0,messytables,,,,12411.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,12411.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-03-14 13:19:12.000,2024-03-14 13:18:25,966.0,21.0,25,18.0,181.0,6.0,18.0,363,2024-03-14 13:19:12.000,17.5.4,265.0,19.0,24,True,400.0,361.0,aiomisc,,,,17614.0,https://pypi.org/project/aiomisc,2024-03-14 13:19:12.000,39.0,17614.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,222.0,200.0,pyhdb,,,108.0,345067.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,345066.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,266,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,948.0,861.0,deepdish,conda-forge/deepdish,,,22393.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,21341.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,93711.0,3.0,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,51.0,42.0,95,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,6059.0,4721.0,clint,conda-forge/clint,,118.0,99541.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1338.0,98942.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,56916.0,3.0,,,,,,,,,,,,kennethreitz/clint,,,,,, +322,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,311.0,1836.0,76,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8904.0,,openpyxl,openpyxl,,,78245494.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8874.0,78243298.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,220608.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1227.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10558,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,23.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,23.0,,,,2.0,,,,,,,,,,,,,,,,,, +324,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1563,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,203.0,179.0,commonregex,,,,97169.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,97169.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-03-11 10:51:29.000,2024-03-05 15:50:47,334.0,7.0,81,45.0,260.0,47.0,41.0,1345,2024-03-05 15:56:18.000,0.19,35.0,30.0,23,True,39.0,29.0,tasktiger,,,,5846.0,https://pypi.org/project/tasktiger,2024-03-05 15:54:55.000,10.0,5846.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135,63.0,76.0,167.0,149.0,860,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,196.0,167.0,rows,,,38.0,1069.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,1069.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,213.0,205.0,pysparkling,conda-forge/pysparkling,,,11929.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,11804.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4643.0,3.0,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2928.0,2732.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,195656.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,195302.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27675.0,3.0,,,,,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3506,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,451.0,417.0,pampy,,,,42288.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,42288.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-03-21 21:04:06.386,2024-03-19 18:38:23,86.0,3.0,146,34.0,13.0,10.0,179.0,3275,2024-03-19 18:41:16.000,2.1.22,67.0,1.0,22,False,216.0,216.0,ptext-joris-schellekens,conda-forge/borb,,,1525.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-03-21 21:04:06.386,48803.0,3.0,,,,,,,,,,,,,,,,,, +331,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3253,,,4.0,19.0,22,False,613.0,583.0,macropy3,,,,259.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,259.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,268.0,30.0,1.0,60.0,2694,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,28.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,28.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2487,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1036.0,22,False,,,,,,23723.0,677.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +334,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1828,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4393.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4393.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,867,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,True,242.0,223.0,unsync,conda-forge/unsync,,,54790.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,54521.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12407.0,3.0,,,,,,,,,,,,,,,,,, +336,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,13.0,32.0,31.0,42.0,864,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1769.0,1664.0,pickledb,,,,22691.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,105.0,22691.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,761,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,22,True,330.0,299.0,dirty-equals,conda-forge/dirty-equals,,,120589.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,118915.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,41864.0,3.0,,,,,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11633.0,9586.0,unipath,,,,52039.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,52039.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,169,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,300.0,287.0,aioprometheus,,,,143317.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,13.0,143317.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-04-08 17:47:48.000,2024-03-29 20:59:55,630.0,2.0,18,11.0,35.0,18.0,15.0,154,2023-05-30 20:50:42.000,0.9.0,6.0,48.0,22,True,336.0,294.0,docopt-ng,,,,162664.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,42.0,162664.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,130,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2338.0,2269.0,coolname,conda-forge/coolname,,,551279.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,69.0,549122.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,86304.0,3.0,,,,,,,,,,,,,,,,,, +342,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,,21,5.0,12.0,5.0,15.0,104,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2422.0,2294.0,stopit,conda-forge/stopit,,,548223.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,536983.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,843003.0,3.0,,,,,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-04-11 12:19:02.000,2024-04-11 06:58:45,1866.0,83.0,5,3.0,851.0,17.0,49.0,52,2024-04-05 10:54:51.000,4.7.5,70.0,8.0,22,False,72.0,64.0,click-extra,,,247.0,2693.0,https://pypi.org/project/click-extra,2024-04-05 10:54:34.000,8.0,2685.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,23.0,760.0,9,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,22,False,646.0,,py2neo,conda-forge/py2neo,,,40450.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,646.0,39665.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,64383.0,3.0,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +345,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,112,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,980.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,980.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,152.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,152.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,482,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4567.0,3379.0,awesome-slugify,conda-forge/awesome-slugify,,,46025.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,45298.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,69818.0,3.0,,,,,,,,,,,,,,,,,, +348,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,720.0,636.0,pymodm,conda-forge/pymodm,,,12486.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,84.0,12381.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5271.0,3.0,,,,,,,,,,,,,,,,,, +349,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,25.0,13.0,299,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,433.0,414.0,price-parser,,,,89459.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,89459.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,1.0,29,8.0,54.0,14.0,11.0,295,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,21,True,456.0,398.0,rtoml,,,,381138.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,381138.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,288,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,177.0,171.0,datatest,,,,20442.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,20442.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-04-10 14:20:04.000,2024-04-10 14:19:53,722.0,55.0,24,5.0,275.0,5.0,,288,2024-04-04 16:54:55.000,1.1.271,674.0,12.0,21,True,6.0,6.0,upgini,,,,6230.0,https://pypi.org/project/upgini,2024-04-04 16:54:55.000,,6230.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,145,67.0,4.0,1.0,41.0,2197,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,57.0,47.0,pypattyrn,,,,2003.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,10.0,2003.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,217,38.0,56.0,84.0,40.0,1455,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11880.0,1598.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1418.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,2450.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,1732.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29472.0,3.0,,,,,,,,,,,,,,,,,, +356,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,22,10.0,32.0,22.0,21.0,661,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,71.0,68.0,pugsql,,,,4902.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,4902.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,567,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,2908.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2386.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,14114.0,3.0,,,,,,,,,,,,,,,,,, +358,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,208,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,908.0,904.0,gsheetsdb,,,,59343.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,59343.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-04-03 15:24:29.000,2024-01-18 11:58:13,5466.0,6.0,44,14.0,631.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,20,True,9.0,9.0,batchflow,,,,365.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,365.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,1867.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,847.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,35706.0,3.0,,,,,,,,,,,,,,,,,, +361,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,159.0,142.0,78.0,27.0,1985,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +362,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-04-11 01:38:09.000,2024-04-10 23:03:09,3051.0,84.0,142,28.0,250.0,32.0,392.0,1454,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +363,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,952,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,19,True,28.0,28.0,d6tflow,,,,103.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,103.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,87.0,70.0,valideer,conda-forge/valideer,,,6536.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,6314.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21320.0,3.0,,,,,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,160.0,133.0,queries,,,,2711.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2711.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1308.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,348.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,66272.0,3.0,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1609,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,377.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,377.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,306.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,306.0,,,,3.0,,,,,,,,,,,,piskvorky/bounter,,,,,, +369,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-04-11 13:14:47.000,2024-04-08 09:25:30,652.0,68.0,30,5.0,105.0,7.0,18.0,638,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,18,True,2.0,,pipeless-ai,,,844.0,123.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,18.0,,,,1.0,,,,,,,,,,,,,,,,,, +370,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2053,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,48.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,48.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1359,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,49.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,49.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1108,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,6.0,6.0,colout,,,,202.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,202.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,994,,,,1000.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +374,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,433,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,149.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,149.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2023-12-23 16:59:37.000,2023-12-23 16:55:35,407.0,,12,10.0,41.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,17,True,6.0,,validr,,,,527.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,527.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14,8.0,19.0,1.0,12.0,183,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,232768.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,232768.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,19.0,28.0,42.0,30.0,858,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,,1767.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1767.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,21.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,21.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,623,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,202.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,202.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,16,False,43.0,38.0,cleverdict,,,,877.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,877.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,53.0,28.0,3.0,2.0,1195,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,26.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,26.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-04-08 13:41:50.000,2024-01-15 11:48:36,125.0,2.0,8,16.0,178.0,2.0,10.0,277,2024-01-15 11:55:58.000,0.19.8,110.0,16.0,15,True,3.0,2.0,squirrel-core,squirrel-core,,,626.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,626.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +383,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-04-04 01:52:25.000,2024-03-26 22:33:23,986.0,44.0,21,2.0,848.0,8.0,18.0,267,2024-03-26 00:13:19.000,0.1.60,43.0,15.0,15,False,,,the-guide,,,,3.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,3.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,81,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,929.0,920.0,millify,,,,56579.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,56579.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,,69.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,69.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,548,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,73.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,73.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,108,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,52.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,52.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,,36.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,36.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 5bb4797..293ca5f 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- polars (πŸ₯‡41 Β· ⭐ 26K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- inflect (πŸ₯ˆ31 Β· ⭐ 910 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 -- ubelt (πŸ₯‰24 Β· ⭐ 710 Β· πŸ“ˆ) - A Python utility library with a stdlib like feel and extra.. Apache-2 -- flupy (πŸ₯‰17 Β· ⭐ 180 Β· πŸ“ˆ) - Fluent data pipelines for python and your shell. MIT +- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python client. MIT +- keyring (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +- libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- rsa (πŸ₯‰30 Β· ⭐ 470 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 +- confluent-kafka-python (πŸ₯‰27 Β· ⭐ 3.4K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- redis (πŸ₯ˆ36 Β· ⭐ 12K Β· πŸ“‰) - Redis Python Client. MIT -- keyring (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ“‰) - Store and access your passwords safely. MIT -- libcloud (πŸ₯‰25 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- rsa (πŸ₯‰21 Β· ⭐ 470 Β· πŸ“‰) - Python-RSA is a pure-Python RSA implementation. ❗Unlicensed -- confluent-kafka-python (πŸ₯‰15 Β· πŸ“‰) - Confluents Apache Kafka client for Python. ❗Unlicensed +- polars (πŸ₯ˆ40 Β· ⭐ 26K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- more-itertools (πŸ₯‡39 Β· ⭐ 3.4K Β· πŸ“‰) - More routines for operating on iterables, beyond itertools. MIT +- supervisor (πŸ₯ˆ35 Β· ⭐ 8.2K Β· πŸ“‰) - Supervisor process control system for Unix.. ❗️Repoze Public License +- schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ“‰) - Schema validation just got Pythonic. MIT +- pyinfra (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ“‰) - pyinfra automates infrastructure using Python. Its fast and scales.. MIT From 4e6a4b55d47caa599f19ef52a131e23a0a2435d8 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 18 Apr 2024 13:45:13 +0000 Subject: [PATCH 61/70] Update best-of list for version 2024.04.18 --- README.md | 1148 +++++++++++++++---------------- history/2024-04-18_changes.md | 20 + history/2024-04-18_projects.csv | 392 +++++++++++ latest-changes.md | 20 +- 4 files changed, 996 insertions(+), 584 deletions(-) create mode 100644 history/2024-04-18_changes.md create mode 100644 history/2024-04-18_projects.csv diff --git a/README.md b/README.md index c8bc9e8..5e5d32e 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M Back to top -
protobuf (πŸ₯‡53 Β· ⭐ 63K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡53 Β· ⭐ 64K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 44M Β· πŸ“¦ 620K Β· πŸ“‹ 6.1K - 9% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 45M Β· πŸ“¦ 620K Β· πŸ“‹ 6.1K - 8% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.4M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.3M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.1K Β· πŸ“₯ 400K Β· πŸ“¦ 100K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 410K Β· πŸ“¦ 100K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 18M / month Β· πŸ“¦ 370 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 18M / month Β· πŸ“¦ 380 Β· ⏱️ 26.03.2024): ``` pip install flatbuffers ``` @@ -126,7 +126,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -135,46 +135,46 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.3M Β· ⏱️ 04.03.2024): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.4M Β· ⏱️ 04.03.2024): ``` conda install -c conda-forge marshmallow ```
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dill (πŸ₯ˆ38 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 +
orjson (πŸ₯ˆ37 Β· ⭐ 5.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 150K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 24.02.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 84K Β· πŸ“‹ 380 - 0% open Β· ⏱️ 15.04.2024): ``` - git clone https://github.com/uqfoundation/dill + git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 55M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 21M / month Β· πŸ“¦ 1.4K Β· ⏱️ 15.04.2024): ``` - pip install dill + pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.2M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.1M Β· ⏱️ 18.04.2024): ``` - conda install -c conda-forge dill + conda install -c conda-forge orjson ```
-
orjson (πŸ₯ˆ37 Β· ⭐ 5.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
dill (πŸ₯ˆ37 Β· ⭐ 2.1K Β· πŸ“‰) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 83K Β· πŸ“‹ 380 - 1% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 150K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 24.02.2024): ``` - git clone https://github.com/ijl/orjson + git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 21M / month Β· πŸ“¦ 1.4K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 55M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): ``` - pip install orjson + pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.1M Β· ⏱️ 23.02.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.3M Β· ⏱️ 28.01.2024): ``` - conda install -c conda-forge orjson + conda install -c conda-forge dill ```
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 14.04.2024): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -183,7 +183,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install jsonpickle ``` -- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.7M Β· ⏱️ 18.10.2023): +- [Conda](https://anaconda.org/conda-forge/jsonpickle) (πŸ“₯ 1.7M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge jsonpickle ``` @@ -215,7 +215,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.6M Β· ⏱️ 11.12.2023): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.7M Β· ⏱️ 11.12.2023): ``` conda install -c conda-forge ujson ``` @@ -254,7 +254,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5.2K Β· πŸ“‹ 120 - 13% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5.3K Β· πŸ“‹ 120 - 13% open Β· ⏱️ 28.02.2024): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -275,23 +275,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 52K / month Β· πŸ“¦ 91 Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 54K / month Β· πŸ“¦ 91 Β· ⏱️ 30.03.2024): ``` pip install hickle ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 24K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 25K Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge hickle ```
srsly (πŸ₯‰28 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 42K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 43K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 6.8M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 7.4M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -307,11 +307,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 950K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 960K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 86K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 87K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 380K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 420K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,7 +342,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/pandas-dev/pandas @@ -351,14 +351,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 49M Β· ⏱️ 11.04.2024): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 50M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge pandas ```
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 510 Β· πŸ“₯ 3.2K Β· πŸ“¦ 260K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 510 Β· πŸ“₯ 3.2K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/h5py/h5py @@ -372,50 +372,66 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ40 Β· ⭐ 26K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +
polars (πŸ₯ˆ40 Β· ⭐ 26K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.5K Β· πŸ“₯ 530 Β· πŸ“¦ 4 Β· πŸ“‹ 7.2K - 21% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.6K Β· πŸ“₯ 560 Β· πŸ“¦ 4 Β· πŸ“‹ 7.2K - 21% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 5.9M / month Β· πŸ“¦ 530 Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 6.2M / month Β· πŸ“¦ 550 Β· ⏱️ 16.04.2024): ``` pip install polars ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 26K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 26K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.03.2024): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.7M Β· ⏱️ 29.03.2024): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.8M Β· ⏱️ 29.03.2024): ``` conda install -c conda-forge xarray ```
Modin (πŸ₯ˆ37 Β· ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 920K / month Β· πŸ“¦ 35 Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1M / month Β· πŸ“¦ 35 Β· ⏱️ 15.04.2024): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 300K Β· ⏱️ 11.04.2024): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 300K Β· ⏱️ 16.04.2024): ``` conda install -c conda-forge modin-core ```
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numexpr (πŸ₯ˆ37 Β· ⭐ 2.1K Β· πŸ“ˆ) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT + +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 200 Β· πŸ“₯ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 02.04.2024): + + ``` + git clone https://github.com/pydata/numexpr + ``` +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 02.04.2024): + ``` + pip install numexpr + ``` +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.9M Β· ⏱️ 05.02.2024): + ``` + conda install -c conda-forge numexpr + ``` +
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT - [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 250 Β· πŸ“¦ 3.6K Β· πŸ“‹ 730 - 43% open Β· ⏱️ 06.04.2024): @@ -423,7 +439,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 560K / month Β· πŸ“¦ 540 Β· ⏱️ 05.04.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 560K / month Β· πŸ“¦ 550 Β· ⏱️ 05.04.2024): ``` pip install zarr ``` @@ -434,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 180 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 2.7K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1M / month Β· πŸ“¦ 2.7K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -450,7 +466,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docarray (πŸ₯ˆ34 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4.1K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4.2K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 18.03.2024): ``` git clone https://github.com/jina-ai/docarray @@ -464,30 +480,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docarray ```
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numexpr (πŸ₯ˆ34 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT - -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 200 Β· πŸ“₯ 620 Β· πŸ“‹ 370 - 1% open Β· ⏱️ 02.04.2024): - - ``` - git clone https://github.com/pydata/numexpr - ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 02.04.2024): - ``` - pip install numexpr - ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.8M Β· ⏱️ 05.02.2024): - ``` - conda install -c conda-forge numexpr - ``` -
pandera (πŸ₯ˆ33 Β· ⭐ 3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“¦ 1.5K Β· πŸ“‹ 740 - 40% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“¦ 1.5K Β· πŸ“‹ 760 - 41% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.6M / month Β· πŸ“¦ 120 Β· ⏱️ 05.04.2024): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.7M / month Β· πŸ“¦ 120 Β· ⏱️ 05.04.2024): ``` pip install pandera ``` @@ -507,27 +507,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 380K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 390K Β· ⏱️ 12.06.2023): ``` conda install -c conda-forge tinydb ```
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Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark - -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 330 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): - - ``` - git clone https://github.com/databricks/koalas - ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.8M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): - ``` - pip install koalas - ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge koalas - ``` -
Bottleneck (πŸ₯ˆ32 Β· ⭐ 1K) - Fast NumPy array functions written in C. BSD-2 - [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 25.02.2024): @@ -535,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 980K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 970K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): ``` pip install Bottleneck ``` @@ -546,7 +530,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 710 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 720 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex @@ -560,6 +544,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
+
Koalas (πŸ₯‰30 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark + +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): + + ``` + git clone https://github.com/databricks/koalas + ``` +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.9M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): + ``` + pip install koalas + ``` +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge koalas + ``` +
datasketch (πŸ₯‰30 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT - [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 25 Β· πŸ“¦ 1.2K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): @@ -567,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.7M / month Β· πŸ“¦ 69 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3M / month Β· πŸ“¦ 70 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 50K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 49K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -590,32 +590,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰28 Β· ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 3.8K / month Β· πŸ“¦ 2 Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.3K / month Β· πŸ“¦ 2 Β· ⏱️ 14.04.2024): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 15.04.2024): ``` conda install -c conda-forge static-frame ```
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 210 - 39% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 220 - 41% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 680K / month Β· πŸ“¦ 51 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 640K / month Β· πŸ“¦ 58 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 88K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 90K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 510K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 540K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -648,14 +648,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install pandas-summary ```
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pickleDB (πŸ₯‰22 Β· ⭐ 860 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
pickleDB (πŸ₯‰22 Β· ⭐ 870 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.7K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): ``` git clone https://github.com/patx/pickledb ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 23K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 25K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): ``` pip install pickledb ``` @@ -685,7 +685,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 50M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 51M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -701,7 +701,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 43M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 42M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -712,7 +712,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ33 Β· ⭐ 390) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/aio-libs/multidict @@ -733,7 +733,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.3M / month Β· πŸ“¦ 360 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.4M / month Β· πŸ“¦ 360 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -781,7 +781,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 600K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 610K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): ``` pip install python-benedict ``` @@ -792,7 +792,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
munch (πŸ₯‰28 Β· ⭐ 750 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 84 Β· πŸ“‹ 48 - 18% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 85 Β· πŸ“‹ 48 - 16% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch @@ -808,12 +808,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 810K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 790K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -833,7 +833,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 970K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 980K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge immutables ``` @@ -845,7 +845,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3M / month Β· πŸ“¦ 370 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.9M / month Β· πŸ“¦ 380 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -867,25 +867,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡45 Β· ⭐ 18K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡45 Β· ⭐ 19K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.6K Β· πŸ“¦ 380K Β· πŸ“‹ 3.9K - 8% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.6K Β· πŸ“¦ 380K Β· πŸ“‹ 3.9K - 9% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 170M / month Β· πŸ“¦ 12K Β· ⏱️ 03.04.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 170M / month Β· πŸ“¦ 12K Β· ⏱️ 11.04.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.3M Β· ⏱️ 16.03.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.4M Β· ⏱️ 12.04.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 210 Β· πŸ“¦ 540K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 210 Β· πŸ“¦ 550K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/Julian/jsonschema @@ -901,28 +901,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ35 Β· ⭐ 900) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 25 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 1% open Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“₯ 25 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 2% open Β· ⏱️ 12.04.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.6M / month Β· πŸ“¦ 1.9K Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.3M / month Β· πŸ“¦ 1.9K Β· ⏱️ 04.04.2024): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 590K Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 600K Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge validators ```
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cerberus (πŸ₯ˆ33 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC +
cerberus (πŸ₯ˆ34 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC -- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 4% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 5% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -938,7 +938,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` @@ -947,14 +947,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ“‰) - Schema validation just got Pythonic. MIT +
schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 210 Β· πŸ“¦ 8.7K Β· πŸ“‹ 180 - 55% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 210 Β· πŸ“¦ 8.8K Β· πŸ“‹ 180 - 55% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 17M / month Β· πŸ“¦ 960 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 16M / month Β· πŸ“¦ 960 Β· ⏱️ 26.03.2024): ``` pip install schema ``` @@ -963,7 +963,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schema ```
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param (πŸ₯‰31 Β· ⭐ 390) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 +
param (πŸ₯‰31 Β· ⭐ 400) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 - [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 67 Β· πŸ“¦ 11K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 22.03.2024): @@ -979,9 +979,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge param ```
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python-email-validator (πŸ₯‰29 Β· ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense +
python-email-validator (πŸ₯‰30 Β· ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense -- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 94 - 11% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 96 - 11% open Β· ⏱️ 14.04.2024): ``` git clone https://github.com/JoshData/python-email-validator @@ -1022,7 +1022,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 42K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 43K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1034,7 +1034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 850 / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 960 / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1043,14 +1043,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typical ```
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validr (πŸ₯‰17 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT +
validr (πŸ₯‰18 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT - [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 530 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 580 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1076,7 +1076,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 620K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 640K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1092,11 +1092,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.5K / month Β· πŸ“¦ 17 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.6K / month Β· πŸ“¦ 17 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 2K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 2.1K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge algorithms ``` @@ -1111,7 +1111,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
arrow (πŸ₯‡39 Β· ⭐ 8.5K Β· πŸ’€) - Better dates & times for Python. Apache-2 +
arrow (πŸ₯‡39 Β· ⭐ 8.6K Β· πŸ’€) - Better dates & times for Python. Apache-2 - [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 100K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): @@ -1122,7 +1122,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.2M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.3M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1143,18 +1143,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-dateutil ```
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pendulum (πŸ₯ˆ36 Β· ⭐ 6K) - Python datetimes made easy. MIT +
pendulum (πŸ₯ˆ36 Β· ⭐ 6.1K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 630 Β· πŸ“¦ 27K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 640 Β· πŸ“¦ 27K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 29M / month Β· πŸ“¦ 1.3K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 28M / month Β· πŸ“¦ 1.4K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 940K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 950K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ``` @@ -1166,18 +1166,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6.7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 200K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 210K Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge dateparser ```
pytz (πŸ₯‰35 Β· ⭐ 310) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 31 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 32 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1186,23 +1186,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 51M Β· ⏱️ 02.02.2024): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 52M Β· ⏱️ 02.02.2024): ``` conda install -c conda-forge pytz ```
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holidays (πŸ₯‰31 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯‰32 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 430 Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 430 Β· ⏱️ 12.04.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.8M / month Β· πŸ“¦ 470 Β· ⏱️ 01.04.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.9M / month Β· πŸ“¦ 470 Β· ⏱️ 15.04.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 01.04.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 16.04.2024): ``` conda install -c conda-forge holidays ``` @@ -1214,7 +1214,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 48M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 49M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1234,9 +1234,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡40 Β· ⭐ 840) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡40 Β· ⭐ 890) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 110K Β· πŸ“‹ 660 - 36% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 110K Β· πŸ“‹ 670 - 36% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1257,7 +1257,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 19M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 20M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.02.2024): ``` pip install watchdog ``` @@ -1266,14 +1266,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ35 Β· ⭐ 670) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 680) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 97 Β· πŸ“¦ 420K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 97 Β· πŸ“¦ 420K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 130M / month Β· πŸ“¦ 3K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 140M / month Β· πŸ“¦ 3K Β· ⏱️ 09.04.2024): ``` pip install filelock ``` @@ -1309,7 +1309,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 510K Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 520K Β· ⏱️ 15.04.2024): ``` conda install -c conda-forge path ``` @@ -1321,7 +1321,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.2M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.1M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1333,8 +1333,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - appdirs (πŸ₯ˆ32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT -- zipp (πŸ₯ˆ32 Β· ⭐ 48) - Backport of pathlib-compatible object wrapper for zip files. MIT -- pyfilesystem2 (πŸ₯‰29 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- zipp (πŸ₯ˆ32 Β· ⭐ 49) - Backport of pathlib-compatible object wrapper for zip files. MIT +- pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1350,7 +1350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 43M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 42M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): ``` pip install future ``` @@ -1370,14 +1370,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 53M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 54M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge six ```
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/python/typing @@ -1396,7 +1396,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰27 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- contextlib2 (πŸ₯‰26 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1406,7 +1406,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 650K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 650K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/pyca/cryptography @@ -1422,23 +1422,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1K Β· πŸ“‹ 470 - 0% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1.1K Β· ⏱️ 17.04.2024): ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 370K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 380K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 210 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 230 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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pycryptodomex (πŸ₯ˆ37 Β· ⭐ 2.6K) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.7K Β· πŸ“ˆ) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 400 Β· πŸ“¦ 93K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 420 Β· πŸ“¦ 93K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1452,9 +1452,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pycryptodomex ```
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keyring (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +
keyring (πŸ₯‰37 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 510 - 11% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 510 - 11% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/jaraco/keyring @@ -1468,9 +1468,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge keyring ```
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bcrypt (πŸ₯ˆ37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 210K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/pyca/bcrypt @@ -1491,7 +1491,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 78M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 79M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1500,14 +1500,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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rsa (πŸ₯‰30 Β· ⭐ 470 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰30 Β· ⭐ 470) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 180M / month Β· πŸ“¦ 7.2K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 180M / month Β· πŸ“¦ 7.3K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1522,14 +1522,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 +
ansible (πŸ₯‡47 Β· ⭐ 61K Β· πŸ“‰) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.5M / month Β· πŸ“¦ 4.1K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.6M / month Β· πŸ“¦ 4.1K Β· ⏱️ 09.04.2024): ``` pip install ansible ``` @@ -1540,60 +1540,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 17.04.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 11.04.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 18.04.2024): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 590M / month Β· πŸ“¦ 8.7K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 590M / month Β· πŸ“¦ 8.7K Β· ⏱️ 17.04.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 25M Β· ⏱️ 11.04.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 26M Β· ⏱️ 17.04.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.8M Β· πŸ“¦ 7.6K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.9M Β· πŸ“¦ 7.6K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 950K / month Β· πŸ“¦ 180 Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 960K / month Β· πŸ“¦ 180 Β· ⏱️ 18.04.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.4M / month Β· πŸ“¦ 930 Β· ⏱️ 10.04.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.4M / month Β· πŸ“¦ 930 Β· ⏱️ 17.04.2024): ``` npm install @pulumi/pulumi ```
paramiko (πŸ₯ˆ42 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 93K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 94K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 54M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 55M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` pip install paramiko ``` @@ -1604,7 +1604,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker (πŸ₯ˆ42 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 900 Β· πŸ“¦ 79K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 930 Β· πŸ“¦ 79K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/docker/docker-py @@ -1613,28 +1613,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.1M Β· ⏱️ 09.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.2M Β· ⏱️ 09.12.2023): ``` conda install -c conda-forge docker-py ```
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 89M Β· πŸ“¦ 470 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 90M Β· πŸ“¦ 490 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 390K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 400K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge docker-compose ```
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kubernetes (πŸ₯ˆ38 Β· ⭐ 6.4K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ39 Β· ⭐ 6.4K Β· πŸ“ˆ) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.4K - 9% open Β· ⏱️ 02.04.2024): @@ -1645,14 +1645,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 480K Β· ⏱️ 19.06.2023): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 480K Β· ⏱️ 18.04.2024): ``` conda install -c conda-forge kubernetes ```
netmiko (πŸ₯‰37 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.3K Β· πŸ“‹ 2K - 7% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.3K Β· πŸ“‹ 2.1K - 8% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/ktbyers/netmiko @@ -1662,46 +1662,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install netmiko ```
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schedule (πŸ₯‰35 Β· ⭐ 11K) - Python job scheduling for humans. MIT +
fabric (πŸ₯‰35 Β· ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 950 Β· πŸ“¦ 34K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 26.01.2024): ``` - git clone https://github.com/dbader/schedule + git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.9M / month Β· πŸ“¦ 170 Β· ⏱️ 31.08.2023): ``` - pip install schedule + pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 53K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 88K Β· ⏱️ 31.08.2023): ``` - conda install -c conda-forge schedule + conda install -c conda-forge fabric ```
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fabric (πŸ₯‰34 Β· ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2 +
schedule (πŸ₯‰35 Β· ⭐ 11K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 950 Β· πŸ“¦ 34K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): ``` - git clone https://github.com/fabric/fabric + git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.6M / month Β· πŸ“¦ 170 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): ``` - pip install fabric + pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 87K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 54K Β· ⏱️ 02.10.2023): ``` - conda install -c conda-forge fabric + conda install -c conda-forge schedule ```
plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.1K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.2K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4.1M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1726,14 +1726,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ“‰) - pyinfra automates infrastructure using Python. Its fast and scales.. MIT +
pyinfra (πŸ₯‰30 Β· ⭐ 2.6K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 100 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 09.03.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 110 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 58K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 43K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): ``` pip install pyinfra ``` @@ -1757,10 +1757,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - parallel-ssh (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 -- fabtools (πŸ₯‰25 Β· ⭐ 1.3K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 +- fabtools (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰15 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰14 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1784,9 +1784,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ35 Β· ⭐ 8.2K Β· πŸ“‰) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ35 Β· ⭐ 8.2K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 10K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 02.03.2024): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 11K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 02.03.2024): ``` git clone https://github.com/Supervisor/supervisor @@ -1800,14 +1800,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯‰34 Β· ⭐ 6.8K) - Python process launching. MIT +
sh (πŸ₯‰34 Β· ⭐ 6.9K) - Python process launching. MIT - [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.2M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.6M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1816,7 +1816,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sh ```
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ptyprocess (πŸ₯‰26 Β· ⭐ 200) - Run a subprocess in a pseudo terminal. ISC +
ptyprocess (πŸ₯‰26 Β· ⭐ 210) - Run a subprocess in a pseudo terminal. ISC - [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 68 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): @@ -1840,16 +1840,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 360K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 370K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 94M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 95M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.2M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.3M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ``` @@ -1861,7 +1861,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.5M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.6M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1872,12 +1872,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 120 Β· πŸ“¦ 270K Β· πŸ“‹ 340 - 15% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 350 - 17% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 67M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 68M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): ``` pip install anyio ``` @@ -1888,7 +1888,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰27 Β· ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.5K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.6K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/tiangolo/asyncer @@ -1897,7 +1897,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.2K Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.4K Β· ⏱️ 17.04.2024): ``` conda install -c conda-forge asyncer ``` @@ -1921,7 +1921,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 55K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 52K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1937,11 +1937,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 540K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 440K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 840K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1954,12 +1954,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 740K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 750K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 57M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 58M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` @@ -1970,7 +1970,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡38 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 330 Β· πŸ“¦ 420K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 330 Β· πŸ“¦ 430K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/ipython/traitlets @@ -1984,14 +1984,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge traitlets ```
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hydra (πŸ₯ˆ34 Β· ⭐ 8.1K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯ˆ34 Β· ⭐ 8.2K) - Hydra is a framework for elegantly configuring complex applications. MIT - [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 22K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.9K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -2002,16 +2002,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.2K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.3K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 25.03.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month Β· πŸ“¦ 320 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3M / month Β· πŸ“¦ 320 Β· ⏱️ 18.03.2024): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 71K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 72K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge dynaconf ``` @@ -2023,7 +2023,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.3M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.4M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2034,12 +2034,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 95 Β· πŸ“¦ 28K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 96 Β· πŸ“¦ 28K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.5M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.7M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2055,7 +2055,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 310K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 350K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2092,7 +2092,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 310 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 23.03.2024): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 310 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 23.03.2024): ``` git clone https://github.com/pallets/click @@ -2108,12 +2108,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡42 Β· ⭐ 47K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 190K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 190K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 51M / month Β· πŸ“¦ 6.6K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 53M / month Β· πŸ“¦ 7K Β· ⏱️ 28.02.2024): ``` pip install rich ``` @@ -2129,23 +2129,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.3M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.4M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 880K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 890K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ39 Β· ⭐ 14K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 610 Β· πŸ“¦ 83K Β· πŸ“‹ 380 - 52% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 620 Β· πŸ“¦ 84K Β· πŸ“‹ 380 - 52% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 22M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 23M / month Β· πŸ“¦ 3.4K Β· ⏱️ 09.04.2024): ``` pip install typer ``` @@ -2154,14 +2154,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
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python-prompt-toolkit (πŸ₯ˆ37 Β· ⭐ 8.9K) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 - [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 48M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 49M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2172,12 +2172,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 920K Β· πŸ“‹ 250 - 44% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 930K Β· πŸ“‹ 250 - 43% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 160M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 170M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2204,23 +2204,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.4K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 51K Β· πŸ“‹ 260 - 19% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 52K Β· πŸ“‹ 270 - 20% open Β· ⏱️ 14.04.2024): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 27M / month Β· πŸ“¦ 2.3K Β· ⏱️ 08.03.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 27M / month Β· πŸ“¦ 2.3K Β· ⏱️ 14.04.2024): ``` pip install argcomplete ``` -- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.5M Β· ⏱️ 08.03.2024): +- [Conda](https://anaconda.org/conda-forge/argcomplete) (πŸ“₯ 1.6M Β· ⏱️ 15.04.2024): ``` conda install -c conda-forge argcomplete ```
cleo (πŸ₯‰34 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 21K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 21K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 12.04.2024): ``` git clone https://github.com/sdispater/cleo @@ -2229,19 +2229,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 680K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 690K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
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wcwidth (πŸ₯‰33 Β· ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰32 Β· ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. MIT - [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 55 Β· πŸ“¦ 530K Β· πŸ“‹ 52 - 25% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 64M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 65M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2252,7 +2252,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰30 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 82 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 27% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 81 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 27% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/tmbo/questionary @@ -2261,7 +2261,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 69K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 70K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2273,7 +2273,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 21K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 20K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2282,14 +2282,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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ConfigArgParse (πŸ₯‰29 Β· ⭐ 690 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT +
ConfigArgParse (πŸ₯‰29 Β· ⭐ 700 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` @@ -2298,14 +2298,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰22 Β· ⭐ 150) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰22 Β· ⭐ 160) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 18 Β· πŸ“¦ 290 Β· πŸ“‹ 33 - 54% open Β· ⏱️ 29.03.2024): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 18 Β· πŸ“¦ 300 Β· πŸ“‹ 33 - 54% open Β· ⏱️ 29.03.2024): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 160K / month Β· πŸ“¦ 42 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 150K / month Β· πŸ“¦ 43 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2317,7 +2317,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 220 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2335,7 +2335,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 900) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 910) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2361,28 +2361,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 600K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 590K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
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beaker (πŸ₯‰28 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 +
beaker (πŸ₯‰29 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.2K Β· πŸ“‹ 130 - 55% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.3K Β· πŸ“‹ 140 - 54% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 300K / month Β· πŸ“¦ 1.4K Β· ⏱️ 04.02.2023): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 11.04.2024): ``` pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 73K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 74K Β· ⏱️ 12.04.2024): ``` conda install -c conda-forge beaker ``` @@ -2394,7 +2394,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 77K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 79K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ``` @@ -2406,7 +2406,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 290K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 300K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2429,7 +2429,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 12K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 13K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/kivy/kivy @@ -2445,24 +2445,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ33 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.8K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 15.03.2024): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.9K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 42K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 41K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 850 - 17% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 860 - 17% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.1K / month Β· πŸ“¦ 36 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.2K / month Β· πŸ“¦ 36 Β· ⏱️ 06.02.2024): ``` pip install toga ``` @@ -2473,12 +2473,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
flexx (πŸ₯‰26 Β· ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2 -- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 140 Β· πŸ“‹ 460 - 19% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 140 Β· πŸ“‹ 460 - 20% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 870 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 980 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2490,10 +2490,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - PySimpleGUI (πŸ₯ˆ35 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed -- Eel (πŸ₯‰31 Β· ⭐ 6.1K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT +- Eel (πŸ₯‰31 Β· ⭐ 6.2K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT - Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - Phoenix (πŸ₯‰27 Β· ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows -- enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2505,12 +2505,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡18 Β· ⭐ 640) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 840 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 880 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 18 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 15 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2538,11 +2538,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.04.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.04.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 880K Β· ⏱️ 05.04.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 890K Β· ⏱️ 05.04.2024): ``` conda install -c conda-forge phonenumbers ``` @@ -2558,7 +2558,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 69K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 70K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge emoji ``` @@ -2594,35 +2594,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 50 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 43 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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inflect (πŸ₯ˆ31 Β· ⭐ 910) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
inflect (πŸ₯ˆ31 Β· ⭐ 920) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 99 Β· πŸ“‹ 120 - 24% open Β· ⏱️ 31.03.2024): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 31.03.2024): ``` pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 360K Β· ⏱️ 04.07.2023): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 370K Β· ⏱️ 04.07.2023): ``` conda install -c conda-forge inflect ```
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pyahocorasick (πŸ₯‰30 Β· ⭐ 880) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰30 Β· ⭐ 890) - Python module (C extension and plain python) implementing Aho-.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 5 Β· πŸ“¦ 2.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 840K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 870K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): ``` pip install pyahocorasick ``` @@ -2633,12 +2633,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
price-parser (πŸ₯‰21 Β· ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 410 Β· πŸ“‹ 38 - 65% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 420 Β· πŸ“‹ 38 - 65% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 89K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 91K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2668,28 +2668,28 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.2B / month Β· πŸ“¦ 19K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.3B / month Β· πŸ“¦ 19K Β· ⏱️ 17.04.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 18M Β· ⏱️ 11.04.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 17.04.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.7K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 750K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 760K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 48K Β· ⏱️ 23.03.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 49K Β· ⏱️ 23.03.2024): ``` pip install SQLAlchemy ``` @@ -2698,7 +2698,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy ```
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redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python client. MIT +
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python client. MIT - [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 27.03.2024): @@ -2714,14 +2714,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge redis-py ```
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azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.2K) - This repository is for active development of the Azure SDK.. MIT +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.6K - 10% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.6K - 10% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 780 Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 780 Β· ⏱️ 16.04.2024): ``` pip install azure-storage-blob ``` @@ -2732,7 +2732,7 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/googleapis/google-cloud-python @@ -2748,16 +2748,16 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 28K Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· ⏱️ 17.04.2024): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.8K Β· ⏱️ 05.02.2024): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.8K Β· ⏱️ 17.04.2024): ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 620K Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 620K Β· ⏱️ 18.04.2024): ``` conda install -c conda-forge peewee ``` @@ -2812,7 +2812,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 17.04.2024): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2828,7 +2828,7 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ39 Β· ⭐ 710) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 28K Β· πŸ“‹ 660 - 8% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 28K Β· πŸ“‹ 660 - 8% open Β· ⏱️ 12.04.2024): ``` git clone https://github.com/googleapis/python-bigquery @@ -2842,9 +2842,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
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alembic (πŸ₯ˆ38 Β· ⭐ 2.4K) - A database migrations tool for SQLAlchemy. MIT +
alembic (πŸ₯ˆ38 Β· ⭐ 2.5K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 210K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 19.03.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 210K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/sqlalchemy/alembic @@ -2865,23 +2865,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 12M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 13M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` -- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/kafka-python) (πŸ“₯ 440K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge kafka-python ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 4K) - the portable Python dataframe library. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 4.1K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 510 Β· πŸ“₯ 120 Β· πŸ“¦ 1.3K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 510 Β· πŸ“₯ 120 Β· πŸ“¦ 1.3K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 180K / month Β· πŸ“¦ 57 Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 180K / month Β· πŸ“¦ 60 Β· ⏱️ 14.04.2024): ``` pip install ibis-framework ``` @@ -2897,7 +2897,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 40M / month Β· πŸ“¦ 66 Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 41M / month Β· πŸ“¦ 66 Β· ⏱️ 27.03.2024): ``` pip install awswrangler ``` @@ -2908,7 +2908,7 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.4K - 10% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.4K - 10% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py @@ -2945,7 +2945,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.7M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.9M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` @@ -2972,7 +2972,7 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ36 Β· ⭐ 810) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 17K Β· πŸ“‹ 460 - 28% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 28% open Β· ⏱️ 12.04.2024): ``` git clone https://github.com/fsspec/s3fs @@ -2986,36 +2986,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
Prometheus Client (πŸ₯ˆ35 Β· ⭐ 3.8K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 87K Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 16.04.2024): ``` - git clone https://github.com/mongodb/motor + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 34M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): ``` - pip install motor + pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 65K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 16M Β· ⏱️ 14.02.2024): ``` - conda install -c conda-forge motor + conda install -c conda-forge prometheus_client ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K) - Prometheus instrumentation library for Python.. Apache-2 +
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 09.03.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 87K Β· ⏱️ 16.04.2024): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 34M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): ``` - pip install prometheus_client + pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 16M Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 66K Β· ⏱️ 26.03.2024): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge motor ```
Databases (πŸ₯ˆ34 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 @@ -3025,7 +3025,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 440K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 450K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): ``` pip install databases ``` @@ -3034,20 +3034,16 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
libcloud (πŸ₯ˆ34 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 280 Β· πŸ“¦ 20K Β· πŸ“‹ 460 - 44% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 16.04.2024): ``` - git clone https://github.com/kayak/pypika - ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.7M / month Β· πŸ“¦ 120 Β· ⏱️ 15.03.2022): - ``` - pip install pypika + git clone https://github.com/apache/libcloud ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 11K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 240K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` - conda install -c conda-forge pypika + pip install apache-libcloud ```
s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 @@ -3066,14 +3062,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3transfer ```
+
PyPika (πŸ₯‰33 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 + +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 280 Β· πŸ“¦ 20K Β· πŸ“‹ 460 - 44% open Β· ⏱️ 17.04.2024): + + ``` + git clone https://github.com/kayak/pypika + ``` +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.8M / month Β· πŸ“¦ 120 Β· ⏱️ 15.03.2022): + ``` + pip install pypika + ``` +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 12K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pypika + ``` +
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.6K Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.7K Β· ⏱️ 26.03.2024): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.6M / month Β· πŸ“¦ 710 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.5M / month Β· πŸ“¦ 710 Β· ⏱️ 20.03.2024): ``` pip install cassandra-driver ``` @@ -3084,7 +3096,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 860) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 8.7K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 8.8K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 12.04.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3105,7 +3117,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.2M / month Β· πŸ“¦ 510 Β· ⏱️ 02.03.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.2M / month Β· πŸ“¦ 520 Β· ⏱️ 02.03.2024): ``` pip install minio ``` @@ -3116,12 +3128,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.7K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.8K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 12.04.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 11M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 12M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): ``` pip install pandas-gbq ``` @@ -3137,7 +3149,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 230K / month Β· πŸ“¦ 180 Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 210K / month Β· πŸ“¦ 180 Β· ⏱️ 29.03.2024): ``` pip install records ``` @@ -3148,7 +3160,7 @@ _Libraries for connecting to, operating, and querying databases._
Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 96 Β· πŸ“¦ 3.9K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 96 Β· πŸ“¦ 4K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony @@ -3173,31 +3185,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 550K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 560K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
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libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +
influxdb (πŸ₯‰32 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 8.2K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 17.04.2024): ``` - git clone https://github.com/apache/libcloud + git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 250K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): ``` - pip install apache-libcloud + pip install influxdb + ``` +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge influxdb ```
tortoise-orm (πŸ₯‰31 Β· ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.4K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.5K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 130K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): ``` pip install tortoise-orm ``` @@ -3206,22 +3222,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge tortoise-orm ```
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influxdb (πŸ₯‰31 Β· ⭐ 1.7K Β· πŸ’€) - Python client for InfluxDB. MIT - -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 8.2K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 18.07.2023): - - ``` - git clone https://github.com/influxdata/influxdb-python - ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): - ``` - pip install influxdb - ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge influxdb - ``` -
pygsheets (πŸ₯‰31 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT - [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): @@ -3241,11 +3241,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.8M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.9M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 540K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 550K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ``` @@ -3268,16 +3268,16 @@ _Libraries for connecting to, operating, and querying databases._
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 360 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 360 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 27K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysolr ``` @@ -3301,35 +3301,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 76K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 74K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): ``` pip install prisma ```
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confluent-kafka-python (πŸ₯‰27 Β· ⭐ 3.4K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 +
confluent-kafka-python (πŸ₯‰27 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.3K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.4K): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 12M / month Β· πŸ“¦ 490 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 12M / month Β· πŸ“¦ 500 Β· ⏱️ 25.10.2023): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 840K Β· ⏱️ 30.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 850K Β· ⏱️ 30.01.2024): ``` conda install -c conda-forge python-confluent-kafka ```
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 840 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 850 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 52K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 53K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3345,7 +3345,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 49 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 49 Β· ⏱️ 22.02.2024): ``` pip install filedepot ``` @@ -3357,7 +3357,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 28K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): ``` pip install odmantic ``` @@ -3376,7 +3376,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 420 - 7% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 430 - 7% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3385,13 +3385,13 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ37 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 63) - Google Cloud Bigtable API client library. Apache-2 +- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 64) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 +- umongo (πŸ₯‰27 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- umongo (πŸ₯‰26 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - py2neo (πŸ₯‰22 Β· ⭐ 9) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 @@ -3412,39 +3412,39 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 44K Β· πŸ“‹ 2.8K - 23% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 45K Β· πŸ“‹ 2.8K - 23% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 8.7M / month Β· πŸ“¦ 1K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 9M / month Β· πŸ“¦ 1K Β· ⏱️ 01.03.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 700K Β· ⏱️ 02.03.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 710K Β· ⏱️ 02.03.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 700 - 2% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 710 - 2% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 14M / month Β· πŸ“¦ 3.3K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 3.3K Β· ⏱️ 17.04.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 900K Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 910K Β· ⏱️ 17.04.2024): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡37 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 96K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 96K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/jazzband/tablib @@ -3465,7 +3465,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 170K / month Β· πŸ“¦ 650 Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 160K / month Β· πŸ“¦ 650 Β· ⏱️ 02.04.2024): ``` pip install xlwings ``` @@ -3474,22 +3474,6 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xlwings ```
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gdown (πŸ₯ˆ34 Β· ⭐ 3.9K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT - -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 160 - 16% open Β· ⏱️ 11.02.2024): - - ``` - git clone https://github.com/wkentaro/gdown - ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.6M / month Β· πŸ“¦ 500 Β· ⏱️ 03.02.2024): - ``` - pip install gdown - ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 260K Β· ⏱️ 03.02.2024): - ``` - conda install -c conda-forge gdown - ``` -
smart-open (πŸ₯ˆ34 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 390 - 15% open Β· ⏱️ 27.03.2024): @@ -3508,12 +3492,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 270 Β· πŸ“¦ 55K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 270 Β· πŸ“¦ 56K Β· πŸ“‹ 210 - 9% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 9.1M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 9M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3529,7 +3513,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 200K / month Β· πŸ“¦ 370 Β· ⏱️ 28.03.2024): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 190K / month Β· πŸ“¦ 370 Β· ⏱️ 28.03.2024): ``` pip install csvkit ``` @@ -3538,6 +3522,22 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge csvkit ```
+
gdown (πŸ₯ˆ33 Β· ⭐ 3.9K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT + +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 160 - 16% open Β· ⏱️ 11.02.2024): + + ``` + git clone https://github.com/wkentaro/gdown + ``` +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 500 Β· ⏱️ 03.02.2024): + ``` + pip install gdown + ``` +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 260K Β· ⏱️ 03.02.2024): + ``` + conda install -c conda-forge gdown + ``` +
pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 - [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 680 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): @@ -3545,7 +3545,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 440K / month Β· πŸ“¦ 860 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 450K / month Β· πŸ“¦ 870 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3556,12 +3556,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ32 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.2K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.2K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 59K / month Β· πŸ“¦ 130 Β· ⏱️ 19.03.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 61K / month Β· πŸ“¦ 130 Β· ⏱️ 19.03.2024): ``` pip install intake ``` @@ -3577,7 +3577,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 40K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 36K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` @@ -3593,7 +3593,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 130K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 140K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): ``` pip install textract ``` @@ -3609,67 +3609,67 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 37K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 36K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ```
camelot (πŸ₯‰24 Β· ⭐ 2.6K) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 410 Β· πŸ“‹ 380 - 70% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 420 Β· πŸ“‹ 380 - 70% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.9K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.7K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ```
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rows (πŸ₯‰23 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰24 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 - [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 09.03.2024): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.1K / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.2K / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): ``` pip install rows ```
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Upgini (πŸ₯‰21 Β· ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
excalibur (πŸ₯‰20 Β· ⭐ 1.5K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 130 - 68% open Β· ⏱️ 15.07.2023): ``` - git clone https://github.com/upgini/upgini + git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6.2K / month Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.5K / month Β· ⏱️ 21.03.2020): ``` - pip install upgini + pip install excalibur-py ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.5K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT +
Upgini (πŸ₯‰20 Β· ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 120 - 67% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 16.04.2024): ``` - git clone https://github.com/camelot-dev/excalibur + git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.4K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.9K / month Β· ⏱️ 16.04.2024): ``` - pip install excalibur-py + pip install upgini ```
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Squirrel (πŸ₯‰15 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰16 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 16% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 16% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 630 / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 380 / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3683,7 +3683,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - xmltodict (πŸ₯ˆ35 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯‰31 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯‰30 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- PDFMiner (πŸ₯‰28 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT @@ -3703,7 +3703,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡49 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.2K Β· πŸ”€ 13K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 9K - 10% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 9.1K - 10% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/apache/airflow @@ -3712,23 +3712,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 02.04.2024): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 14.04.2024): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 960M Β· ⭐ 510 Β· ⏱️ 08.04.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 1B Β· ⭐ 510 Β· ⏱️ 08.04.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.7M / month Β· πŸ“¦ 15K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.7M / month Β· πŸ“¦ 15K Β· ⏱️ 17.04.2024): ``` pip install celery ``` @@ -3739,60 +3739,60 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.5K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.8K Β· πŸ“‹ 6.7K - 65% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.8K Β· πŸ“‹ 6.7K - 65% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.9M / month Β· πŸ“¦ 190 Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 190 Β· ⏱️ 08.04.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 62K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 64K Β· ⏱️ 14.04.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
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Prefect (πŸ₯‡43 Β· ⭐ 14K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 +
Prefect (πŸ₯‡43 Β· ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.7K Β· πŸ“‹ 4.7K - 13% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.7K Β· πŸ“‹ 4.7K - 13% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 940K / month Β· πŸ“¦ 160 Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 980K / month Β· πŸ“¦ 160 Β· ⏱️ 12.04.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 620K Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 630K Β· ⏱️ 12.04.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.2K Β· πŸ“¦ 2.2K Β· πŸ“‹ 7.3K - 33% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 7.3K - 34% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 840K / month Β· πŸ“¦ 140 Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 830K / month Β· πŸ“¦ 140 Β· ⏱️ 16.04.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 12.04.2024): ``` conda install -c conda-forge dagster ```
rq (πŸ₯ˆ40 Β· ⭐ 9.5K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 23.03.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): ``` pip install rq ``` @@ -3803,16 +3803,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 9% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 19M / month Β· πŸ“¦ 63 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 19M / month Β· πŸ“¦ 64 Β· ⏱️ 15.04.2024): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 760K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 770K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge great-expectations ``` @@ -3824,7 +3824,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 49M / month Β· πŸ“¦ 6.9K Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 50M / month Β· πŸ“¦ 6.9K Β· ⏱️ 08.04.2024): ``` pip install joblib ``` @@ -3835,24 +3835,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ38 Β· ⭐ 9.3K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 490K / month Β· πŸ“¦ 74 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 480K / month Β· πŸ“¦ 74 Β· ⏱️ 17.04.2024): ``` pip install kedro ```
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dbt (πŸ₯ˆ38 Β· ⭐ 8.8K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 8.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.7K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.2K Β· πŸ“¦ 4.7K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 44K / month Β· πŸ“¦ 30 Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 45K / month Β· πŸ“¦ 30 Β· ⏱️ 11.04.2024): ``` pip install dbt ``` @@ -3863,12 +3863,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
luigi (πŸ₯ˆ36 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 14.04.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 380K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 370K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3879,12 +3879,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
petl (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 3.6K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 3.6K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.6M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3895,36 +3895,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.7K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 3.8K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.2K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 470 Β· πŸ“‹ 300 - 20% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 480 Β· πŸ“‹ 300 - 20% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 15K / month Β· πŸ“¦ 2 Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 09.04.2024): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 48 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 3% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 34 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 250K / month Β· πŸ“¦ 6 Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 270K / month Β· πŸ“¦ 6 Β· ⏱️ 17.04.2024): ``` pip install whylogs ``` @@ -3936,11 +3936,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 95K / month Β· πŸ“¦ 21 Β· ⏱️ 01.04.2024): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 97K / month Β· πŸ“¦ 21 Β· ⏱️ 01.04.2024): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.6K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.7K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ``` @@ -3952,7 +3952,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 93K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 96K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3961,36 +3961,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
ploomber (πŸ₯‰29 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 130 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): ``` - git clone https://github.com/combust/mleap + git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 190K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.3K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` - pip install mleap + pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 85K Β· ⏱️ 09.02.2024): ``` - conda install -c conda-forge mleap + conda install -c conda-forge ploomber ```
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ploomber (πŸ₯‰28 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 130 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/ploomber/ploomber + git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 5.5K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 180K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` - pip install ploomber + pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 84K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): ``` - conda install -c conda-forge ploomber + conda install -c conda-forge mleap ```
PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT @@ -4012,7 +4012,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 8.9K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.2K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4024,7 +4024,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 220K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 240K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): ``` pip install dbnd ``` @@ -4036,7 +4036,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5.8K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 6.1K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): ``` pip install tasktiger ``` @@ -4048,7 +4048,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 360 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 170 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4060,7 +4060,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 100 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 140 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ``` @@ -4072,14 +4072,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 48 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 51 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 13 - 7% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 14 - 14% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/olirice/flupy @@ -4098,7 +4098,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT @@ -4116,12 +4116,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 930 - 1% open Β· ⏱️ 06.04.2024): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 76K Β· πŸ“‹ 930 - 1% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 18M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 19M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.02.2024): ``` pip install xlsxwriter ``` @@ -4132,7 +4132,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 1.1M Β· πŸ“‹ 600 - 46% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 1.2M Β· πŸ“‹ 600 - 46% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4158,7 +4158,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 220 Β· πŸ“¦ 9.9K Β· πŸ“‹ 290 - 20% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 220 Β· πŸ“¦ 10K Β· πŸ“‹ 290 - 20% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/seperman/deepdiff @@ -4179,7 +4179,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 31M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 30M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4201,7 +4201,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5.1K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 990K Β· πŸ“‹ 700 - 18% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 1M Β· πŸ“‹ 700 - 18% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/python-attrs/attrs @@ -4215,9 +4215,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
-
more-itertools (πŸ₯‡39 Β· ⭐ 3.4K Β· πŸ“‰) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡39 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 220K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 220K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/more-itertools/more-itertools @@ -4249,16 +4249,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ35 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 27 Β· πŸ“¦ 6.8K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 29 Β· πŸ“¦ 6.9K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 31.03.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 450 Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.9M / month Β· πŸ“¦ 450 Β· ⏱️ 31.03.2024): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.4M Β· ⏱️ 01.04.2024): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.5M Β· ⏱️ 01.04.2024): ``` conda install -c conda-forge boltons ``` @@ -4274,14 +4274,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.2M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.3M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ```
returns (πŸ₯‰31 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 540 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 540 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 12.04.2024): ``` git clone https://github.com/dry-python/returns @@ -4290,7 +4290,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.6K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.8K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4302,7 +4302,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4313,7 +4313,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
funcy (πŸ₯‰29 Β· ⭐ 3.3K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 11K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 01.02.2024): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 11K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 12.04.2024): ``` git clone https://github.com/Suor/funcy @@ -4329,16 +4329,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (πŸ₯‰24 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“₯ 3 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 29.03.2024): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“₯ 9 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 18K / month Β· πŸ“¦ 66 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 25K / month Β· πŸ“¦ 66 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 71K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 73K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ``` @@ -4360,12 +4360,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡43 Β· ⭐ 59K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 69K - 12% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 69K - 12% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 52 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 42 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4380,7 +4380,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 76K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 30.03.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 76K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/micropython/micropython @@ -4394,7 +4394,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 -- stackless (πŸ₯‰17 Β· ⭐ 990 Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed +- stackless (πŸ₯‰17 Β· ⭐ 1K Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed - cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4403,14 +4403,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 +
Pygments (πŸ₯‡42 Β· ⭐ 1.7K Β· πŸ“‰) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 600 Β· πŸ“¦ 700K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 07.04.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 600 Β· πŸ“¦ 710K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 97M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 98M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4421,12 +4421,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡41 Β· ⭐ 22K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 27K Β· πŸ“‹ 870 - 25% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 27K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` @@ -4437,7 +4437,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 10K Β· πŸ“¦ 960K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 30.03.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 10K Β· πŸ“¦ 970K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 30.03.2024): ``` git clone https://github.com/pyparsing/pyparsing @@ -4446,14 +4446,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 42M Β· ⏱️ 06.03.2024): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 43M Β· ⏱️ 06.03.2024): ``` conda install -c conda-forge pyparsing ```
pycparser (πŸ₯ˆ38 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 590 Β· πŸ“¦ 790K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 30.03.2024): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 590 Β· πŸ“¦ 790K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/eliben/pycparser @@ -4469,12 +4469,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 200 Β· πŸ“¦ 38K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 20.03.2024): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 38K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 49M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 48M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4490,27 +4490,15 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 120M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 130M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 14M Β· ⏱️ 09.11.2023): +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 15M Β· ⏱️ 09.11.2023): ``` conda install -c conda-forge wrapt ```
-
Copier (πŸ₯ˆ34 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT - -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 910 Β· πŸ“‹ 460 - 15% open Β· ⏱️ 08.04.2024): - - ``` - git clone https://github.com/copier-org/copier - ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 68 Β· ⏱️ 04.04.2024): - ``` - pip install copier - ``` -
pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT - [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 08.04.2024): @@ -4529,12 +4517,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
decorator (πŸ₯ˆ34 Β· ⭐ 810 Β· πŸ’€) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 550K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 560K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 92M / month Β· πŸ“¦ 25K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 93M / month Β· πŸ“¦ 25K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4543,14 +4531,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
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diagrams (πŸ₯‰33 Β· ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT +
Copier (πŸ₯ˆ33 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT + +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 930 Β· πŸ“‹ 460 - 15% open Β· ⏱️ 18.04.2024): + + ``` + git clone https://github.com/copier-org/copier + ``` +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 68 Β· ⏱️ 04.04.2024): + ``` + pip install copier + ``` +
+
diagrams (πŸ₯‰32 Β· ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 560 - 66% open Β· ⏱️ 05.01.2024): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 560 - 66% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 150K / month Β· πŸ“¦ 41 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 150K / month Β· πŸ“¦ 43 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4561,7 +4561,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰31 Β· ⭐ 900 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 6K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 6.1K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore @@ -4570,7 +4570,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 70K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4582,7 +4582,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 580K / month Β· πŸ“¦ 61 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 720K / month Β· πŸ“¦ 62 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4618,30 +4618,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 43K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 45K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ```
catalogue (πŸ₯‰26 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 38K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 39K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 6.9M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 7.5M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.2M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge catalogue ```
Show 6 hidden projects... -- keyboard (πŸ₯‰31 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT +- keyboard (πŸ₯‰32 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 diff --git a/history/2024-04-18_changes.md b/history/2024-04-18_changes.md new file mode 100644 index 0000000..145fea6 --- /dev/null +++ b/history/2024-04-18_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- kubernetes (πŸ₯ˆ39 Β· ⭐ 6.4K Β· πŸ“ˆ) - Official Python client library for kubernetes. Apache-2 +- python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 +- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.7K Β· πŸ“ˆ) - A self-contained cryptographic library for Python. BSD-3 +- numexpr (πŸ₯ˆ37 Β· ⭐ 2.1K Β· πŸ“ˆ) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT +- libcloud (πŸ₯ˆ34 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- ansible (πŸ₯‡47 Β· ⭐ 61K Β· πŸ“‰) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 +- Pygments (πŸ₯‡42 Β· ⭐ 1.7K Β· πŸ“‰) - Pygments is a generic syntax highlighter written in Python. BSD-2 +- dill (πŸ₯ˆ37 Β· ⭐ 2.1K Β· πŸ“‰) - serialize all of Python. BSD-3 +- Koalas (πŸ₯‰30 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark +- PDFMiner (πŸ₯‰28 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT + diff --git a/history/2024-04-18_projects.csv b/history/2024-04-18_projects.csv new file mode 100644 index 0000000..79564b2 --- /dev/null +++ b/history/2024-04-18_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-11 18:08:54.000,2024-04-11 18:08:53,479.0,23.0,2286,390.0,256.0,22.0,34.0,15297,2024-04-11 18:08:59.000,2024.04.11,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-04-11 19:00:26.000,2024-04-11 19:00:26,330.0,29.0,161,54.0,196.0,,3.0,2164,2024-04-11 19:00:33.000,2024.04.11,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-04-11 18:08:43.000,2024-04-11 18:08:43,323.0,24.0,43,26.0,187.0,3.0,5.0,906,2024-04-11 18:08:49.000,2024.04.11,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-04-11 19:00:26.000,2024-04-11 19:00:26,330.0,29.0,161,54.0,196.0,,3.0,2164,2024-04-11 19:00:33.000,2024.04.11,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-11 18:08:54.000,2024-04-11 18:08:53,479.0,23.0,2286,390.0,256.0,22.0,34.0,15297,2024-04-11 18:08:59.000,2024.04.11,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2024-04-08 22:44:05.000,2023-01-27 22:41:14,830.0,,6999,1664.0,325.0,13.0,74.0,39337,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-11 18:08:54.000,2024-04-11 18:08:53,479.0,23.0,2286,391.0,256.0,22.0,34.0,15298,2024-04-11 18:08:59.000,2024.04.11,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-04-18 13:40:54.000,2024-04-18 00:02:17,34758.0,585.0,17302,1116.0,31977.0,3743.0,22667.0,41890,2024-04-10 19:47:02.000,2.2.2,126.0,3615.0,54,True,1709693.0,1630252.0,pandas,conda-forge/pandas,['pandas'],258230.0,203575773.0,https://pypi.org/project/pandas,2024-04-10 19:44:10.000,79441.0,202386565.0,https://anaconda.org/conda-forge/pandas,2024-04-11 00:45:25.805,49850797.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-04-18 12:48:16.000,2024-04-18 03:46:44,17544.0,716.0,15246,2059.0,10294.0,515.0,5630.0,63577,2024-03-27 20:37:37.000,5.26.1,159.0,1225.0,53,True,644449.0,623834.0,protobuf,conda-forge/protobuf,,45000994.0,194310226.0,https://pypi.org/project/protobuf,2024-03-27 20:37:37.000,16912.0,185648015.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,17352803.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3703.0,7270254.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-04-18 12:14:18.000,2024-04-18 10:27:13,35666.0,800.0,9274,593.0,13904.0,2116.0,10425.0,26284,2024-02-06 00:32:23.000,1.26.4,158.0,1758.0,51,False,2391717.0,2244986.0,numpy,conda-forge/numpy,,966981.0,259656903.0,https://pypi.org/project/numpy,2024-03-30 16:16:42.000,146731.0,258055124.0,https://anaconda.org/conda-forge/numpy,2024-04-01 04:09:25.052,73118802.0,1.0,,,,,,,,,,,,,,,,,, +10,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-04-18 13:36:33.000,2024-04-18 12:41:13,24140.0,1309.0,13510,754.0,26073.0,913.0,8142.0,34900,2024-04-08 12:11:00.000,2.9.0,190.0,3255.0,49,True,10676.0,10316.0,apache-airflow,conda-forge/airflow,,613626.0,34092108.0,https://pypi.org/project/apache-airflow,2024-04-08 08:52:40.000,360.0,24758382.0,https://anaconda.org/conda-forge/airflow,2024-04-14 23:26:36.669,1015366.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-04-08 10:34:01.995914,508.0,1004968478.0,,,,,,, +11,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-04-17 23:47:47.033,2024-04-17 18:26:50,5898.0,197.0,1814,242.0,730.0,203.0,3013.0,8683,2024-04-17 19:33:36.000,1.34.86,1535.0,155.0,48,True,442514.0,423757.0,boto3,conda-forge/boto3,,,1263603590.0,https://pypi.org/project/boto3,2024-04-17 19:33:36.000,18757.0,1263208550.0,https://anaconda.org/conda-forge/boto3,2024-04-17 23:47:47.033,18566886.0,1.0,,,,,,,,,,,,,,,,,, +12,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-04-18 11:51:22.000,2024-04-18 11:51:22,54357.0,136.0,23668,1920.0,50617.0,838.0,31640.0,61071,2024-04-16 01:21:55.000,2.16.6,349.0,6830.0,47,True,4103.0,,ansible,conda-forge/ansible,,,5576155.0,https://pypi.org/project/ansible,2024-04-09 15:22:23.000,4103.0,5554645.0,https://anaconda.org/conda-forge/ansible,2024-03-28 05:34:16.747,1011004.0,1.0,,,,,,,,,,,,-1.0,,,,,, +13,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-04-18 10:19:26.000,2024-04-18 10:19:20,11913.0,510.0,1443,131.0,8390.0,43.0,2394.0,6280,2024-02-24 01:16:46.000,42.0.5,128.0,312.0,47,True,674271.0,651917.0,cryptography,conda-forge/cryptography,,,248475583.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22354.0,247436189.0,https://anaconda.org/conda-forge/cryptography,2024-02-25 09:29:00.614,46772751.0,1.0,,,,,,,,,,,,,,,,,, +14,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-04-17 20:32:41.000,2024-04-17 20:28:20,12515.0,63.0,4574,472.0,3315.0,697.0,4382.0,23438,2024-04-17 20:32:41.000,5.4.0,206.0,1343.0,46,True,145846.0,130688.0,celery,conda-forge/celery,,,9703599.0,https://pypi.org/project/celery,2024-04-17 20:29:39.000,15158.0,9668875.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1597345.0,1.0,,,,,,,,,,,,,,,,,, +15,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-04-18 13:17:11.000,2024-04-18 12:58:51,2865.0,148.0,1627,113.0,3500.0,362.0,3576.0,18526,2024-04-11 16:56:05.000,2.7.0,138.0,501.0,45,True,395365.0,383208.0,pydantic,conda-forge/pydantic,,,173923602.0,https://pypi.org/project/pydantic,2024-04-11 16:56:05.000,12157.0,173759502.0,https://anaconda.org/conda-forge/pydantic,2024-04-12 05:23:05.537,7384543.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-04-17 16:08:01.000,2024-03-23 13:32:37,2422.0,3.0,1369,183.0,1096.0,127.0,1445.0,14997,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,45,True,1717108.0,1639769.0,click,conda-forge/click,,314.0,189721487.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,77339.0,188744109.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,34208029.0,1.0,,,,,,,,,,,,,,,,,, +17,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-04-17 20:18:07.000,2024-04-17 20:17:25,16925.0,143.0,1306,96.0,774.0,222.0,7515.0,8729,2024-03-23 21:53:32.000,rel_2_0_29,302.0,704.0,45,True,806290.0,757781.0,SQLAlchemy,conda-forge/sqlalchemy,,47967.0,111312868.0,https://pypi.org/project/SQLAlchemy,2024-03-23 21:53:23.000,48509.0,110944438.0,https://anaconda.org/conda-forge/sqlalchemy,2024-03-24 15:04:08.628,14695553.0,1.0,,,,,,,,,,,,,,,,,, +18,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-04-18 02:50:33.033,2024-04-17 18:26:54,12034.0,230.0,3939,571.0,3751.0,590.0,4040.0,14864,2024-04-17 19:33:21.000,1.32.86,1940.0,441.0,44,True,3084.0,4.0,awscli,conda-forge/awscli,,1670.0,156375534.0,https://pypi.org/project/awscli,2024-04-17 19:33:21.000,3080.0,155875795.0,https://anaconda.org/conda-forge/awscli,2024-04-18 02:50:33.033,22487131.0,1.0,,,,,,,,,,,,,,,,,, +19,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-04-18 13:43:55.000,2024-04-18 08:37:07,42114.0,607.0,4113,262.0,24385.0,4385.0,2358.0,7499,2024-04-08 13:09:27.000,2.55.1,113.0,1624.0,44,True,6995.0,6809.0,apache-beam,conda-forge/apache-beam-with-aws,,,6784735.0,https://pypi.org/project/apache-beam,2024-04-08 13:08:51.000,186.0,6782677.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-04-14 12:55:01.759,63821.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-04-17 22:31:47.121,2024-04-17 18:26:36,10881.0,242.0,1053,68.0,2072.0,139.0,951.0,1415,2024-04-17 19:33:47.000,1.34.86,1933.0,204.0,44,True,327783.0,319051.0,botocore,conda-forge/botocore,,,593466343.0,https://pypi.org/project/botocore,2024-04-17 19:33:47.000,8732.0,592841642.0,https://anaconda.org/conda-forge/botocore,2024-04-17 22:31:47.121,25612747.0,1.0,,,,,,,,,,,,,,,,,, +21,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-04-18 13:20:38.000,2024-04-18 13:20:38,121723.0,1344.0,28827,1517.0,50127.0,8449.0,60268.0,59469,2020-07-22 03:00:52.000,0.0.6,11.0,2881.0,43,True,13.0,4.0,cpython,conda-forge/typing,,,31058.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,42.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3008635.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-04-18 05:06:06.000,2024-04-18 05:06:06,3076.0,15.0,3152,642.0,2480.0,154.0,2246.0,22005,2024-03-26 05:33:40.089,24.3.25,38.0,673.0,43,True,102372.0,101711.0,flatbuffers,conda-forge/flatbuffers,,410522.0,19836785.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,375.0,18282946.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,1010610.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,286.0,1525711.0,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-04-18 13:07:38.000,2024-04-18 10:09:13,11591.0,389.0,1030,188.0,7926.0,2123.0,5013.0,19670,2024-04-18 11:08:19.000,3.113.1,4136.0,264.0,43,True,8764.0,7648.0,pulumi,,,2877274.0,3525696.0,https://pypi.org/project/pulumi,2024-04-18 11:08:19.000,182.0,961957.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-04-17 00:32:40.186,934.0,2394488.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-04-18 11:09:14.000,2024-04-18 11:09:13,3779.0,98.0,2460,277.0,3970.0,652.0,2117.0,18371,2024-03-01 21:00:12.000,2.18.0,84.0,561.0,43,True,46180.0,45137.0,datasets,conda-forge/datasets,,,9005876.0,https://pypi.org/project/datasets,2024-03-01 20:56:44.000,1043.0,8988172.0,https://anaconda.org/conda-forge/datasets,2024-03-02 16:15:07.962,708192.0,1.0,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-04-17 19:18:10.214,2024-04-17 16:22:10,3635.0,112.0,1869,221.0,1320.0,20.0,688.0,17081,2024-04-17 16:22:44.000,24.11.0,353.0,573.0,43,True,213104.0,209774.0,Faker,conda-forge/faker,,,14649441.0,https://pypi.org/project/Faker,2024-04-17 16:22:36.000,3330.0,14629692.0,https://anaconda.org/conda-forge/faker,2024-04-17 19:18:10.214,908496.0,1.0,,,,,,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-04-18 13:42:40.000,2024-04-18 13:42:39,16339.0,696.0,1450,159.0,7517.0,617.0,4074.0,14553,2024-04-12 00:01:15.000,2.17.1,273.0,457.0,43,True,4892.0,4727.0,prefect,conda-forge/prefect,,,992487.0,https://pypi.org/project/prefect,2024-04-12 00:01:15.000,165.0,979163.0,https://anaconda.org/conda-forge/prefect,2024-04-12 02:54:01.239,626230.0,1.0,,,,,,,,,,,,,,,,,, +27,redis,redis/redis-py,Redis Python client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-04-18 13:17:41.000,2024-03-27 11:13:32,2322.0,23.0,2435,323.0,1557.0,221.0,1467.0,12228,2024-03-10 15:18:54.000,5.0.3,125.0,438.0,43,True,28031.0,,redis,conda-forge/redis-py,,,37677591.0,https://pypi.org/project/redis,2024-03-10 15:18:54.000,28031.0,37651673.0,https://anaconda.org/conda-forge/redis-py,2024-03-10 14:34:15.448,1192241.0,1.0,,,,,,,,,,,,,,,,,, +28,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-04-11 04:59:13.000,2024-04-09 22:22:06,1466.0,49.0,391,65.0,575.0,127.0,574.0,5065,2023-12-31 06:30:30.000,23.2.0,28.0,160.0,43,True,1016700.0,997921.0,attrs,conda-forge/attrs,,,197853523.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18779.0,197050471.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,35334291.0,1.0,,,,,,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-04-18 12:08:56.000,2024-04-18 03:54:53,17083.0,687.0,2665,398.0,25691.0,1013.0,8590.0,4265,2024-04-18 03:29:30.000,azure-communication-rooms_1.1.0,100.0,705.0,43,True,3228.0,2448.0,azure-storage-blob,conda-forge/azure-storage-blob,,,47421380.0,https://pypi.org/project/azure-storage-blob,2024-04-16 20:00:55.000,780.0,47397534.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-03-06 03:28:11.584,1096922.0,1.0,,,,,,,,,,,,,,,,,, +30,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-04-18 12:56:41.000,2024-04-16 15:08:25,3879.0,9.0,1664,540.0,1090.0,267.0,1072.0,46974,2024-02-28 14:52:38.000,13.7.1,191.0,237.0,42,True,198946.0,191902.0,rich,conda-forge/rich,,,52657159.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,7044.0,52511790.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6541643.0,1.0,,,,,,,,,,,,,,,,,, +31,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-04-18 13:03:31.000,2024-04-18 12:58:44,18039.0,1088.0,1257,112.0,12776.0,2493.0,4816.0,10157,2024-04-11 18:40:21.000,1.7.1,608.0,423.0,42,True,2356.0,2214.0,dagster,conda-forge/dagster,,,848789.0,https://pypi.org/project/dagster,2024-04-16 20:27:28.000,142.0,825540.0,https://anaconda.org/conda-forge/dagster,2024-04-12 12:15:54.440,1092718.0,1.0,,,,,,,,,,,,,,,,,, +32,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-04-16 17:06:59.000,2024-02-11 03:17:05,3994.0,12.0,1978,316.0,783.0,1041.0,791.0,8812,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,106889.0,93754.0,paramiko,conda-forge/paramiko,,,54635184.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13135.0,54537577.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4392336.0,2.0,,,,,,,,,,,,,,,,,, +33,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-04-10 09:44:56.000,2024-04-09 20:13:21,3392.0,9.0,1701,194.0,1610.0,437.0,1236.0,6628,2023-12-08 20:47:46.000,7.0.0,88.0,452.0,42,True,83057.0,78913.0,docker,conda-forge/docker-py,,932.0,39290242.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4144.0,39199896.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4155579.0,2.0,,,,,,,,,,,,,,,,,, +34,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-04-18 11:00:58.000,2024-04-18 00:17:57,37741.0,317.0,1490,304.0,8465.0,78.0,3672.0,4635,2024-04-17 14:48:39.000,google-shopping-merchant-notifications-v0.1.0,100.0,513.0,42,True,2119.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,67314908.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,2119.0,67218918.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4319564.0,1.0,,,,,,,,,,,,,,,,,, +35,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-04-15 16:58:50.000,2024-04-13 07:52:58,6719.0,37.0,605,36.0,871.0,422.0,1398.0,1702,2023-11-21 20:44:20.000,2.17.2,64.0,836.0,42,True,742731.0,705048.0,pygments,conda-forge/pygments,,,98947396.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37683.0,98272630.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,29014965.0,1.0,,,,,,,,,,,,-1.0,,,,,, +36,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-04-18 09:29:33.000,2024-04-18 08:58:56,4727.0,124.0,5038,718.0,4107.0,238.0,7236.0,32311,2024-03-29 15:09:55.000,2.26.1,144.0,534.0,41,True,1735.0,487.0,docker-compose,conda-forge/docker-compose,,90371180.0,3827634.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,2011621.0,https://anaconda.org/conda-forge/docker-compose,2023-10-02 18:04:01.931,395156.0,2.0,,,,,,,,,,,,,,,,,, +37,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-04-18 06:29:50.000,2024-04-17 10:32:27,3076.0,33.0,1946,229.0,1168.0,228.0,646.0,21540,2024-02-21 18:02:39.000,2.6.0,42.0,325.0,41,True,28494.0,26844.0,cookiecutter,conda-forge/cookiecutter,,,3686702.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1650.0,3658565.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,984809.0,1.0,,,,,,,,,,,,,,,,,, +38,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-04-18 01:50:58.475,2024-04-17 15:29:12,4592.0,22.0,1363,197.0,477.0,,2388.0,10785,2024-04-17 15:30:49.000,3.17.3,187.0,154.0,41,True,32477.0,28709.0,peewee,conda-forge/peewee,,,2385431.0,https://pypi.org/project/peewee,2024-04-17 15:29:44.000,3768.0,2371310.0,https://anaconda.org/conda-forge/peewee,2024-04-18 01:50:58.475,621367.0,1.0,,,,,,,,,,,,,,,,,, +39,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-04-18 13:13:12.000,2024-04-05 06:42:10,1631.0,39.0,1166,411.0,1439.0,58.0,1026.0,4136,2024-03-27 12:07:08.000,8.13.0,140.0,202.0,41,True,53906.0,47715.0,elasticsearch,conda-forge/elasticsearch,,3710.0,24867004.0,https://pypi.org/project/elasticsearch,2024-03-27 12:07:08.000,6191.0,24845839.0,https://anaconda.org/conda-forge/elasticsearch,2024-04-04 10:25:20.970,990630.0,1.0,,,,,,,,,,,,,,,,,, +40,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-04-15 14:57:14.000,2024-04-15 14:57:13,4405.0,46.0,514,57.0,926.0,274.0,1233.0,1996,2024-04-10 10:48:28.000,3.11.0,39.0,203.0,41,True,280922.0,265503.0,h5py,conda-forge/h5py,,3250.0,21041793.0,https://pypi.org/project/h5py,2024-04-10 10:48:28.000,15419.0,20710533.0,https://anaconda.org/conda-forge/h5py,2024-04-10 16:41:16.562,15236252.0,1.0,,,,,,,,,,,,,,,,,, +41,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-04-18 13:30:26.000,2024-04-18 13:28:30,9419.0,844.0,1560,146.0,8518.0,1555.0,5673.0,25964,2024-04-17 07:19:28.000,rs-0.39.2,355.0,392.0,40,True,553.0,4.0,polars,,,562.0,6172076.0,https://pypi.org/project/polars,2024-04-16 11:22:36.000,549.0,6172033.0,,,,2.0,,,,,,,,,,,,,,,,,, +42,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-04-17 18:34:27.000,2024-04-08 17:01:53,12904.0,27.0,3093,599.0,3628.0,730.0,4316.0,16906,2024-01-05 13:53:17.000,2.3.0,49.0,617.0,40,True,13179.0,12547.0,kivy,conda-forge/kivy,,36249.0,176950.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,632.0,169356.0,https://anaconda.org/conda-forge/kivy,2024-04-08 17:34:41.491,342050.0,1.0,,,,,,,,,,,,,,,,,, +43,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-04-16 13:57:25.000,2024-04-13 07:45:34,1845.0,33.0,1385,207.0,894.0,197.0,947.0,9506,2024-03-09 02:35:10.000,1.16.1,78.0,308.0,40,True,18042.0,16248.0,rq,conda-forge/rq,,,1589748.0,https://pypi.org/project/rq,2024-03-09 02:33:25.000,1794.0,1587248.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,102515.0,2.0,,,,,,,,,,,,,,,,,, +44,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-04-18 13:34:44.000,2024-04-18 13:12:12,12253.0,350.0,1463,81.0,7812.0,190.0,1674.0,9433,2024-03-20 20:55:15.000,0.18.12,266.0,427.0,40,True,64.0,,great_expectations,conda-forge/great-expectations,,,18733885.0,https://pypi.org/project/great_expectations,2024-04-15 20:56:23.000,64.0,18717559.0,https://anaconda.org/conda-forge/great-expectations,2024-03-20 21:56:05.090,767338.0,2.0,,,,,,,,,,,,,,,,,, +45,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-04-17 21:21:50.000,2024-04-17 21:21:49,3312.0,30.0,641,80.0,1056.0,170.0,1050.0,6888,2024-03-04 20:21:15.000,3.21.1,174.0,208.0,40,True,141888.0,131427.0,marshmallow,conda-forge/marshmallow,,,45273109.0,https://pypi.org/project/marshmallow,2024-03-04 20:21:15.000,10461.0,45221766.0,https://anaconda.org/conda-forge/marshmallow,2024-03-04 23:34:28.542,2361784.0,2.0,,,,,,,,,,,,,,,,,, +46,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-04-15 19:37:50.000,2024-04-09 21:32:49,2653.0,28.0,576,60.0,360.0,32.0,787.0,4431,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,40,True,565812.0,546480.0,jsonschema,conda-forge/jsonschema,,214.0,117102146.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19332.0,116456656.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,27110360.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +47,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-04-10 13:33:36.000,2024-04-10 13:33:36,1512.0,13.0,397,61.0,732.0,410.0,486.0,3648,2024-04-08 15:19:44.000,1.4.0,111.0,132.0,40,True,427212.0,420334.0,joblib,conda-forge/joblib,,,50706620.0,https://pypi.org/project/joblib,2024-04-08 15:08:14.000,6878.0,50144807.0,https://anaconda.org/conda-forge/joblib,2024-04-08 17:29:28.203,25281600.0,2.0,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-04-18 12:52:02.000,2024-04-18 12:52:02,5360.0,140.0,1011,108.0,4007.0,1135.0,3138.0,3399,2024-03-29 17:08:57.000,2024.3.0,91.0,493.0,40,True,28174.0,25857.0,xarray,conda-forge/xarray,,,5317838.0,https://pypi.org/project/xarray,2024-03-29 17:08:57.000,2317.0,5100754.0,https://anaconda.org/conda-forge/xarray,2024-03-29 19:58:29.257,9768795.0,2.0,,,,,,,,,,,,,,,,,, +49,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-30 22:50:58.000,2024-03-30 22:50:51,1213.0,38.0,271,26.0,186.0,43.0,297.0,2085,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,1001033.0,968501.0,pyparsing,conda-forge/pyparsing,,10156.0,116297314.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,32532.0,114868393.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,42863108.0,1.0,,,,,,,,,,,,,,,,,, +50,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-04-13 08:53:37.000,2024-02-21 11:36:09,1947.0,48.0,331,37.0,247.0,177.0,212.0,1169,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,338224.0,320804.0,future,conda-forge/future,,,42600891.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17420.0,42289823.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,13064876.0,1.0,,,,,,,,,,,,,,,,,, +51,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-04-18 13:24:17.000,2024-04-16 13:58:47,2318.0,38.0,322,22.0,908.0,242.0,424.0,887,2024-03-18 19:35:11.000,2024.3.1,79.0,232.0,40,True,111048.0,110042.0,fsspec,conda-forge/fsspec,,,246067780.0,https://pypi.org/project/fsspec,2024-03-18 19:35:11.000,1006.0,245720533.0,https://anaconda.org/conda-forge/fsspec,2024-03-19 00:33:44.664,16320614.0,1.0,,,,,,,,,,,,,,,,,, +52,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-04-05 20:22:06.000,2024-04-05 20:21:26,304.0,12.0,1411,372.0,184.0,148.0,189.0,26268,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,34160.0,32126.0,fire,conda-forge/fire,,,6444808.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2034.0,6421981.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,890255.0,2.0,,,,,,,,,,,,,,,,,, +53,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-04-18 09:26:15.000,2024-04-10 10:20:09,580.0,101.0,615,73.0,340.0,198.0,177.0,14295,2024-04-09 17:13:25.000,0.12.3,42.0,54.0,39,True,87410.0,84047.0,typer,conda-forge/typer,,,22785004.0,https://pypi.org/project/typer,2024-04-09 17:13:25.000,3363.0,22737035.0,https://anaconda.org/conda-forge/typer,2024-04-09 22:54:01.276,2206617.0,2.0,,,,,,,,,,,,,,,,,, +54,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-04-17 09:01:40.000,2023-09-30 22:03:06,1402.0,,667,135.0,675.0,97.0,399.0,8550,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,105733.0,100839.0,arrow,conda-forge/arrow,,,28847632.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4894.0,28754825.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4269149.0,1.0,,,,,,,,,,,,,,,,,, +55,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-03-26 07:02:42.000,2024-03-26 07:02:41,1103.0,4.0,1473,229.0,495.0,14.0,638.0,7549,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,39,True,215197.0,214512.0,PyMySQL,conda-forge/pymysql,,,42481337.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,42451443.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1345243.0,2.0,,,,,,,,,,,,,,,,,, +56,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-04-18 06:31:40.432,2024-04-02 15:28:10,1752.0,16.0,3319,139.0,900.0,132.0,1229.0,6414,2024-01-08 22:11:24.000,29.0.0,93.0,194.0,39,True,1526.0,,kubernetes,conda-forge/kubernetes,,,24210580.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1526.0,24200358.0,https://anaconda.org/conda-forge/kubernetes,2024-04-18 06:31:40.432,480475.0,2.0,,,,,,,,,,,,1.0,,,,,, +57,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-04-18 08:32:16.000,2024-03-10 11:56:26,4154.0,17.0,1224,137.0,1121.0,373.0,1343.0,4156,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,39,True,27244.0,23638.0,mongoengine,conda-forge/mongoengine,,,1158435.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,3606.0,1152770.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,237958.0,2.0,,,,,,,,,,,,,,,,,, +58,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-04-18 10:58:49.000,2024-04-17 22:58:35,5609.0,105.0,1078,239.0,1603.0,6.0,,4046,2024-03-28 01:22:08.000,4.6.3,138.0,211.0,39,True,20441.0,,pymongo,conda-forge/pymongo,,,26467536.0,https://pypi.org/project/pymongo,2024-03-28 01:22:08.000,20441.0,26431148.0,https://anaconda.org/conda-forge/pymongo,2024-03-28 12:16:51.447,1637468.0,2.0,,,,,,,,,,,,,,,,,, +59,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-04-13 17:50:17.000,2024-04-13 17:50:17,1659.0,39.0,269,41.0,533.0,17.0,283.0,3423,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,39,True,227201.0,217959.0,more-itertools,conda-forge/more-itertools,,2948.0,76451912.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9242.0,76140361.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,14329857.0,1.0,,,,,,,,,,,,,,,,,, +60,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,471,90.0,309.0,183.0,329.0,2528,2023-11-25 06:56:14.000,4.9.0,20.0,108.0,39,True,387551.0,371213.0,pexpect,conda-forge/pexpect,,4373.0,71723942.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16338.0,71291060.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,18179655.0,1.0,,,,,,,,,,,,,,,,,, +61,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-04-18 10:58:11.000,2024-04-12 18:42:29,1822.0,69.0,279,56.0,1247.0,58.0,601.0,707,2024-04-01 12:46:12.000,3.20.1,162.0,152.0,39,True,29208.0,28008.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,38760101.0,https://pypi.org/project/google-cloud-bigquery,2024-04-01 12:46:12.000,1200.0,38697213.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-04-01 19:50:58.492,2829966.0,2.0,,,,,,,,,,,,,,,,,, +62,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-04-17 11:08:35.000,2024-04-17 10:22:21,7864.0,345.0,1230,336.0,248.0,,469.0,13457,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1060.0,1054.0,tink,,,1097.0,383991.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,383748.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,230.0,,,,,,,,tink-crypto/tink,,,,, +63,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-04-18 12:28:23.000,2024-04-18 10:57:39,3199.0,93.0,863,105.0,1750.0,281.0,1511.0,9346,2024-04-17 17:31:48.000,0.19.4,51.0,224.0,38,True,2369.0,2295.0,kedro,,,,480491.0,https://pypi.org/project/kedro,2024-04-17 17:31:48.000,74.0,480491.0,,,,2.0,,,,,,,,,,,,,,,,,, +64,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-04-09 18:06:57.000,2024-02-12 08:46:53,2742.0,7.0,736,149.0,758.0,600.0,560.0,8943,2023-12-13 09:51:12.000,3.0.43,127.0,226.0,38,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,49226057.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,48725903.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,22006808.0,2.0,,,,,,,,,,,,1.0,,,,,, +65,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-04-18 13:13:51.000,2024-04-17 19:28:27,6655.0,157.0,1495,140.0,4443.0,531.0,4584.0,8855,2024-04-16 18:11:57.000,1.6.12,251.0,314.0,38,True,4764.0,4734.0,dbt,conda-forge/dbt,,4157.0,47617.0,https://pypi.org/project/dbt,2024-04-11 22:01:56.000,30.0,44531.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,254186.0,2.0,,,,,,,,,,,,,,dbt,,,, +66,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-04-08 16:18:35.000,2024-04-08 16:17:29,364.0,8.0,437,34.0,238.0,43.0,233.0,7074,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,763145.0,752667.0,python-dotenv,conda-forge/python-dotenv,,,58290787.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10478.0,58221863.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3101618.0,1.0,,,,,,,,,,,,,,,,,, +67,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,134.0,395.0,185.0,460.0,6250,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,149873.0,141574.0,watchdog,conda-forge/watchdog,,,19625464.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8299.0,19563882.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2832776.0,2.0,,,,,,,,,,,,,,,,,, +68,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-04-15 07:29:26.000,2024-04-06 14:47:44,1377.0,14.0,625,116.0,130.0,10.0,922.0,3487,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,79647.0,75550.0,xlsxwriter,conda-forge/xlsxwriter,,,18727509.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4097.0,18659964.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3174634.0,1.0,,,,,,,,,,,,,,,,,, +69,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-04-15 12:45:23.000,2024-04-15 12:45:13,557.0,5.0,594,95.0,179.0,30.0,320.0,3120,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,809265.0,791818.0,pycparser,conda-forge/pycparser,,,214189253.0,https://pypi.org/project/pycparser,2024-03-30 13:22:20.000,17447.0,213361908.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,38057901.0,2.0,,,,,,,,,,,,,,,,,, +70,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-02-18 22:53:37.000,2024-01-13 17:49:12,2888.0,,472,62.0,215.0,62.0,515.0,2657,2024-01-10 11:31:14.000,3.20.0,49.0,146.0,38,True,95149.0,93442.0,pycryptodomex,conda-forge/pycryptodomex,,418.0,34058983.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1707.0,34023082.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1615440.0,2.0,,,,,,,,,,,,1.0,,,,,, +71,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-04-17 18:35:15.000,2024-04-17 18:24:57,1803.0,13.0,221,20.0,152.0,108.0,946.0,2453,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,225990.0,214349.0,alembic,conda-forge/alembic,,,36097819.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11641.0,35996666.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4349581.0,2.0,,,,,,,,,,,,,,,,,, +72,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-04-12 17:33:55.000,2023-11-14 16:25:37,322.0,,516,54.0,267.0,277.0,322.0,2425,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1229489.0,1150141.0,pyyaml,conda-forge/pyyaml,,,293241071.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,79348.0,292232762.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,43357298.0,1.0,,,,,,,,,,,,,,,,,, +73,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-04-02 12:12:53.000,2023-12-21 21:58:06,987.0,,237,53.0,161.0,26.0,218.0,1586,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,376588.0,366001.0,greenlet,conda-forge/greenlet,,,94727421.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10587.0,94524260.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9345433.0,1.0,,,,,,,,,,,,,,,,,, +74,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-04-03 11:50:44.000,2024-04-03 11:50:42,2007.0,5.0,196,27.0,609.0,100.0,199.0,603,2024-03-12 12:37:49.000,5.14.2,52.0,118.0,38,True,441001.0,426170.0,traitlets,conda-forge/traitlets,,332.0,45566747.0,https://pypi.org/project/traitlets,2024-03-12 12:37:43.000,14831.0,44950978.0,https://anaconda.org/conda-forge/traitlets,2024-03-12 14:43:57.026,26477486.0,1.0,,,,,,,,,,,,,,,,,, +75,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-03-13 14:46:30.000,2023-10-22 20:53:42,936.0,,574,227.0,257.0,92.0,259.0,9989,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,125049.0,123045.0,uvloop,conda-forge/uvloop,,432.0,9642186.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,2004.0,9625540.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,698993.0,2.0,,,,,,,,,,,,,,,,,, +76,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-04-18 11:24:25.000,2024-04-18 11:24:25,2888.0,146.0,640,116.0,3104.0,710.0,3407.0,9463,2024-04-15 18:05:28.000,0.29.0,96.0,129.0,37,True,1476.0,1441.0,modin,conda-forge/modin-core,['pandas'],196832.0,1022502.0,https://pypi.org/project/modin,2024-04-15 17:53:02.000,35.0,1010492.0,https://anaconda.org/conda-forge/modin-core,2024-04-16 18:26:24.238,302226.0,2.0,,,,,,,,,,,,,,,,,, +77,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-04-18 13:26:19.780,2024-04-15 21:47:30,646.0,23.0,191,34.0,93.0,2.0,378.0,5532,2024-04-15 21:54:28.000,3.10.1,124.0,22.0,37,True,85342.0,83895.0,orjson,conda-forge/orjson,,,20940460.0,https://pypi.org/project/orjson,2024-04-15 21:54:28.000,1447.0,20916287.0,https://anaconda.org/conda-forge/orjson,2024-04-18 13:26:19.780,1136134.0,2.0,,,,,,,,,,,,,,,,,, +78,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-04-17 21:04:38.000,2024-03-08 23:30:02,2179.0,1.0,1359,147.0,978.0,297.0,1196.0,5479,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26419.0,24951.0,kafka-python,conda-forge/kafka-python,,1838.0,12559906.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1468.0,12554646.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,435362.0,2.0,,,,,,,,,,,,,,,,,, +79,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-04-05 19:03:54.000,2024-04-05 19:03:54,1198.0,11.0,585,135.0,337.0,32.0,227.0,4523,2024-04-04 13:55:31.000,3.6.1,47.0,127.0,37,True,97384.0,96099.0,tablib,conda-forge/tablib,,,1980187.0,https://pypi.org/project/tablib,2024-04-04 13:55:31.000,1285.0,1977808.0,https://anaconda.org/conda-forge/tablib,2024-04-04 15:56:20.202,95184.0,1.0,,,,,,,,,,,,,,,,,, +80,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-03-26 17:04:16.000,2024-01-24 03:22:09,1214.0,6.0,253,82.0,353.0,119.0,142.0,4509,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,150404.0,146798.0,toolz,conda-forge/toolz,,,33123536.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3606.0,32662563.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19821840.0,2.0,,,,,,,,,,,,,,,,,, +81,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-04-18 12:07:45.000,2024-04-18 12:05:39,8003.0,739.0,512,82.0,6052.0,252.0,2579.0,4061,2024-02-05 19:31:28.000,8.0.0,87.0,285.0,37,True,1373.0,1313.0,ibis-framework,conda-forge/ibis-framework,,120.0,187775.0,https://pypi.org/project/ibis-framework,2024-04-14 00:06:00.000,60.0,180656.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,327309.0,2.0,,,,,,,,,,,,,,,,,, +82,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-04-16 09:04:57.000,2024-04-10 17:29:01,2420.0,85.0,665,61.0,1588.0,31.0,1068.0,3797,2024-03-27 19:37:03.000,3.7.2,150.0,147.0,37,True,1599.0,1533.0,awswrangler,conda-forge/awswrangler,['pandas'],233962.0,41356832.0,https://pypi.org/project/awswrangler,2024-03-27 19:22:12.000,66.0,41342336.0,https://anaconda.org/conda-forge/awswrangler,2024-03-28 12:58:16.459,477748.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +83,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-04-18 13:17:37.000,2024-04-15 19:30:46,1067.0,24.0,796,426.0,420.0,141.0,1244.0,3762,2024-04-03 11:47:03.000,8.13.0,39.0,136.0,37,True,11208.0,10216.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,4309967.0,https://pypi.org/project/elasticsearch-dsl,2024-04-03 11:47:03.000,992.0,4309856.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8462.0,2.0,,,,,,,,,,,,,,,,,, +84,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-04-11 13:07:13.000,2024-01-12 19:56:59,2744.0,,1245,198.0,1255.0,168.0,1885.0,3427,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4557.0,4278.0,netmiko,,,,289635.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,279.0,289635.0,,,,3.0,,,,,,,,,,,,,,,,,, +85,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-04-01 23:27:46.000,2024-02-15 22:26:05,3081.0,1.0,492,73.0,305.0,19.0,1269.0,3205,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,37,False,787070.0,725326.0,psycopg2,psycopg2,,,15342316.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61724.0,15339576.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,276752.0,2.0,,,,,,,,,,,,,,,20.0,,, +86,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-03-05 18:44:35.000,2024-03-01 18:28:13,1590.0,11.0,470,46.0,644.0,369.0,421.0,2242,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35094.0,344048271.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,6139.0,342370616.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,55352040.0,2.0,,,,,,,,,,,,,,,,,, +87,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-04-02 09:36:07.000,2024-04-02 09:36:02,859.0,26.0,201,60.0,109.0,5.0,365.0,2139,2024-04-02 09:09:24.000,2.10.0,54.0,75.0,37,True,77059.0,73797.0,numexpr,conda-forge/numexpr,,622.0,4176843.0,https://pypi.org/project/numexpr,2024-04-02 09:09:24.000,3262.0,4005447.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7883907.0,2.0,,,,,,,,,,,,3.0,,,,,, +88,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-04-12 03:39:52.000,2024-02-24 05:44:25,1011.0,6.0,168,23.0,164.0,178.0,335.0,2131,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,37,True,157262.0,153072.0,dill,conda-forge/dill,,291685.0,54660919.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4190.0,54521538.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6305088.0,2.0,,,,,,,,,,,,-1.0,,,,,, +89,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-04-16 03:25:30.000,2024-04-15 20:30:09,970.0,28.0,127,27.0,340.0,61.0,286.0,1601,2024-02-19 08:36:23.000,4.3.0,51.0,49.0,37,True,276975.0,276157.0,anyio,conda-forge/anyio,,,68174183.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,67896292.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,13060921.0,2.0,,,,,,,,,,,,,,,,,, +90,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-04-17 16:53:56.000,2024-04-16 13:53:24,2146.0,68.0,146,22.0,168.0,61.0,448.0,1193,2024-04-02 14:42:28.000,25.1.0,196.0,121.0,37,True,4421.0,,keyring,conda-forge/keyring,,,53113761.0,https://pypi.org/project/keyring,2024-04-02 14:42:16.000,4421.0,53013923.0,https://anaconda.org/conda-forge/keyring,2024-04-03 01:41:36.074,4492731.0,3.0,,,,,,,,,,,,,,,,,, +91,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-04-18 03:42:58.000,2024-04-18 03:42:51,624.0,34.0,197,26.0,642.0,8.0,129.0,1123,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,224227.0,216005.0,bcrypt,conda-forge/bcrypt,,,57563871.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8222.0,57456184.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4738246.0,3.0,,,,,,,,,,,,,,,,,, +92,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-03-27 00:12:53.000,2024-03-27 00:12:53,531.0,1.0,265,29.0,108.0,111.0,184.0,963,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2238283.0,2101811.0,six,conda-forge/six,,,292177429.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136472.0,291611118.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,53799594.0,2.0,,,,,,,,,,,,,,,,,, +93,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-04-14 15:04:15.000,2024-04-14 15:04:15,4103.0,4.0,2389,475.0,2297.0,124.0,881.0,17293,2024-01-15 15:33:51.000,3.5.0,81.0,615.0,36,True,2794.0,2372.0,luigi,luigi,,,369676.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,420.0,369529.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14449.0,2.0,,,,,,,stable/luigi,,,,,,,,2.0,,, +94,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-04-15 20:41:46.000,2024-04-08 23:08:14,389.0,20.0,571,151.0,363.0,223.0,154.0,12896,2024-02-17 13:54:46.000,0.0.16,16.0,72.0,36,True,11515.0,11295.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1166589.0,https://pypi.org/project/sqlmodel,2024-02-17 13:54:46.000,220.0,1165704.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,28350.0,2.0,,,,,,,,,,,,,,,,,, +95,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-22 11:00:17.000,2023-12-16 21:30:31,835.0,,391,70.0,287.0,226.0,321.0,6053,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,28189.0,26839.0,pendulum,conda-forge/pendulum,,635.0,28337609.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1350.0,28316536.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,948041.0,2.0,,,,,,,,,,,,,,,,,, +96,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-04-01 18:03:30.000,2023-12-01 12:49:19,374.0,,236,47.0,144.0,110.0,141.0,3422,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,948210.0,925869.0,colorama,conda-forge/colorama,,,166247398.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22341.0,165940220.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,29489090.0,2.0,,,,,,,,,,,,,,,,,, +97,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-04-16 21:51:23.000,2024-04-16 21:51:23,517.0,12.0,554,122.0,231.0,59.0,995.0,2837,2024-02-05 17:00:57.000,5.1.0,64.0,59.0,36,False,58291.0,56025.0,pyodbc,conda-forge/pyodbc,,,25661327.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2266.0,25630702.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1286291.0,2.0,,,,,,,,,,,,,,,,,, +98,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-04-03 07:10:36.970,2024-04-02 15:09:15,2695.0,30.0,481,123.0,570.0,336.0,1520.0,2834,2024-04-02 15:22:06.000,0.31.1,163.0,65.0,36,True,31767.0,31120.0,xlwings,conda-forge/xlwings,,17394.0,179958.0,https://pypi.org/project/xlwings,2024-04-02 15:22:06.000,647.0,163988.0,https://anaconda.org/conda-forge/xlwings,2024-04-03 07:10:36.970,734920.0,2.0,,,,,,,,,,,,,,,,,, +99,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-04-08 15:27:15.000,2024-04-08 15:27:15,1517.0,5.0,457,134.0,572.0,318.0,379.0,2460,2023-11-17 10:47:56.000,1.2.0,30.0,139.0,36,True,28738.0,27412.0,dateparser,conda-forge/dateparser,,,6820204.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1326.0,6815713.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,206626.0,2.0,,,,,,,,,,,,,,,,,, +100,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,10.0,472,55.0,312.0,10.0,325.0,2406,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,36,True,168144.0,160866.0,mysqlclient,conda-forge/mysqlclient,,5291.0,5927719.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7278.0,5920044.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,342795.0,2.0,,,,,,,,,,,,,,,,,, +101,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-04-09 14:12:56.546,2024-04-08 22:57:11,1121.0,40.0,216,26.0,173.0,59.0,227.0,1893,2024-04-08 22:59:21.000,7.0.1,78.0,81.0,36,True,10905.0,10003.0,deepdiff,conda-forge/deepdiff,,,10462777.0,https://pypi.org/project/deepdiff,2024-04-08 22:59:21.000,902.0,10453821.0,https://anaconda.org/conda-forge/deepdiff,2024-04-09 14:12:56.546,412001.0,1.0,,,,,,,,,,,,,,,,,, +102,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-04-17 14:56:54.000,2024-04-06 18:50:52,1924.0,48.0,251,44.0,994.0,318.0,413.0,1330,2024-04-05 20:56:35.000,2.17.2,76.0,100.0,36,True,4175.0,3623.0,zarr,conda-forge/zarr,,,624389.0,https://pypi.org/project/zarr,2024-04-05 20:56:35.000,552.0,558260.0,https://anaconda.org/conda-forge/zarr,2024-04-05 21:28:31.405,2975819.0,2.0,,,,,,,,,,,,,,,,,, +103,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-04-14 00:38:35.000,2024-04-14 00:38:26,1488.0,85.0,166,33.0,185.0,69.0,242.0,1212,2024-04-11 09:05:40.000,3.0.4,42.0,74.0,36,True,2484.0,,jsonpickle,conda-forge/jsonpickle,,,11057469.0,https://pypi.org/project/jsonpickle,2024-04-11 09:05:40.000,2484.0,11010857.0,https://anaconda.org/conda-forge/jsonpickle,2024-04-11 14:48:35.125,1678046.0,2.0,,,,,,,,,,,,,,,,,, +104,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-04-07 10:56:57.000,2024-03-22 15:16:53,1393.0,8.0,318,33.0,335.0,198.0,240.0,1201,2024-03-24 15:17:24.000,0.41.2,215.0,120.0,36,True,31475.0,29285.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6367440.0,https://pypi.org/project/sqlalchemy-utils,2024-03-24 15:17:24.000,2190.0,6355511.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,560689.0,2.0,,,,,,,,,,,,,,,,,, +105,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-04-12 17:25:13.000,2024-04-12 17:25:13,1038.0,12.0,264,19.0,410.0,132.0,327.0,812,2024-03-18 19:43:46.000,2024.3.1,69.0,139.0,36,True,18362.0,17558.0,s3fs,conda-forge/s3fs,,,246624223.0,https://pypi.org/project/s3fs,2024-03-18 19:43:46.000,804.0,246472176.0,https://anaconda.org/conda-forge/s3fs,2024-03-19 13:28:34.302,6690103.0,2.0,,,,,,,,,,,,,,,,,, +106,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-04-18 10:14:03.000,2024-04-17 02:39:47,15833.0,277.0,7239,735.0,6003.0,1763.0,3774.0,18315,2024-02-20 12:36:21.000,1.22.2,18.0,624.0,35,True,14.0,,micropython-_markupbase,,,76128.0,951.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +107,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,1.0,1933,467.0,554.0,478.0,1311.0,14582,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,35,True,192.0,21.0,fabric,conda-forge/fabric,,,6883002.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,171.0,6880748.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,87936.0,3.0,,,,,,,,,,,,,,,,,, +108,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-04-12 20:15:06.000,2024-04-12 20:15:06,69.0,69.0,1823,230.0,3082.0,725.0,2866.0,13109,2024-04-01 17:47:56.000,5.0.4,185.0,19.0,35,False,11867.0,11498.0,pysimplegui,conda-forge/pysimplegui,,,805070.0,https://pypi.org/project/pysimplegui,2024-04-01 17:47:56.000,369.0,802541.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,141657.0,2.0,,,,,,,,,,,,,,,,,, +109,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-03-17 17:45:03.000,2023-12-10 09:31:47,395.0,,947,213.0,186.0,157.0,296.0,11475,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,35319.0,33822.0,schedule,conda-forge/schedule,,,2174132.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1497.0,2172760.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,53537.0,3.0,,,,,,,,,,,,,,,,,, +110,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-03-18 12:50:24.000,2024-03-02 19:39:49,2435.0,1.0,1223,231.0,481.0,156.0,1023.0,8210,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,35,True,12464.0,10501.0,supervisor,conda-forge/supervisor,,,1824363.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1963.0,1817393.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,292756.0,2.0,,,,,,,,,,,,,,,,,, +111,docopt,docopt/docopt,This project is no longer maintained. Please see https://github.com/jazzband/docopt-ng.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-04-02 14:04:31.000,2024-04-02 14:04:30,448.0,1.0,567,162.0,112.0,260.0,187.0,7892,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,True,128122.0,115607.0,docopt,conda-forge/docopt,,,11292808.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12515.0,11271246.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2070042.0,2.0,,,,,,,,,,,,,,,,,, +112,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-04-01 01:56:18.939,2024-03-31 22:41:50,1559.0,24.0,346,141.0,204.0,70.0,109.0,6412,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7306.0,6857.0,boltons,conda-forge/boltons,,29.0,4011577.0,https://pypi.org/project/boltons,2024-03-31 21:24:05.000,449.0,3913143.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4527975.0,2.0,,,,,,,,,,,,,,,,,, +113,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,104.0,96.0,87.0,162.0,5374,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,False,71040.0,65218.0,xmltodict,conda-forge/xmltodict,,,45241224.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5822.0,45199927.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3799392.0,2.0,,,,,,,,,,,,,,,,,, +114,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-04-16 14:17:43.000,2024-04-16 14:17:42,560.0,10.0,816,72.0,428.0,93.0,440.0,3764,2024-02-14 15:55:57.000,0.20.0,50.0,146.0,35,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,34347710.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,34010413.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15852969.0,2.0,,,,,,,,,,,,,,,,,, +115,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-04-05 07:43:26.611,2024-04-05 06:13:45,1642.0,18.0,408,87.0,113.0,9.0,172.0,3398,2024-04-05 06:23:56.000,8.13.34,243.0,30.0,35,True,1490.0,,phonenumbers,conda-forge/phonenumbers,,,6282777.0,https://pypi.org/project/phonenumbers,2024-04-05 06:23:56.000,1490.0,6257484.0,https://anaconda.org/conda-forge/phonenumbers,2024-04-05 07:43:26.611,885262.0,1.0,,,,,,,,,,,,,,,,,, +116,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-04-18 10:52:04.000,2024-04-16 18:34:25,1793.0,28.0,208,91.0,271.0,1.0,,2320,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,88400.0,87166.0,motor,conda-forge/motor,,,1650022.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,1234.0,1648462.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,65526.0,2.0,,,,,,,,,,,,,,,,,, +117,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-04-16 10:37:18.000,2024-03-26 10:44:06,517.0,14.0,268,26.0,122.0,15.0,149.0,1814,2024-03-26 10:53:17.000,2.11.0,46.0,66.0,35,True,70595.0,69038.0,emoji,conda-forge/emoji,,,3245403.0,https://pypi.org/project/emoji,2024-03-26 10:53:17.000,1557.0,3243812.0,https://anaconda.org/conda-forge/emoji,2024-03-26 14:27:52.620,70033.0,1.0,,,,,,,,,,,,,,,,,, +118,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331,65.0,124.0,20.0,180.0,1632,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,143715.0,122691.0,simplejson,conda-forge/simplejson,,6440.0,19813911.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21024.0,19746072.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3185408.0,2.0,,,,,,,,,,,,,,,,,, +119,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-04-17 16:24:01.000,2024-04-17 16:24:01,802.0,88.0,223,59.0,524.0,147.0,637.0,1545,2019-06-19 22:31:20.000,3.7.4,16.0,98.0,35,True,6101.0,,typing,conda-forge/typing,,,9150177.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6101.0,9119161.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3008628.0,2.0,,,,,,,,,,,,,,,,,, +120,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-04-15 20:41:57.799,2024-04-14 21:26:19,771.0,9.0,124,35.0,220.0,55.0,213.0,1357,2024-04-14 21:26:49.000,3.3.0,127.0,73.0,35,True,53972.0,51700.0,argcomplete,conda-forge/argcomplete,,352.0,27185513.0,https://pypi.org/project/argcomplete,2024-04-14 21:26:49.000,2272.0,27150964.0,https://anaconda.org/conda-forge/argcomplete,2024-04-15 20:41:57.799,1554571.0,2.0,,,,,,,,,,,,,,,,,, +121,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-04-18 11:23:37.000,2024-04-18 05:27:54,4975.0,145.0,270,61.0,424.0,170.0,560.0,1266,2023-11-27 12:13:28.000,3.9.2,46.0,133.0,35,True,2662.0,,tables,conda-forge/pytables,,187.0,1175134.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2662.0,1018922.0,https://anaconda.org/conda-forge/pytables,2024-04-11 01:09:49.952,7029486.0,2.0,,,,,,,,,,,,,,,,,, +122,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-04-17 03:25:22.000,2024-04-17 03:25:22,1331.0,51.0,189,49.0,210.0,86.0,373.0,1190,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3714.0,3628.0,petl,conda-forge/petl,,,2773879.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,86.0,2768991.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,224881.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +123,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-04-16 08:20:09.000,2024-04-16 03:31:16,792.0,7.0,205,40.0,122.0,149.0,272.0,1144,2020-01-25 14:40:31.000,0.10.9,32.0,41.0,35,True,38917.0,38195.0,py4j,conda-forge/py4j,,,48341982.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,722.0,48283934.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5340473.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +124,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-04-18 00:54:13.000,2024-04-12 07:26:45,414.0,62.0,143,13.0,196.0,4.0,166.0,902,2024-04-04 02:44:06.000,0.28.0,50.0,53.0,35,True,113462.0,111559.0,validators,conda-forge/validators,,25.0,7330540.0,https://pypi.org/project/validators,2024-04-04 02:40:56.000,1903.0,7317268.0,https://anaconda.org/conda-forge/validators,2024-04-04 09:40:52.149,597221.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +125,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-04-16 23:08:19.000,2024-04-16 23:08:18,306.0,18.0,97,16.0,208.0,15.0,95.0,678,2024-04-09 17:11:07.000,3.13.4,68.0,45.0,35,True,425557.0,422540.0,filelock,conda-forge/filelock,,,136342851.0,https://pypi.org/project/filelock,2024-04-09 17:11:07.000,3017.0,135972928.0,https://anaconda.org/conda-forge/filelock,2024-04-09 18:11:30.583,17386400.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,, +126,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,82,13.0,36.0,32.0,55.0,309,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1989881.0,1905833.0,pytz,conda-forge/pytz,,32.0,175481261.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,84048.0,174225104.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,51501802.0,3.0,,,,,,,,,,,,,,,,,, +127,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-04-15 19:31:54.296,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,238,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,502102.0,486918.0,pyasn1,conda-forge/pyasn1,,,186750244.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,15184.0,184730412.0,https://anaconda.org/conda-forge/pyasn1,2024-04-15 19:31:54.296,14138827.0,2.0,,,,,,,,,,,,,,,,,, +128,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-04-12 22:23:22.000,2024-04-03 21:42:43,1878.0,6.0,589,122.0,1305.0,265.0,1110.0,8170,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,34,True,22442.0,22433.0,hydra,conda-forge/hydra-core,,,28916.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,10068.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,942427.0,2.0,,,,,,,,,,,,,,,,,, +129,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,3.0,542,134.0,236.0,7.0,466.0,6852,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,17147.0,14479.0,sh,conda-forge/sh,,,7599500.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2668.0,7594864.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,194731.0,3.0,,,,,,,,,,,,,,,,,, +130,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-04-01 19:07:15.000,2024-03-14 10:25:38,497.0,14.0,290,49.0,214.0,99.0,153.0,5931,2023-08-14 13:22:49.000,8.2.3,53.0,91.0,34,True,1918.0,,tenacity,conda-forge/tenacity,,,49406031.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1918.0,49256280.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,6289575.0,2.0,,,,,,,,,,,,,,,,,, +131,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-04-01 18:02:11.000,2024-04-01 18:02:10,916.0,8.0,371,87.0,279.0,26.0,318.0,4244,2023-12-10 22:48:47.000,5.9.0,37.0,88.0,34,True,4595.0,,ujson,conda-forge/ujson,,,11361366.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4595.0,11259964.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4664524.0,3.0,,,,,,,,,,,,,,,,,, +132,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-04-10 10:56:30.000,2024-03-01 17:30:12,335.0,5.0,255,50.0,209.0,126.0,200.0,3696,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,22825.0,22702.0,databases,conda-forge/databases,,,457607.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,123.0,452804.0,https://anaconda.org/conda-forge/databases,2024-04-06 18:59:56.305,196960.0,2.0,,,,,,,,,,,,,,,,,, +133,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-04-01 00:52:10.000,2024-03-25 17:08:51,757.0,26.0,286,34.0,531.0,113.0,389.0,3513,2024-03-18 20:33:02.000,3.2.5,87.0,123.0,34,True,8585.0,8261.0,dynaconf,conda-forge/dynaconf,,,3035734.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,324.0,3034023.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,71894.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +134,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,192,34.0,53.0,25.0,166.0,3219,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2305.0,,sortedcontainers,conda-forge/sortedcontainers,,,51311742.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2305.0,51180389.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12215900.0,1.0,,,,,,,,,,,,,,,,,, +135,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2024-04-18 05:00:52.000,2023-10-23 15:11:13,1142.0,,238,50.0,267.0,18.0,334.0,3107,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,17028.0,15869.0,cerberus,conda-forge/cerberus,,,4455439.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1159.0,4442226.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,369984.0,2.0,,,,,,,,,,,,,,,,,, +136,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-04-10 14:15:19.000,2024-03-27 22:47:43,1076.0,52.0,374,49.0,398.0,61.0,327.0,3087,2024-03-26 08:43:19.000,7.0.4,61.0,119.0,34,True,650.0,,smart-open,conda-forge/smart_open,,,23571813.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,650.0,23519624.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2348522.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,, +137,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,,185,51.0,325.0,127.0,225.0,2749,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6669.0,6186.0,plumbum,conda-forge/plumbum,,,4155574.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,483.0,4144218.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,999393.0,3.0,,,,,,,,,,,,,,,,,, +138,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-04-12 02:19:33.000,2024-03-18 10:53:52,1447.0,10.0,214,45.0,1231.0,66.0,569.0,2736,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,34,True,4217.0,4165.0,docarray,conda-forge/docarray,,,83705.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,78876.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,130391.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +139,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-04-11 09:14:58.000,2023-10-09 21:18:20,331.0,,273,48.0,111.0,20.0,190.0,2527,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,59190.0,55793.0,python-magic,conda-forge/python-magic,,,8993579.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3397.0,8987691.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,247332.0,2.0,,,,,,,,,,,,,,,,,, +140,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-04-10 19:41:02.000,2024-04-01 18:56:38,300.0,12.0,158,27.0,68.0,11.0,233.0,2103,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,34,True,3739.0,,cachetools,conda-forge/cachetools,,,126061484.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,3739.0,125825949.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,11070184.0,1.0,,,,,,,,,,,,,,,,,, +141,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,88.0,2066,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,34,False,7107.0,,jmespath,conda-forge/jmespath,,,182839292.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7107.0,182644906.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,18077974.0,3.0,,,,,,,,,,,,,,,,,, +142,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-04-17 07:38:05.000,2024-04-16 20:07:57,10020.0,63.0,925,84.0,1796.0,92.0,124.0,2003,2023-08-10 08:07:04.000,3.8.0,71.0,477.0,34,True,865.0,,apache-libcloud,,,,243326.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,865.0,243326.0,,,,2.0,,,,,,,,,,,,2.0,,,,,, +143,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,40.0,114.0,24.0,151.0,1977,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,34,True,338412.0,336027.0,pyrsistent,conda-forge/pyrsistent,,,42141579.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2385.0,41682938.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20638847.0,1.0,,,,,,,,,,,,,,,,,, +144,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-04-12 09:03:53.000,2023-11-10 08:22:03,735.0,,222,45.0,71.0,50.0,142.0,1971,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,34,True,11989.0,,wrapt,conda-forge/wrapt,,,126040325.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11989.0,125694923.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,14506903.0,2.0,,,,,,,,,,,,,,,,,, +145,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-04-18 12:49:23.000,2024-03-01 11:35:28,871.0,3.0,222,47.0,295.0,13.0,282.0,1837,2024-03-01 12:34:50.000,1.0.8,24.0,78.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1288.0,67914409.0,https://pypi.org/project/msgpack,2024-03-01 12:34:50.000,2448.0,67546568.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15448632.0,3.0,,,,,,,,,,,,,,,,,, +146,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,5.0,148,35.0,78.0,2.0,71.0,1446,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,84264.0,81276.0,python-slugify,conda-forge/python-slugify,,,17676520.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2988.0,17632203.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,1994305.0,2.0,,,,,,,,,,,,,,,,,, +147,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-04-12 11:21:44.000,2024-04-12 09:18:53,542.0,13.0,85,23.0,313.0,31.0,75.0,1217,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,34,True,21381.0,21105.0,cleo,conda-forge/cleo,,,32276106.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,276.0,32259684.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,689741.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +148,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-04-15 22:24:43.000,2024-04-08 16:59:11,735.0,25.0,130,23.0,305.0,52.0,135.0,1148,2024-01-24 13:45:14.000,1.4.0,22.0,53.0,34,True,10645.0,,pluggy,conda-forge/pluggy,,,131430443.0,https://pypi.org/project/pluggy,2024-01-24 13:45:14.000,10645.0,130831021.0,https://anaconda.org/conda-forge/pluggy,2024-01-24 17:23:01.675,25175751.0,2.0,,,,,,,,,,,,,,,,,, +149,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,105,24.0,58.0,13.0,93.0,810,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,580736.0,556226.0,decorator,conda-forge/decorator,,,93008043.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24510.0,92721337.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,26663746.0,2.0,,,,,,,,,,,,,,,,,, +150,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-04-02 21:35:24.000,2024-04-02 20:25:22,612.0,8.0,128,20.0,242.0,50.0,36.0,199,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,34,True,285675.0,281272.0,s3transfer,conda-forge/s3transfer,,,331572705.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,4403.0,331142556.0,https://anaconda.org/conda-forge/s3transfer,2024-03-15 10:11:00.171,18066268.0,2.0,,,,,,,,,,,,,,,,,, +151,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-04-13 19:23:41.000,2024-04-13 19:23:34,2808.0,10.0,643,148.0,504.0,273.0,1022.0,12216,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,2914.0,2857.0,dearpygui,,,,41424.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,57.0,41424.0,,,,2.0,,,,,,,,,,,,,,,,,, +152,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-04-16 19:34:18.000,2024-04-16 19:34:17,8866.0,153.0,585,86.0,2336.0,53.0,394.0,7685,2024-04-05 18:05:33.000,3.9.0,154.0,129.0,33,True,2811.0,2757.0,hub,,,,4242.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,4242.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +153,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-03-28 20:58:48.000,2024-03-28 15:25:53,1936.0,22.0,598,131.0,334.0,29.0,874.0,5808,2024-03-28 15:27:20.000,1.5.0,41.0,108.0,33,True,1992.0,1618.0,csvkit,conda-forge/csvkit,,,194319.0,https://pypi.org/project/csvkit,2024-03-28 15:27:20.000,374.0,191261.0,https://anaconda.org/conda-forge/csvkit,2024-03-28 17:08:35.172,107047.0,2.0,,,,,,,,,,,,,,,,,, +154,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-04-11 07:14:35.000,2024-02-11 15:15:42,498.0,42.0,318,22.0,139.0,27.0,134.0,3870,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,33,True,29568.0,29068.0,gdown,conda-forge/gdown,,,1517341.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,500.0,1511601.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,264082.0,2.0,,,,,,,,,,,,,,,,,, +155,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-04-18 10:13:11.000,2024-04-09 15:40:00,6420.0,194.0,398,40.0,2320.0,62.0,241.0,3647,2024-04-09 16:44:52.000,0.56.3,134.0,91.0,33,True,483.0,481.0,zenml,,,1.0,12759.0,https://pypi.org/project/zenml,2024-04-09 16:09:52.000,2.0,12759.0,,,,2.0,,,,,,,,,,,,,,,,,, +156,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-04-18 05:15:59.000,2024-04-18 05:15:59,692.0,67.0,264,20.0,675.0,312.0,444.0,2992,2024-03-11 19:19:58.000,0.18.3,84.0,124.0,33,True,1600.0,1485.0,pandera,conda-forge/pandera-core,['pandas'],,2659992.0,https://pypi.org/project/pandera,2024-04-05 02:13:20.000,115.0,2659157.0,https://anaconda.org/conda-forge/pandera-core,2024-03-12 03:10:31.266,35075.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +157,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,140.0,454.0,143.0,402.0,2817,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,33,True,24315.0,23449.0,pandas-datareader,conda-forge/pandas-datareader,,,454902.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,866.0,450718.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,351479.0,2.0,,,,,,,,,,,,,,,,,, +158,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-04-17 21:27:37.000,2024-04-17 21:27:37,1034.0,2.0,275,36.0,375.0,206.0,259.0,2367,2023-12-02 01:23:36.121,0.0.1,214.0,100.0,33,True,20259.0,20139.0,pypika,conda-forge/pypika,,,2761010.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,120.0,2760614.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,11909.0,3.0,,,,,,,,,,,,,,,,,, +159,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2131,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,224427.0,215776.0,xlrd,conda-forge/xlrd,,,22462842.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8651.0,22419006.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3726097.0,2.0,,,,,,,,,,,,,,,,,, +160,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,5.0,213,36.0,261.0,38.0,211.0,1798,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,33,True,17110.0,15685.0,voluptuous,conda-forge/voluptuous,,,2731108.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1425.0,2722489.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,353401.0,2.0,,,,,,,,,,,,,,,,,, +161,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-04-18 13:37:21.000,2024-04-18 13:37:21,1457.0,69.0,162,20.0,982.0,69.0,391.0,1663,2024-04-04 16:09:07.000,9.2.0,61.0,72.0,33,True,1001.0,933.0,copier,,,,190314.0,https://pypi.org/project/copier,2024-04-04 16:09:07.000,68.0,190314.0,,,,2.0,,,,,,,,,,,,,,,,,, +162,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-03-27 13:09:21.000,2024-03-26 05:13:42,6045.0,6.0,533,77.0,1120.0,13.0,,1372,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,33,True,7379.0,6666.0,cassandra-driver,conda-forge/cassandra-driver,,,1554552.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,713.0,1549999.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,200337.0,3.0,,,,,,,,,,,,,,,,,, +163,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-04-12 14:32:22.000,2024-04-12 13:24:06,1533.0,15.0,186,98.0,783.0,4.0,238.0,859,2024-04-02 11:29:31.000,5.19.0,134.0,43.0,33,True,9048.0,8822.0,neo4j-driver,conda-forge/neo4j-python-driver,,,137452.0,https://pypi.org/project/neo4j-driver,2024-04-02 11:18:56.000,226.0,133045.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-04-02 13:53:03.088,202756.0,3.0,,,,,,,,,,,,,,,,,, +164,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-03-22 20:32:25.000,2024-03-22 20:32:24,1175.0,7.0,305,32.0,855.0,7.0,542.0,763,2024-03-02 23:49:53.000,7.2.5,112.0,132.0,33,True,7662.0,7147.0,minio,conda-forge/minio,,,2171095.0,https://pypi.org/project/minio,2024-03-02 23:48:43.000,515.0,2167411.0,https://anaconda.org/conda-forge/minio,2024-03-03 01:37:46.696,162124.0,3.0,,,,,,,,,,,,,,,,,, +165,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-04-15 01:42:18.000,2024-04-12 18:48:22,405.0,19.0,118,65.0,419.0,35.0,307.0,419,2024-03-07 17:11:22.000,0.22.0,46.0,50.0,33,True,10108.0,9770.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,11900195.0,https://pypi.org/project/pandas-gbq,2024-03-07 17:11:22.000,338.0,11855352.0,https://anaconda.org/conda-forge/pandas-gbq,2024-03-22 20:48:08.228,1883249.0,3.0,,,,,,,,,,,,,,,,,, +166,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-04-17 23:45:38.000,2024-04-17 23:45:37,1356.0,56.0,95,20.0,820.0,16.0,133.0,387,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3483.0,,multidict,conda-forge/multidict,,6496.0,104092973.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3483.0,103805469.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,12072275.0,2.0,,,,,,,,,,,,,,,,,, +167,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-03-21 04:57:15.000,2023-11-03 12:31:26,810.0,,131,24.0,96.0,53.0,140.0,316,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,116330.0,109221.0,asn1crypto,conda-forge/asn1crypto,,,79289597.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7109.0,79186668.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8440252.0,3.0,,,,,,,,,,,,,,,,,, +168,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-04-16 12:57:09.000,2024-04-13 12:05:08,534.0,1.0,2243,389.0,480.0,376.0,189.0,34792,2023-10-30 14:16:37.000,0.23.4,45.0,138.0,32,True,1469.0,1426.0,diagrams,conda-forge/diagrams,,,157051.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,43.0,153247.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,178834.0,3.0,,,,,,,,,,,,,,,,,, +169,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 12:46:10.232,2024-03-30 00:01:36,370.0,27.0,570,186.0,90.0,43.0,90.0,7087,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,32,True,1338.0,1156.0,records,conda-forge/records,,,215399.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,182.0,214682.0,https://anaconda.org/conda-forge/records,2024-03-30 12:46:10.232,25127.0,3.0,,,,,,,,,,,,,,,,,, +170,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,107.0,160.0,18.0,292.0,6500,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13966.0,13005.0,tinydb,conda-forge/tinydb,,,583913.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,961.0,579806.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,386138.0,2.0,,,,,,,,,,,,,,,,,, +171,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-04-18 13:10:19.000,2024-04-18 13:10:18,8399.0,433.0,679,82.0,1439.0,152.0,703.0,4092,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,42.0,3.0,toga,,,2743.0,4359.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,36.0,4201.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,6.0,,,,,,,,,,,,, +172,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-04-08 18:16:46.000,2023-01-31 21:17:34,775.0,,422,79.0,71.0,378.0,195.0,3680,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,False,16788.0,16225.0,keyboard,conda-forge/keyboard,,,481497.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,563.0,480719.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,26484.0,3.0,,,,,,,,,,,,,,,,,, +173,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312,53.0,206.0,209.0,359.0,3581,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3224.0,3097.0,dependency-injector,conda-forge/dependency_injector,,,1116706.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1115373.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,41334.0,2.0,,,,,,,,,,,,,,,,,, +174,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-03-15 17:41:17.000,2023-09-25 09:31:59,4024.0,,238,89.0,81.0,316.0,332.0,3514,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4321.0,3953.0,pony,conda-forge/pony,,96.0,154864.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,368.0,152463.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98469.0,3.0,,,,,,,,,,,,,,,,,, +175,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-03-26 14:40:35.000,2024-03-26 14:38:36,431.0,2.0,207,57.0,154.0,97.0,78.0,2831,2024-03-26 14:40:35.000,0.7.6,26.0,67.0,32,True,9715.0,8760.0,schema,conda-forge/schema,,,16302078.0,https://pypi.org/project/schema,2024-03-26 14:40:35.000,955.0,16299435.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,150697.0,2.0,,,,,,,,,,,,,,,,,, +176,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,,190,28.0,76.0,4.0,90.0,2672,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,True,130708.0,127261.0,python-decouple,conda-forge/python-decouple,,12.0,3359601.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3447.0,3358586.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,80237.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +177,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,66.0,2530,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,142518.0,140197.0,aiofiles,conda-forge/aiofiles,,,14479911.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2321.0,14455655.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1018774.0,2.0,,,,,,,,,,,,,,,,,, +178,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-04-09 21:09:59.000,2024-04-09 21:09:59,837.0,5.0,429,39.0,640.0,277.0,371.0,2371,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1824.0,1663.0,pynamodb,conda-forge/pynamodb,,,2045906.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,161.0,2033073.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,564655.0,3.0,,,,,,,,,,,,,,,,,, +179,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2071,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39601.0,6.0,chardet,conda-forge/chardet,,,65081260.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39591.0,64548974.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22886460.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,43.0,,,,,,,,,,,,, +180,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-03-20 18:52:27.000,2024-02-29 16:59:55,1064.0,4.0,96,18.0,586.0,103.0,448.0,1791,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,28993.0,28476.0,omegaconf,conda-forge/omegaconf,,,9762902.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,517.0,9736805.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1330982.0,3.0,,,,,,,,,,,,,,,,,, +181,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2024-04-18 00:19:06.000,2024-04-17 13:14:43,976.0,4.0,511,96.0,404.0,167.0,379.0,1678,2020-11-11 21:23:41.000,5.3.1,54.0,142.0,32,True,9513.0,8242.0,influxdb,conda-forge/influxdb,,,2150377.0,https://pypi.org/project/influxdb,2020-11-11 21:23:41.000,1271.0,2147451.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,140448.0,3.0,,,,,,,,,,,,,,,,,, +182,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-04-08 17:09:24.000,2024-04-08 17:09:24,438.0,1.0,164,30.0,283.0,86.0,168.0,1572,2023-10-16 12:58:45.000,3.0.0,39.0,59.0,32,True,3035.0,,cloudpickle,conda-forge/cloudpickle,,27.0,39586177.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,3035.0,39220521.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,16454559.0,3.0,,,,,,,,,,,,,,,,,, +183,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-04-16 11:44:43.589,2024-04-12 00:47:41,2339.0,89.0,434,,,,,1334,2023-06-21 16:43:02.350,0.27.1,75.0,228.0,32,True,472.0,,holidays,conda-forge/holidays,,,6994319.0,https://pypi.org/project/holidays,2024-04-15 16:48:54.000,472.0,6909734.0,https://anaconda.org/conda-forge/holidays,2024-04-16 11:44:43.589,3806326.0,3.0,,,,,,,,,,,,,,,,,, +184,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,183,30.0,95.0,61.0,141.0,1183,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7261.0,6919.0,sshtunnel,conda-forge/sshtunnel,,,11271956.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,342.0,11270393.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,142261.0,3.0,,,,,,,,,,,,,,,,,, +185,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1026,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,296222.0,280899.0,appdirs,conda-forge/appdirs,,,31311012.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15323.0,31205585.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10226509.0,2.0,,,,,,,,,,,,,,,,,, +186,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-04-16 13:41:35.000,2024-02-25 00:15:02,1274.0,1.0,104,32.0,209.0,49.0,194.0,1001,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,48715.0,47028.0,Bottleneck,conda-forge/bottleneck,,,1064840.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1687.0,970004.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,3983120.0,2.0,,,,,,,,,,,,,,,,,, +187,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-04-16 13:47:33.000,2024-04-16 13:47:32,2174.0,64.0,138,42.0,432.0,103.0,263.0,979,2024-03-19 18:17:26.000,2.0.4,34.0,86.0,32,True,2342.0,2209.0,intake,conda-forge/intake,,,73180.0,https://pypi.org/project/intake,2024-03-19 18:17:26.000,133.0,60933.0,https://anaconda.org/conda-forge/intake,2024-03-19 23:06:10.283,563365.0,2.0,,,,,,,,,,,,,,,,,, +188,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,125,24.0,72.0,26.0,162.0,899,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,19231.0,18873.0,anytree,conda-forge/anytree,,,1439658.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,358.0,1438857.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,38455.0,2.0,,,,,,,,,,,,,,,,,, +189,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-04-12 03:05:39.000,2024-02-14 20:05:06,355.0,1.0,55,13.0,72.0,13.0,39.0,376,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,32,True,546539.0,532891.0,wcwidth,conda-forge/wcwidth,,,65466196.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13648.0,64940258.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,24193182.0,3.0,,,,,,,,,,,,,,,,,, +190,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-03-22 16:04:39.000,2024-03-21 19:05:00,932.0,59.0,40,12.0,61.0,1.0,244.0,57,2024-03-21 13:42:43.000,6.4.0,73.0,43.0,32,False,1887.0,,importlib-resources,conda-forge/importlib_resources,,,82668272.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,1887.0,82256287.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,19363326.0,2.0,,,,,,,,,,,,,,,,,, +191,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-03-14 21:19:47.000,2024-03-14 21:19:45,726.0,21.0,42,4.0,42.0,4.0,68.0,49,2024-03-14 21:09:12.000,3.18.1,51.0,25.0,32,False,4351.0,,zipp,conda-forge/zipp,,,210922703.0,https://pypi.org/project/zipp,2024-03-14 21:09:02.000,4351.0,210065445.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,36862098.0,2.0,,,,,,,,,,,,,,,,,, +192,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-04-07 16:45:42.000,2023-03-04 17:45:05,299.0,,565,131.0,194.0,187.0,347.0,6155,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7271.0,7185.0,eel,,,,68625.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,68625.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,, +193,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,3.0,856,168.0,745.0,18.0,962.0,5702,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,516.0,502.0,snorkel,conda-forge/snorkel,,1088.0,37561.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,14.0,36255.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,47896.0,3.0,,,,,,,,,,,,,,,,,, +194,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2024-04-14 12:28:56.000,2023-09-20 06:18:21,1023.0,,515,94.0,188.0,21.0,430.0,5346,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3693.0,3413.0,transitions,conda-forge/transitions,,,646813.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,280.0,636070.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,623103.0,1.0,,,,,,,,,,,,,,,,,, +195,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-04-10 04:53:09.000,2024-02-13 12:48:28,1194.0,1.0,343,43.0,499.0,507.0,511.0,4224,2023-08-11 03:44:09.000,0.20.0,151.0,127.0,31,True,7582.0,7478.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,133571.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,133068.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,17110.0,3.0,,,,,,,,,,,,,,,,,, +196,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-04-17 14:20:37.000,2024-04-12 07:09:30,1795.0,51.0,106,44.0,1412.0,66.0,354.0,3260,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,599.0,540.0,returns,conda-forge/returns,,,159914.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,159664.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8774.0,3.0,,,,,,,,,,,,,,,,,, +197,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3182,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10041.0,9223.0,blaze,conda-forge/blaze,,,43247.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,40714.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202668.0,3.0,,,,,,,,,,,,,,,,,, +198,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,110.0,921.0,211.0,1093.0,2612,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1553.0,1439.0,mrjob,conda-forge/mrjob,,,115781.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,110046.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,521912.0,2.0,,,,,,,,,,,,,,,,,, +199,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-04-18 12:52:06.000,2024-04-18 07:28:04,1568.0,84.0,280,40.0,735.0,148.0,1007.0,2112,2024-04-16 21:12:18.000,1.12.0,126.0,49.0,31,False,408.0,385.0,sdv,conda-forge/sdv,,,53408.0,https://pypi.org/project/sdv,2024-04-16 21:02:49.000,23.0,52793.0,https://anaconda.org/conda-forge/sdv,2024-04-17 15:01:06.491,17225.0,3.0,,,,,,,,,,,,,,,,,, +200,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2134.0,,humanize,conda-forge/humanize,,,7324371.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2134.0,7312820.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,531355.0,2.0,,,,,,,,,,,,,,,,,, +201,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,,218,47.0,180.0,58.0,337.0,1484,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,31,True,2529.0,2430.0,pygsheets,,,,1807959.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1807959.0,,,,3.0,,,,,,,,,,,,,,,,,, +202,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-04-04 14:45:47.000,2024-04-02 12:24:32,696.0,36.0,63,16.0,249.0,1.0,59.0,1401,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,24790.0,24250.0,bidict,conda-forge/bidict,,50.0,2218541.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,540.0,2209765.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,394940.0,2.0,,,,,,,,,,,,,,,,,, +203,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-03-31 08:07:01.000,2024-03-31 08:01:59,1018.0,29.0,99,22.0,94.0,28.0,88.0,915,2024-03-31 08:07:11.000,7.2.0,50.0,55.0,31,True,1063.0,,inflect,conda-forge/inflect,,,5409944.0,https://pypi.org/project/inflect,2024-03-31 08:07:01.000,1063.0,5401998.0,https://anaconda.org/conda-forge/inflect,2023-07-04 16:42:55.600,365519.0,2.0,,,,,,,,,,,,,,,,,, +204,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-04-11 12:31:08.000,2023-06-25 23:23:50,1269.0,,256,19.0,215.0,31.0,302.0,898,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,6411.0,6085.0,fastcore,conda-forge/fastcore,,,1414918.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,1412392.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,70736.0,3.0,,,,,,,,,,,,,,,,,, +205,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,32.0,619.0,877,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8564.0,8202.0,cx-Oracle,conda-forge/cx_oracle,,,3892617.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3880456.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,547273.0,3.0,,,,,,,,,,,,,,,,,, +206,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-04-07 14:09:45.000,2024-03-22 08:42:09,886.0,12.0,67,19.0,490.0,150.0,293.0,395,2024-03-22 08:44:21.000,2.1.0,93.0,36.0,31,True,10798.0,10636.0,param,conda-forge/param,,,565573.0,https://pypi.org/project/param,2024-03-22 08:44:15.000,162.0,529046.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1534153.0,3.0,,,,,,,,,,,,,,,,,, +207,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,60,7.0,76.0,2.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,164923.0,160981.0,tzlocal,conda-forge/tzlocal,,,48858084.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3942.0,48776612.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2607106.0,3.0,,,,,,,,,,,,,,,,,, +208,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-04-17 16:30:36.000,2024-04-15 17:53:42,808.0,17.0,51,52.0,733.0,43.0,188.0,64,2024-04-15 17:56:33.000,2.23.1,78.0,70.0,31,False,3532.0,3513.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,5893180.0,https://pypi.org/project/google-cloud-bigtable,2024-04-15 17:56:33.000,19.0,5890366.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2024-04-16 08:52:17.559,106940.0,3.0,,,,,,,,,,,,,,,,,, +209,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,282.0,300.0,164.0,464.0,20342,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,992.0,900.0,gooey,conda-forge/gooey,,616.0,7510.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,6230.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,74891.0,3.0,,,,,,,,,,,,,,,,,, +210,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-04-05 06:36:49.000,2023-07-21 10:40:58,3636.0,,592,144.0,970.0,500.0,775.0,8173,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,754.0,719.0,vaex,conda-forge/vaex,,280.0,22709.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,35.0,20699.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,180775.0,3.0,,,,,,,,,,,,,,,,,, +211,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,263.0,4717,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4388.0,3804.0,dataset,conda-forge/dataset,,,120025.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,584.0,119803.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8245.0,3.0,,,,,,,,,,,,,,,,,, +212,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,349,313.0,1630.0,112.0,486.0,3318,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,30,True,17.0,,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,1920257.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,1914628.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,331177.0,3.0,,,,,,,,,,,,-2.0,,,,,, +213,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-04-08 16:35:28.000,2024-04-08 16:35:28,1185.0,12.0,590,174.0,470.0,96.0,477.0,3028,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,277.0,243.0,arctic,conda-forge/arctic,,212.0,4398.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,34.0,3030.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31437.0,3.0,,,,,,,,,,,,,,,,,, +214,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-04-13 11:15:55.000,2024-04-13 11:15:55,3970.0,34.0,323,37.0,347.0,150.0,558.0,2636,2024-02-25 20:40:20.000,2.9.2,214.0,107.0,30,True,118.0,106.0,pyinfra,,,,43275.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,12.0,43275.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +215,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,239.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1995.0,1608.0,schematics,conda-forge/schematics,,,298017.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,387.0,297559.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26147.0,3.0,,,,,,,,,,,,,,,,,, +216,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-04-17 20:20:24.000,2024-04-17 19:11:42,863.0,36.0,116,32.0,1086.0,10.0,411.0,2540,2024-04-17 20:18:36.000,1.3.30,328.0,32.0,30,True,252.0,246.0,whylogs,,,34.0,274096.0,https://pypi.org/project/whylogs,2024-04-17 20:19:14.000,6.0,274095.0,,,,2.0,,,,,,,,,,,,,,,,,, +217,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-26 19:24:41.000,2024-03-26 19:24:40,237.0,4.0,282,48.0,77.0,50.0,115.0,2336,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,30,True,1251.0,1181.0,datasketch,,,25.0,2976686.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,70.0,2976686.0,,,,3.0,,,,,,,,,,,,,,,,,, +218,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2024-04-15 23:37:20.000,2022-10-18 10:59:07,785.0,,180,42.0,219.0,108.0,274.0,1948,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,635.0,,fs,conda-forge/fs,,,2755072.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,635.0,2745947.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,720941.0,3.0,,,,,,,,,,,,,,,,,, +219,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-04-16 07:16:15.000,2024-04-01 15:26:34,391.0,15.0,151,35.0,236.0,59.0,150.0,1904,2024-04-01 15:27:24.000,0.26.0b1,60.0,60.0,30,True,603.0,582.0,arq,conda-forge/arq,,,97526.0,https://pypi.org/project/arq,2024-04-01 18:00:04.000,21.0,97257.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9687.0,2.0,,,,,,,,,,,,,,,,,, +220,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-04-12 02:31:53.000,2024-01-12 09:43:33,550.0,,81,23.0,236.0,37.0,99.0,1409,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,12390.0,11972.0,questionary,conda-forge/questionary,,,1617452.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1615703.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,69969.0,3.0,,,,,,,,,,,,,,,,,, +221,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-04-15 23:12:51.805,2024-04-10 18:43:28,1300.0,48.0,144,39.0,87.0,2.0,136.0,1085,2024-04-09 00:46:13.000,16.14.0,30.0,54.0,30,True,159.0,,path,conda-forge/path,,,1386790.0,https://pypi.org/project/path,2024-04-09 00:46:03.000,159.0,1375831.0,https://anaconda.org/conda-forge/path,2024-04-15 23:12:51.805,515101.0,3.0,,,,,,,,,,,,,,,,,, +222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-04-17 19:02:21.000,2024-04-17 19:02:20,656.0,28.0,141,22.0,556.0,38.0,256.0,1020,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2286.0,2147.0,aiocache,,,16.0,590385.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,139.0,590385.0,,,,2.0,,,,,,,,,,,,,,,,,, +223,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-04-14 22:22:47.000,2024-04-14 18:15:52,201.0,15.0,147,26.0,48.0,11.0,85.0,1007,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,30,True,479.0,,email-validator,conda-forge/email-validator,,,12203676.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,12200116.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,160211.0,3.0,,,,,,,,,,,,,,,,,, +224,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,886,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,30,True,2810.0,2682.0,pyahocorasick,conda-forge/pyahocorasick,,5.0,871561.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,128.0,866498.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,212667.0,3.0,,,,,,,,,,,,,,,,,, +225,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49,16.0,76.0,2.0,92.0,852,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,29337.0,27966.0,natsort,conda-forge/natsort,,,4569145.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1371.0,4530915.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1567438.0,3.0,,,,,,,,,,,,,,,,,, +226,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-03-25 08:09:38.000,2020-10-21 17:48:31,219.0,,77,16.0,281.0,46.0,25.0,683,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47688.0,45532.0,cached-property,conda-forge/cached-property,,,15497753.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2156.0,15384897.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,9592782.0,2.0,,,,,,,,,,,,,,,,,, +227,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-04-16 03:00:00.000,2024-04-16 02:59:59,579.0,12.0,358,36.0,313.0,27.0,126.0,659,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,30,True,4662.0,3379.0,pysolr,conda-forge/pysolr,,,313896.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1283.0,313530.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,31541.0,3.0,,,,,,,,,,,,,,,,,, +228,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,11.0,116.0,22.0,107.0,469,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7257.0,,rsa,conda-forge/rsa,,,184907523.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7257.0,184761072.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13619953.0,3.0,,,,,,,,,,,,,,,,,, +229,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-04-14 05:21:06.000,2024-02-05 23:03:25,958.0,4.0,4562,630.0,758.0,203.0,100.0,23530,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,121.0,104.0,algorithms,conda-forge/algorithms,,,1615.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,17.0,1558.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2063.0,3.0,,,,,,,,,,,,,,,,,, +230,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6671,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1903.0,1873.0,faust,,,,15473.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,15473.0,,,,3.0,,,,,,,,,,,,,,,,,, +231,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-04-04 14:35:18.000,2024-04-04 14:33:23,992.0,2.0,380,85.0,176.0,,614.0,4879,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,29,True,1632.0,1449.0,huey,conda-forge/huey,,,96092.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,183.0,95626.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33606.0,3.0,,,,,,,,,,,,,,,,,, +232,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2024-03-31 09:41:42.000,2024-03-31 09:41:42,1135.0,1.0,242,65.0,89.0,22.0,273.0,3528,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1104.0,982.0,asciimatics,conda-forge/asciimatics,,,23283.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,122.0,19765.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,147759.0,3.0,,,,,,,,,,,,,,,,,, +233,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-04-09 07:56:15.000,2024-02-20 18:10:39,3054.0,7.0,225,29.0,297.0,99.0,763.0,3369,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,136.0,129.0,ploomber,conda-forge/ploomber,,,8749.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,6262.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,84577.0,3.0,,,,,,,,,,,,,,,,,, +234,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-04-12 09:38:57.000,2024-04-12 06:15:34,993.0,2.0,141,71.0,74.0,9.0,72.0,3264,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,29,True,11323.0,10670.0,funcy,conda-forge/funcy,,,1407099.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,653.0,1402282.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,419160.0,3.0,,,,,,,,,,,,,,,,,, +235,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127,57.0,73.0,15.0,64.0,2432,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9620.0,9203.0,addict,conda-forge/addict,,21.0,3025807.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,417.0,3021135.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,434552.0,2.0,,,,,,,,,,,,,,,,,, +236,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-04-15 17:07:17.000,2023-06-20 15:54:36,2284.0,,177,38.0,374.0,38.0,264.0,2004,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,62.0,,pyscaffold,conda-forge/pyscaffold,,,724430.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,62.0,719890.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,181600.0,3.0,,,,,,,,,,,,,,,,,, +237,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,,60,22.0,110.0,113.0,78.0,1824,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,29,True,1611.0,1481.0,glom,conda-forge/glom,,,2010856.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,2010143.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,31397.0,2.0,,,,,,,,,,,,,,,,,, +238,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1494,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,248.0,223.0,mleap,conda-forge/mleap,,,184112.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,182424.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,79352.0,3.0,,,,,,,,,,,,,,,,,, +239,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-04-15 17:08:19.000,2024-04-01 20:46:50,868.0,34.0,48,12.0,291.0,9.0,93.0,1404,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1676.0,1634.0,python-benedict,conda-forge/python-benedict,,,609759.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,606036.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,152683.0,2.0,,,,,,,,,,,,,,,,,, +240,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-04-18 09:51:40.000,2024-04-06 09:33:31,1765.0,32.0,85,15.0,459.0,122.0,255.0,1265,2024-03-22 17:02:55.000,1.5.0,255.0,43.0,29,True,359.0,348.0,piccolo,,,,16803.0,https://pypi.org/project/piccolo,2024-03-22 17:02:55.000,11.0,16803.0,,,,3.0,,,,,,,,,,,,,,,,,, +241,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1118,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5304.0,5061.0,sqlitedict,conda-forge/sqlitedict,,,549763.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,243.0,547321.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,105007.0,2.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +242,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2153.0,1932.0,redis-py-cluster,,,4174.0,2031268.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,2031231.0,,,,3.0,,,,,,,,,,,,,,,,,, +243,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-02-17 14:15:02.000,2023-07-23 14:40:17,372.0,,116,18.0,94.0,71.0,127.0,698,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,17262.0,15754.0,configargparse,conda-forge/configargparse,,,4297794.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1508.0,4276432.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,811758.0,3.0,,,,,,,,,,,,,,,,,, +244,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,69,23.0,49.0,6.0,90.0,524,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17540.0,15348.0,scandir,conda-forge/scandir,,,3173064.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2192.0,3140169.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1381591.0,3.0,,,,,,,,,,,,,,,,,, +245,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-04-12 06:44:35.747,2024-04-11 20:27:23,825.0,7.0,141,24.0,109.0,74.0,61.0,514,2024-04-11 20:53:40.000,1.13.0,62.0,91.0,29,True,6610.0,5252.0,beaker,conda-forge/beaker,,,292802.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,1358.0,288208.0,https://anaconda.org/conda-forge/beaker,2024-04-12 06:44:35.747,73512.0,3.0,,,,,,,,,,,,,,,,,, +246,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-04-15 14:18:36.000,2024-02-28 18:22:51,735.0,13.0,46,11.0,92.0,15.0,100.0,491,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5553.0,5268.0,python-rapidjson,conda-forge/python-rapidjson,,,1662441.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,285.0,1624447.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1595765.0,3.0,,,,,,,,,,,,,,,,,, +247,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,140,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,64066.0,61700.0,isodate,conda-forge/isodate,,,100106374.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2366.0,100056738.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4814759.0,3.0,,,,,,,,,,,,,,,,,, +248,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,221.0,90.0,243.0,43.0,5207,,,41.0,28.0,28,False,848.0,20.0,pdfminer,conda-forge/pdfminer,,,204084.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,828.0,203682.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,36985.0,3.0,,,,,,,,,,,,-2.0,,,,,, +249,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417,94.0,110.0,38.0,127.0,2785,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7622.0,7463.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,214768.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,159.0,213083.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,69106.0,3.0,,,,,,,,,,,,,,,,,, +250,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,50.0,472.0,58.0,262.0,2644,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2433.0,2388.0,gino,,,,27968.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,27968.0,,,,3.0,,,,,,,,,,,,,,,,,, +251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,22.0,112.0,50.0,42.0,1990,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8347.0,8250.0,gin-config,conda-forge/gin-config,,,346348.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,345830.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24368.0,3.0,,,,,,,,,,,,,,,,,, +252,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,484,97.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,224.0,188.0,mongo-connector,,,,2720.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,2720.0,,,,3.0,,,,,,,,,,,,,,,,,, +253,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,169.0,1338.0,1788,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2325.0,49865.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,49234.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,24096.0,3.0,,,,,,,,,,,,,,,,,, +254,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-04-11 19:21:39.000,2024-03-24 22:10:10,873.0,74.0,69,17.0,501.0,205.0,186.0,1593,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,28,True,16.0,,prisma,,,,74311.0,https://pypi.org/project/prisma,2024-03-24 22:09:46.000,16.0,74311.0,,,,3.0,,,,,,,,,,,,,,,,,, +255,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1426,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11216.0,9700.0,blessings,conda-forge/blessings,,,968644.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1516.0,962420.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,286341.0,3.0,,,,,,,,,,,,,,,,,, +256,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,27.0,41.0,88.0,73.0,1407,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2719.0,2438.0,strictyaml,conda-forge/strictyaml,,,2113866.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,281.0,2110838.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,218051.0,3.0,,,,,,,,,,,,,,,,,, +257,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2024-04-07 08:26:45.000,2017-02-01 15:40:30,127.0,,175,49.0,35.0,59.0,25.0,1297,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2926.0,2829.0,pandasql,conda-forge/pandasql,['pandas'],,1543741.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,97.0,1530128.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,462844.0,3.0,,,,,,,,,,,,,,,,,, +258,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-04-16 12:19:15.000,2023-07-01 09:55:10,181.0,,85,25.0,53.0,8.0,40.0,751,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,886.0,,munch,conda-forge/munch,,,2577728.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,886.0,2221452.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3919046.0,3.0,,,,,,,,,,,,,,,,,, +259,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,688,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11549.0,10311.0,parsedatetime,conda-forge/parsedatetime,,,6636059.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6633972.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,189963.0,3.0,,,,,,,,,,,,,,,,,, +260,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71,22.0,73.0,8.0,106.0,482,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,28,True,811.0,720.0,hickle,conda-forge/hickle,,,65988.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,91.0,53712.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24553.0,3.0,,,,,,,,,,,,,,,,,, +261,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-04-11 11:08:54.000,2024-04-11 11:08:54,309.0,1.0,31,9.0,79.0,3.0,26.0,409,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,42835.0,42536.0,srsly,conda-forge/srsly,,,7394856.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,7363683.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1433959.0,3.0,,,,,,,,,,,,,,,,,, +262,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-04-17 22:21:46.000,2024-04-17 22:21:43,7315.0,235.0,33,10.0,291.0,41.0,583.0,403,2024-04-14 21:25:56.000,2.6.0,204.0,23.0,28,True,23.0,21.0,static-frame,conda-forge/static-frame,,,11100.0,https://pypi.org/project/static-frame,2024-04-14 21:25:56.000,2.0,4251.0,https://anaconda.org/conda-forge/static-frame,2024-04-15 01:02:18.461,321922.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +263,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-04-08 14:18:48.556,2024-04-06 23:53:45,171.0,6.0,40,8.0,32.0,29.0,31.0,257,2024-04-07 00:01:07.000,1.8.3,19.0,17.0,28,True,2829.0,,send2trash,conda-forge/send2trash,,,20552656.0,https://pypi.org/project/send2trash,2024-04-07 00:01:07.000,2829.0,20156446.0,https://anaconda.org/conda-forge/send2trash,2024-04-08 14:18:48.556,13471164.0,3.0,,,,,,,,,,,,,,,,,, +264,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,21.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1400.0,1327.0,tabulator,conda-forge/tabulator-py,,,162830.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,162163.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54763.0,3.0,,,,,,,,,,,,,,,,,, +265,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,204,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,15161.0,14736.0,ordered-set,conda-forge/ordered-set,,,14611144.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,425.0,14606036.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,490461.0,3.0,,,,,,,,,,,,,,,,,, +266,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-04-15 14:04:11.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,270.0,125.0,129.0,3774,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,134.0,,textract,conda-forge/textract,,,135918.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,134.0,135663.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,23215.0,3.0,,,,,,,,,,,,,,,,,, +267,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,2.0,201,26.0,53.0,91.0,129.0,3487,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,58.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,643221.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,58.0,640568.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,90233.0,3.0,,,,,,,,,,,,,,,,,, +268,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3449,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,27,True,9900.0,9405.0,confluent-kafka,conda-forge/python-confluent-kafka,,,12437305.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,495.0,12417185.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,845064.0,3.0,,,,,,,,,,,,,,,,,, +269,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-04-15 17:17:02.000,2024-02-22 00:19:37,309.0,6.0,300,30.0,169.0,106.0,141.0,3231,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,27,True,136.0,134.0,img2dataset,,,1605.0,36503.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,36453.0,,,,3.0,,,,,,,,,,,,,,,,,, +270,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,1.0,101,30.0,84.0,19.0,128.0,2459,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1336.0,1290.0,swifter,conda-forge/swifter,['pandas'],,548386.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,541362.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,323128.0,3.0,,,,,,,,,,,,,,,,,, +271,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-03-13 17:37:15.000,2024-03-13 17:37:14,539.0,2.0,134,49.0,64.0,14.0,124.0,2331,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,805.0,778.0,pyfunctional,,,,186075.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,186075.0,,,,3.0,,,,,,,,,,,,,,,,,, +272,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-04-10 15:21:22.000,2024-03-21 21:56:11,5672.0,15.0,504,103.0,960.0,631.0,977.0,2178,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,27,False,76.0,,wx,conda-forge/wxpython,,4085.0,18977.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-04-08 15:40:25.181,794757.0,3.0,,,,,,,,,,,,,,,,,, +273,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1904,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2316.0,,retrying,conda-forge/retrying,,,11962673.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2316.0,11944671.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1638194.0,3.0,,,,,,,,,,,,,,,,,, +274,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-04-15 18:12:49.000,2024-02-12 10:58:02,2739.0,4.0,134,50.0,308.0,45.0,196.0,1511,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,27,False,311.0,228.0,enaml,conda-forge/enaml,,778.0,9079.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,5522.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,163192.0,3.0,,,,,,,,,,,,,,,,,, +275,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-04-17 10:50:31.867,2024-04-02 01:58:32,182.0,32.0,45,16.0,134.0,15.0,4.0,1428,2024-02-22 15:43:56.000,0.0.5,6.0,15.0,27,True,3648.0,3569.0,asyncer,conda-forge/asyncer,,,164177.0,https://pypi.org/project/asyncer,2024-02-22 15:43:56.000,79.0,163903.0,https://anaconda.org/conda-forge/asyncer,2024-04-17 10:50:31.867,7406.0,3.0,,,,,,,,,,,,,,,,,, +276,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,145,44.0,53.0,20.0,19.0,1226,2024-03-19 17:59:19.000,6.0.1,108.0,27.0,27,False,359.0,,singer-python,,,,629104.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,359.0,629104.0,,,,3.0,,,,,,,,,,,,,,,,,, +277,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-04-15 04:49:47.000,2024-04-15 04:49:46,747.0,28.0,43,22.0,586.0,9.0,33.0,780,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,123.0,,janus,conda-forge/janus,,,787045.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,123.0,786733.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,18143.0,3.0,,,,,,,,,,,,,,,,,, +278,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,629,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1331.0,1305.0,pysimdjson,conda-forge/pysimdjson,,,958466.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,956393.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,87073.0,3.0,,,,,,,,,,,,,,,,,, +279,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1082.0,848.0,happybase,conda-forge/happybase,,,54737.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,53028.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160723.0,3.0,,,,,,,,,,,,,,,,,, +280,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,581,,,8.0,12.0,27,False,64283.0,61871.0,dataclasses,conda-forge/dataclasses,,,14740619.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,14575559.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11719300.0,3.0,,,,,,,,,,,,,,,,,, +281,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-04-10 12:30:59.000,2024-04-10 12:30:56,321.0,63.0,59,9.0,130.0,20.0,59.0,514,2024-02-26 22:15:41.000,3.0.0,58.0,20.0,27,True,484.0,453.0,cachier,,,17.0,78827.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,78827.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +282,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,479,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7400.0,5014.0,pylibmc,conda-forge/pylibmc,,590.0,301759.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,296524.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,218688.0,3.0,,,,,,,,,,,,,,,,,, +283,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,27,False,19597.0,19581.0,umongo,conda-forge/umongo,,,64046.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,63844.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6291.0,3.0,,,,,,,,,,,,,,,,,, +284,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,18.0,88.0,71.0,96.0,309,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,False,38299.0,34879.0,configobj,conda-forge/configobj,,554.0,3117673.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3420.0,3106262.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,787118.0,3.0,,,,,,,,,,,,,,,,,, +285,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,232,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47653.0,39647.0,futures,conda-forge/futures,,,6815918.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8006.0,6802115.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1269935.0,3.0,,,,,,,,,,,,,,,,,, +286,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2546.0,2253.0,cloudant,conda-forge/cloudant,,,118443.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,117220.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,111373.0,3.0,,,,,,,,,,,,,,,,,, +287,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,155,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1109.0,1060.0,filedepot,,,,12295.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,49.0,12295.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,63960.0,59625.0,pathlib2,conda-forge/pathlib2,,,8452933.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4335.0,8387448.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2684906.0,3.0,,,,,,,,,,,,,,,,,, +289,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,148.0,299.0,119.0,176.0,6175,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,120.0,116.0,powerline-shell,,,,1616.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1616.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,,260,138.0,291.0,92.0,365.0,3210,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,159.0,137.0,flexx,conda-forge/flexx,,,2100.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,981.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,104159.0,3.0,,,,,,,,,,,,,,,,,, +291,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-04-09 14:34:03.000,2022-08-23 07:13:04,536.0,,147,41.0,129.0,29.0,203.0,1179,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,236.0,parallel-ssh,,,377.0,191062.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,191059.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-04-17 04:50:59.000,2024-03-23 16:03:46,554.0,20.0,92,19.0,276.0,81.0,87.0,972,2024-03-18 04:34:53.000,1.0.1,20.0,19.0,26,True,3249.0,3241.0,odmantic,,,,28320.0,https://pypi.org/project/odmantic,2024-03-18 04:34:53.000,8.0,28320.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,955,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2497.0,1988.0,bcolz,conda-forge/bcolz,,,9045.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,509.0,5029.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,345404.0,3.0,,,,,,,,,,,,,,,,,, +294,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,100.0,954,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,278.0,,mss,conda-forge/python-mss,,,860317.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,278.0,859349.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,44536.0,3.0,,,,,,,,,,,,,,,,,, +295,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,490,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4778.0,4506.0,pyscreenshot,,,,199286.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,272.0,199286.0,,,,3.0,,,,,,,,,,,,,,,,,, +296,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,68,19.0,45.0,20.0,17.0,206,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13131.0,,ptyprocess,conda-forge/ptyprocess,,,72465621.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13131.0,72287982.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,17053419.0,3.0,,,,,,,,,,,,,,,,,, +297,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,21,7.0,61.0,4.0,7.0,170,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,True,38856.0,38763.0,catalogue,conda-forge/catalogue,,,7478932.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,93.0,7451047.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1254843.0,3.0,,,,,,,,,,,,,,,,,, +298,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,79255.0,76527.0,contextlib2,conda-forge/contextlib2,,,23976366.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2728.0,23963907.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1220982.0,3.0,,,,,,,,,,,,,,,,,, +299,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,143,58.0,248.0,95.0,109.0,1573,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,27348.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,27348.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +300,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2023-08-23 13:46:45.000,2022-07-18 20:04:25,1071.0,,221,103.0,174.0,71.0,264.0,1490,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,False,91.0,64.0,streamparse,,,,1895.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,1895.0,,,,3.0,,,,,,,,,,,,,pystorm/streamparse,,,,, +301,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-04-15 14:09:18.000,2023-05-19 04:32:00,6411.0,,229,38.0,1052.0,9.0,209.0,1441,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,9169.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,9169.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,44.0,231.0,104.0,64.0,1250,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1200.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1200.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,21.0,70.0,9.0,37.0,1096,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6716.0,6591.0,immutables,conda-forge/immutables,,,1339244.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,1318469.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,976456.0,3.0,,,,,,,,,,,,,,,,,, +304,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-04-11 10:35:27.000,2024-04-11 10:35:08,9954.0,5.0,43,14.0,10.0,6.0,8.0,493,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,93462.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,93462.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +305,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,334,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,30169336.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,30139723.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1776812.0,3.0,,,,,,,,,,,,,,,,,, +306,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-03-15 09:19:58.000,2024-03-04 07:50:54,3522.0,16.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,560.0,78.0,25,True,61.0,36.0,dbnd,,,,235172.0,https://pypi.org/project/dbnd,2024-03-15 09:19:58.000,25.0,235172.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-04-02 11:49:01.000,2024-04-02 11:48:53,375.0,5.0,32,7.0,142.0,4.0,83.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1233.0,1188.0,everett,conda-forge/everett,,,154336.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,152928.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,59168.0,3.0,,,,,,,,,,,,,,,,,, +308,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8042.0,,entrypoints,conda-forge/entrypoints,,,17748848.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8042.0,17552123.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,18885605.0,3.0,,,,,,,,,,,,,,,,,, +309,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,170,85.0,81.0,22.0,82.0,3935,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,145.0,68.0,storm,,,,2830.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,77.0,2830.0,,,,3.0,,,,,,,,,,,,,,,,,, +310,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-04-02 10:58:39.000,2023-10-02 06:28:26,631.0,,424,43.0,183.0,266.0,110.0,2632,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,6736.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,6736.0,,,,3.0,,,,,,,,,,,,,,,,,, +311,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2023-10-01 20:08:36.105,2023-08-26 14:44:06,51.0,,104,35.0,101.0,22.0,140.0,2355,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,24,True,377.0,,python-box,conda-forge/python-box,,39.0,2883593.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,377.0,2871830.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,529362.0,3.0,,,,,,,,,,,,,,,,,, +312,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,98,40.0,42.0,25.0,47.0,1526,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,130.0,119.0,pypeln,conda-forge/pypeln,,,357315.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,356984.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,14938.0,3.0,,,,,,,,,,,,,,,,,, +313,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1347,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,200.0,178.0,pinject,conda-forge/pinject,,,66655.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,66489.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5161.0,3.0,,,,,,,,,,,,,,,,,, +314,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1083,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2474.0,2302.0,pluginbase,conda-forge/pluginbase,,,646967.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,172.0,642896.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,305394.0,3.0,,,,,,,,,,,,,,,,,, +315,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135,64.0,76.0,167.0,149.0,860,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,24,True,196.0,167.0,rows,,,38.0,1186.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,1186.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,145,10.0,22.0,29.0,19.0,713,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3628.0,3371.0,ratelimit,conda-forge/ratelimit,,,6656722.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,257.0,6656347.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,14644.0,3.0,,,,,,,,,,,,,,,,,, +317,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-04-16 22:26:09.000,2024-04-13 01:09:42,1444.0,12.0,42,17.0,137.0,2.0,13.0,707,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,66.0,,ubelt,conda-forge/ubelt,,9.0,27180.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,66.0,24816.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,73286.0,3.0,,,,,,,,,,,,,,,,,, +318,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,423.0,299.0,messytables,,,,12191.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,12191.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-04-12 04:52:36.000,2024-03-14 13:18:25,966.0,21.0,25,18.0,182.0,6.0,18.0,363,2024-03-14 13:19:12.000,17.5.4,265.0,19.0,24,True,403.0,364.0,aiomisc,,,,17596.0,https://pypi.org/project/aiomisc,2024-03-14 13:19:12.000,39.0,17596.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,223.0,201.0,pyhdb,,,108.0,336163.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,336162.0,,,,3.0,,,,,,,,,,,,,,,,,, +321,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,266,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,953.0,866.0,deepdish,conda-forge/deepdish,,,22063.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,21007.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,94050.0,3.0,,,,,,,,,,,,,,,,,, +322,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,51.0,42.0,95,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,6071.0,4733.0,clint,conda-forge/clint,,118.0,104765.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1338.0,104165.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,57047.0,3.0,,,,,,,,,,,,,kennethreitz/clint,,,,, +323,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,313.0,1838.0,76,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8938.0,,openpyxl,openpyxl,,,79194118.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8908.0,79191909.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,221913.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1228.0,,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +324,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10556,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,34.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,34.0,,,,2.0,,,,,,,,,,,,,,,,,, +325,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1563,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,205.0,181.0,commonregex,,,,96555.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,96555.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-03-11 10:51:29.000,2024-03-05 15:50:47,334.0,7.0,81,46.0,260.0,47.0,41.0,1345,2024-03-05 15:56:18.000,0.19,35.0,30.0,23,True,39.0,29.0,tasktiger,,,,6112.0,https://pypi.org/project/tasktiger,2024-03-05 15:54:55.000,10.0,6112.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,213.0,205.0,pysparkling,conda-forge/pysparkling,,,11914.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,11789.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4655.0,3.0,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2933.0,2737.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,172902.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,172546.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27780.0,3.0,,,,,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3508,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,452.0,418.0,pampy,,,,42674.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,42674.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-03-21 21:04:06.386,2024-03-19 18:38:23,86.0,3.0,146,34.0,13.0,11.0,179.0,3280,2024-03-19 18:41:16.000,2.1.22,67.0,1.0,22,False,216.0,216.0,ptext-joris-schellekens,conda-forge/borb,,,1541.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-03-21 21:04:06.386,49333.0,3.0,,,,,,,,,,,,,,,,,, +331,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,164,98.0,31.0,18.0,58.0,3256,,,4.0,19.0,22,False,613.0,583.0,macropy3,,,,276.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,276.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,42.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,42.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2489,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,False,,,,,,23818.0,680.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +334,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1827,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,208.0,177.0,bashplotlib,,,,4473.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4473.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,14.0,32.0,31.0,42.0,871,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1799.0,1694.0,pickledb,,,,25446.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,105.0,25446.0,,,,3.0,,,,,,,,,,,,,,,,,, +336,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,868,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,True,242.0,223.0,unsync,conda-forge/unsync,,,51889.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,51618.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12499.0,3.0,,,,,,,,,,,,,,,,,, +337,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,761,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,22,True,333.0,302.0,dirty-equals,conda-forge/dirty-equals,,,119316.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,117613.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,42598.0,3.0,,,,,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11641.0,9594.0,unipath,,,,52214.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2047.0,52214.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,169,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,303.0,290.0,aioprometheus,,,,141496.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,13.0,141496.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-04-08 17:47:48.000,2024-03-29 20:59:55,630.0,2.0,18,11.0,35.0,18.0,15.0,156,2023-05-30 20:50:42.000,0.9.0,6.0,48.0,22,True,342.0,299.0,docopt-ng,,,,152000.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,43.0,152000.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,131,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2360.0,2291.0,coolname,conda-forge/coolname,,,544821.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,69.0,542636.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,87408.0,3.0,,,,,,,,,,,,,,,,,, +342,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,,21,5.0,12.0,5.0,15.0,104,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2429.0,2301.0,stopit,conda-forge/stopit,,,446359.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,435012.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,851053.0,3.0,,,,,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-04-18 12:57:07.000,2024-04-16 06:08:34,1871.0,87.0,5,3.0,860.0,17.0,50.0,52,2024-04-05 10:54:51.000,4.7.5,70.0,8.0,22,False,72.0,64.0,click-extra,,,247.0,3474.0,https://pypi.org/project/click-extra,2024-04-05 10:54:34.000,8.0,3466.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,23.0,760.0,9,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,22,False,647.0,,py2neo,conda-forge/py2neo,,,42065.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,647.0,41278.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,64594.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +345,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,111,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,1059.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,1059.0,,,,3.0,,,,,,,,,,,,,,,,,, +346,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,482,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4571.0,3383.0,awesome-slugify,conda-forge/awesome-slugify,,,45323.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,44594.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,70009.0,3.0,,,,,,,,,,,,,,,,,, +347,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,720.0,636.0,pymodm,conda-forge/pymodm,,,11965.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,84.0,11860.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5296.0,3.0,,,,,,,,,,,,,,,,,, +348,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,25.0,13.0,300,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,434.0,415.0,price-parser,,,,91254.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,91254.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,1.0,29,8.0,54.0,14.0,11.0,296,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,21,True,462.0,404.0,rtoml,,,,415259.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,415259.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,288,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,179.0,173.0,datatest,,,,21375.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,21375.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,146,67.0,4.0,1.0,41.0,2200,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,58.0,48.0,pypattyrn,,,,1875.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,10.0,1875.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,217,38.0,56.0,86.0,40.0,1460,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11917.0,1682.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1502.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,44.0,32.0,mrq,,,,127.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,127.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,716,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,2335.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,1612.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29680.0,3.0,,,,,,,,,,,,,,,,,, +355,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,22,10.0,32.0,22.0,21.0,661,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,71.0,68.0,pugsql,,,,5205.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5205.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,568,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,2883.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2355.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,14260.0,3.0,,,,,,,,,,,,,,,,,, +357,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-04-16 15:06:09.000,2024-04-16 09:11:49,723.0,39.0,24,5.0,275.0,5.0,,289,2024-04-16 09:44:20.000,1.1.273,676.0,12.0,20,True,6.0,6.0,upgini,,,,4941.0,https://pypi.org/project/upgini,2024-04-16 15:06:09.000,,4941.0,,,,3.0,,,,,,,,,,,,,,,,,, +358,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,209,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,20,False,918.0,914.0,gsheetsdb,,,,59784.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,59784.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-04-12 02:05:58.000,2024-01-18 11:58:13,5466.0,,44,14.0,632.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,20,True,9.0,9.0,batchflow,,,,167.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,167.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,1985.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,956.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,36028.0,3.0,,,,,,,,,,,,,,,,,, +361,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,159.0,142.0,78.0,27.0,1986,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +362,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-04-18 01:52:53.000,2024-04-17 21:52:02,3083.0,116.0,143,27.0,257.0,32.0,396.0,1465,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +363,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,952,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,19,True,28.0,28.0,d6tflow,,,,145.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,145.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,87.0,70.0,valideer,conda-forge/valideer,,,6533.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,6311.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21382.0,3.0,,,,,,,,,,,,,,,,,, +365,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,160.0,133.0,queries,,,,2873.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,2873.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1234.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,271.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,66487.0,3.0,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1609,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,374.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,374.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,280.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,280.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,, +369,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-04-11 14:36:27.000,2024-04-11 14:36:24,654.0,48.0,30,5.0,105.0,7.0,18.0,642,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,18,True,2.0,,pipeless-ai,,,883.0,125.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,15.0,,,,1.0,,,,,,,,,,,,,,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2024-04-11 23:06:48.000,2023-12-23 16:55:35,407.0,,12,10.0,42.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,18,True,6.0,,validr,,,,583.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,583.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2054,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,51.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,51.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1360,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,45.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,45.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1108,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,6.0,6.0,colout,,,,223.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,223.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,995,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,433,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,189.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,189.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14,8.0,19.0,2.0,12.0,185,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,228914.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,228914.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,19.0,28.0,42.0,30.0,858,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,,1559.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1559.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,25.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,25.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,623,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,247.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,247.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-04-15 23:09:32.000,2024-01-15 11:48:36,125.0,,8,16.0,180.0,2.0,10.0,278,2024-01-15 11:55:58.000,0.19.8,110.0,18.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,,384.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,384.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +381,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,16,False,43.0,38.0,cleverdict,,,,863.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,863.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,53.0,28.0,3.0,2.0,1195,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,29.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,29.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,81,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,956.0,947.0,millify,,,,54761.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,54761.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,14,False,13.0,10.0,supersqlite,,,,60.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,60.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-04-17 02:38:39.000,2024-03-26 22:33:23,986.0,39.0,21,2.0,869.0,8.0,18.0,267,2024-03-26 00:13:19.000,0.1.60,43.0,15.0,14,False,,,the-guide,,,,3.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,3.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,548,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,65.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,65.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,108,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,81.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,81.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,12,False,,,rasgoql,,,,27.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,27.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 293ca5f..145fea6 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- redis (πŸ₯‡43 Β· ⭐ 12K Β· πŸ“ˆ) - Redis Python client. MIT -- keyring (πŸ₯ˆ37 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT -- libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- rsa (πŸ₯‰30 Β· ⭐ 470 Β· πŸ“ˆ) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- confluent-kafka-python (πŸ₯‰27 Β· ⭐ 3.4K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 +- kubernetes (πŸ₯ˆ39 Β· ⭐ 6.4K Β· πŸ“ˆ) - Official Python client library for kubernetes. Apache-2 +- python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 +- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.7K Β· πŸ“ˆ) - A self-contained cryptographic library for Python. BSD-3 +- numexpr (πŸ₯ˆ37 Β· ⭐ 2.1K Β· πŸ“ˆ) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT +- libcloud (πŸ₯ˆ34 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- polars (πŸ₯ˆ40 Β· ⭐ 26K Β· πŸ“‰) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- more-itertools (πŸ₯‡39 Β· ⭐ 3.4K Β· πŸ“‰) - More routines for operating on iterables, beyond itertools. MIT -- supervisor (πŸ₯ˆ35 Β· ⭐ 8.2K Β· πŸ“‰) - Supervisor process control system for Unix.. ❗️Repoze Public License -- schema (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ“‰) - Schema validation just got Pythonic. MIT -- pyinfra (πŸ₯‰31 Β· ⭐ 2.6K Β· πŸ“‰) - pyinfra automates infrastructure using Python. Its fast and scales.. MIT +- ansible (πŸ₯‡47 Β· ⭐ 61K Β· πŸ“‰) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 +- Pygments (πŸ₯‡42 Β· ⭐ 1.7K Β· πŸ“‰) - Pygments is a generic syntax highlighter written in Python. BSD-2 +- dill (πŸ₯ˆ37 Β· ⭐ 2.1K Β· πŸ“‰) - serialize all of Python. BSD-3 +- Koalas (πŸ₯‰30 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark +- PDFMiner (πŸ₯‰28 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT From 04d7e0522eb064682db5f846e6e650fb36747296 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 25 Apr 2024 14:05:04 +0000 Subject: [PATCH 62/70] Update best-of list for version 2024.04.25 --- README.md | 1179 ++++++++++++++++--------------- history/2024-04-25_changes.md | 20 + history/2024-04-25_projects.csv | 392 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1017 insertions(+), 594 deletions(-) create mode 100644 history/2024-04-25_changes.md create mode 100644 history/2024-04-25_projects.csv diff --git a/README.md b/README.md index 5e5d32e..88a7cfa 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡53 Β· ⭐ 64K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 45M Β· πŸ“¦ 620K Β· πŸ“‹ 6.1K - 8% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 43M Β· πŸ“¦ 630K Β· πŸ“‹ 6.2K - 8% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 17K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 180M / month Β· πŸ“¦ 17K Β· ⏱️ 18.04.2024): ``` pip install protobuf ``` @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.3M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.2M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 410K Β· πŸ“¦ 100K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 420K Β· πŸ“¦ 100K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 18M / month Β· πŸ“¦ 380 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 19M / month Β· πŸ“¦ 380 Β· ⏱️ 26.03.2024): ``` pip install flatbuffers ``` @@ -126,12 +126,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 45M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 46M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): ``` pip install marshmallow ``` @@ -142,32 +142,32 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
orjson (πŸ₯ˆ37 Β· ⭐ 5.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 84K Β· πŸ“‹ 380 - 0% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 85K Β· πŸ“‹ 380 - 1% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 21M / month Β· πŸ“¦ 1.4K Β· ⏱️ 15.04.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 22M / month Β· πŸ“¦ 1.4K Β· ⏱️ 15.04.2024): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.1M Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.2M Β· ⏱️ 18.04.2024): ``` conda install -c conda-forge orjson ```
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dill (πŸ₯ˆ37 Β· ⭐ 2.1K Β· πŸ“‰) - serialize all of Python. BSD-3 +
dill (πŸ₯ˆ37 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 150K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 24.02.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 150K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 55M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 54M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.3M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.4M Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge dill ``` @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -222,7 +222,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 220 Β· πŸ“₯ 1.3K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 220 Β· πŸ“₯ 1.3K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/msgpack/msgpack-python @@ -231,7 +231,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 15M Β· ⏱️ 25.11.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 16M Β· ⏱️ 25.11.2023): ``` conda install -c conda-forge msgpack-python ``` @@ -247,7 +247,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install cloudpickle ``` -- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 16M Β· ⏱️ 16.10.2023): +- [Conda](https://anaconda.org/conda-forge/cloudpickle) (πŸ“₯ 17M Β· ⏱️ 16.10.2023): ``` conda install -c conda-forge cloudpickle ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 54K / month Β· πŸ“¦ 91 Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 56K / month Β· πŸ“¦ 91 Β· ⏱️ 30.03.2024): ``` pip install hickle ``` @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 7.4M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 8.2M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -311,19 +311,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 87K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 88K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ```
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rtoml (πŸ₯‰21 Β· ⭐ 300) - A fast TOML library for python implemented in rust. MIT +
rtoml (πŸ₯‰22 Β· ⭐ 300) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 400 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 410 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 420K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 350K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 200M / month Β· πŸ“¦ 79K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 200M / month Β· πŸ“¦ 80K Β· ⏱️ 10.04.2024): ``` pip install pandas ``` @@ -356,9 +356,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
+
polars (πŸ₯‡41 Β· ⭐ 26K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.6K Β· πŸ“₯ 580 Β· πŸ“¦ 4 Β· πŸ“‹ 7.3K - 21% open Β· ⏱️ 25.04.2024): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 6.8M / month Β· πŸ“¦ 560 Β· ⏱️ 16.04.2024): + ``` + pip install polars + ``` +
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 510 Β· πŸ“₯ 3.2K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 510 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/h5py/h5py @@ -372,26 +384,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
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polars (πŸ₯ˆ40 Β· ⭐ 26K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.6K Β· πŸ“₯ 560 Β· πŸ“¦ 4 Β· πŸ“‹ 7.2K - 21% open Β· ⏱️ 18.04.2024): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 6.2M / month Β· πŸ“¦ 550 Β· ⏱️ 16.04.2024): - ``` - pip install polars - ``` -
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 26K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 26K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 23.04.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.1M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.2M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.03.2024): ``` pip install xarray ``` @@ -402,28 +402,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.4K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1M / month Β· πŸ“¦ 35 Β· ⏱️ 15.04.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.1M / month Β· πŸ“¦ 35 Β· ⏱️ 15.04.2024): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 300K Β· ⏱️ 16.04.2024): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 310K Β· ⏱️ 16.04.2024): ``` conda install -c conda-forge modin-core ```
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numexpr (πŸ₯ˆ37 Β· ⭐ 2.1K Β· πŸ“ˆ) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT +
numexpr (πŸ₯ˆ37 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT - [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 200 Β· πŸ“₯ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4M / month Β· πŸ“¦ 3.3K Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 02.04.2024): ``` pip install numexpr ``` @@ -434,12 +434,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 250 Β· πŸ“¦ 3.6K Β· πŸ“‹ 730 - 43% open Β· ⏱️ 06.04.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 250 Β· πŸ“¦ 3.7K Β· πŸ“‹ 730 - 43% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 560K / month Β· πŸ“¦ 550 Β· ⏱️ 05.04.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 550K / month Β· πŸ“¦ 550 Β· ⏱️ 05.04.2024): ``` pip install zarr ``` @@ -450,7 +450,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ35 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 21.04.2024): ``` git clone https://github.com/PyTables/PyTables @@ -459,41 +459,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 7M Β· ⏱️ 11.04.2024): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 7.1M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge pytables ```
-
docarray (πŸ₯ˆ34 Β· ⭐ 2.7K) - Represent, send, store and search multimodal data. Apache-2 +
pandera (πŸ₯ˆ33 Β· ⭐ 3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4.2K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 18.03.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“¦ 1.5K Β· πŸ“‹ 760 - 40% open Β· ⏱️ 25.04.2024): ``` - git clone https://github.com/jina-ai/docarray + git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 79K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.8M / month Β· πŸ“¦ 120 Β· ⏱️ 20.04.2024): ``` - pip install docarray + pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 36K Β· ⏱️ 12.03.2024): ``` - conda install -c conda-forge docarray + conda install -c conda-forge pandera-core ```
-
pandera (πŸ₯ˆ33 Β· ⭐ 3K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
docarray (πŸ₯ˆ33 Β· ⭐ 2.7K Β· πŸ“‰) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“¦ 1.5K Β· πŸ“‹ 760 - 41% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4.2K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 18.03.2024): ``` - git clone https://github.com/pandera-dev/pandera + git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.7M / month Β· πŸ“¦ 120 Β· ⏱️ 05.04.2024): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 78K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): ``` - pip install pandera + pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 35K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): ``` - conda install -c conda-forge pandera-core + conda install -c conda-forge docarray ```
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.5K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 580K / month Β· πŸ“¦ 960 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 550K / month Β· πŸ“¦ 960 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -512,9 +512,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
+
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark + +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): + + ``` + git clone https://github.com/databricks/koalas + ``` +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.1M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): + ``` + pip install koalas + ``` +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge koalas + ``` +
Bottleneck (πŸ₯ˆ32 Β· ⭐ 1K) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 25.02.2024): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/pydata/bottleneck @@ -530,12 +546,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 720 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 730 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 21K / month Β· πŸ“¦ 35 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 35 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -544,22 +560,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
-
Koalas (πŸ₯‰30 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark - -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): - - ``` - git clone https://github.com/databricks/koalas - ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 1.9M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): - ``` - pip install koalas - ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge koalas - ``` -
datasketch (πŸ₯‰30 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT - [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 25 Β· πŸ“¦ 1.2K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): @@ -567,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3M / month Β· πŸ“¦ 70 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.2M / month Β· πŸ“¦ 70 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.3K / month Β· πŸ“¦ 2 Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.6K / month Β· πŸ“¦ 2 Β· ⏱️ 14.04.2024): ``` pip install static-frame ``` @@ -611,11 +611,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 640K / month Β· πŸ“¦ 58 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 610K / month Β· πŸ“¦ 58 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 90K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 91K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ``` @@ -627,7 +627,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 540K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 550K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 93K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 94K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -685,7 +685,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 51M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 52M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -701,7 +701,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 42M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 41M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -712,7 +712,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ33 Β· ⭐ 390) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/aio-libs/multidict @@ -733,18 +733,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.4M / month Β· πŸ“¦ 360 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.5M / month Β· πŸ“¦ 360 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 38K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 39K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anytree ```
bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 50 Β· πŸ“¦ 24K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 51 Β· πŸ“¦ 25K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/jab/bidict @@ -753,7 +753,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 390K Β· ⏱️ 18.02.2024): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 400K Β· ⏱️ 18.02.2024): ``` conda install -c conda-forge bidict ``` @@ -769,7 +769,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 31K Β· ⏱️ 27.11.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 32K Β· ⏱️ 27.11.2023): ``` conda install -c conda-forge glom ``` @@ -808,7 +808,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/aio-libs/janus @@ -822,36 +822,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge janus ```
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immutables (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 +
python-box (πŸ₯‰25 Β· ⭐ 2.4K Β· πŸ’€) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.6K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 13% open Β· ⏱️ 26.08.2023): ``` - git clone https://github.com/MagicStack/immutables + git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.8M / month Β· πŸ“¦ 380 Β· ⏱️ 26.08.2023): ``` - pip install immutables + pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 980K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 530K Β· ⏱️ 01.10.2023): ``` - conda install -c conda-forge immutables + conda install -c conda-forge python-box ```
-
python-box (πŸ₯‰24 Β· ⭐ 2.4K Β· πŸ’€) - Python dictionaries with advanced dot notation access. MIT +
immutables (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 13% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.6K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` - git clone https://github.com/cdgriffith/Box + git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.9M / month Β· πŸ“¦ 380 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` - pip install python-box + pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 530K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 980K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge python-box + conda install -c conda-forge immutables ```
Show 4 hidden projects... @@ -869,23 +869,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡45 Β· ⭐ 19K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1.6K Β· πŸ“¦ 380K Β· πŸ“‹ 3.9K - 9% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“¦ 390K Β· πŸ“‹ 4K - 9% open Β· ⏱️ 23.04.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 170M / month Β· πŸ“¦ 12K Β· ⏱️ 11.04.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 180M / month Β· πŸ“¦ 12K Β· ⏱️ 23.04.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.4M Β· ⏱️ 12.04.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.5M Β· ⏱️ 23.04.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 210 Β· πŸ“¦ 550K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 220 Β· πŸ“¦ 550K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/Julian/jsonschema @@ -901,16 +901,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ35 Β· ⭐ 900) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“₯ 25 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 2% open Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 27 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 0% open Β· ⏱️ 20.04.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.3M / month Β· πŸ“¦ 1.9K Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.04.2024): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 600K Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 600K Β· ⏱️ 19.04.2024): ``` conda install -c conda-forge validators ``` @@ -922,7 +922,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -931,18 +931,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cerberus ```
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voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
voluptuous (πŸ₯ˆ34 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 - [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 350K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 360K Β· ⏱️ 03.02.2024): ``` conda install -c conda-forge voluptuous ``` @@ -970,7 +970,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 530K / month Β· πŸ“¦ 160 Β· ⏱️ 22.03.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 520K / month Β· πŸ“¦ 160 Β· ⏱️ 22.03.2024): ``` pip install param ``` @@ -981,7 +981,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-email-validator (πŸ₯‰30 Β· ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense -- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 96 - 11% open Β· ⏱️ 14.04.2024): +- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 96 - 11% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/JoshData/python-email-validator @@ -997,12 +997,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
strictyaml (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 60 Β· πŸ“¦ 2.4K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 60 Β· πŸ“¦ 2.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.1M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.2M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1013,7 +1013,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰22 Β· ⭐ 760) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 300 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 310 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals @@ -1034,7 +1034,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/seandstewart/typical ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 960 / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): +- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): ``` pip install typical ``` @@ -1050,7 +1050,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 580 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 510 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1069,7 +1069,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡31 Β· ⭐ 5.3K Β· πŸ’€) - A lightweight, object-oriented finite state machine.. MIT +
transitions (πŸ₯‡31 Β· ⭐ 5.4K Β· πŸ’€) - A lightweight, object-oriented finite state machine.. MIT - [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 4% open Β· ⏱️ 20.09.2023): @@ -1080,7 +1080,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 620K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 630K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1122,7 +1122,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.3M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.4M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1138,7 +1138,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 55M Β· ⏱️ 01.03.2024): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 56M Β· ⏱️ 01.03.2024): ``` conda install -c conda-forge python-dateutil ``` @@ -1154,19 +1154,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 950K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 960K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ```
dateparser (πŸ₯ˆ36 Β· ⭐ 2.5K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 27K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 28K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 6.8M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1177,7 +1177,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯‰35 Β· ⭐ 310) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 82 Β· πŸ“₯ 32 Β· πŸ“¦ 1.9M Β· πŸ“‹ 87 - 36% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 84 Β· πŸ“₯ 33 Β· πŸ“¦ 1.9M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1198,7 +1198,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 6.9M / month Β· πŸ“¦ 470 Β· ⏱️ 15.04.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7M / month Β· πŸ“¦ 480 Β· ⏱️ 15.04.2024): ``` pip install holidays ``` @@ -1234,9 +1234,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡40 Β· ⭐ 890) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡40 Β· ⭐ 900) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 110K Β· πŸ“‹ 670 - 36% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 110K Β· πŸ“‹ 670 - 36% open Β· ⏱️ 23.04.2024): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1250,7 +1250,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ38 Β· ⭐ 6.2K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ38 Β· ⭐ 6.3K) - Python library and shell utilities to monitor filesystem events. Apache-2 - [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 140K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 12.02.2024): @@ -1261,14 +1261,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.8M Β· ⏱️ 07.02.2024): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.9M Β· ⏱️ 07.02.2024): ``` conda install -c conda-forge watchdog ```
filelock (πŸ₯ˆ35 Β· ⭐ 680) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 97 Β· πŸ“¦ 420K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 98 Β· πŸ“¦ 430K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1277,41 +1277,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 17M Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 18M Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge filelock ```
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aiofiles (πŸ₯ˆ32 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 +
path (πŸ₯‰33 Β· ⭐ 1.1K Β· πŸ“ˆ) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 140 Β· πŸ“¦ 140K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 15K Β· πŸ“‹ 140 - 1% open Β· ⏱️ 24.04.2024): ``` - git clone https://github.com/Tinche/aiofiles + git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 14M / month Β· πŸ“¦ 2.3K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 09.04.2024): ``` - pip install aiofiles + pip install path ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 1M Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 520K Β· ⏱️ 15.04.2024): ``` - conda install -c conda-forge aiofiles + conda install -c conda-forge path ```
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path (πŸ₯‰30 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
aiofiles (πŸ₯‰32 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“‹ 140 - 1% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 140 Β· πŸ“¦ 140K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): ``` - git clone https://github.com/jaraco/path + git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 15M / month Β· πŸ“¦ 2.3K Β· ⏱️ 09.08.2023): ``` - pip install path + pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 520K Β· ⏱️ 15.04.2024): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 1M Β· ⏱️ 02.11.2023): ``` - conda install -c conda-forge path + conda install -c conda-forge aiofiles ```
scandir (πŸ₯‰29 Β· ⭐ 520 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 @@ -1332,8 +1332,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- appdirs (πŸ₯ˆ32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT -- zipp (πŸ₯ˆ32 Β· ⭐ 49) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯ˆ35 Β· ⭐ 50 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT +- appdirs (πŸ₯‰32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT
@@ -1350,7 +1350,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 42M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 41M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): ``` pip install future ``` @@ -1377,12 +1377,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 9.1M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.8M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1406,7 +1406,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 650K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 660K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/pyca/cryptography @@ -1420,6 +1420,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
+
keyring (πŸ₯ˆ39 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT + +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“¦ 120K Β· πŸ“‹ 510 - 11% open Β· ⏱️ 24.04.2024): + + ``` + git clone https://github.com/jaraco/keyring + ``` +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 53M / month Β· πŸ“¦ 4.9K Β· ⏱️ 02.04.2024): + ``` + pip install keyring + ``` +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.5M Β· ⏱️ 03.04.2024): + ``` + conda install -c conda-forge keyring + ``` +
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 - [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1.1K Β· ⏱️ 17.04.2024): @@ -1427,18 +1443,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 380K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 390K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 230 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 180 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.7K Β· πŸ“ˆ) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯‰37 Β· ⭐ 2.7K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 420 Β· πŸ“¦ 93K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 13.01.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 440 Β· πŸ“¦ 94K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 20.04.2024): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1452,22 +1468,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pycryptodomex ```
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keyring (πŸ₯‰37 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT - -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“‹ 510 - 11% open Β· ⏱️ 16.04.2024): - - ``` - git clone https://github.com/jaraco/keyring - ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 53M / month Β· πŸ“¦ 4.4K Β· ⏱️ 02.04.2024): - ``` - pip install keyring - ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.5M Β· ⏱️ 03.04.2024): - ``` - conda install -c conda-forge keyring - ``` -
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 - [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 18.04.2024): @@ -1475,11 +1475,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 57M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 58M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.7M Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.8M Β· ⏱️ 15.12.2023): ``` conda install -c conda-forge bcrypt ``` @@ -1491,7 +1491,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 79M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 80M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1507,7 +1507,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 180M / month Β· πŸ“¦ 7.3K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 190M / month Β· πŸ“¦ 7.3K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1522,66 +1522,66 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
ansible (πŸ₯‡47 Β· ⭐ 61K Β· πŸ“‰) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 +
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“‹ 32K - 2% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.6M / month Β· πŸ“¦ 4.1K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.04.2024): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1M Β· ⏱️ 28.03.2024): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1M Β· ⏱️ 24.04.2024): ``` conda install -c conda-forge ansible ```
awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 3.1K Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.04.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 22M Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/awscli): ``` conda install -c conda-forge awscli ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 590M / month Β· πŸ“¦ 8.7K Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 600M / month Β· πŸ“¦ 8.7K Β· ⏱️ 24.04.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 26M Β· ⏱️ 17.04.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 26M Β· ⏱️ 25.04.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.9M Β· πŸ“¦ 7.6K Β· πŸ“‹ 7.1K - 29% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.9M Β· πŸ“¦ 7.7K Β· πŸ“‹ 7.2K - 29% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 960K / month Β· πŸ“¦ 180 Β· ⏱️ 18.04.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 990K / month Β· πŸ“¦ 180 Β· ⏱️ 25.04.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.4M / month Β· πŸ“¦ 930 Β· ⏱️ 17.04.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.5M / month Β· πŸ“¦ 930 Β· ⏱️ 23.04.2024): ``` npm install @pulumi/pulumi ``` @@ -1604,12 +1604,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker (πŸ₯ˆ42 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 930 Β· πŸ“¦ 79K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 940 Β· πŸ“¦ 79K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 39M / month Β· πŸ“¦ 4.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 39M / month Β· πŸ“¦ 4.2K Β· ⏱️ 08.12.2023): ``` pip install docker ``` @@ -1620,28 +1620,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 90M Β· πŸ“¦ 490 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 91M Β· πŸ“¦ 490 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 2M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 400K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 400K Β· ⏱️ 24.04.2024): ``` conda install -c conda-forge docker-compose ```
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kubernetes (πŸ₯ˆ39 Β· ⭐ 6.4K Β· πŸ“ˆ) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ39 Β· ⭐ 6.4K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.4K - 9% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.4K - 9% open Β· ⏱️ 23.04.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 24M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 25M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1657,7 +1657,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 290K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 280K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1669,11 +1669,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.9M / month Β· πŸ“¦ 170 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 7M / month Β· πŸ“¦ 170 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 88K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 89K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ``` @@ -1694,14 +1694,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge schedule ```
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plumbum (πŸ₯‰34 Β· ⭐ 2.7K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰34 Β· ⭐ 2.8K) - Plumbum: Shell Combinators. MIT - [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.2K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 4.1M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.9M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): ``` pip install plumbum ``` @@ -1712,12 +1712,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 6.9K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 7K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 11M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 12M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1733,7 +1733,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 43K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 37K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): ``` pip install pyinfra ``` @@ -1745,11 +1745,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.4K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 14K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 15K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pypyr ``` @@ -1800,25 +1800,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯‰34 Β· ⭐ 6.9K) - Python process launching. MIT +
sh (πŸ₯ˆ35 Β· ⭐ 6.9K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 540 Β· πŸ“¦ 14K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 540 Β· πŸ“¦ 15K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.6M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 8M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 190K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 200K Β· ⏱️ 10.08.2023): ``` conda install -c conda-forge sh ```
ptyprocess (πŸ₯‰26 Β· ⭐ 210) - Run a subprocess in a pseudo terminal. ISC -- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 68 Β· πŸ“‹ 37 - 54% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 68 Β· πŸ“‹ 38 - 52% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess @@ -1849,7 +1849,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.3M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.4M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ``` @@ -1861,7 +1861,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.6M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.7M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1872,7 +1872,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 350 - 17% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 350 - 17% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/agronholm/anyio @@ -1893,23 +1893,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 160K / month Β· πŸ“¦ 79 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 170K / month Β· πŸ“¦ 79 Β· ⏱️ 22.02.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.4K Β· ⏱️ 17.04.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.5K Β· ⏱️ 17.04.2024): ``` conda install -c conda-forge asyncer ```
aiomisc (πŸ₯‰24 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 25 Β· πŸ“¦ 360 Β· πŸ“‹ 24 - 25% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 25 Β· πŸ“¦ 360 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 39 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 39 Β· ⏱️ 18.04.2024): ``` pip install aiomisc ``` @@ -1921,11 +1921,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 52K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 54K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` -- [Conda](https://anaconda.org/conda-forge/unsync) (πŸ“₯ 12K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/unsync) (πŸ“₯ 13K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge unsync ``` @@ -1937,11 +1937,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 440K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 460K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 850K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 860K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1954,12 +1954,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 750K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 760K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 58M / month Β· πŸ“¦ 10K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 59M / month Β· πŸ“¦ 11K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` @@ -1970,48 +1970,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
traitlets (πŸ₯‡38 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 330 Β· πŸ“¦ 430K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 340 Β· πŸ“¦ 430K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 45M / month Β· πŸ“¦ 15K Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 45M / month Β· πŸ“¦ 15K Β· ⏱️ 19.04.2024): ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 26M Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 27M Β· ⏱️ 19.04.2024): ``` conda install -c conda-forge traitlets ```
hydra (πŸ₯ˆ34 Β· ⭐ 8.2K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 22K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 23K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.9K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 940K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 950K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.3K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 25.03.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 8.3K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3M / month Β· πŸ“¦ 320 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3.1M / month Β· πŸ“¦ 330 Β· ⏱️ 18.03.2024): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 72K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 73K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge dynaconf ``` @@ -2023,18 +2023,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.4M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.4M / month Β· πŸ“¦ 3.5K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 80K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 96 Β· πŸ“¦ 28K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 96 Β· πŸ“¦ 29K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/omry/omegaconf @@ -2050,12 +2050,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.2K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.3K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 350K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 340K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2066,16 +2066,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰25 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.2K Β· πŸ“‹ 87 - 4% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.2K Β· πŸ“‹ 87 - 3% open Β· ⏱️ 23.04.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 150K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 160K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 59K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 60K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2090,9 +2090,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
click (πŸ₯‡45 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 +
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 310 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 23.03.2024): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 320 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/pallets/click @@ -2108,16 +2108,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡42 Β· ⭐ 47K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 190K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 200K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 53M / month Β· πŸ“¦ 7K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 54M / month Β· πŸ“¦ 7K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.5M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.6M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ``` @@ -2129,18 +2129,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.4M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.5M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 890K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 900K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ39 Β· ⭐ 14K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 620 Β· πŸ“¦ 84K Β· πŸ“‹ 380 - 52% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 620 Β· πŸ“¦ 85K Β· πŸ“‹ 380 - 52% open Β· ⏱️ 10.04.2024): ``` git clone https://github.com/tiangolo/typer @@ -2154,9 +2154,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge typer ```
-
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 9K) - Library for building powerful interactive command line.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit @@ -2181,7 +2181,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 29M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 30M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge colorama ``` @@ -2209,7 +2209,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 27M / month Β· πŸ“¦ 2.3K Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 28M / month Β· πŸ“¦ 2.3K Β· ⏱️ 14.04.2024): ``` pip install argcomplete ``` @@ -2229,14 +2229,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 690K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 700K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
wcwidth (πŸ₯‰32 Β· ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 55 Β· πŸ“¦ 530K Β· πŸ“‹ 52 - 25% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 55 Β· πŸ“¦ 540K Β· πŸ“‹ 52 - 25% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth @@ -2261,19 +2261,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 70K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 71K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ```
asciimatics (πŸ₯‰29 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 980 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 980 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 20K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 19K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2289,11 +2289,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 810K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 820K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ``` @@ -2305,7 +2305,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 150K / month Β· πŸ“¦ 43 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 150K / month Β· πŸ“¦ 44 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2317,7 +2317,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 220 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2361,7 +2361,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.1K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/aio-libs/aiocache @@ -2378,7 +2378,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 290K / month Β· πŸ“¦ 1.4K Β· ⏱️ 11.04.2024): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 11.04.2024): ``` pip install beaker ``` @@ -2394,7 +2394,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 79K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 82K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ``` @@ -2429,12 +2429,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 13K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 13K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 170K / month Β· πŸ“¦ 630 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 160K / month Β· πŸ“¦ 630 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` @@ -2457,12 +2457,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.7K Β· πŸ“¦ 3 Β· πŸ“‹ 860 - 17% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.9K Β· πŸ“¦ 3 Β· πŸ“‹ 860 - 18% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.2K / month Β· πŸ“¦ 36 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.1K / month Β· πŸ“¦ 36 Β· ⏱️ 06.02.2024): ``` pip install toga ``` @@ -2492,8 +2492,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - PySimpleGUI (πŸ₯ˆ35 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed - Eel (πŸ₯‰31 Β· ⭐ 6.2K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT - Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- Phoenix (πŸ₯‰27 Β· ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows -- enaml (πŸ₯‰27 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- Phoenix (πŸ₯‰26 Β· ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed

@@ -2503,14 +2503,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡18 Β· ⭐ 640) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡19 Β· ⭐ 650) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 880 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 910 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 15 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 92 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2531,41 +2531,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries. -
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 +
emoji (πŸ₯‡36 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 4% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 270 Β· πŸ“¦ 69K Β· πŸ“‹ 160 - 9% open Β· ⏱️ 21.04.2024): ``` - git clone https://github.com/daviddrysdale/python-phonenumbers + git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 05.04.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.04.2024): ``` - pip install phonenumbers + pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 890K Β· ⏱️ 05.04.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 71K Β· ⏱️ 21.04.2024): ``` - conda install -c conda-forge phonenumbers + conda install -c conda-forge emoji ```
-
emoji (πŸ₯‡35 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 +
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“¦ 69K Β· πŸ“‹ 160 - 9% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 24.04.2024): ``` - git clone https://github.com/carpedm20/emoji + git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.2M / month Β· πŸ“¦ 1.6K Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 19.04.2024): ``` - pip install emoji + pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 70K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 890K Β· ⏱️ 19.04.2024): ``` - conda install -c conda-forge emoji + conda install -c conda-forge phonenumbers ```
python-slugify (πŸ₯ˆ34 Β· ⭐ 1.4K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 81K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 82K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/un33k/python-slugify @@ -2579,6 +2579,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
+
inflect (πŸ₯ˆ34 Β· ⭐ 920 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT + +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 99 Β· πŸ“¦ 21K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): + + ``` + git clone https://github.com/jaraco/inflect + ``` +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.04.2024): + ``` + pip install inflect + ``` +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 370K Β· ⏱️ 23.04.2024): + ``` + conda install -c conda-forge inflect + ``` +
chardet (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Python character encoding detector. ❗️LGPL-2.1 - [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 6 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): @@ -2594,30 +2610,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 43 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 70 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
-
inflect (πŸ₯ˆ31 Β· ⭐ 920) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 99 Β· πŸ“‹ 120 - 24% open Β· ⏱️ 31.03.2024): - - ``` - git clone https://github.com/jaraco/inflect - ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.4M / month Β· πŸ“¦ 1.1K Β· ⏱️ 31.03.2024): - ``` - pip install inflect - ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 370K Β· ⏱️ 04.07.2023): - ``` - conda install -c conda-forge inflect - ``` -
pyahocorasick (πŸ₯‰30 Β· ⭐ 890) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 5 Β· πŸ“¦ 2.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 31 Β· πŸ“¦ 2.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/WojciechMula/pyahocorasick @@ -2638,14 +2638,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 91K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 94K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
Show 4 hidden projects... -- humanize (πŸ₯ˆ31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT +- humanize (πŸ₯‰31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 81 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT @@ -2668,23 +2668,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡48 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 420K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.3B / month Β· πŸ“¦ 19K Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.3B / month Β· πŸ“¦ 19K Β· ⏱️ 24.04.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 17.04.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 24.04.2024): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.7K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.8K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 760K Β· πŸ“‹ 7.7K - 2% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 760K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2700,28 +2700,28 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.4K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 28K Β· ⏱️ 10.03.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 37M / month Β· πŸ“¦ 28K Β· ⏱️ 23.04.2024): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 10.03.2024): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 23.04.2024): ``` conda install -c conda-forge redis-py ```
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 700 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.4K Β· πŸ“‹ 9.6K - 10% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.6K - 10% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 47M / month Β· πŸ“¦ 780 Β· ⏱️ 16.04.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 48M / month Β· πŸ“¦ 780 Β· ⏱️ 16.04.2024): ``` pip install azure-storage-blob ``` @@ -2732,12 +2732,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 67M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 68M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): ``` pip install google-cloud-storage ``` @@ -2748,7 +2748,7 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· ⏱️ 23.04.2024): ``` git clone https://github.com/coleifer/peewee @@ -2757,14 +2757,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 620K Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 630K Β· ⏱️ 18.04.2024): ``` conda install -c conda-forge peewee ```
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.7K Β· πŸ“¦ 48K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.8K Β· πŸ“¦ 48K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2773,23 +2773,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 990K Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 1M Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge elasticsearch ```
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PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.5K) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.6K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 210K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 220K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 42M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 44M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.3M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.4M Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge pymysql ``` @@ -2812,39 +2812,39 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 25.04.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 26M / month Β· πŸ“¦ 20K Β· ⏱️ 28.03.2024): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 27M / month Β· πŸ“¦ 20K Β· ⏱️ 24.04.2024): ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.6M Β· ⏱️ 28.03.2024): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.7M Β· ⏱️ 28.03.2024): ``` conda install -c conda-forge pymongo ```
python-bigquery (πŸ₯ˆ39 Β· ⭐ 710) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 280 Β· πŸ“¦ 28K Β· πŸ“‹ 660 - 8% open Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 28K Β· πŸ“‹ 650 - 7% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 39M / month Β· πŸ“¦ 1.2K Β· ⏱️ 01.04.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 40M / month Β· πŸ“¦ 1.2K Β· ⏱️ 18.04.2024): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 01.04.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 19.04.2024): ``` conda install -c conda-forge google-cloud-bigquery ```
alembic (πŸ₯ˆ38 Β· ⭐ 2.5K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 210K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 220K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/sqlalchemy/alembic @@ -2853,7 +2853,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.3M Β· ⏱️ 13.01.2024): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.4M Β· ⏱️ 13.01.2024): ``` conda install -c conda-forge alembic ``` @@ -2874,14 +2874,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 4.1K) - the portable Python dataframe library. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 4.2K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 280 Β· πŸ”€ 510 Β· πŸ“₯ 120 Β· πŸ“¦ 1.3K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 520 Β· πŸ“₯ 120 Β· πŸ“¦ 1.4K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 180K / month Β· πŸ“¦ 60 Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 180K / month Β· πŸ“¦ 61 Β· ⏱️ 21.04.2024): ``` pip install ibis-framework ``` @@ -2892,28 +2892,28 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 660 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 41M / month Β· πŸ“¦ 66 Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 43M / month Β· πŸ“¦ 67 Β· ⏱️ 22.04.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 480K Β· ⏱️ 28.03.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 480K Β· ⏱️ 22.04.2024): ``` conda install -c conda-forge awswrangler ```
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.4K - 10% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.4K - 10% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.3M / month Β· πŸ“¦ 990 Β· ⏱️ 03.04.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.4M / month Β· πŸ“¦ 990 Β· ⏱️ 03.04.2024): ``` pip install elasticsearch-dsl ``` @@ -2924,16 +2924,16 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 570 Β· πŸ“¦ 11K Β· πŸ“‹ 380 - 59% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 580 Β· πŸ“¦ 11K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month Β· πŸ“¦ 220 Β· ⏱️ 17.02.2024): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month Β· πŸ“¦ 230 Β· ⏱️ 17.02.2024): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 28K Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 29K Β· ⏱️ 04.12.2023): ``` conda install -c conda-forge sqlmodel ``` @@ -2945,11 +2945,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 5.9M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 6.2M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 340K Β· ⏱️ 10.03.2024): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 350K Β· ⏱️ 10.03.2024): ``` conda install -c conda-forge mysqlclient ``` @@ -2977,7 +2977,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 250M / month Β· πŸ“¦ 800 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 250M / month Β· πŸ“¦ 810 Β· ⏱️ 18.03.2024): ``` pip install s3fs ``` @@ -2986,36 +2986,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
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Prometheus Client (πŸ₯ˆ35 Β· ⭐ 3.8K) - Prometheus instrumentation library for Python.. Apache-2 +
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 88K Β· ⏱️ 19.04.2024): ``` - git clone https://github.com/prometheus/client_python + git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 34M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): ``` - pip install prometheus_client + pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 16M Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 66K Β· ⏱️ 26.03.2024): ``` - conda install -c conda-forge prometheus_client + conda install -c conda-forge motor ```
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Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K Β· πŸ“‰) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 87K Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 16.04.2024): ``` - git clone https://github.com/mongodb/motor + git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 34M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): ``` - pip install motor + pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 66K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 16M Β· ⏱️ 14.02.2024): ``` - conda install -c conda-forge motor + conda install -c conda-forge prometheus_client ```
Databases (πŸ₯ˆ34 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 @@ -3025,7 +3025,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 450K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 490K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): ``` pip install databases ``` @@ -3034,9 +3034,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
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libcloud (πŸ₯ˆ34 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +
libcloud (πŸ₯ˆ34 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/apache/libcloud @@ -3085,7 +3085,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.5M / month Β· πŸ“¦ 710 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.6M / month Β· πŸ“¦ 710 Β· ⏱️ 20.03.2024): ``` pip install cassandra-driver ``` @@ -3096,7 +3096,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 860) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 8.8K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 8.9K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3110,9 +3110,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
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minio (πŸ₯‰33 Β· ⭐ 760) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯‰33 Β· ⭐ 770) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 300 Β· πŸ“¦ 7.1K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.2K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/minio/minio-py @@ -3158,18 +3158,34 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
+
tortoise-orm (πŸ₯‰32 Β· ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 + +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.5K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 25.04.2024): + + ``` + git clone https://github.com/tortoise/tortoise-orm + ``` +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 130K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): + ``` + pip install tortoise-orm + ``` +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 11.08.2023): + ``` + conda install -c conda-forge tortoise-orm + ``` +
Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 96 Β· πŸ“¦ 4K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 97 Β· πŸ“¦ 4K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 150K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 98K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 99K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge pony ``` @@ -3181,23 +3197,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 560K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 580K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
influxdb (πŸ₯‰32 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 510 Β· πŸ“¦ 8.2K Β· πŸ“‹ 550 - 30% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 520 Β· πŸ“‹ 550 - 30% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 11.11.2020): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 18.04.2024): ``` pip install influxdb ``` @@ -3206,22 +3222,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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tortoise-orm (πŸ₯‰31 Β· ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 - -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.5K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 13.02.2024): - - ``` - git clone https://github.com/tortoise/tortoise-orm - ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 130K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): - ``` - pip install tortoise-orm - ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 11.08.2023): - ``` - conda install -c conda-forge tortoise-orm - ``` -
pygsheets (πŸ₯‰31 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT - [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): @@ -3261,23 +3261,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.2K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.3K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 360 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 360 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 23.04.2024): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 310K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 32K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysolr ``` @@ -3294,26 +3294,14 @@ _Libraries for connecting to, operating, and querying databases._ pip install piccolo ```
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prisma (πŸ₯‰28 Β· ⭐ 1.6K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 390 - 52% open Β· ⏱️ 24.03.2024): - - ``` - git clone https://github.com/RobertCraigie/prisma-client-py - ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 74K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): - ``` - pip install prisma - ``` -
confluent-kafka-python (πŸ₯‰27 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.4K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.5K): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 12M / month Β· πŸ“¦ 500 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 13M / month Β· πŸ“¦ 500 Β· ⏱️ 25.10.2023): ``` pip install confluent-kafka ``` @@ -3322,6 +3310,18 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge python-confluent-kafka ```
+
prisma (πŸ₯‰27 Β· ⭐ 1.6K Β· πŸ“‰) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 + +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 390 - 52% open Β· ⏱️ 24.03.2024): + + ``` + git clone https://github.com/RobertCraigie/prisma-client-py + ``` +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 73K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): + ``` + pip install prisma + ``` +
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT - [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 850 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): @@ -3329,7 +3329,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 53K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 54K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3357,7 +3357,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 28K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): ``` pip install odmantic ``` @@ -3376,7 +3376,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 430 - 7% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 430 - 7% open Β· ⏱️ 20.04.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3393,14 +3393,14 @@ _Libraries for connecting to, operating, and querying databases._ - umongo (πŸ₯‰27 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- py2neo (πŸ₯‰22 Β· ⭐ 9) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- py2neo (πŸ₯‰22 Β· ⭐ 12) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 +- gsheets-db-api (πŸ₯‰21 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - PugSQL (πŸ₯‰20 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 -- gsheets-db-api (πŸ₯‰20 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 -- SuperSQLite (πŸ₯‰14 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT

@@ -3412,23 +3412,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 45K Β· πŸ“‹ 2.8K - 23% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 46K Β· πŸ“‹ 2.8K - 23% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 9M / month Β· πŸ“¦ 1K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 9.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.04.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 710K Β· ⏱️ 02.03.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 720K Β· ⏱️ 19.04.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 710 - 2% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 710 - 2% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/joke2k/faker @@ -3453,14 +3453,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 95K Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 96K Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge tablib ```
xlwings (πŸ₯ˆ36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/xlwings/xlwings @@ -3469,23 +3469,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 730K Β· ⏱️ 03.04.2024): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 740K Β· ⏱️ 03.04.2024): ``` conda install -c conda-forge xlwings ```
smart-open (πŸ₯ˆ34 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 390 - 15% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 24M / month Β· πŸ“¦ 650 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 23M / month Β· πŸ“¦ 650 Β· ⏱️ 26.03.2024): ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.3M Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.4M Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge smart_open ``` @@ -3497,7 +3497,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 9M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3508,12 +3508,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 28.03.2024): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 190K / month Β· πŸ“¦ 370 Β· ⏱️ 28.03.2024): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 380 Β· ⏱️ 28.03.2024): ``` pip install csvkit ``` @@ -3524,7 +3524,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ33 Β· ⭐ 3.9K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 160 - 16% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 160 - 17% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown @@ -3533,19 +3533,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 260K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 270K Β· ⏱️ 03.02.2024): ``` conda install -c conda-forge gdown ```
pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 680 Β· πŸ“¦ 23K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 680 Β· πŸ“¦ 24K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 450K / month Β· πŸ“¦ 870 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 460K / month Β· πŸ“¦ 870 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3556,28 +3556,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ32 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.2K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.2K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 61K / month Β· πŸ“¦ 130 Β· ⏱️ 19.03.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 64K / month Β· πŸ“¦ 140 Β· ⏱️ 24.04.2024): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 560K Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 570K Β· ⏱️ 24.04.2024): ``` conda install -c conda-forge intake ```
snorkel (πŸ₯‰31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 500 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 510 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 36K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` @@ -3588,7 +3588,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
textract (πŸ₯‰27 Β· ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT -- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 560 Β· πŸ“‹ 250 - 49% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 560 Β· πŸ“‹ 260 - 49% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/deanmalmgren/textract @@ -3604,12 +3604,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰27 Β· ⭐ 3.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.6K Β· πŸ“¦ 130 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.7K Β· πŸ“¦ 140 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 36K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 39K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ``` @@ -3621,7 +3621,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.7K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.6K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3645,7 +3645,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.5K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.6K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ``` @@ -3657,7 +3657,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 4.9K / month Β· ⏱️ 16.04.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6.9K / month Β· ⏱️ 22.04.2024): ``` pip install upgini ``` @@ -3669,7 +3669,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 380 / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 660 / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3689,7 +3689,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 270 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed +- borb (πŸ₯‰21 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 290 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 - csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 860 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2
@@ -3703,12 +3703,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡49 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 610K Β· πŸ“¦ 10K Β· πŸ“‹ 9.1K - 10% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 10K Β· πŸ“‹ 9.1K - 10% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 25M / month Β· πŸ“¦ 360 Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 24M / month Β· πŸ“¦ 360 Β· ⏱️ 08.04.2024): ``` pip install apache-airflow ``` @@ -3723,12 +3723,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.7M / month Β· πŸ“¦ 15K Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.8M / month Β· πŸ“¦ 15K Β· ⏱️ 17.04.2024): ``` pip install celery ``` @@ -3739,60 +3739,60 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.5K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.8K Β· πŸ“‹ 6.7K - 65% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.8M / month Β· πŸ“¦ 190 Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 190 Β· ⏱️ 24.04.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 64K Β· ⏱️ 14.04.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 65K Β· ⏱️ 14.04.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.4K Β· πŸ“¦ 4.7K Β· πŸ“‹ 4.7K - 13% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.8K Β· πŸ“‹ 4.7K - 13% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 980K / month Β· πŸ“¦ 160 Β· ⏱️ 12.04.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.1M / month Β· πŸ“¦ 160 Β· ⏱️ 18.04.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 630K Β· ⏱️ 12.04.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 630K Β· ⏱️ 19.04.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 7.3K - 34% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 7.3K - 33% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 830K / month Β· πŸ“¦ 140 Β· ⏱️ 16.04.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 830K / month Β· πŸ“¦ 140 Β· ⏱️ 19.04.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 12.04.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 18.04.2024): ``` conda install -c conda-forge dagster ```
rq (πŸ₯ˆ40 Β· ⭐ 9.5K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 20.04.2024): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.6M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): ``` pip install rq ``` @@ -3801,9 +3801,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.4K) - Always know what to expect from your data. Apache-2 +
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.5K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/great-expectations/great_expectations @@ -3817,46 +3817,46 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge great-expectations ```
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joblib (πŸ₯ˆ40 Β· ⭐ 3.6K) - Computing with Python functions. BSD-3 +
joblib (πŸ₯ˆ40 Β· ⭐ 3.7K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“¦ 420K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“¦ 420K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 50M / month Β· πŸ“¦ 6.9K Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 52M / month Β· πŸ“¦ 6.9K Β· ⏱️ 08.04.2024): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 25M Β· ⏱️ 08.04.2024): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 26M Β· ⏱️ 08.04.2024): ``` conda install -c conda-forge joblib ```
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Kedro (πŸ₯ˆ38 Β· ⭐ 9.3K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 23.04.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 480K / month Β· πŸ“¦ 74 Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 480K / month Β· πŸ“¦ 76 Β· ⏱️ 22.04.2024): ``` pip install kedro ```
dbt (πŸ₯ˆ38 Β· ⭐ 8.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.2K Β· πŸ“¦ 4.7K Β· πŸ“‹ 5.1K - 10% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.8K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 45K / month Β· πŸ“¦ 30 Β· ⏱️ 11.04.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 45K / month Β· πŸ“¦ 30 Β· ⏱️ 24.04.2024): ``` pip install dbt ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 250K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge dbt ``` @@ -3868,7 +3868,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 370K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 340K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3884,18 +3884,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.8M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.6M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): ``` pip install petl ``` -- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 220K Β· ⏱️ 13.03.2024): +- [Conda](https://anaconda.org/conda-forge/petl) (πŸ“₯ 230K Β· ⏱️ 13.03.2024): ``` conda install -c conda-forge petl ```
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/activeloopai/Hub @@ -3905,26 +3905,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install hub ```
-
zenml (πŸ₯ˆ33 Β· ⭐ 3.6K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ32 Β· ⭐ 3.7K Β· πŸ“‰) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 480 Β· πŸ“‹ 300 - 20% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 490 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 24.04.2024): ``` pip install zenml ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 34 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 34 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 270K / month Β· πŸ“¦ 6 Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 320K / month Β· πŸ“¦ 6 Β· ⏱️ 17.04.2024): ``` pip install whylogs ``` @@ -3936,23 +3936,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 97K / month Β· πŸ“¦ 21 Β· ⏱️ 01.04.2024): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 93K / month Β· πŸ“¦ 21 Β· ⏱️ 01.04.2024): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.7K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.8K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge arq ```
huey (πŸ₯‰29 Β· ⭐ 4.9K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.4K Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.5K Β· ⏱️ 04.04.2024): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 96K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 99K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3968,7 +3968,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.3K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 8K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` @@ -3988,7 +3988,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 79K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 80K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge mleap ``` @@ -4000,11 +4000,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 190K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 180K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ```
+
streamparse (πŸ₯‰25 Β· ⭐ 1.5K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 + +- [GitHub](https://github.com/pystorm/streamparse) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 220 Β· πŸ“¦ 64 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 21.04.2024): + + ``` + git clone https://github.com/Parsely/streamparse + ``` +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.1K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): + ``` + pip install streamparse + ``` +
Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark - [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): @@ -4012,11 +4024,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.2K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.6K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ```
+
TaskTiger (πŸ₯‰25 Β· ⭐ 1.4K) - Python task queue using Redis. MIT + +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 84 - 51% open Β· ⏱️ 25.04.2024): + + ``` + git clone https://github.com/closeio/tasktiger + ``` +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 6.2K / month Β· πŸ“¦ 10 Β· ⏱️ 25.04.2024): + ``` + pip install tasktiger + ``` +
dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 04.03.2024): @@ -4029,16 +4053,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install dbnd ```
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TaskTiger (πŸ₯‰23 Β· ⭐ 1.3K) - Python task queue using Redis. MIT +
Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 88 - 53% open Β· ⏱️ 05.03.2024): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/closeio/tasktiger + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 6.1K / month Β· πŸ“¦ 10 Β· ⏱️ 05.03.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 190 / month Β· ⏱️ 20.02.2024): ``` - pip install tasktiger + pip install d6tflow ```
BatchFlow (πŸ₯‰20 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 @@ -4048,23 +4072,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 170 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 220 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
-
Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT - -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): - - ``` - git clone https://github.com/d6t/d6tflow - ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 140 / month Β· ⏱️ 20.02.2024): - ``` - pip install d6tflow - ``` -
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): @@ -4072,41 +4084,40 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 51 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 69 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
-
flupy (πŸ₯‰17 Β· ⭐ 180) - Fluent data pipelines for python and your shell. MIT +
flupy (πŸ₯‰17 Β· ⭐ 190) - Fluent data pipelines for python and your shell. MIT - [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 14 - 14% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ```
-
Show 16 hidden projects... +
Show 15 hidden projects... - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 - bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 -- streamparse (πŸ₯‰25 Β· ⭐ 1.5K Β· πŸ’€) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 - Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 - kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 +- RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 -- RasgoQL (πŸ₯‰12 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0

@@ -4141,7 +4152,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 43M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 44M Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pyyaml ``` @@ -4163,11 +4174,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 10M / month Β· πŸ“¦ 900 Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 900 Β· ⏱️ 08.04.2024): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 410K Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 420K Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge deepdiff ``` @@ -4179,7 +4190,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 30M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 29M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4190,7 +4201,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... -- importlib-resources (πŸ₯ˆ32 Β· ⭐ 57) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ32 Β· ⭐ 58) - Backport of the importlib.resources module. Apache-2 - entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4201,7 +4212,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5.1K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 1M Β· πŸ“‹ 700 - 18% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 1M Β· πŸ“‹ 700 - 18% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/python-attrs/attrs @@ -4210,14 +4221,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 35M Β· ⏱️ 31.12.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 36M Β· ⏱️ 31.12.2023): ``` conda install -c conda-forge attrs ```
more-itertools (πŸ₯‡39 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 2.9K Β· πŸ“¦ 220K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/more-itertools/more-itertools @@ -4254,55 +4265,55 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 3.9M / month Β· πŸ“¦ 450 Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 450 Β· ⏱️ 31.03.2024): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.5M Β· ⏱️ 01.04.2024): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.6M Β· ⏱️ 01.04.2024): ``` conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 5.9K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ34 Β· ⭐ 6K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 49M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 50M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.3M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.4M Β· ⏱️ 14.08.2023): ``` conda install -c conda-forge tenacity ```
returns (πŸ₯‰31 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 540 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 540 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 150K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.8K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.9K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ```
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natsort (πŸ₯‰30 Β· ⭐ 850) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰30 Β· ⭐ 860) - Simple yet flexible natural sorting in Python. MIT - [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 28K Β· πŸ“‹ 94 - 2% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.5M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4334,11 +4345,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 25K / month Β· πŸ“¦ 66 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 23K / month Β· πŸ“¦ 73 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 73K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 75K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ``` @@ -4358,14 +4369,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡43 Β· ⭐ 59K) - The Python programming language. MIT +
cpython (πŸ₯‡50 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 4 Β· πŸ“‹ 69K - 12% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 42 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 30 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4380,7 +4391,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 7.2K Β· πŸ“₯ 76K Β· πŸ“‹ 5.5K - 31% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.3K Β· πŸ“₯ 77K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/micropython/micropython @@ -4403,14 +4414,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
Pygments (πŸ₯‡42 Β· ⭐ 1.7K Β· πŸ“‰) - Pygments is a generic syntax highlighter written in Python. BSD-2 +
Pygments (πŸ₯‡42 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 600 Β· πŸ“¦ 710K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 610 Β· πŸ“¦ 710K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 98M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 99M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4421,16 +4432,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡41 Β· ⭐ 22K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 27K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 27K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 980K Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 990K Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge cookiecutter ``` @@ -4453,12 +4464,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ38 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 590 Β· πŸ“¦ 790K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 600 Β· πŸ“¦ 800K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 210M / month Β· πŸ“¦ 17K Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 220M / month Β· πŸ“¦ 17K Β· ⏱️ 30.03.2024): ``` pip install pycparser ``` @@ -4469,7 +4480,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 38K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 39K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/bartdag/py4j @@ -4478,7 +4489,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4499,18 +4510,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge wrapt ```
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pluggy (πŸ₯ˆ34 Β· ⭐ 1.1K) - A minimalist production ready plugin system. MIT +
pluggy (πŸ₯ˆ34 Β· ⭐ 1.2K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 130 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 28% open Β· ⏱️ 23.04.2024): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 130M / month Β· πŸ“¦ 11K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 130M / month Β· πŸ“¦ 11K Β· ⏱️ 20.04.2024): ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 25M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 25M Β· ⏱️ 21.04.2024): ``` conda install -c conda-forge pluggy ``` @@ -4522,7 +4533,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 93M / month Β· πŸ“¦ 25K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 94M / month Β· πŸ“¦ 25K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4533,12 +4544,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ33 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 160 Β· πŸ“¦ 930 Β· πŸ“‹ 460 - 15% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“¦ 940 Β· πŸ“‹ 460 - 14% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 190K / month Β· πŸ“¦ 68 Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 200K / month Β· πŸ“¦ 68 Β· ⏱️ 04.04.2024): ``` pip install copier ``` @@ -4550,7 +4561,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 150K / month Β· πŸ“¦ 43 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 200K / month Β· πŸ“¦ 43 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4561,16 +4572,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯‰31 Β· ⭐ 900 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 6.1K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 6.2K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.4M / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.5M / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 71K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge fastcore ``` @@ -4582,7 +4593,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 720K / month Β· πŸ“¦ 62 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 800K / month Β· πŸ“¦ 62 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4593,7 +4604,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Send2Trash (πŸ₯‰28 Β· ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 -- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 40 Β· πŸ“‹ 60 - 48% open Β· ⏱️ 06.04.2024): +- [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 41 Β· πŸ“‹ 60 - 48% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/arsenetar/send2trash @@ -4602,19 +4613,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install send2trash ``` -- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 13M Β· ⏱️ 08.04.2024): +- [Conda](https://anaconda.org/conda-forge/send2trash) (πŸ“₯ 14M Β· ⏱️ 08.04.2024): ``` conda install -c conda-forge send2trash ```
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python-mss (πŸ₯‰26 Β· ⭐ 950) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰26 Β· ⭐ 960) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 860K / month Β· πŸ“¦ 280 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 820K / month Β· πŸ“¦ 280 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4630,7 +4641,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 7.5M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 8.3M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` diff --git a/history/2024-04-25_changes.md b/history/2024-04-25_changes.md new file mode 100644 index 0000000..1e0e836 --- /dev/null +++ b/history/2024-04-25_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- cpython (πŸ₯‡50 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT +- keyring (πŸ₯ˆ39 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +- zipp (πŸ₯ˆ35 Β· ⭐ 50 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT +- inflect (πŸ₯ˆ34 Β· ⭐ 920 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- path (πŸ₯‰33 Β· ⭐ 1.1K Β· πŸ“ˆ) - Object-oriented file system path manipulation. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- pycryptodomex (πŸ₯‰37 Β· ⭐ 2.7K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +- Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K Β· πŸ“‰) - Prometheus instrumentation library for Python.. Apache-2 +- docarray (πŸ₯ˆ33 Β· ⭐ 2.7K Β· πŸ“‰) - Represent, send, store and search multimodal data. Apache-2 +- zenml (πŸ₯ˆ32 Β· ⭐ 3.7K Β· πŸ“‰) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +- prisma (πŸ₯‰27 Β· ⭐ 1.6K Β· πŸ“‰) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 + diff --git a/history/2024-04-25_projects.csv b/history/2024-04-25_projects.csv new file mode 100644 index 0000000..2889e29 --- /dev/null +++ b/history/2024-04-25_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-18 15:55:35.000,2024-04-18 15:55:35,481.0,23.0,2248,391.0,257.0,24.0,34.0,15327,2024-04-18 15:55:40.000,2024.04.18,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-04-18 17:08:05.000,2024-04-18 17:08:04,332.0,29.0,162,54.0,197.0,,3.0,2166,2024-04-18 17:08:10.000,2024.04.18,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-04-18 15:02:51.000,2024-04-18 15:02:50,325.0,24.0,43,26.0,188.0,3.0,5.0,909,2024-04-18 15:02:56.000,2024.04.18,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-04-18 17:08:05.000,2024-04-18 17:08:04,332.0,29.0,162,54.0,197.0,,3.0,2166,2024-04-18 17:08:10.000,2024.04.18,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-18 15:55:35.000,2024-04-18 15:55:35,481.0,23.0,2248,391.0,257.0,24.0,34.0,15327,2024-04-18 15:55:40.000,2024.04.18,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2024-04-08 22:44:05.000,2023-01-27 22:41:14,830.0,,6999,1664.0,325.0,13.0,74.0,39376,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-18 15:55:35.000,2024-04-18 15:55:35,481.0,23.0,2248,391.0,257.0,24.0,34.0,15327,2024-04-18 15:55:40.000,2024.04.18,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-04-25 13:43:32.000,2024-04-24 23:26:28,34817.0,615.0,17326,1114.0,32059.0,3775.0,22687.0,41955,2024-04-10 19:47:02.000,2.2.2,126.0,3622.0,54,True,1723284.0,1643628.0,pandas,conda-forge/pandas,['pandas'],259556.0,205840995.0,https://pypi.org/project/pandas,2024-04-10 19:44:10.000,79656.0,204643079.0,https://anaconda.org/conda-forge/pandas,2024-04-11 00:45:25.805,50216078.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-04-25 11:20:23.000,2024-04-25 07:49:02,17586.0,682.0,15259,2059.0,10373.0,535.0,5643.0,63641,2024-03-27 20:37:37.000,5.26.1,160.0,1226.0,53,True,648900.0,628271.0,protobuf,conda-forge/protobuf,,42854531.0,193529786.0,https://pypi.org/project/protobuf,2024-04-18 18:43:20.000,16926.0,184900419.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,17453928.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,3703.0,7212775.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-04-25 11:15:34.000,2024-04-24 20:29:55,35714.0,778.0,9291,594.0,13935.0,2114.0,10434.0,26355,2024-02-06 00:32:23.000,1.26.4,158.0,1762.0,51,False,2408084.0,2260935.0,numpy,conda-forge/numpy,,972954.0,263390026.0,https://pypi.org/project/numpy,2024-03-30 16:16:42.000,147149.0,261776872.0,https://anaconda.org/conda-forge/numpy,2024-04-21 05:34:00.610,73638622.0,1.0,,,,,,,,,,,,,,,,,, +10,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-04-25 13:41:05.000,2024-04-25 11:51:31,121810.0,1322.0,28871,1517.0,50285.0,8442.0,60344.0,59576,2020-07-22 03:00:52.000,0.0.6,11.0,2892.0,50,True,612311.0,612302.0,cpython,conda-forge/typing,,,31111.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,30.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3014867.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,4.0,,7.0,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-04-25 13:44:22.000,2024-04-25 13:44:22,24217.0,1303.0,13533,753.0,26162.0,927.0,8166.0,34987,2024-04-08 12:11:00.000,2.9.0,190.0,3262.0,49,True,10795.0,10435.0,apache-airflow,conda-forge/airflow,,615264.0,34127058.0,https://pypi.org/project/apache-airflow,2024-04-08 08:52:40.000,360.0,24395520.0,https://anaconda.org/conda-forge/airflow,2024-04-14 23:26:36.669,1021271.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-04-08 10:34:01.995914,513.0,1047916250.0,,,,,, +12,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-04-25 07:38:44.000,2024-04-24 15:07:29,54364.0,134.0,23689,1918.0,50651.0,856.0,31659.0,61131,2024-04-24 06:14:39.000,9.5.1,351.0,6832.0,48,True,37566.0,33463.0,ansible,conda-forge/ansible,,,5460452.0,https://pypi.org/project/ansible,2024-04-24 06:14:39.000,4103.0,5438807.0,https://anaconda.org/conda-forge/ansible,2024-04-24 09:17:02.861,1017337.0,1.0,,,,,,,,,,,,,,,,,, +13,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-04-24 19:12:42.000,2024-04-24 18:06:36,5915.0,195.0,1818,241.0,734.0,205.0,3018.0,8696,2024-04-24 19:12:42.000,1.34.91,1540.0,155.0,48,True,444310.0,425510.0,boto3,conda-forge/boto3,,,1296886902.0,https://pypi.org/project/boto3,2024-04-24 19:12:42.000,18800.0,1296489840.0,https://anaconda.org/conda-forge/boto3,2024-04-24 02:15:05.598,18661958.0,1.0,,,,,,,,,,,,,,,,,, +14,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-04-25 11:18:45.000,2024-04-25 11:18:37,11937.0,493.0,1443,131.0,8425.0,43.0,2399.0,6290,2024-02-24 01:16:46.000,42.0.5,128.0,312.0,47,True,677666.0,655271.0,cryptography,conda-forge/cryptography,,,250010348.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22395.0,248966884.0,https://anaconda.org/conda-forge/cryptography,2024-02-25 09:29:00.614,46955908.0,1.0,,,,,,,,,,,,,,,,,, +15,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-04-25 11:41:04.000,2024-04-24 17:26:02,12517.0,60.0,4574,472.0,3319.0,697.0,4382.0,23490,2024-04-17 20:32:41.000,5.4.0,206.0,1344.0,46,True,146462.0,131300.0,celery,conda-forge/celery,,,9861610.0,https://pypi.org/project/celery,2024-04-17 20:29:39.000,15162.0,9826668.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1607344.0,1.0,,,,,,,,,,,,,,,,,, +16,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-04-24 19:11:15.000,2024-04-24 19:07:03,2431.0,12.0,1367,183.0,1098.0,127.0,1447.0,15026,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1726997.0,1649549.0,click,conda-forge/click,,321.0,190993542.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,77448.0,190011261.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,34379647.0,1.0,,,,,,,,,,,,,,,,,, +17,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-04-24 21:32:54.000,2024-04-23 12:59:19,2874.0,145.0,1639,114.0,3514.0,360.0,3591.0,18625,2024-04-23 13:38:16.000,2.7.1,139.0,506.0,45,True,401002.0,388719.0,pydantic,conda-forge/pydantic,,,175659284.0,https://pypi.org/project/pydantic,2024-04-23 13:38:16.000,12283.0,175493444.0,https://anaconda.org/conda-forge/pydantic,2024-04-23 20:56:51.805,7462838.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-04-24 20:49:14.000,2024-04-24 20:48:02,16927.0,132.0,1318,96.0,779.0,231.0,7520.0,8769,2024-03-23 21:53:32.000,rel_2_0_29,302.0,706.0,45,True,811401.0,762843.0,SQLAlchemy,conda-forge/sqlalchemy,,47982.0,111174338.0,https://pypi.org/project/SQLAlchemy,2024-03-23 21:53:23.000,48558.0,110803241.0,https://anaconda.org/conda-forge/sqlalchemy,2024-03-24 15:04:08.628,14802194.0,1.0,,,,,,,,,,,,,,,,,, +19,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-04-24 20:47:54.000,2024-04-24 18:06:39,12050.0,220.0,3942,571.0,3756.0,591.0,4042.0,14880,2024-04-24 19:12:25.000,1.32.91,1945.0,441.0,44,True,3087.0,4.0,awscli,conda-forge/awscli,,1677.0,154055426.0,https://pypi.org/project/awscli,2024-04-24 19:12:25.000,3083.0,154055401.0,https://anaconda.org/conda-forge/awscli,,,1.0,,,,,,,,,,,,,,,,,, +20,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-04-25 06:06:53.000,2024-04-24 22:33:45,42153.0,590.0,4113,262.0,24431.0,4385.0,2379.0,7510,2024-04-08 13:09:27.000,2.55.1,114.0,1627.0,44,True,7041.0,6853.0,apache-beam,conda-forge/apache-beam-with-aws,,,6711547.0,https://pypi.org/project/apache-beam,2024-04-24 17:13:54.000,188.0,6709439.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-04-14 12:55:01.759,65374.0,1.0,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-04-25 12:11:45.134,2024-04-24 19:18:27,10904.0,244.0,1055,68.0,2078.0,143.0,953.0,1416,2024-04-24 19:12:59.000,1.34.91,1938.0,204.0,44,True,328960.0,320218.0,botocore,conda-forge/botocore,,,598785762.0,https://pypi.org/project/botocore,2024-04-24 19:12:59.000,8742.0,598157607.0,https://anaconda.org/conda-forge/botocore,2024-04-25 12:11:45.134,25754385.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-04-23 20:14:27.000,2024-04-18 05:06:06,3076.0,15.0,3152,642.0,2488.0,154.0,2251.0,22041,2024-03-26 05:33:40.089,24.3.25,38.0,673.0,43,True,103675.0,103011.0,flatbuffers,conda-forge/flatbuffers,,416847.0,20227768.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,378.0,18697177.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,1018719.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,286.0,1502213.0,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-04-25 13:08:36.000,2024-04-25 12:16:04,11626.0,379.0,1033,191.0,7968.0,2128.0,5034.0,19748,2024-04-19 19:10:26.000,3.113.3,4147.0,265.0,43,True,8804.0,7685.0,pulumi,,,2948708.0,3611711.0,https://pypi.org/project/pulumi,2024-04-25 09:14:38.000,185.0,988181.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-04-23 15:24:20.038,934.0,2450077.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-04-25 13:05:52.000,2024-04-25 10:44:10,3782.0,93.0,2508,278.0,3976.0,669.0,2119.0,18404,2024-04-19 08:46:54.000,2.19.0,85.0,561.0,43,True,47134.0,46078.0,datasets,conda-forge/datasets,,,9219705.0,https://pypi.org/project/datasets,2024-04-19 08:43:05.000,1056.0,9201701.0,https://anaconda.org/conda-forge/datasets,2024-04-19 14:40:32.600,720179.0,1.0,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-04-20 11:29:04.000,2024-04-19 12:59:55,3636.0,101.0,1869,221.0,1321.0,20.0,691.0,17098,2024-04-17 16:22:44.000,24.11.0,353.0,574.0,43,True,214034.0,210704.0,Faker,conda-forge/faker,,,14605631.0,https://pypi.org/project/Faker,2024-04-17 16:22:36.000,3330.0,14585755.0,https://anaconda.org/conda-forge/faker,2024-04-17 19:18:10.214,914314.0,1.0,,,,,,,,,,,,,,,,,, +26,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-04-25 13:48:43.000,2024-04-25 13:48:42,16412.0,744.0,1459,160.0,7602.0,635.0,4087.0,14621,2024-04-18 20:58:44.000,2.18.0,274.0,460.0,43,True,4918.0,4753.0,prefect,conda-forge/prefect,,,1090194.0,https://pypi.org/project/prefect,2024-04-18 20:58:44.000,165.0,1076785.0,https://anaconda.org/conda-forge/prefect,2024-04-19 01:52:07.991,630235.0,1.0,,,,,,,,,,,,,,,,,, +27,redis,redis/redis-py,Redis Python client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-04-25 13:16:33.000,2024-03-27 11:13:32,2322.0,21.0,2452,323.0,1562.0,219.0,1472.0,12246,2024-04-23 17:12:04.000,5.0.4,126.0,438.0,43,True,28058.0,,redis,conda-forge/redis-py,,,36950495.0,https://pypi.org/project/redis,2024-04-23 17:12:04.000,28058.0,36924449.0,https://anaconda.org/conda-forge/redis-py,2024-04-23 19:04:20.045,1198156.0,1.0,,,,,,,,,,,,,,,,,, +28,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-04-24 14:42:10.000,2024-04-24 14:39:04,1469.0,49.0,391,65.0,576.0,130.0,574.0,5074,2023-12-31 06:30:30.000,23.2.0,28.0,161.0,43,True,1022625.0,1003826.0,attrs,conda-forge/attrs,,,198648855.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,18799.0,197841096.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,35541397.0,1.0,,,,,,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-04-25 11:37:42.000,2024-04-24 22:29:00,17136.0,679.0,2672,402.0,25761.0,1022.0,8613.0,4270,2024-04-25 06:25:58.000,azure-mgmt-compute_31.0.0,100.0,707.0,43,True,3236.0,2454.0,azure-storage-blob,conda-forge/azure-storage-blob,,,47898204.0,https://pypi.org/project/azure-storage-blob,2024-04-16 20:00:55.000,782.0,47874279.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-03-06 03:28:11.584,1100584.0,1.0,,,,,,,,,,,,,,,,,, +30,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-04-22 15:26:16.000,2024-04-16 15:08:25,3879.0,9.0,1664,540.0,1092.0,267.0,1073.0,47087,2024-02-28 14:52:38.000,13.7.1,191.0,237.0,42,True,202046.0,195002.0,rich,conda-forge/rich,,,53990731.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,7044.0,53843787.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6612519.0,1.0,,,,,,,,,,,,,,,,,, +31,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-04-25 13:45:18.000,2024-04-24 21:10:30,18124.0,1127.0,1258,113.0,12879.0,2476.0,4831.0,10208,2024-04-18 18:53:12.000,1.7.2,611.0,426.0,42,True,2392.0,2250.0,dagster,conda-forge/dagster,,,855623.0,https://pypi.org/project/dagster,2024-04-19 18:02:26.000,142.0,832144.0,https://anaconda.org/conda-forge/dagster,2024-04-18 22:55:54.041,1103523.0,1.0,,,,,,,,,,,,,,,,,, +32,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-04-19 20:10:12.000,2024-02-11 03:17:05,3994.0,12.0,1978,317.0,784.0,1041.0,791.0,8818,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,42,True,107264.0,94123.0,paramiko,conda-forge/paramiko,,,55088246.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13141.0,54989800.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4430087.0,2.0,,,,,,,,,,,,,,,,,, +33,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-04-10 09:44:56.000,2024-04-09 20:13:21,3392.0,9.0,1701,193.0,1610.0,437.0,1236.0,6638,2023-12-08 20:47:46.000,7.0.0,88.0,452.0,42,True,83453.0,79295.0,docker,conda-forge/docker-py,,935.0,39288672.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,4158.0,39197641.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4187081.0,2.0,,,,,,,,,,,,,,,,,, +34,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-04-24 21:08:44.000,2024-04-24 21:08:44,37759.0,318.0,1491,301.0,8499.0,80.0,3674.0,4645,2024-04-24 19:13:02.000,google-maps-solar-v0.1.0,100.0,517.0,42,True,2119.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,68103401.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,2119.0,68006867.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4344041.0,1.0,,,,,,,,,,,,,,,,,, +35,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-04-24 17:09:16.000,2024-04-13 07:52:58,6719.0,35.0,607,36.0,872.0,422.0,1398.0,1702,2023-11-21 20:44:20.000,2.17.2,64.0,837.0,42,True,748421.0,710738.0,pygments,conda-forge/pygments,,,100159168.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,37683.0,99479905.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,29208343.0,1.0,,,,,,,,,,,,,,,,,, +36,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-04-25 09:24:30.000,2024-04-24 18:59:42,4740.0,128.0,5038,718.0,4125.0,238.0,7259.0,32364,2024-04-24 20:35:10.000,2.27.0,144.0,534.0,41,True,1739.0,491.0,docker-compose,conda-forge/docker-compose,,91450619.0,3797178.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1922178.0,https://anaconda.org/conda-forge/docker-compose,2024-04-24 23:22:20.247,398415.0,2.0,,,,,,,,,,,,,,,,,, +37,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-04-25 13:34:53.000,2024-04-25 13:32:42,9478.0,809.0,1579,149.0,8594.0,1582.0,5720.0,26178,2024-04-21 13:50:01.000,py-0.20.22,355.0,396.0,41,True,559.0,4.0,polars,,,585.0,6835397.0,https://pypi.org/project/polars,2024-04-16 11:22:36.000,555.0,6835352.0,,,,1.0,,,,,,,,,,,,,,,,,, +38,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-04-25 12:29:06.000,2024-04-25 09:10:34,3079.0,34.0,1946,229.0,1169.0,228.0,646.0,21576,2024-02-21 18:02:39.000,2.6.0,42.0,325.0,41,True,28665.0,27011.0,cookiecutter,conda-forge/cookiecutter,,,3724268.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1654.0,3695941.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,991446.0,1.0,,,,,,,,,,,,,,,,,, +39,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-04-23 15:12:20.000,2024-04-23 15:12:03,4600.0,29.0,1363,197.0,477.0,,2398.0,10798,2024-04-17 15:30:49.000,3.17.3,187.0,154.0,41,True,32741.0,28972.0,peewee,conda-forge/peewee,,,2403913.0,https://pypi.org/project/peewee,2024-04-17 15:29:44.000,3769.0,2389647.0,https://anaconda.org/conda-forge/peewee,2024-04-18 01:50:58.475,627738.0,1.0,,,,,,,,,,,,,,,,,, +40,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-04-25 11:23:01.000,2024-04-24 07:43:15,1633.0,41.0,1166,410.0,1444.0,58.0,1027.0,4137,2024-03-27 12:07:08.000,8.13.0,140.0,202.0,41,True,54073.0,47879.0,elasticsearch,conda-forge/elasticsearch,,3816.0,24984752.0,https://pypi.org/project/elasticsearch,2024-03-27 12:07:08.000,6194.0,24963471.0,https://anaconda.org/conda-forge/elasticsearch,2024-04-04 10:25:20.970,996018.0,1.0,,,,,,,,,,,,,,,,,, +41,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-04-24 12:37:29.000,2024-04-15 14:57:13,4405.0,46.0,514,57.0,927.0,274.0,1234.0,1999,2024-04-10 10:48:28.000,3.11.0,39.0,203.0,41,True,282332.0,266884.0,h5py,conda-forge/h5py,,3271.0,21658540.0,https://pypi.org/project/h5py,2024-04-10 10:48:28.000,15448.0,21324514.0,https://anaconda.org/conda-forge/h5py,2024-04-10 16:41:16.562,15363466.0,1.0,,,,,,,,,,,,,,,,,, +42,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-04-23 07:35:47.000,2024-04-22 17:07:56,12915.0,38.0,3093,599.0,3646.0,730.0,4317.0,16937,2024-01-05 13:53:17.000,2.3.0,49.0,619.0,40,True,13226.0,12593.0,kivy,conda-forge/kivy,,36326.0,171931.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,633.0,164295.0,https://anaconda.org/conda-forge/kivy,2024-04-08 17:34:41.491,343988.0,1.0,,,,,,,,,,,,,,,,,, +43,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-04-20 20:22:56.000,2024-04-20 06:47:39,1846.0,34.0,1385,207.0,895.0,197.0,948.0,9519,2024-03-09 02:35:10.000,1.16.1,78.0,309.0,40,True,18099.0,16305.0,rq,conda-forge/rq,,,1504403.0,https://pypi.org/project/rq,2024-03-09 02:33:25.000,1794.0,1501887.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,103169.0,2.0,,,,,,,,,,,,,,,,,, +44,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-04-25 13:24:02.000,2024-04-25 12:10:35,12271.0,346.0,1466,82.0,7838.0,198.0,1674.0,9460,2024-03-20 20:55:15.000,0.18.12,266.0,427.0,40,True,64.0,,great_expectations,conda-forge/great-expectations,,,18937353.0,https://pypi.org/project/great_expectations,2024-04-15 20:56:23.000,64.0,18920912.0,https://anaconda.org/conda-forge/great-expectations,2024-03-20 21:56:05.090,772769.0,2.0,,,,,,,,,,,,,,,,,, +45,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-04-22 20:40:22.000,2024-04-22 20:40:21,3315.0,33.0,641,80.0,1059.0,170.0,1050.0,6893,2024-03-04 20:21:15.000,3.21.1,174.0,208.0,40,True,143308.0,132841.0,marshmallow,conda-forge/marshmallow,,,45594458.0,https://pypi.org/project/marshmallow,2024-03-04 20:21:15.000,10467.0,45542726.0,https://anaconda.org/conda-forge/marshmallow,2024-03-04 23:34:28.542,2379688.0,2.0,,,,,,,,,,,,,,,,,, +46,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-04-24 14:38:00.000,2024-04-24 14:35:54,2664.0,37.0,576,60.0,362.0,31.0,790.0,4432,2024-01-19 21:11:16.000,4.21.1,102.0,111.0,40,True,569093.0,549743.0,jsonschema,conda-forge/jsonschema,,222.0,116234484.0,https://pypi.org/project/jsonschema,2024-01-19 21:11:12.000,19350.0,115584842.0,https://anaconda.org/conda-forge/jsonschema,2024-01-19 23:45:31.579,27284673.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +47,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-04-25 12:22:41.000,2024-04-19 07:57:15,1513.0,14.0,400,61.0,733.0,410.0,487.0,3658,2024-04-08 15:19:44.000,1.4.0,111.0,133.0,40,True,430921.0,424013.0,joblib,conda-forge/joblib,,,52406996.0,https://pypi.org/project/joblib,2024-04-08 15:08:14.000,6908.0,51840063.0,https://anaconda.org/conda-forge/joblib,2024-04-08 17:29:28.203,25512001.0,2.0,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-04-25 03:33:19.000,2024-04-23 15:35:20,5363.0,108.0,1011,108.0,4016.0,1135.0,3140.0,3406,2024-03-29 17:08:57.000,2024.3.0,91.0,494.0,40,True,28401.0,26069.0,xarray,conda-forge/xarray,,,5429463.0,https://pypi.org/project/xarray,2024-03-29 17:08:57.000,2332.0,5211602.0,https://anaconda.org/conda-forge/xarray,2024-03-29 19:58:29.257,9803752.0,2.0,,,,,,,,,,,,,,,,,, +49,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-30 22:50:58.000,2024-03-30 22:50:51,1213.0,38.0,271,26.0,186.0,43.0,297.0,2090,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,1005549.0,973001.0,pyparsing,conda-forge/pyparsing,,10232.0,115990617.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,32548.0,114552758.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,43131229.0,1.0,,,,,,,,,,,,,,,,,, +50,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-04-13 08:53:37.000,2024-02-21 11:36:09,1947.0,45.0,331,37.0,247.0,178.0,212.0,1169,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,339243.0,321818.0,future,conda-forge/future,,,41535995.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17425.0,41223854.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,13109946.0,1.0,,,,,,,,,,,,,,,,,, +51,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-04-23 15:34:52.000,2024-04-23 14:49:44,2321.0,38.0,324,22.0,912.0,242.0,428.0,896,2024-03-18 19:35:11.000,2024.3.1,79.0,233.0,40,True,113377.0,112371.0,fsspec,conda-forge/fsspec,,,246621174.0,https://pypi.org/project/fsspec,2024-03-18 19:35:11.000,1006.0,246271712.0,https://anaconda.org/conda-forge/fsspec,2024-03-19 00:33:44.664,16424759.0,1.0,,,,,,,,,,,,,,,,,, +52,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-04-24 12:55:10.000,2024-04-05 20:21:26,304.0,12.0,1411,372.0,184.0,148.0,189.0,26313,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,34511.0,32461.0,fire,conda-forge/fire,,,6504975.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2050.0,6481946.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,898148.0,2.0,,,,,,,,,,,,,,,,,, +53,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-04-25 13:18:26.000,2024-04-10 10:20:09,580.0,101.0,615,74.0,346.0,198.0,177.0,14350,2024-04-09 17:13:25.000,0.12.3,42.0,54.0,39,True,88619.0,85256.0,typer,conda-forge/typer,,,23157765.0,https://pypi.org/project/typer,2024-04-09 17:13:25.000,3363.0,23109114.0,https://anaconda.org/conda-forge/typer,2024-04-09 22:54:01.276,2237963.0,2.0,,,,,,,,,,,,,,,,,, +54,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-04-17 09:01:40.000,2023-09-30 22:03:06,1402.0,,667,134.0,675.0,97.0,399.0,8555,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,106948.0,102050.0,arrow,conda-forge/arrow,,,28812306.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4898.0,28717704.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4351698.0,1.0,,,,,,,,,,,,,,,,,, +55,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-03-26 07:02:42.000,2024-03-26 07:02:41,1103.0,4.0,1473,229.0,494.0,14.0,639.0,7553,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,39,True,216170.0,215485.0,PyMySQL,conda-forge/pymysql,,,44427216.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,44397176.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1351815.0,2.0,,,,,,,,,,,,,,,,,, +56,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-04-24 03:45:06.000,2024-04-23 22:25:23,1754.0,17.0,3319,139.0,901.0,132.0,1231.0,6422,2024-01-08 22:11:24.000,29.0.0,93.0,195.0,39,True,1533.0,,kubernetes,conda-forge/kubernetes,,,24581781.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1533.0,24571512.0,https://anaconda.org/conda-forge/kubernetes,2024-04-18 06:31:40.432,482654.0,2.0,,,,,,,,,,,,,,,,,, +57,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-04-24 15:32:09.000,2024-03-10 11:56:26,4154.0,16.0,1224,137.0,1122.0,373.0,1344.0,4158,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,39,True,27342.0,23736.0,mongoengine,conda-forge/mongoengine,,,1192010.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,3606.0,1186309.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,239457.0,2.0,,,,,,,,,,,,,,,,,, +58,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-04-25 00:37:49.000,2024-04-25 00:37:49,5622.0,112.0,1083,239.0,1615.0,3.0,,4047,2024-04-24 20:53:46.000,4.7.0,139.0,211.0,39,True,20473.0,,pymongo,conda-forge/pymongo,,,27102977.0,https://pypi.org/project/pymongo,2024-04-24 18:17:29.000,20473.0,27066113.0,https://anaconda.org/conda-forge/pymongo,2024-03-28 12:16:51.447,1658918.0,2.0,,,,,,,,,,,,,,,,,, +59,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-04-13 17:50:17.000,2024-04-13 17:50:17,1659.0,33.0,269,41.0,533.0,17.0,283.0,3426,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,39,True,228651.0,219401.0,more-itertools,conda-forge/more-itertools,,2953.0,76769268.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9250.0,76455640.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,14425404.0,1.0,,,,,,,,,,,,,,,,,, +60,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,471,90.0,309.0,183.0,329.0,2529,2023-11-25 06:56:14.000,4.9.0,20.0,107.0,39,True,389889.0,373544.0,pexpect,conda-forge/pexpect,,4373.0,71831455.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16345.0,71394793.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,18338399.0,1.0,,,,,,,,,,,,,,,,,, +61,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-04-24 17:08:59.000,2024-04-24 17:08:58,2152.0,74.0,146,22.0,168.0,61.0,448.0,1196,2024-04-02 14:42:28.000,25.1.0,196.0,121.0,39,True,121010.0,116083.0,keyring,conda-forge/keyring,,,53009560.0,https://pypi.org/project/keyring,2024-04-02 14:42:16.000,4927.0,52908763.0,https://anaconda.org/conda-forge/keyring,2024-04-03 01:41:36.074,4535866.0,2.0,,,,,,2.0,,,,,,,,,,,, +62,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-04-19 20:18:34.100,2024-04-19 13:06:02,1826.0,58.0,281,54.0,1250.0,51.0,601.0,708,2024-04-18 17:26:56.000,3.21.0,163.0,155.0,39,True,29471.0,28271.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,39610345.0,https://pypi.org/project/google-cloud-bigquery,2024-04-18 17:26:56.000,1200.0,39547281.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-04-19 20:18:34.100,2837910.0,2.0,,,,,,,,,,,,,,,,,, +63,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-04-17 11:08:35.000,2024-04-17 10:22:21,7864.0,317.0,1230,336.0,248.0,,469.0,13454,2023-11-27 12:13:53.000,1.9.0,21.0,116.0,38,True,1066.0,1060.0,tink,,,1098.0,387869.0,https://pypi.org/project/tink,2023-11-27 12:13:53.000,4.0,387676.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,180.0,,,,,,,,tink-crypto/tink,,,,, +64,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-04-25 13:56:23.000,2024-04-23 13:54:42,3207.0,91.0,864,104.0,1764.0,281.0,1514.0,9356,2024-04-22 14:50:06.000,0.19.5,52.0,225.0,38,True,2386.0,2310.0,kedro,,,,484629.0,https://pypi.org/project/kedro,2024-04-22 14:50:06.000,76.0,484629.0,,,,2.0,,,,,,,,,,,,,,,,,, +65,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-04-09 18:06:57.000,2024-02-12 08:46:53,2742.0,6.0,736,149.0,758.0,600.0,561.0,8954,2023-12-13 09:51:12.000,3.0.43,127.0,225.0,38,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,49481480.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,48977396.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,22179709.0,2.0,,,,,,,,,,,,,,,,,, +66,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-04-25 13:54:24.000,2024-04-25 13:29:52,6678.0,162.0,1499,140.0,4470.0,547.0,4607.0,8894,2024-04-18 17:57:59.000,1.7.13,253.0,314.0,38,True,4809.0,4779.0,dbt,conda-forge/dbt,,4145.0,47689.0,https://pypi.org/project/dbt,2024-04-24 18:55:54.000,30.0,44580.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,255075.0,2.0,,,,,,,,,,,,,,dbt,,,, +67,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-04-08 16:18:35.000,2024-04-08 16:17:29,364.0,3.0,437,34.0,238.0,43.0,233.0,7102,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,771611.0,761060.0,python-dotenv,conda-forge/python-dotenv,,,59130971.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10551.0,59061423.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3129690.0,1.0,,,,,,,,,,,,,,,,,, +68,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,134.0,395.0,185.0,460.0,6266,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,38,True,151314.0,143004.0,watchdog,conda-forge/watchdog,,,19826934.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8310.0,19764893.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2853915.0,2.0,,,,,,,,,,,,,,,,,, +69,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-04-15 07:29:26.000,2024-04-06 14:47:44,1377.0,14.0,625,116.0,130.0,10.0,922.0,3491,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,79973.0,75863.0,xlsxwriter,conda-forge/xlsxwriter,,,18938723.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4110.0,18870870.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3189136.0,1.0,,,,,,,,,,,,,,,,,, +70,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-04-23 08:50:03.000,2024-04-15 12:45:13,557.0,5.0,596,95.0,180.0,30.0,323.0,3125,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,813730.0,796280.0,pycparser,conda-forge/pycparser,,,218781098.0,https://pypi.org/project/pycparser,2024-03-30 13:22:20.000,17450.0,217949406.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,38257839.0,2.0,,,,,,,,,,,,,,,,,, +71,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-04-24 20:13:28.000,2024-04-24 20:13:10,1807.0,16.0,221,20.0,152.0,108.0,949.0,2461,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,227460.0,215813.0,alembic,conda-forge/alembic,,,36144215.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,11647.0,36041773.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4405021.0,2.0,,,,,,,,,,,,,,,,,, +72,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-04-12 17:33:55.000,2023-11-14 16:25:37,322.0,,516,54.0,267.0,277.0,322.0,2426,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1237362.0,1157880.0,pyyaml,conda-forge/pyyaml,,,295574549.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,79482.0,294559528.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,43645928.0,1.0,,,,,,,,,,,,,,,,,, +73,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-04-02 12:12:53.000,2023-12-21 21:58:06,987.0,,237,53.0,161.0,26.0,218.0,1592,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,379893.0,369300.0,greenlet,conda-forge/greenlet,,,94785918.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10593.0,94580696.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9440222.0,1.0,,,,,,,,,,,,,,,,,, +74,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-04-19 14:02:08.415,2024-04-19 11:11:32,2009.0,7.0,197,27.0,610.0,99.0,200.0,603,2024-04-19 11:11:54.000,5.14.3,53.0,118.0,38,True,443893.0,429057.0,traitlets,conda-forge/traitlets,,338.0,45650635.0,https://pypi.org/project/traitlets,2024-04-19 11:11:46.000,14836.0,45029990.0,https://anaconda.org/conda-forge/traitlets,2024-04-19 14:02:08.415,26687164.0,1.0,,,,,,,,,,,,,,,,,, +75,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-03-13 14:46:30.000,2023-10-22 20:53:42,936.0,,574,226.0,257.0,92.0,259.0,10005,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,126103.0,124095.0,uvloop,conda-forge/uvloop,,432.0,9733724.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,2008.0,9717009.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,701901.0,2.0,,,,,,,,,,,,,,,,,, +76,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-04-25 13:30:24.000,2024-04-25 13:30:24,2896.0,145.0,642,116.0,3116.0,711.0,3414.0,9474,2024-04-15 18:05:28.000,0.29.0,96.0,130.0,37,True,1488.0,1453.0,modin,conda-forge/modin-core,['pandas'],196834.0,1110814.0,https://pypi.org/project/modin,2024-04-15 17:53:02.000,35.0,1098696.0,https://anaconda.org/conda-forge/modin-core,2024-04-16 18:26:24.238,305787.0,2.0,,,,,,,,,,,,,,,,,, +77,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-04-24 17:01:21.000,2024-04-15 21:47:30,646.0,23.0,191,34.0,94.0,5.0,378.0,5546,2024-04-15 21:54:28.000,3.10.1,124.0,22.0,37,True,86678.0,85231.0,orjson,conda-forge/orjson,,,21789503.0,https://pypi.org/project/orjson,2024-04-15 21:54:28.000,1447.0,21764966.0,https://anaconda.org/conda-forge/orjson,2024-04-18 13:31:18.287,1153274.0,2.0,,,,,,,,,,,,,,,,,, +78,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-04-17 21:04:38.000,2024-03-08 23:30:02,2179.0,1.0,1359,147.0,978.0,297.0,1196.0,5484,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26529.0,25059.0,kafka-python,conda-forge/kafka-python,,1838.0,12820593.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1470.0,12815322.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,436252.0,2.0,,,,,,,,,,,,,,,,,, +79,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-04-05 19:03:54.000,2024-04-05 19:03:54,1198.0,11.0,585,135.0,337.0,32.0,227.0,4529,2024-04-04 13:55:31.000,3.6.1,47.0,127.0,37,True,97591.0,96306.0,tablib,conda-forge/tablib,,,1988139.0,https://pypi.org/project/tablib,2024-04-04 13:55:31.000,1285.0,1985749.0,https://anaconda.org/conda-forge/tablib,2024-04-04 15:56:20.202,95604.0,1.0,,,,,,,,,,,,,,,,,, +80,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-04-24 16:54:46.000,2024-01-24 03:22:09,1214.0,,253,82.0,354.0,119.0,142.0,4520,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,151947.0,148337.0,toolz,conda-forge/toolz,,,33328536.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3610.0,32865281.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,19919975.0,2.0,,,,,,,,,,,,,,,,,, +81,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-04-25 13:18:49.000,2024-04-25 13:17:48,8031.0,739.0,518,83.0,6086.0,251.0,2590.0,4199,2024-02-05 19:31:28.000,8.0.0,88.0,287.0,37,True,1418.0,1357.0,ibis-framework,conda-forge/ibis-framework,,120.0,190464.0,https://pypi.org/project/ibis-framework,2024-04-21 00:02:27.000,61.0,183294.0,https://anaconda.org/conda-forge/ibis-framework,2024-02-06 16:41:49.618,329674.0,2.0,,,,,,,,,,,,,,,,,, +82,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-04-24 17:39:40.000,2024-04-22 18:22:48,2429.0,87.0,666,61.0,1596.0,32.0,1071.0,3802,2024-04-22 18:24:00.000,3.7.3,151.0,148.0,37,True,1614.0,1547.0,awswrangler,conda-forge/awswrangler,['pandas'],234558.0,42562672.0,https://pypi.org/project/awswrangler,2024-04-22 18:15:52.000,67.0,42548101.0,https://anaconda.org/conda-forge/awswrangler,2024-04-22 19:59:53.792,480738.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +83,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-04-25 10:54:03.000,2024-04-25 10:54:02,1076.0,33.0,796,427.0,425.0,141.0,1249.0,3768,2024-04-03 11:47:03.000,8.13.0,39.0,139.0,37,True,11229.0,10237.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,4371794.0,https://pypi.org/project/elasticsearch-dsl,2024-04-03 11:47:03.000,992.0,4371683.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8466.0,2.0,,,,,,,,,,,,,,,,,, +84,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-04-23 15:18:56.000,2024-01-12 19:56:59,2744.0,,1245,199.0,1256.0,168.0,1885.0,3436,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,37,True,4571.0,4292.0,netmiko,,,,282509.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,279.0,282509.0,,,,3.0,,,,,,,,,,,,,,,,,, +85,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-04-25 11:31:59.000,2024-02-15 22:26:05,3081.0,1.0,492,72.0,306.0,19.0,1270.0,3209,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,37,False,789252.0,727495.0,psycopg2,psycopg2,,,14931349.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61737.0,14928590.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,278662.0,2.0,,,,,,,,,,,,,,,20.0,,, +86,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-04-20 11:40:15.000,2024-04-20 11:40:15,2890.0,2.0,472,62.0,216.0,62.0,515.0,2664,2024-01-10 11:31:14.000,3.20.0,49.0,148.0,37,True,95775.0,94068.0,pycryptodomex,conda-forge/pycryptodomex,,441.0,34170365.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1707.0,34134293.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1623144.0,3.0,,,,,,-1.0,,,,,,,,,,,, +87,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-04-23 18:18:25.000,2024-03-01 18:28:13,1590.0,11.0,470,46.0,645.0,369.0,421.0,2247,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35094.0,344247168.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,6139.0,342556503.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,55781361.0,2.0,,,,,,,,,,,,,,,,,, +88,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-04-02 09:36:07.000,2024-04-02 09:36:02,859.0,17.0,201,60.0,109.0,6.0,365.0,2140,2024-04-02 09:09:24.000,2.10.0,54.0,75.0,37,True,77471.0,74204.0,numexpr,conda-forge/numexpr,,624.0,4269252.0,https://pypi.org/project/numexpr,2024-04-02 09:09:24.000,3267.0,4096984.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7924018.0,2.0,,,,,,,,,,,,,,,,,, +89,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-04-22 19:23:39.000,2024-04-22 19:23:32,1012.0,7.0,168,23.0,164.0,178.0,335.0,2134,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,37,True,158666.0,154451.0,dill,conda-forge/dill,,291701.0,54500342.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4215.0,54359420.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6375941.0,2.0,,,,,,,,,,,,,,,,,, +90,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-04-24 15:32:12.000,2024-04-24 15:32:11,972.0,27.0,127,27.0,341.0,61.0,286.0,1606,2024-02-19 08:36:23.000,4.3.0,51.0,49.0,37,True,281445.0,280627.0,anyio,conda-forge/anyio,,,68513023.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,68232179.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,13199668.0,2.0,,,,,,,,,,,,,,,,,, +91,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-04-25 05:17:17.000,2024-04-18 03:42:51,624.0,32.0,197,26.0,643.0,8.0,129.0,1130,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,225801.0,217576.0,bcrypt,conda-forge/bcrypt,,,58032325.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8225.0,57923648.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4781812.0,3.0,,,,,,,,,,,,,,,,,, +92,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-03-27 00:12:53.000,2024-03-27 00:12:53,531.0,1.0,265,29.0,108.0,111.0,184.0,965,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2247898.0,2111390.0,six,conda-forge/six,,,294006557.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136508.0,293436050.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,54198234.0,2.0,,,,,,,,,,,,,,,,,, +93,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-04-25 05:39:19.000,2024-04-14 15:04:15,4103.0,3.0,2389,475.0,2297.0,124.0,881.0,17310,2024-01-15 15:33:51.000,3.5.0,81.0,615.0,36,True,2801.0,2379.0,luigi,luigi,,,337508.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,420.0,337361.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14451.0,2.0,,,,,,,,stable/luigi,,,,,,,2.0,,, +94,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-04-24 00:22:02.000,2024-04-08 23:08:14,389.0,20.0,583,152.0,366.0,232.0,154.0,12953,2024-02-17 13:54:46.000,0.0.16,16.0,72.0,36,True,11681.0,11452.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1156757.0,https://pypi.org/project/sqlmodel,2024-02-17 13:54:46.000,229.0,1155858.0,https://anaconda.org/conda-forge/sqlmodel,2023-12-04 22:24:44.873,28794.0,2.0,,,,,,,,,,,,,,,,,, +95,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-22 11:00:17.000,2023-12-16 21:30:31,835.0,,391,70.0,287.0,226.0,321.0,6060,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,28375.0,27025.0,pendulum,conda-forge/pendulum,,636.0,28127757.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1350.0,28106526.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,955156.0,2.0,,,,,,,,,,,,,,,,,, +96,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-04-01 18:03:30.000,2023-12-01 12:49:19,374.0,,236,47.0,144.0,110.0,141.0,3429,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,955120.0,932741.0,colorama,conda-forge/colorama,,,168501878.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22379.0,168192330.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,29716674.0,2.0,,,,,,,,,,,,,,,,,, +97,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-04-16 21:51:23.000,2024-04-16 21:51:23,517.0,12.0,554,122.0,231.0,59.0,995.0,2841,2024-02-05 17:00:57.000,5.1.0,64.0,59.0,36,False,58510.0,56237.0,pyodbc,conda-forge/pyodbc,,,25943973.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2273.0,25913157.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1294300.0,2.0,,,,,,,,,,,,,,,,,, +98,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-04-22 12:53:54.000,2024-04-22 12:53:53,2696.0,30.0,481,123.0,570.0,336.0,1520.0,2836,2024-04-02 15:22:06.000,0.31.1,163.0,65.0,36,True,31813.0,31165.0,xlwings,conda-forge/xlwings,,17432.0,172917.0,https://pypi.org/project/xlwings,2024-04-02 15:22:06.000,648.0,156843.0,https://anaconda.org/conda-forge/xlwings,2024-04-03 07:10:36.970,739758.0,2.0,,,,,,,,,,,,,,,,,, +99,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-04-08 15:27:15.000,2024-04-08 15:27:15,1517.0,4.0,457,134.0,572.0,318.0,379.0,2461,2023-11-17 10:47:56.000,1.2.0,30.0,139.0,36,True,28859.0,27531.0,dateparser,conda-forge/dateparser,,,6998897.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1328.0,6994360.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,208709.0,2.0,,,,,,,,,,,,,,,,,, +100,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,10.0,472,55.0,312.0,10.0,325.0,2410,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,36,True,168956.0,161676.0,mysqlclient,conda-forge/mysqlclient,,5292.0,6161577.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7280.0,6153820.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,346495.0,2.0,,,,,,,,,,,,,,,,,, +101,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-04-09 14:12:56.546,2024-04-08 22:57:11,1121.0,40.0,216,26.0,173.0,59.0,227.0,1901,2024-04-08 22:59:21.000,7.0.1,78.0,81.0,36,True,11022.0,10117.0,deepdiff,conda-forge/deepdiff,,,10586194.0,https://pypi.org/project/deepdiff,2024-04-08 22:59:21.000,905.0,10577164.0,https://anaconda.org/conda-forge/deepdiff,2024-04-09 14:12:56.546,415406.0,1.0,,,,,,,,,,,,,,,,,, +102,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-04-23 20:19:40.000,2024-04-21 07:56:37,522.0,17.0,269,26.0,124.0,15.0,150.0,1817,2024-04-21 07:57:57.000,2.11.1,47.0,67.0,36,True,70917.0,69356.0,emoji,conda-forge/emoji,,,3392384.0,https://pypi.org/project/emoji,2024-04-21 07:57:57.000,1561.0,3390776.0,https://anaconda.org/conda-forge/emoji,2024-04-21 15:09:41.834,70782.0,1.0,,,,,,,,,,,,,,,,,, +103,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-04-25 13:14:41.000,2024-04-25 13:14:40,1930.0,53.0,251,44.0,1008.0,318.0,414.0,1336,2024-04-05 20:56:35.000,2.17.2,76.0,100.0,36,True,4209.0,3655.0,zarr,conda-forge/zarr,,,619775.0,https://pypi.org/project/zarr,2024-04-05 20:56:35.000,554.0,553220.0,https://anaconda.org/conda-forge/zarr,2024-04-05 21:28:31.405,2995011.0,2.0,,,,,,,,,,,,,,,,,, +104,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-04-22 01:32:06.000,2024-04-14 00:38:26,1488.0,85.0,166,33.0,186.0,69.0,242.0,1216,2024-04-11 09:05:40.000,3.0.4,42.0,74.0,36,True,2488.0,,jsonpickle,conda-forge/jsonpickle,,,11071331.0,https://pypi.org/project/jsonpickle,2024-04-11 09:05:40.000,2488.0,11024472.0,https://anaconda.org/conda-forge/jsonpickle,2024-04-11 14:48:35.125,1686941.0,2.0,,,,,,,,,,,,,,,,,, +105,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-04-07 10:56:57.000,2024-03-22 15:16:53,1393.0,8.0,318,33.0,335.0,198.0,240.0,1206,2024-03-24 15:17:24.000,0.41.2,215.0,120.0,36,True,31693.0,29497.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6396443.0,https://pypi.org/project/sqlalchemy-utils,2024-03-24 15:17:24.000,2196.0,6384452.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,563603.0,2.0,,,,,,,,,,,,,,,,,, +106,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-04-12 17:25:13.000,2024-04-12 17:25:13,1038.0,12.0,264,19.0,410.0,132.0,327.0,814,2024-03-18 19:43:46.000,2024.3.1,69.0,139.0,36,True,18477.0,17665.0,s3fs,conda-forge/s3fs,,,247453256.0,https://pypi.org/project/s3fs,2024-03-18 19:43:46.000,812.0,247300539.0,https://anaconda.org/conda-forge/s3fs,2024-03-19 13:28:34.302,6719569.0,2.0,,,,,,,,,,,,,,,,,, +107,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-04-25 06:48:08.000,2024-04-25 06:06:28,15851.0,270.0,7315,735.0,6015.0,1783.0,3777.0,18344,2024-02-20 12:36:21.000,1.22.2,18.0,628.0,35,True,14.0,,micropython-_markupbase,,,76584.0,957.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +108,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,1.0,1933,467.0,554.0,478.0,1311.0,14594,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,35,True,192.0,21.0,fabric,conda-forge/fabric,,,6990147.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,171.0,6987874.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,88655.0,3.0,,,,,,,,,,,,,,,,,, +109,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-04-12 20:15:06.000,2024-04-12 20:15:06,69.0,69.0,1823,230.0,3082.0,726.0,2868.0,13126,2024-04-01 17:47:56.000,5.0.4,185.0,19.0,35,False,11910.0,11541.0,pysimplegui,conda-forge/pysimplegui,,,799597.0,https://pypi.org/project/pysimplegui,2024-04-01 17:47:56.000,369.0,797043.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,143065.0,2.0,,,,,,,,,,,,,,,,,, +110,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-03-17 17:45:03.000,2023-12-10 09:31:47,395.0,,947,213.0,186.0,157.0,297.0,11488,2023-10-01 13:58:38.000,1.2.1,26.0,59.0,35,True,35528.0,34028.0,schedule,conda-forge/schedule,,,2196536.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1500.0,2195150.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,54089.0,3.0,,,,,,,,,,,,,,,,,, +111,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-03-18 12:50:24.000,2024-03-02 19:39:49,2435.0,1.0,1223,232.0,481.0,156.0,1023.0,8222,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,35,True,12492.0,10528.0,supervisor,conda-forge/supervisor,,,1796293.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1964.0,1789277.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,294682.0,2.0,,,,,,,,,,,,,,,,,, +112,docopt,docopt/docopt,This project is no longer maintained. Please see https://github.com/jazzband/docopt-ng.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-04-02 14:04:31.000,2024-04-02 14:04:30,448.0,1.0,567,161.0,112.0,260.0,187.0,7891,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,True,128656.0,116137.0,docopt,conda-forge/docopt,,,11187954.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12519.0,11166318.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2077116.0,2.0,,,,,,,,,,,,,,,,,, +113,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,3.0,542,134.0,236.0,7.0,466.0,6855,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,35,True,17186.0,14518.0,sh,conda-forge/sh,,,7967088.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2668.0,7962421.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,196048.0,2.0,,,,,,,,,,,,,,,,,, +114,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-04-21 19:30:20.000,2024-03-31 22:41:50,1559.0,24.0,346,141.0,205.0,70.0,109.0,6417,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7356.0,6907.0,boltons,conda-forge/boltons,,29.0,4069705.0,https://pypi.org/project/boltons,2024-03-31 21:24:05.000,449.0,3969637.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4603157.0,2.0,,,,,,,,,,,,,,,,,, +115,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,104.0,96.0,87.0,162.0,5382,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,35,False,71319.0,65486.0,xmltodict,conda-forge/xmltodict,,,45477948.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5833.0,45436320.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3829785.0,2.0,,,,,,,,,,,,,,,,,, +116,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-04-24 05:29:38.000,2024-04-24 05:29:37,1646.0,19.0,411,87.0,114.0,10.0,172.0,3402,2024-04-19 05:58:58.000,8.13.35,244.0,31.0,35,True,1491.0,,phonenumbers,conda-forge/phonenumbers,,,6345860.0,https://pypi.org/project/phonenumbers,2024-04-19 05:58:58.000,1491.0,6320436.0,https://anaconda.org/conda-forge/phonenumbers,2024-04-19 09:40:01.977,889858.0,1.0,,,,,,,,,,,,,,,,,, +117,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-04-19 15:56:51.000,2024-04-19 15:56:50,1795.0,30.0,208,91.0,272.0,1.0,,2325,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,88988.0,87750.0,motor,conda-forge/motor,,,1656814.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,1238.0,1655243.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,66006.0,2.0,,,,,,,,,,,,,,,,,, +118,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331,65.0,124.0,20.0,180.0,1632,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,35,True,144102.0,123074.0,simplejson,conda-forge/simplejson,,6442.0,19506003.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21028.0,19437789.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3203031.0,2.0,,,,,,,,,,,,,,,,,, +119,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-04-24 17:37:47.000,2024-04-24 17:37:47,806.0,81.0,223,59.0,529.0,147.0,637.0,1545,2019-06-19 22:31:20.000,3.7.4,16.0,98.0,35,True,6110.0,,typing,conda-forge/typing,,,8872679.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6110.0,8841599.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3014840.0,2.0,,,,,,,,,,,,,,,,,, +120,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-04-15 20:41:57.799,2024-04-14 21:26:19,771.0,7.0,124,35.0,220.0,55.0,213.0,1361,2024-04-14 21:26:49.000,3.3.0,127.0,73.0,35,True,54234.0,51955.0,argcomplete,conda-forge/argcomplete,,353.0,27819218.0,https://pypi.org/project/argcomplete,2024-04-14 21:26:49.000,2279.0,27784306.0,https://anaconda.org/conda-forge/argcomplete,2024-04-15 20:41:57.799,1570921.0,2.0,,,,,,,,,,,,,,,,,, +121,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-04-21 16:14:48.000,2024-04-21 16:14:48,4977.0,145.0,270,61.0,425.0,170.0,562.0,1269,2023-11-27 12:13:28.000,3.9.2,46.0,134.0,35,True,2665.0,,tables,conda-forge/pytables,,187.0,1190045.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2665.0,1033061.0,https://anaconda.org/conda-forge/pytables,2024-04-11 01:09:49.952,7064231.0,2.0,,,,,,,,,,,,,,,,,, +122,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-04-25 05:42:54.000,2024-04-17 03:25:22,1331.0,51.0,189,49.0,211.0,86.0,373.0,1191,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3721.0,3635.0,petl,conda-forge/petl,,,2590507.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,86.0,2585601.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,225699.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +123,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-04-23 17:16:34.000,2024-04-16 03:31:16,792.0,7.0,205,40.0,122.0,149.0,272.0,1144,2020-01-25 14:40:31.000,0.10.9,32.0,41.0,35,True,39232.0,38510.0,py4j,conda-forge/py4j,,,48431358.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,722.0,48372633.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5402708.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +124,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-04-20 02:10:06.000,2024-04-20 02:10:06,425.0,73.0,143,13.0,200.0,1.0,169.0,903,2024-04-19 13:31:58.000,0.28.1,51.0,52.0,35,True,114063.0,112155.0,validators,conda-forge/validators,,27.0,7011878.0,https://pypi.org/project/validators,2024-04-19 13:27:28.000,1908.0,6998451.0,https://anaconda.org/conda-forge/validators,2024-04-19 15:42:23.860,604133.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +125,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-04-22 19:52:41.000,2024-04-22 19:52:40,307.0,18.0,98,16.0,209.0,15.0,95.0,682,2024-04-09 17:11:07.000,3.13.4,68.0,45.0,35,True,429075.0,426040.0,filelock,conda-forge/filelock,,,138806328.0,https://pypi.org/project/filelock,2024-04-09 17:11:07.000,3035.0,138433758.0,https://anaconda.org/conda-forge/filelock,2024-04-09 18:11:30.583,17510807.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,, +126,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,10.0,84,13.0,36.0,33.0,55.0,311,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,35,True,1998365.0,1914272.0,pytz,conda-forge/pytz,,33.0,175879209.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,84093.0,174613283.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,51902349.0,3.0,,,,,,,,,,,,,,,,,, +127,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-04-15 19:31:54.296,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,239,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,504815.0,489626.0,pyasn1,conda-forge/pyasn1,,,190680584.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,15189.0,188651713.0,https://anaconda.org/conda-forge/pyasn1,2024-04-15 19:31:54.296,14202098.0,2.0,,,,,,,,,,,,,,,,,, +128,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-04-24 15:45:21.000,2024-04-24 15:45:20,738.0,33.0,42,4.0,42.0,4.0,68.0,50,2024-03-14 21:09:12.000,3.18.1,51.0,26.0,35,False,671183.0,666832.0,zipp,conda-forge/zipp,,,209021981.0,https://pypi.org/project/zipp,2024-03-14 21:09:02.000,4351.0,208159196.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,37099772.0,2.0,,,,,,3.0,,,,,,,,,,,, +129,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-04-12 22:23:22.000,2024-04-03 21:42:43,1878.0,5.0,589,122.0,1305.0,265.0,1110.0,8204,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,34,True,22698.0,22689.0,hydra,conda-forge/hydra-core,,,28892.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,9.0,9887.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,950257.0,2.0,,,,,,,,,,,,,,,,,, +130,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-04-01 19:07:15.000,2024-03-14 10:25:38,497.0,14.0,290,48.0,214.0,99.0,153.0,5974,2023-08-14 13:22:49.000,8.2.3,53.0,91.0,34,True,1918.0,,tenacity,conda-forge/tenacity,,,50392031.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1918.0,50240533.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,6362943.0,2.0,,,,,,,,,,,,,,,,,, +131,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-04-01 18:02:11.000,2024-04-01 18:02:10,916.0,8.0,371,87.0,279.0,26.0,318.0,4249,2023-12-10 22:48:47.000,5.9.0,37.0,88.0,34,True,4598.0,,ujson,conda-forge/ujson,,,11259661.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4598.0,11157777.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4686665.0,3.0,,,,,,,,,,,,,,,,,, +132,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-04-16 14:17:43.000,2024-04-16 14:17:42,560.0,9.0,816,72.0,428.0,93.0,440.0,3774,2024-02-14 15:55:57.000,0.20.0,50.0,146.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,34655869.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,34316324.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,15958630.0,2.0,,,,,,-1.0,,,,,,,,,,,, +133,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-04-10 10:56:30.000,2024-03-01 17:30:12,335.0,5.0,255,50.0,209.0,126.0,200.0,3697,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,22919.0,22796.0,databases,conda-forge/databases,,,492480.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,123.0,487644.0,https://anaconda.org/conda-forge/databases,2024-04-06 18:59:56.305,198309.0,2.0,,,,,,,,,,,,,,,,,, +134,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-04-19 19:36:26.000,2024-04-19 19:36:17,759.0,24.0,285,34.0,532.0,113.0,390.0,3519,2024-03-18 20:33:02.000,3.2.5,87.0,123.0,34,True,8631.0,8304.0,dynaconf,conda-forge/dynaconf,,,3065368.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,327.0,3063634.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,72848.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +135,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,192,34.0,53.0,25.0,166.0,3224,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2311.0,,sortedcontainers,conda-forge/sortedcontainers,,,51806787.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2311.0,51674779.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12276761.0,1.0,,,,,,,,,,,,,,,,,, +136,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2024-04-18 05:00:52.000,2023-10-23 15:11:13,1142.0,,238,50.0,267.0,18.0,334.0,3108,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,17059.0,15899.0,cerberus,conda-forge/cerberus,,,4737139.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1160.0,4723885.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,371116.0,2.0,,,,,,,,,,,,,,,,,, +137,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-04-20 07:18:45.000,2024-03-27 22:47:43,1076.0,52.0,374,49.0,399.0,63.0,327.0,3091,2024-03-26 08:43:19.000,7.0.4,61.0,119.0,34,True,650.0,,smart-open,conda-forge/smart_open,,,23546016.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,650.0,23493536.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2361610.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,, +138,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-02-12 03:38:21.000,2023-12-21 04:13:59,1274.0,,185,51.0,325.0,128.0,225.0,2752,2023-05-30 10:39:04.306,1.8.2,28.0,112.0,34,True,6708.0,6225.0,plumbum,conda-forge/plumbum,,,3945547.0,https://pypi.org/project/plumbum,2023-05-30 10:39:04.306,483.0,3934181.0,https://anaconda.org/conda-forge/plumbum,2023-06-16 13:25:23.453,1000217.0,3.0,,,,,,,,,,,,,,,,,, +139,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-04-24 17:46:18.000,2023-10-09 21:18:20,331.0,,273,48.0,111.0,19.0,190.0,2536,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,59528.0,56124.0,python-magic,conda-forge/python-magic,,,8723559.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3404.0,8717624.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,249290.0,2.0,,,,,,,,,,,,,,,,,, +140,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-04-10 19:41:02.000,2024-04-01 18:56:38,300.0,12.0,159,27.0,68.0,11.0,233.0,2108,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,34,True,3749.0,,cachetools,conda-forge/cachetools,,,126863420.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,3749.0,126626473.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,11136552.0,1.0,,,,,,,,,,,,,,,,,, +141,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,88.0,2072,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,34,False,7107.0,,jmespath,conda-forge/jmespath,,,182117047.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7107.0,181921654.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,18171580.0,3.0,,,,,,,,,,,,,,,,,, +142,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-04-24 09:08:24.000,2024-04-24 09:07:34,10046.0,81.0,925,84.0,1800.0,92.0,124.0,2006,2023-08-10 08:07:04.000,3.8.0,71.0,478.0,34,True,865.0,,apache-libcloud,,,,238968.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,865.0,238968.0,,,,2.0,,,,,,,,,,,,,,,,,, +143,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-01-24 21:06:29.000,2023-10-25 20:31:08,725.0,,141,40.0,114.0,24.0,151.0,1980,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,34,True,339019.0,336634.0,pyrsistent,conda-forge/pyrsistent,,,41494213.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2385.0,41035223.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20654587.0,1.0,,,,,,,,,,,,,,,,,, +144,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-04-12 09:03:53.000,2023-11-10 08:22:03,735.0,,221,45.0,71.0,50.0,142.0,1976,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,34,True,11996.0,,wrapt,conda-forge/wrapt,,,127262308.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11996.0,126914018.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,14628195.0,2.0,,,,,,,,,,,,,,,,,, +145,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-04-19 22:46:31.000,2024-04-19 22:46:30,872.0,4.0,222,47.0,295.0,13.0,286.0,1839,2024-03-01 12:34:50.000,1.0.8,24.0,79.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1288.0,68115528.0,https://pypi.org/project/msgpack,2024-03-01 12:34:50.000,2448.0,67745610.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15535865.0,3.0,,,,,,,,,,,,,,,,,, +146,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,5.0,213,36.0,261.0,38.0,211.0,1801,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,34,True,17162.0,15737.0,voluptuous,conda-forge/voluptuous,,,2605419.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1425.0,2596755.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,355258.0,2.0,,,,,,,,,,,,,,,,,, +147,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,4.0,148,35.0,78.0,2.0,71.0,1446,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,84814.0,81824.0,python-slugify,conda-forge/python-slugify,,,17665384.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2990.0,17620835.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,2004725.0,2.0,,,,,,,,,,,,,,,,,, +148,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-04-12 11:21:44.000,2024-04-12 09:18:53,542.0,13.0,85,23.0,313.0,31.0,75.0,1224,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,34,True,21481.0,21204.0,cleo,conda-forge/cleo,,,32321555.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,277.0,32304987.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,695870.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +149,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-04-23 11:11:28.000,2024-04-23 11:11:25,754.0,35.0,121,23.0,314.0,54.0,136.0,1152,2024-04-20 21:34:40.000,1.5.0,23.0,54.0,34,True,10654.0,,pluggy,conda-forge/pluggy,,,132783817.0,https://pypi.org/project/pluggy,2024-04-20 21:34:40.000,10654.0,132180620.0,https://anaconda.org/conda-forge/pluggy,2024-04-21 02:40:17.306,25334288.0,2.0,,,,,,,,,,,,,,,,,, +150,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-04-24 16:07:32.000,2024-04-24 16:07:31,1049.0,60.0,99,22.0,94.0,27.0,89.0,919,2024-04-23 19:54:21.000,7.2.1,51.0,55.0,34,True,21964.0,20899.0,inflect,conda-forge/inflect,,,5466897.0,https://pypi.org/project/inflect,2024-04-23 19:54:08.000,1065.0,5458906.0,https://anaconda.org/conda-forge/inflect,2024-04-23 20:49:31.710,367604.0,2.0,,,,,,3.0,,,,,,,,,,,, +151,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,105,24.0,58.0,13.0,93.0,810,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,584041.0,559522.0,decorator,conda-forge/decorator,,,94022225.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24519.0,93733691.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,26833707.0,2.0,,,,,,,,,,,,,,,,,, +152,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-04-23 16:27:54.000,2024-04-02 20:25:22,612.0,8.0,128,20.0,242.0,50.0,36.0,199,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,34,True,286675.0,282272.0,s3transfer,conda-forge/s3transfer,,,332277988.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,4403.0,331845701.0,https://anaconda.org/conda-forge/s3transfer,2024-03-15 10:11:00.171,18156074.0,2.0,,,,,,,,,,,,,,,,,, +153,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-04-24 15:58:40.000,2024-04-13 19:23:34,2808.0,6.0,643,149.0,504.0,276.0,1022.0,12262,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,2938.0,2881.0,dearpygui,,,,40666.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,57.0,40666.0,,,,2.0,,,,,,,,,,,,,,,,,, +154,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-04-24 20:40:56.000,2024-04-24 20:40:56,8874.0,147.0,588,86.0,2341.0,53.0,394.0,7705,2024-04-19 21:53:44.000,3.9.1,154.0,130.0,33,True,2826.0,2772.0,hub,,,,4155.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,54.0,4155.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +155,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-04-18 21:06:14.000,2024-04-18 21:06:09,1937.0,23.0,598,130.0,334.0,30.0,873.0,5816,2024-03-28 15:27:20.000,1.5.0,41.0,108.0,33,True,2001.0,1626.0,csvkit,conda-forge/csvkit,,,186656.0,https://pypi.org/project/csvkit,2024-03-28 15:27:20.000,375.0,183574.0,https://anaconda.org/conda-forge/csvkit,2024-03-28 17:08:35.172,107891.0,2.0,,,,,,,,,,,,,,,,,, +156,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-04-24 12:01:52.000,2024-02-11 15:15:42,498.0,29.0,318,22.0,140.0,29.0,134.0,3897,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,33,True,29931.0,29429.0,gdown,conda-forge/gdown,,,1494907.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,502.0,1489104.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,266960.0,2.0,,,,,,,,,,,,,,,,,, +157,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-04-25 05:09:09.000,2024-04-25 01:24:24,699.0,72.0,270,20.0,684.0,309.0,451.0,3003,2024-03-11 19:19:58.000,0.18.3,86.0,125.0,33,True,1627.0,1509.0,pandera,conda-forge/pandera-core,['pandas'],,2754199.0,https://pypi.org/project/pandera,2024-04-20 01:25:47.000,118.0,2753350.0,https://anaconda.org/conda-forge/pandera-core,2024-03-12 03:10:31.266,35691.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +158,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,141.0,454.0,143.0,402.0,2821,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,33,True,24435.0,23569.0,pandas-datareader,conda-forge/pandas-datareader,,,462076.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,866.0,457877.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,352758.0,2.0,,,,,,,,,,,,,,,,,, +159,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-04-25 05:50:10.000,2024-03-18 10:53:52,1447.0,9.0,214,45.0,1234.0,66.0,569.0,2740,2023-12-22 12:12:56.000,0.40.0,740.0,73.0,33,True,4252.0,4200.0,docarray,conda-forge/docarray,,,83013.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,78137.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,131659.0,2.0,,,,,,-1.0,,,,,,,docarray/docarray,,,,, +160,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-04-17 21:27:37.000,2024-04-17 21:27:37,1034.0,2.0,276,36.0,375.0,206.0,259.0,2371,2023-12-02 01:23:36.121,0.0.1,214.0,100.0,33,True,20575.0,20455.0,pypika,conda-forge/pypika,,,2780895.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,120.0,2780479.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,12481.0,3.0,,,,,,,,,,,,,,,,,, +161,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2133,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,225051.0,216387.0,xlrd,conda-forge/xlrd,,,22574546.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8664.0,22530584.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3736800.0,2.0,,,,,,,,,,,,,,,,,, +162,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-04-25 12:45:23.000,2024-04-22 13:36:26,1462.0,73.0,164,20.0,990.0,69.0,392.0,1677,2024-04-04 16:09:07.000,9.2.0,61.0,74.0,33,True,1011.0,943.0,copier,,,,198182.0,https://pypi.org/project/copier,2024-04-04 16:09:07.000,68.0,198182.0,,,,2.0,,,,,,,,,,,,,,,,,, +163,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-04-19 15:11:16.000,2024-03-26 05:13:42,6045.0,6.0,533,77.0,1121.0,13.0,,1372,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,33,True,7449.0,6735.0,cassandra-driver,conda-forge/cassandra-driver,,,1554692.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,714.0,1550100.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,202080.0,3.0,,,,,,,,,,,,,,,,,, +164,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-04-24 15:51:24.000,2024-04-24 15:51:24,1307.0,55.0,144,38.0,87.0,2.0,136.0,1086,2024-04-09 00:46:13.000,16.14.0,30.0,54.0,33,True,14856.0,14697.0,path,conda-forge/path,,,1334426.0,https://pypi.org/project/path,2024-04-09 00:46:03.000,159.0,1323366.0,https://anaconda.org/conda-forge/path,2024-04-15 23:12:51.805,519855.0,3.0,,,,,,3.0,,,,,,,,,,,, +165,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-04-25 12:08:06.000,2024-04-25 12:08:05,1536.0,18.0,186,99.0,788.0,4.0,239.0,863,2024-04-02 11:29:31.000,5.19.0,134.0,43.0,33,True,9125.0,8898.0,neo4j-driver,conda-forge/neo4j-python-driver,,,134575.0,https://pypi.org/project/neo4j-driver,2024-04-02 11:18:56.000,227.0,130143.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-04-02 13:53:03.088,203895.0,3.0,,,,,,,,,,,,,,,,,, +166,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-03-22 20:32:25.000,2024-03-22 20:32:24,1175.0,7.0,306,32.0,855.0,7.0,542.0,767,2024-03-02 23:49:53.000,7.2.5,112.0,132.0,33,True,7758.0,7242.0,minio,conda-forge/minio,,,2172064.0,https://pypi.org/project/minio,2024-03-02 23:48:43.000,516.0,2168350.0,https://anaconda.org/conda-forge/minio,2024-03-03 01:37:46.696,163435.0,3.0,,,,,,,,,,,,,,,,,, +167,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-04-23 18:37:19.000,2024-04-12 18:48:22,405.0,18.0,118,63.0,420.0,35.0,307.0,420,2024-03-07 17:11:22.000,0.22.0,46.0,50.0,33,True,10184.0,9846.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,12371890.0,https://pypi.org/project/pandas-gbq,2024-03-07 17:11:22.000,338.0,12326997.0,https://anaconda.org/conda-forge/pandas-gbq,2024-03-22 20:48:08.228,1885362.0,3.0,,,,,,,,,,,,,,,,,, +168,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-04-24 23:46:21.000,2024-04-19 23:37:00,1357.0,56.0,95,20.0,823.0,16.0,133.0,389,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,33,True,3494.0,,multidict,conda-forge/multidict,,6512.0,104942225.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3494.0,104652691.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,12157494.0,2.0,,,,,,,,,,,,,,,,,, +169,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-03-21 04:57:15.000,2023-11-03 12:31:26,810.0,,131,24.0,96.0,53.0,140.0,317,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,116532.0,109423.0,asn1crypto,conda-forge/asn1crypto,,,79761900.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7109.0,79658867.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8448723.0,3.0,,,,,,,,,,,,,,,,,, +170,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-04-16 12:57:09.000,2024-04-13 12:05:08,534.0,1.0,2243,389.0,480.0,376.0,189.0,34866,2023-10-30 14:16:37.000,0.23.4,45.0,138.0,32,True,1478.0,1435.0,diagrams,conda-forge/diagrams,,,201719.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,43.0,197889.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,180036.0,3.0,,,,,,,,,,,,,,,,,, +171,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 12:46:10.232,2024-03-30 00:01:36,370.0,27.0,570,186.0,90.0,43.0,90.0,7096,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,32,True,1339.0,1157.0,records,conda-forge/records,,,210417.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,182.0,209697.0,https://anaconda.org/conda-forge/records,2024-03-30 12:46:10.232,25226.0,3.0,,,,,,,,,,,,,,,,,, +172,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,107.0,160.0,18.0,292.0,6515,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,14003.0,13040.0,tinydb,conda-forge/tinydb,,,558562.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,963.0,554427.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,388773.0,2.0,,,,,,,,,,,,,,,,,, +173,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-04-25 10:45:42.000,2024-04-25 10:45:42,1198.0,5.0,343,43.0,503.0,507.0,512.0,4240,2023-08-11 03:44:09.000,0.20.0,151.0,128.0,32,True,7623.0,7519.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,127857.0,https://pypi.org/project/tortoise-orm,2023-08-11 03:44:09.000,104.0,127349.0,https://anaconda.org/conda-forge/tortoise-orm,2023-08-11 14:08:36.515,17283.0,3.0,,,,,,,,,,,,,,,,,, +174,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-04-25 08:29:35.000,2024-04-25 00:28:48,8444.0,438.0,679,82.0,1448.0,158.0,703.0,4095,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,42.0,3.0,toga,,,2908.0,4252.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,36.0,4085.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,6.0,,,,,,,,,,,,, +175,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-04-08 18:16:46.000,2023-01-31 21:17:34,775.0,,422,79.0,71.0,378.0,195.0,3683,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,False,16920.0,16357.0,keyboard,conda-forge/keyboard,,,505812.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,563.0,505026.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,26755.0,3.0,,,,,,,,,,,,,,,,,, +176,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-04-25 13:45:40.000,2024-04-24 11:28:23,6442.0,189.0,399,40.0,2341.0,68.0,241.0,3661,2024-04-24 13:21:19.000,0.56.4,135.0,91.0,32,True,492.0,490.0,zenml,,,1.0,12893.0,https://pypi.org/project/zenml,2024-04-24 12:54:51.000,2.0,12893.0,,,,2.0,,,,,,-1.0,,,,,,,,,,,, +177,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312,53.0,206.0,209.0,359.0,3590,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3250.0,3123.0,dependency-injector,conda-forge/dependency_injector,,,1104068.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1102706.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,42246.0,2.0,,,,,,,,,,,,,,,,,, +178,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-03-15 17:41:17.000,2023-09-25 09:31:59,4024.0,,238,89.0,81.0,316.0,332.0,3517,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4327.0,3959.0,pony,conda-forge/pony,,97.0,160060.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,368.0,157655.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98623.0,3.0,,,,,,,,,,,,,,,,,, +179,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,349,315.0,1630.0,112.0,486.0,3319,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,352.0,335.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,2143864.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,2138217.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,332279.0,2.0,,,,,,,,,,,,,,,,,, +180,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-03-26 14:40:35.000,2024-03-26 14:38:36,431.0,2.0,207,57.0,154.0,97.0,78.0,2832,2024-03-26 14:40:35.000,0.7.6,26.0,67.0,32,True,9803.0,8848.0,schema,conda-forge/schema,,,16140088.0,https://pypi.org/project/schema,2024-03-26 14:40:35.000,955.0,16137390.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,153823.0,2.0,,,,,,,,,,,,,,,,,, +181,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,,190,28.0,76.0,4.0,90.0,2674,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,True,131309.0,127855.0,python-decouple,conda-forge/python-decouple,,12.0,3376465.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3454.0,3375441.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,80896.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +182,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,66.0,2537,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,143693.0,141356.0,aiofiles,conda-forge/aiofiles,,,14829902.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2337.0,14805403.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1028995.0,3.0,,,,,,,,,,,,,,,,,, +183,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-04-09 21:09:59.000,2024-04-09 21:09:59,837.0,4.0,429,40.0,640.0,277.0,371.0,2372,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,32,True,1831.0,1668.0,pynamodb,conda-forge/pynamodb,,,2065405.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,163.0,2052286.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,577275.0,3.0,,,,,,,,,,,,,,,,,, +184,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2071,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39613.0,6.0,chardet,conda-forge/chardet,,,65223072.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39603.0,64689109.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,22957415.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,70.0,,,,,,,,,,,,, +185,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-03-20 18:52:27.000,2024-02-29 16:59:55,1064.0,4.0,96,18.0,586.0,103.0,448.0,1803,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,29366.0,28849.0,omegaconf,conda-forge/omegaconf,,,9679882.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,517.0,9653579.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1341488.0,3.0,,,,,,,,,,,,,,,,,, +186,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2024-04-18 21:45:06.000,2024-04-17 13:14:43,976.0,4.0,516,96.0,404.0,168.0,379.0,1678,2024-04-18 21:45:06.000,5.3.2,55.0,142.0,32,True,1273.0,,influxdb,conda-forge/influxdb,,,2174677.0,https://pypi.org/project/influxdb,2024-04-18 21:45:06.000,1273.0,2171738.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,141075.0,3.0,,,,,,,,,,,,,,,,,, +187,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-04-08 17:09:24.000,2024-04-08 17:09:24,438.0,1.0,164,30.0,283.0,86.0,168.0,1576,2023-10-16 12:58:45.000,3.0.0,39.0,59.0,32,True,3042.0,,cloudpickle,conda-forge/cloudpickle,,27.0,39797554.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,3042.0,39429355.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,16568999.0,3.0,,,,,,,,,,,,,,,,,, +188,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-04-16 11:44:43.589,2024-04-12 00:47:41,2339.0,82.0,434,,,,,1334,2023-06-21 16:43:02.350,0.27.1,75.0,228.0,32,True,475.0,,holidays,conda-forge/holidays,,,7123394.0,https://pypi.org/project/holidays,2024-04-15 16:48:54.000,475.0,7038656.0,https://anaconda.org/conda-forge/holidays,2024-04-16 11:44:43.589,3813214.0,3.0,,,,,,,,,,,,,,,,,, +189,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,183,30.0,95.0,61.0,141.0,1184,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7309.0,6966.0,sshtunnel,conda-forge/sshtunnel,,,11838016.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,343.0,11836440.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,143497.0,3.0,,,,,,,,,,,,,,,,,, +190,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,66.0,94.0,50.0,59.0,1027,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,297299.0,281966.0,appdirs,conda-forge/appdirs,,,30705036.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15333.0,30599277.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10258652.0,3.0,,,,,,,,,,,,,,,,,, +191,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-04-18 23:44:51.000,2024-04-18 23:44:51,1275.0,2.0,104,32.0,210.0,49.0,194.0,1007,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,48881.0,47194.0,Bottleneck,conda-forge/bottleneck,,,1070087.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1687.0,974863.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,3999416.0,2.0,,,,,,,,,,,,,,,,,, +192,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-04-24 22:56:59.849,2024-04-24 15:25:32,2178.0,67.0,138,42.0,433.0,104.0,263.0,980,2024-04-24 15:26:55.000,2.0.5,35.0,86.0,32,True,2367.0,2231.0,intake,conda-forge/intake,,,76636.0,https://pypi.org/project/intake,2024-04-24 15:26:55.000,136.0,64310.0,https://anaconda.org/conda-forge/intake,2024-04-24 22:56:59.849,567004.0,2.0,,,,,,,,,,,,,,,,,, +193,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,125,24.0,72.0,26.0,162.0,900,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,32,True,19277.0,18919.0,anytree,conda-forge/anytree,,,1472364.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,358.0,1471559.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,38682.0,2.0,,,,,,,,,,,,,,,,,, +194,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-04-12 03:05:39.000,2024-02-14 20:05:06,355.0,1.0,55,13.0,72.0,13.0,39.0,375,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,32,True,550006.0,536348.0,wcwidth,conda-forge/wcwidth,,,65794962.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13658.0,65264997.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,24378434.0,3.0,,,,,,,,,,,,,,,,,, +195,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-04-24 15:43:16.000,2024-04-24 15:42:34,948.0,75.0,40,12.0,62.0,1.0,244.0,58,2024-03-21 13:42:43.000,6.4.0,73.0,44.0,32,False,1887.0,,importlib-resources,conda-forge/importlib_resources,,,81415232.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,1887.0,80998647.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,19579497.0,2.0,,,,,,,,,,,,,,,,,, +196,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-04-07 16:45:42.000,2023-03-04 17:45:05,299.0,,565,133.0,194.0,187.0,347.0,6167,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7307.0,7221.0,eel,,,,68025.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,68025.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,, +197,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,3.0,856,168.0,745.0,18.0,962.0,5710,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,520.0,506.0,snorkel,conda-forge/snorkel,,1088.0,30684.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,14.0,29372.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,48122.0,3.0,,,,,,,,,,,,,,,,,, +198,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2024-04-14 12:28:56.000,2023-09-20 06:18:21,1023.0,,515,94.0,188.0,22.0,432.0,5359,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3700.0,3420.0,transitions,conda-forge/transitions,,,647479.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,280.0,636641.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,628650.0,1.0,,,,,,,,,,,,,,,,,, +199,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-04-24 14:53:20.000,2024-04-22 21:31:28,1796.0,48.0,106,44.0,1416.0,66.0,354.0,3280,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,602.0,543.0,returns,conda-forge/returns,,,154119.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,153866.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8873.0,3.0,,,,,,,,,,,,,,,,,, +200,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3181,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,10045.0,9227.0,blaze,conda-forge/blaze,,,44281.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,818.0,41747.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202738.0,3.0,,,,,,,,,,,,,,,,,, +201,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2612,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1559.0,1445.0,mrjob,conda-forge/mrjob,,,117317.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,114.0,111575.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,522606.0,2.0,,,,,,,,,,,,,,,,,, +202,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-04-25 13:02:53.000,2024-04-24 15:39:23,1589.0,102.0,281,40.0,747.0,141.0,1021.0,2135,2024-04-19 20:15:49.000,1.12.1,129.0,49.0,31,False,414.0,391.0,sdv,conda-forge/sdv,,,57717.0,https://pypi.org/project/sdv,2024-04-19 20:14:27.000,23.0,57085.0,https://anaconda.org/conda-forge/sdv,2024-04-19 21:58:51.761,17712.0,3.0,,,,,,,,,,,,,,,,,, +203,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,31,False,2137.0,,humanize,conda-forge/humanize,,,7684235.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2137.0,7672577.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,536299.0,3.0,,,,,,,,,,,,,,,,,, +204,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-01-14 23:04:32.000,2024-01-14 23:04:32,1101.0,,218,47.0,180.0,58.0,337.0,1484,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,31,True,2545.0,2446.0,pygsheets,,,,1775853.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1775853.0,,,,3.0,,,,,,,,,,,,,,,,,, +205,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-04-22 21:42:07.000,2024-04-22 21:41:38,697.0,34.0,63,16.0,249.0,1.0,59.0,1402,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,25067.0,24527.0,bidict,conda-forge/bidict,,51.0,2233963.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,540.0,2225130.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,397489.0,2.0,,,,,,,,,,,,,,,,,, +206,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-04-11 12:31:08.000,2023-06-25 23:23:50,1269.0,,256,19.0,215.0,31.0,302.0,900,2023-03-28 20:22:05.218,1.5.29,141.0,56.0,31,True,6503.0,6177.0,fastcore,conda-forge/fastcore,,,1494446.0,https://pypi.org/project/fastcore,2023-03-28 20:22:05.218,326.0,1491889.0,https://anaconda.org/conda-forge/fastcore,2023-06-16 19:28:19.001,71620.0,3.0,,,,,,,,,,,,,,,,,, +207,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,32.0,620.0,877,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8576.0,8214.0,cx-Oracle,conda-forge/cx_oracle,,,3948758.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3936495.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,551838.0,3.0,,,,,,,,,,,,,,,,,, +208,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-04-19 16:34:04.000,2024-03-22 08:42:09,886.0,11.0,67,19.0,491.0,150.0,293.0,398,2024-03-22 08:44:21.000,2.1.0,93.0,36.0,31,True,10911.0,10749.0,param,conda-forge/param,,,557724.0,https://pypi.org/project/param,2024-03-22 08:44:15.000,162.0,520966.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1543868.0,3.0,,,,,,,,,,,,,,,,,, +209,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,60,7.0,76.0,2.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,165820.0,161872.0,tzlocal,conda-forge/tzlocal,,,48905019.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3948.0,48823167.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2619265.0,3.0,,,,,,,,,,,,,,,,,, +210,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-04-23 20:02:22.000,2024-04-15 17:53:42,808.0,16.0,51,50.0,734.0,43.0,189.0,64,2024-04-15 17:56:33.000,2.23.1,78.0,70.0,31,False,3553.0,3534.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,6317768.0,https://pypi.org/project/google-cloud-bigtable,2024-04-15 17:56:33.000,19.0,6314927.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2024-04-16 08:52:17.559,107972.0,3.0,,,,,,,,,,,,,,,,,, +211,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,282.0,300.0,164.0,464.0,20358,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,996.0,904.0,gooey,conda-forge/gooey,,617.0,7226.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,5936.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,75471.0,3.0,,,,,,,,,,,,,,,,,, +212,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-04-05 06:36:49.000,2023-07-21 10:40:58,3636.0,,592,144.0,970.0,500.0,775.0,8171,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,764.0,729.0,vaex,conda-forge/vaex,,280.0,23527.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,35.0,21507.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,181690.0,3.0,,,,,,,,,,,,,,,,,, +213,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,263.0,4720,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4402.0,3817.0,dataset,conda-forge/dataset,,,116598.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,585.0,116373.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8338.0,3.0,,,,,,,,,,,,,,,,,, +214,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-04-08 16:35:28.000,2024-04-08 16:35:28,1185.0,12.0,590,174.0,470.0,96.0,477.0,3030,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,30,False,277.0,243.0,arctic,conda-forge/arctic,,212.0,4656.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,34.0,3282.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31569.0,3.0,,,,,,,,,,,,,,,,,, +215,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-04-22 09:45:42.000,2024-04-13 11:15:55,3970.0,21.0,324,37.0,348.0,152.0,558.0,2643,2024-02-25 20:40:20.000,2.9.2,214.0,107.0,30,True,120.0,108.0,pyinfra,,,,36572.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,12.0,36572.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +216,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,239.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,2000.0,1611.0,schematics,conda-forge/schematics,,,301651.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,389.0,301192.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26166.0,3.0,,,,,,,,,,,,,,,,,, +217,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-04-25 01:08:26.000,2024-04-22 16:54:11,864.0,37.0,116,32.0,1088.0,10.0,411.0,2544,2024-04-17 20:18:36.000,1.3.30,328.0,32.0,30,True,254.0,248.0,whylogs,,,34.0,319257.0,https://pypi.org/project/whylogs,2024-04-17 20:19:14.000,6.0,319256.0,,,,2.0,,,,,,,,,,,,,,,,,, +218,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-26 19:24:41.000,2024-03-26 19:24:40,237.0,4.0,283,48.0,77.0,50.0,115.0,2347,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,30,True,1258.0,1188.0,datasketch,,,25.0,3225571.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,70.0,3225571.0,,,,3.0,,,,,,,,,,,,,,,,,, +219,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2024-04-15 23:37:20.000,2022-10-18 10:59:07,785.0,,180,42.0,219.0,108.0,274.0,1948,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,637.0,,fs,conda-forge/fs,,,2757357.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,637.0,2748186.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,724575.0,3.0,,,,,,,,,,,,,,,,,, +220,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-04-19 20:19:16.000,2024-04-01 15:26:34,391.0,15.0,151,35.0,237.0,59.0,150.0,1912,2024-04-01 15:27:24.000,0.26.0b1,60.0,60.0,30,True,605.0,584.0,arq,conda-forge/arq,,,93316.0,https://pypi.org/project/arq,2024-04-01 18:00:04.000,21.0,93045.0,https://anaconda.org/conda-forge/arq,2023-06-16 19:25:38.090,9769.0,2.0,,,,,,,,,,,,,,,,,, +221,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-04-12 02:31:53.000,2024-01-12 09:43:33,550.0,,81,23.0,236.0,37.0,99.0,1417,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,12474.0,12056.0,questionary,conda-forge/questionary,,,1641107.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1639336.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,70870.0,3.0,,,,,,,,,,,,,,,,,, +222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-04-24 18:47:25.000,2024-04-24 18:47:24,660.0,31.0,141,22.0,560.0,38.0,256.0,1022,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2298.0,2159.0,aiocache,,,16.0,585422.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,139.0,585422.0,,,,2.0,,,,,,,,,,,,,,,,,, +223,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-04-19 14:57:14.000,2024-04-19 14:55:47,202.0,16.0,147,26.0,48.0,11.0,85.0,1012,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,30,True,479.0,,email-validator,conda-forge/email-validator,,,12317796.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,12314192.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,162204.0,3.0,,,,,,,,,,,,,,,,,, +224,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,888,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,30,True,2839.0,2709.0,pyahocorasick,conda-forge/pyahocorasick,,31.0,872934.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,130.0,867835.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,214106.0,3.0,,,,,,,,,,,,,,,,,, +225,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49,16.0,76.0,2.0,92.0,857,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,29552.0,28177.0,natsort,conda-forge/natsort,,,4722838.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1375.0,4684419.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1575210.0,3.0,,,,,,,,,,,,,,,,,, +226,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-04-23 20:21:46.000,2020-10-21 17:48:31,219.0,,77,16.0,281.0,46.0,25.0,683,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47842.0,45683.0,cached-property,conda-forge/cached-property,,,15583727.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2159.0,15468851.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,9764523.0,2.0,,,,,,,,,,,,,,,,,, +227,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-04-23 05:13:53.000,2024-04-23 05:13:52,580.0,12.0,358,36.0,314.0,27.0,126.0,659,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,30,True,4671.0,3388.0,pysolr,conda-forge/pysolr,,,320693.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1283.0,320310.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,32968.0,3.0,,,,,,,,,,,,,,,,,, +228,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,4.0,106,11.0,116.0,22.0,107.0,471,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7264.0,,rsa,conda-forge/rsa,,,187857704.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7264.0,187710635.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13677481.0,3.0,,,,,,,,,,,,,,,,,, +229,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-04-14 05:21:06.000,2024-02-05 23:03:25,958.0,4.0,4562,630.0,758.0,203.0,100.0,23550,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,122.0,105.0,algorithms,conda-forge/algorithms,,,1619.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,17.0,1562.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2076.0,3.0,,,,,,,,,,,,,,,,,, +230,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6675,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1906.0,1876.0,faust,,,,16123.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,16123.0,,,,3.0,,,,,,,,,,,,,,,,,, +231,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-04-04 14:35:18.000,2024-04-04 14:33:23,992.0,1.0,380,85.0,176.0,,614.0,4890,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,29,True,1634.0,1451.0,huey,conda-forge/huey,,,99148.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,183.0,98680.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33720.0,3.0,,,,,,,,,,,,,,,,,, +232,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2024-04-24 11:43:14.000,2024-04-24 11:42:17,1136.0,2.0,242,64.0,89.0,22.0,274.0,3528,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1104.0,982.0,asciimatics,conda-forge/asciimatics,,,22325.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,122.0,18787.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,148619.0,3.0,,,,,,,,,,,,,,,,,, +233,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-04-09 07:56:15.000,2024-02-20 18:10:39,3054.0,6.0,225,29.0,297.0,99.0,763.0,3374,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,136.0,129.0,ploomber,conda-forge/ploomber,,,10504.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,7990.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,85477.0,3.0,,,,,,,,,,,,,,,,,, +234,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-04-12 09:38:57.000,2024-04-12 06:15:34,993.0,2.0,141,71.0,74.0,9.0,72.0,3272,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,29,True,11393.0,10739.0,funcy,conda-forge/funcy,,,1406762.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,654.0,1401921.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,421240.0,3.0,,,,,,,,,,,,,,,,,, +235,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,127,57.0,73.0,15.0,64.0,2433,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9729.0,9312.0,addict,conda-forge/addict,,21.0,3067935.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,417.0,3063244.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,436307.0,2.0,,,,,,,,,,,,,,,,,, +236,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-04-15 17:07:17.000,2023-06-20 15:54:36,2284.0,,177,38.0,374.0,38.0,264.0,2009,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,62.0,,pyscaffold,conda-forge/pyscaffold,,,801911.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,62.0,797353.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,182333.0,3.0,,,,,,,,,,,,,,,,,, +237,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,,60,22.0,110.0,113.0,78.0,1827,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,29,True,1625.0,1495.0,glom,conda-forge/glom,,,1996457.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,1995727.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,32130.0,2.0,,,,,,,,,,,,,,,,,, +238,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1494,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,29,True,250.0,225.0,mleap,conda-forge/mleap,,,176806.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,175112.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,79627.0,3.0,,,,,,,,,,,,,,,,,, +239,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-04-22 17:02:12.000,2024-04-01 20:46:50,868.0,34.0,48,12.0,291.0,9.0,93.0,1407,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1682.0,1640.0,python-benedict,conda-forge/python-benedict,,,617393.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,613651.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,153450.0,2.0,,,,,,,,,,,,,,,,,, +240,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-04-18 09:51:40.000,2024-04-06 09:33:31,1765.0,24.0,85,15.0,459.0,122.0,256.0,1269,2024-03-22 17:02:55.000,1.5.0,255.0,43.0,29,True,359.0,348.0,piccolo,,,,17275.0,https://pypi.org/project/piccolo,2024-03-22 17:02:55.000,11.0,17275.0,,,,3.0,,,,,,,,,,,,,,,,,, +241,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1120,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5347.0,5103.0,sqlitedict,conda-forge/sqlitedict,,,568555.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,244.0,566097.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,105695.0,2.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +242,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2156.0,1935.0,redis-py-cluster,,,4187.0,1957146.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,1957109.0,,,,3.0,,,,,,,,,,,,,,,,,, +243,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-04-22 22:10:01.000,2023-07-23 14:40:17,372.0,,117,18.0,95.0,71.0,127.0,700,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,17375.0,15865.0,configargparse,conda-forge/configargparse,,,4418931.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1510.0,4397396.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,818337.0,3.0,,,,,,,,,,,,,,,,,, +244,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,69,23.0,49.0,6.0,90.0,525,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17552.0,15360.0,scandir,conda-forge/scandir,,,3161566.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2192.0,3128616.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1383906.0,3.0,,,,,,,,,,,,,,,,,, +245,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-04-12 06:44:35.747,2024-04-11 20:27:23,825.0,7.0,141,24.0,109.0,74.0,61.0,514,2024-04-11 20:53:40.000,1.13.0,62.0,91.0,29,True,6625.0,5267.0,beaker,conda-forge/beaker,,,283476.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,1358.0,278867.0,https://anaconda.org/conda-forge/beaker,2024-04-12 06:44:35.747,73749.0,3.0,,,,,,,,,,,,,,,,,, +246,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-04-15 14:18:36.000,2024-02-28 18:22:51,735.0,13.0,46,11.0,92.0,15.0,100.0,492,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5581.0,5296.0,python-rapidjson,conda-forge/python-rapidjson,,,1666046.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,285.0,1627696.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1610719.0,3.0,,,,,,,,,,,,,,,,,, +247,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,141,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,64554.0,62184.0,isodate,conda-forge/isodate,,,101113998.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2370.0,101064218.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4828737.0,3.0,,,,,,,,,,,,,,,,,, +248,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,221.0,90.0,243.0,43.0,5210,,,41.0,28.0,28,False,848.0,20.0,pdfminer,conda-forge/pdfminer,,,203004.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,828.0,202601.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,37119.0,3.0,,,,,,,,,,,,,,,,,, +249,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417,94.0,110.0,38.0,127.0,2783,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7678.0,7518.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,208127.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,160.0,206435.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,69375.0,3.0,,,,,,,,,,,,,,,,,, +250,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2643,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2439.0,2394.0,gino,,,,27974.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,27974.0,,,,3.0,,,,,,,,,,,,,,,,,, +251,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,22.0,112.0,50.0,42.0,1992,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8414.0,8317.0,gin-config,conda-forge/gin-config,,,342103.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,341583.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24464.0,3.0,,,,,,,,,,,,,,,,,, +252,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,484,97.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,224.0,188.0,mongo-connector,,,,3251.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,3251.0,,,,3.0,,,,,,,,,,,,,,,,,, +253,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,169.0,1338.0,1790,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2326.0,49373.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,48737.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,24290.0,3.0,,,,,,,,,,,,,,,,,, +254,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1427,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11236.0,9720.0,blessings,conda-forge/blessings,,,947492.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1516.0,941241.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,287560.0,3.0,,,,,,,,,,,,,,,,,, +255,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,28.0,41.0,88.0,73.0,1409,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2742.0,2458.0,strictyaml,conda-forge/strictyaml,,,2195759.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,284.0,2192721.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,218755.0,3.0,,,,,,,,,,,,,,,,,, +256,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2024-04-07 08:26:45.000,2017-02-01 15:40:30,127.0,,175,49.0,35.0,59.0,25.0,1299,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2945.0,2848.0,pandasql,conda-forge/pandasql,['pandas'],,1548329.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,97.0,1534630.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,465779.0,3.0,,,,,,,,,,,,,,,,,, +257,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-04-16 12:19:15.000,2023-07-01 09:55:10,181.0,,85,25.0,53.0,8.0,40.0,752,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,887.0,,munch,conda-forge/munch,,,2559498.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,887.0,2202623.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3925629.0,3.0,,,,,,,,,,,,,,,,,, +258,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,27.0,126.0,66.0,96.0,688,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11605.0,10367.0,parsedatetime,conda-forge/parsedatetime,,,6680537.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6678438.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,191095.0,3.0,,,,,,,,,,,,,,,,,, +259,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71,22.0,73.0,8.0,106.0,483,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,28,True,816.0,725.0,hickle,conda-forge/hickle,,,68508.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,91.0,56152.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24713.0,3.0,,,,,,,,,,,,,,,,,, +260,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-04-11 11:08:54.000,2024-04-11 11:08:54,309.0,1.0,31,9.0,79.0,3.0,26.0,411,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,43214.0,42915.0,srsly,conda-forge/srsly,,,8265764.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,8234458.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1440104.0,3.0,,,,,,,,,,,,,,,,,, +261,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-04-25 03:33:27.000,2024-04-17 22:21:43,7315.0,196.0,33,10.0,291.0,41.0,583.0,404,2024-04-14 21:25:56.000,2.6.0,204.0,23.0,28,True,23.0,21.0,static-frame,conda-forge/static-frame,,,11467.0,https://pypi.org/project/static-frame,2024-04-14 21:25:56.000,2.0,4567.0,https://anaconda.org/conda-forge/static-frame,2024-04-15 01:02:18.461,324329.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +262,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-04-08 14:18:48.556,2024-04-06 23:53:45,171.0,6.0,41,8.0,32.0,29.0,31.0,258,2024-04-07 00:01:07.000,1.8.3,19.0,17.0,28,True,2829.0,,send2trash,conda-forge/send2trash,,,20675531.0,https://pypi.org/project/send2trash,2024-04-07 00:01:07.000,2829.0,20276724.0,https://anaconda.org/conda-forge/send2trash,2024-04-08 14:18:48.556,13559463.0,3.0,,,,,,,,,,,,,,,,,, +263,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,21.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1404.0,1331.0,tabulator,conda-forge/tabulator-py,,,157668.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,73.0,156999.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,54929.0,3.0,,,,,,,,,,,,,,,,,, +264,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,203,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,15425.0,14995.0,ordered-set,conda-forge/ordered-set,,,14492478.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,430.0,14487322.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,495036.0,3.0,,,,,,,,,,,,,,,,,, +265,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-04-15 14:04:11.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,270.0,125.0,130.0,3778,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,134.0,,textract,conda-forge/textract,,,140075.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,134.0,139819.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,23359.0,3.0,,,,,,,,,,,,,,,,,, +266,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-02-16 08:07:35.000,2024-02-16 08:07:34,193.0,1.0,201,26.0,53.0,91.0,130.0,3491,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,58.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,609156.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,58.0,606490.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,90658.0,3.0,,,,,,,,,,,,,,,,,, +267,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3449,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,27,True,9979.0,9484.0,confluent-kafka,conda-forge/python-confluent-kafka,,,12563172.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,495.0,12542923.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,850479.0,3.0,,,,,,,,,,,,,,,,,, +268,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-04-24 17:53:03.000,2024-02-22 00:19:37,309.0,4.0,300,30.0,171.0,106.0,141.0,3245,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,27,True,140.0,138.0,img2dataset,,,1686.0,39074.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,39022.0,,,,3.0,,,,,,,,,,,,,,,,,, +269,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,1.0,101,30.0,84.0,19.0,128.0,2462,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1344.0,1298.0,swifter,conda-forge/swifter,['pandas'],,556519.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,549463.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,324607.0,3.0,,,,,,,,,,,,,,,,,, +270,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-03-13 17:37:15.000,2024-03-13 17:37:14,539.0,2.0,134,49.0,64.0,14.0,124.0,2332,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,806.0,779.0,pyfunctional,,,,182923.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,182923.0,,,,3.0,,,,,,,,,,,,,,,,,, +271,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1903,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2319.0,,retrying,conda-forge/retrying,,,11970963.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2319.0,11952881.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1645499.0,3.0,,,,,,,,,,,,,,,,,, +272,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-04-23 16:36:52.000,2024-03-24 22:10:10,873.0,34.0,69,17.0,501.0,205.0,186.0,1600,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,27,True,16.0,,prisma,,,,72906.0,https://pypi.org/project/prisma,2024-03-24 22:09:46.000,16.0,72906.0,,,,3.0,,,,,,-1.0,,,,,,,,,,,, +273,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-04-25 12:57:59.000,2024-04-02 01:58:32,182.0,12.0,45,16.0,135.0,15.0,4.0,1434,2024-02-22 15:43:56.000,0.0.5,6.0,15.0,27,True,3693.0,3614.0,asyncer,conda-forge/asyncer,,,168198.0,https://pypi.org/project/asyncer,2024-02-22 15:43:56.000,79.0,167919.0,https://anaconda.org/conda-forge/asyncer,2024-04-17 10:50:31.867,7535.0,3.0,,,,,,,,,,,,,,,,,, +274,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,145,44.0,53.0,20.0,19.0,1226,2024-03-19 17:59:19.000,6.0.1,108.0,27.0,27,False,359.0,,singer-python,,,,640956.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,359.0,640956.0,,,,3.0,,,,,,,,,,,,,,,,,, +275,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-04-25 04:08:34.000,2024-04-25 04:08:34,751.0,31.0,43,22.0,590.0,9.0,33.0,782,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,123.0,,janus,conda-forge/janus,,,793184.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,123.0,792869.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,18324.0,3.0,,,,,,,,,,,,,,,,,, +276,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,628,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,27,True,1337.0,1311.0,pysimdjson,conda-forge/pysimdjson,,,958175.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,956072.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,88360.0,3.0,,,,,,,,,,,,,,,,,, +277,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,1083.0,849.0,happybase,conda-forge/happybase,,,55676.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,234.0,53965.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,160901.0,3.0,,,,,,,,,,,,,,,,,, +278,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,582,,,8.0,12.0,27,False,64472.0,62060.0,dataclasses,conda-forge/dataclasses,,,14670273.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,14504922.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11739937.0,3.0,,,,,,,,,,,,,,,,,, +279,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-04-10 12:30:59.000,2024-04-10 12:30:56,321.0,62.0,59,9.0,130.0,20.0,59.0,514,2024-02-26 22:15:41.000,3.0.0,58.0,20.0,27,True,485.0,454.0,cachier,,,17.0,82393.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,82393.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +280,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,477,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7406.0,5020.0,pylibmc,conda-forge/pylibmc,,594.0,300484.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,295219.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,219918.0,3.0,,,,,,,,,,,,,,,,,, +281,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2023-06-16 19:27:25.829,2022-09-21 15:09:58,824.0,,64,16.0,183.0,44.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,27,False,19712.0,19696.0,umongo,conda-forge/umongo,,,64982.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,16.0,64777.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6375.0,3.0,,,,,,,,,,,,,,,,,, +282,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,18.0,88.0,71.0,96.0,308,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,False,38477.0,35056.0,configobj,conda-forge/configobj,,565.0,3090195.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3421.0,3078733.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,790612.0,3.0,,,,,,,,,,,,,,,,,, +283,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,232,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47692.0,39685.0,futures,conda-forge/futures,,,6667270.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8007.0,6653461.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1270479.0,3.0,,,,,,,,,,,,,,,,,, +284,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2550.0,2257.0,cloudant,conda-forge/cloudant,,,156446.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,155219.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,111718.0,3.0,,,,,,,,,,,,,,,,,, +285,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,156,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,27,True,1115.0,1066.0,filedepot,,,,11723.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,49.0,11723.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,64026.0,59691.0,pathlib2,conda-forge/pathlib2,,,8607533.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4335.0,8541867.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2692316.0,3.0,,,,,,,,,,,,,,,,,, +287,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,148.0,299.0,119.0,176.0,6177,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,120.0,116.0,powerline-shell,,,,1751.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1751.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,,260,138.0,291.0,92.0,365.0,3211,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,159.0,137.0,flexx,conda-forge/flexx,,,2097.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,975.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,104407.0,3.0,,,,,,,,,,,,,,,,,, +289,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-04-10 15:21:22.000,2024-03-21 21:56:11,5672.0,9.0,504,103.0,960.0,631.0,977.0,2179,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,26,False,76.0,,wx,conda-forge/wxpython,,4101.0,19153.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,76.0,,https://anaconda.org/conda-forge/wxpython,2024-04-08 15:40:25.181,802102.0,3.0,,,,,,,,,,,,,,,,,, +290,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-04-24 13:41:08.000,2024-04-24 13:41:08,2743.0,8.0,134,50.0,308.0,45.0,197.0,1511,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,26,False,314.0,231.0,enaml,conda-forge/enaml,,778.0,6895.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,3314.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,164305.0,3.0,,,,,,,,,,,,,,,,,, +291,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-04-09 14:34:03.000,2022-08-23 07:13:04,536.0,,147,41.0,129.0,29.0,203.0,1181,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,272.0,238.0,parallel-ssh,,,377.0,185927.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,185924.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-04-25 04:56:47.000,2024-03-23 16:03:46,554.0,20.0,92,19.0,282.0,81.0,87.0,974,2024-03-18 04:34:53.000,1.0.1,20.0,19.0,26,True,3251.0,3243.0,odmantic,,,,27075.0,https://pypi.org/project/odmantic,2024-03-18 04:34:53.000,8.0,27075.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,100.0,955,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,26,True,278.0,,mss,conda-forge/python-mss,,,823374.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,278.0,822387.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,45447.0,3.0,,,,,,,,,,,,,,,,,, +294,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,955,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2499.0,1990.0,bcolz,conda-forge/bcolz,,,8869.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,509.0,4847.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,345931.0,3.0,,,,,,,,,,,,,,,,,, +295,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,490,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4808.0,4536.0,pyscreenshot,,,,148014.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,272.0,148014.0,,,,3.0,,,,,,,,,,,,,,,,,, +296,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,68,19.0,45.0,20.0,18.0,209,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13135.0,,ptyprocess,conda-forge/ptyprocess,,,72446384.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13135.0,72267331.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,17189179.0,3.0,,,,,,,,,,,,,,,,,, +297,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,21,7.0,61.0,4.0,7.0,170,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,True,39238.0,39145.0,catalogue,conda-forge/catalogue,,,8348088.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,93.0,8320081.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1260318.0,3.0,,,,,,,,,,,,,,,,,, +298,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,79500.0,76772.0,contextlib2,conda-forge/contextlib2,,,24064698.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2728.0,24052186.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1226238.0,3.0,,,,,,,,,,,,,,,,,, +299,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2024-04-18 15:54:14.000,2023-08-26 14:44:06,51.0,,104,35.0,102.0,22.0,140.0,2356,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,377.0,,python-box,conda-forge/python-box,,39.0,2772282.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,377.0,2760434.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,533199.0,3.0,,,,,,,,,,,,,,,,,, +300,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,143,58.0,248.0,95.0,109.0,1573,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,22643.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,22643.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +301,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2024-04-21 15:56:53.000,2024-04-21 15:56:01,1072.0,1.0,221,103.0,176.0,71.0,264.0,1490,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,True,91.0,64.0,streamparse,,,,2117.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,27.0,2117.0,,,,3.0,,,,,,,,,,,,,pystorm/streamparse,,,,, +302,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-04-15 14:09:18.000,2023-05-19 04:32:00,6411.0,,229,38.0,1052.0,9.0,209.0,1446,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,9576.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,9576.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-04-25 13:57:51.000,2024-04-25 13:57:51,347.0,20.0,81,45.0,268.0,43.0,41.0,1361,2024-04-25 12:57:01.000,0.19.3,38.0,30.0,25,True,39.0,29.0,tasktiger,,,,6201.0,https://pypi.org/project/tasktiger,2024-04-25 12:56:28.000,10.0,6201.0,,,,3.0,,,,,,,,,,,,,,,,,, +304,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,44.0,231.0,104.0,64.0,1250,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,493.0,304.0,fabtools,,,,1191.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,189.0,1191.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,21.0,70.0,9.0,37.0,1095,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6738.0,6613.0,immutables,conda-forge/immutables,,,1330137.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,1309290.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,979844.0,3.0,,,,,,,,,,,,,,,,,, +306,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-04-11 10:35:27.000,2024-04-11 10:35:08,9954.0,5.0,43,14.0,10.0,6.0,8.0,493,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,25,True,57.0,,pandas-summary,,['pandas'],,94073.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,57.0,94073.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +307,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,334,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,29424276.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,29394459.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1789060.0,3.0,,,,,,,,,,,,,,,,,, +308,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-03-15 09:19:58.000,2024-03-04 07:50:54,3522.0,15.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,560.0,78.0,25,True,61.0,36.0,dbnd,,,,243222.0,https://pypi.org/project/dbnd,2024-03-15 09:19:58.000,25.0,243222.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-04-23 11:02:30.000,2024-04-23 11:02:30,377.0,7.0,32,7.0,143.0,3.0,84.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,25,True,1245.0,1200.0,everett,conda-forge/everett,,,159887.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,158465.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,59737.0,3.0,,,,,,,,,,,,,,,,,, +310,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,72,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8042.0,,entrypoints,conda-forge/entrypoints,,,17690709.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8042.0,17492768.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,19002389.0,3.0,,,,,,,,,,,,,,,,,, +311,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,170,85.0,81.0,22.0,82.0,3934,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,145.0,68.0,storm,,,,3081.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,77.0,3081.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-04-02 10:58:39.000,2023-10-02 06:28:26,631.0,,424,42.0,183.0,266.0,110.0,2640,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,24,True,10.0,,camelot,,,,6556.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,10.0,6556.0,,,,3.0,,,,,,,,,,,,,,,,,, +313,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,97,40.0,42.0,25.0,47.0,1527,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,130.0,119.0,pypeln,conda-forge/pypeln,,,375502.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,375169.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,15004.0,3.0,,,,,,,,,,,,,,,,,, +314,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1347,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,201.0,179.0,pinject,conda-forge/pinject,,,70503.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,22.0,70336.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5194.0,3.0,,,,,,,,,,,,,,,,,, +315,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1085,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2484.0,2312.0,pluginbase,conda-forge/pluginbase,,,635134.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,172.0,631060.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,305602.0,3.0,,,,,,,,,,,,,,,,,, +316,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135,64.0,76.0,167.0,149.0,860,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,24,True,196.0,167.0,rows,,,38.0,1189.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,29.0,1189.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,147,10.0,22.0,29.0,19.0,714,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3644.0,3387.0,ratelimit,conda-forge/ratelimit,,,6660593.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,257.0,6660214.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,14781.0,3.0,,,,,,,,,,,,,,,,,, +318,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-04-16 22:26:09.000,2024-04-13 01:09:42,1444.0,12.0,42,17.0,137.0,2.0,13.0,711,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,73.0,,ubelt,conda-forge/ubelt,,9.0,25302.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,73.0,22869.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,75425.0,3.0,,,,,,,,,,,,,,,,,, +319,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,423.0,299.0,messytables,,,,11954.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,124.0,11954.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-04-18 18:20:23.000,2024-04-18 18:19:48,968.0,23.0,25,18.0,183.0,7.0,18.0,364,2024-04-18 18:20:23.000,17.5.6,266.0,19.0,24,True,403.0,364.0,aiomisc,,,,18494.0,https://pypi.org/project/aiomisc,2024-04-18 18:20:23.000,39.0,18494.0,,,,3.0,,,,,,,,,,,,,,,,,, +321,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,225.0,203.0,pyhdb,,,108.0,328956.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,22.0,328955.0,,,,3.0,,,,,,,,,,,,,,,,,, +322,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,267,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,955.0,868.0,deepdish,conda-forge/deepdish,,,22342.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,21282.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,94413.0,3.0,,,,,,,,,,,,,,,,,, +323,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,51.0,42.0,95,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,6086.0,4747.0,clint,conda-forge/clint,,118.0,117635.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1339.0,117034.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,57180.0,3.0,,,,,,,,,,,,,kennethreitz/clint,,,,, +324,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2023-11-14 16:50:15.522,,,,0,,,312.0,1843.0,76,2023-07-20 15:14:58.235,2.4.3,105.0,,24,False,8987.0,,openpyxl,openpyxl,,,80668624.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8957.0,80666400.0,https://anaconda.org/anaconda/openpyxl,2023-11-14 16:50:15.522,223467.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1228.0,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +325,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10555,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,46.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,46.0,,,,2.0,,,,,,,,,,,,,,,,,, +326,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1563,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,205.0,181.0,commonregex,,,,91393.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,24.0,91393.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,214.0,206.0,pysparkling,conda-forge/pysparkling,,,12366.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,12240.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4666.0,3.0,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2938.0,2742.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,151361.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,151004.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27880.0,3.0,,,,,,,,,,,,,,,,,, +329,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3507,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,454.0,420.0,pampy,,,,39703.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,39703.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,98.0,31.0,18.0,58.0,3261,,,4.0,19.0,22,False,613.0,583.0,macropy3,,,,294.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,294.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,6.0,5.0,dpark,,['spark'],,80.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,1.0,80.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2488,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,False,,,,,,23901.0,682.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +333,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1825,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,210.0,179.0,bashplotlib,,,,4891.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,31.0,4891.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,122,14.0,32.0,31.0,42.0,872,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,True,1832.0,1727.0,pickledb,,,,24995.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,105.0,24995.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,868,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,True,242.0,223.0,unsync,conda-forge/unsync,,,53875.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,53602.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12602.0,3.0,,,,,,,,,,,,,,,,,, +336,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,764,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,22,True,339.0,308.0,dirty-equals,conda-forge/dirty-equals,,,122903.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,121172.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,43276.0,3.0,,,,,,,,,,,,,,,,,, +337,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,11659.0,9611.0,unipath,,,,51280.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,2048.0,51280.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,,29,8.0,54.0,14.0,11.0,296,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,22,True,464.0,406.0,rtoml,,,,347824.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,347824.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,170,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,306.0,293.0,aioprometheus,,,,144716.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,13.0,144716.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-04-08 17:47:48.000,2024-03-29 20:59:55,630.0,2.0,18,11.0,35.0,18.0,15.0,160,2023-05-30 20:50:42.000,0.9.0,6.0,48.0,22,True,346.0,302.0,docopt-ng,,,,153114.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,44.0,153114.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,131,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2381.0,2310.0,coolname,conda-forge/coolname,,,547058.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,71.0,544852.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,88249.0,3.0,,,,,,,,,,,,,,,,,, +342,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,,21,5.0,12.0,5.0,15.0,104,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2448.0,2320.0,stopit,conda-forge/stopit,,,472351.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,128.0,460901.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,858775.0,3.0,,,,,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-04-25 12:55:00.000,2024-04-25 05:40:51,1879.0,85.0,5,3.0,869.0,17.0,50.0,52,2024-04-05 10:54:51.000,4.7.5,70.0,8.0,22,False,72.0,64.0,click-extra,,,247.0,4417.0,https://pypi.org/project/click-extra,2024-04-05 10:54:34.000,8.0,4409.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,23.0,760.0,12,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,22,False,647.0,,py2neo,conda-forge/py2neo,,,44354.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,647.0,43563.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,64871.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +345,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-03-21 21:04:06.386,2024-03-19 18:38:23,86.0,1.0,146,34.0,13.0,11.0,179.0,3284,2024-03-19 18:41:16.000,2.1.22,67.0,1.0,21,False,219.0,219.0,ptext-joris-schellekens,conda-forge/borb,,,1561.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-03-21 21:04:06.386,49977.0,3.0,,,,,,,,,,,,,,,,,, +346,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,111,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,1005.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,1005.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,21,False,44.0,32.0,mrq,,,,330.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,12.0,330.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,482,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4572.0,3384.0,awesome-slugify,conda-forge/awesome-slugify,,,43372.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,42641.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,70194.0,3.0,,,,,,,,,,,,,,,,,, +349,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,47.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,720.0,636.0,pymodm,conda-forge/pymodm,,,15396.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,84.0,15290.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5317.0,3.0,,,,,,,,,,,,,,,,,, +350,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,25.0,13.0,300,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,436.0,417.0,price-parser,,,,94161.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,94161.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,288,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,180.0,174.0,datatest,,,,22973.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,6.0,22973.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,209,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,922.0,918.0,gsheetsdb,,,,62313.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,62313.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,146,67.0,4.0,1.0,41.0,2204,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,58.0,48.0,pypattyrn,,,,1720.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,10.0,1720.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,216,38.0,56.0,86.0,40.0,1462,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11958.0,1793.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1612.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,952,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,20,True,28.0,28.0,d6tflow,,,,188.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,188.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,716,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,67.0,60.0,pdpipe,conda-forge/pdpipe,['pandas'],,2814.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,2084.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,29944.0,3.0,,,,,,,,,,,,,,,,,, +357,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,22,10.0,32.0,22.0,21.0,662,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,71.0,68.0,pugsql,,,,5755.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,5755.0,,,,3.0,,,,,,,,,,,,,,,,,, +358,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,569,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,3185.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2647.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,14531.0,3.0,,,,,,,,,,,,,,,,,, +359,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-04-25 13:26:34.000,2024-04-16 09:11:49,723.0,34.0,24,5.0,276.0,5.0,,290,2024-04-16 09:44:20.000,1.1.273,679.0,12.0,20,True,6.0,6.0,upgini,,,,6880.0,https://pypi.org/project/upgini,2024-04-22 16:53:04.000,,6880.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-04-12 02:05:58.000,2024-01-18 11:58:13,5466.0,,44,14.0,632.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,20,True,9.0,9.0,batchflow,,,,225.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,225.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,20,True,85.0,81.0,typical,conda-forge/typical,,,2501.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1463.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,36359.0,3.0,,,,,,,,,,,,,,,,,, +362,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,159.0,142.0,78.0,27.0,1986,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +363,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-04-21 01:30:00.000,2024-04-20 22:12:25,3088.0,121.0,143,27.0,258.0,32.0,399.0,1474,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +364,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-04-24 10:23:59.000,2024-04-19 20:02:12,656.0,44.0,30,5.0,106.0,7.0,18.0,646,2024-02-23 12:24:30.000,1.11.0,66.0,7.0,19,True,2.0,,pipeless-ai,,,910.0,205.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,92.0,,,,1.0,,,,,,,,,,,,,,,,,, +365,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,87.0,70.0,valideer,conda-forge/valideer,,,7011.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,17.0,6788.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21446.0,3.0,,,,,,,,,,,,,,,,,, +366,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,160.0,133.0,queries,,,,3142.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,27.0,3142.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1246.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,279.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,66760.0,3.0,,,,,,,,,,,,,,,,,, +368,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1608,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,715.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,715.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,294.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,294.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2024-04-11 23:06:48.000,2023-12-23 16:55:35,407.0,,12,10.0,42.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,18,True,6.0,,validr,,,,508.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,508.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2053,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,69.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,69.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1360,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,15.0,10.0,wssh,,,,41.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,5.0,41.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,1.0,58,35.0,46.0,14.0,58.0,1109,2022-05-12 11:29:27.000,1.0,6.0,30.0,17,True,6.0,6.0,colout,,,,201.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,201.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,995,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,433,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,284.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,284.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-02-27 14:33:01.000,2024-02-27 14:32:58,208.0,2.0,14,8.0,19.0,2.0,12.0,186,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,217078.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,217078.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,18.0,28.0,42.0,30.0,858,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,,1389.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1389.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,36.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,36.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,623,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,234.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,234.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-04-18 15:43:40.000,2024-01-15 11:48:36,125.0,,8,16.0,181.0,2.0,10.0,279,2024-01-15 11:55:58.000,0.19.8,110.0,18.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,,660.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,660.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +381,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,16,False,43.0,38.0,cleverdict,,,,919.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,919.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,53.0,28.0,3.0,2.0,1195,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,43.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,43.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,193.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,193.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,81,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,976.0,967.0,millify,,,,52443.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,52443.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-04-24 18:57:46.000,2024-03-26 22:33:23,986.0,39.0,21,2.0,871.0,8.0,18.0,269,2024-03-26 00:13:19.000,0.1.60,43.0,15.0,14,False,,,the-guide,,,,8.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,8.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,548,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,113.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,113.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,11,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,169.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,169.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,108,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,114.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,114.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 145fea6..1e0e836 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- kubernetes (πŸ₯ˆ39 Β· ⭐ 6.4K Β· πŸ“ˆ) - Official Python client library for kubernetes. Apache-2 -- python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 8.9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 -- pycryptodomex (πŸ₯ˆ38 Β· ⭐ 2.7K Β· πŸ“ˆ) - A self-contained cryptographic library for Python. BSD-3 -- numexpr (πŸ₯ˆ37 Β· ⭐ 2.1K Β· πŸ“ˆ) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- libcloud (πŸ₯ˆ34 Β· ⭐ 2K Β· πŸ“ˆ) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- cpython (πŸ₯‡50 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT +- keyring (πŸ₯ˆ39 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +- zipp (πŸ₯ˆ35 Β· ⭐ 50 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT +- inflect (πŸ₯ˆ34 Β· ⭐ 920 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +- path (πŸ₯‰33 Β· ⭐ 1.1K Β· πŸ“ˆ) - Object-oriented file system path manipulation. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- ansible (πŸ₯‡47 Β· ⭐ 61K Β· πŸ“‰) - Ansible is a radically simple IT automation platform that makes.. ❗️GPL-3.0 -- Pygments (πŸ₯‡42 Β· ⭐ 1.7K Β· πŸ“‰) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- dill (πŸ₯ˆ37 Β· ⭐ 2.1K Β· πŸ“‰) - serialize all of Python. BSD-3 -- Koalas (πŸ₯‰30 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark -- PDFMiner (πŸ₯‰28 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- pycryptodomex (πŸ₯‰37 Β· ⭐ 2.7K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +- Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K Β· πŸ“‰) - Prometheus instrumentation library for Python.. Apache-2 +- docarray (πŸ₯ˆ33 Β· ⭐ 2.7K Β· πŸ“‰) - Represent, send, store and search multimodal data. Apache-2 +- zenml (πŸ₯ˆ32 Β· ⭐ 3.7K Β· πŸ“‰) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +- prisma (πŸ₯‰27 Β· ⭐ 1.6K Β· πŸ“‰) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 From e505c325a6ac789e05034027aa2c7dfd3d672b03 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 2 May 2024 14:12:38 +0000 Subject: [PATCH 63/70] Update best-of list for version 2024.05.02 --- README.md | 1688 +++++++++++++++---------------- history/2024-05-02_changes.md | 20 + history/2024-05-02_projects.csv | 392 +++++++ latest-changes.md | 20 +- 4 files changed, 1253 insertions(+), 867 deletions(-) create mode 100644 history/2024-05-02_changes.md create mode 100644 history/2024-05-02_projects.csv diff --git a/README.md b/README.md index 88a7cfa..ca29df9 100644 --- a/README.md +++ b/README.md @@ -86,27 +86,27 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡53 Β· ⭐ 64K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 43M Β· πŸ“¦ 630K Β· πŸ“‹ 6.2K - 8% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 44M Β· πŸ“¦ 630K Β· πŸ“‹ 6.2K - 8% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 180M / month Β· πŸ“¦ 17K Β· ⏱️ 18.04.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 6.7K Β· ⏱️ 18.04.2024): ``` pip install protobuf ``` -- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 17M Β· ⏱️ 06.03.2024): +- [Conda](https://anaconda.org/conda-forge/protobuf) (πŸ“₯ 18M Β· ⏱️ 06.03.2024): ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.2M / month Β· πŸ“¦ 3.7K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.4M / month Β· πŸ“¦ 2.9K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 420K Β· πŸ“¦ 100K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 420K Β· πŸ“¦ 100K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/google/flatbuffers @@ -119,51 +119,51 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.5M / month Β· πŸ“¦ 290 Β· ⏱️ 26.03.2024): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.5M / month Β· πŸ“¦ 210 Β· ⏱️ 26.03.2024): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 640 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 46M / month Β· πŸ“¦ 10K Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 46M / month Β· πŸ“¦ 2.2K Β· ⏱️ 01.05.2024): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.4M Β· ⏱️ 04.03.2024): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.4M Β· ⏱️ 02.05.2024): ``` conda install -c conda-forge marshmallow ```
-
orjson (πŸ₯ˆ37 Β· ⭐ 5.5K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ37 Β· ⭐ 5.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 190 Β· πŸ“¦ 85K Β· πŸ“‹ 380 - 1% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 87K Β· πŸ“‹ 380 - 0% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 22M / month Β· πŸ“¦ 1.4K Β· ⏱️ 15.04.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 23M / month Β· πŸ“¦ 22K Β· ⏱️ 01.05.2024): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.2M Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.2M Β· ⏱️ 01.05.2024): ``` conda install -c conda-forge orjson ```
-
dill (πŸ₯ˆ37 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 +
dill (πŸ₯ˆ36 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 150K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 160K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 54M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 55M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): ``` pip install dill ``` @@ -174,7 +174,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 14.04.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 27.04.2024): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -188,22 +188,6 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge jsonpickle ```
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simplejson (πŸ₯ˆ35 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT - -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): - - ``` - git clone https://github.com/simplejson/simplejson - ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): - ``` - pip install simplejson - ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.2M Β· ⏱️ 15.02.2024): - ``` - conda install -c conda-forge simplejson - ``` -
ultrajson (πŸ₯‰34 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 - [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.04.2024): @@ -227,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 68M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 71M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): ``` pip install msgpack ``` @@ -236,6 +220,22 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge msgpack-python ```
+
simplejson (πŸ₯‰34 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT + +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): + + ``` + git clone https://github.com/simplejson/simplejson + ``` +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): + ``` + pip install simplejson + ``` +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.2M Β· ⏱️ 15.02.2024): + ``` + conda install -c conda-forge simplejson + ``` +
cloudpickle (πŸ₯‰32 Β· ⭐ 1.6K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 08.04.2024): @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 39M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 40M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5.3K Β· πŸ“‹ 120 - 13% open Β· ⏱️ 28.02.2024): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5.3K Β· πŸ“‹ 120 - 13% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.6M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): ``` pip install python-rapidjson ``` @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
hickle (πŸ₯‰28 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 720 Β· πŸ“‹ 110 - 7% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 730 Β· πŸ“‹ 110 - 7% open Β· ⏱️ 31.03.2024): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 56K / month Β· πŸ“¦ 91 Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 54K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): ``` pip install hickle ``` @@ -291,7 +291,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 8.2M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 8.7M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -300,7 +300,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge srsly ```
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pysimdjson (πŸ₯‰27 Β· ⭐ 630) - Python bindings for the simdjson project. MIT +
pysimdjson (πŸ₯‰26 Β· ⭐ 630) - Python bindings for the simdjson project. MIT - [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 1.3K Β· πŸ“‹ 87 - 10% open Β· ⏱️ 05.02.2024): @@ -311,7 +311,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 88K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 90K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ``` @@ -342,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.6M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.7M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 200M / month Β· πŸ“¦ 80K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 210M / month Β· πŸ“¦ 80K Β· ⏱️ 10.04.2024): ``` pip install pandas ``` @@ -356,18 +356,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
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polars (πŸ₯‡41 Β· ⭐ 26K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT - -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.6K Β· πŸ“₯ 580 Β· πŸ“¦ 4 Β· πŸ“‹ 7.3K - 21% open Β· ⏱️ 25.04.2024): - - ``` - git clone https://github.com/pola-rs/polars - ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 6.8M / month Β· πŸ“¦ 560 Β· ⏱️ 16.04.2024): - ``` - pip install polars - ``` -
h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 - [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 510 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 15.04.2024): @@ -375,7 +363,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 21M / month Β· πŸ“¦ 15K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 22M / month Β· πŸ“¦ 15K Β· ⏱️ 10.04.2024): ``` pip install h5py ``` @@ -384,14 +372,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge h5py ```
+
polars (πŸ₯ˆ40 Β· ⭐ 26K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT + +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.6K Β· πŸ“₯ 620 Β· πŸ“¦ 4 Β· πŸ“‹ 7.4K - 21% open Β· ⏱️ 02.05.2024): + + ``` + git clone https://github.com/pola-rs/polars + ``` +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 6.9M / month Β· πŸ“¦ 570 Β· ⏱️ 28.04.2024): + ``` + pip install polars + ``` +
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 490 Β· πŸ”€ 1K Β· πŸ“¦ 26K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 23.04.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 26K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.2M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.3M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.03.2024): ``` pip install xarray ``` @@ -402,12 +402,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.1M / month Β· πŸ“¦ 35 Β· ⏱️ 15.04.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.2M / month Β· πŸ“¦ 35 Β· ⏱️ 15.04.2024): ``` pip install modin ``` @@ -418,7 +418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ37 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 200 Β· πŸ“₯ 620 Β· πŸ“¦ 74K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 200 Β· πŸ“₯ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/pydata/numexpr @@ -427,19 +427,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 7.9M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 8M Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 250 Β· πŸ“¦ 3.7K Β· πŸ“‹ 730 - 43% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 250 Β· πŸ“¦ 3.7K Β· πŸ“‹ 730 - 43% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 550K / month Β· πŸ“¦ 550 Β· ⏱️ 05.04.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 590K / month Β· πŸ“¦ 7.5K Β· ⏱️ 05.04.2024): ``` pip install zarr ``` @@ -448,9 +448,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge zarr ```
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PyTables (πŸ₯ˆ35 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 +
docarray (πŸ₯ˆ34 Β· ⭐ 2.8K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 21.04.2024): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 220 Β· πŸ“¦ 4.2K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 29.04.2024): + + ``` + git clone https://github.com/jina-ai/docarray + ``` +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 79K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): + ``` + pip install docarray + ``` +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): + ``` + conda install -c conda-forge docarray + ``` +
+
PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 + +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/PyTables/PyTables @@ -466,7 +482,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ33 Β· ⭐ 3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“¦ 1.5K Β· πŸ“‹ 760 - 40% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“¦ 1.5K Β· πŸ“‹ 760 - 40% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/pandera-dev/pandera @@ -480,38 +496,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandera-core ```
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docarray (πŸ₯ˆ33 Β· ⭐ 2.7K Β· πŸ“‰) - Represent, send, store and search multimodal data. Apache-2 - -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 210 Β· πŸ“¦ 4.2K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 18.03.2024): - - ``` - git clone https://github.com/jina-ai/docarray - ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 78K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): - ``` - pip install docarray - ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): - ``` - conda install -c conda-forge docarray - ``` -
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TinyDB (πŸ₯ˆ32 Β· ⭐ 6.5K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT - -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 5% open Β· ⏱️ 24.07.2023): - - ``` - git clone https://github.com/msiemens/tinydb - ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 550K / month Β· πŸ“¦ 960 Β· ⏱️ 12.06.2023): - ``` - pip install tinydb - ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 390K Β· ⏱️ 12.06.2023): - ``` - conda install -c conda-forge tinydb - ``` -
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark - [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): @@ -519,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.1M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.3M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -544,14 +528,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT +
Vaex (πŸ₯‰31 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 730 Β· πŸ“‹ 1.3K - 39% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 730 Β· πŸ“‹ 1.3K - 40% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 35 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 300 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -560,26 +544,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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datasketch (πŸ₯‰30 Β· ⭐ 2.3K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
TinyDB (πŸ₯‰31 Β· ⭐ 6.5K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT + +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 6% open Β· ⏱️ 24.07.2023): + + ``` + git clone https://github.com/msiemens/tinydb + ``` +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 550K / month Β· πŸ“¦ 960 Β· ⏱️ 12.06.2023): + ``` + pip install tinydb + ``` +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 390K Β· ⏱️ 12.06.2023): + ``` + conda install -c conda-forge tinydb + ``` +
+
datasketch (πŸ₯‰31 Β· ⭐ 2.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT - [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 25 Β· πŸ“¦ 1.2K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.2M / month Β· πŸ“¦ 70 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.3M / month Β· πŸ“¦ 70 Β· ⏱️ 03.10.2023): ``` pip install datasketch ```
datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.3K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 49K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 50K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -588,30 +588,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
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StaticFrame (πŸ₯‰28 Β· ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT - -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 17.04.2024): - - ``` - git clone https://github.com/InvestmentSystems/static-frame - ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.6K / month Β· πŸ“¦ 2 Β· ⏱️ 14.04.2024): - ``` - pip install static-frame - ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 320K Β· ⏱️ 15.04.2024): - ``` - conda install -c conda-forge static-frame - ``` -
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 220 - 41% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 220 - 40% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 610K / month Β· πŸ“¦ 58 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 520K / month Β· πŸ“¦ 58 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` @@ -627,47 +611,52 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 550K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 600K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 320K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 330K Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge swifter ```
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Pandas Summary (πŸ₯‰25 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 +
StaticFrame (πŸ₯‰27 Β· ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 17.04.2024): ``` - git clone https://github.com/polyaxon/datatile + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 94K / month Β· πŸ“¦ 57 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.7K / month Β· πŸ“¦ 2 Β· ⏱️ 14.04.2024): ``` - pip install pandas-summary + pip install static-frame + ``` +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 330K Β· ⏱️ 15.04.2024): + ``` + conda install -c conda-forge static-frame ```
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pickleDB (πŸ₯‰22 Β· ⭐ 870 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +
Pandas Summary (πŸ₯‰24 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/patx/pickledb) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 120 Β· πŸ“¦ 1.7K Β· πŸ“‹ 73 - 42% open Β· ⏱️ 19.04.2023): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 11.04.2024): ``` - git clone https://github.com/patx/pickledb + git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pickledb) (πŸ“₯ 25K / month Β· πŸ“¦ 100 Β· ⏱️ 14.01.2019): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 95K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): ``` - pip install pickledb + pip install pandas-summary ```
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Show 9 hidden projects... +
Show 10 hidden projects... - numpy (πŸ₯‡51 Β· ⭐ 26K) - The fundamental package for scientific computing with Python. ❗Unlicensed - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 -- Arctic (πŸ₯‰30 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 +- Arctic (πŸ₯‰29 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 960 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 +- pickleDB (πŸ₯‰22 Β· ⭐ 870 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - PandaPy (πŸ₯‰13 Β· ⭐ 550 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT @@ -678,6 +667,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top +
pyrsistent (πŸ₯‡35 Β· ⭐ 2K Β· πŸ’€) - Persistent/Immutable/Functional data structures for Python. MIT + +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 340K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): + + ``` + git clone https://github.com/tobgu/pyrsistent + ``` +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 41M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): + ``` + pip install pyrsistent + ``` +- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 21M Β· ⏱️ 31.10.2023): + ``` + conda install -c conda-forge pyrsistent + ``` +
python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 190 Β· πŸ“‹ 190 - 13% open Β· ⏱️ 01.03.2024): @@ -685,7 +690,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 52M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 53M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -694,39 +699,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
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pyrsistent (πŸ₯‡34 Β· ⭐ 2K) - Persistent/Immutable/Functional data structures for Python. MIT +
multidict (πŸ₯ˆ32 Β· ⭐ 390) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 340K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 19.04.2024): ``` - git clone https://github.com/tobgu/pyrsistent + git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 41M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 110M / month Β· πŸ“¦ 3.5K Β· ⏱️ 01.02.2024): ``` - pip install pyrsistent + pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/pyrsistent) (πŸ“₯ 21M Β· ⏱️ 31.10.2023): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 12M Β· ⏱️ 04.02.2024): ``` - conda install -c conda-forge pyrsistent + conda install -c conda-forge multidict ```
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multidict (πŸ₯ˆ33 Β· ⭐ 390) - The multidict implementation. Apache-2 +
bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 52 Β· πŸ“¦ 25K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 29.04.2024): ``` - git clone https://github.com/aio-libs/multidict + git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 100M / month Β· πŸ“¦ 3.5K Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.3M / month Β· πŸ“¦ 540 Β· ⏱️ 18.02.2024): ``` - pip install multidict + pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 12M Β· ⏱️ 04.02.2024): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 400K Β· ⏱️ 18.02.2024): ``` - conda install -c conda-forge multidict + conda install -c conda-forge bidict ```
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anytree (πŸ₯ˆ32 Β· ⭐ 900) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ31 Β· ⭐ 900) - Python tree data library. Apache-2 - [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 13% open Β· ⏱️ 16.11.2023): @@ -742,23 +747,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge anytree ```
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bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 +
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 51 Β· πŸ“¦ 25K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 01.04.2024): ``` - git clone https://github.com/jab/bidict + git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.2M / month Β· πŸ“¦ 540 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 610K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): ``` - pip install bidict + pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 400K Β· ⏱️ 18.02.2024): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 05.03.2024): ``` - conda install -c conda-forge bidict + conda install -c conda-forge python-benedict ```
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glom (πŸ₯ˆ29 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 +
glom (πŸ₯‰28 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 - [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 60 Β· πŸ“¦ 1.5K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 12.01.2024): @@ -774,30 +779,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge glom ```
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python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT +
munch (πŸ₯‰28 Β· ⭐ 760 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 8% open Β· ⏱️ 01.04.2024): - - ``` - git clone https://github.com/fabiocaccamo/python-benedict - ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 610K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): - ``` - pip install python-benedict - ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 05.03.2024): - ``` - conda install -c conda-forge python-benedict - ``` -
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munch (πŸ₯‰28 Β· ⭐ 750 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT - -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 85 Β· πŸ“‹ 48 - 16% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 84 Β· πŸ“‹ 48 - 16% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2.2M / month Β· πŸ“¦ 890 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2.1M / month Β· πŸ“¦ 890 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -808,12 +797,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 790K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 850K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -833,7 +822,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 530K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 540K Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge python-box ``` @@ -867,9 +856,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pydantic (πŸ₯‡45 Β· ⭐ 19K) - Data validation using Python type hints. MIT +
pydantic (πŸ₯‡46 Β· ⭐ 19K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“¦ 390K Β· πŸ“‹ 4K - 9% open Β· ⏱️ 23.04.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“¦ 390K Β· πŸ“‹ 4K - 9% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/samuelcolvin/pydantic @@ -883,18 +872,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡40 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡41 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 580 Β· πŸ“₯ 220 Β· πŸ“¦ 550K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 230 Β· πŸ“¦ 550K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 19K Β· ⏱️ 19.01.2024): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 64K Β· ⏱️ 30.04.2024): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 27M Β· ⏱️ 19.01.2024): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 27M Β· ⏱️ 01.05.2024): ``` conda install -c conda-forge jsonschema ``` @@ -906,23 +895,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.1M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.04.2024): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 600K Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 610K Β· ⏱️ 19.04.2024): ``` conda install -c conda-forge validators ```
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cerberus (πŸ₯ˆ34 Β· ⭐ 3.1K) - Lightweight, extensible data validation library for Python. ISC +
cerberus (πŸ₯ˆ34 Β· ⭐ 3.1K Β· πŸ’€) - Lightweight, extensible data validation library for Python. ISC - [GitHub](https://github.com/pyeve/cerberus) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 240 Β· πŸ“¦ 16K Β· πŸ“‹ 350 - 5% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -931,50 +920,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cerberus ```
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voluptuous (πŸ₯ˆ34 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 210 Β· πŸ“¦ 8.9K Β· πŸ“‹ 180 - 55% open Β· ⏱️ 27.04.2024): ``` - git clone https://github.com/alecthomas/voluptuous + git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 16M / month Β· πŸ“¦ 960 Β· ⏱️ 26.03.2024): ``` - pip install voluptuous + pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 360K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge voluptuous + conda install -c conda-forge schema ```
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schema (πŸ₯ˆ32 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT +
voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 210 Β· πŸ“¦ 8.8K Β· πŸ“‹ 180 - 55% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): ``` - git clone https://github.com/keleshev/schema + git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 16M / month Β· πŸ“¦ 960 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): ``` - pip install schema + pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 360K Β· ⏱️ 03.02.2024): ``` - conda install -c conda-forge schema + conda install -c conda-forge voluptuous ```
param (πŸ₯‰31 Β· ⭐ 400) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 67 Β· πŸ“¦ 11K Β· πŸ“‹ 440 - 33% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 11K Β· πŸ“‹ 450 - 35% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 520K / month Β· πŸ“¦ 160 Β· ⏱️ 22.03.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 540K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install param ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.5M Β· ⏱️ 22.03.2024): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.6M Β· ⏱️ 22.03.2024): ``` conda install -c conda-forge param ``` @@ -986,7 +975,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 12M / month Β· πŸ“¦ 480 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 13M / month Β· πŸ“¦ 480 Β· ⏱️ 26.02.2024): ``` pip install email-validator ``` @@ -1002,7 +991,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.2M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.3M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1011,38 +1000,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰22 Β· ⭐ 760) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰21 Β· ⭐ 770) - Doing dirty (but extremely useful) things with equals. MIT - [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 310 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 120K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 130K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 43K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 44K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ```
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typical (πŸ₯‰20 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT - -- [GitHub](https://github.com/seandstewart/typical) (πŸ‘¨β€πŸ’» 9 Β· πŸ”€ 9 Β· πŸ“¦ 81 Β· πŸ“‹ 100 - 16% open Β· ⏱️ 26.04.2023): - - ``` - git clone https://github.com/seandstewart/typical - ``` -- [PyPi](https://pypi.org/project/typical) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 20.07.2019): - ``` - pip install typical - ``` -- [Conda](https://anaconda.org/conda-forge/typical) (πŸ“₯ 36K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge typical - ``` -
validr (πŸ₯‰18 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT - [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 23.12.2023): @@ -1050,15 +1023,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 510 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 450 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ```
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Show 3 hidden projects... +
Show 4 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 - valideer (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT +- typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 780 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed

@@ -1076,7 +1050,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 640K / month Β· πŸ“¦ 280 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 650K / month Β· πŸ“¦ 170 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` @@ -1092,7 +1066,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.6K / month Β· πŸ“¦ 17 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.6K / month Β· πŸ“¦ 4 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` @@ -1127,14 +1101,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge arrow ```
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python-dateutil (πŸ₯ˆ37 Β· ⭐ 2.2K) - Useful extensions to the standard Python datetime features. Apache-2 +
python-dateutil (πŸ₯ˆ37 Β· ⭐ 2.3K) - Useful extensions to the standard Python datetime features. Apache-2 - [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 470 Β· πŸ“₯ 35K Β· πŸ“‹ 790 - 46% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 340M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 350M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): ``` pip install python-dateutil ``` @@ -1150,7 +1124,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 28M / month Β· πŸ“¦ 1.4K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 29M / month Β· πŸ“¦ 1.4K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` @@ -1159,14 +1133,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pendulum ```
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dateparser (πŸ₯ˆ36 Β· ⭐ 2.5K) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯ˆ35 Β· ⭐ 2.5K) - python parser for human readable dates. BSD-3 - [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 28K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 7M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 7.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1175,14 +1149,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
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pytz (πŸ₯‰35 Β· ⭐ 310) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰33 Β· ⭐ 310 Β· πŸ“‰) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 84 Β· πŸ“₯ 33 Β· πŸ“¦ 1.9M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 84 Β· πŸ“₯ 37 Β· πŸ“¦ 1.9M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 170M / month Β· πŸ“¦ 84K Β· ⏱️ 02.02.2024): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 84K Β· ⏱️ 02.02.2024): ``` pip install pytz ``` @@ -1198,7 +1172,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7M / month Β· πŸ“¦ 480 Β· ⏱️ 15.04.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.1M / month Β· πŸ“¦ 480 Β· ⏱️ 15.04.2024): ``` pip install holidays ``` @@ -1214,7 +1188,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 49M / month Β· πŸ“¦ 3.9K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 48M / month Β· πŸ“¦ 4K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1236,23 +1210,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡40 Β· ⭐ 900) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 320 Β· πŸ“¦ 110K Β· πŸ“‹ 670 - 36% open Β· ⏱️ 23.04.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 330 Β· πŸ“¦ 110K Β· πŸ“‹ 680 - 37% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 1K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 1.1K Β· ⏱️ 18.03.2024): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 16M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 17M Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ38 Β· ⭐ 6.3K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ37 Β· ⭐ 6.3K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 140K Β· πŸ“‹ 640 - 28% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 140K Β· πŸ“‹ 650 - 28% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/gorakhargosh/watchdog @@ -1268,28 +1242,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (πŸ₯ˆ35 Β· ⭐ 680) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 98 Β· πŸ“¦ 430K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 100 Β· πŸ“¦ 430K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 27.04.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 140M / month Β· πŸ“¦ 3K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 140M / month Β· πŸ“¦ 3K Β· ⏱️ 29.04.2024): ``` pip install filelock ``` -- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 18M Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/filelock) (πŸ“₯ 18M Β· ⏱️ 29.04.2024): ``` conda install -c conda-forge filelock ```
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path (πŸ₯‰33 Β· ⭐ 1.1K Β· πŸ“ˆ) - Object-oriented file system path manipulation. MIT +
path (πŸ₯‰33 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT - [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 15K Β· πŸ“‹ 140 - 1% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.3M / month Β· πŸ“¦ 160 Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 09.04.2024): ``` pip install path ``` @@ -1298,7 +1272,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge path ```
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aiofiles (πŸ₯‰32 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯‰31 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 - [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 140 Β· πŸ“¦ 140K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): @@ -1314,7 +1288,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge aiofiles ```
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scandir (πŸ₯‰29 Β· ⭐ 520 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 +
scandir (πŸ₯‰29 Β· ⭐ 530 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): @@ -1332,7 +1306,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- zipp (πŸ₯ˆ35 Β· ⭐ 50 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯ˆ35 Β· ⭐ 51) - Backport of pathlib-compatible object wrapper for zip files. MIT - appdirs (πŸ₯‰32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT @@ -1359,14 +1333,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge future ```
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six (πŸ₯ˆ37 Β· ⭐ 960) - Python 2 and 3 compatibility library. MIT +
six (πŸ₯ˆ37 Β· ⭐ 970) - Python 2 and 3 compatibility library. MIT - [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 260 Β· πŸ“¦ 2.1M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 290M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 300M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1396,7 +1370,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰26 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- contextlib2 (πŸ₯‰27 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1406,7 +1380,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 660K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 660K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/pyca/cryptography @@ -1420,18 +1394,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
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keyring (πŸ₯ˆ39 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT +
keyring (πŸ₯ˆ39 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“¦ 120K Β· πŸ“‹ 510 - 11% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“¦ 120K Β· πŸ“‹ 510 - 12% open Β· ⏱️ 26.04.2024): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 53M / month Β· πŸ“¦ 4.9K Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 54M / month Β· πŸ“¦ 4.9K Β· ⏱️ 26.04.2024): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.5M Β· ⏱️ 03.04.2024): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.6M Β· ⏱️ 26.04.2024): ``` conda install -c conda-forge keyring ``` @@ -1443,18 +1417,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 390K / month Β· πŸ“¦ 4 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 400K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 180 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 210 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
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pycryptodomex (πŸ₯‰37 Β· ⭐ 2.7K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯‰37 Β· ⭐ 2.7K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 440 Β· πŸ“¦ 94K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 20.04.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 450 Β· πŸ“¦ 95K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 20.04.2024): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1470,12 +1444,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 58M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 59M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): ``` pip install bcrypt ``` @@ -1495,7 +1469,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asn1crypto ``` -- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/asn1crypto) (πŸ“₯ 8.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge asn1crypto ``` @@ -1524,12 +1498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 33K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.4M / month Β· πŸ“¦ 4.1K Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.4M / month Β· πŸ“¦ 450 Β· ⏱️ 30.04.2024): ``` pip install ansible ``` @@ -1538,78 +1512,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge ansible ```
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awscli (πŸ₯‡44 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 - -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 24.04.2024): - - ``` - git clone https://github.com/aws/aws-cli - ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 3.1K Β· ⏱️ 24.04.2024): - ``` - pip install awscli - ``` -- [Conda](https://anaconda.org/conda-forge/awscli): - ``` - conda install -c conda-forge awscli - ``` -
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 600M / month Β· πŸ“¦ 8.7K Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 610M / month Β· πŸ“¦ 2.6K Β· ⏱️ 01.05.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 26M Β· ⏱️ 25.04.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 26M Β· ⏱️ 02.05.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 1K Β· πŸ“₯ 2.9M Β· πŸ“¦ 7.7K Β· πŸ“‹ 7.2K - 29% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3M Β· πŸ“¦ 7.7K Β· πŸ“‹ 7.2K - 29% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 990K / month Β· πŸ“¦ 180 Β· ⏱️ 25.04.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 240 Β· ⏱️ 29.04.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.5M / month Β· πŸ“¦ 930 Β· ⏱️ 23.04.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.5M / month Β· πŸ“¦ 930 Β· ⏱️ 29.04.2024): ``` npm install @pulumi/pulumi ```
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paramiko (πŸ₯ˆ42 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
awscli (πŸ₯ˆ43 Β· ⭐ 15K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 94K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 01.05.2024): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 55M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 610 Β· ⏱️ 01.05.2024): ``` - pip install paramiko + pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.4M Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 02.05.2024): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge awscli ```
docker (πŸ₯ˆ42 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 940 Β· πŸ“¦ 79K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 940 Β· πŸ“¦ 80K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 39M / month Β· πŸ“¦ 4.2K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 40M / month Β· πŸ“¦ 49K Β· ⏱️ 08.12.2023): ``` pip install docker ``` @@ -1620,7 +1578,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 5K Β· πŸ“₯ 91M Β· πŸ“¦ 490 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 92M Β· πŸ“¦ 500 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/docker/compose @@ -1634,42 +1592,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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kubernetes (πŸ₯ˆ39 Β· ⭐ 6.4K) - Official Python client library for kubernetes. Apache-2 +
paramiko (πŸ₯ˆ41 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.3K Β· πŸ“‹ 1.4K - 9% open Β· ⏱️ 23.04.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 94K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` - git clone https://github.com/kubernetes-client/python + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 25M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 56M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): ``` - pip install kubernetes + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 480K Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.5M Β· ⏱️ 19.12.2023): ``` - conda install -c conda-forge kubernetes + conda install -c conda-forge paramiko ```
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netmiko (πŸ₯‰37 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
kubernetes (πŸ₯ˆ39 Β· ⭐ 6.4K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.3K Β· πŸ“‹ 2.1K - 8% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 25.04.2024): ``` - git clone https://github.com/ktbyers/netmiko + git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 280K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 27M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): ``` - pip install netmiko + pip install kubernetes + ``` +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 480K Β· ⏱️ 18.04.2024): + ``` + conda install -c conda-forge kubernetes ```
-
fabric (πŸ₯‰35 Β· ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2 +
fabric (πŸ₯‰36 Β· ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2 - [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 7M / month Β· πŸ“¦ 170 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 7.1M / month Β· πŸ“¦ 180 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` @@ -1678,38 +1640,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fabric ```
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schedule (πŸ₯‰35 Β· ⭐ 11K) - Python job scheduling for humans. MIT +
netmiko (πŸ₯‰36 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 950 Β· πŸ“¦ 34K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 10.12.2023): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.3K Β· πŸ“‹ 2.1K - 8% open Β· ⏱️ 12.01.2024): ``` - git clone https://github.com/dbader/schedule - ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): - ``` - pip install schedule + git clone https://github.com/ktbyers/netmiko ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 54K Β· ⏱️ 02.10.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 290K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): ``` - conda install -c conda-forge schedule + pip install netmiko ```
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plumbum (πŸ₯‰34 Β· ⭐ 2.8K) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰35 Β· ⭐ 2.8K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.2K Β· πŸ“‹ 350 - 36% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.3K Β· πŸ“‹ 360 - 37% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.9M / month Β· πŸ“¦ 480 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.7M / month Β· πŸ“¦ 490 Β· ⏱️ 29.04.2024): ``` pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 1M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 1M Β· ⏱️ 29.04.2024): ``` conda install -c conda-forge plumbum ```
+
schedule (πŸ₯‰34 Β· ⭐ 11K) - Python job scheduling for humans. MIT + +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 34K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 28.04.2024): + + ``` + git clone https://github.com/dbader/schedule + ``` +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): + ``` + pip install schedule + ``` +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 55K Β· ⏱️ 02.10.2023): + ``` + conda install -c conda-forge schedule + ``` +
sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT - [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 7K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): @@ -1726,14 +1700,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰30 Β· ⭐ 2.6K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT +
pyinfra (πŸ₯‰30 Β· ⭐ 3.2K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 320 Β· πŸ“¦ 110 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 340 Β· πŸ“¦ 110 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 37K / month Β· πŸ“¦ 12 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 33K / month Β· πŸ“¦ 16 Β· ⏱️ 25.02.2024): ``` pip install pyinfra ``` @@ -1745,7 +1719,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.9K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1760,7 +1734,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - fabtools (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰14 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰15 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1768,14 +1742,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡39 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡37 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“₯ 4.4K Β· πŸ“¦ 370K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“₯ 4.4K Β· πŸ“¦ 380K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 71M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 72M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1795,7 +1769,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 290K Β· ⏱️ 23.11.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 300K Β· ⏱️ 23.11.2023): ``` conda install -c conda-forge supervisor ``` @@ -1807,7 +1781,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 8M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 8.3M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1816,14 +1790,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sh ```
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ptyprocess (πŸ₯‰26 Β· ⭐ 210) - Run a subprocess in a pseudo terminal. ISC +
ptyprocess (πŸ₯‰26 Β· ⭐ 210 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC - [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 68 Β· πŸ“‹ 38 - 52% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 72M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1845,23 +1819,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 95M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 96M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.4M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.5M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ```
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uvloop (πŸ₯ˆ37 Β· ⭐ 10K) - Ultra fast asyncio event loop. Apache-2 +
uvloop (πŸ₯ˆ37 Β· ⭐ 10K Β· πŸ’€) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 570 Β· πŸ“₯ 430 Β· πŸ“¦ 120K Β· πŸ“‹ 350 - 26% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 530 Β· πŸ“₯ 430 Β· πŸ“¦ 130K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 9.7M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 10M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1877,7 +1851,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 68M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 69M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): ``` pip install anyio ``` @@ -1888,28 +1862,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰27 Β· ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.6K Β· πŸ“‹ 19 - 78% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.7K Β· πŸ“‹ 17 - 76% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 170K / month Β· πŸ“¦ 79 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 170K / month Β· πŸ“¦ 86 Β· ⏱️ 30.04.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.5K Β· ⏱️ 17.04.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.7K Β· ⏱️ 30.04.2024): ``` conda install -c conda-forge asyncer ```
aiomisc (πŸ₯‰24 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 25 Β· πŸ“¦ 360 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 25 Β· πŸ“¦ 370 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 18.04.2024): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 39 Β· ⏱️ 18.04.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 39 Β· ⏱️ 18.04.2024): ``` pip install aiomisc ``` @@ -1921,7 +1895,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 54K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 60K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1937,11 +1911,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 460K / month Β· πŸ“¦ 130 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 480K / month Β· πŸ“¦ 90 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 860K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 870K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1954,16 +1928,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 760K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 770K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 59M / month Β· πŸ“¦ 11K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 60M / month Β· πŸ“¦ 11K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.1M Β· ⏱️ 23.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.2M Β· ⏱️ 23.01.2024): ``` conda install -c conda-forge python-dotenv ``` @@ -1986,23 +1960,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
hydra (πŸ₯ˆ34 Β· ⭐ 8.2K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 590 Β· πŸ“¦ 23K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 600 Β· πŸ“¦ 23K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.9K / month Β· πŸ“¦ 9 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.8K / month Β· πŸ“¦ 11 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 950K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 960K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 280 Β· πŸ“¦ 8.3K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.3K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/rochacbruno/dynaconf @@ -2011,7 +1985,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 73K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 74K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge dynaconf ``` @@ -2023,7 +1997,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.4M / month Β· πŸ“¦ 3.5K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.5M / month Β· πŸ“¦ 3.5K Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2039,18 +2013,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.7M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.6M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` -- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/omegaconf) (πŸ“₯ 1.4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge omegaconf ```
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gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
gin-config (πŸ₯‰27 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.3K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.4K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config @@ -2059,19 +2033,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install gin-config ``` -- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/gin-config) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge gin-config ```
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everett (πŸ₯‰25 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 +
everett (πŸ₯‰24 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.2K Β· πŸ“‹ 87 - 3% open Β· ⏱️ 23.04.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.2K Β· πŸ“‹ 87 - 3% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 160K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 180K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2092,64 +2066,64 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 320 Β· πŸ“¦ 1.6M Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 330 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 190M / month Β· πŸ“¦ 77K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 200M / month Β· πŸ“¦ 77K Β· ⏱️ 17.08.2023): ``` pip install click ``` -- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 34M Β· ⏱️ 17.08.2023): +- [Conda](https://anaconda.org/conda-forge/click) (πŸ“₯ 35M Β· ⏱️ 17.08.2023): ``` conda install -c conda-forge click ```
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rich (πŸ₯‡42 Β· ⭐ 47K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡43 Β· ⭐ 47K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 200K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 200K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 54M / month Β· πŸ“¦ 7K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 57M / month Β· πŸ“¦ 7K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.6M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.7M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
python-fire (πŸ₯ˆ39 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 32K Β· πŸ“‹ 340 - 43% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 33K Β· πŸ“‹ 340 - 43% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.5M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 900K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 910K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ```
Typer (πŸ₯ˆ39 Β· ⭐ 14K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 620 Β· πŸ“¦ 85K Β· πŸ“‹ 380 - 52% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 620 Β· πŸ“¦ 86K Β· πŸ“‹ 380 - 52% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 23M / month Β· πŸ“¦ 3.4K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 24M / month Β· πŸ“¦ 3.4K Β· ⏱️ 09.04.2024): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.2M Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.3M Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge typer ``` @@ -2161,7 +2135,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 49M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 50M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` @@ -2172,7 +2146,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 930K Β· πŸ“‹ 250 - 43% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 940K Β· πŸ“‹ 250 - 43% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama @@ -2209,7 +2183,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 28M / month Β· πŸ“¦ 2.3K Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 29M / month Β· πŸ“¦ 2.3K Β· ⏱️ 14.04.2024): ``` pip install argcomplete ``` @@ -2225,7 +2199,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 32M / month Β· πŸ“¦ 280 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 33M / month Β· πŸ“¦ 300 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2241,11 +2215,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 65M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 66M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` -- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 24M Β· ⏱️ 08.01.2024): +- [Conda](https://anaconda.org/conda-forge/wcwidth) (πŸ“₯ 25M Β· ⏱️ 08.01.2024): ``` conda install -c conda-forge wcwidth ``` @@ -2257,18 +2231,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.6M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.7M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 71K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 72K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ```
asciimatics (πŸ₯‰29 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 980 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 990 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/peterbrittain/asciimatics @@ -2305,12 +2279,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 150K / month Β· πŸ“¦ 44 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 170K / month Β· πŸ“¦ 44 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ```
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colout (πŸ₯‰17 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 +
colout (πŸ₯‰18 Β· ⭐ 1.1K) - Color text streams with a polished command line interface. ❗️GPL-3.0 - [GitHub](https://github.com/nojhan/colout) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 58 Β· πŸ“¦ 6 Β· πŸ“‹ 72 - 19% open Β· ⏱️ 29.01.2024): @@ -2343,14 +2317,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡34 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡36 Β· ⭐ 2.1K Β· πŸ“ˆ) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 130M / month Β· πŸ“¦ 3.7K Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 130M / month Β· πŸ“¦ 27K Β· ⏱️ 26.02.2024): ``` pip install cachetools ``` @@ -2361,12 +2335,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 590K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 600K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2378,7 +2352,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 280K / month Β· πŸ“¦ 1.4K Β· ⏱️ 11.04.2024): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 260K / month Β· πŸ“¦ 1.4K Β· ⏱️ 11.04.2024): ``` pip install beaker ``` @@ -2389,24 +2363,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰27 Β· ⭐ 510) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 450 Β· πŸ“‹ 79 - 25% open Β· ⏱️ 10.04.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 80 - 26% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 82K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 86K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ```
-
pylibmc (πŸ₯‰27 Β· ⭐ 480) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 +
pylibmc (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 590 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 600 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 300K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 290K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2427,18 +2401,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-web-python - Web UI ( ⭐ 2.2K) - Collection of libraries to implement web-based UIs. -
kivy (πŸ₯‡40 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT +
kivy (πŸ₯‡41 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3.1K Β· πŸ“₯ 36K Β· πŸ“¦ 13K Β· πŸ“‹ 5K - 14% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3K Β· πŸ“₯ 37K Β· πŸ“¦ 13K Β· πŸ“‹ 5.1K - 15% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 160K / month Β· πŸ“¦ 630 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 160K / month Β· πŸ“¦ 310 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 340K Β· ⏱️ 08.04.2024): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 350K Β· ⏱️ 08.04.2024): ``` conda install -c conda-forge kivy ``` @@ -2450,23 +2424,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 41K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 42K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.9K Β· πŸ“¦ 3 Β· πŸ“‹ 860 - 18% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.9K Β· πŸ“¦ 3 Β· πŸ“‹ 860 - 18% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.1K / month Β· πŸ“¦ 36 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.9K / month Β· πŸ“¦ 23 Β· ⏱️ 06.02.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 6 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 17 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2491,9 +2465,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - PySimpleGUI (πŸ₯ˆ35 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed - Eel (πŸ₯‰31 Β· ⭐ 6.2K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT -- Phoenix (πŸ₯‰26 Β· ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows -- enaml (πŸ₯‰26 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- Gooey (πŸ₯‰29 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed +- Phoenix (πŸ₯‰24 Β· ⭐ 2.2K Β· πŸ“‰) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows

@@ -2503,14 +2477,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡19 Β· ⭐ 650) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡18 Β· ⭐ 650) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 30 Β· πŸ“₯ 910 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 930 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 92 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 120 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2533,12 +2507,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡36 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 270 Β· πŸ“¦ 69K Β· πŸ“‹ 160 - 9% open Β· ⏱️ 21.04.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 270 Β· πŸ“¦ 70K Β· πŸ“‹ 170 - 9% open Β· ⏱️ 27.04.2024): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.4M / month Β· πŸ“¦ 1.6K Β· ⏱️ 21.04.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.5M / month Β· πŸ“¦ 5.8K Β· ⏱️ 21.04.2024): ``` pip install emoji ``` @@ -2554,7 +2528,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.3M / month Β· πŸ“¦ 1.5K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 19.04.2024): ``` pip install phonenumbers ``` @@ -2579,14 +2553,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-slugify ```
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inflect (πŸ₯ˆ34 Β· ⭐ 920 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT +
inflect (πŸ₯ˆ34 Β· ⭐ 920) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT - [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 99 Β· πŸ“¦ 21K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.5M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.04.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.04.2024): ``` pip install inflect ``` @@ -2602,7 +2576,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 65M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 66M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2610,14 +2584,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 70 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 71 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
pyahocorasick (πŸ₯‰30 Β· ⭐ 890) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 31 Β· πŸ“¦ 2.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 33 Β· πŸ“¦ 2.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/WojciechMula/pyahocorasick @@ -2626,26 +2600,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pyahocorasick ``` -- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 210K Β· ⏱️ 21.03.2024): +- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (πŸ“₯ 220K Β· ⏱️ 21.03.2024): ``` conda install -c conda-forge pyahocorasick ```
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price-parser (πŸ₯‰21 Β· ⭐ 300) - Extract price amount and currency symbol from a raw text string. BSD-3 +
price-parser (πŸ₯‰21 Β· ⭐ 300 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 - [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 420 Β· πŸ“‹ 38 - 65% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 94K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 96K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): ``` pip install price-parser ```
Show 4 hidden projects... -- humanize (πŸ₯‰31 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT +- humanize (πŸ₯‰30 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 - millify (πŸ₯‰15 Β· ⭐ 81 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT @@ -2666,25 +2640,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡48 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡49 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.3B / month Β· πŸ“¦ 19K Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.3B / month Β· πŸ“¦ 11K Β· ⏱️ 01.05.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 01.05.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.8K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 760K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 770K Β· πŸ“‹ 7.8K - 3% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2716,12 +2690,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.6K - 10% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.7K - 10% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 48M / month Β· πŸ“¦ 780 Β· ⏱️ 16.04.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 49M / month Β· πŸ“¦ 860 Β· ⏱️ 16.04.2024): ``` pip install azure-storage-blob ``` @@ -2730,25 +2704,25 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge azure-storage-blob ```
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google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.6K) - Google Cloud Client Library for Python. Apache-2 +
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.7K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 26.04.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 68M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 70M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.3M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.4M Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge google-cloud-storage ```
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· ⏱️ 23.04.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· ⏱️ 26.04.2024): ``` git clone https://github.com/coleifer/peewee @@ -2764,7 +2738,7 @@ _Libraries for connecting to, operating, and querying databases._
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.8K Β· πŸ“¦ 48K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.8K Β· πŸ“¦ 48K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/elastic/elasticsearch-py @@ -2778,46 +2752,62 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge elasticsearch ```
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PyMySQL (πŸ₯ˆ39 Β· ⭐ 7.6K) - MySQL client library for Python. MIT +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 220K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 24K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): ``` - git clone https://github.com/PyMySQL/PyMySQL + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 44M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): ``` - pip install PyMySQL + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.4M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 240K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge pymysql + conda install -c conda-forge mongoengine ```
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MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
python-bigquery (πŸ₯ˆ39 Β· ⭐ 710) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 24K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 29K Β· πŸ“‹ 650 - 7% open Β· ⏱️ 19.04.2024): ``` - git clone https://github.com/MongoEngine/mongoengine + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 41M / month Β· πŸ“¦ 1.2K Β· ⏱️ 18.04.2024): ``` - pip install mongoengine + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 240K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 19.04.2024): ``` - conda install -c conda-forge mongoengine + conda install -c conda-forge google-cloud-bigquery ```
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pymongo (πŸ₯ˆ39 Β· ⭐ 4K) - PyMongo - the Official MongoDB Python driver. Apache-2 +
PyMySQL (πŸ₯ˆ38 Β· ⭐ 7.6K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 220K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 26.03.2024): + + ``` + git clone https://github.com/PyMySQL/PyMySQL + ``` +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 47M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): + ``` + pip install PyMySQL + ``` +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.4M Β· ⏱️ 26.06.2023): + ``` + conda install -c conda-forge pymysql + ``` +
+
pymongo (πŸ₯ˆ38 Β· ⭐ 4.1K) - PyMongo - the Official MongoDB Python driver. Apache-2 + +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 30.04.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 27M / month Β· πŸ“¦ 20K Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 28M / month Β· πŸ“¦ 3.9K Β· ⏱️ 30.04.2024): ``` pip install pymongo ``` @@ -2826,20 +2816,20 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymongo ```
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python-bigquery (πŸ₯ˆ39 Β· ⭐ 710) - Google BigQuery API client library. Apache-2 +
AWS Data Wrangler (πŸ₯ˆ38 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 28K Β· πŸ“‹ 650 - 7% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 02.05.2024): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 40M / month Β· πŸ“¦ 1.2K Β· ⏱️ 18.04.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 44M / month Β· πŸ“¦ 67 Β· ⏱️ 22.04.2024): ``` - pip install google-cloud-bigquery + pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 480K Β· ⏱️ 22.04.2024): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c conda-forge awswrangler ```
alembic (πŸ₯ˆ38 Β· ⭐ 2.5K) - A database migrations tool for SQLAlchemy. MIT @@ -2849,11 +2839,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 36M / month Β· πŸ“¦ 12K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 37M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.4M Β· ⏱️ 13.01.2024): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.5M Β· ⏱️ 13.01.2024): ``` conda install -c conda-forge alembic ``` @@ -2876,44 +2866,28 @@ _Libraries for connecting to, operating, and querying databases._
Ibis (πŸ₯ˆ37 Β· ⭐ 4.2K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 520 Β· πŸ“₯ 120 Β· πŸ“¦ 1.4K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 520 Β· πŸ“₯ 120 Β· πŸ“¦ 1.4K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 180K / month Β· πŸ“¦ 61 Β· ⏱️ 21.04.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 480 Β· ⏱️ 30.04.2024): ``` pip install ibis-framework ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 330K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 330K Β· ⏱️ 01.05.2024): ``` conda install -c conda-forge ibis-framework ```
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AWS Data Wrangler (πŸ₯ˆ37 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 - -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 230K Β· πŸ“¦ 1.5K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 22.04.2024): - - ``` - git clone https://github.com/awslabs/aws-data-wrangler - ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 43M / month Β· πŸ“¦ 67 Β· ⏱️ 22.04.2024): - ``` - pip install awswrangler - ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 480K Β· ⏱️ 22.04.2024): - ``` - conda install -c conda-forge awswrangler - ``` -
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.4K - 10% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 3% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.4M / month Β· πŸ“¦ 990 Β· ⏱️ 03.04.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.4M / month Β· πŸ“¦ 990 Β· ⏱️ 30.04.2024): ``` pip install elasticsearch-dsl ``` @@ -2924,53 +2898,37 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 580 Β· πŸ“¦ 11K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 580 Β· πŸ“¦ 12K Β· πŸ“‹ 380 - 59% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month Β· πŸ“¦ 230 Β· ⏱️ 17.02.2024): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month Β· πŸ“¦ 230 Β· ⏱️ 30.04.2024): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 29K Β· ⏱️ 04.12.2023): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 29K Β· ⏱️ 30.04.2024): ``` conda install -c conda-forge sqlmodel ```
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mysqlclient (πŸ₯ˆ36 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 - -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 160K Β· πŸ“‹ 340 - 2% open Β· ⏱️ 08.02.2024): - - ``` - git clone https://github.com/PyMySQL/mysqlclient - ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 6.2M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): - ``` - pip install mysqlclient - ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 350K Β· ⏱️ 10.03.2024): - ``` - conda install -c conda-forge mysqlclient - ``` -
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 -- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 440 - 45% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/kvesteri/sqlalchemy-utils) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 320 Β· πŸ“¦ 30K Β· πŸ“‹ 440 - 45% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.4M / month Β· πŸ“¦ 2.2K Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 24.03.2024): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 560K Β· ⏱️ 24.03.2024): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 570K Β· ⏱️ 24.03.2024): ``` conda install -c conda-forge sqlalchemy-utils ```
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s3fs (πŸ₯ˆ36 Β· ⭐ 810) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ36 Β· ⭐ 820) - S3 Filesystem. BSD-3 - [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 28% open Β· ⏱️ 12.04.2024): @@ -2986,6 +2944,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge s3fs ```
+
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 + +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 160K Β· πŸ“‹ 340 - 2% open Β· ⏱️ 08.02.2024): + + ``` + git clone https://github.com/PyMySQL/mysqlclient + ``` +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 6.5M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): + ``` + pip install mysqlclient + ``` +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 350K Β· ⏱️ 10.03.2024): + ``` + conda install -c conda-forge mysqlclient + ``` +
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 - [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 88K Β· ⏱️ 19.04.2024): @@ -2993,23 +2967,39 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): + ``` + pip install motor + ``` +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 66K Β· ⏱️ 26.03.2024): + ``` + conda install -c conda-forge motor + ``` +
+
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 4.2K Β· πŸ“ˆ) - Familiar asyncio ORM for python, built with relations in.. Apache-2 + +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.6K Β· πŸ“‹ 1.1K - 52% open Β· ⏱️ 29.04.2024): + + ``` + git clone https://github.com/tortoise/tortoise-orm + ``` +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 130K / month Β· πŸ“¦ 110 Β· ⏱️ 26.04.2024): ``` - pip install motor + pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 66K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 26.04.2024): ``` - conda install -c conda-forge motor + conda install -c conda-forge tortoise-orm ```
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Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K Β· πŸ“‰) - Prometheus instrumentation library for Python.. Apache-2 +
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K) - Prometheus instrumentation library for Python.. Apache-2 - [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 34M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 35M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): ``` pip install prometheus_client ``` @@ -3025,7 +3015,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 490K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 520K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): ``` pip install databases ``` @@ -3034,53 +3024,69 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge databases ```
+
PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 + +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 280 Β· πŸ“¦ 21K Β· πŸ“‹ 470 - 44% open Β· ⏱️ 26.04.2024): + + ``` + git clone https://github.com/kayak/pypika + ``` +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.8M / month Β· πŸ“¦ 120 Β· ⏱️ 15.03.2022): + ``` + pip install pypika + ``` +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 13K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pypika + ``` +
libcloud (πŸ₯ˆ34 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 27.04.2024): ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 240K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 230K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ```
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s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 +
minio (πŸ₯ˆ34 Β· ⭐ 770) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.3K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 30.04.2024): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 330M / month Β· πŸ“¦ 4.4K Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.3M / month Β· πŸ“¦ 4K Β· ⏱️ 30.04.2024): ``` - pip install s3transfer + pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 15.03.2024): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 01.05.2024): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge minio ```
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PyPika (πŸ₯‰33 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 280 Β· πŸ“¦ 20K Β· πŸ“‹ 460 - 44% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 02.04.2024): ``` - git clone https://github.com/kayak/pypika + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.8M / month Β· πŸ“¦ 120 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 330M / month Β· πŸ“¦ 4.4K Β· ⏱️ 14.03.2024): ``` - pip install pypika + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 12K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 15.03.2024): ``` - conda install -c conda-forge pypika + conda install -c conda-forge s3transfer ```
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.7K Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.8K Β· ⏱️ 01.05.2024): ``` git clone https://github.com/datastax/python-driver @@ -3096,44 +3102,28 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 860) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 8.9K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 26.04.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 230 Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 520 Β· ⏱️ 26.04.2024): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 02.04.2024): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 26.04.2024): ``` conda install -c conda-forge neo4j-python-driver ```
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minio (πŸ₯‰33 Β· ⭐ 770) - MinIO Client SDK for Python. Apache-2 - -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.2K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 22.03.2024): - - ``` - git clone https://github.com/minio/minio-py - ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.2M / month Β· πŸ“¦ 520 Β· ⏱️ 02.03.2024): - ``` - pip install minio - ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 03.03.2024): - ``` - conda install -c conda-forge minio - ``` -
pandas-gbq (πŸ₯‰33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.8K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.9K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 12.04.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 12M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 13M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): ``` pip install pandas-gbq ``` @@ -3149,7 +3139,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 210K / month Β· πŸ“¦ 180 Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 200K / month Β· πŸ“¦ 180 Β· ⏱️ 29.03.2024): ``` pip install records ``` @@ -3158,30 +3148,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge records ```
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tortoise-orm (πŸ₯‰32 Β· ⭐ 4.2K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 - -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 340 Β· πŸ“₯ 13 Β· πŸ“¦ 7.5K Β· πŸ“‹ 1K - 49% open Β· ⏱️ 25.04.2024): - - ``` - git clone https://github.com/tortoise/tortoise-orm - ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 130K / month Β· πŸ“¦ 100 Β· ⏱️ 11.08.2023): - ``` - pip install tortoise-orm - ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 11.08.2023): - ``` - conda install -c conda-forge tortoise-orm - ``` -
Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 97 Β· πŸ“¦ 4K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 100 Β· πŸ“¦ 4K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 160K / month Β· πŸ“¦ 370 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 160K / month Β· πŸ“¦ 160 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3190,22 +3164,6 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
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PynamoDB (πŸ₯‰32 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT - -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 09.04.2024): - - ``` - git clone https://github.com/pynamodb/PynamoDB - ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): - ``` - pip install pynamodb - ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 580K Β· ⏱️ 17.01.2024): - ``` - conda install -c conda-forge pynamodb - ``` -
influxdb (πŸ₯‰32 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 520 Β· πŸ“‹ 550 - 30% open Β· ⏱️ 17.04.2024): @@ -3222,9 +3180,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge influxdb ```
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pygsheets (πŸ₯‰31 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT +
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.4K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/nithinmurali/pygsheets @@ -3234,6 +3192,22 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
+
PynamoDB (πŸ₯‰31 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT + +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 09.04.2024): + + ``` + git clone https://github.com/pynamodb/PynamoDB + ``` +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): + ``` + pip install pynamodb + ``` +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 590K Β· ⏱️ 17.01.2024): + ``` + conda install -c conda-forge pynamodb + ``` +
cx-Oracle (πŸ₯‰31 Β· ⭐ 880 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 - [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.2K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 17.08.2023): @@ -3241,11 +3215,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.9M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 4M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 550K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 560K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ``` @@ -3257,18 +3231,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 110K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.3K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.4K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 360 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 23.04.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 360 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/django-haystack/pysolr @@ -3289,14 +3263,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 17K / month Β· πŸ“¦ 11 Β· ⏱️ 22.03.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 11 Β· ⏱️ 22.03.2024): ``` pip install piccolo ```
confluent-kafka-python (πŸ₯‰27 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.5K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.6K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3305,14 +3279,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 850K Β· ⏱️ 30.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 860K Β· ⏱️ 30.01.2024): ``` conda install -c conda-forge python-confluent-kafka ```
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prisma (πŸ₯‰27 Β· ⭐ 1.6K Β· πŸ“‰) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
prisma (πŸ₯‰27 Β· ⭐ 1.6K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 390 - 52% open Β· ⏱️ 24.03.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 390 - 52% open Β· ⏱️ 28.04.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py @@ -3329,7 +3303,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 54K / month Β· πŸ“¦ 230 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 52K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3338,38 +3312,38 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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filedepot (πŸ₯‰27 Β· ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT +
ODMantic (πŸ₯‰26 Β· ⭐ 980) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 1.1K Β· πŸ“‹ 46 - 15% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.2K Β· πŸ“‹ 180 - 50% open Β· ⏱️ 26.04.2024): ``` - git clone https://github.com/amol-/depot + git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 49 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 26K / month Β· πŸ“¦ 8 Β· ⏱️ 26.04.2024): ``` - pip install filedepot + pip install odmantic ```
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ODMantic (πŸ₯‰26 Β· ⭐ 970) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
filedepot (πŸ₯‰26 Β· ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.2K Β· πŸ“‹ 170 - 48% open Β· ⏱️ 23.03.2024): +- [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 1.1K Β· πŸ“‹ 46 - 15% open Β· ⏱️ 22.02.2024): ``` - git clone https://github.com/art049/odmantic + git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 27K / month Β· πŸ“¦ 8 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 9 Β· ⏱️ 22.02.2024): ``` - pip install odmantic + pip install filedepot ```
aioprometheus (πŸ₯‰22 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 290 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 300 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 140K / month Β· πŸ“¦ 13 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 170K / month Β· πŸ“¦ 13 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ``` @@ -3390,13 +3364,13 @@ _Libraries for connecting to, operating, and querying databases._ - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 -- umongo (πŸ₯‰27 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- umongo (πŸ₯‰28 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- py2neo (πŸ₯‰22 Β· ⭐ 12) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT +- py2neo (πŸ₯‰21 Β· ⭐ 12) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - PugSQL (πŸ₯‰20 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 @@ -3412,32 +3386,32 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 46K Β· πŸ“‹ 2.8K - 23% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 47K Β· πŸ“‹ 2.8K - 24% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 9.2M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 9.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.04.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 720K Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 730K Β· ⏱️ 19.04.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 570 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 710 - 2% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 710 - 2% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 3.3K Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 3.3K Β· ⏱️ 29.04.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 910K Β· ⏱️ 17.04.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 920K Β· ⏱️ 29.04.2024): ``` conda install -c conda-forge faker ``` @@ -3465,7 +3439,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 160K / month Β· πŸ“¦ 650 Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 650 Β· ⏱️ 02.04.2024): ``` pip install xlwings ``` @@ -3474,6 +3448,22 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xlwings ```
+
csvkit (πŸ₯ˆ34 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT + +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 910 - 2% open Β· ⏱️ 01.05.2024): + + ``` + git clone https://github.com/wireservice/csvkit + ``` +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): + ``` + pip install csvkit + ``` +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 02.05.2024): + ``` + conda install -c conda-forge csvkit + ``` +
smart-open (πŸ₯ˆ34 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT - [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 27.03.2024): @@ -3481,7 +3471,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 23M / month Β· πŸ“¦ 650 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 24M / month Β· πŸ“¦ 650 Β· ⏱️ 26.03.2024): ``` pip install smart-open ``` @@ -3490,7 +3480,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K) - A python wrapper for libmagic. MIT +
python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K Β· πŸ’€) - A python wrapper for libmagic. MIT - [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 270 Β· πŸ“¦ 56K Β· πŸ“‹ 210 - 9% open Β· ⏱️ 09.10.2023): @@ -3506,30 +3496,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT - -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 18.04.2024): - - ``` - git clone https://github.com/wireservice/csvkit - ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 180K / month Β· πŸ“¦ 380 Β· ⏱️ 28.03.2024): - ``` - pip install csvkit - ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 28.03.2024): - ``` - conda install -c conda-forge csvkit - ``` -
gdown (πŸ₯ˆ33 Β· ⭐ 3.9K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 29K Β· πŸ“‹ 160 - 17% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 30K Β· πŸ“‹ 160 - 17% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 500 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 510 Β· ⏱️ 03.02.2024): ``` pip install gdown ``` @@ -3538,14 +3512,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge gdown ```
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pandas-datareader (πŸ₯ˆ33 Β· ⭐ 2.8K) - Extract data from a wide range of Internet sources into a.. BSD-3 +
pandas-datareader (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 - [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 680 Β· πŸ“¦ 24K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 460K / month Β· πŸ“¦ 870 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 470K / month Β· πŸ“¦ 870 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3556,12 +3530,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Intake (πŸ₯ˆ32 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 86 Β· πŸ”€ 140 Β· πŸ“¦ 2.2K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 140 Β· πŸ“¦ 2.3K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 64K / month Β· πŸ“¦ 140 Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 66K / month Β· πŸ“¦ 140 Β· ⏱️ 24.04.2024): ``` pip install intake ``` @@ -3570,14 +3544,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge intake ```
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snorkel (πŸ₯‰31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 +
snorkel (πŸ₯‰29 Β· ⭐ 5.7K Β· πŸ“‰) - A system for quickly generating training data with weak.. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 510 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 14 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 16 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` @@ -3593,16 +3567,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 140K / month Β· πŸ“¦ 130 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 140K / month Β· πŸ“¦ 55 Β· ⏱️ 10.03.2022): ``` pip install textract ``` -- [Conda](https://anaconda.org/conda-forge/textract) (πŸ“₯ 23K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/textract) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge textract ```
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img2dataset (πŸ₯‰27 Β· ⭐ 3.2K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰26 Β· ⭐ 3.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT - [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.7K Β· πŸ“¦ 140 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): @@ -3614,26 +3588,26 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install img2dataset ```
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camelot (πŸ₯‰24 Β· ⭐ 2.6K) - A Python library to extract tabular data from PDFs. MIT +
camelot (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ’€) - A Python library to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 420 Β· πŸ“‹ 380 - 70% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.6K / month Β· πŸ“¦ 10 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.6K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): ``` pip install camelot ```
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rows (πŸ₯‰24 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
rows (πŸ₯‰23 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 - [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 09.03.2024): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.2K / month Β· πŸ“¦ 29 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.5K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): ``` pip install rows ``` @@ -3652,24 +3626,24 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Upgini (πŸ₯‰20 Β· ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 01.05.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6.9K / month Β· ⏱️ 22.04.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6.9K / month Β· ⏱️ 01.05.2024): ``` pip install upgini ```
Squirrel (πŸ₯‰16 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 12 - 16% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 13 - 15% open Β· ⏱️ 15.01.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 660 / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 740 / month Β· ⏱️ 15.01.2024): ``` pip install squirrel-core ``` @@ -3680,11 +3654,11 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 12 hidden projects... -- xmltodict (πŸ₯ˆ35 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯‰31 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- PDFMiner (πŸ₯‰28 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT +- xmltodict (πŸ₯ˆ34 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT +- SDV (πŸ₯ˆ32 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- PDFMiner (πŸ₯‰27 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 270 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 @@ -3701,14 +3675,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡49 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 +
Airflow (πŸ₯‡50 Β· ⭐ 35K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 10K Β· πŸ“‹ 9.1K - 10% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.1K - 10% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 24M / month Β· πŸ“¦ 360 Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 24M / month Β· πŸ“¦ 7.5K Β· ⏱️ 30.04.2024): ``` pip install apache-airflow ``` @@ -3716,19 +3690,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 1B Β· ⭐ 510 Β· ⏱️ 08.04.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 1.1B Β· ⭐ 510 Β· ⏱️ 30.04.2024): ``` docker pull apache/airflow ```
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Celery (πŸ₯‡46 Β· ⭐ 23K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 +
Celery (πŸ₯‡46 Β· ⭐ 24K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 9.8M / month Β· πŸ“¦ 15K Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 10M / month Β· πŸ“¦ 15K Β· ⏱️ 17.04.2024): ``` pip install celery ``` @@ -3739,60 +3713,60 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.5K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.7K - 64% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 6.7M / month Β· πŸ“¦ 190 Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 65K Β· ⏱️ 14.04.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 67K Β· ⏱️ 14.04.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.8K Β· πŸ“‹ 4.7K - 13% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.8K Β· πŸ“‹ 4.9K - 16% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.1M / month Β· πŸ“¦ 160 Β· ⏱️ 18.04.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.1M / month Β· πŸ“¦ 160 Β· ⏱️ 25.04.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 630K Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 630K Β· ⏱️ 26.04.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.2K Β· πŸ“‹ 7.3K - 33% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.3K Β· πŸ“‹ 7.3K - 33% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 830K / month Β· πŸ“¦ 140 Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 840K / month Β· πŸ“¦ 140 Β· ⏱️ 25.04.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 26.04.2024): ``` conda install -c conda-forge dagster ```
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rq (πŸ₯ˆ40 Β· ⭐ 9.5K) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ41 Β· ⭐ 9.5K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.1K - 17% open Β· ⏱️ 20.04.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.5M / month Β· πŸ“¦ 1.8K Β· ⏱️ 09.03.2024): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 01.05.2024): ``` pip install rq ``` @@ -3801,58 +3775,58 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.5K) - Always know what to expect from your data. Apache-2 +
joblib (πŸ₯ˆ40 Β· ⭐ 3.7K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“¦ 430K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 02.05.2024): ``` - git clone https://github.com/great-expectations/great_expectations + git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 19M / month Β· πŸ“¦ 64 Β· ⏱️ 15.04.2024): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 53M / month Β· πŸ“¦ 5.8K Β· ⏱️ 02.05.2024): ``` - pip install great_expectations + pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 770K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 26M Β· ⏱️ 08.04.2024): ``` - conda install -c conda-forge great-expectations + conda install -c conda-forge joblib ```
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joblib (πŸ₯ˆ40 Β· ⭐ 3.7K) - Computing with Python functions. BSD-3 +
Great Expectations (πŸ₯ˆ39 Β· ⭐ 9.5K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“¦ 420K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 02.05.2024): ``` - git clone https://github.com/joblib/joblib + git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 52M / month Β· πŸ“¦ 6.9K Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 19M / month Β· πŸ“¦ 64 Β· ⏱️ 29.04.2024): ``` - pip install joblib + pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 26M Β· ⏱️ 08.04.2024): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 780K Β· ⏱️ 29.04.2024): ``` - conda install -c conda-forge joblib + conda install -c conda-forge great-expectations ```
Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 23.04.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 480K / month Β· πŸ“¦ 76 Β· ⏱️ 22.04.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 500K / month Β· πŸ“¦ 76 Β· ⏱️ 22.04.2024): ``` pip install kedro ```
dbt (πŸ₯ˆ38 Β· ⭐ 8.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.8K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.2K Β· πŸ“¦ 4.8K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 45K / month Β· πŸ“¦ 30 Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 53K / month Β· πŸ“¦ 35 Β· ⏱️ 30.04.2024): ``` pip install dbt ``` @@ -3884,7 +3858,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.6M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.3M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3895,54 +3869,54 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.2K / month Β· πŸ“¦ 54 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.4K / month Β· πŸ“¦ 4 Β· ⏱️ 02.02.2023): ``` pip install hub ```
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zenml (πŸ₯ˆ32 Β· ⭐ 3.7K Β· πŸ“‰) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ32 Β· ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 490 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 500 Β· πŸ“‹ 310 - 21% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 13K / month Β· πŸ“¦ 2 Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 20K / month Β· πŸ“¦ 2 Β· ⏱️ 30.04.2024): ``` pip install zenml ```
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whylogs (πŸ₯ˆ30 Β· ⭐ 2.5K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
arq (πŸ₯ˆ31 Β· ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 34 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 590 Β· πŸ“‹ 220 - 30% open Β· ⏱️ 01.05.2024): ``` - git clone https://github.com/whylabs/whylogs + git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 320K / month Β· πŸ“¦ 6 Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 97K / month Β· πŸ“¦ 29 Β· ⏱️ 01.05.2024): ``` - pip install whylogs + pip install arq + ``` +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.8K Β· ⏱️ 02.05.2024): + ``` + conda install -c conda-forge arq ```
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arq (πŸ₯ˆ30 Β· ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
whylogs (πŸ₯ˆ30 Β· ⭐ 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 150 Β· πŸ“¦ 580 Β· πŸ“‹ 210 - 28% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 33 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 30.04.2024): ``` - git clone https://github.com/samuelcolvin/arq - ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 93K / month Β· πŸ“¦ 21 Β· ⏱️ 01.04.2024): - ``` - pip install arq + git clone https://github.com/whylabs/whylogs ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.8K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 340K / month Β· πŸ“¦ 6 Β· ⏱️ 27.04.2024): ``` - conda install -c conda-forge arq + pip install whylogs ```
huey (πŸ₯‰29 Β· ⭐ 4.9K) - a little task queue for python. MIT @@ -3952,7 +3926,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 99K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 100K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3968,23 +3942,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 8K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 9.2K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 85K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 86K Β· ⏱️ 09.02.2024): ``` conda install -c conda-forge ploomber ```
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mleap (πŸ₯‰29 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
mleap (πŸ₯‰28 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 - [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 180K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 170K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -3995,12 +3969,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 780 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 790 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 180K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 200K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ``` @@ -4012,7 +3986,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.1K / month Β· πŸ“¦ 27 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): ``` pip install streamparse ``` @@ -4024,7 +3998,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.6K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.7K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4036,45 +4010,45 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 6.2K / month Β· πŸ“¦ 10 Β· ⏱️ 25.04.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5.5K / month Β· πŸ“¦ 10 Β· ⏱️ 25.04.2024): ``` pip install tasktiger ```
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dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
dbnd (πŸ₯‰24 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 - [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 240K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): ``` pip install dbnd ```
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Databolt Flow (πŸ₯‰20 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +
BatchFlow (πŸ₯‰20 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 190 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 200 / month Β· ⏱️ 01.08.2023): ``` - pip install d6tflow + pip install batchflow ```
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BatchFlow (πŸ₯‰20 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 220 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 280 / month Β· ⏱️ 20.02.2024): ``` - pip install batchflow + pip install d6tflow ```
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT @@ -4084,14 +4058,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 69 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 75 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
flupy (πŸ₯‰17 Β· ⭐ 190) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 14 Β· πŸ“‹ 14 - 14% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 15 Β· πŸ“‹ 14 - 14% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/olirice/flupy @@ -4109,7 +4083,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰21 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT +- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT @@ -4148,7 +4122,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 290M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 300M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4202,7 +4176,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... - importlib-resources (πŸ₯ˆ32 Β· ⭐ 58) - Backport of the importlib.resources module. Apache-2 -- entrypoints (πŸ₯‰25 Β· ⭐ 72 Β· πŸ’€) - Discover and load entry points from installed packages. MIT +- entrypoints (πŸ₯‰25 Β· ⭐ 73 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4217,7 +4191,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 200M / month Β· πŸ“¦ 19K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 200M / month Β· πŸ“¦ 7.7K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4233,11 +4207,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 76M / month Β· πŸ“¦ 9.2K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 78M / month Β· πŸ“¦ 9.8K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` -- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 14M Β· ⏱️ 08.01.2024): +- [Conda](https://anaconda.org/conda-forge/more-itertools) (πŸ“₯ 15M Β· ⏱️ 08.01.2024): ``` conda install -c conda-forge more-itertools ``` @@ -4249,7 +4223,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 33M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 34M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.01.2024): ``` pip install toolz ``` @@ -4260,7 +4234,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ35 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 29 Β· πŸ“¦ 6.9K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 30 Β· πŸ“¦ 7K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2024): ``` git clone https://github.com/mahmoud/boltons @@ -4269,7 +4243,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.6M Β· ⏱️ 01.04.2024): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.7M Β· ⏱️ 01.04.2024): ``` conda install -c conda-forge boltons ``` @@ -4281,7 +4255,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 50M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 54M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): ``` pip install tenacity ``` @@ -4292,7 +4266,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
returns (πŸ₯‰31 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 540 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 540 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/dry-python/returns @@ -4306,50 +4280,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge returns ```
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natsort (πŸ₯‰30 Β· ⭐ 860) - Simple yet flexible natural sorting in Python. MIT +
funcy (πŸ₯‰30 Β· ⭐ 3.3K) - A fancy and practical functional tools. BSD-3 -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 28K Β· πŸ“‹ 94 - 2% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 11K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 01.05.2024): ``` - git clone https://github.com/SethMMorton/natsort + git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): ``` - pip install natsort + pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.6M Β· ⏱️ 20.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge natsort + conda install -c conda-forge funcy ```
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funcy (πŸ₯‰29 Β· ⭐ 3.3K) - A fancy and practical functional tools. BSD-3 +
natsort (πŸ₯‰30 Β· ⭐ 860) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/Suor/funcy) (πŸ‘¨β€πŸ’» 33 Β· πŸ”€ 140 Β· πŸ“¦ 11K Β· πŸ“‹ 81 - 11% open Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 28K Β· πŸ“‹ 94 - 2% open Β· ⏱️ 04.03.2024): ``` - git clone https://github.com/Suor/funcy + git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.4M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): ``` - pip install funcy + pip install natsort ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/natsort) (πŸ“₯ 1.6M Β· ⏱️ 20.06.2023): ``` - conda install -c conda-forge funcy + conda install -c conda-forge natsort ```
ubelt (πŸ₯‰24 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“₯ 9 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“₯ 9 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 26.04.2024): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 23K / month Β· πŸ“¦ 73 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 28K / month Β· πŸ“¦ 73 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 75K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 78K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ``` @@ -4360,8 +4334,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 - pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 - ratelimit (πŸ₯‰24 Β· ⭐ 710 Β· πŸ’€) - API Rate Limit Decorator. MIT -- CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT +- CommonRegex (πŸ₯‰22 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT

@@ -4369,9 +4343,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡50 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT +
cpython (πŸ₯‡50 Β· ⭐ 60K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/python/cpython @@ -4384,14 +4358,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge typing ``` -- [npm](https://www.npmjs.com/package/@buckpkg/python) (πŸ“¦ 4 Β· ⏱️ 03.08.2017): +- [npm](https://www.npmjs.com/package/@buckpkg/python) (πŸ“¦ 6 Β· ⏱️ 03.08.2017): ``` npm install @buckpkg/python ```
micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.3K Β· πŸ“₯ 77K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.3K Β· πŸ“₯ 77K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/micropython/micropython @@ -4406,7 +4380,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 1K Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed -- cl-python (πŸ₯‰11 Β· ⭐ 360) - An implementation of Python in Common Lisp. ❗Unlicensed +- cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4416,12 +4390,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡42 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 610 Β· πŸ“¦ 710K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 610 Β· πŸ“¦ 720K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 99M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 100M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): ``` pip install pygments ``` @@ -4437,23 +4411,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.7M / month Β· πŸ“¦ 1.7K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.7K Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` -- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 990K Β· ⏱️ 22.02.2024): +- [Conda](https://anaconda.org/conda-forge/cookiecutter) (πŸ“₯ 1M Β· ⏱️ 22.02.2024): ``` conda install -c conda-forge cookiecutter ```
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 10K Β· πŸ“¦ 970K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 30.03.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 10K Β· πŸ“¦ 980K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 30.03.2024): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 110M / month Β· πŸ“¦ 33K Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 120M / month Β· πŸ“¦ 33K Β· ⏱️ 06.03.2024): ``` pip install pyparsing ``` @@ -4464,12 +4438,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pycparser (πŸ₯ˆ38 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 600 Β· πŸ“¦ 800K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 600 Β· πŸ“¦ 800K Β· πŸ“‹ 360 - 9% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 220M / month Β· πŸ“¦ 17K Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 230M / month Β· πŸ“¦ 17K Β· ⏱️ 30.03.2024): ``` pip install pycparser ``` @@ -4485,39 +4459,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 48M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 49M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.4M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.5M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
-
wrapt (πŸ₯ˆ34 Β· ⭐ 2K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): - - ``` - git clone https://github.com/GrahamDumpleton/wrapt - ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 130M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): - ``` - pip install wrapt - ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 15M Β· ⏱️ 09.11.2023): - ``` - conda install -c conda-forge wrapt - ``` -
pluggy (πŸ₯ˆ34 Β· ⭐ 1.2K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 28% open Β· ⏱️ 23.04.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 28% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/pytest-dev/pluggy ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 130M / month Β· πŸ“¦ 11K Β· ⏱️ 20.04.2024): +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 140M / month Β· πŸ“¦ 11K Β· ⏱️ 20.04.2024): ``` pip install pluggy ``` @@ -4533,7 +4491,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 94M / month Β· πŸ“¦ 25K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 98M / month Β· πŸ“¦ 25K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4542,48 +4500,64 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
+
wrapt (πŸ₯ˆ33 Β· ⭐ 2K) - A Python module for decorators, wrappers and monkey patching. BSD-2 + +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): + + ``` + git clone https://github.com/GrahamDumpleton/wrapt + ``` +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 130M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): + ``` + pip install wrapt + ``` +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 15M Β· ⏱️ 09.11.2023): + ``` + conda install -c conda-forge wrapt + ``` +
Copier (πŸ₯ˆ33 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 160 Β· πŸ“¦ 940 Β· πŸ“‹ 460 - 14% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 160 Β· πŸ“¦ 960 Β· πŸ“‹ 460 - 14% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 200K / month Β· πŸ“¦ 68 Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 270K / month Β· πŸ“¦ 68 Β· ⏱️ 04.04.2024): ``` pip install copier ```
-
diagrams (πŸ₯‰32 Β· ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT +
fastcore (πŸ₯ˆ33 Β· ⭐ 900 Β· πŸ“ˆ) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 560 - 66% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 6.3K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 01.05.2024): ``` - git clone https://github.com/mingrammer/diagrams + git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 200K / month Β· πŸ“¦ 43 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.05.2024): ``` - pip install diagrams + pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 180K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 72K Β· ⏱️ 01.05.2024): ``` - conda install -c conda-forge diagrams + conda install -c conda-forge fastcore ```
-
fastcore (πŸ₯‰31 Β· ⭐ 900 Β· πŸ’€) - Python supercharged for the fastai library. Apache-2 +
diagrams (πŸ₯‰32 Β· ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 260 Β· πŸ“¦ 6.2K Β· πŸ“‹ 330 - 9% open Β· ⏱️ 25.06.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 560 - 66% open Β· ⏱️ 13.04.2024): ``` - git clone https://github.com/fastai/fastcore + git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.5M / month Β· πŸ“¦ 330 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 300K / month Β· πŸ“¦ 43 Β· ⏱️ 30.10.2023): ``` - pip install fastcore + pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 72K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 180K Β· ⏱️ 30.10.2023): ``` - conda install -c conda-forge fastcore + conda install -c conda-forge diagrams ```
pyscaffold (πŸ₯‰29 Β· ⭐ 2K Β· πŸ’€) - Python project template generator with batteries included. MIT @@ -4593,7 +4567,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 800K / month Β· πŸ“¦ 62 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 960K / month Β· πŸ“¦ 62 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4609,7 +4583,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 20M / month Β· πŸ“¦ 2.8K Β· ⏱️ 07.04.2024): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 21M / month Β· πŸ“¦ 2.8K Β· ⏱️ 07.04.2024): ``` pip install send2trash ``` @@ -4618,45 +4592,45 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
-
python-mss (πŸ₯‰26 Β· ⭐ 960) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
catalogue (πŸ₯‰26 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 40K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 22.03.2024): ``` - git clone https://github.com/BoboTiG/python-mss + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 820K / month Β· πŸ“¦ 280 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 8.7M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): ``` - pip install mss + pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 45K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge python-mss + conda install -c conda-forge catalogue ```
-
catalogue (πŸ₯‰26 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
python-mss (πŸ₯‰25 Β· ⭐ 960) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 39K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/explosion/catalogue + git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 8.3M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 780K / month Β· πŸ“¦ 210 Β· ⏱️ 20.04.2023): ``` - pip install catalogue + pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge catalogue + conda install -c conda-forge python-mss ```
Show 6 hidden projects... -- keyboard (πŸ₯‰32 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT +- keyboard (πŸ₯ˆ33 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 +- openpyxl (πŸ₯‰26 Β· ⭐ 76 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 -- openpyxl (πŸ₯‰24 Β· ⭐ 76) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - macropy (πŸ₯‰22 Β· ⭐ 3.3K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-05-02_changes.md b/history/2024-05-02_changes.md new file mode 100644 index 0000000..3749773 --- /dev/null +++ b/history/2024-05-02_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- Airflow (πŸ₯‡50 Β· ⭐ 35K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- cachetools (πŸ₯‡36 Β· ⭐ 2.1K Β· πŸ“ˆ) - Extensible memoizing collections and decorators. MIT +- tortoise-orm (πŸ₯ˆ34 Β· ⭐ 4.2K Β· πŸ“ˆ) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +- fastcore (πŸ₯ˆ33 Β· ⭐ 900 Β· πŸ“ˆ) - Python supercharged for the fastai library. Apache-2 +- openpyxl (πŸ₯‰26 Β· ⭐ 76 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- awscli (πŸ₯ˆ43 Β· ⭐ 15K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- pexpect (πŸ₯‡37 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +- pytz (πŸ₯‰33 Β· ⭐ 310 Β· πŸ“‰) - pytz Python historical timezone library and database. MIT +- snorkel (πŸ₯‰29 Β· ⭐ 5.7K Β· πŸ“‰) - A system for quickly generating training data with weak.. Apache-2 +- Phoenix (πŸ₯‰24 Β· ⭐ 2.2K Β· πŸ“‰) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows + diff --git a/history/2024-05-02_projects.csv b/history/2024-05-02_projects.csv new file mode 100644 index 0000000..d4a1cdf --- /dev/null +++ b/history/2024-05-02_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,trending,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-25 16:06:20.000,2024-04-18 15:55:35,481.0,22.0,2248,391.0,258.0,24.0,34.0,15361,2024-04-18 15:55:40.000,2024.04.18,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-04-25 17:45:15.000,2024-04-25 17:45:15,334.0,29.0,162,54.0,198.0,,3.0,2172,2024-04-25 17:45:21.000,2024.04.25,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-04-25 16:50:55.000,2024-04-25 16:50:54,327.0,24.0,43,25.0,189.0,3.0,5.0,912,2024-04-25 16:51:00.000,2024.04.25,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-04-25 17:45:15.000,2024-04-25 17:45:15,334.0,29.0,162,54.0,198.0,,3.0,2172,2024-04-25 17:45:21.000,2024.04.25,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-25 16:06:20.000,2024-04-18 15:55:35,481.0,22.0,2248,391.0,258.0,24.0,34.0,15361,2024-04-18 15:55:40.000,2024.04.18,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2024-04-08 22:44:05.000,2023-01-27 22:41:14,830.0,,6999,1664.0,325.0,13.0,74.0,39441,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-04-25 16:06:20.000,2024-04-18 15:55:35,481.0,22.0,2248,391.0,258.0,24.0,34.0,15361,2024-04-18 15:55:40.000,2024.04.18,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-05-02 13:21:50.000,2024-05-01 22:37:33,34876.0,619.0,17326,1112.0,32131.0,3775.0,22714.0,42004,2024-04-10 19:47:02.000,2.2.2,126.0,3625.0,54,True,1736006.0,1656350.0,pandas,conda-forge/pandas,['pandas'],260780.0,209005312.0,https://pypi.org/project/pandas,2024-04-10 19:44:10.000,79656.0,207830161.0,https://anaconda.org/conda-forge/pandas,2024-04-11 00:45:25.805,50433154.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-05-02 10:01:45.000,2024-05-01 20:04:44,17633.0,666.0,15267,2057.0,10434.0,506.0,5669.0,63720,2024-03-27 20:37:37.000,5.26.1,160.0,1230.0,53,True,642097.0,632575.0,protobuf,conda-forge/protobuf,,43549713.0,195287844.0,https://pypi.org/project/protobuf,2024-04-18 18:43:20.000,6666.0,186525059.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,17543089.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,2856.0,7360407.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-05-02 12:08:52.000,2024-05-02 12:08:52,35750.0,756.0,9314,594.0,13953.0,2114.0,10438.0,26410,2024-02-06 00:32:23.000,1.26.4,158.0,1764.0,51,False,2798084.0,2276550.0,numpy,conda-forge/numpy,,978221.0,266958880.0,https://pypi.org/project/numpy,2024-03-30 16:16:42.000,521534.0,265372117.0,https://anaconda.org/conda-forge/numpy,2024-05-02 04:20:04.520,74003224.0,1.0,,,,,,,,,,,,,,,,,, +10,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-05-02 13:37:24.000,2024-05-02 13:32:20,121918.0,1313.0,28925,1518.0,50430.0,8470.0,60426.0,59698,2020-07-22 03:00:52.000,0.0.6,11.0,2898.0,50,True,612660.0,612649.0,cpython,conda-forge/typing,,,30864.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,5.0,30.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3021804.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,6.0,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-05-02 14:09:12.000,2024-05-02 14:09:11,24275.0,1308.0,13560,753.0,26240.0,935.0,8183.0,35082,2024-04-08 12:11:00.000,2.9.0,191.0,3267.0,50,True,18064.0,10541.0,apache-airflow,conda-forge/airflow,,616912.0,33846511.0,https://pypi.org/project/apache-airflow,2024-04-30 10:27:24.000,7523.0,23800308.0,https://anaconda.org/conda-forge/airflow,2024-04-14 23:26:36.669,1027160.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-04-30 10:56:38.452975,513.0,1091961896.0,1.0,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-05-01 19:17:19.000,2024-05-01 18:05:50,5931.0,196.0,1821,240.0,736.0,206.0,3026.0,8703,2024-05-01 19:17:19.000,1.34.96,1545.0,155.0,49,True,438338.0,427157.0,boto3,conda-forge/boto3,,,1343665568.0,https://pypi.org/project/boto3,2024-05-01 19:17:19.000,11181.0,1343275087.0,https://anaconda.org/conda-forge/boto3,2024-05-01 16:39:40.502,18743110.0,1.0,,,,,,,,,,,,,,,,,, +13,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-05-02 09:54:45.000,2024-05-02 02:43:22,54374.0,139.0,23697,1919.0,50675.0,862.0,31676.0,61195,2024-04-24 06:14:39.000,9.5.1,352.0,6832.0,48,True,34031.0,33579.0,ansible,conda-forge/ansible,,,5379756.0,https://pypi.org/project/ansible,2024-04-30 20:06:58.000,452.0,5358428.0,https://anaconda.org/conda-forge/ansible,2024-04-24 09:17:02.861,1023765.0,1.0,,,,,,,,,,,,,,,,,, +14,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-05-02 11:03:04.000,2024-05-02 11:02:57,11966.0,470.0,1443,131.0,8453.0,43.0,2402.0,6300,2024-02-24 01:16:46.000,42.0.5,128.0,312.0,47,True,681020.0,658625.0,cryptography,conda-forge/cryptography,,,255532497.0,https://pypi.org/project/cryptography,2024-02-24 01:16:46.000,22395.0,254508243.0,https://anaconda.org/conda-forge/cryptography,2024-02-25 09:29:00.614,47115685.0,1.0,,,,,,,,,,,,,,,,,, +15,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-05-02 12:19:31.000,2024-05-01 16:35:11,12523.0,59.0,4574,472.0,3329.0,697.0,4383.0,23546,2024-04-17 20:32:41.000,5.4.0,206.0,1346.0,46,True,147018.0,131856.0,celery,conda-forge/celery,,,10221762.0,https://pypi.org/project/celery,2024-04-17 20:29:39.000,15162.0,10187376.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1616142.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-05-01 15:21:17.000,2024-05-01 15:18:21,2886.0,141.0,1647,114.0,3526.0,375.0,3608.0,18740,2024-04-23 13:38:16.000,2.7.1,139.0,511.0,46,True,406556.0,394151.0,pydantic,conda-forge/pydantic,,,181921312.0,https://pypi.org/project/pydantic,2024-04-23 13:38:16.000,12405.0,181757458.0,https://anaconda.org/conda-forge/pydantic,2024-04-23 20:56:51.805,7537320.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-05-01 04:07:09.000,2024-05-01 04:07:08,2433.0,14.0,1367,183.0,1100.0,127.0,1447.0,15049,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1736318.0,1658870.0,click,conda-forge/click,,330.0,196197038.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,77448.0,195237533.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,34541992.0,1.0,,,,,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-05-01 15:51:46.000,2024-05-01 15:51:29,16947.0,148.0,1329,97.0,783.0,240.0,7529.0,8825,2024-03-23 21:53:32.000,rel_2_0_29,302.0,708.0,45,True,816176.0,767603.0,SQLAlchemy,conda-forge/sqlalchemy,,48003.0,112618623.0,https://pypi.org/project/SQLAlchemy,2024-03-23 21:53:23.000,48573.0,112254169.0,https://anaconda.org/conda-forge/sqlalchemy,2024-03-24 15:04:08.628,14900754.0,1.0,,,,,,,,,,,,,,,,,, +19,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-05-02 14:08:19.000,2024-05-02 14:08:11,42205.0,596.0,4129,261.0,24476.0,4362.0,2382.0,7532,2024-05-02 01:14:48.000,2.56.0,116.0,1628.0,44,True,7056.0,6905.0,apache-beam,conda-forge/apache-beam-with-aws,,,7008188.0,https://pypi.org/project/apache-beam,2024-05-02 01:10:54.000,151.0,7006094.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-04-14 12:55:01.759,67014.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-05-02 09:26:37.955,2024-05-01 18:05:36,10924.0,243.0,1056,68.0,2078.0,138.0,955.0,1416,2024-05-01 19:17:34.000,1.34.96,1943.0,204.0,44,True,323892.0,321333.0,botocore,conda-forge/botocore,,,613325276.0,https://pypi.org/project/botocore,2024-05-01 19:17:34.000,2559.0,612708802.0,https://anaconda.org/conda-forge/botocore,2024-05-02 09:26:37.955,25891921.0,1.0,,,,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-05-01 14:24:50.000,2024-05-01 14:24:50,3887.0,16.0,1664,540.0,1095.0,267.0,1074.0,47158,2024-02-28 14:52:38.000,13.7.1,191.0,238.0,43,True,205153.0,198109.0,rich,conda-forge/rich,,,57015952.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,7044.0,56870815.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6676331.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-05-01 21:39:47.000,2024-05-01 21:39:47,3077.0,16.0,3152,642.0,2490.0,154.0,2252.0,22061,2024-03-26 05:33:40.089,24.3.25,38.0,673.0,43,True,104929.0,104340.0,flatbuffers,conda-forge/flatbuffers,,422349.0,20987142.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,378.0,19429815.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,1025577.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,211.0,1529360.0,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-05-02 12:28:58.000,2024-05-01 18:30:49,11649.0,361.0,1038,191.0,7998.0,2130.0,5042.0,19933,2024-04-26 21:57:47.000,3.114.0,4155.0,267.0,43,True,8901.0,7724.0,pulumi,,,3024634.0,3702021.0,https://pypi.org/project/pulumi,2024-04-29 12:10:24.000,243.0,1011854.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-04-29 12:12:56.572,934.0,2522132.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-05-02 13:21:04.000,2024-05-02 11:42:59,3785.0,86.0,2521,278.0,3982.0,681.0,2125.0,18433,2024-04-19 08:46:54.000,2.19.0,85.0,561.0,43,True,48076.0,47012.0,datasets,conda-forge/datasets,,,9363347.0,https://pypi.org/project/datasets,2024-04-19 08:43:05.000,1064.0,9345515.0,https://anaconda.org/conda-forge/datasets,2024-04-19 14:40:32.600,731146.0,1.0,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-05-01 18:11:09.000,2024-04-29 16:06:19,3659.0,119.0,1871,221.0,1326.0,17.0,695.0,17116,2024-04-29 16:06:54.000,25.0.0,358.0,576.0,43,True,214853.0,211517.0,Faker,conda-forge/faker,,,15104898.0,https://pypi.org/project/Faker,2024-04-29 16:06:45.000,3336.0,15085330.0,https://anaconda.org/conda-forge/faker,2024-04-29 20:42:33.052,919714.0,1.0,,,,,,,,,,,,,,,,,, +26,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-05-02 00:24:02.424,2024-05-01 18:05:54,12074.0,224.0,3949,572.0,3761.0,588.0,4045.0,14897,2024-05-01 19:17:04.000,1.32.96,1950.0,441.0,43,True,612.0,4.0,awscli,conda-forge/awscli,,1686.0,156984981.0,https://pypi.org/project/awscli,2024-05-01 19:17:04.000,608.0,156490116.0,https://anaconda.org/conda-forge/awscli,2024-05-02 00:24:02.424,22762644.0,2.0,,,,,,,,,,,,-1.0,,,,,, +27,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-05-02 13:37:32.000,2024-05-02 00:08:49,16479.0,767.0,1462,159.0,7692.0,794.0,4125.0,14690,2024-04-25 19:46:57.000,2.18.1,275.0,461.0,43,True,4962.0,4797.0,prefect,conda-forge/prefect,,,1094619.0,https://pypi.org/project/prefect,2024-04-25 19:46:57.000,165.0,1081418.0,https://anaconda.org/conda-forge/prefect,2024-04-26 00:58:48.262,633650.0,1.0,,,,,,,,,,,,,,,,,, +28,redis,redis/redis-py,Redis Python client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-05-01 11:49:26.000,2024-03-27 11:13:32,2322.0,21.0,2452,324.0,1564.0,219.0,1472.0,12269,2024-04-23 17:12:04.000,5.0.4,126.0,438.0,43,True,28058.0,,redis,conda-forge/redis-py,,,36832184.0,https://pypi.org/project/redis,2024-04-23 17:12:04.000,28058.0,36806566.0,https://anaconda.org/conda-forge/redis-py,2024-04-23 19:04:20.045,1204092.0,1.0,,,,,,,,,,,,,,,,,, +29,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-04-24 14:42:10.000,2024-04-24 14:39:04,1469.0,47.0,391,65.0,576.0,130.0,574.0,5081,2023-12-31 06:30:30.000,23.2.0,28.0,161.0,43,True,1017249.0,1009524.0,attrs,conda-forge/attrs,,,201250228.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,7725.0,200455945.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,35742756.0,1.0,,,,,,,,,,,,,,,,,, +30,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-05-02 13:37:36.000,2024-05-02 13:37:36,17179.0,662.0,2673,407.0,25824.0,1010.0,8647.0,4278,2024-05-01 02:23:57.000,azure-communication-callautomation_1.2.0,100.0,708.0,43,True,3318.0,2458.0,azure-storage-blob,conda-forge/azure-storage-blob,,,48677241.0,https://pypi.org/project/azure-storage-blob,2024-04-16 20:00:55.000,860.0,48653754.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-03-06 03:28:11.584,1103916.0,1.0,,,,,,,,,,,,,,,,,, +31,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-05-02 14:09:18.000,2024-05-01 22:24:27,18197.0,1137.0,1264,114.0,13010.0,2488.0,4840.0,10265,2024-04-25 20:40:58.000,1.7.3,612.0,429.0,42,True,2420.0,2277.0,dagster,conda-forge/dagster,,,866612.0,https://pypi.org/project/dagster,2024-04-25 20:08:59.000,143.0,843405.0,https://anaconda.org/conda-forge/dagster,2024-04-26 12:40:59.867,1113966.0,1.0,,,,,,,,,,,,,,,,,, +32,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-04-10 09:44:56.000,2024-04-09 20:13:21,3392.0,9.0,1701,193.0,1610.0,437.0,1236.0,6645,2023-12-08 20:47:46.000,7.0.0,88.0,452.0,42,True,128377.0,79663.0,docker,conda-forge/docker-py,,937.0,39946439.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,48714.0,39856841.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4210770.0,2.0,,,,,,,,,,,,,,,,,, +33,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-05-01 21:04:54.000,2024-04-26 20:54:25,37760.0,298.0,1491,301.0,8520.0,83.0,3677.0,4653,2024-04-24 19:13:02.000,google-maps-solar-v0.1.0,100.0,517.0,42,True,2125.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,70033942.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,2125.0,69939027.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4366113.0,1.0,,,,,,,,,,,,,,,,,, +34,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-05-02 12:06:59.000,2024-04-29 11:10:39,6748.0,59.0,609,36.0,875.0,422.0,1401.0,1706,2023-11-21 20:44:20.000,2.17.2,64.0,841.0,42,True,753823.0,715595.0,pygments,conda-forge/pygments,,,102742397.0,https://pypi.org/project/pygments,2023-11-21 20:43:49.000,38228.0,102074468.0,https://anaconda.org/conda-forge/pygments,2023-11-21 23:08:47.737,29388901.0,1.0,,,,,,,,,,,,,,,,,, +35,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-05-01 12:52:41.000,2024-04-24 18:59:42,4740.0,109.0,5051,719.0,4130.0,225.0,7260.0,32416,2024-04-24 20:35:10.000,2.27.0,144.0,538.0,41,True,1748.0,500.0,docker-compose,conda-forge/docker-compose,,92486370.0,3760766.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,1248.0,1902496.0,https://anaconda.org/conda-forge/docker-compose,2024-04-24 23:22:20.247,401552.0,2.0,,,,,,,,,,,,,,,,,, +36,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-05-01 14:15:19.000,2024-04-25 09:10:34,3079.0,34.0,1946,229.0,1172.0,228.0,646.0,21621,2024-02-21 18:02:39.000,2.6.0,42.0,325.0,41,True,28823.0,27169.0,cookiecutter,conda-forge/cookiecutter,,,3873191.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,1654.0,3845488.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,997308.0,1.0,,,,,,,,,,,,,,,,,, +37,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-05-02 11:01:55.000,2024-05-01 17:36:02,12925.0,46.0,3029,599.0,3651.0,792.0,4319.0,16963,2024-01-05 13:53:17.000,2.3.0,49.0,619.0,41,True,12954.0,12648.0,kivy,conda-forge/kivy,,36630.0,170162.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,306.0,162634.0,https://anaconda.org/conda-forge/kivy,2024-04-08 17:34:41.491,346119.0,1.0,,,,,,,,,,,,,,,,,, +38,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-04-26 13:11:41.000,2024-04-26 13:11:26,4601.0,30.0,1363,198.0,477.0,,2402.0,10812,2024-04-17 15:30:49.000,3.17.3,187.0,154.0,41,True,32978.0,29209.0,peewee,conda-forge/peewee,,,2452644.0,https://pypi.org/project/peewee,2024-04-17 15:29:44.000,3769.0,2438566.0,https://anaconda.org/conda-forge/peewee,2024-04-18 01:50:58.475,633521.0,1.0,,,,,,,,,,,,,,,,,, +39,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-05-02 01:20:44.000,2024-05-02 01:20:41,1864.0,52.0,1389,207.0,897.0,207.0,951.0,9526,2024-05-01 07:14:48.000,1.16.2,79.0,312.0,41,True,18543.0,16368.0,rq,conda-forge/rq,,,1453031.0,https://pypi.org/project/rq,2024-05-01 07:13:11.000,2175.0,1450562.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,103737.0,2.0,,,,,,,,,,,,,,,,,, +40,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-04-26 13:13:16.000,2024-02-11 03:17:05,3994.0,5.0,1979,317.0,784.0,1045.0,792.0,8834,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,41,True,107596.0,94455.0,paramiko,conda-forge/paramiko,,,55776723.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,13141.0,55679781.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4459341.0,2.0,,,,,,,,,,,,,,,,,, +41,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-05-01 14:23:55.200,2024-04-30 19:16:15,2672.0,43.0,568,60.0,362.0,31.0,791.0,4440,2024-04-30 19:44:40.000,4.22.0,103.0,111.0,41,True,617069.0,552993.0,jsonschema,conda-forge/jsonschema,,232.0,117590485.0,https://pypi.org/project/jsonschema,2024-04-30 19:44:34.000,64076.0,116951955.0,https://anaconda.org/conda-forge/jsonschema,2024-05-01 14:23:55.200,27456517.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +42,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-05-02 13:10:48.000,2024-04-30 13:19:43,1635.0,42.0,1166,410.0,1447.0,58.0,1029.0,4140,2024-03-27 12:07:08.000,8.13.0,140.0,203.0,41,True,54227.0,48033.0,elasticsearch,conda-forge/elasticsearch,,3837.0,25380709.0,https://pypi.org/project/elasticsearch,2024-03-27 12:07:08.000,6194.0,25359766.0,https://anaconda.org/conda-forge/elasticsearch,2024-04-04 10:25:20.970,1001013.0,1.0,,,,,,,,,,,,,,,,,, +43,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-05-01 15:32:49.000,2024-04-15 14:57:13,4405.0,46.0,514,57.0,928.0,274.0,1236.0,2002,2024-04-10 10:48:28.000,3.11.0,39.0,203.0,41,True,283724.0,268242.0,h5py,conda-forge/h5py,,3292.0,22427551.0,https://pypi.org/project/h5py,2024-04-10 10:48:28.000,15482.0,22099183.0,https://anaconda.org/conda-forge/h5py,2024-04-10 16:41:16.562,15431546.0,1.0,,,,,,,,,,,,,,,,,, +44,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-05-02 14:04:56.000,2024-05-02 14:03:03,9543.0,792.0,1598,148.0,8668.0,1601.0,5763.0,26323,2024-04-28 16:26:26.000,py-0.20.23,356.0,401.0,40,True,574.0,4.0,polars,,,616.0,6909324.0,https://pypi.org/project/polars,2024-04-28 16:24:53.000,570.0,6909277.0,,,,2.0,,,,,,,,,,,,,,,,,, +45,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-05-02 04:37:05.582,2024-05-01 21:08:55,3323.0,33.0,618,80.0,1061.0,169.0,1051.0,6904,2024-05-01 21:10:51.000,3.21.2,175.0,208.0,40,True,136392.0,134203.0,marshmallow,conda-forge/marshmallow,,,46336574.0,https://pypi.org/project/marshmallow,2024-05-01 21:10:51.000,2189.0,46285623.0,https://anaconda.org/conda-forge/marshmallow,2024-05-02 04:37:05.582,2394737.0,2.0,,,,,,,,,,,,,,,,,, +46,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-05-02 13:00:20.000,2024-05-02 13:00:20,1519.0,20.0,401,61.0,737.0,411.0,487.0,3667,2024-05-02 12:15:00.000,1.4.2,112.0,133.0,40,True,433606.0,427825.0,joblib,conda-forge/joblib,,,53930012.0,https://pypi.org/project/joblib,2024-05-02 12:15:00.000,5781.0,53372288.0,https://anaconda.org/conda-forge/joblib,2024-04-08 17:29:28.203,25655322.0,2.0,,,,,,,,,,,,,,,,,, +47,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-05-02 13:53:12.000,2024-05-01 15:34:20,5377.0,109.0,1011,109.0,4030.0,1135.0,3157.0,3415,2024-03-29 17:08:57.000,2024.3.0,91.0,495.0,40,True,28624.0,26292.0,xarray,conda-forge/xarray,,,5550532.0,https://pypi.org/project/xarray,2024-03-29 17:08:57.000,2332.0,5336687.0,https://anaconda.org/conda-forge/xarray,2024-03-29 19:58:29.257,9836906.0,2.0,,,,,,,,,,,,,,,,,, +48,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-03-30 22:50:58.000,2024-03-30 22:50:51,1213.0,38.0,271,26.0,186.0,43.0,297.0,2097,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,1009975.0,977420.0,pyparsing,conda-forge/pyparsing,,10298.0,117144664.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,32555.0,115747523.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,43306705.0,1.0,,,,,,,,,,,,,,,,,, +49,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-04-13 08:53:37.000,2024-02-21 11:36:09,1947.0,45.0,331,37.0,247.0,178.0,212.0,1169,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,340251.0,322826.0,future,conda-forge/future,,,40921304.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,17425.0,40615585.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,13145946.0,1.0,,,,,,,,,,,,,,,,,, +50,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-05-02 13:41:49.000,2024-05-01 02:36:56,2323.0,36.0,326,22.0,913.0,254.0,429.0,900,2024-03-18 19:35:11.000,2024.3.1,79.0,235.0,40,True,115643.0,114583.0,fsspec,conda-forge/fsspec,,,249581624.0,https://pypi.org/project/fsspec,2024-03-18 19:35:11.000,1060.0,249237298.0,https://anaconda.org/conda-forge/fsspec,2024-03-19 00:33:44.664,16527658.0,1.0,,,,,,,,,,,,,,,,,, +51,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-05-01 08:23:58.000,2024-04-05 20:21:26,304.0,12.0,1412,371.0,187.0,148.0,191.0,26338,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,34817.0,32767.0,fire,conda-forge/fire,,,6618643.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2050.0,6596012.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,905244.0,2.0,,,,,,,,,,,,,,,,,, +52,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-04-30 18:36:14.000,2024-04-30 00:07:09,582.0,103.0,616,72.0,353.0,198.0,178.0,14399,2024-04-09 17:13:25.000,0.12.3,42.0,54.0,39,True,89848.0,86485.0,typer,conda-forge/typer,,,24062783.0,https://pypi.org/project/typer,2024-04-09 17:13:25.000,3363.0,24014536.0,https://anaconda.org/conda-forge/typer,2024-04-09 22:54:01.276,2267632.0,2.0,,,,,,,,,,,,,,,,,, +53,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-05-02 14:03:51.000,2024-05-02 13:41:38,12318.0,341.0,1469,82.0,7894.0,193.0,1675.0,9473,2024-04-29 22:11:04.000,1.0.0a3,268.0,427.0,39,True,64.0,,great_expectations,conda-forge/great-expectations,,,19286597.0,https://pypi.org/project/great_expectations,2024-04-29 20:38:53.000,64.0,19270392.0,https://anaconda.org/conda-forge/great-expectations,2024-04-29 22:52:08.778,777872.0,2.0,,,,,,,,,,,,,,,,,, +54,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-04-17 09:01:40.000,2023-09-30 22:03:06,1402.0,,667,134.0,675.0,97.0,399.0,8559,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,108106.0,103208.0,arrow,conda-forge/arrow,,,29157449.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,4898.0,29063187.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4430359.0,1.0,,,,,,,,,,,,,,,,,, +55,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-05-01 21:11:23.000,2024-04-25 17:59:33,1756.0,17.0,3222,139.0,901.0,95.0,1232.0,6442,2024-01-08 22:11:24.000,29.0.0,93.0,195.0,39,True,1536.0,,kubernetes,conda-forge/kubernetes,,,26905908.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1536.0,26895809.0,https://anaconda.org/conda-forge/kubernetes,2024-04-18 06:31:40.432,484764.0,2.0,,,,,,,,,,,,,,,,,, +56,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-04-24 15:32:09.000,2024-03-10 11:56:26,4154.0,16.0,1224,137.0,1122.0,373.0,1345.0,4162,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,39,True,27440.0,23834.0,mongoengine,conda-forge/mongoengine,,,1272267.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,3606.0,1266659.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,241148.0,2.0,,,,,,,,,,,,,,,,,, +57,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-04-13 17:50:17.000,2024-04-13 17:50:17,1659.0,29.0,269,41.0,533.0,17.0,283.0,3429,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,39,True,230057.0,220304.0,more-itertools,conda-forge/more-itertools,,2955.0,78072749.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,9753.0,77763754.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,14521215.0,1.0,,,,,,,,,,,,,,,,,, +58,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-04-26 21:51:50.967,2024-04-26 16:00:35,2169.0,91.0,148,22.0,168.0,65.0,448.0,1199,2024-04-26 16:06:03.000,25.2.0,197.0,122.0,39,True,121577.0,116649.0,keyring,conda-forge/keyring,,,53861637.0,https://pypi.org/project/keyring,2024-04-26 16:05:50.000,4928.0,53762016.0,https://anaconda.org/conda-forge/keyring,2024-04-26 21:51:50.967,4582606.0,2.0,,,,,,,,,,,,,,,,,, +59,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-04-19 20:18:34.100,2024-04-19 13:06:02,1826.0,56.0,281,54.0,1250.0,51.0,603.0,708,2024-04-18 17:26:56.000,3.21.0,163.0,155.0,39,True,29757.0,28553.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,40849821.0,https://pypi.org/project/google-cloud-bigquery,2024-04-18 17:26:56.000,1204.0,40787963.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-04-19 20:18:34.100,2845496.0,2.0,,,,,,,,,,,,,,,,,, +60,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-05-02 07:03:04.000,2024-04-17 10:22:21,7864.0,270.0,1230,336.0,248.0,,469.0,13452,2024-05-02 07:03:04.000,1.10.0,21.0,116.0,38,True,1079.0,1069.0,tink,,,1099.0,397247.0,https://pypi.org/project/tink,2024-05-02 07:03:04.000,8.0,397027.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,207.0,,,,,,,,tink-crypto/tink,,,,, +61,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-04-30 15:07:06.000,2024-04-29 09:50:58,3210.0,83.0,864,104.0,1766.0,281.0,1521.0,9367,2024-04-22 14:50:06.000,0.19.5,52.0,225.0,38,True,2405.0,2329.0,kedro,,,,504286.0,https://pypi.org/project/kedro,2024-04-22 14:50:06.000,76.0,504286.0,,,,2.0,,,,,,,,,,,,,,,,,, +62,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-04-09 18:06:57.000,2024-02-12 08:46:53,2742.0,6.0,736,149.0,758.0,600.0,561.0,8967,2023-12-13 09:51:12.000,3.0.43,127.0,225.0,38,True,1740.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,50036685.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,1740.0,49540252.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,22339497.0,2.0,,,,,,,,,,,,,,,,,, +63,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-05-02 13:49:23.000,2024-05-02 13:38:28,6688.0,157.0,1505,139.0,4497.0,537.0,4624.0,8922,2024-04-18 17:57:59.000,1.7.13,255.0,315.0,38,True,4872.0,4837.0,dbt,conda-forge/dbt,,4203.0,56093.0,https://pypi.org/project/dbt,2024-04-30 19:55:22.000,35.0,53017.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,255894.0,2.0,,,,,,,,,,,,,,dbt,,,, +64,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-04-29 18:12:01.000,2024-03-26 07:02:41,1103.0,1.0,1473,229.0,495.0,14.0,640.0,7557,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,38,True,217181.0,216496.0,PyMySQL,conda-forge/pymysql,,,46571261.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,685.0,46541751.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1357476.0,2.0,,,,,,,,,,,,,,,,,, +65,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-04-29 04:31:49.000,2024-04-29 04:31:22,365.0,4.0,437,34.0,238.0,43.0,236.0,7128,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,779672.0,769121.0,python-dotenv,conda-forge/python-dotenv,,,60236285.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,10551.0,60167651.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3157166.0,1.0,,,,,,,,,,,,,,,,,, +66,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-05-02 11:03:13.000,2024-04-30 19:04:35,5631.0,110.0,1084,240.0,1624.0,3.0,,4052,2024-04-30 17:32:18.000,4.7.1,140.0,212.0,38,True,3897.0,,pymongo,conda-forge/pymongo,,,27918174.0,https://pypi.org/project/pymongo,2024-04-30 15:46:17.000,3897.0,27881656.0,https://anaconda.org/conda-forge/pymongo,2024-03-28 12:16:51.447,1679831.0,2.0,,,,,,,,,,,,,,,,,, +67,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-05-02 10:27:41.000,2024-05-02 09:19:50,2435.0,85.0,666,61.0,1603.0,32.0,1074.0,3804,2024-04-22 18:24:00.000,3.7.3,151.0,149.0,38,True,1622.0,1555.0,awswrangler,conda-forge/awswrangler,['pandas'],235224.0,43692741.0,https://pypi.org/project/awswrangler,2024-04-22 18:15:52.000,67.0,43678395.0,https://anaconda.org/conda-forge/awswrangler,2024-04-22 19:59:53.792,483395.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +68,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-04-15 07:29:26.000,2024-04-06 14:47:44,1377.0,14.0,625,116.0,130.0,11.0,923.0,3495,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,80280.0,76170.0,xlsxwriter,conda-forge/xlsxwriter,,,19126314.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,4110.0,19059560.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3204203.0,1.0,,,,,,,,,,,,,,,,,, +69,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-04-23 08:50:03.000,2024-04-15 12:45:13,557.0,5.0,596,95.0,180.0,32.0,323.0,3129,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,818090.0,800640.0,pycparser,conda-forge/pycparser,,,228248886.0,https://pypi.org/project/pycparser,2024-03-30 13:22:20.000,17450.0,227430932.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,38443865.0,2.0,,,,,,,,,,,,,,,,,, +70,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-04-24 20:13:28.000,2024-04-24 20:13:10,1807.0,16.0,222,20.0,152.0,108.0,949.0,2471,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,218516.0,217113.0,alembic,conda-forge/alembic,,,36739695.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,1403.0,36638500.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4452595.0,2.0,,,,,,,,,,,,,,,,,, +71,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-04-12 17:33:55.000,2023-11-14 16:25:37,322.0,,516,54.0,267.0,277.0,322.0,2431,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1244811.0,1165329.0,pyyaml,conda-forge/pyyaml,,,304551716.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,79482.0,303553527.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,43920330.0,1.0,,,,,,,,,,,,,,,,,, +72,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-04-02 12:12:53.000,2023-12-21 21:58:06,987.0,,237,53.0,161.0,26.0,218.0,1594,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,383007.0,372414.0,greenlet,conda-forge/greenlet,,,96019326.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,10593.0,95816619.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9527272.0,1.0,,,,,,,,,,,,,,,,,, +73,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-04-19 14:02:08.415,2024-04-19 11:11:32,2009.0,7.0,197,27.0,610.0,99.0,200.0,603,2024-04-19 11:11:54.000,5.14.3,53.0,118.0,38,True,446533.0,431694.0,traitlets,conda-forge/traitlets,,339.0,46012524.0,https://pypi.org/project/traitlets,2024-04-19 11:11:46.000,14839.0,45401488.0,https://anaconda.org/conda-forge/traitlets,2024-04-19 14:02:08.415,26884993.0,1.0,,,,,,,,,,,,,,,,,, +74,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-04-30 13:29:02.000,2023-10-22 20:53:42,936.0,,526,226.0,258.0,102.0,259.0,10021,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,127111.0,125102.0,uvloop,conda-forge/uvloop,,433.0,10127240.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,2009.0,10110847.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,704744.0,2.0,,,,,,,,,,,,,,,,,, +75,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-05-02 13:32:35.000,2024-05-02 13:32:35,2906.0,145.0,642,116.0,3125.0,711.0,3425.0,9486,2024-04-15 18:05:28.000,0.29.0,96.0,130.0,37,True,1499.0,1464.0,modin,conda-forge/modin-core,['pandas'],196835.0,1172048.0,https://pypi.org/project/modin,2024-04-15 17:53:02.000,35.0,1160134.0,https://anaconda.org/conda-forge/modin-core,2024-04-16 18:26:24.238,309511.0,2.0,,,,,,,,,,,,,,,,,, +76,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,16.0,686,134.0,395.0,185.0,461.0,6276,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,37,True,152712.0,144402.0,watchdog,conda-forge/watchdog,,,20324197.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,8310.0,20263071.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2872943.0,2.0,,,,,,,,,,,,,,,,,, +77,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-05-02 13:33:44.000,2024-05-01 01:12:13,653.0,30.0,195,34.0,94.0,3.0,381.0,5585,2024-05-01 01:20:38.000,3.10.2,125.0,22.0,37,True,108945.0,86549.0,orjson,conda-forge/orjson,,,23021393.0,https://pypi.org/project/orjson,2024-05-01 01:16:06.000,22396.0,22997042.0,https://anaconda.org/conda-forge/orjson,2024-05-01 12:10:50.407,1168890.0,2.0,,,,,,,,,,,,,,,,,, +78,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-04-17 21:04:38.000,2024-03-08 23:30:02,2179.0,1.0,1359,147.0,978.0,297.0,1196.0,5487,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26634.0,25164.0,kafka-python,conda-forge/kafka-python,,1839.0,12973642.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,1470.0,12968424.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,437056.0,2.0,,,,,,,,,,,,,,,,,, +79,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-04-05 19:03:54.000,2024-04-05 19:03:54,1198.0,11.0,585,135.0,337.0,32.0,227.0,4531,2024-04-04 13:55:31.000,3.6.1,47.0,127.0,37,True,97769.0,96484.0,tablib,conda-forge/tablib,,,1988899.0,https://pypi.org/project/tablib,2024-04-04 13:55:31.000,1285.0,1986558.0,https://anaconda.org/conda-forge/tablib,2024-04-04 15:56:20.202,95985.0,1.0,,,,,,,,,,,,,,,,,, +80,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-04-24 16:54:46.000,2024-01-24 03:22:09,1214.0,,253,82.0,354.0,119.0,142.0,4521,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,153493.0,149883.0,toolz,conda-forge/toolz,,,34165730.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,3610.0,33710917.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,20011788.0,2.0,,,,,,,,,,,,,,,,,, +81,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-05-02 11:58:28.000,2024-05-02 11:58:27,8066.0,726.0,525,82.0,6128.0,239.0,2603.0,4237,2024-04-30 18:01:25.000,9.0.0,90.0,291.0,37,True,1871.0,1393.0,ibis-framework,conda-forge/ibis-framework,,122.0,193878.0,https://pypi.org/project/ibis-framework,2024-04-30 18:01:18.000,478.0,186812.0,https://anaconda.org/conda-forge/ibis-framework,2024-05-01 14:47:52.326,331914.0,2.0,,,,,,,,,,,,,,,,,, +82,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-04-30 15:40:10.000,2024-04-30 15:39:58,1080.0,37.0,797,428.0,458.0,46.0,1262.0,3770,2024-04-30 15:38:52.000,8.13.1,40.0,139.0,37,True,11251.0,10259.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,4366547.0,https://pypi.org/project/elasticsearch-dsl,2024-04-30 15:38:52.000,992.0,4366438.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8469.0,2.0,,,,,,,,,,,,,,,,,, +83,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-04-26 07:21:12.000,2024-02-15 22:26:05,3081.0,1.0,492,72.0,306.0,19.0,1270.0,3214,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,37,False,791438.0,729681.0,psycopg2,psycopg2,,,14660833.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,61737.0,14658087.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,280169.0,2.0,,,,,,,,,,,,,,,20.0,,, +84,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-04-20 11:40:15.000,2024-04-20 11:40:15,2890.0,2.0,472,62.0,216.0,62.0,515.0,2671,2024-01-10 11:31:14.000,3.20.0,49.0,148.0,37,True,96433.0,94721.0,pycryptodomex,conda-forge/pycryptodomex,,450.0,34332199.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1712.0,34296735.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1631226.0,3.0,,,,,,,,,,,,,,,,,, +85,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,471,90.0,309.0,183.0,329.0,2535,2023-11-25 06:56:14.000,4.9.0,20.0,107.0,37,True,392063.0,375718.0,pexpect,conda-forge/pexpect,,4373.0,72603149.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,16345.0,72173118.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,18489895.0,1.0,,,,,,,,,,,,-2.0,,,,,, +86,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-04-23 18:18:25.000,2024-03-01 18:28:13,1590.0,11.0,470,46.0,645.0,369.0,421.0,2253,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,6139.0,,python-dateutil,conda-forge/python-dateutil,,35095.0,352353838.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,6139.0,350704366.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,56071218.0,2.0,,,,,,,,,,,,,,,,,, +87,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-04-02 09:36:07.000,2024-04-02 09:36:02,859.0,17.0,201,60.0,109.0,6.0,365.0,2144,2024-04-02 09:09:24.000,2.10.0,54.0,75.0,37,True,77839.0,74572.0,numexpr,conda-forge/numexpr,,624.0,4310618.0,https://pypi.org/project/numexpr,2024-04-02 09:09:24.000,3267.0,4141157.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,7964346.0,2.0,,,,,,,,,,,,,,,,,, +88,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-04-29 18:07:10.000,2024-04-24 15:32:11,972.0,26.0,127,27.0,342.0,61.0,287.0,1614,2024-02-19 08:36:23.000,4.3.0,51.0,49.0,37,True,285782.0,284964.0,anyio,conda-forge/anyio,,,69656870.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,69379175.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,13329383.0,2.0,,,,,,,,,,,,,,,,,, +89,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-05-01 03:40:54.000,2024-05-01 03:40:46,633.0,39.0,197,26.0,653.0,8.0,129.0,1134,2023-12-15 14:52:41.000,4.1.2,23.0,32.0,37,True,227395.0,219170.0,bcrypt,conda-forge/bcrypt,,,58653021.0,https://pypi.org/project/bcrypt,2023-12-15 14:52:41.000,8225.0,58545975.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4817079.0,3.0,,,,,,,,,,,,,,,,,, +90,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-03-27 00:12:53.000,2024-03-27 00:12:53,531.0,1.0,265,29.0,108.0,111.0,184.0,966,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2256952.0,2120444.0,six,conda-forge/six,,,303217172.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,136508.0,302649942.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,54454102.0,2.0,,,,,,,,,,,,,,,,,, +91,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-04-25 05:39:19.000,2024-04-14 15:04:15,4103.0,3.0,2389,474.0,2297.0,124.0,881.0,17329,2024-01-15 15:33:51.000,3.5.0,81.0,615.0,36,True,2817.0,2395.0,luigi,luigi,,,341331.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,420.0,341186.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14452.0,2.0,,,,,,,stable/luigi,,,,,,,,2.0,,, +92,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,,1932,466.0,554.0,479.0,1312.0,14609,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,196.0,21.0,fabric,conda-forge/fabric,,,7077955.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,175.0,7075722.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,89347.0,3.0,,,,,,,,,,,,,,,,,, +93,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-05-01 02:14:43.000,2024-04-30 06:29:21,404.0,35.0,584,151.0,377.0,229.0,154.0,13034,2024-04-30 06:30:41.000,0.0.18,21.0,72.0,36,True,11809.0,11577.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1206461.0,https://pypi.org/project/sqlmodel,2024-04-30 06:30:41.000,232.0,1205576.0,https://anaconda.org/conda-forge/sqlmodel,2024-04-30 11:39:51.617,29212.0,2.0,,,,,,,,,,,,,,,,,, +94,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-22 11:00:17.000,2023-12-16 21:30:31,835.0,,391,71.0,287.0,226.0,321.0,6066,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,28522.0,27171.0,pendulum,conda-forge/pendulum,,637.0,28617746.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1351.0,28596810.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,962788.0,2.0,,,,,,,,,,,,,,,,,, +95,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-04-30 19:17:48.000,2024-01-12 19:56:59,2744.0,,1245,197.0,1259.0,168.0,1886.0,3443,2023-11-17 18:40:04.000,4.3.0,43.0,230.0,36,True,4580.0,4301.0,netmiko,,,,289613.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,279.0,289613.0,,,,3.0,,,,,,,,,,,,,,,,,, +96,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-04-30 12:53:13.000,2023-12-01 12:49:19,374.0,,238,47.0,146.0,110.0,141.0,3435,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,961750.0,939338.0,colorama,conda-forge/colorama,,,171431480.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,22412.0,171122783.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,29943617.0,2.0,,,,,,,,,,,,,,,,,, +97,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-04-16 21:51:23.000,2024-04-16 21:51:23,517.0,12.0,554,122.0,231.0,59.0,995.0,2847,2024-02-05 17:00:57.000,5.1.0,64.0,59.0,36,False,58727.0,56454.0,pyodbc,conda-forge/pyodbc,,,26174885.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,2273.0,26144592.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1302608.0,2.0,,,,,,,,,,,,,,,,,, +98,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-04-22 12:53:54.000,2024-04-22 12:53:53,2696.0,30.0,481,123.0,570.0,336.0,1520.0,2840,2024-04-02 15:22:06.000,0.31.1,163.0,65.0,36,True,31863.0,31215.0,xlwings,conda-forge/xlwings,,17479.0,168544.0,https://pypi.org/project/xlwings,2024-04-02 15:22:06.000,648.0,152715.0,https://anaconda.org/conda-forge/xlwings,2024-04-03 07:10:36.970,744034.0,2.0,,,,,,,,,,,,,,,,,, +99,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-04-22 19:23:39.000,2024-04-22 19:23:32,1012.0,2.0,168,23.0,164.0,178.0,335.0,2138,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,36,True,159955.0,155740.0,dill,conda-forge/dill,,291732.0,55038485.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,4215.0,54899048.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6445596.0,2.0,,,,,,,,,,,,,,,,,, +100,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-05-01 18:11:35.000,2024-05-01 18:09:33,303.0,15.0,159,27.0,70.0,11.0,233.0,2113,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,36,True,27228.0,,cachetools,conda-forge/cachetools,,,130176479.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,27228.0,129943166.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,11199051.0,1.0,,,,,,,,,,,,2.0,,,,,, +101,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-04-09 14:12:56.546,2024-04-08 22:57:11,1121.0,40.0,216,26.0,173.0,59.0,227.0,1907,2024-04-08 22:59:21.000,7.0.1,78.0,81.0,36,True,11138.0,10233.0,deepdiff,conda-forge/deepdiff,,,10862203.0,https://pypi.org/project/deepdiff,2024-04-08 22:59:21.000,905.0,10853288.0,https://anaconda.org/conda-forge/deepdiff,2024-04-09 14:12:56.546,419034.0,1.0,,,,,,,,,,,,,,,,,, +102,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-04-29 21:44:35.000,2024-04-27 14:04:08,531.0,24.0,271,26.0,125.0,16.0,151.0,1822,2024-04-21 07:57:57.000,2.11.1,47.0,68.0,36,True,75471.0,69707.0,emoji,conda-forge/emoji,,,3463264.0,https://pypi.org/project/emoji,2024-04-21 07:57:57.000,5764.0,3461679.0,https://anaconda.org/conda-forge/emoji,2024-04-21 15:09:41.834,71353.0,1.0,,,,,,,,,,,,,,,,,, +103,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-05-02 07:37:54.000,2024-05-02 00:26:56,1934.0,57.0,251,44.0,1016.0,318.0,414.0,1340,2024-04-05 20:56:35.000,2.17.2,76.0,100.0,36,True,11186.0,3701.0,zarr,conda-forge/zarr,,,653662.0,https://pypi.org/project/zarr,2024-04-05 20:56:35.000,7485.0,588143.0,https://anaconda.org/conda-forge/zarr,2024-04-05 21:28:31.405,3013903.0,2.0,,,,,,,,,,,,,,,,,, +104,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-04-27 20:34:57.000,2024-04-27 20:33:54,1504.0,101.0,166,33.0,186.0,69.0,242.0,1217,2024-04-11 09:05:40.000,3.0.4,42.0,76.0,36,True,2488.0,,jsonpickle,conda-forge/jsonpickle,,,11412353.0,https://pypi.org/project/jsonpickle,2024-04-11 09:05:40.000,2488.0,11366525.0,https://anaconda.org/conda-forge/jsonpickle,2024-04-11 14:48:35.125,1695657.0,2.0,,,,,,,,,,,,,,,,,, +105,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-04-07 10:56:57.000,2024-03-22 15:16:53,1393.0,7.0,318,33.0,335.0,198.0,240.0,1207,2024-03-24 15:17:24.000,0.41.2,215.0,120.0,36,True,31862.0,29664.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6521430.0,https://pypi.org/project/sqlalchemy-utils,2024-03-24 15:17:24.000,2198.0,6509626.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,566598.0,2.0,,,,,,,,,,,,,,,,,, +106,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-04-12 17:25:13.000,2024-04-12 17:25:13,1038.0,12.0,265,19.0,410.0,133.0,328.0,816,2024-03-18 19:43:46.000,2024.3.1,69.0,139.0,36,True,18577.0,17764.0,s3fs,conda-forge/s3fs,,,249670357.0,https://pypi.org/project/s3fs,2024-03-18 19:43:46.000,813.0,249520361.0,https://anaconda.org/conda-forge/s3fs,2024-03-19 13:28:34.302,6749823.0,2.0,,,,,,,,,,,,,,,,,, +107,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-05-02 07:08:47.000,2024-05-01 06:16:33,15855.0,259.0,7315,736.0,6025.0,1783.0,3780.0,18387,2024-02-20 12:36:21.000,1.22.2,18.0,628.0,35,True,14.0,,micropython-_markupbase,,,77110.0,951.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,14.0,,,,,2.0,,,,,,,,,,,,,,,,,, +108,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-05-02 11:57:17.000,2024-05-02 11:57:17,73.0,73.0,1823,230.0,3082.0,724.0,2873.0,13142,2024-04-01 17:47:56.000,5.0.4,185.0,19.0,35,False,11946.0,11577.0,pysimplegui,conda-forge/pysimplegui,,,800973.0,https://pypi.org/project/pysimplegui,2024-04-01 17:47:56.000,369.0,798445.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,144127.0,2.0,,,,,,,,,,,,,,,,,, +109,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-04-30 16:46:51.000,2024-03-02 19:39:49,2435.0,1.0,1223,231.0,482.0,156.0,1023.0,8235,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,35,True,12528.0,10564.0,supervisor,conda-forge/supervisor,,,1776317.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,1964.0,1769413.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,296891.0,2.0,,,,,,,,,,,,,,,,,, +110,docopt,docopt/docopt,This project is no longer maintained. Please see https://github.com/jazzband/docopt-ng.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-04-02 14:04:31.000,2024-04-02 14:04:30,448.0,1.0,567,161.0,112.0,260.0,187.0,7892,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,True,129140.0,116621.0,docopt,conda-forge/docopt,,,11215516.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,12519.0,11194024.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2084803.0,2.0,,,,,,,,,,,,,,,,,, +111,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,3.0,542,134.0,236.0,7.0,467.0,6862,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,35,True,17233.0,14565.0,sh,conda-forge/sh,,,8256222.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,2668.0,8251632.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,197403.0,2.0,,,,,,,,,,,,,,,,,, +112,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-04-28 21:53:43.000,2024-04-28 21:53:40,1562.0,27.0,347,140.0,205.0,70.0,109.0,6421,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7424.0,6975.0,boltons,conda-forge/boltons,,30.0,4146146.0,https://pypi.org/project/boltons,2024-03-31 21:24:05.000,449.0,4046833.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4667756.0,2.0,,,,,,,,,,,,,,,,,, +113,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-04-24 05:29:38.000,2024-04-24 05:29:37,1646.0,19.0,411,87.0,114.0,10.0,172.0,3404,2024-04-19 05:58:58.000,8.13.35,244.0,31.0,35,True,1491.0,,phonenumbers,conda-forge/phonenumbers,,,6450476.0,https://pypi.org/project/phonenumbers,2024-04-19 05:58:58.000,1491.0,6425636.0,https://anaconda.org/conda-forge/phonenumbers,2024-04-19 09:40:01.977,894246.0,1.0,,,,,,,,,,,,,,,,,, +114,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-04-29 08:13:36.172,2024-04-29 06:44:56,1281.0,7.0,181,51.0,329.0,133.0,225.0,2752,2024-04-29 06:09:47.000,1.8.3,29.0,112.0,35,True,6757.0,6271.0,plumbum,conda-forge/plumbum,,,3685578.0,https://pypi.org/project/plumbum,2024-04-29 06:09:47.000,486.0,3659911.0,https://anaconda.org/conda-forge/plumbum,2024-04-29 08:13:36.172,1001030.0,3.0,,,,,,,,,,,,,,,,,, +115,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-04-08 15:27:15.000,2024-04-08 15:27:15,1517.0,3.0,457,134.0,572.0,318.0,379.0,2462,2023-11-17 10:47:56.000,1.2.0,30.0,139.0,35,True,28982.0,27654.0,dateparser,conda-forge/dateparser,,,7064812.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1328.0,7060332.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,210603.0,2.0,,,,,,,,,,,,,,,,,, +116,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,9.0,472,55.0,312.0,10.0,325.0,2411,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,35,True,169735.0,162455.0,mysqlclient,conda-forge/mysqlclient,,5292.0,6470799.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,7280.0,6463130.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,350191.0,2.0,,,,,,,,,,,,,,,,,, +117,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-04-19 15:56:51.000,2024-04-19 15:56:50,1795.0,26.0,208,92.0,272.0,1.0,,2332,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,89509.0,88271.0,motor,conda-forge/motor,,,1689442.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,1238.0,1687899.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,66356.0,2.0,,,,,,,,,,,,,,,,,, +118,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-04-25 20:31:00.000,2023-10-25 20:31:08,725.0,,141,40.0,115.0,24.0,151.0,1983,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,35,True,339657.0,337272.0,pyrsistent,conda-forge/pyrsistent,,,41617101.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,2385.0,41167754.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20669998.0,1.0,,,,,,,,,,,,,,,,,, +119,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-05-02 02:10:29.000,2024-04-24 17:37:47,806.0,80.0,223,59.0,529.0,148.0,637.0,1548,2019-06-19 22:31:20.000,3.7.4,16.0,98.0,35,True,6110.0,,typing,conda-forge/typing,,,8788001.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,6110.0,8757167.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3021763.0,2.0,,,,,,,,,,,,,,,,,, +120,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-04-15 20:41:57.799,2024-04-14 21:26:19,771.0,5.0,124,35.0,220.0,55.0,213.0,1365,2024-04-14 21:26:49.000,3.3.0,127.0,73.0,35,True,54450.0,52171.0,argcomplete,conda-forge/argcomplete,,353.0,28649972.0,https://pypi.org/project/argcomplete,2024-04-14 21:26:49.000,2279.0,28615483.0,https://anaconda.org/conda-forge/argcomplete,2024-04-15 20:41:57.799,1586388.0,2.0,,,,,,,,,,,,,,,,,, +121,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-04-25 05:42:54.000,2024-04-17 03:25:22,1331.0,51.0,189,49.0,211.0,86.0,374.0,1191,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3729.0,3643.0,petl,conda-forge/petl,,,2275751.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,86.0,2270932.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,226527.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +122,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-04-23 17:16:34.000,2024-04-16 03:31:16,792.0,7.0,205,40.0,122.0,149.0,272.0,1145,2020-01-25 14:40:31.000,0.10.9,32.0,41.0,35,True,39536.0,38814.0,py4j,conda-forge/py4j,,,48969927.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,722.0,48911175.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5464021.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +123,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-04-20 02:10:06.000,2024-04-20 02:10:06,425.0,72.0,143,13.0,200.0,1.0,169.0,905,2024-04-19 13:31:58.000,0.28.1,51.0,52.0,35,True,114663.0,112755.0,validators,conda-forge/validators,,27.0,7066911.0,https://pypi.org/project/validators,2024-04-19 13:27:28.000,1908.0,7053653.0,https://anaconda.org/conda-forge/validators,2024-04-19 15:42:23.860,609858.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +124,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-04-29 20:37:42.891,2024-04-27 18:01:52,308.0,17.0,100,16.0,211.0,14.0,96.0,683,2024-04-29 15:59:29.000,3.14.0,69.0,46.0,35,True,432577.0,429531.0,filelock,conda-forge/filelock,,,141091691.0,https://pypi.org/project/filelock,2024-04-29 15:59:29.000,3046.0,140724294.0,https://anaconda.org/conda-forge/filelock,2024-04-29 20:37:42.891,17635059.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,, +125,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-04-15 19:31:54.296,2020-03-21 18:06:04,970.0,,98,33.0,105.0,58.0,68.0,239,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,507398.0,492209.0,pyasn1,conda-forge/pyasn1,,,196912258.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,15189.0,195128026.0,https://anaconda.org/conda-forge/pyasn1,2024-04-15 19:31:54.296,14273856.0,2.0,,,,,,,,,,,,,,,,,, +126,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-04-24 15:45:21.000,2024-04-24 15:45:20,738.0,33.0,42,4.0,42.0,4.0,68.0,51,2024-03-14 21:09:12.000,3.18.1,51.0,26.0,35,False,674520.0,670169.0,zipp,conda-forge/zipp,,,209683836.0,https://pypi.org/project/zipp,2024-03-14 21:09:02.000,4351.0,208835777.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,37314599.0,2.0,,,,,,,,,,,,,,,,,, +127,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-04-28 12:39:23.000,2024-04-28 12:39:23,396.0,1.0,947,212.0,187.0,157.0,297.0,11494,2023-10-01 13:58:38.000,1.2.1,26.0,60.0,34,True,35735.0,34235.0,schedule,conda-forge/schedule,,,2239075.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,1500.0,2237710.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,54637.0,3.0,,,,,,,,,,,,,,,,,, +128,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-04-12 22:23:22.000,2024-04-03 21:42:43,1878.0,5.0,598,122.0,1305.0,275.0,1111.0,8229,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,34,True,22948.0,22937.0,hydra,conda-forge/hydra-core,,,28538.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,11.0,9770.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,957178.0,2.0,,,,,,,,,,,,,,,,,, +129,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-05-01 19:17:44.000,2024-03-14 10:25:38,497.0,14.0,290,47.0,215.0,99.0,153.0,6008,2023-08-14 13:22:49.000,8.2.3,53.0,91.0,34,True,1941.0,,tenacity,conda-forge/tenacity,,,54640825.0,https://pypi.org/project/tenacity,2023-08-14 13:22:49.000,1941.0,54491399.0,https://anaconda.org/conda-forge/tenacity,2023-08-14 15:29:47.766,6425335.0,2.0,,,,,,,,,,,,,,,,,, +130,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-05-02 06:32:22.723,2024-05-01 19:50:55,1967.0,53.0,601,128.0,336.0,27.0,879.0,5821,2024-05-01 19:52:25.000,2.0.0,42.0,108.0,34,True,1670.0,1631.0,csvkit,conda-forge/csvkit,,,175211.0,https://pypi.org/project/csvkit,2024-05-01 19:52:25.000,39.0,172193.0,https://anaconda.org/conda-forge/csvkit,2024-05-02 06:32:22.723,108651.0,2.0,,,,,,,,,,,,,,,,,, +131,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-02-02 09:12:11.000,2023-03-12 19:26:01,221.0,,469,105.0,96.0,87.0,163.0,5383,2022-05-08 07:00:02.000,0.13.0,29.0,49.0,34,False,71526.0,65693.0,xmltodict,conda-forge/xmltodict,,,46127842.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,5833.0,46086346.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3859205.0,2.0,,,,,,,,,,,,,,,,,, +132,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-04-29 11:56:45.000,2024-04-01 18:02:10,916.0,7.0,371,87.0,280.0,26.0,318.0,4250,2023-12-10 22:48:47.000,5.9.0,37.0,88.0,34,True,4598.0,,ujson,conda-forge/ujson,,,11330222.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,4598.0,11230061.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4707596.0,3.0,,,,,,,,,,,,,,,,,, +133,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-05-02 06:03:26.000,2024-04-29 13:37:24,1213.0,20.0,346,43.0,507.0,562.0,513.0,4250,2024-04-26 15:59:33.000,0.20.1,152.0,133.0,34,True,7670.0,7559.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,134341.0,https://pypi.org/project/tortoise-orm,2024-04-26 15:59:33.000,111.0,133842.0,https://anaconda.org/conda-forge/tortoise-orm,2024-04-26 21:09:33.118,17472.0,2.0,,,,,,,,,,,,2.0,,,,,, +134,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-04-29 02:57:47.000,2024-04-16 14:17:42,560.0,6.0,816,72.0,429.0,93.0,440.0,3782,2024-02-14 15:55:57.000,0.20.0,50.0,146.0,34,True,898.0,,prometheus_client,conda-forge/prometheus_client,,,35239434.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,898.0,34905006.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,16052579.0,2.0,,,,,,,,,,,,,,,,,, +135,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-04-10 10:56:30.000,2024-03-01 17:30:12,335.0,5.0,255,51.0,209.0,126.0,200.0,3704,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,22990.0,22867.0,databases,conda-forge/databases,,,520806.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,123.0,516054.0,https://anaconda.org/conda-forge/databases,2024-04-06 18:59:56.305,199610.0,2.0,,,,,,,,,,,,,,,,,, +136,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-05-01 00:52:34.000,2024-04-19 19:36:17,759.0,24.0,286,34.0,533.0,114.0,390.0,3525,2024-03-18 20:33:02.000,3.2.5,87.0,123.0,34,True,8660.0,8333.0,dynaconf,conda-forge/dynaconf,,,3125010.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,327.0,3123298.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,73646.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +137,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,194,34.0,53.0,25.0,166.0,3228,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,2311.0,,sortedcontainers,conda-forge/sortedcontainers,,,52849116.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,2311.0,52717861.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12337984.0,1.0,,,,,,,,,,,,,,,,,, +138,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2024-04-18 05:00:52.000,2023-10-23 15:11:13,1142.0,,238,50.0,267.0,18.0,334.0,3110,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,17085.0,15925.0,cerberus,conda-forge/cerberus,,,4810312.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,1160.0,4797481.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,372109.0,2.0,,,,,,,,,,,,,,,,,, +139,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-04-20 07:18:45.000,2024-03-27 22:47:43,1076.0,52.0,374,49.0,399.0,63.0,327.0,3094,2024-03-26 08:43:19.000,7.0.4,61.0,119.0,34,True,650.0,,smart-open,conda-forge/smart_open,,,24053705.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,650.0,24002099.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2373879.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,, +140,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-04-29 07:35:23.000,2024-04-29 07:32:26,1448.0,10.0,216,45.0,1235.0,66.0,569.0,2756,2023-12-22 12:12:56.000,0.40.0,740.0,74.0,34,True,4285.0,4233.0,docarray,conda-forge/docarray,,,83660.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,52.0,78923.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,132641.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +141,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-04-24 17:46:18.000,2023-10-09 21:18:20,331.0,,273,48.0,111.0,19.0,190.0,2542,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,59873.0,56469.0,python-magic,conda-forge/python-magic,,,8731507.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,3404.0,8725663.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,251319.0,2.0,,,,,,,,,,,,,,,,,, +142,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-04-26 15:15:45.000,2024-04-26 15:15:44,1035.0,3.0,277,36.0,375.0,206.0,260.0,2378,2023-12-02 01:23:36.121,0.0.1,214.0,101.0,34,True,20876.0,20756.0,pypika,conda-forge/pypika,,,2839021.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,120.0,2838603.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,12971.0,2.0,,,,,,,,,,,,,,,,,, +143,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,46.0,88.0,2082,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,34,False,7107.0,,jmespath,conda-forge/jmespath,,,184115599.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,7107.0,183921289.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,18265153.0,3.0,,,,,,,,,,,,,,,,,, +144,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-04-29 17:30:42.000,2024-04-27 13:42:34,10054.0,89.0,925,84.0,1803.0,92.0,124.0,2008,2023-08-10 08:07:04.000,3.8.0,71.0,478.0,34,True,865.0,,apache-libcloud,,,,233276.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,865.0,233276.0,,,,2.0,,,,,,,,,,,,,,,,,, +145,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-04-19 22:46:31.000,2024-04-19 22:46:30,872.0,4.0,222,47.0,295.0,13.0,287.0,1844,2024-03-01 12:34:50.000,1.0.8,24.0,79.0,34,True,2448.0,,msgpack,conda-forge/msgpack-python,,1294.0,70917745.0,https://pypi.org/project/msgpack,2024-03-01 12:34:50.000,2448.0,70554353.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15625151.0,3.0,,,,,,,,,,,,,,,,,, +146,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,331,65.0,124.0,20.0,180.0,1632,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,34,True,144437.0,123409.0,simplejson,conda-forge/simplejson,,6443.0,19475385.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,21028.0,19408250.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3219361.0,3.0,,,,,,,,,,,,,,,,,, +147,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,3.0,148,35.0,78.0,2.0,71.0,1448,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,85295.0,82305.0,python-slugify,conda-forge/python-slugify,,,18020747.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,2990.0,17976934.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,2015402.0,2.0,,,,,,,,,,,,,,,,,, +148,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-05-01 16:17:54.000,2024-05-01 16:17:48,4981.0,143.0,270,61.0,426.0,170.0,562.0,1274,2023-11-27 12:13:28.000,3.9.2,46.0,134.0,34,True,2665.0,,tables,conda-forge/pytables,,187.0,1188109.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,2665.0,1033785.0,https://anaconda.org/conda-forge/pytables,2024-04-11 01:09:49.952,7098843.0,2.0,,,,,,,,,,,,,,,,,, +149,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-05-01 03:42:18.000,2024-04-12 09:18:53,542.0,13.0,85,23.0,317.0,32.0,75.0,1225,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,34,True,21643.0,21345.0,cleo,conda-forge/cleo,,,32970877.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,298.0,32954552.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,702011.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +150,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-04-30 08:21:05.000,2024-04-30 08:21:05,758.0,36.0,121,23.0,316.0,54.0,136.0,1161,2024-04-20 21:34:40.000,1.5.0,23.0,54.0,34,True,10654.0,,pluggy,conda-forge/pluggy,,,135806525.0,https://pypi.org/project/pluggy,2024-04-20 21:34:40.000,10654.0,135213652.0,https://anaconda.org/conda-forge/pluggy,2024-04-21 02:40:17.306,25493579.0,2.0,,,,,,,,,,,,,,,,,, +151,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-04-30 14:10:04.000,2024-04-24 16:07:31,1049.0,60.0,99,22.0,95.0,27.0,89.0,921,2024-04-23 19:54:21.000,7.2.1,51.0,55.0,34,True,22120.0,21055.0,inflect,conda-forge/inflect,,,5678086.0,https://pypi.org/project/inflect,2024-04-23 19:54:08.000,1065.0,5670221.0,https://anaconda.org/conda-forge/inflect,2024-04-23 20:49:31.710,369693.0,2.0,,,,,,,,,,,,,,,,,, +152,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,105,24.0,58.0,13.0,93.0,811,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,587112.0,562593.0,decorator,conda-forge/decorator,,,98334238.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,24519.0,98047052.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,26995545.0,2.0,,,,,,,,,,,,,,,,,, +153,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-05-01 09:06:29.000,2024-04-30 21:09:40,1179.0,11.0,308,32.0,858.0,7.0,544.0,773,2024-04-30 21:21:13.000,7.2.7,114.0,132.0,34,True,11354.0,7317.0,minio,conda-forge/minio,,,2262146.0,https://pypi.org/project/minio,2024-04-30 21:09:34.000,4037.0,2258491.0,https://anaconda.org/conda-forge/minio,2024-05-01 07:15:23.489,164515.0,2.0,,,,,,,,,,,,,,,,,, +154,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-04-23 16:27:54.000,2024-04-02 20:25:22,612.0,8.0,127,20.0,242.0,50.0,36.0,199,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,34,True,287615.0,283211.0,s3transfer,conda-forge/s3transfer,,,334986554.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,4404.0,334562193.0,https://anaconda.org/conda-forge/s3transfer,2024-03-15 10:11:00.171,18247534.0,2.0,,,,,,,,,,,,,,,,,, +155,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-04-24 15:58:40.000,2024-04-13 19:23:34,2808.0,4.0,643,150.0,504.0,276.0,1022.0,12307,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,2954.0,2897.0,dearpygui,,,,42154.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,57.0,42154.0,,,,2.0,,,,,,,,,,,,,,,,,, +156,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-05-02 13:16:46.000,2024-04-29 18:00:42,8886.0,124.0,593,86.0,2348.0,53.0,394.0,7724,2024-04-29 17:58:15.000,3.9.2,154.0,130.0,33,True,2789.0,2785.0,hub,,,,4377.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,4.0,4377.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +157,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-04-24 12:01:52.000,2024-02-11 15:15:42,498.0,13.0,318,22.0,140.0,29.0,135.0,3916,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,33,True,30283.0,29771.0,gdown,conda-forge/gdown,,,1479213.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,512.0,1473479.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,269542.0,2.0,,,,,,,,,,,,,,,,,, +158,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-04-08 18:16:46.000,2023-01-31 21:17:34,775.0,,429,80.0,71.0,396.0,195.0,3692,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,33,False,19164.0,16493.0,keyboard,conda-forge/keyboard,,,526174.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,2671.0,525402.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,27051.0,2.0,,,,,,,,,,,,,,,,,, +159,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-05-02 01:08:57.000,2024-05-01 14:49:35,705.0,78.0,272,20.0,688.0,308.0,456.0,3010,2024-03-11 19:19:58.000,0.18.3,86.0,127.0,33,True,1647.0,1529.0,pandera,conda-forge/pandera-core,['pandas'],,2807520.0,https://pypi.org/project/pandera,2024-04-20 01:25:47.000,118.0,2806680.0,https://anaconda.org/conda-forge/pandera-core,2024-03-12 03:10:31.266,36156.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +160,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-04-27 16:47:34.000,2024-04-27 16:47:34,433.0,3.0,207,57.0,154.0,97.0,79.0,2834,2024-03-26 14:40:35.000,0.7.6,26.0,68.0,33,True,9892.0,8937.0,schema,conda-forge/schema,,,16356285.0,https://pypi.org/project/schema,2024-03-26 14:40:35.000,955.0,16353592.0,https://anaconda.org/conda-forge/schema,2023-06-16 16:16:09.653,156220.0,2.0,,,,,,,,,,,,,,,,,, +161,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-04-12 09:03:53.000,2023-11-10 08:22:03,735.0,,221,45.0,71.0,50.0,142.0,1980,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,33,True,11996.0,,wrapt,conda-forge/wrapt,,,132600274.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,11996.0,132257228.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,14751001.0,2.0,,,,,,,,,,,,,,,,,, +162,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,,213,36.0,261.0,38.0,211.0,1802,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,33,True,17204.0,15779.0,voluptuous,conda-forge/voluptuous,,,2572747.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,1425.0,2564244.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,357126.0,2.0,,,,,,,,,,,,,,,,,, +163,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-05-02 11:35:37.000,2024-05-01 18:17:39,1477.0,84.0,163,20.0,1002.0,69.0,396.0,1678,2024-04-04 16:09:07.000,9.2.0,61.0,75.0,33,True,1025.0,957.0,copier,,,,267246.0,https://pypi.org/project/copier,2024-04-04 16:09:07.000,68.0,267246.0,,,,2.0,,,,,,,,,,,,,,,,,, +164,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-05-02 05:59:34.000,2024-05-01 20:28:24,6046.0,7.0,533,77.0,1124.0,13.0,,1373,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,33,True,7500.0,6786.0,cassandra-driver,conda-forge/cassandra-driver,,,1601555.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,714.0,1597026.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,203805.0,3.0,,,,,,,,,,,,,,,,,, +165,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-04-24 15:51:24.000,2024-04-24 15:51:24,1307.0,55.0,144,38.0,87.0,2.0,136.0,1087,2024-04-09 00:46:13.000,16.14.0,30.0,54.0,33,True,14914.0,14755.0,path,conda-forge/path,,,1403131.0,https://pypi.org/project/path,2024-04-09 00:46:03.000,159.0,1392200.0,https://anaconda.org/conda-forge/path,2024-04-15 23:12:51.805,524733.0,3.0,,,,,,,,,,,,,,,,,, +166,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-05-01 06:11:14.838,2024-05-01 03:00:37,1295.0,22.0,261,19.0,217.0,29.0,306.0,901,2024-05-01 02:30:09.000,1.5.33,145.0,60.0,33,True,9697.0,6256.0,fastcore,conda-forge/fastcore,,,1679561.0,https://pypi.org/project/fastcore,2024-05-01 02:30:09.000,3441.0,1677062.0,https://anaconda.org/conda-forge/fastcore,2024-05-01 06:11:14.838,72485.0,2.0,,,,,,,,,,,,2.0,,,,,, +167,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-05-02 12:01:53.000,2024-04-26 09:04:30,1538.0,18.0,186,98.0,794.0,2.0,240.0,865,2024-04-26 12:44:18.000,4.4.12,136.0,43.0,33,True,9516.0,8994.0,neo4j-driver,conda-forge/neo4j-python-driver,,,136626.0,https://pypi.org/project/neo4j-driver,2024-04-26 12:39:55.000,522.0,132265.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-04-26 13:46:42.453,204977.0,3.0,,,,,,,,,,,,,,,,,, +168,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-04-23 18:37:19.000,2024-04-12 18:48:22,405.0,18.0,118,63.0,420.0,35.0,307.0,421,2024-03-07 17:11:22.000,0.22.0,46.0,50.0,33,True,10251.0,9912.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,12957588.0,https://pypi.org/project/pandas-gbq,2024-03-07 17:11:22.000,339.0,12913689.0,https://anaconda.org/conda-forge/pandas-gbq,2024-03-22 20:48:08.228,1887501.0,3.0,,,,,,,,,,,,,,,,,, +169,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-03-21 04:57:15.000,2023-11-03 12:31:26,810.0,,132,24.0,96.0,53.0,141.0,317,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,116747.0,109638.0,asn1crypto,conda-forge/asn1crypto,,,80226013.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,7109.0,80124121.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8457067.0,3.0,,,,,,,,,,,,,,,,,, +170,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,,84,13.0,36.0,33.0,55.0,312,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,33,True,2006568.0,1922469.0,pytz,conda-forge/pytz,,37.0,177600613.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,84099.0,176358605.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,52163854.0,3.0,,,,,,,,,,,,-2.0,,,,,, +171,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-04-16 12:57:09.000,2024-04-13 12:05:08,534.0,1.0,2243,389.0,480.0,376.0,189.0,34941,2023-10-30 14:16:37.000,0.23.4,45.0,138.0,32,True,1485.0,1442.0,diagrams,conda-forge/diagrams,,,299771.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,43.0,295991.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,181450.0,3.0,,,,,,,,,,,,,,,,,, +172,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 12:46:10.232,2024-03-30 00:01:36,370.0,27.0,570,186.0,90.0,43.0,90.0,7101,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,32,True,1343.0,1161.0,records,conda-forge/records,,,201580.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,182.0,200878.0,https://anaconda.org/conda-forge/records,2024-03-30 12:46:10.232,25306.0,3.0,,,,,,,,,,,,,,,,,, +173,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-05-01 03:57:41.000,2024-05-01 03:57:40,8523.0,465.0,679,83.0,1461.0,156.0,706.0,4104,2024-02-06 06:14:51.000,0.4.2,66.0,260.0,32,True,29.0,3.0,toga,,,2911.0,5035.0,https://pypi.org/project/toga,2024-02-06 06:14:51.000,23.0,4865.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,3.0,17.0,,,,,,,,,,,,, +174,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-05-02 13:59:21.000,2024-04-24 11:28:23,6442.0,177.0,400,40.0,2361.0,65.0,241.0,3676,2024-04-24 13:21:19.000,0.56.4,137.0,91.0,32,True,504.0,502.0,zenml,,,1.0,19967.0,https://pypi.org/project/zenml,2024-04-30 16:05:54.000,2.0,19967.0,,,,2.0,,,,,,,,,,,,,,,,,, +175,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,312,53.0,206.0,209.0,359.0,3601,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3274.0,3147.0,dependency-injector,conda-forge/dependency_injector,,,1102742.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,127.0,1101403.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,42848.0,2.0,,,,,,,,,,,,,,,,,, +176,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-03-15 17:41:17.000,2023-09-25 09:31:59,4024.0,,238,89.0,81.0,316.0,332.0,3521,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4145.0,3982.0,pony,conda-forge/pony,,102.0,163848.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,163.0,161497.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98757.0,3.0,,,,,,,,,,,,,,,,,, +177,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,349,316.0,1630.0,112.0,486.0,3321,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,352.0,335.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,2265820.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,17.0,2260249.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,333315.0,2.0,,,,,,,,,,,,,,,,,, +178,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,678,141.0,454.0,143.0,402.0,2825,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,32,True,24557.0,23691.0,pandas-datareader,conda-forge/pandas-datareader,,,472288.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,866.0,468119.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,354383.0,2.0,,,,,,,,,,,,,,,,,, +179,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,,190,28.0,76.0,4.0,90.0,2679,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,True,131853.0,128399.0,python-decouple,conda-forge/python-decouple,,12.0,3451062.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,3454.0,3450044.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,81442.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +180,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-05-01 22:45:25.000,2024-05-01 15:49:12,1595.0,107.0,281,40.0,753.0,146.0,1025.0,2143,2024-04-19 20:15:49.000,1.12.1,129.0,49.0,32,False,420.0,397.0,sdv,conda-forge/sdv,,,60981.0,https://pypi.org/project/sdv,2024-04-19 20:14:27.000,23.0,60359.0,https://anaconda.org/conda-forge/sdv,2024-04-19 21:58:51.761,18055.0,2.0,,,,,,,,,,,,,,,,,, +181,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,442,96.0,161.0,3.0,,2134,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,225576.0,216912.0,xlrd,conda-forge/xlrd,,,22708109.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,8664.0,22664537.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3747274.0,2.0,,,,,,,,,,,,,,,,,, +182,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,250,50.0,149.0,56.0,85.0,2076,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,32,True,39613.0,6.0,chardet,conda-forge/chardet,,,66035648.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,39603.0,65512254.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,23026245.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,4.0,71.0,,,,,,,,,,,,, +183,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-03-20 18:52:27.000,2024-02-29 16:59:55,1064.0,4.0,96,18.0,586.0,103.0,448.0,1808,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,29790.0,29273.0,omegaconf,conda-forge/omegaconf,,,9585074.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,517.0,9559091.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1351165.0,3.0,,,,,,,,,,,,,,,,,, +184,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2024-04-18 21:45:06.000,2024-04-17 13:14:43,976.0,4.0,516,96.0,404.0,168.0,379.0,1678,2024-04-18 21:45:06.000,5.3.2,55.0,142.0,32,True,1273.0,,influxdb,conda-forge/influxdb,,,2189346.0,https://pypi.org/project/influxdb,2024-04-18 21:45:06.000,1273.0,2186455.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,141683.0,3.0,,,,,,,,,,,,,,,,,, +185,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-04-08 17:09:24.000,2024-04-08 17:09:24,438.0,1.0,164,29.0,283.0,86.0,168.0,1582,2023-10-16 12:58:45.000,3.0.0,39.0,59.0,32,True,3043.0,,cloudpickle,conda-forge/cloudpickle,,27.0,40734070.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,3043.0,40371609.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,16673227.0,3.0,,,,,,,,,,,,,,,,,, +186,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-04-30 00:08:14.000,2024-01-14 23:04:32,1101.0,,217,47.0,181.0,58.0,337.0,1485,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2555.0,2456.0,pygsheets,,,,1766804.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,99.0,1766804.0,,,,3.0,,,,,,,,,,,,,,,,,, +187,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-04-16 11:44:43.589,2024-04-12 00:47:41,2339.0,72.0,434,,,,,1334,2023-06-21 16:43:02.350,0.27.1,75.0,228.0,32,True,475.0,,holidays,conda-forge/holidays,,,7200135.0,https://pypi.org/project/holidays,2024-04-15 16:48:54.000,475.0,7117084.0,https://anaconda.org/conda-forge/holidays,2024-04-16 11:44:43.589,3820360.0,3.0,,,,,,,,,,,,,,,,,, +188,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,183,30.0,95.0,61.0,141.0,1186,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7338.0,6995.0,sshtunnel,conda-forge/sshtunnel,,,12434739.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,343.0,12433168.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,144582.0,3.0,,,,,,,,,,,,,,,,,, +189,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1028,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,298306.0,282973.0,appdirs,conda-forge/appdirs,,,30566914.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,15333.0,30461907.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10290761.0,3.0,,,,,,,,,,,,,,,,,, +190,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-04-18 23:44:51.000,2024-04-18 23:44:51,1275.0,2.0,104,32.0,210.0,49.0,194.0,1006,2024-02-25 01:29:56.000,1.3.8,40.0,30.0,32,True,49042.0,47355.0,Bottleneck,conda-forge/bottleneck,,,1060189.0,https://pypi.org/project/Bottleneck,2024-02-25 01:29:56.000,1687.0,966813.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,4015172.0,2.0,,,,,,,,,,,,,,,,,, +191,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-04-29 14:44:30.000,2024-04-29 14:44:29,2181.0,56.0,138,42.0,434.0,104.0,264.0,982,2024-04-24 15:26:55.000,2.0.5,35.0,88.0,32,True,2400.0,2264.0,intake,conda-forge/intake,,,77965.0,https://pypi.org/project/intake,2024-04-24 15:26:55.000,136.0,65829.0,https://anaconda.org/conda-forge/intake,2024-04-24 22:56:59.849,570393.0,2.0,,,,,,,,,,,,,,,,,, +192,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-04-29 23:38:58.000,2024-04-19 23:37:00,1357.0,20.0,95,20.0,826.0,16.0,133.0,390,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,32,True,3494.0,,multidict,conda-forge/multidict,,6523.0,106285533.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,3494.0,106000868.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,12237629.0,2.0,,,,,,,,,,,,,,,,,, +193,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-04-12 03:05:39.000,2024-02-14 20:05:06,355.0,1.0,55,13.0,72.0,13.0,39.0,375,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,32,True,553227.0,539569.0,wcwidth,conda-forge/wcwidth,,,66256782.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,13658.0,65734383.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,24552764.0,3.0,,,,,,,,,,,,,,,,,, +194,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-04-29 19:47:30.000,2024-04-24 15:42:34,948.0,75.0,41,12.0,63.0,1.0,244.0,58,2024-03-21 13:42:43.000,6.4.0,73.0,44.0,32,False,1887.0,,importlib-resources,conda-forge/importlib_resources,,,81954896.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,1887.0,81542915.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,19775100.0,2.0,,,,,,,,,,,,,,,,,, +195,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-04-05 06:36:49.000,2023-07-21 10:40:58,3636.0,,590,143.0,970.0,530.0,775.0,8172,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,31,True,1035.0,734.0,vaex,conda-forge/vaex,,280.0,24356.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,301.0,22350.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,182429.0,3.0,,,,,,,,,,,,,,,,,, +196,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,512,107.0,160.0,19.0,292.0,6525,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,31,True,14042.0,13079.0,tinydb,conda-forge/tinydb,,,557657.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,963.0,553541.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,391107.0,3.0,,,,,,,,,,,,,,,,,, +197,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-05-02 08:06:02.000,2023-03-04 17:45:05,299.0,,565,134.0,195.0,187.0,347.0,6180,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7376.0,7290.0,eel,,,,68428.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,68428.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,, +198,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2024-04-14 12:28:56.000,2023-09-20 06:18:21,1023.0,,515,94.0,188.0,22.0,432.0,5375,2022-09-02 09:48:52.000,0.9.0,47.0,76.0,31,True,3594.0,3426.0,transitions,conda-forge/transitions,,,660600.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,168.0,649868.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,633213.0,1.0,,,,,,,,,,,,,,,,,, +199,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-04-29 14:41:37.000,2024-04-29 14:41:36,1798.0,45.0,105,44.0,1418.0,66.0,354.0,3290,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,604.0,545.0,returns,conda-forge/returns,,,152104.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,151856.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,8949.0,3.0,,,,,,,,,,,,,,,,,, +200,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3180,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9243.0,9230.0,blaze,conda-forge/blaze,,,45166.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,13.0,42663.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202797.0,3.0,,,,,,,,,,,,,,,,,, +201,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2612,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1451.0,1448.0,mrjob,conda-forge/mrjob,,,119260.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,3.0,113571.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,523400.0,2.0,,,,,,,,,,,,,,,,,, +202,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,1.0,145,36.0,66.0,49.0,66.0,2541,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,31,True,144784.0,142447.0,aiofiles,conda-forge/aiofiles,,,15407922.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2337.0,15383776.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1038317.0,3.0,,,,,,,,,,,,,,,,,, +203,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-04-09 21:09:59.000,2024-04-09 21:09:59,837.0,2.0,429,40.0,640.0,277.0,372.0,2377,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,31,True,1836.0,1673.0,pynamodb,conda-forge/pynamodb,,,2098048.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,163.0,2084945.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,589654.0,3.0,,,,,,,,,,,,,,,,,, +204,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-26 19:24:41.000,2024-03-26 19:24:40,237.0,4.0,283,48.0,77.0,50.0,115.0,2352,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,31,True,1267.0,1197.0,datasketch,,,25.0,3309464.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,70.0,3309464.0,,,,3.0,,,,,,,,,,,,,,,,,, +205,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-05-02 10:28:47.704,2024-05-01 20:17:58,392.0,16.0,156,35.0,238.0,66.0,150.0,1933,2024-05-01 22:00:25.000,0.26.0,61.0,61.0,31,True,619.0,590.0,arq,conda-forge/arq,,,96848.0,https://pypi.org/project/arq,2024-05-01 22:00:25.000,29.0,96582.0,https://anaconda.org/conda-forge/arq,2024-05-02 10:28:47.704,9843.0,2.0,,,,,,,,,,,,,,,,,, +206,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-04-29 18:12:34.000,2024-04-29 18:12:02,698.0,33.0,63,16.0,249.0,1.0,59.0,1405,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,25354.0,24812.0,bidict,conda-forge/bidict,,52.0,2339972.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,542.0,2331279.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,399911.0,2.0,,,,,,,,,,,,,,,,,, +207,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,125,24.0,72.0,26.0,162.0,901,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,31,True,19317.0,18959.0,anytree,conda-forge/anytree,,,1508259.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,358.0,1507466.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,38870.0,2.0,,,,,,,,,,,,,,,,,, +208,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2023-10-18 13:21:57.000,2023-08-17 00:33:24,1178.0,,362,75.0,22.0,32.0,620.0,878,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8589.0,8227.0,cx-Oracle,conda-forge/cx_oracle,,,3982843.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3970750.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,556301.0,3.0,,,,,,,,,,,,,,,,,, +209,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-05-02 08:43:05.000,2024-05-02 08:41:08,887.0,12.0,68,19.0,491.0,160.0,293.0,398,2024-03-22 08:44:21.000,2.1.0,94.0,36.0,31,True,11013.0,10859.0,param,conda-forge/param,,,580017.0,https://pypi.org/project/param,2024-05-02 08:43:05.000,154.0,543924.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1552020.0,3.0,,,,,,,,,,,,,,,,,, +210,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,60,7.0,76.0,2.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,166693.0,162739.0,tzlocal,conda-forge/tzlocal,,,48556301.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,3954.0,48476593.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2630377.0,3.0,,,,,,,,,,,,,,,,,, +211,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-05-02 02:21:13.000,2024-04-15 17:53:42,808.0,15.0,51,50.0,734.0,43.0,189.0,64,2024-04-15 17:56:33.000,2.23.1,78.0,70.0,31,False,3575.0,3556.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,6830080.0,https://pypi.org/project/google-cloud-bigtable,2024-04-15 17:56:33.000,19.0,6827288.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2024-04-16 08:52:17.559,108892.0,3.0,,,,,,,,,,,,,,,,,, +212,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,34.0,263.0,4721,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4414.0,3829.0,dataset,conda-forge/dataset,,,115134.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,585.0,114913.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8403.0,3.0,,,,,,,,,,,,,,,,,, +213,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-05-01 10:07:23.000,2024-05-01 10:07:23,995.0,3.0,141,71.0,75.0,9.0,72.0,3273,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,11463.0,10809.0,funcy,conda-forge/funcy,,,1468449.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,654.0,1463641.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,423149.0,3.0,,,,,,,,,,,,,,,,,, +214,pyinfra,Fizzadar/pyinfra,pyinfra automates infrastructure using Python. Its fast and scales from one server to thousands. Great for ad-hoc..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-04-30 22:32:29.000,2024-04-13 11:15:55,3970.0,21.0,340,39.0,351.0,154.0,558.0,3167,2024-02-25 20:40:20.000,2.9.2,214.0,107.0,30,True,125.0,109.0,pyinfra,,,,33356.0,https://pypi.org/project/pyinfra,2024-02-25 20:40:01.000,16.0,33356.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +215,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,239.0,2570,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1753.0,1611.0,schematics,conda-forge/schematics,,,310850.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,142.0,310399.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26201.0,3.0,,,,,,,,,,,,,,,,,, +216,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-05-01 17:25:41.000,2024-04-30 06:08:56,867.0,37.0,116,32.0,1092.0,10.0,413.0,2553,2024-04-26 20:52:19.000,1.3.31,330.0,32.0,30,True,257.0,251.0,whylogs,,,33.0,344684.0,https://pypi.org/project/whylogs,2024-04-27 01:01:46.000,6.0,344683.0,,,,2.0,,,,,,,,,,,,,,,,,, +217,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2024-04-15 23:37:20.000,2022-10-18 10:59:07,785.0,,180,42.0,219.0,108.0,274.0,1949,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,637.0,,fs,conda-forge/fs,,,2778881.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,637.0,2769775.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,728556.0,3.0,,,,,,,,,,,,,,,,,, +218,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,30,False,2140.0,,humanize,conda-forge/humanize,,,8037285.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,2140.0,8025773.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,541086.0,3.0,,,,,,,,,,,,,,,,,, +219,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-04-12 02:31:53.000,2024-01-12 09:43:33,550.0,,81,23.0,236.0,37.0,99.0,1418,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,12557.0,12139.0,questionary,conda-forge/questionary,,,1729126.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,418.0,1727379.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,71634.0,3.0,,,,,,,,,,,,,,,,,, +220,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-05-01 18:40:10.000,2024-05-01 18:40:08,662.0,29.0,141,22.0,565.0,38.0,256.0,1026,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2308.0,2169.0,aiocache,,,16.0,599444.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,139.0,599444.0,,,,2.0,,,,,,,,,,,,,,,,,, +221,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-04-19 14:57:14.000,2024-04-19 14:55:47,202.0,15.0,147,26.0,48.0,11.0,85.0,1020,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,30,True,479.0,,email-validator,conda-forge/email-validator,,,12830158.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,12826586.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,164338.0,3.0,,,,,,,,,,,,,,,,,, +222,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,889,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,30,True,2859.0,2729.0,pyahocorasick,conda-forge/pyahocorasick,,33.0,871047.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,130.0,866031.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,215607.0,3.0,,,,,,,,,,,,,,,,,, +223,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,4.0,49,16.0,76.0,2.0,92.0,858,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,29745.0,28370.0,natsort,conda-forge/natsort,,,4943528.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1375.0,4905857.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1582223.0,3.0,,,,,,,,,,,,,,,,,, +224,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-04-28 18:52:03.000,2020-10-21 17:48:31,219.0,,77,16.0,283.0,46.0,25.0,683,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,48010.0,45851.0,cached-property,conda-forge/cached-property,,,15684241.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,2159.0,15569436.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,9873263.0,2.0,,,,,,,,,,,,,,,,,, +225,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-04-29 22:55:39.000,2024-04-29 22:55:39,581.0,12.0,358,36.0,315.0,27.0,126.0,659,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,30,True,4682.0,3399.0,pysolr,conda-forge/pysolr,,,320445.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,1283.0,320063.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,33248.0,3.0,,,,,,,,,,,,,,,,,, +226,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,,106,11.0,116.0,22.0,107.0,472,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,30,True,7264.0,,rsa,conda-forge/rsa,,,192390857.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,7264.0,192244661.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13742437.0,3.0,,,,,,,,,,,,,,,,,, +227,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-04-14 05:21:06.000,2024-02-05 23:03:25,958.0,4.0,4562,630.0,758.0,203.0,100.0,23579,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,109.0,105.0,algorithms,conda-forge/algorithms,,,1612.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,4.0,1556.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2088.0,3.0,,,,,,,,,,,,,,,,,, +228,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,282.0,300.0,164.0,464.0,20377,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,997.0,905.0,gooey,conda-forge/gooey,,621.0,7309.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,92.0,6030.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,76120.0,3.0,,,,,,,,,,,,,,,,,, +229,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6675,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1907.0,1877.0,faust,,,,16601.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,30.0,16601.0,,,,3.0,,,,,,,,,,,,,,,,,, +230,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-02-28 03:09:24.835,2024-02-27 23:05:17,2693.0,2.0,856,168.0,745.0,18.0,962.0,5714,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,29,True,524.0,508.0,snorkel,conda-forge/snorkel,,1088.0,30291.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,16.0,29008.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,48314.0,3.0,,,,,,,,,,,,-2.0,,,,,, +231,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-04-04 14:35:18.000,2024-04-04 14:33:23,992.0,1.0,380,85.0,176.0,,614.0,4898,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,29,True,1640.0,1457.0,huey,conda-forge/huey,,,103921.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,183.0,103458.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33800.0,3.0,,,,,,,,,,,,,,,,,, +232,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2024-04-24 11:43:14.000,2024-04-24 11:42:17,1136.0,2.0,242,63.0,89.0,23.0,274.0,3530,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1108.0,986.0,asciimatics,conda-forge/asciimatics,,,22076.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,122.0,18599.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,149530.0,3.0,,,,,,,,,,,,,,,,,, +233,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-04-09 07:56:15.000,2024-02-20 18:10:39,3054.0,6.0,225,29.0,297.0,99.0,763.0,3379,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,136.0,129.0,ploomber,conda-forge/ploomber,,,11688.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,7.0,9227.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,86144.0,3.0,,,,,,,,,,,,,,,,,, +234,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-04-08 16:35:28.000,2024-04-08 16:35:28,1185.0,8.0,590,173.0,470.0,96.0,477.0,3036,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,29,False,277.0,243.0,arctic,conda-forge/arctic,,217.0,4848.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,34.0,3527.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31674.0,3.0,,,,,,,,,,,,,,,,,, +235,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,126,57.0,73.0,15.0,64.0,2433,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9786.0,9419.0,addict,conda-forge/addict,,21.0,3073301.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,367.0,3068643.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,437886.0,2.0,,,,,,,,,,,,,,,,,, +236,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-04-29 17:07:24.000,2023-06-20 15:54:36,2284.0,,177,38.0,374.0,38.0,264.0,2012,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,62.0,,pyscaffold,conda-forge/pyscaffold,,,961979.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,62.0,957516.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,183003.0,3.0,,,,,,,,,,,,,,,,,, +237,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-05-01 12:32:46.000,2024-04-01 20:46:50,868.0,21.0,48,12.0,297.0,10.0,93.0,1410,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1684.0,1642.0,python-benedict,conda-forge/python-benedict,,,610468.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,606781.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,154880.0,2.0,,,,,,,,,,,,,,,,,, +238,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-04-18 09:51:40.000,2024-04-06 09:33:31,1765.0,24.0,85,15.0,459.0,122.0,256.0,1272,2024-03-22 17:02:55.000,1.5.0,255.0,43.0,29,True,364.0,353.0,piccolo,,,,18432.0,https://pypi.org/project/piccolo,2024-03-22 17:02:55.000,11.0,18432.0,,,,3.0,,,,,,,,,,,,,,,,,, +239,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,31.0,74.0,29.0,70.0,1121,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5356.0,5147.0,sqlitedict,conda-forge/sqlitedict,,,554876.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,209.0,552450.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,106775.0,2.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +240,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,323,52.0,211.0,32.0,269.0,1094,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2162.0,1941.0,redis-py-cluster,,,4193.0,1851862.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,221.0,1851825.0,,,,3.0,,,,,,,,,,,,,,,,,, +241,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-04-22 22:10:01.000,2023-07-23 14:40:17,372.0,,117,18.0,95.0,71.0,127.0,702,2023-07-23 16:18:40.000,1.7,28.0,53.0,29,True,17494.0,15984.0,configargparse,conda-forge/configargparse,,,4452946.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,1510.0,4431828.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,823604.0,3.0,,,,,,,,,,,,,,,,,, +242,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,69,23.0,49.0,6.0,90.0,526,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,29,True,17559.0,15367.0,scandir,conda-forge/scandir,,,3104434.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,2192.0,3072195.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1386296.0,3.0,,,,,,,,,,,,,,,,,, +243,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-04-12 06:44:35.747,2024-04-11 20:27:23,825.0,7.0,141,24.0,109.0,74.0,61.0,514,2024-04-11 20:53:40.000,1.13.0,62.0,91.0,29,True,6644.0,5286.0,beaker,conda-forge/beaker,,,264024.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,1358.0,259674.0,https://anaconda.org/conda-forge/beaker,2024-04-12 06:44:35.747,73955.0,3.0,,,,,,,,,,,,,,,,,, +244,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-04-29 13:35:39.000,2024-04-29 13:29:10,739.0,12.0,46,11.0,92.0,15.0,100.0,492,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5606.0,5321.0,python-rapidjson,conda-forge/python-rapidjson,,,1732407.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,285.0,1694605.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1625519.0,3.0,,,,,,,,,,,,,,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,54,9.0,46.0,24.0,21.0,141,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,64976.0,62606.0,isodate,conda-forge/isodate,,,102144199.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,2370.0,102094797.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4841401.0,3.0,,,,,,,,,,,,,,,,,, +246,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417,94.0,110.0,38.0,127.0,2783,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7736.0,7576.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,207753.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,160.0,206096.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,69633.0,3.0,,,,,,,,,,,,,,,,,, +247,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2643,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2445.0,2400.0,gino,,,,26468.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,26468.0,,,,3.0,,,,,,,,,,,,,,,,,, +248,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,484,97.0,185.0,259.0,506.0,1875,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,224.0,188.0,mongo-connector,,,,3427.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,36.0,3427.0,,,,3.0,,,,,,,,,,,,,,,,,, +249,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,,60,22.0,110.0,113.0,78.0,1828,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,28,True,1634.0,1504.0,glom,conda-forge/glom,,,2015541.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,130.0,2014820.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,32471.0,3.0,,,,,,,,,,,,,,,,,, +250,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,169.0,1338.0,1790,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,29.0,,datatable,conda-forge/datatable,,2355.0,50147.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,29.0,49521.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,24489.0,3.0,,,,,,,,,,,,,,,,,, +251,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,316,69.0,401.0,110.0,367.0,1494,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,28,True,250.0,225.0,mleap,conda-forge/mleap,,,168784.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,25.0,167120.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,79883.0,3.0,,,,,,,,,,,,,,,,,, +252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,134,33.0,80.0,34.0,54.0,1427,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,11262.0,9746.0,blessings,conda-forge/blessings,,,959703.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,1516.0,953553.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,289082.0,3.0,,,,,,,,,,,,,,,,,, +253,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,28.0,41.0,88.0,73.0,1412,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2768.0,2484.0,strictyaml,conda-forge/strictyaml,,,2260241.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,284.0,2257236.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,219397.0,3.0,,,,,,,,,,,,,,,,,, +254,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2024-04-07 08:26:45.000,2017-02-01 15:40:30,127.0,,175,49.0,35.0,59.0,25.0,1302,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2942.0,2877.0,pandasql,conda-forge/pandasql,['pandas'],,1540741.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,65.0,1527354.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,468575.0,3.0,,,,,,,,,,,,,,,,,, +255,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-04-16 12:19:15.000,2023-07-01 09:55:10,181.0,,84,25.0,53.0,8.0,40.0,756,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,28,True,887.0,,munch,conda-forge/munch,,,2451312.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,887.0,2123719.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3931117.0,3.0,,,,,,,,,,,,,,,,,, +256,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,105,28.0,126.0,66.0,96.0,690,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,11651.0,10413.0,parsedatetime,conda-forge/parsedatetime,,,6718175.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,1238.0,6716086.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,192225.0,3.0,,,,,,,,,,,,,,,,,, +257,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71,22.0,73.0,8.0,106.0,484,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,28,True,771.0,732.0,hickle,conda-forge/hickle,,,62699.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,39.0,54432.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24802.0,3.0,,,,,,,,,,,,,,,,,, +258,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2024-04-30 10:50:33.000,2022-09-21 15:09:58,824.0,,64,16.0,184.0,45.0,157.0,442,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,28,False,19806.0,19797.0,umongo,conda-forge/umongo,,,63740.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,9.0,63540.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6411.0,3.0,,,,,,,,,,,,,,,,,, +259,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-04-11 11:08:54.000,2024-04-11 11:08:54,309.0,1.0,31,9.0,79.0,3.0,26.0,413,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,43587.0,43288.0,srsly,conda-forge/srsly,,,8687747.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,299.0,8656971.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1446492.0,3.0,,,,,,,,,,,,,,,,,, +260,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-04-08 14:18:48.556,2024-04-06 23:53:45,171.0,6.0,41,8.0,32.0,29.0,31.0,258,2024-04-07 00:01:07.000,1.8.3,19.0,17.0,28,True,2829.0,,send2trash,conda-forge/send2trash,,,20936250.0,https://pypi.org/project/send2trash,2024-04-07 00:01:07.000,2829.0,20546486.0,https://anaconda.org/conda-forge/send2trash,2024-04-08 14:18:48.556,13641748.0,3.0,,,,,,,,,,,,,,,,,, +261,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,21.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1988.0,1333.0,tabulator,conda-forge/tabulator-py,,,151757.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,655.0,151094.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,55094.0,3.0,,,,,,,,,,,,,,,,,, +262,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,9.0,35.0,203,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,15669.0,15237.0,ordered-set,conda-forge/ordered-set,,,14512589.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,432.0,14507436.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,499936.0,3.0,,,,,,,,,,,,,,,,,, +263,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1189,221.0,90.0,243.0,43.0,5214,,,41.0,28.0,27,False,178.0,20.0,pdfminer,conda-forge/pdfminer,,,214184.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,158.0,213784.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,37235.0,3.0,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-04-15 14:04:11.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,270.0,125.0,130.0,3784,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,55.0,,textract,conda-forge/textract,,,144480.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,55.0,144225.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,23502.0,3.0,,,,,,,,,,,,,,,,,, +265,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-04-27 09:49:41.000,2024-02-16 08:07:34,193.0,1.0,201,26.0,55.0,91.0,132.0,3497,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,58.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,523357.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,58.0,520757.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,91023.0,3.0,,,,,,,,,,,,,,,,,, +266,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-01-30 18:18:25.561,,,,897,,,281.0,,3450,2023-10-25 18:32:01.000,2.3.0,31.0,104.0,27,True,10061.0,9566.0,confluent-kafka,conda-forge/python-confluent-kafka,,,12797213.0,https://pypi.org/project/confluent-kafka,2023-10-25 18:32:01.000,495.0,12777319.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-01-30 18:18:25.561,855450.0,3.0,,,,,,,,,,,,,,,,,, +267,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,1.0,101,30.0,84.0,19.0,128.0,2467,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1349.0,1303.0,swifter,conda-forge/swifter,['pandas'],,603085.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,46.0,596111.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,327817.0,3.0,,,,,,,,,,,,,,,,,, +268,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-05-01 20:00:34.000,2024-03-13 17:37:14,539.0,2.0,134,49.0,66.0,14.0,124.0,2336,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,813.0,786.0,pyfunctional,,,,195407.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,195407.0,,,,3.0,,,,,,,,,,,,,,,,,, +269,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,1.0,117,22.0,112.0,50.0,42.0,1993,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,27,True,8480.0,8383.0,gin-config,conda-forge/gin-config,,,342631.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,97.0,342119.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24594.0,3.0,,,,,,,,,,,,,,,,,, +270,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,158,29.0,48.0,51.0,14.0,1903,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,2319.0,,retrying,conda-forge/retrying,,,12138349.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,2319.0,12120389.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1652332.0,3.0,,,,,,,,,,,,,,,,,, +271,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-04-29 10:51:20.000,2024-04-28 15:06:12,886.0,38.0,69,17.0,517.0,205.0,186.0,1614,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,27,True,16.0,,prisma,,,,72511.0,https://pypi.org/project/prisma,2024-03-24 22:09:46.000,16.0,72511.0,,,,3.0,,,,,,,,,,,,,,,,,, +272,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-04-30 12:34:26.000,2024-04-30 06:28:18,197.0,22.0,45,15.0,143.0,13.0,4.0,1442,2024-04-30 06:25:58.000,0.0.7,10.0,15.0,27,True,3749.0,3663.0,asyncer,conda-forge/asyncer,,,174744.0,https://pypi.org/project/asyncer,2024-04-30 06:25:58.000,86.0,174470.0,https://anaconda.org/conda-forge/asyncer,2024-04-30 11:44:15.290,7672.0,3.0,,,,,,,,,,,,,,,,,, +273,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,145,44.0,53.0,20.0,19.0,1226,2024-03-19 17:59:19.000,6.0.1,108.0,27.0,27,False,359.0,,singer-python,,,,649312.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,359.0,649312.0,,,,3.0,,,,,,,,,,,,,,,,,, +274,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-04-29 04:15:00.000,2024-04-29 04:14:59,754.0,30.0,43,22.0,593.0,9.0,33.0,782,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,123.0,,janus,conda-forge/janus,,,845700.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,123.0,845387.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,18475.0,3.0,,,,,,,,,,,,,,,,,, +275,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,885.0,850.0,happybase,conda-forge/happybase,,,53848.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,35.0,52153.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,161070.0,3.0,,,,,,,,,,,,,,,,,, +276,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,55,12.0,49.0,9.0,116.0,582,,,8.0,12.0,27,False,64631.0,62219.0,dataclasses,conda-forge/dataclasses,,,14751971.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,2412.0,14588667.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11757896.0,3.0,,,,,,,,,,,,,,,,,, +277,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-05-02 13:21:35.000,2024-05-02 10:59:32,323.0,48.0,59,9.0,132.0,21.0,59.0,514,2024-02-26 22:15:41.000,3.0.0,58.0,20.0,27,True,487.0,456.0,cachier,,,17.0,86208.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,86208.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +278,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,477,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,7415.0,5029.0,pylibmc,conda-forge/pylibmc,,603.0,297935.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,2386.0,292766.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,221069.0,3.0,,,,,,,,,,,,,,,,,, +279,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-05-02 03:33:03.000,2024-04-17 22:21:43,7315.0,162.0,33,10.0,292.0,42.0,583.0,405,2024-04-14 21:25:56.000,2.6.0,204.0,23.0,27,True,23.0,21.0,static-frame,conda-forge/static-frame,,,11497.0,https://pypi.org/project/static-frame,2024-04-14 21:25:56.000,2.0,4702.0,https://anaconda.org/conda-forge/static-frame,2024-04-15 01:02:18.461,326192.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +280,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,73,18.0,88.0,71.0,96.0,310,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,False,38607.0,35186.0,configobj,conda-forge/configobj,,580.0,3155565.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,3421.0,3144224.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,793630.0,3.0,,,,,,,,,,,,,,,,,, +281,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,232,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,47724.0,39717.0,futures,conda-forge/futures,,,6614686.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,8007.0,6601019.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1271093.0,3.0,,,,,,,,,,,,,,,,,, +282,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2552.0,2259.0,cloudant,conda-forge/cloudant,,,254421.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,293.0,253204.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,112047.0,3.0,,,,,,,,,,,,,,,,,, +283,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,64089.0,59754.0,pathlib2,conda-forge/pathlib2,,,8770839.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,4335.0,8706562.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2699658.0,3.0,,,,,,,,,,,,,,,,,, +284,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,27,False,79727.0,76999.0,contextlib2,conda-forge/contextlib2,,,24528712.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,2728.0,24516282.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1230586.0,3.0,,,,,,,,,,,,,,,,,, +285,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,148.0,299.0,119.0,176.0,6177,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,120.0,116.0,powerline-shell,,,,1851.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1851.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-04-29 17:59:21.000,2024-02-22 00:19:37,309.0,1.0,300,30.0,173.0,106.0,141.0,3265,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,26,True,146.0,144.0,img2dataset,,,1691.0,39295.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,39244.0,,,,3.0,,,,,,,,,,,,,,,,,, +287,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,,260,138.0,291.0,92.0,365.0,3214,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,159.0,137.0,flexx,conda-forge/flexx,,,2097.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,22.0,984.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,104650.0,3.0,,,,,,,,,,,,,,,,,, +288,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-04-09 14:34:03.000,2022-08-23 07:13:04,536.0,,147,41.0,129.0,29.0,203.0,1182,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,272.0,238.0,parallel-ssh,,,377.0,180610.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,34.0,180607.0,,,,3.0,,,,,,,,,,,,,,,,,, +289,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-04-29 04:53:43.000,2024-04-26 23:27:23,559.0,25.0,92,19.0,289.0,89.0,88.0,976,2024-04-26 23:29:17.000,1.0.2,21.0,19.0,26,True,3253.0,3245.0,odmantic,,,,26285.0,https://pypi.org/project/odmantic,2024-04-26 23:29:17.000,8.0,26285.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,955,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2034.0,1991.0,bcolz,conda-forge/bcolz,,,8811.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,43.0,4828.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,346545.0,3.0,,,,,,,,,,,,,,,,,, +291,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,5.0,52,9.0,31.0,9.0,78.0,629,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,26,True,1340.0,1314.0,pysimdjson,conda-forge/pysimdjson,,,961570.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,959485.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,89658.0,3.0,,,,,,,,,,,,,,,,,, +292,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,490,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4665.0,4578.0,pyscreenshot,,,,109230.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,87.0,109230.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,68,19.0,45.0,20.0,18.0,211,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,26,True,13135.0,,ptyprocess,conda-forge/ptyprocess,,,73050260.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,13135.0,72871730.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,17317459.0,3.0,,,,,,,,,,,,,,,,,, +294,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,21,7.0,61.0,4.0,7.0,170,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,True,39608.0,39515.0,catalogue,conda-forge/catalogue,,,8776200.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,93.0,8748684.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1265776.0,3.0,,,,,,,,,,,,,,,,,, +295,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,156,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,26,True,1079.0,1070.0,filedepot,,,,11541.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,9.0,11541.0,,,,3.0,,,,,,,,,,,,,,,,,, +296,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2024-04-29 16:36:18.225,,,,0,,,313.0,1843.0,76,2024-04-26 19:15:07.000,3.1.2,105.0,,26,False,8987.0,,openpyxl,openpyxl,,,82159868.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,8957.0,82157655.0,https://anaconda.org/anaconda/openpyxl,2024-04-29 16:36:18.225,224543.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1228.0,2.0,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +297,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2024-04-28 16:39:13.000,2023-08-26 14:44:06,51.0,,104,35.0,102.0,22.0,140.0,2357,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,377.0,,python-box,conda-forge/python-box,,39.0,2821962.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,377.0,2810278.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,537498.0,3.0,,,,,,,,,,,,,,,,,, +298,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,143,58.0,248.0,95.0,109.0,1572,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,25,False,202.0,169.0,bonobo,,,,19397.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,33.0,19397.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +299,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-04-24 13:41:08.000,2024-04-24 13:41:08,2743.0,8.0,134,50.0,308.0,45.0,197.0,1513,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,25,False,314.0,231.0,enaml,conda-forge/enaml,,778.0,6732.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,83.0,3200.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,165610.0,3.0,,,,,,,,,,,,,,,,,, +300,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2024-04-29 13:25:56.000,2024-04-21 15:56:01,1072.0,1.0,221,103.0,176.0,71.0,264.0,1490,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,True,66.0,64.0,streamparse,,,,2357.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,2.0,2357.0,,,,3.0,,,,,,,,,,,,,pystorm/streamparse,,,,, +301,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-04-15 14:09:18.000,2023-05-19 04:32:00,6411.0,,229,38.0,1052.0,9.0,209.0,1446,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,9664.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,9664.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-04-29 10:22:22.000,2024-04-25 13:57:51,347.0,20.0,81,44.0,270.0,43.0,41.0,1379,2024-04-25 12:57:01.000,0.19.3,38.0,30.0,25,True,39.0,29.0,tasktiger,,,,5509.0,https://pypi.org/project/tasktiger,2024-04-25 12:56:28.000,10.0,5509.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,44.0,231.0,104.0,64.0,1250,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,306.0,304.0,fabtools,,,,1194.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,2.0,1194.0,,,,3.0,,,,,,,,,,,,,,,,,, +304,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,21.0,70.0,9.0,37.0,1096,2023-08-14 23:38:46.000,0.20,20.0,16.0,25,True,6753.0,6628.0,immutables,conda-forge/immutables,,,1323121.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,1302639.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,983153.0,3.0,,,,,,,,,,,,,,,,,, +305,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,100.0,960,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,25,True,210.0,,mss,conda-forge/python-mss,,,779767.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,210.0,778785.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,46186.0,3.0,,,,,,,,,,,,,,,,,, +306,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,31,11.0,51.0,21.0,35.0,334,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,407.0,,typing_inspect,conda-forge/typing_inspect,,,28727615.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,407.0,28698120.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1799203.0,3.0,,,,,,,,,,,,,,,,,, +307,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,26,7.0,24.0,4.0,21.0,73,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,25,False,8042.0,,entrypoints,conda-forge/entrypoints,,,17899515.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,8042.0,17702564.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,19104267.0,3.0,,,,,,,,,,,,,,,,,, +308,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,170,85.0,81.0,22.0,82.0,3933,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,72.0,68.0,storm,,,,3620.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,4.0,3620.0,,,,3.0,,,,,,,,,,,,,,,,,, +309,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-04-10 15:21:22.000,2024-03-21 21:56:11,5672.0,8.0,510,103.0,960.0,632.0,977.0,2204,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,24,False,9.0,,wx,conda-forge/wxpython,,4145.0,18876.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,9.0,,https://anaconda.org/conda-forge/wxpython,2024-04-08 15:40:25.181,809298.0,3.0,,,,,,,,,,,,-2.0,,,,,, +310,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,97,40.0,42.0,25.0,47.0,1528,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,131.0,120.0,pypeln,conda-forge/pypeln,,,297286.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,296959.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,15052.0,3.0,,,,,,,,,,,,,,,,,, +311,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1347,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,193.0,179.0,pinject,conda-forge/pinject,,,73004.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,14.0,72841.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5230.0,3.0,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1088,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2380.0,2319.0,pluginbase,conda-forge/pluginbase,,,649855.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,61.0,645832.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,305765.0,3.0,,,,,,,,,,,,,,,,,, +313,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,147,10.0,22.0,29.0,19.0,714,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,24,False,3657.0,3400.0,ratelimit,conda-forge/ratelimit,,,6707834.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,257.0,6707460.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,14965.0,3.0,,,,,,,,,,,,,,,,,, +314,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-04-26 00:12:53.000,2024-04-26 00:12:53,1450.0,17.0,42,17.0,138.0,2.0,13.0,711,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,73.0,,ubelt,conda-forge/ubelt,,9.0,30838.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,73.0,28410.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,77725.0,3.0,,,,,,,,,,,,,,,,,, +315,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-04-11 10:35:27.000,2024-04-11 10:35:08,9954.0,5.0,43,14.0,10.0,6.0,8.0,493,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,24,True,21.0,,pandas-summary,,['pandas'],,94661.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,21.0,94661.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,312.0,299.0,messytables,,,,11934.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,13.0,11934.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-04-18 18:20:23.000,2024-04-18 18:19:48,968.0,23.0,25,18.0,183.0,7.0,18.0,365,2024-04-18 18:20:23.000,17.5.6,266.0,19.0,24,True,407.0,368.0,aiomisc,,,,18664.0,https://pypi.org/project/aiomisc,2024-04-18 18:20:23.000,39.0,18664.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,136,53.0,60.0,,90.0,313,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,216.0,205.0,pyhdb,,,108.0,327081.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,11.0,327080.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,57,21.0,14.0,16.0,24.0,267,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,957.0,870.0,deepdish,conda-forge/deepdish,,,20817.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,87.0,19766.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,94667.0,3.0,,,,,,,,,,,,,,,,,, +320,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-03-15 09:19:58.000,2024-03-04 07:50:54,3522.0,8.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,560.0,78.0,24,True,61.0,36.0,dbnd,,,,249867.0,https://pypi.org/project/dbnd,2024-03-15 09:19:58.000,25.0,249867.0,,,,3.0,,,,,,,,,,,,,,,,,, +321,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-05-01 12:05:49.000,2024-05-01 12:05:42,378.0,5.0,32,7.0,144.0,3.0,84.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,24,True,1253.0,1208.0,everett,conda-forge/everett,,,183801.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,45.0,182403.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,60138.0,3.0,,,,,,,,,,,,,,,,,, +322,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,51.0,42.0,95,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,6095.0,4756.0,clint,conda-forge/clint,,118.0,134557.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,1339.0,133961.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,57310.0,3.0,,,,,,,,,,,,,kennethreitz/clint,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10553,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,60.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,60.0,,,,2.0,,,,,,,,,,,,,,,,,, +324,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-04-27 20:21:06.000,2023-10-02 06:28:26,631.0,,424,42.0,184.0,266.0,110.0,2661,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,23,True,6.0,,camelot,,,,6604.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,6.0,6604.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135,64.0,76.0,167.0,149.0,860,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,173.0,167.0,rows,,,38.0,1495.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,6.0,1495.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,214.0,206.0,pysparkling,conda-forge/pysparkling,,,12330.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,8.0,12207.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4678.0,3.0,,,,,,,,,,,,,,,,,, +327,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,29,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2945.0,2749.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,153663.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,196.0,153310.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,27959.0,3.0,,,,,,,,,,,,,,,,,, +328,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3507,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,456.0,422.0,pampy,,,,39162.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,39162.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,98.0,31.0,18.0,58.0,3262,,,4.0,19.0,22,False,614.0,584.0,macropy3,,,,358.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,358.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2692,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,5.0,5.0,dpark,,['spark'],,88.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,,88.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2488,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,False,,,,,,24000.0,666.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +332,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1828,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,191.0,179.0,bashplotlib,,,,5015.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,12.0,5015.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1565,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,187.0,181.0,commonregex,,,,94747.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,6.0,94747.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,14.0,32.0,31.0,42.0,874,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,False,1847.0,1773.0,pickledb,,,,25855.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,74.0,25855.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,869,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,True,243.0,224.0,unsync,conda-forge/unsync,,,59826.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,59556.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12695.0,3.0,,,,,,,,,,,,,,,,,, +336,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,6.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,9685.0,9626.0,unipath,,,,52346.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,59.0,52346.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,,29,8.0,54.0,14.0,11.0,298,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,22,True,467.0,409.0,rtoml,,,,352353.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,58.0,352353.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,170,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,314.0,301.0,aioprometheus,,,,171410.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,13.0,171410.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-04-08 17:47:48.000,2024-03-29 20:59:55,630.0,2.0,18,11.0,35.0,18.0,15.0,162,2023-05-30 20:50:42.000,0.9.0,6.0,48.0,22,True,348.0,304.0,docopt-ng,,,,173686.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,44.0,173686.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,131,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2397.0,2325.0,coolname,conda-forge/coolname,,,575782.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,72.0,573605.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,89284.0,3.0,,,,,,,,,,,,,,,,,, +341,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,,21,5.0,12.0,5.0,15.0,104,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2428.0,2338.0,stopit,conda-forge/stopit,,,488029.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,90.0,476628.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,866523.0,3.0,,,,,,,,,,,,,,,,,, +342,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-05-01 12:18:51.000,2024-04-25 16:36:53,1885.0,83.0,5,3.0,876.0,17.0,50.0,52,2024-04-05 10:54:51.000,4.7.5,70.0,8.0,22,False,75.0,67.0,click-extra,,,247.0,5724.0,https://pypi.org/project/click-extra,2024-04-05 10:54:34.000,8.0,5717.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-03-21 21:04:06.386,2024-03-19 18:38:23,86.0,1.0,146,34.0,13.0,11.0,179.0,3289,2024-03-19 18:41:16.000,2.1.22,67.0,1.0,21,False,221.0,221.0,ptext-joris-schellekens,conda-forge/borb,,,1529.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-03-21 21:04:06.386,50469.0,3.0,,,,,,,,,,,,,,,,,, +344,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,111,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,21,False,28.0,,db.py,,,,945.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,28.0,945.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,767,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,21,True,340.0,309.0,dirty-equals,conda-forge/dirty-equals,,,129193.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,127502.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,43968.0,3.0,,,,,,,,,,,,,,,,,, +346,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,482,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,21,False,4574.0,3386.0,awesome-slugify,conda-forge/awesome-slugify,,,44340.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,1188.0,43615.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,70350.0,3.0,,,,,,,,,,,,,,,,,, +347,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,48.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,720.0,636.0,pymodm,conda-forge/pymodm,,,15690.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,84.0,15586.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5335.0,3.0,,,,,,,,,,,,,,,,,, +348,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,25.0,13.0,300,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,438.0,419.0,price-parser,,,,96447.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,19.0,96447.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,288,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,184.0,175.0,datatest,,,,23552.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,9.0,23552.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,210,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,923.0,919.0,gsheetsdb,,,,68069.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,68069.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,23.0,760.0,12,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,21,False,143.0,,py2neo,conda-forge/py2neo,,,44370.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,143.0,43586.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,65101.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,146,67.0,4.0,1.0,41.0,2210,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,58.0,48.0,pypattyrn,,,,1580.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,10.0,1580.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,216,38.0,56.0,86.0,40.0,1468,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,11982.0,1818.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1640.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,32.0,32.0,mrq,,,,293.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,,293.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,716,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,68.0,61.0,pdpipe,conda-forge/pdpipe,['pandas'],,2850.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,7.0,2133.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,30127.0,3.0,,,,,,,,,,,,,,,,,, +356,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,22,10.0,32.0,22.0,21.0,663,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,72.0,69.0,pugsql,,,,6351.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6351.0,,,,3.0,,,,,,,,,,,,,,,,,, +357,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,571,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,120.0,111.0,pypyr,conda-forge/pypyr,,,3472.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,9.0,2947.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,14715.0,3.0,,,,,,,,,,,,,,,,,, +358,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-05-01 20:05:13.000,2024-05-01 20:04:28,729.0,36.0,24,5.0,280.0,6.0,,290,2024-05-01 20:05:13.000,1.1.279,693.0,12.0,20,True,6.0,6.0,upgini,,,,6905.0,https://pypi.org/project/upgini,2024-05-01 20:05:13.000,,6905.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-04-12 02:05:58.000,2024-01-18 11:58:13,5466.0,,44,14.0,632.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,20,True,9.0,9.0,batchflow,,,,197.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,197.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,159.0,142.0,78.0,27.0,1986,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +361,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-04-21 01:30:00.000,2024-04-20 22:12:25,3088.0,94.0,142,27.0,258.0,32.0,401.0,1485,,,,51.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +362,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,952,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,19,True,28.0,28.0,d6tflow,,,,276.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,276.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,73.0,70.0,valideer,conda-forge/valideer,,,6728.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,3.0,6507.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21511.0,3.0,,,,,,,,,,,,,,,,,, +364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,136.0,133.0,queries,,,,3247.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,3.0,3247.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,6.0,5.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1203.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,1.0,247.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,66966.0,3.0,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,181,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,False,85.0,81.0,typical,conda-forge/typical,,,2629.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,4.0,1612.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,36613.0,3.0,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1607,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,1.0,,riko,,,,754.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,1.0,754.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,,58,35.0,46.0,14.0,58.0,1110,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,197.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,197.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,311.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,311.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,, +370,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-05-02 09:10:50.000,2024-04-30 10:06:43,660.0,25.0,31,5.0,108.0,7.0,19.0,651,2024-02-23 12:24:30.000,1.11.0,66.0,8.0,18,True,2.0,,pipeless-ai,,,928.0,225.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,122.0,,,,1.0,,,,,,,,,,,,,,,,,, +371,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2024-04-11 23:06:48.000,2023-12-23 16:55:35,407.0,,12,10.0,42.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,18,True,6.0,,validr,,,,450.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,450.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2053,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,75.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,75.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1360,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,10.0,10.0,wssh,,,,46.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,,46.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,997,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,433,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,372.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,372.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-04-27 16:58:06.000,2024-02-27 14:32:58,208.0,2.0,15,8.0,20.0,2.0,12.0,188,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,223848.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,223848.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,18.0,28.0,42.0,30.0,859,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,,1344.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1344.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,36.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,36.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,623,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,253.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,253.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-04-26 18:27:20.000,2024-01-15 11:48:36,125.0,,8,16.0,181.0,2.0,11.0,279,2024-01-15 11:55:58.000,0.19.8,110.0,18.0,16,True,3.0,2.0,squirrel-core,squirrel-core,,,739.0,https://pypi.org/project/squirrel-core,2024-01-15 11:55:58.000,,739.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +381,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,16,False,44.0,39.0,cleverdict,,,,1087.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,1087.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,53.0,28.0,3.0,2.0,1195,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,54.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,54.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,258.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,258.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-05-02 09:26:05.000,2024-04-30 17:54:33,1009.0,62.0,21,2.0,875.0,8.0,18.0,270,2024-04-30 16:46:52.000,0.1.69,44.0,15.0,15,False,,,the-guide,,,,13.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,13.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,81,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,15,False,999.0,990.0,millify,,,,55128.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,55128.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,548,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,97.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,97.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,12,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,186.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,186.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,108,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,117.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,117.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,364,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 1e0e836..3749773 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- cpython (πŸ₯‡50 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT -- keyring (πŸ₯ˆ39 Β· ⭐ 1.2K Β· πŸ“ˆ) - Store and access your passwords safely. MIT -- zipp (πŸ₯ˆ35 Β· ⭐ 50 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT -- inflect (πŸ₯ˆ34 Β· ⭐ 920 Β· πŸ“ˆ) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT -- path (πŸ₯‰33 Β· ⭐ 1.1K Β· πŸ“ˆ) - Object-oriented file system path manipulation. MIT +- Airflow (πŸ₯‡50 Β· ⭐ 35K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +- cachetools (πŸ₯‡36 Β· ⭐ 2.1K Β· πŸ“ˆ) - Extensible memoizing collections and decorators. MIT +- tortoise-orm (πŸ₯ˆ34 Β· ⭐ 4.2K Β· πŸ“ˆ) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +- fastcore (πŸ₯ˆ33 Β· ⭐ 900 Β· πŸ“ˆ) - Python supercharged for the fastai library. Apache-2 +- openpyxl (πŸ₯‰26 Β· ⭐ 76 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- pycryptodomex (πŸ₯‰37 Β· ⭐ 2.7K Β· πŸ“‰) - A self-contained cryptographic library for Python. BSD-3 -- Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K Β· πŸ“‰) - Prometheus instrumentation library for Python.. Apache-2 -- docarray (πŸ₯ˆ33 Β· ⭐ 2.7K Β· πŸ“‰) - Represent, send, store and search multimodal data. Apache-2 -- zenml (πŸ₯ˆ32 Β· ⭐ 3.7K Β· πŸ“‰) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- prisma (πŸ₯‰27 Β· ⭐ 1.6K Β· πŸ“‰) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +- awscli (πŸ₯ˆ43 Β· ⭐ 15K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 +- pexpect (πŸ₯‡37 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +- pytz (πŸ₯‰33 Β· ⭐ 310 Β· πŸ“‰) - pytz Python historical timezone library and database. MIT +- snorkel (πŸ₯‰29 Β· ⭐ 5.7K Β· πŸ“‰) - A system for quickly generating training data with weak.. Apache-2 +- Phoenix (πŸ₯‰24 Β· ⭐ 2.2K Β· πŸ“‰) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows From fdde3c9887c25f00741f12442a7d0c79f65365c3 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 9 May 2024 13:36:48 +0000 Subject: [PATCH 64/70] Update best-of list for version 2024.05.09 --- README.md | 1751 ++++++++++++++++--------------- history/2024-05-09_changes.md | 20 + history/2024-05-09_projects.csv | 392 +++++++ latest-changes.md | 20 +- 4 files changed, 1305 insertions(+), 878 deletions(-) create mode 100644 history/2024-05-09_changes.md create mode 100644 history/2024-05-09_projects.csv diff --git a/README.md b/README.md index ca29df9..e6de524 100644 --- a/README.md +++ b/README.md @@ -17,7 +17,7 @@

-This curated list contains 390 awesome open-source projects with a total of 1.7M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python/edit/main/projects.yaml). Contributions are very welcome! +This curated list contains 390 awesome open-source projects with a total of 1.8M stars grouped into 28 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/ml-tooling/best-of-python/issues/new/choose), submit a [pull request](https://github.com/ml-tooling/best-of-python/pulls), or directly edit the [projects.yaml](https://github.com/ml-tooling/best-of-python/edit/main/projects.yaml). Contributions are very welcome! --- @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
protobuf (πŸ₯‡53 Β· ⭐ 64K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 44M Β· πŸ“¦ 630K Β· πŸ“‹ 6.2K - 8% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 44M Β· πŸ“¦ 640K Β· πŸ“‹ 6.2K - 8% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 6.7K Β· ⏱️ 18.04.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 6.7K Β· ⏱️ 08.05.2024): ``` pip install protobuf ``` @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.4M / month Β· πŸ“¦ 2.9K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.3M / month Β· πŸ“¦ 2.9K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 420K Β· πŸ“¦ 100K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 430K Β· πŸ“¦ 110K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 19M / month Β· πŸ“¦ 380 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 20M / month Β· πŸ“¦ 400 Β· ⏱️ 26.03.2024): ``` pip install flatbuffers ``` @@ -126,12 +126,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 130K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 46M / month Β· πŸ“¦ 2.2K Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 47M / month Β· πŸ“¦ 2.2K Β· ⏱️ 01.05.2024): ``` pip install marshmallow ``` @@ -140,46 +140,46 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge marshmallow ```
-
orjson (πŸ₯ˆ37 Β· ⭐ 5.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ38 Β· ⭐ 5.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 87K Β· πŸ“‹ 380 - 0% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 89K Β· πŸ“‹ 380 - 0% open Β· ⏱️ 03.05.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 23M / month Β· πŸ“¦ 22K Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 25M / month Β· πŸ“¦ 2.3K Β· ⏱️ 03.05.2024): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.2M Β· ⏱️ 01.05.2024): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.2M Β· ⏱️ 03.05.2024): ``` conda install -c conda-forge orjson ```
dill (πŸ₯ˆ36 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 160K Β· πŸ“‹ 510 - 34% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 160K Β· πŸ“‹ 520 - 35% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 55M / month Β· πŸ“¦ 4.2K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 55M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.01.2024): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.4M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.5M Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge dill ```
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 22% open Β· ⏱️ 27.04.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 21% open Β· ⏱️ 27.04.2024): ``` git clone https://github.com/jsonpickle/jsonpickle ``` -- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 11M / month Β· πŸ“¦ 2.5K Β· ⏱️ 11.04.2024): +- [PyPi](https://pypi.org/project/jsonpickle) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 11.04.2024): ``` pip install jsonpickle ``` @@ -188,30 +188,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge jsonpickle ```
-
ultrajson (πŸ₯‰34 Β· ⭐ 4.2K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
msgpack (πŸ₯ˆ35 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 370 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 01.04.2024): - - ``` - git clone https://github.com/ultrajson/ultrajson - ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 11M / month Β· πŸ“¦ 4.6K Β· ⏱️ 10.12.2023): - ``` - pip install ujson - ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.7M Β· ⏱️ 11.12.2023): - ``` - conda install -c conda-forge ujson - ``` -
-
msgpack (πŸ₯‰34 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - -- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 220 Β· πŸ“₯ 1.3K Β· πŸ“‹ 300 - 4% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 220 Β· πŸ“₯ 1.3K Β· πŸ“‹ 290 - 1% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 71M / month Β· πŸ“¦ 2.4K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 74M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.05.2024): ``` pip install msgpack ``` @@ -227,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 19M / month Β· πŸ“¦ 21K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 2.5K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -236,6 +220,22 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge simplejson ```
+
ultrajson (πŸ₯‰33 Β· ⭐ 4.3K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 + +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 360 Β· πŸ“‹ 350 - 8% open Β· ⏱️ 01.04.2024): + + ``` + git clone https://github.com/ultrajson/ultrajson + ``` +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 13M / month Β· πŸ“¦ 2.2K Β· ⏱️ 10.12.2023): + ``` + pip install ujson + ``` +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.7M Β· ⏱️ 11.12.2023): + ``` + conda install -c conda-forge ujson + ``` +
cloudpickle (πŸ₯‰32 Β· ⭐ 1.6K) - Extended pickling support for Python objects. BSD-3 - [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 08.04.2024): @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 40M / month Β· πŸ“¦ 3K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 41M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -254,12 +254,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 46 Β· πŸ“¦ 5.3K Β· πŸ“‹ 120 - 13% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 47 Β· πŸ“¦ 5.4K Β· πŸ“‹ 120 - 13% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 280 Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 240 Β· ⏱️ 28.02.2024): ``` pip install python-rapidjson ``` @@ -268,36 +268,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M conda install -c conda-forge python-rapidjson ```
-
hickle (πŸ₯‰28 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT +
srsly (πŸ₯‰28 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 730 Β· πŸ“‹ 110 - 7% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 30 Β· πŸ“¦ 44K Β· πŸ“‹ 30 - 13% open Β· ⏱️ 11.04.2024): ``` - git clone https://github.com/telegraphic/hickle + git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 54K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 9.6M / month Β· πŸ“¦ 170 Β· ⏱️ 22.09.2023): ``` - pip install hickle + pip install srsly ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 25K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.5M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge hickle + conda install -c conda-forge srsly ```
-
srsly (πŸ₯‰28 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
hickle (πŸ₯‰27 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 31 Β· πŸ“¦ 43K Β· πŸ“‹ 29 - 10% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 740 Β· πŸ“‹ 110 - 7% open Β· ⏱️ 31.03.2024): ``` - git clone https://github.com/explosion/srsly + git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 8.7M / month Β· πŸ“¦ 300 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 50K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): ``` - pip install srsly + pip install hickle ``` -- [Conda](https://anaconda.org/conda-forge/srsly) (πŸ“₯ 1.4M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 25K Β· ⏱️ 14.02.2024): ``` - conda install -c conda-forge srsly + conda install -c conda-forge hickle ```
pysimdjson (πŸ₯‰26 Β· ⭐ 630) - Python bindings for the simdjson project. MIT @@ -307,23 +307,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.7M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 960K / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1M / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 90K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 91K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ```
rtoml (πŸ₯‰22 Β· ⭐ 300) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 29 Β· πŸ“¦ 410 Β· πŸ“‹ 25 - 56% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 30 Β· πŸ“¦ 410 Β· πŸ“‹ 26 - 57% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 350K / month Β· πŸ“¦ 58 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 350K / month Β· πŸ“¦ 110 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,72 +342,72 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.7M Β· πŸ“‹ 26K - 14% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 210M / month Β· πŸ“¦ 80K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 210M / month Β· πŸ“¦ 65K Β· ⏱️ 10.04.2024): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 50M Β· ⏱️ 11.04.2024): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 51M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge pandas ```
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h5py (πŸ₯‡41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 +
polars (πŸ₯‡42 Β· ⭐ 26K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 510 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.6K Β· πŸ“₯ 670 Β· πŸ“¦ 4 Β· πŸ“‹ 7.4K - 21% open Β· ⏱️ 09.05.2024): ``` - git clone https://github.com/h5py/h5py - ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 22M / month Β· πŸ“¦ 15K Β· ⏱️ 10.04.2024): - ``` - pip install h5py + git clone https://github.com/pola-rs/polars ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 15M Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7M / month Β· πŸ“¦ 890 Β· ⏱️ 08.05.2024): ``` - conda install -c conda-forge h5py + pip install polars ```
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polars (πŸ₯ˆ40 Β· ⭐ 26K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT +
h5py (πŸ₯ˆ41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 400 Β· πŸ”€ 1.6K Β· πŸ“₯ 620 Β· πŸ“¦ 4 Β· πŸ“‹ 7.4K - 21% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 08.05.2024): ``` - git clone https://github.com/pola-rs/polars + git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 6.9M / month Β· πŸ“¦ 570 Β· ⏱️ 28.04.2024): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 23M / month Β· πŸ“¦ 6.6K Β· ⏱️ 10.04.2024): ``` - pip install polars + pip install h5py + ``` +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 15M Β· ⏱️ 10.04.2024): + ``` + conda install -c conda-forge h5py ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 26K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 26K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.3M / month Β· πŸ“¦ 2.3K Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3K Β· ⏱️ 29.03.2024): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.8M Β· ⏱️ 29.03.2024): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.9M Β· ⏱️ 29.03.2024): ``` conda install -c conda-forge xarray ```
Modin (πŸ₯ˆ37 Β· ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.1K - 17% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.1K - 16% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.2M / month Β· πŸ“¦ 35 Β· ⏱️ 15.04.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.3M / month Β· πŸ“¦ 47 Β· ⏱️ 15.04.2024): ``` pip install modin ``` @@ -416,14 +416,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
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numexpr (πŸ₯ˆ37 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT +
numexpr (πŸ₯ˆ36 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 200 Β· πŸ“₯ 620 Β· πŸ“¦ 75K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 200 Β· πŸ“₯ 630 Β· πŸ“¦ 75K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.1M / month Β· πŸ“¦ 3.3K Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.1M / month Β· πŸ“¦ 850 Β· ⏱️ 02.04.2024): ``` pip install numexpr ``` @@ -434,44 +434,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 250 Β· πŸ“¦ 3.7K Β· πŸ“‹ 730 - 43% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 260 Β· πŸ“¦ 3.7K Β· πŸ“‹ 750 - 44% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 590K / month Β· πŸ“¦ 7.5K Β· ⏱️ 05.04.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 630K / month Β· πŸ“¦ 870 Β· ⏱️ 07.05.2024): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 3M Β· ⏱️ 05.04.2024): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 3M Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge zarr ```
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docarray (πŸ₯ˆ34 Β· ⭐ 2.8K) - Represent, send, store and search multimodal data. Apache-2 - -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 220 Β· πŸ“¦ 4.2K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 29.04.2024): - - ``` - git clone https://github.com/jina-ai/docarray - ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 79K / month Β· πŸ“¦ 52 Β· ⏱️ 22.12.2023): - ``` - pip install docarray - ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): - ``` - conda install -c conda-forge docarray - ``` -
PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1M / month Β· πŸ“¦ 2.7K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -482,44 +466,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ33 Β· ⭐ 3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“¦ 1.5K Β· πŸ“‹ 760 - 40% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“¦ 1.5K Β· πŸ“‹ 770 - 39% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.8M / month Β· πŸ“¦ 120 Β· ⏱️ 20.04.2024): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.8M / month Β· πŸ“¦ 180 Β· ⏱️ 08.05.2024): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 36K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 37K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge pandera-core ```
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Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark +
docarray (πŸ₯ˆ33 Β· ⭐ 2.8K) - Represent, send, store and search multimodal data. Apache-2 -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 350 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 220 Β· πŸ“¦ 4.3K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 29.04.2024): ``` - git clone https://github.com/databricks/koalas + git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.3M / month Β· πŸ“¦ 17 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 76K / month Β· πŸ“¦ 66 Β· ⏱️ 22.12.2023): ``` - pip install koalas + pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): ``` - conda install -c conda-forge koalas + conda install -c conda-forge docarray ```
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Bottleneck (πŸ₯ˆ32 Β· ⭐ 1K) - Fast NumPy array functions written in C. BSD-2 +
Bottleneck (πŸ₯ˆ33 Β· ⭐ 1K) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 100 Β· πŸ“¦ 47K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 99 Β· πŸ“¦ 48K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 04.05.2024): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 970K / month Β· πŸ“¦ 1.7K Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 940K / month Β· πŸ“¦ 400 Β· ⏱️ 04.05.2024): ``` pip install Bottleneck ``` @@ -528,30 +512,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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Vaex (πŸ₯‰31 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT +
Koalas (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 730 Β· πŸ“‹ 1.3K - 40% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 360 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/vaexio/vaex + git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 300 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.2M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): ``` - pip install vaex + pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge vaex + conda install -c conda-forge koalas ```
TinyDB (πŸ₯‰31 Β· ⭐ 6.5K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 510 Β· πŸ“¦ 13K Β· πŸ“‹ 310 - 6% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 520 Β· πŸ“¦ 13K Β· πŸ“‹ 320 - 8% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 550K / month Β· πŸ“¦ 960 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 560K / month Β· πŸ“¦ 640 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -560,58 +544,58 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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datasketch (πŸ₯‰31 Β· ⭐ 2.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT +
Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 280 Β· πŸ“₯ 25 Β· πŸ“¦ 1.2K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 740 Β· πŸ“‹ 1.3K - 40% open Β· ⏱️ 21.07.2023): ``` - git clone https://github.com/ekzhu/datasketch + git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.3M / month Β· πŸ“¦ 70 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 21K / month Β· πŸ“¦ 51 Β· ⏱️ 21.07.2023): ``` - pip install datasketch + pip install vaex + ``` +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge vaex ```
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datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
datasketch (πŸ₯‰30 Β· ⭐ 2.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 290 Β· πŸ“₯ 27 Β· πŸ“¦ 1.2K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/h2oai/datatable - ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 50K / month Β· πŸ“¦ 29 Β· ⏱️ 01.12.2023): - ``` - pip install datatable + git clone https://github.com/ekzhu/datasketch ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 24K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.3M / month Β· πŸ“¦ 42 Β· ⏱️ 03.10.2023): ``` - conda install -c conda-forge datatable + pip install datasketch ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 220 - 40% open Β· ⏱️ 16.02.2024): +- [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): ``` - git clone https://github.com/nalepae/pandarallel + git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 520K / month Β· πŸ“¦ 58 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 52K / month Β· πŸ“¦ 45 Β· ⏱️ 01.12.2023): ``` - pip install pandarallel + pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 91K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge pandarallel + conda install -c conda-forge datatable ```
swifter (πŸ₯‰27 Β· ⭐ 2.5K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 12% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 13% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 600K / month Β· πŸ“¦ 46 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 690K / month Β· πŸ“¦ 52 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -620,14 +604,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge swifter ```
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StaticFrame (πŸ₯‰27 Β· ⭐ 400) - Immutable and statically-typeable DataFrames with runtime type and.. MIT +
StaticFrame (πŸ₯‰27 Β· ⭐ 410) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 21 Β· πŸ“‹ 620 - 6% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 6% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 4.7K / month Β· πŸ“¦ 2 Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 5.7K / month Β· πŸ“¦ 2 Β· ⏱️ 14.04.2024): ``` pip install static-frame ``` @@ -636,6 +620,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge static-frame ```
+
PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter + +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 220 - 40% open Β· ⏱️ 16.02.2024): + + ``` + git clone https://github.com/nalepae/pandarallel + ``` +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 420K / month Β· πŸ“¦ 58 Β· ⏱️ 02.05.2023): + ``` + pip install pandarallel + ``` +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 91K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pandarallel + ``` +
Pandas Summary (πŸ₯‰24 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 - [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 11.04.2024): @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 95K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 94K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -656,7 +656,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn - pandasql (πŸ₯‰28 Β· ⭐ 1.3K Β· πŸ’€) - sqldf for pandas. MIT - bcolz (πŸ₯‰26 Β· ⭐ 960 Β· πŸ’€) - A columnar data container that can be compressed. BSD-3 -- pickleDB (πŸ₯‰22 Β· ⭐ 870 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 +- pickleDB (πŸ₯‰22 Β· ⭐ 880 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT - PandaPy (πŸ₯‰13 Β· ⭐ 550 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT @@ -669,12 +669,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyrsistent (πŸ₯‡35 Β· ⭐ 2K Β· πŸ’€) - Persistent/Immutable/Functional data structures for Python. MIT -- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 340K Β· πŸ“‹ 180 - 13% open Β· ⏱️ 25.10.2023): +- [GitHub](https://github.com/tobgu/pyrsistent) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 140 Β· πŸ“¦ 340K Β· πŸ“‹ 180 - 14% open Β· ⏱️ 25.10.2023): ``` git clone https://github.com/tobgu/pyrsistent ``` -- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 41M / month Β· πŸ“¦ 2.4K Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pyrsistent) (πŸ“₯ 41M / month Β· πŸ“¦ 1K Β· ⏱️ 25.10.2023): ``` pip install pyrsistent ``` @@ -685,12 +685,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 -- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 190 Β· πŸ“‹ 190 - 13% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 200 Β· πŸ“‹ 190 - 12% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 53M / month Β· πŸ“¦ 2.3K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 54M / month Β· πŸ“¦ 1.1K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -701,12 +701,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ32 Β· ⭐ 390) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 150 - 10% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 110M / month Β· πŸ“¦ 3.5K Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 110M / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.02.2024): ``` pip install multidict ``` @@ -717,12 +717,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 52 Β· πŸ“¦ 25K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 53 Β· πŸ“¦ 25K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 04.05.2024): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.3M / month Β· πŸ“¦ 540 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.7M / month Β· πŸ“¦ 430 Β· ⏱️ 18.02.2024): ``` pip install bidict ``` @@ -738,7 +738,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.5M / month Β· πŸ“¦ 360 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.5M / month Β· πŸ“¦ 470 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -754,11 +754,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 610K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 620K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): ``` pip install python-benedict ``` -- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 150K Β· ⏱️ 05.03.2024): +- [Conda](https://anaconda.org/conda-forge/python-benedict) (πŸ“₯ 160K Β· ⏱️ 05.03.2024): ``` conda install -c conda-forge python-benedict ``` @@ -770,23 +770,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2M / month Β· πŸ“¦ 130 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2M / month Β· πŸ“¦ 170 Β· ⏱️ 27.11.2023): ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 32K Β· ⏱️ 27.11.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 33K Β· ⏱️ 27.11.2023): ``` conda install -c conda-forge glom ```
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munch (πŸ₯‰28 Β· ⭐ 760 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT +
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 + +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 06.05.2024): + + ``` + git clone https://github.com/aio-libs/janus + ``` +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 880K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): + ``` + pip install janus + ``` +- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 19K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge janus + ``` +
+
munch (πŸ₯‰27 Β· ⭐ 760 Β· πŸ’€) - A Munch is a Python dictionary that provides attribute-style access (a.. MIT -- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 84 Β· πŸ“‹ 48 - 16% open Β· ⏱️ 01.07.2023): +- [GitHub](https://github.com/Infinidat/munch) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 84 Β· πŸ“‹ 49 - 18% open Β· ⏱️ 01.07.2023): ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2.1M / month Β· πŸ“¦ 890 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2M / month Β· πŸ“¦ 540 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -795,20 +811,20 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge munch ```
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janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 +
immutables (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.6K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): ``` - git clone https://github.com/aio-libs/janus + git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 850K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): ``` - pip install janus + pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/janus) (πŸ“₯ 18K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 990K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge janus + conda install -c conda-forge immutables ```
python-box (πŸ₯‰25 Β· ⭐ 2.4K Β· πŸ’€) - Python dictionaries with advanced dot notation access. MIT @@ -818,7 +834,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.8M / month Β· πŸ“¦ 380 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.9M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -827,28 +843,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-box ```
-
immutables (πŸ₯‰25 Β· ⭐ 1.1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 - -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.6K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): - - ``` - git clone https://github.com/MagicStack/immutables - ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): - ``` - pip install immutables - ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 980K Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge immutables - ``` -
Show 4 hidden projects... - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - sqlitedict (πŸ₯ˆ29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- cleverdict (πŸ₯‰16 Β· ⭐ 98 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰17 Β· ⭐ 98 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -858,48 +858,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡46 Β· ⭐ 19K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.6K Β· πŸ“¦ 390K Β· πŸ“‹ 4K - 9% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.7K Β· πŸ“¦ 400K Β· πŸ“‹ 4K - 9% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 180M / month Β· πŸ“¦ 12K Β· ⏱️ 23.04.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 190M / month Β· πŸ“¦ 18K Β· ⏱️ 23.04.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.5M Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.6M Β· ⏱️ 23.04.2024): ``` conda install -c conda-forge pydantic ```
-
jsonschema (πŸ₯‡41 Β· ⭐ 4.4K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡40 Β· ⭐ 4.5K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 230 Β· πŸ“¦ 550K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 240 Β· πŸ“¦ 560K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 06.05.2024): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 64K Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 6.1K Β· ⏱️ 30.04.2024): ``` pip install jsonschema ``` -- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 27M Β· ⏱️ 01.05.2024): +- [Conda](https://anaconda.org/conda-forge/jsonschema) (πŸ“₯ 28M Β· ⏱️ 01.05.2024): ``` conda install -c conda-forge jsonschema ```
-
validators (πŸ₯ˆ35 Β· ⭐ 900) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ35 Β· ⭐ 910) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 27 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 0% open Β· ⏱️ 20.04.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 27 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 1% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.1M / month Β· πŸ“¦ 1.9K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 19.04.2024): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 610K Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 620K Β· ⏱️ 19.04.2024): ``` conda install -c conda-forge validators ``` @@ -911,7 +911,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.8M / month Β· πŸ“¦ 1.2K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.9M / month Β· πŸ“¦ 660 Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -922,28 +922,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 210 Β· πŸ“¦ 8.9K Β· πŸ“‹ 180 - 55% open Β· ⏱️ 27.04.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9K Β· πŸ“‹ 180 - 54% open Β· ⏱️ 06.05.2024): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 16M / month Β· πŸ“¦ 960 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 16M / month Β· πŸ“¦ 740 Β· ⏱️ 04.05.2024): ``` pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 160K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 160K Β· ⏱️ 04.05.2024): ``` conda install -c conda-forge schema ```
-
voluptuous (πŸ₯ˆ33 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 +
voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 - [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 530 Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` @@ -959,7 +959,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 540K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 560K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install param ``` @@ -975,23 +975,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 13M / month Β· πŸ“¦ 480 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 15M / month Β· πŸ“¦ 480 Β· ⏱️ 26.02.2024): ``` pip install email-validator ``` -- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 160K Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 170K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge email-validator ```
strictyaml (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 60 Β· πŸ“¦ 2.5K Β· πŸ“‹ 160 - 54% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 60 Β· πŸ“¦ 2.5K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.3M / month Β· πŸ“¦ 280 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.3M / month Β· πŸ“¦ 370 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1002,16 +1002,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
dirty-equals (πŸ₯‰21 Β· ⭐ 770) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 310 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 320 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 130K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 140K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 44K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 45K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1023,7 +1023,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 450 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 380 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1043,18 +1043,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡31 Β· ⭐ 5.4K Β· πŸ’€) - A lightweight, object-oriented finite state machine.. MIT +
transitions (πŸ₯‡32 Β· ⭐ 5.4K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 4% open Β· ⏱️ 20.09.2023): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 3% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 650K / month Β· πŸ“¦ 170 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 640K / month Β· πŸ“¦ 170 Β· ⏱️ 02.09.2022): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 630K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 640K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge transitions ``` @@ -1087,28 +1087,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.6K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 670 Β· πŸ“¦ 100K Β· πŸ“‹ 500 - 19% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 660 Β· πŸ“¦ 100K Β· πŸ“‹ 500 - 20% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 29M / month Β· πŸ“¦ 4.9K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 29M / month Β· πŸ“¦ 1.9K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.4M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.5M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
python-dateutil (πŸ₯ˆ37 Β· ⭐ 2.3K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 470 Β· πŸ“₯ 35K Β· πŸ“‹ 790 - 46% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 480 Β· πŸ“₯ 35K Β· πŸ“‹ 790 - 46% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 350M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 360M / month Β· πŸ“¦ 9.8K Β· ⏱️ 01.03.2024): ``` pip install python-dateutil ``` @@ -1119,28 +1119,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ36 Β· ⭐ 6.1K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 390 Β· πŸ“₯ 640 Β· πŸ“¦ 27K Β· πŸ“‹ 550 - 41% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 360 Β· πŸ“₯ 640 Β· πŸ“¦ 27K Β· πŸ“‹ 560 - 42% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 29M / month Β· πŸ“¦ 1.4K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 31M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 960K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 970K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ```
dateparser (πŸ₯ˆ35 Β· ⭐ 2.5K) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 28K Β· πŸ“‹ 700 - 45% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 28K Β· πŸ“‹ 700 - 46% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 7.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 7.3M / month Β· πŸ“¦ 1K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1149,14 +1149,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
-
pytz (πŸ₯‰33 Β· ⭐ 310 Β· πŸ“‰) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯‰34 Β· ⭐ 310) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 84 Β· πŸ“₯ 37 Β· πŸ“¦ 1.9M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 84 Β· πŸ“₯ 41 Β· πŸ“¦ 1.9M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 84K Β· ⏱️ 02.02.2024): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 10K Β· ⏱️ 02.02.2024): ``` pip install pytz ``` @@ -1167,28 +1167,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
holidays (πŸ₯‰32 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT -- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 430 Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 440 Β· ⏱️ 12.04.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.1M / month Β· πŸ“¦ 480 Β· ⏱️ 15.04.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.1M / month Β· πŸ“¦ 310 Β· ⏱️ 06.05.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 16.04.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 06.05.2024): ``` conda install -c conda-forge holidays ```
tzlocal (πŸ₯‰31 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 60 Β· πŸ“¦ 160K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 59 Β· πŸ“¦ 160K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 48M / month Β· πŸ“¦ 4K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 48M / month Β· πŸ“¦ 1.6K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1208,14 +1208,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡40 Β· ⭐ 900) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡40 Β· ⭐ 910) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 330 Β· πŸ“¦ 110K Β· πŸ“‹ 680 - 37% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 330 Β· πŸ“¦ 120K Β· πŸ“‹ 680 - 37% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 1.1K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 1.5K Β· ⏱️ 18.03.2024): ``` pip install fsspec ``` @@ -1224,14 +1224,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge fsspec ```
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watchdog (πŸ₯ˆ37 Β· ⭐ 6.3K) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ35 Β· ⭐ 6.3K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 690 Β· πŸ“¦ 140K Β· πŸ“‹ 650 - 28% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 150K Β· πŸ“‹ 650 - 29% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 20M / month Β· πŸ“¦ 8.3K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 21M / month Β· πŸ“¦ 2.3K Β· ⏱️ 06.02.2024): ``` pip install watchdog ``` @@ -1240,14 +1240,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
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filelock (πŸ₯ˆ35 Β· ⭐ 680) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 690) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 100 Β· πŸ“¦ 430K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 27.04.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 99 Β· πŸ“¦ 430K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 03.05.2024): ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 140M / month Β· πŸ“¦ 3K Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 140M / month Β· πŸ“¦ 2K Β· ⏱️ 29.04.2024): ``` pip install filelock ``` @@ -1258,28 +1258,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
path (πŸ₯‰33 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 15K Β· πŸ“‹ 140 - 1% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 15K Β· πŸ“‹ 140 - 2% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 160 Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 200 Β· ⏱️ 09.04.2024): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 520K Β· ⏱️ 15.04.2024): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 530K Β· ⏱️ 15.04.2024): ``` conda install -c conda-forge path ```
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aiofiles (πŸ₯‰31 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 +
aiofiles (πŸ₯‰32 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 - [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 140 Β· πŸ“¦ 140K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 15M / month Β· πŸ“¦ 2.3K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 16M / month Β· πŸ“¦ 2.5K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` @@ -1288,14 +1288,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge aiofiles ```
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scandir (πŸ₯‰29 Β· ⭐ 530 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 +
scandir (πŸ₯‰28 Β· ⭐ 530 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 - [GitHub](https://github.com/benhoyt/scandir) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 69 Β· πŸ“¦ 15K Β· πŸ“‹ 96 - 6% open Β· ⏱️ 29.08.2023): ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.1M / month Β· πŸ“¦ 2.2K Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.1M / month Β· πŸ“¦ 210 Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1308,7 +1308,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - zipp (πŸ₯ˆ35 Β· ⭐ 51) - Backport of pathlib-compatible object wrapper for zip files. MIT - appdirs (πŸ₯‰32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT -- pyfilesystem2 (πŸ₯‰30 Β· ⭐ 1.9K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT +- pyfilesystem2 (πŸ₯‰30 Β· ⭐ 2K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1324,7 +1324,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/PythonCharmers/python-future ``` -- [PyPi](https://pypi.org/project/future) (πŸ“₯ 41M / month Β· πŸ“¦ 17K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/future) (πŸ“₯ 41M / month Β· πŸ“¦ 5.5K Β· ⏱️ 21.02.2024): ``` pip install future ``` @@ -1340,23 +1340,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 300M / month Β· πŸ“¦ 140K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 310M / month Β· πŸ“¦ 24K Β· ⏱️ 05.05.2021): ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 54M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 55M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge six ```
-
typing (πŸ₯ˆ35 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ34 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 220 Β· πŸ“‹ 780 - 18% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 220 Β· πŸ“‹ 790 - 19% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.8M / month Β· πŸ“¦ 6.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1370,7 +1370,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰27 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- contextlib2 (πŸ₯‰26 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1380,28 +1380,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 660K Β· πŸ“‹ 2.4K - 1% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 660K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 250M / month Β· πŸ“¦ 22K Β· ⏱️ 24.02.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 260M / month Β· πŸ“¦ 8.6K Β· ⏱️ 06.05.2024): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 47M Β· ⏱️ 25.02.2024): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 47M Β· ⏱️ 07.05.2024): ``` conda install -c conda-forge cryptography ```
keyring (πŸ₯ˆ39 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“¦ 120K Β· πŸ“‹ 510 - 12% open Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“¦ 120K Β· πŸ“‹ 520 - 12% open Β· ⏱️ 26.04.2024): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 54M / month Β· πŸ“¦ 4.9K Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 54M / month Β· πŸ“¦ 2.8K Β· ⏱️ 26.04.2024): ``` pip install keyring ``` @@ -1417,55 +1417,55 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 400K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 390K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 210 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 240 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
-
pycryptodomex (πŸ₯‰37 Β· ⭐ 2.7K) - A self-contained cryptographic library for Python. BSD-3 +
bcrypt (πŸ₯ˆ38 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 450 Β· πŸ“¦ 95K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 20.04.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 08.05.2024): ``` - git clone https://github.com/Legrandin/pycryptodome + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.7K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 59M / month Β· πŸ“¦ 1.2K Β· ⏱️ 04.05.2024): ``` - pip install pycryptodomex + pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.9M Β· ⏱️ 15.12.2023): ``` - conda install -c conda-forge pycryptodomex + conda install -c conda-forge bcrypt ```
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bcrypt (πŸ₯‰37 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
pycryptodomex (πŸ₯‰37 Β· ⭐ 2.7K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 200 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 460 Β· πŸ“¦ 95K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 20.04.2024): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 59M / month Β· πŸ“¦ 8.2K Β· ⏱️ 15.12.2023): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.01.2024): ``` - pip install bcrypt + pip install pycryptodomex ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.8M Β· ⏱️ 15.12.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): ``` - conda install -c conda-forge bcrypt + conda install -c conda-forge pycryptodomex ```
asn1crypto (πŸ₯‰33 Β· ⭐ 320) - Python ASN.1 library with a focus on performance and a pythonic API. MIT -- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 27% open Β· ⏱️ 03.11.2023): +- [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 140 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 25% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 80M / month Β· πŸ“¦ 7.1K Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 80M / month Β· πŸ“¦ 580 Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1474,14 +1474,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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rsa (πŸ₯‰30 Β· ⭐ 470) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰29 Β· ⭐ 470) - Python-RSA is a pure-Python RSA implementation. Apache-2 -- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 110 Β· πŸ“‹ 130 - 17% open Β· ⏱️ 30.01.2024): +- [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 100 Β· πŸ“‹ 130 - 15% open Β· ⏱️ 30.01.2024): ``` git clone https://github.com/sybrenstuvel/python-rsa ``` -- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 190M / month Β· πŸ“¦ 7.3K Β· ⏱️ 20.07.2022): +- [PyPi](https://pypi.org/project/rsa) (πŸ“₯ 200M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.07.2022): ``` pip install rsa ``` @@ -1498,12 +1498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.4M / month Β· πŸ“¦ 450 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.3M / month Β· πŸ“¦ 450 Β· ⏱️ 30.04.2024): ``` pip install ansible ``` @@ -1514,60 +1514,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 610M / month Β· πŸ“¦ 2.6K Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 630M / month Β· πŸ“¦ 2.6K Β· ⏱️ 08.05.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 26M Β· ⏱️ 02.05.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 26M Β· ⏱️ 09.05.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3M Β· πŸ“¦ 7.7K Β· πŸ“‹ 7.2K - 29% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3.1M Β· πŸ“¦ 7.8K Β· πŸ“‹ 7.2K - 29% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 240 Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 250 Β· ⏱️ 07.05.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.5M / month Β· πŸ“¦ 930 Β· ⏱️ 29.04.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.5M / month Β· πŸ“¦ 930 Β· ⏱️ 08.05.2024): ``` npm install @pulumi/pulumi ```
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awscli (πŸ₯ˆ43 Β· ⭐ 15K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 +
awscli (πŸ₯ˆ43 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 3.9K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 610 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 610 Β· ⏱️ 08.05.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 02.05.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge awscli ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.6K) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ42 Β· ⭐ 6.7K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 940 Β· πŸ“¦ 80K Β· πŸ“‹ 1.7K - 26% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 940 Β· πŸ“¦ 80K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 09.04.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 40M / month Β· πŸ“¦ 49K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 41M / month Β· πŸ“¦ 3.1K Β· ⏱️ 08.12.2023): ``` pip install docker ``` @@ -1576,80 +1576,80 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-py ```
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docker-compose (πŸ₯ˆ41 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 +
paramiko (πŸ₯ˆ41 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 92M Β· πŸ“¦ 500 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 95K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` - git clone https://github.com/docker/compose + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.9M / month Β· πŸ“¦ 1.2K Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 56M / month Β· πŸ“¦ 2.8K Β· ⏱️ 18.12.2023): ``` - pip install docker-compose + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 400K Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.5M Β· ⏱️ 19.12.2023): ``` - conda install -c conda-forge docker-compose + conda install -c conda-forge paramiko ```
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paramiko (πŸ₯ˆ41 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker-compose (πŸ₯ˆ40 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 94K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 93M Β· πŸ“¦ 520 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 07.05.2024): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 56M / month Β· πŸ“¦ 13K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.9M / month Β· πŸ“¦ 250 Β· ⏱️ 10.05.2021): ``` - pip install paramiko + pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.5M Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 400K Β· ⏱️ 24.04.2024): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-compose ```
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kubernetes (πŸ₯ˆ39 Β· ⭐ 6.4K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ39 Β· ⭐ 6.5K) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 27M / month Β· πŸ“¦ 1.5K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 31M / month Β· πŸ“¦ 1.2K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 480K Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 490K Β· ⏱️ 18.04.2024): ``` conda install -c conda-forge kubernetes ```
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fabric (πŸ₯‰36 Β· ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2 +
netmiko (πŸ₯‰37 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.3K Β· πŸ“¦ 4.3K Β· πŸ“‹ 2.1K - 8% open Β· ⏱️ 03.05.2024): ``` - git clone https://github.com/fabric/fabric - ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 7.1M / month Β· πŸ“¦ 180 Β· ⏱️ 31.08.2023): - ``` - pip install fabric + git clone https://github.com/ktbyers/netmiko ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 89K Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 290K / month Β· πŸ“¦ 170 Β· ⏱️ 17.11.2023): ``` - conda install -c conda-forge fabric + pip install netmiko ```
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netmiko (πŸ₯‰36 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
fabric (πŸ₯‰36 Β· ⭐ 15K) - Simple, Pythonic remote execution and deployment. BSD-2 -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 1.2K Β· πŸ“¦ 4.3K Β· πŸ“‹ 2.1K - 8% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/fabric/fabric) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 1.9K Β· πŸ“¦ 21 Β· πŸ“‹ 1.8K - 26% open Β· ⏱️ 26.01.2024): ``` - git clone https://github.com/ktbyers/netmiko + git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 290K / month Β· πŸ“¦ 280 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 7.1M / month Β· πŸ“¦ 280 Β· ⏱️ 31.08.2023): ``` - pip install netmiko + pip install fabric + ``` +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 90K Β· ⏱️ 31.08.2023): + ``` + conda install -c conda-forge fabric ```
plumbum (πŸ₯‰35 Β· ⭐ 2.8K) - Plumbum: Shell Combinators. MIT @@ -1659,7 +1659,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.7M / month Β· πŸ“¦ 490 Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.4M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): ``` pip install plumbum ``` @@ -1668,14 +1668,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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schedule (πŸ₯‰34 Β· ⭐ 11K) - Python job scheduling for humans. MIT +
schedule (πŸ₯‰34 Β· ⭐ 12K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 34K Β· πŸ“‹ 450 - 34% open Β· ⏱️ 28.04.2024): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 34K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 28.04.2024): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 640 Β· ⏱️ 01.10.2023): ``` pip install schedule ``` @@ -1686,28 +1686,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 7K Β· πŸ“‹ 200 - 30% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 7K Β· πŸ“‹ 210 - 31% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 12M / month Β· πŸ“¦ 340 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 13M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` -- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰30 Β· ⭐ 3.2K) - pyinfra automates infrastructure using Python. Its fast and scales from.. MIT +
pyinfra (πŸ₯‰30 Β· ⭐ 3.4K) - pyinfra turns Python code into shell commands and runs them on your.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 340 Β· πŸ“¦ 110 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 350 Β· πŸ“¦ 110 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 04.05.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 33K / month Β· πŸ“¦ 16 Β· ⏱️ 25.02.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 04.05.2024): ``` pip install pyinfra ``` @@ -1719,7 +1719,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.9K / month Β· πŸ“¦ 9 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.1K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1734,7 +1734,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - fabtools (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰15 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰14 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1742,18 +1742,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡37 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC +
pexpect (πŸ₯‡37 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 470 Β· πŸ“₯ 4.4K Β· πŸ“¦ 380K Β· πŸ“‹ 510 - 35% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“₯ 4.4K Β· πŸ“¦ 380K Β· πŸ“‹ 490 - 32% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 72M / month Β· πŸ“¦ 16K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 73M / month Β· πŸ“¦ 1.6K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` -- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 18M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/pexpect) (πŸ“₯ 19M Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge pexpect ``` @@ -1765,7 +1765,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.8M / month Β· πŸ“¦ 2K Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 120 Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1774,14 +1774,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯ˆ35 Β· ⭐ 6.9K) - Python process launching. MIT +
sh (πŸ₯‰34 Β· ⭐ 6.9K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 540 Β· πŸ“¦ 15K Β· πŸ“‹ 470 - 1% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 490 Β· πŸ“¦ 15K Β· πŸ“‹ 480 - 1% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 8.3M / month Β· πŸ“¦ 2.7K Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 8.2M / month Β· πŸ“¦ 720 Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1790,14 +1790,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sh ```
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ptyprocess (πŸ₯‰26 Β· ⭐ 210 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC +
ptyprocess (πŸ₯‰24 Β· ⭐ 210 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC -- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 68 Β· πŸ“‹ 38 - 52% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 68 Β· πŸ“‹ 37 - 51% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 13K Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 650 Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1814,16 +1814,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 370K Β· πŸ“‹ 240 - 10% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 380K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 21.12.2023): ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 96M / month Β· πŸ“¦ 11K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 96M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.5M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.6M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ``` @@ -1835,23 +1835,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 10M / month Β· πŸ“¦ 2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 700K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 710K Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge uvloop ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 350 - 17% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 130 Β· πŸ“¦ 290K Β· πŸ“‹ 350 - 17% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 69M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 70M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): ``` pip install anyio ``` @@ -1862,40 +1862,40 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰27 Β· ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.7K Β· πŸ“‹ 17 - 76% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.7K Β· πŸ“‹ 17 - 76% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 170K / month Β· πŸ“¦ 86 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 180K / month Β· πŸ“¦ 86 Β· ⏱️ 30.04.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.7K Β· ⏱️ 30.04.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.8K Β· ⏱️ 30.04.2024): ``` conda install -c conda-forge asyncer ```
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aiomisc (πŸ₯‰24 Β· ⭐ 360) - aiomisc - miscellaneous utils for asyncio. MIT +
aiomisc (πŸ₯‰24 Β· ⭐ 370) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 25 Β· πŸ“¦ 370 Β· πŸ“‹ 25 - 28% open Β· ⏱️ 18.04.2024): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 26 Β· πŸ“¦ 370 Β· πŸ“‹ 24 - 25% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 39 Β· ⏱️ 18.04.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 57 Β· ⏱️ 07.05.2024): ``` pip install aiomisc ```
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unsync (πŸ₯‰22 Β· ⭐ 870) - Unsynchronize asyncio. MIT +
unsync (πŸ₯‰23 Β· ⭐ 870) - Unsynchronize asyncio. MIT -- [GitHub](https://github.com/alex-sherman/unsync) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 51 Β· πŸ“¦ 220 Β· πŸ“‹ 31 - 9% open Β· ⏱️ 16.03.2024): +- [GitHub](https://github.com/alex-sherman/unsync) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 51 Β· πŸ“¦ 230 Β· πŸ“‹ 31 - 9% open Β· ⏱️ 16.03.2024): ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 60K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 65K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1904,14 +1904,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge unsync ```
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stopit (πŸ₯‰22 Β· ⭐ 100) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +
stopit (πŸ₯‰22 Β· ⭐ 110) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT -- [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.3K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): +- [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.4K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 480K / month Β· πŸ“¦ 90 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 580K / month Β· πŸ“¦ 90 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` @@ -1928,12 +1928,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 440 Β· πŸ“¦ 770K Β· πŸ“‹ 280 - 15% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 410 Β· πŸ“¦ 780K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 60M / month Β· πŸ“¦ 11K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 62M / month Β· πŸ“¦ 8.8K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` @@ -1949,7 +1949,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 45M / month Β· πŸ“¦ 15K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 46M / month Β· πŸ“¦ 1.3K Β· ⏱️ 19.04.2024): ``` pip install traitlets ``` @@ -1965,7 +1965,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.8K / month Β· πŸ“¦ 11 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.5K / month Β· πŸ“¦ 11 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` @@ -1976,16 +1976,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.3K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.4K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3.1M / month Β· πŸ“¦ 330 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3.1M / month Β· πŸ“¦ 410 Β· ⏱️ 18.03.2024): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 74K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 75K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge dynaconf ``` @@ -1997,23 +1997,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.5M / month Β· πŸ“¦ 3.5K Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.5M / month Β· πŸ“¦ 640 Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 81K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 82K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 96 Β· πŸ“¦ 29K Β· πŸ“‹ 550 - 18% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 96 Β· πŸ“¦ 30K Β· πŸ“‹ 560 - 19% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.6M / month Β· πŸ“¦ 520 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.4M / month Β· πŸ“¦ 900 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2022,14 +2022,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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gin-config (πŸ₯‰27 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.4K Β· πŸ“‹ 92 - 54% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.4K Β· πŸ“‹ 95 - 55% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 340K / month Β· πŸ“¦ 97 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 340K / month Β· πŸ“¦ 72 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2040,16 +2040,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰24 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 32 Β· πŸ“¦ 1.2K Β· πŸ“‹ 87 - 3% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 33 Β· πŸ“¦ 1.2K Β· πŸ“‹ 88 - 4% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 180K / month Β· πŸ“¦ 45 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 190K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 60K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 61K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2066,12 +2066,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 330 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 340 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 06.05.2024): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 200M / month Β· πŸ“¦ 77K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 200M / month Β· πŸ“¦ 37K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2087,7 +2087,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 57M / month Β· πŸ“¦ 7K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 59M / month Β· πŸ“¦ 7K Β· ⏱️ 28.02.2024): ``` pip install rich ``` @@ -2096,62 +2096,62 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge rich ```
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python-fire (πŸ₯ˆ39 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 +
Typer (πŸ₯ˆ40 Β· ⭐ 14K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 33K Β· πŸ“‹ 340 - 43% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 620 Β· πŸ“¦ 89K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 07.05.2024): ``` - git clone https://github.com/google/python-fire + git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.6M / month Β· πŸ“¦ 2K Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 26M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): ``` - pip install fire + pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 910K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.3M Β· ⏱️ 09.04.2024): ``` - conda install -c conda-forge fire + conda install -c conda-forge typer ```
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Typer (πŸ₯ˆ39 Β· ⭐ 14K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
python-fire (πŸ₯ˆ39 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 620 Β· πŸ“¦ 86K Β· πŸ“‹ 380 - 52% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 33K Β· πŸ“‹ 340 - 44% open Β· ⏱️ 05.04.2024): ``` - git clone https://github.com/tiangolo/typer + git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 24M / month Β· πŸ“¦ 3.4K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.03.2024): ``` - pip install typer + pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.3M Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 910K Β· ⏱️ 12.03.2024): ``` - conda install -c conda-forge typer + conda install -c conda-forge fire ```
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 9K) - Library for building powerful interactive command line.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 740 Β· πŸ“‹ 1.2K - 51% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 700 Β· πŸ“‹ 1.2K - 52% open Β· ⏱️ 12.02.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 50M / month Β· πŸ“¦ 1.7K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 50M / month Β· πŸ“¦ 2.5K Β· ⏱️ 13.12.2023): ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 22M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 23M Β· ⏱️ 12.12.2023): ``` conda install -c conda-forge prompt-toolkit ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 940K Β· πŸ“‹ 250 - 43% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 950K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama ``` -- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 170M / month Β· πŸ“¦ 22K Β· ⏱️ 25.10.2022): +- [PyPi](https://pypi.org/project/colorama) (πŸ“₯ 170M / month Β· πŸ“¦ 11K Β· ⏱️ 25.10.2022): ``` pip install colorama ``` @@ -2162,12 +2162,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt (πŸ₯ˆ35 Β· ⭐ 7.9K) - This project is no longer maintained. Please see.. MIT -- [GitHub](https://github.com/docopt/docopt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 570 Β· πŸ“¦ 120K Β· πŸ“‹ 450 - 58% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/docopt/docopt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 560 Β· πŸ“¦ 120K Β· πŸ“‹ 450 - 58% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/docopt/docopt ``` -- [PyPi](https://pypi.org/project/docopt) (πŸ“₯ 11M / month Β· πŸ“¦ 13K Β· ⏱️ 16.06.2014): +- [PyPi](https://pypi.org/project/docopt) (πŸ“₯ 11M / month Β· πŸ“¦ 3.3K Β· ⏱️ 16.06.2014): ``` pip install docopt ``` @@ -2178,12 +2178,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.4K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 52K Β· πŸ“‹ 270 - 20% open Β· ⏱️ 14.04.2024): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 360 Β· πŸ“¦ 52K Β· πŸ“‹ 270 - 19% open Β· ⏱️ 14.04.2024): ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 29M / month Β· πŸ“¦ 2.3K Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 29M / month Β· πŸ“¦ 1.3K Β· ⏱️ 14.04.2024): ``` pip install argcomplete ``` @@ -2194,7 +2194,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰34 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 21K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 21K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/sdispater/cleo @@ -2203,19 +2203,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 700K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 710K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
wcwidth (πŸ₯‰32 Β· ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 55 Β· πŸ“¦ 540K Β· πŸ“‹ 52 - 25% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 56 Β· πŸ“¦ 540K Β· πŸ“‹ 58 - 32% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 66M / month Β· πŸ“¦ 14K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 66M / month Β· πŸ“¦ 1.5K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2226,12 +2226,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰30 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 81 Β· πŸ“¦ 12K Β· πŸ“‹ 140 - 27% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 83 Β· πŸ“¦ 12K Β· πŸ“‹ 150 - 34% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.7M / month Β· πŸ“¦ 420 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.8M / month Β· πŸ“¦ 660 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` @@ -2242,12 +2242,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asciimatics (πŸ₯‰29 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 990 Β· πŸ“‹ 300 - 7% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 990 Β· πŸ“‹ 300 - 8% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 19K / month Β· πŸ“¦ 120 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 21K / month Β· πŸ“¦ 110 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2256,30 +2256,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asciimatics ```
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ConfigArgParse (πŸ₯‰29 Β· ⭐ 700 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT +
ConfigArgParse (πŸ₯‰28 Β· ⭐ 700 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT - [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.6M / month Β· πŸ“¦ 560 Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 820K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 830K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰22 Β· ⭐ 160) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰22 Β· ⭐ 170) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT - [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 18 Β· πŸ“¦ 300 Β· πŸ“‹ 33 - 54% open Β· ⏱️ 29.03.2024): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 170K / month Β· πŸ“¦ 44 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 190K / month Β· πŸ“¦ 76 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2291,7 +2291,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 190 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2309,7 +2309,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 910) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 920) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2317,14 +2317,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡36 Β· ⭐ 2.1K Β· πŸ“ˆ) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡34 Β· ⭐ 2.1K Β· πŸ“‰) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 130M / month Β· πŸ“¦ 27K Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 130M / month Β· πŸ“¦ 2.4K Β· ⏱️ 26.02.2024): ``` pip install cachetools ``` @@ -2335,24 +2335,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 290 - 12% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 300 - 13% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 600K / month Β· πŸ“¦ 140 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 590K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
beaker (πŸ₯‰29 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.3K Β· πŸ“‹ 140 - 54% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.3K Β· πŸ“‹ 140 - 55% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 260K / month Β· πŸ“¦ 1.4K Β· ⏱️ 11.04.2024): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 250K / month Β· πŸ“¦ 78 Β· ⏱️ 11.04.2024): ``` pip install beaker ``` @@ -2361,14 +2361,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge beaker ```
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cachier (πŸ₯‰27 Β· ⭐ 510) - Persistent, stale-free, local and cross-machine caching for Python.. MIT +
cachier (πŸ₯‰27 Β· ⭐ 520) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 80 - 26% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 81 - 27% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 86K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 93K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): ``` pip install cachier ``` @@ -2380,7 +2380,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 290K / month Β· πŸ“¦ 2.4K Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 270K / month Β· πŸ“¦ 74 Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2403,12 +2403,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡41 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3K Β· πŸ“₯ 37K Β· πŸ“¦ 13K Β· πŸ“‹ 5.1K - 15% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3K Β· πŸ“₯ 37K Β· πŸ“¦ 13K Β· πŸ“‹ 5.1K - 15% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 160K / month Β· πŸ“¦ 310 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 170K / month Β· πŸ“¦ 310 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` @@ -2424,23 +2424,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 42K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 44K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 680 Β· πŸ“₯ 2.9K Β· πŸ“¦ 3 Β· πŸ“‹ 860 - 18% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 640 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 900 - 20% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.9K / month Β· πŸ“¦ 23 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 5.7K / month Β· πŸ“¦ 23 Β· ⏱️ 08.05.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 17 / month Β· πŸ“¦ 3 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 16 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2452,7 +2452,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 980 / month Β· πŸ“¦ 22 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 950 / month Β· πŸ“¦ 7 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2467,7 +2467,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - Eel (πŸ₯‰31 Β· ⭐ 6.2K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT - Gooey (πŸ₯‰29 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed -- Phoenix (πŸ₯‰24 Β· ⭐ 2.2K Β· πŸ“‰) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- Phoenix (πŸ₯‰24 Β· ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows

@@ -2475,16 +2475,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-ml-python - Computer Vision ( ⭐ 15K) - Collection of computer vision and image processing.. +πŸ”— best-of-ml-python - Computer Vision ( ⭐ 16K) - Collection of computer vision and image processing.. -
Pipeless (πŸ₯‡18 Β· ⭐ 650) - An open-source framework to create and deploy computer vision.. Apache-2 +
Pipeless (πŸ₯‡18 Β· ⭐ 660) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 930 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 930 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 120 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 130 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2495,7 +2495,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-ml-python ( ⭐ 15K) - A ranked list of awesome machine learning Python libraries. Updated.. +πŸ”— best-of-ml-python ( ⭐ 16K) - A ranked list of awesome machine learning Python libraries. Updated..
@@ -2503,7 +2503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-ml-python - NLP ( ⭐ 15K) - Collection of text processing and NLP libraries. +πŸ”— best-of-ml-python - NLP ( ⭐ 16K) - Collection of text processing and NLP libraries.
emoji (πŸ₯‡36 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 @@ -2512,71 +2512,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.5M / month Β· πŸ“¦ 5.8K Β· ⏱️ 21.04.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.6M / month Β· πŸ“¦ 960 Β· ⏱️ 21.04.2024): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 71K Β· ⏱️ 21.04.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 72K Β· ⏱️ 21.04.2024): ``` conda install -c conda-forge emoji ```
-
phonenumbers (πŸ₯‡35 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 +
phonenumbers (πŸ₯‡34 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 03.05.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.4M / month Β· πŸ“¦ 1.5K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.5M / month Β· πŸ“¦ 520 Β· ⏱️ 03.05.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 890K Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 900K Β· ⏱️ 03.05.2024): ``` conda install -c conda-forge phonenumbers ```
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python-slugify (πŸ₯ˆ34 Β· ⭐ 1.4K) - Returns unicode slugs. MIT +
inflect (πŸ₯‡34 Β· ⭐ 920) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 82K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 100 Β· πŸ“¦ 21K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 18M / month Β· πŸ“¦ 3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.8M / month Β· πŸ“¦ 600 Β· ⏱️ 23.04.2024): ``` - pip install python-slugify + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 2M Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 370K Β· ⏱️ 23.04.2024): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge inflect ```
-
inflect (πŸ₯ˆ34 Β· ⭐ 920) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
python-slugify (πŸ₯ˆ33 Β· ⭐ 1.5K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 99 Β· πŸ“¦ 21K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 110 Β· πŸ“¦ 83K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.7M / month Β· πŸ“¦ 1.1K Β· ⏱️ 23.04.2024): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 18M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.02.2024): ``` - pip install inflect + pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 370K Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 2M Β· ⏱️ 08.02.2024): ``` - conda install -c conda-forge inflect + conda install -c conda-forge python-slugify ```
-
chardet (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Python character encoding detector. ❗️LGPL-2.1 +
chardet (πŸ₯ˆ31 Β· ⭐ 2.1K Β· πŸ’€) - Python character encoding detector. ❗️LGPL-2.1 -- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 6 Β· πŸ“‹ 140 - 39% open Β· ⏱️ 01.08.2023): +- [GitHub](https://github.com/chardet/chardet) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 250 Β· πŸ“¦ 6 Β· πŸ“‹ 150 - 42% open Β· ⏱️ 01.08.2023): ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 66M / month Β· πŸ“¦ 40K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 67M / month Β· πŸ“¦ 5.3K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2584,14 +2584,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 71 / month Β· πŸ“¦ 4 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 70 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
pyahocorasick (πŸ₯‰30 Β· ⭐ 890) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 33 Β· πŸ“¦ 2.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 36 Β· πŸ“¦ 2.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/WojciechMula/pyahocorasick @@ -2607,12 +2607,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
price-parser (πŸ₯‰21 Β· ⭐ 300 Β· πŸ’€) - Extract price amount and currency symbol from a raw text.. BSD-3 -- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 420 Β· πŸ“‹ 38 - 65% open Β· ⏱️ 17.10.2023): +- [GitHub](https://github.com/scrapinghub/price-parser) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 48 Β· πŸ“¦ 420 Β· πŸ“‹ 39 - 66% open Β· ⏱️ 17.10.2023): ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 96K / month Β· πŸ“¦ 19 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 99K / month Β· πŸ“¦ 32 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2621,8 +2621,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - humanize (πŸ₯‰30 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 -- awesome-slugify (πŸ₯‰21 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰15 Β· ⭐ 81 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- awesome-slugify (πŸ₯‰20 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 +- millify (πŸ₯‰16 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2642,76 +2642,76 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡49 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.3B / month Β· πŸ“¦ 11K Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.4B / month Β· πŸ“¦ 11K Β· ⏱️ 08.05.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 01.05.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡45 Β· ⭐ 8.8K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 8.9K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 770K Β· πŸ“‹ 7.8K - 3% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 770K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 49K Β· ⏱️ 23.03.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 10K Β· ⏱️ 05.05.2024): ``` pip install SQLAlchemy ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 15M Β· ⏱️ 24.03.2024): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy) (πŸ“₯ 15M Β· ⏱️ 06.05.2024): ``` conda install -c conda-forge sqlalchemy ```
-
redis (πŸ₯‡43 Β· ⭐ 12K) - Redis Python client. MIT +
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.7K - 10% open Β· ⏱️ 09.05.2024): ``` - git clone https://github.com/redis/redis-py + git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 37M / month Β· πŸ“¦ 28K Β· ⏱️ 23.04.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 49M / month Β· πŸ“¦ 860 Β· ⏱️ 08.05.2024): ``` - pip install redis + pip install azure-storage-blob ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 09.05.2024): ``` - conda install -c conda-forge redis-py + conda install -c conda-forge azure-storage-blob ```
-
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT +
redis (πŸ₯‡42 Β· ⭐ 12K) - Redis Python client. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.7K - 10% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 09.05.2024): ``` - git clone https://github.com/Azure/azure-sdk-for-python + git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 49M / month Β· πŸ“¦ 860 Β· ⏱️ 16.04.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 37M / month Β· πŸ“¦ 5.3K Β· ⏱️ 08.05.2024): ``` - pip install azure-storage-blob + pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/azure-storage-blob) (πŸ“₯ 1.1M Β· ⏱️ 06.03.2024): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 23.04.2024): ``` - conda install -c conda-forge azure-storage-blob + conda install -c conda-forge redis-py ```
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.7K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 70M / month Β· πŸ“¦ 2.1K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 71M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): ``` pip install google-cloud-storage ``` @@ -2720,36 +2720,36 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-storage ```
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peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT +
elasticsearch (πŸ₯‡42 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 48K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 06.05.2024): ``` - git clone https://github.com/coleifer/peewee + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.4M / month Β· πŸ“¦ 3.8K Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 26M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.05.2024): ``` - pip install peewee + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 630K Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 1M Β· ⏱️ 03.05.2024): ``` - conda install -c conda-forge peewee + conda install -c conda-forge elasticsearch ```
-
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 +
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.8K Β· πŸ“¦ 48K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· ⏱️ 08.05.2024): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 25M / month Β· πŸ“¦ 6.2K Β· ⏱️ 27.03.2024): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.5M / month Β· πŸ“¦ 890 Β· ⏱️ 17.04.2024): ``` - pip install elasticsearch + pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 1M Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 640K Β· ⏱️ 18.04.2024): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge peewee ```
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT @@ -2759,7 +2759,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 3.6K Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 380 Β· ⏱️ 07.03.2024): ``` pip install mongoengine ``` @@ -2770,28 +2770,28 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ39 Β· ⭐ 710) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 29K Β· πŸ“‹ 650 - 7% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 29K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 06.05.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 41M / month Β· πŸ“¦ 1.2K Β· ⏱️ 18.04.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 42M / month Β· πŸ“¦ 860 Β· ⏱️ 06.05.2024): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.8M Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.9M Β· ⏱️ 07.05.2024): ``` conda install -c conda-forge google-cloud-bigquery ```
PyMySQL (πŸ₯ˆ38 Β· ⭐ 7.6K) - MySQL client library for Python. MIT -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 220K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 26.03.2024): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 220K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 04.05.2024): ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 47M / month Β· πŸ“¦ 680 Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 48M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2802,39 +2802,39 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ38 Β· ⭐ 4.1K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 09.05.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 28M / month Β· πŸ“¦ 3.9K Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 28M / month Β· πŸ“¦ 3.9K Β· ⏱️ 07.05.2024): ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.7M Β· ⏱️ 28.03.2024): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.7M Β· ⏱️ 09.05.2024): ``` conda install -c conda-forge pymongo ```
AWS Data Wrangler (πŸ₯ˆ38 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 2% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 44M / month Β· πŸ“¦ 67 Β· ⏱️ 22.04.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 44M / month Β· πŸ“¦ 95 Β· ⏱️ 22.04.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 480K Β· ⏱️ 22.04.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 490K Β· ⏱️ 22.04.2024): ``` conda install -c conda-forge awswrangler ```
alembic (πŸ₯ˆ38 Β· ⭐ 2.5K) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 220 Β· πŸ“¦ 220K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 230 Β· πŸ“¦ 220K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/sqlalchemy/alembic @@ -2850,12 +2850,12 @@ _Libraries for connecting to, operating, and querying databases._
kafka-python (πŸ₯ˆ37 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 25K Β· πŸ“‹ 1.5K - 19% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 25K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 13M / month Β· πŸ“¦ 1.5K Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 13M / month Β· πŸ“¦ 680 Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2864,14 +2864,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
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Ibis (πŸ₯ˆ37 Β· ⭐ 4.2K) - the portable Python dataframe library. Apache-2 +
Ibis (πŸ₯ˆ37 Β· ⭐ 4.3K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 520 Β· πŸ“₯ 120 Β· πŸ“¦ 1.4K Β· πŸ“‹ 2.8K - 8% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 530 Β· πŸ“₯ 120 Β· πŸ“¦ 1.4K Β· πŸ“‹ 2.9K - 8% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 480 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 62 Β· ⏱️ 05.05.2024): ``` pip install ibis-framework ``` @@ -2887,7 +2887,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.4M / month Β· πŸ“¦ 990 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.4M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): ``` pip install elasticsearch-dsl ``` @@ -2898,16 +2898,16 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 580 Β· πŸ“¦ 12K Β· πŸ“‹ 380 - 59% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“¦ 12K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.2M / month Β· πŸ“¦ 230 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.4M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 29K Β· ⏱️ 30.04.2024): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 30K Β· ⏱️ 30.04.2024): ``` conda install -c conda-forge sqlmodel ``` @@ -2919,7 +2919,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.6M / month Β· πŸ“¦ 840 Β· ⏱️ 24.03.2024): ``` pip install sqlalchemy-utils ``` @@ -2930,28 +2930,28 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ36 Β· ⭐ 820) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 260 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 28% open Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 29% open Β· ⏱️ 12.04.2024): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 250M / month Β· πŸ“¦ 810 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 250M / month Β· πŸ“¦ 930 Β· ⏱️ 18.03.2024): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.7M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.8M Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge s3fs ```
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 470 Β· πŸ“₯ 5.3K Β· πŸ“¦ 160K Β· πŸ“‹ 340 - 2% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 430 Β· πŸ“₯ 5.3K Β· πŸ“¦ 160K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 6.5M / month Β· πŸ“¦ 7.3K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 6.8M / month Β· πŸ“¦ 790 Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` @@ -2962,44 +2962,44 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 88K Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 89K Β· ⏱️ 19.04.2024): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 540 Β· ⏱️ 26.03.2024): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 66K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 67K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge motor ```
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 4.2K Β· πŸ“ˆ) - Familiar asyncio ORM for python, built with relations in.. Apache-2 +
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 4.3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.6K Β· πŸ“‹ 1.1K - 52% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.6K Β· πŸ“‹ 1.1K - 52% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 130K / month Β· πŸ“¦ 110 Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 110 Β· ⏱️ 26.04.2024): ``` pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 17K Β· ⏱️ 26.04.2024): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 18K Β· ⏱️ 26.04.2024): ``` conda install -c conda-forge tortoise-orm ```
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 820 Β· πŸ“‹ 530 - 17% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 780 Β· πŸ“‹ 540 - 19% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 35M / month Β· πŸ“¦ 900 Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 35M / month Β· πŸ“¦ 1.5K Β· ⏱️ 14.02.2024): ``` pip install prometheus_client ``` @@ -3010,12 +3010,12 @@ _Libraries for connecting to, operating, and querying databases._
Databases (πŸ₯ˆ34 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 330 - 38% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 330 - 39% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 520K / month Β· πŸ“¦ 120 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 550K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): ``` pip install databases ``` @@ -3031,7 +3031,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 2.8M / month Β· πŸ“¦ 120 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 3M / month Β· πŸ“¦ 150 Β· ⏱️ 15.03.2022): ``` pip install pypika ``` @@ -3040,42 +3040,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pypika ```
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libcloud (πŸ₯ˆ34 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - -- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 920 Β· πŸ“‹ 220 - 42% open Β· ⏱️ 27.04.2024): - - ``` - git clone https://github.com/apache/libcloud - ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 230K / month Β· πŸ“¦ 860 Β· ⏱️ 10.08.2023): - ``` - pip install apache-libcloud - ``` -
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minio (πŸ₯ˆ34 Β· ⭐ 770) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯ˆ34 Β· ⭐ 780) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.3K Β· πŸ“‹ 550 - 1% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.4K Β· πŸ“‹ 560 - 1% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.3M / month Β· πŸ“¦ 4K Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.3M / month Β· πŸ“¦ 500 Β· ⏱️ 30.04.2024): ``` pip install minio ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 160K Β· ⏱️ 01.05.2024): +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 170K Β· ⏱️ 01.05.2024): ``` conda install -c conda-forge minio ```
s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 86 - 58% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 87 - 58% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 330M / month Β· πŸ“¦ 4.4K Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 340M / month Β· πŸ“¦ 660 Β· ⏱️ 14.03.2024): ``` pip install s3transfer ``` @@ -3086,44 +3074,44 @@ _Libraries for connecting to, operating, and querying databases._
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 530 Β· πŸ“¦ 6.8K Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 540 Β· πŸ“¦ 6.8K Β· ⏱️ 03.05.2024): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.6M / month Β· πŸ“¦ 710 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.7M / month Β· πŸ“¦ 190 Β· ⏱️ 20.03.2024): ``` pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 200K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 210K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge cassandra-driver ```
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neo4j-driver (πŸ₯‰33 Β· ⭐ 860) - Neo4j Bolt driver for Python. Apache-2 +
neo4j-driver (πŸ₯‰33 Β· ⭐ 870) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9K Β· πŸ“‹ 240 - 0% open Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.1K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 03.05.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 520 Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 61 Β· ⏱️ 26.04.2024): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 200K Β· ⏱️ 26.04.2024): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 210K Β· ⏱️ 26.04.2024): ``` conda install -c conda-forge neo4j-python-driver ```
pandas-gbq (πŸ₯‰33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 9.9K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 13M / month Β· πŸ“¦ 340 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 14M / month Β· πŸ“¦ 180 Β· ⏱️ 07.03.2024): ``` pip install pandas-gbq ``` @@ -3134,12 +3122,12 @@ _Libraries for connecting to, operating, and querying databases._
Records (πŸ₯‰32 Β· ⭐ 7.1K) - SQL for Humans. ISC -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 570 Β· πŸ“¦ 1.2K Β· πŸ“‹ 130 - 32% open Β· ⏱️ 30.03.2024): +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 570 Β· πŸ“¦ 1.2K Β· πŸ“‹ 130 - 29% open Β· ⏱️ 30.03.2024): ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 200K / month Β· πŸ“¦ 180 Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 210K / month Β· πŸ“¦ 46 Β· ⏱️ 29.03.2024): ``` pip install records ``` @@ -3155,7 +3143,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 160K / month Β· πŸ“¦ 160 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 170K / month Β· πŸ“¦ 160 Β· ⏱️ 25.09.2023): ``` pip install pony ``` @@ -3164,30 +3152,26 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
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influxdb (πŸ₯‰32 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT +
libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 520 Β· πŸ“‹ 550 - 30% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 930 Β· πŸ“‹ 210 - 40% open Β· ⏱️ 27.04.2024): ``` - git clone https://github.com/influxdata/influxdb-python - ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 18.04.2024): + git clone https://github.com/apache/libcloud ``` - pip install influxdb +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 210K / month Β· πŸ“¦ 160 Β· ⏱️ 10.08.2023): ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge influxdb + pip install apache-libcloud ```
pygsheets (πŸ₯‰32 Β· ⭐ 1.5K) - Google Sheets Python API v4. MIT -- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 400 - 14% open Β· ⏱️ 14.01.2024): +- [GitHub](https://github.com/nithinmurali/pygsheets) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 220 Β· πŸ“¦ 2.5K Β· πŸ“‹ 400 - 15% open Β· ⏱️ 14.01.2024): ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.8M / month Β· πŸ“¦ 99 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.8M / month Β· πŸ“¦ 75 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ``` @@ -3199,18 +3183,34 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 160 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 78 Β· ⏱️ 14.01.2024): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 590K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 600K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ```
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cx-Oracle (πŸ₯‰31 Β· ⭐ 880 Β· πŸ’€) - Python interface to Oracle Database now superseded by python-.. BSD-3 +
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT + +- [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 520 Β· πŸ“‹ 550 - 30% open Β· ⏱️ 17.04.2024): + + ``` + git clone https://github.com/influxdata/influxdb-python + ``` +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.2M / month Β· πŸ“¦ 350 Β· ⏱️ 18.04.2024): + ``` + pip install influxdb + ``` +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge influxdb + ``` +
+
cx-Oracle (πŸ₯‰31 Β· ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.2K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 17.08.2023): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.2K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/oracle/python-cx_Oracle @@ -3226,62 +3226,62 @@ _Libraries for connecting to, operating, and querying databases._
dataset (πŸ₯‰30 Β· ⭐ 4.7K Β· πŸ’€) - Easy-to-use data handling for SQL data stores with support for.. MIT -- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 300 Β· πŸ“¦ 3.8K Β· πŸ“‹ 300 - 11% open Β· ⏱️ 12.07.2023): +- [GitHub](https://github.com/pudo/dataset) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 300 Β· πŸ“¦ 3.9K Β· πŸ“‹ 300 - 12% open Β· ⏱️ 12.07.2023): ``` git clone https://github.com/pudo/dataset ``` -- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 110K / month Β· πŸ“¦ 580 Β· ⏱️ 12.07.2023): +- [PyPi](https://pypi.org/project/dataset) (πŸ“₯ 120K / month Β· πŸ“¦ 130 Β· ⏱️ 12.07.2023): ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.4K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.5K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
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pysolr (πŸ₯‰30 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 +
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.6K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 360 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 17% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 880 Β· πŸ“¦ 9.7K): ``` - git clone https://github.com/django-haystack/pysolr + git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month Β· πŸ“¦ 1.3K Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 13M / month Β· πŸ“¦ 520 Β· ⏱️ 07.05.2024): ``` - pip install pysolr + pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 860K Β· ⏱️ 08.05.2024): ``` - conda install -c conda-forge pysolr + conda install -c conda-forge python-confluent-kafka ```
piccolos (πŸ₯‰29 Β· ⭐ 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 350 Β· πŸ“‹ 380 - 32% open Β· ⏱️ 06.04.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 350 Β· πŸ“‹ 380 - 33% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 11 Β· ⏱️ 22.03.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 16 Β· ⏱️ 22.03.2024): ``` pip install piccolo ```
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confluent-kafka-python (πŸ₯‰27 Β· ⭐ 3.4K) - Confluents Kafka Python Client. Apache-2 +
pysolr (πŸ₯‰29 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 900 Β· πŸ“¦ 9.6K): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 340 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 07.05.2024): ``` - git clone https://github.com/confluentinc/confluent-kafka-python + git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 13M / month Β· πŸ“¦ 500 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 330K / month Β· πŸ“¦ 54 Β· ⏱️ 13.10.2023): ``` - pip install confluent-kafka + pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 860K Β· ⏱️ 30.01.2024): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge python-confluent-kafka + conda install -c conda-forge pysolr ```
prisma (πŸ₯‰27 Β· ⭐ 1.6K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 @@ -3303,7 +3303,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 52K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 51K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3319,7 +3319,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 26K / month Β· πŸ“¦ 8 Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 25K / month Β· πŸ“¦ 8 Β· ⏱️ 26.04.2024): ``` pip install odmantic ``` @@ -3331,26 +3331,26 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 9 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 11K / month Β· πŸ“¦ 9 Β· ⏱️ 22.02.2024): ``` pip install filedepot ```
aioprometheus (πŸ₯‰22 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 300 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 310 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 170K / month Β· πŸ“¦ 13 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 180K / month Β· πŸ“¦ 15 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 140 Β· πŸ“‹ 430 - 7% open Β· ⏱️ 20.04.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“‹ 450 - 8% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3359,19 +3359,19 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... - psycopg2 (πŸ₯ˆ37 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution -- pyodbc (πŸ₯ˆ36 Β· ⭐ 2.8K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 64) - Google Cloud Bigtable API client library. Apache-2 +- pyodbc (πŸ₯ˆ35 Β· ⭐ 2.9K) - Python ODBC bridge. ❗️MIT-0 +- google-cloud-bigtable (πŸ₯‰30 Β· ⭐ 64) - Google Cloud Bigtable API client library. Apache-2 +- gino (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 -- umongo (πŸ₯‰28 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- umongo (πŸ₯‰27 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 -- db.py (πŸ₯‰21 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 +- pyhdb (πŸ₯‰22 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT - py2neo (πŸ₯‰21 Β· ⭐ 12) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - PugSQL (πŸ₯‰20 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- db.py (πŸ₯‰19 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT @@ -3386,44 +3386,44 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 47K Β· πŸ“‹ 2.8K - 24% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 48K Β· πŸ“‹ 2.8K - 24% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 9.3M / month Β· πŸ“¦ 1.1K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 9.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.05.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 730K Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 740K Β· ⏱️ 06.05.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 710 - 2% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 720 - 2% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 3.3K Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.05.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 920K Β· ⏱️ 29.04.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 920K Β· ⏱️ 09.05.2024): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡37 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 96K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 97K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 2M / month Β· πŸ“¦ 1.3K Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 2M / month Β· πŸ“¦ 170 Β· ⏱️ 04.04.2024): ``` pip install tablib ``` @@ -3434,44 +3434,44 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯ˆ36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 18K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 22.04.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 650 Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 140 Β· ⏱️ 02.04.2024): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 740K Β· ⏱️ 03.04.2024): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 750K Β· ⏱️ 03.04.2024): ``` conda install -c conda-forge xlwings ```
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csvkit (πŸ₯ˆ34 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.4K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 910 - 2% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 460 Β· πŸ“¦ 66K Β· πŸ“‹ 260 - 36% open Β· ⏱️ 03.05.2024): ``` - git clone https://github.com/wireservice/csvkit + git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 170K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month Β· πŸ“¦ 2.8K Β· ⏱️ 08.05.2022): ``` - pip install csvkit + pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 02.05.2024): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.9M Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge csvkit + conda install -c conda-forge xmltodict ```
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smart-open (πŸ₯ˆ34 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
smart-open (πŸ₯ˆ35 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 370 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 24M / month Β· πŸ“¦ 650 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 25M / month Β· πŸ“¦ 500 Β· ⏱️ 26.03.2024): ``` pip install smart-open ``` @@ -3480,14 +3480,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
+
csvkit (πŸ₯ˆ34 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT + +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 2% open Β· ⏱️ 02.05.2024): + + ``` + git clone https://github.com/wireservice/csvkit + ``` +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): + ``` + pip install csvkit + ``` +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 02.05.2024): + ``` + conda install -c conda-forge csvkit + ``` +
python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K Β· πŸ’€) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 270 Β· πŸ“¦ 56K Β· πŸ“‹ 210 - 9% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 280 Β· πŸ“¦ 57K Β· πŸ“‹ 210 - 9% open Β· ⏱️ 09.10.2023): ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3496,14 +3512,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge python-magic ```
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gdown (πŸ₯ˆ33 Β· ⭐ 3.9K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT +
gdown (πŸ₯ˆ32 Β· ⭐ 3.9K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 30K Β· πŸ“‹ 160 - 17% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 19% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 510 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 770 Β· ⏱️ 03.02.2024): ``` pip install gdown ``` @@ -3514,28 +3530,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
pandas-datareader (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 -- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 680 Β· πŸ“¦ 24K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): +- [GitHub](https://github.com/pydata/pandas-datareader) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 670 Β· πŸ“¦ 24K Β· πŸ“‹ 540 - 26% open Β· ⏱️ 24.10.2023): ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 470K / month Β· πŸ“¦ 870 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 470K / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` -- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 350K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandas-datareader) (πŸ“₯ 360K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandas-datareader ```
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Intake (πŸ₯ˆ32 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯‰31 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 140 Β· πŸ“¦ 2.3K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 2.3K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 06.05.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 66K / month Β· πŸ“¦ 140 Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 74K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): ``` pip install intake ``` @@ -3544,18 +3560,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge intake ```
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snorkel (πŸ₯‰29 Β· ⭐ 5.7K Β· πŸ“‰) - A system for quickly generating training data with weak.. Apache-2 +
snorkel (πŸ₯‰30 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 - [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 510 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 29K / month Β· πŸ“¦ 16 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 30K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 48K Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 49K Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge snorkel ``` @@ -3567,7 +3583,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 140K / month Β· πŸ“¦ 55 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 150K / month Β· πŸ“¦ 55 Β· ⏱️ 10.03.2022): ``` pip install textract ``` @@ -3578,24 +3594,24 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰26 Β· ⭐ 3.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.7K Β· πŸ“¦ 140 Β· πŸ“‹ 250 - 42% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.7K Β· πŸ“¦ 150 Β· πŸ“‹ 250 - 43% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 39K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 44K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ```
camelot (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ’€) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 420 Β· πŸ“‹ 380 - 70% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 430 Β· πŸ“‹ 380 - 70% open Β· ⏱️ 02.10.2023): ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.6K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.5K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3607,43 +3623,43 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.5K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.7K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): ``` pip install rows ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.5K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT +
Upgini (πŸ₯‰21 Β· ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 130 - 68% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 08.05.2024): ``` - git clone https://github.com/camelot-dev/excalibur + git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.6K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.2K / month Β· ⏱️ 08.05.2024): ``` - pip install excalibur-py + pip install upgini ```
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Upgini (πŸ₯‰20 Β· ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
excalibur (πŸ₯‰20 Β· ⭐ 1.5K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 130 - 68% open Β· ⏱️ 15.07.2023): ``` - git clone https://github.com/upgini/upgini + git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 6.9K / month Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.7K / month Β· ⏱️ 21.03.2020): ``` - pip install upgini + pip install excalibur-py ```
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Squirrel (πŸ₯‰16 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 +
Squirrel (πŸ₯‰17 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 -- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 13 - 15% open Β· ⏱️ 15.01.2024): +- [GitHub](https://github.com/merantix-momentum/squirrel-core) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 8 Β· πŸ“¦ 2 Β· πŸ“‹ 14 - 21% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 740 / month Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 08.05.2024): ``` pip install squirrel-core ``` @@ -3652,10 +3668,9 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c anaconda squirrel-core ```
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Show 12 hidden projects... +
Show 11 hidden projects... -- xmltodict (πŸ₯ˆ34 Β· ⭐ 5.4K Β· πŸ’€) - Python module that makes working with XML feel like you are.. MIT -- SDV (πŸ₯ˆ32 Β· ⭐ 2.1K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- SDV (πŸ₯ˆ32 Β· ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - PDFMiner (πŸ₯‰27 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT @@ -3675,34 +3690,34 @@ _Libraries for loading, collecting, and extracting data from a variety of data s _Libraries for data batch- and stream-processing, workflow automation, job scheduling, and other data pipeline tasks._ -
Airflow (πŸ₯‡50 Β· ⭐ 35K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 +
Airflow (πŸ₯‡49 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.1K - 10% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.2K - 10% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 24M / month Β· πŸ“¦ 7.5K Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 23M / month Β· πŸ“¦ 460 Β· ⏱️ 06.05.2024): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 14.04.2024): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 07.05.2024): ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 1.1B Β· ⭐ 510 Β· ⏱️ 30.04.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 1.1B Β· ⭐ 510 Β· ⏱️ 06.05.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 24K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/celery/celery ``` -- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 10M / month Β· πŸ“¦ 15K Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/celery) (πŸ“₯ 11M / month Β· πŸ“¦ 1.7K Β· ⏱️ 17.04.2024): ``` pip install celery ``` @@ -3711,62 +3726,62 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge celery ```
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Beam (πŸ₯‡44 Β· ⭐ 7.5K) - Unified programming model to define and execute data processing.. Apache-2 +
Beam (πŸ₯‡44 Β· ⭐ 7.6K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.7K - 64% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.2M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 67K Β· ⏱️ 14.04.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 68K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.8K Β· πŸ“‹ 4.9K - 16% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.8K Β· πŸ“‹ 5K - 16% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.1M / month Β· πŸ“¦ 160 Β· ⏱️ 25.04.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.2M / month Β· πŸ“¦ 250 Β· ⏱️ 02.05.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 630K Β· ⏱️ 26.04.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 640K Β· ⏱️ 03.05.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.3K Β· πŸ“‹ 7.3K - 33% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.3K Β· πŸ“‹ 7.3K - 33% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 840K / month Β· πŸ“¦ 140 Β· ⏱️ 25.04.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 870K / month Β· πŸ“¦ 170 Β· ⏱️ 02.05.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 26.04.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 03.05.2024): ``` conda install -c conda-forge dagster ```
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rq (πŸ₯ˆ41 Β· ⭐ 9.5K) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ40 Β· ⭐ 9.5K) - Simple job queues for Python. BSD-3 - [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/rq/rq ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.5M / month Β· πŸ“¦ 2.2K Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 220 Β· ⏱️ 01.05.2024): ``` pip install rq ``` @@ -3782,23 +3797,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 53M / month Β· πŸ“¦ 5.8K Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 55M / month Β· πŸ“¦ 5.8K Β· ⏱️ 02.05.2024): ``` pip install joblib ``` -- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 26M Β· ⏱️ 08.04.2024): +- [Conda](https://anaconda.org/conda-forge/joblib) (πŸ“₯ 26M Β· ⏱️ 02.05.2024): ``` conda install -c conda-forge joblib ```
Great Expectations (πŸ₯ˆ39 Β· ⭐ 9.5K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 19M / month Β· πŸ“¦ 64 Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 20M / month Β· πŸ“¦ 89 Β· ⏱️ 29.04.2024): ``` pip install great_expectations ``` @@ -3809,24 +3824,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 860 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 500K / month Β· πŸ“¦ 76 Β· ⏱️ 22.04.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 510K / month Β· πŸ“¦ 110 Β· ⏱️ 22.04.2024): ``` pip install kedro ```
dbt (πŸ₯ˆ38 Β· ⭐ 8.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.2K Β· πŸ“¦ 4.8K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 53K / month Β· πŸ“¦ 35 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 55K / month Β· πŸ“¦ 35 Β· ⏱️ 30.04.2024): ``` pip install dbt ``` @@ -3835,18 +3850,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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luigi (πŸ₯ˆ36 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 14.04.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 340K / month Β· πŸ“¦ 420 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 350K / month Β· πŸ“¦ 140 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 2 Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 3 Β· ⏱️ 16.06.2023): ``` conda install -c anaconda luigi ``` @@ -3858,7 +3873,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2.3M / month Β· πŸ“¦ 86 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2M / month Β· πŸ“¦ 44 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3869,7 +3884,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 12% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/activeloopai/Hub @@ -3879,54 +3894,54 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched pip install hub ```
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zenml (πŸ₯ˆ32 Β· ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ33 Β· ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 500 Β· πŸ“‹ 310 - 21% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 510 Β· πŸ“‹ 310 - 20% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 20K / month Β· πŸ“¦ 2 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 23K / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2024): ``` pip install zenml ```
arq (πŸ₯ˆ31 Β· ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 590 Β· πŸ“‹ 220 - 30% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 600 Β· πŸ“‹ 220 - 30% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 97K / month Β· πŸ“¦ 29 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 99K / month Β· πŸ“¦ 29 Β· ⏱️ 01.05.2024): ``` pip install arq ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 9.8K Β· ⏱️ 02.05.2024): +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 10K Β· ⏱️ 02.05.2024): ``` conda install -c conda-forge arq ```
whylogs (πŸ₯ˆ30 Β· ⭐ 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 33 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 250 Β· πŸ“‹ 430 - 3% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 340K / month Β· πŸ“¦ 6 Β· ⏱️ 27.04.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 390K / month Β· πŸ“¦ 7 Β· ⏱️ 08.05.2024): ``` pip install whylogs ```
huey (πŸ₯‰29 Β· ⭐ 4.9K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 380 Β· πŸ“¦ 1.5K Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.5K Β· ⏱️ 04.04.2024): ``` git clone https://github.com/coleifer/huey ``` -- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 100K / month Β· πŸ“¦ 180 Β· ⏱️ 20.09.2023): +- [PyPi](https://pypi.org/project/huey) (πŸ“₯ 100K / month Β· πŸ“¦ 70 Β· ⏱️ 20.09.2023): ``` pip install huey ``` @@ -3935,30 +3950,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
-
ploomber (πŸ₯‰29 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
ploomber (πŸ₯‰28 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 -- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 220 Β· πŸ“¦ 130 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): +- [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 230 Β· πŸ“¦ 130 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 9.2K / month Β· πŸ“¦ 7 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 9.7K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 86K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 87K Β· ⏱️ 09.02.2024): ``` conda install -c conda-forge ploomber ```
mleap (πŸ₯‰28 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 320 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 170K / month Β· πŸ“¦ 25 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 160K / month Β· πŸ“¦ 11 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -3974,19 +3989,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 200K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 210K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ```
streamparse (πŸ₯‰25 Β· ⭐ 1.5K) - Run Python in Apache Storm topologies. Pythonic API, CLI.. Apache-2 -- [GitHub](https://github.com/pystorm/streamparse) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 220 Β· πŸ“¦ 64 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 21.04.2024): +- [GitHub](https://github.com/pystorm/streamparse) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 220 Β· πŸ“¦ 65 Β· πŸ“‹ 340 - 21% open Β· ⏱️ 21.04.2024): ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.4K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.5K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): ``` pip install streamparse ``` @@ -3998,7 +4013,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 9.7K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 11K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4010,7 +4025,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 5.5K / month Β· πŸ“¦ 10 Β· ⏱️ 25.04.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): ``` pip install tasktiger ``` @@ -4022,7 +4037,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 250K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 260K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): ``` pip install dbnd ``` @@ -4046,7 +4061,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 280 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 310 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ``` @@ -4058,7 +4073,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 75 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 84 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ``` @@ -4070,7 +4085,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4079,10 +4094,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 -- bonobo (πŸ₯‰25 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 +- bonobo (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark @@ -4101,12 +4116,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 76K Β· πŸ“‹ 930 - 1% open Β· ⏱️ 06.04.2024): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 77K Β· πŸ“‹ 940 - 1% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 19M / month Β· πŸ“¦ 4.1K Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 19M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.02.2024): ``` pip install xlsxwriter ``` @@ -4117,12 +4132,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 520 Β· πŸ“¦ 1.2M Β· πŸ“‹ 600 - 46% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 490 Β· πŸ“¦ 1.2M Β· πŸ“‹ 600 - 46% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 300M / month Β· πŸ“¦ 79K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 320M / month Β· πŸ“¦ 36K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4133,7 +4148,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 1 hidden projects... -- jmespath (πŸ₯‰34 Β· ⭐ 2.1K Β· πŸ’€) - JMESPath is a query language for JSON. MIT +- jmespath (πŸ₯‰33 Β· ⭐ 2.1K Β· πŸ’€) - JMESPath is a query language for JSON. MIT

@@ -4143,12 +4158,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 220 Β· πŸ“¦ 10K Β· πŸ“‹ 290 - 20% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 210 Β· πŸ“¦ 10K Β· πŸ“‹ 290 - 20% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 900 Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 810 Β· ⏱️ 08.04.2024): ``` pip install deepdiff ``` @@ -4159,12 +4174,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
typing_inspect (πŸ₯‰25 Β· ⭐ 330 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 31 Β· πŸ“‹ 56 - 37% open Β· ⏱️ 24.05.2023): +- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 33 Β· πŸ“‹ 58 - 39% open Β· ⏱️ 24.05.2023): ``` git clone https://github.com/ilevkivskyi/typing_inspect ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 29M / month Β· πŸ“¦ 410 Β· ⏱️ 24.05.2023): +- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 29M / month Β· πŸ“¦ 630 Β· ⏱️ 24.05.2023): ``` pip install typing_inspect ``` @@ -4176,7 +4191,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... - importlib-resources (πŸ₯ˆ32 Β· ⭐ 58) - Backport of the importlib.resources module. Apache-2 -- entrypoints (πŸ₯‰25 Β· ⭐ 73 Β· πŸ’€) - Discover and load entry points from installed packages. MIT +- entrypoints (πŸ₯‰23 Β· ⭐ 73 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4186,12 +4201,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
attrs (πŸ₯‡43 Β· ⭐ 5.1K) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 390 Β· πŸ“¦ 1M Β· πŸ“‹ 700 - 18% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 360 Β· πŸ“¦ 1M Β· πŸ“‹ 710 - 18% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 200M / month Β· πŸ“¦ 7.7K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 200M / month Β· πŸ“¦ 7.8K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4202,12 +4217,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 300 - 5% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 300 - 7% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 78M / month Β· πŸ“¦ 9.8K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 79M / month Β· πŸ“¦ 3.4K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4218,12 +4233,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
toolz (πŸ₯ˆ37 Β· ⭐ 4.5K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 250 Β· πŸ“¦ 150K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 260 Β· πŸ“¦ 150K Β· πŸ“‹ 270 - 46% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 34M / month Β· πŸ“¦ 3.6K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 35M / month Β· πŸ“¦ 1.4K Β· ⏱️ 24.01.2024): ``` pip install toolz ``` @@ -4239,7 +4254,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4M / month Β· πŸ“¦ 450 Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.1M / month Β· πŸ“¦ 350 Β· ⏱️ 31.03.2024): ``` pip install boltons ``` @@ -4250,23 +4265,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
tenacity (πŸ₯ˆ34 Β· ⭐ 6K) - Retrying library for Python. Apache-2 -- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 290 Β· πŸ“‹ 250 - 39% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 260 Β· πŸ“‹ 260 - 39% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 54M / month Β· πŸ“¦ 1.9K Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 59M / month Β· πŸ“¦ 2.3K Β· ⏱️ 07.05.2024): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.4M Β· ⏱️ 14.08.2023): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.5M Β· ⏱️ 09.05.2024): ``` conda install -c conda-forge tenacity ```
returns (πŸ₯‰31 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 540 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 550 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/dry-python/returns @@ -4275,7 +4290,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 8.9K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.1K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4287,23 +4302,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 650 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 360 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` -- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 420K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/funcy) (πŸ“₯ 430K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge funcy ```
natsort (πŸ₯‰30 Β· ⭐ 860) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 28K Β· πŸ“‹ 94 - 2% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 29K Β· πŸ“‹ 94 - 2% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4314,16 +4329,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (πŸ₯‰24 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“₯ 9 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“₯ 10 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 26.04.2024): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 28K / month Β· πŸ“¦ 73 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 30K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 78K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 79K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ``` @@ -4332,8 +4347,8 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.6K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 +- ratelimit (πŸ₯‰25 Β· ⭐ 710 Β· πŸ’€) - API Rate Limit Decorator. MIT - pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 -- ratelimit (πŸ₯‰24 Β· ⭐ 710 Β· πŸ’€) - API Rate Limit Decorator. MIT - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT - CommonRegex (πŸ₯‰22 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT
@@ -4343,14 +4358,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡50 Β· ⭐ 60K) - The Python programming language. MIT +
cpython (πŸ₯‡51 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 30 / month Β· πŸ“¦ 5 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 31 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4363,14 +4378,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ35 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ33 Β· ⭐ 18K Β· πŸ“‰) - MicroPython - a lean and efficient Python implementation.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.3K Β· πŸ“₯ 77K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 78K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/micropython/micropython ``` -- [PyPi](https://pypi.org/project/micropython-_markupbase) (πŸ“¦ 14 Β· ⏱️ 10.10.2016): +- [PyPi](https://pypi.org/project/micropython-_markupbase) (⏱️ 10.10.2016): ``` pip install micropython-_markupbase ``` @@ -4380,7 +4395,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 1K Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed -- cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed +- cl-python (πŸ₯‰11 Β· ⭐ 370 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4388,30 +4403,30 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
Pygments (πŸ₯‡42 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 +
Pygments (πŸ₯‡43 Β· ⭐ 1.7K Β· πŸ“ˆ) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 610 Β· πŸ“¦ 720K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 620 Β· πŸ“¦ 720K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 04.05.2024): ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 100M / month Β· πŸ“¦ 38K Β· ⏱️ 21.11.2023): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 110M / month Β· πŸ“¦ 6.8K Β· ⏱️ 04.05.2024): ``` pip install pygments ``` -- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 29M Β· ⏱️ 21.11.2023): +- [Conda](https://anaconda.org/conda-forge/pygments) (πŸ“₯ 30M Β· ⏱️ 04.05.2024): ``` conda install -c conda-forge pygments ```
cookiecutter (πŸ₯‡41 Β· ⭐ 22K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.9K Β· πŸ“¦ 27K Β· πŸ“‹ 870 - 26% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 27K Β· πŸ“‹ 880 - 26% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 3.8M / month Β· πŸ“¦ 1.7K Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4M / month Β· πŸ“¦ 810 Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` @@ -4422,44 +4437,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 10K Β· πŸ“¦ 980K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 30.03.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 280 Β· πŸ“₯ 10K Β· πŸ“¦ 980K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 120M / month Β· πŸ“¦ 33K Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 120M / month Β· πŸ“¦ 4.8K Β· ⏱️ 06.03.2024): ``` pip install pyparsing ``` -- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 43M Β· ⏱️ 06.03.2024): +- [Conda](https://anaconda.org/conda-forge/pyparsing) (πŸ“₯ 44M Β· ⏱️ 06.03.2024): ``` conda install -c conda-forge pyparsing ```
pycparser (πŸ₯ˆ38 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 600 Β· πŸ“¦ 800K Β· πŸ“‹ 360 - 9% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 600 Β· πŸ“¦ 810K Β· πŸ“‹ 360 - 9% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 230M / month Β· πŸ“¦ 17K Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 230M / month Β· πŸ“¦ 2K Β· ⏱️ 30.03.2024): ``` pip install pycparser ``` -- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 38M Β· ⏱️ 30.03.2024): +- [Conda](https://anaconda.org/conda-forge/pycparser) (πŸ“₯ 39M Β· ⏱️ 30.03.2024): ``` conda install -c conda-forge pycparser ```
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 200 Β· πŸ“¦ 39K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 210 Β· πŸ“¦ 39K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 49M / month Β· πŸ“¦ 720 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 49M / month Β· πŸ“¦ 280 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4468,30 +4483,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge py4j ```
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pluggy (πŸ₯ˆ34 Β· ⭐ 1.2K) - A minimalist production ready plugin system. MIT - -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 28% open Β· ⏱️ 30.04.2024): - - ``` - git clone https://github.com/pytest-dev/pluggy - ``` -- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 140M / month Β· πŸ“¦ 11K Β· ⏱️ 20.04.2024): - ``` - pip install pluggy - ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 25M Β· ⏱️ 21.04.2024): - ``` - conda install -c conda-forge pluggy - ``` -
decorator (πŸ₯ˆ34 Β· ⭐ 810 Β· πŸ’€) - Decorators for Humans. BSD-2 -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 100 Β· πŸ“¦ 560K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 23.08.2023): +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 110 Β· πŸ“¦ 570K Β· πŸ“‹ 110 - 14% open Β· ⏱️ 23.08.2023): ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 98M / month Β· πŸ“¦ 25K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 100M / month Β· πŸ“¦ 2K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4500,64 +4499,80 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge decorator ```
-
wrapt (πŸ₯ˆ33 Β· ⭐ 2K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
diagrams (πŸ₯ˆ33 Β· ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT -- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): +- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.5K Β· πŸ“‹ 560 - 66% open Β· ⏱️ 13.04.2024): ``` - git clone https://github.com/GrahamDumpleton/wrapt + git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 130M / month Β· πŸ“¦ 12K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 510K / month Β· πŸ“¦ 43 Β· ⏱️ 30.10.2023): ``` - pip install wrapt + pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 15M Β· ⏱️ 09.11.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 180K Β· ⏱️ 30.10.2023): ``` - conda install -c conda-forge wrapt + conda install -c conda-forge diagrams ```
Copier (πŸ₯ˆ33 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 75 Β· πŸ”€ 160 Β· πŸ“¦ 960 Β· πŸ“‹ 460 - 14% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 160 Β· πŸ“¦ 970 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 270K / month Β· πŸ“¦ 68 Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 290K / month Β· πŸ“¦ 110 Β· ⏱️ 04.04.2024): ``` pip install copier ```
-
fastcore (πŸ₯ˆ33 Β· ⭐ 900 Β· πŸ“ˆ) - Python supercharged for the fastai library. Apache-2 +
pluggy (πŸ₯ˆ33 Β· ⭐ 1.2K) - A minimalist production ready plugin system. MIT + +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 07.05.2024): + + ``` + git clone https://github.com/pytest-dev/pluggy + ``` +- [PyPi](https://pypi.org/project/pluggy) (πŸ“₯ 140M / month Β· πŸ“¦ 2K Β· ⏱️ 20.04.2024): + ``` + pip install pluggy + ``` +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 26M Β· ⏱️ 21.04.2024): + ``` + conda install -c conda-forge pluggy + ``` +
+
fastcore (πŸ₯ˆ33 Β· ⭐ 900) - Python supercharged for the fastai library. Apache-2 - [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 6.3K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.7M / month Β· πŸ“¦ 3.4K Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.7M / month Β· πŸ“¦ 630 Β· ⏱️ 01.05.2024): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 72K Β· ⏱️ 01.05.2024): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 74K Β· ⏱️ 01.05.2024): ``` conda install -c conda-forge fastcore ```
-
diagrams (πŸ₯‰32 Β· ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT +
wrapt (πŸ₯‰32 Β· ⭐ 2K) - A Python module for decorators, wrappers and monkey patching. BSD-2 -- [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.4K Β· πŸ“‹ 560 - 66% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): ``` - git clone https://github.com/mingrammer/diagrams + git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 300K / month Β· πŸ“¦ 43 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 140M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.11.2023): ``` - pip install diagrams + pip install wrapt ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 180K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/wrapt) (πŸ“₯ 15M Β· ⏱️ 09.11.2023): ``` - conda install -c conda-forge diagrams + conda install -c conda-forge wrapt ```
pyscaffold (πŸ₯‰29 Β· ⭐ 2K Β· πŸ’€) - Python project template generator with batteries included. MIT @@ -4567,7 +4582,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 960K / month Β· πŸ“¦ 62 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 990K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4576,14 +4591,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyscaffold ```
-
Send2Trash (πŸ₯‰28 Β· ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 +
Send2Trash (πŸ₯‰27 Β· ⭐ 260) - Python library to natively send files to Trash (or Recycle bin) on.. BSD-3 - [GitHub](https://github.com/arsenetar/send2trash) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 41 Β· πŸ“‹ 60 - 48% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 21M / month Β· πŸ“¦ 2.8K Β· ⏱️ 07.04.2024): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 21M / month Β· πŸ“¦ 480 Β· ⏱️ 07.04.2024): ``` pip install send2trash ``` @@ -4592,36 +4607,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
-
catalogue (πŸ₯‰26 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
python-mss (πŸ₯‰25 Β· ⭐ 960) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 21 Β· πŸ“¦ 40K Β· πŸ“‹ 11 - 36% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/explosion/catalogue + git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 8.7M / month Β· πŸ“¦ 93 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 790K / month Β· πŸ“¦ 210 Β· ⏱️ 20.04.2023): ``` - pip install catalogue + pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge catalogue + conda install -c conda-forge python-mss ```
-
python-mss (πŸ₯‰25 Β· ⭐ 960) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
catalogue (πŸ₯‰25 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 40K Β· πŸ“‹ 13 - 46% open Β· ⏱️ 22.03.2024): ``` - git clone https://github.com/BoboTiG/python-mss + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 780K / month Β· πŸ“¦ 210 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 9.7M / month Β· πŸ“¦ 130 Β· ⏱️ 25.09.2023): ``` - pip install mss + pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 46K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge python-mss + conda install -c conda-forge catalogue ```
Show 6 hidden projects... @@ -4629,7 +4644,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - keyboard (πŸ₯ˆ33 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- openpyxl (πŸ₯‰26 Β· ⭐ 76 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰26 Β· ⭐ 76) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.3K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-05-09_changes.md b/history/2024-05-09_changes.md new file mode 100644 index 0000000..add3e3b --- /dev/null +++ b/history/2024-05-09_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- cpython (πŸ₯‡51 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT +- SQLAlchemy (πŸ₯‡46 Β· ⭐ 8.9K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- Pygments (πŸ₯‡43 Β· ⭐ 1.7K Β· πŸ“ˆ) - Pygments is a generic syntax highlighter written in Python. BSD-2 +- polars (πŸ₯‡42 Β· ⭐ 26K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.6K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- watchdog (πŸ₯ˆ35 Β· ⭐ 6.3K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 +- cachetools (πŸ₯‡34 Β· ⭐ 2.1K Β· πŸ“‰) - Extensible memoizing collections and decorators. MIT +- micropython (πŸ₯ˆ33 Β· ⭐ 18K Β· πŸ“‰) - MicroPython - a lean and efficient Python implementation.. Python-2.0 +- libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- ptyprocess (πŸ₯‰24 Β· ⭐ 210 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC + diff --git a/history/2024-05-09_projects.csv b/history/2024-05-09_projects.csv new file mode 100644 index 0000000..a1d9338 --- /dev/null +++ b/history/2024-05-09_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-02 21:21:43.000,2024-05-02 21:21:42,483.0,22.0,2281,396.0,259.0,25.0,34.0,15620,2024-05-02 21:21:48.000,2024.05.02,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-05-02 18:18:26.000,2024-05-02 18:18:26,336.0,28.0,162,54.0,199.0,,3.0,2182,2024-05-02 18:18:37.000,2024.05.02,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-05-02 21:22:04.000,2024-05-02 21:22:03,329.0,24.0,43,25.0,190.0,3.0,5.0,917,2024-05-02 21:22:11.000,2024.05.02,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-05-02 18:18:26.000,2024-05-02 18:18:26,336.0,28.0,162,54.0,199.0,,3.0,2182,2024-05-02 18:18:37.000,2024.05.02,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-02 21:21:43.000,2024-05-02 21:21:42,483.0,22.0,2281,396.0,259.0,25.0,34.0,15620,2024-05-02 21:21:48.000,2024.05.02,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2024-05-08 07:47:08.000,2023-01-27 22:41:14,830.0,,6855,1661.0,326.0,17.0,74.0,39486,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-02 21:21:43.000,2024-05-02 21:21:42,483.0,22.0,2281,396.0,259.0,25.0,34.0,15620,2024-05-02 21:21:48.000,2024.05.02,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-05-09 12:26:44.000,2024-05-08 22:37:50,34947.0,635.0,17364,1115.0,32213.0,3798.0,22735.0,42073,2024-04-10 19:47:02.000,2.2.2,126.0,3631.0,54,True,1734408.0,1669339.0,pandas,conda-forge/pandas,['pandas'],261987.0,214183903.0,https://pypi.org/project/pandas,2024-04-10 19:44:10.000,65069.0,213003640.0,https://anaconda.org/conda-forge/pandas,2024-04-11 00:45:25.805,50652520.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-05-09 03:38:58.000,2024-05-08 23:22:35,17684.0,653.0,15279,2056.0,10514.0,509.0,5687.0,63782,2024-03-27 20:37:37.000,5.26.1,161.0,1230.0,53,True,646633.0,637078.0,protobuf,conda-forge/protobuf,,44229424.0,197074268.0,https://pypi.org/project/protobuf,2024-05-08 23:39:13.000,6696.0,188330963.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,17633540.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,2859.0,7322859.0,,,,,,,,,,,,, +9,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-05-09 13:26:56.000,2024-05-09 12:59:18,122099.0,1411.0,28984,1519.0,50655.0,8392.0,60548.0,59892,2020-07-22 03:00:52.000,0.0.6,11.0,2907.0,51,True,613003.0,612977.0,cpython,conda-forge/typing,,,30929.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,20.0,31.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3028039.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,6.0,,1.0,,,,,,,,,,,, +10,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-05-09 12:26:55.000,2024-05-09 00:23:16,35803.0,737.0,9349,594.0,13973.0,2114.0,10451.0,26455,2024-02-06 00:32:23.000,1.26.4,158.0,1767.0,51,False,2392732.0,2292412.0,numpy,conda-forge/numpy,,983871.0,270742490.0,https://pypi.org/project/numpy,2024-03-30 16:16:42.000,100320.0,269147286.0,https://anaconda.org/conda-forge/numpy,2024-05-02 04:20:04.520,74396589.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-05-09 13:26:02.000,2024-05-09 12:20:18,24374.0,1329.0,13583,756.0,26340.0,945.0,8207.0,35138,2024-05-06 10:30:55.000,2.9.1,193.0,3276.0,49,True,11100.0,10639.0,apache-airflow,conda-forge/airflow,,618294.0,33523310.0,https://pypi.org/project/apache-airflow,2024-05-06 07:00:24.000,461.0,23100479.0,https://anaconda.org/conda-forge/airflow,2024-05-07 01:43:58.927,1033088.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-05-06 07:24:13.445144,514.0,1132998907.0,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-05-08 19:22:51.000,2024-05-08 18:07:15,5948.0,198.0,1825,240.0,736.0,202.0,3036.0,8712,2024-05-08 19:22:51.000,1.34.101,1550.0,155.0,49,True,440220.0,428983.0,boto3,conda-forge/boto3,,,1420208546.0,https://pypi.org/project/boto3,2024-05-08 19:22:51.000,11237.0,1419814859.0,https://anaconda.org/conda-forge/boto3,2024-05-08 13:56:12.222,18896998.0,1.0,,,,,,,,,,,,,,,,,, +13,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-05-09 12:46:32.000,2024-05-09 09:27:27,54392.0,149.0,23695,1919.0,50702.0,860.0,31686.0,61273,2024-04-24 06:14:39.000,9.5.1,352.0,6835.0,48,True,34206.0,33754.0,ansible,conda-forge/ansible,,,5371441.0,https://pypi.org/project/ansible,2024-04-30 20:06:58.000,452.0,5349999.0,https://anaconda.org/conda-forge/ansible,2024-04-24 09:17:02.861,1029246.0,1.0,,,,,,,,,,,,,,,,,, +14,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-05-09 00:16:57.000,2024-05-09 00:15:41,11997.0,476.0,1447,133.0,8490.0,44.0,2407.0,6308,2024-05-06 16:55:26.000,42.0.7,130.0,318.0,47,True,670662.0,662070.0,cryptography,conda-forge/cryptography,,,260870291.0,https://pypi.org/project/cryptography,2024-05-06 16:55:26.000,8592.0,259842198.0,https://anaconda.org/conda-forge/cryptography,2024-05-07 01:35:35.090,47292294.0,1.0,,,,,,,,,,,,,,,,,, +15,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-05-09 12:39:02.000,2024-05-09 11:07:18,12531.0,65.0,4584,472.0,3340.0,703.0,4385.0,23605,2024-04-17 20:32:41.000,5.4.0,206.0,1349.0,46,True,134101.0,132417.0,celery,conda-forge/celery,,,10581358.0,https://pypi.org/project/celery,2024-04-17 20:29:39.000,1684.0,10546762.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1626013.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-05-09 11:12:48.000,2024-05-09 11:09:40,2891.0,135.0,1656,114.0,3535.0,394.0,3612.0,18865,2024-04-23 13:38:16.000,2.7.1,139.0,514.0,46,True,417775.0,399524.0,pydantic,conda-forge/pydantic,,,188914015.0,https://pypi.org/project/pydantic,2024-04-23 13:38:16.000,18251.0,188748504.0,https://anaconda.org/conda-forge/pydantic,2024-04-23 20:56:51.805,7613538.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-05-06 22:29:42.000,2024-05-06 22:29:41,2435.0,16.0,1368,184.0,1101.0,126.0,1447.0,15070,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1704821.0,1668058.0,click,conda-forge/click,,341.0,201406626.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,36763.0,200442329.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,34714482.0,1.0,,,,,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-05-08 16:26:33.000,2024-05-08 15:12:08,16968.0,148.0,1334,97.0,785.0,229.0,7538.0,8868,2024-05-05 18:25:40.000,2.0.30,303.0,711.0,46,True,782411.0,772108.0,SQLAlchemy,conda-forge/sqlalchemy,,47696.0,113867812.0,https://pypi.org/project/SQLAlchemy,2024-05-05 18:25:40.000,10303.0,113500858.0,https://anaconda.org/conda-forge/sqlalchemy,2024-05-06 00:27:39.548,15001716.0,1.0,,,,,,1.0,,,,,,,,,,,, +19,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-05-09 07:01:42.000,2024-05-09 00:29:16,42257.0,601.0,4130,263.0,24526.0,4361.0,2393.0,7551,2024-05-02 01:14:48.000,2.56.0,116.0,1631.0,44,True,7090.0,6939.0,apache-beam,conda-forge/apache-beam-with-aws,,,7197045.0,https://pypi.org/project/apache-beam,2024-05-02 01:10:54.000,151.0,7194910.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-05-08 04:57:28.891,68348.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-05-09 08:13:07.839,2024-05-08 18:07:00,10943.0,243.0,1056,68.0,2079.0,137.0,957.0,1419,2024-05-08 19:23:06.000,1.34.101,1948.0,204.0,44,True,325130.0,322562.0,botocore,conda-forge/botocore,,,629912147.0,https://pypi.org/project/botocore,2024-05-08 19:23:06.000,2568.0,629290956.0,https://anaconda.org/conda-forge/botocore,2024-05-09 08:13:07.839,26090040.0,1.0,,,,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-05-01 14:24:50.000,2024-05-01 14:24:50,3887.0,15.0,1664,541.0,1095.0,267.0,1074.0,47283,2024-02-28 14:52:38.000,13.7.1,191.0,238.0,43,True,209077.0,202033.0,rich,conda-forge/rich,,,59459503.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,7044.0,59312840.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6746539.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-05-06 20:52:24.000,2024-05-01 21:39:47,3077.0,16.0,3160,641.0,2494.0,162.0,2253.0,22088,2024-03-26 05:33:40.089,24.3.25,38.0,673.0,43,True,106324.0,105711.0,flatbuffers,conda-forge/flatbuffers,,428915.0,21559722.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,400.0,20034762.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,1032646.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,213.0,1496770.0,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-05-09 13:15:24.000,2024-05-08 17:43:36,11676.0,365.0,1042,191.0,8028.0,2131.0,5060.0,20027,2024-05-06 19:25:00.000,3.115.2,4169.0,270.0,43,True,8954.0,7773.0,pulumi,,,3097789.0,3758290.0,https://pypi.org/project/pulumi,2024-05-07 15:20:11.000,247.0,1042584.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-05-08 18:27:30.955,934.0,2533484.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-05-09 08:34:35.000,2024-05-08 09:35:16,3792.0,80.0,2528,276.0,3995.0,688.0,2135.0,18473,2024-05-06 09:40:13.000,2.19.1,86.0,561.0,43,True,49489.0,47856.0,datasets,conda-forge/datasets,,,9480231.0,https://pypi.org/project/datasets,2024-05-06 09:33:37.000,1633.0,9462107.0,https://anaconda.org/conda-forge/datasets,2024-05-06 14:31:15.724,743100.0,1.0,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-05-09 08:08:10.993,2024-05-08 21:22:35,3667.0,110.0,1875,220.0,1328.0,19.0,699.0,17140,2024-05-08 21:27:25.000,25.1.0,360.0,576.0,43,True,213930.0,212376.0,Faker,conda-forge/faker,,,15351074.0,https://pypi.org/project/Faker,2024-05-08 21:27:18.000,1554.0,15331396.0,https://anaconda.org/conda-forge/faker,2024-05-09 08:08:10.993,924868.0,1.0,,,,,,,,,,,,,,,,,, +26,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-05-08 22:32:21.000,2024-05-08 18:07:18,12091.0,225.0,3957,572.0,3769.0,561.0,4052.0,14921,2024-05-08 19:22:33.000,1.32.101,1955.0,441.0,43,True,612.0,4.0,awscli,conda-forge/awscli,,1695.0,157698741.0,https://pypi.org/project/awscli,2024-05-08 19:22:33.000,608.0,157201148.0,https://anaconda.org/conda-forge/awscli,2024-05-08 14:26:27.468,22888152.0,2.0,,,,,,,,,,,,,,,,,, +27,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-05-09 13:29:47.000,2024-05-08 20:18:35,16533.0,727.0,1472,159.0,7761.0,836.0,4132.0,14759,2024-05-02 22:53:27.000,2.18.3,277.0,462.0,43,True,5086.0,4834.0,prefect,conda-forge/prefect,,,1217706.0,https://pypi.org/project/prefect,2024-05-02 22:53:27.000,252.0,1204420.0,https://anaconda.org/conda-forge/prefect,2024-05-03 02:53:37.536,637748.0,1.0,,,,,,,,,,,,,,,,,, +28,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-05-08 08:22:09.000,2024-05-08 08:19:47,1470.0,47.0,359,65.0,577.0,134.0,576.0,5089,2023-12-31 06:30:30.000,23.2.0,28.0,161.0,43,True,1023118.0,1015367.0,attrs,conda-forge/attrs,,,202952029.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,7751.0,202152733.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,35968329.0,1.0,,,,,,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-05-09 13:24:31.000,2024-05-09 04:02:21,17235.0,662.0,2677,408.0,25909.0,1019.0,8670.0,4282,2024-05-08 21:16:14.000,azure-storage-queue_12.10.0,100.0,709.0,43,True,3329.0,2466.0,azure-storage-blob,conda-forge/azure-storage-blob,,,49240706.0,https://pypi.org/project/azure-storage-blob,2024-05-08 20:12:34.000,863.0,49217146.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-05-09 03:00:59.139,1107324.0,1.0,,,,,,,,,,,,,,,,,, +30,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-05-07 15:22:11.000,2024-05-04 13:41:32,6757.0,68.0,622,36.0,877.0,438.0,1403.0,1711,2024-05-04 13:43:23.000,2.18.0,65.0,843.0,43,True,728006.0,721246.0,pygments,conda-forge/pygments,,,106206368.0,https://pypi.org/project/pygments,2024-05-04 13:41:57.000,6760.0,105533615.0,https://anaconda.org/conda-forge/pygments,2024-05-04 18:22:17.505,29601137.0,1.0,,,,,,1.0,,,,,,,,,,,, +31,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-05-09 13:29:36.000,2024-05-09 12:57:45,9591.0,763.0,1613,149.0,8722.0,1629.0,5807.0,26480,2024-05-08 10:02:40.000,py-0.20.25,358.0,406.0,42,True,897.0,4.0,polars,,,673.0,6956005.0,https://pypi.org/project/polars,2024-05-08 10:01:01.000,893.0,6955954.0,,,,1.0,,,,,,2.0,,,,,,,,,,,, +32,redis,redis/redis-py,Redis Python client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-05-09 12:39:49.000,2024-05-09 07:11:59,2328.0,22.0,2458,323.0,1567.0,219.0,1475.0,12288,2024-04-23 17:12:04.000,5.0.4,127.0,438.0,42,True,5274.0,,redis,conda-forge/redis-py,,,37404886.0,https://pypi.org/project/redis,2024-05-08 13:29:06.000,5274.0,37379153.0,https://anaconda.org/conda-forge/redis-py,2024-04-23 19:04:20.045,1209477.0,1.0,,,,,,,,,,,,,,,,,, +33,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-05-09 12:34:16.000,2024-05-09 11:01:54,18316.0,1192.0,1276,114.0,13134.0,2458.0,4847.0,10308,2024-05-02 21:03:56.000,1.7.4,613.0,430.0,42,True,2474.0,2308.0,dagster,conda-forge/dagster,,,897178.0,https://pypi.org/project/dagster,2024-05-02 20:32:13.000,166.0,873773.0,https://anaconda.org/conda-forge/dagster,2024-05-03 01:28:07.013,1123484.0,1.0,,,,,,,,,,,,,,,,,, +34,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-04-10 09:44:56.000,2024-04-09 20:13:21,3392.0,9.0,1654,193.0,1610.0,467.0,1237.0,6654,2023-12-08 20:47:46.000,7.0.0,88.0,452.0,42,True,83092.0,80038.0,docker,conda-forge/docker-py,,942.0,40747903.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,3054.0,40657809.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4234062.0,2.0,,,,,,,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-05-09 02:01:29.000,2024-05-08 18:10:28,37778.0,291.0,1493,301.0,8544.0,97.0,3678.0,4665,2024-05-07 20:39:05.000,google-shopping-type-v0.1.6,100.0,518.0,42,True,1610.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,71228921.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,1610.0,71133457.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4391377.0,1.0,,,,,,,,,,,,,,,,,, +36,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-05-09 06:06:47.000,2024-05-06 20:31:14,1642.0,45.0,1167,408.0,1464.0,63.0,1031.0,4145,2024-05-03 13:52:22.000,8.13.1,141.0,204.0,42,True,49629.0,48213.0,elasticsearch,conda-forge/elasticsearch,,3874.0,25766531.0,https://pypi.org/project/elasticsearch,2024-05-03 13:52:22.000,1416.0,25745485.0,https://anaconda.org/conda-forge/elasticsearch,2024-05-03 16:25:08.689,1005905.0,1.0,,,,,,,,,,,,,,,,,, +37,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-05-08 19:07:56.000,2024-04-25 09:10:34,3079.0,34.0,1950,229.0,1172.0,230.0,646.0,21668,2024-02-21 18:02:39.000,2.6.0,42.0,325.0,41,True,28118.0,27308.0,cookiecutter,conda-forge/cookiecutter,,,4066217.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,810.0,4038348.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,1003312.0,1.0,,,,,,,,,,,,,,,,,, +38,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-05-07 17:29:51.000,2024-05-07 17:21:06,12929.0,50.0,3029,598.0,3654.0,792.0,4321.0,16992,2024-01-05 13:53:17.000,2.3.0,49.0,620.0,41,True,13019.0,12713.0,kivy,conda-forge/kivy,,36697.0,173349.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,306.0,165787.0,https://anaconda.org/conda-forge/kivy,2024-04-08 17:34:41.491,347699.0,1.0,,,,,,,,,,,,,,,,,, +39,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-05-08 19:17:51.000,2024-05-08 19:17:23,4602.0,29.0,1362,196.0,477.0,,2405.0,10827,2024-04-17 15:30:49.000,3.17.3,187.0,154.0,41,True,30353.0,29467.0,peewee,conda-forge/peewee,,,2525424.0,https://pypi.org/project/peewee,2024-04-17 15:29:44.000,886.0,2511249.0,https://anaconda.org/conda-forge/peewee,2024-04-18 01:50:58.475,637890.0,1.0,,,,,,,,,,,,,,,,,, +40,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-05-07 07:26:25.000,2024-02-11 03:17:05,3994.0,5.0,1979,317.0,784.0,1045.0,797.0,8844,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,41,True,97582.0,94831.0,paramiko,conda-forge/paramiko,,,56271616.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,2751.0,56173986.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4490986.0,2.0,,,,,,,,,,,,,,,,,, +41,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-05-08 09:47:36.000,2024-05-08 09:44:44,4415.0,56.0,516,57.0,932.0,279.0,1238.0,2007,2024-04-10 10:48:28.000,3.11.0,39.0,204.0,41,True,276195.0,269616.0,h5py,conda-forge/h5py,,3305.0,23318388.0,https://pypi.org/project/h5py,2024-04-10 10:48:28.000,6579.0,22988564.0,https://anaconda.org/conda-forge/h5py,2024-04-10 16:41:16.562,15499951.0,2.0,,,,,,,,,,,,,,,,,, +42,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-05-07 13:37:32.000,2024-05-07 13:37:32,4742.0,102.0,5057,716.0,4134.0,238.0,7263.0,32469,2024-04-24 20:35:10.000,2.27.0,144.0,538.0,40,True,764.0,517.0,docker-compose,conda-forge/docker-compose,,93486752.0,3748917.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,247.0,1870589.0,https://anaconda.org/conda-forge/docker-compose,2024-04-24 23:22:20.247,403914.0,2.0,,,,,,,,,,,,,,,,,, +43,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-05-07 18:38:18.000,2024-05-07 18:38:18,588.0,109.0,622,75.0,356.0,210.0,179.0,14428,2024-04-09 17:13:25.000,0.12.3,42.0,54.0,40,True,93775.0,88580.0,typer,conda-forge/typer,,,25982663.0,https://pypi.org/project/typer,2024-04-09 17:13:25.000,5195.0,25933737.0,https://anaconda.org/conda-forge/typer,2024-04-09 22:54:01.276,2299545.0,2.0,,,,,,,,,,,,,,,,,, +44,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-05-03 21:44:06.000,2024-05-02 01:20:41,1864.0,52.0,1390,207.0,898.0,206.0,952.0,9541,2024-05-01 07:14:48.000,1.16.2,79.0,312.0,40,True,16650.0,16435.0,rq,conda-forge/rq,,,1444369.0,https://pypi.org/project/rq,2024-05-01 07:13:11.000,215.0,1441888.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,104234.0,2.0,,,,,,,,,,,,,,,,,, +45,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-05-07 06:53:51.000,2024-05-07 06:53:51,3324.0,33.0,619,80.0,1062.0,169.0,1051.0,6904,2024-05-01 21:10:51.000,3.21.2,175.0,208.0,40,True,137753.0,135560.0,marshmallow,conda-forge/marshmallow,,,46966438.0,https://pypi.org/project/marshmallow,2024-05-01 21:10:51.000,2193.0,46915166.0,https://anaconda.org/conda-forge/marshmallow,2024-05-02 04:37:05.582,2409788.0,2.0,,,,,,,,,,,,,,,,,, +46,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-05-06 19:52:55.000,2024-05-06 19:52:54,2674.0,42.0,569,60.0,364.0,31.0,792.0,4451,2024-04-30 19:44:40.000,4.22.0,103.0,111.0,40,True,562520.0,556412.0,jsonschema,conda-forge/jsonschema,,237.0,119040380.0,https://pypi.org/project/jsonschema,2024-04-30 19:44:34.000,6108.0,118397111.0,https://anaconda.org/conda-forge/jsonschema,2024-05-01 14:23:55.200,27660270.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +47,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-05-02 16:00:30.237,2024-05-02 13:00:20,1519.0,20.0,401,61.0,737.0,411.0,487.0,3676,2024-05-02 12:15:00.000,1.4.2,112.0,133.0,40,True,437336.0,431527.0,joblib,conda-forge/joblib,,,55639877.0,https://pypi.org/project/joblib,2024-05-02 12:15:00.000,5809.0,55078874.0,https://anaconda.org/conda-forge/joblib,2024-05-02 16:00:30.237,25806146.0,2.0,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-05-09 07:50:24.000,2024-05-08 19:26:43,5393.0,117.0,1016,109.0,4049.0,1143.0,3160.0,3425,2024-03-29 17:08:57.000,2024.3.0,91.0,496.0,40,True,29436.0,26476.0,xarray,conda-forge/xarray,,,5475097.0,https://pypi.org/project/xarray,2024-03-29 17:08:57.000,2960.0,5260534.0,https://anaconda.org/conda-forge/xarray,2024-03-29 19:58:29.257,9869932.0,2.0,,,,,,,,,,,,,,,,,, +49,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-05-08 12:18:19.000,2024-05-08 12:18:12,1215.0,40.0,275,26.0,186.0,44.0,297.0,2106,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,986687.0,981927.0,pyparsing,conda-forge/pyparsing,,10341.0,117415625.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,4760.0,116012059.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,43505842.0,1.0,,,,,,,,,,,,,,,,,, +50,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-04-13 08:53:37.000,2024-02-21 11:36:09,1947.0,45.0,331,37.0,247.0,178.0,212.0,1168,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,329408.0,323893.0,future,conda-forge/future,,,41100366.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,5515.0,40793708.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,13186304.0,1.0,,,,,,,,,,,,,,,,,, +51,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-05-09 09:37:01.000,2024-05-07 17:18:24,2327.0,35.0,330,22.0,918.0,254.0,429.0,907,2024-03-18 19:35:11.000,2024.3.1,79.0,236.0,40,True,118417.0,116871.0,fsspec,conda-forge/fsspec,,,249895558.0,https://pypi.org/project/fsspec,2024-03-18 19:35:11.000,1546.0,249549054.0,https://anaconda.org/conda-forge/fsspec,2024-03-19 00:33:44.664,16632198.0,1.0,,,,,,,,,,,,,,,,,, +52,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-05-01 08:23:58.000,2024-04-05 20:21:26,304.0,12.0,1427,371.0,187.0,152.0,191.0,26360,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,35311.0,33077.0,fire,conda-forge/fire,,,6695488.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2234.0,6672639.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,913980.0,2.0,,,,,,,,,,,,,,,,,, +53,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-05-09 13:23:44.000,2024-05-08 21:00:03,12350.0,334.0,1473,82.0,7928.0,193.0,1679.0,9495,2024-04-29 22:11:04.000,1.0.0a3,268.0,427.0,39,True,89.0,,great_expectations,conda-forge/great-expectations,,,19671149.0,https://pypi.org/project/great_expectations,2024-04-29 20:38:53.000,89.0,19654842.0,https://anaconda.org/conda-forge/great-expectations,2024-04-29 22:52:08.778,782781.0,2.0,,,,,,,,,,,,,,,,,, +54,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-04-17 09:01:40.000,2023-09-30 22:03:06,1402.0,,662,135.0,675.0,104.0,399.0,8566,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,106354.0,104459.0,arrow,conda-forge/arrow,,,29479763.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,1895.0,29383740.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4513093.0,1.0,,,,,,,,,,,,,,,,,, +55,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-05-05 12:51:39.000,2024-04-25 17:59:33,1756.0,15.0,3233,139.0,903.0,100.0,1234.0,6469,2024-01-08 22:11:24.000,29.0.0,93.0,195.0,39,True,1249.0,,kubernetes,conda-forge/kubernetes,,,30874098.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1249.0,30863961.0,https://anaconda.org/conda-forge/kubernetes,2024-04-18 06:31:40.432,486582.0,2.0,,,,,,,,,,,,,,,,,, +56,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-04-24 15:32:09.000,2024-03-10 11:56:26,4154.0,16.0,1224,137.0,1122.0,373.0,1346.0,4164,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,39,True,24290.0,23905.0,mongoengine,conda-forge/mongoengine,,,1278817.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,385.0,1273182.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,242324.0,2.0,,,,,,,,,,,,,,,,,, +57,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-05-08 08:19:33.000,2024-04-13 17:50:17,1659.0,23.0,265,41.0,536.0,22.0,283.0,3433,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,39,True,224614.0,221237.0,more-itertools,conda-forge/more-itertools,,2959.0,78869322.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,3377.0,78558175.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,14622381.0,1.0,,,,,,,,,,,,,,,,,, +58,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-04-26 21:51:50.967,2024-04-26 16:00:35,2169.0,87.0,148,22.0,168.0,66.0,449.0,1201,2024-04-26 16:06:03.000,25.2.0,197.0,122.0,39,True,120018.0,117224.0,keyring,conda-forge/keyring,,,54172925.0,https://pypi.org/project/keyring,2024-04-26 16:05:50.000,2794.0,54072320.0,https://anaconda.org/conda-forge/keyring,2024-04-26 21:51:50.967,4627835.0,2.0,,,,,,,,,,,,,,,,,, +59,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-05-09 00:29:35.000,2024-05-06 23:46:27,1828.0,55.0,281,54.0,1254.0,51.0,604.0,710,2024-05-06 14:19:38.000,3.22.0,164.0,156.0,39,True,29666.0,28808.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,41858864.0,https://pypi.org/project/google-cloud-bigquery,2024-05-06 14:19:38.000,858.0,41796839.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-05-07 13:19:55.581,2853161.0,2.0,,,,,,,,,,,,,,,,,, +60,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-05-02 07:03:04.000,2024-04-17 10:22:21,7864.0,245.0,1230,335.0,248.0,,469.0,13452,2024-05-02 07:03:04.000,1.10.0,21.0,116.0,38,True,1082.0,1072.0,tink,,,1101.0,387631.0,https://pypi.org/project/tink,2024-05-02 07:03:04.000,8.0,387381.0,,,,2.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,2.0,237.0,,,,,,,,tink-crypto/tink,,,,, +61,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-05-09 13:21:45.000,2024-05-08 12:51:44,3212.0,76.0,868,104.0,1772.0,281.0,1531.0,9378,2024-04-22 14:50:06.000,0.19.5,52.0,226.0,38,True,2454.0,2346.0,kedro,,,,508813.0,https://pypi.org/project/kedro,2024-04-22 14:50:06.000,108.0,508813.0,,,,2.0,,,,,,,,,,,,,,,,,, +62,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-04-09 18:06:57.000,2024-02-12 08:46:53,2742.0,6.0,702,149.0,758.0,617.0,561.0,8979,2023-12-13 09:51:12.000,3.0.43,127.0,225.0,38,True,2535.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,50537059.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,2535.0,50036872.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,22508416.0,2.0,,,,,,,,,,,,,,,,,, +63,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-05-09 13:14:25.000,2024-05-08 18:01:37,6701.0,158.0,1505,140.0,4513.0,526.0,4643.0,8941,2024-05-03 00:29:39.000,1.6.14,255.0,315.0,38,True,4932.0,4897.0,dbt,conda-forge/dbt,,4120.0,57809.0,https://pypi.org/project/dbt,2024-04-30 19:55:22.000,35.0,54701.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,256675.0,2.0,,,,,,,,,,,,,,dbt,,,, +64,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-05-04 06:55:32.000,2024-05-04 06:55:22,1104.0,2.0,1473,229.0,495.0,14.0,640.0,7560,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,38,True,218703.0,217457.0,PyMySQL,conda-forge/pymysql,,,47978390.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,1246.0,47948718.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1364921.0,2.0,,,,,,,,,,,,,,,,,, +65,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-05-04 16:44:41.000,2024-04-29 04:31:22,365.0,4.0,407,35.0,239.0,55.0,236.0,7148,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,786257.0,777415.0,python-dotenv,conda-forge/python-dotenv,,,62094972.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,8842.0,62025061.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3215950.0,1.0,,,,,,,,,,,,,,,,,, +66,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-05-03 21:12:04.785,2024-05-03 14:44:05,656.0,28.0,195,34.0,94.0,3.0,382.0,5603,2024-05-03 15:08:37.000,3.10.3,126.0,22.0,38,True,91028.0,88679.0,orjson,conda-forge/orjson,,,24831800.0,https://pypi.org/project/orjson,2024-05-03 14:49:49.000,2349.0,24807108.0,https://anaconda.org/conda-forge/orjson,2024-05-03 21:12:04.785,1185242.0,2.0,,,,,,,,,,,,,,,,,, +67,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-05-09 02:28:41.884,2024-05-09 00:31:19,5637.0,101.0,1084,240.0,1631.0,5.0,,4055,2024-05-07 20:50:20.000,4.7.2,141.0,212.0,38,True,3914.0,,pymongo,conda-forge/pymongo,,,28495745.0,https://pypi.org/project/pymongo,2024-05-07 20:39:07.000,3914.0,28458771.0,https://anaconda.org/conda-forge/pymongo,2024-05-09 02:28:41.884,1700820.0,2.0,,,,,,,,,,,,,,,,,, +68,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-05-08 09:25:57.000,2024-05-08 09:25:54,2441.0,87.0,669,61.0,1609.0,37.0,1076.0,3811,2024-04-22 18:24:00.000,3.7.3,151.0,150.0,38,True,1664.0,1569.0,awswrangler,conda-forge/awswrangler,['pandas'],236041.0,44363727.0,https://pypi.org/project/awswrangler,2024-04-22 18:15:52.000,95.0,44349317.0,https://anaconda.org/conda-forge/awswrangler,2024-04-22 19:59:53.792,485759.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +69,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-05-03 10:55:12.000,2024-04-06 14:47:44,1377.0,12.0,624,116.0,131.0,15.0,923.0,3499,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,78132.0,76520.0,xlsxwriter,conda-forge/xlsxwriter,,,19472900.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,1612.0,19405861.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3217901.0,1.0,,,,,,,,,,,,,,,,,, +70,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-04-23 08:50:03.000,2024-04-15 12:45:13,557.0,5.0,595,95.0,180.0,32.0,323.0,3136,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,807055.0,805029.0,pycparser,conda-forge/pycparser,,,234995039.0,https://pypi.org/project/pycparser,2024-03-30 13:22:20.000,2026.0,234172775.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,38646409.0,2.0,,,,,,,,,,,,,,,,,, +71,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-04-24 20:13:28.000,2024-04-24 20:13:10,1807.0,16.0,229,20.0,152.0,111.0,950.0,2485,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,219784.0,218378.0,alembic,conda-forge/alembic,,,37454436.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,1406.0,37352201.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4498373.0,2.0,,,,,,,,,,,,,,,,,, +72,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-04-12 17:33:55.000,2023-11-14 16:25:37,322.0,,492,54.0,267.0,283.0,322.0,2433,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1209516.0,1173472.0,pyyaml,conda-forge/pyyaml,,,316844631.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,36044.0,315840213.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,44194415.0,1.0,,,,,,,,,,,,,,,,,, +73,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-04-02 12:12:53.000,2023-12-21 21:58:06,987.0,,239,53.0,161.0,31.0,218.0,1594,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,376552.0,375465.0,greenlet,conda-forge/greenlet,,,96682529.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,1087.0,96477939.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9615732.0,1.0,,,,,,,,,,,,,,,,,, +74,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-05-08 03:51:45.000,2024-05-08 03:51:38,640.0,46.0,153,26.0,661.0,7.0,131.0,1138,2024-05-04 04:12:07.000,4.1.3,24.0,32.0,38,True,221920.0,220685.0,bcrypt,conda-forge/bcrypt,,,59249089.0,https://pypi.org/project/bcrypt,2024-05-04 04:12:07.000,1235.0,59141195.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4855252.0,2.0,,,,,,,,,,,,,,,,,, +75,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-04-19 14:02:08.415,2024-04-19 11:11:32,2009.0,7.0,197,27.0,610.0,100.0,201.0,603,2024-04-19 11:11:54.000,5.14.3,53.0,118.0,38,True,435811.0,434512.0,traitlets,conda-forge/traitlets,,342.0,46182375.0,https://pypi.org/project/traitlets,2024-04-19 11:11:46.000,1299.0,45566658.0,https://anaconda.org/conda-forge/traitlets,2024-04-19 14:02:08.415,27090970.0,1.0,,,,,,,,,,,,,,,,,, +76,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-05-09 00:08:07.000,2024-05-09 00:08:06,4115.0,10.0,2374,473.0,2298.0,131.0,882.0,17359,2024-01-15 15:33:51.000,3.5.0,81.0,616.0,37,True,2547.0,2407.0,luigi,luigi,,,348696.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,137.0,348550.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14454.0,2.0,,,,,,,,stable/luigi,,,,,,,3.0,,, +77,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-04-30 13:29:02.000,2023-10-22 20:53:42,936.0,,526,226.0,258.0,102.0,259.0,10045,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,127862.0,126612.0,uvloop,conda-forge/uvloop,,433.0,11533420.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1250.0,11516962.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,707536.0,2.0,,,,,,,,,,,,,,,,,, +78,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-05-08 15:11:54.000,2024-05-08 14:23:38,2910.0,135.0,643,116.0,3131.0,702.0,3429.0,9493,2024-04-15 18:05:28.000,0.29.0,96.0,130.0,37,True,1522.0,1475.0,modin,conda-forge/modin-core,['pandas'],196840.0,1271699.0,https://pypi.org/project/modin,2024-04-15 17:53:02.000,47.0,1259709.0,https://anaconda.org/conda-forge/modin-core,2024-04-16 18:26:24.238,312058.0,2.0,,,,,,,,,,,,,,,,,, +79,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-04-17 21:04:38.000,2024-03-08 23:30:02,2179.0,1.0,1381,147.0,978.0,305.0,1196.0,5493,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,25947.0,25269.0,kafka-python,conda-forge/kafka-python,,1839.0,13026618.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,678.0,13021390.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,437949.0,2.0,,,,,,,,,,,,,,,,,, +80,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-04-05 19:03:54.000,2024-04-05 19:03:54,1198.0,11.0,585,135.0,337.0,32.0,227.0,4533,2024-04-04 13:55:31.000,3.6.1,47.0,127.0,37,True,96871.0,96700.0,tablib,conda-forge/tablib,,,1980454.0,https://pypi.org/project/tablib,2024-04-04 13:55:31.000,171.0,1978105.0,https://anaconda.org/conda-forge/tablib,2024-04-04 15:56:20.202,96338.0,1.0,,,,,,,,,,,,,,,,,, +81,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-04-24 16:54:46.000,2024-01-24 03:22:09,1214.0,,255,82.0,354.0,123.0,143.0,4526,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,152784.0,151410.0,toolz,conda-forge/toolz,,,35006776.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,1374.0,34549524.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,20119107.0,2.0,,,,,,,,,,,,,,,,,, +82,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-05-09 11:52:29.000,2024-05-09 09:06:05,8103.0,718.0,528,82.0,6167.0,247.0,2613.0,4261,2024-04-30 18:01:25.000,9.0.0,91.0,293.0,37,True,1491.0,1429.0,ibis-framework,conda-forge/ibis-framework,,125.0,200064.0,https://pypi.org/project/ibis-framework,2024-05-05 00:02:42.000,62.0,192955.0,https://anaconda.org/conda-forge/ibis-framework,2024-05-01 14:47:52.326,333950.0,2.0,,,,,,,,,,,,,,,,,, +83,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-05-09 11:07:07.000,2024-04-30 15:39:58,1080.0,35.0,798,425.0,460.0,46.0,1262.0,3771,2024-04-30 15:38:52.000,8.13.1,40.0,139.0,37,True,10627.0,10288.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,203.0,4374435.0,https://pypi.org/project/elasticsearch-dsl,2024-04-30 15:38:52.000,339.0,4374326.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8477.0,2.0,,,,,,,,,,,,,,,,,, +84,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-05-06 10:55:36.000,2024-05-03 23:59:23,2768.0,16.0,1255,196.0,1261.0,174.0,1886.0,3450,2023-11-17 18:40:04.000,4.3.0,43.0,235.0,37,True,4489.0,4316.0,netmiko,,,,292426.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,173.0,292426.0,,,,3.0,,,,,,,,,,,,,,,,,, +85,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-04-26 07:21:12.000,2024-02-15 22:26:05,3081.0,1.0,497,72.0,306.0,26.0,1270.0,3222,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,37,False,735011.0,731621.0,psycopg2,psycopg2,,,14702595.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,3356.0,14699833.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,281798.0,2.0,,,,,,,,,,,,,,,34.0,,, +86,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-05-09 07:24:21.000,2024-04-20 11:40:15,2890.0,2.0,472,63.0,219.0,62.0,515.0,2677,2024-01-10 11:31:14.000,3.20.0,49.0,148.0,37,True,96706.0,95409.0,pycryptodomex,conda-forge/pycryptodomex,,464.0,34288418.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1297.0,34252816.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1637554.0,3.0,,,,,,,,,,,,,,,,,, +87,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,475,90.0,309.0,157.0,329.0,2538,2023-11-25 06:56:14.000,4.9.0,20.0,107.0,37,True,379618.0,378049.0,pexpect,conda-forge/pexpect,,4373.0,72950063.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,1569.0,72516305.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,18650158.0,1.0,,,,,,,,,,,,,,,,,, +88,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-04-23 18:18:25.000,2024-03-01 18:28:13,1590.0,11.0,477,46.0,645.0,370.0,421.0,2253,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,9802.0,,python-dateutil,conda-forge/python-dateutil,,35099.0,362213596.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,9802.0,360554256.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,56406742.0,2.0,,,,,,,,,,,,,,,,,, +89,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-05-09 11:57:17.000,2024-05-09 11:36:05,974.0,24.0,128,27.0,343.0,60.0,287.0,1621,2024-02-19 08:36:23.000,4.3.0,51.0,49.0,37,True,290103.0,289285.0,anyio,conda-forge/anyio,,,70487265.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,70206658.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,13469154.0,2.0,,,,,,,,,,,,,,,,,, +90,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-03-27 00:12:53.000,2024-03-27 00:12:53,531.0,1.0,265,29.0,108.0,111.0,185.0,968,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2153404.0,2129569.0,six,conda-forge/six,,,313034063.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,23835.0,312463777.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,54747500.0,2.0,,,,,,,,,,,,,,,,,, +91,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,,1933,466.0,554.0,479.0,1312.0,14625,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,296.0,21.0,fabric,conda-forge/fabric,,,7071014.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,275.0,7068763.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,90061.0,3.0,,,,,,,,,,,,,,,,,, +92,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-05-09 02:55:19.000,2024-05-07 18:32:44,406.0,37.0,586,151.0,382.0,233.0,154.0,13109,2024-04-30 06:30:41.000,0.0.18,21.0,72.0,36,True,12106.0,11764.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1358413.0,https://pypi.org/project/sqlmodel,2024-04-30 06:30:41.000,342.0,1357515.0,https://anaconda.org/conda-forge/sqlmodel,2024-04-30 11:39:51.617,29634.0,2.0,,,,,,,,,,,,,,,,,, +93,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-22 11:00:17.000,2023-12-16 21:30:31,835.0,,362,70.0,287.0,242.0,321.0,6071,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,28518.0,27329.0,pendulum,conda-forge/pendulum,,641.0,30553876.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1189.0,30532777.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,970286.0,2.0,,,,,,,,,,,,,,,,,, +94,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-04-30 12:53:13.000,2023-12-01 12:49:19,374.0,,242,47.0,146.0,118.0,141.0,3447,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,956387.0,945735.0,colorama,conda-forge/colorama,,,173779446.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,10652.0,173468025.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,30207907.0,2.0,,,,,,,,,,,,,,,,,, +95,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-04-22 12:53:54.000,2024-04-22 12:53:53,2696.0,30.0,482,123.0,570.0,342.0,1522.0,2847,2024-04-02 15:22:06.000,0.31.1,163.0,65.0,36,True,31415.0,31271.0,xlwings,conda-forge/xlwings,,17526.0,161050.0,https://pypi.org/project/xlwings,2024-04-02 15:22:06.000,144.0,145143.0,https://anaconda.org/conda-forge/xlwings,2024-04-03 07:10:36.970,747743.0,2.0,,,,,,,,,,,,,,,,,, +96,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-05-06 20:47:57.000,2024-04-22 19:23:32,1012.0,2.0,173,23.0,165.0,181.0,335.0,2149,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,36,True,159838.0,157026.0,dill,conda-forge/dill,,291749.0,55411776.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,2812.0,55270767.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6519497.0,2.0,,,,,,,,,,,,,,,,,, +97,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-05-08 16:40:11.000,2024-05-08 16:40:11,863.0,18.0,200,60.0,111.0,6.0,368.0,2147,2024-04-02 09:09:24.000,2.10.0,54.0,76.0,36,True,75821.0,74972.0,numexpr,conda-forge/numexpr,,634.0,4272878.0,https://pypi.org/project/numexpr,2024-04-02 09:09:24.000,849.0,4102590.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,8003237.0,2.0,,,,,,,,,,,,,,,,,, +98,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-04-09 14:12:56.546,2024-04-08 22:57:11,1121.0,37.0,214,26.0,173.0,59.0,227.0,1908,2024-04-08 22:59:21.000,7.0.1,78.0,81.0,36,True,11174.0,10360.0,deepdiff,conda-forge/deepdiff,,,11422318.0,https://pypi.org/project/deepdiff,2024-04-08 22:59:21.000,814.0,11413318.0,https://anaconda.org/conda-forge/deepdiff,2024-04-09 14:12:56.546,423010.0,1.0,,,,,,,,,,,,,,,,,, +99,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-04-29 21:44:35.000,2024-04-27 14:04:08,531.0,24.0,271,26.0,125.0,16.0,151.0,1822,2024-04-21 07:57:57.000,2.11.1,47.0,68.0,36,True,70991.0,70028.0,emoji,conda-forge/emoji,,,3584398.0,https://pypi.org/project/emoji,2024-04-21 07:57:57.000,963.0,3582800.0,https://anaconda.org/conda-forge/emoji,2024-04-21 15:09:41.834,71949.0,1.0,,,,,,,,,,,,,,,,,, +100,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-05-09 04:20:43.000,2024-05-08 04:27:39,1940.0,63.0,256,44.0,1039.0,331.0,418.0,1342,2024-05-07 21:33:10.000,2.18.0,77.0,100.0,36,True,4605.0,3736.0,zarr,conda-forge/zarr,,,693419.0,https://pypi.org/project/zarr,2024-05-07 21:33:10.000,869.0,627490.0,https://anaconda.org/conda-forge/zarr,2024-05-08 03:03:42.681,3032736.0,2.0,,,,,,,,,,,,,,,,,, +101,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-04-27 20:34:57.000,2024-04-27 20:33:54,1504.0,101.0,167,33.0,186.0,68.0,243.0,1219,2024-04-11 09:05:40.000,3.0.4,42.0,76.0,36,True,1221.0,,jsonpickle,conda-forge/jsonpickle,,,11789817.0,https://pypi.org/project/jsonpickle,2024-04-11 09:05:40.000,1221.0,11743729.0,https://anaconda.org/conda-forge/jsonpickle,2024-04-11 14:48:35.125,1705290.0,2.0,,,,,,,,,,,,,,,,,, +102,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-04-07 10:56:57.000,2024-03-22 15:16:53,1393.0,7.0,318,33.0,335.0,198.0,240.0,1210,2024-03-24 15:17:24.000,0.41.2,215.0,120.0,36,True,30676.0,29833.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6645105.0,https://pypi.org/project/sqlalchemy-utils,2024-03-24 15:17:24.000,843.0,6633229.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,570094.0,2.0,,,,,,,,,,,,,,,,,, +103,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-04-12 17:25:13.000,2024-04-12 17:25:13,1038.0,11.0,266,19.0,410.0,134.0,328.0,818,2024-03-18 19:43:46.000,2024.3.1,69.0,139.0,36,True,18806.0,17878.0,s3fs,conda-forge/s3fs,,,248834904.0,https://pypi.org/project/s3fs,2024-03-18 19:43:46.000,928.0,248684317.0,https://anaconda.org/conda-forge/s3fs,2024-03-19 13:28:34.302,6776447.0,2.0,,,,,,,,,,,,,,,,,, +104,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-05-03 15:50:12.000,2024-05-03 15:50:12,76.0,76.0,1830,229.0,3082.0,725.0,2873.0,13155,2024-04-01 17:47:56.000,5.0.4,185.0,19.0,35,False,12145.0,11619.0,pysimplegui,conda-forge/pysimplegui,,,796450.0,https://pypi.org/project/pysimplegui,2024-04-01 17:47:56.000,526.0,793900.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,145376.0,2.0,,,,,,,,,,,,,,,,,, +105,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-04-30 16:46:51.000,2024-03-02 19:39:49,2435.0,1.0,1223,231.0,482.0,156.0,1024.0,8247,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,35,True,10720.0,10602.0,supervisor,conda-forge/supervisor,,,1719658.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,118.0,1712711.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,298722.0,2.0,,,,,,,,,,,,,,,,,, +106,docopt,docopt/docopt,This project is no longer maintained. Please see https://github.com/jazzband/docopt-ng.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-04-02 14:04:31.000,2024-04-02 14:04:30,448.0,1.0,562,161.0,112.0,265.0,187.0,7890,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,True,120354.0,117097.0,docopt,conda-forge/docopt,,,11167330.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,3257.0,11145762.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2092148.0,2.0,,,,,,,,,,,,,,,,,, +107,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-04-28 21:53:43.000,2024-04-28 21:53:40,1562.0,27.0,347,140.0,205.0,70.0,109.0,6425,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7378.0,7032.0,boltons,conda-forge/boltons,,30.0,4174031.0,https://pypi.org/project/boltons,2024-03-31 21:24:05.000,346.0,4073291.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4734782.0,2.0,,,,,,,,,,,,,,,,,, +108,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,2.0,683,134.0,395.0,190.0,461.0,6287,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,35,True,148084.0,145778.0,watchdog,conda-forge/watchdog,,,21032169.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,2306.0,20970629.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2892384.0,2.0,,,,,,-2.0,,,,,,,,,,,, +109,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-05-04 13:33:14.000,2024-05-03 21:43:51,225.0,4.0,462,106.0,101.0,95.0,164.0,5387,2022-05-08 07:00:02.000,0.13.0,29.0,51.0,35,True,68796.0,65970.0,xmltodict,conda-forge/xmltodict,,,46244243.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,2826.0,46202470.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3884966.0,2.0,,,,,,,,,,,,,,,,,, +110,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-05-08 22:44:42.000,2024-05-08 22:44:21,1078.0,52.0,378,49.0,400.0,63.0,327.0,3095,2024-03-26 08:43:19.000,7.0.4,61.0,120.0,35,True,504.0,,smart-open,conda-forge/smart_open,,,24668404.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,504.0,24616515.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2386917.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,, +111,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-04-16 21:51:23.000,2024-04-16 21:51:23,517.0,7.0,554,122.0,231.0,58.0,997.0,2854,2024-02-05 17:00:57.000,5.1.0,64.0,59.0,35,False,57620.0,56674.0,pyodbc,conda-forge/pyodbc,,,26043268.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,946.0,26012787.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1310684.0,2.0,,,,,,,,,,,,,,,,,, +112,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-04-29 08:13:36.172,2024-04-29 06:44:56,1281.0,7.0,181,51.0,329.0,133.0,225.0,2756,2024-04-29 06:09:47.000,1.8.3,29.0,112.0,35,True,6598.0,6311.0,plumbum,conda-forge/plumbum,,,3459490.0,https://pypi.org/project/plumbum,2024-04-29 06:09:47.000,287.0,3433804.0,https://anaconda.org/conda-forge/plumbum,2024-04-29 08:13:36.172,1001782.0,3.0,,,,,,,,,,,,,,,,,, +113,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-04-08 15:27:15.000,2024-04-08 15:27:15,1517.0,3.0,465,134.0,572.0,323.0,379.0,2464,2023-11-17 10:47:56.000,1.2.0,30.0,139.0,35,True,28792.0,27793.0,dateparser,conda-forge/dateparser,,,7279781.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,999.0,7275259.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,212550.0,2.0,,,,,,,,,,,,,,,,,, +114,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,,428,55.0,312.0,11.0,325.0,2414,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,35,True,164034.0,163248.0,mysqlclient,conda-forge/mysqlclient,,5292.0,6796260.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,786.0,6788518.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,353539.0,2.0,,,,,,,,,,,,,,,,,, +115,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-04-19 15:56:51.000,2024-04-19 15:56:50,1795.0,20.0,209,92.0,272.0,,,2334,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,89401.0,88865.0,motor,conda-forge/motor,,,1727645.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,536.0,1726095.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,66653.0,2.0,,,,,,,,,,,,,,,,,, +116,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-04-25 20:31:00.000,2023-10-25 20:31:08,725.0,,141,40.0,115.0,26.0,151.0,1986,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,35,True,338926.0,337922.0,pyrsistent,conda-forge/pyrsistent,,,41270089.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,1004.0,40820433.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20684180.0,1.0,,,,,,,,,,,,,,,,,, +117,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-05-07 15:57:38.000,2024-05-07 13:01:54,887.0,19.0,222,47.0,308.0,3.0,289.0,1847,2024-03-01 12:34:50.000,1.0.8,25.0,79.0,35,True,1890.0,,msgpack,conda-forge/msgpack-python,,1297.0,74246788.0,https://pypi.org/project/msgpack,2024-05-07 15:21:53.000,1890.0,73881306.0,https://anaconda.org/conda-forge/msgpack-python,2023-11-25 16:13:54.210,15715033.0,2.0,,,,,,,,,,,,,,,,,, +118,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-04-15 20:41:57.799,2024-04-14 21:26:19,771.0,5.0,124,35.0,220.0,53.0,213.0,1368,2024-04-14 21:26:49.000,3.3.0,127.0,73.0,35,True,53673.0,52370.0,argcomplete,conda-forge/argcomplete,,359.0,29525804.0,https://pypi.org/project/argcomplete,2024-04-14 21:26:49.000,1303.0,29491050.0,https://anaconda.org/conda-forge/argcomplete,2024-04-15 20:41:57.799,1598562.0,2.0,,,,,,,,,,,,,,,,,, +119,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-04-25 05:42:54.000,2024-04-17 03:25:22,1331.0,51.0,190,49.0,211.0,87.0,374.0,1194,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3689.0,3645.0,petl,conda-forge/petl,,,2047987.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,44.0,2043150.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,227382.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +120,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-04-23 17:16:34.000,2024-04-16 03:31:16,792.0,7.0,211,40.0,122.0,149.0,272.0,1144,2020-01-25 14:40:31.000,0.10.9,32.0,41.0,35,True,39425.0,39141.0,py4j,conda-forge/py4j,,,49252468.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,284.0,49193023.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5528412.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +121,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-05-09 01:31:57.000,2024-05-07 06:24:26,427.0,73.0,144,13.0,202.0,2.0,169.0,911,2024-04-19 13:31:58.000,0.28.1,51.0,52.0,35,True,115367.0,113843.0,validators,conda-forge/validators,,27.0,7202505.0,https://pypi.org/project/validators,2024-04-19 13:27:28.000,1524.0,7189104.0,https://anaconda.org/conda-forge/validators,2024-04-19 15:42:23.860,616401.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +122,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-05-06 16:50:52.000,2024-05-03 17:52:03,309.0,16.0,99,16.0,212.0,14.0,96.0,692,2024-04-29 15:59:29.000,3.14.0,69.0,46.0,35,True,435191.0,433151.0,filelock,conda-forge/filelock,,,143141105.0,https://pypi.org/project/filelock,2024-04-29 15:59:29.000,2040.0,142770965.0,https://anaconda.org/conda-forge/filelock,2024-04-29 20:37:42.891,17766745.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,, +123,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-04-15 19:31:54.296,2020-03-21 18:06:04,970.0,,112,33.0,105.0,59.0,68.0,239,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,496466.0,494875.0,pyasn1,conda-forge/pyasn1,,,204440059.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,1591.0,202647674.0,https://anaconda.org/conda-forge/pyasn1,2024-04-15 19:31:54.296,14339087.0,2.0,,,,,,,,,,,,,,,,,, +124,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-05-06 13:59:26.000,2024-05-06 13:59:19,739.0,30.0,42,4.0,42.0,5.0,68.0,51,2024-03-14 21:09:12.000,3.18.1,51.0,27.0,35,False,675805.0,673593.0,zipp,conda-forge/zipp,,,209130028.0,https://pypi.org/project/zipp,2024-03-14 21:09:02.000,2212.0,208276292.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,37564404.0,2.0,,,,,,,,,,,,,,,,,, +125,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-05-05 23:05:06.000,2024-04-28 12:39:23,396.0,1.0,951,212.0,188.0,158.0,298.0,11509,2023-10-01 13:58:38.000,1.2.1,26.0,60.0,34,True,35092.0,34454.0,schedule,conda-forge/schedule,,,2258939.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,638.0,2257559.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,55206.0,3.0,,,,,,,,,,,,,,,,,, +126,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-05-02 18:52:41.000,2024-04-03 21:42:43,1878.0,5.0,599,122.0,1306.0,277.0,1111.0,8244,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,34,True,23247.0,23236.0,hydra,conda-forge/hydra-core,,,28411.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,11.0,9499.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,964519.0,2.0,,,,,,,,,,,,,,,,,, +127,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,3.0,494,134.0,236.0,7.0,468.0,6864,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,15325.0,14605.0,sh,conda-forge/sh,,,8191078.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,720.0,8186461.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,198559.0,3.0,,,,,,,,,,,,,,,,,, +128,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-05-09 01:21:31.257,2024-03-14 10:25:38,497.0,4.0,261,47.0,215.0,100.0,156.0,6041,2024-05-07 08:48:14.000,8.3.0,54.0,92.0,34,True,2284.0,,tenacity,conda-forge/tenacity,,,59126165.0,https://pypi.org/project/tenacity,2024-05-07 08:48:14.000,2284.0,58975177.0,https://anaconda.org/conda-forge/tenacity,2024-05-09 01:21:31.257,6492522.0,2.0,,,,,,,,,,,,,,,,,, +129,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-05-08 18:38:27.000,2024-05-02 17:58:14,1969.0,53.0,601,128.0,338.0,27.0,877.0,5830,2024-05-01 19:52:25.000,2.0.0,42.0,108.0,34,True,1676.0,1637.0,csvkit,conda-forge/csvkit,,,166686.0,https://pypi.org/project/csvkit,2024-05-01 19:52:25.000,39.0,163646.0,https://anaconda.org/conda-forge/csvkit,2024-05-02 06:32:22.723,109454.0,2.0,,,,,,,,,,,,,,,,,, +130,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-05-09 13:24:59.000,2024-05-07 06:09:58,1214.0,21.0,346,43.0,512.0,562.0,515.0,4257,2024-04-26 15:59:33.000,0.20.1,152.0,133.0,34,True,7711.0,7600.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,138086.0,https://pypi.org/project/tortoise-orm,2024-04-26 15:59:33.000,111.0,137581.0,https://anaconda.org/conda-forge/tortoise-orm,2024-04-26 21:09:33.118,17676.0,2.0,,,,,,,,,,,,,,,,,, +131,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-04-29 02:57:47.000,2024-04-16 14:17:42,560.0,6.0,782,72.0,429.0,105.0,440.0,3790,2024-02-14 15:55:57.000,0.20.0,50.0,146.0,34,True,1475.0,,prometheus_client,conda-forge/prometheus_client,,,35786101.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,1475.0,35449642.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,16150033.0,2.0,,,,,,,,,,,,,,,,,, +132,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-04-10 10:56:30.000,2024-03-01 17:30:12,335.0,5.0,258,51.0,209.0,130.0,200.0,3704,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,23105.0,22946.0,databases,conda-forge/databases,,,556815.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,159.0,552036.0,https://anaconda.org/conda-forge/databases,2024-04-06 18:59:56.305,200735.0,2.0,,,,,,,,,,,,,,,,,, +133,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-05-09 00:56:06.000,2024-04-19 19:36:17,759.0,23.0,287,34.0,534.0,115.0,390.0,3537,2024-03-18 20:33:02.000,3.2.5,87.0,123.0,34,True,8787.0,8379.0,dynaconf,conda-forge/dynaconf,,,3143380.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,408.0,3141645.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,74626.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +134,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-05-03 09:34:50.916,2024-05-03 05:31:04,1649.0,19.0,411,87.0,114.0,10.0,172.0,3408,2024-05-03 06:12:03.000,8.13.36,245.0,31.0,34,True,525.0,,phonenumbers,conda-forge/phonenumbers,,,6570037.0,https://pypi.org/project/phonenumbers,2024-05-03 06:12:03.000,525.0,6545065.0,https://anaconda.org/conda-forge/phonenumbers,2024-05-03 09:34:50.916,899027.0,1.0,,,,,,,,,,,,,,,,,, +135,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,197,34.0,53.0,24.0,166.0,3241,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,1129.0,,sortedcontainers,conda-forge/sortedcontainers,,,53782158.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,1129.0,53650246.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12399806.0,1.0,,,,,,,,,,,,,,,,,, +136,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2024-04-18 05:00:52.000,2023-10-23 15:11:13,1142.0,,237,50.0,267.0,19.0,334.0,3113,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16615.0,15959.0,cerberus,conda-forge/cerberus,,,4929829.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,656.0,4916969.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,372948.0,2.0,,,,,,,,,,,,,,,,,, +137,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-05-06 09:48:15.000,2023-10-09 21:18:20,331.0,,275,48.0,111.0,19.0,190.0,2546,2022-06-07 20:16:57.000,0.4.27,28.0,61.0,34,True,58197.0,56817.0,python-magic,conda-forge/python-magic,,,8705171.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,1380.0,8699293.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,252754.0,2.0,,,,,,,,,,,,,,,,,, +138,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-05-03 08:06:22.000,2024-04-26 15:15:44,1035.0,3.0,283,36.0,376.0,211.0,260.0,2382,2023-12-02 01:23:36.121,0.0.1,214.0,101.0,34,True,21181.0,21030.0,pypika,conda-forge/pypika,,,2995081.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,151.0,2994646.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,13488.0,2.0,,,,,,,,,,,,,,,,,, +139,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-05-01 18:11:35.000,2024-05-01 18:09:33,303.0,15.0,159,27.0,70.0,11.0,233.0,2121,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,34,True,2409.0,,cachetools,conda-forge/cachetools,,,134627811.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,2409.0,134393083.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,11266986.0,1.0,,,,,,-2.0,,,,,,,,,,,, +140,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,334,65.0,124.0,22.0,181.0,1633,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,34,True,126329.0,123807.0,simplejson,conda-forge/simplejson,,6448.0,19712420.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,2522.0,19644948.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3235560.0,3.0,,,,,,,,,,,,,,,,,, +141,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-05-09 03:52:40.000,2024-05-09 03:52:40,810.0,78.0,222,59.0,532.0,153.0,637.0,1548,2019-06-19 22:31:20.000,3.7.4,16.0,98.0,34,True,3095.0,,typing,conda-forge/typing,,,8870596.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,3095.0,8839698.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3028037.0,2.0,,,,,,,,,,,,,,,,,, +142,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-05-09 06:08:08.000,2024-05-09 05:53:37,4984.0,144.0,270,61.0,427.0,170.0,562.0,1276,2023-11-27 12:13:28.000,3.9.2,46.0,134.0,34,True,1330.0,,tables,conda-forge/pytables,,187.0,1193194.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,1330.0,1038129.0,https://anaconda.org/conda-forge/pytables,2024-04-11 01:09:49.952,7132940.0,2.0,,,,,,,,,,,,,,,,,, +143,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-05-07 09:37:03.000,2024-05-07 09:37:02,543.0,12.0,85,23.0,318.0,32.0,75.0,1229,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,34,True,21777.0,21478.0,cleo,conda-forge/cleo,,,33224076.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,299.0,33207603.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,708366.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +144,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-04-30 14:10:04.000,2024-04-24 16:07:31,1049.0,56.0,100,22.0,95.0,28.0,89.0,924,2024-04-23 19:54:21.000,7.2.1,51.0,55.0,34,True,21815.0,21210.0,inflect,conda-forge/inflect,,,5777435.0,https://pypi.org/project/inflect,2024-04-23 19:54:08.000,605.0,5769533.0,https://anaconda.org/conda-forge/inflect,2024-04-23 20:49:31.710,371430.0,1.0,,,,,,,,,,,,,,,,,, +145,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,106,24.0,58.0,16.0,93.0,811,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,567880.0,565850.0,decorator,conda-forge/decorator,,,103001605.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,2030.0,102712560.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,27170314.0,2.0,,,,,,,,,,,,,,,,,, +146,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-05-01 09:06:29.000,2024-04-30 21:09:40,1179.0,11.0,308,32.0,858.0,8.0,547.0,775,2024-04-30 21:21:13.000,7.2.7,114.0,132.0,34,True,7885.0,7387.0,minio,conda-forge/minio,,,2352455.0,https://pypi.org/project/minio,2024-04-30 21:09:34.000,498.0,2348776.0,https://anaconda.org/conda-forge/minio,2024-05-01 07:15:23.489,165555.0,2.0,,,,,,,,,,,,,,,,,, +147,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,,84,13.0,36.0,33.0,55.0,313,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,34,True,1940995.0,1930504.0,pytz,conda-forge/pytz,,41.0,179092750.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,10491.0,177844370.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,52431440.0,3.0,,,,,,,,,,,,,,,,,, +148,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-04-23 16:27:54.000,2024-04-02 20:25:22,612.0,8.0,127,19.0,242.0,51.0,36.0,200,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,34,True,284946.0,284287.0,s3transfer,conda-forge/s3transfer,,,338102300.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,659.0,337675360.0,https://anaconda.org/conda-forge/s3transfer,2024-03-15 10:11:00.171,18358462.0,2.0,,,,,,,,,,,,,,,,,, +149,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-04-16 12:57:09.000,2024-04-13 12:05:08,534.0,1.0,2243,388.0,480.0,376.0,189.0,34996,2023-10-30 14:16:37.000,0.23.4,45.0,138.0,33,True,1494.0,1451.0,diagrams,conda-forge/diagrams,,,512834.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,43.0,509032.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,182542.0,2.0,,,,,,,,,,,,,,,,,, +150,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-05-09 06:05:29.000,2024-05-09 05:48:26,15869.0,246.0,7356,735.0,6040.0,1796.0,3786.0,18419,2024-02-20 12:36:21.000,1.22.2,18.0,629.0,33,True,,,micropython-_markupbase,,,77573.0,957.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,,,,,,2.0,,,,,,-2.0,,,,,,,,,,,, +151,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-05-09 12:55:36.000,2024-04-13 19:23:34,2808.0,3.0,643,150.0,504.0,277.0,1022.0,12341,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,2986.0,2929.0,dearpygui,,,,43914.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,57.0,43914.0,,,,2.0,,,,,,,,,,,,,,,,,, +152,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-05-08 18:50:15.000,2024-05-08 18:50:14,8899.0,125.0,593,86.0,2356.0,54.0,394.0,7736,2024-05-07 18:46:12.000,3.9.4,154.0,130.0,33,True,2805.0,2801.0,hub,,,,4378.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,4.0,4378.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +153,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-04-29 11:56:45.000,2024-04-01 18:02:10,916.0,7.0,363,87.0,280.0,28.0,318.0,4251,2023-12-10 22:48:47.000,5.9.0,37.0,88.0,33,True,2157.0,,ujson,conda-forge/ujson,,,12996997.0,https://pypi.org/project/ujson,2023-12-10 22:48:47.000,2157.0,12896373.0,https://anaconda.org/conda-forge/ujson,2023-12-11 01:19:21.996,4729339.0,3.0,,,,,,,,,,,,,,,,,, +154,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-04-08 18:16:46.000,2023-01-31 21:17:34,775.0,,429,80.0,71.0,396.0,195.0,3697,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,33,False,17257.0,16596.0,keyboard,conda-forge/keyboard,,,515997.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,661.0,515218.0,https://anaconda.org/conda-forge/keyboard,2023-06-16 19:26:23.252,27297.0,2.0,,,,,,,,,,,,,,,,,, +155,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-05-09 13:11:23.000,2024-05-08 14:22:34,6470.0,192.0,400,39.0,2383.0,64.0,245.0,3685,2024-05-02 15:15:05.000,0.57.0,138.0,91.0,33,True,512.0,509.0,zenml,,,1.0,23443.0,https://pypi.org/project/zenml,2024-05-02 14:46:21.000,3.0,23443.0,,,,2.0,,,,,,,,,,,,,,,,,, +156,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-05-08 21:47:01.000,2024-05-08 21:05:06,714.0,81.0,274,19.0,701.0,307.0,464.0,3027,2024-05-08 21:47:01.000,0.19.2,90.0,129.0,33,True,1716.0,1537.0,pandera,conda-forge/pandera-core,['pandas'],,2758050.0,https://pypi.org/project/pandera,2024-05-08 21:47:01.000,179.0,2757193.0,https://anaconda.org/conda-forge/pandera-core,2024-05-08 14:40:29.941,36865.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +157,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-05-06 13:55:55.000,2024-05-06 13:55:55,438.0,8.0,210,54.0,155.0,96.0,81.0,2839,2024-05-04 10:56:13.000,0.7.7,27.0,69.0,33,True,9760.0,9020.0,schema,conda-forge/schema,,,16325369.0,https://pypi.org/project/schema,2024-05-04 10:56:13.000,740.0,16321910.0,https://anaconda.org/conda-forge/schema,2024-05-04 13:28:54.774,159139.0,2.0,,,,,,,,,,,,,,,,,, +158,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-05-06 19:31:43.000,2024-04-29 07:32:26,1448.0,7.0,221,45.0,1237.0,66.0,569.0,2772,2023-12-22 12:12:56.000,0.40.0,740.0,74.0,33,True,4329.0,4263.0,docarray,conda-forge/docarray,,,81068.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,66.0,76288.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,133850.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +159,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,56.0,88.0,2086,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,False,1390.0,,jmespath,conda-forge/jmespath,,,186754283.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,1390.0,186558728.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,18382245.0,3.0,,,,,,,,,,,,,,,,,, +160,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-05-08 22:31:06.000,2024-05-08 06:30:00,1484.0,86.0,165,20.0,1009.0,72.0,397.0,1692,2024-04-04 16:09:07.000,9.2.0,61.0,76.0,33,True,1080.0,967.0,copier,,,,292506.0,https://pypi.org/project/copier,2024-04-04 16:09:07.000,113.0,292506.0,,,,2.0,,,,,,,,,,,,,,,,,, +161,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,2.0,106,35.0,78.0,2.0,71.0,1452,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,33,True,84140.0,82787.0,python-slugify,conda-forge/python-slugify,,,18440160.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,1353.0,18396096.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,2026968.0,2.0,,,,,,,,,,,,,,,,,, +162,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-05-09 04:22:30.000,2024-05-03 14:32:03,6048.0,9.0,539,77.0,1128.0,15.0,,1374,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,33,True,7029.0,6835.0,cassandra-driver,conda-forge/cassandra-driver,,,1698096.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,194.0,1693533.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,205337.0,3.0,,,,,,,,,,,,,,,,,, +163,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-05-07 05:28:53.000,2024-05-07 05:28:53,759.0,36.0,120,23.0,317.0,51.0,136.0,1166,2024-04-20 21:34:40.000,1.5.0,23.0,54.0,33,True,1963.0,,pluggy,conda-forge/pluggy,,,137060175.0,https://pypi.org/project/pluggy,2024-04-20 21:34:40.000,1963.0,136462588.0,https://anaconda.org/conda-forge/pluggy,2024-04-21 02:40:17.306,25696257.0,2.0,,,,,,,,,,,,,,,,,, +164,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-04-24 15:51:24.000,2024-04-24 15:51:24,1307.0,46.0,144,38.0,87.0,4.0,136.0,1087,2024-04-09 00:46:13.000,16.14.0,30.0,54.0,33,True,15026.0,14828.0,path,conda-forge/path,,,1435524.0,https://pypi.org/project/path,2024-04-09 00:46:03.000,198.0,1424510.0,https://anaconda.org/conda-forge/path,2024-04-15 23:12:51.805,528715.0,3.0,,,,,,,,,,,,,,,,,, +165,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-05-04 17:03:40.000,2024-05-04 17:03:40,1278.0,5.0,99,32.0,211.0,51.0,194.0,1006,2024-02-25 01:29:56.000,1.3.8,41.0,31.0,33,True,47931.0,47526.0,Bottleneck,conda-forge/bottleneck,,,1036149.0,https://pypi.org/project/Bottleneck,2024-05-04 15:57:25.000,405.0,942414.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,4030627.0,2.0,,,,,,,,,,,,,,,,,, +166,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-05-01 06:11:14.838,2024-05-01 03:00:37,1295.0,22.0,262,19.0,217.0,29.0,306.0,901,2024-05-01 02:30:09.000,1.5.33,145.0,60.0,33,True,6971.0,6342.0,fastcore,conda-forge/fastcore,,,1744855.0,https://pypi.org/project/fastcore,2024-05-01 02:30:09.000,629.0,1742318.0,https://anaconda.org/conda-forge/fastcore,2024-05-01 06:11:14.838,73579.0,2.0,,,,,,,,,,,,,,,,,, +167,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-05-08 15:47:51.000,2024-05-03 08:45:57,1540.0,17.0,186,98.0,795.0,3.0,240.0,868,2024-04-26 12:44:18.000,4.4.12,136.0,43.0,33,True,9144.0,9083.0,neo4j-driver,conda-forge/neo4j-python-driver,,,142246.0,https://pypi.org/project/neo4j-driver,2024-04-26 12:39:55.000,61.0,137864.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-04-26 13:46:42.453,205992.0,3.0,,,,,,,,,,,,,,,,,, +168,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-05-08 12:11:53.000,2024-05-08 09:29:29,407.0,18.0,119,62.0,423.0,36.0,308.0,422,2024-03-07 17:11:22.000,0.22.0,46.0,51.0,33,True,10155.0,9973.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,13615881.0,https://pypi.org/project/pandas-gbq,2024-03-07 17:11:22.000,182.0,13571934.0,https://anaconda.org/conda-forge/pandas-gbq,2024-03-22 20:48:08.228,1889577.0,3.0,,,,,,,,,,,,,,,,,, +169,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-03-21 04:57:15.000,2023-11-03 12:31:26,810.0,,136,24.0,96.0,49.0,141.0,317,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,110463.0,109878.0,asn1crypto,conda-forge/asn1crypto,,,80363798.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,585.0,80261804.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8465582.0,3.0,,,,,,,,,,,,,,,,,, +170,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 12:46:10.232,2024-03-30 00:01:36,370.0,27.0,570,186.0,90.0,38.0,90.0,7102,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,32,True,1209.0,1163.0,records,conda-forge/records,,,208832.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,46.0,208127.0,https://anaconda.org/conda-forge/records,2024-03-30 12:46:10.232,25385.0,3.0,,,,,,,,,,,,,,,,,, +171,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2024-05-09 09:25:57.000,2024-05-09 09:25:57,1044.0,21.0,515,92.0,193.0,18.0,436.0,5402,2022-09-02 09:48:52.000,0.9.0,47.0,77.0,32,True,3602.0,3434.0,transitions,conda-forge/transitions,,,651762.0,https://pypi.org/project/transitions,2022-09-02 09:48:52.000,168.0,640949.0,https://anaconda.org/conda-forge/transitions,2023-06-16 16:15:31.911,637985.0,1.0,,,,,,,,,,,,,,,,,, +172,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-05-09 07:08:03.000,2024-05-08 00:56:27,8557.0,468.0,641,84.0,1471.0,186.0,710.0,4112,2024-05-08 01:33:21.000,0.4.4,68.0,262.0,32,True,31.0,3.0,toga,,,3401.0,5860.0,https://pypi.org/project/toga,2024-05-08 01:33:21.000,23.0,5665.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,5.0,16.0,,,,,,,,,,,,, +173,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-05-02 21:22:59.000,2024-02-11 15:15:42,498.0,3.0,318,22.0,141.0,32.0,135.0,3935,2024-02-03 14:26:08.000,5.1.0,90.0,20.0,32,True,30898.0,30127.0,gdown,conda-forge/gdown,,,1477643.0,https://pypi.org/project/gdown,2024-02-03 14:22:22.000,771.0,1471842.0,https://anaconda.org/conda-forge/gdown,2024-02-03 17:36:10.471,272653.0,2.0,,,,,,,,,,,,,,,,,, +174,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-03-02 15:49:49.000,2022-12-19 03:14:24,1998.0,,281,53.0,206.0,217.0,359.0,3607,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3362.0,3172.0,dependency-injector,conda-forge/dependency_injector,,,1110827.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,190.0,1109473.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,43329.0,2.0,,,,,,,,,,,,,,,,,, +175,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-03-15 17:41:17.000,2023-09-25 09:31:59,4024.0,,238,89.0,81.0,316.0,332.0,3528,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4155.0,3992.0,pony,conda-forge/pony,,103.0,171455.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,163.0,169101.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,98887.0,3.0,,,,,,,,,,,,,,,,,, +176,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,355,316.0,1630.0,113.0,486.0,3322,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,366.0,335.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,2206867.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,31.0,2201277.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,334495.0,3.0,,,,,,,,,,,,,,,,,, +177,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,673,141.0,454.0,143.0,402.0,2829,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,32,True,24068.0,23812.0,pandas-datareader,conda-forge/pandas-datareader,,,474367.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,256.0,470176.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,356316.0,2.0,,,,,,,,,,,,,,,,,, +178,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,,190,28.0,76.0,4.0,90.0,2685,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,True,129616.0,128977.0,python-decouple,conda-forge/python-decouple,,12.0,3511603.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,639.0,3510575.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,82246.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +179,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,,145,36.0,66.0,49.0,66.0,2547,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,32,True,146054.0,143588.0,aiofiles,conda-forge/aiofiles,,,15986199.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2466.0,15961825.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1048095.0,3.0,,,,,,,,,,,,,,,,,, +180,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-05-09 04:31:40.000,2024-05-08 22:04:41,1604.0,109.0,281,41.0,764.0,144.0,1037.0,2150,2024-04-19 20:15:49.000,1.12.1,129.0,49.0,32,False,423.0,400.0,sdv,conda-forge/sdv,,,61299.0,https://pypi.org/project/sdv,2024-04-19 20:14:27.000,23.0,60663.0,https://anaconda.org/conda-forge/sdv,2024-04-19 21:58:51.761,18451.0,2.0,,,,,,,,,,,,,,,,,, +181,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,436,96.0,161.0,3.0,,2135,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,220535.0,217543.0,xlrd,conda-forge/xlrd,,,22922962.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,2992.0,22879260.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3758437.0,2.0,,,,,,,,,,,,,,,,,, +182,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-05-06 17:17:56.000,2024-04-27 13:42:34,10054.0,89.0,927,84.0,1804.0,85.0,124.0,2011,2023-08-10 08:07:04.000,3.8.0,71.0,478.0,32,True,163.0,,apache-libcloud,,,,212398.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,163.0,212398.0,,,,3.0,,,,,,-2.0,,,,,,,,,,,, +183,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-04-12 09:03:53.000,2023-11-10 08:22:03,735.0,,221,45.0,71.0,50.0,142.0,1982,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,32,True,2090.0,,wrapt,conda-forge/wrapt,,,137900547.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,2090.0,137554660.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,14873157.0,3.0,,,,,,,,,,,,,,,,,, +184,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-03-20 18:52:27.000,2024-02-29 16:59:55,1064.0,4.0,96,18.0,586.0,109.0,448.0,1815,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,30620.0,29716.0,omegaconf,conda-forge/omegaconf,,,9392792.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,904.0,9366620.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1360965.0,3.0,,,,,,,,,,,,,,,,,, +185,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,,214,36.0,261.0,40.0,211.0,1803,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,32,True,16380.0,15848.0,voluptuous,conda-forge/voluptuous,,,2608802.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,532.0,2600255.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,358993.0,2.0,,,,,,,,,,,,,,,,,, +186,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-04-08 17:09:24.000,2024-04-08 17:09:24,438.0,1.0,164,29.0,283.0,86.0,168.0,1584,2023-10-16 12:58:45.000,3.0.0,39.0,59.0,32,True,1564.0,,cloudpickle,conda-forge/cloudpickle,,27.0,41795780.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,1564.0,41431024.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,16778820.0,3.0,,,,,,,,,,,,,,,,,, +187,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-04-30 00:08:14.000,2024-01-14 23:04:32,1101.0,,219,47.0,181.0,61.0,337.0,1486,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2542.0,2467.0,pygsheets,,,,1773110.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,75.0,1773110.0,,,,3.0,,,,,,,,,,,,,,,,,, +188,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-05-06 23:44:36.057,2024-04-12 00:47:41,2339.0,65.0,436,,,,,1345,2023-06-21 16:43:02.350,0.27.1,76.0,228.0,32,True,309.0,,holidays,conda-forge/holidays,,,7213935.0,https://pypi.org/project/holidays,2024-05-06 16:47:35.000,309.0,7130723.0,https://anaconda.org/conda-forge/holidays,2024-05-06 23:44:36.057,3827771.0,3.0,,,,,,,,,,,,,,,,,, +189,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,178,30.0,95.0,65.0,141.0,1186,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7367.0,7045.0,sshtunnel,conda-forge/sshtunnel,,,12891691.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,322.0,12890105.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,145925.0,3.0,,,,,,,,,,,,,,,,,, +190,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,97,67.0,94.0,50.0,59.0,1029,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,288373.0,284087.0,appdirs,conda-forge/appdirs,,,30182139.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,4286.0,30076798.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10323480.0,3.0,,,,,,,,,,,,,,,,,, +191,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-04-29 23:38:58.000,2024-04-19 23:37:00,1357.0,16.0,95,20.0,826.0,23.0,133.0,393,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,32,True,1278.0,,multidict,conda-forge/multidict,,6533.0,107848632.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,1278.0,107562040.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,12320524.0,2.0,,,,,,,,,,,,,,,,,, +192,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-05-06 20:52:44.000,2024-02-14 20:05:06,355.0,1.0,56,13.0,73.0,19.0,39.0,376,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,32,True,544470.0,542929.0,wcwidth,conda-forge/wcwidth,,,66510966.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,1541.0,65984673.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,24735816.0,3.0,,,,,,,,,,,,,,,,,, +193,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-04-29 19:47:30.000,2024-04-24 15:42:34,948.0,71.0,41,12.0,63.0,3.0,244.0,58,2024-03-21 13:42:43.000,6.4.0,73.0,44.0,32,False,3192.0,,importlib-resources,conda-forge/importlib_resources,,,82094904.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,3192.0,81678238.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,20000015.0,2.0,,,,,,,,,,,,,,,,,, +194,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-02-20 16:22:32.000,2023-07-24 18:53:19,697.0,,515,107.0,160.0,26.0,293.0,6539,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,31,True,13753.0,13113.0,tinydb,conda-forge/tinydb,,,561617.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,640.0,557472.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,393835.0,3.0,,,,,,,,,,,,,,,,,, +195,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-05-02 08:06:02.000,2023-03-04 17:45:05,299.0,,565,134.0,195.0,187.0,347.0,6191,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7408.0,7322.0,eel,,,,69766.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,69766.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,, +196,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-05-08 14:37:37.000,2024-05-08 14:37:37,1802.0,44.0,105,44.0,1422.0,66.0,354.0,3299,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,607.0,548.0,returns,conda-forge/returns,,,148402.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,148150.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,9078.0,3.0,,,,,,,,,,,,,,,,,, +197,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3179,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9245.0,9232.0,blaze,conda-forge/blaze,,,47649.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,13.0,45145.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202848.0,3.0,,,,,,,,,,,,,,,,,, +198,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,608,111.0,921.0,211.0,1093.0,2612,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1455.0,1452.0,mrjob,conda-forge/mrjob,,,120457.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,3.0,114763.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,523931.0,2.0,,,,,,,,,,,,,,,,,, +199,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-04-09 21:09:59.000,2024-04-09 21:09:59,837.0,2.0,429,40.0,640.0,277.0,372.0,2381,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,31,True,1760.0,1682.0,pynamodb,conda-forge/pynamodb,,,2136339.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,78.0,2122943.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,602823.0,3.0,,,,,,,,,,,,,,,,,, +200,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,251,50.0,149.0,62.0,85.0,2082,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,31,True,5282.0,6.0,chardet,conda-forge/chardet,,,67046796.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,5271.0,66521738.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,23099494.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,5.0,70.0,,,,,,,,,,,,, +201,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-05-06 21:35:22.000,2024-05-01 20:17:58,392.0,16.0,158,34.0,240.0,65.0,151.0,1948,2024-05-01 22:00:25.000,0.26.0,61.0,61.0,31,True,625.0,596.0,arq,conda-forge/arq,,,99556.0,https://pypi.org/project/arq,2024-05-01 22:00:25.000,29.0,99287.0,https://anaconda.org/conda-forge/arq,2024-05-02 10:28:47.704,9969.0,2.0,,,,,,,,,,,,,,,,,, +202,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2024-04-18 21:45:06.000,2024-04-17 13:14:43,976.0,4.0,516,95.0,404.0,168.0,379.0,1679,2024-04-18 21:45:06.000,5.3.2,55.0,142.0,31,True,346.0,,influxdb,conda-forge/influxdb,,,2192298.0,https://pypi.org/project/influxdb,2024-04-18 21:45:06.000,346.0,2189392.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,142403.0,3.0,,,,,,,,,,,,,,,,,, +203,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-05-04 19:12:55.000,2024-05-04 19:01:20,698.0,29.0,63,16.0,249.0,1.0,59.0,1408,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,25507.0,25074.0,bidict,conda-forge/bidict,,53.0,2701113.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,433.0,2692365.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,402443.0,2.0,,,,,,,,,,,,,,,,,, +204,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-05-06 19:25:25.000,2024-05-06 19:25:25,2183.0,42.0,139,42.0,435.0,104.0,264.0,983,2024-04-24 15:26:55.000,2.0.5,35.0,89.0,31,True,2457.0,2289.0,intake,conda-forge/intake,,,86360.0,https://pypi.org/project/intake,2024-04-24 15:26:55.000,168.0,74155.0,https://anaconda.org/conda-forge/intake,2024-04-24 22:56:59.849,573667.0,3.0,,,,,,,,,,,,,,,,,, +205,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,125,24.0,72.0,26.0,162.0,902,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,31,True,19489.0,19020.0,anytree,conda-forge/anytree,,,1535469.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,469.0,1534673.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,39046.0,2.0,,,,,,,,,,,,,,,,,, +206,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2024-05-08 02:34:02.000,2024-05-08 02:33:12,1179.0,1.0,362,75.0,22.0,32.0,620.0,877,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8611.0,8249.0,cx-Oracle,conda-forge/cx_oracle,,,3998916.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,362.0,3986717.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,561185.0,3.0,,,,,,,,,,,,,,,,,, +207,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-05-02 08:43:05.000,2024-05-02 08:41:08,887.0,12.0,68,19.0,491.0,160.0,293.0,398,2024-03-22 08:44:21.000,2.1.0,94.0,36.0,31,True,11103.0,10949.0,param,conda-forge/param,,,593079.0,https://pypi.org/project/param,2024-05-02 08:43:05.000,154.0,556804.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1559866.0,3.0,,,,,,,,,,,,,,,,,, +208,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,59,7.0,76.0,2.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,165125.0,163553.0,tzlocal,conda-forge/tzlocal,,,48321618.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,1572.0,48241561.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2641909.0,3.0,,,,,,,,,,,,,,,,,, +209,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-04-05 06:36:49.000,2023-07-21 10:40:58,3636.0,,588,143.0,970.0,531.0,775.0,8178,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,791.0,740.0,vaex,conda-forge/vaex,,280.0,23512.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,51.0,21498.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,183133.0,3.0,,,,,,,,,,,,,,,,,, +210,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-05-02 18:39:42.000,2024-02-27 23:05:17,2693.0,2.0,856,168.0,746.0,19.0,962.0,5717,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,30,True,527.0,509.0,snorkel,conda-forge/snorkel,,1088.0,31372.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,18.0,30083.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,48534.0,3.0,,,,,,,,,,,,,,,,,, +211,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,102.0,139.0,39.0,263.0,4720,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,3980.0,3852.0,dataset,conda-forge/dataset,,,117261.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,128.0,117038.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8497.0,3.0,,,,,,,,,,,,,,,,,, +212,pyinfra,Fizzadar/pyinfra,pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-05-08 12:29:24.000,2024-05-04 19:20:31,3976.0,27.0,348,40.0,355.0,155.0,558.0,3397,2024-02-25 20:40:20.000,2.9.2,215.0,107.0,30,True,129.0,113.0,pyinfra,,,,27715.0,https://pypi.org/project/pyinfra,2024-05-04 19:21:18.000,16.0,27715.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +213,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-05-01 10:07:23.000,2024-05-01 10:07:23,995.0,3.0,141,71.0,75.0,9.0,72.0,3279,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,11281.0,10918.0,funcy,conda-forge/funcy,,,1498428.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,363.0,1493596.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,425254.0,3.0,,,,,,,,,,,,,,,,,, +214,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,239.0,2571,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1754.0,1612.0,schematics,conda-forge/schematics,,,317069.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,142.0,316617.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26220.0,3.0,,,,,,,,,,,,,,,,,, +215,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-05-08 20:43:42.000,2024-05-08 20:31:35,870.0,39.0,116,32.0,1096.0,13.0,414.0,2556,2024-05-08 00:54:09.000,1.3.32,331.0,32.0,30,True,258.0,251.0,whylogs,,,27.0,394648.0,https://pypi.org/project/whylogs,2024-05-08 00:54:50.000,7.0,394647.0,,,,2.0,,,,,,,,,,,,,,,,,, +216,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-26 19:24:41.000,2024-03-26 19:24:40,237.0,4.0,287,48.0,77.0,50.0,115.0,2357,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,30,True,1253.0,1211.0,datasketch,,,27.0,3267824.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,42.0,3267824.0,,,,3.0,,,,,,,,,,,,,,,,,, +217,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2024-04-15 23:37:20.000,2022-10-18 10:59:07,785.0,,180,42.0,219.0,108.0,274.0,1952,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,391.0,,fs,conda-forge/fs,,,2858810.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,391.0,2849659.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,732137.0,3.0,,,,,,,,,,,,,,,,,, +218,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,30,False,1122.0,,humanize,conda-forge/humanize,,,8444430.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,1122.0,8432820.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,545671.0,3.0,,,,,,,,,,,,,,,,,, +219,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-05-05 18:26:21.000,2024-01-12 09:43:33,550.0,,83,23.0,237.0,53.0,99.0,1427,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,12875.0,12215.0,questionary,conda-forge/questionary,,,1825098.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,660.0,1823333.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,72367.0,3.0,,,,,,,,,,,,,,,,,, +220,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-05-08 19:05:42.000,2024-05-08 19:05:41,666.0,30.0,144,22.0,568.0,41.0,256.0,1031,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2304.0,2180.0,aiocache,,,16.0,588153.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,124.0,588153.0,,,,2.0,,,,,,,,,,,,,,,,,, +221,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-05-09 12:52:46.000,2024-04-19 14:55:47,202.0,13.0,147,26.0,49.0,11.0,85.0,1025,2024-02-26 22:09:57.000,2.1.1,29.0,23.0,30,True,479.0,,email-validator,conda-forge/email-validator,,,14727526.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,479.0,14723882.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,167634.0,3.0,,,,,,,,,,,,,,,,,, +222,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,891,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,30,True,2880.0,2746.0,pyahocorasick,conda-forge/pyahocorasick,,36.0,876503.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,134.0,871464.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,216600.0,3.0,,,,,,,,,,,,,,,,,, +223,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,3.0,49,16.0,76.0,2.0,92.0,858,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,30,True,29906.0,28602.0,natsort,conda-forge/natsort,,,5073252.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1304.0,5035390.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1590232.0,3.0,,,,,,,,,,,,,,,,,, +224,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-05-05 07:45:46.000,2020-10-21 17:48:31,219.0,,78,16.0,284.0,45.0,25.0,684,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47377.0,46008.0,cached-property,conda-forge/cached-property,,,15828750.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,1369.0,15712602.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,9988731.0,2.0,,,,,,,,,,,,,,,,,, +225,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-05-08 06:42:43.000,2024-04-15 17:53:42,808.0,9.0,51,49.0,736.0,44.0,190.0,64,2024-04-15 17:56:33.000,2.23.1,78.0,71.0,30,False,3598.0,3571.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,7388059.0,https://pypi.org/project/google-cloud-bigtable,2024-04-15 17:56:33.000,27.0,7385243.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2024-04-16 08:52:17.559,109827.0,3.0,,,,,,,,,,,,,,,,,, +226,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-05-07 19:18:03.000,2024-02-05 23:03:25,958.0,,4562,631.0,758.0,203.0,100.0,23599,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,109.0,105.0,algorithms,conda-forge/algorithms,,,1705.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,4.0,1649.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2101.0,3.0,,,,,,,,,,,,,,,,,, +227,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,282.0,300.0,164.0,464.0,20396,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,1012.0,911.0,gooey,conda-forge/gooey,,622.0,7652.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,101.0,6365.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,76594.0,3.0,,,,,,,,,,,,,,,,,, +228,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6677,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1903.0,1879.0,faust,,,,17888.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,24.0,17888.0,,,,3.0,,,,,,,,,,,,,,,,,, +229,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-04-04 14:35:18.000,2024-04-04 14:33:23,992.0,1.0,364,85.0,176.0,,615.0,4915,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,29,True,1531.0,1461.0,huey,conda-forge/huey,,,103854.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,70.0,103390.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,33918.0,3.0,,,,,,,,,,,,,,,,,, +230,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-05-08 01:48:17.320,,,,876,,,273.0,,3648,2024-05-07 16:26:42.000,2.4.0,32.0,105.0,29,True,10177.0,9656.0,confluent-kafka,conda-forge/python-confluent-kafka,,,13196650.0,https://pypi.org/project/confluent-kafka,2024-05-07 16:26:42.000,521.0,13176629.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-05-08 01:48:17.320,860926.0,3.0,,,,,,2.0,,,,,,,,,,,, +231,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2024-04-24 11:43:14.000,2024-04-24 11:42:17,1136.0,2.0,242,63.0,89.0,24.0,274.0,3535,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1100.0,989.0,asciimatics,conda-forge/asciimatics,,,24516.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,111.0,21022.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,150265.0,3.0,,,,,,,,,,,,,,,,,, +232,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-04-08 16:35:28.000,2024-04-08 16:35:28,1185.0,8.0,590,173.0,470.0,96.0,477.0,3036,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,29,False,264.0,243.0,arctic,conda-forge/arctic,,217.0,5076.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,21.0,3750.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31790.0,3.0,,,,,,,,,,,,,,,,,, +233,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,149,49.0,472.0,58.0,262.0,2646,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,29,False,2446.0,2401.0,gino,,,,25717.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,25717.0,,,,3.0,,,,,,,,,,,,,,,,,, +234,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,57.0,73.0,21.0,64.0,2435,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,9902.0,9535.0,addict,conda-forge/addict,,21.0,3131076.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,367.0,3126404.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,439254.0,2.0,,,,,,,,,,,,,,,,,, +235,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-04-29 17:07:24.000,2023-06-20 15:54:36,2284.0,,177,38.0,374.0,39.0,264.0,2016,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,43.0,,pyscaffold,conda-forge/pyscaffold,,,991569.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,43.0,987091.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,183610.0,3.0,,,,,,,,,,,,,,,,,, +236,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,173.0,1338.0,1790,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,45.0,,datatable,conda-forge/datatable,,2370.0,52149.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,45.0,51519.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,24655.0,3.0,,,,,,,,,,,,,,,,,, +237,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-05-06 17:04:49.000,2024-04-01 20:46:50,868.0,21.0,48,12.0,297.0,10.0,93.0,1424,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1692.0,1650.0,python-benedict,conda-forge/python-benedict,,,624134.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,42.0,620417.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,156139.0,2.0,,,,,,,,,,,,,,,,,, +238,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-04-18 09:51:40.000,2024-04-06 09:33:31,1765.0,24.0,85,15.0,459.0,129.0,256.0,1274,2024-03-22 17:02:55.000,1.5.0,255.0,43.0,29,True,370.0,354.0,piccolo,,,,18451.0,https://pypi.org/project/piccolo,2024-03-22 17:02:55.000,16.0,18451.0,,,,3.0,,,,,,,,,,,,,,,,,, +239,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,129,32.0,74.0,30.0,70.0,1124,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5387.0,5178.0,sqlitedict,conda-forge/sqlitedict,,,550274.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,209.0,547824.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,107809.0,2.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +240,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,317,52.0,211.0,31.0,269.0,1093,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2074.0,1949.0,redis-py-cluster,,,4212.0,1832454.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,125.0,1832417.0,,,,3.0,,,,,,,,,,,,,,,,,, +241,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-05-07 02:39:01.000,2024-05-07 02:39:00,582.0,12.0,337,36.0,316.0,28.0,126.0,659,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,29,True,3461.0,3407.0,pysolr,conda-forge/pysolr,,,327255.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,54.0,326873.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,33320.0,3.0,,,,,,,,,,,,,,,,,, +242,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-04-12 06:44:35.747,2024-04-11 20:27:23,825.0,7.0,144,24.0,109.0,75.0,61.0,512,2024-04-11 20:53:40.000,1.13.0,62.0,91.0,29,True,5385.0,5307.0,beaker,conda-forge/beaker,,,250608.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,78.0,246246.0,https://anaconda.org/conda-forge/beaker,2024-04-12 06:44:35.747,74160.0,3.0,,,,,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-04-29 13:35:39.000,2024-04-29 13:29:10,739.0,12.0,47,11.0,92.0,15.0,100.0,492,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5586.0,5350.0,python-rapidjson,conda-forge/python-rapidjson,,,1768302.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,236.0,1730157.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1640244.0,3.0,,,,,,,,,,,,,,,,,, +244,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,,103,11.0,116.0,20.0,107.0,473,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,29,True,1389.0,,rsa,conda-forge/rsa,,,198268845.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,1389.0,198122027.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13800973.0,3.0,,,,,,,,,,,,,,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,55,9.0,46.0,24.0,21.0,141,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,63878.0,63092.0,isodate,conda-forge/isodate,,,102783536.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,786.0,102733998.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4854762.0,3.0,,,,,,,,,,,,,,,,,, +246,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-04-09 07:56:15.000,2024-02-20 18:10:39,3054.0,2.0,228,29.0,297.0,102.0,763.0,3387,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,28,True,140.0,129.0,ploomber,conda-forge/ploomber,,,12218.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,11.0,9732.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,87032.0,3.0,,,,,,,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417,94.0,110.0,38.0,127.0,2784,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7708.0,7628.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,204861.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,80.0,203195.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,69975.0,3.0,,,,,,,,,,,,,,,,,, +248,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,,120,22.0,112.0,53.0,42.0,1996,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8521.0,8449.0,gin-config,conda-forge/gin-config,,,344845.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,72.0,344331.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24718.0,3.0,,,,,,,,,,,,,,,,,, +249,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,478,97.0,185.0,262.0,506.0,1873,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,197.0,188.0,mongo-connector,,,,3761.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,9.0,3761.0,,,,3.0,,,,,,,,,,,,,,,,,, +250,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,,60,22.0,110.0,113.0,78.0,1829,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,28,True,1694.0,1521.0,glom,conda-forge/glom,,,2010391.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,173.0,2009661.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,32851.0,3.0,,,,,,,,,,,,,,,,,, +251,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,313,69.0,401.0,111.0,367.0,1495,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,28,True,236.0,225.0,mleap,conda-forge/mleap,,,162725.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,11.0,161055.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,80177.0,3.0,,,,,,,,,,,,,,,,,, +252,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,136,33.0,80.0,35.0,54.0,1427,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10214.0,9763.0,blessings,conda-forge/blessings,,,982092.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,451.0,975920.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,290100.0,3.0,,,,,,,,,,,,,,,,,, +253,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,28.0,41.0,93.0,73.0,1418,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2889.0,2517.0,strictyaml,conda-forge/strictyaml,,,2304021.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,372.0,2301007.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,220060.0,3.0,,,,,,,,,,,,,,,,,, +254,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2024-04-07 08:26:45.000,2017-02-01 15:40:30,127.0,,175,49.0,35.0,59.0,25.0,1302,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2958.0,2893.0,pandasql,conda-forge/pandasql,['pandas'],,1566924.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,65.0,1553474.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,470774.0,3.0,,,,,,,,,,,,,,,,,, +255,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-04-22 22:10:01.000,2023-07-23 14:40:17,372.0,,117,18.0,95.0,71.0,127.0,703,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,16676.0,16114.0,configargparse,conda-forge/configargparse,,,4607045.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,562.0,4585776.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,829493.0,3.0,,,,,,,,,,,,,,,,,, +256,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2023-06-16 13:20:07.222,2021-11-20 18:05:09,427.0,,106,28.0,126.0,66.0,96.0,691,2020-05-31 23:52:03.000,2.6,17.0,55.0,28,False,10628.0,10468.0,parsedatetime,conda-forge/parsedatetime,,,6806662.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,160.0,6804561.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,193293.0,3.0,,,,,,,,,,,,,,,,,, +257,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,69,23.0,49.0,6.0,90.0,526,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,28,True,15590.0,15382.0,scandir,conda-forge/scandir,,,3142806.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,208.0,3110511.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1388716.0,3.0,,,,,,,,,,,,,,,,,, +258,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-04-11 11:08:54.000,2024-04-11 11:08:54,309.0,1.0,30,9.0,79.0,4.0,26.0,414,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,43805.0,43636.0,srsly,conda-forge/srsly,,,9632230.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,169.0,9601315.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1453011.0,3.0,,,,,,,,,,,,,,,,,, +259,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,21.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1373.0,1336.0,tabulator,conda-forge/tabulator-py,,,150591.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,37.0,149926.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,55244.0,3.0,,,,,,,,,,,,,,,,,, +260,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,11.0,35.0,204,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,15975.0,15488.0,ordered-set,conda-forge/ordered-set,,,14527544.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,487.0,14522332.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,505632.0,3.0,,,,,,,,,,,,,,,,,, +261,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1127,221.0,90.0,243.0,43.0,5216,,,41.0,28.0,27,False,178.0,20.0,pdfminer,conda-forge/pdfminer,,,225303.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,158.0,224902.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,37344.0,3.0,,,,,,,,,,,,,,,,,, +262,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-05-06 14:04:22.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,271.0,125.0,130.0,3791,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,55.0,,textract,conda-forge/textract,,,152831.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,55.0,152575.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,23599.0,3.0,,,,,,,,,,,,,,,,,, +263,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,1.0,101,30.0,84.0,20.0,128.0,2470,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1363.0,1311.0,swifter,conda-forge/swifter,['pandas'],,696733.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,52.0,689705.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,330350.0,3.0,,,,,,,,,,,,,,,,,, +264,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-05-01 20:00:34.000,2024-03-13 17:37:14,539.0,2.0,134,48.0,66.0,14.0,124.0,2338,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,816.0,789.0,pyfunctional,,,,209093.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,209093.0,,,,3.0,,,,,,,,,,,,,,,,,, +265,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,161,29.0,48.0,51.0,14.0,1905,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,866.0,,retrying,conda-forge/retrying,,,12193622.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,866.0,12175584.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1659526.0,3.0,,,,,,,,,,,,,,,,,, +266,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-05-07 21:08:57.000,2024-04-28 15:06:12,886.0,37.0,69,17.0,517.0,205.0,186.0,1622,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,27,True,16.0,,prisma,,,,73081.0,https://pypi.org/project/prisma,2024-03-24 22:09:46.000,16.0,73081.0,,,,3.0,,,,,,,,,,,,,,,,,, +267,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-05-07 18:29:25.000,2024-05-07 18:29:24,199.0,24.0,45,16.0,146.0,13.0,4.0,1449,2024-04-30 06:25:58.000,0.0.7,10.0,15.0,27,True,3798.0,3712.0,asyncer,conda-forge/asyncer,,,184047.0,https://pypi.org/project/asyncer,2024-04-30 06:25:58.000,86.0,183768.0,https://anaconda.org/conda-forge/asyncer,2024-04-30 11:44:15.290,7819.0,3.0,,,,,,,,,,,,,,,,,, +268,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,145,44.0,53.0,20.0,19.0,1227,2024-03-19 17:59:19.000,6.0.1,108.0,27.0,27,False,282.0,,singer-python,,,,653512.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,282.0,653512.0,,,,3.0,,,,,,,,,,,,,,,,,, +269,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-05-06 04:27:13.000,2024-05-06 04:27:12,755.0,31.0,43,22.0,594.0,9.0,33.0,782,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,125.0,,janus,conda-forge/janus,,,883784.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,125.0,883468.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,18672.0,3.0,,,,,,,,,,,,,,,,,, +270,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-04-16 12:19:15.000,2023-07-01 09:55:10,181.0,,84,25.0,53.0,9.0,40.0,757,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,535.0,,munch,conda-forge/munch,,,2297866.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,535.0,1969879.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3935854.0,3.0,,,,,,,,,,,,,,,,,, +271,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,160,35.0,50.0,31.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,885.0,850.0,happybase,conda-forge/happybase,,,52886.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,35.0,51190.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,161201.0,3.0,,,,,,,,,,,,,,,,,, +272,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,582,,,8.0,12.0,27,False,65799.0,62408.0,dataclasses,conda-forge/dataclasses,,,14678927.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,3391.0,14515344.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11778010.0,3.0,,,,,,,,,,,,,,,,,, +273,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-05-03 22:07:55.000,2024-05-02 10:59:32,323.0,48.0,59,9.0,132.0,22.0,59.0,515,2024-02-26 22:15:41.000,3.0.0,58.0,20.0,27,True,489.0,458.0,cachier,,,17.0,93439.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,31.0,93439.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +274,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71,22.0,73.0,8.0,106.0,484,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,27,True,778.0,739.0,hickle,conda-forge/hickle,,,58775.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,39.0,50469.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,24919.0,3.0,,,,,,,,,,,,,,,,,, +275,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,478,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,5114.0,5040.0,pylibmc,conda-forge/pylibmc,,603.0,279452.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,74.0,274263.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,221931.0,3.0,,,,,,,,,,,,,,,,,, +276,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2024-04-30 10:50:33.000,2022-09-21 15:09:58,824.0,,64,15.0,184.0,45.0,157.0,443,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,27,False,19915.0,19906.0,umongo,conda-forge/umongo,,,54199.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,9.0,53997.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6472.0,3.0,,,,,,,,,,,,,,,,,, +277,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-05-09 03:28:15.000,2024-05-07 23:48:42,7319.0,132.0,33,10.0,294.0,43.0,584.0,406,2024-04-14 21:25:56.000,2.6.0,204.0,23.0,27,True,24.0,22.0,static-frame,conda-forge/static-frame,,,12574.0,https://pypi.org/project/static-frame,2024-04-14 21:25:56.000,2.0,5731.0,https://anaconda.org/conda-forge/static-frame,2024-04-15 01:02:18.461,328483.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +278,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,74,19.0,88.0,74.0,96.0,311,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,27,False,35897.0,35347.0,configobj,conda-forge/configobj,,593.0,3208035.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,550.0,3196650.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,796710.0,3.0,,,,,,,,,,,,,,,,,, +279,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-04-08 14:18:48.556,2024-04-06 23:53:45,171.0,6.0,41,8.0,32.0,29.0,31.0,258,2024-04-07 00:01:07.000,1.8.3,19.0,17.0,27,True,476.0,,send2trash,conda-forge/send2trash,,,21102437.0,https://pypi.org/project/send2trash,2024-04-07 00:01:07.000,476.0,20710179.0,https://anaconda.org/conda-forge/send2trash,2024-04-08 14:18:48.556,13729035.0,3.0,,,,,,,,,,,,,,,,,, +280,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,232,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,40742.0,39776.0,futures,conda-forge/futures,,,6547925.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,966.0,6534252.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1271640.0,3.0,,,,,,,,,,,,,,,,,, +281,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,27,False,2293.0,2260.0,cloudant,conda-forge/cloudant,,,411259.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,33.0,410038.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,112363.0,3.0,,,,,,,,,,,,,,,,,, +282,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,60586.0,59849.0,pathlib2,conda-forge/pathlib2,,,8799430.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,737.0,8734994.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2706334.0,3.0,,,,,,,,,,,,,,,,,, +283,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,147.0,299.0,119.0,176.0,6177,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,120.0,116.0,powerline-shell,,,,1901.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1901.0,,,,3.0,,,,,,,,,,,,,,,,,, +284,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-04-27 09:49:41.000,2024-02-16 08:07:34,193.0,1.0,201,26.0,55.0,91.0,133.0,3500,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,26,True,58.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,426174.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,58.0,423564.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,91382.0,3.0,,,,,,,,,,,,,,,,,, +285,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-04-29 17:59:21.000,2024-02-22 00:19:37,309.0,1.0,304,30.0,173.0,107.0,141.0,3283,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,26,True,148.0,146.0,img2dataset,,,1701.0,43684.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,43633.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,,260,138.0,291.0,92.0,365.0,3217,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,144.0,137.0,flexx,conda-forge/flexx,,,2066.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,7.0,951.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,104871.0,3.0,,,,,,,,,,,,,,,,,, +287,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-04-09 14:34:03.000,2022-08-23 07:13:04,536.0,,147,41.0,129.0,29.0,203.0,1182,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,269.0,238.0,parallel-ssh,,,377.0,172605.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,31.0,172602.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2023-10-12 15:00:22.000,2023-08-15 16:33:33,126.0,,54,21.0,70.0,9.0,37.0,1097,2023-08-14 23:38:46.000,0.20,20.0,16.0,26,True,6768.0,6643.0,immutables,conda-forge/immutables,,,1291032.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,125.0,1270492.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,985964.0,3.0,,,,,,,,,,,,,,,,,, +289,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-05-08 04:47:14.000,2024-04-26 23:27:23,559.0,25.0,92,19.0,292.0,89.0,88.0,978,2024-04-26 23:29:17.000,1.0.2,21.0,19.0,26,True,3257.0,3249.0,odmantic,,,,25440.0,https://pypi.org/project/odmantic,2024-04-26 23:29:17.000,8.0,25440.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,955,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2035.0,1992.0,bcolz,conda-forge/bcolz,,,8961.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,43.0,4973.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,347024.0,3.0,,,,,,,,,,,,,,,,,, +291,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,,52,9.0,31.0,9.0,78.0,629,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,26,True,1344.0,1318.0,pysimdjson,conda-forge/pysimdjson,,,1004709.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,26.0,1002601.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,90649.0,3.0,,,,,,,,,,,,,,,,,, +292,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,490,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4689.0,4602.0,pyscreenshot,,,,135362.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,87.0,135362.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,12.0,43,8.0,40.0,7.0,39.0,156,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,26,True,1083.0,1074.0,filedepot,,,,11372.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,9.0,11372.0,,,,3.0,,,,,,,,,,,,,,,,,, +294,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2024-04-29 16:36:18.225,,,,0,,,314.0,1844.0,76,2024-04-26 19:15:07.000,3.1.2,105.0,,26,False,6298.0,,openpyxl,openpyxl,,,83565464.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,6268.0,83563241.0,https://anaconda.org/anaconda/openpyxl,2024-04-29 16:36:18.225,225582.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1228.0,,,30.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +295,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,77628.0,77227.0,contextlib2,conda-forge/contextlib2,,,22776922.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,401.0,22764445.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1235245.0,3.0,,,,,,,,,,,,,,,,,, +296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2024-04-28 16:39:13.000,2023-08-26 14:44:06,51.0,,104,35.0,102.0,22.0,140.0,2360,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,407.0,,python-box,conda-forge/python-box,,39.0,2880800.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,407.0,2869024.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,541739.0,3.0,,,,,,,,,,,,,,,,,, +297,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-04-24 13:41:08.000,2024-04-24 13:41:08,2743.0,6.0,134,50.0,308.0,45.0,197.0,1515,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,25,False,252.0,231.0,enaml,conda-forge/enaml,,779.0,7015.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,21.0,3463.0,https://anaconda.org/conda-forge/enaml,2023-11-20 21:08:49.218,166521.0,3.0,,,,,,,,,,,,,,,,,, +298,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2024-04-29 13:25:56.000,2024-04-21 15:56:01,1072.0,1.0,221,103.0,176.0,71.0,264.0,1490,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,True,67.0,65.0,streamparse,,,,2477.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,2.0,2477.0,,,,3.0,,,,,,,,,,,,,pystorm/streamparse,,,,, +299,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-05-06 14:09:25.000,2023-05-19 04:32:00,6411.0,,229,38.0,1053.0,9.0,209.0,1446,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,10728.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,10728.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-04-29 10:22:22.000,2024-04-25 13:57:51,347.0,20.0,81,44.0,270.0,43.0,41.0,1384,2024-04-25 12:57:01.000,0.19.3,38.0,30.0,25,True,31.0,29.0,tasktiger,,,,4421.0,https://pypi.org/project/tasktiger,2024-04-25 12:56:28.000,2.0,4421.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,44.0,231.0,104.0,64.0,1250,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,306.0,304.0,fabtools,,,,1238.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,2.0,1238.0,,,,3.0,,,,,,,,,,,,,,,,,, +302,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,7.0,81,14.0,136.0,36.0,100.0,961,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,25,True,210.0,,mss,conda-forge/python-mss,,,786981.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,210.0,785982.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,46974.0,3.0,,,,,,,,,,,,,,,,,, +303,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,152,10.0,22.0,30.0,19.0,714,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,3735.0,3410.0,ratelimit,conda-forge/ratelimit,,,6730598.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,325.0,6730221.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,15118.0,3.0,,,,,,,,,,,,,,,,,, +304,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,33,11.0,51.0,23.0,35.0,334,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,627.0,,typing_inspect,conda-forge/typing_inspect,,,28572037.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,627.0,28542373.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1809563.0,3.0,,,,,,,,,,,,,,,,,, +305,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,20,7.0,61.0,6.0,7.0,170,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,25,True,39991.0,39859.0,catalogue,conda-forge/catalogue,,,9738648.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,132.0,9711007.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1271506.0,3.0,,,,,,,,,,,,,,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,170,85.0,81.0,22.0,82.0,3934,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,72.0,68.0,storm,,,,3298.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,4.0,3298.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-04-10 15:21:22.000,2024-03-21 21:56:11,5672.0,7.0,510,103.0,960.0,634.0,977.0,2208,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,24,False,9.0,,wx,conda-forge/wxpython,,4171.0,19008.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,9.0,,https://anaconda.org/conda-forge/wxpython,2024-04-08 15:40:25.181,814966.0,3.0,,,,,,,,,,,,,,,,,, +308,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,143,58.0,248.0,107.0,109.0,1573,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,178.0,169.0,bonobo,,,,17249.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,9.0,17249.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +309,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,97,40.0,42.0,25.0,47.0,1528,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,134.0,123.0,pypeln,conda-forge/pypeln,,,404426.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,404098.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,15115.0,3.0,,,,,,,,,,,,,,,,,, +310,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1346,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,193.0,179.0,pinject,conda-forge/pinject,,,75886.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,14.0,75722.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5278.0,3.0,,,,,,,,,,,,,,,,,, +311,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,145,42.0,10.0,3.0,12.0,1089,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2389.0,2328.0,pluginbase,conda-forge/pluginbase,,,650624.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,61.0,646599.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,305958.0,3.0,,,,,,,,,,,,,,,,,, +312,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-05-05 17:27:56.000,2024-04-26 00:12:53,1450.0,17.0,42,17.0,138.0,2.0,13.0,711,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,100.0,,ubelt,conda-forge/ubelt,,10.0,32231.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,100.0,29752.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,79337.0,3.0,,,,,,,,,,,,,,,,,, +313,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-04-11 10:35:27.000,2024-04-11 10:35:08,9954.0,5.0,43,14.0,10.0,6.0,8.0,493,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,24,True,21.0,,pandas-summary,,['pandas'],,94440.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,21.0,94440.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +314,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,312.0,299.0,messytables,,,,11870.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,13.0,11870.0,,,,3.0,,,,,,,,,,,,,,,,,, +315,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-05-07 19:19:31.000,2024-05-07 14:34:25,977.0,32.0,26,18.0,187.0,6.0,18.0,368,2024-05-07 14:35:04.000,17.5.15,270.0,20.0,24,True,425.0,368.0,aiomisc,,,,19367.0,https://pypi.org/project/aiomisc,2024-05-07 14:35:04.000,57.0,19367.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,58,21.0,14.0,18.0,24.0,267,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,936.0,872.0,deepdish,conda-forge/deepdish,,,21455.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,64.0,20400.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,95037.0,3.0,,,,,,,,,,,,,,,,,, +317,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-03-15 09:19:58.000,2024-03-04 07:50:54,3522.0,8.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,560.0,78.0,24,True,61.0,36.0,dbnd,,,,256830.0,https://pypi.org/project/dbnd,2024-03-15 09:19:58.000,25.0,256830.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,68,19.0,45.0,19.0,18.0,211,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,24,True,653.0,,ptyprocess,conda-forge/ptyprocess,,,73269682.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,653.0,73089747.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,17453782.0,3.0,,,,,,-2.0,,,,,,,,,,,, +319,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-05-01 12:05:49.000,2024-05-01 12:05:42,378.0,5.0,33,7.0,144.0,4.0,84.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,24,True,1243.0,1221.0,everett,conda-forge/everett,,,191540.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,22.0,190131.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,60607.0,3.0,,,,,,,,,,,,,,,,,, +320,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,33.0,42.0,95,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5145.0,4762.0,clint,conda-forge/clint,,118.0,139468.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,383.0,138870.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,57445.0,3.0,,,,,,,,,,,,,kennethreitz/clint,,,,, +321,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10553,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,65.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,65.0,,,,2.0,,,,,,,,,,,,,,,,,, +322,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-04-27 20:21:06.000,2023-10-02 06:28:26,631.0,,431,42.0,184.0,266.0,110.0,2669,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,23,True,6.0,,camelot,,,,6463.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,6.0,6463.0,,,,3.0,,,,,,,,,,,,,,,,,, +323,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,869,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,23,True,245.0,226.0,unsync,conda-forge/unsync,,,65387.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,65115.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12789.0,3.0,,,,,,,,,,,,,,,,,, +324,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-03-09 16:08:10.000,2024-03-09 16:07:35,958.0,4.0,135,64.0,76.0,167.0,149.0,861,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,173.0,167.0,rows,,,38.0,1676.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,6.0,1676.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,261,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,210.0,208.0,pysparkling,conda-forge/pysparkling,,,12224.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,2.0,12101.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4693.0,3.0,,,,,,,,,,,,,,,,,, +326,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,28,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2824.0,2753.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,152227.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,71.0,151872.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,28067.0,3.0,,,,,,,,,,,,,,,,,, +327,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,27,7.0,24.0,4.0,21.0,73,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,23,False,688.0,,entrypoints,conda-forge/entrypoints,,,17962732.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,688.0,17764649.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,19214079.0,3.0,,,,,,,,,,,,,,,,,, +328,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3507,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,458.0,424.0,pampy,,,,37758.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,34.0,37758.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,98.0,31.0,18.0,58.0,3262,,,4.0,19.0,22,False,615.0,585.0,macropy3,,,,381.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,381.0,,,,3.0,,,,,,,,,,,,,,,,,, +330,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2490,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,False,,,,,,24086.0,669.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +331,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1828,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,191.0,179.0,bashplotlib,,,,4897.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,12.0,4897.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1565,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,22,False,189.0,183.0,commonregex,,,,100192.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,6.0,100192.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,14.0,32.0,31.0,42.0,875,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,False,1896.0,1822.0,pickledb,,,,26798.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,74.0,26798.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,9.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,9700.0,9641.0,unipath,,,,54312.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,59.0,54312.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,134,53.0,60.0,,90.0,314,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,22,False,11.0,,pyhdb,,,108.0,324325.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,11.0,324324.0,,,,3.0,,,,,,,,,,,,,,,,,, +336,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,,30,8.0,54.0,15.0,11.0,297,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,22,True,520.0,411.0,rtoml,,,,350877.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,109.0,350877.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,170,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,323.0,308.0,aioprometheus,,,,179635.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,15.0,179635.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-04-08 17:47:48.000,2024-03-29 20:59:55,630.0,2.0,18,11.0,35.0,18.0,15.0,168,2023-05-30 20:50:42.000,0.9.0,6.0,48.0,22,True,381.0,305.0,docopt-ng,,,,193938.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,76.0,193938.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,132,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2425.0,2336.0,coolname,conda-forge/coolname,,,609655.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,89.0,607454.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,90267.0,3.0,,,,,,,,,,,,,,,,,, +340,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,,21,5.0,12.0,5.0,15.0,106,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2444.0,2354.0,stopit,conda-forge/stopit,,,595235.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,90.0,583735.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,874007.0,3.0,,,,,,,,,,,,,,,,,, +341,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-05-07 12:56:11.000,2024-04-25 16:36:53,1885.0,79.0,5,3.0,881.0,17.0,50.0,52,2024-04-05 10:54:51.000,4.7.5,70.0,8.0,22,False,76.0,68.0,click-extra,,,247.0,5474.0,https://pypi.org/project/click-extra,2024-04-05 10:54:34.000,8.0,5467.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-03-21 21:04:06.386,2024-03-19 18:38:23,86.0,1.0,147,34.0,13.0,11.0,179.0,3299,2024-03-19 18:41:16.000,2.1.22,67.0,1.0,21,False,223.0,223.0,ptext-joris-schellekens,conda-forge/borb,,,1546.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-03-21 21:04:06.386,51047.0,3.0,,,,,,,,,,,,,,,,,, +343,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2692,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,21,False,,,dpark,,['spark'],,116.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,,116.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,771,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,21,True,346.0,315.0,dirty-equals,conda-forge/dirty-equals,,,139795.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,138082.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,44553.0,3.0,,,,,,,,,,,,,,,,,, +345,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,48.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,647.0,637.0,pymodm,conda-forge/pymodm,,,15541.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,10.0,15436.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5361.0,3.0,,,,,,,,,,,,,,,,,, +346,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,26.0,13.0,301,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,452.0,420.0,price-parser,,,,99141.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,32.0,99141.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-05-08 16:31:46.000,2024-05-08 15:07:49,731.0,33.0,24,5.0,282.0,7.0,,290,2024-05-08 15:07:11.000,1.1.282,710.0,12.0,21,True,6.0,6.0,upgini,,,,8249.0,https://pypi.org/project/upgini,2024-05-08 16:31:46.000,,8249.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,288,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,184.0,175.0,datatest,,,,23217.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,9.0,23217.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,210,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,923.0,919.0,gsheetsdb,,,,74983.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,4.0,74983.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,24.0,760.0,12,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,21,False,143.0,,py2neo,conda-forge/py2neo,,,45222.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,143.0,44436.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,65291.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +351,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,147,67.0,4.0,1.0,41.0,2214,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,62.0,48.0,pypattyrn,,,,1442.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,14.0,1442.0,,,,3.0,,,,,,,,,,,,,,,,,, +352,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2023-07-15 11:04:03.000,2023-07-15 11:04:02,238.0,,216,38.0,56.0,86.0,40.0,1476,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,20,True,,,excalibur-py,,,12027.0,1926.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1747.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,32.0,32.0,mrq,,,,356.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,,356.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,74.0,61.0,pdpipe,conda-forge/pdpipe,['pandas'],,3068.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,13.0,2345.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,30382.0,3.0,,,,,,,,,,,,,,,,,, +355,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,22,10.0,32.0,23.0,21.0,664,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,72.0,69.0,pugsql,,,,6621.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6621.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,571,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,122.0,111.0,pypyr,conda-forge/pypyr,,,3609.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,11.0,3077.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,14903.0,3.0,,,,,,,,,,,,,,,,,, +357,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,46,11.0,20.0,18.0,11.0,483,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,20,False,3509.0,3386.0,awesome-slugify,conda-forge/awesome-slugify,,,44007.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,123.0,43281.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,70518.0,3.0,,,,,,,,,,,,,,,,,, +358,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-04-12 02:05:58.000,2024-01-18 11:58:13,5466.0,,44,14.0,632.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,20,True,9.0,9.0,batchflow,,,,203.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,203.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,159.0,142.0,78.0,27.0,1986,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,40.0,40.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +360,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-05-09 10:03:33.000,2024-05-08 20:17:50,3098.0,97.0,145,27.0,260.0,39.0,407.0,1501,,,,53.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +361,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,111,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,19,False,2.0,,db.py,,,,964.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,2.0,964.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,952,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,19,True,28.0,28.0,d6tflow,,,,312.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,312.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,73.0,70.0,valideer,conda-forge/valideer,,,6772.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,3.0,6550.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21565.0,3.0,,,,,,,,,,,,,,,,,, +364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,136.0,133.0,queries,,,,3304.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,3.0,3304.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,18.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,8.0,6.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1221.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,2.0,261.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,67202.0,3.0,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,182,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,False,86.0,81.0,typical,conda-forge/typical,,,2826.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,5.0,1800.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,36944.0,3.0,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1608,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,,,riko,,,,842.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,,842.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,,58,35.0,46.0,14.0,58.0,1110,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,186.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,186.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,48,23.0,28.0,15.0,10.0,936,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,42.0,34.0,bounter,,,,323.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,8.0,323.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,, +370,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-05-08 10:13:19.000,2024-05-08 10:13:12,664.0,28.0,31,5.0,109.0,7.0,19.0,655,2024-02-23 12:24:30.000,1.11.0,66.0,8.0,18,True,2.0,,pipeless-ai,,,934.0,236.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,133.0,,,,1.0,,,,,,,,,,,,,,,,,, +371,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2024-05-03 19:52:59.000,2023-12-23 16:55:35,407.0,,12,9.0,43.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,18,True,6.0,,validr,,,,385.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,385.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2053,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,84.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,84.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1360,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,10.0,10.0,wssh,,,,60.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,,60.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,999,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,433,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,397.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,397.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-05-08 14:52:14.000,2024-05-08 14:44:03,128.0,3.0,8,16.0,187.0,3.0,11.0,279,2024-05-08 14:52:14.000,0.20.1,115.0,19.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1309.0,https://pypi.org/project/squirrel-core,2024-05-08 14:52:14.000,,1309.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +377,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-04-27 16:58:06.000,2024-02-27 14:32:58,208.0,2.0,15,8.0,20.0,2.0,12.0,188,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,229051.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,229051.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,17,False,44.0,39.0,cleverdict,,,,1099.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,1099.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,68,18.0,28.0,42.0,30.0,859,2021-11-18 16:35:33.000,1.3,16.0,7.0,16,False,5.0,,csvs-to-sqlite,,,,1209.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,5.0,1209.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,16,False,11.0,9.0,lazydata,,,,35.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,2.0,35.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,624,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,262.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,262.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,16,False,1015.0,1006.0,millify,,,,64211.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,64211.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,53.0,28.0,3.0,2.0,1195,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,58.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,58.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,256.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,256.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-05-06 21:11:59.000,2024-05-02 20:53:17,1011.0,64.0,20,2.0,896.0,8.0,18.0,270,2024-05-02 20:59:44.000,0.1.71,45.0,15.0,14,False,,,the-guide,,,,15.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,15.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,548,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,124.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,124.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,12,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,222.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,222.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,108,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,115.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,115.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,366,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,784,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 3749773..add3e3b 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- Airflow (πŸ₯‡50 Β· ⭐ 35K Β· πŸ“ˆ) - Platform to programmatically author, schedule, and monitor.. Apache-2 -- cachetools (πŸ₯‡36 Β· ⭐ 2.1K Β· πŸ“ˆ) - Extensible memoizing collections and decorators. MIT -- tortoise-orm (πŸ₯ˆ34 Β· ⭐ 4.2K Β· πŸ“ˆ) - Familiar asyncio ORM for python, built with relations in.. Apache-2 -- fastcore (πŸ₯ˆ33 Β· ⭐ 900 Β· πŸ“ˆ) - Python supercharged for the fastai library. Apache-2 -- openpyxl (πŸ₯‰26 Β· ⭐ 76 Β· πŸ“ˆ) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- cpython (πŸ₯‡51 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT +- SQLAlchemy (πŸ₯‡46 Β· ⭐ 8.9K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +- Pygments (πŸ₯‡43 Β· ⭐ 1.7K Β· πŸ“ˆ) - Pygments is a generic syntax highlighter written in Python. BSD-2 +- polars (πŸ₯‡42 Β· ⭐ 26K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.6K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- awscli (πŸ₯ˆ43 Β· ⭐ 15K Β· πŸ“‰) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- pexpect (πŸ₯‡37 Β· ⭐ 2.5K Β· πŸ“‰) - A Python module for controlling interactive programs in a pseudo-.. ISC -- pytz (πŸ₯‰33 Β· ⭐ 310 Β· πŸ“‰) - pytz Python historical timezone library and database. MIT -- snorkel (πŸ₯‰29 Β· ⭐ 5.7K Β· πŸ“‰) - A system for quickly generating training data with weak.. Apache-2 -- Phoenix (πŸ₯‰24 Β· ⭐ 2.2K Β· πŸ“‰) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows +- watchdog (πŸ₯ˆ35 Β· ⭐ 6.3K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 +- cachetools (πŸ₯‡34 Β· ⭐ 2.1K Β· πŸ“‰) - Extensible memoizing collections and decorators. MIT +- micropython (πŸ₯ˆ33 Β· ⭐ 18K Β· πŸ“‰) - MicroPython - a lean and efficient Python implementation.. Python-2.0 +- libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 +- ptyprocess (πŸ₯‰24 Β· ⭐ 210 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC From 2cce2fbf723db00fc008c9879e5f67ae5a9f67b7 Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 16 May 2024 13:43:11 +0000 Subject: [PATCH 65/70] Update best-of list for version 2024.05.16 --- README.md | 1242 +++++++++++++++---------------- history/2024-05-16_changes.md | 20 + history/2024-05-16_projects.csv | 392 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1043 insertions(+), 631 deletions(-) create mode 100644 history/2024-05-16_changes.md create mode 100644 history/2024-05-16_projects.csv diff --git a/README.md b/README.md index e6de524..ea2764f 100644 --- a/README.md +++ b/README.md @@ -86,12 +86,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
protobuf (πŸ₯‡53 Β· ⭐ 64K) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 44M Β· πŸ“¦ 640K Β· πŸ“‹ 6.2K - 8% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 45M Β· πŸ“¦ 640K Β· πŸ“‹ 6.2K - 7% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 6.7K Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 6.7K Β· ⏱️ 14.05.2024): ``` pip install protobuf ``` @@ -106,7 +106,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 430K Β· πŸ“¦ 110K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 440K Β· πŸ“¦ 110K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/google/flatbuffers @@ -126,12 +126,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 47M / month Β· πŸ“¦ 2.2K Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 48M / month Β· πŸ“¦ 2.2K Β· ⏱️ 01.05.2024): ``` pip install marshmallow ``` @@ -142,12 +142,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
orjson (πŸ₯ˆ38 Β· ⭐ 5.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 89K Β· πŸ“‹ 380 - 0% open Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 91K Β· πŸ“‹ 390 - 0% open Β· ⏱️ 03.05.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 25M / month Β· πŸ“¦ 2.3K Β· ⏱️ 03.05.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 27M / month Β· πŸ“¦ 2.4K Β· ⏱️ 03.05.2024): ``` pip install orjson ``` @@ -156,18 +156,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M conda install -c conda-forge orjson ```
-
dill (πŸ₯ˆ36 Β· ⭐ 2.1K) - serialize all of Python. BSD-3 +
dill (πŸ₯ˆ37 Β· ⭐ 2.2K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 160K Β· πŸ“‹ 520 - 35% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 160K Β· πŸ“‹ 520 - 35% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 55M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 57M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.01.2024): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.5M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.6M Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge dill ``` @@ -199,51 +199,51 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` pip install msgpack ``` -- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 16M Β· ⏱️ 25.11.2023): +- [Conda](https://anaconda.org/conda-forge/msgpack-python) (πŸ“₯ 16M Β· ⏱️ 14.05.2024): ``` conda install -c conda-forge msgpack-python ```
-
simplejson (πŸ₯‰34 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT +
ultrajson (πŸ₯‰34 Β· ⭐ 4.3K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 13.05.2024): ``` - git clone https://github.com/simplejson/simplejson + git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 2.5K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 15M / month Β· πŸ“¦ 2.2K Β· ⏱️ 14.05.2024): ``` - pip install simplejson + pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.2M Β· ⏱️ 15.02.2024): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.8M Β· ⏱️ 15.05.2024): ``` - conda install -c conda-forge simplejson + conda install -c conda-forge ujson ```
-
ultrajson (πŸ₯‰33 Β· ⭐ 4.3K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 +
simplejson (πŸ₯‰34 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 360 Β· πŸ“‹ 350 - 8% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): ``` - git clone https://github.com/ultrajson/ultrajson + git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 13M / month Β· πŸ“¦ 2.2K Β· ⏱️ 10.12.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 2.5K Β· ⏱️ 06.10.2023): ``` - pip install ujson + pip install simplejson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.7M Β· ⏱️ 11.12.2023): +- [Conda](https://anaconda.org/conda-forge/simplejson) (πŸ“₯ 3.3M Β· ⏱️ 15.02.2024): ``` - conda install -c conda-forge ujson + conda install -c conda-forge simplejson ```
cloudpickle (πŸ₯‰32 Β· ⭐ 1.6K) - Extended pickling support for Python objects. BSD-3 -- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 250 - 33% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/cloudpipe/cloudpickle) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 160 Β· πŸ“₯ 27 Β· πŸ“‹ 260 - 34% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 41M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 42M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -254,16 +254,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 47 Β· πŸ“¦ 5.4K Β· πŸ“‹ 120 - 13% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 47 Β· πŸ“¦ 5.4K Β· πŸ“‹ 120 - 13% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.7M / month Β· πŸ“¦ 240 Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.8M / month Β· πŸ“¦ 240 Β· ⏱️ 28.02.2024): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.6M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.7M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge python-rapidjson ``` @@ -275,7 +275,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 9.6M / month Β· πŸ“¦ 170 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 10M / month Β· πŸ“¦ 170 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -286,7 +286,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
hickle (πŸ₯‰27 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 740 Β· πŸ“‹ 110 - 7% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 740 Β· πŸ“‹ 110 - 5% open Β· ⏱️ 31.03.2024): ``` git clone https://github.com/telegraphic/hickle @@ -307,23 +307,23 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1M / month Β· πŸ“¦ 26 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1M / month Β· πŸ“¦ 49 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 91K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 92K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ```
rtoml (πŸ₯‰22 Β· ⭐ 300) - A fast TOML library for python implemented in rust. MIT -- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 30 Β· πŸ“¦ 410 Β· πŸ“‹ 26 - 57% open Β· ⏱️ 26.01.2024): +- [GitHub](https://github.com/samuelcolvin/rtoml) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 30 Β· πŸ“¦ 420 Β· πŸ“‹ 26 - 57% open Β· ⏱️ 26.01.2024): ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 350K / month Β· πŸ“¦ 110 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 300K / month Β· πŸ“¦ 110 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 210M / month Β· πŸ“¦ 65K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 220M / month Β· πŸ“¦ 65K Β· ⏱️ 10.04.2024): ``` pip install pandas ``` @@ -356,21 +356,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pandas ```
-
polars (πŸ₯‡42 Β· ⭐ 26K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +
polars (πŸ₯‡42 Β· ⭐ 27K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.6K Β· πŸ“₯ 670 Β· πŸ“¦ 4 Β· πŸ“‹ 7.4K - 21% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.6K Β· πŸ“₯ 810 Β· πŸ“¦ 4 Β· πŸ“‹ 7.5K - 22% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7M / month Β· πŸ“¦ 890 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7.1M / month Β· πŸ“¦ 900 Β· ⏱️ 14.05.2024): ``` pip install polars ```
h5py (πŸ₯ˆ41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/h5py/h5py @@ -379,51 +379,51 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 15M Β· ⏱️ 10.04.2024): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 16M Β· ⏱️ 10.04.2024): ``` conda install -c conda-forge h5py ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 26K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 27K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3K Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.2M / month Β· πŸ“¦ 3K Β· ⏱️ 13.05.2024): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.9M Β· ⏱️ 29.03.2024): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.9M Β· ⏱️ 13.05.2024): ``` conda install -c conda-forge xarray ```
Modin (πŸ₯ˆ37 Β· ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.1K - 16% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.2K - 16% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.3M / month Β· πŸ“¦ 47 Β· ⏱️ 15.04.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.3M / month Β· πŸ“¦ 47 Β· ⏱️ 15.05.2024): ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 310K Β· ⏱️ 16.04.2024): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 320K Β· ⏱️ 15.05.2024): ``` conda install -c conda-forge modin-core ```
numexpr (πŸ₯ˆ36 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 200 Β· πŸ“₯ 630 Β· πŸ“¦ 75K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 200 Β· πŸ“₯ 640 Β· πŸ“¦ 75K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4.1M / month Β· πŸ“¦ 850 Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4M / month Β· πŸ“¦ 850 Β· ⏱️ 02.04.2024): ``` pip install numexpr ``` @@ -434,7 +434,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 260 Β· πŸ“¦ 3.7K Β· πŸ“‹ 750 - 44% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 260 Β· πŸ“¦ 3.8K Β· πŸ“‹ 750 - 44% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/zarr-developers/zarr-python @@ -443,7 +443,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 3M Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 3.1M Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge zarr ``` @@ -459,19 +459,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 7.1M Β· ⏱️ 11.04.2024): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 7.2M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge pytables ```
pandera (πŸ₯ˆ33 Β· ⭐ 3K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“¦ 1.5K Β· πŸ“‹ 770 - 39% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 1.6K Β· πŸ“‹ 780 - 39% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.8M / month Β· πŸ“¦ 180 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.5M / month Β· πŸ“¦ 180 Β· ⏱️ 14.05.2024): ``` pip install pandera ``` @@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 76K / month Β· πŸ“¦ 66 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 78K / month Β· πŸ“¦ 68 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 940K / month Β· πŸ“¦ 400 Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 930K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2024): ``` pip install Bottleneck ``` @@ -512,36 +512,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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Koalas (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark +
TinyDB (πŸ₯‰32 Β· ⭐ 6.6K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT -- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 360 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): +- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 520 Β· πŸ“¦ 13K Β· πŸ“‹ 320 - 8% open Β· ⏱️ 24.07.2023): ``` - git clone https://github.com/databricks/koalas + git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.2M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 560K / month Β· πŸ“¦ 640 Β· ⏱️ 12.06.2023): ``` - pip install koalas + pip install tinydb ``` -- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 330K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 400K Β· ⏱️ 12.06.2023): ``` - conda install -c conda-forge koalas + conda install -c conda-forge tinydb ```
-
TinyDB (πŸ₯‰31 Β· ⭐ 6.5K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
Koalas (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark -- [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 520 Β· πŸ“¦ 13K Β· πŸ“‹ 320 - 8% open Β· ⏱️ 24.07.2023): +- [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 360 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): ``` - git clone https://github.com/msiemens/tinydb + git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 560K / month Β· πŸ“¦ 640 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.2M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): ``` - pip install tinydb + pip install koalas ``` -- [Conda](https://anaconda.org/conda-forge/tinydb) (πŸ“₯ 390K Β· ⏱️ 12.06.2023): +- [Conda](https://anaconda.org/conda-forge/koalas) (πŸ“₯ 340K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge tinydb + conda install -c conda-forge koalas ```
Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT @@ -551,7 +551,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 21K / month Β· πŸ“¦ 51 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 51 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -567,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.3M / month Β· πŸ“¦ 42 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.2M / month Β· πŸ“¦ 42 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -588,6 +588,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge datatable ```
+
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter + +- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 220 - 40% open Β· ⏱️ 16.02.2024): + + ``` + git clone https://github.com/nalepae/pandarallel + ``` +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 420K / month Β· πŸ“¦ 91 Β· ⏱️ 02.05.2023): + ``` + pip install pandarallel + ``` +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 92K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pandarallel + ``` +
swifter (πŸ₯‰27 Β· ⭐ 2.5K) - A package which efficiently applies any function to a pandas.. MIT - [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 13% open Β· ⏱️ 14.03.2024): @@ -606,12 +622,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰27 Β· ⭐ 410) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 6% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 6% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 5.7K / month Β· πŸ“¦ 2 Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 6.7K / month Β· πŸ“¦ 2 Β· ⏱️ 14.04.2024): ``` pip install static-frame ``` @@ -620,25 +636,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge static-frame ```
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PandaralΒ·lel (πŸ₯‰26 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - -- [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 220 - 40% open Β· ⏱️ 16.02.2024): - - ``` - git clone https://github.com/nalepae/pandarallel - ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 420K / month Β· πŸ“¦ 58 Β· ⏱️ 02.05.2023): - ``` - pip install pandarallel - ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 91K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pandarallel - ``` -
Pandas Summary (πŸ₯‰24 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 -- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/polyaxon/traceml) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 43 Β· πŸ“‹ 14 - 42% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/polyaxon/datatile @@ -650,7 +650,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 10 hidden projects... -- numpy (πŸ₯‡51 Β· ⭐ 26K) - The fundamental package for scientific computing with Python. ❗Unlicensed +- numpy (πŸ₯‡51 Β· ⭐ 27K) - The fundamental package for scientific computing with Python. ❗Unlicensed - Blaze (πŸ₯‰31 Β· ⭐ 3.2K Β· πŸ’€) - NumPy and Pandas interface to Big Data. BSD-3 - Arctic (πŸ₯‰29 Β· ⭐ 3K) - Arctic is a high performance datastore for numeric data. ❗️LGPL-2.1 - sklearn-pandas (πŸ₯‰28 Β· ⭐ 2.8K Β· πŸ’€) - Pandas integration with sklearn. ❗️Zlib sklearn @@ -659,7 +659,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - pickleDB (πŸ₯‰22 Β· ⭐ 880 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- PandaPy (πŸ₯‰13 Β· ⭐ 550 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- PandaPy (πŸ₯‰14 Β· ⭐ 550 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -701,7 +701,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯ˆ32 Β· ⭐ 390) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.5K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.6K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/aio-libs/multidict @@ -722,7 +722,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 2.7M / month Β· πŸ“¦ 430 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 3M / month Β· πŸ“¦ 430 Β· ⏱️ 18.02.2024): ``` pip install bidict ``` @@ -731,7 +731,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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anytree (πŸ₯ˆ31 Β· ⭐ 900) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ31 Β· ⭐ 910) - Python tree data library. Apache-2 - [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 13% open Β· ⏱️ 16.11.2023): @@ -749,12 +749,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-benedict (πŸ₯ˆ29 Β· ⭐ 1.4K) - dict subclass with keylist/keypath support, built-in I/O.. MIT -- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.6K Β· πŸ“‹ 100 - 9% open Β· ⏱️ 01.04.2024): +- [GitHub](https://github.com/fabiocaccamo/python-benedict) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 48 Β· πŸ“¦ 1.7K Β· πŸ“‹ 110 - 17% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 620K / month Β· πŸ“¦ 42 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 600K / month Β· πŸ“¦ 67 Β· ⏱️ 04.03.2024): ``` pip install python-benedict ``` @@ -779,6 +779,22 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge glom ```
+
immutables (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 + +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 53 Β· πŸ“¦ 6.7K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): + + ``` + git clone https://github.com/MagicStack/immutables + ``` +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.2M / month Β· πŸ“¦ 130 Β· ⏱️ 14.08.2023): + ``` + pip install immutables + ``` +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 990K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge immutables + ``` +
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 - [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 06.05.2024): @@ -786,7 +802,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 880K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 910K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -802,7 +818,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Infinidat/munch ``` -- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 2M / month Β· πŸ“¦ 540 Β· ⏱️ 01.07.2023): +- [PyPi](https://pypi.org/project/munch) (πŸ“₯ 1.9M / month Β· πŸ“¦ 540 Β· ⏱️ 01.07.2023): ``` pip install munch ``` @@ -811,34 +827,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge munch ```
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immutables (πŸ₯‰26 Β· ⭐ 1.1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 - -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.6K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): - - ``` - git clone https://github.com/MagicStack/immutables - ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.3M / month Β· πŸ“¦ 120 Β· ⏱️ 14.08.2023): - ``` - pip install immutables - ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 990K Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge immutables - ``` -
python-box (πŸ₯‰25 Β· ⭐ 2.4K Β· πŸ’€) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 100 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 13% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 97 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 14% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 2.9M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 540K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 550K Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge python-box ``` @@ -858,7 +858,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡46 Β· ⭐ 19K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 510 Β· πŸ”€ 1.7K Β· πŸ“¦ 400K Β· πŸ“‹ 4K - 9% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.7K Β· πŸ“¦ 400K Β· πŸ“‹ 4K - 9% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/samuelcolvin/pydantic @@ -867,7 +867,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.6M Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.7M Β· ⏱️ 23.04.2024): ``` conda install -c conda-forge pydantic ``` @@ -890,12 +890,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ35 Β· ⭐ 910) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 27 Β· πŸ“¦ 110K Β· πŸ“‹ 170 - 1% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 27 Β· πŸ“¦ 120K Β· πŸ“‹ 170 - 1% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1.5K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.4M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.04.2024): ``` pip install validators ``` @@ -922,12 +922,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9K Β· πŸ“‹ 180 - 54% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9.1K Β· πŸ“‹ 180 - 54% open Β· ⏱️ 06.05.2024): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 16M / month Β· πŸ“¦ 740 Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 17M / month Β· πŸ“¦ 740 Β· ⏱️ 04.05.2024): ``` pip install schema ``` @@ -943,7 +943,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 530 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.7M / month Β· πŸ“¦ 530 Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` @@ -954,12 +954,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
param (πŸ₯‰31 Β· ⭐ 400) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 68 Β· πŸ“¦ 11K Β· πŸ“‹ 450 - 35% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 68 Β· πŸ“¦ 11K Β· πŸ“‹ 460 - 35% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 560K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 570K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install param ``` @@ -970,16 +970,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-email-validator (πŸ₯‰30 Β· ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense -- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 150 Β· πŸ“‹ 96 - 11% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 150 Β· πŸ“‹ 96 - 11% open Β· ⏱️ 10.05.2024): ``` git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 15M / month Β· πŸ“¦ 480 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 17M / month Β· πŸ“¦ 690 Β· ⏱️ 26.02.2024): ``` pip install email-validator ``` -- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 170K Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 180K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge email-validator ``` @@ -991,7 +991,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.3M / month Β· πŸ“¦ 370 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.4M / month Β· πŸ“¦ 380 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1007,7 +1007,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 140K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 150K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` @@ -1023,7 +1023,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 380 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 320 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1041,27 +1041,27 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— python-patterns ( ⭐ 39K Β· πŸ’€) - Collection of design patterns/idioms in Python. +πŸ”— python-patterns ( ⭐ 40K Β· πŸ’€) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡32 Β· ⭐ 5.4K) - A lightweight, object-oriented finite state machine implementation.. MIT +
transitions (πŸ₯‡34 Β· ⭐ 5.4K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 450 - 3% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 460 - 3% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 640K / month Β· πŸ“¦ 170 Β· ⏱️ 02.09.2022): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 620K / month Β· πŸ“¦ 170 Β· ⏱️ 14.05.2024): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 640K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 640K Β· ⏱️ 14.05.2024): ``` conda install -c conda-forge transitions ```
algorithms (πŸ₯‰29 Β· ⭐ 24K) - Minimal examples of data structures and algorithms in Python. MIT -- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.6K Β· πŸ“¦ 100 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/keon/algorithms) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 4.6K Β· πŸ“¦ 110 Β· πŸ“‹ 300 - 66% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/keon/algorithms @@ -1087,16 +1087,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
arrow (πŸ₯‡39 Β· ⭐ 8.6K Β· πŸ’€) - Better dates & times for Python. Apache-2 -- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 660 Β· πŸ“¦ 100K Β· πŸ“‹ 500 - 20% open Β· ⏱️ 30.09.2023): +- [GitHub](https://github.com/arrow-py/arrow) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 660 Β· πŸ“¦ 110K Β· πŸ“‹ 500 - 20% open Β· ⏱️ 30.09.2023): ``` git clone https://github.com/arrow-py/arrow ``` -- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 29M / month Β· πŸ“¦ 1.9K Β· ⏱️ 30.09.2023): +- [PyPi](https://pypi.org/project/arrow) (πŸ“₯ 30M / month Β· πŸ“¦ 1.9K Β· ⏱️ 30.09.2023): ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.5M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.6M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ``` @@ -1112,35 +1112,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 56M Β· ⏱️ 01.03.2024): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 57M Β· ⏱️ 01.03.2024): ``` conda install -c conda-forge python-dateutil ```
pendulum (πŸ₯ˆ36 Β· ⭐ 6.1K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 360 Β· πŸ“₯ 640 Β· πŸ“¦ 27K Β· πŸ“‹ 560 - 42% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 360 Β· πŸ“₯ 650 Β· πŸ“¦ 27K Β· πŸ“‹ 560 - 42% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 31M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 33M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 970K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 980K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ```
-
dateparser (πŸ₯ˆ35 Β· ⭐ 2.5K) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯ˆ34 Β· ⭐ 2.5K Β· πŸ“‰) - python parser for human readable dates. BSD-3 -- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 460 Β· πŸ“¦ 28K Β· πŸ“‹ 700 - 46% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 470 Β· πŸ“¦ 28K Β· πŸ“‹ 700 - 46% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 7.3M / month Β· πŸ“¦ 1K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 7.4M / month Β· πŸ“¦ 1K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1149,18 +1149,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge dateparser ```
-
pytz (πŸ₯‰34 Β· ⭐ 310) - pytz Python historical timezone library and database. MIT +
pytz (πŸ₯ˆ34 Β· ⭐ 320) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 84 Β· πŸ“₯ 41 Β· πŸ“¦ 1.9M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 84 Β· πŸ“₯ 51 Β· πŸ“¦ 1.9M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz ``` -- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 10K Β· ⏱️ 02.02.2024): +- [PyPi](https://pypi.org/project/pytz) (πŸ“₯ 180M / month Β· πŸ“¦ 11K Β· ⏱️ 02.02.2024): ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 52M Β· ⏱️ 02.02.2024): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 53M Β· ⏱️ 02.02.2024): ``` conda install -c conda-forge pytz ``` @@ -1172,7 +1172,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.1M / month Β· πŸ“¦ 310 Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.2M / month Β· πŸ“¦ 310 Β· ⏱️ 06.05.2024): ``` pip install holidays ``` @@ -1192,15 +1192,15 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tzlocal ``` -- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.6M Β· ⏱️ 22.10.2023): +- [Conda](https://anaconda.org/conda-forge/tzlocal) (πŸ“₯ 2.7M Β· ⏱️ 22.10.2023): ``` conda install -c conda-forge tzlocal ```
Show 2 hidden projects... +- parsedatetime (πŸ₯‰29 Β· ⭐ 690 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2 - isodate (πŸ₯‰29 Β· ⭐ 140 Β· πŸ’€) - ISO 8601 date/time parser. BSD-3 -- parsedatetime (πŸ₯‰28 Β· ⭐ 690 Β· πŸ’€) - Parse human-readable date/time strings. Apache-2

@@ -1210,21 +1210,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡40 Β· ⭐ 910) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 330 Β· πŸ“¦ 120K Β· πŸ“‹ 680 - 37% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 330 Β· πŸ“¦ 120K Β· πŸ“‹ 680 - 37% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 1.5K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 1.6K Β· ⏱️ 15.05.2024): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 17M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 17M Β· ⏱️ 16.05.2024): ``` conda install -c conda-forge fsspec ```
-
watchdog (πŸ₯ˆ35 Β· ⭐ 6.3K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 +
watchdog (πŸ₯ˆ36 Β· ⭐ 6.3K) - Python library and shell utilities to monitor filesystem events. Apache-2 - [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 150K Β· πŸ“‹ 650 - 29% open Β· ⏱️ 12.02.2024): @@ -1240,9 +1240,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge watchdog ```
-
filelock (πŸ₯ˆ35 Β· ⭐ 690) - A platform-independent file lock for Python. Unlicense +
filelock (πŸ₯ˆ35 Β· ⭐ 700) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 99 Β· πŸ“¦ 430K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 100 Β· πŸ“¦ 440K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1256,36 +1256,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge filelock ```
-
path (πŸ₯‰33 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT +
aiofiles (πŸ₯‰33 Β· ⭐ 2.6K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 15K Β· πŸ“‹ 140 - 2% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 140K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): ``` - git clone https://github.com/jaraco/path + git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 200 Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 17M / month Β· πŸ“¦ 2.5K Β· ⏱️ 09.08.2023): ``` - pip install path + pip install aiofiles ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 530K Β· ⏱️ 15.04.2024): +- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 1.1M Β· ⏱️ 02.11.2023): ``` - conda install -c conda-forge path + conda install -c conda-forge aiofiles ```
-
aiofiles (πŸ₯‰32 Β· ⭐ 2.5K) - File support for asyncio. Apache-2 +
path (πŸ₯‰33 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 140 Β· πŸ“¦ 140K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 15K Β· πŸ“‹ 140 - 2% open Β· ⏱️ 24.04.2024): ``` - git clone https://github.com/Tinche/aiofiles + git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 16M / month Β· πŸ“¦ 2.5K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 200 Β· ⏱️ 09.04.2024): ``` - pip install aiofiles + pip install path ``` -- [Conda](https://anaconda.org/conda-forge/aiofiles) (πŸ“₯ 1M Β· ⏱️ 02.11.2023): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 530K Β· ⏱️ 15.04.2024): ``` - conda install -c conda-forge aiofiles + conda install -c conda-forge path ```
scandir (πŸ₯‰28 Β· ⭐ 530 Β· πŸ’€) - Better directory iterator and faster os.walk(), now in the Python.. BSD-3 @@ -1295,7 +1295,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.1M / month Β· πŸ“¦ 210 Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.2M / month Β· πŸ“¦ 210 Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1319,7 +1319,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
future (πŸ₯‡40 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 330 Β· πŸ“¦ 320K Β· πŸ“‹ 390 - 45% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 320K Β· πŸ“‹ 400 - 46% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/PythonCharmers/python-future @@ -1340,7 +1340,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benjaminp/six ``` -- [PyPi](https://pypi.org/project/six) (πŸ“₯ 310M / month Β· πŸ“¦ 24K Β· ⏱️ 05.05.2021): +- [PyPi](https://pypi.org/project/six) (πŸ“₯ 320M / month Β· πŸ“¦ 24K Β· ⏱️ 05.05.2021): ``` pip install six ``` @@ -1351,12 +1351,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ34 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 220 Β· πŸ“‹ 790 - 19% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 220 Β· πŸ“‹ 790 - 19% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.8M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.9M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1369,8 +1369,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 -- pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰26 Β· ⭐ 37 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- pathlib2 (πŸ₯‰27 Β· ⭐ 81 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- contextlib2 (πŸ₯‰26 Β· ⭐ 38 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag

@@ -1380,7 +1380,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 660K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 670K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/pyca/cryptography @@ -1394,23 +1394,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge cryptography ```
+
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.7K Β· πŸ“ˆ) - A self-contained cryptographic library for Python. BSD-3 + +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 480 Β· πŸ“¦ 96K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.05.2024): + + ``` + git clone https://github.com/Legrandin/pycryptodome + ``` +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.01.2024): + ``` + pip install pycryptodomex + ``` +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): + ``` + conda install -c conda-forge pycryptodomex + ``` +
keyring (πŸ₯ˆ39 Β· ⭐ 1.2K) - Store and access your passwords safely. MIT -- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“¦ 120K Β· πŸ“‹ 520 - 12% open Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/jaraco/keyring) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 150 Β· πŸ“¦ 120K Β· πŸ“‹ 520 - 12% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 54M / month Β· πŸ“¦ 2.8K Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 54M / month Β· πŸ“¦ 2.8K Β· ⏱️ 13.05.2024): ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.6M Β· ⏱️ 26.04.2024): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.7M Β· ⏱️ 14.05.2024): ``` conda install -c conda-forge keyring ```
-
tink (πŸ₯ˆ38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
tink (πŸ₯‰38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 - [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1.1K Β· ⏱️ 17.04.2024): @@ -1421,14 +1437,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 240 / month Β· πŸ“¦ 2 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 290 / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
-
bcrypt (πŸ₯ˆ38 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰38 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/pyca/bcrypt @@ -1442,22 +1458,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bcrypt ```
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pycryptodomex (πŸ₯‰37 Β· ⭐ 2.7K) - A self-contained cryptographic library for Python. BSD-3 - -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 460 Β· πŸ“¦ 95K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 20.04.2024): - - ``` - git clone https://github.com/Legrandin/pycryptodome - ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.01.2024): - ``` - pip install pycryptodomex - ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): - ``` - conda install -c conda-forge pycryptodomex - ``` -
asn1crypto (πŸ₯‰33 Β· ⭐ 320) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 140 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 25% open Β· ⏱️ 03.11.2023): @@ -1465,7 +1465,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 80M / month Β· πŸ“¦ 580 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 80M / month Β· πŸ“¦ 590 Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1498,12 +1498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.3M / month Β· πŸ“¦ 450 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.3M / month Β· πŸ“¦ 450 Β· ⏱️ 14.05.2024): ``` pip install ansible ``` @@ -1514,48 +1514,48 @@ _General-purpose data containers as well as utilities & extensions for pandas._
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 630M / month Β· πŸ“¦ 2.6K Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 640M / month Β· πŸ“¦ 2.6K Β· ⏱️ 15.05.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 26M Β· ⏱️ 09.05.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 26M Β· ⏱️ 16.05.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3.1M Β· πŸ“¦ 7.8K Β· πŸ“‹ 7.2K - 29% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3.2M Β· πŸ“¦ 7.8K Β· πŸ“‹ 7.2K - 29% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 250 Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 250 Β· ⏱️ 15.05.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.5M / month Β· πŸ“¦ 930 Β· ⏱️ 08.05.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.6M / month Β· πŸ“¦ 930 Β· ⏱️ 15.05.2024): ``` npm install @pulumi/pulumi ```
awscli (πŸ₯ˆ43 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 610 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 610 Β· ⏱️ 15.05.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 16.05.2024): ``` conda install -c conda-forge awscli ``` @@ -1571,12 +1571,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.2M Β· ⏱️ 09.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.3M Β· ⏱️ 09.12.2023): ``` conda install -c conda-forge docker-py ```
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paramiko (πŸ₯ˆ41 Β· ⭐ 8.8K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
paramiko (πŸ₯ˆ41 Β· ⭐ 8.9K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 - [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 95K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): @@ -1592,9 +1592,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge paramiko ```
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docker-compose (πŸ₯ˆ40 Β· ⭐ 32K) - Define and run multi-container applications with Docker. Apache-2 +
docker-compose (πŸ₯ˆ40 Β· ⭐ 33K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 93M Β· πŸ“¦ 520 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 94M Β· πŸ“¦ 530 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/docker/compose @@ -1603,19 +1603,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 400K Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 410K Β· ⏱️ 24.04.2024): ``` conda install -c conda-forge docker-compose ```
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kubernetes (πŸ₯ˆ39 Β· ⭐ 6.5K) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ38 Β· ⭐ 6.5K Β· πŸ“‰) - Official Python client library for kubernetes. Apache-2 - [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 31M / month Β· πŸ“¦ 1.2K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 32M / month Β· πŸ“¦ 1.2K Β· ⏱️ 08.01.2024): ``` pip install kubernetes ``` @@ -1624,14 +1624,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kubernetes ```
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netmiko (πŸ₯‰37 Β· ⭐ 3.4K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT +
netmiko (πŸ₯‰37 Β· ⭐ 3.5K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.3K Β· πŸ“¦ 4.3K Β· πŸ“‹ 2.1K - 8% open Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.3K Β· πŸ“¦ 4.3K Β· πŸ“‹ 2.1K - 8% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 290K / month Β· πŸ“¦ 170 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 300K / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1643,50 +1643,50 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 7.1M / month Β· πŸ“¦ 280 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.9M / month Β· πŸ“¦ 280 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 90K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 91K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
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plumbum (πŸ₯‰35 Β· ⭐ 2.8K) - Plumbum: Shell Combinators. MIT +
schedule (πŸ₯‰34 Β· ⭐ 12K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.3K Β· πŸ“‹ 360 - 37% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 35K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 28.04.2024): ``` - git clone https://github.com/tomerfiliba/plumbum + git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.4M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 640 Β· ⏱️ 01.10.2023): ``` - pip install plumbum + pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 1M Β· ⏱️ 29.04.2024): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 56K Β· ⏱️ 02.10.2023): ``` - conda install -c conda-forge plumbum + conda install -c conda-forge schedule ```
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schedule (πŸ₯‰34 Β· ⭐ 12K) - Python job scheduling for humans. MIT +
plumbum (πŸ₯‰34 Β· ⭐ 2.8K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 34K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 28.04.2024): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.4K Β· πŸ“‹ 360 - 37% open Β· ⏱️ 29.04.2024): ``` - git clone https://github.com/dbader/schedule + git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 640 Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.2M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): ``` - pip install schedule + pip install plumbum ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 55K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/plumbum) (πŸ“₯ 1M Β· ⏱️ 29.04.2024): ``` - conda install -c conda-forge schedule + conda install -c conda-forge plumbum ```
sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 7K Β· πŸ“‹ 210 - 31% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 7.1K Β· πŸ“‹ 210 - 31% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel @@ -1700,9 +1700,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰30 Β· ⭐ 3.4K) - pyinfra turns Python code into shell commands and runs them on your.. MIT +
pyinfra (πŸ₯‰31 Β· ⭐ 3.4K) - pyinfra turns Python code into shell commands and runs them on your.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 350 Β· πŸ“¦ 110 Β· πŸ“‹ 710 - 21% open Β· ⏱️ 04.05.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 350 Β· πŸ“¦ 110 Β· πŸ“‹ 720 - 21% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/Fizzadar/pyinfra @@ -1719,7 +1719,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.1K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.2K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1749,7 +1749,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 73M / month Β· πŸ“¦ 1.6K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 72M / month Β· πŸ“¦ 1.6K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1758,7 +1758,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ35 Β· ⭐ 8.2K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ35 Β· ⭐ 8.3K) - Supervisor process control system for Unix.. ❗️Repoze Public License - [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 11K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 02.03.2024): @@ -1781,7 +1781,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 8.2M / month Β· πŸ“¦ 720 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.9M / month Β· πŸ“¦ 720 Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1797,11 +1797,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 650 Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 660 Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` -- [Conda](https://anaconda.org/conda-forge/ptyprocess) (πŸ“₯ 17M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/ptyprocess) (πŸ“₯ 18M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge ptyprocess ``` @@ -1819,23 +1819,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 96M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 97M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.6M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.7M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ```
uvloop (πŸ₯ˆ37 Β· ⭐ 10K Β· πŸ’€) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 530 Β· πŸ“₯ 430 Β· πŸ“¦ 130K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 530 Β· πŸ“₯ 440 Β· πŸ“¦ 130K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 22.10.2023): ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 12M / month Β· πŸ“¦ 1.2K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 13M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1846,44 +1846,44 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 130 Β· πŸ“¦ 290K Β· πŸ“‹ 350 - 17% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“¦ 290K Β· πŸ“‹ 350 - 17% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 70M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 71M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): ``` pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 13M Β· ⏱️ 19.02.2024): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 14M Β· ⏱️ 19.02.2024): ``` conda install -c conda-forge anyio ```
-
asyncer (πŸ₯‰27 Β· ⭐ 1.4K) - Asyncer, async and await, focused on developer experience. MIT +
asyncer (πŸ₯‰28 Β· ⭐ 1.5K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.7K Β· πŸ“‹ 17 - 76% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.8K Β· πŸ“‹ 17 - 76% open Β· ⏱️ 10.05.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 180K / month Β· πŸ“¦ 86 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 190K / month Β· πŸ“¦ 86 Β· ⏱️ 30.04.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.8K Β· ⏱️ 30.04.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.9K Β· ⏱️ 30.04.2024): ``` conda install -c conda-forge asyncer ```
aiomisc (πŸ₯‰24 Β· ⭐ 370) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 26 Β· πŸ“¦ 370 Β· πŸ“‹ 24 - 25% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 26 Β· πŸ“¦ 370 Β· πŸ“‹ 24 - 25% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 57 Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 57 Β· ⏱️ 14.05.2024): ``` pip install aiomisc ``` @@ -1895,7 +1895,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 65K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 72K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1911,11 +1911,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 580K / month Β· πŸ“¦ 90 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 610K / month Β· πŸ“¦ 90 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 870K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 880K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1926,25 +1926,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
python-dotenv (πŸ₯‡38 Β· ⭐ 7.1K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 +
python-dotenv (πŸ₯‡38 Β· ⭐ 7.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 410 Β· πŸ“¦ 780K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 410 Β· πŸ“¦ 790K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 62M / month Β· πŸ“¦ 8.8K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 64M / month Β· πŸ“¦ 8.9K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.2M Β· ⏱️ 23.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.3M Β· ⏱️ 23.01.2024): ``` conda install -c conda-forge python-dotenv ```
traitlets (πŸ₯‡38 Β· ⭐ 600) - A lightweight Traits like module. BSD-3 -- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 340 Β· πŸ“¦ 430K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/ipython/traitlets) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 200 Β· πŸ“₯ 350 Β· πŸ“¦ 440K Β· πŸ“‹ 300 - 33% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/ipython/traitlets @@ -1958,25 +1958,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge traitlets ```
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hydra (πŸ₯ˆ34 Β· ⭐ 8.2K) - Hydra is a framework for elegantly configuring complex applications. MIT +
hydra (πŸ₯ˆ34 Β· ⭐ 8.3K) - Hydra is a framework for elegantly configuring complex applications. MIT - [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 600 Β· πŸ“¦ 23K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.5K / month Β· πŸ“¦ 11 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.9K / month Β· πŸ“¦ 11 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 960K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 970K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.4K Β· πŸ“‹ 500 - 22% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.4K Β· πŸ“‹ 510 - 23% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/rochacbruno/dynaconf @@ -1997,23 +1997,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.5M / month Β· πŸ“¦ 640 Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.6M / month Β· πŸ“¦ 640 Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 82K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 83K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰31 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 96 Β· πŸ“¦ 30K Β· πŸ“‹ 560 - 19% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 30K Β· πŸ“‹ 560 - 19% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.4M / month Β· πŸ“¦ 900 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.3M / month Β· πŸ“¦ 910 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2024,12 +2024,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.4K Β· πŸ“‹ 95 - 55% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.5K Β· πŸ“‹ 95 - 55% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 340K / month Β· πŸ“¦ 72 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 72 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2045,7 +2045,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 190K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 210K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2056,7 +2056,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 1 hidden projects... -- configobj (πŸ₯‰27 Β· ⭐ 310 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3 +- configobj (πŸ₯‰28 Β· ⭐ 310 Β· πŸ’€) - Python 3+ compatible port of the configobj library. BSD-3

@@ -2066,7 +2066,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 340 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 350 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 11.05.2024): ``` git clone https://github.com/pallets/click @@ -2082,28 +2082,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 47K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 200K Β· πŸ“‹ 1.3K - 19% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 20% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 59M / month Β· πŸ“¦ 7K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 62M / month Β· πŸ“¦ 11K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.7M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.8M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
Typer (πŸ₯ˆ40 Β· ⭐ 14K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 620 Β· πŸ“¦ 89K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 620 Β· πŸ“¦ 91K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 26M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 28M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): ``` pip install typer ``` @@ -2123,14 +2123,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 910K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 920K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ```
python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 9K) - Library for building powerful interactive command line.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 700 Β· πŸ“‹ 1.2K - 52% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 700 Β· πŸ“‹ 1.2K - 52% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit @@ -2178,7 +2178,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.4K) - Python and tab completion, better together. Apache-2 -- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 360 Β· πŸ“¦ 52K Β· πŸ“‹ 270 - 19% open Β· ⏱️ 14.04.2024): +- [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 360 Β· πŸ“¦ 53K Β· πŸ“‹ 270 - 19% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/kislyuk/argcomplete @@ -2194,7 +2194,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰34 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 21K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 22K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/sdispater/cleo @@ -2203,14 +2203,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 710K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 720K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ```
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wcwidth (πŸ₯‰32 Β· ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. MIT +
wcwidth (πŸ₯‰33 Β· ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 56 Β· πŸ“¦ 540K Β· πŸ“‹ 58 - 32% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 56 Β· πŸ“¦ 550K Β· πŸ“‹ 59 - 32% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth @@ -2226,16 +2226,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
questionary (πŸ₯‰30 Β· ⭐ 1.4K) - Python library to build pretty command line user prompts Easy to use.. MIT -- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 83 Β· πŸ“¦ 12K Β· πŸ“‹ 150 - 34% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/tmbo/questionary) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 85 Β· πŸ“¦ 12K Β· πŸ“‹ 150 - 35% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.8M / month Β· πŸ“¦ 660 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.9M / month Β· πŸ“¦ 660 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 72K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 73K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2263,23 +2263,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.6M / month Β· πŸ“¦ 560 Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.8M / month Β· πŸ“¦ 560 Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 830K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 840K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰22 Β· ⭐ 170) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰23 Β· ⭐ 170) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 48 Β· πŸ”€ 18 Β· πŸ“¦ 300 Β· πŸ“‹ 33 - 54% open Β· ⏱️ 29.03.2024): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 18 Β· πŸ“¦ 310 Β· πŸ“‹ 32 - 50% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 190K / month Β· πŸ“¦ 76 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 220K / month Β· πŸ“¦ 80 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2291,7 +2291,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 190 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 180 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2317,14 +2317,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡34 Β· ⭐ 2.1K Β· πŸ“‰) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡34 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT - [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 130M / month Β· πŸ“¦ 2.4K Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 140M / month Β· πŸ“¦ 2.4K Β· ⏱️ 26.02.2024): ``` pip install cachetools ``` @@ -2335,12 +2335,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 300 - 13% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 300 - 13% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 590K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 570K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2352,7 +2352,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 250K / month Β· πŸ“¦ 78 Β· ⏱️ 11.04.2024): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 230K / month Β· πŸ“¦ 78 Β· ⏱️ 11.04.2024): ``` pip install beaker ``` @@ -2361,26 +2361,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge beaker ```
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cachier (πŸ₯‰27 Β· ⭐ 520) - Persistent, stale-free, local and cross-machine caching for Python.. MIT - -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 81 - 27% open Β· ⏱️ 02.05.2024): - - ``` - git clone https://github.com/shaypal5/cachier - ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 93K / month Β· πŸ“¦ 31 Β· ⏱️ 26.02.2024): - ``` - pip install cachier - ``` -
pylibmc (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 600 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 610 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 270K / month Β· πŸ“¦ 74 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 260K / month Β· πŸ“¦ 74 Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2389,6 +2377,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pylibmc ```
+
cachier (πŸ₯‰26 Β· ⭐ 520) - Persistent, stale-free, local and cross-machine caching for Python.. MIT + +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 82 - 26% open Β· ⏱️ 14.05.2024): + + ``` + git clone https://github.com/shaypal5/cachier + ``` +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 91K / month Β· πŸ“¦ 40 Β· ⏱️ 26.02.2024): + ``` + pip install cachier + ``` +
Show 1 hidden projects... - cached-property (πŸ₯ˆ30 Β· ⭐ 680 Β· πŸ’€) - A decorator for caching properties in classes. BSD-3 @@ -2403,7 +2403,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡41 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3K Β· πŸ“₯ 37K Β· πŸ“¦ 13K Β· πŸ“‹ 5.1K - 15% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3K Β· πŸ“₯ 37K Β· πŸ“¦ 13K Β· πŸ“‹ 5.1K - 15% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/kivy/kivy @@ -2424,23 +2424,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 44K / month Β· πŸ“¦ 57 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 45K / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 640 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 900 - 20% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 640 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 900 - 20% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 5.7K / month Β· πŸ“¦ 23 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 6.3K / month Β· πŸ“¦ 23 Β· ⏱️ 08.05.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 16 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 17 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2456,7 +2456,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install flexx ``` -- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 100K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/flexx) (πŸ“₯ 110K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge flexx ``` @@ -2479,12 +2479,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡18 Β· ⭐ 660) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 930 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 950 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 130 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2507,16 +2507,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
emoji (πŸ₯‡36 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 270 Β· πŸ“¦ 70K Β· πŸ“‹ 170 - 9% open Β· ⏱️ 27.04.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 270 Β· πŸ“¦ 70K Β· πŸ“‹ 170 - 9% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.6M / month Β· πŸ“¦ 960 Β· ⏱️ 21.04.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.8M / month Β· πŸ“¦ 970 Β· ⏱️ 21.04.2024): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 72K Β· ⏱️ 21.04.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 73K Β· ⏱️ 21.04.2024): ``` conda install -c conda-forge emoji ``` @@ -2528,7 +2528,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.5M / month Β· πŸ“¦ 520 Β· ⏱️ 03.05.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.7M / month Β· πŸ“¦ 530 Β· ⏱️ 03.05.2024): ``` pip install phonenumbers ``` @@ -2544,7 +2544,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.8M / month Β· πŸ“¦ 600 Β· ⏱️ 23.04.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.8M / month Β· πŸ“¦ 610 Β· ⏱️ 23.04.2024): ``` pip install inflect ``` @@ -2560,7 +2560,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 18M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 19M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.02.2024): ``` pip install python-slugify ``` @@ -2584,19 +2584,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 70 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 73 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
pyahocorasick (πŸ₯‰30 Β· ⭐ 890) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 36 Β· πŸ“¦ 2.7K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 44 Β· πŸ“¦ 2.8K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 870K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 850K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): ``` pip install pyahocorasick ``` @@ -2612,7 +2612,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 99K / month Β· πŸ“¦ 32 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 100K / month Β· πŸ“¦ 32 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2642,23 +2642,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡49 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.4B / month Β· πŸ“¦ 11K Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.5B / month Β· πŸ“¦ 11K Β· ⏱️ 15.05.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 16.05.2024): ``` conda install -c conda-forge boto3 ```
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SQLAlchemy (πŸ₯‡46 Β· ⭐ 8.9K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 8.9K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 770K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 780K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2674,12 +2674,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.7K - 10% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.7K - 10% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 49M / month Β· πŸ“¦ 860 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 50M / month Β· πŸ“¦ 870 Β· ⏱️ 08.05.2024): ``` pip install azure-storage-blob ``` @@ -2690,12 +2690,12 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡42 Β· ⭐ 12K) - Redis Python client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 37M / month Β· πŸ“¦ 5.3K Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 5.3K Β· ⏱️ 08.05.2024): ``` pip install redis ``` @@ -2706,12 +2706,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.7K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 71M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 72M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): ``` pip install google-cloud-storage ``` @@ -2720,46 +2720,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-storage ```
-
elasticsearch (πŸ₯‡42 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 +
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 48K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.4K Β· πŸ“¦ 30K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 14.05.2024): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 26M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.05.2024): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.6M / month Β· πŸ“¦ 890 Β· ⏱️ 10.05.2024): ``` - pip install elasticsearch + pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 1M Β· ⏱️ 03.05.2024): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 640K Β· ⏱️ 18.04.2024): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge peewee ```
-
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT +
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 1.4K Β· πŸ“¦ 29K Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 48K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 06.05.2024): ``` - git clone https://github.com/coleifer/peewee + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.5M / month Β· πŸ“¦ 890 Β· ⏱️ 17.04.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 26M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.05.2024): ``` - pip install peewee + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 640K Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 1M Β· ⏱️ 03.05.2024): ``` - conda install -c conda-forge peewee + conda install -c conda-forge elasticsearch ```
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 24K Β· πŸ“‹ 1.7K - 21% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 24K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 380 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 390 Β· ⏱️ 07.03.2024): ``` pip install mongoengine ``` @@ -2770,12 +2770,12 @@ _Libraries for connecting to, operating, and querying databases._
python-bigquery (πŸ₯ˆ39 Β· ⭐ 710) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 29K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 29K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 42M / month Β· πŸ“¦ 860 Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 43M / month Β· πŸ“¦ 860 Β· ⏱️ 06.05.2024): ``` pip install google-cloud-bigquery ``` @@ -2791,7 +2791,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 48M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 49M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.06.2023): ``` pip install PyMySQL ``` @@ -2800,14 +2800,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
+
Ibis (πŸ₯ˆ38 Β· ⭐ 4.3K) - the portable Python dataframe library. Apache-2 + +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 540 Β· πŸ“₯ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 2.9K - 9% open Β· ⏱️ 15.05.2024): + + ``` + git clone https://github.com/ibis-project/ibis + ``` +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 62 Β· ⏱️ 12.05.2024): + ``` + pip install ibis-framework + ``` +- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 340K Β· ⏱️ 13.05.2024): + ``` + conda install -c conda-forge ibis-framework + ``` +
pymongo (πŸ₯ˆ38 Β· ⭐ 4.1K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 15.05.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 28M / month Β· πŸ“¦ 3.9K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 29M / month Β· πŸ“¦ 3.9K Β· ⏱️ 07.05.2024): ``` pip install pymongo ``` @@ -2818,12 +2834,12 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ38 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 44M / month Β· πŸ“¦ 95 Β· ⏱️ 22.04.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 45M / month Β· πŸ“¦ 95 Β· ⏱️ 22.04.2024): ``` pip install awswrangler ``` @@ -2839,7 +2855,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 37M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 38M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` @@ -2864,25 +2880,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge kafka-python ```
-
Ibis (πŸ₯ˆ37 Β· ⭐ 4.3K) - the portable Python dataframe library. Apache-2 - -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 290 Β· πŸ”€ 530 Β· πŸ“₯ 120 Β· πŸ“¦ 1.4K Β· πŸ“‹ 2.9K - 8% open Β· ⏱️ 09.05.2024): - - ``` - git clone https://github.com/ibis-project/ibis - ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 62 Β· ⏱️ 05.05.2024): - ``` - pip install ibis-framework - ``` -- [Conda](https://anaconda.org/conda-forge/ibis-framework) (πŸ“₯ 330K Β· ⏱️ 01.05.2024): - ``` - conda install -c conda-forge ibis-framework - ``` -
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 3% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 3% open Β· ⏱️ 10.05.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py @@ -2898,7 +2898,7 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“¦ 12K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“¦ 12K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 10.05.2024): ``` git clone https://github.com/tiangolo/sqlmodel @@ -2919,7 +2919,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.6M / month Β· πŸ“¦ 840 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.8M / month Β· πŸ“¦ 850 Β· ⏱️ 24.03.2024): ``` pip install sqlalchemy-utils ``` @@ -2930,12 +2930,12 @@ _Libraries for connecting to, operating, and querying databases._
s3fs (πŸ₯ˆ36 Β· ⭐ 820) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 29% open Β· ⏱️ 12.04.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 29% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 250M / month Β· πŸ“¦ 930 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 250M / month Β· πŸ“¦ 940 Β· ⏱️ 15.05.2024): ``` pip install s3fs ``` @@ -2951,23 +2951,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 6.8M / month Β· πŸ“¦ 790 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 7.2M / month Β· πŸ“¦ 790 Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 350K Β· ⏱️ 10.03.2024): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 360K Β· ⏱️ 10.03.2024): ``` conda install -c conda-forge mysqlclient ```
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 89K Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 89K Β· ⏱️ 15.05.2024): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 540 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.8M / month Β· πŸ“¦ 540 Β· ⏱️ 26.03.2024): ``` pip install motor ``` @@ -2978,12 +2978,12 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 4.3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.6K Β· πŸ“‹ 1.1K - 52% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.6K Β· πŸ“‹ 1.1K - 51% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 110 Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2024): ``` pip install tortoise-orm ``` @@ -2994,7 +2994,7 @@ _Libraries for connecting to, operating, and querying databases._
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 780 Β· πŸ“‹ 540 - 19% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 790 Β· πŸ“‹ 550 - 19% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/prometheus/client_python @@ -3015,7 +3015,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 550K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 590K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): ``` pip install databases ``` @@ -3035,19 +3035,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 13K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
minio (πŸ₯ˆ34 Β· ⭐ 780) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.4K Β· πŸ“‹ 560 - 1% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.5K Β· πŸ“‹ 560 - 1% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.3M / month Β· πŸ“¦ 500 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.5M / month Β· πŸ“¦ 500 Β· ⏱️ 30.04.2024): ``` pip install minio ``` @@ -3058,7 +3058,7 @@ _Libraries for connecting to, operating, and querying databases._
s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 280K Β· πŸ“‹ 87 - 58% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 290K Β· πŸ“‹ 87 - 58% open Β· ⏱️ 02.04.2024): ``` git clone https://github.com/boto/s3transfer @@ -3074,12 +3074,12 @@ _Libraries for connecting to, operating, and querying databases._
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 540 Β· πŸ“¦ 6.8K Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 540 Β· πŸ“¦ 6.9K Β· ⏱️ 03.05.2024): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.7M / month Β· πŸ“¦ 190 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.8M / month Β· πŸ“¦ 190 Β· ⏱️ 20.03.2024): ``` pip install cassandra-driver ``` @@ -3090,7 +3090,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 870) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.1K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.2K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3106,7 +3106,7 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 09.05.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3152,14 +3152,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
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libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 +
libcloud (πŸ₯‰32 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 930 Β· πŸ“‹ 210 - 40% open Β· ⏱️ 27.04.2024): ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 210K / month Β· πŸ“¦ 160 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 200K / month Β· πŸ“¦ 160 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ``` @@ -3187,7 +3187,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 600K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 620K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ``` @@ -3210,16 +3210,16 @@ _Libraries for connecting to, operating, and querying databases._
cx-Oracle (πŸ₯‰31 Β· ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.2K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.3K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 4M / month Β· πŸ“¦ 360 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 4M / month Β· πŸ“¦ 420 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 560K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 570K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ``` @@ -3235,42 +3235,42 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.5K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.6K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
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confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.6K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 +
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.6K) - Confluents Kafka Python Client. Apache-2 - [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 880 Β· πŸ“¦ 9.7K): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 13M / month Β· πŸ“¦ 520 Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 14M / month Β· πŸ“¦ 520 Β· ⏱️ 07.05.2024): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 860K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 870K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge python-confluent-kafka ```
piccolos (πŸ₯‰29 Β· ⭐ 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 350 Β· πŸ“‹ 380 - 33% open Β· ⏱️ 06.04.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 360 Β· πŸ“‹ 380 - 33% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 16 Β· ⏱️ 22.03.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 16 Β· ⏱️ 22.03.2024): ``` pip install piccolo ```
pysolr (πŸ₯‰29 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 340 Β· πŸ“¦ 3.4K Β· πŸ“‹ 150 - 18% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 340 Β· πŸ“¦ 3.4K Β· πŸ“‹ 160 - 18% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/django-haystack/pysolr @@ -3291,19 +3291,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 73K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 75K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): ``` pip install prisma ```
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 850 Β· πŸ“‹ 220 - 14% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 850 Β· πŸ“‹ 220 - 15% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 51K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 50K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3312,33 +3312,33 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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ODMantic (πŸ₯‰26 Β· ⭐ 980) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰26 Β· ⭐ 990) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC -- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.2K Β· πŸ“‹ 180 - 50% open Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.3K Β· πŸ“‹ 180 - 50% open Β· ⏱️ 26.04.2024): ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 25K / month Β· πŸ“¦ 8 Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 26K / month Β· πŸ“¦ 8 Β· ⏱️ 26.04.2024): ``` pip install odmantic ```
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filedepot (πŸ₯‰26 Β· ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT +
filedepot (πŸ₯‰25 Β· ⭐ 160) - Toolkit for storing files and attachments in web applications. MIT - [GitHub](https://github.com/amol-/depot) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 43 Β· πŸ“¦ 1.1K Β· πŸ“‹ 46 - 15% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 11K / month Β· πŸ“¦ 9 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 9 Β· ⏱️ 22.02.2024): ``` pip install filedepot ```
aioprometheus (πŸ₯‰22 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 310 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 320 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus @@ -3350,7 +3350,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 140 Β· πŸ“‹ 450 - 8% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“‹ 450 - 7% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3358,23 +3358,23 @@ _Libraries for connecting to, operating, and querying databases._
Show 17 hidden projects... -- psycopg2 (πŸ₯ˆ37 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution +- psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ35 Β· ⭐ 2.9K) - Python ODBC bridge. ❗️MIT-0 -- google-cloud-bigtable (πŸ₯‰30 Β· ⭐ 64) - Google Cloud Bigtable API client library. Apache-2 -- gino (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 63) - Google Cloud Bigtable API client library. Apache-2 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT +- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 +- cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰27 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- cloudant (πŸ₯‰27 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- pyhdb (πŸ₯‰22 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- py2neo (πŸ₯‰21 Β· ⭐ 12) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 -- PugSQL (πŸ₯‰20 Β· ⭐ 660 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 +- py2neo (πŸ₯‰21 Β· ⭐ 13) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- PugSQL (πŸ₯‰20 Β· ⭐ 670 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - db.py (πŸ₯‰19 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 -- lazydata (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 - SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT +- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3384,34 +3384,34 @@ _Libraries for connecting to, operating, and querying databases._ _Libraries for loading, collecting, and extracting data from a variety of data sources and formats._ -
Datasets (πŸ₯‡43 Β· ⭐ 18K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 +
Datasets (πŸ₯‡43 Β· ⭐ 19K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 48K Β· πŸ“‹ 2.8K - 24% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 49K Β· πŸ“‹ 2.8K - 24% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 9.5M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 9.7M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.05.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 740K Β· ⏱️ 06.05.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 750K Β· ⏱️ 06.05.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 720 - 2% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 720 - 2% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 1.6K Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 1.6K Β· ⏱️ 13.05.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 920K Β· ⏱️ 09.05.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 930K Β· ⏱️ 14.05.2024): ``` conda install -c conda-forge faker ``` @@ -3427,14 +3427,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 96K Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 97K Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge tablib ```
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xlwings (πŸ₯ˆ36 Β· ⭐ 2.8K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯ˆ36 Β· ⭐ 2.9K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 18K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 22.04.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 18K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/xlwings/xlwings @@ -3480,52 +3480,52 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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csvkit (πŸ₯ˆ34 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
gdown (πŸ₯ˆ34 Β· ⭐ 3.9K Β· πŸ“ˆ) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 2% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 330 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 19% open Β· ⏱️ 12.05.2024): ``` - git clone https://github.com/wireservice/csvkit + git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 770 Β· ⏱️ 12.05.2024): ``` - pip install csvkit + pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 02.05.2024): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 280K Β· ⏱️ 12.05.2024): ``` - conda install -c conda-forge csvkit + conda install -c conda-forge gdown ```
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python-magic (πŸ₯ˆ34 Β· ⭐ 2.5K Β· πŸ’€) - A python wrapper for libmagic. MIT +
csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K Β· πŸ“‰) - A suite of utilities for converting to and working with CSV, the king.. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 280 Β· πŸ“¦ 57K Β· πŸ“‹ 210 - 9% open Β· ⏱️ 09.10.2023): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 02.05.2024): ``` - git clone https://github.com/ahupp/python-magic + git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.7M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): ``` - pip install python-magic + pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 250K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 02.05.2024): ``` - conda install -c conda-forge python-magic + conda install -c conda-forge csvkit ```
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gdown (πŸ₯ˆ32 Β· ⭐ 3.9K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT +
python-magic (πŸ₯ˆ33 Β· ⭐ 2.6K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 320 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 19% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 280 Β· πŸ“¦ 57K Β· πŸ“‹ 210 - 9% open Β· ⏱️ 15.05.2024): ``` - git clone https://github.com/wkentaro/gdown + git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 770 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): ``` - pip install gdown + pip install python-magic ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 270K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 250K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge gdown + conda install -c conda-forge python-magic ```
pandas-datareader (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 @@ -3535,7 +3535,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 470K / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 480K / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3544,18 +3544,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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Intake (πŸ₯‰31 Β· ⭐ 980) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ32 Β· ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 2.3K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 2.3K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 74K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 75K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): ``` pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 570K Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 580K Β· ⏱️ 24.04.2024): ``` conda install -c conda-forge intake ``` @@ -3567,7 +3567,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 30K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 32K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` @@ -3583,7 +3583,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 150K / month Β· πŸ“¦ 55 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 160K / month Β· πŸ“¦ 56 Β· ⏱️ 10.03.2022): ``` pip install textract ``` @@ -3594,62 +3594,62 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
img2dataset (πŸ₯‰26 Β· ⭐ 3.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT -- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 300 Β· πŸ“₯ 1.7K Β· πŸ“¦ 150 Β· πŸ“‹ 250 - 43% open Β· ⏱️ 22.02.2024): +- [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 310 Β· πŸ“₯ 1.7K Β· πŸ“¦ 150 Β· πŸ“‹ 250 - 43% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 44K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 39K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ```
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camelot (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ’€) - A Python library to extract tabular data from PDFs. MIT +
rows (πŸ₯‰24 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 430 Β· πŸ“‹ 380 - 70% open Β· ⏱️ 02.10.2023): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 13.05.2024): ``` - git clone https://github.com/camelot-dev/camelot + git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.5K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.8K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): ``` - pip install camelot + pip install rows ```
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rows (πŸ₯‰23 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
camelot (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ’€) - A Python library to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 09.03.2024): +- [GitHub](https://github.com/camelot-dev/camelot) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 430 Β· πŸ“‹ 380 - 70% open Β· ⏱️ 02.10.2023): ``` - git clone https://github.com/turicas/rows + git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.7K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.3K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): ``` - pip install rows + pip install camelot ```
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Upgini (πŸ₯‰21 Β· ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
excalibur (πŸ₯‰21 Β· ⭐ 1.5K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 130 - 68% open Β· ⏱️ 15.07.2023): ``` - git clone https://github.com/upgini/upgini + git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.2K / month Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.7K / month Β· ⏱️ 21.03.2020): ``` - pip install upgini + pip install excalibur-py ```
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excalibur (πŸ₯‰20 Β· ⭐ 1.5K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT +
Upgini (πŸ₯‰21 Β· ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 130 - 68% open Β· ⏱️ 15.07.2023): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 15.05.2024): ``` - git clone https://github.com/camelot-dev/excalibur + git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.7K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 9.2K / month Β· ⏱️ 15.05.2024): ``` - pip install excalibur-py + pip install upgini ```
Squirrel (πŸ₯‰17 Β· ⭐ 280) - A Python library that enables ML teams to share, load, and transform.. Apache-2 @@ -3659,7 +3659,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.6K / month Β· ⏱️ 08.05.2024): ``` pip install squirrel-core ``` @@ -3670,17 +3670,17 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 11 hidden projects... -- SDV (πŸ₯ˆ32 Β· ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 +- SDV (πŸ₯‰31 Β· ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - PDFMiner (πŸ₯‰27 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - deepdish (πŸ₯‰24 Β· ⭐ 270 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 -- borb (πŸ₯‰21 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed +- borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 290 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 -- csvs-to-sqlite (πŸ₯‰16 Β· ⭐ 860 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2 +- csvs-to-sqlite (πŸ₯‰15 Β· ⭐ 860 Β· πŸ’€) - Convert CSV files into a SQLite database. Apache-2

@@ -3692,7 +3692,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡49 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.2K - 10% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.2K - 10% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/apache/airflow @@ -3705,14 +3705,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 1.1B Β· ⭐ 510 Β· ⏱️ 06.05.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 1.2B Β· ⭐ 520 Β· ⏱️ 06.05.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 24K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/celery/celery @@ -3728,28 +3728,28 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.6K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 6.9K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 7K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.2M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.7M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 68K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 70K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.8K Β· πŸ“‹ 5K - 16% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5K - 17% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.2M / month Β· πŸ“¦ 250 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.5M / month Β· πŸ“¦ 250 Β· ⏱️ 13.05.2024): ``` pip install prefect ``` @@ -3760,23 +3760,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.3K Β· πŸ“‹ 7.3K - 33% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.3K Β· πŸ“‹ 7.3K - 33% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 870K / month Β· πŸ“¦ 170 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 920K / month Β· πŸ“¦ 170 Β· ⏱️ 09.05.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 03.05.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 09.05.2024): ``` conda install -c conda-forge dagster ```
rq (πŸ₯ˆ40 Β· ⭐ 9.5K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/rq/rq @@ -3797,7 +3797,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 55M / month Β· πŸ“¦ 5.8K Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 56M / month Β· πŸ“¦ 5.8K Β· ⏱️ 02.05.2024): ``` pip install joblib ``` @@ -3808,7 +3808,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Great Expectations (πŸ₯ˆ39 Β· ⭐ 9.5K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/great-expectations/great_expectations @@ -3817,37 +3817,37 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 780K Β· ⏱️ 29.04.2024): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 790K Β· ⏱️ 29.04.2024): ``` conda install -c conda-forge great-expectations ```
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Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
dbt (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - dbt enables data analysts and engineers to transform their data using.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.3K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 5K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 15.05.2024): ``` - git clone https://github.com/kedro-org/kedro + git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 510K / month Β· πŸ“¦ 110 Β· ⏱️ 22.04.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 57K / month Β· πŸ“¦ 35 Β· ⏱️ 13.05.2024): ``` - pip install kedro + pip install dbt + ``` +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge dbt ```
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dbt (πŸ₯ˆ38 Β· ⭐ 8.9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 16.05.2024): ``` - git clone https://github.com/dbt-labs/dbt-core - ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 55K / month Β· πŸ“¦ 35 Β· ⏱️ 30.04.2024): - ``` - pip install dbt + git clone https://github.com/kedro-org/kedro ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 520K / month Β· πŸ“¦ 110 Β· ⏱️ 22.04.2024): ``` - conda install -c conda-forge dbt + pip install kedro ```
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 @@ -3857,7 +3857,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 350K / month Β· πŸ“¦ 140 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 330K / month Β· πŸ“¦ 140 Β· ⏱️ 15.01.2024): ``` pip install luigi ``` @@ -3868,12 +3868,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
petl (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT -- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 3.6K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/petl-developers/petl) (πŸ‘¨β€πŸ’» 64 Β· πŸ”€ 190 Β· πŸ“¦ 3.7K Β· πŸ“‹ 460 - 18% open Β· ⏱️ 17.04.2024): ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 2M / month Β· πŸ“¦ 44 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.8M / month Β· πŸ“¦ 44 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3884,36 +3884,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 12% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.4K / month Β· πŸ“¦ 4 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.6K / month Β· πŸ“¦ 4 Β· ⏱️ 02.02.2023): ``` pip install hub ```
zenml (πŸ₯ˆ33 Β· ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 510 Β· πŸ“‹ 310 - 20% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 520 Β· πŸ“‹ 310 - 21% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 23K / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 32K / month Β· πŸ“¦ 3 Β· ⏱️ 14.05.2024): ``` pip install zenml ```
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arq (πŸ₯ˆ31 Β· ⭐ 1.9K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
arq (πŸ₯ˆ31 Β· ⭐ 2K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 600 Β· πŸ“‹ 220 - 30% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 600 Β· πŸ“‹ 220 - 29% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 99K / month Β· πŸ“¦ 29 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 98K / month Β· πŸ“¦ 30 Β· ⏱️ 01.05.2024): ``` pip install arq ``` @@ -3924,19 +3924,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
whylogs (πŸ₯ˆ30 Β· ⭐ 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 250 Β· πŸ“‹ 430 - 3% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 390K / month Β· πŸ“¦ 7 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 440K / month Β· πŸ“¦ 7 Β· ⏱️ 15.05.2024): ``` pip install whylogs ```
huey (πŸ₯‰29 Β· ⭐ 4.9K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.5K Β· ⏱️ 04.04.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.5K Β· ⏱️ 16.05.2024): ``` git clone https://github.com/coleifer/huey @@ -3957,11 +3957,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 9.7K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 9.9K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 87K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 88K Β· ⏱️ 09.02.2024): ``` conda install -c conda-forge ploomber ``` @@ -3989,7 +3989,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 210K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 200K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ``` @@ -4001,7 +4001,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.5K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.7K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): ``` pip install streamparse ``` @@ -4013,7 +4013,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/hi-primus/optimus ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 11K / month Β· ⏱️ 19.07.2020): +- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 19.07.2020): ``` pip install optimuspyspark ``` @@ -4025,19 +4025,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.9K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): ``` pip install tasktiger ```
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dbnd (πŸ₯‰24 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 +
dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 260K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 270K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): ``` pip install dbnd ``` @@ -4049,7 +4049,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 200 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 170 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4061,7 +4061,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 310 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 340 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ``` @@ -4085,7 +4085,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4097,7 +4097,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - bonobo (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT -- dpark (πŸ₯‰21 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark +- dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark - mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark @@ -4121,7 +4121,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 19M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 20M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.02.2024): ``` pip install xlsxwriter ``` @@ -4132,7 +4132,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 490 Β· πŸ“¦ 1.2M Β· πŸ“‹ 600 - 46% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1.2M Β· πŸ“‹ 610 - 46% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/yaml/pyyaml @@ -4163,11 +4163,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 810 Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 820 Β· ⏱️ 08.04.2024): ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 420K Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 430K Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge deepdiff ``` @@ -4217,7 +4217,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 260 Β· πŸ“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 300 - 7% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/more-itertools/more-itertools @@ -4249,48 +4249,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ35 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 30 Β· πŸ“¦ 7K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 30 Β· πŸ“¦ 7.1K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.1M / month Β· πŸ“¦ 350 Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.2M / month Β· πŸ“¦ 350 Β· ⏱️ 31.03.2024): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.7M Β· ⏱️ 01.04.2024): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.8M Β· ⏱️ 01.04.2024): ``` conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 6K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ34 Β· ⭐ 6.1K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 260 Β· πŸ“‹ 260 - 39% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 59M / month Β· πŸ“¦ 2.3K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 63M / month Β· πŸ“¦ 2.3K Β· ⏱️ 07.05.2024): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.5M Β· ⏱️ 09.05.2024): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.6M Β· ⏱️ 09.05.2024): ``` conda install -c conda-forge tenacity ```
returns (πŸ₯‰31 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 550 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 550 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 150K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.1K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.2K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4311,14 +4311,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge funcy ```
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natsort (πŸ₯‰30 Β· ⭐ 860) - Simple yet flexible natural sorting in Python. MIT +
natsort (πŸ₯‰29 Β· ⭐ 860) - Simple yet flexible natural sorting in Python. MIT -- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 49 Β· πŸ“¦ 29K Β· πŸ“‹ 94 - 2% open Β· ⏱️ 04.03.2024): +- [GitHub](https://github.com/SethMMorton/natsort) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 50 Β· πŸ“¦ 29K Β· πŸ“‹ 94 - 2% open Β· ⏱️ 04.03.2024): ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4329,16 +4329,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
ubelt (πŸ₯‰24 Β· ⭐ 710) - A Python utility library with a stdlib like feel and extra batteries... Apache-2 -- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“₯ 10 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/Erotemic/ubelt) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 42 Β· πŸ“₯ 13 Β· πŸ“‹ 15 - 13% open Β· ⏱️ 26.04.2024): ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 30K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 25K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 79K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 82K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ``` @@ -4347,10 +4347,10 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - python-dependency-injector (πŸ₯ˆ32 Β· ⭐ 3.6K Β· πŸ’€) - Dependency injection framework for Python. BSD-3 - retrying (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - Retrying is an Apache 2.0 licensed general-purpose retrying.. Apache-2 -- ratelimit (πŸ₯‰25 Β· ⭐ 710 Β· πŸ’€) - API Rate Limit Decorator. MIT +- ratelimit (πŸ₯‰25 Β· ⭐ 720 Β· πŸ’€) - API Rate Limit Decorator. MIT - pinject (πŸ₯‰24 Β· ⭐ 1.3K Β· πŸ’€) - A pythonic dependency injection library. Apache-2 +- CommonRegex (πŸ₯‰23 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT - pampy (πŸ₯‰22 Β· ⭐ 3.5K Β· πŸ’€) - Pampy: The Pattern Matching for Python you always dreamed of. MIT -- CommonRegex (πŸ₯‰22 Β· ⭐ 1.6K Β· πŸ’€) - A collection of common regular expressions bundled with an easy.. MIT

@@ -4358,14 +4358,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡51 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT +
cpython (πŸ₯‡51 Β· ⭐ 60K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 31 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 39 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4378,9 +4378,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ33 Β· ⭐ 18K Β· πŸ“‰) - MicroPython - a lean and efficient Python implementation.. Python-2.0 +
micropython (πŸ₯ˆ33 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 78K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 78K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/micropython/micropython @@ -4395,7 +4395,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - grumpy (πŸ₯ˆ23 Β· ⭐ 11K Β· πŸ’€) - Grumpy is a Python to Go source code transcompiler and runtime. Apache-2 - pyston (πŸ₯‰22 Β· ⭐ 2.5K Β· πŸ’€) - A faster and highly-compatible implementation of the Python.. Apache-2 - stackless (πŸ₯‰17 Β· ⭐ 1K Β· πŸ’€) - The Stackless Python programming language. ❗Unlicensed -- cl-python (πŸ₯‰11 Β· ⭐ 370 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed +- cl-python (πŸ₯‰11 Β· ⭐ 360 Β· πŸ’€) - An implementation of Python in Common Lisp. ❗Unlicensed

@@ -4403,9 +4403,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
Pygments (πŸ₯‡43 Β· ⭐ 1.7K Β· πŸ“ˆ) - Pygments is a generic syntax highlighter written in Python. BSD-2 +
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 620 Β· πŸ“¦ 720K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 04.05.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 620 Β· πŸ“¦ 730K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 04.05.2024): ``` git clone https://github.com/pygments/pygments @@ -4426,7 +4426,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4M / month Β· πŸ“¦ 810 Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.1M / month Β· πŸ“¦ 810 Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` @@ -4437,7 +4437,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 280 Β· πŸ“₯ 10K Β· πŸ“¦ 980K Β· πŸ“‹ 340 - 12% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 10K Β· πŸ“¦ 990K Β· πŸ“‹ 340 - 13% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/pyparsing/pyparsing @@ -4458,7 +4458,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 230M / month Β· πŸ“¦ 2K Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 240M / month Β· πŸ“¦ 2K Β· ⏱️ 30.03.2024): ``` pip install pycparser ``` @@ -4474,11 +4474,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 49M / month Β· πŸ“¦ 280 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 50M / month Β· πŸ“¦ 280 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.5M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.6M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ``` @@ -4490,7 +4490,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 100M / month Β· πŸ“¦ 2K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 110M / month Β· πŸ“¦ 2K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4506,7 +4506,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 510K / month Β· πŸ“¦ 43 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 770K / month Β· πŸ“¦ 67 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4517,19 +4517,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ33 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 160 Β· πŸ“¦ 970 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“¦ 980 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 290K / month Β· πŸ“¦ 110 Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 340K / month Β· πŸ“¦ 110 Β· ⏱️ 04.04.2024): ``` pip install copier ```
pluggy (πŸ₯ˆ33 Β· ⭐ 1.2K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/pytest-dev/pluggy @@ -4545,16 +4545,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯ˆ33 Β· ⭐ 900) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 6.3K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 6.4K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.7M / month Β· πŸ“¦ 630 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.7M / month Β· πŸ“¦ 630 Β· ⏱️ 11.05.2024): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 74K Β· ⏱️ 01.05.2024): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 75K Β· ⏱️ 11.05.2024): ``` conda install -c conda-forge fastcore ``` @@ -4582,7 +4582,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 990K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 900K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4609,7 +4609,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
python-mss (πŸ₯‰25 Β· ⭐ 960) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 81 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 83 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/BoboTiG/python-mss @@ -4618,7 +4618,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 47K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 48K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` @@ -4630,7 +4630,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 9.7M / month Β· πŸ“¦ 130 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 10M / month Β· πŸ“¦ 130 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4644,7 +4644,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched - keyboard (πŸ₯ˆ33 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- openpyxl (πŸ₯‰26 Β· ⭐ 76) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- openpyxl (πŸ₯‰25 Β· ⭐ 78) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.3K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-05-16_changes.md b/history/2024-05-16_changes.md new file mode 100644 index 0000000..6107cf0 --- /dev/null +++ b/history/2024-05-16_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- dbt (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +- pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.7K Β· πŸ“ˆ) - A self-contained cryptographic library for Python. BSD-3 +- transitions (πŸ₯‡34 Β· ⭐ 5.4K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine.. MIT +- gdown (πŸ₯ˆ34 Β· ⭐ 3.9K Β· πŸ“ˆ) - Google Drive Public File Downloader when Curl/Wget Fails. MIT +- pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 +- kubernetes (πŸ₯ˆ38 Β· ⭐ 6.5K Β· πŸ“‰) - Official Python client library for kubernetes. Apache-2 +- plumbum (πŸ₯‰34 Β· ⭐ 2.8K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT +- dateparser (πŸ₯ˆ34 Β· ⭐ 2.5K Β· πŸ“‰) - python parser for human readable dates. BSD-3 +- csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K Β· πŸ“‰) - A suite of utilities for converting to and working with CSV, the king.. MIT + diff --git a/history/2024-05-16_projects.csv b/history/2024-05-16_projects.csv new file mode 100644 index 0000000..302c2c9 --- /dev/null +++ b/history/2024-05-16_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,trending,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-09 15:37:44.000,2024-05-09 15:37:43,485.0,22.0,2281,396.0,260.0,25.0,34.0,15669,2024-05-09 15:38:12.000,2024.05.09,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-05-09 17:47:27.000,2024-05-09 17:47:27,338.0,28.0,162,56.0,200.0,,3.0,2190,2024-05-09 17:47:33.000,2024.05.09,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-05-09 15:39:54.000,2024-05-09 15:39:53,331.0,24.0,43,25.0,191.0,3.0,5.0,925,2024-05-09 15:40:01.000,2024.05.09,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-05-09 17:47:27.000,2024-05-09 17:47:27,338.0,28.0,162,56.0,200.0,,3.0,2190,2024-05-09 17:47:33.000,2024.05.09,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-09 15:37:44.000,2024-05-09 15:37:43,485.0,22.0,2281,396.0,260.0,25.0,34.0,15669,2024-05-09 15:38:12.000,2024.05.09,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2024-05-16 11:14:56.000,2023-01-27 22:41:14,830.0,,6855,1659.0,326.0,17.0,74.0,39526,,,,128.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-09 15:37:44.000,2024-05-09 15:37:43,485.0,22.0,2281,396.0,260.0,25.0,34.0,15670,2024-05-09 15:38:12.000,2024.05.09,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-05-16 09:27:24.000,2024-05-15 19:12:05,35000.0,612.0,17364,1116.0,32278.0,3798.0,22754.0,42128,2024-04-10 19:47:02.000,2.2.2,126.0,3638.0,54,True,1746624.0,1681513.0,pandas,conda-forge/pandas,['pandas'],263595.0,220078082.0,https://pypi.org/project/pandas,2024-04-10 19:44:10.000,65111.0,218892136.0,https://anaconda.org/conda-forge/pandas,2024-04-11 00:45:25.805,50896276.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-05-16 11:55:12.000,2024-05-15 23:30:37,17739.0,659.0,15285,2055.0,10569.0,481.0,5701.0,63836,2024-03-27 20:37:37.000,5.26.1,162.0,1232.0,53,True,651031.0,641438.0,protobuf,conda-forge/protobuf,,44903613.0,198350888.0,https://pypi.org/project/protobuf,2024-05-14 20:14:33.000,6729.0,189652831.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,17722705.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,2864.0,7259701.0,,,,,,,,,,,,, +9,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2016-03-22 19:11:29.679,2024-05-16 12:41:33.000,2024-05-16 08:16:46,122162.0,1339.0,29019,1518.0,50801.0,8430.0,60618.0,59995,2020-07-22 03:00:52.000,0.0.6,11.0,2912.0,51,True,613289.0,613263.0,cpython,conda-forge/typing,,,30989.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,20.0,39.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3033162.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,6.0,,,,,,,,,,,,,, +10,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-05-16 11:32:32.000,2024-05-16 09:47:33,35853.0,687.0,9361,594.0,14003.0,2118.0,10462.0,26503,2024-02-06 00:32:23.000,1.26.4,159.0,1770.0,51,False,2407936.0,2307368.0,numpy,conda-forge/numpy,,989575.0,272846912.0,https://pypi.org/project/numpy,2024-05-12 13:46:07.000,100568.0,271242601.0,https://anaconda.org/conda-forge/numpy,2024-05-16 06:59:26.198,74821310.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-05-16 13:20:05.000,2024-05-16 11:48:41,24453.0,1288.0,13609,755.0,26428.0,965.0,8226.0,35217,2024-05-06 10:30:55.000,2.9.1,193.0,3285.0,49,True,11214.0,10749.0,apache-airflow,conda-forge/airflow,,618486.0,33500761.0,https://pypi.org/project/apache-airflow,2024-05-06 07:00:24.000,465.0,22734234.0,https://anaconda.org/conda-forge/airflow,2024-05-07 01:43:58.927,1040345.0,1.0,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-05-06 07:24:13.445144,515.0,1170444297.0,,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-05-16 08:54:18.383,2024-05-15 18:04:34,5965.0,200.0,1828,238.0,738.0,202.0,3043.0,8728,2024-05-15 19:17:26.000,1.34.106,1555.0,155.0,49,True,442125.0,430827.0,boto3,conda-forge/boto3,,,1453088089.0,https://pypi.org/project/boto3,2024-05-15 19:17:26.000,11298.0,1452690509.0,https://anaconda.org/conda-forge/boto3,2024-05-16 08:54:18.383,19083874.0,1.0,,,,,,,,,,,,,,,,,, +13,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-05-16 07:43:35.000,2024-05-16 02:32:22,54397.0,147.0,23704,1919.0,50728.0,837.0,31707.0,61347,2024-04-24 06:14:39.000,9.5.1,353.0,6835.0,48,True,34369.0,33917.0,ansible,conda-forge/ansible,,,5313620.0,https://pypi.org/project/ansible,2024-05-14 13:27:35.000,452.0,5292016.0,https://anaconda.org/conda-forge/ansible,2024-04-24 09:17:02.861,1037031.0,1.0,,,,,,,,,,,,,,,,,, +14,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-05-16 12:29:56.000,2024-05-16 12:29:49,12019.0,478.0,1447,132.0,8509.0,44.0,2408.0,6329,2024-05-06 16:55:26.000,42.0.7,130.0,318.0,47,True,674073.0,665472.0,cryptography,conda-forge/cryptography,,,264536684.0,https://pypi.org/project/cryptography,2024-05-06 16:55:26.000,8601.0,263504731.0,https://anaconda.org/conda-forge/cryptography,2024-05-07 01:35:35.090,47469861.0,1.0,,,,,,,,,,,,,,,,,, +15,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-05-15 22:10:39.000,2024-05-15 03:48:14,12534.0,62.0,4587,472.0,3348.0,705.0,4387.0,23662,2024-04-17 20:32:41.000,5.4.0,206.0,1349.0,46,True,134709.0,133025.0,celery,conda-forge/celery,,,10945214.0,https://pypi.org/project/celery,2024-04-17 20:29:39.000,1684.0,10910423.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1635223.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-05-15 19:54:38.000,2024-05-15 19:51:23,2896.0,124.0,1656,114.0,3538.0,398.0,3621.0,18947,2024-04-23 13:38:16.000,2.7.1,139.0,517.0,46,True,423293.0,404890.0,pydantic,conda-forge/pydantic,,,191715281.0,https://pypi.org/project/pydantic,2024-04-23 13:38:16.000,18403.0,191548055.0,https://anaconda.org/conda-forge/pydantic,2024-04-23 20:56:51.805,7692415.0,1.0,,,,,,,,,,,,pydantic/pydantic,,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-05-12 08:41:26.000,2024-05-11 17:22:35,2438.0,19.0,1368,184.0,1103.0,126.0,1447.0,15088,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1713868.0,1677043.0,click,conda-forge/click,,347.0,205183767.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,36825.0,204214718.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,34885562.0,1.0,,,,,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-05-15 15:32:48.000,2024-05-15 15:32:32,16970.0,137.0,1336,98.0,787.0,231.0,7540.0,8891,2024-05-05 18:25:40.000,2.0.30,303.0,711.0,46,True,786840.0,776527.0,SQLAlchemy,conda-forge/sqlalchemy,,47869.0,114270971.0,https://pypi.org/project/SQLAlchemy,2024-05-05 18:25:40.000,10313.0,113901502.0,https://anaconda.org/conda-forge/sqlalchemy,2024-05-06 00:27:39.548,15104659.0,1.0,,,,,,,,,,,,,,,,,, +19,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-05-16 12:54:53.000,2024-05-15 19:26:54,42330.0,622.0,4139,263.0,24589.0,4373.0,2401.0,7566,2024-05-02 01:14:48.000,2.56.0,116.0,1632.0,44,True,7129.0,6978.0,apache-beam,conda-forge/apache-beam-with-aws,,,7721037.0,https://pypi.org/project/apache-beam,2024-05-02 01:10:54.000,151.0,7718841.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-05-08 04:57:28.891,70293.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-05-16 08:15:54.842,2024-05-15 21:09:26,10964.0,244.0,1061,68.0,2082.0,141.0,958.0,1423,2024-05-15 19:17:39.000,1.34.106,1953.0,204.0,44,True,326362.0,323780.0,botocore,conda-forge/botocore,,,639138658.0,https://pypi.org/project/botocore,2024-05-15 19:17:39.000,2582.0,638511937.0,https://anaconda.org/conda-forge/botocore,2024-05-16 08:15:54.842,26322300.0,1.0,,,,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-05-14 13:45:25.000,2024-05-01 14:24:50,3887.0,15.0,1673,540.0,1096.0,276.0,1074.0,47384,2024-02-28 14:52:38.000,13.7.1,191.0,238.0,43,True,217162.0,205966.0,rich,conda-forge/rich,,,61703539.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,11196.0,61555205.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6823380.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-05-15 15:46:26.000,2024-05-15 15:17:40,3078.0,17.0,3168,642.0,2497.0,163.0,2256.0,22123,2024-03-26 05:33:40.089,24.3.25,38.0,673.0,43,True,107537.0,106925.0,flatbuffers,conda-forge/flatbuffers,,435802.0,21631368.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,400.0,20120855.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,1041257.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,212.0,1482060.0,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language. Build infrastructure intuitively on any cloud using..,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-05-16 13:09:24.000,2024-05-15 16:22:39,11695.0,366.0,1044,191.0,8053.0,2130.0,5087.0,20103,2024-05-15 08:33:36.000,3.116.1,4177.0,271.0,43,True,8995.0,7810.0,pulumi,,,3176116.0,3779065.0,https://pypi.org/project/pulumi,2024-05-15 17:26:45.000,251.0,1028814.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-05-15 17:26:33.760,934.0,2551744.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-05-16 12:51:42.000,2024-05-16 12:51:04,3794.0,81.0,2530,276.0,4001.0,699.0,2140.0,18517,2024-05-06 09:40:13.000,2.19.1,86.0,561.0,43,True,50373.0,48735.0,datasets,conda-forge/datasets,,,9759819.0,https://pypi.org/project/datasets,2024-05-06 09:33:37.000,1638.0,9741409.0,https://anaconda.org/conda-forge/datasets,2024-05-06 14:31:15.724,754833.0,1.0,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-05-15 15:57:04.000,2024-05-13 16:05:03,3671.0,106.0,1876,220.0,1329.0,19.0,700.0,17166,2024-05-13 16:05:31.000,25.2.0,361.0,577.0,43,True,214846.0,213282.0,Faker,conda-forge/faker,,,15511260.0,https://pypi.org/project/Faker,2024-05-13 16:05:22.000,1564.0,15491469.0,https://anaconda.org/conda-forge/faker,2024-05-14 15:00:52.635,930196.0,1.0,,,,,,,,,,,,,,,,,, +26,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-05-16 08:44:04.931,2024-05-15 18:04:38,12106.0,224.0,3962,574.0,3771.0,558.0,4056.0,14953,2024-05-15 19:17:11.000,1.32.106,1960.0,441.0,43,True,615.0,4.0,awscli,conda-forge/awscli,,1704.0,158214575.0,https://pypi.org/project/awscli,2024-05-15 19:17:11.000,611.0,157713252.0,https://anaconda.org/conda-forge/awscli,2024-05-16 08:44:04.931,23059728.0,2.0,,,,,,,,,,,,,,,,,, +27,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-05-16 13:12:50.000,2024-05-16 01:29:55,16586.0,748.0,1474,159.0,7846.0,852.0,4143.0,14813,2024-05-13 20:36:13.000,2.19.0,278.0,463.0,43,True,5111.0,4859.0,prefect,conda-forge/prefect,,,1540075.0,https://pypi.org/project/prefect,2024-05-13 20:36:13.000,252.0,1526712.0,https://anaconda.org/conda-forge/prefect,2024-05-03 02:53:37.536,641441.0,1.0,,,,,,,,,,,,,,,,,, +28,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-05-08 08:22:09.000,2024-05-08 08:19:47,1470.0,45.0,359,65.0,577.0,133.0,577.0,5092,2023-12-31 06:30:30.000,23.2.0,28.0,161.0,43,True,1028732.0,1020976.0,attrs,conda-forge/attrs,,,204654584.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,7756.0,203849869.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,36212202.0,1.0,,,,,,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-05-16 10:03:21.000,2024-05-16 05:05:04,17275.0,655.0,2685,410.0,25979.0,1020.0,8693.0,4290,2024-05-16 03:25:38.000,azure-cosmos_4.7.0,100.0,710.0,43,True,3334.0,2468.0,azure-storage-blob,conda-forge/azure-storage-blob,,,49849222.0,https://pypi.org/project/azure-storage-blob,2024-05-08 20:12:34.000,866.0,49825584.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-05-09 03:00:59.139,1111009.0,1.0,,,,,,,,,,,,,,,,,, +30,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-05-14 11:38:52.000,2024-05-04 13:41:32,6757.0,61.0,624,36.0,878.0,441.0,1406.0,1716,2024-05-04 13:43:23.000,2.18.0,65.0,843.0,43,True,733672.0,726903.0,pygments,conda-forge/pygments,,,108758404.0,https://pypi.org/project/pygments,2024-05-04 13:41:57.000,6769.0,108080157.0,https://anaconda.org/conda-forge/pygments,2024-05-04 18:22:17.505,29842910.0,1.0,,,,,,,,,,,,,,,,,, +31,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-05-16 13:12:22.000,2024-05-16 13:05:14,9659.0,766.0,1622,149.0,8789.0,1657.0,5844.0,26593,2024-05-14 15:25:08.000,py-0.20.26,359.0,412.0,42,True,904.0,4.0,polars,,,811.0,7061656.0,https://pypi.org/project/polars,2024-05-14 15:23:34.000,900.0,7061594.0,,,,1.0,,,,,,,,,,,,,,,,,, +32,redis,redis/redis-py,Redis Python client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-05-16 07:04:07.000,2024-05-15 13:50:11,2331.0,24.0,2458,323.0,1574.0,219.0,1481.0,12293,2024-04-23 17:12:04.000,5.0.4,127.0,438.0,42,True,5275.0,,redis,conda-forge/redis-py,,,38065662.0,https://pypi.org/project/redis,2024-05-08 13:29:06.000,5275.0,38039842.0,https://anaconda.org/conda-forge/redis-py,2024-04-23 19:04:20.045,1213562.0,1.0,,,,,,,,,,,,,,,,,, +33,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-05-16 11:18:11.000,2024-05-15 22:46:57,18413.0,1213.0,1283,115.0,13259.0,2462.0,4862.0,10370,2024-05-09 18:20:14.000,1.7.5,614.0,433.0,42,True,2505.0,2338.0,dagster,conda-forge/dagster,,,940807.0,https://pypi.org/project/dagster,2024-05-09 17:48:02.000,167.0,917123.0,https://anaconda.org/conda-forge/dagster,2024-05-09 19:47:00.692,1136876.0,1.0,,,,,,,,,,,,,,,,,, +34,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-04-10 09:44:56.000,2024-04-09 20:13:21,3392.0,9.0,1654,193.0,1610.0,467.0,1237.0,6655,2023-12-08 20:47:46.000,7.0.0,88.0,452.0,42,True,83469.0,80411.0,docker,conda-forge/docker-py,,944.0,41573453.0,https://pypi.org/project/docker,2023-12-08 20:42:23.000,3058.0,41482888.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4256182.0,2.0,,,,,,,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-05-16 01:01:42.000,2024-05-15 20:52:54,37808.0,287.0,1493,300.0,8562.0,87.0,3680.0,4676,2024-05-07 20:39:05.000,google-shopping-type-v0.1.6,100.0,518.0,42,True,1622.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,72553943.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,1622.0,72458004.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4413214.0,1.0,,,,,,,,,,,,,,,,,, +36,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-05-13 22:08:24.000,2024-04-25 09:10:34,3079.0,34.0,1950,229.0,1172.0,230.0,646.0,21705,2024-02-21 18:02:39.000,2.6.0,42.0,325.0,41,True,28261.0,27451.0,cookiecutter,conda-forge/cookiecutter,,,4133804.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,810.0,4105767.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,1009337.0,1.0,,,,,,,,,,,,,,,,,, +37,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-05-15 02:44:23.000,2024-05-12 13:25:34,12934.0,55.0,3031,599.0,3663.0,786.0,4322.0,17004,2024-01-05 13:53:17.000,2.3.0,49.0,620.0,41,True,13074.0,12766.0,kivy,conda-forge/kivy,,36757.0,172644.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,308.0,165033.0,https://anaconda.org/conda-forge/kivy,2024-04-08 17:34:41.491,350027.0,1.0,,,,,,,,,,,,,,,,,, +38,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-05-14 02:16:37.000,2024-05-14 02:16:33,4611.0,38.0,1362,197.0,478.0,1.0,2412.0,10846,2024-05-10 13:47:32.000,3.17.5,189.0,155.0,41,True,30610.0,29720.0,peewee,conda-forge/peewee,,,2568499.0,https://pypi.org/project/peewee,2024-05-10 13:42:43.000,890.0,2554176.0,https://anaconda.org/conda-forge/peewee,2024-04-18 01:50:58.475,644559.0,1.0,,,,,,,,,,,,,,,,,, +39,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-05-10 17:37:05.000,2024-02-11 03:17:05,3994.0,,1978,317.0,784.0,1043.0,797.0,8856,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,41,True,98028.0,95268.0,paramiko,conda-forge/paramiko,,,56567703.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,2760.0,56469437.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4520250.0,2.0,,,,,,,,,,,,,,,,,, +40,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-05-16 08:16:31.000,2024-05-06 20:31:14,1642.0,41.0,1168,409.0,1466.0,65.0,1031.0,4148,2024-05-03 13:52:22.000,8.13.1,141.0,204.0,41,True,49820.0,48396.0,elasticsearch,conda-forge/elasticsearch,,3894.0,26356011.0,https://pypi.org/project/elasticsearch,2024-05-03 13:52:22.000,1424.0,26334886.0,https://anaconda.org/conda-forge/elasticsearch,2024-05-03 16:25:08.689,1009702.0,1.0,,,,,,,,,,,,,-1.0,,,,, +41,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-05-16 12:57:55.000,2024-05-16 12:53:15,4417.0,57.0,516,57.0,934.0,279.0,1238.0,2013,2024-04-10 10:48:28.000,3.11.0,39.0,204.0,41,True,277507.0,270910.0,h5py,conda-forge/h5py,,3316.0,23548465.0,https://pypi.org/project/h5py,2024-04-10 10:48:28.000,6597.0,23217056.0,https://anaconda.org/conda-forge/h5py,2024-04-10 16:41:16.562,15574438.0,2.0,,,,,,,,,,,,,,,,,, +42,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-05-16 08:08:45.000,2024-05-13 09:51:30,4744.0,90.0,5064,715.0,4144.0,244.0,7270.0,32536,2024-04-24 20:35:10.000,2.27.0,144.0,538.0,40,True,779.0,532.0,docker-compose,conda-forge/docker-compose,,94489508.0,3757460.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,247.0,1859006.0,https://anaconda.org/conda-forge/docker-compose,2024-04-24 23:22:20.247,407247.0,2.0,,,,,,,,,,,,,,,,,, +43,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-05-15 10:05:00.000,2024-05-14 22:21:57,592.0,113.0,622,75.0,359.0,210.0,180.0,14476,2024-04-09 17:13:25.000,0.12.3,42.0,54.0,40,True,95991.0,90784.0,typer,conda-forge/typer,,,28131029.0,https://pypi.org/project/typer,2024-04-09 17:13:25.000,5207.0,28081261.0,https://anaconda.org/conda-forge/typer,2024-04-09 22:54:01.276,2339103.0,2.0,,,,,,,,,,,,,,,,,, +44,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-05-12 00:27:21.000,2024-05-12 00:27:21,1866.0,51.0,1391,207.0,899.0,207.0,952.0,9548,2024-05-01 07:14:48.000,1.16.2,79.0,314.0,40,True,16711.0,16496.0,rq,conda-forge/rq,,,1434329.0,https://pypi.org/project/rq,2024-05-01 07:13:11.000,215.0,1431835.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,104789.0,2.0,,,,,,,,,,,,,,,,,, +45,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-05-14 20:19:54.000,2024-05-14 20:19:53,3325.0,31.0,619,80.0,1063.0,169.0,1051.0,6909,2024-05-01 21:10:51.000,3.21.2,175.0,208.0,40,True,139058.0,136860.0,marshmallow,conda-forge/marshmallow,,,47577547.0,https://pypi.org/project/marshmallow,2024-05-01 21:10:51.000,2198.0,47525982.0,https://anaconda.org/conda-forge/marshmallow,2024-05-02 04:37:05.582,2423596.0,2.0,,,,,,,,,,,,,,,,,, +46,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-05-13 19:26:05.000,2024-05-06 19:52:54,2674.0,37.0,569,60.0,365.0,32.0,792.0,4454,2024-04-30 19:44:40.000,4.22.0,103.0,111.0,40,True,565808.0,559693.0,jsonschema,conda-forge/jsonschema,,243.0,120177432.0,https://pypi.org/project/jsonschema,2024-04-30 19:44:34.000,6115.0,119528982.0,https://anaconda.org/conda-forge/jsonschema,2024-05-01 14:23:55.200,27883078.0,1.0,,,,,,,,,,,,python-jsonschema/jsonschema,,,,,, +47,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-05-02 16:00:30.237,2024-05-02 13:00:20,1519.0,20.0,403,61.0,737.0,413.0,487.0,3683,2024-05-02 12:15:00.000,1.4.2,112.0,133.0,40,True,440721.0,434876.0,joblib,conda-forge/joblib,,,56285947.0,https://pypi.org/project/joblib,2024-05-02 12:15:00.000,5845.0,55721639.0,https://anaconda.org/conda-forge/joblib,2024-05-02 16:00:30.237,25958204.0,2.0,,,,,,,,,,,,,,,,,, +48,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-05-15 19:57:57.000,2024-05-13 03:49:04,5398.0,111.0,1020,109.0,4053.0,1145.0,3162.0,3429,2024-05-13 03:40:23.000,2024.5.0,92.0,496.0,40,True,29641.0,26669.0,xarray,conda-forge/xarray,,,5416274.0,https://pypi.org/project/xarray,2024-05-13 03:40:23.000,2972.0,5200908.0,https://anaconda.org/conda-forge/xarray,2024-05-13 13:50:20.005,9906855.0,2.0,,,,,,,,,,,,,,,,,, +49,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-05-14 15:02:27.000,2024-05-14 15:02:22,1220.0,32.0,274,27.0,186.0,45.0,298.0,2112,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,990859.0,986100.0,pyparsing,conda-forge/pyparsing,,10375.0,116919983.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,4759.0,115510075.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,43702436.0,1.0,,,,,,,,,,,,,,,,,, +50,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-04-13 08:53:37.000,2024-02-21 11:36:09,1947.0,45.0,285,37.0,247.0,183.0,212.0,1169,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,40,True,330360.0,324843.0,future,conda-forge/future,,,41264623.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,5517.0,40957061.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,13225201.0,1.0,,,,,,,,,,,,,,,,,, +51,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-05-16 13:25:43.952,2024-05-15 14:51:08,2329.0,36.0,329,22.0,920.0,253.0,430.0,912,2024-05-15 14:58:12.000,2024.5.0,80.0,236.0,40,True,120530.0,118978.0,fsspec,conda-forge/fsspec,,,253947047.0,https://pypi.org/project/fsspec,2024-05-15 14:58:12.000,1552.0,253598068.0,https://anaconda.org/conda-forge/fsspec,2024-05-16 13:25:43.952,16751022.0,1.0,,,,,,,,,,,,,,,,,, +52,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-05-01 08:23:58.000,2024-04-05 20:21:26,304.0,12.0,1427,371.0,187.0,152.0,191.0,26380,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,35568.0,33328.0,fire,conda-forge/fire,,,6731317.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2240.0,6708259.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,922335.0,2.0,,,,,,,,,,,,,,,,,, +53,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-05-16 13:34:44.000,2024-05-16 11:37:17,12368.0,319.0,1477,82.0,7953.0,198.0,1680.0,9522,2024-04-29 22:11:04.000,1.0.0a3,268.0,427.0,39,True,89.0,,great_expectations,conda-forge/great-expectations,,,19948813.0,https://pypi.org/project/great_expectations,2024-04-29 20:38:53.000,89.0,19932391.0,https://anaconda.org/conda-forge/great-expectations,2024-04-29 22:52:08.778,788272.0,2.0,,,,,,,,,,,,,,,,,, +54,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-05-16 09:09:38.000,2024-05-15 19:02:37,6711.0,159.0,1505,140.0,4529.0,527.0,4658.0,8967,2024-05-09 16:13:33.000,1.8.0,256.0,316.0,39,True,4991.0,4956.0,dbt,conda-forge/dbt,,4091.0,60217.0,https://pypi.org/project/dbt,2024-05-13 23:45:07.000,35.0,57100.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,257588.0,2.0,,,,,,,,,,,,,1.0,dbt,,,, +55,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-04-17 09:01:40.000,2023-09-30 22:03:06,1402.0,,663,135.0,675.0,104.0,399.0,8572,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,107508.0,105609.0,arrow,conda-forge/arrow,,,29611494.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,1899.0,29513227.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4618558.0,1.0,,,,,,,,,,,,,,,,,, +56,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-04-24 15:32:09.000,2024-03-10 11:56:26,4154.0,14.0,1224,137.0,1122.0,382.0,1346.0,4164,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,39,True,24348.0,23961.0,mongoengine,conda-forge/mongoengine,,,1257027.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,387.0,1251346.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,244310.0,2.0,,,,,,,,,,,,,,,,,, +57,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-05-08 08:19:33.000,2024-04-13 17:50:17,1659.0,20.0,266,42.0,536.0,24.0,284.0,3440,2024-01-08 15:47:19.000,10.2.0,45.0,115.0,39,True,225479.0,222087.0,more-itertools,conda-forge/more-itertools,,2959.0,79444146.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,3392.0,79130695.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,14730670.0,1.0,,,,,,,,,,,,,,,,,, +58,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-05-12 08:30:43.000,2024-05-12 08:30:43,2891.0,3.0,472,63.0,219.0,62.0,515.0,2683,2024-01-10 11:31:14.000,3.20.0,49.0,149.0,39,True,97367.0,96069.0,pycryptodomex,conda-forge/pycryptodomex,,484.0,34119392.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1298.0,34083639.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1644480.0,2.0,,,,,,,,,,,,,2.0,,,,, +59,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-05-14 19:45:42.894,2024-05-13 18:58:19,2173.0,87.0,148,22.0,168.0,65.0,450.0,1204,2024-05-13 19:02:36.000,25.2.1,198.0,122.0,39,True,120572.0,117771.0,keyring,conda-forge/keyring,,,54149060.0,https://pypi.org/project/keyring,2024-05-13 19:02:24.000,2801.0,54047466.0,https://anaconda.org/conda-forge/keyring,2024-05-14 19:45:42.894,4673340.0,2.0,,,,,,,,,,,,,,,,,, +60,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-05-16 12:03:06.000,2024-05-16 12:02:36,1831.0,56.0,281,53.0,1259.0,51.0,608.0,711,2024-05-06 14:19:38.000,3.22.0,164.0,156.0,39,True,29926.0,29065.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,43460207.0,https://pypi.org/project/google-cloud-bigquery,2024-05-06 14:19:38.000,861.0,43398016.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-05-07 13:19:55.581,2860816.0,2.0,,,,,,,,,,,,,,,,,, +61,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-05-02 07:03:04.000,2024-04-17 10:22:21,7864.0,196.0,1176,335.0,248.0,,469.0,13452,2024-05-02 07:03:04.000,1.10.0,21.0,116.0,38,True,1086.0,1075.0,tink,,,1103.0,389326.0,https://pypi.org/project/tink,2024-05-02 07:03:04.000,8.0,389022.0,,,,3.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,3.0,291.0,,,,,,,tink-crypto/tink,,,,,, +62,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-05-16 11:57:04.000,2024-05-16 10:28:38,3217.0,78.0,871,104.0,1774.0,274.0,1541.0,9391,2024-04-22 14:50:06.000,0.19.5,52.0,227.0,38,True,2471.0,2363.0,kedro,,,,516004.0,https://pypi.org/project/kedro,2024-04-22 14:50:06.000,108.0,516004.0,,,,2.0,,,,,,,,,,,,,,,,,, +63,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-05-16 12:31:27.000,2024-05-16 12:31:24,2749.0,7.0,703,149.0,760.0,617.0,561.0,8984,2023-12-13 09:51:12.000,3.0.43,127.0,229.0,38,True,2546.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,50660248.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,2546.0,50155782.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,22701014.0,2.0,,,,,,,,,,,,,,,,,, +64,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-05-04 06:55:32.000,2024-05-04 06:55:22,1104.0,2.0,1473,229.0,496.0,14.0,640.0,7564,2023-06-26 05:34:54.000,1.1.0,42.0,124.0,38,True,219682.0,218433.0,PyMySQL,conda-forge/pymysql,,,48717450.0,https://pypi.org/project/PyMySQL,2023-06-26 05:34:24.409,1249.0,48687657.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1370515.0,2.0,,,,,,,,,,,,,,,,,, +65,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-05-09 16:57:36.000,2024-04-29 04:31:22,365.0,4.0,407,35.0,240.0,55.0,236.0,7165,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,794575.0,785704.0,python-dotenv,conda-forge/python-dotenv,,,63888110.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,8871.0,63816579.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3290453.0,1.0,,,,,,,,,,,,,,,,,, +66,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-05-05 12:51:39.000,2024-04-25 17:59:33,1756.0,9.0,3231,139.0,903.0,99.0,1236.0,6470,2024-01-08 22:11:24.000,29.0.0,93.0,195.0,38,True,1250.0,,kubernetes,conda-forge/kubernetes,,,32299374.0,https://pypi.org/project/kubernetes,2024-01-08 22:05:55.000,1250.0,32289187.0,https://anaconda.org/conda-forge/kubernetes,2024-04-18 06:31:40.432,489012.0,2.0,,,,,,,,,,,,,-1.0,,,,, +67,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-05-14 22:34:12.000,2024-05-03 14:44:05,656.0,23.0,196,34.0,94.0,3.0,384.0,5625,2024-05-03 15:08:37.000,3.10.3,126.0,22.0,38,True,93271.0,90893.0,orjson,conda-forge/orjson,,,26902039.0,https://pypi.org/project/orjson,2024-05-03 14:49:49.000,2378.0,26876906.0,https://anaconda.org/conda-forge/orjson,2024-05-03 21:12:04.785,1206394.0,2.0,,,,,,,,,,,,,,,,,, +68,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-05-16 10:14:11.000,2024-05-15 12:34:55,8119.0,494.0,535,83.0,6190.0,261.0,2617.0,4292,2024-04-30 18:01:25.000,9.0.0,92.0,298.0,38,True,1535.0,1473.0,ibis-framework,conda-forge/ibis-framework,,129.0,198293.0,https://pypi.org/project/ibis-framework,2024-05-12 00:02:23.000,62.0,191129.0,https://anaconda.org/conda-forge/ibis-framework,2024-05-13 17:19:49.424,336522.0,2.0,,,,,,,,,,,,,,,,,, +69,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-05-15 15:03:41.000,2024-05-15 15:03:40,5643.0,102.0,1084,240.0,1637.0,5.0,,4059,2024-05-07 20:50:20.000,4.7.2,141.0,213.0,38,True,3922.0,,pymongo,conda-forge/pymongo,,,28908646.0,https://pypi.org/project/pymongo,2024-05-07 20:39:07.000,3922.0,28871161.0,https://anaconda.org/conda-forge/pymongo,2024-05-09 02:28:41.884,1724351.0,2.0,,,,,,,,,,,,,,,,,, +70,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-05-15 19:02:19.000,2024-05-15 19:02:15,2450.0,88.0,669,61.0,1617.0,34.0,1080.0,3815,2024-04-22 18:24:00.000,3.7.3,151.0,151.0,38,True,1677.0,1582.0,awswrangler,conda-forge/awswrangler,['pandas'],236767.0,45019168.0,https://pypi.org/project/awswrangler,2024-04-22 18:15:52.000,95.0,45004682.0,https://anaconda.org/conda-forge/awswrangler,2024-04-22 19:59:53.792,488761.0,2.0,,,,,,,,,,,,aws/aws-sdk-pandas,,,,,, +71,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-05-03 10:55:12.000,2024-04-06 14:47:44,1377.0,12.0,624,116.0,131.0,15.0,924.0,3503,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,38,True,78485.0,76873.0,xlsxwriter,conda-forge/xlsxwriter,,,20115414.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,1612.0,20048050.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3233512.0,1.0,,,,,,,,,,,,,,,,,, +72,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-04-26 07:21:12.000,2024-02-15 22:26:05,3081.0,,497,72.0,306.0,26.0,1271.0,3223,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,38,False,737033.0,733632.0,psycopg2,psycopg2,,,15169112.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,3367.0,15166332.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,283567.0,2.0,,,,,,,,,,,,,,,34.0,,, +73,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-05-11 19:07:57.000,2024-04-15 12:45:13,557.0,5.0,596,95.0,181.0,33.0,323.0,3141,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,811321.0,809292.0,pycparser,conda-forge/pycparser,,,239998581.0,https://pypi.org/project/pycparser,2024-03-30 13:22:20.000,2029.0,239171564.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,38869826.0,2.0,,,,,,,,,,,,,,,,,, +74,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-04-24 20:13:28.000,2024-04-24 20:13:10,1807.0,15.0,229,20.0,152.0,111.0,950.0,2497,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,221074.0,219653.0,alembic,conda-forge/alembic,,,38086266.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,1421.0,37982958.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4545581.0,2.0,,,,,,,,,,,,,,,,,, +75,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-05-11 12:02:33.000,2023-11-14 16:25:37,322.0,,495,54.0,267.0,284.0,324.0,2437,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1217598.0,1181497.0,pyyaml,conda-forge/pyyaml,,,319965848.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,36101.0,318954689.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,44491016.0,1.0,,,,,,,,,,,,,,,,,, +76,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-04-02 12:12:53.000,2023-12-21 21:58:06,987.0,,239,53.0,161.0,31.0,218.0,1597,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,379517.0,378428.0,greenlet,conda-forge/greenlet,,,96974052.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,1089.0,96767556.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9705314.0,1.0,,,,,,,,,,,,,,,,,, +77,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-05-13 04:10:14.000,2024-05-13 04:10:06,642.0,48.0,153,26.0,663.0,7.0,131.0,1146,2024-05-04 04:12:07.000,4.1.3,24.0,32.0,38,True,223380.0,222138.0,bcrypt,conda-forge/bcrypt,,,59567329.0,https://pypi.org/project/bcrypt,2024-05-04 04:12:07.000,1242.0,59458636.0,https://anaconda.org/conda-forge/bcrypt,2023-12-15 18:31:52.917,4891204.0,3.0,,,,,,,,,,,,,,,,,, +78,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-04-19 14:02:08.415,2024-04-19 11:11:32,2009.0,7.0,197,27.0,610.0,100.0,201.0,604,2024-04-19 11:11:54.000,5.14.3,53.0,118.0,38,True,438495.0,437198.0,traitlets,conda-forge/traitlets,,348.0,46162246.0,https://pypi.org/project/traitlets,2024-04-19 11:11:46.000,1297.0,45541174.0,https://anaconda.org/conda-forge/traitlets,2024-04-19 14:02:08.415,27326589.0,1.0,,,,,,,,,,,,,,,,,, +79,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-05-09 13:47:36.000,2024-05-09 00:08:06,4115.0,10.0,2374,473.0,2299.0,131.0,882.0,17375,2024-01-15 15:33:51.000,3.5.0,81.0,616.0,37,True,2557.0,2417.0,luigi,luigi,,,328447.0,https://pypi.org/project/luigi,2024-01-15 15:30:38.000,137.0,328301.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14454.0,2.0,,,,,,,stable/luigi,,,,,,,,3.0,,, +80,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-04-30 13:29:02.000,2023-10-22 20:53:42,936.0,,526,226.0,258.0,102.0,259.0,10056,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,129487.0,128223.0,uvloop,conda-forge/uvloop,,436.0,13195026.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1264.0,13178485.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,711119.0,2.0,,,,,,,,,,,,,,,,,, +81,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-05-16 12:33:43.000,2024-05-15 13:35:03,2926.0,144.0,642,115.0,3146.0,701.0,3491.0,9498,2024-05-15 10:28:54.000,0.30.0,97.0,130.0,37,True,1529.0,1482.0,modin,conda-forge/modin-core,['pandas'],196841.0,1338660.0,https://pypi.org/project/modin,2024-05-15 10:21:13.000,47.0,1326540.0,https://anaconda.org/conda-forge/modin-core,2024-05-15 15:08:24.901,316500.0,2.0,,,,,,,,,,,,,,,,,, +82,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-05-16 12:54:34.000,2024-03-08 23:30:02,2179.0,1.0,1381,147.0,978.0,305.0,1196.0,5493,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26055.0,25376.0,kafka-python,conda-forge/kafka-python,,1840.0,13088927.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,679.0,13083688.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,438844.0,2.0,,,,,,,,,,,,,,,,,, +83,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-04-05 19:03:54.000,2024-04-05 19:03:54,1198.0,11.0,585,135.0,337.0,32.0,227.0,4535,2024-04-04 13:55:31.000,3.6.1,47.0,127.0,37,True,97156.0,96985.0,tablib,conda-forge/tablib,,,1969679.0,https://pypi.org/project/tablib,2024-04-04 13:55:31.000,171.0,1967320.0,https://anaconda.org/conda-forge/tablib,2024-04-04 15:56:20.202,96744.0,1.0,,,,,,,,,,,,,,,,,, +84,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-04-24 16:54:46.000,2024-01-24 03:22:09,1214.0,,255,82.0,354.0,123.0,143.0,4532,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,154214.0,152835.0,toolz,conda-forge/toolz,,,35410674.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,1379.0,34951176.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,20217943.0,2.0,,,,,,,,,,,,,,,,,, +85,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-05-11 14:50:26.000,2024-05-10 18:03:49,1081.0,35.0,798,426.0,462.0,48.0,1262.0,3777,2024-04-30 15:38:52.000,8.13.1,40.0,139.0,37,True,10652.0,10313.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,205.0,4444651.0,https://pypi.org/project/elasticsearch-dsl,2024-04-30 15:38:52.000,339.0,4444541.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8483.0,2.0,,,,,,,,,,,,,,,,,, +86,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-05-16 12:30:47.000,2024-05-16 03:46:26,2771.0,19.0,1255,196.0,1262.0,174.0,1887.0,3456,2023-11-17 18:40:04.000,4.3.0,43.0,236.0,37,True,4504.0,4329.0,netmiko,,,,297179.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,175.0,297179.0,,,,3.0,,,,,,,,,,,,,,,,,, +87,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,475,90.0,309.0,157.0,329.0,2538,2023-11-25 06:56:14.000,4.9.0,20.0,107.0,37,True,381871.0,380292.0,pexpect,conda-forge/pexpect,,4373.0,72698568.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,1579.0,72260496.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,18835671.0,1.0,,,,,,,,,,,,,,,,,, +88,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-04-23 18:18:25.000,2024-03-01 18:28:13,1590.0,11.0,477,46.0,645.0,370.0,421.0,2257,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,9824.0,,python-dateutil,conda-forge/python-dateutil,,35108.0,362604999.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,9824.0,360934833.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,56774817.0,2.0,,,,,,,,,,,,,,,,,, +89,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-05-14 20:08:52.000,2024-05-14 20:08:48,1013.0,3.0,173,23.0,165.0,182.0,335.0,2155,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,37,True,161124.0,158304.0,dill,conda-forge/dill,,291819.0,56673783.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,2820.0,56531048.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6600629.0,2.0,,,,,,,,,,,,,,,,,, +90,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-05-14 18:15:59.000,2024-05-13 18:21:45,980.0,30.0,128,27.0,349.0,60.0,288.0,1632,2024-02-19 08:36:23.000,4.3.0,51.0,51.0,37,True,294251.0,293433.0,anyio,conda-forge/anyio,,,70937212.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,70653212.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,13632042.0,2.0,,,,,,,,,,,,,,,,,, +91,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-03-27 00:12:53.000,2024-03-27 00:12:53,531.0,1.0,265,29.0,108.0,111.0,185.0,966,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2162209.0,2138381.0,six,conda-forge/six,,,315827882.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,23828.0,315254184.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,55075101.0,2.0,,,,,,,,,,,,,,,,,, +92,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,,1935,465.0,554.0,479.0,1312.0,14630,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,298.0,21.0,fabric,conda-forge/fabric,,,6894805.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,277.0,6892535.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,90838.0,3.0,,,,,,,,,,,,,,,,,, +93,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-05-16 12:03:25.000,2024-05-10 21:00:41,408.0,39.0,586,151.0,385.0,233.0,154.0,13148,2024-04-30 06:30:41.000,0.0.18,21.0,72.0,36,True,12296.0,11954.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1396598.0,https://pypi.org/project/sqlmodel,2024-04-30 06:30:41.000,342.0,1395688.0,https://anaconda.org/conda-forge/sqlmodel,2024-04-30 11:39:51.617,30062.0,2.0,,,,,,,,,,,,,,,,,, +94,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,,684,134.0,395.0,190.0,461.0,6295,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,36,True,149394.0,147073.0,watchdog,conda-forge/watchdog,,,21299979.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,2321.0,21238003.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2912915.0,2.0,,,,,,,,,,,,,,,,,, +95,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-03-22 11:00:17.000,2023-12-16 21:30:31,835.0,,362,70.0,287.0,242.0,321.0,6077,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,28687.0,27493.0,pendulum,conda-forge/pendulum,,648.0,33272554.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1194.0,33251275.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,978592.0,2.0,,,,,,,,,,,,,,,,,, +96,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-04-30 12:53:13.000,2023-12-01 12:49:19,374.0,,242,47.0,146.0,118.0,141.0,3449,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,962662.0,951998.0,colorama,conda-forge/colorama,,,174840971.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,10664.0,174526545.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,30499403.0,2.0,,,,,,,,,,,,,,,,,, +97,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-05-14 08:13:45.000,2024-05-13 07:30:59,2697.0,31.0,485,123.0,571.0,343.0,1523.0,2854,2024-04-02 15:22:06.000,0.31.1,163.0,65.0,36,True,31471.0,31327.0,xlwings,conda-forge/xlwings,,17572.0,162004.0,https://pypi.org/project/xlwings,2024-04-02 15:22:06.000,144.0,146003.0,https://anaconda.org/conda-forge/xlwings,2024-04-03 07:10:36.970,752203.0,2.0,,,,,,,,,,,,,,,,,, +98,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-05-08 16:40:11.000,2024-05-08 16:40:11,863.0,14.0,200,60.0,111.0,6.0,368.0,2147,2024-04-02 09:09:24.000,2.10.0,54.0,76.0,36,True,76186.0,75335.0,numexpr,conda-forge/numexpr,,636.0,4182923.0,https://pypi.org/project/numexpr,2024-04-02 09:09:24.000,851.0,4011749.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,8044893.0,2.0,,,,,,,,,,,,,,,,,, +99,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-05-14 19:18:45.000,2024-04-08 22:57:11,1121.0,37.0,214,26.0,173.0,59.0,227.0,1912,2024-04-08 22:59:21.000,7.0.1,78.0,81.0,36,True,11303.0,10480.0,deepdiff,conda-forge/deepdiff,,,11490167.0,https://pypi.org/project/deepdiff,2024-04-08 22:59:21.000,823.0,11481084.0,https://anaconda.org/conda-forge/deepdiff,2024-04-09 14:12:56.546,426919.0,1.0,,,,,,,,,,,,,,,,,, +100,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-05-15 21:32:03.000,2024-05-15 07:27:38,536.0,29.0,271,26.0,128.0,16.0,151.0,1827,2024-04-21 07:57:57.000,2.11.1,47.0,68.0,36,True,71280.0,70313.0,emoji,conda-forge/emoji,,,3784962.0,https://pypi.org/project/emoji,2024-04-21 07:57:57.000,967.0,3783349.0,https://anaconda.org/conda-forge/emoji,2024-04-21 15:09:41.834,72614.0,1.0,,,,,,,,,,,,,,,,,, +101,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-05-16 13:37:38.000,2024-05-14 03:33:05,1942.0,55.0,256,44.0,1058.0,334.0,420.0,1348,2024-05-07 21:33:10.000,2.18.0,77.0,100.0,36,True,4638.0,3769.0,zarr,conda-forge/zarr,,,693319.0,https://pypi.org/project/zarr,2024-05-07 21:33:10.000,869.0,626976.0,https://anaconda.org/conda-forge/zarr,2024-05-08 03:03:42.681,3051820.0,2.0,,,,,,,,,,,,,,,,,, +102,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-04-27 20:34:57.000,2024-04-27 20:33:54,1504.0,97.0,167,33.0,186.0,68.0,243.0,1221,2024-04-11 09:05:40.000,3.0.4,42.0,76.0,36,True,1224.0,,jsonpickle,conda-forge/jsonpickle,,,11924850.0,https://pypi.org/project/jsonpickle,2024-04-11 09:05:40.000,1224.0,11878518.0,https://anaconda.org/conda-forge/jsonpickle,2024-04-11 14:48:35.125,1714309.0,2.0,,,,,,,,,,,,,,,,,, +103,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-05-13 21:41:34.000,2024-03-22 15:16:53,1393.0,7.0,318,33.0,336.0,200.0,240.0,1213,2024-03-24 15:17:24.000,0.41.2,215.0,120.0,36,True,30856.0,30007.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6782487.0,https://pypi.org/project/sqlalchemy-utils,2024-03-24 15:17:24.000,849.0,6770536.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,573675.0,2.0,,,,,,,,,,,,,,,,,, +104,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-05-15 15:05:51.000,2024-05-15 15:05:03,1042.0,15.0,266,19.0,411.0,135.0,330.0,820,2024-05-15 15:05:51.000,2024.5.0,70.0,139.0,36,True,18934.0,17994.0,s3fs,conda-forge/s3fs,,,253403791.0,https://pypi.org/project/s3fs,2024-05-15 15:05:51.000,940.0,253252624.0,https://anaconda.org/conda-forge/s3fs,2024-03-19 13:28:34.302,6802530.0,2.0,,,,,,,,,,,,,,,,,, +105,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-05-16 11:02:18.000,2024-05-16 11:02:18,80.0,65.0,1828,229.0,3082.0,727.0,2875.0,13169,2024-04-01 17:47:56.000,5.0.4,185.0,19.0,35,False,12185.0,11659.0,pysimplegui,conda-forge/pysimplegui,,,793779.0,https://pypi.org/project/pysimplegui,2024-04-01 17:47:56.000,526.0,791212.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,146355.0,2.0,,,,,,,,,,,,,,,,,, +106,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-04-30 16:46:51.000,2024-03-02 19:39:49,2435.0,1.0,1231,231.0,482.0,161.0,1024.0,8257,2022-12-24 01:04:06.789,4.2.5,51.0,177.0,35,True,10760.0,10640.0,supervisor,conda-forge/supervisor,,,1689400.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,120.0,1682394.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,301285.0,2.0,,,,,,,,,,,,,,,,,, +107,docopt,docopt/docopt,This project is no longer maintained. Please see https://github.com/jazzband/docopt-ng.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-04-02 14:04:31.000,2024-04-02 14:04:30,448.0,1.0,562,161.0,112.0,265.0,187.0,7891,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,35,True,120836.0,117573.0,docopt,conda-forge/docopt,,,11165492.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,3263.0,11143848.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2099550.0,2.0,,,,,,,,,,,,,,,,,, +108,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-04-28 21:53:43.000,2024-04-28 21:53:40,1562.0,27.0,347,140.0,205.0,70.0,109.0,6427,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7429.0,7083.0,boltons,conda-forge/boltons,,30.0,4320865.0,https://pypi.org/project/boltons,2024-03-31 21:24:05.000,346.0,4218685.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4802486.0,2.0,,,,,,,,,,,,,,,,,, +109,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-05-04 13:33:14.000,2024-05-03 21:43:51,225.0,4.0,461,106.0,101.0,95.0,164.0,5393,2022-05-08 07:00:02.000,0.13.0,29.0,51.0,35,True,69096.0,66260.0,xmltodict,conda-forge/xmltodict,,,46245829.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,2836.0,46203786.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3910001.0,2.0,,,,,,,,,,,,,,,,,, +110,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-05-08 22:44:42.000,2024-05-08 22:44:21,1078.0,52.0,378,49.0,400.0,63.0,327.0,3098,2024-03-26 08:43:19.000,7.0.4,61.0,120.0,35,True,504.0,,smart-open,conda-forge/smart_open,,,24969193.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,504.0,24916965.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2402507.0,2.0,,,,,,,,,,,,piskvorky/smart_open,,,,,, +111,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-05-16 04:35:04.000,2024-04-16 21:51:23,517.0,5.0,553,122.0,231.0,54.0,1001.0,2860,2024-02-05 17:00:57.000,5.1.0,64.0,59.0,35,False,57866.0,56915.0,pyodbc,conda-forge/pyodbc,,,25841137.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,951.0,25810462.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1319039.0,2.0,,,,,,,,,,,,,,,,,, +112,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,,428,55.0,312.0,11.0,325.0,2415,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,35,True,164768.0,163982.0,mysqlclient,conda-forge/mysqlclient,,5292.0,7222795.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,786.0,7214967.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,357486.0,2.0,,,,,,,,,,,,,,,,,, +113,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-05-15 22:16:07.000,2024-05-15 22:16:06,1797.0,21.0,209,92.0,274.0,,,2335,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,89980.0,89441.0,motor,conda-forge/motor,,,1804395.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,539.0,1802837.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,67028.0,2.0,,,,,,,,,,,,,,,,,, +114,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-04-25 20:31:00.000,2023-10-25 20:31:08,725.0,,141,40.0,115.0,26.0,151.0,1987,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,35,True,339462.0,338458.0,pyrsistent,conda-forge/pyrsistent,,,41168256.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,1004.0,40718289.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20698515.0,1.0,,,,,,,,,,,,,,,,,, +115,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-05-14 07:22:59.591,2024-05-07 13:01:54,887.0,19.0,222,47.0,308.0,3.0,289.0,1848,2024-03-01 12:34:50.000,1.0.8,25.0,79.0,35,True,1891.0,,msgpack,conda-forge/msgpack-python,,1310.0,74575387.0,https://pypi.org/project/msgpack,2024-05-07 15:21:53.000,1891.0,74207773.0,https://anaconda.org/conda-forge/msgpack-python,2024-05-14 07:22:59.591,15806711.0,2.0,,,,,,,,,,,,,,,,,, +116,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-05-12 21:49:06.000,2024-05-12 21:49:06,772.0,6.0,124,35.0,221.0,53.0,213.0,1372,2024-04-14 21:26:49.000,3.3.0,127.0,73.0,35,True,53878.0,52574.0,argcomplete,conda-forge/argcomplete,,361.0,29515582.0,https://pypi.org/project/argcomplete,2024-04-14 21:26:49.000,1304.0,29480558.0,https://anaconda.org/conda-forge/argcomplete,2024-04-15 20:41:57.799,1610988.0,2.0,,,,,,,,,,,,,,,,,, +117,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-05-12 09:27:24.000,2024-04-17 03:25:22,1331.0,51.0,191,50.0,211.0,87.0,374.0,1194,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3696.0,3652.0,petl,conda-forge/petl,,,1764531.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,44.0,1759674.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,228280.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +118,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-04-23 17:16:34.000,2024-04-16 03:31:16,792.0,7.0,211,40.0,122.0,149.0,272.0,1146,2020-01-25 14:40:31.000,0.10.9,32.0,41.0,35,True,39739.0,39455.0,py4j,conda-forge/py4j,,,49724133.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,284.0,49663934.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5598557.0,2.0,,,,,,,,,,,,py4j/py4j,,,,,, +119,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-05-16 10:41:59.000,2024-05-07 06:24:26,427.0,73.0,144,13.0,203.0,2.0,169.0,914,2024-04-19 13:31:58.000,0.28.1,51.0,52.0,35,True,120472.0,117584.0,validators,conda-forge/validators,,27.0,7391752.0,https://pypi.org/project/validators,2024-04-19 13:27:28.000,2888.0,7378202.0,https://anaconda.org/conda-forge/validators,2024-04-19 15:42:23.860,623299.0,2.0,,,,,,,,,,,,python-validators/validators,,,,,, +120,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-05-13 17:17:39.000,2024-05-13 17:17:38,310.0,16.0,100,16.0,212.0,14.0,96.0,699,2024-04-29 15:59:29.000,3.14.0,69.0,46.0,35,True,438712.0,436672.0,filelock,conda-forge/filelock,,,142409965.0,https://pypi.org/project/filelock,2024-04-29 15:59:29.000,2040.0,142036763.0,https://anaconda.org/conda-forge/filelock,2024-04-29 20:37:42.891,17913711.0,2.0,,,,,,,,,,,,tox-dev/filelock,,,,,, +121,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-04-15 19:31:54.296,2020-03-21 18:06:04,970.0,,112,33.0,105.0,59.0,68.0,240,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,499106.0,497510.0,pyasn1,conda-forge/pyasn1,,,208782249.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,1596.0,206982102.0,https://anaconda.org/conda-forge/pyasn1,2024-04-15 19:31:54.296,14401176.0,2.0,,,,,,,,,,,,,,,,,, +122,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-05-16 08:56:47.000,2024-05-16 08:56:46,745.0,35.0,42,4.0,42.0,5.0,70.0,51,2024-05-16 09:02:22.000,3.18.2,51.0,28.0,35,False,679094.0,676882.0,zipp,conda-forge/zipp,,,207844884.0,https://pypi.org/project/zipp,2024-03-14 21:09:02.000,2212.0,206985257.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,37823611.0,2.0,,,,,,,,,,,,,,,,,, +123,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-05-13 08:57:46.000,2024-04-28 12:39:23,396.0,1.0,951,212.0,188.0,158.0,299.0,11523,2023-10-01 13:58:38.000,1.2.1,26.0,60.0,34,True,35289.0,34648.0,schedule,conda-forge/schedule,,,2262276.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,641.0,2260877.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,55962.0,3.0,,,,,,,,,,,,,,,,,, +124,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-05-02 18:52:41.000,2024-04-03 21:42:43,1878.0,3.0,599,122.0,1306.0,277.0,1111.0,8264,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,34,True,23484.0,23473.0,hydra,conda-forge/hydra-core,,,28917.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,11.0,9858.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,972051.0,2.0,,,,,,,,,,,,,,,,,, +125,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,3.0,494,134.0,236.0,7.0,470.0,6863,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,15359.0,14640.0,sh,conda-forge/sh,,,7951816.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,719.0,7947162.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,200156.0,3.0,,,,,,,,,,,,,,,,,, +126,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-05-09 01:21:31.257,2024-03-14 10:25:38,497.0,4.0,261,47.0,215.0,100.0,156.0,6076,2024-05-07 08:48:14.000,8.3.0,54.0,92.0,34,True,2294.0,,tenacity,conda-forge/tenacity,,,62830251.0,https://pypi.org/project/tenacity,2024-05-07 08:48:14.000,2294.0,62677651.0,https://anaconda.org/conda-forge/tenacity,2024-05-09 01:21:31.257,6561817.0,2.0,,,,,,,,,,,,,,,,,, +127,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2024-05-14 19:08:25.982,2024-05-14 11:05:43,1073.0,50.0,521,92.0,198.0,16.0,440.0,5413,2024-05-14 15:30:09.000,0.9.1,48.0,77.0,34,True,3616.0,3446.0,transitions,conda-forge/transitions,,,638601.0,https://pypi.org/project/transitions,2024-05-14 15:30:09.000,170.0,624922.0,https://anaconda.org/conda-forge/transitions,2024-05-14 19:08:25.982,642929.0,1.0,,,,,,,,,,,,,2.0,,,,, +128,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-05-14 13:48:24.000,2024-05-14 13:48:24,1225.0,31.0,348,44.0,515.0,558.0,519.0,4272,2024-04-26 15:59:33.000,0.20.1,152.0,134.0,34,True,7799.0,7641.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,139177.0,https://pypi.org/project/tortoise-orm,2024-04-26 15:59:33.000,158.0,138668.0,https://anaconda.org/conda-forge/tortoise-orm,2024-04-26 21:09:33.118,17847.0,2.0,,,,,,,,,,,,,,,,,, +129,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-05-15 14:37:47.772,2024-05-13 11:09:20,921.0,12.0,363,87.0,283.0,27.0,318.0,4253,2024-05-14 02:00:27.000,5.10.0,38.0,88.0,34,True,2171.0,,ujson,conda-forge/ujson,,,14915868.0,https://pypi.org/project/ujson,2024-05-14 02:00:27.000,2171.0,14814628.0,https://anaconda.org/conda-forge/ujson,2024-05-15 14:37:47.772,4758311.0,3.0,,,,,,,,,,,,,,,,,, +130,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-05-12 10:49:37.021,2024-05-12 06:37:14,515.0,17.0,331,22.0,143.0,34.0,138.0,3946,2024-05-12 06:45:10.000,5.2.0,91.0,24.0,34,True,31237.0,30463.0,gdown,conda-forge/gdown,,,1465331.0,https://pypi.org/project/gdown,2024-05-12 06:45:10.000,774.0,1459469.0,https://anaconda.org/conda-forge/gdown,2024-05-12 10:49:37.021,275552.0,2.0,,,,,,,,,,,,,2.0,,,,, +131,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-05-15 01:39:48.000,2024-04-16 14:17:42,560.0,3.0,786,72.0,435.0,107.0,441.0,3800,2024-02-14 15:55:57.000,0.20.0,50.0,146.0,34,True,1479.0,,prometheus_client,conda-forge/prometheus_client,,,35769387.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,1479.0,35430481.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,16267489.0,2.0,,,,,,,,,,,,,,,,,, +132,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-04-10 10:56:30.000,2024-03-01 17:30:12,335.0,5.0,258,51.0,209.0,130.0,200.0,3713,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,23178.0,23019.0,databases,conda-forge/databases,,,591416.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,159.0,586600.0,https://anaconda.org/conda-forge/databases,2024-04-06 18:59:56.305,202303.0,2.0,,,,,,,,,,,,,,,,,, +133,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-05-09 00:56:06.000,2024-04-19 19:36:17,759.0,23.0,287,34.0,534.0,117.0,390.0,3547,2024-03-18 20:33:02.000,3.2.5,87.0,123.0,34,True,8829.0,8418.0,dynaconf,conda-forge/dynaconf,,,3106050.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,411.0,3104298.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,75372.0,2.0,,,,,,,,,,,,dynaconf/dynaconf,,,,,, +134,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-05-03 09:34:50.916,2024-05-03 05:31:04,1649.0,19.0,411,87.0,114.0,10.0,172.0,3411,2024-05-03 06:12:03.000,8.13.36,245.0,31.0,34,True,528.0,,phonenumbers,conda-forge/phonenumbers,,,6675621.0,https://pypi.org/project/phonenumbers,2024-05-03 06:12:03.000,528.0,6650508.0,https://anaconda.org/conda-forge/phonenumbers,2024-05-03 09:34:50.916,904080.0,1.0,,,,,,,,,,,,,,,,,, +135,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,197,34.0,53.0,24.0,166.0,3247,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,1135.0,,sortedcontainers,conda-forge/sortedcontainers,,,54452210.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,1135.0,54319654.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12460280.0,1.0,,,,,,,,,,,,,,,,,, +136,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2024-04-18 05:00:52.000,2023-10-23 15:11:13,1142.0,,237,50.0,267.0,19.0,334.0,3116,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16641.0,15986.0,cerberus,conda-forge/cerberus,,,4898607.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,655.0,4885713.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,373933.0,2.0,,,,,,,,,,,,,,,,,, +137,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-04-29 08:13:36.172,2024-04-29 06:44:56,1281.0,7.0,181,51.0,329.0,133.0,225.0,2758,2024-04-29 06:09:47.000,1.8.3,29.0,112.0,34,True,6646.0,6359.0,plumbum,conda-forge/plumbum,,,3180175.0,https://pypi.org/project/plumbum,2024-04-29 06:09:47.000,287.0,3154461.0,https://anaconda.org/conda-forge/plumbum,2024-04-29 08:13:36.172,1002874.0,3.0,,,,,,,,,,,,,-1.0,,,,, +138,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-04-08 15:27:15.000,2024-04-08 15:27:15,1517.0,2.0,466,133.0,572.0,323.0,379.0,2467,2023-11-17 10:47:56.000,1.2.0,30.0,139.0,34,True,28918.0,27915.0,dateparser,conda-forge/dateparser,,,7371142.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1003.0,7366573.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,214748.0,2.0,,,,,,,,,,,,,-1.0,,,,, +139,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-05-14 13:32:44.000,2024-04-26 15:15:44,1035.0,3.0,283,36.0,377.0,211.0,261.0,2386,2023-12-02 01:23:36.121,0.0.1,214.0,101.0,34,True,21434.0,21282.0,pypika,conda-forge/pypika,,,3032607.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,152.0,3032155.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,14031.0,2.0,,,,,,,,,,,,,,,,,, +140,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-05-01 18:11:35.000,2024-05-01 18:09:33,303.0,15.0,159,27.0,70.0,12.0,233.0,2127,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,34,True,2409.0,,cachetools,conda-forge/cachetools,,,136277228.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,2409.0,136041130.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,11332730.0,1.0,,,,,,,,,,,,,,,,,, +141,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,334,65.0,124.0,22.0,181.0,1635,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,34,True,126718.0,124198.0,simplejson,conda-forge/simplejson,,6450.0,19913941.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,2520.0,19846106.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3252977.0,3.0,,,,,,,,,,,,,,,,,, +142,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-05-15 15:58:35.000,2024-05-15 15:58:34,812.0,72.0,222,59.0,534.0,153.0,638.0,1548,2019-06-19 22:31:20.000,3.7.4,16.0,99.0,34,True,3098.0,,typing,conda-forge/typing,,,8912249.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,3098.0,8881299.0,https://anaconda.org/conda-forge/typing,2023-06-16 13:15:45.541,3033156.0,2.0,,,,,,,,,,,,,,,,,, +143,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-05-09 06:08:08.000,2024-05-09 05:53:37,4984.0,143.0,270,61.0,427.0,170.0,562.0,1277,2023-11-27 12:13:28.000,3.9.2,46.0,134.0,34,True,1337.0,,tables,conda-forge/pytables,,187.0,1176166.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,1337.0,1020096.0,https://anaconda.org/conda-forge/pytables,2024-04-11 01:09:49.952,7179157.0,2.0,,,,,,,,,,,,,,,,,, +144,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-05-07 09:37:03.000,2024-05-07 09:37:02,543.0,11.0,85,23.0,318.0,32.0,75.0,1231,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,34,True,21888.0,21588.0,cleo,conda-forge/cleo,,,33145071.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,300.0,33128439.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,715205.0,3.0,,,,,,,,,,,,python-poetry/cleo,,,,,, +145,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-04-30 14:10:04.000,2024-04-24 16:07:31,1049.0,55.0,100,22.0,95.0,28.0,89.0,924,2024-04-23 19:54:21.000,7.2.1,51.0,55.0,34,True,21970.0,21363.0,inflect,conda-forge/inflect,,,5831561.0,https://pypi.org/project/inflect,2024-04-23 19:54:08.000,607.0,5823606.0,https://anaconda.org/conda-forge/inflect,2024-04-23 20:49:31.710,373898.0,1.0,,,,,,,,,,,,,,,,,, +146,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,106,24.0,58.0,16.0,93.0,813,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,570943.0,568906.0,decorator,conda-forge/decorator,,,105317660.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,2037.0,105026525.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,27366732.0,2.0,,,,,,,,,,,,,,,,,, +147,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-05-01 09:06:29.000,2024-04-30 21:09:40,1179.0,10.0,308,32.0,858.0,8.0,547.0,779,2024-04-30 21:21:13.000,7.2.7,114.0,132.0,34,True,7977.0,7476.0,minio,conda-forge/minio,,,2474298.0,https://pypi.org/project/minio,2024-04-30 21:09:34.000,501.0,2470597.0,https://anaconda.org/conda-forge/minio,2024-05-01 07:15:23.489,166552.0,2.0,,,,,,,,,,,,,,,,,, +148,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,,84,13.0,36.0,33.0,55.0,315,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,34,True,1948800.0,1938267.0,pytz,conda-forge/pytz,,51.0,179435850.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,10533.0,178180494.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,52724252.0,2.0,,,,,,,,,,,,,,,,,, +149,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-04-23 16:27:54.000,2024-04-02 20:25:22,612.0,8.0,127,19.0,242.0,51.0,36.0,199,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,34,True,286030.0,285368.0,s3transfer,conda-forge/s3transfer,,,336170465.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,662.0,335740526.0,https://anaconda.org/conda-forge/s3transfer,2024-03-15 10:11:00.171,18487416.0,2.0,,,,,,,,,,,,,,,,,, +150,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-04-16 12:57:09.000,2024-04-13 12:05:08,534.0,1.0,2243,389.0,480.0,376.0,189.0,35063,2023-10-30 14:16:37.000,0.23.4,45.0,138.0,33,True,1527.0,1460.0,diagrams,conda-forge/diagrams,,,771229.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,67.0,767392.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,184201.0,2.0,,,,,,,,,,,,,,,,,, +151,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-05-16 10:20:29.000,2024-05-16 02:49:42,15888.0,241.0,7369,735.0,6052.0,1798.0,3787.0,18451,2024-02-20 12:36:21.000,1.22.2,18.0,630.0,33,True,,,micropython-_markupbase,,,78061.0,963.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,,,,,,2.0,,,,,,,,,,,,,,,,,, +152,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-05-09 15:41:21.000,2024-04-13 19:23:34,2808.0,3.0,645,150.0,504.0,280.0,1023.0,12387,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,3048.0,2945.0,dearpygui,,,,44759.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,103.0,44759.0,,,,2.0,,,,,,,,,,,,,,,,,, +153,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-05-16 04:59:47.000,2024-05-16 04:59:47,8915.0,135.0,594,86.0,2365.0,53.0,395.0,7746,2024-05-15 23:20:19.000,3.9.6,154.0,130.0,33,True,2822.0,2818.0,hub,,,,4645.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,4.0,4645.0,,,,2.0,,,,,,,,,,,,activeloopai/deeplake,,,,,, +154,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-05-08 18:38:27.000,2024-05-02 17:58:14,1969.0,39.0,601,128.0,338.0,28.0,877.0,5838,2024-05-01 19:52:25.000,2.0.0,42.0,108.0,33,True,1677.0,1638.0,csvkit,conda-forge/csvkit,,,159877.0,https://pypi.org/project/csvkit,2024-05-01 19:52:25.000,39.0,156813.0,https://anaconda.org/conda-forge/csvkit,2024-05-02 06:32:22.723,110317.0,2.0,,,,,,,,,,,,,-1.0,,,,, +155,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-05-09 19:42:05.505,2023-01-31 21:17:34,775.0,,429,79.0,71.0,396.0,195.0,3702,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,33,False,17364.0,16703.0,keyboard,conda-forge/keyboard,,,443072.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,661.0,442271.0,https://anaconda.org/conda-forge/keyboard,2024-05-09 19:42:05.505,28038.0,2.0,,,,,,,,,,,,,,,,,, +156,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-05-16 13:41:13.000,2024-05-14 07:25:21,6491.0,206.0,404,40.0,2406.0,68.0,245.0,3686,2024-05-14 09:54:32.000,0.57.1,139.0,93.0,33,True,524.0,521.0,zenml,,,1.0,32395.0,https://pypi.org/project/zenml,2024-05-14 08:14:41.000,3.0,32395.0,,,,2.0,,,,,,,,,,,,,,,,,, +157,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-05-15 18:02:19.000,2024-05-14 02:30:43,720.0,87.0,278,18.0,711.0,310.0,469.0,3041,2024-05-14 04:45:14.000,0.19.3,91.0,131.0,33,True,1743.0,1562.0,pandera,conda-forge/pandera-core,['pandas'],,2521633.0,https://pypi.org/project/pandera,2024-05-14 04:45:14.000,181.0,2520762.0,https://anaconda.org/conda-forge/pandera-core,2024-05-08 14:40:29.941,37460.0,2.0,,,,,,,,,,,,unionai-oss/pandera,,,,,, +158,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-05-06 13:55:55.000,2024-05-06 13:55:55,438.0,8.0,211,54.0,155.0,96.0,81.0,2840,2024-05-04 10:56:13.000,0.7.7,27.0,69.0,33,True,9846.0,9106.0,schema,conda-forge/schema,,,16735923.0,https://pypi.org/project/schema,2024-05-04 10:56:13.000,740.0,16732387.0,https://anaconda.org/conda-forge/schema,2024-05-04 13:28:54.774,162693.0,2.0,,,,,,,,,,,,,,,,,, +159,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-05-06 19:31:43.000,2024-04-29 07:32:26,1448.0,4.0,221,44.0,1237.0,66.0,569.0,2780,2023-12-22 12:12:56.000,0.40.0,740.0,74.0,33,True,4369.0,4301.0,docarray,conda-forge/docarray,,,82993.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,68.0,78177.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,134864.0,2.0,,,,,,,,,,,,docarray/docarray,,,,,, +160,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,,149,36.0,66.0,49.0,66.0,2557,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,33,True,147082.0,144610.0,aiofiles,conda-forge/aiofiles,,,16750015.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2472.0,16725419.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1057638.0,3.0,,,,,,,,,,,,,,,,,, +161,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-05-16 04:35:27.000,2024-05-15 05:33:51,332.0,1.0,275,47.0,114.0,21.0,191.0,2554,2022-06-07 20:16:57.000,0.4.27,28.0,62.0,33,True,58517.0,57126.0,python-magic,conda-forge/python-magic,,,8606550.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,1391.0,8600621.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,254971.0,2.0,,,,,,,,,,,,,,,,,, +162,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,172,35.0,161.0,56.0,88.0,2093,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,False,1399.0,,jmespath,conda-forge/jmespath,,,184194035.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,1399.0,183997080.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,18513777.0,3.0,,,,,,,,,,,,,,,,,, +163,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-05-16 12:52:03.000,2024-05-15 09:19:11,1487.0,86.0,166,20.0,1014.0,72.0,399.0,1703,2024-04-04 16:09:07.000,9.2.0,61.0,76.0,33,True,1088.0,975.0,copier,,,,340075.0,https://pypi.org/project/copier,2024-04-04 16:09:07.000,113.0,340075.0,,,,2.0,,,,,,,,,,,,,,,,,, +164,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,2.0,106,35.0,78.0,2.0,71.0,1455,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,33,True,84620.0,83266.0,python-slugify,conda-forge/python-slugify,,,18794632.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,1354.0,18750334.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,2037731.0,2.0,,,,,,,,,,,,,,,,,, +165,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-05-09 04:22:30.000,2024-05-03 14:32:03,6048.0,9.0,539,77.0,1128.0,15.0,,1375,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,33,True,7092.0,6898.0,cassandra-driver,conda-forge/cassandra-driver,,,1817392.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,194.0,1812779.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,207590.0,3.0,,,,,,,,,,,,,,,,,, +166,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-05-13 22:14:15.000,2024-05-13 22:14:08,760.0,37.0,122,23.0,318.0,51.0,136.0,1174,2024-04-20 21:34:40.000,1.5.0,23.0,54.0,33,True,1970.0,,pluggy,conda-forge/pluggy,,,137392715.0,https://pypi.org/project/pluggy,2024-04-20 21:34:40.000,1970.0,136789971.0,https://anaconda.org/conda-forge/pluggy,2024-04-21 02:40:17.306,25917998.0,2.0,,,,,,,,,,,,,,,,,, +167,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-04-24 15:51:24.000,2024-04-24 15:51:24,1307.0,45.0,144,38.0,87.0,4.0,136.0,1087,2024-04-09 00:46:13.000,16.14.0,30.0,54.0,33,True,15077.0,14879.0,path,conda-forge/path,,,1456203.0,https://pypi.org/project/path,2024-04-09 00:46:03.000,198.0,1445084.0,https://anaconda.org/conda-forge/path,2024-04-15 23:12:51.805,533759.0,3.0,,,,,,,,,,,,,,,,,, +168,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-05-09 19:18:33.000,2024-05-04 17:03:40,1278.0,5.0,99,32.0,212.0,50.0,194.0,1010,2024-02-25 01:29:56.000,1.3.8,41.0,31.0,33,True,48081.0,47672.0,Bottleneck,conda-forge/bottleneck,,,1023704.0,https://pypi.org/project/Bottleneck,2024-05-04 15:57:25.000,409.0,929591.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,4046878.0,2.0,,,,,,,,,,,,,,,,,, +169,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-05-15 05:59:43.000,2024-05-15 05:58:03,1305.0,32.0,262,19.0,217.0,29.0,310.0,901,2024-05-15 05:58:07.000,1.5.36,147.0,60.0,33,True,7055.0,6422.0,fastcore,conda-forge/fastcore,,,1744868.0,https://pypi.org/project/fastcore,2024-05-11 06:09:12.000,633.0,1742299.0,https://anaconda.org/conda-forge/fastcore,2024-05-11 09:39:27.187,74522.0,2.0,,,,,,,,,,,,,,,,,, +170,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-05-15 09:50:28.000,2024-05-15 09:50:27,1541.0,15.0,186,99.0,795.0,4.0,240.0,870,2024-04-26 12:44:18.000,4.4.12,136.0,43.0,33,True,9221.0,9160.0,neo4j-driver,conda-forge/neo4j-python-driver,,,146744.0,https://pypi.org/project/neo4j-driver,2024-04-26 12:39:55.000,61.0,142338.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-04-26 13:46:42.453,207123.0,3.0,,,,,,,,,,,,,,,,,, +171,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-05-13 19:42:39.000,2024-05-09 21:36:15,408.0,19.0,119,61.0,425.0,36.0,308.0,422,2024-03-07 17:11:22.000,0.22.0,46.0,51.0,33,True,10220.0,10038.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,14409069.0,https://pypi.org/project/pandas-gbq,2024-03-07 17:11:22.000,182.0,14365067.0,https://anaconda.org/conda-forge/pandas-gbq,2024-03-22 20:48:08.228,1891954.0,3.0,,,,,,,,,,,,,,,,,, +172,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-05-06 20:52:44.000,2024-02-14 20:05:06,355.0,,56,13.0,73.0,19.0,40.0,376,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,547736.0,546195.0,wcwidth,conda-forge/wcwidth,,,66162741.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,1541.0,65632035.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,24943203.0,3.0,,,,,,,,,,,,,,,,,, +173,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-05-13 16:24:43.000,2023-11-03 12:31:26,810.0,,136,24.0,97.0,49.0,141.0,319,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,110701.0,110114.0,asn1crypto,conda-forge/asn1crypto,,,80518134.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,587.0,80416032.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8474486.0,3.0,,,,,,,,,,,,,,,,,, +174,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 12:46:10.232,2024-03-30 00:01:36,370.0,27.0,570,186.0,90.0,38.0,90.0,7103,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,32,True,1212.0,1166.0,records,conda-forge/records,,,213618.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,46.0,212911.0,https://anaconda.org/conda-forge/records,2024-03-30 12:46:10.232,25481.0,3.0,,,,,,,,,,,,,,,,,, +175,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-05-13 11:14:27.000,2023-07-24 18:53:19,697.0,,515,107.0,162.0,26.0,293.0,6552,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13788.0,13148.0,tinydb,conda-forge/tinydb,,,561132.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,640.0,556962.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,396217.0,3.0,,,,,,,,,,,,,,,,,, +176,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-05-15 12:09:40.000,2024-05-12 23:20:17,8581.0,420.0,641,84.0,1479.0,186.0,710.0,4122,2024-05-08 01:33:21.000,0.4.4,68.0,262.0,32,True,31.0,3.0,toga,,,3410.0,6473.0,https://pypi.org/project/toga,2024-05-08 01:33:21.000,23.0,6277.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,5.0,17.0,,,,,,,,,,,,, +177,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-05-13 14:01:02.000,2022-12-19 03:14:24,1998.0,,281,53.0,207.0,217.0,359.0,3615,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3390.0,3200.0,dependency-injector,conda-forge/dependency_injector,,,1107842.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,190.0,1106468.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,43984.0,2.0,,,,,,,,,,,,,,,,,, +178,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-05-12 14:41:30.000,2023-09-25 09:31:59,4024.0,,239,87.0,82.0,316.0,332.0,3533,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4163.0,4000.0,pony,conda-forge/pony,,103.0,171036.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,163.0,168678.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,99044.0,3.0,,,,,,,,,,,,,,,,,, +179,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,355,316.0,1630.0,113.0,486.0,3322,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,367.0,336.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,2212982.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,31.0,2207375.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,335465.0,3.0,,,,,,,,,,,,,,,,,, +180,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,672,141.0,454.0,143.0,402.0,2831,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,32,True,24192.0,23936.0,pandas-datareader,conda-forge/pandas-datareader,,,480211.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,256.0,476002.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,357788.0,2.0,,,,,,,,,,,,,,,,,, +181,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,,191,28.0,76.0,4.0,90.0,2687,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,True,130160.0,129518.0,python-decouple,conda-forge/python-decouple,,12.0,3627467.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,642.0,3626429.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,83068.0,3.0,,,,,,,,,,,,HBNetwork/python-decouple,,,,,, +182,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-02-06 22:03:35.000,2021-08-21 19:45:33,503.0,,436,96.0,161.0,3.0,,2137,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,32,False,221219.0,218220.0,xlrd,conda-forge/xlrd,,,23086908.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,2999.0,23043077.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3769517.0,2.0,,,,,,,,,,,,,,,,,, +183,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-05-06 17:17:56.000,2024-04-27 13:42:34,10054.0,89.0,927,84.0,1804.0,85.0,124.0,2016,2023-08-10 08:07:04.000,3.8.0,71.0,478.0,32,True,163.0,,apache-libcloud,,,,195123.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,163.0,195123.0,,,,3.0,,,,,,,,,,,,,,,,,, +184,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-04-12 09:03:53.000,2023-11-10 08:22:03,735.0,,222,45.0,71.0,50.0,142.0,1984,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,32,True,2093.0,,wrapt,conda-forge/wrapt,,,141644995.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,2093.0,141295980.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,15007655.0,3.0,,,,,,,,,,,,,,,,,, +185,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,,214,36.0,261.0,40.0,211.0,1803,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,32,True,16439.0,15907.0,voluptuous,conda-forge/voluptuous,,,2663955.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,532.0,2655357.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,361121.0,2.0,,,,,,,,,,,,,,,,,, +186,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-05-15 08:43:51.000,2024-04-08 17:09:24,438.0,1.0,164,29.0,284.0,87.0,168.0,1584,2023-10-16 12:58:45.000,3.0.0,39.0,59.0,32,True,1583.0,,cloudpickle,conda-forge/cloudpickle,,27.0,42717766.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,1583.0,42350709.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,16884634.0,3.0,,,,,,,,,,,,,,,,,, +187,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-04-30 00:08:14.000,2024-01-14 23:04:32,1101.0,,219,47.0,181.0,61.0,337.0,1486,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2558.0,2483.0,pygsheets,,,,1791221.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,75.0,1791221.0,,,,3.0,,,,,,,,,,,,,,,,,, +188,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-05-06 23:44:36.057,2024-04-12 00:47:41,2339.0,62.0,436,,,,,1348,2023-06-21 16:43:02.350,0.27.1,76.0,228.0,32,True,309.0,,holidays,conda-forge/holidays,,,7266777.0,https://pypi.org/project/holidays,2024-05-06 16:47:35.000,309.0,7183397.0,https://anaconda.org/conda-forge/holidays,2024-05-06 23:44:36.057,3835515.0,3.0,,,,,,,,,,,,,,,,,, +189,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,178,30.0,95.0,65.0,142.0,1188,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7410.0,7088.0,sshtunnel,conda-forge/sshtunnel,,,13255121.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,322.0,13253522.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,147115.0,3.0,,,,,,,,,,,,,,,,,, +190,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,96,67.0,94.0,50.0,59.0,1029,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,289264.0,284973.0,appdirs,conda-forge/appdirs,,,27754610.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,4291.0,27648936.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10356055.0,3.0,,,,,,,,,,,,,,,,,, +191,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-05-13 14:55:53.000,2024-05-13 14:55:53,2187.0,44.0,139,42.0,437.0,104.0,265.0,986,2024-04-24 15:26:55.000,2.0.5,35.0,89.0,32,True,2480.0,2312.0,intake,conda-forge/intake,,,87622.0,https://pypi.org/project/intake,2024-04-24 15:26:55.000,168.0,75347.0,https://anaconda.org/conda-forge/intake,2024-04-24 22:56:59.849,576965.0,2.0,,,,,,,,,,,,,,,,,, +192,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-05-13 23:22:12.000,2024-04-19 23:37:00,1357.0,14.0,95,20.0,828.0,23.0,133.0,394,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,32,True,1290.0,,multidict,conda-forge/multidict,,6636.0,109117322.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,1290.0,108828847.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,12401416.0,2.0,,,,,,,,,,,,,,,,,, +193,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-04-29 19:47:30.000,2024-04-24 15:42:34,948.0,70.0,41,12.0,63.0,3.0,244.0,58,2024-03-21 13:42:43.000,6.4.0,73.0,44.0,32,False,3224.0,,importlib-resources,conda-forge/importlib_resources,,,82440955.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,3224.0,82019189.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,20244780.0,2.0,,,,,,,,,,,,,,,,,, +194,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-05-02 08:06:02.000,2023-03-04 17:45:05,299.0,,565,134.0,195.0,187.0,347.0,6200,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7445.0,7359.0,eel,,,,71258.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,71258.0,,,,3.0,,,,,,,,,,,,python-eel/Eel,,,,,, +195,pyinfra,Fizzadar/pyinfra,pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-05-13 10:22:27.000,2024-05-13 10:22:26,3998.0,49.0,347,39.0,355.0,157.0,560.0,3434,2024-02-25 20:40:20.000,2.9.2,215.0,114.0,31,True,130.0,114.0,pyinfra,,,,27814.0,https://pypi.org/project/pyinfra,2024-05-04 19:21:18.000,16.0,27814.0,,,,3.0,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,,, +196,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-05-15 16:07:10.000,2024-05-15 16:07:10,1804.0,44.0,105,44.0,1424.0,66.0,354.0,3304,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,611.0,552.0,returns,conda-forge/returns,,,155437.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,155183.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,9174.0,3.0,,,,,,,,,,,,,,,,,, +197,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,194.0,944.0,264.0,502.0,3179,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9247.0,9234.0,blaze,conda-forge/blaze,,,50094.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,13.0,47589.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,202916.0,3.0,,,,,,,,,,,,,,,,,, +198,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,591,111.0,921.0,212.0,1093.0,2612,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1459.0,1456.0,mrjob,conda-forge/mrjob,,,122684.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,3.0,116979.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,524861.0,2.0,,,,,,,,,,,,,,,,,, +199,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-04-09 21:09:59.000,2024-04-09 21:09:59,837.0,1.0,429,40.0,640.0,277.0,372.0,2382,2024-01-14 15:41:37.000,6.0.0,92.0,109.0,31,True,1763.0,1685.0,pynamodb,conda-forge/pynamodb,,,2160181.0,https://pypi.org/project/pynamodb,2024-01-14 15:41:37.000,78.0,2146489.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,616149.0,3.0,,,,,,,,,,,,,,,,,, +200,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-05-16 02:55:37.000,2024-05-15 23:00:37,1618.0,111.0,287,41.0,772.0,144.0,1042.0,2160,2024-05-15 20:38:25.000,1.13.0,131.0,49.0,31,False,442.0,401.0,sdv,conda-forge/sdv,,,55694.0,https://pypi.org/project/sdv,2024-05-15 20:37:10.000,41.0,55047.0,https://anaconda.org/conda-forge/sdv,2024-04-19 21:58:51.761,18789.0,3.0,,,,,,,,,,,,,,,,,, +201,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,252,50.0,149.0,62.0,85.0,2087,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,31,True,5297.0,6.0,chardet,conda-forge/chardet,,,67485862.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,5286.0,66959062.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,23176030.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,5.0,73.0,,,,,,,,,,,,, +202,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-05-06 21:35:22.000,2024-05-01 20:17:58,392.0,16.0,158,34.0,240.0,65.0,152.0,1959,2024-05-01 22:00:25.000,0.26.0,61.0,61.0,31,True,632.0,602.0,arq,conda-forge/arq,,,98149.0,https://pypi.org/project/arq,2024-05-01 22:00:25.000,30.0,97878.0,https://anaconda.org/conda-forge/arq,2024-05-02 10:28:47.704,10059.0,2.0,,,,,,,,,,,,,,,,,, +203,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-05-14 15:52:56.000,2024-02-29 16:59:55,1064.0,2.0,97,18.0,587.0,109.0,448.0,1820,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,31,True,31020.0,30109.0,omegaconf,conda-forge/omegaconf,,,9298970.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,911.0,9272597.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1371435.0,3.0,,,,,,,,,,,,,,,,,, +204,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2024-04-18 21:45:06.000,2024-04-17 13:14:43,976.0,4.0,518,95.0,404.0,167.0,379.0,1680,2024-04-18 21:45:06.000,5.3.2,55.0,142.0,31,True,347.0,,influxdb,conda-forge/influxdb,,,2171526.0,https://pypi.org/project/influxdb,2024-04-18 21:45:06.000,347.0,2168608.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,142999.0,3.0,,,,,,,,,,,,,,,,,, +205,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-05-04 19:12:55.000,2024-05-04 19:01:20,698.0,23.0,63,16.0,249.0,1.0,59.0,1414,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,31,True,25758.0,25325.0,bidict,conda-forge/bidict,,53.0,3051368.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,433.0,3042568.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,404826.0,2.0,,,,,,,,,,,,,,,,,, +206,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,125,24.0,72.0,26.0,162.0,906,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,31,True,19569.0,19097.0,anytree,conda-forge/anytree,,,1485840.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,472.0,1485038.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,39301.0,2.0,,,,,,,,,,,,,,,,,, +207,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2024-05-08 02:34:02.000,2024-05-08 02:33:12,1179.0,1.0,357,75.0,22.0,26.0,620.0,877,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8686.0,8269.0,cx-Oracle,conda-forge/cx_oracle,,,3989426.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,417.0,3977104.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,566818.0,3.0,,,,,,,,,,,,,,,,,, +208,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-05-15 22:33:04.000,2024-05-15 22:33:04,890.0,15.0,68,19.0,491.0,160.0,295.0,398,2024-03-22 08:44:21.000,2.1.0,94.0,37.0,31,True,11203.0,11049.0,param,conda-forge/param,,,608867.0,https://pypi.org/project/param,2024-05-02 08:43:05.000,154.0,572403.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1567964.0,3.0,,,,,,,,,,,,,,,,,, +209,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,59,7.0,76.0,2.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,165921.0,164346.0,tzlocal,conda-forge/tzlocal,,,48056868.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,1575.0,47976405.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2655307.0,3.0,,,,,,,,,,,,,,,,,, +210,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-05-15 23:04:16.000,2024-05-10 20:14:01,809.0,10.0,51,48.0,738.0,45.0,190.0,63,2024-04-15 17:56:33.000,2.23.1,78.0,72.0,31,False,3615.0,3588.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,8156505.0,https://pypi.org/project/google-cloud-bigtable,2024-04-15 17:56:33.000,27.0,8153668.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2024-04-16 08:52:17.559,110680.0,3.0,,,,,,,,,,,,,,,,,, +211,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-04-05 06:36:49.000,2023-07-21 10:40:58,3636.0,,589,143.0,970.0,532.0,775.0,8180,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,795.0,744.0,vaex,conda-forge/vaex,,280.0,24067.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,51.0,22044.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,183975.0,3.0,,,,,,,,,,,,,,,,,, +212,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-05-02 18:39:42.000,2024-02-27 23:05:17,2693.0,2.0,857,168.0,746.0,19.0,962.0,5719,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,30,True,530.0,512.0,snorkel,conda-forge/snorkel,,1089.0,32845.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,18.0,31552.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,48715.0,3.0,,,,,,,,,,,,,,,,,, +213,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,101.0,139.0,39.0,263.0,4721,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,3994.0,3866.0,dataset,conda-forge/dataset,,,117897.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,128.0,117672.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8578.0,3.0,,,,,,,,,,,,,,,,,, +214,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-05-01 10:07:23.000,2024-05-01 10:07:23,995.0,3.0,141,71.0,75.0,9.0,72.0,3283,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,11359.0,10995.0,funcy,conda-forge/funcy,,,1514164.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,364.0,1509306.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,427542.0,3.0,,,,,,,,,,,,,,,,,, +215,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,239.0,2570,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1756.0,1614.0,schematics,conda-forge/schematics,,,326691.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,142.0,326239.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26236.0,3.0,,,,,,,,,,,,,,,,,, +216,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-05-15 07:54:44.000,2024-05-14 23:49:42,874.0,41.0,116,32.0,1100.0,11.0,414.0,2558,2024-05-14 02:49:22.000,1.4.0,333.0,34.0,30,True,259.0,252.0,whylogs,,,27.0,441429.0,https://pypi.org/project/whylogs,2024-05-15 07:54:44.000,7.0,441428.0,,,,2.0,,,,,,,,,,,,,,,,,, +217,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-26 19:24:41.000,2024-03-26 19:24:40,237.0,4.0,287,48.0,77.0,50.0,115.0,2362,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,30,True,1259.0,1217.0,datasketch,,,27.0,3166950.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,42.0,3166950.0,,,,3.0,,,,,,,,,,,,,,,,,, +218,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2024-04-15 23:37:20.000,2022-10-18 10:59:07,785.0,,173,42.0,219.0,108.0,274.0,1953,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,391.0,,fs,conda-forge/fs,,,2909748.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,391.0,2900540.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,736659.0,3.0,,,,,,,,,,,,,,,,,, +219,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1672,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,30,False,1122.0,,humanize,conda-forge/humanize,,,8662341.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,1122.0,8650625.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,550690.0,3.0,,,,,,,,,,,,,,,,,, +220,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-05-05 18:26:21.000,2024-01-12 09:43:33,550.0,,85,23.0,237.0,54.0,99.0,1429,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,12937.0,12276.0,questionary,conda-forge/questionary,,,1915214.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,661.0,1913424.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,73403.0,3.0,,,,,,,,,,,,,,,,,, +221,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-05-15 18:45:00.000,2024-05-15 18:44:59,667.0,31.0,145,22.0,569.0,40.0,256.0,1034,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2316.0,2191.0,aiocache,,,16.0,573894.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,125.0,573894.0,,,,2.0,,,,,,,,,,,,,,,,,, +222,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-05-10 13:07:54.000,2024-05-10 13:07:03,210.0,18.0,147,26.0,49.0,11.0,85.0,1031,2024-02-26 22:09:57.000,2.1.1,29.0,24.0,30,True,686.0,,email-validator,conda-forge/email-validator,,,16722911.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,686.0,16719070.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,176707.0,3.0,,,,,,,,,,,,,,,,,, +223,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,894,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,30,True,2898.0,2764.0,pyahocorasick,conda-forge/pyahocorasick,,44.0,859609.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,134.0,854530.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,218315.0,3.0,,,,,,,,,,,,,,,,,, +224,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-05-11 18:17:32.000,2020-10-21 17:48:31,219.0,,78,16.0,285.0,45.0,25.0,684,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47538.0,46162.0,cached-property,conda-forge/cached-property,,,15917626.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,1376.0,15799860.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,10127943.0,2.0,,,,,,,,,,,,,,,,,, +225,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-05-14 16:41:19.000,2024-02-05 23:03:25,958.0,,4562,631.0,758.0,203.0,100.0,23621,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,110.0,106.0,algorithms,conda-forge/algorithms,,,1666.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,4.0,1609.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2116.0,3.0,,,,,,,,,,,,,,,,,, +226,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,282.0,300.0,164.0,464.0,20405,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,1016.0,915.0,gooey,conda-forge/gooey,,626.0,7959.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,101.0,6661.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,77232.0,3.0,,,,,,,,,,,,,,,,,, +227,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,141.0,293.0,276.0,244.0,6675,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1905.0,1881.0,faust,,,,23616.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,24.0,23616.0,,,,3.0,,,,,,,,,,,,,,,,,, +228,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-05-16 12:34:13.000,2024-05-16 12:34:00,993.0,2.0,363,86.0,177.0,,619.0,4927,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,29,True,1536.0,1466.0,huey,conda-forge/huey,,,102997.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,70.0,102531.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,34025.0,3.0,,,,,,,,,,,,,,,,,, +229,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-05-08 01:48:17.320,,,,876,,,273.0,,3648,2024-05-07 16:26:42.000,2.4.0,32.0,105.0,29,True,10264.0,9743.0,confluent-kafka,conda-forge/python-confluent-kafka,,,13541357.0,https://pypi.org/project/confluent-kafka,2024-05-07 16:26:42.000,521.0,13521190.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-05-08 01:48:17.320,867220.0,3.0,,,,,,,,,,,,,,,,,, +230,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2024-04-24 11:43:14.000,2024-04-24 11:42:17,1136.0,2.0,242,63.0,89.0,24.0,274.0,3538,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1102.0,991.0,asciimatics,conda-forge/asciimatics,,,24922.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,111.0,21404.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,151294.0,3.0,,,,,,,,,,,,,,,,,, +231,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-04-08 16:35:28.000,2024-04-08 16:35:28,1185.0,8.0,590,173.0,470.0,96.0,477.0,3037,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,29,False,264.0,243.0,arctic,conda-forge/arctic,,217.0,4750.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,21.0,3419.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,31915.0,3.0,,,,,,,,,,,,,,,,,, +232,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,57.0,73.0,21.0,64.0,2438,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,10006.0,9636.0,addict,conda-forge/addict,,21.0,3118866.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,370.0,3114176.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,440927.0,2.0,,,,,,,,,,,,,,,,,, +233,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-04-29 17:07:24.000,2023-06-20 15:54:36,2284.0,,177,38.0,374.0,39.0,264.0,2023,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,43.0,,pyscaffold,conda-forge/pyscaffold,,,901482.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,43.0,896986.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,184364.0,3.0,,,,,,,,,,,,,,,,,, +234,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,173.0,1338.0,1790,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,45.0,,datatable,conda-forge/datatable,,2382.0,52661.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,45.0,52025.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,24896.0,3.0,,,,,,,,,,,,,,,,,, +235,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-05-15 13:27:01.000,2024-05-15 13:26:54,875.0,28.0,48,12.0,297.0,20.0,93.0,1430,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1721.0,1654.0,python-benedict,conda-forge/python-benedict,,,608242.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,67.0,604508.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,156850.0,2.0,,,,,,,,,,,,,,,,,, +236,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-04-18 09:51:40.000,2024-04-06 09:33:31,1765.0,24.0,85,15.0,459.0,129.0,256.0,1280,2024-03-22 17:02:55.000,1.5.0,255.0,43.0,29,True,373.0,357.0,piccolo,,,,18821.0,https://pypi.org/project/piccolo,2024-03-22 17:02:55.000,16.0,18821.0,,,,3.0,,,,,,,,,,,,,,,,,, +237,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,130,32.0,74.0,30.0,70.0,1127,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5439.0,5230.0,sqlitedict,conda-forge/sqlitedict,,,548773.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,209.0,546307.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,108544.0,2.0,,,,,,,,,,,,piskvorky/sqlitedict,,,,,, +238,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,317,52.0,211.0,31.0,269.0,1092,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2077.0,1951.0,redis-py-cluster,,,4242.0,1834737.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,126.0,1834700.0,,,,3.0,,,,,,,,,,,,,,,,,, +239,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,1.0,50,16.0,76.0,2.0,92.0,861,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,29,True,30126.0,28816.0,natsort,conda-forge/natsort,,,5120941.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1310.0,5082882.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1598491.0,3.0,,,,,,,,,,,,,,,,,, +240,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2024-05-16 03:22:13.000,2021-11-20 18:05:09,427.0,,106,28.0,126.0,66.0,96.0,691,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,10691.0,10531.0,parsedatetime,conda-forge/parsedatetime,,,6804385.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,160.0,6802270.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,194648.0,3.0,,,,,,,,,,,,,,,,,, +241,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-05-14 02:25:04.000,2024-05-14 02:25:03,585.0,14.0,337,36.0,317.0,28.0,127.0,659,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,29,True,3472.0,3418.0,pysolr,conda-forge/pysolr,,,325856.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,54.0,325473.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,33405.0,3.0,,,,,,,,,,,,,,,,,, +242,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-04-12 06:44:35.747,2024-04-11 20:27:23,825.0,7.0,144,24.0,109.0,75.0,61.0,513,2024-04-11 20:53:40.000,1.13.0,62.0,91.0,29,True,5395.0,5317.0,beaker,conda-forge/beaker,,,237198.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,78.0,232822.0,https://anaconda.org/conda-forge/beaker,2024-04-12 06:44:35.747,74402.0,3.0,,,,,,,,,,,,,,,,,, +243,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-05-13 18:01:51.000,2024-05-13 18:01:44,740.0,13.0,47,11.0,93.0,15.0,100.0,492,2020-11-16 12:53:09.000,0.9.4,64.0,23.0,29,True,5627.0,5391.0,python-rapidjson,conda-forge/python-rapidjson,,,1830352.0,https://pypi.org/project/python-rapidjson,2024-02-28 18:22:58.000,236.0,1791841.0,https://anaconda.org/conda-forge/python-rapidjson,2024-02-28 20:49:58.360,1656001.0,3.0,,,,,,,,,,,,,,,,,, +244,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,,103,11.0,116.0,20.0,107.0,474,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,29,True,1396.0,,rsa,conda-forge/rsa,,,200826959.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,1396.0,200679542.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13857238.0,3.0,,,,,,,,,,,,,,,,,, +245,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,55,9.0,46.0,24.0,21.0,141,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,64329.0,63541.0,isodate,conda-forge/isodate,,,103310650.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,788.0,103260946.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4871064.0,3.0,,,,,,,,,,,,,,,,,, +246,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-04-09 07:56:15.000,2024-02-20 18:10:39,3054.0,2.0,228,29.0,297.0,102.0,763.0,3391,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,28,True,141.0,130.0,ploomber,conda-forge/ploomber,,,12399.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,11.0,9891.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,87803.0,3.0,,,,,,,,,,,,,,,,,, +247,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417,94.0,110.0,38.0,127.0,2785,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7764.0,7684.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,202548.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,80.0,200878.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,70160.0,3.0,,,,,,,,,,,,,,,,,, +248,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,148,49.0,472.0,58.0,262.0,2646,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,28,False,2448.0,2403.0,gino,,,,24648.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,24648.0,,,,3.0,,,,,,,,,,,,,,,,,, +249,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-02-05 23:05:26.000,2024-02-05 23:05:20,157.0,,120,22.0,112.0,53.0,42.0,1999,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,28,True,8577.0,8505.0,gin-config,conda-forge/gin-config,,,276966.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,72.0,276448.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24869.0,3.0,,,,,,,,,,,,,,,,,, +250,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,478,97.0,185.0,262.0,506.0,1874,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,198.0,189.0,mongo-connector,,,,4571.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,9.0,4571.0,,,,3.0,,,,,,,,,,,,,,,,,, +251,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,,60,22.0,110.0,113.0,78.0,1829,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,28,True,1706.0,1532.0,glom,conda-forge/glom,,,2021591.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,174.0,2020853.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,33238.0,3.0,,,,,,,,,,,,,,,,,, +252,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,313,69.0,401.0,111.0,367.0,1498,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,28,True,236.0,225.0,mleap,conda-forge/mleap,,,160549.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,11.0,158876.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,80343.0,3.0,,,,,,,,,,,,,,,,,, +253,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-05-16 12:09:14.000,2024-05-10 18:47:07,201.0,26.0,45,16.0,149.0,13.0,4.0,1459,2024-04-30 06:25:58.000,0.0.7,10.0,15.0,28,True,3846.0,3760.0,asyncer,conda-forge/asyncer,,,190702.0,https://pypi.org/project/asyncer,2024-04-30 06:25:58.000,86.0,190419.0,https://anaconda.org/conda-forge/asyncer,2024-04-30 11:44:15.290,7946.0,3.0,,,,,,,,,,,,,,,,,, +254,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,136,33.0,80.0,35.0,54.0,1427,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10230.0,9779.0,blessings,conda-forge/blessings,,,984088.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,451.0,977885.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,291584.0,3.0,,,,,,,,,,,,,,,,,, +255,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,28.0,41.0,93.0,73.0,1419,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2907.0,2527.0,strictyaml,conda-forge/strictyaml,,,2392371.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,380.0,2389349.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,220629.0,3.0,,,,,,,,,,,,,,,,,, +256,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2024-04-07 08:26:45.000,2017-02-01 15:40:30,127.0,,175,49.0,35.0,59.0,25.0,1304,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2985.0,2920.0,pandasql,conda-forge/pandasql,['pandas'],,1583157.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,65.0,1569674.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,471921.0,3.0,,,,,,,,,,,,,,,,,, +257,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-04-22 22:10:01.000,2023-07-23 14:40:17,372.0,,117,18.0,95.0,71.0,127.0,703,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,16777.0,16215.0,configargparse,conda-forge/configargparse,,,4785732.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,562.0,4764292.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,836181.0,3.0,,,,,,,,,,,,,,,,,, +258,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,69,23.0,49.0,6.0,90.0,527,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,28,True,15601.0,15392.0,scandir,conda-forge/scandir,,,3240207.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,209.0,3207847.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1391501.0,3.0,,,,,,,,,,,,,,,,,, +259,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-04-11 11:08:54.000,2024-04-11 11:08:54,309.0,1.0,30,9.0,79.0,4.0,26.0,414,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,44149.0,43980.0,srsly,conda-forge/srsly,,,10209588.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,169.0,10178477.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1462246.0,3.0,,,,,,,,,,,,,,,,,, +260,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,74,19.0,88.0,74.0,96.0,311,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,36048.0,35498.0,configobj,conda-forge/configobj,,602.0,3299123.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,550.0,3287692.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,799907.0,3.0,,,,,,,,,,,,,,,,,, +261,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,21.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1376.0,1339.0,tabulator,conda-forge/tabulator-py,,,150624.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,37.0,149957.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,55435.0,3.0,,,,,,,,,,,,,,,,,, +262,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,11.0,35.0,205,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,16231.0,15742.0,ordered-set,conda-forge/ordered-set,,,14414418.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,489.0,14409148.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,511277.0,3.0,,,,,,,,,,,,,,,,,, +263,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,2295.0,2262.0,cloudant,conda-forge/cloudant,,,601819.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,33.0,600594.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,112780.0,3.0,,,,,,,,,,,,,,,,,, +264,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1127,221.0,90.0,243.0,43.0,5215,,,41.0,28.0,27,False,178.0,20.0,pdfminer,conda-forge/pdfminer,,,224942.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,158.0,224539.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,37482.0,3.0,,,,,,,,,,,,,,,,,, +265,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-05-06 14:04:22.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,271.0,125.0,130.0,3796,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,56.0,,textract,conda-forge/textract,,,159088.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,56.0,158831.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,23728.0,3.0,,,,,,,,,,,,,,,,,, +266,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-04-27 09:49:41.000,2024-02-16 08:07:34,193.0,,201,26.0,55.0,91.0,133.0,3512,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,91.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,419915.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,91.0,417295.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,91704.0,3.0,,,,,,,,,,,,,,,,,, +267,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,1.0,101,30.0,84.0,20.0,128.0,2473,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1371.0,1319.0,swifter,conda-forge/swifter,['pandas'],,697645.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,52.0,690569.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,332605.0,3.0,,,,,,,,,,,,,,,,,, +268,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-05-01 20:00:34.000,2024-03-13 17:37:14,539.0,2.0,134,48.0,66.0,14.0,124.0,2341,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,817.0,790.0,pyfunctional,,,,204238.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,204238.0,,,,3.0,,,,,,,,,,,,,,,,,, +269,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,161,29.0,48.0,51.0,14.0,1904,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,867.0,,retrying,conda-forge/retrying,,,12311639.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,867.0,12293521.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1666865.0,3.0,,,,,,,,,,,,,,,,,, +270,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-05-15 20:25:38.000,2024-04-28 15:06:12,886.0,32.0,69,17.0,517.0,205.0,187.0,1625,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,27,True,16.0,,prisma,,,,74751.0,https://pypi.org/project/prisma,2024-03-24 22:09:46.000,16.0,74751.0,,,,3.0,,,,,,,,,,,,,,,,,, +271,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,145,44.0,53.0,20.0,19.0,1230,2024-03-19 17:59:19.000,6.0.1,108.0,27.0,27,False,282.0,,singer-python,,,,653759.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,282.0,653759.0,,,,3.0,,,,,,,,,,,,,,,,,, +272,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2024-05-13 13:53:03.000,2023-08-15 16:33:33,126.0,,53,21.0,71.0,9.0,37.0,1098,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6781.0,6653.0,immutables,conda-forge/immutables,,,1260362.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,128.0,1239746.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,989571.0,3.0,,,,,,,,,,,,,,,,,, +273,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-05-06 04:27:13.000,2024-05-06 04:27:12,755.0,29.0,43,22.0,594.0,9.0,33.0,783,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,125.0,,janus,conda-forge/janus,,,909300.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,125.0,908982.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,18793.0,3.0,,,,,,,,,,,,,,,,,, +274,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-04-16 12:19:15.000,2023-07-01 09:55:10,181.0,,84,25.0,53.0,9.0,40.0,758,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,535.0,,munch,conda-forge/munch,,,2270185.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,535.0,1941781.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3940856.0,3.0,,,,,,,,,,,,,,,,,, +275,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,162,35.0,50.0,34.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,886.0,851.0,happybase,conda-forge/happybase,,,51960.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,35.0,50262.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,161391.0,3.0,,,,,,,,,,,,,,,,,, +276,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,583,,,8.0,12.0,27,False,65968.0,62573.0,dataclasses,conda-forge/dataclasses,,,14360929.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,3395.0,14197056.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11798879.0,3.0,,,,,,,,,,,,,,,,,, +277,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71,22.0,73.0,6.0,106.0,485,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,27,True,781.0,742.0,hickle,conda-forge/hickle,,,58723.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,39.0,50385.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,25015.0,3.0,,,,,,,,,,,,,,,,,, +278,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,478,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,5120.0,5046.0,pylibmc,conda-forge/pylibmc,,607.0,267190.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,74.0,261967.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,223423.0,3.0,,,,,,,,,,,,,,,,,, +279,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2024-04-30 10:50:33.000,2022-09-21 15:09:58,824.0,,64,15.0,184.0,45.0,157.0,443,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,27,False,20010.0,20001.0,umongo,conda-forge/umongo,,,49350.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,9.0,49147.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6520.0,3.0,,,,,,,,,,,,,,,,,, +280,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-05-16 03:28:55.000,2024-05-16 01:12:04,7369.0,178.0,33,10.0,295.0,43.0,586.0,407,2024-04-14 21:25:56.000,2.6.0,204.0,23.0,27,True,24.0,22.0,static-frame,conda-forge/static-frame,,,13587.0,https://pypi.org/project/static-frame,2024-04-14 21:25:56.000,2.0,6703.0,https://anaconda.org/conda-forge/static-frame,2024-04-15 01:02:18.461,330473.0,3.0,,,,,,,,,,,,static-frame/static-frame,,,,,, +281,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-04-08 14:18:48.556,2024-04-06 23:53:45,171.0,6.0,41,8.0,32.0,29.0,31.0,259,2024-04-07 00:01:07.000,1.8.3,19.0,17.0,27,True,478.0,,send2trash,conda-forge/send2trash,,,21142737.0,https://pypi.org/project/send2trash,2024-04-07 00:01:07.000,478.0,20747390.0,https://anaconda.org/conda-forge/send2trash,2024-04-08 14:18:48.556,13837179.0,3.0,,,,,,,,,,,,,,,,,, +282,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,233,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,40791.0,39827.0,futures,conda-forge/futures,,,6514325.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,964.0,6500646.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1272196.0,3.0,,,,,,,,,,,,,,,,,, +283,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,81,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,60644.0,59907.0,pathlib2,conda-forge/pathlib2,,,8624601.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,737.0,8559981.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2714066.0,3.0,,,,,,,,,,,,,,,,,, +284,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,147.0,299.0,119.0,176.0,6180,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,120.0,116.0,powerline-shell,,,,2060.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,2060.0,,,,3.0,,,,,,,,,,,,,,,,,, +285,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-04-29 17:59:21.000,2024-02-22 00:19:37,309.0,1.0,308,30.0,173.0,107.0,141.0,3304,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,26,True,149.0,147.0,img2dataset,,,1732.0,38792.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,38740.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,,260,138.0,291.0,92.0,365.0,3215,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,144.0,137.0,flexx,conda-forge/flexx,,,2064.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,7.0,946.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,105110.0,3.0,,,,,,,,,,,,,,,,,, +287,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-04-09 14:34:03.000,2022-08-23 07:13:04,536.0,,147,41.0,129.0,29.0,203.0,1183,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,269.0,238.0,parallel-ssh,,,377.0,171175.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,31.0,171172.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-05-10 04:41:02.000,2024-04-26 23:27:23,559.0,25.0,92,19.0,293.0,89.0,88.0,986,2024-04-26 23:29:17.000,1.0.2,21.0,19.0,26,True,3265.0,3257.0,odmantic,,,,26030.0,https://pypi.org/project/odmantic,2024-04-26 23:29:17.000,8.0,26030.0,,,,3.0,,,,,,,,,,,,,,,,,, +289,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,955,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2037.0,1994.0,bcolz,conda-forge/bcolz,,,9182.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,43.0,5186.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,347675.0,3.0,,,,,,,,,,,,,,,,,, +290,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,,52,9.0,31.0,9.0,78.0,631,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,26,True,1367.0,1318.0,pysimdjson,conda-forge/pysimdjson,,,1036181.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,49.0,1034036.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,92245.0,3.0,,,,,,,,,,,,,,,,,, +291,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-05-15 08:21:40.000,2024-05-14 14:38:10,325.0,21.0,59,9.0,137.0,22.0,60.0,516,2024-02-26 22:15:41.000,3.0.0,58.0,20.0,26,True,500.0,460.0,cachier,,,17.0,90954.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,40.0,90954.0,,,,3.0,,,,,,,,,,,,python-cachier/cachier,,,,,, +292,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,493,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4720.0,4633.0,pyscreenshot,,,,183089.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,87.0,183089.0,,,,3.0,,,,,,,,,,,,,,,,,, +293,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-01-01 17:27:41.000,2022-03-24 15:54:18,171.0,,15,8.0,27.0,7.0,22.0,38,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,26,False,77817.0,77416.0,contextlib2,conda-forge/contextlib2,,,20054910.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,401.0,20042376.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1240896.0,3.0,,,,,,,,,,,,,,,,,, +294,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2024-04-28 16:39:13.000,2023-08-26 14:44:06,51.0,,97,35.0,102.0,24.0,140.0,2373,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,408.0,,python-box,conda-forge/python-box,,39.0,3031967.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,408.0,3020096.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,546105.0,3.0,,,,,,,,,,,,,,,,,, +295,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-05-15 13:21:39.118,2024-04-24 13:41:08,2743.0,4.0,134,50.0,308.0,45.0,197.0,1514,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,25,False,252.0,231.0,enaml,conda-forge/enaml,,783.0,6960.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,21.0,3372.0,https://anaconda.org/conda-forge/enaml,2024-05-15 13:21:39.118,168212.0,3.0,,,,,,,,,,,,,,,,,, +296,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2024-04-29 13:25:56.000,2024-04-21 15:56:01,1072.0,1.0,221,103.0,176.0,71.0,264.0,1490,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,True,67.0,65.0,streamparse,,,,2708.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,2.0,2708.0,,,,3.0,,,,,,,,,,,,pystorm/streamparse,,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-05-06 14:09:25.000,2023-05-19 04:32:00,6411.0,,229,38.0,1053.0,9.0,209.0,1447,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,11600.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,11600.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-04-29 10:22:22.000,2024-04-25 13:57:51,347.0,19.0,81,44.0,270.0,43.0,41.0,1385,2024-04-25 12:57:01.000,0.19.3,38.0,30.0,25,True,31.0,29.0,tasktiger,,,,3930.0,https://pypi.org/project/tasktiger,2024-04-25 12:56:28.000,2.0,3930.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,44.0,231.0,104.0,64.0,1249,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,25,False,306.0,304.0,fabtools,,,,1158.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,2.0,1158.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,6.0,83,14.0,136.0,36.0,100.0,965,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,25,True,210.0,,mss,conda-forge/python-mss,,,793615.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,210.0,792600.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,47713.0,3.0,,,,,,,,,,,,,,,,,, +301,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,152,10.0,22.0,30.0,19.0,716,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,3748.0,3423.0,ratelimit,conda-forge/ratelimit,,,6750919.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,325.0,6750536.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,15332.0,3.0,,,,,,,,,,,,,,,,,, +302,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,33,11.0,51.0,23.0,35.0,334,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,629.0,,typing_inspect,conda-forge/typing_inspect,,,28697747.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,629.0,28667935.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1818582.0,3.0,,,,,,,,,,,,,,,,,, +303,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-05-16 10:39:57.000,2024-05-15 13:41:07,3539.0,23.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,560.0,82.0,25,True,61.0,36.0,dbnd,,,,266113.0,https://pypi.org/project/dbnd,2024-03-15 09:19:58.000,25.0,266113.0,,,,3.0,,,,,,,,,,,,,,,,,, +304,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,20,7.0,61.0,6.0,7.0,170,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,25,True,40334.0,40201.0,catalogue,conda-forge/catalogue,,,10360875.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,133.0,10333059.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1279573.0,3.0,,,,,,,,,,,,,,,,,, +305,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,8.0,43,8.0,40.0,7.0,39.0,156,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,25,True,1089.0,1080.0,filedepot,,,,11573.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,9.0,11573.0,,,,3.0,,,,,,,,,,,,,,,,,, +306,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2024-04-29 16:36:18.225,,,,0,,,314.0,1844.0,78,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,6366.0,,openpyxl,openpyxl,,,85502151.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,6312.0,85499917.0,https://anaconda.org/anaconda/openpyxl,2024-04-29 16:36:18.225,226714.0,3.0,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1228.0,,,,54.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,170,85.0,81.0,22.0,82.0,3934,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,72.0,68.0,storm,,,,2991.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,4.0,2991.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-04-10 15:21:22.000,2024-03-21 21:56:11,5672.0,5.0,510,103.0,960.0,634.0,977.0,2211,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,24,False,9.0,,wx,conda-forge/wxpython,,4206.0,19172.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,9.0,,https://anaconda.org/conda-forge/wxpython,2024-04-08 15:40:25.181,821994.0,3.0,,,,,,,,,,,,,,,,,, +309,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,142,58.0,248.0,107.0,109.0,1575,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,179.0,170.0,bonobo,,,,17331.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,9.0,17331.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +310,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,97,40.0,42.0,25.0,47.0,1530,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,136.0,125.0,pypeln,conda-forge/pypeln,,,430259.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,429930.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,15168.0,3.0,,,,,,,,,,,,,,,,,, +311,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1346,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,193.0,179.0,pinject,conda-forge/pinject,,,75769.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,14.0,75603.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5315.0,3.0,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,142,42.0,10.0,3.0,12.0,1089,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2400.0,2338.0,pluginbase,conda-forge/pluginbase,,,641223.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,62.0,637196.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,306105.0,3.0,,,,,,,,,,,,,,,,,, +313,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-05-13 19:49:51.000,2024-05-13 18:18:58,964.0,10.0,135,64.0,76.0,167.0,149.0,861,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,24,True,174.0,168.0,rows,,,38.0,1760.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,6.0,1760.0,,,,3.0,,,,,,,,,,,,,,,,,, +314,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-05-16 02:04:36.000,2024-04-26 00:12:53,1450.0,17.0,42,17.0,139.0,2.0,13.0,712,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,100.0,,ubelt,conda-forge/ubelt,,13.0,27998.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,100.0,25440.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,81857.0,3.0,,,,,,,,,,,,,,,,,, +315,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-05-16 13:06:37.000,2024-05-16 13:06:26,9955.0,6.0,43,14.0,10.0,6.0,8.0,493,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,24,True,21.0,,pandas-summary,,['pandas'],,93754.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,21.0,93754.0,,,,3.0,,,,,,,,,,,,polyaxon/traceml,,,,,, +316,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,312.0,299.0,messytables,,,,11979.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,13.0,11979.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-05-14 15:09:44.000,2024-05-14 15:09:09,981.0,36.0,26,18.0,188.0,6.0,18.0,368,2024-05-14 15:09:44.000,17.5.19,271.0,20.0,24,True,427.0,370.0,aiomisc,,,,17619.0,https://pypi.org/project/aiomisc,2024-05-14 15:09:44.000,57.0,17619.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,134,53.0,60.0,,90.0,314,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,216.0,205.0,pyhdb,,,108.0,329482.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,11.0,329481.0,,,,3.0,,,,,,,,,,,,,2.0,,,,, +319,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2023-08-18 18:56:11.000,2021-09-23 16:12:06,380.0,,58,21.0,14.0,18.0,24.0,267,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,24,False,936.0,872.0,deepdish,conda-forge/deepdish,,,20437.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,64.0,19378.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,95387.0,3.0,,,,,,,,,,,,,,,,,, +320,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,68,19.0,45.0,19.0,18.0,212,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,24,True,659.0,,ptyprocess,conda-forge/ptyprocess,,,72947275.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,659.0,72765698.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,17613034.0,3.0,,,,,,,,,,,,,,,,,, +321,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-05-01 12:05:49.000,2024-05-01 12:05:42,378.0,5.0,33,7.0,144.0,4.0,84.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,24,True,1252.0,1230.0,everett,conda-forge/everett,,,207551.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,22.0,206128.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,61199.0,3.0,,,,,,,,,,,,,,,,,, +322,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,33.0,42.0,95,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5154.0,4771.0,clint,conda-forge/clint,,118.0,157731.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,383.0,157132.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,57569.0,3.0,,,,,,,,,,,,kennethreitz/clint,,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10550,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,72.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,72.0,,,,2.0,,,,,,,,,,,,,,,,,, +324,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-05-10 21:46:10.000,2023-10-02 06:28:26,631.0,,431,42.0,185.0,266.0,110.0,2681,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,23,True,6.0,,camelot,,,,6347.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,6.0,6347.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1564,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,191.0,185.0,commonregex,,,,94016.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,6.0,94016.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,869,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,23,True,246.0,227.0,unsync,conda-forge/unsync,,,72415.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,72142.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,12874.0,3.0,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,211.0,209.0,pysparkling,conda-forge/pysparkling,,,12364.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,2.0,12241.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4707.0,3.0,,,,,,,,,,,,,,,,,, +328,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-05-13 23:46:10.000,2024-05-13 23:46:10,631.0,3.0,18,11.0,35.0,16.0,16.0,173,2023-05-30 20:50:42.000,0.9.0,6.0,49.0,23,True,390.0,310.0,docopt-ng,,,,218204.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,80.0,218204.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,28,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2833.0,2762.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,153152.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,71.0,152796.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,28194.0,3.0,,,,,,,,,,,,,,,,,, +330,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,27,7.0,24.0,4.0,21.0,73,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,23,False,691.0,,entrypoints,conda-forge/entrypoints,,,17886371.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,691.0,17686968.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,19342100.0,3.0,,,,,,,,,,,,,,,,,, +331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3506,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,463.0,426.0,pampy,,,,36824.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,37.0,36824.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-05-15 23:18:18.000,2024-05-15 23:16:49,88.0,3.0,147,34.0,13.0,11.0,181.0,3305,2024-05-15 23:18:19.000,2.1.23,68.0,1.0,22,False,225.0,225.0,ptext-joris-schellekens,conda-forge/borb,,,1563.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-03-21 21:04:06.386,51610.0,3.0,,,,,,,,,,,,,,,,,, +333,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,98.0,31.0,18.0,58.0,3265,,,4.0,19.0,22,False,615.0,585.0,macropy3,,,,391.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,391.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2692,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,5.0,5.0,dpark,,['spark'],,117.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,,117.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2497,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,False,,,,,,24281.0,674.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +336,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1833,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,191.0,179.0,bashplotlib,,,,4977.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,12.0,4977.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,14.0,32.0,31.0,42.0,877,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,False,1929.0,1855.0,pickledb,,,,24986.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,74.0,24986.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,9.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,9708.0,9649.0,unipath,,,,55077.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,59.0,55077.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,,30,8.0,54.0,15.0,11.0,297,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,22,True,525.0,416.0,rtoml,,,,301712.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,109.0,301712.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,170,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,331.0,316.0,aioprometheus,,,,180851.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,15.0,180851.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,134,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2437.0,2348.0,coolname,conda-forge/coolname,,,653376.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,89.0,651151.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,91234.0,3.0,,,,,,,,,,,,,,,,,, +342,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,,21,5.0,12.0,5.0,15.0,106,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2456.0,2366.0,stopit,conda-forge/stopit,,,622134.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,90.0,610526.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,882208.0,3.0,,,,,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-05-16 12:26:25.000,2024-05-15 07:40:08,1898.0,87.0,5,3.0,888.0,17.0,53.0,52,2024-04-05 10:54:51.000,4.7.5,70.0,8.0,22,False,77.0,69.0,click-extra,,,251.0,5596.0,https://pypi.org/project/click-extra,2024-04-05 10:54:34.000,8.0,5588.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2024-05-14 12:34:18.000,2023-07-15 11:04:02,238.0,,217,38.0,57.0,86.0,40.0,1482,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,21,True,,,excalibur-py,,,12067.0,1899.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1719.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,774,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,21,True,351.0,320.0,dirty-equals,conda-forge/dirty-equals,,,151223.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,149480.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,45340.0,3.0,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,48.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,647.0,637.0,pymodm,conda-forge/pymodm,,,14644.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,10.0,14539.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5382.0,3.0,,,,,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,26.0,13.0,303,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,453.0,421.0,price-parser,,,,99649.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,32.0,99649.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-05-16 09:52:23.000,2024-05-15 12:46:11,734.0,35.0,24,5.0,282.0,7.0,,290,2024-05-15 12:46:11.000,1.1.285,714.0,12.0,21,True,6.0,6.0,upgini,,,,9187.0,https://pypi.org/project/upgini,2024-05-15 13:32:46.000,,9187.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,289,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,184.0,175.0,datatest,,,,23019.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,9.0,23019.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,210,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,921.0,920.0,gsheetsdb,,,,81808.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,1.0,81808.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,24.0,760.0,13,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,21,False,144.0,,py2neo,conda-forge/py2neo,,,45542.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,144.0,44753.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,65535.0,3.0,,,,,,,,,,,,neo4j-contrib/py2neo,,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,148,67.0,4.0,1.0,41.0,2216,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,62.0,48.0,pypattyrn,,,,1407.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,14.0,1407.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,32.0,32.0,mrq,,,,437.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,,437.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,74.0,61.0,pdpipe,conda-forge/pdpipe,['pandas'],,3167.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,13.0,2439.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,30607.0,3.0,,,,,,,,,,,,,,,,,, +355,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,22,11.0,32.0,23.0,21.0,667,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,72.0,69.0,pugsql,,,,6755.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6755.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,571,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,122.0,111.0,pypyr,conda-forge/pypyr,,,3739.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,11.0,3201.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,15086.0,3.0,,,,,,,,,,,,,,,,,, +357,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,45,11.0,20.0,18.0,11.0,483,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,20,False,3514.0,3391.0,awesome-slugify,conda-forge/awesome-slugify,,,45626.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,123.0,44896.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,70814.0,3.0,,,,,,,,,,,,,,,,,, +358,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-04-12 02:05:58.000,2024-01-18 11:58:13,5466.0,,44,14.0,632.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,20,True,9.0,9.0,batchflow,,,,166.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,166.0,,,,3.0,,,,,,,,,,,,,,,,,, +359,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,159.0,142.0,78.0,27.0,1988,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,42.0,42.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +360,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-05-15 16:34:20.000,2024-05-15 16:29:30,3110.0,108.0,146,27.0,263.0,36.0,415.0,1506,,,,54.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +361,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,111,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,19,False,2.0,,db.py,,,,1019.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,2.0,1019.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,952,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,19,True,28.0,28.0,d6tflow,,,,344.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,344.0,,,,3.0,,,,,,,,,,,,,,,,,, +363,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,73.0,70.0,valideer,conda-forge/valideer,,,6636.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,3.0,6413.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21647.0,3.0,,,,,,,,,,,,,,,,,, +364,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,136.0,133.0,queries,,,,3505.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,3.0,3505.0,,,,3.0,,,,,,,,,,,,,,,,,, +365,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,17.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,8.0,6.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1252.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,2.0,289.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,67431.0,3.0,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,182,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,False,87.0,82.0,typical,conda-forge/typical,,,2988.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,5.0,1955.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,37204.0,3.0,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1608,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,,,riko,,,,800.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,,800.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,,58,35.0,46.0,14.0,58.0,1110,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,179.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,179.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,47,23.0,28.0,15.0,10.0,935,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,36.0,34.0,bounter,,,,345.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,2.0,345.0,,,,3.0,,,,,,,,,,,,piskvorky/bounter,,,,,, +370,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-05-08 10:13:19.000,2024-05-08 10:13:12,664.0,28.0,31,5.0,109.0,7.0,19.0,656,2024-02-23 12:24:30.000,1.11.0,66.0,8.0,18,True,2.0,,pipeless-ai,,,947.0,266.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,161.0,,,,1.0,,,,,,,,,,,,,,,,,, +371,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2024-05-03 19:52:59.000,2023-12-23 16:55:35,407.0,,12,9.0,43.0,3.0,22.0,210,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,18,True,6.0,,validr,,,,320.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,320.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2053,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,84.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,84.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1360,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,10.0,10.0,wssh,,,,68.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,,68.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,1000,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,434,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,427.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,427.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-05-16 12:57:04.000,2024-05-08 14:44:03,128.0,3.0,8,15.0,188.0,3.0,11.0,279,2024-05-08 14:52:14.000,0.20.1,115.0,19.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1603.0,https://pypi.org/project/squirrel-core,2024-05-08 14:52:14.000,,1603.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +377,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-04-27 16:58:06.000,2024-02-27 14:32:58,208.0,2.0,15,8.0,20.0,2.0,12.0,189,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,221994.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,221994.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,98,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,17,False,44.0,39.0,cleverdict,,,,1228.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,1228.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,18.0,278.0,127.0,78.0,624,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,265.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,265.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,16,False,1032.0,1023.0,millify,,,,70211.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,70211.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,53.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,49.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,49.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,71,18.0,28.0,48.0,30.0,860,2021-11-18 16:35:33.000,1.3,16.0,7.0,15,False,2.0,,csvs-to-sqlite,,,,1215.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,2.0,1215.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,317.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,317.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,9.0,9.0,lazydata,,,,31.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,,31.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,547,2020-11-12 16:12:54.000,zen,22.0,3.0,14,False,7.0,7.0,pandapy,,['pandas'],,154.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,154.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-05-10 01:27:45.000,2024-05-02 20:53:17,1011.0,62.0,20,2.0,897.0,8.0,18.0,270,2024-05-02 20:59:44.000,0.1.71,45.0,15.0,14,False,,,the-guide,,,,15.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,15.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,12,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,320.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,320.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,109,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,148.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,148.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,365,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index add3e3b..6107cf0 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- cpython (πŸ₯‡51 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT -- SQLAlchemy (πŸ₯‡46 Β· ⭐ 8.9K Β· πŸ“ˆ) - The Database Toolkit for Python. MIT -- Pygments (πŸ₯‡43 Β· ⭐ 1.7K Β· πŸ“ˆ) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- polars (πŸ₯‡42 Β· ⭐ 26K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.6K Β· πŸ“ˆ) - Confluents Kafka Python Client. Apache-2 +- dbt (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +- pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.7K Β· πŸ“ˆ) - A self-contained cryptographic library for Python. BSD-3 +- transitions (πŸ₯‡34 Β· ⭐ 5.4K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine.. MIT +- gdown (πŸ₯ˆ34 Β· ⭐ 3.9K Β· πŸ“ˆ) - Google Drive Public File Downloader when Curl/Wget Fails. MIT +- pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- watchdog (πŸ₯ˆ35 Β· ⭐ 6.3K Β· πŸ“‰) - Python library and shell utilities to monitor filesystem events. Apache-2 -- cachetools (πŸ₯‡34 Β· ⭐ 2.1K Β· πŸ“‰) - Extensible memoizing collections and decorators. MIT -- micropython (πŸ₯ˆ33 Β· ⭐ 18K Β· πŸ“‰) - MicroPython - a lean and efficient Python implementation.. Python-2.0 -- libcloud (πŸ₯‰32 Β· ⭐ 2K Β· πŸ“‰) - Apache Libcloud is a Python library which hides differences.. Apache-2 -- ptyprocess (πŸ₯‰24 Β· ⭐ 210 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC +- elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 +- kubernetes (πŸ₯ˆ38 Β· ⭐ 6.5K Β· πŸ“‰) - Official Python client library for kubernetes. Apache-2 +- plumbum (πŸ₯‰34 Β· ⭐ 2.8K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT +- dateparser (πŸ₯ˆ34 Β· ⭐ 2.5K Β· πŸ“‰) - python parser for human readable dates. BSD-3 +- csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K Β· πŸ“‰) - A suite of utilities for converting to and working with CSV, the king.. MIT From 0724df6a9a00cfa7d483d4c6fca22a5fcbe3641a Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 23 May 2024 13:41:36 +0000 Subject: [PATCH 66/70] Update best-of list for version 2024.05.23 --- README.md | 1213 +++++++++++++++---------------- history/2024-05-23_changes.md | 20 + history/2024-05-23_projects.csv | 392 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1021 insertions(+), 624 deletions(-) create mode 100644 history/2024-05-23_changes.md create mode 100644 history/2024-05-23_projects.csv diff --git a/README.md b/README.md index ea2764f..c8e8294 100644 --- a/README.md +++ b/README.md @@ -84,14 +84,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M Back to top -
protobuf (πŸ₯‡53 Β· ⭐ 64K) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡50 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 45M Β· πŸ“¦ 640K Β· πŸ“‹ 6.2K - 7% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 46M Β· πŸ“‹ 6.2K - 7% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 6.7K Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 6.8K Β· ⏱️ 14.05.2024): ``` pip install protobuf ``` @@ -115,7 +115,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` pip install flatbuffers ``` -- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 1M Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/flatbuffers) (πŸ“₯ 1.1M Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge flatbuffers ``` @@ -126,7 +126,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -142,12 +142,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
orjson (πŸ₯ˆ38 Β· ⭐ 5.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 91K Β· πŸ“‹ 390 - 0% open Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 93K Β· πŸ“‹ 390 - 0% open Β· ⏱️ 03.05.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 27M / month Β· πŸ“¦ 2.4K Β· ⏱️ 03.05.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 29M / month Β· πŸ“¦ 2.4K Β· ⏱️ 03.05.2024): ``` pip install orjson ``` @@ -163,18 +163,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 57M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 58M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.01.2024): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.6M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.7M Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge dill ```
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 21% open Β· ⏱️ 27.04.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 21% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -188,14 +188,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M conda install -c conda-forge jsonpickle ```
-
msgpack (πŸ₯ˆ35 Β· ⭐ 1.8K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 +
msgpack (πŸ₯ˆ35 Β· ⭐ 1.9K) - MessagePack serializer implementation for Python msgpack.org[Python]. Apache-2 - [GitHub](https://github.com/msgpack/msgpack-python) (πŸ‘¨β€πŸ’» 79 Β· πŸ”€ 220 Β· πŸ“₯ 1.3K Β· πŸ“‹ 290 - 1% open Β· ⏱️ 07.05.2024): ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 74M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 75M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.05.2024): ``` pip install msgpack ``` @@ -211,7 +211,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 15M / month Β· πŸ“¦ 2.2K Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 17M / month Β· πŸ“¦ 2.2K Β· ⏱️ 14.05.2024): ``` pip install ujson ``` @@ -222,7 +222,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
simplejson (πŸ₯‰34 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.4K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.5K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/simplejson/simplejson @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 42M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 43M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -254,16 +254,16 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 47 Β· πŸ“¦ 5.4K Β· πŸ“‹ 120 - 13% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 47 Β· πŸ“¦ 5.4K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 18.05.2024): ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.8M / month Β· πŸ“¦ 240 Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.9M / month Β· πŸ“¦ 240 Β· ⏱️ 18.05.2024): ``` pip install python-rapidjson ``` -- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.7M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/python-rapidjson) (πŸ“₯ 1.7M Β· ⏱️ 18.05.2024): ``` conda install -c conda-forge python-rapidjson ``` @@ -286,12 +286,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
hickle (πŸ₯‰27 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 740 Β· πŸ“‹ 110 - 5% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 750 Β· πŸ“‹ 110 - 5% open Β· ⏱️ 31.03.2024): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 50K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 47K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): ``` pip install hickle ``` @@ -307,11 +307,11 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1M / month Β· πŸ“¦ 49 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 49 Β· ⏱️ 06.02.2024): ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 92K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 94K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ``` @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 300K / month Β· πŸ“¦ 110 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 310K / month Β· πŸ“¦ 110 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,35 +342,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 220M / month Β· πŸ“¦ 65K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 220M / month Β· πŸ“¦ 66K Β· ⏱️ 10.04.2024): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 51M Β· ⏱️ 11.04.2024): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 51M Β· ⏱️ 16.05.2024): ``` conda install -c conda-forge pandas ```
polars (πŸ₯‡42 Β· ⭐ 27K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 410 Β· πŸ”€ 1.6K Β· πŸ“₯ 810 Β· πŸ“¦ 4 Β· πŸ“‹ 7.5K - 22% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.6K Β· πŸ“₯ 880 Β· πŸ“¦ 4 Β· πŸ“‹ 7.6K - 22% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7.1M / month Β· πŸ“¦ 900 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7.2M / month Β· πŸ“¦ 930 Β· ⏱️ 22.05.2024): ``` pip install polars ```
h5py (πŸ₯ˆ41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/h5py/h5py @@ -379,14 +379,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 16M Β· ⏱️ 10.04.2024): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 16M Β· ⏱️ 17.05.2024): ``` conda install -c conda-forge h5py ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 27K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 27K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/pydata/xarray @@ -402,12 +402,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.2K - 16% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.2K - 16% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/modin-project/modin ``` -- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.3M / month Β· πŸ“¦ 47 Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/modin) (πŸ“₯ 1.4M / month Β· πŸ“¦ 47 Β· ⏱️ 15.05.2024): ``` pip install modin ``` @@ -416,41 +416,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge modin-core ```
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numexpr (πŸ₯ˆ36 Β· ⭐ 2.1K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT +
numexpr (πŸ₯ˆ36 Β· ⭐ 2.2K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 200 Β· πŸ“₯ 640 Β· πŸ“¦ 75K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 200 Β· πŸ“₯ 640 Β· πŸ“¦ 76K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 4M / month Β· πŸ“¦ 850 Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.9M / month Β· πŸ“¦ 850 Β· ⏱️ 02.04.2024): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 8M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 8.1M Β· ⏱️ 05.02.2024): ``` conda install -c conda-forge numexpr ```
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zarr (πŸ₯ˆ36 Β· ⭐ 1.3K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT +
zarr (πŸ₯ˆ36 Β· ⭐ 1.4K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 260 Β· πŸ“¦ 3.8K Β· πŸ“‹ 750 - 44% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 260 Β· πŸ“¦ 3.8K Β· πŸ“‹ 770 - 43% open Β· ⏱️ 17.05.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 630K / month Β· πŸ“¦ 870 Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 630K / month Β· πŸ“¦ 880 Β· ⏱️ 17.05.2024): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 3.1M Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 3.1M Β· ⏱️ 17.05.2024): ``` conda install -c conda-forge zarr ```
PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/PyTables/PyTables @@ -464,18 +464,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytables ```
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pandera (πŸ₯ˆ33 Β· ⭐ 3K) - A light-weight, flexible, and expressive statistical data testing.. MIT +
pandera (πŸ₯ˆ33 Β· ⭐ 3.1K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 1.6K Β· πŸ“‹ 780 - 39% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 1.6K Β· πŸ“‹ 780 - 40% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.5M / month Β· πŸ“¦ 180 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.3M / month Β· πŸ“¦ 180 Β· ⏱️ 14.05.2024): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 37K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 38K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge pandera-core ``` @@ -487,11 +487,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jina-ai/docarray ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 78K / month Β· πŸ“¦ 68 Β· ⏱️ 22.12.2023): +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 84K / month Β· πŸ“¦ 68 Β· ⏱️ 22.12.2023): ``` pip install docarray ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 130K Β· ⏱️ 18.06.2023): +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 140K Β· ⏱️ 18.06.2023): ``` conda install -c conda-forge docarray ``` @@ -503,11 +503,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 930K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 920K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2024): ``` pip install Bottleneck ``` -- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 4M Β· ⏱️ 26.02.2024): +- [Conda](https://anaconda.org/conda-forge/bottleneck) (πŸ“₯ 4.1M Β· ⏱️ 26.02.2024): ``` conda install -c conda-forge bottleneck ``` @@ -519,7 +519,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 560K / month Β· πŸ“¦ 640 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 580K / month Β· πŸ“¦ 640 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -535,7 +535,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.2M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.3M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -546,16 +546,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 740 Β· πŸ“‹ 1.3K - 40% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 750 Β· πŸ“‹ 1.3K - 40% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 51 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 23K / month Β· πŸ“¦ 51 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` -- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 180K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/vaex) (πŸ“₯ 190K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge vaex ``` @@ -567,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.2M / month Β· πŸ“¦ 42 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.1M / month Β· πŸ“¦ 42 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -595,7 +595,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 420K / month Β· πŸ“¦ 91 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 410K / month Β· πŸ“¦ 91 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` @@ -611,7 +611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 690K / month Β· πŸ“¦ 52 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 710K / month Β· πŸ“¦ 52 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` @@ -622,16 +622,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
StaticFrame (πŸ₯‰27 Β· ⭐ 410) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 6% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 6% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 6.7K / month Β· πŸ“¦ 2 Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 6.3K / month Β· πŸ“¦ 4 Β· ⏱️ 21.05.2024): ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 330K Β· ⏱️ 15.04.2024): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 330K Β· ⏱️ 21.05.2024): ``` conda install -c conda-forge static-frame ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 94K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 91K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -659,7 +659,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - pickleDB (πŸ₯‰22 Β· ⭐ 880 Β· πŸ’€) - pickleDB is an open source key-value store using Pythons json module. BSD-3 - fletcher (πŸ₯‰19 Β· ⭐ 230 Β· πŸ’€) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT - Bounter (πŸ₯‰18 Β· ⭐ 940 Β· πŸ’€) - Efficient Counter that uses a limited (bounded) amount of memory.. MIT -- PandaPy (πŸ₯‰14 Β· ⭐ 550 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT +- PandaPy (πŸ₯‰13 Β· ⭐ 550 Β· πŸ’€) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

@@ -690,59 +690,59 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 54M / month Β· πŸ“¦ 1.1K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 56M / month Β· πŸ“¦ 1.1K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` -- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 12M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/sortedcontainers) (πŸ“₯ 13M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge sortedcontainers ```
-
multidict (πŸ₯ˆ32 Β· ⭐ 390) - The multidict implementation. Apache-2 +
bidict (πŸ₯ˆ32 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.6K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 53 Β· πŸ“¦ 26K Β· πŸ“‹ 61 - 3% open Β· ⏱️ 04.05.2024): ``` - git clone https://github.com/aio-libs/multidict + git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 110M / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 3.4M / month Β· πŸ“¦ 440 Β· ⏱️ 18.02.2024): ``` - pip install multidict + pip install bidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 12M Β· ⏱️ 04.02.2024): +- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 410K Β· ⏱️ 18.02.2024): ``` - conda install -c conda-forge multidict + conda install -c conda-forge bidict ```
-
bidict (πŸ₯ˆ31 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 +
multidict (πŸ₯ˆ32 Β· ⭐ 400) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 53 Β· πŸ“¦ 25K Β· πŸ“‹ 60 - 1% open Β· ⏱️ 04.05.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.7K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 19.04.2024): ``` - git clone https://github.com/jab/bidict + git clone https://github.com/aio-libs/multidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 3M / month Β· πŸ“¦ 430 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/multidict) (πŸ“₯ 110M / month Β· πŸ“¦ 1.3K Β· ⏱️ 01.02.2024): ``` - pip install bidict + pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/bidict) (πŸ“₯ 400K Β· ⏱️ 18.02.2024): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 12M Β· ⏱️ 04.02.2024): ``` - conda install -c conda-forge bidict + conda install -c conda-forge multidict ```
anytree (πŸ₯ˆ31 Β· ⭐ 910) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 13% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 14% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.5M / month Β· πŸ“¦ 470 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.5M / month Β· πŸ“¦ 480 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` -- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 39K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/anytree) (πŸ“₯ 40K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge anytree ``` @@ -774,14 +774,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install glom ``` -- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 33K Β· ⏱️ 27.11.2023): +- [Conda](https://anaconda.org/conda-forge/glom) (πŸ“₯ 34K Β· ⏱️ 27.11.2023): ``` conda install -c conda-forge glom ```
immutables (πŸ₯‰27 Β· ⭐ 1.1K Β· πŸ’€) - A high-performance immutable mapping type for Python. Apache-2 -- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 53 Β· πŸ“¦ 6.7K Β· πŸ“‹ 46 - 19% open Β· ⏱️ 15.08.2023): +- [GitHub](https://github.com/MagicStack/immutables) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 54 Β· πŸ“¦ 6.7K Β· πŸ“‹ 48 - 22% open Β· ⏱️ 15.08.2023): ``` git clone https://github.com/MagicStack/immutables @@ -797,12 +797,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 910K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 920K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -829,12 +829,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-box (πŸ₯‰25 Β· ⭐ 2.4K Β· πŸ’€) - Python dictionaries with advanced dot notation access. MIT -- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 97 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 14% open Β· ⏱️ 26.08.2023): +- [GitHub](https://github.com/cdgriffith/Box) (πŸ‘¨β€πŸ’» 1 Β· πŸ”€ 98 Β· πŸ“₯ 39 Β· πŸ“‹ 160 - 14% open Β· ⏱️ 26.08.2023): ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.1M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -848,7 +848,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - sqlitedict (πŸ₯ˆ29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- cleverdict (πŸ₯‰17 Β· ⭐ 98 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰17 Β· ⭐ 99 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -858,7 +858,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡46 Β· ⭐ 19K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.7K Β· πŸ“¦ 400K Β· πŸ“‹ 4K - 9% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.7K Β· πŸ“¦ 410K Β· πŸ“‹ 4K - 9% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/samuelcolvin/pydantic @@ -867,14 +867,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.7M Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.8M Β· ⏱️ 23.04.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.5K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 240 Β· πŸ“¦ 560K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 250 Β· πŸ“¦ 560K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/Julian/jsonschema @@ -888,18 +888,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge jsonschema ```
-
validators (πŸ₯ˆ35 Β· ⭐ 910) - Python Data Validation for Humans. MIT +
validators (πŸ₯ˆ35 Β· ⭐ 920) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 140 Β· πŸ“₯ 27 Β· πŸ“¦ 120K Β· πŸ“‹ 170 - 1% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“₯ 28 Β· πŸ“¦ 120K Β· πŸ“‹ 170 - 0% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.4M / month Β· πŸ“¦ 2.9K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.8M / month Β· πŸ“¦ 6.2K Β· ⏱️ 19.04.2024): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 620K Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 630K Β· ⏱️ 19.04.2024): ``` conda install -c conda-forge validators ``` @@ -911,18 +911,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.9M / month Β· πŸ“¦ 660 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.5M / month Β· πŸ“¦ 660 Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` -- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 370K Β· ⏱️ 06.10.2023): +- [Conda](https://anaconda.org/conda-forge/cerberus) (πŸ“₯ 380K Β· ⏱️ 06.10.2023): ``` conda install -c conda-forge cerberus ```
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9.1K Β· πŸ“‹ 180 - 54% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9.2K Β· πŸ“‹ 180 - 53% open Β· ⏱️ 06.05.2024): ``` git clone https://github.com/keleshev/schema @@ -931,7 +931,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schema ``` -- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 160K Β· ⏱️ 04.05.2024): +- [Conda](https://anaconda.org/conda-forge/schema) (πŸ“₯ 170K Β· ⏱️ 04.05.2024): ``` conda install -c conda-forge schema ``` @@ -943,7 +943,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.7M / month Β· πŸ“¦ 530 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 530 Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` @@ -959,7 +959,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 570K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 590K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install param ``` @@ -975,11 +975,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 17M / month Β· πŸ“¦ 690 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 19M / month Β· πŸ“¦ 690 Β· ⏱️ 26.02.2024): ``` pip install email-validator ``` -- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 180K Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 190K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge email-validator ``` @@ -991,7 +991,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.4M / month Β· πŸ“¦ 380 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.5M / month Β· πŸ“¦ 380 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1007,11 +1007,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 150K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 160K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 45K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 46K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1041,11 +1041,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— python-patterns ( ⭐ 40K Β· πŸ’€) - Collection of design patterns/idioms in Python. +πŸ”— python-patterns ( ⭐ 40K) - Collection of design patterns/idioms in Python. -
transitions (πŸ₯‡34 Β· ⭐ 5.4K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine.. MIT +
transitions (πŸ₯‡34 Β· ⭐ 5.4K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 520 Β· πŸ“¦ 3.4K Β· πŸ“‹ 460 - 3% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 520 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 3% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/pytransitions/transitions @@ -1054,7 +1054,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 640K Β· ⏱️ 14.05.2024): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 650K Β· ⏱️ 14.05.2024): ``` conda install -c conda-forge transitions ``` @@ -1096,19 +1096,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.6M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.7M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
python-dateutil (πŸ₯ˆ37 Β· ⭐ 2.3K) - Useful extensions to the standard Python datetime features. Apache-2 -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 480 Β· πŸ“₯ 35K Β· πŸ“‹ 790 - 46% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 480 Β· πŸ“₯ 35K Β· πŸ“‹ 800 - 46% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 360M / month Β· πŸ“¦ 9.8K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 370M / month Β· πŸ“¦ 9.8K Β· ⏱️ 01.03.2024): ``` pip install python-dateutil ``` @@ -1119,21 +1119,21 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pendulum (πŸ₯ˆ36 Β· ⭐ 6.1K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 360 Β· πŸ“₯ 650 Β· πŸ“¦ 27K Β· πŸ“‹ 560 - 42% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 360 Β· πŸ“₯ 650 Β· πŸ“¦ 28K Β· πŸ“‹ 560 - 42% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 33M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 38M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 980K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 990K Β· ⏱️ 07.01.2024): ``` conda install -c conda-forge pendulum ```
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dateparser (πŸ₯ˆ34 Β· ⭐ 2.5K Β· πŸ“‰) - python parser for human readable dates. BSD-3 +
dateparser (πŸ₯ˆ34 Β· ⭐ 2.5K) - python parser for human readable dates. BSD-3 - [GitHub](https://github.com/scrapinghub/dateparser) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 470 Β· πŸ“¦ 28K Β· πŸ“‹ 700 - 46% open Β· ⏱️ 08.04.2024): @@ -1144,14 +1144,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install dateparser ``` -- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 210K Β· ⏱️ 17.11.2023): +- [Conda](https://anaconda.org/conda-forge/dateparser) (πŸ“₯ 220K Β· ⏱️ 17.11.2023): ``` conda install -c conda-forge dateparser ```
pytz (πŸ₯ˆ34 Β· ⭐ 320) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 84 Β· πŸ“₯ 51 Β· πŸ“¦ 1.9M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 84 Β· πŸ“₯ 53 Β· πŸ“¦ 1.9M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1165,25 +1165,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pytz ```
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holidays (πŸ₯‰32 Β· ⭐ 1.3K) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯‰32 Β· ⭐ 1.4K) - Generate and work with holidays in Python. MIT - [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 440 Β· ⏱️ 12.04.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.2M / month Β· πŸ“¦ 310 Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.2M / month Β· πŸ“¦ 310 Β· ⏱️ 20.05.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 06.05.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 21.05.2024): ``` conda install -c conda-forge holidays ```
tzlocal (πŸ₯‰31 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 59 Β· πŸ“¦ 160K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 59 Β· πŸ“¦ 170K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/regebro/tzlocal @@ -1215,7 +1215,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 250M / month Β· πŸ“¦ 1.6K Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 260M / month Β· πŸ“¦ 1.6K Β· ⏱️ 15.05.2024): ``` pip install fsspec ``` @@ -1247,7 +1247,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tox-dev/py-filelock ``` -- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 140M / month Β· πŸ“¦ 2K Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/filelock) (πŸ“₯ 140M / month Β· πŸ“¦ 2.1K Β· ⏱️ 29.04.2024): ``` pip install filelock ``` @@ -1258,12 +1258,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiofiles (πŸ₯‰33 Β· ⭐ 2.6K) - File support for asyncio. Apache-2 -- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 140K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): +- [GitHub](https://github.com/Tinche/aiofiles) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 150 Β· πŸ“¦ 150K Β· πŸ“‹ 120 - 42% open Β· ⏱️ 06.02.2024): ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 17M / month Β· πŸ“¦ 2.5K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 18M / month Β· πŸ“¦ 2.5K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` @@ -1279,11 +1279,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 200 Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.5M / month Β· πŸ“¦ 200 Β· ⏱️ 09.04.2024): ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 530K Β· ⏱️ 15.04.2024): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 540K Β· ⏱️ 15.04.2024): ``` conda install -c conda-forge path ``` @@ -1295,7 +1295,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.2M / month Β· πŸ“¦ 210 Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.1M / month Β· πŸ“¦ 210 Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1306,7 +1306,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- zipp (πŸ₯ˆ35 Β· ⭐ 51) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯ˆ35 Β· ⭐ 52) - Backport of pathlib-compatible object wrapper for zip files. MIT - appdirs (πŸ₯‰32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - pyfilesystem2 (πŸ₯‰30 Β· ⭐ 2K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT @@ -1317,9 +1317,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯‡40 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT +
future (πŸ₯‡38 Β· ⭐ 1.2K Β· πŸ“‰) - Easy, clean, reliable Python 2/3 compatibility. MIT -- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 320K Β· πŸ“‹ 400 - 46% open Β· ⏱️ 21.02.2024): +- [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 330K Β· πŸ“‹ 400 - 46% open Β· ⏱️ 21.02.2024): ``` git clone https://github.com/PythonCharmers/python-future @@ -1335,7 +1335,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
six (πŸ₯ˆ37 Β· ⭐ 970) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 260 Β· πŸ“¦ 2.1M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 270 Β· πŸ“¦ 2.1M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/benjaminp/six @@ -1349,9 +1349,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge six ```
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typing (πŸ₯ˆ34 Β· ⭐ 1.5K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 +
typing (πŸ₯ˆ34 Β· ⭐ 1.6K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 99 Β· πŸ”€ 220 Β· πŸ“‹ 790 - 19% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“‹ 800 - 19% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/python/typing @@ -1360,17 +1360,17 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install typing ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 3M Β· ⏱️ 17.05.2024): ``` conda install -c conda-forge typing ```
Show 4 hidden projects... +- contextlib2 (πŸ₯‰28 Β· ⭐ 37 Β· πŸ“ˆ) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 -- pathlib2 (πŸ₯‰27 Β· ⭐ 81 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT -- contextlib2 (πŸ₯‰26 Β· ⭐ 38 Β· πŸ’€) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT

@@ -1380,23 +1380,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 670K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 670K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 260M / month Β· πŸ“¦ 8.6K Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 270M / month Β· πŸ“¦ 8.6K Β· ⏱️ 06.05.2024): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 47M Β· ⏱️ 07.05.2024): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 48M Β· ⏱️ 07.05.2024): ``` conda install -c conda-forge cryptography ```
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pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.7K Β· πŸ“ˆ) - A self-contained cryptographic library for Python. BSD-3 +
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.7K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 480 Β· πŸ“¦ 96K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.05.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 500 Β· πŸ“¦ 97K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/Legrandin/pycryptodome @@ -1405,7 +1405,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pycryptodomex ``` -- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.6M Β· ⏱️ 23.09.2023): +- [Conda](https://anaconda.org/conda-forge/pycryptodomex) (πŸ“₯ 1.7M Β· ⏱️ 23.09.2023): ``` conda install -c conda-forge pycryptodomex ``` @@ -1426,36 +1426,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge keyring ```
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tink (πŸ₯‰38 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 +
bcrypt (πŸ₯‰38 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1.1K Β· ⏱️ 17.04.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 20.05.2024): ``` - git clone https://github.com/google/tink + git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 390K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 60M / month Β· πŸ“¦ 1.2K Β· ⏱️ 04.05.2024): ``` - pip install tink + pip install bcrypt ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 290 / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2023): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.9M Β· ⏱️ 17.05.2024): ``` - npm install tink-crypto + conda install -c conda-forge bcrypt ```
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bcrypt (πŸ₯‰38 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
tink (πŸ₯‰37 Β· ⭐ 13K) - Tink is a multi-language, cross-platform, open source library that.. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/tink-crypto/tink) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.2K Β· πŸ“₯ 1.1K Β· πŸ“¦ 1.1K Β· ⏱️ 17.04.2024): ``` - git clone https://github.com/pyca/bcrypt + git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 59M / month Β· πŸ“¦ 1.2K Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 400K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): ``` - pip install bcrypt + pip install tink ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.9M Β· ⏱️ 15.12.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 290 / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2023): ``` - conda install -c conda-forge bcrypt + npm install tink-crypto ```
asn1crypto (πŸ₯‰33 Β· ⭐ 320) - Python ASN.1 library with a focus on performance and a pythonic API. MIT @@ -1474,7 +1474,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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rsa (πŸ₯‰29 Β· ⭐ 470) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰29 Β· ⭐ 480) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 100 Β· πŸ“‹ 130 - 15% open Β· ⏱️ 30.01.2024): @@ -1498,12 +1498,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.3M / month Β· πŸ“¦ 450 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.3M / month Β· πŸ“¦ 450 Β· ⏱️ 21.05.2024): ``` pip install ansible ``` @@ -1514,60 +1514,60 @@ _General-purpose data containers as well as utilities & extensions for pandas._
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 320K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 330K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 640M / month Β· πŸ“¦ 2.6K Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 650M / month Β· πŸ“¦ 2.6K Β· ⏱️ 22.05.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 26M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 27M Β· ⏱️ 23.05.2024): ``` conda install -c conda-forge botocore ```
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pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Build.. Apache-2 +
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3.2M Β· πŸ“¦ 7.8K Β· πŸ“‹ 7.2K - 29% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3.3M Β· πŸ“¦ 7.8K Β· πŸ“‹ 7.2K - 29% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 1M / month Β· πŸ“¦ 250 Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 930K / month Β· πŸ“¦ 260 Β· ⏱️ 23.05.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.6M / month Β· πŸ“¦ 930 Β· ⏱️ 15.05.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.6M / month Β· πŸ“¦ 930 Β· ⏱️ 19.05.2024): ``` npm install @pulumi/pulumi ```
awscli (πŸ₯ˆ43 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 12% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 11% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 160M / month Β· πŸ“¦ 610 Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 620 Β· ⏱️ 22.05.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 23.05.2024): ``` conda install -c conda-forge awscli ```
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docker (πŸ₯ˆ42 Β· ⭐ 6.7K) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ43 Β· ⭐ 6.7K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 940 Β· πŸ“¦ 80K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 960 Β· πŸ“¦ 81K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 41M / month Β· πŸ“¦ 3.1K Β· ⏱️ 08.12.2023): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 43M / month Β· πŸ“¦ 3.1K Β· ⏱️ 23.05.2024): ``` pip install docker ``` @@ -1578,23 +1578,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
paramiko (πŸ₯ˆ41 Β· ⭐ 8.9K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 95K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 96K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 56M / month Β· πŸ“¦ 2.8K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 57M / month Β· πŸ“¦ 2.8K Β· ⏱️ 18.12.2023): ``` pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.5M Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.6M Β· ⏱️ 19.12.2023): ``` conda install -c conda-forge paramiko ```
docker-compose (πŸ₯ˆ40 Β· ⭐ 33K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 94M Β· πŸ“¦ 530 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 95M Β· πŸ“¦ 550 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/docker/compose @@ -1608,14 +1608,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-compose ```
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kubernetes (πŸ₯ˆ38 Β· ⭐ 6.5K Β· πŸ“‰) - Official Python client library for kubernetes. Apache-2 +
kubernetes (πŸ₯ˆ39 Β· ⭐ 6.5K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 32M / month Β· πŸ“¦ 1.2K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 34M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.05.2024): ``` pip install kubernetes ``` @@ -1631,7 +1631,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 300K / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 310K / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1643,18 +1643,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.9M / month Β· πŸ“¦ 280 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.7M / month Β· πŸ“¦ 280 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 91K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 92K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
schedule (πŸ₯‰34 Β· ⭐ 12K) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 35K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 28.04.2024): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 35K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/dbader/schedule @@ -1663,19 +1663,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 56K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 57K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ```
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plumbum (πŸ₯‰34 Β· ⭐ 2.8K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT +
plumbum (πŸ₯‰34 Β· ⭐ 2.8K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.4K Β· πŸ“‹ 360 - 37% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.4K Β· πŸ“‹ 360 - 37% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.2M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.1M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): ``` pip install plumbum ``` @@ -1691,7 +1691,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pahaz/sshtunnel ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 13M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): +- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 14M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): ``` pip install sshtunnel ``` @@ -1700,9 +1700,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sshtunnel ```
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pyinfra (πŸ₯‰31 Β· ⭐ 3.4K) - pyinfra turns Python code into shell commands and runs them on your.. MIT +
pyinfra (πŸ₯‰31 Β· ⭐ 3.5K) - pyinfra turns Python code into shell commands and runs them on your.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 350 Β· πŸ“¦ 110 Β· πŸ“‹ 720 - 21% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 350 Β· πŸ“¦ 120 Β· πŸ“‹ 720 - 21% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/Fizzadar/pyinfra @@ -1719,7 +1719,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3.2K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1731,8 +1731,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 5 hidden projects... - parallel-ssh (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 -- fabtools (πŸ₯‰25 Β· ⭐ 1.2K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT +- fabtools (πŸ₯‰24 Β· ⭐ 1.2K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT - Grai (πŸ₯‰14 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0
@@ -1758,14 +1758,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pexpect ```
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supervisor (πŸ₯ˆ35 Β· ⭐ 8.3K) - Supervisor process control system for Unix.. ❗️Repoze Public License +
supervisor (πŸ₯ˆ36 Β· ⭐ 8.3K) - Supervisor process control system for Unix.. ❗️Repoze Public License -- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 11K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 02.03.2024): +- [GitHub](https://github.com/Supervisor/supervisor) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 1.2K Β· πŸ“¦ 11K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.7M / month Β· πŸ“¦ 120 Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 120 Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` @@ -1781,7 +1781,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.9M / month Β· πŸ“¦ 720 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.6M / month Β· πŸ“¦ 720 Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1823,7 +1823,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.7M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.8M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ``` @@ -1835,18 +1835,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 13M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 15M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 710K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 720K Β· ⏱️ 23.10.2023): ``` conda install -c conda-forge uvloop ```
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“¦ 290K Β· πŸ“‹ 350 - 17% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“¦ 300K Β· πŸ“‹ 350 - 17% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/agronholm/anyio @@ -1867,11 +1867,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 190K / month Β· πŸ“¦ 86 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 200K / month Β· πŸ“¦ 86 Β· ⏱️ 30.04.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 7.9K Β· ⏱️ 30.04.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 8.1K Β· ⏱️ 30.04.2024): ``` conda install -c conda-forge asyncer ``` @@ -1883,7 +1883,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 18K / month Β· πŸ“¦ 57 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 57 Β· ⏱️ 14.05.2024): ``` pip install aiomisc ``` @@ -1895,7 +1895,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 72K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 74K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1911,11 +1911,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 610K / month Β· πŸ“¦ 90 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 600K / month Β· πŸ“¦ 94 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 880K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 890K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1933,11 +1933,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 64M / month Β· πŸ“¦ 8.9K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 65M / month Β· πŸ“¦ 9K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.3M Β· ⏱️ 23.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.4M Β· ⏱️ 23.01.2024): ``` conda install -c conda-forge python-dotenv ``` @@ -1953,39 +1953,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install traitlets ``` -- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 27M Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/traitlets) (πŸ“₯ 28M Β· ⏱️ 19.04.2024): ``` conda install -c conda-forge traitlets ```
hydra (πŸ₯ˆ34 Β· ⭐ 8.3K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 600 Β· πŸ“¦ 23K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 600 Β· πŸ“¦ 24K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): ``` git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.9K / month Β· πŸ“¦ 11 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.8K / month Β· πŸ“¦ 11 Β· ⏱️ 03.08.2016): ``` pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 970K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 980K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge hydra-core ```
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Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.5K) - Configuration Management for Python. MIT +
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.6K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.4K Β· πŸ“‹ 510 - 23% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.5K Β· πŸ“‹ 510 - 23% open Β· ⏱️ 17.05.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3.1M / month Β· πŸ“¦ 410 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3M / month Β· πŸ“¦ 410 Β· ⏱️ 18.03.2024): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 75K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 76K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge dynaconf ``` @@ -1997,11 +1997,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.6M / month Β· πŸ“¦ 640 Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.7M / month Β· πŸ“¦ 640 Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 83K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 84K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ``` @@ -2022,9 +2022,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge omegaconf ```
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gin-config (πŸ₯‰28 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 +
gin-config (πŸ₯‰29 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.5K Β· πŸ“‹ 95 - 55% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.6K Β· πŸ“‹ 95 - 55% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config @@ -2045,11 +2045,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 210K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 220K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 61K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 62K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2066,12 +2066,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 350 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 8% open Β· ⏱️ 11.05.2024): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 350 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 11.05.2024): ``` git clone https://github.com/pallets/click ``` -- [PyPi](https://pypi.org/project/click) (πŸ“₯ 200M / month Β· πŸ“¦ 37K Β· ⏱️ 17.08.2023): +- [PyPi](https://pypi.org/project/click) (πŸ“₯ 210M / month Β· πŸ“¦ 37K Β· ⏱️ 17.08.2023): ``` pip install click ``` @@ -2087,43 +2087,43 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 62M / month Β· πŸ“¦ 11K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 64M / month Β· πŸ“¦ 11K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.8M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.9M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
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Typer (πŸ₯ˆ40 Β· ⭐ 14K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT +
Typer (πŸ₯ˆ40 Β· ⭐ 15K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 620 Β· πŸ“¦ 91K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 620 Β· πŸ“¦ 93K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 17.05.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 28M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 30M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.3M Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.4M Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge typer ```
python-fire (πŸ₯ˆ39 Β· ⭐ 26K) - Python Fire is a library for automatically generating command.. Apache-2 -- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 33K Β· πŸ“‹ 340 - 44% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/google/python-fire) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 1.4K Β· πŸ“¦ 34K Β· πŸ“‹ 340 - 44% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.7M / month Β· πŸ“¦ 2.2K Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 2.3K Β· ⏱️ 11.03.2024): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 920K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 930K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ``` @@ -2144,9 +2144,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge prompt-toolkit ```
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colorama (πŸ₯ˆ36 Β· ⭐ 3.4K) - Simple cross-platform colored terminal text in Python. BSD-3 +
colorama (πŸ₯ˆ36 Β· ⭐ 3.5K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 950K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 960K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama @@ -2155,27 +2155,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install colorama ``` -- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 30M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/colorama) (πŸ“₯ 31M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge colorama ```
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docopt (πŸ₯ˆ35 Β· ⭐ 7.9K) - This project is no longer maintained. Please see.. MIT - -- [GitHub](https://github.com/docopt/docopt) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 560 Β· πŸ“¦ 120K Β· πŸ“‹ 450 - 58% open Β· ⏱️ 02.04.2024): - - ``` - git clone https://github.com/docopt/docopt - ``` -- [PyPi](https://pypi.org/project/docopt) (πŸ“₯ 11M / month Β· πŸ“¦ 3.3K Β· ⏱️ 16.06.2014): - ``` - pip install docopt - ``` -- [Conda](https://anaconda.org/conda-forge/docopt) (πŸ“₯ 2.1M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge docopt - ``` -
argcomplete (πŸ₯ˆ35 Β· ⭐ 1.4K) - Python and tab completion, better together. Apache-2 - [GitHub](https://github.com/kislyuk/argcomplete) (πŸ‘¨β€πŸ’» 73 Β· πŸ”€ 120 Β· πŸ“₯ 360 Β· πŸ“¦ 53K Β· πŸ“‹ 270 - 19% open Β· ⏱️ 12.05.2024): @@ -2215,7 +2199,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 66M / month Β· πŸ“¦ 1.5K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 65M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2231,11 +2215,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tmbo/questionary ``` -- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 1.9M / month Β· πŸ“¦ 660 Β· ⏱️ 08.09.2023): +- [PyPi](https://pypi.org/project/questionary) (πŸ“₯ 2M / month Β· πŸ“¦ 660 Β· ⏱️ 08.09.2023): ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 73K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 74K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ``` @@ -2247,7 +2231,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 21K / month Β· πŸ“¦ 110 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 22K / month Β· πŸ“¦ 110 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` @@ -2274,12 +2258,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docopt-ng (πŸ₯‰23 Β· ⭐ 170) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 18 Β· πŸ“¦ 310 Β· πŸ“‹ 32 - 50% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 19 Β· πŸ“¦ 310 Β· πŸ“‹ 33 - 51% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 220K / month Β· πŸ“¦ 80 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 230K / month Β· πŸ“¦ 81 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2291,17 +2275,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 180 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 170 / month Β· ⏱️ 21.06.2020): ``` pip install colout ```
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Show 4 hidden projects... +
Show 5 hidden projects... +- docopt (πŸ₯ˆ36 Β· ⭐ 7.9K Β· πŸ’€) - Create *beautiful* command-line interfaces with Python. MIT - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰24 Β· ⭐ 95 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 52) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 53) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2309,7 +2294,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -πŸ”— best-of-python-dev ( ⭐ 920) - A ranked list of awesome python developer tools and libraries. Updated.. +πŸ”— best-of-python-dev ( ⭐ 930) - A ranked list of awesome python developer tools and libraries. Updated..
@@ -2335,12 +2320,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 300 - 13% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 300 - 13% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 570K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 630K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2352,39 +2337,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 230K / month Β· πŸ“¦ 78 Β· ⏱️ 11.04.2024): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 210K / month Β· πŸ“¦ 78 Β· ⏱️ 11.04.2024): ``` pip install beaker ``` -- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 74K Β· ⏱️ 12.04.2024): +- [Conda](https://anaconda.org/conda-forge/beaker) (πŸ“₯ 75K Β· ⏱️ 12.04.2024): ``` conda install -c conda-forge beaker ```
pylibmc (πŸ₯‰27 Β· ⭐ 480 Β· πŸ’€) - A Python wrapper around the libmemcached interface from TangentOrg. BSD-3 -- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 610 Β· πŸ“¦ 5K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): +- [GitHub](https://github.com/lericson/pylibmc) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 130 Β· πŸ“₯ 610 Β· πŸ“¦ 5.1K Β· πŸ“‹ 190 - 11% open Β· ⏱️ 11.10.2023): ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 260K / month Β· πŸ“¦ 74 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 260K / month Β· πŸ“¦ 77 Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` -- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 220K Β· ⏱️ 26.09.2023): +- [Conda](https://anaconda.org/conda-forge/pylibmc) (πŸ“₯ 230K Β· ⏱️ 26.09.2023): ``` conda install -c conda-forge pylibmc ```
cachier (πŸ₯‰26 Β· ⭐ 520) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 82 - 26% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 82 - 26% open Β· ⏱️ 18.05.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 91K / month Β· πŸ“¦ 40 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 95K / month Β· πŸ“¦ 40 Β· ⏱️ 26.02.2024): ``` pip install cachier ``` @@ -2403,7 +2388,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡41 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3K Β· πŸ“₯ 37K Β· πŸ“¦ 13K Β· πŸ“‹ 5.1K - 15% open Β· ⏱️ 12.05.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3K Β· πŸ“₯ 37K Β· πŸ“¦ 13K Β· πŸ“‹ 5.1K - 15% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/kivy/kivy @@ -2419,28 +2404,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
DearPyGui (πŸ₯ˆ33 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT -- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 640 Β· πŸ“¦ 2.9K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 650 Β· πŸ“¦ 3K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 13.04.2024): ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 45K / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 44K / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 260 Β· πŸ”€ 640 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 900 - 20% open Β· ⏱️ 12.05.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 650 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 900 - 20% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 6.3K / month Β· πŸ“¦ 23 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 6K / month Β· πŸ“¦ 23 Β· ⏱️ 08.05.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 17 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 16 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2452,7 +2437,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 950 / month Β· πŸ“¦ 7 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 870 / month Β· πŸ“¦ 7 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2479,12 +2464,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡18 Β· ⭐ 660) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 950 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 960 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 160 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 100 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2505,57 +2490,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ πŸ”— best-of-ml-python - NLP ( ⭐ 16K) - Collection of text processing and NLP libraries. -
emoji (πŸ₯‡36 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 +
emoji (πŸ₯‡37 Β· ⭐ 1.8K) - emoji terminal output for Python. BSD-3 -- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 270 Β· πŸ“¦ 70K Β· πŸ“‹ 170 - 9% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/carpedm20/emoji) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 270 Β· πŸ“¦ 71K Β· πŸ“‹ 170 - 8% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 3.8M / month Β· πŸ“¦ 970 Β· ⏱️ 21.04.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 4M / month Β· πŸ“¦ 970 Β· ⏱️ 20.05.2024): ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 73K Β· ⏱️ 21.04.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 74K Β· ⏱️ 20.05.2024): ``` conda install -c conda-forge emoji ```
phonenumbers (πŸ₯‡34 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 17.05.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.7M / month Β· πŸ“¦ 530 Β· ⏱️ 03.05.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.8M / month Β· πŸ“¦ 530 Β· ⏱️ 17.05.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 900K Β· ⏱️ 03.05.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 910K Β· ⏱️ 17.05.2024): ``` conda install -c conda-forge phonenumbers ```
inflect (πŸ₯‡34 Β· ⭐ 920) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 100 Β· πŸ“¦ 21K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 100 Β· πŸ“¦ 22K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.8M / month Β· πŸ“¦ 610 Β· ⏱️ 23.04.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.9M / month Β· πŸ“¦ 610 Β· ⏱️ 23.04.2024): ``` pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 370K Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 380K Β· ⏱️ 23.04.2024): ``` conda install -c conda-forge inflect ```
python-slugify (πŸ₯ˆ33 Β· ⭐ 1.5K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 110 Β· πŸ“¦ 83K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 110 Β· πŸ“¦ 84K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/un33k/python-slugify @@ -2584,19 +2569,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 73 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 60 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
-
pyahocorasick (πŸ₯‰30 Β· ⭐ 890) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰30 Β· ⭐ 900) - Python module (C extension and plain python) implementing Aho-.. BSD-3 -- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 44 Β· πŸ“¦ 2.8K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): +- [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 50 Β· πŸ“¦ 2.8K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 850K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 830K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): ``` pip install pyahocorasick ``` @@ -2642,23 +2627,23 @@ _Libraries for connecting to, operating, and querying databases._
boto3 (πŸ₯‡49 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.2K - 6% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.3K - 5% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.5B / month Β· πŸ“¦ 11K Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.4B / month Β· πŸ“¦ 11K Β· ⏱️ 22.05.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 23.05.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡46 Β· ⭐ 8.9K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 780K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 780K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2674,12 +2659,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.7K - 10% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.7K - 10% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 50M / month Β· πŸ“¦ 870 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 51M / month Β· πŸ“¦ 870 Β· ⏱️ 08.05.2024): ``` pip install azure-storage-blob ``` @@ -2690,12 +2675,12 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡42 Β· ⭐ 12K) - Redis Python client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 38M / month Β· πŸ“¦ 5.3K Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 39M / month Β· πŸ“¦ 5.3K Β· ⏱️ 08.05.2024): ``` pip install redis ``` @@ -2706,12 +2691,12 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.7K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 72M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 73M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): ``` pip install google-cloud-storage ``` @@ -2722,28 +2707,28 @@ _Libraries for connecting to, operating, and querying databases._
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.4K Β· πŸ“¦ 30K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.4K Β· πŸ“¦ 30K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.6M / month Β· πŸ“¦ 890 Β· ⏱️ 10.05.2024): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.6M / month Β· πŸ“¦ 900 Β· ⏱️ 10.05.2024): ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 640K Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 650K Β· ⏱️ 18.04.2024): ``` conda install -c conda-forge peewee ```
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elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 +
elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 48K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 49K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 26M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.05.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 27M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.05.2024): ``` pip install elasticsearch ``` @@ -2752,62 +2737,62 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge elasticsearch ```
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MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT +
PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.6K Β· πŸ“ˆ) - MySQL client library for Python. MIT -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 24K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 220K Β· πŸ“‹ 660 - 2% open Β· ⏱️ 21.05.2024): ``` - git clone https://github.com/MongoEngine/mongoengine + git clone https://github.com/PyMySQL/PyMySQL ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.3M / month Β· πŸ“¦ 390 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 50M / month Β· πŸ“¦ 7 Β· ⏱️ 21.05.2024): ``` - pip install mongoengine + pip install PyMySQL ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 240K Β· ⏱️ 28.09.2023): +- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.4M Β· ⏱️ 26.06.2023): ``` - conda install -c conda-forge mongoengine + conda install -c conda-forge pymysql ```
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python-bigquery (πŸ₯ˆ39 Β· ⭐ 710) - Google BigQuery API client library. Apache-2 +
MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 29K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 24K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 10.03.2024): ``` - git clone https://github.com/googleapis/python-bigquery + git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 43M / month Β· πŸ“¦ 860 Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 390 Β· ⏱️ 07.03.2024): ``` - pip install google-cloud-bigquery + pip install mongoengine ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.9M Β· ⏱️ 07.05.2024): +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 250K Β· ⏱️ 28.09.2023): ``` - conda install -c conda-forge google-cloud-bigquery + conda install -c conda-forge mongoengine ```
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PyMySQL (πŸ₯ˆ38 Β· ⭐ 7.6K) - MySQL client library for Python. MIT +
python-bigquery (πŸ₯ˆ39 Β· ⭐ 710) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.5K Β· πŸ“¦ 220K Β· πŸ“‹ 650 - 2% open Β· ⏱️ 04.05.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 29K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 21.05.2024): ``` - git clone https://github.com/PyMySQL/PyMySQL + git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/PyMySQL) (πŸ“₯ 49M / month Β· πŸ“¦ 1.2K Β· ⏱️ 26.06.2023): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 45M / month Β· πŸ“¦ 860 Β· ⏱️ 21.05.2024): ``` - pip install PyMySQL + pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/pymysql) (πŸ“₯ 1.4M Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.9M Β· ⏱️ 22.05.2024): ``` - conda install -c conda-forge pymysql + conda install -c conda-forge google-cloud-bigquery ```
Ibis (πŸ₯ˆ38 Β· ⭐ 4.3K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 540 Β· πŸ“₯ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 2.9K - 9% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 540 Β· πŸ“₯ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 2.9K - 9% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 62 Β· ⏱️ 12.05.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 65 Β· ⏱️ 19.05.2024): ``` pip install ibis-framework ``` @@ -2818,7 +2803,7 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ38 Β· ⭐ 4.1K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 21.05.2024): ``` git clone https://github.com/mongodb/mongo-python-driver @@ -2834,7 +2819,7 @@ _Libraries for connecting to, operating, and querying databases._
AWS Data Wrangler (πŸ₯ˆ38 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2855,18 +2840,18 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 38M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 39M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.5M Β· ⏱️ 13.01.2024): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.6M Β· ⏱️ 13.01.2024): ``` conda install -c conda-forge alembic ```
kafka-python (πŸ₯ˆ37 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 -- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 25K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 08.03.2024): +- [GitHub](https://github.com/dpkp/kafka-python) (πŸ‘¨β€πŸ’» 220 Β· πŸ”€ 1.4K Β· πŸ“₯ 1.8K Β· πŸ“¦ 26K Β· πŸ“‹ 1.5K - 20% open Β· ⏱️ 08.03.2024): ``` git clone https://github.com/dpkp/kafka-python @@ -2882,12 +2867,12 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 3% open Β· ⏱️ 10.05.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 3% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.4M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.5M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): ``` pip install elasticsearch-dsl ``` @@ -2907,7 +2892,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 30K Β· ⏱️ 30.04.2024): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 31K Β· ⏱️ 30.04.2024): ``` conda install -c conda-forge sqlmodel ``` @@ -2919,11 +2904,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.8M / month Β· πŸ“¦ 850 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.9M / month Β· πŸ“¦ 850 Β· ⏱️ 24.03.2024): ``` pip install sqlalchemy-utils ``` -- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 570K Β· ⏱️ 24.03.2024): +- [Conda](https://anaconda.org/conda-forge/sqlalchemy-utils) (πŸ“₯ 580K Β· ⏱️ 24.03.2024): ``` conda install -c conda-forge sqlalchemy-utils ``` @@ -2939,7 +2924,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.8M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.8M Β· ⏱️ 16.05.2024): ``` conda install -c conda-forge s3fs ``` @@ -2951,7 +2936,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 7.2M / month Β· πŸ“¦ 790 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 7.6M / month Β· πŸ“¦ 790 Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` @@ -2962,12 +2947,12 @@ _Libraries for connecting to, operating, and querying databases._
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 89K Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 90K Β· ⏱️ 22.05.2024): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.8M / month Β· πŸ“¦ 540 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 540 Β· ⏱️ 26.03.2024): ``` pip install motor ``` @@ -2978,7 +2963,7 @@ _Libraries for connecting to, operating, and querying databases._
tortoise-orm (πŸ₯ˆ34 Β· ⭐ 4.3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.6K Β· πŸ“‹ 1.1K - 51% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.7K Β· πŸ“‹ 1.1K - 51% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/tortoise/tortoise-orm @@ -2999,7 +2984,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/prometheus/client_python ``` -- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 35M / month Β· πŸ“¦ 1.5K Β· ⏱️ 14.02.2024): +- [PyPi](https://pypi.org/project/prometheus_client) (πŸ“₯ 36M / month Β· πŸ“¦ 1.5K Β· ⏱️ 14.02.2024): ``` pip install prometheus_client ``` @@ -3008,25 +2993,9 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge prometheus_client ```
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Databases (πŸ₯ˆ34 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 - -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 330 - 39% open Β· ⏱️ 01.03.2024): - - ``` - git clone https://github.com/encode/databases - ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 590K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): - ``` - pip install databases - ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 200K Β· ⏱️ 06.04.2024): - ``` - conda install -c conda-forge databases - ``` -
PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 280 Β· πŸ“¦ 21K Β· πŸ“‹ 470 - 44% open Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 280 Β· πŸ“¦ 22K Β· πŸ“‹ 470 - 44% open Β· ⏱️ 26.04.2024): ``` git clone https://github.com/kayak/pypika @@ -3035,41 +3004,41 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 14K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pypika ```
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minio (πŸ₯ˆ34 Β· ⭐ 780) - MinIO Client SDK for Python. Apache-2 +
s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.5K Β· πŸ“‹ 560 - 1% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 290K Β· πŸ“‹ 87 - 58% open Β· ⏱️ 02.04.2024): ``` - git clone https://github.com/minio/minio-py + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.5M / month Β· πŸ“¦ 500 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 330M / month Β· πŸ“¦ 670 Β· ⏱️ 14.03.2024): ``` - pip install minio + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 170K Β· ⏱️ 01.05.2024): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 19M Β· ⏱️ 15.03.2024): ``` - conda install -c conda-forge minio + conda install -c conda-forge s3transfer ```
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s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 +
Databases (πŸ₯‰33 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 290K Β· πŸ“‹ 87 - 58% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 330 - 39% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 340M / month Β· πŸ“¦ 660 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 610K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): ``` - pip install s3transfer + pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 18M Β· ⏱️ 15.03.2024): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 200K Β· ⏱️ 06.04.2024): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge databases ```
Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 @@ -3079,7 +3048,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.8M / month Β· πŸ“¦ 190 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.9M / month Β· πŸ“¦ 190 Β· ⏱️ 20.03.2024): ``` pip install cassandra-driver ``` @@ -3090,7 +3059,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 870) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.2K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.3K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3104,14 +3073,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge neo4j-python-driver ```
+
minio (πŸ₯‰33 Β· ⭐ 780) - MinIO Client SDK for Python. Apache-2 + +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.6K Β· πŸ“‹ 560 - 1% open Β· ⏱️ 30.04.2024): + + ``` + git clone https://github.com/minio/minio-py + ``` +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.6M / month Β· πŸ“¦ 510 Β· ⏱️ 30.04.2024): + ``` + pip install minio + ``` +- [Conda](https://anaconda.org/conda-forge/minio) (πŸ“₯ 170K Β· ⏱️ 01.05.2024): + ``` + conda install -c conda-forge minio + ``` +
pandas-gbq (πŸ₯‰33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 14M / month Β· πŸ“¦ 180 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 15M / month Β· πŸ“¦ 180 Β· ⏱️ 20.05.2024): ``` pip install pandas-gbq ``` @@ -3131,7 +3116,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install records ``` -- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 25K Β· ⏱️ 30.03.2024): +- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 26K Β· ⏱️ 30.03.2024): ``` conda install -c conda-forge records ``` @@ -3159,7 +3144,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 200K / month Β· πŸ“¦ 160 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 190K / month Β· πŸ“¦ 160 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ``` @@ -3171,23 +3156,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/nithinmurali/pygsheets ``` -- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.8M / month Β· πŸ“¦ 75 Β· ⏱️ 30.11.2022): +- [PyPi](https://pypi.org/project/pygsheets) (πŸ“₯ 1.8M / month Β· πŸ“¦ 76 Β· ⏱️ 30.11.2022): ``` pip install pygsheets ```
PynamoDB (πŸ₯‰31 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 09.04.2024): +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.1M / month Β· πŸ“¦ 78 Β· ⏱️ 14.01.2024): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.2M / month Β· πŸ“¦ 78 Β· ⏱️ 21.05.2024): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 620K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 630K Β· ⏱️ 17.01.2024): ``` conda install -c conda-forge pynamodb ``` @@ -3215,7 +3200,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/oracle/python-cx_Oracle ``` -- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 4M / month Β· πŸ“¦ 420 Β· ⏱️ 20.07.2023): +- [PyPi](https://pypi.org/project/cx-Oracle) (πŸ“₯ 3.9M / month Β· πŸ“¦ 420 Β· ⏱️ 20.07.2023): ``` pip install cx-Oracle ``` @@ -3235,14 +3220,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.6K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.7K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.6K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 880 Β· πŸ“¦ 9.7K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 880 Β· πŸ“¦ 9.8K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3251,59 +3236,59 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 870K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 870K Β· ⏱️ 21.05.2024): ``` conda install -c conda-forge python-confluent-kafka ```
piccolos (πŸ₯‰29 Β· ⭐ 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 360 Β· πŸ“‹ 380 - 33% open Β· ⏱️ 06.04.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 86 Β· πŸ“¦ 360 Β· πŸ“‹ 390 - 33% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 16 Β· ⏱️ 22.03.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 16 Β· ⏱️ 21.05.2024): ``` pip install piccolo ```
pysolr (πŸ₯‰29 Β· ⭐ 660) - Pysolr Python Solr client. BSD-3 -- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 340 Β· πŸ“¦ 3.4K Β· πŸ“‹ 160 - 18% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/django-haystack/pysolr) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 340 Β· πŸ“¦ 3.4K Β· πŸ“‹ 160 - 18% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 330K / month Β· πŸ“¦ 54 Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month Β· πŸ“¦ 54 Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` -- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 33K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pysolr) (πŸ“₯ 34K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pysolr ```
-
prisma (πŸ₯‰27 Β· ⭐ 1.6K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 +
prisma (πŸ₯‰27 Β· ⭐ 1.7K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 - [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 390 - 52% open Β· ⏱️ 28.04.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 75K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 76K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): ``` pip install prisma ```
HappyBase (πŸ₯‰27 Β· ⭐ 610) - A developer-friendly Python library to interact with Apache HBase. MIT -- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 850 Β· πŸ“‹ 220 - 15% open Β· ⏱️ 04.12.2023): +- [GitHub](https://github.com/python-happybase/happybase) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 160 Β· πŸ“¦ 860 Β· πŸ“‹ 220 - 15% open Β· ⏱️ 04.12.2023): ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 50K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 44K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3350,7 +3335,7 @@ _Libraries for connecting to, operating, and querying databases._
psycopg3 (πŸ₯‰19 Β· ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“‹ 450 - 7% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“‹ 450 - 7% open Β· ⏱️ 17.05.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3361,20 +3346,20 @@ _Libraries for connecting to, operating, and querying databases._ - psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ35 Β· ⭐ 2.9K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 63) - Google Cloud Bigtable API client library. Apache-2 +- gino (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- gino (πŸ₯‰28 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 - umongo (πŸ₯‰27 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT -- pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- pyhdb (πŸ₯‰24 Β· ⭐ 320 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- py2neo (πŸ₯‰21 Β· ⭐ 13) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- py2neo (πŸ₯‰21 Β· ⭐ 14) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - PugSQL (πŸ₯‰20 Β· ⭐ 670 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - db.py (πŸ₯‰19 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT -- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰14 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3386,16 +3371,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 19K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 49K Β· πŸ“‹ 2.8K - 24% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 50K Β· πŸ“‹ 2.8K - 24% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 9.7M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 10M / month Β· πŸ“¦ 1.7K Β· ⏱️ 06.05.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 750K Β· ⏱️ 06.05.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 770K Β· ⏱️ 06.05.2024): ``` conda install -c conda-forge datasets ``` @@ -3407,23 +3392,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 15M / month Β· πŸ“¦ 1.6K Β· ⏱️ 13.05.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 16M / month Β· πŸ“¦ 1.6K Β· ⏱️ 13.05.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 930K Β· ⏱️ 14.05.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 940K Β· ⏱️ 14.05.2024): ``` conda install -c conda-forge faker ```
Tablib (πŸ₯‡37 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 580 Β· πŸ“¦ 97K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 97K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/jazzband/tablib ``` -- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 2M / month Β· πŸ“¦ 170 Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/tablib) (πŸ“₯ 1.9M / month Β· πŸ“¦ 170 Β· ⏱️ 04.04.2024): ``` pip install tablib ``` @@ -3434,28 +3419,28 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯ˆ36 Β· ⭐ 2.9K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 18K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 140 Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 140 Β· ⏱️ 18.05.2024): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 750K Β· ⏱️ 03.04.2024): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 760K Β· ⏱️ 19.05.2024): ``` conda install -c conda-forge xlwings ```
xmltodict (πŸ₯ˆ35 Β· ⭐ 5.4K) - Python module that makes working with XML feel like you are working.. MIT -- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 460 Β· πŸ“¦ 66K Β· πŸ“‹ 260 - 36% open Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/martinblech/xmltodict) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 460 Β· πŸ“¦ 67K Β· πŸ“‹ 260 - 36% open Β· ⏱️ 03.05.2024): ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month Β· πŸ“¦ 2.8K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month Β· πŸ“¦ 2.9K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3464,68 +3449,68 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge xmltodict ```
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smart-open (πŸ₯ˆ35 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT +
gdown (πŸ₯ˆ34 Β· ⭐ 4K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 330 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 19% open Β· ⏱️ 12.05.2024): ``` - git clone https://github.com/RaRe-Technologies/smart_open + git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 25M / month Β· πŸ“¦ 500 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 780 Β· ⏱️ 12.05.2024): ``` - pip install smart-open + pip install gdown ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.4M Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 280K Β· ⏱️ 12.05.2024): ``` - conda install -c conda-forge smart_open + conda install -c conda-forge gdown ```
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gdown (πŸ₯ˆ34 Β· ⭐ 3.9K Β· πŸ“ˆ) - Google Drive Public File Downloader when Curl/Wget Fails. MIT +
smart-open (πŸ₯ˆ34 Β· ⭐ 3.1K) - Utils for streaming large files (S3, HDFS, gzip, bz2...). MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 330 Β· πŸ“¦ 30K Β· πŸ“‹ 170 - 19% open Β· ⏱️ 12.05.2024): +- [GitHub](https://github.com/piskvorky/smart_open) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 380 Β· πŸ“‹ 390 - 16% open Β· ⏱️ 08.05.2024): ``` - git clone https://github.com/wkentaro/gdown + git clone https://github.com/RaRe-Technologies/smart_open ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 770 Β· ⏱️ 12.05.2024): +- [PyPi](https://pypi.org/project/smart-open) (πŸ“₯ 25M / month Β· πŸ“¦ 510 Β· ⏱️ 26.03.2024): ``` - pip install gdown + pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/gdown) (πŸ“₯ 280K Β· ⏱️ 12.05.2024): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.4M Β· ⏱️ 26.03.2024): ``` - conda install -c conda-forge gdown + conda install -c conda-forge smart_open ```
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K Β· πŸ“‰) - A suite of utilities for converting to and working with CSV, the king.. MIT +
python-magic (πŸ₯ˆ34 Β· ⭐ 2.6K) - A python wrapper for libmagic. MIT -- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 900 - 3% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 270 Β· πŸ“¦ 57K Β· πŸ“‹ 220 - 11% open Β· ⏱️ 22.05.2024): ``` - git clone https://github.com/wireservice/csvkit + git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 160K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): ``` - pip install csvkit + pip install python-magic ``` -- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 02.05.2024): +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 260K Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge csvkit + conda install -c conda-forge python-magic ```
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python-magic (πŸ₯ˆ33 Β· ⭐ 2.6K) - A python wrapper for libmagic. MIT +
csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 62 Β· πŸ”€ 280 Β· πŸ“¦ 57K Β· πŸ“‹ 210 - 9% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 910 - 3% open Β· ⏱️ 22.05.2024): ``` - git clone https://github.com/ahupp/python-magic + git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.6M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 150K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): ``` - pip install python-magic + pip install csvkit ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 250K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/csvkit) (πŸ“₯ 110K Β· ⏱️ 02.05.2024): ``` - conda install -c conda-forge python-magic + conda install -c conda-forge csvkit ```
pandas-datareader (πŸ₯ˆ32 Β· ⭐ 2.8K Β· πŸ’€) - Extract data from a wide range of Internet sources.. BSD-3 @@ -3544,14 +3529,14 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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Intake (πŸ₯ˆ32 Β· ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
Intake (πŸ₯ˆ31 Β· ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 - [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 2.3K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 75K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 70K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): ``` pip install intake ``` @@ -3562,12 +3547,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
snorkel (πŸ₯‰30 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 510 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 520 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 32K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 34K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): ``` pip install snorkel ``` @@ -3583,7 +3568,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 160K / month Β· πŸ“¦ 56 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 190K / month Β· πŸ“¦ 56 Β· ⏱️ 10.03.2022): ``` pip install textract ``` @@ -3592,26 +3577,26 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge textract ```
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img2dataset (πŸ₯‰26 Β· ⭐ 3.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 3.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT - [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 310 Β· πŸ“₯ 1.7K Β· πŸ“¦ 150 Β· πŸ“‹ 250 - 43% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 39K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 34K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ```
rows (πŸ₯‰24 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/turicas/rows ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.8K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.6K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): ``` pip install rows ``` @@ -3623,7 +3608,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.3K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.2K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3635,19 +3620,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.7K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.6K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
Upgini (πŸ₯‰21 Β· ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 22.05.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 9.2K / month Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.3K / month Β· ⏱️ 22.05.2024): ``` pip install upgini ``` @@ -3659,7 +3644,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.6K / month Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.4K / month Β· ⏱️ 08.05.2024): ``` pip install squirrel-core ``` @@ -3670,13 +3655,13 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 11 hidden projects... -- xlrd (πŸ₯ˆ32 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯‰31 Β· ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 +- xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 +- SDV (πŸ₯ˆ31 Β· ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - PDFMiner (πŸ₯‰27 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- deepdish (πŸ₯‰25 Β· ⭐ 270 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT -- deepdish (πŸ₯‰24 Β· ⭐ 270 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed - datatest (πŸ₯‰21 Β· ⭐ 290 Β· πŸ’€) - Tools for test driven data-wrangling and data validation. Apache-2 @@ -3692,12 +3677,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡49 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.2K - 10% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.2K - 10% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 23M / month Β· πŸ“¦ 460 Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 22M / month Β· πŸ“¦ 460 Β· ⏱️ 06.05.2024): ``` pip install apache-airflow ``` @@ -3712,7 +3697,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡46 Β· ⭐ 24K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.3K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.4K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/celery/celery @@ -3728,55 +3713,55 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.6K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 7K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 7K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 7.7M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 8.4M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 70K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 73K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5K - 17% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5K - 17% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.5M / month Β· πŸ“¦ 250 Β· ⏱️ 13.05.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.7M / month Β· πŸ“¦ 250 Β· ⏱️ 16.05.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 640K Β· ⏱️ 03.05.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 650K Β· ⏱️ 21.05.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.3K Β· πŸ“‹ 7.3K - 33% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.4K Β· πŸ“‹ 7.4K - 33% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 920K / month Β· πŸ“¦ 170 Β· ⏱️ 09.05.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 930K / month Β· πŸ“¦ 170 Β· ⏱️ 16.05.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.1M Β· ⏱️ 09.05.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.2M Β· ⏱️ 16.05.2024): ``` conda install -c conda-forge dagster ```
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rq (πŸ₯ˆ40 Β· ⭐ 9.5K) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ40 Β· ⭐ 9.6K) - Simple job queues for Python. BSD-3 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 16K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 12.05.2024): +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 17K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/rq/rq @@ -3785,19 +3770,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install rq ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 100K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 110K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge rq ```
+
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.5K) - Always know what to expect from your data. Apache-2 + +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 22.05.2024): + + ``` + git clone https://github.com/great-expectations/great_expectations + ``` +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 20M / month Β· πŸ“¦ 91 Β· ⏱️ 22.05.2024): + ``` + pip install great_expectations + ``` +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 800K Β· ⏱️ 23.05.2024): + ``` + conda install -c conda-forge great-expectations + ``` +
joblib (πŸ₯ˆ40 Β· ⭐ 3.7K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 400 Β· πŸ“¦ 430K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 410 Β· πŸ“¦ 440K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 56M / month Β· πŸ“¦ 5.8K Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 55M / month Β· πŸ“¦ 5.9K Β· ⏱️ 02.05.2024): ``` pip install joblib ``` @@ -3806,30 +3807,26 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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Great Expectations (πŸ₯ˆ39 Β· ⭐ 9.5K) - Always know what to expect from your data. Apache-2 +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 23.05.2024): ``` - git clone https://github.com/great-expectations/great_expectations - ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 20M / month Β· πŸ“¦ 89 Β· ⏱️ 29.04.2024): - ``` - pip install great_expectations + git clone https://github.com/kedro-org/kedro ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 790K Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 530K / month Β· πŸ“¦ 110 Β· ⏱️ 22.04.2024): ``` - conda install -c conda-forge great-expectations + pip install kedro ```
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dbt (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 9K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 5K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4K Β· πŸ“¦ 5K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 57K / month Β· πŸ“¦ 35 Β· ⏱️ 13.05.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 55K / month Β· πŸ“¦ 35 Β· ⏱️ 21.05.2024): ``` pip install dbt ``` @@ -3838,26 +3835,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge dbt ```
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Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 - -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 16.05.2024): - - ``` - git clone https://github.com/kedro-org/kedro - ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 520K / month Β· πŸ“¦ 110 Β· ⏱️ 22.04.2024): - ``` - pip install kedro - ``` -
luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 09.05.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 330K / month Β· πŸ“¦ 140 Β· ⏱️ 15.01.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 380K / month Β· πŸ“¦ 140 Β· ⏱️ 20.05.2024): ``` pip install luigi ``` @@ -3873,7 +3858,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.8M / month Β· πŸ“¦ 44 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.7M / month Β· πŸ“¦ 44 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3882,9 +3867,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge petl ```
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Activeloop (πŸ₯ˆ33 Β· ⭐ 7.7K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 +
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 12% open Β· ⏱️ 17.05.2024): ``` git clone https://github.com/activeloopai/Hub @@ -3896,42 +3881,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ33 Β· ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 520 Β· πŸ“‹ 310 - 21% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 530 Β· πŸ“‹ 320 - 22% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 32K / month Β· πŸ“¦ 3 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 38K / month Β· πŸ“¦ 3 Β· ⏱️ 14.05.2024): ``` pip install zenml ```
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arq (πŸ₯ˆ31 Β· ⭐ 2K) - Fast job queuing and RPC in python with asyncio and redis. MIT +
whylogs (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ“ˆ) - Open standard for end-to-end data and ML monitoring for any.. Apache-2 -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 600 Β· πŸ“‹ 220 - 29% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 250 Β· πŸ“‹ 430 - 2% open Β· ⏱️ 21.05.2024): ``` - git clone https://github.com/samuelcolvin/arq - ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 98K / month Β· πŸ“¦ 30 Β· ⏱️ 01.05.2024): - ``` - pip install arq + git clone https://github.com/whylabs/whylogs ``` -- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 10K Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 480K / month Β· πŸ“¦ 7 Β· ⏱️ 22.05.2024): ``` - conda install -c conda-forge arq + pip install whylogs ```
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whylogs (πŸ₯ˆ30 Β· ⭐ 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
arq (πŸ₯ˆ31 Β· ⭐ 2K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 250 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 610 Β· πŸ“‹ 220 - 30% open Β· ⏱️ 01.05.2024): ``` - git clone https://github.com/whylabs/whylogs + git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 440K / month Β· πŸ“¦ 7 Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 100K / month Β· πŸ“¦ 31 Β· ⏱️ 01.05.2024): ``` - pip install whylogs + pip install arq + ``` +- [Conda](https://anaconda.org/conda-forge/arq) (πŸ“₯ 10K Β· ⏱️ 02.05.2024): + ``` + conda install -c conda-forge arq ```
huey (πŸ₯‰29 Β· ⭐ 4.9K) - a little task queue for python. MIT @@ -3950,25 +3935,25 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge huey ```
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ploomber (πŸ₯‰28 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 +
ploomber (πŸ₯‰29 Β· ⭐ 3.4K) - The fastest way to build data pipelines. Develop iteratively,.. Apache-2 - [GitHub](https://github.com/ploomber/ploomber) (πŸ‘¨β€πŸ’» 80 Β· πŸ”€ 230 Β· πŸ“¦ 130 Β· πŸ“‹ 860 - 11% open Β· ⏱️ 20.02.2024): ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 9.9K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 8.6K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 88K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 89K Β· ⏱️ 09.02.2024): ``` conda install -c conda-forge ploomber ```
mleap (πŸ₯‰28 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 -- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 220 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 230 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/combust/mleap @@ -3977,7 +3962,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install mleap ``` -- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 80K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/mleap) (πŸ“₯ 81K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge mleap ``` @@ -4001,7 +3986,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.7K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.3K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): ``` pip install streamparse ``` @@ -4020,50 +4005,50 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
TaskTiger (πŸ₯‰25 Β· ⭐ 1.4K) - Python task queue using Redis. MIT -- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 29 Β· πŸ“‹ 84 - 51% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 30 Β· πŸ“‹ 84 - 51% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.9K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.8K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): ``` pip install tasktiger ```
dbnd (πŸ₯‰25 Β· ⭐ 250) - DBND is an agile pipeline framework that helps data engineering teams.. Apache-2 -- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/databand-ai/dbnd) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 34 Β· πŸ“¦ 36 Β· πŸ“‹ 30 - 86% open Β· ⏱️ 19.05.2024): ``` git clone https://github.com/databand-ai/dbnd ``` -- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 270K / month Β· πŸ“¦ 25 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dbnd) (πŸ“₯ 270K / month Β· πŸ“¦ 26 Β· ⏱️ 19.05.2024): ``` pip install dbnd ```
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BatchFlow (πŸ₯‰20 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 +
Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT -- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.01.2024): +- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): ``` - git clone https://github.com/analysiscenter/batchflow + git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 170 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 260 / month Β· ⏱️ 20.02.2024): ``` - pip install batchflow + pip install d6tflow ```
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Databolt Flow (πŸ₯‰19 Β· ⭐ 950 Β· πŸ’€) - Python library for building highly effective data science.. MIT +
BatchFlow (πŸ₯‰18 Β· ⭐ 200 Β· πŸ“‰) - BatchFlow helps you conveniently work with random or.. Apache-2 -- [GitHub](https://github.com/d6t/d6tflow) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 77 Β· πŸ“¦ 28 Β· πŸ“‹ 24 - 45% open Β· ⏱️ 20.07.2023): +- [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.05.2024): ``` - git clone https://github.com/d6t/d6tflow + git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 340 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 140 / month Β· ⏱️ 01.08.2023): ``` - pip install d6tflow + pip install batchflow ```
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT @@ -4073,7 +4058,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 84 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 65 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ``` @@ -4085,7 +4070,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ``` @@ -4114,36 +4099,36 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
XlsxWriter (πŸ₯‡38 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 +
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 77K Β· πŸ“‹ 940 - 1% open Β· ⏱️ 06.04.2024): +- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1.2M Β· πŸ“‹ 610 - 46% open Β· ⏱️ 14.11.2023): ``` - git clone https://github.com/jmcnamara/XlsxWriter + git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 20M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 320M / month Β· πŸ“¦ 36K Β· ⏱️ 18.07.2023): ``` - pip install xlsxwriter + pip install pyyaml ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.2M Β· ⏱️ 05.11.2023): +- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 45M Β· ⏱️ 22.09.2023): ``` - conda install -c conda-forge xlsxwriter + conda install -c conda-forge pyyaml ```
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PyYAML (πŸ₯‡38 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT +
XlsxWriter (πŸ₯‰37 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1.2M Β· πŸ“‹ 610 - 46% open Β· ⏱️ 14.11.2023): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 77K Β· πŸ“‹ 940 - 1% open Β· ⏱️ 06.04.2024): ``` - git clone https://github.com/yaml/pyyaml + git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 320M / month Β· πŸ“¦ 36K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 21M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.02.2024): ``` - pip install pyyaml + pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/pyyaml) (πŸ“₯ 44M Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.2M Β· ⏱️ 05.11.2023): ``` - conda install -c conda-forge pyyaml + conda install -c conda-forge xlsxwriter ```
Show 1 hidden projects... @@ -4158,12 +4143,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
deepdiff (πŸ₯‡36 Β· ⭐ 1.9K) - DeepDiff: Deep Difference and search of any Python object/data... MIT -- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 210 Β· πŸ“¦ 10K Β· πŸ“‹ 290 - 20% open Β· ⏱️ 08.04.2024): +- [GitHub](https://github.com/seperman/deepdiff) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 210 Β· πŸ“¦ 11K Β· πŸ“‹ 290 - 20% open Β· ⏱️ 08.04.2024): ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 11M / month Β· πŸ“¦ 820 Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 820 Β· ⏱️ 08.04.2024): ``` pip install deepdiff ``` @@ -4191,7 +4176,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 2 hidden projects... - importlib-resources (πŸ₯ˆ32 Β· ⭐ 58) - Backport of the importlib.resources module. Apache-2 -- entrypoints (πŸ₯‰23 Β· ⭐ 73 Β· πŸ’€) - Discover and load entry points from installed packages. MIT +- entrypoints (πŸ₯‰23 Β· ⭐ 74 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4199,7 +4184,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡43 Β· ⭐ 5.1K) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT - [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 360 Β· πŸ“¦ 1M Β· πŸ“‹ 710 - 18% open Β· ⏱️ 08.05.2024): @@ -4215,14 +4200,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge attrs ```
-
more-itertools (πŸ₯‡39 Β· ⭐ 3.4K) - More routines for operating on iterables, beyond itertools. MIT +
more-itertools (πŸ₯‡39 Β· ⭐ 3.5K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 13.04.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 79M / month Β· πŸ“¦ 3.4K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 80M / month Β· πŸ“¦ 3.4K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4249,16 +4234,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
boltons (πŸ₯ˆ35 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 30 Β· πŸ“¦ 7.1K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 30 Β· πŸ“¦ 7.2K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.2M / month Β· πŸ“¦ 350 Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.3M / month Β· πŸ“¦ 350 Β· ⏱️ 31.03.2024): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.8M Β· ⏱️ 01.04.2024): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.9M Β· ⏱️ 01.04.2024): ``` conda install -c conda-forge boltons ``` @@ -4270,7 +4255,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 63M / month Β· πŸ“¦ 2.3K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 66M / month Β· πŸ“¦ 2.3K Β· ⏱️ 07.05.2024): ``` pip install tenacity ``` @@ -4279,18 +4264,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge tenacity ```
-
returns (πŸ₯‰31 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰30 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 550 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 550 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 160K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 170K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.2K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.3K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4302,7 +4287,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Suor/funcy ``` -- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 360 Β· ⏱️ 28.03.2023): +- [PyPi](https://pypi.org/project/funcy) (πŸ“₯ 1.5M / month Β· πŸ“¦ 370 Β· ⏱️ 28.03.2023): ``` pip install funcy ``` @@ -4318,7 +4303,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 5.1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4334,11 +4319,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 25K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 23K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 82K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 86K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ``` @@ -4358,18 +4343,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡51 Β· ⭐ 60K) - The Python programming language. MIT +
cpython (πŸ₯‡52 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 39 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 37 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` -- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 3M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/typing) (πŸ“₯ 3M Β· ⏱️ 17.05.2024): ``` conda install -c conda-forge typing ``` @@ -4380,7 +4365,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ33 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 78K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 78K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/micropython/micropython @@ -4405,7 +4390,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 620 Β· πŸ“¦ 730K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 04.05.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 620 Β· πŸ“¦ 730K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/pygments/pygments @@ -4421,12 +4406,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡41 Β· ⭐ 22K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 27K Β· πŸ“‹ 880 - 26% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 28K Β· πŸ“‹ 880 - 26% open Β· ⏱️ 25.04.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.1M / month Β· πŸ“¦ 810 Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.1M / month Β· πŸ“¦ 820 Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` @@ -4469,7 +4454,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
py4j (πŸ₯ˆ35 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 -- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 210 Β· πŸ“¦ 39K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 210 Β· πŸ“¦ 40K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/bartdag/py4j @@ -4478,12 +4463,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.6M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.7M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
-
decorator (πŸ₯ˆ34 Β· ⭐ 810 Β· πŸ’€) - Decorators for Humans. BSD-2 +
decorator (πŸ₯ˆ34 Β· ⭐ 820 Β· πŸ’€) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 110 Β· πŸ“¦ 570K Β· πŸ“‹ 110 - 14% open Β· ⏱️ 23.08.2023): @@ -4494,7 +4479,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install decorator ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 27M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge decorator ``` @@ -4506,23 +4491,23 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 770K / month Β· πŸ“¦ 67 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 990K / month Β· πŸ“¦ 67 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` -- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 180K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/diagrams) (πŸ“₯ 190K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge diagrams ```
Copier (πŸ₯ˆ33 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“¦ 980 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“¦ 980 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 22.05.2024): ``` git clone https://github.com/copier-org/copier ``` -- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 340K / month Β· πŸ“¦ 110 Β· ⏱️ 04.04.2024): +- [PyPi](https://pypi.org/project/copier) (πŸ“₯ 370K / month Β· πŸ“¦ 110 Β· ⏱️ 04.04.2024): ``` pip install copier ``` @@ -4545,16 +4530,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
fastcore (πŸ₯ˆ33 Β· ⭐ 900) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 6.4K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 6.5K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.7M / month Β· πŸ“¦ 630 Β· ⏱️ 11.05.2024): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.8M / month Β· πŸ“¦ 640 Β· ⏱️ 20.05.2024): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 75K Β· ⏱️ 11.05.2024): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 76K Β· ⏱️ 20.05.2024): ``` conda install -c conda-forge fastcore ``` @@ -4582,11 +4567,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 900K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 920K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` -- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 180K Β· ⏱️ 26.06.2023): +- [Conda](https://anaconda.org/conda-forge/pyscaffold) (πŸ“₯ 190K Β· ⏱️ 26.06.2023): ``` conda install -c conda-forge pyscaffold ``` @@ -4607,14 +4592,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
-
python-mss (πŸ₯‰25 Β· ⭐ 960) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
python-mss (πŸ₯‰25 Β· ⭐ 970) - An ultra fast cross-platform multiple screenshots module in pure.. MIT - [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 83 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 790K / month Β· πŸ“¦ 210 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 800K / month Β· πŸ“¦ 210 Β· ⏱️ 20.04.2023): ``` pip install mss ``` @@ -4625,12 +4610,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
catalogue (πŸ₯‰25 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 40K Β· πŸ“‹ 13 - 46% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 41K Β· πŸ“‹ 13 - 46% open Β· ⏱️ 22.03.2024): ``` git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 10M / month Β· πŸ“¦ 130 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 11M / month Β· πŸ“¦ 130 Β· ⏱️ 25.09.2023): ``` pip install catalogue ``` @@ -4641,7 +4626,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 6 hidden projects... -- keyboard (πŸ₯ˆ33 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT +- keyboard (πŸ₯‰32 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT - powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 - openpyxl (πŸ₯‰25 Β· ⭐ 78) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT diff --git a/history/2024-05-23_changes.md b/history/2024-05-23_changes.md new file mode 100644 index 0000000..b34298b --- /dev/null +++ b/history/2024-05-23_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- cpython (πŸ₯‡52 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT +- docker (πŸ₯ˆ43 Β· ⭐ 6.7K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +- PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.6K Β· πŸ“ˆ) - MySQL client library for Python. MIT +- whylogs (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ“ˆ) - Open standard for end-to-end data and ML monitoring for any.. Apache-2 +- contextlib2 (πŸ₯‰28 Β· ⭐ 37 Β· πŸ“ˆ) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- protobuf (πŸ₯‡50 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- dbt (πŸ₯ˆ38 Β· ⭐ 9K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +- future (πŸ₯‡38 Β· ⭐ 1.2K Β· πŸ“‰) - Easy, clean, reliable Python 2/3 compatibility. MIT +- BatchFlow (πŸ₯‰18 Β· ⭐ 200 Β· πŸ“‰) - BatchFlow helps you conveniently work with random or.. Apache-2 + diff --git a/history/2024-05-23_projects.csv b/history/2024-05-23_projects.csv new file mode 100644 index 0000000..eb01d91 --- /dev/null +++ b/history/2024-05-23_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,trending,npm_monthly_downloads,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-16 17:17:17.000,2024-05-16 17:17:16,487.0,22.0,2281,397.0,261.0,25.0,34.0,15691,2024-05-16 17:17:22.000,2024.05.16,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-05-16 17:19:41.000,2024-05-16 17:19:41,340.0,27.0,163,56.0,201.0,,3.0,2195,2024-05-16 17:19:46.000,2024.05.16,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-05-16 17:16:46.000,2024-05-16 17:16:45,333.0,24.0,43,25.0,192.0,3.0,5.0,928,2024-05-16 17:16:51.000,2024.05.16,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-05-16 17:19:41.000,2024-05-16 17:19:41,340.0,27.0,163,56.0,201.0,,3.0,2195,2024-05-16 17:19:46.000,2024.05.16,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-16 17:17:17.000,2024-05-16 17:17:16,487.0,22.0,2281,397.0,261.0,25.0,34.0,15691,2024-05-16 17:17:22.000,2024.05.16,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2024-05-18 23:35:21.000,2024-05-18 23:35:21,840.0,10.0,6855,1656.0,326.0,17.0,76.0,39554,,,,129.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-16 17:17:17.000,2024-05-16 17:17:16,487.0,22.0,2281,397.0,261.0,25.0,34.0,15691,2024-05-16 17:17:22.000,2024.05.16,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-05-23 11:04:46.000,2024-05-22 21:00:45,35049.0,604.0,17364,1116.0,32337.0,3798.0,22787.0,42193,2024-04-10 19:47:02.000,2.2.2,126.0,3642.0,54,True,1759342.0,1693777.0,pandas,conda-forge/pandas,['pandas'],264864.0,224916393.0,https://pypi.org/project/pandas,2024-04-10 19:44:10.000,65565.0,223725211.0,https://anaconda.org/conda-forge/pandas,2024-05-16 23:06:24.174,51120951.0,1.0,,,,,,,,,,,,,,,,,, +8,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2017-02-10 19:23:51.000,2024-05-23 13:31:59.000,2024-05-23 10:06:10,122266.0,1333.0,29019,1514.0,51073.0,8430.0,60684.0,60085,2020-07-22 03:00:52.000,0.0.6,11.0,2933.0,52,True,613580.0,613554.0,cpython,conda-forge/typing,,,63335.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,20.0,37.0,https://anaconda.org/conda-forge/typing,2024-05-17 14:58:09.969,3038329.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,6.0,1.0,,,,,,,,,,,,, +9,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-05-23 10:36:49.000,2024-05-23 10:36:49,35903.0,682.0,9361,595.0,14040.0,2118.0,10485.0,26562,2024-02-06 00:32:23.000,1.26.4,159.0,1772.0,51,False,2423419.0,2322267.0,numpy,conda-forge/numpy,,995875.0,274954924.0,https://pypi.org/project/numpy,2024-05-12 13:46:07.000,101152.0,273341925.0,https://anaconda.org/conda-forge/numpy,2024-05-16 06:59:26.198,75225914.0,1.0,,,,,,,,,,,,,,,,,, +10,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-05-23 11:35:44.000,2024-05-22 23:11:42,17770.0,649.0,15296,2053.0,10619.0,435.0,5752.0,63912,2024-03-27 20:37:37.000,5.26.1,162.0,1232.0,50,True,9639.0,,protobuf,conda-forge/protobuf,,45571134.0,199481851.0,https://pypi.org/project/protobuf,2024-05-14 20:14:33.000,6765.0,190747931.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,17820248.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,2874.0,-3.0,7277638.0,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-05-23 13:38:45.000,2024-05-23 11:46:17,24508.0,1237.0,13617,755.0,26505.0,964.0,8249.0,35304,2024-05-06 10:30:55.000,2.9.1,193.0,3287.0,49,True,11311.0,10846.0,apache-airflow,conda-forge/airflow,,618727.0,33489542.0,https://pypi.org/project/apache-airflow,2024-05-06 07:00:24.000,465.0,22379442.0,https://anaconda.org/conda-forge/airflow,2024-05-07 01:43:58.927,1049642.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-05-06 07:24:13.445144,520.0,1207871520.0,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-05-23 09:12:43.297,2024-05-22 18:06:09,5982.0,202.0,1830,237.0,740.0,193.0,3060.0,8749,2024-05-22 19:14:39.000,1.34.111,1560.0,155.0,49,True,444227.0,432853.0,boto3,conda-forge/boto3,,,1428242830.0,https://pypi.org/project/boto3,2024-05-22 19:14:39.000,11374.0,1427840950.0,https://anaconda.org/conda-forge/boto3,2024-05-23 09:12:43.297,19290241.0,1.0,,,,,,,,,,,,,,,,,, +13,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-05-23 09:15:19.000,2024-05-21 15:14:29,54403.0,151.0,23721,1918.0,50758.0,848.0,31716.0,61396,2024-05-21 09:58:07.000,9.6.0,355.0,6837.0,48,True,34508.0,34056.0,ansible,conda-forge/ansible,,,5327430.0,https://pypi.org/project/ansible,2024-05-21 10:06:58.000,452.0,5305623.0,https://anaconda.org/conda-forge/ansible,2024-04-24 09:17:02.861,1046759.0,1.0,,,,,,,,,,,,,,,,,, +14,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-05-23 10:50:37.000,2024-05-23 10:50:36,12044.0,448.0,1447,132.0,8536.0,44.0,2414.0,6339,2024-05-06 16:55:26.000,42.0.7,130.0,318.0,47,True,677505.0,668863.0,cryptography,conda-forge/cryptography,,,267666577.0,https://pypi.org/project/cryptography,2024-05-06 16:55:26.000,8642.0,266630703.0,https://anaconda.org/conda-forge/cryptography,2024-05-07 01:35:35.090,47650238.0,1.0,,,,,,,,,,,,,,,,,, +15,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-05-23 06:14:25.000,2024-05-23 03:40:02,12538.0,63.0,4587,472.0,3354.0,705.0,4387.0,23717,2024-04-17 20:32:41.000,5.4.0,206.0,1351.0,46,True,135321.0,133634.0,celery,conda-forge/celery,,,11150422.0,https://pypi.org/project/celery,2024-04-17 20:29:39.000,1687.0,11115439.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1644245.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-05-23 00:28:28.000,2024-05-22 14:54:32,2911.0,129.0,1673,114.0,3558.0,394.0,3641.0,19059,2024-04-23 13:38:16.000,2.7.1,139.0,526.0,46,True,428686.0,410283.0,pydantic,conda-forge/pydantic,,,195062156.0,https://pypi.org/project/pydantic,2024-04-23 13:38:16.000,18403.0,194893310.0,https://anaconda.org/conda-forge/pydantic,2024-04-23 20:56:51.805,7766919.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-05-22 23:17:40.000,2024-05-11 17:22:35,2438.0,19.0,1368,185.0,1112.0,126.0,1455.0,15109,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1722975.0,1685989.0,click,conda-forge/click,,353.0,209200676.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,36986.0,208226605.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,35066339.0,1.0,,,,,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-05-22 15:28:19.000,2024-05-22 15:28:02,16981.0,142.0,1336,99.0,790.0,231.0,7546.0,8930,2024-05-05 18:25:40.000,2.0.30,303.0,713.0,46,True,791372.0,780991.0,SQLAlchemy,conda-forge/sqlalchemy,,47962.0,114987710.0,https://pypi.org/project/SQLAlchemy,2024-05-05 18:25:40.000,10381.0,114615606.0,https://anaconda.org/conda-forge/sqlalchemy,2024-05-06 00:27:39.548,15212624.0,1.0,,,,,,,,,,,,,,,,,, +19,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-05-23 07:57:37.000,2024-05-22 22:23:11,42363.0,612.0,4139,262.0,24634.0,4373.0,2411.0,7577,2024-05-02 01:14:48.000,2.56.0,116.0,1636.0,44,True,7162.0,7011.0,apache-beam,conda-forge/apache-beam-with-aws,,,8393111.0,https://pypi.org/project/apache-beam,2024-05-02 01:10:54.000,151.0,8390835.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-05-08 04:57:28.891,72847.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-05-23 02:04:07.213,2024-05-22 18:05:55,10986.0,251.0,1059,68.0,2085.0,141.0,960.0,1424,2024-05-22 19:14:54.000,1.34.111,1958.0,204.0,44,True,327624.0,325026.0,botocore,conda-forge/botocore,,,649525889.0,https://pypi.org/project/botocore,2024-05-22 19:14:54.000,2598.0,648893207.0,https://anaconda.org/conda-forge/botocore,2024-05-23 02:04:07.213,26572646.0,1.0,,,,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-05-14 13:45:25.000,2024-05-01 14:24:50,3887.0,15.0,1673,540.0,1096.0,278.0,1075.0,47456,2024-02-28 14:52:38.000,13.7.1,191.0,238.0,43,True,221109.0,209827.0,rich,conda-forge/rich,,,64218131.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,11282.0,64068167.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6898388.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-05-20 20:25:51.000,2024-05-15 15:17:40,3078.0,17.0,3168,643.0,2504.0,163.0,2258.0,22163,2024-03-26 05:33:40.089,24.3.25,38.0,673.0,43,True,108805.0,108188.0,flatbuffers,conda-forge/flatbuffers,,444600.0,21788609.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,403.0,20299899.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,1050376.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,214.0,,1459966.0,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language.,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-05-23 13:18:22.000,2024-05-23 12:31:03,11709.0,357.0,1048,193.0,8072.0,2145.0,5100.0,20159,2024-05-15 08:33:36.000,3.116.1,4179.0,271.0,43,True,9038.0,7845.0,pulumi,,,3254870.0,3731771.0,https://pypi.org/project/pulumi,2024-05-23 09:38:10.000,259.0,934192.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-05-19 18:29:52.519,934.0,,2594150.0,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-05-23 13:15:32.000,2024-05-23 07:59:57,3804.0,86.0,2531,276.0,4007.0,698.0,2147.0,18551,2024-05-06 09:40:13.000,2.19.1,86.0,562.0,43,True,51231.0,49567.0,datasets,conda-forge/datasets,,,10433131.0,https://pypi.org/project/datasets,2024-05-06 09:33:37.000,1664.0,10414414.0,https://anaconda.org/conda-forge/datasets,2024-05-06 14:31:15.724,767402.0,1.0,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-05-21 17:04:10.000,2024-05-13 16:05:03,3671.0,106.0,1876,220.0,1330.0,19.0,701.0,17184,2024-05-13 16:05:31.000,25.2.0,361.0,577.0,43,True,215772.0,214200.0,Faker,conda-forge/faker,,,15650648.0,https://pypi.org/project/Faker,2024-05-13 16:05:22.000,1572.0,15630703.0,https://anaconda.org/conda-forge/faker,2024-05-14 15:00:52.635,937448.0,1.0,,,,,,,,,,,,,,,,,, +26,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-05-23 07:48:47.486,2024-05-22 18:06:13,12121.0,222.0,3968,572.0,3773.0,548.0,4065.0,14970,2024-05-22 19:14:25.000,1.32.111,1965.0,441.0,43,True,621.0,4.0,awscli,conda-forge/awscli,,1710.0,151706750.0,https://pypi.org/project/awscli,2024-05-22 19:14:25.000,617.0,151201018.0,https://anaconda.org/conda-forge/awscli,2024-05-23 07:48:47.486,23262557.0,2.0,,,,,,,,,,,,,,,,,, +27,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-05-23 13:34:31.000,2024-05-23 13:33:06,16653.0,772.0,1475,159.0,7968.0,851.0,4152.0,14866,2024-05-16 20:46:12.000,2.19.1,279.0,463.0,43,True,5135.0,4882.0,prefect,conda-forge/prefect,,,1681838.0,https://pypi.org/project/prefect,2024-05-16 20:46:12.000,253.0,1668364.0,https://anaconda.org/conda-forge/prefect,2024-05-21 15:58:30.025,646796.0,1.0,,,,,,,,,,,,,,,,,, +28,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-05-23 11:21:22.000,2024-05-23 11:09:32,3405.0,22.0,1655,194.0,1618.0,468.0,1238.0,6668,2024-05-23 11:21:23.000,7.1.0,89.0,453.0,43,True,83880.0,80800.0,docker,conda-forge/docker-py,,959.0,42678506.0,https://pypi.org/project/docker,2024-05-23 11:13:55.000,3080.0,42587351.0,https://anaconda.org/conda-forge/docker-py,2023-12-09 00:27:54.457,4283937.0,2.0,,,,,1.0,,,,,,,,,,,,, +29,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-05-23 10:05:24.000,2024-05-23 03:47:50,17326.0,666.0,2688,409.0,26043.0,1005.0,8721.0,4291,2024-05-23 05:43:31.000,azure-mgmt-storagecache_2.0.0,100.0,713.0,43,True,3339.0,2472.0,azure-storage-blob,conda-forge/azure-storage-blob,,,50579480.0,https://pypi.org/project/azure-storage-blob,2024-05-08 20:12:34.000,867.0,50555757.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-05-09 03:00:59.139,1115019.0,1.0,,,,,,,,,,,,,,,,,, +30,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-05-23 12:26:47.000,2024-05-20 13:27:25,6772.0,72.0,624,36.0,886.0,441.0,1406.0,1718,2024-05-04 13:43:23.000,2.18.0,65.0,844.0,43,True,739126.0,732325.0,pygments,conda-forge/pygments,,,111389273.0,https://pypi.org/project/pygments,2024-05-04 13:41:57.000,6801.0,110706371.0,https://anaconda.org/conda-forge/pygments,2024-05-04 18:22:17.505,30047701.0,1.0,,,,,,,,,,,,,,,,,, +31,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-05-23 13:38:16.000,2024-05-23 12:14:09,9751.0,820.0,1634,151.0,8884.0,1675.0,5898.0,26725,2024-05-22 17:15:49.000,py-0.20.28,361.0,416.0,42,True,935.0,4.0,polars,,,879.0,7154044.0,https://pypi.org/project/polars,2024-05-22 17:13:31.000,931.0,7153977.0,,,,1.0,,,,,,,,,,,,,,,,,, +32,redis,redis/redis-py,Redis Python client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-05-23 10:13:47.000,2024-05-21 07:17:49,2334.0,23.0,2458,323.0,1577.0,219.0,1485.0,12308,2024-04-23 17:12:04.000,5.0.4,127.0,440.0,42,True,5293.0,,redis,conda-forge/redis-py,,,38797479.0,https://pypi.org/project/redis,2024-05-08 13:29:06.000,5293.0,38771572.0,https://anaconda.org/conda-forge/redis-py,2024-04-23 19:04:20.045,1217675.0,1.0,,,,,,,,,,,,,,,,,, +33,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-05-23 13:24:24.000,2024-05-23 02:32:20,18520.0,1228.0,1298,116.0,13397.0,2484.0,4873.0,10420,2024-05-16 20:36:49.000,1.7.6,615.0,434.0,42,True,2531.0,2363.0,dagster,conda-forge/dagster,,,955186.0,https://pypi.org/project/dagster,2024-05-16 19:27:41.000,168.0,931130.0,https://anaconda.org/conda-forge/dagster,2024-05-16 22:11:44.725,1154694.0,1.0,,,,,,,,,,,,,,,,,, +34,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-05-19 20:55:25.000,2024-05-08 08:19:47,1470.0,42.0,359,65.0,578.0,133.0,577.0,5101,2023-12-31 06:30:30.000,23.2.0,28.0,161.0,42,True,1034305.0,1026488.0,attrs,conda-forge/attrs,,,204695630.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,7817.0,203886016.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,36432646.0,1.0,,,,,-1.0,,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-05-23 03:59:57.000,2024-05-22 22:38:33,37825.0,274.0,1494,301.0,8585.0,88.0,3682.0,4682,2024-05-17 00:52:20.000,google-cloud-netapp-v0.3.10,100.0,519.0,42,True,1635.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,73440816.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,1635.0,73344411.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4434631.0,1.0,,,,,,,,,,,,,,,,,, +36,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-05-13 22:08:24.000,2024-04-25 09:10:34,3079.0,28.0,1950,229.0,1172.0,230.0,646.0,21746,2024-02-21 18:02:39.000,2.6.0,42.0,325.0,41,True,28435.0,27615.0,cookiecutter,conda-forge/cookiecutter,,,4156357.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,820.0,4128148.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,1015548.0,1.0,,,,,,,,,,,,,,,,,, +37,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-05-22 18:43:36.000,2024-05-22 18:43:35,12935.0,51.0,3031,600.0,3666.0,786.0,4322.0,17026,2024-01-05 13:53:17.000,2.3.0,49.0,620.0,41,True,13152.0,12843.0,kivy,conda-forge/kivy,,36821.0,182088.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,309.0,174412.0,https://anaconda.org/conda-forge/kivy,2024-04-08 17:34:41.491,353109.0,1.0,,,,,,,,,,,,,,,,,, +38,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-05-22 14:48:54.000,2024-05-22 14:48:37,4615.0,41.0,1362,197.0,479.0,1.0,2416.0,10866,2024-05-10 13:47:32.000,3.17.5,189.0,155.0,41,True,30844.0,29949.0,peewee,conda-forge/peewee,,,2605927.0,https://pypi.org/project/peewee,2024-05-10 13:42:43.000,895.0,2591429.0,https://anaconda.org/conda-forge/peewee,2024-04-18 01:50:58.475,652431.0,1.0,,,,,,,,,,,,,,,,,, +39,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-05-10 17:37:05.000,2024-02-11 03:17:05,3994.0,,1980,316.0,784.0,1044.0,798.0,8865,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,41,True,98552.0,95785.0,paramiko,conda-forge/paramiko,,,56996312.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,2767.0,56897291.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4554971.0,2.0,,,,,,,,,,,,,,,,,, +40,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-05-23 13:01:25.000,2024-05-23 12:18:32,1644.0,39.0,1168,409.0,1472.0,65.0,1033.0,4148,2024-05-03 13:52:22.000,8.13.1,141.0,204.0,41,True,50015.0,48581.0,elasticsearch,conda-forge/elasticsearch,,3903.0,26759428.0,https://pypi.org/project/elasticsearch,2024-05-03 13:52:22.000,1434.0,26738209.0,https://anaconda.org/conda-forge/elasticsearch,2024-05-03 16:25:08.689,1014226.0,1.0,,,,,,,,,,,,,,,,,, +41,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-05-22 14:48:04.000,2024-05-22 14:45:04,4419.0,51.0,516,57.0,934.0,279.0,1238.0,2016,2024-04-10 10:48:28.000,3.11.0,39.0,204.0,41,True,278876.0,272236.0,h5py,conda-forge/h5py,,3327.0,23422629.0,https://pypi.org/project/h5py,2024-04-10 10:48:28.000,6640.0,23089575.0,https://anaconda.org/conda-forge/h5py,2024-05-17 18:16:28.025,15651777.0,2.0,,,,,,,,,,,,,,,,,, +42,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-05-23 09:55:27.000,2024-05-22 10:39:20,4754.0,89.0,5064,717.0,4159.0,244.0,7273.0,32582,2024-04-24 20:35:10.000,2.27.0,144.0,538.0,40,True,793.0,546.0,docker-compose,conda-forge/docker-compose,,95497059.0,3819861.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,247.0,1901166.0,https://anaconda.org/conda-forge/docker-compose,2024-04-24 23:22:20.247,411460.0,2.0,,,,,,,,,,,,,,,,,, +43,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-05-23 08:13:11.000,2024-05-17 14:17:47,594.0,115.0,622,74.0,360.0,210.0,180.0,14513,2024-04-09 17:13:25.000,0.12.3,42.0,55.0,40,True,98158.0,92951.0,typer,conda-forge/typer,,,30041427.0,https://pypi.org/project/typer,2024-04-09 17:13:25.000,5207.0,29990816.0,https://anaconda.org/conda-forge/typer,2024-04-09 22:54:01.276,2378759.0,2.0,,,,,,,,,,,,,,,,,, +44,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-05-12 00:27:21.000,2024-05-12 00:27:21,1866.0,49.0,1391,207.0,899.0,207.0,952.0,9560,2024-05-01 07:14:48.000,1.16.2,79.0,314.0,40,True,16775.0,16558.0,rq,conda-forge/rq,,,1410172.0,https://pypi.org/project/rq,2024-05-01 07:13:11.000,217.0,1407661.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,105491.0,2.0,,,,,,,,,,,,,,,,,, +45,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-05-23 13:33:40.000,2024-05-22 17:22:52,12380.0,296.0,1484,82.0,7976.0,200.0,1681.0,9542,2024-05-22 20:42:18.000,0.18.14,270.0,427.0,40,True,91.0,,great_expectations,conda-forge/great-expectations,,,20408355.0,https://pypi.org/project/great_expectations,2024-05-22 18:08:50.000,91.0,20391773.0,https://anaconda.org/conda-forge/great-expectations,2024-05-23 01:26:35.646,795941.0,2.0,,,,,,,,,,,,,,,,,, +46,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-05-21 11:09:09.000,2024-05-21 11:09:01,1109.0,7.0,1414,229.0,496.0,17.0,641.0,7573,2024-05-21 11:07:36.000,1.1.1,43.0,124.0,40,True,219408.0,219401.0,PyMySQL,conda-forge/pymysql,,,49806242.0,https://pypi.org/project/PyMySQL,2024-05-21 11:03:41.000,7.0,49776309.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1376947.0,2.0,,,,,2.0,,,,,,,,,,,,, +47,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-05-21 13:22:17.000,2024-05-21 13:22:17,3326.0,31.0,619,80.0,1064.0,169.0,1051.0,6913,2024-05-01 21:10:51.000,3.21.2,175.0,208.0,40,True,140331.0,138126.0,marshmallow,conda-forge/marshmallow,,,47923373.0,https://pypi.org/project/marshmallow,2024-05-01 21:10:51.000,2205.0,47871519.0,https://anaconda.org/conda-forge/marshmallow,2024-05-02 04:37:05.582,2437179.0,2.0,,,,,,,,,,,,,,,,,, +48,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-05-20 15:26:16.000,2024-05-20 15:25:57,2677.0,37.0,569,60.0,366.0,32.0,793.0,4464,2024-04-30 19:44:40.000,4.22.0,103.0,111.0,40,True,569087.0,562944.0,jsonschema,conda-forge/jsonschema,,247.0,121277450.0,https://pypi.org/project/jsonschema,2024-04-30 19:44:34.000,6143.0,120624506.0,https://anaconda.org/conda-forge/jsonschema,2024-05-01 14:23:55.200,28076294.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +49,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-05-20 13:10:02.000,2024-05-02 13:00:20,1519.0,20.0,406,63.0,739.0,414.0,488.0,3691,2024-05-02 12:15:00.000,1.4.2,112.0,133.0,40,True,444324.0,438433.0,joblib,conda-forge/joblib,,,55732672.0,https://pypi.org/project/joblib,2024-05-02 12:15:00.000,5891.0,55165272.0,https://anaconda.org/conda-forge/joblib,2024-05-02 16:00:30.237,26100445.0,2.0,,,,,,,,,,,,,,,,,, +50,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-05-23 10:50:06.000,2024-05-22 21:00:40,5405.0,115.0,1020,109.0,4060.0,1145.0,3164.0,3435,2024-05-13 03:40:23.000,2024.5.0,92.0,496.0,40,True,29836.0,26850.0,xarray,conda-forge/xarray,,,5388594.0,https://pypi.org/project/xarray,2024-05-13 03:40:23.000,2986.0,5172444.0,https://anaconda.org/conda-forge/xarray,2024-05-13 13:50:20.005,9942939.0,2.0,,,,,,,,,,,,,,,,,, +51,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-05-14 15:02:27.000,2024-05-14 15:02:22,1220.0,32.0,274,27.0,186.0,45.0,298.0,2116,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,994903.0,990123.0,pyparsing,conda-forge/pyparsing,,10420.0,116994627.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,4780.0,115578650.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,43890567.0,1.0,,,,,,,,,,,,,,,,,, +52,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-05-22 20:31:43.000,2024-05-15 14:51:08,2329.0,35.0,330,22.0,925.0,253.0,430.0,914,2024-05-15 14:58:12.000,2024.5.0,80.0,236.0,40,True,122601.0,121049.0,fsspec,conda-forge/fsspec,,,255898846.0,https://pypi.org/project/fsspec,2024-05-15 14:58:12.000,1552.0,255547713.0,https://anaconda.org/conda-forge/fsspec,2024-05-16 13:25:43.952,16854426.0,1.0,,,,,,,,,,,,,,,,,, +53,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-05-22 22:41:56.000,2024-04-05 20:21:26,304.0,12.0,1427,371.0,188.0,152.0,191.0,26411,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,35852.0,33598.0,fire,conda-forge/fire,,,6843673.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2254.0,6820430.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,929756.0,2.0,,,,,,,,,,,,,,,,,, +54,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-04-17 09:01:40.000,2023-09-30 22:03:06,1402.0,,663,135.0,675.0,104.0,399.0,8579,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,108567.0,106662.0,arrow,conda-forge/arrow,,,29919195.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,1905.0,29819175.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4700958.0,1.0,,,,,,,,,,,,,,,,,, +55,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-05-22 20:14:35.000,2024-05-22 20:14:35,1767.0,19.0,3226,139.0,908.0,96.0,1241.0,6484,2024-01-08 22:11:24.000,29.0.0,94.0,195.0,39,True,1258.0,,kubernetes,conda-forge/kubernetes,,,33585151.0,https://pypi.org/project/kubernetes,2024-05-22 00:57:45.000,1258.0,33574885.0,https://anaconda.org/conda-forge/kubernetes,2024-04-18 06:31:40.432,492804.0,2.0,,,,,,,,,,,,,,,,,, +56,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-04-24 15:32:09.000,2024-03-10 11:56:26,4154.0,14.0,1224,137.0,1122.0,382.0,1346.0,4169,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,39,True,24407.0,24020.0,mongoengine,conda-forge/mongoengine,,,1203603.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,387.0,1197865.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,246771.0,2.0,,,,,,,,,,,,,,,,,, +57,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-05-22 15:54:34.000,2024-05-22 15:54:31,1666.0,22.0,266,42.0,537.0,24.0,286.0,3453,2024-01-08 15:47:19.000,10.2.0,45.0,116.0,39,True,226378.0,222965.0,more-itertools,conda-forge/more-itertools,,2960.0,80013714.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,3413.0,79698044.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,14834950.0,1.0,,,,,,,,,,,,,,,,,, +58,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-05-12 08:30:43.000,2024-05-12 08:30:43,2891.0,3.0,472,63.0,219.0,62.0,515.0,2690,2024-01-10 11:31:14.000,3.20.0,49.0,149.0,39,True,97970.0,96666.0,pycryptodomex,conda-forge/pycryptodomex,,502.0,34274869.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1304.0,34238947.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1652268.0,2.0,,,,,,,,,,,,,,,,,, +59,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-05-14 19:45:42.894,2024-05-13 18:58:19,2173.0,85.0,148,22.0,168.0,65.0,450.0,1205,2024-05-13 19:02:36.000,25.2.1,198.0,122.0,39,True,121156.0,118343.0,keyring,conda-forge/keyring,,,54149156.0,https://pypi.org/project/keyring,2024-05-13 19:02:24.000,2813.0,54046500.0,https://anaconda.org/conda-forge/keyring,2024-05-14 19:45:42.894,4722207.0,2.0,,,,,,,,,,,,,,,,,, +60,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-05-22 08:03:10.174,2024-05-21 21:44:45,1837.0,60.0,284,54.0,1266.0,50.0,608.0,714,2024-05-21 20:56:16.000,3.23.1,166.0,157.0,39,True,30190.0,29325.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,44650626.0,https://pypi.org/project/google-cloud-bigquery,2024-05-21 20:56:16.000,865.0,44588214.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-05-22 08:03:10.174,2870990.0,2.0,,,,,,,,,,,,,,,,,, +61,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-05-23 13:22:33.000,2024-05-23 08:00:24,3228.0,82.0,871,105.0,1784.0,274.0,1547.0,9406,2024-04-22 14:50:06.000,0.19.5,52.0,227.0,38,True,2486.0,2378.0,kedro,,,,526063.0,https://pypi.org/project/kedro,2024-04-22 14:50:06.000,108.0,526063.0,,,,2.0,,,,,,,,,,,,,,,,,, +62,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-05-16 12:31:27.000,2024-05-16 12:31:24,2749.0,7.0,703,149.0,760.0,617.0,561.0,9006,2023-12-13 09:51:12.000,3.0.43,127.0,229.0,38,True,2546.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,51002234.0,https://pypi.org/project/prompt_toolkit,2023-12-13 08:44:35.000,2546.0,50494236.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,22859926.0,2.0,,,,,,,,,,,,,,,,,, +63,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-05-23 09:10:14.000,2024-05-22 22:41:57,6719.0,154.0,1508,138.0,4560.0,528.0,4688.0,9002,2024-05-22 23:12:43.000,1.8.1,257.0,316.0,38,True,5032.0,4997.0,dbt,conda-forge/dbt,,4048.0,58138.0,https://pypi.org/project/dbt,2024-05-21 23:23:11.000,35.0,55008.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,258994.0,2.0,,,,,-1.0,,,,,,,,,dbt,,,, +64,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-05-09 16:57:36.000,2024-04-29 04:31:22,365.0,4.0,407,35.0,240.0,55.0,236.0,7174,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,803268.0,794275.0,python-dotenv,conda-forge/python-dotenv,,,65547830.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,8993.0,65474584.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3369344.0,1.0,,,,,,,,,,,,,,,,,, +65,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-05-22 00:11:03.000,2024-05-03 14:44:05,656.0,19.0,196,34.0,95.0,3.0,385.0,5636,2024-05-03 15:08:37.000,3.10.3,126.0,22.0,38,True,95434.0,93056.0,orjson,conda-forge/orjson,,,28892018.0,https://pypi.org/project/orjson,2024-05-03 14:49:49.000,2378.0,28866404.0,https://anaconda.org/conda-forge/orjson,2024-05-03 21:12:04.785,1229477.0,2.0,,,,,,,,,,,,,,,,,, +66,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-05-23 12:43:49.000,2024-05-23 12:43:49,8142.0,480.0,537,82.0,6216.0,264.0,2626.0,4327,2024-04-30 18:01:25.000,9.0.0,93.0,301.0,38,True,1571.0,1506.0,ibis-framework,conda-forge/ibis-framework,,130.0,193367.0,https://pypi.org/project/ibis-framework,2024-05-19 00:02:24.000,65.0,186140.0,https://anaconda.org/conda-forge/ibis-framework,2024-05-13 17:19:49.424,339512.0,2.0,,,,,,,,,,,,,,,,,, +67,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-05-21 18:30:44.000,2024-05-21 18:30:43,5645.0,98.0,1084,240.0,1640.0,5.0,,4064,2024-05-07 20:50:20.000,4.7.2,141.0,213.0,38,True,3942.0,,pymongo,conda-forge/pymongo,,,29132666.0,https://pypi.org/project/pymongo,2024-05-07 20:39:07.000,3942.0,29094659.0,https://anaconda.org/conda-forge/pymongo,2024-05-09 02:28:41.884,1748350.0,2.0,,,,,,,,,,,,,,,,,, +68,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-05-22 17:12:31.000,2024-05-22 13:52:59,2455.0,85.0,669,60.0,1623.0,36.0,1082.0,3821,2024-04-22 18:24:00.000,3.7.3,151.0,151.0,38,True,1688.0,1593.0,awswrangler,conda-forge/awswrangler,['pandas'],237396.0,45101359.0,https://pypi.org/project/awswrangler,2024-04-22 18:15:52.000,95.0,45086773.0,https://anaconda.org/conda-forge/awswrangler,2024-04-22 19:59:53.792,493006.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +69,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-04-26 07:21:12.000,2024-02-15 22:26:05,3081.0,,497,72.0,306.0,26.0,1271.0,3233,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,38,False,739100.0,735675.0,psycopg2,psycopg2,,,15593949.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,3391.0,15591152.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,285357.0,2.0,,,,,,,,,,,,,,,34.0,,, +70,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-05-11 19:07:57.000,2024-04-15 12:45:13,557.0,5.0,596,95.0,181.0,33.0,324.0,3146,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,815571.0,813535.0,pycparser,conda-forge/pycparser,,,244723578.0,https://pypi.org/project/pycparser,2024-03-30 13:22:20.000,2036.0,243892587.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,39056621.0,2.0,,,,,,,,,,,,,,,,,, +71,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-04-24 20:13:28.000,2024-04-24 20:13:10,1807.0,14.0,229,20.0,152.0,111.0,951.0,2512,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,222364.0,220933.0,alembic,conda-forge/alembic,,,39151707.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,1431.0,39047287.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4594497.0,2.0,,,,,,,,,,,,,,,,,, +72,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-05-22 10:05:45.000,2023-11-14 16:25:37,322.0,,495,54.0,269.0,284.0,328.0,2441,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1225620.0,1189338.0,pyyaml,conda-forge/pyyaml,,,322954007.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,36282.0,321936631.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,44764576.0,1.0,,,,,,,,,,,,,,,,,, +73,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-04-02 12:12:53.000,2023-12-21 21:58:06,987.0,,239,53.0,161.0,31.0,218.0,1601,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,382487.0,381386.0,greenlet,conda-forge/greenlet,,,97642495.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,1101.0,97434067.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9796147.0,1.0,,,,,,,,,,,,,,,,,, +74,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-04-13 08:53:37.000,2024-02-21 11:36:09,1947.0,,285,37.0,247.0,183.0,212.0,1169,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,38,True,331337.0,325812.0,future,conda-forge/future,,,41610172.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,5525.0,41301716.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,13263623.0,1.0,,,,,-2.0,,,,,,,,,,,,, +75,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-05-20 03:36:24.000,2024-05-20 03:36:16,648.0,51.0,153,26.0,669.0,7.0,132.0,1148,2024-05-04 04:12:07.000,4.1.3,24.0,32.0,38,True,224920.0,223670.0,bcrypt,conda-forge/bcrypt,,,59974159.0,https://pypi.org/project/bcrypt,2024-05-04 04:12:07.000,1250.0,59864487.0,https://anaconda.org/conda-forge/bcrypt,2024-05-17 19:12:47.811,4935258.0,3.0,,,,,,,,,,,,,,,,,, +76,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-04-19 14:02:08.415,2024-04-19 11:11:32,2009.0,5.0,197,28.0,610.0,100.0,201.0,604,2024-04-19 11:11:54.000,5.14.3,53.0,118.0,38,True,440942.0,439635.0,traitlets,conda-forge/traitlets,,348.0,46233153.0,https://pypi.org/project/traitlets,2024-04-19 11:11:46.000,1307.0,45607467.0,https://anaconda.org/conda-forge/traitlets,2024-04-19 14:02:08.415,27529594.0,1.0,,,,,,,,,,,,,,,,,, +77,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-05-20 08:19:43.000,2024-05-20 08:18:49,4118.0,13.0,2375,473.0,2302.0,131.0,883.0,17389,2024-05-20 08:20:01.000,3.5.1,82.0,616.0,37,True,2568.0,2426.0,luigi,luigi,,,384478.0,https://pypi.org/project/luigi,2024-05-20 08:19:17.000,139.0,384332.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14454.0,2.0,,,,,,,,stable/luigi,,,,,,,3.0,,, +78,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-05-02 07:03:04.000,2024-04-17 10:22:21,7864.0,166.0,1176,335.0,248.0,,469.0,13452,2024-05-02 07:03:04.000,1.10.0,21.0,116.0,37,True,1089.0,1078.0,tink,,,1103.0,399123.0,https://pypi.org/project/tink,2024-05-02 07:03:04.000,8.0,398816.0,,,,3.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,3.0,,294.0,,,,,,,tink-crypto/tink,,,,, +79,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-05-19 18:57:50.000,2023-10-22 20:53:42,936.0,,526,226.0,259.0,102.0,259.0,10070,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,130981.0,129712.0,uvloop,conda-forge/uvloop,,439.0,15015528.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1269.0,14998869.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,716166.0,2.0,,,,,,,,,,,,,,,,,, +80,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-05-23 11:08:15.000,2024-05-21 17:22:22,2931.0,137.0,642,115.0,3150.0,701.0,3498.0,9512,2024-05-15 10:28:54.000,0.30.0,97.0,129.0,37,True,1545.0,1498.0,modin,conda-forge/modin-core,['pandas'],196841.0,1389646.0,https://pypi.org/project/modin,2024-05-15 10:21:13.000,47.0,1377359.0,https://anaconda.org/conda-forge/modin-core,2024-05-15 15:08:24.901,322181.0,2.0,,,,,,,,,,,,,,,,,, +81,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-05-22 22:32:00.000,2024-03-08 23:30:02,2179.0,1.0,1381,146.0,978.0,305.0,1196.0,5495,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26188.0,25507.0,kafka-python,conda-forge/kafka-python,,1840.0,13146607.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,681.0,13141353.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,440080.0,2.0,,,,,,,,,,,,,,,,,, +82,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-04-05 19:03:54.000,2024-04-05 19:03:54,1198.0,11.0,586,135.0,337.0,32.0,227.0,4536,2024-04-04 13:55:31.000,3.6.1,47.0,127.0,37,True,97492.0,97321.0,tablib,conda-forge/tablib,,,1947434.0,https://pypi.org/project/tablib,2024-04-04 13:55:31.000,171.0,1945060.0,https://anaconda.org/conda-forge/tablib,2024-04-04 15:56:20.202,97337.0,1.0,,,,,,,,,,,,,,,,,, +83,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-04-24 16:54:46.000,2024-01-24 03:22:09,1214.0,,255,82.0,354.0,123.0,143.0,4534,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,155687.0,154301.0,toolz,conda-forge/toolz,,,35828658.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,1386.0,35366764.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,20323370.0,2.0,,,,,,,,,,,,,,,,,, +84,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-05-21 23:01:10.000,2024-05-21 19:04:52,1087.0,41.0,798,427.0,470.0,48.0,1264.0,3780,2024-04-30 15:38:52.000,8.13.1,40.0,140.0,37,True,10691.0,10352.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,205.0,4469355.0,https://pypi.org/project/elasticsearch-dsl,2024-04-30 15:38:52.000,339.0,4469245.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8488.0,2.0,,,,,,,,,,,,,,,,,, +85,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-05-03 10:55:12.000,2024-04-06 14:47:44,1377.0,3.0,624,116.0,131.0,15.0,928.0,3507,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,37,True,78847.0,77231.0,xlsxwriter,conda-forge/xlsxwriter,,,20571240.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,1616.0,20503626.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3245511.0,3.0,,,,,,,,,,,,,,,,,, +86,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-05-23 01:00:28.000,2024-05-16 03:46:26,2771.0,19.0,1255,194.0,1262.0,174.0,1889.0,3455,2023-11-17 18:40:04.000,4.3.0,43.0,236.0,37,True,4522.0,4345.0,netmiko,,,,309279.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,177.0,309279.0,,,,3.0,,,,,,,,,,,,,,,,,, +87,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-02-02 14:42:27.000,2023-11-25 05:24:37,1628.0,,475,90.0,309.0,157.0,329.0,2542,2023-11-25 06:56:14.000,4.9.0,20.0,107.0,37,True,383831.0,382241.0,pexpect,conda-forge/pexpect,,4374.0,72728217.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,1590.0,72286681.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,18984611.0,1.0,,,,,,,,,,,,,,,,,, +88,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-05-22 15:53:04.000,2024-05-20 13:54:43,1591.0,12.0,477,46.0,645.0,370.0,426.0,2259,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,37,True,9824.0,,python-dateutil,conda-forge/python-dateutil,,35116.0,366870607.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,9824.0,365190282.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,57120237.0,2.0,,,,,,,,,,,,,,,,,, +89,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-05-21 05:34:30.000,2024-05-14 20:08:48,1013.0,3.0,173,23.0,166.0,182.0,335.0,2166,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,37,True,162274.0,159435.0,dill,conda-forge/dill,,291882.0,57759945.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,2839.0,57615677.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6672633.0,2.0,,,,,,,,,,,,,,,,,, +90,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-05-20 14:35:46.452,2024-05-20 10:47:44,551.0,44.0,271,25.0,130.0,15.0,152.0,1831,2024-05-20 10:49:25.000,2.12.1,49.0,68.0,37,True,71562.0,70593.0,emoji,conda-forge/emoji,,,3958325.0,https://pypi.org/project/emoji,2024-05-20 10:49:25.000,969.0,3956691.0,https://anaconda.org/conda-forge/emoji,2024-05-20 14:35:46.452,73531.0,1.0,,,,,,,,,,,,,,,,,, +91,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-05-14 18:15:59.000,2024-05-13 18:21:45,980.0,25.0,128,27.0,349.0,60.0,288.0,1637,2024-02-19 08:36:23.000,4.3.0,51.0,51.0,37,True,298331.0,297513.0,anyio,conda-forge/anyio,,,71209401.0,https://pypi.org/project/anyio,2024-02-19 08:36:26.000,818.0,70922655.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,13763850.0,2.0,,,,,,,,,,,,,,,,,, +92,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-05-22 09:55:41.000,2024-03-27 00:12:53,531.0,1.0,266,29.0,109.0,111.0,185.0,967,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2171064.0,2147178.0,six,conda-forge/six,,,321803806.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,23886.0,321226852.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,55387604.0,2.0,,,,,,,,,,,,,,,,,, +93,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,,1936,465.0,554.0,481.0,1312.0,14641,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,298.0,21.0,fabric,conda-forge/fabric,,,6688768.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,277.0,6686475.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,91727.0,3.0,,,,,,,,,,,,,,,,,, +94,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-05-22 10:54:14.000,2024-05-10 21:00:41,408.0,32.0,586,152.0,386.0,233.0,155.0,13194,2024-04-30 06:30:41.000,0.0.18,21.0,72.0,36,True,12480.0,12138.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1432704.0,https://pypi.org/project/sqlmodel,2024-04-30 06:30:41.000,342.0,1431779.0,https://anaconda.org/conda-forge/sqlmodel,2024-04-30 11:39:51.617,30555.0,2.0,,,,,,,,,,,,,,,,,, +95,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-05-22 15:17:31.000,2024-05-22 15:17:17,2439.0,5.0,1231,231.0,483.0,161.0,1024.0,8259,2022-12-24 01:04:06.789,4.2.5,51.0,178.0,36,True,10789.0,10669.0,supervisor,conda-forge/supervisor,,,1626391.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,120.0,1619309.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,304550.0,2.0,,,,,,,,,,,,,,,,,, +96,docopt,docopt/docopt,Create *beautiful* command-line interfaces with Python.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-05-22 11:23:25.000,2018-08-27 18:02:16,447.0,,562,161.0,112.0,265.0,187.0,7891,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,121315.0,118046.0,docopt,conda-forge/docopt,,,11237436.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,3269.0,11215726.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2105958.0,2.0,,,,,,,,,,,,,,,,,, +97,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-02-12 13:42:07.000,2024-02-12 11:04:51,1464.0,,684,134.0,395.0,190.0,461.0,6301,2024-02-06 22:07:43.000,4.0.0,47.0,148.0,36,True,150778.0,148445.0,watchdog,conda-forge/watchdog,,,21307494.0,https://pypi.org/project/watchdog,2024-02-06 22:04:28.000,2333.0,21245039.0,https://anaconda.org/conda-forge/watchdog,2024-02-07 09:26:23.738,2935388.0,2.0,,,,,,,,,,,,,,,,,, +98,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-05-20 19:39:22.000,2023-12-16 21:30:31,835.0,,362,69.0,290.0,242.0,321.0,6080,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,28865.0,27666.0,pendulum,conda-forge/pendulum,,648.0,37573022.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1199.0,37551522.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,988737.0,2.0,,,,,,,,,,,,,,,,,, +99,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-04-30 12:53:13.000,2023-12-01 12:49:19,374.0,,242,47.0,146.0,118.0,141.0,3452,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,969076.0,958363.0,colorama,conda-forge/colorama,,,174345833.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,10713.0,174028603.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,30771375.0,2.0,,,,,,,,,,,,,,,,,, +100,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-05-20 12:06:23.000,2024-05-20 12:06:21,2703.0,20.0,485,123.0,573.0,343.0,1522.0,2855,2024-05-18 20:20:09.000,0.31.2,164.0,65.0,36,True,31519.0,31374.0,xlwings,conda-forge/xlwings,,17426.0,161906.0,https://pypi.org/project/xlwings,2024-05-18 20:20:09.000,145.0,145773.0,https://anaconda.org/conda-forge/xlwings,2024-05-19 19:31:42.702,758677.0,2.0,,,,,,,,,,,,,,,,,, +101,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-05-08 16:40:11.000,2024-05-08 16:40:11,863.0,13.0,200,60.0,111.0,6.0,368.0,2150,2024-04-02 09:09:24.000,2.10.0,54.0,76.0,36,True,76555.0,75701.0,numexpr,conda-forge/numexpr,,639.0,4113425.0,https://pypi.org/project/numexpr,2024-04-02 09:09:24.000,854.0,3941364.0,https://anaconda.org/conda-forge/numexpr,2024-02-05 13:50:40.663,8086568.0,2.0,,,,,,,,,,,,,,,,,, +102,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-05-17 22:54:29.000,2024-04-08 22:57:11,1121.0,34.0,214,26.0,174.0,60.0,227.0,1917,2024-04-08 22:59:21.000,7.0.1,78.0,81.0,36,True,11428.0,10603.0,deepdiff,conda-forge/deepdiff,,,11550804.0,https://pypi.org/project/deepdiff,2024-04-08 22:59:21.000,825.0,11541640.0,https://anaconda.org/conda-forge/deepdiff,2024-04-09 14:12:56.546,430726.0,1.0,,,,,,,,,,,,,,,,,, +103,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-05-23 11:59:04.000,2024-05-17 12:52:31,1945.0,57.0,256,44.0,1073.0,333.0,433.0,1353,2024-05-17 00:59:34.000,2.18.1,78.0,100.0,36,True,4691.0,3810.0,zarr,conda-forge/zarr,,,700707.0,https://pypi.org/project/zarr,2024-05-17 00:59:34.000,881.0,633950.0,https://anaconda.org/conda-forge/zarr,2024-05-17 03:42:52.760,3070858.0,2.0,,,,,,,,,,,,,,,,,, +104,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-05-20 20:25:34.000,2024-05-20 20:25:34,1507.0,94.0,167,33.0,187.0,68.0,244.0,1223,2024-04-11 09:05:40.000,3.0.4,42.0,76.0,36,True,1236.0,,jsonpickle,conda-forge/jsonpickle,,,12098905.0,https://pypi.org/project/jsonpickle,2024-04-11 09:05:40.000,1236.0,12052322.0,https://anaconda.org/conda-forge/jsonpickle,2024-04-11 14:48:35.125,1723587.0,2.0,,,,,,,,,,,,,,,,,, +105,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-05-17 15:39:23.000,2024-03-22 15:16:53,1393.0,7.0,319,33.0,337.0,201.0,240.0,1215,2024-03-24 15:17:24.000,0.41.2,215.0,120.0,36,True,31002.0,30150.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6907665.0,https://pypi.org/project/sqlalchemy-utils,2024-03-24 15:17:24.000,852.0,6895642.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,577136.0,2.0,,,,,,,,,,,,,,,,,, +106,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-05-16 13:47:18.283,2024-05-15 15:05:03,1042.0,15.0,266,19.0,411.0,135.0,330.0,821,2024-05-15 15:05:51.000,2024.5.0,70.0,139.0,36,True,19044.0,18100.0,s3fs,conda-forge/s3fs,,,254497250.0,https://pypi.org/project/s3fs,2024-05-15 15:05:51.000,944.0,254345560.0,https://anaconda.org/conda-forge/s3fs,2024-05-16 13:47:18.283,6826080.0,2.0,,,,,,,,,,,,,,,,,, +107,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-05-19 14:50:30.000,2024-05-19 14:50:30,84.0,63.0,1828,229.0,3082.0,727.0,2877.0,13180,2024-04-01 17:47:56.000,5.0.4,185.0,19.0,35,False,12226.0,11700.0,pysimplegui,conda-forge/pysimplegui,,,800557.0,https://pypi.org/project/pysimplegui,2024-04-01 17:47:56.000,526.0,797966.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,147697.0,2.0,,,,,,,,,,,,,,,,,, +108,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-04-28 21:53:43.000,2024-04-28 21:53:40,1562.0,27.0,347,140.0,205.0,70.0,109.0,6429,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7500.0,7154.0,boltons,conda-forge/boltons,,30.0,4373432.0,https://pypi.org/project/boltons,2024-03-31 21:24:05.000,346.0,4269863.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4867752.0,2.0,,,,,,,,,,,,,,,,,, +109,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-05-18 17:32:54.000,2024-05-03 21:43:51,225.0,4.0,461,106.0,101.0,95.0,164.0,5394,2022-05-08 07:00:02.000,0.13.0,29.0,51.0,35,True,69381.0,66530.0,xmltodict,conda-forge/xmltodict,,,46291791.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,2851.0,46249507.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3932419.0,2.0,,,,,,,,,,,,,,,,,, +110,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-05-20 19:25:28.000,2024-04-16 21:51:23,517.0,5.0,553,122.0,231.0,54.0,1001.0,2862,2024-02-05 17:00:57.000,5.1.0,64.0,59.0,35,False,58102.0,57148.0,pyodbc,conda-forge/pyodbc,,,25573072.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,954.0,25542198.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1327595.0,2.0,,,,,,,,,,,,,,,,,, +111,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,,428,55.0,312.0,11.0,325.0,2416,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,35,True,165619.0,164829.0,mysqlclient,conda-forge/mysqlclient,,5295.0,7654987.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,790.0,7647062.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,361973.0,2.0,,,,,,,,,,,,,,,,,, +112,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-05-23 01:04:49.000,2024-05-22 21:30:07,1798.0,21.0,209,92.0,276.0,,,2337,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,90491.0,89948.0,motor,conda-forge/motor,,,1880769.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,543.0,1879200.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,67489.0,2.0,,,,,,,,,,,,,,,,,, +113,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-04-25 20:31:00.000,2023-10-25 20:31:08,725.0,,141,40.0,115.0,26.0,151.0,1988,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,35,True,340072.0,339067.0,pyrsistent,conda-forge/pyrsistent,,,41079446.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,1005.0,40629167.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20712870.0,1.0,,,,,,,,,,,,,,,,,, +114,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-05-14 07:22:59.591,2024-05-07 13:01:54,887.0,19.0,222,47.0,308.0,3.0,289.0,1851,2024-03-01 12:34:50.000,1.0.8,25.0,79.0,35,True,1891.0,,msgpack,conda-forge/msgpack-python,,1310.0,75232327.0,https://pypi.org/project/msgpack,2024-05-07 15:21:53.000,1891.0,74862629.0,https://anaconda.org/conda-forge/msgpack-python,2024-05-14 07:22:59.591,15896283.0,2.0,,,,,,,,,,,,,,,,,, +115,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-05-12 21:49:06.000,2024-05-12 21:49:06,772.0,6.0,124,35.0,221.0,53.0,213.0,1375,2024-04-14 21:26:49.000,3.3.0,127.0,73.0,35,True,54099.0,52790.0,argcomplete,conda-forge/argcomplete,,362.0,28937481.0,https://pypi.org/project/argcomplete,2024-04-14 21:26:49.000,1309.0,28902204.0,https://anaconda.org/conda-forge/argcomplete,2024-04-15 20:41:57.799,1622614.0,2.0,,,,,,,,,,,,,,,,,, +116,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-05-12 09:27:24.000,2024-04-17 03:25:22,1331.0,51.0,191,51.0,211.0,87.0,374.0,1206,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3707.0,3663.0,petl,conda-forge/petl,,,1690920.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,44.0,1686044.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,229206.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +117,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-04-23 17:16:34.000,2024-04-16 03:31:16,792.0,7.0,211,41.0,122.0,149.0,272.0,1148,2020-01-25 14:40:31.000,0.10.9,32.0,41.0,35,True,39978.0,39694.0,py4j,conda-forge/py4j,,,50195853.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,284.0,50134989.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5660357.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +118,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-05-22 09:02:24.000,2024-05-22 09:02:17,436.0,82.0,144,13.0,204.0,1.0,170.0,919,2024-04-19 13:31:58.000,0.28.1,51.0,54.0,35,True,126097.0,119868.0,validators,conda-forge/validators,,28.0,7836584.0,https://pypi.org/project/validators,2024-04-19 13:27:28.000,6229.0,7822853.0,https://anaconda.org/conda-forge/validators,2024-04-19 15:42:23.860,631570.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +119,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-05-20 16:48:09.000,2024-05-13 17:17:38,310.0,15.0,100,16.0,213.0,14.0,96.0,699,2024-04-29 15:59:29.000,3.14.0,69.0,46.0,35,True,442257.0,440205.0,filelock,conda-forge/filelock,,,141794450.0,https://pypi.org/project/filelock,2024-04-29 15:59:29.000,2052.0,141418528.0,https://anaconda.org/conda-forge/filelock,2024-04-29 20:37:42.891,18044294.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,, +120,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-04-15 19:31:54.296,2020-03-21 18:06:04,970.0,,112,33.0,105.0,59.0,68.0,239,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,501604.0,500002.0,pyasn1,conda-forge/pyasn1,,,212210595.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,1602.0,210403394.0,https://anaconda.org/conda-forge/pyasn1,2024-04-15 19:31:54.296,14457608.0,2.0,,,,,,,,,,,,,,,,,, +121,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-05-16 13:46:34.000,2024-05-16 08:56:46,745.0,34.0,42,4.0,42.0,4.0,70.0,52,2024-05-16 09:02:22.000,3.18.2,52.0,28.0,35,False,682443.0,680217.0,zipp,conda-forge/zipp,,,207510561.0,https://pypi.org/project/zipp,2024-05-16 09:02:12.000,2226.0,206645346.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,38069496.0,2.0,,,,,,,,,,,,,,,,,, +122,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-05-20 11:35:14.000,2024-05-20 11:05:11,397.0,2.0,951,211.0,189.0,158.0,300.0,11532,2023-10-01 13:58:38.000,1.2.1,26.0,60.0,34,True,35504.0,34859.0,schedule,conda-forge/schedule,,,2307551.0,https://pypi.org/project/schedule,2023-10-01 13:58:38.000,645.0,2306136.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,56618.0,3.0,,,,,,,,,,,,,,,,,, +123,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-05-02 18:52:41.000,2024-04-03 21:42:43,1878.0,3.0,599,122.0,1306.0,277.0,1112.0,8281,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,34,True,23720.0,23709.0,hydra,conda-forge/hydra-core,,,29042.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,11.0,9841.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,979295.0,2.0,,,,,,,,,,,,,,,,,, +124,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,3.0,494,134.0,236.0,7.0,470.0,6863,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,15406.0,14687.0,sh,conda-forge/sh,,,7648881.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,719.0,7644178.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,202237.0,3.0,,,,,,,,,,,,,,,,,, +125,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-05-09 01:21:31.257,2024-03-14 10:25:38,497.0,4.0,261,47.0,215.0,100.0,156.0,6095,2024-05-07 08:48:14.000,8.3.0,54.0,92.0,34,True,2322.0,,tenacity,conda-forge/tenacity,,,66496389.0,https://pypi.org/project/tenacity,2024-05-07 08:48:14.000,2322.0,66342098.0,https://anaconda.org/conda-forge/tenacity,2024-05-09 01:21:31.257,6634516.0,2.0,,,,,,,,,,,,,,,,,, +126,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2024-05-14 19:08:25.982,2024-05-14 11:05:43,1073.0,50.0,521,92.0,198.0,16.0,440.0,5425,2024-05-14 15:30:09.000,0.9.1,48.0,77.0,34,True,3626.0,3456.0,transitions,conda-forge/transitions,,,637476.0,https://pypi.org/project/transitions,2024-05-14 15:30:09.000,170.0,623693.0,https://anaconda.org/conda-forge/transitions,2024-05-14 19:08:25.982,647805.0,1.0,,,,,,,,,,,,,,,,,, +127,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-05-23 13:21:29.000,2024-05-22 13:58:53,1231.0,37.0,348,45.0,520.0,558.0,520.0,4285,2024-04-26 15:59:33.000,0.20.1,152.0,134.0,34,True,7833.0,7675.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,138783.0,https://pypi.org/project/tortoise-orm,2024-04-26 15:59:33.000,158.0,138266.0,https://anaconda.org/conda-forge/tortoise-orm,2024-04-26 21:09:33.118,18117.0,2.0,,,,,,,,,,,,,,,,,, +128,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-05-15 14:37:47.772,2024-05-13 11:09:20,921.0,12.0,363,87.0,283.0,27.0,318.0,4256,2024-05-14 02:00:27.000,5.10.0,38.0,88.0,34,True,2173.0,,ujson,conda-forge/ujson,,,17271823.0,https://pypi.org/project/ujson,2024-05-14 02:00:27.000,2173.0,17169900.0,https://anaconda.org/conda-forge/ujson,2024-05-15 14:37:47.772,4790391.0,3.0,,,,,,,,,,,,,,,,,, +129,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-05-12 10:49:37.021,2024-05-12 06:37:14,515.0,17.0,331,22.0,143.0,34.0,138.0,3965,2024-05-12 06:45:10.000,5.2.0,91.0,24.0,34,True,31618.0,30837.0,gdown,conda-forge/gdown,,,1455998.0,https://pypi.org/project/gdown,2024-05-12 06:45:10.000,781.0,1450075.0,https://anaconda.org/conda-forge/gdown,2024-05-12 10:49:37.021,278391.0,2.0,,,,,,,,,,,,,,,,,, +130,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-05-15 01:39:48.000,2024-04-16 14:17:42,560.0,3.0,786,72.0,435.0,107.0,441.0,3809,2024-02-14 15:55:57.000,0.20.0,50.0,146.0,34,True,1489.0,,prometheus_client,conda-forge/prometheus_client,,,35928110.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,1489.0,35587153.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,16365969.0,2.0,,,,,,,,,,,,,,,,,, +131,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-05-17 19:24:31.000,2024-05-17 19:24:30,760.0,23.0,287,34.0,534.0,118.0,390.0,3556,2024-03-18 20:33:02.000,3.2.5,87.0,123.0,34,True,8875.0,8463.0,dynaconf,conda-forge/dynaconf,,,3051677.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,412.0,3049910.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,76014.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +132,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-05-17 16:19:13.446,2024-05-17 10:59:44,1655.0,25.0,411,87.0,114.0,10.0,172.0,3415,2024-05-17 11:12:25.000,8.13.37,246.0,31.0,34,True,530.0,,phonenumbers,conda-forge/phonenumbers,,,6777308.0,https://pypi.org/project/phonenumbers,2024-05-17 11:12:25.000,530.0,6752044.0,https://anaconda.org/conda-forge/phonenumbers,2024-05-17 16:19:13.446,909511.0,1.0,,,,,,,,,,,,,,,,,, +133,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,21.0,197,34.0,53.0,24.0,166.0,3249,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,34,True,1138.0,,sortedcontainers,conda-forge/sortedcontainers,,,56020692.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,1138.0,55887459.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12523993.0,1.0,,,,,,,,,,,,,,,,,, +134,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2024-04-18 05:00:52.000,2023-10-23 15:11:13,1142.0,,237,50.0,267.0,19.0,334.0,3115,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16672.0,16017.0,cerberus,conda-forge/cerberus,,,4470338.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,655.0,4457405.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,375077.0,2.0,,,,,,,,,,,,,,,,,, +135,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-05-08 22:44:42.000,2024-05-08 22:44:21,1078.0,38.0,378,49.0,400.0,63.0,327.0,3101,2024-03-26 08:43:19.000,7.0.4,61.0,120.0,34,True,509.0,,smart-open,conda-forge/smart_open,,,25184422.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,509.0,25131877.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2417099.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,, +136,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-05-20 17:07:40.000,2024-05-20 17:07:37,1282.0,8.0,181,51.0,330.0,133.0,225.0,2759,2024-04-29 06:09:47.000,1.8.3,29.0,112.0,34,True,6690.0,6403.0,plumbum,conda-forge/plumbum,,,3103856.0,https://pypi.org/project/plumbum,2024-04-29 06:09:47.000,287.0,3078106.0,https://anaconda.org/conda-forge/plumbum,2024-04-29 08:13:36.172,1004268.0,3.0,,,,,,,,,,,,,,,,,, +137,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-05-23 07:26:34.000,2024-05-22 17:15:59,339.0,8.0,274,47.0,122.0,24.0,191.0,2558,2022-06-07 20:16:57.000,0.4.27,28.0,63.0,34,True,58814.0,57411.0,python-magic,conda-forge/python-magic,,,8816132.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,1403.0,8810141.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,257621.0,2.0,,,,,,,,,,,,,,,,,, +138,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-04-08 15:27:15.000,2024-04-08 15:27:15,1517.0,2.0,466,133.0,572.0,323.0,379.0,2471,2023-11-17 10:47:56.000,1.2.0,30.0,139.0,34,True,29029.0,28018.0,dateparser,conda-forge/dateparser,,,7366509.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1011.0,7361892.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,217005.0,2.0,,,,,,,,,,,,,,,,,, +139,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-05-17 10:24:26.000,2024-04-26 15:15:44,1035.0,3.0,285,36.0,378.0,211.0,261.0,2395,2023-12-02 01:23:36.121,0.0.1,214.0,101.0,34,True,21737.0,21585.0,pypika,conda-forge/pypika,,,3012662.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,152.0,3012190.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,14651.0,2.0,,,,,,,,,,,,,,,,,, +140,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-05-01 18:11:35.000,2024-05-01 18:09:33,303.0,15.0,159,27.0,70.0,12.0,233.0,2137,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,34,True,2414.0,,cachetools,conda-forge/cachetools,,,137994943.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,2414.0,137757504.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,11397098.0,1.0,,,,,,,,,,,,,,,,,, +141,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,334,65.0,124.0,22.0,181.0,1635,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,34,True,127123.0,124593.0,simplejson,conda-forge/simplejson,,6453.0,20138639.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,2530.0,20070417.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3271540.0,3.0,,,,,,,,,,,,,,,,,, +142,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-05-23 05:33:23.000,2024-05-22 16:44:22,817.0,75.0,223,59.0,542.0,153.0,649.0,1550,2019-06-19 22:31:20.000,3.7.4,16.0,101.0,34,True,3109.0,,typing,conda-forge/typing,,,8995337.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,3109.0,8932039.0,https://anaconda.org/conda-forge/typing,2024-05-17 14:58:09.969,3038325.0,2.0,,,,,,,,,,,,,,,,,, +143,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-05-21 09:07:27.000,2024-05-21 09:07:19,4987.0,141.0,270,61.0,428.0,170.0,563.0,1279,2023-11-27 12:13:28.000,3.9.2,46.0,134.0,34,True,1337.0,,tables,conda-forge/pytables,,187.0,1162670.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,1337.0,1005593.0,https://anaconda.org/conda-forge/pytables,2024-04-11 01:09:49.952,7225486.0,2.0,,,,,,,,,,,,,,,,,, +144,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-05-07 09:37:03.000,2024-05-07 09:37:02,543.0,10.0,85,23.0,318.0,32.0,75.0,1232,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,34,True,21997.0,21696.0,cleo,conda-forge/cleo,,,32981332.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,301.0,32964563.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,721101.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +145,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-04-30 14:10:04.000,2024-04-24 16:07:31,1049.0,53.0,100,22.0,95.0,28.0,89.0,924,2024-04-23 19:54:21.000,7.2.1,51.0,55.0,34,True,22120.0,21509.0,inflect,conda-forge/inflect,,,5945880.0,https://pypi.org/project/inflect,2024-04-23 19:54:08.000,611.0,5937863.0,https://anaconda.org/conda-forge/inflect,2024-04-23 20:49:31.710,376822.0,1.0,,,,,,,,,,,,,,,,,, +146,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,106,24.0,58.0,16.0,93.0,815,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,573820.0,571775.0,decorator,conda-forge/decorator,,,108109232.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,2045.0,107816397.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,27526565.0,2.0,,,,,,,,,,,,,,,,,, +147,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,,84,13.0,36.0,33.0,55.0,316,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,34,True,1956534.0,1945944.0,pytz,conda-forge/pytz,,53.0,180115958.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,10590.0,178854259.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,52990684.0,2.0,,,,,,,,,,,,,,,,,, +148,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-05-22 08:16:35.000,2024-04-02 20:25:22,612.0,8.0,127,19.0,243.0,51.0,36.0,200,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,34,True,287107.0,286441.0,s3transfer,conda-forge/s3transfer,,,335248898.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,666.0,334815902.0,https://anaconda.org/conda-forge/s3transfer,2024-03-15 10:11:00.171,18618831.0,2.0,,,,,,,,,,,,,,,,,, +149,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-05-20 13:16:17.000,2024-04-13 12:05:08,534.0,1.0,2243,388.0,482.0,376.0,189.0,35135,2023-10-30 14:16:37.000,0.23.4,45.0,138.0,33,True,1541.0,1474.0,diagrams,conda-forge/diagrams,,,997649.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,67.0,993769.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,186247.0,2.0,,,,,,,,,,,,,,,,,, +150,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-05-23 12:41:21.000,2024-05-23 12:25:06,15898.0,229.0,7382,732.0,6059.0,1802.0,3789.0,18474,2024-02-20 12:36:21.000,1.22.2,18.0,630.0,33,True,,,micropython-_markupbase,,,78490.0,969.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,,,,,,2.0,,,,,,,,,,,,,,,,,, +151,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-05-22 10:53:22.000,2024-04-13 19:23:34,2808.0,3.0,646,150.0,504.0,284.0,1023.0,12413,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,3068.0,2965.0,dearpygui,,,,43511.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,103.0,43511.0,,,,2.0,,,,,,,,,,,,,,,,,, +152,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-05-23 09:29:29.000,2024-05-17 14:58:56,8924.0,132.0,598,87.0,2369.0,54.0,396.0,7772,2024-05-16 20:11:47.000,3.9.7,154.0,130.0,33,True,2835.0,2831.0,hub,,,,4622.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,4.0,4622.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +153,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-05-22 03:40:57.000,2024-05-22 03:40:38,1970.0,40.0,601,128.0,338.0,28.0,878.0,5844,2024-05-01 19:52:25.000,2.0.0,42.0,108.0,33,True,1680.0,1641.0,csvkit,conda-forge/csvkit,,,152296.0,https://pypi.org/project/csvkit,2024-05-01 19:52:25.000,39.0,149201.0,https://anaconda.org/conda-forge/csvkit,2024-05-02 06:32:22.723,111425.0,2.0,,,,,,,,,,,,,,,,,, +154,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-05-21 19:58:17.000,2024-03-01 17:30:12,335.0,1.0,258,51.0,211.0,130.0,200.0,3714,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,33,True,23290.0,23131.0,databases,conda-forge/databases,,,617210.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,159.0,612343.0,https://anaconda.org/conda-forge/databases,2024-04-06 18:59:56.305,204433.0,3.0,,,,,,,,,,,,,,,,,, +155,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-05-23 13:31:34.000,2024-05-14 07:25:21,6491.0,191.0,403,40.0,2416.0,72.0,245.0,3695,2024-05-14 09:54:32.000,0.57.1,139.0,93.0,33,True,530.0,527.0,zenml,,,1.0,37654.0,https://pypi.org/project/zenml,2024-05-14 08:14:41.000,3.0,37654.0,,,,2.0,,,,,,,,,,,,,,,,,, +156,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-05-23 12:53:09.000,2024-05-14 02:30:43,720.0,76.0,281,18.0,714.0,314.0,470.0,3054,2024-05-14 04:45:14.000,0.19.3,91.0,131.0,33,True,1771.0,1588.0,pandera,conda-forge/pandera-core,['pandas'],,2301416.0,https://pypi.org/project/pandera,2024-05-14 04:45:14.000,183.0,2300527.0,https://anaconda.org/conda-forge/pandera-core,2024-05-08 14:40:29.941,38246.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +157,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-05-06 13:55:55.000,2024-05-06 13:55:55,438.0,8.0,211,54.0,155.0,96.0,82.0,2842,2024-05-04 10:56:13.000,0.7.7,27.0,69.0,33,True,9968.0,9224.0,schema,conda-forge/schema,,,16915248.0,https://pypi.org/project/schema,2024-05-04 10:56:13.000,744.0,16911641.0,https://anaconda.org/conda-forge/schema,2024-05-04 13:28:54.774,165962.0,2.0,,,,,,,,,,,,,,,,,, +158,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-05-06 19:31:43.000,2024-04-29 07:32:26,1448.0,4.0,221,44.0,1237.0,66.0,569.0,2792,2023-12-22 12:12:56.000,0.40.0,740.0,74.0,33,True,4391.0,4323.0,docarray,conda-forge/docarray,,,88583.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,68.0,83704.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,136637.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +159,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,,149,36.0,66.0,49.0,66.0,2561,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,33,True,148181.0,145693.0,aiofiles,conda-forge/aiofiles,,,17627220.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2488.0,17602379.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1068187.0,3.0,,,,,,,,,,,,,,,,,, +160,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-05-23 12:22:47.000,2021-08-21 19:45:33,503.0,,436,96.0,163.0,3.0,,2138,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,221820.0,218816.0,xlrd,conda-forge/xlrd,,,23073008.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,3004.0,23029052.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3780250.0,2.0,,,,,,,,,,,,,,,,,, +161,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,173,35.0,161.0,56.0,88.0,2098,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,False,1405.0,,jmespath,conda-forge/jmespath,,,184474490.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,1405.0,184276086.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,18650006.0,3.0,,,,,,,,,,,,,,,,,, +162,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-05-22 13:52:07.000,2024-05-22 13:52:05,1496.0,88.0,166,20.0,1021.0,72.0,399.0,1714,2024-04-04 16:09:07.000,9.2.0,61.0,76.0,33,True,1094.0,981.0,copier,,,,371665.0,https://pypi.org/project/copier,2024-04-04 16:09:07.000,113.0,371665.0,,,,2.0,,,,,,,,,,,,,,,,,, +163,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,2.0,106,35.0,78.0,2.0,71.0,1461,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,33,True,85089.0,83722.0,python-slugify,conda-forge/python-slugify,,,19238484.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,1367.0,19193937.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,2049177.0,2.0,,,,,,,,,,,,,,,,,, +164,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-05-21 16:22:01.000,2024-05-03 14:32:03,6048.0,9.0,539,77.0,1129.0,15.0,,1376,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,33,True,7139.0,6945.0,cassandra-driver,conda-forge/cassandra-driver,,,1923932.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,194.0,1919256.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,210460.0,3.0,,,,,,,,,,,,,,,,,, +165,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-05-13 22:14:15.000,2024-05-13 22:14:08,760.0,32.0,122,23.0,318.0,51.0,136.0,1176,2024-04-20 21:34:40.000,1.5.0,23.0,54.0,33,True,1988.0,,pluggy,conda-forge/pluggy,,,137899594.0,https://pypi.org/project/pluggy,2024-04-20 21:34:40.000,1988.0,137291778.0,https://anaconda.org/conda-forge/pluggy,2024-04-21 02:40:17.306,26136103.0,2.0,,,,,,,,,,,,,,,,,, +166,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-05-21 17:48:30.000,2024-04-24 15:51:24,1307.0,44.0,144,38.0,88.0,4.0,136.0,1087,2024-04-09 00:46:13.000,16.14.0,30.0,54.0,33,True,15136.0,14936.0,path,conda-forge/path,,,1466599.0,https://pypi.org/project/path,2024-04-09 00:46:03.000,200.0,1455363.0,https://anaconda.org/conda-forge/path,2024-04-15 23:12:51.805,539329.0,3.0,,,,,,,,,,,,,,,,,, +167,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-05-09 19:18:33.000,2024-05-04 17:03:40,1278.0,5.0,99,32.0,212.0,50.0,194.0,1012,2024-02-25 01:29:56.000,1.3.8,41.0,31.0,33,True,48249.0,47838.0,Bottleneck,conda-forge/bottleneck,,,1017356.0,https://pypi.org/project/Bottleneck,2024-05-04 15:57:25.000,411.0,922806.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,4065682.0,2.0,,,,,,,,,,,,,,,,,, +168,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-05-20 21:45:18.974,2024-05-20 06:16:38,1316.0,41.0,262,19.0,217.0,29.0,314.0,900,2024-05-20 01:08:39.000,1.5.38,149.0,60.0,33,True,7125.0,6490.0,fastcore,conda-forge/fastcore,,,1753473.0,https://pypi.org/project/fastcore,2024-05-20 01:08:39.000,635.0,1750863.0,https://anaconda.org/conda-forge/fastcore,2024-05-20 21:45:18.974,75717.0,2.0,,,,,,,,,,,,,,,,,, +169,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-05-15 09:50:28.000,2024-05-15 09:50:27,1541.0,15.0,186,99.0,795.0,4.0,240.0,871,2024-04-26 12:44:18.000,4.4.12,136.0,43.0,33,True,9324.0,9263.0,neo4j-driver,conda-forge/neo4j-python-driver,,,147893.0,https://pypi.org/project/neo4j-driver,2024-04-26 12:39:55.000,61.0,143452.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-04-26 13:46:42.453,208760.0,3.0,,,,,,,,,,,,,,,,,, +170,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-05-01 09:06:29.000,2024-04-30 21:09:40,1179.0,8.0,308,32.0,858.0,8.0,547.0,782,2024-04-30 21:21:13.000,7.2.7,114.0,132.0,33,True,8067.0,7560.0,minio,conda-forge/minio,,,2559807.0,https://pypi.org/project/minio,2024-04-30 21:09:34.000,507.0,2556077.0,https://anaconda.org/conda-forge/minio,2024-05-01 07:15:23.489,167851.0,3.0,,,,,,,,,,,,,,,,,, +171,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-05-22 16:23:25.000,2024-05-20 22:02:10,410.0,19.0,119,62.0,430.0,37.0,308.0,423,2024-05-20 22:06:04.000,0.23.0,47.0,51.0,33,True,10279.0,10097.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,15148456.0,https://pypi.org/project/pandas-gbq,2024-05-20 22:06:04.000,182.0,15104398.0,https://anaconda.org/conda-forge/pandas-gbq,2024-03-22 20:48:08.228,1894329.0,3.0,,,,,,,,,,,,,,,,,, +172,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-05-21 06:20:27.000,2024-02-14 20:05:06,355.0,,56,14.0,74.0,19.0,40.0,378,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,550726.0,549174.0,wcwidth,conda-forge/wcwidth,,,65727830.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,1552.0,65193468.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,25115016.0,3.0,,,,,,,,,,,,,,,,,, +173,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-05-13 16:24:43.000,2023-11-03 12:31:26,810.0,,136,24.0,97.0,49.0,141.0,320,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,110913.0,110323.0,asn1crypto,conda-forge/asn1crypto,,,80478537.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,590.0,80376329.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8483285.0,3.0,,,,,,,,,,,,,,,,,, +174,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 12:46:10.232,2024-03-30 00:01:36,370.0,27.0,570,186.0,90.0,38.0,90.0,7107,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,32,True,1214.0,1168.0,records,conda-forge/records,,,212893.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,46.0,212182.0,https://anaconda.org/conda-forge/records,2024-03-30 12:46:10.232,25611.0,3.0,,,,,,,,,,,,,,,,,, +175,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-05-13 11:14:27.000,2023-07-24 18:53:19,697.0,,515,107.0,162.0,26.0,293.0,6564,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13825.0,13180.0,tinydb,conda-forge/tinydb,,,586112.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,645.0,581916.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,398635.0,3.0,,,,,,,,,,,,,,,,,, +176,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-05-23 06:11:43.000,2024-05-23 02:35:40,8659.0,409.0,651,84.0,1498.0,186.0,715.0,4133,2024-05-08 01:33:21.000,0.4.4,68.0,270.0,32,True,31.0,3.0,toga,,,3422.0,6228.0,https://pypi.org/project/toga,2024-05-08 01:33:21.000,23.0,6032.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,5.0,,16.0,,,,,,,,,,,, +177,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-05-09 19:42:05.505,2023-01-31 21:17:34,775.0,,429,79.0,71.0,396.0,195.0,3704,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,False,17487.0,16825.0,keyboard,conda-forge/keyboard,,,430519.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,662.0,429699.0,https://anaconda.org/conda-forge/keyboard,2024-05-09 19:42:05.505,28715.0,3.0,,,,,,,,,,,,,,,,,, +178,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-05-13 14:01:02.000,2022-12-19 03:14:24,1998.0,,281,53.0,207.0,217.0,359.0,3623,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3412.0,3222.0,dependency-injector,conda-forge/dependency_injector,,,1067702.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,190.0,1066297.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,44974.0,2.0,,,,,,,,,,,,,,,,,, +179,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-05-12 14:41:30.000,2023-09-25 09:31:59,4024.0,,239,87.0,82.0,316.0,332.0,3537,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4182.0,4017.0,pony,conda-forge/pony,,104.0,174499.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,165.0,172137.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,99238.0,3.0,,,,,,,,,,,,,,,,,, +180,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,355,318.0,1630.0,113.0,486.0,3322,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,370.0,339.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,2271683.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,31.0,2266054.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,336786.0,3.0,,,,,,,,,,,,,,,,,, +181,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,672,141.0,454.0,143.0,402.0,2834,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,32,True,24291.0,24033.0,pandas-datareader,conda-forge/pandas-datareader,,,480232.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,258.0,476007.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,359148.0,2.0,,,,,,,,,,,,,,,,,, +182,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,,191,28.0,76.0,4.0,90.0,2690,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,True,130764.0,130120.0,python-decouple,conda-forge/python-decouple,,12.0,3711242.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,644.0,3710194.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,83873.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +183,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-05-23 03:33:24.000,2024-05-21 23:27:04,880.0,45.0,116,32.0,1106.0,11.0,415.0,2563,2024-05-14 02:49:22.000,1.4.0,335.0,34.0,32,True,259.0,252.0,whylogs,,,27.0,483544.0,https://pypi.org/project/whylogs,2024-05-22 20:22:08.000,7.0,483543.0,,,,2.0,,,,,2.0,,,,,,,,,,,,, +184,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-05-20 17:58:49.000,2024-04-27 13:42:34,10054.0,89.0,927,84.0,1805.0,85.0,124.0,2017,2023-08-10 08:07:04.000,3.8.0,71.0,478.0,32,True,163.0,,apache-libcloud,,,,190865.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,163.0,190865.0,,,,3.0,,,,,,,,,,,,,,,,,, +185,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-04-12 09:03:53.000,2023-11-10 08:22:03,735.0,,222,45.0,71.0,51.0,142.0,1985,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,32,True,2104.0,,wrapt,conda-forge/wrapt,,,144937610.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,2104.0,144585345.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,15147404.0,3.0,,,,,,,,,,,,,,,,,, +186,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,,214,36.0,261.0,40.0,211.0,1803,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,32,True,16492.0,15960.0,voluptuous,conda-forge/voluptuous,,,2640328.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,532.0,2631679.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,363273.0,2.0,,,,,,,,,,,,,,,,,, +187,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-05-15 08:43:51.000,2024-04-08 17:09:24,438.0,1.0,164,29.0,284.0,87.0,168.0,1586,2023-10-16 12:58:45.000,3.0.0,39.0,59.0,32,True,1588.0,,cloudpickle,conda-forge/cloudpickle,,27.0,43386926.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,1588.0,43017581.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,16989870.0,3.0,,,,,,,,,,,,,,,,,, +188,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-05-19 22:19:44.000,2024-01-14 23:04:32,1101.0,,220,47.0,182.0,61.0,337.0,1487,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2568.0,2492.0,pygsheets,,,,1799232.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,76.0,1799232.0,,,,3.0,,,,,,,,,,,,,,,,,, +189,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-05-22 18:00:23.000,2024-05-04 19:01:20,698.0,12.0,63,16.0,249.0,2.0,59.0,1418,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,32,True,26007.0,25572.0,bidict,conda-forge/bidict,,53.0,3392760.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,435.0,3383901.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,407517.0,2.0,,,,,,,,,,,,,,,,,, +190,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-05-21 12:42:50.713,2024-04-12 00:47:41,2339.0,55.0,440,,,,,1352,2023-06-21 16:43:02.350,0.27.1,77.0,228.0,32,True,313.0,,holidays,conda-forge/holidays,,,7281229.0,https://pypi.org/project/holidays,2024-05-20 20:21:29.000,313.0,7197667.0,https://anaconda.org/conda-forge/holidays,2024-05-21 12:42:50.713,3843856.0,3.0,,,,,,,,,,,,,,,,,, +191,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,178,30.0,95.0,65.0,142.0,1188,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7439.0,7116.0,sshtunnel,conda-forge/sshtunnel,,,13657224.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,323.0,13655611.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,148446.0,3.0,,,,,,,,,,,,,,,,,, +192,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,96,67.0,94.0,50.0,59.0,1031,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,32,False,290117.0,285811.0,appdirs,conda-forge/appdirs,,,25385756.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,4306.0,25279742.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10389401.0,3.0,,,,,,,,,,,,,,,,,, +193,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-05-20 23:14:49.000,2024-04-19 23:37:00,1357.0,12.0,95,20.0,830.0,23.0,133.0,395,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,32,True,1302.0,,multidict,conda-forge/multidict,,6705.0,109442008.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,1302.0,109151725.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,12479132.0,2.0,,,,,,,,,,,,,,,,,, +194,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-04-29 19:47:30.000,2024-04-24 15:42:34,948.0,69.0,42,12.0,63.0,3.0,244.0,58,2024-03-21 13:42:43.000,6.4.0,73.0,44.0,32,False,3224.0,,importlib-resources,conda-forge/importlib_resources,,,83103209.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,3224.0,82676788.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,20468238.0,2.0,,,,,,,,,,,,,,,,,, +195,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-05-02 08:06:02.000,2023-03-04 17:45:05,299.0,,565,133.0,195.0,187.0,347.0,6205,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7509.0,7423.0,eel,,,,71694.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,71694.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,, +196,pyinfra,Fizzadar/pyinfra,pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-05-20 10:17:47.000,2024-05-13 10:22:26,3998.0,44.0,349,39.0,356.0,157.0,560.0,3504,2024-02-25 20:40:20.000,2.9.2,215.0,114.0,31,True,131.0,115.0,pyinfra,,,,27642.0,https://pypi.org/project/pyinfra,2024-05-04 19:21:18.000,16.0,27642.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +197,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3180,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9249.0,9236.0,blaze,conda-forge/blaze,,,51534.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,13.0,49028.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,203003.0,3.0,,,,,,,,,,,,,,,,,, +198,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,591,111.0,921.0,212.0,1093.0,2612,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1461.0,1458.0,mrjob,conda-forge/mrjob,,,128394.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,3.0,122677.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,526046.0,2.0,,,,,,,,,,,,,,,,,, +199,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-05-22 15:46:23.000,2024-05-21 19:31:42,838.0,2.0,426,40.0,641.0,279.0,373.0,2382,2024-05-21 19:10:10.000,4.4.1,93.0,109.0,31,True,1777.0,1699.0,pynamodb,conda-forge/pynamodb,,,2216089.0,https://pypi.org/project/pynamodb,2024-05-21 19:10:10.000,78.0,2202100.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,629523.0,3.0,,,,,,,,,,,,,,,,,, +200,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-05-22 16:10:35.000,2024-05-21 22:16:52,1629.0,121.0,287,41.0,781.0,147.0,1053.0,2162,2024-05-16 15:25:53.000,1.13.1,133.0,50.0,31,False,445.0,404.0,sdv,conda-forge/sdv,,,55751.0,https://pypi.org/project/sdv,2024-05-16 15:21:43.000,41.0,55084.0,https://anaconda.org/conda-forge/sdv,2024-05-17 03:33:39.818,19364.0,2.0,,,,,,,,,,,,,,,,,, +201,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,252,50.0,149.0,62.0,85.0,2091,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,31,True,5310.0,6.0,chardet,conda-forge/chardet,,,67799221.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,5299.0,67270660.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,23254076.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,5.0,,60.0,,,,,,,,,,,, +202,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-05-21 08:05:51.000,2024-05-01 20:17:58,392.0,16.0,158,34.0,242.0,66.0,152.0,1968,2024-05-01 22:00:25.000,0.26.0,61.0,61.0,31,True,639.0,608.0,arq,conda-forge/arq,,,100575.0,https://pypi.org/project/arq,2024-05-01 22:00:25.000,31.0,100300.0,https://anaconda.org/conda-forge/arq,2024-05-02 10:28:47.704,10207.0,2.0,,,,,,,,,,,,,,,,,, +203,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-05-14 15:52:56.000,2024-02-29 16:59:55,1064.0,2.0,97,18.0,587.0,109.0,448.0,1827,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,31,True,31355.0,30444.0,omegaconf,conda-forge/omegaconf,,,9330041.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,911.0,9303461.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1382170.0,3.0,,,,,,,,,,,,,,,,,, +204,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2024-04-18 21:45:06.000,2024-04-17 13:14:43,976.0,4.0,518,94.0,404.0,167.0,379.0,1679,2024-04-18 21:45:06.000,5.3.2,55.0,142.0,31,True,347.0,,influxdb,conda-forge/influxdb,,,2214294.0,https://pypi.org/project/influxdb,2024-04-18 21:45:06.000,347.0,2211364.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,143617.0,3.0,,,,,,,,,,,,,,,,,, +205,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-05-13 14:55:53.000,2024-05-13 14:55:53,2187.0,39.0,139,42.0,437.0,104.0,266.0,986,2024-04-24 15:26:55.000,2.0.5,35.0,89.0,31,True,2506.0,2338.0,intake,conda-forge/intake,,,82154.0,https://pypi.org/project/intake,2024-04-24 15:26:55.000,168.0,69800.0,https://anaconda.org/conda-forge/intake,2024-04-24 22:56:59.849,580678.0,2.0,,,,,,,,,,,,,,,,,, +206,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,125,24.0,72.0,27.0,162.0,909,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,31,True,19630.0,19152.0,anytree,conda-forge/anytree,,,1455217.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,478.0,1454411.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,39515.0,2.0,,,,,,,,,,,,,,,,,, +207,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2024-05-08 02:34:02.000,2024-05-08 02:33:12,1179.0,1.0,357,75.0,22.0,26.0,620.0,877,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8714.0,8297.0,cx-Oracle,conda-forge/cx_oracle,,,3954536.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,417.0,3942089.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,572597.0,3.0,,,,,,,,,,,,,,,,,, +208,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-05-22 22:29:24.000,2024-05-15 22:33:04,890.0,15.0,68,19.0,492.0,160.0,295.0,399,2024-03-22 08:44:21.000,2.1.0,94.0,37.0,31,True,11295.0,11141.0,param,conda-forge/param,,,630774.0,https://pypi.org/project/param,2024-05-02 08:43:05.000,154.0,594109.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1576607.0,3.0,,,,,,,,,,,,,,,,,, +209,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,59,7.0,76.0,2.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,166730.0,165145.0,tzlocal,conda-forge/tzlocal,,,47660805.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,1585.0,47579905.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2669724.0,3.0,,,,,,,,,,,,,,,,,, +210,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-05-21 05:42:52.000,2024-05-10 20:14:01,809.0,10.0,51,49.0,741.0,45.0,190.0,63,2024-04-15 17:56:33.000,2.23.1,78.0,72.0,31,False,3633.0,3606.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,8900135.0,https://pypi.org/project/google-cloud-bigtable,2024-04-15 17:56:33.000,27.0,8897266.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2024-04-16 08:52:17.559,111927.0,3.0,,,,,,,,,,,,,,,,,, +211,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-04-05 06:36:49.000,2023-07-21 10:40:58,3636.0,,589,143.0,970.0,532.0,775.0,8188,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,803.0,752.0,vaex,conda-forge/vaex,,280.0,24822.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,51.0,22785.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,185210.0,3.0,,,,,,,,,,,,,,,,,, +212,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-05-02 18:39:42.000,2024-02-27 23:05:17,2693.0,2.0,857,168.0,746.0,19.0,963.0,5723,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,30,True,533.0,515.0,snorkel,conda-forge/snorkel,,1090.0,35686.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,18.0,34385.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,49019.0,3.0,,,,,,,,,,,,,,,,,, +213,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,101.0,139.0,39.0,263.0,4721,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4010.0,3882.0,dataset,conda-forge/dataset,,,116416.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,128.0,116188.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8694.0,3.0,,,,,,,,,,,,,,,,,, +214,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-05-21 07:06:57.000,2024-05-21 07:06:57,1807.0,39.0,105,44.0,1427.0,66.0,354.0,3311,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,30,True,612.0,553.0,returns,conda-forge/returns,,,166384.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,166126.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,9322.0,3.0,,,,,,,,,,,,,,,,,, +215,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-05-01 10:07:23.000,2024-05-01 10:07:23,995.0,3.0,141,71.0,75.0,9.0,72.0,3283,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,11428.0,11062.0,funcy,conda-forge/funcy,,,1532446.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,366.0,1527561.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,429931.0,3.0,,,,,,,,,,,,,,,,,, +216,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,239.0,2574,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1758.0,1616.0,schematics,conda-forge/schematics,,,329270.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,142.0,328818.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26258.0,3.0,,,,,,,,,,,,,,,,,, +217,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-03-26 19:24:41.000,2024-03-26 19:24:40,237.0,4.0,287,48.0,77.0,50.0,115.0,2366,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,30,True,1273.0,1231.0,datasketch,,,27.0,3059595.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,42.0,3059595.0,,,,3.0,,,,,,,,,,,,,,,,,, +218,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2024-04-15 23:37:20.000,2022-10-18 10:59:07,785.0,,173,42.0,219.0,108.0,274.0,1955,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,395.0,,fs,conda-forge/fs,,,2963091.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,395.0,2953817.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,741922.0,3.0,,,,,,,,,,,,,,,,,, +219,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1673,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,30,False,1130.0,,humanize,conda-forge/humanize,,,8441184.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,1130.0,8429368.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,555358.0,3.0,,,,,,,,,,,,,,,,,, +220,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-05-05 18:26:21.000,2024-01-12 09:43:33,550.0,,85,23.0,237.0,54.0,99.0,1433,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,13007.0,12346.0,questionary,conda-forge/questionary,,,1986521.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,661.0,1984707.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,74384.0,3.0,,,,,,,,,,,,,,,,,, +221,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-05-20 18:26:37.000,2024-05-20 18:25:38,668.0,30.0,145,22.0,571.0,40.0,256.0,1041,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2328.0,2203.0,aiocache,,,16.0,633393.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,125.0,633393.0,,,,2.0,,,,,,,,,,,,,,,,,, +222,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-05-10 13:07:54.000,2024-05-10 13:07:03,210.0,18.0,147,26.0,49.0,11.0,85.0,1037,2024-02-26 22:09:57.000,2.1.1,29.0,24.0,30,True,686.0,,email-validator,conda-forge/email-validator,,,18768632.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,686.0,18764591.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,185927.0,3.0,,,,,,,,,,,,,,,,,, +223,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,895,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,30,True,2914.0,2780.0,pyahocorasick,conda-forge/pyahocorasick,,50.0,839113.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,134.0,833983.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,220486.0,3.0,,,,,,,,,,,,,,,,,, +224,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-05-20 12:51:11.000,2020-10-21 17:48:31,219.0,,78,16.0,286.0,45.0,25.0,683,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47697.0,46310.0,cached-property,conda-forge/cached-property,,,15840422.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,1387.0,15721334.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,10241592.0,2.0,,,,,,,,,,,,,,,,,, +225,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-05-14 16:41:19.000,2024-02-05 23:03:25,958.0,,4562,631.0,758.0,203.0,100.0,23636,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,110.0,106.0,algorithms,conda-forge/algorithms,,,1682.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,4.0,1625.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2134.0,3.0,,,,,,,,,,,,,,,,,, +226,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,281.0,300.0,164.0,465.0,20423,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,1019.0,918.0,gooey,conda-forge/gooey,,626.0,7859.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,101.0,6547.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,78093.0,3.0,,,,,,,,,,,,,,,,,, +227,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,140.0,293.0,276.0,244.0,6680,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1910.0,1886.0,faust,,,,22796.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,24.0,22796.0,,,,3.0,,,,,,,,,,,,,,,,,, +228,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-05-16 12:34:13.000,2024-05-16 12:34:00,993.0,2.0,363,86.0,177.0,,619.0,4928,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,29,True,1543.0,1473.0,huey,conda-forge/huey,,,103411.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,70.0,102943.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,34197.0,3.0,,,,,,,,,,,,,,,,,, +229,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-05-21 22:40:37.138,,,,876,,,273.0,,3648,2024-05-07 16:26:42.000,2.4.0,32.0,105.0,29,True,10343.0,9819.0,confluent-kafka,conda-forge/python-confluent-kafka,,,14122015.0,https://pypi.org/project/confluent-kafka,2024-05-07 16:26:42.000,524.0,14101689.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-05-21 22:40:37.138,874018.0,3.0,,,,,,,,,,,,,,,,,, +230,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2024-04-24 11:43:14.000,2024-04-24 11:42:17,1136.0,2.0,242,63.0,89.0,24.0,274.0,3542,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1107.0,994.0,asciimatics,conda-forge/asciimatics,,,25684.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,113.0,22134.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,152664.0,3.0,,,,,,,,,,,,,,,,,, +231,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-04-09 07:56:15.000,2024-02-20 18:10:39,3054.0,,228,29.0,297.0,102.0,763.0,3392,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,142.0,131.0,ploomber,conda-forge/ploomber,,,11114.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,11.0,8570.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,89070.0,3.0,,,,,,,,,,,,,,,,,, +232,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-04-08 16:35:28.000,2024-04-08 16:35:28,1185.0,8.0,590,173.0,470.0,96.0,477.0,3035,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,29,False,265.0,244.0,arctic,conda-forge/arctic,,217.0,5210.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,21.0,3871.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,32110.0,3.0,,,,,,,,,,,,,,,,,, +233,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,149,49.0,472.0,58.0,262.0,2650,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,29,False,2452.0,2407.0,gino,,,,22256.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,22256.0,,,,3.0,,,,,,,,,,,,,,,,,, +234,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,57.0,73.0,21.0,64.0,2443,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,10097.0,9727.0,addict,conda-forge/addict,,21.0,3124592.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,370.0,3119881.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,442915.0,2.0,,,,,,,,,,,,,,,,,, +235,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-04-29 17:07:24.000,2023-06-20 15:54:36,2284.0,,177,38.0,374.0,39.0,264.0,2025,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,43.0,,pyscaffold,conda-forge/pyscaffold,,,924732.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,43.0,920210.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,185424.0,3.0,,,,,,,,,,,,,,,,,, +236,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-05-23 10:45:48.000,2024-02-05 23:05:20,157.0,,120,22.0,113.0,53.0,42.0,2001,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,29,True,8627.0,8555.0,gin-config,conda-forge/gin-config,,,280732.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,72.0,280212.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,24992.0,3.0,,,,,,,,,,,,,,,,,, +237,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,173.0,1338.0,1790,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,45.0,,datatable,conda-forge/datatable,,2387.0,52977.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,45.0,52334.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,25206.0,3.0,,,,,,,,,,,,,,,,,, +238,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-05-21 05:41:37.000,2024-05-15 13:26:54,875.0,27.0,48,12.0,298.0,20.0,93.0,1430,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1728.0,1661.0,python-benedict,conda-forge/python-benedict,,,599960.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,67.0,596202.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,157851.0,2.0,,,,,,,,,,,,,,,,,, +239,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-05-21 11:18:47.000,2024-05-21 11:13:32,1767.0,26.0,86,15.0,460.0,131.0,257.0,1283,2024-05-21 11:18:47.000,1.5.1,256.0,43.0,29,True,377.0,361.0,piccolo,,,,18848.0,https://pypi.org/project/piccolo,2024-05-21 11:18:47.000,16.0,18848.0,,,,3.0,,,,,,,,,,,,,,,,,, +240,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,130,32.0,74.0,30.0,70.0,1130,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5473.0,5264.0,sqlitedict,conda-forge/sqlitedict,,,538611.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,209.0,536121.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,109598.0,2.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +241,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,317,52.0,211.0,31.0,269.0,1092,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2082.0,1956.0,redis-py-cluster,,,4246.0,1820225.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,126.0,1820188.0,,,,3.0,,,,,,,,,,,,,,,,,, +242,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,1.0,50,16.0,76.0,2.0,92.0,862,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,29,True,30320.0,29004.0,natsort,conda-forge/natsort,,,5071757.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1316.0,5033500.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1606801.0,3.0,,,,,,,,,,,,,,,,,, +243,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2024-05-22 12:15:00.000,2021-11-20 18:05:09,427.0,,106,28.0,126.0,66.0,96.0,692,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,10738.0,10578.0,parsedatetime,conda-forge/parsedatetime,,,6969085.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,160.0,6966953.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,196147.0,3.0,,,,,,,,,,,,,,,,,, +244,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-05-21 16:10:14.000,2024-05-21 16:08:04,587.0,15.0,337,36.0,319.0,28.0,127.0,659,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,29,True,3479.0,3425.0,pysolr,conda-forge/pysolr,,,316151.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,54.0,315766.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,33514.0,3.0,,,,,,,,,,,,,,,,,, +245,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-04-12 06:44:35.747,2024-04-11 20:27:23,825.0,7.0,144,24.0,109.0,75.0,61.0,513,2024-04-11 20:53:40.000,1.13.0,62.0,91.0,29,True,5412.0,5334.0,beaker,conda-forge/beaker,,,215740.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,78.0,211344.0,https://anaconda.org/conda-forge/beaker,2024-04-12 06:44:35.747,74736.0,3.0,,,,,,,,,,,,,,,,,, +246,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-05-20 17:15:46.000,2024-05-18 14:04:45,745.0,18.0,47,11.0,94.0,14.0,100.0,493,2020-11-16 12:53:09.000,0.9.4,65.0,23.0,29,True,5652.0,5416.0,python-rapidjson,conda-forge/python-rapidjson,,,1958162.0,https://pypi.org/project/python-rapidjson,2024-05-18 11:50:16.000,236.0,1919243.0,https://anaconda.org/conda-forge/python-rapidjson,2024-05-18 18:39:30.863,1673532.0,3.0,,,,,,,,,,,,,,,,,, +247,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,,103,11.0,116.0,20.0,107.0,475,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,29,True,1409.0,,rsa,conda-forge/rsa,,,202587149.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,1409.0,202439184.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13908763.0,3.0,,,,,,,,,,,,,,,,,, +248,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,55,9.0,46.0,24.0,21.0,141,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,64778.0,63987.0,isodate,conda-forge/isodate,,,103738998.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,791.0,103689123.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4887779.0,3.0,,,,,,,,,,,,,,,,,, +249,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417,94.0,110.0,38.0,127.0,2788,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7799.0,7719.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,200795.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,80.0,199119.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,70430.0,3.0,,,,,,,,,,,,,,,,,, +250,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,478,97.0,185.0,262.0,506.0,1874,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,198.0,189.0,mongo-connector,,,,4808.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,9.0,4808.0,,,,3.0,,,,,,,,,,,,,,,,,, +251,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,,60,22.0,110.0,113.0,78.0,1831,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,28,True,1718.0,1544.0,glom,conda-forge/glom,,,2044423.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,174.0,2043676.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,33657.0,3.0,,,,,,,,,,,,,,,,,, +252,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,313,69.0,401.0,111.0,367.0,1499,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,28,True,237.0,226.0,mleap,conda-forge/mleap,,,165132.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,11.0,163453.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,80626.0,3.0,,,,,,,,,,,,,,,,,, +253,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-05-20 12:06:39.000,2024-05-10 18:47:07,201.0,23.0,45,16.0,150.0,13.0,4.0,1461,2024-04-30 06:25:58.000,0.0.7,10.0,15.0,28,True,3891.0,3805.0,asyncer,conda-forge/asyncer,,,197001.0,https://pypi.org/project/asyncer,2024-04-30 06:25:58.000,86.0,196712.0,https://anaconda.org/conda-forge/asyncer,2024-04-30 11:44:15.290,8094.0,3.0,,,,,,,,,,,,,,,,,, +254,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,136,33.0,80.0,35.0,54.0,1427,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10245.0,9794.0,blessings,conda-forge/blessings,,,995479.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,451.0,989239.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,293295.0,3.0,,,,,,,,,,,,,,,,,, +255,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,28.0,41.0,93.0,73.0,1422,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2929.0,2548.0,strictyaml,conda-forge/strictyaml,,,2544394.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,381.0,2541360.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,221485.0,3.0,,,,,,,,,,,,,,,,,, +256,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2024-04-07 08:26:45.000,2017-02-01 15:40:30,127.0,,175,49.0,35.0,59.0,25.0,1305,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,2998.0,2933.0,pandasql,conda-forge/pandasql,['pandas'],,1574219.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,65.0,1560703.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,473088.0,3.0,,,,,,,,,,,,,,,,,, +257,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-04-22 22:10:01.000,2023-07-23 14:40:17,372.0,,117,18.0,95.0,71.0,127.0,704,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,16871.0,16307.0,configargparse,conda-forge/configargparse,,,4831670.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,564.0,4810065.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,842600.0,3.0,,,,,,,,,,,,,,,,,, +258,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,69,23.0,49.0,6.0,90.0,527,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,28,True,15613.0,15404.0,scandir,conda-forge/scandir,,,3099078.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,209.0,3066643.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1394715.0,3.0,,,,,,,,,,,,,,,,,, +259,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-04-11 11:08:54.000,2024-04-11 11:08:54,309.0,1.0,30,9.0,79.0,4.0,26.0,414,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,44552.0,44383.0,srsly,conda-forge/srsly,,,10363242.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,169.0,10331945.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1470982.0,3.0,,,,,,,,,,,,,,,,,, +260,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,74,19.0,88.0,74.0,96.0,311,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,36228.0,35678.0,configobj,conda-forge/configobj,,616.0,3345139.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,550.0,3333658.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,803334.0,3.0,,,,,,,,,,,,,,,,,, +261,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,21.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1379.0,1342.0,tabulator,conda-forge/tabulator-py,,,151505.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,37.0,150834.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,55710.0,3.0,,,,,,,,,,,,,,,,,, +262,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,29.0,53.0,11.0,35.0,205,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,16476.0,15986.0,ordered-set,conda-forge/ordered-set,,,14305438.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,490.0,14300114.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,516439.0,3.0,,,,,,,,,,,,,,,,,, +263,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,2296.0,2263.0,cloudant,conda-forge/cloudant,,,769079.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,33.0,767848.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,113285.0,3.0,,,,,,,,,,,,,,,,,, +264,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-05-23 08:06:24.000,2024-05-23 08:06:18,184.0,13.0,14,9.0,31.0,4.0,26.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,28,False,78005.0,77601.0,contextlib2,conda-forge/contextlib2,,,16827826.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,404.0,16815240.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1246052.0,3.0,,,,,2.0,,,,,,,,,,,,, +265,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1127,221.0,90.0,243.0,43.0,5217,,,41.0,28.0,27,False,178.0,20.0,pdfminer,conda-forge/pdfminer,,,220063.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,158.0,219659.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,37634.0,3.0,,,,,,,,,,,,,,,,,, +266,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-05-20 14:04:12.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,272.0,125.0,130.0,3800,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,56.0,,textract,conda-forge/textract,,,194281.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,56.0,194021.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,23920.0,3.0,,,,,,,,,,,,,,,,,, +267,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-04-27 09:49:41.000,2024-02-16 08:07:34,193.0,,201,26.0,55.0,91.0,133.0,3516,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,91.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,417142.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,91.0,414511.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,92087.0,3.0,,,,,,,,,,,,,,,,,, +268,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-05-20 20:23:30.000,2024-02-22 00:19:37,309.0,,309,30.0,173.0,107.0,141.0,3331,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,27,True,150.0,148.0,img2dataset,,,1742.0,34465.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,34413.0,,,,3.0,,,,,,,,,,,,,,,,,, +269,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,1.0,101,30.0,84.0,20.0,128.0,2477,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1380.0,1328.0,swifter,conda-forge/swifter,['pandas'],,712144.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,52.0,705019.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,334903.0,3.0,,,,,,,,,,,,,,,,,, +270,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-05-01 20:00:34.000,2024-03-13 17:37:14,539.0,2.0,134,48.0,66.0,14.0,124.0,2345,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,818.0,791.0,pyfunctional,,,,201738.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,201738.0,,,,3.0,,,,,,,,,,,,,,,,,, +271,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,161,29.0,48.0,51.0,14.0,1904,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,870.0,,retrying,conda-forge/retrying,,,12524520.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,870.0,12506319.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1674562.0,3.0,,,,,,,,,,,,,,,,,, +272,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-05-21 21:18:55.000,2024-04-28 15:06:12,886.0,31.0,69,17.0,517.0,205.0,187.0,1718,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,27,True,16.0,,prisma,,,,75911.0,https://pypi.org/project/prisma,2024-03-24 22:09:46.000,16.0,75911.0,,,,3.0,,,,,,,,,,,,,,,,,, +273,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,144,44.0,53.0,20.0,19.0,1231,2024-03-19 17:59:19.000,6.0.1,108.0,27.0,27,False,282.0,,singer-python,,,,651701.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,282.0,651701.0,,,,3.0,,,,,,,,,,,,,,,,,, +274,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2024-05-13 13:53:03.000,2023-08-15 16:33:33,126.0,,54,21.0,71.0,11.0,37.0,1098,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6804.0,6675.0,immutables,conda-forge/immutables,,,1213222.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,129.0,1192510.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,994205.0,3.0,,,,,,,,,,,,,,,,,, +275,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-05-20 04:11:54.000,2024-05-20 04:11:53,757.0,28.0,43,22.0,596.0,9.0,33.0,784,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,125.0,,janus,conda-forge/janus,,,916809.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,125.0,916489.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,18931.0,3.0,,,,,,,,,,,,,,,,,, +276,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-04-16 12:19:15.000,2023-07-01 09:55:10,181.0,,84,25.0,53.0,9.0,40.0,758,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,537.0,,munch,conda-forge/munch,,,2268290.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,537.0,1939424.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3946401.0,3.0,,,,,,,,,,,,,,,,,, +277,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,162,35.0,50.0,34.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,891.0,856.0,happybase,conda-forge/happybase,,,45902.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,35.0,44201.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,161647.0,3.0,,,,,,,,,,,,,,,,,, +278,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,583,,,8.0,12.0,27,False,66139.0,62744.0,dataclasses,conda-forge/dataclasses,,,13840918.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,3395.0,13676748.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11820265.0,3.0,,,,,,,,,,,,,,,,,, +279,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71,22.0,73.0,6.0,106.0,484,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,27,True,787.0,748.0,hickle,conda-forge/hickle,,,54887.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,39.0,46503.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,25153.0,3.0,,,,,,,,,,,,,,,,,, +280,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,478,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,5133.0,5056.0,pylibmc,conda-forge/pylibmc,,608.0,260505.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,77.0,255239.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,225256.0,3.0,,,,,,,,,,,,,,,,,, +281,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2024-04-30 10:50:33.000,2022-09-21 15:09:58,824.0,,64,15.0,184.0,45.0,157.0,443,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,27,False,20083.0,20074.0,umongo,conda-forge/umongo,,,45720.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,9.0,45514.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6609.0,3.0,,,,,,,,,,,,,,,,,, +282,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-05-21 21:56:58.768,2024-05-21 14:30:23,7370.0,163.0,33,10.0,295.0,43.0,586.0,407,2024-05-21 15:48:53.000,2.7.0,205.0,23.0,27,True,26.0,22.0,static-frame,conda-forge/static-frame,,,13226.0,https://pypi.org/project/static-frame,2024-05-21 15:48:53.000,4.0,6271.0,https://anaconda.org/conda-forge/static-frame,2024-05-21 21:56:58.768,333842.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +283,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-04-08 14:18:48.556,2024-04-06 23:53:45,171.0,5.0,41,8.0,32.0,29.0,31.0,260,2024-04-07 00:01:07.000,1.8.3,19.0,17.0,27,True,483.0,,send2trash,conda-forge/send2trash,,,21191424.0,https://pypi.org/project/send2trash,2024-04-07 00:01:07.000,483.0,20793665.0,https://anaconda.org/conda-forge/send2trash,2024-04-08 14:18:48.556,13921570.0,3.0,,,,,,,,,,,,,,,,,, +284,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,233,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,40841.0,39877.0,futures,conda-forge/futures,,,6484098.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,964.0,6470413.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1272772.0,3.0,,,,,,,,,,,,,,,,,, +285,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,60725.0,59984.0,pathlib2,conda-forge/pathlib2,,,8416521.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,741.0,8351724.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2721480.0,3.0,,,,,,,,,,,,,,,,,, +286,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,147.0,299.0,119.0,176.0,6182,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,121.0,117.0,powerline-shell,,,,1973.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1973.0,,,,3.0,,,,,,,,,,,,,,,,,, +287,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,,260,138.0,291.0,92.0,365.0,3217,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,144.0,137.0,flexx,conda-forge/flexx,,,1992.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,7.0,870.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,105495.0,3.0,,,,,,,,,,,,,,,,,, +288,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-04-09 14:34:03.000,2022-08-23 07:13:04,536.0,,147,41.0,129.0,29.0,203.0,1184,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,239.0,parallel-ssh,,,377.0,173916.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,31.0,173913.0,,,,3.0,,,,,,,,,,,,,,,,,, +289,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-05-23 04:30:11.000,2024-04-26 23:27:23,559.0,25.0,92,19.0,295.0,89.0,88.0,990,2024-04-26 23:29:17.000,1.0.2,21.0,19.0,26,True,3270.0,3262.0,odmantic,,,,26497.0,https://pypi.org/project/odmantic,2024-04-26 23:29:17.000,8.0,26497.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,957,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2042.0,1999.0,bcolz,conda-forge/bcolz,,,9295.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,43.0,5289.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,348531.0,3.0,,,,,,,,,,,,,,,,,, +291,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,,52,9.0,31.0,9.0,78.0,631,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,26,True,1368.0,1319.0,pysimdjson,conda-forge/pysimdjson,,,1090780.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,49.0,1088590.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,94204.0,3.0,,,,,,,,,,,,,,,,,, +292,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-05-18 11:59:44.000,2024-05-18 11:59:40,329.0,23.0,59,9.0,137.0,22.0,60.0,519,2024-02-26 22:15:41.000,3.0.0,58.0,20.0,26,True,501.0,461.0,cachier,,,17.0,95464.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,40.0,95464.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +293,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,493,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4761.0,4673.0,pyscreenshot,,,,237918.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,88.0,237918.0,,,,3.0,,,,,,,,,,,,,,,,,, +294,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2024-05-21 05:13:56.000,2023-08-26 14:44:06,51.0,,98,35.0,103.0,24.0,140.0,2375,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,411.0,,python-box,conda-forge/python-box,,39.0,3106203.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,411.0,3094230.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,550799.0,3.0,,,,,,,,,,,,,,,,,, +295,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-05-22 13:15:27.000,2024-04-24 13:41:08,2743.0,4.0,134,50.0,309.0,45.0,198.0,1513,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,25,False,252.0,231.0,enaml,conda-forge/enaml,,783.0,6531.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,21.0,2896.0,https://anaconda.org/conda-forge/enaml,2024-05-15 13:21:39.118,170410.0,3.0,,,,,,,,,,,,,,,,,, +296,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2024-04-29 13:25:56.000,2024-04-21 15:56:01,1072.0,1.0,221,103.0,176.0,71.0,264.0,1491,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,True,67.0,65.0,streamparse,,,,2279.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,2.0,2279.0,,,,3.0,,,,,,,,,,,,,pystorm/streamparse,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-05-20 14:09:19.000,2023-05-19 04:32:00,6411.0,,228,38.0,1054.0,9.0,209.0,1447,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,12083.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,12083.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-05-20 10:11:49.000,2024-04-25 13:57:51,347.0,17.0,81,44.0,271.0,43.0,41.0,1388,2024-04-25 12:57:01.000,0.19.3,38.0,30.0,25,True,32.0,30.0,tasktiger,,,,3788.0,https://pypi.org/project/tasktiger,2024-04-25 12:56:28.000,2.0,3788.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,6.0,83,14.0,136.0,36.0,100.0,967,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,25,True,211.0,,mss,conda-forge/python-mss,,,800459.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,211.0,799429.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,48450.0,3.0,,,,,,,,,,,,,,,,,, +300,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,152,10.0,22.0,30.0,19.0,718,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,3769.0,3443.0,ratelimit,conda-forge/ratelimit,,,6821972.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,326.0,6821584.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,15534.0,3.0,,,,,,,,,,,,,,,,,, +301,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,33,11.0,51.0,23.0,35.0,334,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,629.0,,typing_inspect,conda-forge/typing_inspect,,,28710410.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,629.0,28680418.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1829533.0,3.0,,,,,,,,,,,,,,,,,, +302,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2024-05-20 20:37:35.000,2021-09-23 16:12:06,380.0,,58,21.0,15.0,18.0,24.0,267,2021-09-24 05:09:00.400,0.3.7,17.0,10.0,25,False,937.0,873.0,deepdish,conda-forge/deepdish,,,20532.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,64.0,19469.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,95759.0,3.0,,,,,,,,,,,,,,,,,, +303,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-05-19 17:43:42.000,2024-05-19 17:00:42,3542.0,24.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,563.0,82.0,25,True,62.0,36.0,dbnd,,,,265908.0,https://pypi.org/project/dbnd,2024-05-19 17:39:35.000,26.0,265908.0,,,,3.0,,,,,,,,,,,,,,,,,, +304,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,20,7.0,61.0,6.0,7.0,170,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,25,True,40735.0,40601.0,catalogue,conda-forge/catalogue,,,10534035.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,134.0,10506060.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1286882.0,3.0,,,,,,,,,,,,,,,,,, +305,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,,43,8.0,40.0,7.0,39.0,156,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,25,True,1093.0,1084.0,filedepot,,,,11686.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,9.0,11686.0,,,,3.0,,,,,,,,,,,,,,,,,, +306,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2024-04-29 16:36:18.225,,,,0,,,315.0,1844.0,78,2023-07-20 15:14:58.235,2.4.3,105.0,,25,False,6427.0,,openpyxl,openpyxl,,,86765998.0,https://pypi.org/project/openpyxl,2023-07-20 15:14:58.235,6373.0,86763752.0,https://anaconda.org/anaconda/openpyxl,2024-04-29 16:36:18.225,227940.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1228.0,,,54.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +307,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,170,85.0,81.0,22.0,82.0,3934,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,72.0,68.0,storm,,,,2724.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,4.0,2724.0,,,,3.0,,,,,,,,,,,,,,,,,, +308,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-05-18 13:26:53.000,2024-05-18 13:26:06,5674.0,6.0,510,103.0,961.0,634.0,980.0,2216,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,24,False,9.0,,wx,conda-forge/wxpython,,4237.0,19359.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,9.0,,https://anaconda.org/conda-forge/wxpython,2024-04-08 15:40:25.181,829996.0,3.0,,,,,,,,,,,,,,,,,, +309,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,143,58.0,248.0,107.0,109.0,1575,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,179.0,170.0,bonobo,,,,16974.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,9.0,16974.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +310,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,97,40.0,42.0,25.0,47.0,1529,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,136.0,125.0,pypeln,conda-forge/pypeln,,,419301.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,418970.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,15264.0,3.0,,,,,,,,,,,,,,,,,, +311,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1347,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,194.0,180.0,pinject,conda-forge/pinject,,,72862.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,14.0,72695.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5357.0,3.0,,,,,,,,,,,,,,,,,, +312,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,44.0,231.0,104.0,64.0,1249,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,24,False,306.0,304.0,fabtools,,,,1002.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,2.0,1002.0,,,,3.0,,,,,,,,,,,,,,,,,, +313,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,142,42.0,10.0,3.0,12.0,1091,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2412.0,2349.0,pluginbase,conda-forge/pluginbase,,,628019.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,63.0,623989.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,306333.0,3.0,,,,,,,,,,,,,,,,,, +314,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-05-17 19:16:43.000,2024-05-16 19:43:18,965.0,11.0,135,64.0,76.0,167.0,149.0,861,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,24,True,174.0,168.0,rows,,,38.0,1622.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,6.0,1622.0,,,,3.0,,,,,,,,,,,,,,,,,, +315,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-05-23 01:26:54.000,2024-04-26 00:12:53,1450.0,16.0,42,17.0,139.0,2.0,13.0,713,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,100.0,,ubelt,conda-forge/ubelt,,13.0,25444.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,100.0,22771.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,85551.0,3.0,,,,,,,,,,,,,,,,,, +316,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-05-16 13:06:37.000,2024-05-16 13:06:26,9955.0,6.0,43,14.0,10.0,6.0,8.0,493,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,24,True,21.0,,pandas-summary,,['pandas'],,91321.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,21.0,91321.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +317,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,312.0,299.0,messytables,,,,11658.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,13.0,11658.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-05-21 05:36:10.000,2024-05-14 15:09:09,981.0,36.0,26,18.0,189.0,6.0,18.0,370,2024-05-14 15:09:44.000,17.5.19,271.0,20.0,24,True,428.0,371.0,aiomisc,,,,16702.0,https://pypi.org/project/aiomisc,2024-05-14 15:09:44.000,57.0,16702.0,,,,3.0,,,,,,,,,,,,,,,,,, +319,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,134,53.0,60.0,,90.0,315,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,216.0,205.0,pyhdb,,,108.0,332765.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,11.0,332764.0,,,,3.0,,,,,,,,,,,,,,,,,, +320,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,68,19.0,45.0,19.0,18.0,212,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,24,True,665.0,,ptyprocess,conda-forge/ptyprocess,,,72913431.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,665.0,72730558.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,17738746.0,3.0,,,,,,,,,,,,,,,,,, +321,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-05-01 12:05:49.000,2024-05-01 12:05:42,378.0,5.0,33,7.0,144.0,4.0,84.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,24,True,1261.0,1239.0,everett,conda-forge/everett,,,218933.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,22.0,217493.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,61954.0,3.0,,,,,,,,,,,,,,,,,, +322,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,33.0,42.0,95,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5163.0,4780.0,clint,conda-forge/clint,,118.0,152147.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,383.0,151546.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,57730.0,3.0,,,,,,,,,,,,,kennethreitz/clint,,,,, +323,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10550,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,49.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,49.0,,,,2.0,,,,,,,,,,,,,,,,,, +324,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-05-10 21:46:10.000,2023-10-02 06:28:26,631.0,,431,42.0,185.0,266.0,110.0,2700,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,23,True,6.0,,camelot,,,,6231.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,6.0,6231.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1564,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,191.0,185.0,commonregex,,,,86228.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,6.0,86228.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,869,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,23,True,246.0,227.0,unsync,conda-forge/unsync,,,73827.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,73551.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,13002.0,3.0,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,211.0,209.0,pysparkling,conda-forge/pysparkling,,,11793.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,2.0,11669.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4727.0,3.0,,,,,,,,,,,,,,,,,, +328,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-05-23 07:24:31.000,2024-05-13 23:46:10,631.0,3.0,19,11.0,36.0,17.0,16.0,174,2023-05-30 20:50:42.000,0.9.0,6.0,49.0,23,True,393.0,312.0,docopt-ng,,,,231631.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,81.0,231631.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,28,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2840.0,2769.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,150190.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,71.0,149832.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,28333.0,3.0,,,,,,,,,,,,,,,,,, +330,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,27,7.0,24.0,4.0,21.0,74,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,23,False,692.0,,entrypoints,conda-forge/entrypoints,,,17917509.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,692.0,17717024.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,19447076.0,3.0,,,,,,,,,,,,,,,,,, +331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3506,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,465.0,428.0,pampy,,,,36388.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,37.0,36388.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-05-16 20:27:19.371,2024-05-15 23:16:49,88.0,3.0,147,34.0,13.0,9.0,181.0,3308,2024-05-15 23:18:19.000,2.1.23,68.0,1.0,22,False,227.0,227.0,ptext-joris-schellekens,conda-forge/borb,,,1592.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-05-16 20:27:19.371,52550.0,3.0,,,,,,,,,,,,,,,,,, +333,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,97.0,31.0,18.0,58.0,3265,,,4.0,19.0,22,False,615.0,585.0,macropy3,,,,348.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,348.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,5.0,5.0,dpark,,['spark'],,62.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,,62.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2498,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,False,,,,,,24434.0,678.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +336,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1832,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,191.0,179.0,bashplotlib,,,,4342.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,12.0,4342.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,14.0,32.0,31.0,42.0,879,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,False,1958.0,1884.0,pickledb,,,,24797.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,74.0,24797.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,9.0,11.0,513,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,9725.0,9666.0,unipath,,,,55617.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,59.0,55617.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,,30,8.0,54.0,15.0,11.0,298,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,22,True,528.0,419.0,rtoml,,,,308736.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,109.0,308736.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,170,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,338.0,323.0,aioprometheus,,,,178353.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,15.0,178353.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,134,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2456.0,2366.0,coolname,conda-forge/coolname,,,688607.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,90.0,686353.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,92447.0,3.0,,,,,,,,,,,,,,,,,, +342,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,,21,5.0,12.0,5.0,15.0,107,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2472.0,2378.0,stopit,conda-forge/stopit,,,612708.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,94.0,600998.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,890000.0,3.0,,,,,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-05-23 13:40:15.000,2024-05-23 13:15:54,1927.0,95.0,5,3.0,902.0,15.0,58.0,53,2024-05-23 06:00:54.000,4.8.0,71.0,8.0,22,False,86.0,70.0,click-extra,,,251.0,5577.0,https://pypi.org/project/click-extra,2024-05-23 06:00:37.000,16.0,5569.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2024-05-14 12:34:18.000,2023-07-15 11:04:02,238.0,,217,38.0,57.0,86.0,40.0,1486,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,21,True,,,excalibur-py,,,12086.0,1756.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1576.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,13.0,19.0,774,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,21,True,355.0,324.0,dirty-equals,conda-forge/dirty-equals,,,158291.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,156505.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,46451.0,3.0,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,48.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,648.0,638.0,pymodm,conda-forge/pymodm,,,12865.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,10.0,12759.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5410.0,3.0,,,,,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,26.0,13.0,303,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,453.0,421.0,price-parser,,,,103686.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,32.0,103686.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-05-22 08:47:49.000,2024-05-22 08:44:26,738.0,37.0,24,5.0,283.0,6.0,,291,2024-05-22 08:47:49.000,1.1.288,719.0,12.0,21,True,6.0,6.0,upgini,,,,8272.0,https://pypi.org/project/upgini,2024-05-22 08:47:49.000,,8272.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,288,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,184.0,175.0,datatest,,,,20880.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,9.0,20880.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,210,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,922.0,921.0,gsheetsdb,,,,87736.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,1.0,87736.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,24.0,760.0,14,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,21,False,144.0,,py2neo,conda-forge/py2neo,,,44174.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,144.0,43381.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,65858.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2022-07-02 08:28:47.000,2020-02-09 19:26:00,103.0,,147,67.0,4.0,1.0,41.0,2228,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,False,62.0,48.0,pypattyrn,,,,1380.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,14.0,1380.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,32.0,32.0,mrq,,,,244.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,,244.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,74.0,61.0,pdpipe,conda-forge/pdpipe,['pandas'],,2734.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,13.0,1997.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,30989.0,3.0,,,,,,,,,,,,,,,,,, +355,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,22,11.0,32.0,23.0,21.0,668,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,72.0,69.0,pugsql,,,,6609.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6609.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,573,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,122.0,111.0,pypyr,conda-forge/pypyr,,,3594.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,11.0,3046.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,15365.0,3.0,,,,,,,,,,,,,,,,,, +357,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,45,11.0,20.0,18.0,11.0,483,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,20,False,3519.0,3396.0,awesome-slugify,conda-forge/awesome-slugify,,,45782.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,123.0,45049.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,71121.0,3.0,,,,,,,,,,,,,,,,,, +358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,160.0,142.0,78.0,27.0,1988,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,42.0,42.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +359,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-05-21 07:20:50.000,2024-05-17 00:42:32,3112.0,107.0,146,27.0,264.0,36.0,416.0,1515,,,,54.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +360,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,111,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,19,False,2.0,,db.py,,,,980.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,2.0,980.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,952,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,19,True,28.0,28.0,d6tflow,,,,261.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,261.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,73.0,70.0,valideer,conda-forge/valideer,,,6292.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,3.0,6068.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21750.0,3.0,,,,,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,136.0,133.0,queries,,,,3071.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,3.0,3071.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,17.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,8.0,6.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1204.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,2.0,236.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,67809.0,3.0,,,,,,,,,,,,,,,,,, +365,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,182,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,False,89.0,82.0,typical,conda-forge/typical,,,2436.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,7.0,1390.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,37665.0,3.0,,,,,,,,,,,,,,,,,, +366,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1608,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,,,riko,,,,519.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,,519.0,,,,3.0,,,,,,,,,,,,,,,,,, +367,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,,58,35.0,46.0,14.0,58.0,1111,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,167.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,167.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,47,23.0,28.0,16.0,10.0,935,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,36.0,34.0,bounter,,,,342.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,2.0,342.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,, +369,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-05-08 10:13:19.000,2024-05-08 10:13:12,664.0,15.0,31,5.0,109.0,7.0,19.0,660,2024-02-23 12:24:30.000,1.11.0,66.0,8.0,18,True,2.0,,pipeless-ai,,,963.0,208.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,101.0,,,,1.0,,,,,,,,,,,,,,,,,, +370,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2024-05-21 07:07:02.000,2023-12-23 16:55:35,407.0,,12,9.0,44.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,18,True,6.0,,validr,,,,315.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,315.0,,,,3.0,,,,,,,,,,,,,,,,,, +371,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-05-19 21:34:48.000,2024-05-18 11:51:51,5467.0,1.0,44,15.0,632.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,18,True,9.0,9.0,batchflow,,,,135.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,135.0,,,,3.0,,,,,-2.0,,,,,,,,,,,,, +372,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2056,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,65.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,65.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1362,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,10.0,10.0,wssh,,,,62.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,,62.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,1001,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +375,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,434,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,331.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,331.0,,,,3.0,,,,,,,,,,,,,,,,,, +376,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-05-21 06:00:54.000,2024-05-08 14:44:03,128.0,3.0,8,15.0,190.0,3.0,11.0,279,2024-05-08 14:52:14.000,0.20.1,115.0,19.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1408.0,https://pypi.org/project/squirrel-core,2024-05-08 14:52:14.000,,1408.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +377,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-04-27 16:58:06.000,2024-02-27 14:32:58,208.0,2.0,15,8.0,20.0,2.0,12.0,189,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,17,True,,,flupy,,,,225450.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,225450.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,99,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,17,False,44.0,39.0,cleverdict,,,,1294.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,1294.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,19.0,278.0,127.0,77.0,625,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,209.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,209.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,16,False,1046.0,1037.0,millify,,,,77191.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,77191.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,53.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,36.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,36.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,71,18.0,28.0,48.0,30.0,860,2021-11-18 16:35:33.000,1.3,16.0,7.0,15,False,2.0,,csvs-to-sqlite,,,,1335.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,2.0,1335.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,328.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,328.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,14,False,9.0,9.0,lazydata,,,,18.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,,18.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-05-21 05:36:10.000,2024-05-20 18:39:43,1033.0,75.0,20,2.0,901.0,8.0,18.0,271,2024-05-20 12:27:11.000,0.1.72,46.0,15.0,14,False,,,the-guide,,,,14.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,14.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,547,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,115.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,115.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,12,9.0,68.0,6.0,15.0,266,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,232.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,232.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,109,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,88.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,88.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,365,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,783,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 6107cf0..b34298b 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- dbt (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - dbt enables data analysts and engineers to transform their data using.. Apache-2 -- pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.7K Β· πŸ“ˆ) - A self-contained cryptographic library for Python. BSD-3 -- transitions (πŸ₯‡34 Β· ⭐ 5.4K Β· πŸ“ˆ) - A lightweight, object-oriented finite state machine.. MIT -- gdown (πŸ₯ˆ34 Β· ⭐ 3.9K Β· πŸ“ˆ) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- pyhdb (πŸ₯‰24 Β· ⭐ 310 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 +- cpython (πŸ₯‡52 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT +- docker (πŸ₯ˆ43 Β· ⭐ 6.7K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +- PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.6K Β· πŸ“ˆ) - MySQL client library for Python. MIT +- whylogs (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ“ˆ) - Open standard for end-to-end data and ML monitoring for any.. Apache-2 +- contextlib2 (πŸ₯‰28 Β· ⭐ 37 Β· πŸ“ˆ) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K Β· πŸ“‰) - Official Python client for Elasticsearch. Apache-2 -- kubernetes (πŸ₯ˆ38 Β· ⭐ 6.5K Β· πŸ“‰) - Official Python client library for kubernetes. Apache-2 -- plumbum (πŸ₯‰34 Β· ⭐ 2.8K Β· πŸ“‰) - Plumbum: Shell Combinators. MIT -- dateparser (πŸ₯ˆ34 Β· ⭐ 2.5K Β· πŸ“‰) - python parser for human readable dates. BSD-3 -- csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K Β· πŸ“‰) - A suite of utilities for converting to and working with CSV, the king.. MIT +- protobuf (πŸ₯‡50 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- dbt (πŸ₯ˆ38 Β· ⭐ 9K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +- future (πŸ₯‡38 Β· ⭐ 1.2K Β· πŸ“‰) - Easy, clean, reliable Python 2/3 compatibility. MIT +- BatchFlow (πŸ₯‰18 Β· ⭐ 200 Β· πŸ“‰) - BatchFlow helps you conveniently work with random or.. Apache-2 From 86664c77635a8f04ef1f78bbd22532bfcae6874e Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 30 May 2024 13:42:20 +0000 Subject: [PATCH 67/70] Update best-of list for version 2024.05.30 --- README.md | 1241 ++++++++++++++++--------------- history/2024-05-30_changes.md | 20 + history/2024-05-30_projects.csv | 392 ++++++++++ latest-changes.md | 20 +- 4 files changed, 1054 insertions(+), 619 deletions(-) create mode 100644 history/2024-05-30_changes.md create mode 100644 history/2024-05-30_projects.csv diff --git a/README.md b/README.md index c8e8294..d02bfb4 100644 --- a/README.md +++ b/README.md @@ -84,14 +84,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M Back to top -
protobuf (πŸ₯‡50 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡53 Β· ⭐ 64K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 46M Β· πŸ“‹ 6.2K - 7% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 46M Β· πŸ“¦ 650K Β· πŸ“‹ 6.2K - 6% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/protocolbuffers/protobuf ``` -- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 6.8K Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/protobuf) (πŸ“₯ 190M / month Β· πŸ“¦ 6.8K Β· ⏱️ 23.05.2024): ``` pip install protobuf ``` @@ -106,12 +106,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 670 Β· πŸ”€ 3.2K Β· πŸ“₯ 440K Β· πŸ“¦ 110K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 3.2K Β· πŸ“₯ 450K Β· πŸ“¦ 110K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 20M / month Β· πŸ“¦ 400 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 20M / month Β· πŸ“¦ 410 Β· ⏱️ 26.03.2024): ``` pip install flatbuffers ``` @@ -119,14 +119,14 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` conda install -c conda-forge flatbuffers ``` -- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.5M / month Β· πŸ“¦ 210 Β· ⏱️ 26.03.2024): +- [npm](https://www.npmjs.com/package/flatbuffers) (πŸ“₯ 1.4M / month Β· πŸ“¦ 230 Β· ⏱️ 26.03.2024): ``` npm install flatbuffers ```
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/marshmallow-code/marshmallow @@ -140,30 +140,30 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M conda install -c conda-forge marshmallow ```
-
orjson (πŸ₯ˆ38 Β· ⭐ 5.6K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 +
orjson (πŸ₯ˆ38 Β· ⭐ 5.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 93K Β· πŸ“‹ 390 - 0% open Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 95K Β· πŸ“‹ 390 - 1% open Β· ⏱️ 03.05.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 29M / month Β· πŸ“¦ 2.4K Β· ⏱️ 03.05.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 30M / month Β· πŸ“¦ 2.4K Β· ⏱️ 03.05.2024): ``` pip install orjson ``` -- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.2M Β· ⏱️ 03.05.2024): +- [Conda](https://anaconda.org/conda-forge/orjson) (πŸ“₯ 1.3M Β· ⏱️ 03.05.2024): ``` conda install -c conda-forge orjson ```
dill (πŸ₯ˆ37 Β· ⭐ 2.2K) - serialize all of Python. BSD-3 -- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 160K Β· πŸ“‹ 520 - 35% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/uqfoundation/dill) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 170 Β· πŸ“₯ 290K Β· πŸ“¦ 160K Β· πŸ“‹ 520 - 35% open Β· ⏱️ 24.05.2024): ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 58M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 59M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.01.2024): ``` pip install dill ``` @@ -174,7 +174,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 310 - 21% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 320 - 22% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 75M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 74M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.05.2024): ``` pip install msgpack ``` @@ -206,12 +206,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
ultrajson (πŸ₯‰34 Β· ⭐ 4.3K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 360 Β· πŸ“‹ 340 - 7% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 360 Β· πŸ“‹ 350 - 7% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 17M / month Β· πŸ“¦ 2.2K Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 14.05.2024): ``` pip install ujson ``` @@ -243,7 +243,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/cloudpipe/cloudpickle ``` -- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 43M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.10.2023): +- [PyPi](https://pypi.org/project/cloudpickle) (πŸ“₯ 44M / month Β· πŸ“¦ 1.6K Β· ⏱️ 16.10.2023): ``` pip install cloudpickle ``` @@ -259,7 +259,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/python-rapidjson/python-rapidjson ``` -- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 1.9M / month Β· πŸ“¦ 240 Β· ⏱️ 18.05.2024): +- [PyPi](https://pypi.org/project/python-rapidjson) (πŸ“₯ 2M / month Β· πŸ“¦ 240 Β· ⏱️ 18.05.2024): ``` pip install python-rapidjson ``` @@ -270,12 +270,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
srsly (πŸ₯‰28 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT -- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 30 Β· πŸ“¦ 44K Β· πŸ“‹ 30 - 13% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 30 Β· πŸ“¦ 45K Β· πŸ“‹ 30 - 13% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/explosion/srsly ``` -- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 10M / month Β· πŸ“¦ 170 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/srsly) (πŸ“₯ 11M / month Β· πŸ“¦ 170 Β· ⏱️ 22.09.2023): ``` pip install srsly ``` @@ -286,12 +286,12 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
hickle (πŸ₯‰27 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 750 Β· πŸ“‹ 110 - 5% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 760 Β· πŸ“‹ 110 - 5% open Β· ⏱️ 31.03.2024): ``` git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 47K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 45K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): ``` pip install hickle ``` @@ -311,7 +311,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 94K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 96K Β· ⏱️ 06.02.2024): ``` conda install -c conda-forge pysimdjson ``` @@ -342,12 +342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 260K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 270K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 25.05.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 220M / month Β· πŸ“¦ 66K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 230M / month Β· πŸ“¦ 66K Β· ⏱️ 10.04.2024): ``` pip install pandas ``` @@ -358,24 +358,24 @@ _General-purpose data containers as well as utilities & extensions for pandas._
polars (πŸ₯‡42 Β· ⭐ 27K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.6K Β· πŸ“₯ 880 Β· πŸ“¦ 4 Β· πŸ“‹ 7.6K - 22% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.6K Β· πŸ“₯ 940 Β· πŸ“¦ 4 Β· πŸ“‹ 7.6K - 21% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7.2M / month Β· πŸ“¦ 930 Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7.3M / month Β· πŸ“¦ 940 Β· ⏱️ 26.05.2024): ``` pip install polars ```
h5py (πŸ₯ˆ41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/h5py/h5py ``` -- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 23M / month Β· πŸ“¦ 6.6K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/h5py) (πŸ“₯ 22M / month Β· πŸ“¦ 6.7K Β· ⏱️ 10.04.2024): ``` pip install h5py ``` @@ -386,23 +386,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 27K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 27K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.2M / month Β· πŸ“¦ 3K Β· ⏱️ 13.05.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.1M / month Β· πŸ“¦ 3K Β· ⏱️ 13.05.2024): ``` pip install xarray ``` -- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 9.9M Β· ⏱️ 13.05.2024): +- [Conda](https://anaconda.org/conda-forge/xarray) (πŸ“₯ 10M Β· ⏱️ 13.05.2024): ``` conda install -c conda-forge xarray ```
Modin (πŸ₯ˆ37 Β· ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.2K - 16% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.2K - 16% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/modin-project/modin @@ -411,39 +411,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install modin ``` -- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 320K Β· ⏱️ 15.05.2024): +- [Conda](https://anaconda.org/conda-forge/modin-core) (πŸ“₯ 330K Β· ⏱️ 15.05.2024): ``` conda install -c conda-forge modin-core ```
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numexpr (πŸ₯ˆ36 Β· ⭐ 2.2K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT +
numexpr (πŸ₯ˆ37 Β· ⭐ 2.2K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT - [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 200 Β· πŸ“₯ 640 Β· πŸ“¦ 76K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pydata/numexpr ``` -- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.9M / month Β· πŸ“¦ 850 Β· ⏱️ 02.04.2024): +- [PyPi](https://pypi.org/project/numexpr) (πŸ“₯ 3.9M / month Β· πŸ“¦ 860 Β· ⏱️ 02.04.2024): ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 8.1M Β· ⏱️ 05.02.2024): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 8.1M Β· ⏱️ 27.05.2024): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ36 Β· ⭐ 1.4K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 260 Β· πŸ“¦ 3.8K Β· πŸ“‹ 770 - 43% open Β· ⏱️ 17.05.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 260 Β· πŸ“¦ 3.9K Β· πŸ“‹ 760 - 43% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 630K / month Β· πŸ“¦ 880 Β· ⏱️ 17.05.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 630K / month Β· πŸ“¦ 890 Β· ⏱️ 26.05.2024): ``` pip install zarr ``` -- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 3.1M Β· ⏱️ 17.05.2024): +- [Conda](https://anaconda.org/conda-forge/zarr) (πŸ“₯ 3.1M Β· ⏱️ 27.05.2024): ``` conda install -c conda-forge zarr ``` @@ -459,51 +459,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install tables ``` -- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 7.2M Β· ⏱️ 11.04.2024): +- [Conda](https://anaconda.org/conda-forge/pytables) (πŸ“₯ 7.3M Β· ⏱️ 11.04.2024): ``` conda install -c conda-forge pytables ```
pandera (πŸ₯ˆ33 Β· ⭐ 3.1K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 1.6K Β· πŸ“‹ 780 - 40% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 1.6K Β· πŸ“‹ 790 - 40% open Β· ⏱️ 14.05.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.3M / month Β· πŸ“¦ 180 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.1M / month Β· πŸ“¦ 180 Β· ⏱️ 14.05.2024): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 38K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 39K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge pandera-core ```
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docarray (πŸ₯ˆ33 Β· ⭐ 2.8K) - Represent, send, store and search multimodal data. Apache-2 - -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 220 Β· πŸ“¦ 4.3K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 29.04.2024): - - ``` - git clone https://github.com/jina-ai/docarray - ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 84K / month Β· πŸ“¦ 68 Β· ⏱️ 22.12.2023): - ``` - pip install docarray - ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 140K Β· ⏱️ 18.06.2023): - ``` - conda install -c conda-forge docarray - ``` -
Bottleneck (πŸ₯ˆ33 Β· ⭐ 1K) - Fast NumPy array functions written in C. BSD-2 -- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 99 Β· πŸ“¦ 48K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 04.05.2024): +- [GitHub](https://github.com/pydata/bottleneck) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 99 Β· πŸ“¦ 48K Β· πŸ“‹ 240 - 20% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 920K / month Β· πŸ“¦ 410 Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 940K / month Β· πŸ“¦ 410 Β· ⏱️ 23.05.2024): ``` pip install Bottleneck ``` @@ -512,14 +496,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bottleneck ```
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TinyDB (πŸ₯‰32 Β· ⭐ 6.6K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT +
TinyDB (πŸ₯ˆ32 Β· ⭐ 6.6K Β· πŸ’€) - TinyDB is a lightweight document oriented database optimized for your.. MIT - [GitHub](https://github.com/msiemens/tinydb) (πŸ‘¨β€πŸ’» 82 Β· πŸ”€ 520 Β· πŸ“¦ 13K Β· πŸ“‹ 320 - 8% open Β· ⏱️ 24.07.2023): ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 580K / month Β· πŸ“¦ 640 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 620K / month Β· πŸ“¦ 650 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -528,14 +512,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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Koalas (πŸ₯‰32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark +
Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark - [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 360 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.3M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.2M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -544,14 +528,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
+
docarray (πŸ₯ˆ32 Β· ⭐ 2.8K) - Represent, send, store and search multimodal data. Apache-2 + +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 220 Β· πŸ“¦ 4.4K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 29.04.2024): + + ``` + git clone https://github.com/jina-ai/docarray + ``` +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 86K / month Β· πŸ“¦ 68 Β· ⏱️ 22.12.2023): + ``` + pip install docarray + ``` +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 140K Β· ⏱️ 18.06.2023): + ``` + conda install -c conda-forge docarray + ``` +
Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT -- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 750 Β· πŸ“‹ 1.3K - 40% open Β· ⏱️ 21.07.2023): +- [GitHub](https://github.com/vaexio/vaex) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“₯ 280 Β· πŸ“¦ 760 Β· πŸ“‹ 1.3K - 40% open Β· ⏱️ 21.07.2023): ``` git clone https://github.com/vaexio/vaex ``` -- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 23K / month Β· πŸ“¦ 51 Β· ⏱️ 21.07.2023): +- [PyPi](https://pypi.org/project/vaex) (πŸ“₯ 22K / month Β· πŸ“¦ 51 Β· ⏱️ 21.07.2023): ``` pip install vaex ``` @@ -567,7 +567,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ekzhu/datasketch ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 3.1M / month Β· πŸ“¦ 42 Β· ⏱️ 03.10.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.9M / month Β· πŸ“¦ 44 Β· ⏱️ 03.10.2023): ``` pip install datasketch ``` @@ -579,7 +579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/h2oai/datatable ``` -- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 52K / month Β· πŸ“¦ 45 Β· ⏱️ 01.12.2023): +- [PyPi](https://pypi.org/project/datatable) (πŸ“₯ 53K / month Β· πŸ“¦ 45 Β· ⏱️ 01.12.2023): ``` pip install datatable ``` @@ -611,18 +611,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 710K / month Β· πŸ“¦ 52 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 740K / month Β· πŸ“¦ 52 Β· ⏱️ 31.07.2023): ``` pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 330K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 340K Β· ⏱️ 31.07.2023): ``` conda install -c conda-forge swifter ```
StaticFrame (πŸ₯‰27 Β· ⭐ 410) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 6% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 7% open Β· ⏱️ 21.05.2024): ``` git clone https://github.com/InvestmentSystems/static-frame @@ -631,7 +631,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 330K Β· ⏱️ 21.05.2024): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 340K Β· ⏱️ 21.05.2024): ``` conda install -c conda-forge static-frame ``` @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 91K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 88K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -683,14 +683,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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python-sortedcontainers (πŸ₯‡34 Β· ⭐ 3.2K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
python-sortedcontainers (πŸ₯‡32 Β· ⭐ 3.3K Β· πŸ“‰) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 200 Β· πŸ“‹ 190 - 12% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 56M / month Β· πŸ“¦ 1.1K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 57M / month Β· πŸ“¦ 1.1K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -699,14 +699,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge sortedcontainers ```
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bidict (πŸ₯ˆ32 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 +
bidict (πŸ₯‡32 Β· ⭐ 1.4K) - The bidirectional mapping library for Python. MPL-2.0 -- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 53 Β· πŸ“¦ 26K Β· πŸ“‹ 61 - 3% open Β· ⏱️ 04.05.2024): +- [GitHub](https://github.com/jab/bidict) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 63 Β· πŸ“₯ 53 Β· πŸ“¦ 26K Β· πŸ“‹ 62 - 3% open Β· ⏱️ 04.05.2024): ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 3.4M / month Β· πŸ“¦ 440 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 3.7M / month Β· πŸ“¦ 440 Β· ⏱️ 18.02.2024): ``` pip install bidict ``` @@ -715,7 +715,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge bidict ```
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multidict (πŸ₯ˆ32 Β· ⭐ 400) - The multidict implementation. Apache-2 +
multidict (πŸ₯‡32 Β· ⭐ 400) - The multidict implementation. Apache-2 - [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.7K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 19.04.2024): @@ -726,7 +726,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install multidict ``` -- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 12M Β· ⏱️ 04.02.2024): +- [Conda](https://anaconda.org/conda-forge/multidict) (πŸ“₯ 13M Β· ⏱️ 04.02.2024): ``` conda install -c conda-forge multidict ``` @@ -738,7 +738,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.5M / month Β· πŸ“¦ 480 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.4M / month Β· πŸ“¦ 480 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -754,7 +754,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabiocaccamo/python-benedict ``` -- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 600K / month Β· πŸ“¦ 67 Β· ⏱️ 04.03.2024): +- [PyPi](https://pypi.org/project/python-benedict) (πŸ“₯ 620K / month Β· πŸ“¦ 67 Β· ⏱️ 04.03.2024): ``` pip install python-benedict ``` @@ -765,7 +765,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
glom (πŸ₯‰28 Β· ⭐ 1.8K) - Pythons nested data operator (and CLI), for all your declarative.. BSD-3 -- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 60 Β· πŸ“¦ 1.5K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 12.01.2024): +- [GitHub](https://github.com/mahmoud/glom) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 60 Β· πŸ“¦ 1.6K Β· πŸ“‹ 190 - 59% open Β· ⏱️ 12.01.2024): ``` git clone https://github.com/mahmoud/glom @@ -786,23 +786,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.2M / month Β· πŸ“¦ 130 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 130 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` -- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 990K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/immutables) (πŸ“₯ 1M Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge immutables ```
janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 43 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 44 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 920K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 840K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -822,7 +822,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install munch ``` -- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 3.9M Β· ⏱️ 02.07.2023): +- [Conda](https://anaconda.org/conda-forge/munch) (πŸ“₯ 4M Β· ⏱️ 02.07.2023): ``` conda install -c conda-forge munch ``` @@ -834,11 +834,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.1M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` -- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 550K Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/python-box) (πŸ“₯ 560K Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge python-box ``` @@ -847,8 +847,8 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - sqlitedict (πŸ₯ˆ29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 -- ordered-set (πŸ₯‰28 Β· ⭐ 200 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- cleverdict (πŸ₯‰17 Β· ⭐ 99 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- ordered-set (πŸ₯‰28 Β· ⭐ 210 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT +- cleverdict (πŸ₯‰16 Β· ⭐ 99 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -858,28 +858,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡46 Β· ⭐ 19K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.7K Β· πŸ“¦ 410K Β· πŸ“‹ 4K - 9% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.7K Β· πŸ“¦ 420K Β· πŸ“‹ 4.1K - 9% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 190M / month Β· πŸ“¦ 18K Β· ⏱️ 23.04.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 200M / month Β· πŸ“¦ 19K Β· ⏱️ 28.05.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.8M Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.8M Β· ⏱️ 29.05.2024): ``` conda install -c conda-forge pydantic ```
jsonschema (πŸ₯‡40 Β· ⭐ 4.5K) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 250 Β· πŸ“¦ 560K Β· πŸ“‹ 820 - 3% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 250 Β· πŸ“¦ 570K Β· πŸ“‹ 830 - 3% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/Julian/jsonschema ``` -- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 6.1K Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/jsonschema) (πŸ“₯ 120M / month Β· πŸ“¦ 6.2K Β· ⏱️ 30.04.2024): ``` pip install jsonschema ``` @@ -890,16 +890,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ35 Β· ⭐ 920) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“₯ 28 Β· πŸ“¦ 120K Β· πŸ“‹ 170 - 0% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“₯ 28 Β· πŸ“¦ 120K Β· πŸ“‹ 170 - 0% open Β· ⏱️ 25.05.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 7.8M / month Β· πŸ“¦ 6.2K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.3M / month Β· πŸ“¦ 7.1K Β· ⏱️ 25.05.2024): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 630K Β· ⏱️ 19.04.2024): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 640K Β· ⏱️ 28.05.2024): ``` conda install -c conda-forge validators ``` @@ -911,7 +911,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.5M / month Β· πŸ“¦ 660 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 660 Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -922,12 +922,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9.2K Β· πŸ“‹ 180 - 53% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9.3K Β· πŸ“‹ 180 - 53% open Β· ⏱️ 06.05.2024): ``` git clone https://github.com/keleshev/schema ``` -- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 17M / month Β· πŸ“¦ 740 Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/schema) (πŸ“₯ 18M / month Β· πŸ“¦ 740 Β· ⏱️ 04.05.2024): ``` pip install schema ``` @@ -947,7 +947,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install voluptuous ``` -- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 360K Β· ⏱️ 03.02.2024): +- [Conda](https://anaconda.org/conda-forge/voluptuous) (πŸ“₯ 370K Β· ⏱️ 03.02.2024): ``` conda install -c conda-forge voluptuous ``` @@ -970,28 +970,28 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-email-validator (πŸ₯‰30 Β· ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense -- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 150 Β· πŸ“‹ 96 - 11% open Β· ⏱️ 10.05.2024): +- [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 150 Β· πŸ“‹ 98 - 11% open Β· ⏱️ 10.05.2024): ``` git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 19M / month Β· πŸ“¦ 690 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 20M / month Β· πŸ“¦ 690 Β· ⏱️ 26.02.2024): ``` pip install email-validator ``` -- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 190K Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 200K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge email-validator ```
strictyaml (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 60 Β· πŸ“¦ 2.5K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 60 Β· πŸ“¦ 2.6K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 25.05.2023): ``` git clone https://github.com/crdoconnor/strictyaml ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.5M / month Β· πŸ“¦ 380 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.7M / month Β· πŸ“¦ 380 Β· ⏱️ 10.03.2023): ``` pip install strictyaml ``` @@ -1000,18 +1000,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge strictyaml ```
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dirty-equals (πŸ₯‰21 Β· ⭐ 770) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰21 Β· ⭐ 780) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 320 Β· πŸ“‹ 32 - 40% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 330 Β· πŸ“‹ 33 - 42% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 160K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 150K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 46K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 47K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ``` @@ -1023,7 +1023,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 320 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 580 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ``` @@ -1045,12 +1045,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
transitions (πŸ₯‡34 Β· ⭐ 5.4K) - A lightweight, object-oriented finite state machine implementation.. MIT -- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 520 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 3% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/pytransitions/transitions) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 520 Β· πŸ“¦ 3.5K Β· πŸ“‹ 460 - 3% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 620K / month Β· πŸ“¦ 170 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 610K / month Β· πŸ“¦ 170 Β· ⏱️ 14.05.2024): ``` pip install transitions ``` @@ -1066,18 +1066,26 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/keon/algorithms ``` -- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.6K / month Β· πŸ“¦ 4 Β· ⏱️ 04.10.2020): +- [PyPi](https://pypi.org/project/algorithms) (πŸ“₯ 1.5K / month Β· πŸ“¦ 4 Β· ⏱️ 04.10.2020): ``` pip install algorithms ``` -- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 2.1K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/algorithms) (πŸ“₯ 2.2K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge algorithms ```
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Show 1 hidden projects... +
PyPattyrn (πŸ₯‰20 Β· ⭐ 2.2K) - A simple library for implementing common design patterns. MIT + +- [GitHub](https://github.com/tylerlaberge/PyPattyrn) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 150 Β· πŸ“¦ 48 Β· πŸ“‹ 42 - 2% open Β· ⏱️ 26.05.2024): -- PyPattyrn (πŸ₯‰20 Β· ⭐ 2.2K Β· πŸ’€) - A simple library for implementing common design patterns. MIT + ``` + git clone https://github.com/tylerlaberge/PyPattyrn + ``` +- [PyPi](https://pypi.org/project/pypattyrn) (πŸ“₯ 1.3K / month Β· πŸ“¦ 14 Β· ⏱️ 11.09.2016): + ``` + pip install pypattyrn + ```

@@ -1096,41 +1104,41 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.7M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.8M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
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python-dateutil (πŸ₯ˆ37 Β· ⭐ 2.3K) - Useful extensions to the standard Python datetime features. Apache-2 +
pendulum (πŸ₯ˆ36 Β· ⭐ 6.1K) - Python datetimes made easy. MIT -- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 480 Β· πŸ“₯ 35K Β· πŸ“‹ 800 - 46% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 360 Β· πŸ“₯ 650 Β· πŸ“¦ 28K Β· πŸ“‹ 560 - 42% open Β· ⏱️ 16.12.2023): ``` - git clone https://github.com/dateutil/dateutil + git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 370M / month Β· πŸ“¦ 9.8K Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 44M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): ``` - pip install python-dateutil + pip install pendulum ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 57M Β· ⏱️ 01.03.2024): +- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 1M Β· ⏱️ 07.01.2024): ``` - conda install -c conda-forge python-dateutil + conda install -c conda-forge pendulum ```
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pendulum (πŸ₯ˆ36 Β· ⭐ 6.1K) - Python datetimes made easy. MIT +
python-dateutil (πŸ₯ˆ35 Β· ⭐ 2.3K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 -- [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 360 Β· πŸ“₯ 650 Β· πŸ“¦ 28K Β· πŸ“‹ 560 - 42% open Β· ⏱️ 16.12.2023): +- [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 480 Β· πŸ“₯ 35K Β· πŸ“‹ 790 - 45% open Β· ⏱️ 20.05.2024): ``` - git clone https://github.com/sdispater/pendulum + git clone https://github.com/dateutil/dateutil ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 38M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/python-dateutil) (πŸ“₯ 360M / month Β· πŸ“¦ 10K Β· ⏱️ 01.03.2024): ``` - pip install pendulum + pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/pendulum) (πŸ“₯ 990K Β· ⏱️ 07.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 57M Β· ⏱️ 01.03.2024): ``` - conda install -c conda-forge pendulum + conda install -c conda-forge python-dateutil ```
dateparser (πŸ₯ˆ34 Β· ⭐ 2.5K) - python parser for human readable dates. BSD-3 @@ -1140,7 +1148,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/dateparser ``` -- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 7.4M / month Β· πŸ“¦ 1K Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/dateparser) (πŸ“₯ 7.2M / month Β· πŸ“¦ 1K Β· ⏱️ 17.11.2023): ``` pip install dateparser ``` @@ -1151,7 +1159,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯ˆ34 Β· ⭐ 320) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 84 Β· πŸ“₯ 53 Β· πŸ“¦ 1.9M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 85 Β· πŸ“₯ 57 Β· πŸ“¦ 2M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1172,23 +1180,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.2M / month Β· πŸ“¦ 310 Β· ⏱️ 20.05.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.2M / month Β· πŸ“¦ 320 Β· ⏱️ 20.05.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.8M Β· ⏱️ 21.05.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.9M Β· ⏱️ 21.05.2024): ``` conda install -c conda-forge holidays ```
tzlocal (πŸ₯‰31 Β· ⭐ 180) - A Python module that tries to figure out what your local timezone is. MIT -- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 59 Β· πŸ“¦ 170K Β· πŸ“‹ 83 - 2% open Β· ⏱️ 08.12.2023): +- [GitHub](https://github.com/regebro/tzlocal) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 59 Β· πŸ“¦ 170K Β· πŸ“‹ 84 - 3% open Β· ⏱️ 08.12.2023): ``` git clone https://github.com/regebro/tzlocal ``` -- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 48M / month Β· πŸ“¦ 1.6K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/tzlocal) (πŸ“₯ 47M / month Β· πŸ“¦ 1.6K Β· ⏱️ 22.10.2023): ``` pip install tzlocal ``` @@ -1208,9 +1216,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
filesystem_spec (πŸ₯‡40 Β· ⭐ 910) - A specification that python filesystems should adhere to. BSD-3 +
filesystem_spec (πŸ₯‡40 Β· ⭐ 920) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 330 Β· πŸ“¦ 120K Β· πŸ“‹ 680 - 37% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 330 Β· πŸ“¦ 120K Β· πŸ“‹ 680 - 37% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/fsspec/filesystem_spec @@ -1226,23 +1234,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
watchdog (πŸ₯ˆ36 Β· ⭐ 6.3K) - Python library and shell utilities to monitor filesystem events. Apache-2 -- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 150K Β· πŸ“‹ 650 - 29% open Β· ⏱️ 12.02.2024): +- [GitHub](https://github.com/gorakhargosh/watchdog) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 680 Β· πŸ“¦ 150K Β· πŸ“‹ 650 - 29% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 21M / month Β· πŸ“¦ 2.3K Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 21M / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.05.2024): ``` pip install watchdog ``` -- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 2.9M Β· ⏱️ 07.02.2024): +- [Conda](https://anaconda.org/conda-forge/watchdog) (πŸ“₯ 3M Β· ⏱️ 24.05.2024): ``` conda install -c conda-forge watchdog ```
filelock (πŸ₯ˆ35 Β· ⭐ 700) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 100 Β· πŸ“¦ 440K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 100 Β· πŸ“¦ 440K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 24.05.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1274,12 +1282,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
path (πŸ₯‰33 Β· ⭐ 1.1K) - Object-oriented file system path manipulation. MIT -- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 15K Β· πŸ“‹ 140 - 2% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/jaraco/path) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 140 Β· πŸ“¦ 15K Β· πŸ“‹ 140 - 2% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/jaraco/path ``` -- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.5M / month Β· πŸ“¦ 200 Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/path) (πŸ“₯ 1.4M / month Β· πŸ“¦ 200 Β· ⏱️ 09.04.2024): ``` pip install path ``` @@ -1307,9 +1315,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... - zipp (πŸ₯ˆ35 Β· ⭐ 52) - Backport of pathlib-compatible object wrapper for zip files. MIT -- appdirs (πŸ₯‰32 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT +- appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - pyfilesystem2 (πŸ₯‰30 Β· ⭐ 2K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT -- Unipath (πŸ₯‰22 Β· ⭐ 510 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT +- Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT

@@ -1317,7 +1325,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
future (πŸ₯‡38 Β· ⭐ 1.2K Β· πŸ“‰) - Easy, clean, reliable Python 2/3 compatibility. MIT +
future (πŸ₯‡38 Β· ⭐ 1.2K) - Easy, clean, reliable Python 2/3 compatibility. MIT - [GitHub](https://github.com/PythonCharmers/python-future) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 330K Β· πŸ“‹ 400 - 46% open Β· ⏱️ 21.02.2024): @@ -1335,7 +1343,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
six (πŸ₯ˆ37 Β· ⭐ 970) - Python 2 and 3 compatibility library. MIT -- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 270 Β· πŸ“¦ 2.1M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 27.03.2024): +- [GitHub](https://github.com/benjaminp/six) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 270 Β· πŸ“¦ 2.2M Β· πŸ“‹ 300 - 37% open Β· ⏱️ 27.03.2024): ``` git clone https://github.com/benjaminp/six @@ -1344,19 +1352,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install six ``` -- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 55M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/six) (πŸ“₯ 56M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge six ```
typing (πŸ₯ˆ34 Β· ⭐ 1.6K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“‹ 800 - 19% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“‹ 800 - 19% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 8.9M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 9M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1367,7 +1375,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- contextlib2 (πŸ₯‰28 Β· ⭐ 37 Β· πŸ“ˆ) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- contextlib2 (πŸ₯‰28 Β· ⭐ 37) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 - pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT @@ -1380,12 +1388,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cryptography (πŸ₯‡47 Β· ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 670K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 670K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 270M / month Β· πŸ“¦ 8.6K Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 270M / month Β· πŸ“¦ 8.7K Β· ⏱️ 06.05.2024): ``` pip install cryptography ``` @@ -1396,12 +1404,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.7K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 500 Β· πŸ“¦ 97K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.05.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 530 Β· πŸ“¦ 97K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 34M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 35M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.01.2024): ``` pip install pycryptodomex ``` @@ -1421,23 +1429,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install keyring ``` -- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.7M Β· ⏱️ 14.05.2024): +- [Conda](https://anaconda.org/conda-forge/keyring) (πŸ“₯ 4.8M Β· ⏱️ 14.05.2024): ``` conda install -c conda-forge keyring ```
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bcrypt (πŸ₯‰38 Β· ⭐ 1.1K) - Modern(-ish) password hashing for your software and your servers. Apache-2 +
bcrypt (πŸ₯‰38 Β· ⭐ 1.2K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 220K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 230K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 60M / month Β· πŸ“¦ 1.2K Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 60M / month Β· πŸ“¦ 1.3K Β· ⏱️ 04.05.2024): ``` pip install bcrypt ``` -- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 4.9M Β· ⏱️ 17.05.2024): +- [Conda](https://anaconda.org/conda-forge/bcrypt) (πŸ“₯ 5M Β· ⏱️ 17.05.2024): ``` conda install -c conda-forge bcrypt ``` @@ -1449,11 +1457,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 400K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 410K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 290 / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 310 / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ``` @@ -1465,7 +1473,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 80M / month Β· πŸ“¦ 590 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 81M / month Β· πŸ“¦ 590 Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1474,7 +1482,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge asn1crypto ```
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rsa (πŸ₯‰29 Β· ⭐ 480) - Python-RSA is a pure-Python RSA implementation. Apache-2 +
rsa (πŸ₯‰29 Β· ⭐ 470) - Python-RSA is a pure-Python RSA implementation. Apache-2 - [GitHub](https://github.com/sybrenstuvel/python-rsa) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 100 Β· πŸ“‹ 130 - 15% open Β· ⏱️ 30.01.2024): @@ -1498,71 +1506,71 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.3M / month Β· πŸ“¦ 450 Β· ⏱️ 21.05.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.2M / month Β· πŸ“¦ 450 Β· ⏱️ 28.05.2024): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1M Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1.1M Β· ⏱️ 24.04.2024): ``` conda install -c conda-forge ansible ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 330K Β· πŸ“‹ 1.1K - 12% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 330K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 650M / month Β· πŸ“¦ 2.6K Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 640M / month Β· πŸ“¦ 2.6K Β· ⏱️ 29.05.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 27M Β· ⏱️ 23.05.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 27M Β· ⏱️ 30.05.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3.3M Β· πŸ“¦ 7.8K Β· πŸ“‹ 7.2K - 29% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3.3M Β· πŸ“¦ 7.9K Β· πŸ“‹ 7.3K - 29% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 930K / month Β· πŸ“¦ 260 Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 950K / month Β· πŸ“¦ 260 Β· ⏱️ 25.05.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.6M / month Β· πŸ“¦ 930 Β· ⏱️ 19.05.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.6M / month Β· πŸ“¦ 930 Β· ⏱️ 23.05.2024): ``` npm install @pulumi/pulumi ```
awscli (πŸ₯ˆ43 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 4 Β· πŸ“‹ 4.6K - 11% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 5 Β· πŸ“‹ 4.6K - 11% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 620 Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 620 Β· ⏱️ 29.05.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 23.05.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 30.05.2024): ``` conda install -c conda-forge awscli ```
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docker (πŸ₯ˆ43 Β· ⭐ 6.7K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 +
docker (πŸ₯ˆ43 Β· ⭐ 6.7K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 960 Β· πŸ“¦ 81K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 970 Β· πŸ“¦ 81K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/docker/docker-py @@ -1571,7 +1579,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker ``` -- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.3M Β· ⏱️ 09.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-py) (πŸ“₯ 4.3M Β· ⏱️ 24.05.2024): ``` conda install -c conda-forge docker-py ``` @@ -1594,7 +1602,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
docker-compose (πŸ₯ˆ40 Β· ⭐ 33K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 95M Β· πŸ“¦ 550 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 96M Β· πŸ“¦ 550 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/docker/compose @@ -1603,7 +1611,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 410K Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 420K Β· ⏱️ 24.05.2024): ``` conda install -c conda-forge docker-compose ``` @@ -1619,14 +1627,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install kubernetes ``` -- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 490K Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/kubernetes) (πŸ“₯ 500K Β· ⏱️ 30.05.2024): ``` conda install -c conda-forge kubernetes ```
netmiko (πŸ₯‰37 Β· ⭐ 3.5K) - Multi-vendor library to simplify Paramiko SSH connections to network.. MIT -- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.3K Β· πŸ“¦ 4.3K Β· πŸ“‹ 2.1K - 8% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/ktbyers/netmiko) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.3K Β· πŸ“¦ 4.4K Β· πŸ“‹ 2.1K - 8% open Β· ⏱️ 16.05.2024): ``` git clone https://github.com/ktbyers/netmiko @@ -1643,23 +1651,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.7M / month Β· πŸ“¦ 280 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.4M / month Β· πŸ“¦ 280 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 92K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 93K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
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schedule (πŸ₯‰34 Β· ⭐ 12K) - Python job scheduling for humans. MIT +
schedule (πŸ₯‰36 Β· ⭐ 12K Β· πŸ“ˆ) - Python job scheduling for humans. MIT -- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 35K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 35K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 25.05.2024): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 640 Β· ⏱️ 01.10.2023): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 650 Β· ⏱️ 25.05.2024): ``` pip install schedule ``` @@ -1675,7 +1683,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3.1M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): ``` pip install plumbum ``` @@ -1686,7 +1694,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 7.1K Β· πŸ“‹ 210 - 31% open Β· ⏱️ 14.05.2023): +- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 7.2K Β· πŸ“‹ 210 - 31% open Β· ⏱️ 14.05.2023): ``` git clone https://github.com/pahaz/sshtunnel @@ -1702,12 +1710,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pyinfra (πŸ₯‰31 Β· ⭐ 3.5K) - pyinfra turns Python code into shell commands and runs them on your.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 350 Β· πŸ“¦ 120 Β· πŸ“‹ 720 - 21% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 350 Β· πŸ“¦ 120 Β· πŸ“‹ 720 - 21% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 28K / month Β· πŸ“¦ 16 Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 23K / month Β· πŸ“¦ 16 Β· ⏱️ 04.05.2024): ``` pip install pyinfra ``` @@ -1719,11 +1727,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 3K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.8K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` -- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 15K Β· ⏱️ 22.09.2023): +- [Conda](https://anaconda.org/conda-forge/pypyr) (πŸ“₯ 16K Β· ⏱️ 22.09.2023): ``` conda install -c conda-forge pypyr ``` @@ -1742,14 +1750,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡37 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡38 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC - [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“₯ 4.4K Β· πŸ“¦ 380K Β· πŸ“‹ 490 - 32% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 72M / month Β· πŸ“¦ 1.6K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 71M / month Β· πŸ“¦ 1.6K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1765,11 +1773,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Supervisor/supervisor ``` -- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.6M / month Β· πŸ“¦ 120 Β· ⏱️ 24.12.2022): +- [PyPi](https://pypi.org/project/supervisor) (πŸ“₯ 1.5M / month Β· πŸ“¦ 120 Β· ⏱️ 24.12.2022): ``` pip install supervisor ``` -- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 300K Β· ⏱️ 23.11.2023): +- [Conda](https://anaconda.org/conda-forge/supervisor) (πŸ“₯ 310K Β· ⏱️ 23.11.2023): ``` conda install -c conda-forge supervisor ``` @@ -1781,7 +1789,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.6M / month Β· πŸ“¦ 720 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.3M / month Β· πŸ“¦ 720 Β· ⏱️ 10.08.2023): ``` pip install sh ``` @@ -1792,12 +1800,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
ptyprocess (πŸ₯‰24 Β· ⭐ 210 Β· πŸ’€) - Run a subprocess in a pseudo terminal. ISC -- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 68 Β· πŸ“‹ 37 - 51% open Β· ⏱️ 23.10.2023): +- [GitHub](https://github.com/pexpect/ptyprocess) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 70 Β· πŸ“‹ 37 - 51% open Β· ⏱️ 23.10.2023): ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 660 Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 72M / month Β· πŸ“¦ 670 Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1819,11 +1827,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 97M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 98M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.12.2023): ``` pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.8M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.9M Β· ⏱️ 21.12.2023): ``` conda install -c conda-forge greenlet ``` @@ -1835,7 +1843,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 15M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 16M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): ``` pip install uvloop ``` @@ -1846,12 +1854,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“¦ 300K Β· πŸ“‹ 350 - 17% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“¦ 300K Β· πŸ“‹ 350 - 16% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 71M / month Β· πŸ“¦ 820 Β· ⏱️ 19.02.2024): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 72M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.05.2024): ``` pip install anyio ``` @@ -1862,7 +1870,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
asyncer (πŸ₯‰28 Β· ⭐ 1.5K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.8K Β· πŸ“‹ 17 - 76% open Β· ⏱️ 10.05.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.8K Β· πŸ“‹ 17 - 76% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/tiangolo/asyncer @@ -1871,7 +1879,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 8.1K Β· ⏱️ 30.04.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 8.3K Β· ⏱️ 30.04.2024): ``` conda install -c conda-forge asyncer ``` @@ -1895,7 +1903,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 74K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 70K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1911,11 +1919,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 600K / month Β· πŸ“¦ 94 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 490K / month Β· πŸ“¦ 94 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 890K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 900K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1928,12 +1936,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 410 Β· πŸ“¦ 790K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 410 Β· πŸ“¦ 800K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 65M / month Β· πŸ“¦ 9K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 67M / month Β· πŸ“¦ 9.1K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` @@ -1949,7 +1957,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ipython/traitlets ``` -- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 46M / month Β· πŸ“¦ 1.3K Β· ⏱️ 19.04.2024): +- [PyPi](https://pypi.org/project/traitlets) (πŸ“₯ 45M / month Β· πŸ“¦ 1.3K Β· ⏱️ 19.04.2024): ``` pip install traitlets ``` @@ -1958,36 +1966,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge traitlets ```
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hydra (πŸ₯ˆ34 Β· ⭐ 8.3K) - Hydra is a framework for elegantly configuring complex applications. MIT +
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.6K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 600 Β· πŸ“¦ 24K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.5K Β· πŸ“‹ 510 - 23% open Β· ⏱️ 28.05.2024): ``` - git clone https://github.com/facebookresearch/hydra + git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 9.8K / month Β· πŸ“¦ 11 Β· ⏱️ 03.08.2016): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month Β· πŸ“¦ 410 Β· ⏱️ 18.03.2024): ``` - pip install hydra + pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 980K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 77K Β· ⏱️ 26.03.2024): ``` - conda install -c conda-forge hydra-core + conda install -c conda-forge dynaconf ```
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Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.6K) - Configuration Management for Python. MIT +
hydra (πŸ₯ˆ33 Β· ⭐ 8.3K) - Hydra is a framework for elegantly configuring complex applications. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.5K Β· πŸ“‹ 510 - 23% open Β· ⏱️ 17.05.2024): +- [GitHub](https://github.com/facebookresearch/hydra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 600 Β· πŸ“¦ 24K Β· πŸ“‹ 1.4K - 19% open Β· ⏱️ 03.04.2024): ``` - git clone https://github.com/rochacbruno/dynaconf + git clone https://github.com/facebookresearch/hydra ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 3M / month Β· πŸ“¦ 410 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/hydra) (πŸ“₯ 10K / month Β· πŸ“¦ 11 Β· ⏱️ 03.08.2016): ``` - pip install dynaconf + pip install hydra ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 76K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/hydra-core) (πŸ“₯ 990K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge dynaconf + conda install -c conda-forge hydra-core ```
python-decouple (πŸ₯‰32 Β· ⭐ 2.7K) - Strict separation of config from code. MIT @@ -1997,23 +2005,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.7M / month Β· πŸ“¦ 640 Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.8M / month Β· πŸ“¦ 650 Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` -- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 84K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-decouple) (πŸ“₯ 85K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯‰31 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 97 Β· πŸ“¦ 30K Β· πŸ“‹ 560 - 19% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 98 Β· πŸ“¦ 31K Β· πŸ“‹ 560 - 19% open Β· ⏱️ 29.02.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.3M / month Β· πŸ“¦ 910 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.4M / month Β· πŸ“¦ 910 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2029,7 +2037,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/gin-config ``` -- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 280K / month Β· πŸ“¦ 72 Β· ⏱️ 03.11.2021): +- [PyPi](https://pypi.org/project/gin-config) (πŸ“₯ 270K / month Β· πŸ“¦ 72 Β· ⏱️ 03.11.2021): ``` pip install gin-config ``` @@ -2040,16 +2048,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰24 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 33 Β· πŸ“¦ 1.2K Β· πŸ“‹ 88 - 4% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 33 Β· πŸ“¦ 1.3K Β· πŸ“‹ 88 - 4% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 220K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 210K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): ``` pip install everett ``` -- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 62K Β· ⏱️ 06.11.2023): +- [Conda](https://anaconda.org/conda-forge/everett) (πŸ“₯ 63K Β· ⏱️ 06.11.2023): ``` conda install -c conda-forge everett ``` @@ -2066,7 +2074,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 350 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 11.05.2024): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 360 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 11.05.2024): ``` git clone https://github.com/pallets/click @@ -2080,30 +2088,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge click ```
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rich (πŸ₯‡43 Β· ⭐ 47K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT +
rich (πŸ₯‡43 Β· ⭐ 48K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT - [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 20% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 64M / month Β· πŸ“¦ 11K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 65M / month Β· πŸ“¦ 11K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 6.9M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 7M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
Typer (πŸ₯ˆ40 Β· ⭐ 15K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 620 Β· πŸ“¦ 93K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 17.05.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 620 Β· πŸ“¦ 95K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 30M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 32M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): ``` pip install typer ``` @@ -2119,23 +2127,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/python-fire ``` -- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.8M / month Β· πŸ“¦ 2.3K Β· ⏱️ 11.03.2024): +- [PyPi](https://pypi.org/project/fire) (πŸ“₯ 6.9M / month Β· πŸ“¦ 2.3K Β· ⏱️ 11.03.2024): ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 930K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 940K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ```
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python-prompt-toolkit (πŸ₯ˆ38 Β· ⭐ 9K) - Library for building powerful interactive command line.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 700 Β· πŸ“‹ 1.2K - 52% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 700 Β· πŸ“‹ 1.2K - 52% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 50M / month Β· πŸ“¦ 2.5K Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 50M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.05.2024): ``` pip install prompt_toolkit ``` @@ -2167,7 +2175,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 29M / month Β· πŸ“¦ 1.3K Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 28M / month Β· πŸ“¦ 1.3K Β· ⏱️ 14.04.2024): ``` pip install argcomplete ``` @@ -2176,7 +2184,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge argcomplete ```
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cleo (πŸ₯‰34 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT +
cleo (πŸ₯‰33 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT - [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 22K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 07.05.2024): @@ -2187,7 +2195,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install cleo ``` -- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 720K Β· ⏱️ 30.10.2023): +- [Conda](https://anaconda.org/conda-forge/cleo) (πŸ“₯ 730K Β· ⏱️ 30.10.2023): ``` conda install -c conda-forge cleo ``` @@ -2199,7 +2207,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 65M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 64M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2219,14 +2227,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install questionary ``` -- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 74K Β· ⏱️ 10.09.2023): +- [Conda](https://anaconda.org/conda-forge/questionary) (πŸ“₯ 76K Β· ⏱️ 10.09.2023): ``` conda install -c conda-forge questionary ```
asciimatics (πŸ₯‰29 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 -- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 990 Β· πŸ“‹ 300 - 8% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 1K Β· πŸ“‹ 300 - 8% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/peterbrittain/asciimatics @@ -2247,23 +2255,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.8M / month Β· πŸ“¦ 560 Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.7M / month Β· πŸ“¦ 560 Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 840K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 850K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
docopt-ng (πŸ₯‰23 Β· ⭐ 170) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT -- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 19 Β· πŸ“¦ 310 Β· πŸ“‹ 33 - 51% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 20 Β· πŸ“¦ 320 Β· πŸ“‹ 35 - 54% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 230K / month Β· πŸ“¦ 81 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 220K / month Β· πŸ“¦ 83 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2275,7 +2283,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 170 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 190 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2302,9 +2310,9 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡34 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡33 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/tkem/cachetools @@ -2325,7 +2333,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 630K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 680K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ``` @@ -2353,7 +2361,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 260K / month Β· πŸ“¦ 77 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 240K / month Β· πŸ“¦ 79 Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2369,7 +2377,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 95K / month Β· πŸ“¦ 40 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 97K / month Β· πŸ“¦ 40 Β· ⏱️ 26.02.2024): ``` pip install cachier ``` @@ -2388,16 +2396,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
kivy (πŸ₯‡41 Β· ⭐ 17K) - Open source UI framework written in Python, running on Windows, Linux, macOS,.. MIT -- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3K Β· πŸ“₯ 37K Β· πŸ“¦ 13K Β· πŸ“‹ 5.1K - 15% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/kivy/kivy) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 3K Β· πŸ“₯ 37K Β· πŸ“¦ 13K Β· πŸ“‹ 5.1K - 15% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/kivy/kivy ``` -- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 170K / month Β· πŸ“¦ 310 Β· ⏱️ 05.01.2024): +- [PyPi](https://pypi.org/project/kivy) (πŸ“₯ 180K / month Β· πŸ“¦ 310 Β· ⏱️ 05.01.2024): ``` pip install kivy ``` -- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 350K Β· ⏱️ 08.04.2024): +- [Conda](https://anaconda.org/conda-forge/kivy) (πŸ“₯ 360K Β· ⏱️ 08.04.2024): ``` conda install -c conda-forge kivy ``` @@ -2409,35 +2417,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/hoffstadt/DearPyGui ``` -- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 44K / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2024): +- [PyPi](https://pypi.org/project/dearpygui) (πŸ“₯ 41K / month Β· πŸ“¦ 100 Β· ⏱️ 15.03.2024): ``` pip install dearpygui ```
toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 650 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 900 - 20% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 650 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 910 - 20% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 6K / month Β· πŸ“¦ 23 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 5.5K / month Β· πŸ“¦ 24 Β· ⏱️ 08.05.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 16 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 6 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ```
flexx (πŸ₯‰26 Β· ⭐ 3.2K) - Write desktop and web apps in pure Python. BSD-2 -- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 140 Β· πŸ“‹ 460 - 20% open Β· ⏱️ 06.01.2024): +- [GitHub](https://github.com/flexxui/flexx) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 260 Β· πŸ“¦ 140 Β· πŸ“‹ 460 - 19% open Β· ⏱️ 06.01.2024): ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 870 / month Β· πŸ“¦ 7 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 850 / month Β· πŸ“¦ 7 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2464,12 +2472,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡18 Β· ⭐ 660) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 960 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 970 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 100 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 54 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2497,7 +2505,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/carpedm20/emoji ``` -- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 4M / month Β· πŸ“¦ 970 Β· ⏱️ 20.05.2024): +- [PyPi](https://pypi.org/project/emoji) (πŸ“₯ 4.1M / month Β· πŸ“¦ 980 Β· ⏱️ 20.05.2024): ``` pip install emoji ``` @@ -2522,36 +2530,36 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge phonenumbers ```
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inflect (πŸ₯‡34 Β· ⭐ 920) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
python-slugify (πŸ₯‡34 Β· ⭐ 1.5K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 100 Β· πŸ“¦ 22K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 110 Β· πŸ“¦ 84K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.9M / month Β· πŸ“¦ 610 Β· ⏱️ 23.04.2024): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 19M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.02.2024): ``` - pip install inflect + pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 380K Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 2.1M Β· ⏱️ 08.02.2024): ``` - conda install -c conda-forge inflect + conda install -c conda-forge python-slugify ```
-
python-slugify (πŸ₯ˆ33 Β· ⭐ 1.5K) - Returns unicode slugs. MIT +
inflect (πŸ₯‡34 Β· ⭐ 930) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 110 Β· πŸ“¦ 84K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 100 Β· πŸ“¦ 22K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 19M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.9M / month Β· πŸ“¦ 610 Β· ⏱️ 23.04.2024): ``` - pip install python-slugify + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 2M Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 380K Β· ⏱️ 23.04.2024): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge inflect ```
chardet (πŸ₯ˆ31 Β· ⭐ 2.1K Β· πŸ’€) - Python character encoding detector. ❗️LGPL-2.1 @@ -2569,7 +2577,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 60 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 45 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ``` @@ -2581,7 +2589,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 830K / month Β· πŸ“¦ 130 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 820K / month Β· πŸ“¦ 140 Β· ⏱️ 21.03.2024): ``` pip install pyahocorasick ``` @@ -2597,7 +2605,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 100K / month Β· πŸ“¦ 32 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 110K / month Β· πŸ“¦ 32 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2625,25 +2633,25 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡49 Β· ⭐ 8.7K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡49 Β· ⭐ 8.8K) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.3K - 5% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.3K - 5% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.4B / month Β· πŸ“¦ 11K Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.4B / month Β· πŸ“¦ 11K Β· ⏱️ 29.05.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 23.05.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 30.05.2024): ``` conda install -c conda-forge boto3 ```
-
SQLAlchemy (πŸ₯‡46 Β· ⭐ 8.9K) - The Database Toolkit for Python. MIT +
SQLAlchemy (πŸ₯‡46 Β· ⭐ 9K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 780K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 790K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy @@ -2659,7 +2667,7 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.7K - 10% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 720 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.8K - 10% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python @@ -2675,7 +2683,7 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡42 Β· ⭐ 12K) - Redis Python client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/redis/redis-py @@ -2691,53 +2699,53 @@ _Libraries for connecting to, operating, and querying databases._
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.7K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 73M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 74M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): ``` pip install google-cloud-storage ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.4M Β· ⏱️ 19.03.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-storage) (πŸ“₯ 4.5M Β· ⏱️ 19.03.2024): ``` conda install -c conda-forge google-cloud-storage ```
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peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT +
elasticsearch (πŸ₯‡42 Β· ⭐ 4.2K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.4K Β· πŸ“¦ 30K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 49K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 29.05.2024): ``` - git clone https://github.com/coleifer/peewee + git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.6M / month Β· πŸ“¦ 900 Β· ⏱️ 10.05.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 27M / month Β· πŸ“¦ 1.4K Β· ⏱️ 24.05.2024): ``` - pip install peewee + pip install elasticsearch ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 650K Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 1M Β· ⏱️ 25.05.2024): ``` - conda install -c conda-forge peewee + conda install -c conda-forge elasticsearch ```
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elasticsearch (πŸ₯‡41 Β· ⭐ 4.1K) - Official Python client for Elasticsearch. Apache-2 +
peewee (πŸ₯‡41 Β· ⭐ 11K) - a small, expressive orm -- supports postgresql, mysql, sqlite and.. MIT -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 49K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/coleifer/peewee) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.4K Β· πŸ“¦ 30K Β· πŸ“‹ 2.4K - 0% open Β· ⏱️ 22.05.2024): ``` - git clone https://github.com/elastic/elasticsearch-py + git clone https://github.com/coleifer/peewee ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 27M / month Β· πŸ“¦ 1.4K Β· ⏱️ 03.05.2024): +- [PyPi](https://pypi.org/project/peewee) (πŸ“₯ 2.6M / month Β· πŸ“¦ 900 Β· ⏱️ 10.05.2024): ``` - pip install elasticsearch + pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/elasticsearch) (πŸ“₯ 1M Β· ⏱️ 03.05.2024): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 660K Β· ⏱️ 18.04.2024): ``` - conda install -c conda-forge elasticsearch + conda install -c conda-forge peewee ```
-
PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.6K Β· πŸ“ˆ) - MySQL client library for Python. MIT +
PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.6K) - MySQL client library for Python. MIT - [GitHub](https://github.com/PyMySQL/PyMySQL) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 1.4K Β· πŸ“¦ 220K Β· πŸ“‹ 660 - 2% open Β· ⏱️ 21.05.2024): @@ -2760,7 +2768,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/MongoEngine/mongoengine ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.2M / month Β· πŸ“¦ 390 Β· ⏱️ 07.03.2024): +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 390 Β· ⏱️ 07.03.2024): ``` pip install mongoengine ``` @@ -2769,14 +2777,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge mongoengine ```
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python-bigquery (πŸ₯ˆ39 Β· ⭐ 710) - Google BigQuery API client library. Apache-2 +
python-bigquery (πŸ₯ˆ39 Β· ⭐ 720) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 29K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 30K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 45M / month Β· πŸ“¦ 860 Β· ⏱️ 21.05.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 46M / month Β· πŸ“¦ 870 Β· ⏱️ 21.05.2024): ``` pip install google-cloud-bigquery ``` @@ -2785,14 +2793,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-bigquery ```
-
Ibis (πŸ₯ˆ38 Β· ⭐ 4.3K) - the portable Python dataframe library. Apache-2 +
Ibis (πŸ₯ˆ38 Β· ⭐ 4.4K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 540 Β· πŸ“₯ 130 Β· πŸ“¦ 1.5K Β· πŸ“‹ 2.9K - 9% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 540 Β· πŸ“₯ 150 Β· πŸ“¦ 1.5K Β· πŸ“‹ 2.9K - 9% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 65 Β· ⏱️ 19.05.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 67 Β· ⏱️ 26.05.2024): ``` pip install ibis-framework ``` @@ -2803,23 +2811,23 @@ _Libraries for connecting to, operating, and querying databases._
pymongo (πŸ₯ˆ38 Β· ⭐ 4.1K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 30.05.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 29M / month Β· πŸ“¦ 3.9K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 29M / month Β· πŸ“¦ 4K Β· ⏱️ 07.05.2024): ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.7M Β· ⏱️ 09.05.2024): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.8M Β· ⏱️ 09.05.2024): ``` conda install -c conda-forge pymongo ```
AWS Data Wrangler (πŸ₯ˆ38 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler @@ -2828,7 +2836,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 490K Β· ⏱️ 22.04.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 500K Β· ⏱️ 22.04.2024): ``` conda install -c conda-forge awswrangler ``` @@ -2840,7 +2848,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 39M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 40M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.12.2023): ``` pip install alembic ``` @@ -2872,7 +2880,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.5M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.4M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): ``` pip install elasticsearch-dsl ``` @@ -2883,12 +2891,12 @@ _Libraries for connecting to, operating, and querying databases._
sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 590 Β· πŸ“¦ 12K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 10.05.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 600 Β· πŸ“¦ 12K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 10.05.2024): ``` git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.4M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.5M / month Β· πŸ“¦ 350 Β· ⏱️ 30.04.2024): ``` pip install sqlmodel ``` @@ -2904,7 +2912,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.9M / month Β· πŸ“¦ 850 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.9M / month Β· πŸ“¦ 860 Β· ⏱️ 24.03.2024): ``` pip install sqlalchemy-utils ``` @@ -2920,66 +2928,82 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 250M / month Β· πŸ“¦ 940 Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 950 Β· ⏱️ 15.05.2024): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.8M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.9M Β· ⏱️ 16.05.2024): ``` conda install -c conda-forge s3fs ```
+
tortoise-orm (πŸ₯ˆ35 Β· ⭐ 4.3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 + +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.7K Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 29.05.2024): + + ``` + git clone https://github.com/tortoise/tortoise-orm + ``` +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 160 Β· ⏱️ 25.05.2024): + ``` + pip install tortoise-orm + ``` +- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 18K Β· ⏱️ 28.05.2024): + ``` + conda install -c conda-forge tortoise-orm + ``` +
mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 430 Β· πŸ“₯ 5.3K Β· πŸ“¦ 160K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 08.02.2024): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 430 Β· πŸ“₯ 5.3K Β· πŸ“¦ 170K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 08.02.2024): ``` git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 7.6M / month Β· πŸ“¦ 790 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 8M / month Β· πŸ“¦ 800 Β· ⏱️ 08.02.2024): ``` pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 360K Β· ⏱️ 10.03.2024): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 370K Β· ⏱️ 10.03.2024): ``` conda install -c conda-forge mysqlclient ```
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 90K Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 91K Β· ⏱️ 24.05.2024): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 540 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 550 Β· ⏱️ 26.03.2024): ``` pip install motor ``` -- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 67K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/motor) (πŸ“₯ 68K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge motor ```
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tortoise-orm (πŸ₯ˆ34 Β· ⭐ 4.3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 +
s3transfer (πŸ₯ˆ35 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.7K Β· πŸ“‹ 1.1K - 51% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 290K Β· πŸ“‹ 87 - 58% open Β· ⏱️ 23.05.2024): ``` - git clone https://github.com/tortoise/tortoise-orm + git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 160 Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 330M / month Β· πŸ“¦ 670 Β· ⏱️ 14.03.2024): ``` - pip install tortoise-orm + pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 18K Β· ⏱️ 26.04.2024): +- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 19M Β· ⏱️ 15.03.2024): ``` - conda install -c conda-forge tortoise-orm + conda install -c conda-forge s3transfer ```
Prometheus Client (πŸ₯ˆ34 Β· ⭐ 3.8K) - Prometheus instrumentation library for Python.. Apache-2 -- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 790 Β· πŸ“‹ 550 - 19% open Β· ⏱️ 16.04.2024): +- [GitHub](https://github.com/prometheus/client_python) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 790 Β· πŸ“‹ 550 - 19% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/prometheus/client_python @@ -2993,62 +3017,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge prometheus_client ```
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PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
Databases (πŸ₯ˆ34 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 280 Β· πŸ“¦ 22K Β· πŸ“‹ 470 - 44% open Β· ⏱️ 26.04.2024): - - ``` - git clone https://github.com/kayak/pypika - ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 3M / month Β· πŸ“¦ 150 Β· ⏱️ 15.03.2022): - ``` - pip install pypika - ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge pypika - ``` -
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s3transfer (πŸ₯ˆ34 Β· ⭐ 200) - Amazon S3 Transfer Manager for Python. Apache-2 - -- [GitHub](https://github.com/boto/s3transfer) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 130 Β· πŸ“¦ 290K Β· πŸ“‹ 87 - 58% open Β· ⏱️ 02.04.2024): +- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 330 - 39% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/boto/s3transfer + git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 330M / month Β· πŸ“¦ 670 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 660K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): ``` - pip install s3transfer + pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 19M Β· ⏱️ 15.03.2024): +- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 210K Β· ⏱️ 06.04.2024): ``` - conda install -c conda-forge s3transfer + conda install -c conda-forge databases ```
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Databases (πŸ₯‰33 Β· ⭐ 3.7K) - Async database support for Python. BSD-3 +
PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 -- [GitHub](https://github.com/encode/databases) (πŸ‘¨β€πŸ’» 59 Β· πŸ”€ 260 Β· πŸ“¦ 23K Β· πŸ“‹ 330 - 39% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 290 Β· πŸ“¦ 22K Β· πŸ“‹ 470 - 44% open Β· ⏱️ 26.04.2024): ``` - git clone https://github.com/encode/databases + git clone https://github.com/kayak/pypika ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 610K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 3M / month Β· πŸ“¦ 150 Β· ⏱️ 15.03.2022): ``` - pip install databases + pip install pypika ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 200K Β· ⏱️ 06.04.2024): +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge databases + conda install -c conda-forge pypika ```
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Cassandra Driver (πŸ₯‰33 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 +
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 540 Β· πŸ“¦ 6.9K Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 540 Β· πŸ“¦ 7K Β· ⏱️ 30.05.2024): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 1.9M / month Β· πŸ“¦ 190 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 2M / month Β· πŸ“¦ 190 Β· ⏱️ 20.03.2024): ``` pip install cassandra-driver ``` @@ -3059,7 +3067,7 @@ _Libraries for connecting to, operating, and querying databases._
neo4j-driver (πŸ₯‰33 Β· ⭐ 870) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.3K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.4K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver @@ -3091,12 +3099,12 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 340 - 10% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 350 - 10% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas ``` -- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 15M / month Β· πŸ“¦ 180 Β· ⏱️ 20.05.2024): +- [PyPi](https://pypi.org/project/pandas-gbq) (πŸ“₯ 16M / month Β· πŸ“¦ 180 Β· ⏱️ 20.05.2024): ``` pip install pandas-gbq ``` @@ -3112,7 +3120,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kennethreitz/records ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 210K / month Β· πŸ“¦ 46 Β· ⏱️ 29.03.2024): +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 200K / month Β· πŸ“¦ 46 Β· ⏱️ 29.03.2024): ``` pip install records ``` @@ -3123,7 +3131,7 @@ _Libraries for connecting to, operating, and querying databases._
Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 -- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 100 Β· πŸ“¦ 4K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): +- [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 110 Β· πŸ“¦ 4K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony @@ -3137,6 +3145,22 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pony ```
+
PynamoDB (πŸ₯‰32 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT + +- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.7K Β· πŸ“‹ 660 - 42% open Β· ⏱️ 29.05.2024): + + ``` + git clone https://github.com/pynamodb/PynamoDB + ``` +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.3M / month Β· πŸ“¦ 78 Β· ⏱️ 29.05.2024): + ``` + pip install pynamodb + ``` +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 640K Β· ⏱️ 17.01.2024): + ``` + conda install -c conda-forge pynamodb + ``` +
libcloud (πŸ₯‰32 Β· ⭐ 2K) - Apache Libcloud is a Python library which hides differences between.. Apache-2 - [GitHub](https://github.com/apache/libcloud) (πŸ‘¨β€πŸ’» 480 Β· πŸ”€ 930 Β· πŸ“‹ 210 - 40% open Β· ⏱️ 27.04.2024): @@ -3144,7 +3168,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/apache/libcloud ``` -- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 190K / month Β· πŸ“¦ 160 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/apache-libcloud) (πŸ“₯ 180K / month Β· πŸ“¦ 160 Β· ⏱️ 10.08.2023): ``` pip install apache-libcloud ``` @@ -3161,22 +3185,6 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
-
PynamoDB (πŸ₯‰31 Β· ⭐ 2.4K) - A pythonic interface to Amazons DynamoDB. MIT - -- [GitHub](https://github.com/pynamodb/PynamoDB) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 430 Β· πŸ“¦ 1.7K Β· πŸ“‹ 650 - 42% open Β· ⏱️ 21.05.2024): - - ``` - git clone https://github.com/pynamodb/PynamoDB - ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.2M / month Β· πŸ“¦ 78 Β· ⏱️ 21.05.2024): - ``` - pip install pynamodb - ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 630K Β· ⏱️ 17.01.2024): - ``` - conda install -c conda-forge pynamodb - ``` -
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 520 Β· πŸ“‹ 550 - 30% open Β· ⏱️ 17.04.2024): @@ -3184,7 +3192,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/influxdata/influxdb-python ``` -- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.2M / month Β· πŸ“¦ 350 Β· ⏱️ 18.04.2024): +- [PyPi](https://pypi.org/project/influxdb) (πŸ“₯ 2.3M / month Β· πŸ“¦ 350 Β· ⏱️ 18.04.2024): ``` pip install influxdb ``` @@ -3204,7 +3212,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 570K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 580K Β· ⏱️ 24.09.2023): ``` conda install -c conda-forge cx_oracle ``` @@ -3220,35 +3228,35 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.7K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.8K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.6K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 880 Β· πŸ“¦ 9.8K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 880 Β· πŸ“¦ 9.9K): ``` git clone https://github.com/confluentinc/confluent-kafka-python ``` -- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 14M / month Β· πŸ“¦ 520 Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/confluent-kafka) (πŸ“₯ 15M / month Β· πŸ“¦ 530 Β· ⏱️ 07.05.2024): ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 870K Β· ⏱️ 21.05.2024): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 880K Β· ⏱️ 21.05.2024): ``` conda install -c conda-forge python-confluent-kafka ```
piccolos (πŸ₯‰29 Β· ⭐ 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 86 Β· πŸ“¦ 360 Β· πŸ“‹ 390 - 33% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 360 Β· πŸ“‹ 390 - 33% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 16 Β· ⏱️ 21.05.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 16 Β· ⏱️ 30.05.2024): ``` pip install piccolo ``` @@ -3260,7 +3268,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 320K / month Β· πŸ“¦ 54 Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 300K / month Β· πŸ“¦ 54 Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3276,7 +3284,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 76K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 78K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): ``` pip install prisma ``` @@ -3288,7 +3296,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 44K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 41K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3304,7 +3312,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/art049/odmantic ``` -- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 26K / month Β· πŸ“¦ 8 Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/odmantic) (πŸ“₯ 30K / month Β· πŸ“¦ 8 Β· ⏱️ 26.04.2024): ``` pip install odmantic ``` @@ -3328,14 +3336,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 180K / month Β· πŸ“¦ 15 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 150K / month Β· πŸ“¦ 15 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“‹ 450 - 7% open Β· ⏱️ 17.05.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“‹ 450 - 7% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3346,7 +3354,7 @@ _Libraries for connecting to, operating, and querying databases._ - psycopg2 (πŸ₯ˆ38 Β· ⭐ 3.2K) - PostgreSQL database adapter for the Python.. ❗️BSD-3-Clause-Attribution - pyodbc (πŸ₯ˆ35 Β· ⭐ 2.9K) - Python ODBC bridge. ❗️MIT-0 - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 63) - Google Cloud Bigtable API client library. Apache-2 -- gino (πŸ₯‰29 Β· ⭐ 2.6K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 +- gino (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT - mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 @@ -3359,7 +3367,7 @@ _Libraries for connecting to, operating, and querying databases._ - db.py (πŸ₯‰19 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 - SuperSQLite (πŸ₯‰15 Β· ⭐ 720 Β· πŸ’€) - A supercharged SQLite library for Python. MIT -- lazydata (πŸ₯‰14 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2 +- lazydata (πŸ₯‰15 Β· ⭐ 630 Β· πŸ’€) - Lazydata: Scalable data dependencies for Python projects. Apache-2

@@ -3371,7 +3379,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 19K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 50K Β· πŸ“‹ 2.8K - 24% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 50K Β· πŸ“‹ 2.9K - 24% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/huggingface/datasets @@ -3380,30 +3388,30 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 770K Β· ⏱️ 06.05.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 780K Β· ⏱️ 06.05.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 210K Β· πŸ“‹ 720 - 2% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 220K Β· πŸ“‹ 720 - 2% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 16M / month Β· πŸ“¦ 1.6K Β· ⏱️ 13.05.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 16M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.05.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 940K Β· ⏱️ 14.05.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 940K Β· ⏱️ 29.05.2024): ``` conda install -c conda-forge faker ```
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Tablib (πŸ₯‡37 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯‡36 Β· ⭐ 4.5K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 97K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): +- [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 98K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): ``` git clone https://github.com/jazzband/tablib @@ -3412,23 +3420,23 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install tablib ``` -- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 97K Β· ⏱️ 04.04.2024): +- [Conda](https://anaconda.org/conda-forge/tablib) (πŸ“₯ 98K Β· ⏱️ 04.04.2024): ``` conda install -c conda-forge tablib ```
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xlwings (πŸ₯ˆ36 Β· ⭐ 2.9K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 +
xlwings (πŸ₯‡36 Β· ⭐ 2.9K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 140 Β· ⏱️ 18.05.2024): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 150 Β· ⏱️ 23.05.2024): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 760K Β· ⏱️ 19.05.2024): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 760K Β· ⏱️ 24.05.2024): ``` conda install -c conda-forge xlwings ``` @@ -3444,11 +3452,27 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install xmltodict ``` -- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 3.9M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/xmltodict) (πŸ“₯ 4M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge xmltodict ```
+
python-magic (πŸ₯ˆ35 Β· ⭐ 2.6K) - A python wrapper for libmagic. MIT + +- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 270 Β· πŸ“¦ 58K Β· πŸ“‹ 210 - 8% open Β· ⏱️ 26.05.2024): + + ``` + git clone https://github.com/ahupp/python-magic + ``` +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 9.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): + ``` + pip install python-magic + ``` +- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 260K Β· ⏱️ 25.09.2023): + ``` + conda install -c conda-forge python-magic + ``` +
gdown (πŸ₯ˆ34 Β· ⭐ 4K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT - [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 330 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 19% open Β· ⏱️ 12.05.2024): @@ -3456,7 +3480,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 780 Β· ⏱️ 12.05.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 790 Β· ⏱️ 12.05.2024): ``` pip install gdown ``` @@ -3481,23 +3505,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge smart_open ```
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python-magic (πŸ₯ˆ34 Β· ⭐ 2.6K) - A python wrapper for libmagic. MIT - -- [GitHub](https://github.com/ahupp/python-magic) (πŸ‘¨β€πŸ’» 63 Β· πŸ”€ 270 Β· πŸ“¦ 57K Β· πŸ“‹ 220 - 11% open Β· ⏱️ 22.05.2024): - - ``` - git clone https://github.com/ahupp/python-magic - ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 8.8M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): - ``` - pip install python-magic - ``` -- [Conda](https://anaconda.org/conda-forge/python-magic) (πŸ“₯ 260K Β· ⏱️ 25.09.2023): - ``` - conda install -c conda-forge python-magic - ``` -
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csvkit (πŸ₯ˆ33 Β· ⭐ 5.8K) - A suite of utilities for converting to and working with CSV, the king of.. MIT +
csvkit (πŸ₯ˆ33 Β· ⭐ 5.9K) - A suite of utilities for converting to and working with CSV, the king of.. MIT - [GitHub](https://github.com/wireservice/csvkit) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 600 Β· πŸ“¦ 1.6K Β· πŸ“‹ 910 - 3% open Β· ⏱️ 22.05.2024): @@ -3520,7 +3528,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 480K / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 470K / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3529,36 +3537,36 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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Intake (πŸ₯ˆ31 Β· ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
snorkel (πŸ₯ˆ31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 2.3K Β· πŸ“‹ 370 - 28% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 520 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/intake/intake + git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 70K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 36K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): ``` - pip install intake + pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 580K Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 49K Β· ⏱️ 28.02.2024): ``` - conda install -c conda-forge intake + conda install -c conda-forge snorkel ```
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snorkel (πŸ₯‰30 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 +
Intake (πŸ₯ˆ31 Β· ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 520 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 2.4K Β· πŸ“‹ 370 - 27% open Β· ⏱️ 28.05.2024): ``` - git clone https://github.com/snorkel-team/snorkel + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 34K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 72K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): ``` - pip install snorkel + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 49K Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 580K Β· ⏱️ 24.04.2024): ``` - conda install -c conda-forge snorkel + conda install -c conda-forge intake ```
textract (πŸ₯‰27 Β· ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT @@ -3568,7 +3576,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 190K / month Β· πŸ“¦ 56 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 240K / month Β· πŸ“¦ 58 Β· ⏱️ 10.03.2022): ``` pip install textract ``` @@ -3584,21 +3592,25 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 34K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 27K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ```
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rows (πŸ₯‰24 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 +
deepdish (πŸ₯‰24 Β· ⭐ 270) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 -- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/uchicago-cs/deepdish) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 58 Β· πŸ“¦ 870 Β· πŸ“‹ 42 - 42% open Β· ⏱️ 29.05.2024): ``` - git clone https://github.com/turicas/rows + git clone https://github.com/uchicago-cs/deepdish ``` -- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.6K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/deepdish) (πŸ“₯ 18K / month Β· πŸ“¦ 64 Β· ⏱️ 24.09.2021): ``` - pip install rows + pip install deepdish + ``` +- [Conda](https://anaconda.org/conda-forge/deepdish) (πŸ“₯ 96K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge deepdish ```
camelot (πŸ₯‰23 Β· ⭐ 2.7K Β· πŸ’€) - A Python library to extract tabular data from PDFs. MIT @@ -3613,6 +3625,18 @@ _Libraries for loading, collecting, and extracting data from a variety of data s pip install camelot ```
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rows (πŸ₯‰23 Β· ⭐ 860) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0 + +- [GitHub](https://github.com/turicas/rows) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 140 Β· πŸ“₯ 38 Β· πŸ“¦ 170 Β· πŸ“‹ 320 - 52% open Β· ⏱️ 16.05.2024): + + ``` + git clone https://github.com/turicas/rows + ``` +- [PyPi](https://pypi.org/project/rows) (πŸ“₯ 1.4K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): + ``` + pip install rows + ``` +
excalibur (πŸ₯‰21 Β· ⭐ 1.5K Β· πŸ’€) - A web interface to extract tabular data from PDFs. MIT - [GitHub](https://github.com/camelot-dev/excalibur) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 220 Β· πŸ“₯ 12K Β· πŸ“‹ 130 - 68% open Β· ⏱️ 15.07.2023): @@ -3620,19 +3644,19 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/excalibur ``` -- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.6K / month Β· ⏱️ 21.03.2020): +- [PyPi](https://pypi.org/project/excalibur-py) (πŸ“₯ 1.5K / month Β· ⏱️ 21.03.2020): ``` pip install excalibur-py ```
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Upgini (πŸ₯‰21 Β· ⭐ 290) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 +
Upgini (πŸ₯‰21 Β· ⭐ 300) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 30.05.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.3K / month Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.6K / month Β· ⏱️ 30.05.2024): ``` pip install upgini ``` @@ -3644,7 +3668,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.4K / month Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.2K / month Β· ⏱️ 08.05.2024): ``` pip install squirrel-core ``` @@ -3653,14 +3677,13 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c anaconda squirrel-core ```
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Show 11 hidden projects... +
Show 10 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 - SDV (πŸ₯ˆ31 Β· ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT - PDFMiner (πŸ₯‰27 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT - Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 -- deepdish (πŸ₯‰25 Β· ⭐ 270 Β· πŸ’€) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed @@ -3677,16 +3700,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡49 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.2K - 10% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.3K - 10% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 22M / month Β· πŸ“¦ 460 Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 23M / month Β· πŸ“¦ 470 Β· ⏱️ 06.05.2024): ``` pip install apache-airflow ``` -- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1M Β· ⏱️ 07.05.2024): +- [Conda](https://anaconda.org/conda-forge/airflow) (πŸ“₯ 1.1M Β· ⏱️ 07.05.2024): ``` conda install -c conda-forge airflow ``` @@ -3697,7 +3720,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Celery (πŸ₯‡46 Β· ⭐ 24K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.4K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.4K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/celery/celery @@ -3706,87 +3729,71 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install celery ``` -- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.6M Β· ⏱️ 30.12.2023): +- [Conda](https://anaconda.org/conda-forge/celery) (πŸ“₯ 1.7M Β· ⏱️ 30.12.2023): ``` conda install -c conda-forge celery ```
Beam (πŸ₯‡44 Β· ⭐ 7.6K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 7K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 7K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 8.4M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 8.5M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 73K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 75K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5K - 17% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5K - 17% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.7M / month Β· πŸ“¦ 250 Β· ⏱️ 16.05.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.7M / month Β· πŸ“¦ 250 Β· ⏱️ 23.05.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 650K Β· ⏱️ 21.05.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 650K Β· ⏱️ 24.05.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.4K Β· πŸ“‹ 7.4K - 33% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.4K Β· πŸ“‹ 7.4K - 33% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 930K / month Β· πŸ“¦ 170 Β· ⏱️ 16.05.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 940K / month Β· πŸ“¦ 170 Β· ⏱️ 23.05.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.2M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.2M Β· ⏱️ 24.05.2024): ``` conda install -c conda-forge dagster ```
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rq (πŸ₯ˆ40 Β· ⭐ 9.6K) - Simple job queues for Python. BSD-3 +
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.6K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 1.4K Β· πŸ“¦ 17K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 12.05.2024): - - ``` - git clone https://github.com/rq/rq - ``` -- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 220 Β· ⏱️ 01.05.2024): - ``` - pip install rq - ``` -- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 110K Β· ⏱️ 26.03.2024): - ``` - conda install -c conda-forge rq - ``` -
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Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.5K) - Always know what to expect from your data. Apache-2 - -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 10% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 11% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/great-expectations/great_expectations ``` -- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 20M / month Β· πŸ“¦ 91 Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/great_expectations) (πŸ“₯ 21M / month Β· πŸ“¦ 92 Β· ⏱️ 28.05.2024): ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 800K Β· ⏱️ 23.05.2024): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 800K Β· ⏱️ 29.05.2024): ``` conda install -c conda-forge great-expectations ``` @@ -3807,26 +3814,42 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ39 Β· ⭐ 9.6K Β· πŸ“‰) - Simple job queues for Python. BSD-3 + +- [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 17K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 26.05.2024): + + ``` + git clone https://github.com/rq/rq + ``` +- [PyPi](https://pypi.org/project/rq) (πŸ“₯ 1.4M / month Β· πŸ“¦ 220 Β· ⏱️ 01.05.2024): + ``` + pip install rq + ``` +- [Conda](https://anaconda.org/conda-forge/rq) (πŸ“₯ 110K Β· ⏱️ 26.03.2024): + ``` + conda install -c conda-forge rq + ``` +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.8K - 15% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.8K - 14% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/kedro-org/kedro ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 530K / month Β· πŸ“¦ 110 Β· ⏱️ 22.04.2024): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 530K / month Β· πŸ“¦ 110 Β· ⏱️ 27.05.2024): ``` pip install kedro ```
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dbt (πŸ₯ˆ38 Β· ⭐ 9K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4K Β· πŸ“¦ 5K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 5K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 55K / month Β· πŸ“¦ 35 Β· ⏱️ 21.05.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 53K / month Β· πŸ“¦ 35 Β· ⏱️ 28.05.2024): ``` pip install dbt ``` @@ -3842,7 +3865,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 380K / month Β· πŸ“¦ 140 Β· ⏱️ 20.05.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 390K / month Β· πŸ“¦ 140 Β· ⏱️ 20.05.2024): ``` pip install luigi ``` @@ -3858,7 +3881,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/petl-developers/petl ``` -- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.7M / month Β· πŸ“¦ 44 Β· ⏱️ 12.03.2024): +- [PyPi](https://pypi.org/project/petl) (πŸ“₯ 1.6M / month Β· πŸ“¦ 44 Β· ⏱️ 12.03.2024): ``` pip install petl ``` @@ -3869,7 +3892,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 12% open Β· ⏱️ 17.05.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 25.05.2024): ``` git clone https://github.com/activeloopai/Hub @@ -3881,24 +3904,24 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
zenml (πŸ₯ˆ33 Β· ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 530 Β· πŸ“‹ 320 - 22% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 540 Β· πŸ“‹ 320 - 21% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 38K / month Β· πŸ“¦ 3 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 40K / month Β· πŸ“¦ 3 Β· ⏱️ 27.05.2024): ``` pip install zenml ```
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whylogs (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ“ˆ) - Open standard for end-to-end data and ML monitoring for any.. Apache-2 +
whylogs (πŸ₯ˆ32 Β· ⭐ 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 250 Β· πŸ“‹ 430 - 2% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 260 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 480K / month Β· πŸ“¦ 7 Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 490K / month Β· πŸ“¦ 7 Β· ⏱️ 22.05.2024): ``` pip install whylogs ``` @@ -3910,7 +3933,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 100K / month Β· πŸ“¦ 31 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 99K / month Β· πŸ“¦ 31 Β· ⏱️ 01.05.2024): ``` pip install arq ``` @@ -3942,11 +3965,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 8.6K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 7.6K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 89K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 90K Β· ⏱️ 09.02.2024): ``` conda install -c conda-forge ploomber ``` @@ -3958,7 +3981,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/combust/mleap ``` -- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 160K / month Β· πŸ“¦ 11 Β· ⏱️ 14.11.2023): +- [PyPi](https://pypi.org/project/mleap) (πŸ“₯ 170K / month Β· πŸ“¦ 11 Β· ⏱️ 14.11.2023): ``` pip install mleap ``` @@ -3969,7 +3992,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT -- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 790 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 800 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/EntilZha/PyFunctional @@ -3986,7 +4009,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 2.3K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 1.9K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): ``` pip install streamparse ``` @@ -4010,7 +4033,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 3.8K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.1K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): ``` pip install tasktiger ``` @@ -4034,45 +4057,45 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 260 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 200 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ```
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BatchFlow (πŸ₯‰18 Β· ⭐ 200 Β· πŸ“‰) - BatchFlow helps you conveniently work with random or.. Apache-2 +
BatchFlow (πŸ₯‰19 Β· ⭐ 200) - BatchFlow helps you conveniently work with random or sequential.. Apache-2 - [GitHub](https://github.com/analysiscenter/batchflow) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 44 Β· πŸ“¦ 9 Β· πŸ“‹ 110 - 29% open Β· ⏱️ 18.05.2024): ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 140 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 180 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
flupy (πŸ₯‰18 Β· ⭐ 190) - Fluent data pipelines for python and your shell. MIT -- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): +- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 15 Β· πŸ“‹ 14 - 14% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/mara/mara-pipelines + git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 65 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): ``` - pip install mara-pipelines + pip install flupy ```
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flupy (πŸ₯‰17 Β· ⭐ 190) - Fluent data pipelines for python and your shell. MIT +
Mara Pipelines (πŸ₯‰17 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT -- [GitHub](https://github.com/olirice/flupy) (πŸ‘¨β€πŸ’» 6 Β· πŸ”€ 15 Β· πŸ“‹ 14 - 14% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): ``` - git clone https://github.com/olirice/flupy + git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 61 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` - pip install flupy + pip install mara-pipelines ```
Show 15 hidden projects... @@ -4115,9 +4138,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyyaml ```
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XlsxWriter (πŸ₯‰37 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‰36 Β· ⭐ 3.5K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 -- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 77K Β· πŸ“‹ 940 - 1% open Β· ⏱️ 06.04.2024): +- [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 78K Β· πŸ“‹ 940 - 1% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter @@ -4126,7 +4149,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install xlsxwriter ``` -- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.2M Β· ⏱️ 05.11.2023): +- [Conda](https://anaconda.org/conda-forge/xlsxwriter) (πŸ“₯ 3.3M Β· ⏱️ 05.11.2023): ``` conda install -c conda-forge xlsxwriter ``` @@ -4148,7 +4171,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/seperman/deepdiff ``` -- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 820 Β· ⏱️ 08.04.2024): +- [PyPi](https://pypi.org/project/deepdiff) (πŸ“₯ 12M / month Β· πŸ“¦ 830 Β· ⏱️ 08.04.2024): ``` pip install deepdiff ``` @@ -4184,9 +4207,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡43 Β· ⭐ 5.1K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 360 Β· πŸ“¦ 1M Β· πŸ“‹ 710 - 18% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 360 Β· πŸ“¦ 1M Β· πŸ“‹ 710 - 18% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/python-attrs/attrs @@ -4195,7 +4218,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install attrs ``` -- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 36M Β· ⏱️ 31.12.2023): +- [Conda](https://anaconda.org/conda-forge/attrs) (πŸ“₯ 37M Β· ⏱️ 31.12.2023): ``` conda install -c conda-forge attrs ``` @@ -4218,7 +4241,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
toolz (πŸ₯ˆ37 Β· ⭐ 4.5K) - A functional standard library for Python. BSD-3 -- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 260 Β· πŸ“¦ 150K Β· πŸ“‹ 270 - 46% open Β· ⏱️ 24.01.2024): +- [GitHub](https://github.com/pytoolz/toolz) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 260 Β· πŸ“¦ 160K Β· πŸ“‹ 270 - 46% open Β· ⏱️ 24.01.2024): ``` git clone https://github.com/pytoolz/toolz @@ -4255,18 +4278,18 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 66M / month Β· πŸ“¦ 2.3K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 66M / month Β· πŸ“¦ 2.4K Β· ⏱️ 07.05.2024): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.6M Β· ⏱️ 09.05.2024): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.7M Β· ⏱️ 09.05.2024): ``` conda install -c conda-forge tenacity ```
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returns (πŸ₯‰30 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 +
returns (πŸ₯‰31 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 550 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 550 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/dry-python/returns @@ -4275,7 +4298,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.3K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.5K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4303,7 +4326,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/SethMMorton/natsort ``` -- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 5M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/natsort) (πŸ“₯ 4.9M / month Β· πŸ“¦ 1.3K Β· ⏱️ 20.06.2023): ``` pip install natsort ``` @@ -4319,11 +4342,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 23K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 86K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 88K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ``` @@ -4343,14 +4366,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
cpython (πŸ₯‡52 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT +
cpython (πŸ₯‡52 Β· ⭐ 60K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 37 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 45 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4363,9 +4386,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched npm install @buckpkg/python ```
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micropython (πŸ₯ˆ33 Β· ⭐ 18K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 +
micropython (πŸ₯ˆ33 Β· ⭐ 19K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 78K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 79K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/micropython/micropython @@ -4390,7 +4413,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Pygments (πŸ₯‡43 Β· ⭐ 1.7K) - Pygments is a generic syntax highlighter written in Python. BSD-2 -- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 620 Β· πŸ“¦ 730K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/pygments/pygments) (πŸ‘¨β€πŸ’» 840 Β· πŸ”€ 620 Β· πŸ“¦ 740K Β· πŸ“‹ 1.8K - 23% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/pygments/pygments @@ -4427,7 +4450,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 120M / month Β· πŸ“¦ 4.8K Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 110M / month Β· πŸ“¦ 4.8K Β· ⏱️ 06.03.2024): ``` pip install pyparsing ``` @@ -4436,9 +4459,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyparsing ```
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pycparser (πŸ₯ˆ38 Β· ⭐ 3.1K) - Complete C99 parser in pure Python. BSD-3 +
pycparser (πŸ₯ˆ38 Β· ⭐ 3.2K) - Complete C99 parser in pure Python. BSD-3 -- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 600 Β· πŸ“¦ 810K Β· πŸ“‹ 360 - 9% open Β· ⏱️ 15.04.2024): +- [GitHub](https://github.com/eliben/pycparser) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 600 Β· πŸ“¦ 820K Β· πŸ“‹ 360 - 9% open Β· ⏱️ 15.04.2024): ``` git clone https://github.com/eliben/pycparser @@ -4452,14 +4475,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pycparser ```
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py4j (πŸ₯ˆ35 Β· ⭐ 1.1K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 +
py4j (πŸ₯ˆ35 Β· ⭐ 1.2K) - Py4J enables Python programs to dynamically access arbitrary Java objects. BSD-3 - [GitHub](https://github.com/py4j/py4j) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 210 Β· πŸ“¦ 40K Β· πŸ“‹ 420 - 35% open Β· ⏱️ 16.04.2024): ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 50M / month Β· πŸ“¦ 280 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 51M / month Β· πŸ“¦ 280 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` @@ -4468,6 +4491,22 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge py4j ```
+
fastcore (πŸ₯ˆ34 Β· ⭐ 900) - Python supercharged for the fastai library. Apache-2 + +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 6.6K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 30.05.2024): + + ``` + git clone https://github.com/fastai/fastcore + ``` +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.6M / month Β· πŸ“¦ 640 Β· ⏱️ 30.05.2024): + ``` + pip install fastcore + ``` +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 77K Β· ⏱️ 30.05.2024): + ``` + conda install -c conda-forge fastcore + ``` +
decorator (πŸ₯ˆ34 Β· ⭐ 820 Β· πŸ’€) - Decorators for Humans. BSD-2 - [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 110 Β· πŸ“¦ 570K Β· πŸ“‹ 110 - 14% open Β· ⏱️ 23.08.2023): @@ -4475,7 +4514,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/micheles/decorator ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 110M / month Β· πŸ“¦ 2K Β· ⏱️ 07.01.2022): +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 110M / month Β· πŸ“¦ 2.1K Β· ⏱️ 07.01.2022): ``` pip install decorator ``` @@ -4491,7 +4530,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 990K / month Β· πŸ“¦ 67 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 1.1M / month Β· πŸ“¦ 67 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4502,7 +4541,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ33 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“¦ 980 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“¦ 990 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/copier-org/copier @@ -4514,7 +4553,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ33 Β· ⭐ 1.2K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/pytest-dev/pluggy @@ -4528,22 +4567,6 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pluggy ```
-
fastcore (πŸ₯ˆ33 Β· ⭐ 900) - Python supercharged for the fastai library. Apache-2 - -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 6.5K Β· πŸ“‹ 340 - 8% open Β· ⏱️ 20.05.2024): - - ``` - git clone https://github.com/fastai/fastcore - ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.8M / month Β· πŸ“¦ 640 Β· ⏱️ 20.05.2024): - ``` - pip install fastcore - ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 76K Β· ⏱️ 20.05.2024): - ``` - conda install -c conda-forge fastcore - ``` -
wrapt (πŸ₯‰32 Β· ⭐ 2K) - A Python module for decorators, wrappers and monkey patching. BSD-2 - [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): @@ -4567,7 +4590,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 920K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 930K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4599,11 +4622,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 800K / month Β· πŸ“¦ 210 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 830K / month Β· πŸ“¦ 210 Β· ⏱️ 20.04.2023): ``` pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 48K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 49K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge python-mss ``` diff --git a/history/2024-05-30_changes.md b/history/2024-05-30_changes.md new file mode 100644 index 0000000..2d02001 --- /dev/null +++ b/history/2024-05-30_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- protobuf (πŸ₯‡53 Β· ⭐ 64K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +- attrs (πŸ₯‡43 Β· ⭐ 5.1K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT +- elasticsearch (πŸ₯‡42 Β· ⭐ 4.2K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 +- python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 +- schedule (πŸ₯‰36 Β· ⭐ 12K Β· πŸ“ˆ) - Python job scheduling for humans. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- rq (πŸ₯ˆ39 Β· ⭐ 9.6K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +- Tablib (πŸ₯‡36 Β· ⭐ 4.5K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +- XlsxWriter (πŸ₯‰36 Β· ⭐ 3.5K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 +- python-dateutil (πŸ₯ˆ35 Β· ⭐ 2.3K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 +- python-sortedcontainers (πŸ₯‡32 Β· ⭐ 3.3K Β· πŸ“‰) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 + diff --git a/history/2024-05-30_projects.csv b/history/2024-05-30_projects.csv new file mode 100644 index 0000000..f9168b6 --- /dev/null +++ b/history/2024-05-30_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,brew_id,conda_dependent_project_count,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-23 15:49:06.000,2024-05-23 15:49:05,489.0,22.0,2281,400.0,262.0,25.0,34.0,15862,2024-05-23 15:49:11.000,2024.05.23,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-05-23 16:49:09.000,2024-05-23 16:49:08,342.0,27.0,162,56.0,202.0,,3.0,2205,2024-05-23 16:49:13.000,2024.05.23,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-05-23 14:54:27.000,2024-05-23 14:54:26,335.0,24.0,43,26.0,193.0,3.0,5.0,931,2024-05-23 14:54:31.000,2024.05.23,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-05-23 16:49:09.000,2024-05-23 16:49:08,342.0,27.0,162,56.0,202.0,,3.0,2205,2024-05-23 16:49:13.000,2024.05.23,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-23 15:49:06.000,2024-05-23 15:49:05,489.0,22.0,2281,400.0,262.0,25.0,34.0,15862,2024-05-23 15:49:11.000,2024.05.23,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2024-05-18 23:35:21.000,2024-05-18 23:35:21,840.0,10.0,6855,1655.0,326.0,17.0,76.0,39588,,,,129.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-23 15:49:06.000,2024-05-23 15:49:05,489.0,22.0,2281,400.0,262.0,25.0,34.0,15862,2024-05-23 15:49:11.000,2024.05.23,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-05-30 09:55:39.000,2024-05-25 20:41:01,35051.0,573.0,17364,1115.0,32370.0,3798.0,22799.0,42249,2024-04-10 19:47:02.000,2.2.2,126.0,3642.0,54,True,1773148.0,1707052.0,pandas,conda-forge/pandas,['pandas'],266002.0,228271227.0,https://pypi.org/project/pandas,2024-04-10 19:44:10.000,66096.0,227075003.0,https://anaconda.org/conda-forge/pandas,2024-05-16 23:06:24.174,51337313.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-05-30 10:02:17.000,2024-05-30 09:22:20,17791.0,622.0,15303,2052.0,10660.0,428.0,5775.0,64021,2024-05-23 15:34:05.000,5.27.0,163.0,1233.0,53,True,659700.0,650014.0,protobuf,conda-forge/protobuf,,46199812.0,200342856.0,https://pypi.org/project/protobuf,2024-05-23 15:34:05.000,6812.0,191572534.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,17910289.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,2874.0,7297196.0,3.0,,,,,,,,,,,, +9,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2017-02-10 19:23:51.000,2024-05-30 13:27:35.000,2024-05-30 12:21:37,122355.0,1301.0,29103,1512.0,51289.0,8491.0,60773.0,60182,2020-07-22 03:00:52.000,0.0.6,11.0,2938.0,52,True,613876.0,613850.0,cpython,conda-forge/typing,,,63441.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,20.0,45.0,https://anaconda.org/conda-forge/typing,2024-05-17 14:58:09.969,3043035.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,6.0,,,,,,,,,,,,,, +10,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-05-30 12:27:28.000,2024-05-30 12:27:28,35963.0,673.0,9361,596.0,14084.0,2118.0,10507.0,26622,2024-02-06 00:32:23.000,1.26.4,159.0,1776.0,51,False,2440126.0,2338292.0,numpy,conda-forge/numpy,,1002450.0,275268090.0,https://pypi.org/project/numpy,2024-05-12 13:46:07.000,101834.0,273647096.0,https://anaconda.org/conda-forge/numpy,2024-05-16 06:59:26.198,75597833.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-05-30 13:38:24.000,2024-05-30 13:18:02,24605.0,1238.0,13657,753.0,26605.0,976.0,8282.0,35391,2024-05-06 10:30:55.000,2.9.1,193.0,3298.0,49,True,11417.0,10947.0,apache-airflow,conda-forge/airflow,,619172.0,34147159.0,https://pypi.org/project/apache-airflow,2024-05-06 07:00:24.000,470.0,22717544.0,https://anaconda.org/conda-forge/airflow,2024-05-07 01:43:58.927,1057030.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-05-06 07:24:13.445144,521.0,1242680817.0,,,,,, +12,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-05-30 08:11:27.656,2024-05-29 18:08:09,5996.0,201.0,1833,238.0,741.0,186.0,3070.0,8763,2024-05-29 19:16:06.000,1.34.115,1564.0,155.0,49,True,446292.0,434853.0,boto3,conda-forge/boto3,,,1366117253.0,https://pypi.org/project/boto3,2024-05-29 19:16:06.000,11439.0,1365711205.0,https://anaconda.org/conda-forge/boto3,2024-05-30 08:11:27.656,19490314.0,1.0,,,,,,,,,,,,,,,,,, +13,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-05-30 05:22:19.000,2024-05-30 05:22:19,54410.0,151.0,23721,1918.0,50770.0,858.0,31728.0,61468,2024-05-21 09:58:07.000,9.6.0,356.0,6838.0,48,True,34623.0,34169.0,ansible,conda-forge/ansible,,,5173867.0,https://pypi.org/project/ansible,2024-05-28 09:42:18.000,454.0,5151879.0,https://anaconda.org/conda-forge/ansible,2024-04-24 09:17:02.861,1055462.0,1.0,,,,,,,,,,,,,,,,,, +14,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-05-30 11:22:30.000,2024-05-30 11:22:29,12062.0,425.0,1447,132.0,8555.0,44.0,2422.0,6348,2024-05-06 16:55:26.000,42.0.7,130.0,318.0,47,True,680950.0,672250.0,cryptography,conda-forge/cryptography,,,266397143.0,https://pypi.org/project/cryptography,2024-05-06 16:55:26.000,8700.0,265357538.0,https://anaconda.org/conda-forge/cryptography,2024-05-07 01:35:35.090,47821849.0,1.0,,,,,,,,,,,,,,,,,, +15,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-05-30 09:19:14.000,2024-05-30 09:19:07,12544.0,63.0,4587,473.0,3365.0,705.0,4387.0,23760,2024-04-17 20:32:41.000,5.4.0,206.0,1351.0,46,True,135898.0,134197.0,celery,conda-forge/celery,,,11157807.0,https://pypi.org/project/celery,2024-04-17 20:29:39.000,1701.0,11122627.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1653495.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-05-30 04:32:52.000,2024-05-29 12:17:51,2916.0,120.0,1710,114.0,3566.0,401.0,3654.0,19170,2024-05-28 18:38:44.000,2.7.2,140.0,529.0,46,True,434614.0,415716.0,pydantic,conda-forge/pydantic,,,195424058.0,https://pypi.org/project/pydantic,2024-05-28 18:38:44.000,18898.0,195253486.0,https://anaconda.org/conda-forge/pydantic,2024-05-29 05:58:48.022,7846327.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-05-28 23:50:39.000,2024-05-11 17:22:35,2438.0,19.0,1368,185.0,1113.0,126.0,1457.0,15130,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1732294.0,1695184.0,click,conda-forge/click,,362.0,207976757.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,37110.0,206998147.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,35229730.0,1.0,,,,,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-05-30 11:48:01.000,2024-05-28 16:45:14,16982.0,140.0,1336,99.0,792.0,231.0,7548.0,8961,2024-05-05 18:25:40.000,2.0.30,303.0,713.0,46,True,796259.0,785804.0,SQLAlchemy,conda-forge/sqlalchemy,,48001.0,114957797.0,https://pypi.org/project/SQLAlchemy,2024-05-05 18:25:40.000,10455.0,114583143.0,https://anaconda.org/conda-forge/sqlalchemy,2024-05-06 00:27:39.548,15317125.0,1.0,,,,,,,,,,,,,,,,,, +19,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-05-30 12:44:50.000,2024-05-30 00:03:39,42424.0,639.0,4139,262.0,24683.0,4373.0,2422.0,7593,2024-05-02 01:14:48.000,2.56.0,116.0,1638.0,44,True,7194.0,7043.0,apache-beam,conda-forge/apache-beam-with-aws,,,8485310.0,https://pypi.org/project/apache-beam,2024-05-02 01:10:54.000,151.0,8482965.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-05-08 04:57:28.891,75040.0,1.0,,,,,,,,,,,,,,,,,, +20,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-05-30 01:48:27.595,2024-05-29 18:07:55,11009.0,257.0,1061,68.0,2091.0,145.0,960.0,1430,2024-05-29 19:16:20.000,1.34.115,1962.0,204.0,44,True,328821.0,326210.0,botocore,conda-forge/botocore,,,642253356.0,https://pypi.org/project/botocore,2024-05-29 19:16:20.000,2611.0,641614970.0,https://anaconda.org/conda-forge/botocore,2024-05-30 01:48:27.595,26812218.0,1.0,,,,,,,,,,,,,,,,,, +21,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-05-14 13:45:25.000,2024-05-01 14:24:50,3887.0,10.0,1673,540.0,1096.0,278.0,1075.0,47548,2024-02-28 14:52:38.000,13.7.1,191.0,238.0,43,True,225148.0,213866.0,rich,conda-forge/rich,,,64812569.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,11282.0,64661001.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,6972151.0,1.0,,,,,,,,,,,,,,,,,, +22,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-05-29 20:34:38.000,2024-05-29 20:34:38,3098.0,37.0,3168,643.0,2509.0,163.0,2264.0,22187,2024-03-26 05:33:40.089,24.3.25,38.0,678.0,43,True,110123.0,109486.0,flatbuffers,conda-forge/flatbuffers,,451345.0,21219138.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,408.0,19772698.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,1060343.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,229.0,1417402.0,,,,,,,,,,,,, +23,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language.,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-05-30 13:19:18.000,2024-05-30 03:17:49,11718.0,346.0,1049,193.0,8086.0,2149.0,5107.0,20232,2024-05-24 23:00:58.000,3.117.0,4182.0,271.0,43,True,9074.0,7877.0,pulumi,,,3316314.0,3754820.0,https://pypi.org/project/pulumi,2024-05-25 04:56:33.000,263.0,947123.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-05-23 07:40:14.792,934.0,2600428.0,,,,,,,,,,,,, +24,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-05-30 10:49:37.000,2024-05-30 10:45:37,3812.0,75.0,2541,277.0,4018.0,704.0,2150.0,18592,2024-05-06 09:40:13.000,2.19.1,86.0,562.0,43,True,52174.0,50478.0,datasets,conda-forge/datasets,,,10462591.0,https://pypi.org/project/datasets,2024-05-06 09:33:37.000,1696.0,10443607.0,https://anaconda.org/conda-forge/datasets,2024-05-06 14:31:15.724,778371.0,1.0,,,,,,,,,,,,,,,,,, +25,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-05-29 16:26:03.205,2024-05-28 14:20:09,3674.0,106.0,1886,220.0,1334.0,21.0,701.0,17204,2024-05-28 14:20:38.000,25.3.0,362.0,577.0,43,True,216709.0,215125.0,Faker,conda-forge/faker,,,15623256.0,https://pypi.org/project/Faker,2024-05-28 14:20:28.000,1584.0,15603156.0,https://anaconda.org/conda-forge/faker,2024-05-29 16:26:03.205,944735.0,1.0,,,,,,,,,,,,,,,,,, +26,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-05-30 09:58:35.000,2024-05-29 18:08:12,12134.0,220.0,3979,572.0,3787.0,551.0,4070.0,14979,2024-05-29 19:15:47.000,1.32.115,1969.0,441.0,43,True,623.0,5.0,awscli,conda-forge/awscli,,1717.0,147261731.0,https://pypi.org/project/awscli,2024-05-29 19:15:47.000,618.0,146752242.0,https://anaconda.org/conda-forge/awscli,2024-05-30 01:05:16.475,23435316.0,2.0,,,,,,,,,,,,,,,,,, +27,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-05-30 09:34:03.000,2024-05-30 01:38:48,16712.0,796.0,1479,158.0,8075.0,862.0,4161.0,14947,2024-05-23 19:52:20.000,2.19.2,280.0,463.0,43,True,5168.0,4914.0,prefect,conda-forge/prefect,,,1672544.0,https://pypi.org/project/prefect,2024-05-23 19:52:20.000,254.0,1658966.0,https://anaconda.org/conda-forge/prefect,2024-05-24 05:57:16.682,651749.0,1.0,,,,,,,,,,,,,,,,,, +28,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-05-28 09:36:16.000,2024-05-23 11:09:32,3405.0,22.0,1655,193.0,1620.0,468.0,1239.0,6675,2024-05-23 11:21:23.000,7.1.0,89.0,454.0,43,True,84265.0,81179.0,docker,conda-forge/docker-py,,968.0,43176814.0,https://pypi.org/project/docker,2024-05-23 11:13:55.000,3086.0,43085081.0,https://anaconda.org/conda-forge/docker-py,2024-05-24 00:04:17.126,4311100.0,2.0,,,,,,,,,,,,,,,,,, +29,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-05-27 18:11:16.000,2024-05-27 18:11:05,1477.0,46.0,359,65.0,578.0,133.0,577.0,5108,2023-12-31 06:30:30.000,23.2.0,28.0,161.0,43,True,1039958.0,1032115.0,attrs,conda-forge/attrs,,,204153418.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,7843.0,203339283.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,36636103.0,1.0,,,,,,1.0,,,,,,,,,,,, +30,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-05-30 09:09:50.000,2024-05-30 08:16:02,17365.0,645.0,2694,411.0,26098.0,1011.0,8745.0,4304,2024-05-28 22:02:48.000,azure-appconfiguration-provider_1.2.0,100.0,715.0,43,True,3360.0,2486.0,azure-storage-blob,conda-forge/azure-storage-blob,,,50699049.0,https://pypi.org/project/azure-storage-blob,2024-05-08 20:12:34.000,874.0,50675247.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-05-09 03:00:59.139,1118727.0,1.0,,,,,,,,,,,,,,,,,, +31,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-05-29 13:38:23.000,2024-05-20 13:27:25,6772.0,70.0,624,37.0,886.0,441.0,1406.0,1733,2024-05-04 13:43:23.000,2.18.0,65.0,844.0,43,True,744843.0,738015.0,pygments,conda-forge/pygments,,,111816422.0,https://pypi.org/project/pygments,2024-05-04 13:41:57.000,6828.0,111128938.0,https://anaconda.org/conda-forge/pygments,2024-05-04 18:22:17.505,30249326.0,1.0,,,,,,,,,,,,,,,,,, +32,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-05-30 13:18:48.000,2024-05-30 08:42:22,9823.0,820.0,1639,150.0,8974.0,1668.0,5970.0,26863,2024-05-26 19:00:59.000,py-0.20.30,363.0,418.0,42,True,949.0,4.0,polars,,,945.0,7262489.0,https://pypi.org/project/polars,2024-05-26 18:59:31.000,945.0,7262417.0,,,,1.0,,,,,,,,,,,,,,,,,, +33,redis,redis/redis-py,Redis Python client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-05-29 22:35:54.000,2024-05-28 14:28:02,2338.0,24.0,2458,323.0,1588.0,219.0,1486.0,12321,2024-04-23 17:12:04.000,5.0.4,127.0,441.0,42,True,5321.0,,redis,conda-forge/redis-py,,,39161966.0,https://pypi.org/project/redis,2024-05-08 13:29:06.000,5321.0,39135960.0,https://anaconda.org/conda-forge/redis-py,2024-04-23 19:04:20.045,1222285.0,1.0,,,,,,,,,,,,,,,,,, +34,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-05-30 13:40:00.000,2024-05-30 02:52:49,18584.0,1184.0,1301,116.0,13486.0,2490.0,4880.0,10459,2024-05-23 21:58:12.000,1.7.7,616.0,433.0,42,True,2559.0,2391.0,dagster,conda-forge/dagster,,,967491.0,https://pypi.org/project/dagster,2024-05-23 20:22:48.000,168.0,943110.0,https://anaconda.org/conda-forge/dagster,2024-05-24 12:53:46.719,1170298.0,1.0,,,,,,,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-05-29 15:53:59.000,2024-05-29 15:42:41,37841.0,281.0,1495,299.0,8599.0,96.0,3684.0,4693,2024-05-29 15:42:55.000,google-maps-mapsplatformdatasets-v0.4.0,100.0,519.0,42,True,1643.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,73774736.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,1643.0,73677924.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4453366.0,1.0,,,,,,,,,,,,,,,,,, +36,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-05-30 12:42:18.000,2024-05-29 10:11:00,1651.0,44.0,1171,408.0,1485.0,65.0,1035.0,4153,2024-05-24 12:55:18.000,8.13.2,142.0,204.0,42,True,50198.0,48760.0,elasticsearch,conda-forge/elasticsearch,,3909.0,27306480.0,https://pypi.org/project/elasticsearch,2024-05-24 12:55:18.000,1438.0,27285178.0,https://anaconda.org/conda-forge/elasticsearch,2024-05-25 12:31:41.153,1018219.0,1.0,,,,,,1.0,,,,,,,,,,,, +37,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-05-27 22:07:16.000,2024-04-25 09:10:34,3079.0,28.0,1950,229.0,1173.0,230.0,646.0,21783,2024-02-21 18:02:39.000,2.6.0,42.0,325.0,41,True,28585.0,27762.0,cookiecutter,conda-forge/cookiecutter,,,4148017.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,823.0,4119643.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,1021466.0,1.0,,,,,,,,,,,,,,,,,, +38,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-05-27 18:02:02.000,2024-05-27 18:02:02,12936.0,51.0,3031,600.0,3671.0,786.0,4324.0,17052,2024-01-05 13:53:17.000,2.3.0,49.0,620.0,41,True,13229.0,12920.0,kivy,conda-forge/kivy,,36867.0,187501.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,309.0,179774.0,https://anaconda.org/conda-forge/kivy,2024-04-08 17:34:41.491,355576.0,1.0,,,,,,,,,,,,,,,,,, +39,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-05-22 14:48:54.000,2024-05-22 14:48:37,4615.0,41.0,1362,197.0,479.0,1.0,2418.0,10878,2024-05-10 13:47:32.000,3.17.5,189.0,155.0,41,True,31065.0,30168.0,peewee,conda-forge/peewee,,,2574234.0,https://pypi.org/project/peewee,2024-05-10 13:42:43.000,897.0,2559588.0,https://anaconda.org/conda-forge/peewee,2024-04-18 01:50:58.475,659072.0,1.0,,,,,,,,,,,,,,,,,, +40,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-05-10 17:37:05.000,2024-02-11 03:17:05,3994.0,,1980,314.0,784.0,1044.0,798.0,8876,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,41,True,98949.0,96164.0,paramiko,conda-forge/paramiko,,,56937236.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,2785.0,56837506.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4587599.0,2.0,,,,,,,,,,,,,,,,,, +41,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-05-29 17:17:36.000,2024-05-29 17:14:53,4427.0,58.0,518,58.0,937.0,281.0,1239.0,2021,2024-04-10 10:48:28.000,3.11.0,39.0,204.0,41,True,280286.0,273609.0,h5py,conda-forge/h5py,,3335.0,22600528.0,https://pypi.org/project/h5py,2024-04-10 10:48:28.000,6677.0,22266011.0,https://anaconda.org/conda-forge/h5py,2024-05-17 18:16:28.025,15720555.0,2.0,,,,,,,,,,,,,,,,,, +42,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-05-30 13:13:54.000,2024-05-30 05:40:01,4761.0,87.0,5065,719.0,4165.0,243.0,7290.0,32643,2024-05-24 12:48:32.000,2.27.1,144.0,540.0,40,True,801.0,554.0,docker-compose,conda-forge/docker-compose,,96481434.0,3911760.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,247.0,1933911.0,https://anaconda.org/conda-forge/docker-compose,2024-05-24 17:05:05.907,415570.0,2.0,,,,,,,,,,,,,,,,,, +43,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-05-28 17:51:49.000,2024-05-23 23:21:20,598.0,111.0,622,74.0,370.0,210.0,180.0,14567,2024-04-09 17:13:25.000,0.12.3,42.0,55.0,40,True,100454.0,95247.0,typer,conda-forge/typer,,,31575513.0,https://pypi.org/project/typer,2024-04-09 17:13:25.000,5207.0,31524047.0,https://anaconda.org/conda-forge/typer,2024-04-09 22:54:01.276,2418909.0,2.0,,,,,,,,,,,,,,,,,, +44,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-05-30 13:34:01.000,2024-05-29 22:32:12,12385.0,283.0,1486,82.0,7996.0,211.0,1682.0,9564,2024-05-28 19:30:23.000,0.18.15,271.0,427.0,40,True,92.0,,great_expectations,conda-forge/great-expectations,,,20777331.0,https://pypi.org/project/great_expectations,2024-05-28 17:10:04.000,92.0,20760606.0,https://anaconda.org/conda-forge/great-expectations,2024-05-29 01:57:36.407,802821.0,2.0,,,,,,,,,,,,,,,,,, +45,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-05-21 11:09:09.000,2024-05-21 11:09:01,1109.0,7.0,1414,229.0,496.0,17.0,641.0,7579,2024-05-21 11:07:36.000,1.1.1,43.0,124.0,40,True,220379.0,220372.0,PyMySQL,conda-forge/pymysql,,,49686007.0,https://pypi.org/project/PyMySQL,2024-05-21 11:03:41.000,7.0,49655953.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1382496.0,2.0,,,,,,,,,,,,,,,,,, +46,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-05-28 18:29:39.000,2024-05-28 08:13:50,3327.0,30.0,619,80.0,1066.0,169.0,1051.0,6914,2024-05-01 21:10:51.000,3.21.2,175.0,208.0,40,True,141695.0,139483.0,marshmallow,conda-forge/marshmallow,,,48232158.0,https://pypi.org/project/marshmallow,2024-05-01 21:10:51.000,2212.0,48180054.0,https://anaconda.org/conda-forge/marshmallow,2024-05-02 04:37:05.582,2448925.0,2.0,,,,,,,,,,,,,,,,,, +47,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-05-27 19:27:37.000,2024-05-20 15:25:57,2677.0,37.0,569,60.0,368.0,33.0,795.0,4468,2024-04-30 19:44:40.000,4.22.0,103.0,111.0,40,True,572423.0,566244.0,jsonschema,conda-forge/jsonschema,,250.0,121618298.0,https://pypi.org/project/jsonschema,2024-04-30 19:44:34.000,6179.0,120961133.0,https://anaconda.org/conda-forge/jsonschema,2024-05-01 14:23:55.200,28257816.0,1.0,,,,,,,,,,,,,python-jsonschema/jsonschema,,,,, +48,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-05-24 20:36:33.000,2024-05-02 13:00:20,1519.0,20.0,406,63.0,739.0,414.0,488.0,3698,2024-05-02 12:15:00.000,1.4.2,112.0,133.0,40,True,447993.0,442082.0,joblib,conda-forge/joblib,,,55071230.0,https://pypi.org/project/joblib,2024-05-02 12:15:00.000,5911.0,54500812.0,https://anaconda.org/conda-forge/joblib,2024-05-02 16:00:30.237,26239239.0,2.0,,,,,,,,,,,,,,,,,, +49,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-05-30 07:46:18.000,2024-05-30 07:46:17,5407.0,108.0,1020,109.0,4063.0,1145.0,3166.0,3442,2024-05-13 03:40:23.000,2024.5.0,92.0,497.0,40,True,30077.0,27068.0,xarray,conda-forge/xarray,,,5306996.0,https://pypi.org/project/xarray,2024-05-13 03:40:23.000,3009.0,5090151.0,https://anaconda.org/conda-forge/xarray,2024-05-13 13:50:20.005,9974899.0,2.0,,,,,,,,,,,,,,,,,, +50,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-05-27 09:48:59.000,2024-05-14 15:02:22,1220.0,22.0,274,27.0,187.0,45.0,299.0,2124,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,999157.0,994355.0,pyparsing,conda-forge/pyparsing,,10443.0,116068637.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,4802.0,114646838.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,44071048.0,1.0,,,,,,,,,,,,,,,,,, +51,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-05-30 05:09:40.000,2024-05-30 00:14:52,2336.0,41.0,332,22.0,927.0,253.0,430.0,920,2024-05-15 14:58:12.000,2024.5.0,80.0,239.0,40,True,124876.0,123324.0,fsspec,conda-forge/fsspec,,,260410257.0,https://pypi.org/project/fsspec,2024-05-15 14:58:12.000,1552.0,260057009.0,https://anaconda.org/conda-forge/fsspec,2024-05-16 13:25:43.952,16955918.0,1.0,,,,,,,,,,,,,,,,,, +52,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-05-22 22:41:56.000,2024-04-05 20:21:26,304.0,11.0,1427,371.0,188.0,152.0,191.0,26435,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,36100.0,33837.0,fire,conda-forge/fire,,,6920601.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2263.0,6897186.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,936620.0,2.0,,,,,,,,,,,,,,,,,, +53,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-05-26 02:37:55.000,2024-05-26 02:37:55,1867.0,34.0,1391,207.0,899.0,207.0,954.0,9572,2024-05-01 07:14:48.000,1.16.2,79.0,315.0,39,True,16826.0,16609.0,rq,conda-forge/rq,,,1394385.0,https://pypi.org/project/rq,2024-05-01 07:13:11.000,217.0,1391858.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,106142.0,2.0,,,,,,-1.0,,,,,,,,,,,, +54,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-05-28 12:10:31.000,2024-05-28 11:14:16,2752.0,10.0,704,149.0,764.0,614.0,561.0,9013,2024-05-28 11:15:29.000,3.0.45,129.0,229.0,39,True,2605.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,50629072.0,https://pypi.org/project/prompt_toolkit,2024-05-28 11:14:02.000,2605.0,50117536.0,https://anaconda.org/conda-forge/prompt-toolkit,2023-12-12 16:46:57.325,23019139.0,2.0,,,,,,1.0,,,,,,,,,,,, +55,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-05-27 08:10:35.000,2023-09-30 22:03:06,1402.0,,663,135.0,676.0,104.0,399.0,8587,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,109675.0,107764.0,arrow,conda-forge/arrow,,,30008078.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,1911.0,29906286.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4784255.0,1.0,,,,,,,,,,,,,,,,,, +56,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-05-30 13:05:16.135,2024-05-22 20:14:35,1767.0,17.0,3226,139.0,910.0,96.0,1241.0,6494,2024-01-08 22:11:24.000,29.0.0,94.0,195.0,39,True,1259.0,,kubernetes,conda-forge/kubernetes,,,33774203.0,https://pypi.org/project/kubernetes,2024-05-22 00:57:45.000,1259.0,33763884.0,https://anaconda.org/conda-forge/kubernetes,2024-05-30 13:05:16.135,495328.0,2.0,,,,,,,,,,,,,,,,,, +57,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-04-24 15:32:09.000,2024-03-10 11:56:26,4154.0,13.0,1224,137.0,1122.0,382.0,1346.0,4171,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,39,True,24474.0,24087.0,mongoengine,conda-forge/mongoengine,,,1118863.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,387.0,1113078.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,248796.0,2.0,,,,,,,,,,,,,,,,,, +58,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-05-29 15:30:50.000,2024-05-22 15:54:31,1666.0,22.0,266,43.0,539.0,24.0,286.0,3517,2024-01-08 15:47:19.000,10.2.0,45.0,116.0,39,True,227305.0,223878.0,more-itertools,conda-forge/more-itertools,,2964.0,79985623.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,3427.0,79667938.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,14929664.0,1.0,,,,,,,,,,,,,,,,,, +59,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-05-26 17:47:31.000,2024-05-12 08:30:43,2891.0,3.0,473,63.0,220.0,62.0,515.0,2695,2024-01-10 11:31:14.000,3.20.0,49.0,149.0,39,True,98610.0,97300.0,pycryptodomex,conda-forge/pycryptodomex,,531.0,34709377.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1310.0,34673303.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1659222.0,2.0,,,,,,,,,,,,,,,,,, +60,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-05-14 19:45:42.894,2024-05-13 18:58:19,2173.0,75.0,148,22.0,168.0,65.0,450.0,1205,2024-05-13 19:02:36.000,25.2.1,198.0,122.0,39,True,121764.0,118940.0,keyring,conda-forge/keyring,,,53614463.0,https://pypi.org/project/keyring,2024-05-13 19:02:24.000,2824.0,53510853.0,https://anaconda.org/conda-forge/keyring,2024-05-14 19:45:42.894,4766069.0,2.0,,,,,,,,,,,,,,,,,, +61,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-05-30 12:59:06.000,2024-05-29 22:07:21,1842.0,60.0,284,52.0,1273.0,50.0,609.0,716,2024-05-21 20:56:16.000,3.23.1,166.0,157.0,39,True,30465.0,29595.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,45937773.0,https://pypi.org/project/google-cloud-bigquery,2024-05-21 20:56:16.000,870.0,45875162.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-05-22 08:03:10.174,2880115.0,2.0,,,,,,,,,,,,,,,,,, +62,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-05-30 11:12:10.000,2024-05-28 18:45:14,3231.0,76.0,872,105.0,1790.0,259.0,1553.0,9410,2024-05-27 16:32:42.000,0.19.6,53.0,227.0,38,True,2510.0,2402.0,kedro,,,,527938.0,https://pypi.org/project/kedro,2024-05-27 16:32:42.000,108.0,527938.0,,,,2.0,,,,,,,,,,,,,,,,,, +63,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-05-30 12:14:35.000,2024-05-30 12:14:34,6727.0,147.0,1513,137.0,4572.0,526.0,4695.0,9047,2024-05-22 23:12:43.000,1.8.1,258.0,316.0,38,True,5069.0,5034.0,dbt,conda-forge/dbt,,4060.0,56628.0,https://pypi.org/project/dbt,2024-05-28 13:25:44.000,35.0,53485.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,260160.0,2.0,,,,,,,,,,,,,,dbt,,,, +64,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-05-09 16:57:36.000,2024-04-29 04:31:22,365.0,4.0,407,35.0,240.0,55.0,236.0,7196,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,812216.0,803139.0,python-dotenv,conda-forge/python-dotenv,,,67221354.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,9077.0,67146440.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3446048.0,1.0,,,,,,,,,,,,,,,,,, +65,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-05-22 00:11:03.000,2024-05-03 14:44:05,656.0,19.0,196,34.0,95.0,6.0,386.0,5668,2024-05-03 15:08:37.000,3.10.3,126.0,22.0,38,True,97714.0,95336.0,orjson,conda-forge/orjson,,,30232794.0,https://pypi.org/project/orjson,2024-05-03 14:49:49.000,2378.0,30206690.0,https://anaconda.org/conda-forge/orjson,2024-05-03 21:12:04.785,1253035.0,2.0,,,,,,,,,,,,,,,,,, +66,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-05-30 12:54:41.000,2024-05-29 21:38:23,8159.0,452.0,538,82.0,6234.0,270.0,2633.0,4351,2024-04-30 18:01:25.000,9.0.0,94.0,304.0,38,True,1610.0,1543.0,ibis-framework,conda-forge/ibis-framework,,147.0,193943.0,https://pypi.org/project/ibis-framework,2024-05-26 00:02:28.000,67.0,186657.0,https://anaconda.org/conda-forge/ibis-framework,2024-05-13 17:19:49.424,342218.0,2.0,,,,,,,,,,,,,,,,,, +67,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-05-30 13:26:39.000,2024-05-30 01:35:02,5646.0,97.0,1084,240.0,1644.0,5.0,,4066,2024-05-07 20:50:20.000,4.7.2,141.0,213.0,38,True,3957.0,,pymongo,conda-forge/pymongo,,,29014833.0,https://pypi.org/project/pymongo,2024-05-07 20:39:07.000,3957.0,28976346.0,https://anaconda.org/conda-forge/pymongo,2024-05-09 02:28:41.884,1770434.0,2.0,,,,,,,,,,,,,,,,,, +68,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-05-28 19:27:57.000,2024-05-28 15:33:35,2459.0,82.0,669,60.0,1627.0,36.0,1085.0,3823,2024-04-22 18:24:00.000,3.7.3,151.0,151.0,38,True,1695.0,1600.0,awswrangler,conda-forge/awswrangler,['pandas'],237880.0,45501012.0,https://pypi.org/project/awswrangler,2024-04-22 18:15:52.000,95.0,45486353.0,https://anaconda.org/conda-forge/awswrangler,2024-04-22 19:59:53.792,496032.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +69,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-04-26 07:21:12.000,2024-02-15 22:26:05,3081.0,,497,72.0,306.0,26.0,1275.0,3237,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,38,False,741019.0,737575.0,psycopg2,psycopg2,,,16115558.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,3410.0,16112743.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,287172.0,2.0,,,,,,,,,,,,,,,34.0,,, +70,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-05-11 19:07:57.000,2024-04-15 12:45:13,557.0,5.0,596,95.0,181.0,33.0,324.0,3151,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,819811.0,817763.0,pycparser,conda-forge/pycparser,,,241936089.0,https://pypi.org/project/pycparser,2024-03-30 13:22:20.000,2048.0,241101159.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,39241747.0,2.0,,,,,,,,,,,,,,,,,, +71,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-05-29 10:27:06.000,2023-11-25 05:24:37,1628.0,,475,90.0,310.0,157.0,329.0,2544,2023-11-25 06:56:14.000,4.9.0,20.0,107.0,38,True,385979.0,384379.0,pexpect,conda-forge/pexpect,,4374.0,71837789.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,1600.0,71392781.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,19133893.0,1.0,,,,,,,,,,,,,,,,,, +72,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-04-24 20:13:28.000,2024-04-24 20:13:10,1807.0,13.0,229,20.0,152.0,111.0,951.0,2523,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,38,True,223665.0,222225.0,alembic,conda-forge/alembic,,,39765048.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,1440.0,39659512.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4643586.0,2.0,,,,,,,,,,,,,,,,,, +73,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-05-29 13:01:01.000,2023-11-14 16:25:37,322.0,,495,54.0,270.0,284.0,328.0,2449,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1234126.0,1197671.0,pyyaml,conda-forge/pyyaml,,,321219849.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,36455.0,320196551.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,45025153.0,1.0,,,,,,,,,,,,,,,,,, +74,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-05-28 15:21:06.000,2023-12-21 21:58:06,987.0,,239,53.0,162.0,31.0,218.0,1602,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,38,True,385541.0,384428.0,greenlet,conda-forge/greenlet,,,97984424.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,1113.0,97774091.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9885675.0,1.0,,,,,,,,,,,,,,,,,, +75,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-04-13 08:53:37.000,2024-02-21 11:36:09,1947.0,,285,38.0,247.0,183.0,212.0,1169,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,38,True,332328.0,326789.0,future,conda-forge/future,,,41688662.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,5539.0,41379410.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,13297874.0,1.0,,,,,,,,,,,,,,,,,, +76,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-05-27 03:56:34.000,2024-05-27 03:56:27,653.0,52.0,153,26.0,674.0,7.0,132.0,1153,2024-05-04 04:12:07.000,4.1.3,24.0,32.0,38,True,226515.0,225246.0,bcrypt,conda-forge/bcrypt,,,60025481.0,https://pypi.org/project/bcrypt,2024-05-04 04:12:07.000,1269.0,59914892.0,https://anaconda.org/conda-forge/bcrypt,2024-05-17 19:12:47.811,4976547.0,3.0,,,,,,,,,,,,,,,,,, +77,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-04-19 14:02:08.415,2024-04-19 11:11:32,2009.0,5.0,197,28.0,610.0,100.0,201.0,604,2024-04-19 11:11:54.000,5.14.3,53.0,118.0,38,True,443528.0,442210.0,traitlets,conda-forge/traitlets,,348.0,45382362.0,https://pypi.org/project/traitlets,2024-04-19 11:11:46.000,1318.0,44752282.0,https://anaconda.org/conda-forge/traitlets,2024-04-19 14:02:08.415,27722917.0,1.0,,,,,,,,,,,,,,,,,, +78,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-05-30 11:28:02.000,2024-05-20 08:18:49,4118.0,13.0,2375,473.0,2302.0,131.0,883.0,17409,2024-05-20 08:20:01.000,3.5.1,82.0,616.0,37,True,2573.0,2431.0,luigi,luigi,,,394924.0,https://pypi.org/project/luigi,2024-05-20 08:19:17.000,139.0,394778.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14456.0,2.0,,,,,,,,stable/luigi,,,,,,,3.0,,, +79,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-05-02 07:03:04.000,2024-04-17 10:22:21,7864.0,135.0,1176,335.0,248.0,,469.0,13452,2024-05-02 07:03:04.000,1.10.0,21.0,116.0,37,True,1090.0,1079.0,tink,,,1103.0,408974.0,https://pypi.org/project/tink,2024-05-02 07:03:04.000,8.0,408654.0,,,,3.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,3.0,307.0,,,,,,,,tink-crypto/tink,,,,, +80,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-05-19 18:57:50.000,2023-10-22 20:53:42,936.0,,531,226.0,259.0,105.0,259.0,10083,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,132543.0,131268.0,uvloop,conda-forge/uvloop,,441.0,16481282.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1275.0,16464514.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,720888.0,2.0,,,,,,,,,,,,,,,,,, +81,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-05-29 18:45:12.000,2024-05-29 16:02:15,2934.0,132.0,642,115.0,3154.0,701.0,3501.0,9523,2024-05-15 10:28:54.000,0.30.0,97.0,129.0,37,True,1557.0,1510.0,modin,conda-forge/modin-core,['pandas'],196841.0,1443720.0,https://pypi.org/project/modin,2024-05-15 10:21:13.000,47.0,1431305.0,https://anaconda.org/conda-forge/modin-core,2024-05-15 15:08:24.901,326520.0,2.0,,,,,,,,,,,,,,,,,, +82,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-05-30 13:27:32.000,2024-03-08 23:30:02,2179.0,1.0,1381,146.0,978.0,305.0,1196.0,5501,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26298.0,25617.0,kafka-python,conda-forge/kafka-python,,1840.0,13050020.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,681.0,13044754.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,441143.0,2.0,,,,,,,,,,,,,,,,,, +83,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-04-24 16:54:46.000,2024-01-24 03:22:09,1214.0,,255,82.0,354.0,123.0,143.0,4543,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,157179.0,155793.0,toolz,conda-forge/toolz,,,35466796.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,1386.0,35002770.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,20417156.0,2.0,,,,,,,,,,,,,,,,,, +84,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-05-29 14:01:11.000,2024-05-21 19:04:52,1087.0,40.0,798,426.0,471.0,48.0,1264.0,3784,2024-04-30 15:38:52.000,8.13.1,40.0,140.0,37,True,10711.0,10372.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,205.0,4442008.0,https://pypi.org/project/elasticsearch-dsl,2024-04-30 15:38:52.000,339.0,4441898.0,https://anaconda.org/anaconda/elasticsearch-dsl,2024-02-08 20:22:57.094,8492.0,2.0,,,,,,,,,,,,,,,,,, +85,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-05-23 01:00:28.000,2024-05-16 03:46:26,2771.0,19.0,1255,194.0,1262.0,174.0,1889.0,3459,2023-11-17 18:40:04.000,4.3.0,43.0,236.0,37,True,4535.0,4358.0,netmiko,,,,314447.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,177.0,314447.0,,,,3.0,,,,,,,,,,,,,,,,,, +86,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-05-24 01:59:34.000,2024-05-24 01:59:28,1014.0,3.0,173,23.0,166.0,182.0,335.0,2172,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,37,True,163461.0,160616.0,dill,conda-forge/dill,,291898.0,58787601.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,2845.0,58641789.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6745173.0,2.0,,,,,,,,,,,,,,,,,, +87,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-05-30 11:24:24.000,2024-05-08 16:40:11,863.0,13.0,201,60.0,112.0,6.0,368.0,2154,2024-04-02 09:09:24.000,2.10.0,54.0,76.0,37,True,76904.0,76048.0,numexpr,conda-forge/numexpr,,642.0,4037249.0,https://pypi.org/project/numexpr,2024-04-02 09:09:24.000,856.0,3864348.0,https://anaconda.org/conda-forge/numexpr,2024-05-27 12:32:10.396,8126043.0,2.0,,,,,,,,,,,,,,,,,, +88,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-05-20 14:35:46.452,2024-05-20 10:47:44,551.0,44.0,271,25.0,130.0,15.0,152.0,1834,2024-05-20 10:49:25.000,2.12.1,49.0,68.0,37,True,71924.0,70946.0,emoji,conda-forge/emoji,,,4068489.0,https://pypi.org/project/emoji,2024-05-20 10:49:25.000,978.0,4066836.0,https://anaconda.org/conda-forge/emoji,2024-05-20 14:35:46.452,74424.0,1.0,,,,,,,,,,,,,,,,,, +89,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-05-28 15:54:48.000,2024-05-28 15:54:47,987.0,32.0,128,27.0,353.0,60.0,293.0,1642,2024-05-26 22:02:16.000,4.4.0,52.0,51.0,37,True,303126.0,301663.0,anyio,conda-forge/anyio,,,71866570.0,https://pypi.org/project/anyio,2024-05-26 22:02:13.000,1463.0,71577026.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,13898157.0,2.0,,,,,,,,,,,,,,,,,, +90,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-05-22 09:55:41.000,2024-03-27 00:12:53,531.0,1.0,268,29.0,109.0,111.0,185.0,967,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2180128.0,2156201.0,six,conda-forge/six,,,319839473.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,23927.0,319259462.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,55681063.0,2.0,,,,,,,,,,,,,,,,,, +91,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,,1936,465.0,554.0,481.0,1312.0,14656,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,300.0,21.0,fabric,conda-forge/fabric,,,6431533.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,279.0,6429216.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,92703.0,3.0,,,,,,,,,,,,,,,,,, +92,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-05-30 03:55:21.000,2024-05-10 21:00:41,408.0,32.0,599,151.0,389.0,235.0,155.0,13257,2024-04-30 06:30:41.000,0.0.18,21.0,72.0,36,True,12662.0,12309.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1462825.0,https://pypi.org/project/sqlmodel,2024-04-30 06:30:41.000,353.0,1461884.0,https://anaconda.org/conda-forge/sqlmodel,2024-04-30 11:39:51.617,31053.0,2.0,,,,,,,,,,,,,,,,,, +93,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-05-25 18:41:59.000,2024-05-25 18:40:33,398.0,3.0,948,211.0,189.0,156.0,300.0,11554,2024-05-25 18:41:59.000,1.2.2,27.0,60.0,36,True,35732.0,35080.0,schedule,conda-forge/schedule,,,2308826.0,https://pypi.org/project/schedule,2024-05-25 18:41:59.000,652.0,2307391.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,57418.0,3.0,,,,,,2.0,,,,,,,,,,,, +94,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-05-22 15:17:31.000,2024-05-22 15:17:17,2439.0,5.0,1231,231.0,483.0,161.0,1024.0,8267,2022-12-24 01:04:06.789,4.2.5,51.0,178.0,36,True,10816.0,10696.0,supervisor,conda-forge/supervisor,,,1550579.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,120.0,1543436.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,307189.0,2.0,,,,,,,,,,,,,,,,,, +95,docopt,docopt/docopt,Create *beautiful* command-line interfaces with Python.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-05-22 11:23:25.000,2018-08-27 18:02:16,447.0,,562,162.0,112.0,265.0,187.0,7896,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,121826.0,118554.0,docopt,conda-forge/docopt,,,11169892.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,3272.0,11148114.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2112549.0,2.0,,,,,,,,,,,,,,,,,, +96,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-05-24 15:13:02.787,2024-05-23 16:04:24,1466.0,2.0,682,134.0,395.0,190.0,461.0,6314,2024-05-23 16:13:30.000,4.0.1,48.0,148.0,36,True,152152.0,149799.0,watchdog,conda-forge/watchdog,,,21496372.0,https://pypi.org/project/watchdog,2024-05-23 16:11:28.000,2353.0,21433418.0,https://anaconda.org/conda-forge/watchdog,2024-05-24 15:13:02.787,2958874.0,2.0,,,,,,,,,,,,,,,,,, +97,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-05-24 16:22:17.000,2023-12-16 21:30:31,835.0,,362,68.0,291.0,242.0,322.0,6095,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,36,True,29047.0,27844.0,pendulum,conda-forge/pendulum,,649.0,44472067.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1203.0,44450391.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,996858.0,2.0,,,,,,,,,,,,,,,,,, +98,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-04-05 19:03:54.000,2024-04-05 19:03:54,1198.0,9.0,586,135.0,337.0,32.0,227.0,4537,2024-04-04 13:55:31.000,3.6.1,47.0,127.0,36,True,97751.0,97580.0,tablib,conda-forge/tablib,,,1913191.0,https://pypi.org/project/tablib,2024-04-04 13:55:31.000,171.0,1910804.0,https://anaconda.org/conda-forge/tablib,2024-04-04 15:56:20.202,97879.0,1.0,,,,,,-1.0,,,,,,,,,,,, +99,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-05-03 10:55:12.000,2024-04-06 14:47:44,1377.0,1.0,624,116.0,131.0,15.0,930.0,3515,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,36,True,79166.0,77543.0,xlsxwriter,conda-forge/xlsxwriter,,,20901305.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,1623.0,20833350.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3261884.0,3.0,,,,,,-1.0,,,,,,,,,,,, +100,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-04-30 12:53:13.000,2023-12-01 12:49:19,374.0,,242,47.0,146.0,118.0,141.0,3454,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,975548.0,964780.0,colorama,conda-forge/colorama,,,172316723.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,10768.0,171996745.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,31037875.0,2.0,,,,,,,,,,,,,,,,,, +101,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-05-29 13:42:19.000,2024-05-29 09:54:10,2707.0,22.0,485,123.0,575.0,345.0,1523.0,2863,2024-05-23 15:55:41.000,0.31.3,165.0,65.0,36,True,31571.0,31424.0,xlwings,conda-forge/xlwings,,17383.0,169312.0,https://pypi.org/project/xlwings,2024-05-23 15:55:41.000,147.0,153050.0,https://anaconda.org/conda-forge/xlwings,2024-05-24 09:54:19.769,764574.0,1.0,,,,,,,,,,,,,,,,,, +102,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-05-17 22:54:29.000,2024-04-08 22:57:11,1121.0,31.0,214,26.0,174.0,60.0,227.0,1924,2024-04-08 22:59:21.000,7.0.1,78.0,81.0,36,True,11563.0,10736.0,deepdiff,conda-forge/deepdiff,,,11596707.0,https://pypi.org/project/deepdiff,2024-04-08 22:59:21.000,827.0,11587470.0,https://anaconda.org/conda-forge/deepdiff,2024-04-09 14:12:56.546,434140.0,1.0,,,,,,,,,,,,,,,,,, +103,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-05-30 12:30:05.000,2024-05-29 15:00:52,1914.0,51.0,258,44.0,1090.0,329.0,435.0,1363,2024-05-26 19:23:22.000,2.18.2,79.0,98.0,36,True,4750.0,3858.0,zarr,conda-forge/zarr,,,692227.0,https://pypi.org/project/zarr,2024-05-26 19:23:22.000,892.0,625092.0,https://anaconda.org/conda-forge/zarr,2024-05-27 03:18:32.697,3088235.0,2.0,,,,,,,,,,,,,,,,,, +104,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-05-25 11:00:13.000,2024-05-20 20:25:34,1507.0,94.0,167,33.0,188.0,71.0,244.0,1222,2024-04-11 09:05:40.000,3.0.4,42.0,76.0,36,True,1242.0,,jsonpickle,conda-forge/jsonpickle,,,12137163.0,https://pypi.org/project/jsonpickle,2024-04-11 09:05:40.000,1242.0,12090364.0,https://anaconda.org/conda-forge/jsonpickle,2024-04-11 14:48:35.125,1731596.0,2.0,,,,,,,,,,,,,,,,,, +105,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-05-17 15:39:23.000,2024-03-22 15:16:53,1393.0,7.0,319,33.0,337.0,201.0,240.0,1219,2024-03-24 15:17:24.000,0.41.2,215.0,120.0,36,True,31158.0,30302.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,6929503.0,https://pypi.org/project/sqlalchemy-utils,2024-03-24 15:17:24.000,856.0,6917409.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,580513.0,2.0,,,,,,,,,,,,,,,,,, +106,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-05-16 13:47:18.283,2024-05-15 15:05:03,1042.0,14.0,266,19.0,411.0,135.0,330.0,824,2024-05-15 15:05:51.000,2024.5.0,70.0,139.0,36,True,19152.0,18204.0,s3fs,conda-forge/s3fs,,,260380756.0,https://pypi.org/project/s3fs,2024-05-15 15:05:51.000,948.0,260228517.0,https://anaconda.org/conda-forge/s3fs,2024-05-16 13:47:18.283,6850778.0,2.0,,,,,,,,,,,,,,,,,, +107,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-05-25 16:37:15.000,2024-05-25 16:37:13,91.0,62.0,1828,229.0,3082.0,727.0,2878.0,13198,2024-04-01 17:47:56.000,5.0.4,185.0,19.0,35,False,12264.0,11738.0,pysimplegui,conda-forge/pysimplegui,,,811113.0,https://pypi.org/project/pysimplegui,2024-04-01 17:47:56.000,526.0,808502.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,148851.0,2.0,,,,,,,,,,,,,,,,,, +108,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-04-28 21:53:43.000,2024-04-28 21:53:40,1562.0,27.0,347,140.0,205.0,70.0,109.0,6441,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7548.0,7201.0,boltons,conda-forge/boltons,,30.0,4375439.0,https://pypi.org/project/boltons,2024-03-31 21:24:05.000,347.0,4270604.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4927276.0,2.0,,,,,,,,,,,,,,,,,, +109,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-05-18 17:32:54.000,2024-05-03 21:43:51,225.0,4.0,461,106.0,101.0,95.0,164.0,5398,2022-05-08 07:00:02.000,0.13.0,29.0,51.0,35,True,69643.0,66785.0,xmltodict,conda-forge/xmltodict,,,46463072.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,2858.0,46420525.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3956941.0,2.0,,,,,,,,,,,,,,,,,, +110,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-05-29 16:12:48.000,2024-05-29 16:12:02,1241.0,47.0,350,44.0,526.0,541.0,535.0,4302,2024-05-25 15:20:22.000,0.21.2,155.0,134.0,35,True,7879.0,7720.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,138647.0,https://pypi.org/project/tortoise-orm,2024-05-25 15:20:22.000,159.0,138121.0,https://anaconda.org/conda-forge/tortoise-orm,2024-05-28 18:08:34.830,18411.0,2.0,,,,,,,,,,,,,,,,,, +111,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-05-20 19:25:28.000,2024-04-16 21:51:23,517.0,3.0,553,122.0,232.0,54.0,1001.0,2869,2024-02-05 17:00:57.000,5.1.0,64.0,59.0,35,False,58354.0,57388.0,pyodbc,conda-forge/pyodbc,,,25210554.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,966.0,25179499.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1335399.0,2.0,,,,,,,,,,,,,,,,,, +112,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-05-29 07:43:12.000,2024-05-26 08:21:47,344.0,13.0,274,46.0,123.0,17.0,193.0,2562,2022-06-07 20:16:57.000,0.4.27,28.0,63.0,35,True,59178.0,57764.0,python-magic,conda-forge/python-magic,,,9058597.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,1414.0,9052551.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,259988.0,2.0,,,,,,,,,,,,,,,,,, +113,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,,428,55.0,312.0,11.0,325.0,2418,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,35,True,166454.0,165658.0,mysqlclient,conda-forge/mysqlclient,,5295.0,7994711.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,796.0,7986698.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,366000.0,2.0,,,,,,,,,,,,,,,,,, +114,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-05-24 17:22:03.000,2024-05-24 17:22:03,1800.0,20.0,209,92.0,277.0,,,2343,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,91185.0,90635.0,motor,conda-forge/motor,,,1948234.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,550.0,1946653.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,68008.0,2.0,,,,,,,,,,,,,,,,,, +115,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-05-22 15:53:04.000,2024-05-20 13:54:43,1591.0,1.0,477,46.0,645.0,363.0,427.0,2259,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,35,True,10015.0,,python-dateutil,conda-forge/python-dateutil,,35116.0,364563966.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,10015.0,362874091.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,57444928.0,2.0,,,,,,-2.0,,,,,,,,,,,, +116,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-04-25 20:31:00.000,2023-10-25 20:31:08,725.0,,141,40.0,115.0,26.0,151.0,1990,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,35,True,340634.0,339628.0,pyrsistent,conda-forge/pyrsistent,,,41147278.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,1006.0,40696689.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20727096.0,1.0,,,,,,,,,,,,,,,,,, +117,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-05-14 07:22:59.591,2024-05-07 13:01:54,887.0,16.0,223,47.0,308.0,4.0,289.0,1853,2024-03-01 12:34:50.000,1.0.8,25.0,79.0,35,True,1891.0,,msgpack,conda-forge/msgpack-python,,1316.0,74151789.0,https://pypi.org/project/msgpack,2024-05-07 15:21:53.000,1891.0,73780099.0,https://anaconda.org/conda-forge/msgpack-python,2024-05-14 07:22:59.591,15981956.0,2.0,,,,,,,,,,,,,,,,,, +118,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-05-12 21:49:06.000,2024-05-12 21:49:06,772.0,6.0,124,35.0,221.0,53.0,213.0,1379,2024-04-14 21:26:49.000,3.3.0,127.0,73.0,35,True,54320.0,53011.0,argcomplete,conda-forge/argcomplete,,362.0,28391786.0,https://pypi.org/project/argcomplete,2024-04-14 21:26:49.000,1309.0,28356198.0,https://anaconda.org/conda-forge/argcomplete,2024-04-15 20:41:57.799,1636938.0,2.0,,,,,,,,,,,,,,,,,, +119,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-05-12 09:27:24.000,2024-04-17 03:25:22,1331.0,51.0,191,51.0,211.0,87.0,374.0,1211,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3709.0,3665.0,petl,conda-forge/petl,,,1608877.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,44.0,1603983.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,230055.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +120,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-04-23 17:16:34.000,2024-04-16 03:31:16,792.0,7.0,211,41.0,122.0,149.0,272.0,1150,2020-01-25 14:40:31.000,0.10.9,32.0,41.0,35,True,40240.0,39956.0,py4j,conda-forge/py4j,,,50576636.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,284.0,50515087.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5724139.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +121,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-05-28 10:59:44.567,2024-05-25 02:52:23,440.0,86.0,146,13.0,206.0,1.0,172.0,923,2024-05-25 02:59:11.000,0.28.3,53.0,54.0,35,True,127465.0,120391.0,validators,conda-forge/validators,,28.0,8331545.0,https://pypi.org/project/validators,2024-05-25 02:57:32.000,7074.0,8317622.0,https://anaconda.org/conda-forge/validators,2024-05-28 10:59:44.567,640386.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +122,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-05-27 16:50:20.000,2024-05-24 02:24:05,311.0,15.0,100,16.0,214.0,15.0,96.0,699,2024-04-29 15:59:29.000,3.14.0,69.0,46.0,35,True,445834.0,443760.0,filelock,conda-forge/filelock,,,140428718.0,https://pypi.org/project/filelock,2024-04-29 15:59:29.000,2074.0,140050311.0,https://anaconda.org/conda-forge/filelock,2024-04-29 20:37:42.891,18163555.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,, +123,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-04-15 19:31:54.296,2020-03-21 18:06:04,970.0,,112,33.0,105.0,59.0,68.0,239,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,504218.0,502608.0,pyasn1,conda-forge/pyasn1,,,211786267.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,1610.0,209972613.0,https://anaconda.org/conda-forge/pyasn1,2024-04-15 19:31:54.296,14509236.0,2.0,,,,,,,,,,,,,,,,,, +124,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-05-23 19:36:45.000,2024-05-23 19:36:10,615.0,11.0,127,19.0,244.0,51.0,36.0,200,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,35,True,288138.0,287470.0,s3transfer,conda-forge/s3transfer,,,334385940.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,668.0,333949971.0,https://anaconda.org/conda-forge/s3transfer,2024-03-15 10:11:00.171,18746682.0,2.0,,,,,,,,,,,,,,,,,, +125,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-05-27 01:31:23.000,2024-05-26 16:20:46,750.0,39.0,44,4.0,43.0,4.0,71.0,52,2024-05-26 16:27:11.000,3.19.0,53.0,28.0,35,False,685876.0,683633.0,zipp,conda-forge/zipp,,,207757978.0,https://pypi.org/project/zipp,2024-05-26 16:27:01.000,2243.0,206887761.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,38289589.0,2.0,,,,,,,,,,,,,,,,,, +126,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-03-13 16:46:44.000,2024-03-13 16:46:43,1468.0,3.0,494,134.0,236.0,7.0,470.0,6866,2023-08-14 08:32:59.000,2.0.0,44.0,98.0,34,True,15455.0,14736.0,sh,conda-forge/sh,,,7271592.0,https://pypi.org/project/sh,2023-08-10 01:31:28.000,719.0,7266848.0,https://anaconda.org/conda-forge/sh,2023-08-10 02:31:43.807,204011.0,3.0,,,,,,,,,,,,,,,,,, +127,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-05-24 09:49:28.000,2024-03-14 10:25:38,497.0,4.0,261,47.0,216.0,100.0,156.0,6117,2024-05-07 08:48:14.000,8.3.0,54.0,92.0,34,True,2350.0,,tenacity,conda-forge/tenacity,,,66482717.0,https://pypi.org/project/tenacity,2024-05-07 08:48:14.000,2350.0,66326825.0,https://anaconda.org/conda-forge/tenacity,2024-05-09 01:21:31.257,6703358.0,2.0,,,,,,,,,,,,,,,,,, +128,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2024-05-28 08:18:52.000,2024-05-28 08:18:52,1076.0,53.0,521,92.0,200.0,16.0,445.0,5434,2024-05-14 15:30:09.000,0.9.1,48.0,78.0,34,True,3643.0,3471.0,transitions,conda-forge/transitions,,,623488.0,https://pypi.org/project/transitions,2024-05-14 15:30:09.000,172.0,609626.0,https://anaconda.org/conda-forge/transitions,2024-05-14 19:08:25.982,651521.0,1.0,,,,,,,,,,,,,,,,,, +129,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-05-15 14:37:47.772,2024-05-13 11:09:20,921.0,10.0,363,87.0,283.0,27.0,319.0,4258,2024-05-14 02:00:27.000,5.10.0,38.0,88.0,34,True,2179.0,,ujson,conda-forge/ujson,,,19650498.0,https://pypi.org/project/ujson,2024-05-14 02:00:27.000,2179.0,19547894.0,https://anaconda.org/conda-forge/ujson,2024-05-15 14:37:47.772,4822415.0,3.0,,,,,,,,,,,,,,,,,, +130,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-05-12 10:49:37.021,2024-05-12 06:37:14,515.0,17.0,331,22.0,143.0,34.0,138.0,3980,2024-05-12 06:45:10.000,5.2.0,91.0,24.0,34,True,32012.0,31224.0,gdown,conda-forge/gdown,,,1502009.0,https://pypi.org/project/gdown,2024-05-12 06:45:10.000,788.0,1496031.0,https://anaconda.org/conda-forge/gdown,2024-05-12 10:49:37.021,281012.0,2.0,,,,,,,,,,,,,,,,,, +131,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-05-28 20:11:34.000,2024-05-28 20:11:34,562.0,5.0,786,72.0,437.0,107.0,442.0,3817,2024-02-14 15:55:57.000,0.20.0,50.0,148.0,34,True,1489.0,,prometheus_client,conda-forge/prometheus_client,,,35939478.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,1489.0,35596470.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,16464404.0,2.0,,,,,,,,,,,,,,,,,, +132,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-05-21 19:58:17.000,2024-03-01 17:30:12,335.0,,258,51.0,211.0,130.0,200.0,3717,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,23395.0,23236.0,databases,conda-forge/databases,,,660086.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,159.0,655176.0,https://anaconda.org/conda-forge/databases,2024-04-06 18:59:56.305,206243.0,2.0,,,,,,,,,,,,,,,,,, +133,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-05-28 16:33:26.000,2024-05-28 16:33:26,762.0,22.0,287,34.0,535.0,119.0,390.0,3564,2024-03-18 20:33:02.000,3.2.5,87.0,125.0,34,True,8922.0,8508.0,dynaconf,conda-forge/dynaconf,,,2942069.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,414.0,2940278.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,77029.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +134,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-05-17 16:19:13.446,2024-05-17 10:59:44,1655.0,22.0,411,87.0,114.0,10.0,172.0,3424,2024-05-17 11:12:25.000,8.13.37,246.0,31.0,34,True,533.0,,phonenumbers,conda-forge/phonenumbers,,,6848721.0,https://pypi.org/project/phonenumbers,2024-05-17 11:12:25.000,533.0,6823316.0,https://anaconda.org/conda-forge/phonenumbers,2024-05-17 16:19:13.446,914606.0,1.0,,,,,,,,,,,,,,,,,, +135,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2024-04-18 05:00:52.000,2023-10-23 15:11:13,1142.0,,237,50.0,267.0,19.0,334.0,3114,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16708.0,16051.0,cerberus,conda-forge/cerberus,,,4424539.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,657.0,4411569.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,376153.0,2.0,,,,,,,,,,,,,,,,,, +136,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-05-29 05:52:29.000,2024-05-08 22:44:21,1078.0,26.0,378,48.0,401.0,64.0,327.0,3102,2024-03-26 08:43:19.000,7.0.4,61.0,120.0,34,True,509.0,,smart-open,conda-forge/smart_open,,,25331392.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,509.0,25278482.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2433875.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,, +137,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-05-30 04:10:57.000,2024-05-20 17:07:37,1282.0,8.0,181,52.0,331.0,133.0,225.0,2761,2024-04-29 06:09:47.000,1.8.3,29.0,112.0,34,True,6726.0,6437.0,plumbum,conda-forge/plumbum,,,2976442.0,https://pypi.org/project/plumbum,2024-04-29 06:09:47.000,289.0,2950657.0,https://anaconda.org/conda-forge/plumbum,2024-04-29 08:13:36.172,1005620.0,3.0,,,,,,,,,,,,,,,,,, +138,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-04-08 15:27:15.000,2024-04-08 15:27:15,1517.0,2.0,466,133.0,572.0,323.0,379.0,2474,2023-11-17 10:47:56.000,1.2.0,30.0,139.0,34,True,29149.0,28134.0,dateparser,conda-forge/dateparser,,,7157827.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1015.0,7153152.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,219731.0,2.0,,,,,,,,,,,,,,,,,, +139,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-05-26 02:58:11.000,2024-04-26 15:15:44,1035.0,3.0,286,36.0,379.0,211.0,261.0,2396,2023-12-02 01:23:36.121,0.0.1,214.0,101.0,34,True,22012.0,21859.0,pypika,conda-forge/pypika,,,2970276.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,153.0,2969787.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,15179.0,2.0,,,,,,,,,,,,,,,,,, +140,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,334,65.0,124.0,22.0,181.0,1635,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,34,True,127517.0,124981.0,simplejson,conda-forge/simplejson,,6453.0,20355806.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,2536.0,20287233.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3288411.0,3.0,,,,,,,,,,,,,,,,,, +141,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-05-28 01:08:11.000,2024-05-28 01:08:11,819.0,75.0,224,59.0,544.0,153.0,649.0,1552,2019-06-19 22:31:20.000,3.7.4,16.0,102.0,34,True,3118.0,,typing,conda-forge/typing,,,9061608.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,3118.0,8998212.0,https://anaconda.org/conda-forge/typing,2024-05-17 14:58:09.969,3043023.0,2.0,,,,,,,,,,,,,,,,,, +142,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,,106,35.0,78.0,2.0,71.0,1463,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,34,True,85520.0,84149.0,python-slugify,conda-forge/python-slugify,,,19460793.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,1371.0,19416013.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,2059924.0,1.0,,,,,,,,,,,,,,,,,, +143,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-05-30 04:06:58.000,2024-05-30 04:06:58,6052.0,11.0,539,77.0,1129.0,15.0,,1377,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,34,True,7186.0,6992.0,cassandra-driver,conda-forge/cassandra-driver,,,1999112.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,194.0,1994383.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,212827.0,2.0,,,,,,,,,,,,,,,,,, +144,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-05-21 09:07:27.000,2024-05-21 09:07:19,4987.0,138.0,270,61.0,428.0,170.0,563.0,1279,2023-11-27 12:13:28.000,3.9.2,46.0,134.0,34,True,1341.0,,tables,conda-forge/pytables,,187.0,1162539.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,1341.0,1004561.0,https://anaconda.org/conda-forge/pytables,2024-04-11 01:09:49.952,7266925.0,2.0,,,,,,,,,,,,,,,,,, +145,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-04-30 14:10:04.000,2024-04-24 16:07:31,1049.0,53.0,100,22.0,95.0,28.0,89.0,927,2024-04-23 19:54:21.000,7.2.1,51.0,55.0,34,True,22257.0,21645.0,inflect,conda-forge/inflect,,,5907418.0,https://pypi.org/project/inflect,2024-04-23 19:54:08.000,612.0,5899346.0,https://anaconda.org/conda-forge/inflect,2024-04-23 20:49:31.710,379429.0,1.0,,,,,,,,,,,,,,,,,, +146,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-05-30 11:38:24.729,2024-05-30 05:45:14,1338.0,63.0,262,19.0,217.0,29.0,323.0,902,2024-05-30 04:09:29.000,1.5.42,153.0,60.0,34,True,7211.0,6569.0,fastcore,conda-forge/fastcore,,,1599844.0,https://pypi.org/project/fastcore,2024-05-30 04:09:29.000,642.0,1597192.0,https://anaconda.org/conda-forge/fastcore,2024-05-30 11:38:24.729,76933.0,2.0,,,,,,,,,,,,,,,,,, +147,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,106,24.0,58.0,16.0,93.0,815,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,34,True,576829.0,574776.0,decorator,conda-forge/decorator,,,107315792.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,2053.0,107021247.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,27687307.0,2.0,,,,,,,,,,,,,,,,,, +148,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,,85,13.0,36.0,33.0,55.0,316,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,34,True,1964670.0,1954080.0,pytz,conda-forge/pytz,,57.0,179113423.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,10590.0,177845515.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,53251344.0,2.0,,,,,,,,,,,,,,,,,, +149,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-05-20 13:16:17.000,2024-04-13 12:05:08,534.0,1.0,2243,388.0,482.0,376.0,189.0,35173,2023-10-30 14:16:37.000,0.23.4,45.0,138.0,33,True,1551.0,1484.0,diagrams,conda-forge/diagrams,,,1144655.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,67.0,1140739.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,188002.0,2.0,,,,,,,,,,,,,,,,,, +150,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-05-29 15:45:12.000,2024-05-28 00:58:37,15915.0,232.0,7382,731.0,6071.0,1802.0,3792.0,18501,2024-02-20 12:36:21.000,1.22.2,18.0,631.0,33,True,,,micropython-_markupbase,,,78818.0,973.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,,,,,,2.0,,,,,,,,,,,,,,,,,, +151,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-05-22 10:53:22.000,2024-04-13 19:23:34,2808.0,3.0,647,150.0,504.0,287.0,1024.0,12437,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,33,True,3095.0,2992.0,dearpygui,,,,41345.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,103.0,41345.0,,,,2.0,,,,,,,,,,,,,,,,,, +152,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-05-02 18:52:41.000,2024-04-03 21:42:43,1878.0,2.0,599,123.0,1306.0,277.0,1112.0,8304,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,33,True,23959.0,23948.0,hydra,conda-forge/hydra-core,,,29315.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,11.0,9986.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,985802.0,2.0,,,,,,,,,,,,,,,,,, +153,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-05-27 11:14:30.000,2024-05-25 05:11:29,8928.0,130.0,599,87.0,2370.0,53.0,397.0,7794,2024-05-25 03:30:08.000,3.9.8,154.0,130.0,33,True,2845.0,2841.0,hub,,,,4592.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,4.0,4592.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +154,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-05-22 03:40:57.000,2024-05-22 03:40:38,1970.0,39.0,601,128.0,338.0,29.0,879.0,5855,2024-05-01 19:52:25.000,2.0.0,42.0,108.0,33,True,1682.0,1643.0,csvkit,conda-forge/csvkit,,,149937.0,https://pypi.org/project/csvkit,2024-05-01 19:52:25.000,39.0,146813.0,https://anaconda.org/conda-forge/csvkit,2024-05-02 06:32:22.723,112487.0,2.0,,,,,,,,,,,,,,,,,, +155,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-05-30 13:33:04.000,2024-05-27 16:12:08,6517.0,194.0,402,40.0,2434.0,69.0,246.0,3706,2024-05-27 17:00:54.000,0.58.0,140.0,93.0,33,True,542.0,539.0,zenml,,,1.0,40322.0,https://pypi.org/project/zenml,2024-05-27 16:53:22.000,3.0,40322.0,,,,2.0,,,,,,,,,,,,,,,,,, +156,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-05-23 12:53:09.000,2024-05-14 02:30:43,720.0,76.0,281,18.0,714.0,319.0,470.0,3070,2024-05-14 04:45:14.000,0.19.3,91.0,131.0,33,True,1794.0,1611.0,pandera,conda-forge/pandera-core,['pandas'],,2079117.0,https://pypi.org/project/pandera,2024-05-14 04:45:14.000,183.0,2078211.0,https://anaconda.org/conda-forge/pandera-core,2024-05-08 14:40:29.941,39000.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +157,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-05-06 13:55:55.000,2024-05-06 13:55:55,438.0,8.0,211,54.0,155.0,96.0,82.0,2844,2024-05-04 10:56:13.000,0.7.7,27.0,69.0,33,True,10065.0,9320.0,schema,conda-forge/schema,,,17605011.0,https://pypi.org/project/schema,2024-05-04 10:56:13.000,745.0,17601308.0,https://anaconda.org/conda-forge/schema,2024-05-04 13:28:54.774,170362.0,2.0,,,,,,,,,,,,,,,,,, +158,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,,149,36.0,66.0,49.0,66.0,2570,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,33,True,149430.0,146919.0,aiofiles,conda-forge/aiofiles,,,18317932.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2511.0,18292818.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1079907.0,3.0,,,,,,,,,,,,,,,,,, +159,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-05-28 17:02:50.000,2024-05-28 16:56:59,305.0,9.0,159,27.0,70.0,12.0,233.0,2145,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,33,True,2443.0,,cachetools,conda-forge/cachetools,,,139214033.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,2443.0,138975275.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,11460396.0,1.0,,,,,,,,,,,,,,,,,, +160,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-05-23 12:22:47.000,2021-08-21 19:45:33,503.0,,436,96.0,163.0,3.0,,2138,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,222345.0,219330.0,xlrd,conda-forge/xlrd,,,23009587.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,3015.0,22965509.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3790720.0,2.0,,,,,,,,,,,,,,,,,, +161,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,174,35.0,161.0,56.0,88.0,2104,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,33,False,1410.0,,jmespath,conda-forge/jmespath,,,184113064.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,1410.0,183913290.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,18778818.0,3.0,,,,,,,,,,,,,,,,,, +162,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-05-29 12:44:15.000,2024-05-29 12:44:14,1499.0,78.0,168,20.0,1025.0,72.0,399.0,1727,2024-04-04 16:09:07.000,9.2.0,61.0,76.0,33,True,1100.0,987.0,copier,,,,368749.0,https://pypi.org/project/copier,2024-04-04 16:09:07.000,113.0,368749.0,,,,2.0,,,,,,,,,,,,,,,,,, +163,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-05-07 09:37:03.000,2024-05-07 09:37:02,543.0,6.0,85,23.0,318.0,32.0,75.0,1235,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,33,True,22120.0,21815.0,cleo,conda-forge/cleo,,,32577208.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,305.0,32560302.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,726994.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +164,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-05-27 22:08:08.000,2024-05-27 22:08:05,761.0,33.0,122,23.0,319.0,51.0,136.0,1180,2024-04-20 21:34:40.000,1.5.0,23.0,54.0,33,True,1993.0,,pluggy,conda-forge/pluggy,,,135942117.0,https://pypi.org/project/pluggy,2024-04-20 21:34:40.000,1993.0,135329400.0,https://anaconda.org/conda-forge/pluggy,2024-04-21 02:40:17.306,26346838.0,2.0,,,,,,,,,,,,,,,,,, +165,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-05-27 17:16:19.000,2024-05-27 17:16:06,1310.0,47.0,144,38.0,88.0,4.0,136.0,1088,2024-04-09 00:46:13.000,16.14.0,30.0,54.0,33,True,15183.0,14980.0,path,conda-forge/path,,,1398129.0,https://pypi.org/project/path,2024-04-09 00:46:03.000,203.0,1386790.0,https://anaconda.org/conda-forge/path,2024-04-15 23:12:51.805,544304.0,3.0,,,,,,,,,,,,,,,,,, +166,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-05-23 21:00:39.000,2024-05-23 19:49:47,1279.0,5.0,99,32.0,212.0,50.0,195.0,1013,2024-02-25 01:29:56.000,1.3.8,42.0,32.0,33,True,48412.0,47998.0,Bottleneck,conda-forge/bottleneck,,,1038879.0,https://pypi.org/project/Bottleneck,2024-05-23 21:00:39.000,414.0,943958.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,4081624.0,2.0,,,,,,,,,,,,,,,,,, +167,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-05-23 19:05:37.000,2024-05-15 09:50:27,1541.0,13.0,186,99.0,796.0,4.0,240.0,873,2024-04-26 12:44:18.000,4.4.12,136.0,43.0,33,True,9446.0,9385.0,neo4j-driver,conda-forge/neo4j-python-driver,,,141556.0,https://pypi.org/project/neo4j-driver,2024-04-26 12:39:55.000,61.0,137085.0,https://anaconda.org/conda-forge/neo4j-python-driver,2024-04-26 13:46:42.453,210178.0,3.0,,,,,,,,,,,,,,,,,, +168,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-05-01 09:06:29.000,2024-04-30 21:09:40,1179.0,8.0,308,32.0,858.0,8.0,547.0,783,2024-04-30 21:21:13.000,7.2.7,114.0,132.0,33,True,8147.0,7639.0,minio,conda-forge/minio,,,2582848.0,https://pypi.org/project/minio,2024-04-30 21:09:34.000,508.0,2579089.0,https://anaconda.org/conda-forge/minio,2024-05-01 07:15:23.489,169188.0,3.0,,,,,,,,,,,,,,,,,, +169,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-05-30 10:58:13.000,2024-05-29 19:40:40,414.0,19.0,119,60.0,433.0,37.0,309.0,424,2024-05-20 22:06:04.000,0.23.0,47.0,51.0,33,True,10341.0,10159.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,15861551.0,https://pypi.org/project/pandas-gbq,2024-05-20 22:06:04.000,182.0,15817444.0,https://anaconda.org/conda-forge/pandas-gbq,2024-03-22 20:48:08.228,1896435.0,3.0,,,,,,,,,,,,,,,,,, +170,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-05-21 06:20:27.000,2024-02-14 20:05:06,355.0,,56,14.0,74.0,19.0,40.0,378,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,553854.0,552292.0,wcwidth,conda-forge/wcwidth,,,64916567.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,1562.0,64378536.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,25287501.0,3.0,,,,,,,,,,,,,,,,,, +171,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-05-13 16:24:43.000,2023-11-03 12:31:26,810.0,,136,24.0,97.0,49.0,141.0,320,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,111129.0,110539.0,asn1crypto,conda-forge/asn1crypto,,,80655435.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,590.0,80553124.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8491853.0,3.0,,,,,,,,,,,,,,,,,, +172,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 12:46:10.232,2024-03-30 00:01:36,370.0,27.0,570,186.0,90.0,38.0,90.0,7109,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,32,True,1216.0,1170.0,records,conda-forge/records,,,205002.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,46.0,204288.0,https://anaconda.org/conda-forge/records,2024-03-30 12:46:10.232,25729.0,3.0,,,,,,,,,,,,,,,,,, +173,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-05-13 11:14:27.000,2023-07-24 18:53:19,697.0,,515,107.0,162.0,26.0,293.0,6578,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13873.0,13223.0,tinydb,conda-forge/tinydb,,,622405.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,650.0,618181.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,401318.0,2.0,,,,,,,,,,,,,,,,,, +174,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-05-30 11:36:23.000,2024-05-30 02:31:03,8702.0,411.0,650,84.0,1505.0,186.0,721.0,4143,2024-05-08 01:33:21.000,0.4.4,68.0,272.0,32,True,32.0,3.0,toga,,,3423.0,5655.0,https://pypi.org/project/toga,2024-05-08 01:33:21.000,24.0,5469.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,5.0,6.0,,,,,,,,,,,,, +175,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-05-09 19:42:05.505,2023-01-31 21:17:34,775.0,,429,78.0,71.0,396.0,196.0,3707,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,False,17616.0,16953.0,keyboard,conda-forge/keyboard,,,423991.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,663.0,423157.0,https://anaconda.org/conda-forge/keyboard,2024-05-09 19:42:05.505,29219.0,3.0,,,,,,,,,,,,,,,,,, +176,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-05-13 14:01:02.000,2022-12-19 03:14:24,1998.0,,281,53.0,207.0,217.0,359.0,3637,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3426.0,3236.0,dependency-injector,conda-forge/dependency_injector,,,1082014.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,190.0,1080584.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,45775.0,2.0,,,,,,,,,,,,,,,,,, +177,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-05-12 14:41:30.000,2023-09-25 09:31:59,4024.0,,240,87.0,82.0,316.0,332.0,3545,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4194.0,4029.0,pony,conda-forge/pony,,106.0,176245.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,165.0,173877.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,99481.0,3.0,,,,,,,,,,,,,,,,,, +178,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,355,318.0,1630.0,113.0,486.0,3322,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,32,True,371.0,340.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,2243916.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,31.0,2238266.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,338076.0,2.0,,,,,,,,,,,,,,,,,, +179,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,2.0,197,34.0,53.0,24.0,166.0,3256,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,32,True,1144.0,,sortedcontainers,conda-forge/sortedcontainers,,,56957172.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,1144.0,56823296.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12584413.0,1.0,,,,,,-2.0,,,,,,,,,,,, +180,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,672,142.0,454.0,143.0,402.0,2835,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,32,True,24386.0,24124.0,pandas-datareader,conda-forge/pandas-datareader,,,477294.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,262.0,473052.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,360652.0,2.0,,,,,,,,,,,,,,,,,, +181,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-05-28 09:48:44.000,2024-04-29 07:32:26,1448.0,2.0,221,44.0,1238.0,67.0,569.0,2797,2023-12-22 12:12:56.000,0.40.0,740.0,74.0,32,True,4418.0,4350.0,docarray,conda-forge/docarray,,,90683.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,68.0,85746.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,138255.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +182,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,,191,28.0,76.0,4.0,90.0,2697,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,True,131327.0,130679.0,python-decouple,conda-forge/python-decouple,,12.0,3799740.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,648.0,3798683.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,84592.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +183,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-05-29 21:12:31.000,2024-05-29 21:12:31,882.0,46.0,117,32.0,1108.0,11.0,414.0,2566,2024-05-14 02:49:22.000,1.4.0,335.0,34.0,32,True,265.0,258.0,whylogs,,,27.0,491053.0,https://pypi.org/project/whylogs,2024-05-22 20:22:08.000,7.0,491052.0,,,,2.0,,,,,,,,,,,,,,,,,, +184,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-05-29 18:50:28.000,2024-05-29 18:48:05,841.0,5.0,427,40.0,642.0,282.0,374.0,2383,2024-05-29 18:50:28.000,6.0.1,94.0,109.0,32,True,1780.0,1702.0,pynamodb,conda-forge/pynamodb,,,2276772.0,https://pypi.org/project/pynamodb,2024-05-29 18:50:28.000,78.0,2262491.0,https://anaconda.org/conda-forge/pynamodb,2024-01-17 22:46:37.252,642660.0,3.0,,,,,,,,,,,,,,,,,, +185,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-05-29 20:21:50.000,2024-04-27 13:42:34,10054.0,88.0,927,84.0,1806.0,85.0,125.0,2018,2023-08-10 08:07:04.000,3.8.0,71.0,478.0,32,True,163.0,,apache-libcloud,,,,183268.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,163.0,183268.0,,,,3.0,,,,,,,,,,,,,,,,,, +186,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-04-12 09:03:53.000,2023-11-10 08:22:03,735.0,,223,45.0,71.0,52.0,142.0,1988,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,32,True,2111.0,,wrapt,conda-forge/wrapt,,,144801818.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,2111.0,144446688.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,15270618.0,3.0,,,,,,,,,,,,,,,,,, +187,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-05-14 15:52:56.000,2024-02-29 16:59:55,1064.0,,98,18.0,587.0,109.0,448.0,1835,2022-12-08 21:01:02.889,2.3.0,148.0,34.0,32,True,31761.0,30850.0,omegaconf,conda-forge/omegaconf,,,9383474.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,911.0,9356709.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1391825.0,3.0,,,,,,,,,,,,,,,,,, +188,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,,214,36.0,261.0,40.0,211.0,1805,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,32,True,16545.0,16011.0,voluptuous,conda-forge/voluptuous,,,2566997.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,534.0,2558298.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,365380.0,2.0,,,,,,,,,,,,,,,,,, +189,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-05-15 08:43:51.000,2024-04-08 17:09:24,438.0,1.0,164,29.0,284.0,88.0,168.0,1587,2023-10-16 12:58:45.000,3.0.0,39.0,59.0,32,True,1598.0,,cloudpickle,conda-forge/cloudpickle,,27.0,43988589.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,1598.0,43616995.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,17093342.0,3.0,,,,,,,,,,,,,,,,,, +190,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-05-19 22:19:44.000,2024-01-14 23:04:32,1101.0,,220,47.0,182.0,61.0,337.0,1488,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2583.0,2507.0,pygsheets,,,,1788868.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,76.0,1788868.0,,,,3.0,,,,,,,,,,,,,,,,,, +191,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-05-22 18:00:23.000,2024-05-04 19:01:20,698.0,11.0,63,16.0,249.0,2.0,60.0,1424,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,32,True,26296.0,25861.0,bidict,conda-forge/bidict,,53.0,3692195.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,435.0,3683282.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,410041.0,1.0,,,,,,,,,,,,,,,,,, +192,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-05-21 12:42:50.713,2024-04-12 00:47:41,2339.0,48.0,440,,,,,1352,2023-06-21 16:43:02.350,0.27.1,77.0,228.0,32,True,318.0,,holidays,conda-forge/holidays,,,7313755.0,https://pypi.org/project/holidays,2024-05-20 20:21:29.000,318.0,7230028.0,https://anaconda.org/conda-forge/holidays,2024-05-21 12:42:50.713,3851471.0,3.0,,,,,,,,,,,,,,,,,, +193,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,178,30.0,95.0,65.0,142.0,1189,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,32,True,7477.0,7152.0,sshtunnel,conda-forge/sshtunnel,,,13907305.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,325.0,13905678.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,149724.0,3.0,,,,,,,,,,,,,,,,,, +194,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-05-20 23:14:49.000,2024-04-19 23:37:00,1357.0,11.0,95,20.0,830.0,23.0,133.0,396,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,32,True,1309.0,,multidict,conda-forge/multidict,,6729.0,109593778.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,1309.0,109301760.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,12553747.0,1.0,,,,,,,,,,,,,,,,,, +195,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-05-28 15:59:07.000,2024-04-24 15:42:34,948.0,51.0,43,12.0,64.0,3.0,244.0,58,2024-03-21 13:42:43.000,6.4.0,73.0,44.0,32,False,3224.0,,importlib-resources,conda-forge/importlib_resources,,,82677753.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,3224.0,82247058.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,20673406.0,2.0,,,,,,,,,,,,,,,,,, +196,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-05-02 08:06:02.000,2023-03-04 17:45:05,299.0,,565,134.0,195.0,187.0,347.0,6212,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7542.0,7456.0,eel,,,,71400.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,71400.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,, +197,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-05-02 18:39:42.000,2024-02-27 23:05:17,2693.0,,857,168.0,746.0,19.0,963.0,5722,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,537.0,519.0,snorkel,conda-forge/snorkel,,1090.0,37150.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,18.0,35841.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,49315.0,2.0,,,,,,,,,,,,,,,,,, +198,pyinfra,Fizzadar/pyinfra,pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-05-30 09:12:52.000,2024-05-27 11:23:38,4008.0,53.0,349,39.0,363.0,158.0,561.0,3533,2024-02-25 20:40:20.000,2.9.2,215.0,115.0,31,True,133.0,117.0,pyinfra,,,,23283.0,https://pypi.org/project/pyinfra,2024-05-04 19:21:18.000,16.0,23283.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +199,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-05-29 15:06:06.000,2024-05-29 15:06:05,1814.0,46.0,105,45.0,1433.0,66.0,354.0,3331,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,613.0,554.0,returns,conda-forge/returns,,,171200.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,170938.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,9465.0,3.0,,,,,,,,,,,,,,,,,, +200,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3180,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9251.0,9238.0,blaze,conda-forge/blaze,,,51978.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,13.0,49471.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,203079.0,3.0,,,,,,,,,,,,,,,,,, +201,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,591,111.0,921.0,212.0,1093.0,2612,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1468.0,1465.0,mrjob,conda-forge/mrjob,,,131930.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,3.0,126202.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,527030.0,2.0,,,,,,,,,,,,,,,,,, +202,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-05-28 16:06:38.000,2024-05-28 13:48:40,1631.0,117.0,287,41.0,781.0,147.0,1059.0,2169,2024-05-16 15:25:53.000,1.13.1,133.0,50.0,31,False,449.0,408.0,sdv,conda-forge/sdv,,,57228.0,https://pypi.org/project/sdv,2024-05-16 15:21:43.000,41.0,56543.0,https://anaconda.org/conda-forge/sdv,2024-05-17 03:33:39.818,19866.0,2.0,,,,,,,,,,,,,,,,,, +203,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,252,50.0,149.0,62.0,85.0,2097,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,31,True,5331.0,6.0,chardet,conda-forge/chardet,,,67659573.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,5320.0,67129502.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,23321169.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,5.0,45.0,,,,,,,,,,,,, +204,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-05-27 21:55:59.000,2024-05-01 20:17:58,392.0,16.0,158,34.0,243.0,66.0,152.0,1974,2024-05-01 22:00:25.000,0.26.0,61.0,61.0,31,True,642.0,611.0,arq,conda-forge/arq,,,98827.0,https://pypi.org/project/arq,2024-05-01 22:00:25.000,31.0,98548.0,https://anaconda.org/conda-forge/arq,2024-05-02 10:28:47.704,10334.0,2.0,,,,,,,,,,,,,,,,,, +205,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2024-04-18 21:45:06.000,2024-04-17 13:14:43,976.0,4.0,518,94.0,404.0,167.0,379.0,1679,2024-04-18 21:45:06.000,5.3.2,55.0,142.0,31,True,347.0,,influxdb,conda-forge/influxdb,,,2262677.0,https://pypi.org/project/influxdb,2024-04-18 21:45:06.000,347.0,2259732.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,144323.0,3.0,,,,,,,,,,,,,,,,,, +206,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,96,67.0,94.0,50.0,59.0,1033,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,False,290946.0,286630.0,appdirs,conda-forge/appdirs,,,22873570.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,4316.0,22767237.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10420726.0,3.0,,,,,,,,,,,,,,,,,, +207,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-05-28 20:53:06.000,2024-05-28 20:53:05,2194.0,42.0,140,41.0,439.0,104.0,269.0,988,2024-04-24 15:26:55.000,2.0.5,35.0,89.0,31,True,2527.0,2359.0,intake,conda-forge/intake,,,84218.0,https://pypi.org/project/intake,2024-04-24 15:26:55.000,168.0,71791.0,https://anaconda.org/conda-forge/intake,2024-04-24 22:56:59.849,584073.0,2.0,,,,,,,,,,,,,,,,,, +208,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,125,24.0,72.0,28.0,162.0,910,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,31,True,19701.0,19221.0,anytree,conda-forge/anytree,,,1428130.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,480.0,1427318.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,39795.0,2.0,,,,,,,,,,,,,,,,,, +209,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2024-05-08 02:34:02.000,2024-05-08 02:33:12,1179.0,1.0,357,75.0,22.0,26.0,620.0,877,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8737.0,8320.0,cx-Oracle,conda-forge/cx_oracle,,,3922064.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,417.0,3909501.0,https://anaconda.org/conda-forge/cx_oracle,2023-09-24 12:56:34.597,577932.0,3.0,,,,,,,,,,,,,,,,,, +210,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-05-22 22:29:24.000,2024-05-15 22:33:04,890.0,15.0,68,19.0,492.0,160.0,295.0,401,2024-03-22 08:44:21.000,2.1.0,94.0,37.0,31,True,11372.0,11218.0,param,conda-forge/param,,,630229.0,https://pypi.org/project/param,2024-05-02 08:43:05.000,154.0,593362.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1585304.0,3.0,,,,,,,,,,,,,,,,,, +211,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,59,7.0,76.0,3.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,167511.0,165920.0,tzlocal,conda-forge/tzlocal,,,47311084.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,1591.0,47229748.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2684095.0,3.0,,,,,,,,,,,,,,,,,, +212,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-05-30 00:06:34.000,2024-05-30 00:06:05,815.0,16.0,51,47.0,744.0,45.0,191.0,63,2024-04-15 17:56:33.000,2.23.1,78.0,72.0,31,False,3652.0,3625.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,9561351.0,https://pypi.org/project/google-cloud-bigtable,2024-04-15 17:56:33.000,27.0,9558452.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2024-04-16 08:52:17.559,113080.0,3.0,,,,,,,,,,,,,,,,,, +213,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-04-05 06:36:49.000,2023-07-21 10:40:58,3636.0,,589,143.0,970.0,532.0,775.0,8189,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,809.0,758.0,vaex,conda-forge/vaex,,280.0,24526.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,51.0,22478.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,186246.0,3.0,,,,,,,,,,,,,,,,,, +214,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,101.0,139.0,39.0,263.0,4721,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4025.0,3897.0,dataset,conda-forge/dataset,,,118555.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,128.0,118324.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8797.0,3.0,,,,,,,,,,,,,,,,,, +215,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-05-01 10:07:23.000,2024-05-01 10:07:23,995.0,3.0,141,71.0,75.0,9.0,72.0,3289,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,11489.0,11122.0,funcy,conda-forge/funcy,,,1526012.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,367.0,1521099.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,432371.0,3.0,,,,,,,,,,,,,,,,,, +216,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,239.0,2576,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1758.0,1616.0,schematics,conda-forge/schematics,,,327761.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,142.0,327308.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26282.0,3.0,,,,,,,,,,,,,,,,,, +217,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-05-28 06:41:09.000,2024-03-26 19:24:40,237.0,4.0,287,48.0,78.0,50.0,115.0,2371,2023-10-03 10:00:24.000,1.6.4,86.0,30.0,30,True,1287.0,1243.0,datasketch,,,27.0,2908254.0,https://pypi.org/project/datasketch,2023-10-03 10:00:24.000,44.0,2908254.0,,,,3.0,,,,,,,,,,,,,,,,,, +218,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2024-04-15 23:37:20.000,2022-10-18 10:59:07,785.0,,173,42.0,219.0,108.0,274.0,1958,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,395.0,,fs,conda-forge/fs,,,3022936.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,395.0,3013606.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,746439.0,3.0,,,,,,,,,,,,,,,,,, +219,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1674,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,30,False,1131.0,,humanize,conda-forge/humanize,,,8489582.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,1131.0,8477672.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,559813.0,3.0,,,,,,,,,,,,,,,,,, +220,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-05-30 09:24:58.000,2024-01-12 09:43:33,550.0,,85,23.0,238.0,54.0,99.0,1438,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,13089.0,12428.0,questionary,conda-forge/questionary,,,1973403.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,661.0,1971562.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,75500.0,3.0,,,,,,,,,,,,,,,,,, +221,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-05-29 20:25:55.000,2024-05-10 13:07:03,210.0,15.0,147,26.0,49.0,11.0,87.0,1044,2024-02-26 22:09:57.000,2.1.1,29.0,24.0,30,True,686.0,,email-validator,conda-forge/email-validator,,,20400182.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,686.0,20395900.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,196993.0,3.0,,,,,,,,,,,,,,,,,, +222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-05-20 18:26:37.000,2024-05-20 18:25:38,668.0,26.0,145,22.0,571.0,40.0,256.0,1044,2023-08-06 20:31:23.000,0.12.2,44.0,44.0,30,True,2341.0,2216.0,aiocache,,,16.0,681313.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,125.0,681313.0,,,,2.0,,,,,,,,,,,,,,,,,, +223,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,900,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,30,True,2939.0,2803.0,pyahocorasick,conda-forge/pyahocorasick,,50.0,825534.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,136.0,820363.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,222250.0,3.0,,,,,,,,,,,,,,,,,, +224,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-05-29 07:44:43.000,2020-10-21 17:48:31,219.0,,78,16.0,288.0,45.0,25.0,683,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,47842.0,46452.0,cached-property,conda-forge/cached-property,,,16056928.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,1390.0,15936488.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,10357912.0,2.0,,,,,,,,,,,,,,,,,, +225,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-05-29 17:12:24.000,2024-02-05 23:03:25,958.0,,4562,630.0,759.0,203.0,100.0,23657,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,110.0,106.0,algorithms,conda-forge/algorithms,,,1554.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,4.0,1496.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2152.0,3.0,,,,,,,,,,,,,,,,,, +226,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,281.0,300.0,164.0,465.0,20428,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,29,False,1029.0,928.0,gooey,conda-forge/gooey,,629.0,7931.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,101.0,6607.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,78823.0,3.0,,,,,,,,,,,,,,,,,, +227,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,536,140.0,293.0,276.0,244.0,6683,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1917.0,1893.0,faust,,,,22671.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,24.0,22671.0,,,,3.0,,,,,,,,,,,,,,,,,, +228,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-05-16 12:34:13.000,2024-05-16 12:34:00,993.0,2.0,364,86.0,177.0,,620.0,4937,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,29,True,1551.0,1481.0,huey,conda-forge/huey,,,101309.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,70.0,100839.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,34348.0,3.0,,,,,,,,,,,,,,,,,, +229,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-05-21 22:40:37.138,,,,876,,,273.0,,3648,2024-05-07 16:26:42.000,2.4.0,32.0,105.0,29,True,10428.0,9901.0,confluent-kafka,conda-forge/python-confluent-kafka,,,14674512.0,https://pypi.org/project/confluent-kafka,2024-05-07 16:26:42.000,527.0,14654052.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-05-21 22:40:37.138,879801.0,3.0,,,,,,,,,,,,,,,,,, +230,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2024-04-24 11:43:14.000,2024-04-24 11:42:17,1136.0,2.0,242,63.0,89.0,24.0,274.0,3545,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1112.0,999.0,asciimatics,conda-forge/asciimatics,,,25935.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,113.0,22356.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,153935.0,3.0,,,,,,,,,,,,,,,,,, +231,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-04-09 07:56:15.000,2024-02-20 18:10:39,3054.0,,228,29.0,297.0,102.0,763.0,3396,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,142.0,131.0,ploomber,conda-forge/ploomber,,,10147.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,11.0,7569.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,90249.0,3.0,,,,,,,,,,,,,,,,,, +232,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-04-08 16:35:28.000,2024-04-08 16:35:28,1185.0,8.0,590,173.0,470.0,96.0,477.0,3036,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,29,False,265.0,244.0,arctic,conda-forge/arctic,,217.0,5152.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,21.0,3806.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,32275.0,3.0,,,,,,,,,,,,,,,,,, +233,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,149,49.0,472.0,58.0,262.0,2652,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,29,False,2458.0,2413.0,gino,,,,22367.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,22367.0,,,,3.0,,,,,,,,,,,,,,,,,, +234,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,57.0,73.0,21.0,64.0,2443,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,10200.0,9827.0,addict,conda-forge/addict,,21.0,3084377.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,373.0,3079646.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,444760.0,2.0,,,,,,,,,,,,,,,,,, +235,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-05-27 17:01:38.000,2023-06-20 15:54:36,2284.0,,177,38.0,374.0,39.0,264.0,2028,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,43.0,,pyscaffold,conda-forge/pyscaffold,,,932004.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,43.0,927460.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,186330.0,3.0,,,,,,,,,,,,,,,,,, +236,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-05-23 10:45:48.000,2024-02-05 23:05:20,157.0,,120,22.0,113.0,53.0,42.0,2005,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,29,True,8693.0,8621.0,gin-config,conda-forge/gin-config,,,272701.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,72.0,272178.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,25112.0,3.0,,,,,,,,,,,,,,,,,, +237,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,173.0,1338.0,1795,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,29,True,45.0,,datatable,conda-forge/datatable,,2387.0,53455.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,45.0,52806.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,25453.0,3.0,,,,,,,,,,,,,,,,,, +238,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-05-27 17:02:55.000,2024-05-15 13:26:54,875.0,20.0,48,12.0,299.0,20.0,93.0,1431,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1731.0,1664.0,python-benedict,conda-forge/python-benedict,,,622066.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,67.0,618286.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,158799.0,2.0,,,,,,,,,,,,,,,,,, +239,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-05-30 00:17:01.000,2024-05-30 00:05:11,1774.0,31.0,85,15.0,465.0,130.0,262.0,1288,2024-05-30 00:17:01.000,1.6.0,258.0,43.0,29,True,378.0,362.0,piccolo,,,,17801.0,https://pypi.org/project/piccolo,2024-05-30 00:17:01.000,16.0,17801.0,,,,3.0,,,,,,,,,,,,,,,,,, +240,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,130,32.0,74.0,30.0,70.0,1130,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5520.0,5311.0,sqlitedict,conda-forge/sqlitedict,,,535914.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,209.0,533407.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,110321.0,2.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +241,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,317,52.0,211.0,31.0,269.0,1092,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2086.0,1960.0,redis-py-cluster,,,4248.0,1832407.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,126.0,1832370.0,,,,3.0,,,,,,,,,,,,,,,,,, +242,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,1.0,50,16.0,76.0,2.0,92.0,861,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,29,True,30522.0,29196.0,natsort,conda-forge/natsort,,,4919125.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1326.0,4880682.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1614644.0,3.0,,,,,,,,,,,,,,,,,, +243,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2024-05-29 19:30:42.000,2021-11-20 18:05:09,427.0,,106,28.0,126.0,66.0,96.0,692,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,10784.0,10623.0,parsedatetime,conda-forge/parsedatetime,,,7098173.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,161.0,7096026.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,197556.0,3.0,,,,,,,,,,,,,,,,,, +244,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-05-27 22:15:23.000,2024-05-21 16:08:04,587.0,15.0,337,36.0,320.0,28.0,127.0,660,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,29,True,3491.0,3437.0,pysolr,conda-forge/pysolr,,,296243.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,54.0,295857.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,33627.0,3.0,,,,,,,,,,,,,,,,,, +245,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-04-12 06:44:35.747,2024-04-11 20:27:23,825.0,7.0,144,24.0,109.0,75.0,61.0,513,2024-04-11 20:53:40.000,1.13.0,62.0,91.0,29,True,5427.0,5349.0,beaker,conda-forge/beaker,,,215220.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,78.0,210806.0,https://anaconda.org/conda-forge/beaker,2024-04-12 06:44:35.747,75053.0,3.0,,,,,,,,,,,,,,,,,, +246,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-05-20 17:15:46.000,2024-05-18 14:04:45,745.0,10.0,47,11.0,94.0,14.0,100.0,494,2020-11-16 12:53:09.000,0.9.4,65.0,23.0,29,True,5679.0,5442.0,python-rapidjson,conda-forge/python-rapidjson,,,1989400.0,https://pypi.org/project/python-rapidjson,2024-05-18 11:50:16.000,237.0,1950099.0,https://anaconda.org/conda-forge/python-rapidjson,2024-05-18 18:39:30.863,1689968.0,3.0,,,,,,,,,,,,,,,,,, +247,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,,104,11.0,116.0,20.0,107.0,474,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,29,True,1419.0,,rsa,conda-forge/rsa,,,202197072.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,1419.0,202048610.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,13955442.0,3.0,,,,,,,,,,,,,,,,,, +248,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,55,9.0,46.0,24.0,21.0,141,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,65219.0,64422.0,isodate,conda-forge/isodate,,,103911793.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,797.0,103861748.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4904455.0,3.0,,,,,,,,,,,,,,,,,, +249,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417,94.0,110.0,38.0,127.0,2789,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7842.0,7762.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,200353.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,80.0,198670.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,70688.0,3.0,,,,,,,,,,,,,,,,,, +250,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,478,97.0,185.0,262.0,506.0,1873,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,28,False,198.0,189.0,mongo-connector,,,,4859.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,9.0,4859.0,,,,3.0,,,,,,,,,,,,,,,,,, +251,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,,60,22.0,110.0,113.0,78.0,1835,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,28,True,1725.0,1551.0,glom,conda-forge/glom,,,2050668.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,174.0,2049911.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,34071.0,3.0,,,,,,,,,,,,,,,,,, +252,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,313,69.0,401.0,111.0,367.0,1499,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,28,True,237.0,226.0,mleap,conda-forge/mleap,,,167053.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,11.0,165367.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,80928.0,3.0,,,,,,,,,,,,,,,,,, +253,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-05-27 20:23:45.000,2024-05-23 21:07:11,203.0,25.0,45,16.0,151.0,13.0,4.0,1472,2024-04-30 06:25:58.000,0.0.7,10.0,15.0,28,True,3931.0,3845.0,asyncer,conda-forge/asyncer,,,201434.0,https://pypi.org/project/asyncer,2024-04-30 06:25:58.000,86.0,201138.0,https://anaconda.org/conda-forge/asyncer,2024-04-30 11:44:15.290,8296.0,3.0,,,,,,,,,,,,,,,,,, +254,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,136,33.0,80.0,35.0,54.0,1428,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10260.0,9809.0,blessings,conda-forge/blessings,,,1002910.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,451.0,996638.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,294820.0,3.0,,,,,,,,,,,,,,,,,, +255,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,60,28.0,41.0,93.0,73.0,1423,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,28,True,2961.0,2579.0,strictyaml,conda-forge/strictyaml,,,2715455.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,382.0,2712409.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,222364.0,3.0,,,,,,,,,,,,,,,,,, +256,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2024-04-07 08:26:45.000,2017-02-01 15:40:30,127.0,,175,49.0,35.0,59.0,25.0,1305,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,3019.0,2954.0,pandasql,conda-forge/pandasql,['pandas'],,1551198.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,65.0,1537657.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,473946.0,3.0,,,,,,,,,,,,,,,,,, +257,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-04-22 22:10:01.000,2023-07-23 14:40:17,372.0,,117,18.0,95.0,71.0,127.0,704,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,16999.0,16435.0,configargparse,conda-forge/configargparse,,,4752483.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,564.0,4730691.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,849914.0,3.0,,,,,,,,,,,,,,,,,, +258,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,69,23.0,49.0,6.0,90.0,527,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,28,True,15630.0,15421.0,scandir,conda-forge/scandir,,,3167905.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,209.0,3135403.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1397617.0,3.0,,,,,,,,,,,,,,,,,, +259,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-04-11 11:08:54.000,2024-04-11 11:08:54,309.0,1.0,30,9.0,79.0,4.0,26.0,414,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,44885.0,44716.0,srsly,conda-forge/srsly,,,10900310.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,169.0,10868823.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1479900.0,3.0,,,,,,,,,,,,,,,,,, +260,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,74,19.0,88.0,74.0,96.0,311,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,36405.0,35855.0,configobj,conda-forge/configobj,,631.0,3354322.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,550.0,3342795.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,806552.0,3.0,,,,,,,,,,,,,,,,,, +261,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,21.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,28,False,1383.0,1346.0,tabulator,conda-forge/tabulator-py,,,149341.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,37.0,148667.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,55948.0,3.0,,,,,,,,,,,,,,,,,, +262,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,30.0,53.0,11.0,35.0,206,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,16736.0,16246.0,ordered-set,conda-forge/ordered-set,,,14284412.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,490.0,14279040.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,521152.0,3.0,,,,,,,,,,,,,,,,,, +263,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,2300.0,2267.0,cloudant,conda-forge/cloudant,,,852875.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,33.0,851639.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,113746.0,3.0,,,,,,,,,,,,,,,,,, +264,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-05-23 08:06:24.000,2024-05-23 08:06:18,184.0,13.0,14,9.0,31.0,3.0,26.0,37,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,28,False,78180.0,77776.0,contextlib2,conda-forge/contextlib2,,,13640603.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,404.0,13627954.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1252302.0,3.0,,,,,,,,,,,,,,,,,, +265,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1127,221.0,90.0,243.0,43.0,5219,,,41.0,28.0,27,False,178.0,20.0,pdfminer,conda-forge/pdfminer,,,203891.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,158.0,203485.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,37790.0,3.0,,,,,,,,,,,,,,,,,, +266,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-05-20 14:04:12.000,2024-03-10 11:53:20,588.0,3.0,559,83.0,272.0,125.0,130.0,3805,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,58.0,,textract,conda-forge/textract,,,244049.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,58.0,243788.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,24089.0,3.0,,,,,,,,,,,,,,,,,, +267,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-04-27 09:49:41.000,2024-02-16 08:07:34,193.0,,201,26.0,55.0,91.0,133.0,3521,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,91.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,414716.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,91.0,412074.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,92471.0,3.0,,,,,,,,,,,,,,,,,, +268,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-05-24 21:18:21.000,2024-02-22 00:19:37,309.0,,310,30.0,174.0,108.0,141.0,3345,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,27,True,152.0,150.0,img2dataset,,,1745.0,27276.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,27224.0,,,,3.0,,,,,,,,,,,,,,,,,, +269,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,1.0,101,30.0,84.0,20.0,128.0,2479,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,27,True,1386.0,1334.0,swifter,conda-forge/swifter,['pandas'],,743302.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,52.0,736137.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,336766.0,3.0,,,,,,,,,,,,,,,,,, +270,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-05-01 20:00:34.000,2024-03-13 17:37:14,539.0,2.0,134,48.0,66.0,14.0,124.0,2349,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,822.0,795.0,pyfunctional,,,,196905.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,196905.0,,,,3.0,,,,,,,,,,,,,,,,,, +271,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,161,29.0,48.0,51.0,14.0,1905,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,870.0,,retrying,conda-forge/retrying,,,12782501.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,870.0,12764213.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1682508.0,3.0,,,,,,,,,,,,,,,,,, +272,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-05-28 08:41:42.000,2024-04-28 15:06:12,886.0,20.0,69,17.0,517.0,205.0,187.0,1727,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,27,True,16.0,,prisma,,,,78164.0,https://pypi.org/project/prisma,2024-03-24 22:09:46.000,16.0,78164.0,,,,3.0,,,,,,,,,,,,,,,,,, +273,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,144,44.0,53.0,20.0,19.0,1233,2024-03-19 17:59:19.000,6.0.1,108.0,27.0,27,False,283.0,,singer-python,,,,662380.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,283.0,662380.0,,,,3.0,,,,,,,,,,,,,,,,,, +274,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2024-05-13 13:53:03.000,2023-08-15 16:33:33,126.0,,54,21.0,71.0,11.0,37.0,1099,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6821.0,6692.0,immutables,conda-forge/immutables,,,1164948.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,129.0,1144159.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,997883.0,3.0,,,,,,,,,,,,,,,,,, +275,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-05-29 04:10:19.000,2024-05-29 04:10:18,759.0,28.0,44,22.0,598.0,9.0,33.0,785,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,125.0,,janus,conda-forge/janus,,,838493.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,125.0,838170.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,19070.0,3.0,,,,,,,,,,,,,,,,,, +276,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-04-16 12:19:15.000,2023-07-01 09:55:10,181.0,,84,25.0,53.0,9.0,40.0,759,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,537.0,,munch,conda-forge/munch,,,2247597.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,537.0,1918283.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3951769.0,3.0,,,,,,,,,,,,,,,,,, +277,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,162,35.0,50.0,34.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,893.0,858.0,happybase,conda-forge/happybase,,,42945.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,35.0,41242.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,161879.0,3.0,,,,,,,,,,,,,,,,,, +278,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,583,,,8.0,12.0,27,False,66287.0,62892.0,dataclasses,conda-forge/dataclasses,,,13452148.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,3395.0,13287704.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11840015.0,3.0,,,,,,,,,,,,,,,,,, +279,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71,22.0,73.0,6.0,106.0,484,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,27,True,795.0,756.0,hickle,conda-forge/hickle,,,53646.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,39.0,45215.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,25293.0,3.0,,,,,,,,,,,,,,,,,, +280,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,478,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,5142.0,5063.0,pylibmc,conda-forge/pylibmc,,612.0,247978.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,79.0,242674.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,226825.0,3.0,,,,,,,,,,,,,,,,,, +281,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2024-04-30 10:50:33.000,2022-09-21 15:09:58,824.0,,64,15.0,184.0,45.0,157.0,443,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,27,False,20195.0,20186.0,umongo,conda-forge/umongo,,,55844.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,9.0,55636.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6659.0,3.0,,,,,,,,,,,,,,,,,, +282,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-05-25 23:03:54.000,2024-05-21 14:30:23,7370.0,163.0,33,10.0,295.0,45.0,586.0,407,2024-05-21 15:48:53.000,2.7.0,205.0,23.0,27,True,26.0,22.0,static-frame,conda-forge/static-frame,,,13356.0,https://pypi.org/project/static-frame,2024-05-21 15:48:53.000,4.0,6338.0,https://anaconda.org/conda-forge/static-frame,2024-05-21 21:56:58.768,336864.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +283,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-04-08 14:18:48.556,2024-04-06 23:53:45,171.0,5.0,41,8.0,32.0,29.0,31.0,261,2024-04-07 00:01:07.000,1.8.3,19.0,17.0,27,True,483.0,,send2trash,conda-forge/send2trash,,,21160071.0,https://pypi.org/project/send2trash,2024-04-07 00:01:07.000,483.0,20759901.0,https://anaconda.org/conda-forge/send2trash,2024-04-08 14:18:48.556,14005972.0,3.0,,,,,,,,,,,,,,,,,, +284,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,233,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,40888.0,39923.0,futures,conda-forge/futures,,,6369209.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,965.0,6355515.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1273571.0,3.0,,,,,,,,,,,,,,,,,, +285,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,80,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,60784.0,60043.0,pathlib2,conda-forge/pathlib2,,,8117297.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,741.0,8052343.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2728097.0,3.0,,,,,,,,,,,,,,,,,, +286,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,147.0,299.0,119.0,176.0,6182,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,26,False,121.0,117.0,powerline-shell,,,,1832.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1832.0,,,,3.0,,,,,,,,,,,,,,,,,, +287,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,,260,138.0,291.0,91.0,366.0,3222,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,144.0,137.0,flexx,conda-forge/flexx,,,1977.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,7.0,852.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,105833.0,3.0,,,,,,,,,,,,,,,,,, +288,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-04-09 14:34:03.000,2022-08-23 07:13:04,536.0,,147,41.0,129.0,29.0,203.0,1184,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,239.0,parallel-ssh,,,377.0,177104.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,31.0,177101.0,,,,3.0,,,,,,,,,,,,,,,,,, +289,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-05-29 04:15:30.000,2024-04-26 23:27:23,559.0,25.0,92,19.0,298.0,89.0,88.0,994,2024-04-26 23:29:17.000,1.0.2,21.0,19.0,26,True,3277.0,3269.0,odmantic,,,,29966.0,https://pypi.org/project/odmantic,2024-04-26 23:29:17.000,8.0,29966.0,,,,3.0,,,,,,,,,,,,,,,,,, +290,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,957,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2042.0,1999.0,bcolz,conda-forge/bcolz,,,9471.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,43.0,5457.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,349258.0,3.0,,,,,,,,,,,,,,,,,, +291,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,,52,9.0,31.0,9.0,78.0,631,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,26,True,1373.0,1324.0,pysimdjson,conda-forge/pysimdjson,,,1103144.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,49.0,1100915.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,95848.0,3.0,,,,,,,,,,,,,,,,,, +292,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-05-18 11:59:44.000,2024-05-18 11:59:40,329.0,13.0,59,9.0,137.0,22.0,60.0,520,2024-02-26 22:15:41.000,3.0.0,58.0,20.0,26,True,502.0,462.0,cachier,,,17.0,96969.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,40.0,96969.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +293,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,494,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4795.0,4707.0,pyscreenshot,,,,290858.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,88.0,290858.0,,,,3.0,,,,,,,,,,,,,,,,,, +294,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2024-05-21 05:13:56.000,2023-08-26 14:44:06,51.0,,98,35.0,103.0,24.0,140.0,2377,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,411.0,,python-box,conda-forge/python-box,,39.0,3043410.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,411.0,3031337.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,555384.0,3.0,,,,,,,,,,,,,,,,,, +295,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-05-30 11:00:26.000,2024-04-24 13:41:08,2743.0,4.0,134,50.0,309.0,45.0,198.0,1513,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,25,False,252.0,231.0,enaml,conda-forge/enaml,,785.0,6439.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,21.0,2766.0,https://anaconda.org/conda-forge/enaml,2024-05-15 13:21:39.118,172181.0,3.0,,,,,,,,,,,,,,,,,, +296,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2024-04-29 13:25:56.000,2024-04-21 15:56:01,1072.0,1.0,221,103.0,176.0,71.0,264.0,1493,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,True,67.0,65.0,streamparse,,,,1888.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,2.0,1888.0,,,,3.0,,,,,,,,,,,,,pystorm/streamparse,,,,, +297,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-05-20 14:09:19.000,2023-05-19 04:32:00,6411.0,,228,38.0,1054.0,9.0,209.0,1447,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,True,,,optimuspyspark,,['spark'],,12031.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,12031.0,,,,3.0,,,,,,,,,,,,,,,,,, +298,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-05-20 10:11:49.000,2024-04-25 13:57:51,347.0,14.0,81,44.0,271.0,43.0,41.0,1390,2024-04-25 12:57:01.000,0.19.3,38.0,30.0,25,True,32.0,30.0,tasktiger,,,,4067.0,https://pypi.org/project/tasktiger,2024-04-25 12:56:28.000,2.0,4067.0,,,,3.0,,,,,,,,,,,,,,,,,, +299,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,,83,14.0,136.0,36.0,100.0,968,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,25,True,211.0,,mss,conda-forge/python-mss,,,831349.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,211.0,830303.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,49196.0,3.0,,,,,,,,,,,,,,,,,, +300,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,152,10.0,22.0,30.0,19.0,719,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,3792.0,3465.0,ratelimit,conda-forge/ratelimit,,,7075260.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,327.0,7074867.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,15731.0,3.0,,,,,,,,,,,,,,,,,, +301,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,33,11.0,51.0,23.0,35.0,334,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,True,629.0,,typing_inspect,conda-forge/typing_inspect,,,28941086.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,629.0,28910943.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1838776.0,3.0,,,,,,,,,,,,,,,,,, +302,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-05-19 17:43:42.000,2024-05-19 17:00:42,3542.0,21.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,563.0,82.0,25,True,62.0,36.0,dbnd,,,,265976.0,https://pypi.org/project/dbnd,2024-05-19 17:39:35.000,26.0,265976.0,,,,3.0,,,,,,,,,,,,,,,,,, +303,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-03-22 10:33:08.000,2024-03-22 10:21:27,123.0,2.0,20,7.0,61.0,6.0,7.0,170,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,25,True,41066.0,40932.0,catalogue,conda-forge/catalogue,,,11093998.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,134.0,11065857.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1294503.0,3.0,,,,,,,,,,,,,,,,,, +304,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,,43,8.0,40.0,7.0,39.0,156,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,25,True,1099.0,1090.0,filedepot,,,,11822.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,9.0,11822.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2024-05-29 18:12:12.000,,,,0,,,311.0,1850.0,78,2023-07-20 15:14:58.235,2.4.3,106.0,,25,False,6506.0,,openpyxl,openpyxl,,,88017034.0,https://pypi.org/project/openpyxl,2024-05-29 18:12:12.000,6452.0,88014777.0,https://anaconda.org/anaconda/openpyxl,2024-04-29 16:36:18.225,229047.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1228.0,,,54.0,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,170,85.0,81.0,22.0,82.0,3932,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,72.0,68.0,storm,,,,1898.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,4.0,1898.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-05-29 09:13:22.020,2024-05-18 13:26:06,5674.0,4.0,510,103.0,961.0,634.0,980.0,2218,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,24,False,9.0,,wx,conda-forge/wxpython,,4278.0,19521.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,9.0,,https://anaconda.org/conda-forge/wxpython,2024-05-29 09:13:22.020,836986.0,3.0,,,,,,,,,,,,,,,,,, +308,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,143,58.0,248.0,107.0,109.0,1576,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,179.0,170.0,bonobo,,,,16512.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,9.0,16512.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +309,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,97,40.0,42.0,25.0,47.0,1529,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,137.0,126.0,pypeln,conda-forge/pypeln,,,308191.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,307858.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,15349.0,3.0,,,,,,,,,,,,,,,,,, +310,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1346,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,196.0,182.0,pinject,conda-forge/pinject,,,74596.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,14.0,74428.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5403.0,3.0,,,,,,,,,,,,,,,,,, +311,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,44.0,231.0,104.0,64.0,1249,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,24,False,306.0,304.0,fabtools,,,,1027.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,2.0,1027.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,142,43.0,10.0,3.0,12.0,1094,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2424.0,2361.0,pluginbase,conda-forge/pluginbase,,,617350.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,63.0,613317.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,306564.0,3.0,,,,,,,,,,,,,,,,,, +313,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-05-23 01:26:54.000,2024-04-26 00:12:53,1450.0,14.0,42,17.0,139.0,2.0,13.0,713,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,100.0,,ubelt,conda-forge/ubelt,,13.0,20113.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,100.0,17350.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,88428.0,3.0,,,,,,,,,,,,,,,,,, +314,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-05-16 13:06:37.000,2024-05-16 13:06:26,9955.0,4.0,43,14.0,10.0,6.0,8.0,493,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,24,True,21.0,,pandas-summary,,['pandas'],,88439.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,21.0,88439.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +315,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,313.0,300.0,messytables,,,,11162.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,13.0,11162.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-05-21 05:36:10.000,2024-05-14 15:09:09,981.0,36.0,26,18.0,189.0,6.0,18.0,370,2024-05-14 15:09:44.000,17.5.19,271.0,20.0,24,True,429.0,372.0,aiomisc,,,,17426.0,https://pypi.org/project/aiomisc,2024-05-14 15:09:44.000,57.0,17426.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,134,53.0,60.0,,90.0,315,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,221.0,210.0,pyhdb,,,108.0,334106.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,11.0,334105.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2024-05-29 03:34:40.000,2024-05-29 03:34:40,382.0,2.0,58,21.0,15.0,18.0,24.0,267,2021-09-24 05:09:00.400,0.3.7,17.0,11.0,24,True,937.0,873.0,deepdish,conda-forge/deepdish,,,19475.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,64.0,18408.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,96100.0,3.0,,,,,,,,,,,,,,,,,, +319,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,70,19.0,45.0,19.0,18.0,212,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,24,True,672.0,,ptyprocess,conda-forge/ptyprocess,,,72129370.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,672.0,71945200.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,17864520.0,3.0,,,,,,,,,,,,,,,,,, +320,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-05-01 12:05:49.000,2024-05-01 12:05:42,378.0,5.0,33,7.0,144.0,4.0,84.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,24,True,1278.0,1256.0,everett,conda-forge/everett,,,214715.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,22.0,213259.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,62631.0,3.0,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,33.0,42.0,95,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5170.0,4786.0,clint,conda-forge/clint,,118.0,143981.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,384.0,143379.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,57869.0,3.0,,,,,,,,,,,,,kennethreitz/clint,,,,, +322,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10550,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,35.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,35.0,,,,2.0,,,,,,,,,,,,,,,,,, +323,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-05-10 21:46:10.000,2023-10-02 06:28:26,631.0,,431,42.0,185.0,266.0,110.0,2713,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,23,True,6.0,,camelot,,,,6160.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,6.0,6160.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,140,40.0,22.0,20.0,11.0,1565,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,191.0,185.0,commonregex,,,,80615.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,6.0,80615.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,869,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,23,True,247.0,228.0,unsync,conda-forge/unsync,,,70341.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,70062.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,13155.0,3.0,,,,,,,,,,,,,,,,,, +326,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-05-17 19:16:43.000,2024-05-16 19:43:18,965.0,9.0,135,64.0,76.0,167.0,149.0,861,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,174.0,168.0,rows,,,38.0,1422.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,6.0,1422.0,,,,3.0,,,,,,,,,,,,,,,,,, +327,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,211.0,209.0,pysparkling,conda-forge/pysparkling,,,11843.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,2.0,11719.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4743.0,3.0,,,,,,,,,,,,,,,,,, +328,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-05-24 07:56:12.000,2024-05-13 23:46:10,631.0,3.0,20,11.0,37.0,19.0,16.0,174,2023-05-30 20:50:42.000,0.9.0,6.0,49.0,23,True,400.0,317.0,docopt-ng,,,,218438.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,83.0,218438.0,,,,3.0,,,,,,,,,,,,,,,,,, +329,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,28,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2847.0,2776.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,147387.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,71.0,147026.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,28522.0,3.0,,,,,,,,,,,,,,,,,, +330,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,27,7.0,24.0,4.0,21.0,74,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,23,False,692.0,,entrypoints,conda-forge/entrypoints,,,17903281.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,692.0,17701736.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,19549906.0,3.0,,,,,,,,,,,,,,,,,, +331,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3507,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,465.0,428.0,pampy,,,,34861.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,37.0,34861.0,,,,3.0,,,,,,,,,,,,,,,,,, +332,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-05-16 20:27:19.371,2024-05-15 23:16:49,88.0,3.0,147,34.0,13.0,9.0,181.0,3320,2024-05-15 23:18:19.000,2.1.23,68.0,1.0,22,False,229.0,229.0,ptext-joris-schellekens,conda-forge/borb,,,1617.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-05-16 20:27:19.371,53380.0,3.0,,,,,,,,,,,,,,,,,, +333,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,97.0,31.0,18.0,58.0,3265,,,4.0,19.0,22,False,615.0,585.0,macropy3,,,,306.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,306.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,5.0,5.0,dpark,,['spark'],,61.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,,61.0,,,,3.0,,,,,,,,,,,,,,,,,, +335,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2502,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,False,,,,,,24568.0,682.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +336,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,84,46.0,34.0,18.0,11.0,1832,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,191.0,179.0,bashplotlib,,,,4205.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,12.0,4205.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,14.0,32.0,31.0,42.0,880,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,False,2014.0,1940.0,pickledb,,,,24346.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,74.0,24346.0,,,,3.0,,,,,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,9.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,9738.0,9679.0,unipath,,,,55861.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,59.0,55861.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,,30,8.0,54.0,15.0,11.0,298,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,22,True,528.0,419.0,rtoml,,,,314406.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,109.0,314406.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,170,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,22,True,340.0,325.0,aioprometheus,,,,148242.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,15.0,148242.0,,,,3.0,,,,,,,,,,,,,,,,,, +341,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,134,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2470.0,2380.0,coolname,conda-forge/coolname,,,674637.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,90.0,672353.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,93665.0,3.0,,,,,,,,,,,,,,,,,, +342,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,,21,5.0,12.0,5.0,15.0,107,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,22,True,2487.0,2393.0,stopit,conda-forge/stopit,,,498410.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,94.0,486594.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,898058.0,3.0,,,,,,,,,,,,,,,,,, +343,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-05-30 12:21:05.000,2024-05-28 06:45:07,1943.0,104.0,5,3.0,909.0,15.0,60.0,53,2024-05-25 08:30:21.000,4.8.3,74.0,8.0,22,False,88.0,72.0,click-extra,,,251.0,6930.0,https://pypi.org/project/click-extra,2024-05-25 08:30:08.000,16.0,6922.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2024-05-14 12:34:18.000,2023-07-15 11:04:02,238.0,,217,38.0,57.0,86.0,40.0,1490,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,21,True,,,excalibur-py,,,12127.0,1693.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1512.0,,,,3.0,,,,,,,,,,,,,,,,,, +345,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,14.0,19.0,776,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,21,True,358.0,327.0,dirty-equals,conda-forge/dirty-equals,,,149543.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,147722.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,47347.0,3.0,,,,,,,,,,,,,,,,,, +346,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,48.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,648.0,638.0,pymodm,conda-forge/pymodm,,,10620.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,10.0,10514.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5446.0,3.0,,,,,,,,,,,,,,,,,, +347,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,26.0,13.0,303,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,453.0,421.0,price-parser,,,,108347.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,32.0,108347.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-05-30 09:19:14.000,2024-05-30 08:02:28,740.0,39.0,24,5.0,284.0,6.0,,295,2024-05-30 08:02:42.000,1.1.289,721.0,12.0,21,True,6.0,6.0,upgini,,,,8580.0,https://pypi.org/project/upgini,2024-05-30 08:02:42.000,,8580.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,288,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,184.0,175.0,datatest,,,,20367.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,9.0,20367.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,210,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,922.0,921.0,gsheetsdb,,,,100511.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,1.0,100511.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,24.0,760.0,14,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,21,False,144.0,,py2neo,conda-forge/py2neo,,,42724.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,144.0,41928.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,66144.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +352,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2024-05-26 00:24:11.000,2024-05-26 00:24:11,104.0,1.0,148,67.0,4.0,1.0,41.0,2230,2016-09-11 02:13:18.000,1.2,3.0,4.0,20,True,62.0,48.0,pypattyrn,,,,1348.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,14.0,1348.0,,,,3.0,,,,,,,,,,,,,,,,,, +353,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,20,False,32.0,32.0,mrq,,,,198.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,,198.0,,,,3.0,,,,,,,,,,,,,,,,,, +354,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,75.0,62.0,pdpipe,conda-forge/pdpipe,['pandas'],,2608.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,13.0,1863.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,31326.0,3.0,,,,,,,,,,,,,,,,,, +355,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,22,11.0,32.0,23.0,21.0,670,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,72.0,69.0,pugsql,,,,6611.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6611.0,,,,3.0,,,,,,,,,,,,,,,,,, +356,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,574,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,122.0,111.0,pypyr,conda-forge/pypyr,,,3316.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,11.0,2760.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,15583.0,3.0,,,,,,,,,,,,,,,,,, +357,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,45,11.0,20.0,18.0,11.0,483,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,20,False,3519.0,3396.0,awesome-slugify,conda-forge/awesome-slugify,,,45932.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,123.0,45196.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,71428.0,3.0,,,,,,,,,,,,,,,,,, +358,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,160.0,142.0,78.0,27.0,1986,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,42.0,42.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +359,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-05-30 03:55:53.000,2024-05-27 14:20:38,3113.0,107.0,146,27.0,265.0,36.0,418.0,1524,,,,54.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +360,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,111,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,19,False,2.0,,db.py,,,,887.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,2.0,887.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,952,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,19,True,28.0,28.0,d6tflow,,,,205.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,205.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,73.0,70.0,valideer,conda-forge/valideer,,,6157.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,3.0,5932.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21837.0,3.0,,,,,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,136.0,133.0,queries,,,,2754.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,3.0,2754.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,17.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,8.0,6.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1190.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,2.0,217.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,68162.0,3.0,,,,,,,,,,,,,,,,,, +365,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-05-19 21:34:48.000,2024-05-18 11:51:51,5467.0,1.0,44,15.0,632.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,19,True,9.0,9.0,batchflow,,,,177.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,177.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,182,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,False,89.0,82.0,typical,conda-forge/typical,,,2586.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,7.0,1529.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,38070.0,3.0,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1608,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,,,riko,,,,351.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,,351.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,,58,35.0,46.0,14.0,58.0,1111,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,189.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,189.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,47,23.0,28.0,16.0,10.0,935,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,36.0,34.0,bounter,,,,315.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,2.0,315.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,, +370,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-05-08 10:13:19.000,2024-05-08 10:13:12,664.0,15.0,31,5.0,109.0,7.0,19.0,662,2024-02-23 12:24:30.000,1.11.0,66.0,8.0,18,True,2.0,,pipeless-ai,,,973.0,162.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,54.0,,,,1.0,,,,,,,,,,,,,,,,,, +371,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2024-05-21 07:07:02.000,2023-12-23 16:55:35,407.0,,12,9.0,44.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,18,True,6.0,,validr,,,,581.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,581.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-04-27 16:58:06.000,2024-02-27 14:32:58,208.0,,15,8.0,20.0,2.0,12.0,189,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,,,flupy,,,,224979.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,224979.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2057,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,17,True,1.0,,mara-pipelines,,,,61.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,61.0,,,,3.0,,,,,,,,,,,,,,,,,, +374,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1362,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,10.0,10.0,wssh,,,,81.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,,81.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,59,39.0,40.0,11.0,256.0,1002,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +376,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,434,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,333.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,333.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-05-21 06:00:54.000,2024-05-08 14:44:03,128.0,3.0,8,15.0,190.0,3.0,11.0,279,2024-05-08 14:52:14.000,0.20.1,115.0,19.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1249.0,https://pypi.org/project/squirrel-core,2024-05-08 14:52:14.000,,1249.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,,1.0,,, +378,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,19.0,278.0,127.0,77.0,625,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,280.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,280.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,99,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,16,False,44.0,39.0,cleverdict,,,,1020.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,1020.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,3.0,,82,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,16,False,1076.0,1067.0,millify,,,,74576.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,74576.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,53.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,31.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,31.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,71,18.0,28.0,48.0,30.0,862,2021-11-18 16:35:33.000,1.3,16.0,7.0,15,False,2.0,,csvs-to-sqlite,,,,1257.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,2.0,1257.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,242.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,242.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,9.0,9.0,lazydata,,,,24.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,,24.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-05-28 21:57:49.000,2024-05-20 18:39:43,1033.0,75.0,20,2.0,902.0,8.0,18.0,271,2024-05-20 12:27:11.000,0.1.72,46.0,15.0,14,False,,,the-guide,,,,14.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,14.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,547,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,106.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,106.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,12,9.0,68.0,6.0,15.0,267,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,228.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,228.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,109,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,71.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,71.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,365,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,782,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index b34298b..2d02001 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- cpython (πŸ₯‡52 Β· ⭐ 60K Β· πŸ“ˆ) - The Python programming language. MIT -- docker (πŸ₯ˆ43 Β· ⭐ 6.7K Β· πŸ“ˆ) - A Python library for the Docker Engine API. Apache-2 -- PyMySQL (πŸ₯ˆ40 Β· ⭐ 7.6K Β· πŸ“ˆ) - MySQL client library for Python. MIT -- whylogs (πŸ₯ˆ32 Β· ⭐ 2.6K Β· πŸ“ˆ) - Open standard for end-to-end data and ML monitoring for any.. Apache-2 -- contextlib2 (πŸ₯‰28 Β· ⭐ 37 Β· πŸ“ˆ) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- protobuf (πŸ₯‡53 Β· ⭐ 64K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +- attrs (πŸ₯‡43 Β· ⭐ 5.1K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT +- elasticsearch (πŸ₯‡42 Β· ⭐ 4.2K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 +- python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 +- schedule (πŸ₯‰36 Β· ⭐ 12K Β· πŸ“ˆ) - Python job scheduling for humans. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- protobuf (πŸ₯‡50 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 -- attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- dbt (πŸ₯ˆ38 Β· ⭐ 9K Β· πŸ“‰) - dbt enables data analysts and engineers to transform their data using.. Apache-2 -- future (πŸ₯‡38 Β· ⭐ 1.2K Β· πŸ“‰) - Easy, clean, reliable Python 2/3 compatibility. MIT -- BatchFlow (πŸ₯‰18 Β· ⭐ 200 Β· πŸ“‰) - BatchFlow helps you conveniently work with random or.. Apache-2 +- rq (πŸ₯ˆ39 Β· ⭐ 9.6K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +- Tablib (πŸ₯‡36 Β· ⭐ 4.5K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +- XlsxWriter (πŸ₯‰36 Β· ⭐ 3.5K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 +- python-dateutil (πŸ₯ˆ35 Β· ⭐ 2.3K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 +- python-sortedcontainers (πŸ₯‡32 Β· ⭐ 3.3K Β· πŸ“‰) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 From d6b155d79a395090d268f6af5940ffd702ff863a Mon Sep 17 00:00:00 2001 From: LukasMasuch Date: Thu, 6 Jun 2024 13:53:18 +0000 Subject: [PATCH 68/70] Update best-of list for version 2024.06.06 --- README.md | 1456 +++++++++++++++---------------- history/2024-06-06_changes.md | 20 + history/2024-06-06_projects.csv | 392 +++++++++ latest-changes.md | 20 +- 4 files changed, 1122 insertions(+), 766 deletions(-) create mode 100644 history/2024-06-06_changes.md create mode 100644 history/2024-06-06_projects.csv diff --git a/README.md b/README.md index d02bfb4..f237f8f 100644 --- a/README.md +++ b/README.md @@ -84,9 +84,9 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M Back to top -
protobuf (πŸ₯‡53 Β· ⭐ 64K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 +
protobuf (πŸ₯‡52 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 -- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 46M Β· πŸ“¦ 650K Β· πŸ“‹ 6.2K - 6% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/protocolbuffers/protobuf) (πŸ‘¨β€πŸ’» 1.2K Β· πŸ”€ 15K Β· πŸ“₯ 44M Β· πŸ“¦ 650K Β· πŸ“‹ 6.2K - 6% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/protocolbuffers/protobuf @@ -99,19 +99,19 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` conda install -c conda-forge protobuf ``` -- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.3M / month Β· πŸ“¦ 2.9K Β· ⏱️ 10.10.2022): +- [npm](https://www.npmjs.com/package/google-protobuf) (πŸ“₯ 7.6M / month Β· πŸ“¦ 2.9K Β· ⏱️ 10.10.2022): ``` npm install google-protobuf ```
flatbuffers (πŸ₯‡43 Β· ⭐ 22K) - FlatBuffers: Memory Efficient Serialization Library. Apache-2 -- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 3.2K Β· πŸ“₯ 450K Β· πŸ“¦ 110K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/google/flatbuffers) (πŸ‘¨β€πŸ’» 680 Β· πŸ”€ 3.2K Β· πŸ“₯ 460K Β· πŸ“¦ 110K Β· πŸ“‹ 2.4K - 6% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/google/flatbuffers ``` -- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 20M / month Β· πŸ“¦ 410 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/flatbuffers) (πŸ“₯ 19M / month Β· πŸ“¦ 410 Β· ⏱️ 26.03.2024): ``` pip install flatbuffers ``` @@ -126,28 +126,28 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
marshmallow (πŸ₯ˆ40 Β· ⭐ 6.9K) - A lightweight library for converting complex objects to and from.. MIT -- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 13% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/marshmallow-code/marshmallow) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 620 Β· πŸ“¦ 140K Β· πŸ“‹ 1.2K - 14% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/marshmallow-code/marshmallow ``` -- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 48M / month Β· πŸ“¦ 2.2K Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/marshmallow) (πŸ“₯ 49M / month Β· πŸ“¦ 2.2K Β· ⏱️ 06.06.2024): ``` pip install marshmallow ``` -- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.4M Β· ⏱️ 02.05.2024): +- [Conda](https://anaconda.org/conda-forge/marshmallow) (πŸ“₯ 2.5M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge marshmallow ```
orjson (πŸ₯ˆ38 Β· ⭐ 5.7K) - Fast, correct Python JSON library supporting dataclasses, datetimes,.. Apache-2 -- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 95K Β· πŸ“‹ 390 - 1% open Β· ⏱️ 03.05.2024): +- [GitHub](https://github.com/ijl/orjson) (πŸ‘¨β€πŸ’» 22 Β· πŸ”€ 200 Β· πŸ“¦ 98K Β· πŸ“‹ 400 - 2% open Β· ⏱️ 03.05.2024): ``` git clone https://github.com/ijl/orjson ``` -- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 30M / month Β· πŸ“¦ 2.4K Β· ⏱️ 03.05.2024): +- [PyPi](https://pypi.org/project/orjson) (πŸ“₯ 32M / month Β· πŸ“¦ 2.4K Β· ⏱️ 03.05.2024): ``` pip install orjson ``` @@ -163,18 +163,18 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/uqfoundation/dill ``` -- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 59M / month Β· πŸ“¦ 2.8K Β· ⏱️ 27.01.2024): +- [PyPi](https://pypi.org/project/dill) (πŸ“₯ 60M / month Β· πŸ“¦ 2.9K Β· ⏱️ 27.01.2024): ``` pip install dill ``` -- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.7M Β· ⏱️ 28.01.2024): +- [Conda](https://anaconda.org/conda-forge/dill) (πŸ“₯ 6.8M Β· ⏱️ 28.01.2024): ``` conda install -c conda-forge dill ```
jsonpickle (πŸ₯ˆ36 Β· ⭐ 1.2K) - Python library for serializing any arbitrary object graph into.. BSD-3 -- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 320 - 22% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/jsonpickle/jsonpickle) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“‹ 320 - 22% open Β· ⏱️ 02.06.2024): ``` git clone https://github.com/jsonpickle/jsonpickle @@ -195,7 +195,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/msgpack/msgpack-python ``` -- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 74M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/msgpack) (πŸ“₯ 71M / month Β· πŸ“¦ 1.9K Β· ⏱️ 07.05.2024): ``` pip install msgpack ``` @@ -206,28 +206,28 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
ultrajson (πŸ₯‰34 Β· ⭐ 4.3K) - Ultra fast JSON decoder and encoder written in C with Python bindings. BSD-3 -- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 360 Β· πŸ“‹ 350 - 7% open Β· ⏱️ 13.05.2024): +- [GitHub](https://github.com/ultrajson/ultrajson) (πŸ‘¨β€πŸ’» 88 Β· πŸ”€ 360 Β· πŸ“‹ 350 - 8% open Β· ⏱️ 01.06.2024): ``` git clone https://github.com/ultrajson/ultrajson ``` -- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 20M / month Β· πŸ“¦ 2.2K Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/ujson) (πŸ“₯ 21M / month Β· πŸ“¦ 2.2K Β· ⏱️ 14.05.2024): ``` pip install ujson ``` -- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.8M Β· ⏱️ 15.05.2024): +- [Conda](https://anaconda.org/conda-forge/ujson) (πŸ“₯ 4.9M Β· ⏱️ 15.05.2024): ``` conda install -c conda-forge ujson ```
simplejson (πŸ₯‰34 Β· ⭐ 1.6K) - simplejson is a simple, fast, extensible JSON encoder/decoder for.. MIT -- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.5K Β· πŸ“¦ 120K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): +- [GitHub](https://github.com/simplejson/simplejson) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 330 Β· πŸ“₯ 6.5K Β· πŸ“¦ 130K Β· πŸ“‹ 200 - 10% open Β· ⏱️ 03.12.2023): ``` git clone https://github.com/simplejson/simplejson ``` -- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 20M / month Β· πŸ“¦ 2.5K Β· ⏱️ 06.10.2023): +- [PyPi](https://pypi.org/project/simplejson) (πŸ“₯ 21M / month Β· πŸ“¦ 2.5K Β· ⏱️ 06.10.2023): ``` pip install simplejson ``` @@ -254,7 +254,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M
python-rapidjson (πŸ₯‰29 Β· ⭐ 490) - Python wrapper around rapidjson. MIT -- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 47 Β· πŸ“¦ 5.4K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 18.05.2024): +- [GitHub](https://github.com/python-rapidjson/python-rapidjson) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 47 Β· πŸ“¦ 5.5K Β· πŸ“‹ 110 - 12% open Β· ⏱️ 18.05.2024): ``` git clone https://github.com/python-rapidjson/python-rapidjson @@ -268,7 +268,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M conda install -c conda-forge python-rapidjson ```
-
srsly (πŸ₯‰28 Β· ⭐ 410) - Modern high-performance serialization utilities for Python (JSON,.. MIT +
srsly (πŸ₯‰28 Β· ⭐ 420) - Modern high-performance serialization utilities for Python (JSON,.. MIT - [GitHub](https://github.com/explosion/srsly) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 30 Β· πŸ“¦ 45K Β· πŸ“‹ 30 - 13% open Β· ⏱️ 11.04.2024): @@ -284,36 +284,36 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M conda install -c conda-forge srsly ```
-
hickle (πŸ₯‰27 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT +
pysimdjson (πŸ₯‰26 Β· ⭐ 630) - Python bindings for the simdjson project. MIT -- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 760 Β· πŸ“‹ 110 - 5% open Β· ⏱️ 31.03.2024): +- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 1.3K Β· πŸ“‹ 87 - 10% open Β· ⏱️ 05.02.2024): ``` - git clone https://github.com/telegraphic/hickle + git clone https://github.com/TkTech/pysimdjson ``` -- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 45K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 49 Β· ⏱️ 06.02.2024): ``` - pip install hickle + pip install pysimdjson ``` -- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 25K Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 98K Β· ⏱️ 06.02.2024): ``` - conda install -c conda-forge hickle + conda install -c conda-forge pysimdjson ```
-
pysimdjson (πŸ₯‰26 Β· ⭐ 630) - Python bindings for the simdjson project. MIT +
hickle (πŸ₯‰26 Β· ⭐ 480) - a HDF5-based python pickle replacement. MIT -- [GitHub](https://github.com/TkTech/pysimdjson) (πŸ‘¨β€πŸ’» 14 Β· πŸ”€ 52 Β· πŸ“¦ 1.3K Β· πŸ“‹ 87 - 10% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/telegraphic/hickle) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 71 Β· πŸ“¦ 760 Β· πŸ“‹ 110 - 5% open Β· ⏱️ 31.03.2024): ``` - git clone https://github.com/TkTech/pysimdjson + git clone https://github.com/telegraphic/hickle ``` -- [PyPi](https://pypi.org/project/pysimdjson) (πŸ“₯ 1.1M / month Β· πŸ“¦ 49 Β· ⏱️ 06.02.2024): +- [PyPi](https://pypi.org/project/hickle) (πŸ“₯ 49K / month Β· πŸ“¦ 39 Β· ⏱️ 30.03.2024): ``` - pip install pysimdjson + pip install hickle ``` -- [Conda](https://anaconda.org/conda-forge/pysimdjson) (πŸ“₯ 96K Β· ⏱️ 06.02.2024): +- [Conda](https://anaconda.org/conda-forge/hickle) (πŸ“₯ 25K Β· ⏱️ 14.02.2024): ``` - conda install -c conda-forge pysimdjson + conda install -c conda-forge hickle ```
rtoml (πŸ₯‰22 Β· ⭐ 300) - A fast TOML library for python implemented in rust. MIT @@ -323,7 +323,7 @@ This curated list contains 390 awesome open-source projects with a total of 1.8M ``` git clone https://github.com/samuelcolvin/rtoml ``` -- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 310K / month Β· πŸ“¦ 110 Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/rtoml) (πŸ“₯ 460K / month Β· πŸ“¦ 110 Β· ⏱️ 21.12.2023): ``` pip install rtoml ``` @@ -342,35 +342,35 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandas (πŸ₯‡54 Β· ⭐ 42K) - Flexible and powerful data analysis / manipulation library for.. BSD-3 -- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 270K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 25.05.2024): +- [GitHub](https://github.com/pandas-dev/pandas) (πŸ‘¨β€πŸ’» 3.6K Β· πŸ”€ 17K Β· πŸ“₯ 270K Β· πŸ“¦ 1.7M Β· πŸ“‹ 27K - 14% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/pandas-dev/pandas ``` -- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 230M / month Β· πŸ“¦ 66K Β· ⏱️ 10.04.2024): +- [PyPi](https://pypi.org/project/pandas) (πŸ“₯ 230M / month Β· πŸ“¦ 67K Β· ⏱️ 10.04.2024): ``` pip install pandas ``` -- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 51M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/pandas) (πŸ“₯ 52M Β· ⏱️ 16.05.2024): ``` conda install -c conda-forge pandas ```
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polars (πŸ₯‡42 Β· ⭐ 27K) - Dataframes powered by a multithreaded, vectorized query engine, written in.. MIT +
polars (πŸ₯‡44 Β· ⭐ 27K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT -- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.6K Β· πŸ“₯ 940 Β· πŸ“¦ 4 Β· πŸ“‹ 7.6K - 21% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/pola-rs/polars) (πŸ‘¨β€πŸ’» 420 Β· πŸ”€ 1.6K Β· πŸ“₯ 980 Β· πŸ“¦ 9.8K Β· πŸ“‹ 7.7K - 21% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/pola-rs/polars ``` -- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7.3M / month Β· πŸ“¦ 940 Β· ⏱️ 26.05.2024): +- [PyPi](https://pypi.org/project/polars) (πŸ“₯ 7.6M / month Β· πŸ“¦ 980 Β· ⏱️ 01.06.2024): ``` pip install polars ```
h5py (πŸ₯ˆ41 Β· ⭐ 2K) - HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5.. BSD-3 -- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“₯ 3.3K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/h5py/h5py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 520 Β· πŸ“₯ 3.4K Β· πŸ“¦ 270K Β· πŸ“‹ 1.5K - 18% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/h5py/h5py @@ -379,19 +379,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install h5py ``` -- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 16M Β· ⏱️ 17.05.2024): +- [Conda](https://anaconda.org/conda-forge/h5py) (πŸ“₯ 16M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge h5py ```
xarray (πŸ₯ˆ40 Β· ⭐ 3.4K) - N-D labeled arrays and datasets in Python. Apache-2 -- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 27K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/pydata/xarray) (πŸ‘¨β€πŸ’» 500 Β· πŸ”€ 1K Β· πŸ“¦ 27K Β· πŸ“‹ 4.3K - 26% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/pydata/xarray ``` -- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.1M / month Β· πŸ“¦ 3K Β· ⏱️ 13.05.2024): +- [PyPi](https://pypi.org/project/xarray) (πŸ“₯ 5.3M / month Β· πŸ“¦ 3K Β· ⏱️ 13.05.2024): ``` pip install xarray ``` @@ -402,7 +402,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Modin (πŸ₯ˆ37 Β· ⭐ 9.5K) - Modin: Scale your Pandas workflows by changing a single line of.. Apache-2 -- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.2K - 16% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/modin-project/modin) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 640 Β· πŸ“₯ 200K Β· πŸ“¦ 1.5K Β· πŸ“‹ 4.2K - 16% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/modin-project/modin @@ -418,7 +418,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
numexpr (πŸ₯ˆ37 Β· ⭐ 2.2K) - Fast numerical array expression evaluator for Python, NumPy, Pandas,.. MIT -- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 200 Β· πŸ“₯ 640 Β· πŸ“¦ 76K Β· πŸ“‹ 370 - 1% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pydata/numexpr) (πŸ‘¨β€πŸ’» 78 Β· πŸ”€ 200 Β· πŸ“₯ 640 Β· πŸ“¦ 76K Β· πŸ“‹ 380 - 1% open Β· ⏱️ 31.05.2024): ``` git clone https://github.com/pydata/numexpr @@ -427,19 +427,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install numexpr ``` -- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 8.1M Β· ⏱️ 27.05.2024): +- [Conda](https://anaconda.org/conda-forge/numexpr) (πŸ“₯ 8.2M Β· ⏱️ 27.05.2024): ``` conda install -c conda-forge numexpr ```
zarr (πŸ₯ˆ36 Β· ⭐ 1.4K) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT -- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 260 Β· πŸ“¦ 3.9K Β· πŸ“‹ 760 - 43% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/zarr-developers/zarr-python) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 260 Β· πŸ“¦ 3.9K Β· πŸ“‹ 770 - 42% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/zarr-developers/zarr-python ``` -- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 630K / month Β· πŸ“¦ 890 Β· ⏱️ 26.05.2024): +- [PyPi](https://pypi.org/project/zarr) (πŸ“₯ 610K / month Β· πŸ“¦ 900 Β· ⏱️ 26.05.2024): ``` pip install zarr ``` @@ -450,12 +450,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
PyTables (πŸ₯ˆ34 Β· ⭐ 1.3K) - A Python package to manage extremely large amounts of data. BSD-3 -- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/PyTables/PyTables) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“₯ 190 Β· πŸ“‹ 730 - 23% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/PyTables/PyTables ``` -- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 1M / month Β· πŸ“¦ 1.3K Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/tables) (πŸ“₯ 970K / month Β· πŸ“¦ 1.4K Β· ⏱️ 27.11.2023): ``` pip install tables ``` @@ -466,16 +466,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pandera (πŸ₯ˆ33 Β· ⭐ 3.1K) - A light-weight, flexible, and expressive statistical data testing.. MIT -- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 1.6K Β· πŸ“‹ 790 - 40% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/unionai-oss/pandera) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 280 Β· πŸ“¦ 1.6K Β· πŸ“‹ 800 - 40% open Β· ⏱️ 31.05.2024): ``` git clone https://github.com/pandera-dev/pandera ``` -- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 2.1M / month Β· πŸ“¦ 180 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/pandera) (πŸ“₯ 1.9M / month Β· πŸ“¦ 180 Β· ⏱️ 14.05.2024): ``` pip install pandera ``` -- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 39K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/pandera-core) (πŸ“₯ 40K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge pandera-core ``` @@ -487,7 +487,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pydata/bottleneck ``` -- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 940K / month Β· πŸ“¦ 410 Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/Bottleneck) (πŸ“₯ 1M / month Β· πŸ“¦ 410 Β· ⏱️ 23.05.2024): ``` pip install Bottleneck ``` @@ -503,7 +503,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/msiemens/tinydb ``` -- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 620K / month Β· πŸ“¦ 650 Β· ⏱️ 12.06.2023): +- [PyPi](https://pypi.org/project/tinydb) (πŸ“₯ 650K / month Β· πŸ“¦ 650 Β· ⏱️ 12.06.2023): ``` pip install tinydb ``` @@ -512,14 +512,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge tinydb ```
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Koalas (πŸ₯ˆ32 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark +
docarray (πŸ₯ˆ32 Β· ⭐ 2.8K) - Represent, send, store and search multimodal data. Apache-2 + +- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 220 Β· πŸ“¦ 4.4K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 06.06.2024): + + ``` + git clone https://github.com/jina-ai/docarray + ``` +- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 86K / month Β· πŸ“¦ 68 Β· ⏱️ 22.12.2023): + ``` + pip install docarray + ``` +- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 140K Β· ⏱️ 18.06.2023): + ``` + conda install -c conda-forge docarray + ``` +
+
Koalas (πŸ₯‰31 Β· ⭐ 3.3K Β· πŸ’€) - Koalas: pandas API on Apache Spark. Apache-2 spark - [GitHub](https://github.com/databricks/koalas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 360 Β· πŸ“₯ 1K Β· πŸ“¦ 340 Β· πŸ“‹ 600 - 18% open Β· ⏱️ 21.09.2023): ``` git clone https://github.com/databricks/koalas ``` -- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.2M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): +- [PyPi](https://pypi.org/project/koalas) (πŸ“₯ 2.3M / month Β· πŸ“¦ 31 Β· ⏱️ 19.10.2021): ``` pip install koalas ``` @@ -528,20 +544,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge koalas ```
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docarray (πŸ₯ˆ32 Β· ⭐ 2.8K) - Represent, send, store and search multimodal data. Apache-2 +
datasketch (πŸ₯‰31 Β· ⭐ 2.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT -- [GitHub](https://github.com/docarray/docarray) (πŸ‘¨β€πŸ’» 74 Β· πŸ”€ 220 Β· πŸ“¦ 4.4K Β· πŸ“‹ 640 - 10% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 290 Β· πŸ“₯ 27 Β· πŸ“¦ 1.3K Β· πŸ“‹ 170 - 30% open Β· ⏱️ 26.03.2024): ``` - git clone https://github.com/jina-ai/docarray - ``` -- [PyPi](https://pypi.org/project/docarray) (πŸ“₯ 86K / month Β· πŸ“¦ 68 Β· ⏱️ 22.12.2023): - ``` - pip install docarray + git clone https://github.com/ekzhu/datasketch ``` -- [Conda](https://anaconda.org/conda-forge/docarray) (πŸ“₯ 140K Β· ⏱️ 18.06.2023): +- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.8M / month Β· πŸ“¦ 44 Β· ⏱️ 04.06.2024): ``` - conda install -c conda-forge docarray + pip install datasketch ```
Vaex (πŸ₯‰30 Β· ⭐ 8.2K Β· πŸ’€) - Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML,.. MIT @@ -560,19 +572,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge vaex ```
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datasketch (πŸ₯‰30 Β· ⭐ 2.4K) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT - -- [GitHub](https://github.com/ekzhu/datasketch) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 290 Β· πŸ“₯ 27 Β· πŸ“¦ 1.2K Β· πŸ“‹ 160 - 30% open Β· ⏱️ 26.03.2024): - - ``` - git clone https://github.com/ekzhu/datasketch - ``` -- [PyPi](https://pypi.org/project/datasketch) (πŸ“₯ 2.9M / month Β· πŸ“¦ 44 Β· ⏱️ 03.10.2023): - ``` - pip install datasketch - ``` -
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datatable (πŸ₯‰29 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 +
datatable (πŸ₯‰28 Β· ⭐ 1.8K) - A Python package for manipulating 2-dimensional tabular data.. MPL-2.0 - [GitHub](https://github.com/h2oai/datatable) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 150 Β· πŸ“₯ 2.4K Β· πŸ“‹ 1.5K - 11% open Β· ⏱️ 01.12.2023): @@ -583,57 +583,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install datatable ``` -- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 25K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/datatable) (πŸ“₯ 26K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge datatable ```
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PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.5K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter +
PandaralΒ·lel (πŸ₯‰27 Β· ⭐ 3.6K) - A simple and efficient tool to parallelize Pandas.. BSD-3 jupyter - [GitHub](https://github.com/nalepae/pandarallel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 200 Β· πŸ“‹ 220 - 40% open Β· ⏱️ 16.02.2024): ``` git clone https://github.com/nalepae/pandarallel ``` -- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 410K / month Β· πŸ“¦ 91 Β· ⏱️ 02.05.2023): +- [PyPi](https://pypi.org/project/pandarallel) (πŸ“₯ 420K / month Β· πŸ“¦ 91 Β· ⏱️ 02.05.2023): ``` pip install pandarallel ``` -- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 92K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/pandarallel) (πŸ“₯ 93K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge pandarallel ```
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swifter (πŸ₯‰27 Β· ⭐ 2.5K) - A package which efficiently applies any function to a pandas.. MIT +
StaticFrame (πŸ₯‰27 Β· ⭐ 410) - Immutable and statically-typeable DataFrames with runtime type and.. MIT -- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 13% open Β· ⏱️ 14.03.2024): +- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 7% open Β· ⏱️ 21.05.2024): ``` - git clone https://github.com/jmcarpenter2/swifter + git clone https://github.com/InvestmentSystems/static-frame ``` -- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 740K / month Β· πŸ“¦ 52 Β· ⏱️ 31.07.2023): +- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 6.1K / month Β· πŸ“¦ 4 Β· ⏱️ 21.05.2024): ``` - pip install swifter + pip install static-frame ``` -- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 340K Β· ⏱️ 31.07.2023): +- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 340K Β· ⏱️ 21.05.2024): ``` - conda install -c conda-forge swifter + conda install -c conda-forge static-frame ```
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StaticFrame (πŸ₯‰27 Β· ⭐ 410) - Immutable and statically-typeable DataFrames with runtime type and.. MIT +
swifter (πŸ₯‰26 Β· ⭐ 2.5K) - A package which efficiently applies any function to a pandas.. MIT -- [GitHub](https://github.com/static-frame/static-frame) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 33 Β· πŸ“¦ 22 Β· πŸ“‹ 630 - 7% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/jmcarpenter2/swifter) (πŸ‘¨β€πŸ’» 18 Β· πŸ”€ 100 Β· πŸ“¦ 1.3K Β· πŸ“‹ 150 - 13% open Β· ⏱️ 14.03.2024): ``` - git clone https://github.com/InvestmentSystems/static-frame + git clone https://github.com/jmcarpenter2/swifter ``` -- [PyPi](https://pypi.org/project/static-frame) (πŸ“₯ 6.3K / month Β· πŸ“¦ 4 Β· ⏱️ 21.05.2024): +- [PyPi](https://pypi.org/project/swifter) (πŸ“₯ 720K / month Β· πŸ“¦ 52 Β· ⏱️ 31.07.2023): ``` - pip install static-frame + pip install swifter ``` -- [Conda](https://anaconda.org/conda-forge/static-frame) (πŸ“₯ 340K Β· ⏱️ 21.05.2024): +- [Conda](https://anaconda.org/conda-forge/swifter) (πŸ“₯ 340K Β· ⏱️ 31.07.2023): ``` - conda install -c conda-forge static-frame + conda install -c conda-forge swifter ```
Pandas Summary (πŸ₯‰24 Β· ⭐ 490) - Engine for ML/Data tracking, visualization,.. Apache-2 @@ -643,7 +643,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/polyaxon/datatile ``` -- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 88K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): +- [PyPi](https://pypi.org/project/pandas-summary) (πŸ“₯ 87K / month Β· πŸ“¦ 21 Β· ⏱️ 25.11.2021): ``` pip install pandas-summary ``` @@ -683,14 +683,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pyrsistent ```
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python-sortedcontainers (πŸ₯‡32 Β· ⭐ 3.3K Β· πŸ“‰) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +
python-sortedcontainers (πŸ₯‡32 Β· ⭐ 3.3K) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 - [GitHub](https://github.com/grantjenks/python-sortedcontainers) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 200 Β· πŸ“‹ 190 - 12% open Β· ⏱️ 01.03.2024): ``` git clone https://github.com/grantjenks/python-sortedcontainers ``` -- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 57M / month Β· πŸ“¦ 1.1K Β· ⏱️ 16.05.2021): +- [PyPi](https://pypi.org/project/sortedcontainers) (πŸ“₯ 59M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.05.2021): ``` pip install sortedcontainers ``` @@ -706,7 +706,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jab/bidict ``` -- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 3.7M / month Β· πŸ“¦ 440 Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/bidict) (πŸ“₯ 3.9M / month Β· πŸ“¦ 440 Β· ⏱️ 18.02.2024): ``` pip install bidict ``` @@ -717,7 +717,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
multidict (πŸ₯‡32 Β· ⭐ 400) - The multidict implementation. Apache-2 -- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.7K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 19.04.2024): +- [GitHub](https://github.com/aio-libs/multidict) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 95 Β· πŸ“₯ 6.8K Β· πŸ“‹ 160 - 14% open Β· ⏱️ 19.04.2024): ``` git clone https://github.com/aio-libs/multidict @@ -731,14 +731,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge multidict ```
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anytree (πŸ₯ˆ31 Β· ⭐ 910) - Python tree data library. Apache-2 +
anytree (πŸ₯ˆ31 Β· ⭐ 910 Β· πŸ’€) - Python tree data library. Apache-2 -- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 120 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 14% open Β· ⏱️ 16.11.2023): +- [GitHub](https://github.com/c0fec0de/anytree) (πŸ‘¨β€πŸ’» 29 Β· πŸ”€ 130 Β· πŸ“¦ 19K Β· πŸ“‹ 190 - 14% open Β· ⏱️ 16.11.2023): ``` git clone https://github.com/c0fec0de/anytree ``` -- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.4M / month Β· πŸ“¦ 480 Β· ⏱️ 16.11.2023): +- [PyPi](https://pypi.org/project/anytree) (πŸ“₯ 1.5M / month Β· πŸ“¦ 480 Β· ⏱️ 16.11.2023): ``` pip install anytree ``` @@ -770,7 +770,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/mahmoud/glom ``` -- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2M / month Β· πŸ“¦ 170 Β· ⏱️ 27.11.2023): +- [PyPi](https://pypi.org/project/glom) (πŸ“₯ 2.1M / month Β· πŸ“¦ 170 Β· ⏱️ 27.11.2023): ``` pip install glom ``` @@ -786,7 +786,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/MagicStack/immutables ``` -- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.1M / month Β· πŸ“¦ 130 Β· ⏱️ 14.08.2023): +- [PyPi](https://pypi.org/project/immutables) (πŸ“₯ 1.2M / month Β· πŸ“¦ 130 Β· ⏱️ 14.08.2023): ``` pip install immutables ``` @@ -795,14 +795,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge immutables ```
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janus (πŸ₯‰27 Β· ⭐ 780) - Thread-safe asyncio-aware queue for Python. Apache-2 +
janus (πŸ₯‰27 Β· ⭐ 790) - Thread-safe asyncio-aware queue for Python. Apache-2 -- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 44 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/aio-libs/janus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 45 Β· πŸ“‹ 42 - 21% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/aio-libs/janus ``` -- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 840K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): +- [PyPi](https://pypi.org/project/janus) (πŸ“₯ 800K / month Β· πŸ“¦ 120 Β· ⏱️ 17.12.2021): ``` pip install janus ``` @@ -834,7 +834,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/cdgriffith/Box ``` -- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/python-box) (πŸ“₯ 3.1M / month Β· πŸ“¦ 410 Β· ⏱️ 26.08.2023): ``` pip install python-box ``` @@ -848,7 +848,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - addict (πŸ₯ˆ29 Β· ⭐ 2.4K Β· πŸ’€) - The Python Dict thats better than heroin. MIT - sqlitedict (πŸ₯ˆ29 Β· ⭐ 1.1K Β· πŸ’€) - Persistent dict, backed by sqlite3 and pickle, multithread-.. Apache-2 - ordered-set (πŸ₯‰28 Β· ⭐ 210 Β· πŸ’€) - A mutable set that remembers the order of its entries. One of.. MIT -- cleverdict (πŸ₯‰16 Β· ⭐ 99 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT +- cleverdict (πŸ₯‰15 Β· ⭐ 99 Β· πŸ’€) - A JSON-friendly data structure which allows both object attributes.. MIT

@@ -858,23 +858,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pydantic (πŸ₯‡46 Β· ⭐ 19K) - Data validation using Python type hints. MIT -- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 530 Β· πŸ”€ 1.7K Β· πŸ“¦ 420K Β· πŸ“‹ 4.1K - 9% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/pydantic/pydantic) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 1.7K Β· πŸ“¦ 420K Β· πŸ“‹ 4.1K - 10% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/samuelcolvin/pydantic ``` -- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 200M / month Β· πŸ“¦ 19K Β· ⏱️ 28.05.2024): +- [PyPi](https://pypi.org/project/pydantic) (πŸ“₯ 200M / month Β· πŸ“¦ 19K Β· ⏱️ 03.06.2024): ``` pip install pydantic ``` -- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.8M Β· ⏱️ 29.05.2024): +- [Conda](https://anaconda.org/conda-forge/pydantic) (πŸ“₯ 7.9M Β· ⏱️ 04.06.2024): ``` conda install -c conda-forge pydantic ```
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jsonschema (πŸ₯‡40 Β· ⭐ 4.5K) - An implementation of the JSON Schema specification for Python. MIT +
jsonschema (πŸ₯‡41 Β· ⭐ 4.5K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT -- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 250 Β· πŸ“¦ 570K Β· πŸ“‹ 830 - 3% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/python-jsonschema/jsonschema) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 570 Β· πŸ“₯ 250 Β· πŸ“¦ 570K Β· πŸ“‹ 830 - 3% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/Julian/jsonschema @@ -890,16 +890,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
validators (πŸ₯ˆ35 Β· ⭐ 920) - Python Data Validation for Humans. MIT -- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“₯ 28 Β· πŸ“¦ 120K Β· πŸ“‹ 170 - 0% open Β· ⏱️ 25.05.2024): +- [GitHub](https://github.com/python-validators/validators) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“₯ 40 Β· πŸ“¦ 120K Β· πŸ“‹ 170 - 0% open Β· ⏱️ 25.05.2024): ``` git clone https://github.com/kvesteri/validators ``` -- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.3M / month Β· πŸ“¦ 7.1K Β· ⏱️ 25.05.2024): +- [PyPi](https://pypi.org/project/validators) (πŸ“₯ 8.5M / month Β· πŸ“¦ 7.1K Β· ⏱️ 25.05.2024): ``` pip install validators ``` -- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 640K Β· ⏱️ 28.05.2024): +- [Conda](https://anaconda.org/conda-forge/validators) (πŸ“₯ 650K Β· ⏱️ 28.05.2024): ``` conda install -c conda-forge validators ``` @@ -911,7 +911,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pyeve/cerberus ``` -- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.4M / month Β· πŸ“¦ 660 Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/cerberus) (πŸ“₯ 4.5M / month Β· πŸ“¦ 660 Β· ⏱️ 09.08.2023): ``` pip install cerberus ``` @@ -922,7 +922,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
schema (πŸ₯ˆ33 Β· ⭐ 2.8K) - Schema validation just got Pythonic. MIT -- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9.3K Β· πŸ“‹ 180 - 53% open Β· ⏱️ 06.05.2024): +- [GitHub](https://github.com/keleshev/schema) (πŸ‘¨β€πŸ’» 69 Β· πŸ”€ 210 Β· πŸ“¦ 9.4K Β· πŸ“‹ 180 - 53% open Β· ⏱️ 06.05.2024): ``` git clone https://github.com/keleshev/schema @@ -938,12 +938,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
voluptuous (πŸ₯ˆ32 Β· ⭐ 1.8K) - CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data.. BSD-3 -- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 15% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/alecthomas/voluptuous) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 210 Β· πŸ“¦ 16K Β· πŸ“‹ 250 - 16% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/alecthomas/voluptuous ``` -- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.6M / month Β· πŸ“¦ 530 Β· ⏱️ 03.02.2024): +- [PyPi](https://pypi.org/project/voluptuous) (πŸ“₯ 2.5M / month Β· πŸ“¦ 540 Β· ⏱️ 03.02.2024): ``` pip install voluptuous ``` @@ -952,22 +952,6 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge voluptuous ```
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param (πŸ₯‰31 Β· ⭐ 400) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 - -- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 68 Β· πŸ“¦ 11K Β· πŸ“‹ 460 - 35% open Β· ⏱️ 15.05.2024): - - ``` - git clone https://github.com/holoviz/param - ``` -- [PyPi](https://pypi.org/project/param) (πŸ“₯ 590K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): - ``` - pip install param - ``` -- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.6M Β· ⏱️ 22.03.2024): - ``` - conda install -c conda-forge param - ``` -
python-email-validator (πŸ₯‰30 Β· ⭐ 1K) - A robust email syntax and deliverability validation.. Unlicense - [GitHub](https://github.com/JoshData/python-email-validator) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 150 Β· πŸ“‹ 98 - 11% open Β· ⏱️ 10.05.2024): @@ -975,62 +959,63 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/JoshData/python-email-validator ``` -- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 20M / month Β· πŸ“¦ 690 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/email-validator) (πŸ“₯ 22M / month Β· πŸ“¦ 690 Β· ⏱️ 26.02.2024): ``` pip install email-validator ``` -- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 200K Β· ⏱️ 27.02.2024): +- [Conda](https://anaconda.org/conda-forge/email-validator) (πŸ“₯ 210K Β· ⏱️ 27.02.2024): ``` conda install -c conda-forge email-validator ```
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strictyaml (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT +
param (πŸ₯‰30 Β· ⭐ 400) - Param: Make your Python code clearer and more reliable by declaring.. BSD-3 -- [GitHub](https://github.com/crdoconnor/strictyaml) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 60 Β· πŸ“¦ 2.6K Β· πŸ“‹ 170 - 56% open Β· ⏱️ 25.05.2023): +- [GitHub](https://github.com/holoviz/param) (πŸ‘¨β€πŸ’» 37 Β· πŸ”€ 68 Β· πŸ“¦ 11K Β· πŸ“‹ 460 - 35% open Β· ⏱️ 15.05.2024): ``` - git clone https://github.com/crdoconnor/strictyaml + git clone https://github.com/holoviz/param ``` -- [PyPi](https://pypi.org/project/strictyaml) (πŸ“₯ 2.7M / month Β· πŸ“¦ 380 Β· ⏱️ 10.03.2023): +- [PyPi](https://pypi.org/project/param) (πŸ“₯ 600K / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` - pip install strictyaml + pip install param ``` -- [Conda](https://anaconda.org/conda-forge/strictyaml) (πŸ“₯ 220K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/param) (πŸ“₯ 1.6M Β· ⏱️ 22.03.2024): ``` - conda install -c conda-forge strictyaml + conda install -c conda-forge param ```
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dirty-equals (πŸ₯‰21 Β· ⭐ 780) - Doing dirty (but extremely useful) things with equals. MIT +
dirty-equals (πŸ₯‰21 Β· ⭐ 780 Β· πŸ’€) - Doing dirty (but extremely useful) things with equals. MIT -- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 330 Β· πŸ“‹ 33 - 42% open Β· ⏱️ 15.11.2023): +- [GitHub](https://github.com/samuelcolvin/dirty-equals) (πŸ‘¨β€πŸ’» 16 Β· πŸ”€ 35 Β· πŸ“¦ 330 Β· πŸ“‹ 34 - 44% open Β· ⏱️ 15.11.2023): ``` git clone https://github.com/samuelcolvin/dirty-equals ``` -- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 150K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): +- [PyPi](https://pypi.org/project/dirty-equals) (πŸ“₯ 140K / month Β· πŸ“¦ 31 Β· ⏱️ 15.11.2023): ``` pip install dirty-equals ``` -- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 47K Β· ⏱️ 15.11.2023): +- [Conda](https://anaconda.org/conda-forge/dirty-equals) (πŸ“₯ 48K Β· ⏱️ 15.11.2023): ``` conda install -c conda-forge dirty-equals ```
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validr (πŸ₯‰18 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT +
validr (πŸ₯‰17 Β· ⭐ 210) - A simple, fast, extensible python library for data validation. MIT - [GitHub](https://github.com/guyskk/validr) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 12 Β· πŸ“‹ 25 - 12% open Β· ⏱️ 23.12.2023): ``` git clone https://github.com/guyskk/validr ``` -- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 580 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): +- [PyPi](https://pypi.org/project/validr) (πŸ“₯ 620 / month Β· πŸ“¦ 6 Β· ⏱️ 13.12.2023): ``` pip install validr ```
-
Show 4 hidden projects... +
Show 5 hidden projects... - schematics (πŸ₯‰30 Β· ⭐ 2.6K Β· πŸ’€) - Python Data Structures for Humans. BSD-3 +- strictyaml (πŸ₯‰27 Β· ⭐ 1.4K Β· πŸ’€) - Type-safe YAML parser and validator. MIT - valideer (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - Lightweight data validation and adaptation Python library. MIT - typical (πŸ₯‰19 Β· ⭐ 180 Β· πŸ’€) - Typical: Fast, simple, & correct data-validation using Python 3 typing. MIT - dataklasses (πŸ₯‰7 Β· ⭐ 780 Β· πŸ’€) - A different spin on dataclasses. ❗Unlicensed @@ -1050,11 +1035,11 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pytransitions/transitions ``` -- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 610K / month Β· πŸ“¦ 170 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/transitions) (πŸ“₯ 600K / month Β· πŸ“¦ 170 Β· ⏱️ 14.05.2024): ``` pip install transitions ``` -- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 650K Β· ⏱️ 14.05.2024): +- [Conda](https://anaconda.org/conda-forge/transitions) (πŸ“₯ 660K Β· ⏱️ 14.05.2024): ``` conda install -c conda-forge transitions ``` @@ -1075,14 +1060,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge algorithms ```
-
PyPattyrn (πŸ₯‰20 Β· ⭐ 2.2K) - A simple library for implementing common design patterns. MIT +
PyPattyrn (πŸ₯‰21 Β· ⭐ 2.2K) - A simple library for implementing common design patterns. MIT -- [GitHub](https://github.com/tylerlaberge/PyPattyrn) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 150 Β· πŸ“¦ 48 Β· πŸ“‹ 42 - 2% open Β· ⏱️ 26.05.2024): +- [GitHub](https://github.com/tylerlaberge/PyPattyrn) (πŸ‘¨β€πŸ’» 4 Β· πŸ”€ 150 Β· πŸ“¦ 49 Β· πŸ“‹ 42 - 2% open Β· ⏱️ 26.05.2024): ``` git clone https://github.com/tylerlaberge/PyPattyrn ``` -- [PyPi](https://pypi.org/project/pypattyrn) (πŸ“₯ 1.3K / month Β· πŸ“¦ 14 Β· ⏱️ 11.09.2016): +- [PyPi](https://pypi.org/project/pypattyrn) (πŸ“₯ 1.4K / month Β· πŸ“¦ 14 Β· ⏱️ 11.09.2016): ``` pip install pypattyrn ``` @@ -1104,19 +1089,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install arrow ``` -- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.8M Β· ⏱️ 01.10.2023): +- [Conda](https://anaconda.org/conda-forge/arrow) (πŸ“₯ 4.9M Β· ⏱️ 01.10.2023): ``` conda install -c conda-forge arrow ```
-
pendulum (πŸ₯ˆ36 Β· ⭐ 6.1K) - Python datetimes made easy. MIT +
pendulum (πŸ₯ˆ35 Β· ⭐ 6.1K) - Python datetimes made easy. MIT - [GitHub](https://github.com/sdispater/pendulum) (πŸ‘¨β€πŸ’» 96 Β· πŸ”€ 360 Β· πŸ“₯ 650 Β· πŸ“¦ 28K Β· πŸ“‹ 560 - 42% open Β· ⏱️ 16.12.2023): ``` git clone https://github.com/sdispater/pendulum ``` -- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 44M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): +- [PyPi](https://pypi.org/project/pendulum) (πŸ“₯ 48M / month Β· πŸ“¦ 1.2K Β· ⏱️ 16.12.2023): ``` pip install pendulum ``` @@ -1125,7 +1110,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pendulum ```
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python-dateutil (πŸ₯ˆ35 Β· ⭐ 2.3K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 +
python-dateutil (πŸ₯ˆ35 Β· ⭐ 2.3K) - Useful extensions to the standard Python datetime features. Apache-2 - [GitHub](https://github.com/dateutil/dateutil) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 480 Β· πŸ“₯ 35K Β· πŸ“‹ 790 - 45% open Β· ⏱️ 20.05.2024): @@ -1136,7 +1121,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install python-dateutil ``` -- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 57M Β· ⏱️ 01.03.2024): +- [Conda](https://anaconda.org/conda-forge/python-dateutil) (πŸ“₯ 58M Β· ⏱️ 01.03.2024): ``` conda install -c conda-forge python-dateutil ``` @@ -1159,7 +1144,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
pytz (πŸ₯ˆ34 Β· ⭐ 320) - pytz Python historical timezone library and database. MIT -- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 85 Β· πŸ“₯ 57 Β· πŸ“¦ 2M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): +- [GitHub](https://github.com/stub42/pytz) (πŸ‘¨β€πŸ’» 21 Β· πŸ”€ 86 Β· πŸ“₯ 59 Β· πŸ“¦ 2M Β· πŸ“‹ 88 - 37% open Β· ⏱️ 02.02.2024): ``` git clone https://github.com/stub42/pytz @@ -1168,23 +1153,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install pytz ``` -- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 53M Β· ⏱️ 02.02.2024): +- [Conda](https://anaconda.org/conda-forge/pytz) (πŸ“₯ 54M Β· ⏱️ 02.02.2024): ``` conda install -c conda-forge pytz ```
-
holidays (πŸ₯‰32 Β· ⭐ 1.4K) - Generate and work with holidays in Python. MIT +
holidays (πŸ₯‰31 Β· ⭐ 1.4K) - Generate and work with holidays in Python. MIT - [GitHub](https://github.com/dr-prodigy/python-holidays) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 440 Β· ⏱️ 12.04.2024): ``` git clone https://github.com/dr-prodigy/python-holidays ``` -- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.2M / month Β· πŸ“¦ 320 Β· ⏱️ 20.05.2024): +- [PyPi](https://pypi.org/project/holidays) (πŸ“₯ 7.4M / month Β· πŸ“¦ 320 Β· ⏱️ 03.06.2024): ``` pip install holidays ``` -- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.9M Β· ⏱️ 21.05.2024): +- [Conda](https://anaconda.org/conda-forge/holidays) (πŸ“₯ 3.9M Β· ⏱️ 04.06.2024): ``` conda install -c conda-forge holidays ``` @@ -1218,16 +1203,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filesystem_spec (πŸ₯‡40 Β· ⭐ 920) - A specification that python filesystems should adhere to. BSD-3 -- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 330 Β· πŸ“¦ 120K Β· πŸ“‹ 680 - 37% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/fsspec/filesystem_spec) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 340 Β· πŸ“¦ 130K Β· πŸ“‹ 690 - 37% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/fsspec/filesystem_spec ``` -- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 260M / month Β· πŸ“¦ 1.6K Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/fsspec) (πŸ“₯ 260M / month Β· πŸ“¦ 1.6K Β· ⏱️ 04.06.2024): ``` pip install fsspec ``` -- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 17M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/fsspec) (πŸ“₯ 17M Β· ⏱️ 04.06.2024): ``` conda install -c conda-forge fsspec ``` @@ -1239,7 +1224,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/gorakhargosh/watchdog ``` -- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 21M / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/watchdog) (πŸ“₯ 22M / month Β· πŸ“¦ 2.4K Β· ⏱️ 23.05.2024): ``` pip install watchdog ``` @@ -1250,7 +1235,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
filelock (πŸ₯ˆ35 Β· ⭐ 700) - A platform-independent file lock for Python. Unlicense -- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 100 Β· πŸ“¦ 440K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 24.05.2024): +- [GitHub](https://github.com/tox-dev/filelock) (πŸ‘¨β€πŸ’» 46 Β· πŸ”€ 100 Β· πŸ“¦ 450K Β· πŸ“‹ 110 - 13% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/tox-dev/py-filelock @@ -1271,7 +1256,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/Tinche/aiofiles ``` -- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 18M / month Β· πŸ“¦ 2.5K Β· ⏱️ 09.08.2023): +- [PyPi](https://pypi.org/project/aiofiles) (πŸ“₯ 19M / month Β· πŸ“¦ 2.5K Β· ⏱️ 09.08.2023): ``` pip install aiofiles ``` @@ -1291,7 +1276,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install path ``` -- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 540K Β· ⏱️ 15.04.2024): +- [Conda](https://anaconda.org/conda-forge/path) (πŸ“₯ 550K Β· ⏱️ 15.04.2024): ``` conda install -c conda-forge path ``` @@ -1303,7 +1288,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/benhoyt/scandir ``` -- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.1M / month Β· πŸ“¦ 210 Β· ⏱️ 09.03.2019): +- [PyPi](https://pypi.org/project/scandir) (πŸ“₯ 3.2M / month Β· πŸ“¦ 210 Β· ⏱️ 09.03.2019): ``` pip install scandir ``` @@ -1314,7 +1299,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- zipp (πŸ₯ˆ35 Β· ⭐ 52) - Backport of pathlib-compatible object wrapper for zip files. MIT +- zipp (πŸ₯ˆ36 Β· ⭐ 52 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT - appdirs (πŸ₯‰31 Β· ⭐ 1K Β· πŸ’€) - A small Python module for determining appropriate platform-specific.. MIT - pyfilesystem2 (πŸ₯‰30 Β· ⭐ 2K Β· πŸ’€) - Pythons Filesystem abstraction layer. MIT - Unipath (πŸ₯‰22 Β· ⭐ 520 Β· πŸ’€) - An object-oriented approach to Python file/directory operations. MIT @@ -1359,12 +1344,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
typing (πŸ₯ˆ34 Β· ⭐ 1.6K) - Python static typing home. Hosts the documentation and a user help.. Python-2.0 -- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“‹ 800 - 19% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/python/typing) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 220 Β· πŸ“‹ 800 - 19% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/python/typing ``` -- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 9M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.05.2021): +- [PyPi](https://pypi.org/project/typing) (πŸ“₯ 9.1M / month Β· πŸ“¦ 3.1K Β· ⏱️ 01.05.2021): ``` pip install typing ``` @@ -1375,10 +1360,10 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Show 4 hidden projects... -- contextlib2 (πŸ₯‰28 Β· ⭐ 37) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag +- contextlib2 (πŸ₯‰28 Β· ⭐ 38) - contextlib2 is a backport of the standard librarys contextlib.. ❗️psfrag - dataclasses (πŸ₯‰27 Β· ⭐ 580 Β· πŸ’€) - A backport of the dataclasses module for Python 3.6. Apache-2 - futures (πŸ₯‰27 Β· ⭐ 230 Β· πŸ’€) - Backport of the concurrent.futures package to Python 2.6 and 2.7. Python-2.0 -- pathlib2 (πŸ₯‰27 Β· ⭐ 80 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT +- pathlib2 (πŸ₯‰27 Β· ⭐ 81 Β· πŸ’€) - Backport of pathlib aiming to support the full stdlib Python API. MIT

@@ -1386,30 +1371,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cryptography (πŸ₯‡47 Β· ⭐ 6.3K) - cryptography is a package designed to expose cryptographic.. Apache-2 +
cryptography (πŸ₯‡47 Β· ⭐ 6.4K) - cryptography is a package designed to expose cryptographic.. Apache-2 -- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 670K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/pyca/cryptography) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“¦ 680K Β· πŸ“‹ 2.5K - 1% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/pyca/cryptography ``` -- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 270M / month Β· πŸ“¦ 8.7K Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/cryptography) (πŸ“₯ 270M / month Β· πŸ“¦ 8.8K Β· ⏱️ 04.06.2024): ``` pip install cryptography ``` -- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 48M Β· ⏱️ 07.05.2024): +- [Conda](https://anaconda.org/conda-forge/cryptography) (πŸ“₯ 48M Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge cryptography ```
pycryptodomex (πŸ₯ˆ39 Β· ⭐ 2.7K) - A self-contained cryptographic library for Python. BSD-3 -- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 470 Β· πŸ“₯ 530 Β· πŸ“¦ 97K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.05.2024): +- [GitHub](https://github.com/Legrandin/pycryptodome) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 480 Β· πŸ“₯ 540 Β· πŸ“¦ 98K Β· πŸ“‹ 580 - 10% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/Legrandin/pycryptodome ``` -- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 35M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.01.2024): +- [PyPi](https://pypi.org/project/pycryptodomex) (πŸ“₯ 36M / month Β· πŸ“¦ 1.3K Β· ⏱️ 10.01.2024): ``` pip install pycryptodomex ``` @@ -1425,7 +1410,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/jaraco/keyring ``` -- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 54M / month Β· πŸ“¦ 2.8K Β· ⏱️ 13.05.2024): +- [PyPi](https://pypi.org/project/keyring) (πŸ“₯ 54M / month Β· πŸ“¦ 2.9K Β· ⏱️ 13.05.2024): ``` pip install keyring ``` @@ -1436,12 +1421,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
bcrypt (πŸ₯‰38 Β· ⭐ 1.2K) - Modern(-ish) password hashing for your software and your servers. Apache-2 -- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 230K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/pyca/bcrypt) (πŸ‘¨β€πŸ’» 32 Β· πŸ”€ 150 Β· πŸ“¦ 230K Β· πŸ“‹ 140 - 5% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/pyca/bcrypt ``` -- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 60M / month Β· πŸ“¦ 1.3K Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/bcrypt) (πŸ“₯ 61M / month Β· πŸ“¦ 1.3K Β· ⏱️ 04.05.2024): ``` pip install bcrypt ``` @@ -1457,23 +1442,23 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/google/tink ``` -- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 410K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/tink) (πŸ“₯ 420K / month Β· πŸ“¦ 8 Β· ⏱️ 02.05.2024): ``` pip install tink ``` -- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 310 / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2023): +- [npm](https://www.npmjs.com/package/tink-crypto) (πŸ“₯ 270 / month Β· πŸ“¦ 3 Β· ⏱️ 02.05.2023): ``` npm install tink-crypto ```
-
asn1crypto (πŸ₯‰33 Β· ⭐ 320) - Python ASN.1 library with a focus on performance and a pythonic API. MIT +
asn1crypto (πŸ₯‰33 Β· ⭐ 320 Β· πŸ’€) - Python ASN.1 library with a focus on performance and a pythonic API. MIT - [GitHub](https://github.com/wbond/asn1crypto) (πŸ‘¨β€πŸ’» 39 Β· πŸ”€ 140 Β· πŸ“¦ 110K Β· πŸ“‹ 190 - 25% open Β· ⏱️ 03.11.2023): ``` git clone https://github.com/wbond/asn1crypto ``` -- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 81M / month Β· πŸ“¦ 590 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/asn1crypto) (πŸ“₯ 82M / month Β· πŸ“¦ 590 Β· ⏱️ 15.03.2022): ``` pip install asn1crypto ``` @@ -1504,78 +1489,78 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
ansible (πŸ₯‡48 Β· ⭐ 61K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 +
ansible (πŸ₯‡48 Β· ⭐ 62K) - Ansible is a radically simple IT automation platform that makes your.. ❗️GPL-3.0 -- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/ansible/ansible) (πŸ‘¨β€πŸ’» 6.8K Β· πŸ”€ 24K Β· πŸ“¦ 34K Β· πŸ“‹ 33K - 2% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/ansible/ansible ``` -- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.2M / month Β· πŸ“¦ 450 Β· ⏱️ 28.05.2024): +- [PyPi](https://pypi.org/project/ansible) (πŸ“₯ 5.1M / month Β· πŸ“¦ 460 Β· ⏱️ 06.06.2024): ``` pip install ansible ``` -- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1.1M Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/ansible) (πŸ“₯ 1.1M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge ansible ```
botocore (πŸ₯‡44 Β· ⭐ 1.4K) - The low-level, core functionality of boto3 and the AWS CLI. Apache-2 -- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 330K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/boto/botocore) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.1K Β· πŸ“¦ 330K Β· πŸ“‹ 1.1K - 13% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/boto/botocore ``` -- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 640M / month Β· πŸ“¦ 2.6K Β· ⏱️ 29.05.2024): +- [PyPi](https://pypi.org/project/botocore) (πŸ“₯ 640M / month Β· πŸ“¦ 2.6K Β· ⏱️ 05.06.2024): ``` pip install botocore ``` -- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 27M Β· ⏱️ 30.05.2024): +- [Conda](https://anaconda.org/conda-forge/botocore) (πŸ“₯ 27M Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge botocore ```
pulumi (πŸ₯ˆ43 Β· ⭐ 20K) - Pulumi - Infrastructure as Code in any programming language. Apache-2 -- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1K Β· πŸ“₯ 3.3M Β· πŸ“¦ 7.9K Β· πŸ“‹ 7.3K - 29% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/pulumi/pulumi) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 1.1K Β· πŸ“₯ 3.4M Β· πŸ“¦ 7.9K Β· πŸ“‹ 7.3K - 29% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/pulumi/pulumi ``` -- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 950K / month Β· πŸ“¦ 260 Β· ⏱️ 25.05.2024): +- [PyPi](https://pypi.org/project/pulumi) (πŸ“₯ 940K / month Β· πŸ“¦ 260 Β· ⏱️ 06.06.2024): ``` pip install pulumi ``` -- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.6M / month Β· πŸ“¦ 930 Β· ⏱️ 23.05.2024): +- [npm](https://www.npmjs.com/package/@pulumi/pulumi) (πŸ“₯ 2.7M / month Β· πŸ“¦ 930 Β· ⏱️ 31.05.2024): ``` npm install @pulumi/pulumi ```
awscli (πŸ₯ˆ43 Β· ⭐ 15K) - Universal Command Line Interface for Amazon Web Services. Apache-2 -- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 5 Β· πŸ“‹ 4.6K - 11% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/aws/aws-cli) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 4K Β· πŸ“₯ 1.7K Β· πŸ“¦ 5 Β· πŸ“‹ 4.6K - 11% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/aws/aws-cli ``` -- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 150M / month Β· πŸ“¦ 620 Β· ⏱️ 29.05.2024): +- [PyPi](https://pypi.org/project/awscli) (πŸ“₯ 140M / month Β· πŸ“¦ 620 Β· ⏱️ 05.06.2024): ``` pip install awscli ``` -- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 23M Β· ⏱️ 30.05.2024): +- [Conda](https://anaconda.org/conda-forge/awscli) (πŸ“₯ 24M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge awscli ```
docker (πŸ₯ˆ43 Β· ⭐ 6.7K) - A Python library for the Docker Engine API. Apache-2 -- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 970 Β· πŸ“¦ 81K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/docker/docker-py) (πŸ‘¨β€πŸ’» 450 Β· πŸ”€ 1.7K Β· πŸ“₯ 980 Β· πŸ“¦ 82K Β· πŸ“‹ 1.7K - 27% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/docker/docker-py ``` -- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 43M / month Β· πŸ“¦ 3.1K Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/docker) (πŸ“₯ 44M / month Β· πŸ“¦ 3.1K Β· ⏱️ 23.05.2024): ``` pip install docker ``` @@ -1584,46 +1569,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge docker-py ```
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paramiko (πŸ₯ˆ41 Β· ⭐ 8.9K) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +
docker-compose (πŸ₯ˆ40 Β· ⭐ 33K) - Define and run multi-container applications with Docker. Apache-2 -- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 96K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): +- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 98M Β· πŸ“¦ 560 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 05.06.2024): ``` - git clone https://github.com/paramiko/paramiko + git clone https://github.com/docker/compose ``` -- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 57M / month Β· πŸ“¦ 2.8K Β· ⏱️ 18.12.2023): +- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.9M / month Β· πŸ“¦ 250 Β· ⏱️ 10.05.2021): ``` - pip install paramiko + pip install docker-compose ``` -- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.6M Β· ⏱️ 19.12.2023): +- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 420K Β· ⏱️ 24.05.2024): ``` - conda install -c conda-forge paramiko + conda install -c conda-forge docker-compose ```
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docker-compose (πŸ₯ˆ40 Β· ⭐ 33K) - Define and run multi-container applications with Docker. Apache-2 +
paramiko (πŸ₯ˆ40 Β· ⭐ 8.9K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 -- [GitHub](https://github.com/docker/compose) (πŸ‘¨β€πŸ’» 540 Β· πŸ”€ 5.1K Β· πŸ“₯ 96M Β· πŸ“¦ 550 Β· πŸ“‹ 7.5K - 3% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/paramiko/paramiko) (πŸ‘¨β€πŸ’» 190 Β· πŸ”€ 2K Β· πŸ“¦ 97K Β· πŸ“‹ 1.8K - 56% open Β· ⏱️ 11.02.2024): ``` - git clone https://github.com/docker/compose + git clone https://github.com/paramiko/paramiko ``` -- [PyPi](https://pypi.org/project/docker-compose) (πŸ“₯ 1.9M / month Β· πŸ“¦ 250 Β· ⏱️ 10.05.2021): +- [PyPi](https://pypi.org/project/paramiko) (πŸ“₯ 58M / month Β· πŸ“¦ 2.8K Β· ⏱️ 18.12.2023): ``` - pip install docker-compose + pip install paramiko ``` -- [Conda](https://anaconda.org/conda-forge/docker-compose) (πŸ“₯ 420K Β· ⏱️ 24.05.2024): +- [Conda](https://anaconda.org/conda-forge/paramiko) (πŸ“₯ 4.6M Β· ⏱️ 19.12.2023): ``` - conda install -c conda-forge docker-compose + conda install -c conda-forge paramiko ```
kubernetes (πŸ₯ˆ39 Β· ⭐ 6.5K) - Official Python client library for kubernetes. Apache-2 -- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/kubernetes-client/python) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 3.2K Β· πŸ“‹ 1.3K - 7% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/kubernetes-client/python ``` -- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 34M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/kubernetes) (πŸ“₯ 30M / month Β· πŸ“¦ 1.3K Β· ⏱️ 30.05.2024): ``` pip install kubernetes ``` @@ -1639,7 +1624,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/ktbyers/netmiko ``` -- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 310K / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): +- [PyPi](https://pypi.org/project/netmiko) (πŸ“₯ 320K / month Β· πŸ“¦ 180 Β· ⏱️ 17.11.2023): ``` pip install netmiko ``` @@ -1651,39 +1636,39 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/fabric/fabric ``` -- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.4M / month Β· πŸ“¦ 280 Β· ⏱️ 31.08.2023): +- [PyPi](https://pypi.org/project/fabric) (πŸ“₯ 6.5M / month Β· πŸ“¦ 280 Β· ⏱️ 31.08.2023): ``` pip install fabric ``` -- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 93K Β· ⏱️ 31.08.2023): +- [Conda](https://anaconda.org/conda-forge/fabric) (πŸ“₯ 94K Β· ⏱️ 31.08.2023): ``` conda install -c conda-forge fabric ```
-
schedule (πŸ₯‰36 Β· ⭐ 12K Β· πŸ“ˆ) - Python job scheduling for humans. MIT +
schedule (πŸ₯‰36 Β· ⭐ 12K) - Python job scheduling for humans. MIT - [GitHub](https://github.com/dbader/schedule) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 950 Β· πŸ“¦ 35K Β· πŸ“‹ 460 - 34% open Β· ⏱️ 25.05.2024): ``` git clone https://github.com/dbader/schedule ``` -- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 650 Β· ⏱️ 25.05.2024): +- [PyPi](https://pypi.org/project/schedule) (πŸ“₯ 2.3M / month Β· πŸ“¦ 660 Β· ⏱️ 25.05.2024): ``` pip install schedule ``` -- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 57K Β· ⏱️ 02.10.2023): +- [Conda](https://anaconda.org/conda-forge/schedule) (πŸ“₯ 58K Β· ⏱️ 02.10.2023): ``` conda install -c conda-forge schedule ```
plumbum (πŸ₯‰34 Β· ⭐ 2.8K) - Plumbum: Shell Combinators. MIT -- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.4K Β· πŸ“‹ 360 - 37% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/tomerfiliba/plumbum) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 180 Β· πŸ“¦ 6.5K Β· πŸ“‹ 360 - 37% open Β· ⏱️ 20.05.2024): ``` git clone https://github.com/tomerfiliba/plumbum ``` -- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 3M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): +- [PyPi](https://pypi.org/project/plumbum) (πŸ“₯ 2.9M / month Β· πŸ“¦ 290 Β· ⏱️ 29.04.2024): ``` pip install plumbum ``` @@ -1692,30 +1677,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge plumbum ```
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sshtunnel (πŸ₯‰32 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT - -- [GitHub](https://github.com/pahaz/sshtunnel) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 180 Β· πŸ“¦ 7.2K Β· πŸ“‹ 210 - 31% open Β· ⏱️ 14.05.2023): - - ``` - git clone https://github.com/pahaz/sshtunnel - ``` -- [PyPi](https://pypi.org/project/sshtunnel) (πŸ“₯ 14M / month Β· πŸ“¦ 320 Β· ⏱️ 11.01.2021): - ``` - pip install sshtunnel - ``` -- [Conda](https://anaconda.org/conda-forge/sshtunnel) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge sshtunnel - ``` -
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pyinfra (πŸ₯‰31 Β· ⭐ 3.5K) - pyinfra turns Python code into shell commands and runs them on your.. MIT +
pyinfra (πŸ₯‰31 Β· ⭐ 3.6K) - pyinfra turns Python code into shell commands and runs them on your.. MIT -- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 350 Β· πŸ“¦ 120 Β· πŸ“‹ 720 - 21% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/pyinfra-dev/pyinfra) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 350 Β· πŸ“¦ 120 Β· πŸ“‹ 720 - 22% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/Fizzadar/pyinfra ``` -- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 23K / month Β· πŸ“¦ 16 Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/pyinfra) (πŸ“₯ 20K / month Β· πŸ“¦ 16 Β· ⏱️ 04.05.2024): ``` pip install pyinfra ``` @@ -1727,7 +1696,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pypyr/pypyr ``` -- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.8K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): +- [PyPi](https://pypi.org/project/pypyr) (πŸ“₯ 2.6K / month Β· πŸ“¦ 11 Β· ⏱️ 22.09.2023): ``` pip install pypyr ``` @@ -1736,13 +1705,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge pypyr ```
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Show 5 hidden projects... +
Show 6 hidden projects... +- sshtunnel (πŸ₯‰31 Β· ⭐ 1.2K Β· πŸ’€) - SSH tunnels to remote server. MIT - parallel-ssh (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - Asynchronous parallel SSH client library. ❗️LGPL-2.1 - storm (πŸ₯‰24 Β· ⭐ 3.9K Β· πŸ’€) - Manage your SSH like a boss. MIT - fabtools (πŸ₯‰24 Β· ⭐ 1.2K Β· πŸ’€) - Tools for writing awesome Fabric files. BSD-2 - wssh (πŸ₯‰17 Β· ⭐ 1.4K Β· πŸ’€) - SSH to WebSockets Bridge. MIT -- Grai (πŸ₯‰14 Β· ⭐ 270) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0 +- Grai (πŸ₯‰14 Β· ⭐ 280) - Platform to programmatically manage, test, and debug data.. ❗️MulanPSL-2.0

@@ -1750,14 +1720,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
pexpect (πŸ₯‡38 Β· ⭐ 2.5K) - A Python module for controlling interactive programs in a pseudo-terminal. ISC +
pexpect (πŸ₯‡38 Β· ⭐ 2.5K Β· πŸ’€) - A Python module for controlling interactive programs in a pseudo-.. ISC -- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“₯ 4.4K Β· πŸ“¦ 380K Β· πŸ“‹ 490 - 32% open Β· ⏱️ 25.11.2023): +- [GitHub](https://github.com/pexpect/pexpect) (πŸ‘¨β€πŸ’» 110 Β· πŸ”€ 480 Β· πŸ“₯ 4.4K Β· πŸ“¦ 390K Β· πŸ“‹ 490 - 32% open Β· ⏱️ 25.11.2023): ``` git clone https://github.com/pexpect/pexpect ``` -- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 71M / month Β· πŸ“¦ 1.6K Β· ⏱️ 25.11.2023): +- [PyPi](https://pypi.org/project/pexpect) (πŸ“₯ 72M / month Β· πŸ“¦ 1.6K Β· ⏱️ 25.11.2023): ``` pip install pexpect ``` @@ -1782,18 +1752,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge supervisor ```
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sh (πŸ₯‰34 Β· ⭐ 6.9K) - Python process launching. MIT +
sh (πŸ₯‰35 Β· ⭐ 6.9K) - Python process launching. MIT -- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 490 Β· πŸ“¦ 15K Β· πŸ“‹ 480 - 1% open Β· ⏱️ 13.03.2024): +- [GitHub](https://github.com/amoffat/sh) (πŸ‘¨β€πŸ’» 98 Β· πŸ”€ 500 Β· πŸ“¦ 15K Β· πŸ“‹ 480 - 1% open Β· ⏱️ 31.05.2024): ``` git clone https://github.com/amoffat/sh ``` -- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.3M / month Β· πŸ“¦ 720 Β· ⏱️ 10.08.2023): +- [PyPi](https://pypi.org/project/sh) (πŸ“₯ 7.2M / month Β· πŸ“¦ 720 Β· ⏱️ 01.06.2024): ``` pip install sh ``` -- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 200K Β· ⏱️ 10.08.2023): +- [Conda](https://anaconda.org/conda-forge/sh) (πŸ“₯ 210K Β· ⏱️ 01.06.2024): ``` conda install -c conda-forge sh ``` @@ -1805,7 +1775,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/pexpect/ptyprocess ``` -- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 72M / month Β· πŸ“¦ 670 Β· ⏱️ 28.12.2020): +- [PyPi](https://pypi.org/project/ptyprocess) (πŸ“₯ 73M / month Β· πŸ“¦ 680 Β· ⏱️ 28.12.2020): ``` pip install ptyprocess ``` @@ -1820,90 +1790,90 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
greenlet (πŸ₯‡38 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT +
uvloop (πŸ₯‡37 Β· ⭐ 10K Β· πŸ’€) - Ultra fast asyncio event loop. Apache-2 -- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 380K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 21.12.2023): +- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 530 Β· πŸ“₯ 440 Β· πŸ“¦ 130K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 22.10.2023): ``` - git clone https://github.com/python-greenlet/greenlet + git clone https://github.com/MagicStack/uvloop ``` -- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 98M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.12.2023): +- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 18M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): ``` - pip install greenlet + pip install uvloop ``` -- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 9.9M Β· ⏱️ 21.12.2023): +- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 730K Β· ⏱️ 23.10.2023): ``` - conda install -c conda-forge greenlet + conda install -c conda-forge uvloop ```
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uvloop (πŸ₯ˆ37 Β· ⭐ 10K Β· πŸ’€) - Ultra fast asyncio event loop. Apache-2 +
anyio (πŸ₯‡37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT -- [GitHub](https://github.com/MagicStack/uvloop) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 530 Β· πŸ“₯ 440 Β· πŸ“¦ 130K Β· πŸ“‹ 360 - 28% open Β· ⏱️ 22.10.2023): +- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“¦ 310K Β· πŸ“‹ 350 - 16% open Β· ⏱️ 03.06.2024): ``` - git clone https://github.com/MagicStack/uvloop + git clone https://github.com/agronholm/anyio ``` -- [PyPi](https://pypi.org/project/uvloop) (πŸ“₯ 16M / month Β· πŸ“¦ 1.3K Β· ⏱️ 22.10.2023): +- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 74M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.05.2024): ``` - pip install uvloop + pip install anyio ``` -- [Conda](https://anaconda.org/conda-forge/uvloop) (πŸ“₯ 720K Β· ⏱️ 23.10.2023): +- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 14M Β· ⏱️ 19.02.2024): ``` - conda install -c conda-forge uvloop + conda install -c conda-forge anyio ```
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anyio (πŸ₯ˆ37 Β· ⭐ 1.6K) - High level asynchronous concurrency and networking framework that works on.. MIT +
greenlet (πŸ₯‡37 Β· ⭐ 1.6K) - Lightweight in-process concurrent programming. MIT -- [GitHub](https://github.com/agronholm/anyio) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 130 Β· πŸ“¦ 300K Β· πŸ“‹ 350 - 16% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/python-greenlet/greenlet) (πŸ‘¨β€πŸ’» 68 Β· πŸ”€ 240 Β· πŸ“¦ 390K Β· πŸ“‹ 250 - 12% open Β· ⏱️ 21.12.2023): ``` - git clone https://github.com/agronholm/anyio + git clone https://github.com/python-greenlet/greenlet ``` -- [PyPi](https://pypi.org/project/anyio) (πŸ“₯ 72M / month Β· πŸ“¦ 1.5K Β· ⏱️ 26.05.2024): +- [PyPi](https://pypi.org/project/greenlet) (πŸ“₯ 100M / month Β· πŸ“¦ 1.1K Β· ⏱️ 21.12.2023): ``` - pip install anyio + pip install greenlet ``` -- [Conda](https://anaconda.org/conda-forge/anyio) (πŸ“₯ 14M Β· ⏱️ 19.02.2024): +- [Conda](https://anaconda.org/conda-forge/greenlet) (πŸ“₯ 10M Β· ⏱️ 21.12.2023): ``` - conda install -c conda-forge anyio + conda install -c conda-forge greenlet ```
asyncer (πŸ₯‰28 Β· ⭐ 1.5K) - Asyncer, async and await, focused on developer experience. MIT -- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 45 Β· πŸ“¦ 3.8K Β· πŸ“‹ 17 - 76% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/tiangolo/asyncer) (πŸ‘¨β€πŸ’» 15 Β· πŸ”€ 47 Β· πŸ“¦ 3.9K Β· πŸ“‹ 20 - 80% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/tiangolo/asyncer ``` -- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 200K / month Β· πŸ“¦ 86 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/asyncer) (πŸ“₯ 210K / month Β· πŸ“¦ 120 Β· ⏱️ 30.04.2024): ``` pip install asyncer ``` -- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 8.3K Β· ⏱️ 30.04.2024): +- [Conda](https://anaconda.org/conda-forge/asyncer) (πŸ“₯ 8.4K Β· ⏱️ 30.04.2024): ``` conda install -c conda-forge asyncer ```
aiomisc (πŸ₯‰24 Β· ⭐ 370) - aiomisc - miscellaneous utils for asyncio. MIT -- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 26 Β· πŸ“¦ 370 Β· πŸ“‹ 24 - 25% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/aiokitchen/aiomisc) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 26 Β· πŸ“¦ 370 Β· πŸ“‹ 24 - 25% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/aiokitchen/aiomisc ``` -- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 17K / month Β· πŸ“¦ 57 Β· ⏱️ 14.05.2024): +- [PyPi](https://pypi.org/project/aiomisc) (πŸ“₯ 19K / month Β· πŸ“¦ 57 Β· ⏱️ 04.06.2024): ``` pip install aiomisc ```
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unsync (πŸ₯‰23 Β· ⭐ 870) - Unsynchronize asyncio. MIT +
unsync (πŸ₯‰22 Β· ⭐ 870) - Unsynchronize asyncio. MIT - [GitHub](https://github.com/alex-sherman/unsync) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 51 Β· πŸ“¦ 230 Β· πŸ“‹ 31 - 9% open Β· ⏱️ 16.03.2024): ``` git clone https://github.com/alex-sherman/unsync ``` -- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 70K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): +- [PyPi](https://pypi.org/project/unsync) (πŸ“₯ 67K / month Β· πŸ“¦ 19 Β· ⏱️ 21.10.2021): ``` pip install unsync ``` @@ -1912,18 +1882,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge unsync ```
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stopit (πŸ₯‰22 Β· ⭐ 110) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT +
stopit (πŸ₯‰21 Β· ⭐ 110) - Raise asynchronous exceptions in other thread, control the timeout of.. MIT - [GitHub](https://github.com/glenfant/stopit) (πŸ‘¨β€πŸ’» 7 Β· πŸ”€ 21 Β· πŸ“¦ 2.4K Β· πŸ“‹ 20 - 25% open Β· ⏱️ 09.01.2024): ``` git clone https://github.com/glenfant/stopit ``` -- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 490K / month Β· πŸ“¦ 94 Β· ⏱️ 09.02.2018): +- [PyPi](https://pypi.org/project/stopit) (πŸ“₯ 390K / month Β· πŸ“¦ 94 Β· ⏱️ 09.02.2018): ``` pip install stopit ``` -- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 900K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/stopit) (πŸ“₯ 910K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge stopit ``` @@ -1936,16 +1906,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
python-dotenv (πŸ₯‡38 Β· ⭐ 7.2K) - Reads key-value pairs from a .env file and can set them as.. BSD-3 -- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 410 Β· πŸ“¦ 800K Β· πŸ“‹ 290 - 18% open Β· ⏱️ 29.04.2024): +- [GitHub](https://github.com/theskumar/python-dotenv) (πŸ‘¨β€πŸ’» 95 Β· πŸ”€ 410 Β· πŸ“¦ 810K Β· πŸ“‹ 290 - 19% open Β· ⏱️ 29.04.2024): ``` git clone https://github.com/theskumar/python-dotenv ``` -- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 67M / month Β· πŸ“¦ 9.1K Β· ⏱️ 23.01.2024): +- [PyPi](https://pypi.org/project/python-dotenv) (πŸ“₯ 70M / month Β· πŸ“¦ 9.2K Β· ⏱️ 23.01.2024): ``` pip install python-dotenv ``` -- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.4M Β· ⏱️ 23.01.2024): +- [Conda](https://anaconda.org/conda-forge/python-dotenv) (πŸ“₯ 3.5M Β· ⏱️ 23.01.2024): ``` conda install -c conda-forge python-dotenv ``` @@ -1968,16 +1938,16 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Dynaconf (πŸ₯ˆ34 Β· ⭐ 3.6K) - Configuration Management for Python. MIT -- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.5K Β· πŸ“‹ 510 - 23% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/dynaconf/dynaconf) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 290 Β· πŸ“¦ 8.6K Β· πŸ“‹ 510 - 23% open Β· ⏱️ 28.05.2024): ``` git clone https://github.com/rochacbruno/dynaconf ``` -- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month Β· πŸ“¦ 410 Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/dynaconf) (πŸ“₯ 2.9M / month Β· πŸ“¦ 420 Β· ⏱️ 18.03.2024): ``` pip install dynaconf ``` -- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 77K Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/dynaconf) (πŸ“₯ 78K Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge dynaconf ``` @@ -2005,7 +1975,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/henriquebastos/python-decouple ``` -- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.8M / month Β· πŸ“¦ 650 Β· ⏱️ 01.03.2023): +- [PyPi](https://pypi.org/project/python-decouple) (πŸ“₯ 3.9M / month Β· πŸ“¦ 650 Β· ⏱️ 01.03.2023): ``` pip install python-decouple ``` @@ -2014,14 +1984,14 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge python-decouple ```
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omegaconf (πŸ₯‰32 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 +
omegaconf (πŸ₯‰31 Β· ⭐ 1.8K) - Flexible Python configuration system. The last one you will ever need. BSD-3 -- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 98 Β· πŸ“¦ 31K Β· πŸ“‹ 560 - 19% open Β· ⏱️ 29.02.2024): +- [GitHub](https://github.com/omry/omegaconf) (πŸ‘¨β€πŸ’» 35 Β· πŸ”€ 98 Β· πŸ“¦ 31K Β· πŸ“‹ 560 - 19% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/omry/omegaconf ``` -- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.4M / month Β· πŸ“¦ 910 Β· ⏱️ 29.02.2024): +- [PyPi](https://pypi.org/project/omegaconf) (πŸ“₯ 9.5M / month Β· πŸ“¦ 910 Β· ⏱️ 29.02.2024): ``` pip install omegaconf ``` @@ -2032,7 +2002,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
gin-config (πŸ₯‰29 Β· ⭐ 2K) - Gin provides a lightweight configuration framework for Python. Apache-2 -- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.6K Β· πŸ“‹ 95 - 55% open Β· ⏱️ 05.02.2024): +- [GitHub](https://github.com/google/gin-config) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 120 Β· πŸ“¦ 8.7K Β· πŸ“‹ 95 - 55% open Β· ⏱️ 05.02.2024): ``` git clone https://github.com/google/gin-config @@ -2048,12 +2018,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
everett (πŸ₯‰24 Β· ⭐ 150) - configuration library for python projects. MPL-2.0 -- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 33 Β· πŸ“¦ 1.3K Β· πŸ“‹ 88 - 4% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/willkg/everett) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 33 Β· πŸ“¦ 1.3K Β· πŸ“‹ 88 - 4% open Β· ⏱️ 02.06.2024): ``` git clone https://github.com/willkg/everett ``` -- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 210K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): +- [PyPi](https://pypi.org/project/everett) (πŸ“₯ 220K / month Β· πŸ“¦ 22 Β· ⏱️ 06.11.2023): ``` pip install everett ``` @@ -2074,7 +2044,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._
click (πŸ₯‡46 Β· ⭐ 15K) - Python composable command line interface toolkit. BSD-3 -- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 360 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 11.05.2024): +- [GitHub](https://github.com/pallets/click) (πŸ‘¨β€πŸ’» 370 Β· πŸ”€ 1.4K Β· πŸ“₯ 370 Β· πŸ“¦ 1.7M Β· πŸ“‹ 1.6K - 7% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/pallets/click @@ -2090,32 +2060,32 @@ _General-purpose data containers as well as utilities & extensions for pandas._
rich (πŸ₯‡43 Β· ⭐ 48K) - Rich is a Python library for rich text and beautiful formatting in the terminal. MIT -- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 210K Β· πŸ“‹ 1.4K - 20% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/Textualize/rich) (πŸ‘¨β€πŸ’» 240 Β· πŸ”€ 1.7K Β· πŸ“¦ 220K Β· πŸ“‹ 1.4K - 20% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/Textualize/rich ``` -- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 65M / month Β· πŸ“¦ 11K Β· ⏱️ 28.02.2024): +- [PyPi](https://pypi.org/project/rich) (πŸ“₯ 67M / month Β· πŸ“¦ 11K Β· ⏱️ 28.02.2024): ``` pip install rich ``` -- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 7M Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/rich) (πŸ“₯ 7.1M Β· ⏱️ 28.02.2024): ``` conda install -c conda-forge rich ```
Typer (πŸ₯ˆ40 Β· ⭐ 15K) - Typer, build great CLIs. Easy to code. Based on Python type hints. MIT -- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 620 Β· πŸ“¦ 95K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 23.05.2024): +- [GitHub](https://github.com/tiangolo/typer) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 620 Β· πŸ“¦ 98K Β· πŸ“‹ 390 - 53% open Β· ⏱️ 23.05.2024): ``` git clone https://github.com/tiangolo/typer ``` -- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 32M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): +- [PyPi](https://pypi.org/project/typer) (πŸ“₯ 33M / month Β· πŸ“¦ 5.2K Β· ⏱️ 09.04.2024): ``` pip install typer ``` -- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.4M Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/typer) (πŸ“₯ 2.5M Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge typer ``` @@ -2131,30 +2101,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install fire ``` -- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 940K Β· ⏱️ 12.03.2024): +- [Conda](https://anaconda.org/conda-forge/fire) (πŸ“₯ 950K Β· ⏱️ 12.03.2024): ``` conda install -c conda-forge fire ```
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python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 +
python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 9K) - Library for building powerful interactive command line.. BSD-3 -- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 700 Β· πŸ“‹ 1.2K - 52% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/prompt-toolkit/python-prompt-toolkit) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 710 Β· πŸ“‹ 1.2K - 52% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/prompt-toolkit/python-prompt-toolkit ``` -- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 50M / month Β· πŸ“¦ 2.6K Β· ⏱️ 28.05.2024): +- [PyPi](https://pypi.org/project/prompt_toolkit) (πŸ“₯ 51M / month Β· πŸ“¦ 2.6K Β· ⏱️ 04.06.2024): ``` pip install prompt_toolkit ``` -- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 23M Β· ⏱️ 12.12.2023): +- [Conda](https://anaconda.org/conda-forge/prompt-toolkit) (πŸ“₯ 23M Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge prompt-toolkit ```
colorama (πŸ₯ˆ36 Β· ⭐ 3.5K) - Simple cross-platform colored terminal text in Python. BSD-3 -- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 960K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 01.12.2023): +- [GitHub](https://github.com/tartley/colorama) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 240 Β· πŸ“¦ 970K Β· πŸ“‹ 260 - 45% open Β· ⏱️ 01.12.2023): ``` git clone https://github.com/tartley/colorama @@ -2175,7 +2145,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/kislyuk/argcomplete ``` -- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 28M / month Β· πŸ“¦ 1.3K Β· ⏱️ 14.04.2024): +- [PyPi](https://pypi.org/project/argcomplete) (πŸ“₯ 29M / month Β· πŸ“¦ 1.3K Β· ⏱️ 14.04.2024): ``` pip install argcomplete ``` @@ -2186,12 +2156,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cleo (πŸ₯‰33 Β· ⭐ 1.2K) - Cleo allows you to create beautiful and testable command-line interfaces. MIT -- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 22K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 07.05.2024): +- [GitHub](https://github.com/python-poetry/cleo) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 85 Β· πŸ“¦ 22K Β· πŸ“‹ 110 - 29% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/sdispater/cleo ``` -- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 33M / month Β· πŸ“¦ 300 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/cleo) (πŸ“₯ 33M / month Β· πŸ“¦ 310 Β· ⏱️ 30.10.2023): ``` pip install cleo ``` @@ -2202,12 +2172,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
wcwidth (πŸ₯‰33 Β· ⭐ 380) - Python library that measures the width of unicode strings rendered to a.. MIT -- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 56 Β· πŸ“¦ 550K Β· πŸ“‹ 59 - 32% open Β· ⏱️ 14.02.2024): +- [GitHub](https://github.com/jquast/wcwidth) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 56 Β· πŸ“¦ 560K Β· πŸ“‹ 59 - 32% open Β· ⏱️ 14.02.2024): ``` git clone https://github.com/jquast/wcwidth ``` -- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 64M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.01.2024): +- [PyPi](https://pypi.org/project/wcwidth) (πŸ“₯ 65M / month Β· πŸ“¦ 1.6K Β· ⏱️ 06.01.2024): ``` pip install wcwidth ``` @@ -2232,46 +2202,46 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge questionary ```
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asciimatics (πŸ₯‰29 Β· ⭐ 3.5K) - A cross platform package to do curses-like operations, plus.. Apache-2 +
asciimatics (πŸ₯‰29 Β· ⭐ 3.6K) - A cross platform package to do curses-like operations, plus.. Apache-2 - [GitHub](https://github.com/peterbrittain/asciimatics) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 240 Β· πŸ“¦ 1K Β· πŸ“‹ 300 - 8% open Β· ⏱️ 24.04.2024): ``` git clone https://github.com/peterbrittain/asciimatics ``` -- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 22K / month Β· πŸ“¦ 110 Β· ⏱️ 25.10.2023): +- [PyPi](https://pypi.org/project/asciimatics) (πŸ“₯ 24K / month Β· πŸ“¦ 110 Β· ⏱️ 25.10.2023): ``` pip install asciimatics ``` -- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 150K Β· ⏱️ 25.10.2023): +- [Conda](https://anaconda.org/conda-forge/asciimatics) (πŸ“₯ 160K Β· ⏱️ 25.10.2023): ``` conda install -c conda-forge asciimatics ```
ConfigArgParse (πŸ₯‰28 Β· ⭐ 700 Β· πŸ’€) - A drop-in replacement for argparse that allows options to.. MIT -- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 16K Β· πŸ“‹ 200 - 35% open Β· ⏱️ 23.07.2023): +- [GitHub](https://github.com/bw2/ConfigArgParse) (πŸ‘¨β€πŸ’» 53 Β· πŸ”€ 120 Β· πŸ“¦ 17K Β· πŸ“‹ 200 - 36% open Β· ⏱️ 23.07.2023): ``` git clone https://github.com/bw2/ConfigArgParse ``` -- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.7M / month Β· πŸ“¦ 560 Β· ⏱️ 23.07.2023): +- [PyPi](https://pypi.org/project/configargparse) (πŸ“₯ 4.6M / month Β· πŸ“¦ 570 Β· ⏱️ 23.07.2023): ``` pip install configargparse ``` -- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 850K Β· ⏱️ 23.07.2023): +- [Conda](https://anaconda.org/conda-forge/configargparse) (πŸ“₯ 860K Β· ⏱️ 23.07.2023): ``` conda install -c conda-forge configargparse ```
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docopt-ng (πŸ₯‰23 Β· ⭐ 170) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT +
docopt-ng (πŸ₯‰23 Β· ⭐ 180) - Humane command line arguments parser. Now with maintenance, typehints,.. MIT - [GitHub](https://github.com/jazzband/docopt-ng) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 20 Β· πŸ“¦ 320 Β· πŸ“‹ 35 - 54% open Β· ⏱️ 13.05.2024): ``` git clone https://github.com/jazzband/docopt-ng ``` -- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 220K / month Β· πŸ“¦ 83 Β· ⏱️ 30.05.2023): +- [PyPi](https://pypi.org/project/docopt-ng) (πŸ“₯ 210K / month Β· πŸ“¦ 84 Β· ⏱️ 30.05.2023): ``` pip install docopt-ng ``` @@ -2283,7 +2253,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/nojhan/colout ``` -- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 190 / month Β· ⏱️ 21.06.2020): +- [PyPi](https://pypi.org/project/colout) (πŸ“₯ 200 / month Β· ⏱️ 21.06.2020): ``` pip install colout ``` @@ -2294,7 +2264,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - blessings (πŸ₯‰28 Β· ⭐ 1.4K Β· πŸ’€) - A thin, practical wrapper around terminal capabilities in Python. MIT - clint (πŸ₯‰24 Β· ⭐ 95 Β· πŸ’€) - Python Command-line Application Tools. ISC - bashplotlib (πŸ₯‰22 Β· ⭐ 1.8K Β· πŸ’€) - plotting in the terminal. MIT -- Click Extra (πŸ₯‰22 Β· ⭐ 53) - Extra colorization and configuration loading for Click. ❗️GPL-2.0 +- Click Extra (πŸ₯‰22 Β· ⭐ 54) - Extra colorization and configuration loading for Click. ❗️GPL-2.0

@@ -2310,42 +2280,42 @@ _General-purpose data containers as well as utilities & extensions for pandas._ Back to top -
cachetools (πŸ₯‡33 Β· ⭐ 2.1K) - Extensible memoizing collections and decorators. MIT +
cachetools (πŸ₯‡34 Β· ⭐ 2.2K) - Extensible memoizing collections and decorators. MIT -- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/tkem/cachetools) (πŸ‘¨β€πŸ’» 13 Β· πŸ”€ 160 Β· πŸ“‹ 240 - 4% open Β· ⏱️ 02.06.2024): ``` git clone https://github.com/tkem/cachetools ``` -- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 140M / month Β· πŸ“¦ 2.4K Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachetools) (πŸ“₯ 140M / month Β· πŸ“¦ 2.5K Β· ⏱️ 26.02.2024): ``` pip install cachetools ``` -- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 11M Β· ⏱️ 26.02.2024): +- [Conda](https://anaconda.org/conda-forge/cachetools) (πŸ“₯ 12M Β· ⏱️ 26.02.2024): ``` conda install -c conda-forge cachetools ```
aiocache (πŸ₯ˆ30 Β· ⭐ 1K) - Asyncio cache manager for redis, memcached and memory. BSD-3 -- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 44 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 300 - 13% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/aio-libs/aiocache) (πŸ‘¨β€πŸ’» 45 Β· πŸ”€ 140 Β· πŸ“₯ 16 Β· πŸ“¦ 2.2K Β· πŸ“‹ 300 - 13% open Β· ⏱️ 01.06.2024): ``` git clone https://github.com/aio-libs/aiocache ``` -- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 680K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): +- [PyPi](https://pypi.org/project/aiocache) (πŸ“₯ 770K / month Β· πŸ“¦ 120 Β· ⏱️ 06.08.2023): ``` pip install aiocache ```
beaker (πŸ₯‰29 Β· ⭐ 510) - WSGI middleware for sessions and caching. BSD-3 -- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.3K Β· πŸ“‹ 140 - 55% open Β· ⏱️ 11.04.2024): +- [GitHub](https://github.com/bbangert/beaker) (πŸ‘¨β€πŸ’» 91 Β· πŸ”€ 140 Β· πŸ“¦ 5.4K Β· πŸ“‹ 140 - 55% open Β· ⏱️ 11.04.2024): ``` git clone https://github.com/bbangert/beaker ``` -- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 210K / month Β· πŸ“¦ 78 Β· ⏱️ 11.04.2024): +- [PyPi](https://pypi.org/project/beaker) (πŸ“₯ 220K / month Β· πŸ“¦ 78 Β· ⏱️ 11.04.2024): ``` pip install beaker ``` @@ -2361,7 +2331,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/lericson/pylibmc ``` -- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 240K / month Β· πŸ“¦ 79 Β· ⏱️ 30.08.2022): +- [PyPi](https://pypi.org/project/pylibmc) (πŸ“₯ 250K / month Β· πŸ“¦ 79 Β· ⏱️ 30.08.2022): ``` pip install pylibmc ``` @@ -2372,12 +2342,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
cachier (πŸ₯‰26 Β· ⭐ 520) - Persistent, stale-free, local and cross-machine caching for Python.. MIT -- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 82 - 26% open Β· ⏱️ 18.05.2024): +- [GitHub](https://github.com/python-cachier/cachier) (πŸ‘¨β€πŸ’» 20 Β· πŸ”€ 59 Β· πŸ“₯ 17 Β· πŸ“¦ 460 Β· πŸ“‹ 82 - 26% open Β· ⏱️ 01.06.2024): ``` git clone https://github.com/shaypal5/cachier ``` -- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 97K / month Β· πŸ“¦ 40 Β· ⏱️ 26.02.2024): +- [PyPi](https://pypi.org/project/cachier) (πŸ“₯ 100K / month Β· πŸ“¦ 40 Β· ⏱️ 26.02.2024): ``` pip install cachier ``` @@ -2410,7 +2380,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ conda install -c conda-forge kivy ```
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DearPyGui (πŸ₯ˆ33 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT +
DearPyGui (πŸ₯ˆ32 Β· ⭐ 12K) - Dear PyGui: A fast and powerful Graphical User Interface Toolkit for.. MIT - [GitHub](https://github.com/hoffstadt/DearPyGui) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 650 Β· πŸ“¦ 3K Β· πŸ“‹ 1.3K - 21% open Β· ⏱️ 13.04.2024): @@ -2422,18 +2392,18 @@ _General-purpose data containers as well as utilities & extensions for pandas._ pip install dearpygui ```
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toga (πŸ₯ˆ32 Β· ⭐ 4.1K) - A Python native, OS native GUI toolkit. BSD-3 +
toga (πŸ₯ˆ32 Β· ⭐ 4.2K) - A Python native, OS native GUI toolkit. BSD-3 -- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 650 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 910 - 20% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/beeware/toga) (πŸ‘¨β€πŸ’» 270 Β· πŸ”€ 650 Β· πŸ“₯ 3.4K Β· πŸ“¦ 3 Β· πŸ“‹ 910 - 20% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/beeware/toga ``` -- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 5.5K / month Β· πŸ“¦ 24 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/toga) (πŸ“₯ 4.8K / month Β· πŸ“¦ 24 Β· ⏱️ 08.05.2024): ``` pip install toga ``` -- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 6 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): +- [npm](https://www.npmjs.com/package/@pybee/toga) (πŸ“₯ 8 / month Β· πŸ“¦ 5 Β· ⏱️ 23.04.2017): ``` npm install @pybee/toga ``` @@ -2445,7 +2415,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/flexxui/flexx ``` -- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 850 / month Β· πŸ“¦ 7 Β· ⏱️ 12.04.2022): +- [PyPi](https://pypi.org/project/flexx) (πŸ“₯ 810 / month Β· πŸ“¦ 7 Β· ⏱️ 12.04.2022): ``` pip install flexx ``` @@ -2458,7 +2428,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - PySimpleGUI (πŸ₯ˆ35 Β· ⭐ 13K) - PySimpleGUI is a Python package that enables Python.. ❗Unlicensed - Eel (πŸ₯‰31 Β· ⭐ 6.2K Β· πŸ’€) - A little Python library for making simple Electron-like HTML/JS GUI apps. MIT -- Gooey (πŸ₯‰29 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT +- Gooey (πŸ₯‰30 Β· ⭐ 20K Β· πŸ’€) - Turn (almost) any Python command line program into a full GUI.. MIT - enaml (πŸ₯‰25 Β· ⭐ 1.5K) - Declarative User Interfaces for Python. ❗Unlicensed - Phoenix (πŸ₯‰24 Β· ⭐ 2.2K) - wxPythons Project Phoenix. A new implementation of wxPython,.. ❗️wxWindows
@@ -2472,12 +2442,12 @@ _General-purpose data containers as well as utilities & extensions for pandas._
Pipeless (πŸ₯‡18 Β· ⭐ 660) - An open-source framework to create and deploy computer vision.. Apache-2 -- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 970 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/pipeless-ai/pipeless) (πŸ‘¨β€πŸ’» 8 Β· πŸ”€ 31 Β· πŸ“₯ 990 Β· πŸ“‹ 26 - 26% open Β· ⏱️ 08.05.2024): ``` git clone https://github.com/pipeless-ai/pipeless ``` -- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 54 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): +- [PyPi](https://pypi.org/project/pipeless-ai) (πŸ“₯ 80 / month Β· πŸ“¦ 2 Β· ⏱️ 02.11.2023): ``` pip install pipeless-ai ``` @@ -2509,57 +2479,57 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` pip install emoji ``` -- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 74K Β· ⏱️ 20.05.2024): +- [Conda](https://anaconda.org/conda-forge/emoji) (πŸ“₯ 75K Β· ⏱️ 20.05.2024): ``` conda install -c conda-forge emoji ```
phonenumbers (πŸ₯‡34 Β· ⭐ 3.4K) - Python port of Googles libphonenumber. Apache-2 -- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 17.05.2024): +- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 410 Β· πŸ“‹ 180 - 5% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/daviddrysdale/python-phonenumbers ``` -- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 6.8M / month Β· πŸ“¦ 530 Β· ⏱️ 17.05.2024): +- [PyPi](https://pypi.org/project/phonenumbers) (πŸ“₯ 7M / month Β· πŸ“¦ 530 Β· ⏱️ 04.06.2024): ``` pip install phonenumbers ``` -- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 910K Β· ⏱️ 17.05.2024): +- [Conda](https://anaconda.org/conda-forge/phonenumbers) (πŸ“₯ 920K Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge phonenumbers ```
-
python-slugify (πŸ₯‡34 Β· ⭐ 1.5K) - Returns unicode slugs. MIT +
inflect (πŸ₯‡34 Β· ⭐ 930) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT -- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 110 Β· πŸ“¦ 84K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): +- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 100 Β· πŸ“¦ 22K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): ``` - git clone https://github.com/un33k/python-slugify + git clone https://github.com/jaraco/inflect ``` -- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 19M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 6M / month Β· πŸ“¦ 610 Β· ⏱️ 23.04.2024): ``` - pip install python-slugify + pip install inflect ``` -- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 2.1M Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 380K Β· ⏱️ 23.04.2024): ``` - conda install -c conda-forge python-slugify + conda install -c conda-forge inflect ```
-
inflect (πŸ₯‡34 Β· ⭐ 930) - Correctly generate plurals, ordinals, indefinite articles; convert numbers.. MIT +
python-slugify (πŸ₯ˆ33 Β· ⭐ 1.5K) - Returns unicode slugs. MIT -- [GitHub](https://github.com/jaraco/inflect) (πŸ‘¨β€πŸ’» 55 Β· πŸ”€ 100 Β· πŸ“¦ 22K Β· πŸ“‹ 120 - 23% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/un33k/python-slugify) (πŸ‘¨β€πŸ’» 36 Β· πŸ”€ 110 Β· πŸ“¦ 85K Β· πŸ“‹ 73 - 2% open Β· ⏱️ 01.03.2024): ``` - git clone https://github.com/jaraco/inflect + git clone https://github.com/un33k/python-slugify ``` -- [PyPi](https://pypi.org/project/inflect) (πŸ“₯ 5.9M / month Β· πŸ“¦ 610 Β· ⏱️ 23.04.2024): +- [PyPi](https://pypi.org/project/python-slugify) (πŸ“₯ 20M / month Β· πŸ“¦ 1.4K Β· ⏱️ 08.02.2024): ``` - pip install inflect + pip install python-slugify ``` -- [Conda](https://anaconda.org/conda-forge/inflect) (πŸ“₯ 380K Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/python-slugify) (πŸ“₯ 2.1M Β· ⏱️ 08.02.2024): ``` - conda install -c conda-forge inflect + conda install -c conda-forge python-slugify ```
chardet (πŸ₯ˆ31 Β· ⭐ 2.1K Β· πŸ’€) - Python character encoding detector. ❗️LGPL-2.1 @@ -2569,7 +2539,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/chardet/chardet ``` -- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 67M / month Β· πŸ“¦ 5.3K Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/chardet) (πŸ“₯ 68M / month Β· πŸ“¦ 5.4K Β· ⏱️ 01.08.2023): ``` pip install chardet ``` @@ -2577,19 +2547,19 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` conda install -c conda-forge chardet ``` -- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 45 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): +- [npm](https://www.npmjs.com/package/@pypi/chardet) (πŸ“₯ 58 / month Β· πŸ“¦ 5 Β· ⏱️ 20.08.2017): ``` npm install @pypi/chardet ```
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pyahocorasick (πŸ₯‰30 Β· ⭐ 900) - Python module (C extension and plain python) implementing Aho-.. BSD-3 +
pyahocorasick (πŸ₯‰29 Β· ⭐ 900) - Python module (C extension and plain python) implementing Aho-.. BSD-3 - [GitHub](https://github.com/WojciechMula/pyahocorasick) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 120 Β· πŸ“₯ 50 Β· πŸ“¦ 2.8K Β· πŸ“‹ 130 - 18% open Β· ⏱️ 21.03.2024): ``` git clone https://github.com/WojciechMula/pyahocorasick ``` -- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 820K / month Β· πŸ“¦ 140 Β· ⏱️ 21.03.2024): +- [PyPi](https://pypi.org/project/pyahocorasick) (πŸ“₯ 830K / month Β· πŸ“¦ 140 Β· ⏱️ 21.03.2024): ``` pip install pyahocorasick ``` @@ -2605,7 +2575,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ ``` git clone https://github.com/scrapinghub/price-parser ``` -- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 110K / month Β· πŸ“¦ 32 Β· ⏱️ 25.11.2020): +- [PyPi](https://pypi.org/project/price-parser) (πŸ“₯ 120K / month Β· πŸ“¦ 32 Β· ⏱️ 25.11.2020): ``` pip install price-parser ``` @@ -2615,7 +2585,7 @@ _General-purpose data containers as well as utilities & extensions for pandas._ - humanize (πŸ₯‰30 Β· ⭐ 1.7K Β· πŸ’€) - python humanize functions. MIT - coolname (πŸ₯‰22 Β· ⭐ 130 Β· πŸ’€) - Random Name and Slug Generator. BSD-2 - awesome-slugify (πŸ₯‰20 Β· ⭐ 480 Β· πŸ’€) - Python flexible slugify function. ❗️GPL-3.0 -- millify (πŸ₯‰16 Β· ⭐ 82 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT +- millify (πŸ₯‰16 Β· ⭐ 83 Β· πŸ’€) - Convert long numbers into a human-readable format in Python. MIT

@@ -2633,30 +2603,30 @@ _General-purpose data containers as well as utilities & extensions for pandas._ _Libraries for connecting to, operating, and querying databases._ -
boto3 (πŸ₯‡49 Β· ⭐ 8.8K) - AWS SDK for Python. Apache-2 +
boto3 (πŸ₯‡48 Β· ⭐ 8.8K Β· πŸ“‰) - AWS SDK for Python. Apache-2 -- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 430K Β· πŸ“‹ 3.3K - 5% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/boto/boto3) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 1.8K Β· πŸ“¦ 440K Β· πŸ“‹ 3.3K - 5% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/boto/boto3 ``` -- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.4B / month Β· πŸ“¦ 11K Β· ⏱️ 29.05.2024): +- [PyPi](https://pypi.org/project/boto3) (πŸ“₯ 1.3B / month Β· πŸ“¦ 11K Β· ⏱️ 05.06.2024): ``` pip install boto3 ``` -- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 19M Β· ⏱️ 30.05.2024): +- [Conda](https://anaconda.org/conda-forge/boto3) (πŸ“₯ 20M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge boto3 ```
SQLAlchemy (πŸ₯‡46 Β· ⭐ 9K) - The Database Toolkit for Python. MIT -- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 790K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/sqlalchemy/sqlalchemy) (πŸ‘¨β€πŸ’» 710 Β· πŸ”€ 1.3K Β· πŸ“₯ 48K Β· πŸ“¦ 790K Β· πŸ“‹ 7.8K - 2% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/sqlalchemy/sqlalchemy ``` -- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 110M / month Β· πŸ“¦ 10K Β· ⏱️ 05.05.2024): +- [PyPi](https://pypi.org/project/SQLAlchemy) (πŸ“₯ 120M / month Β· πŸ“¦ 11K Β· ⏱️ 05.05.2024): ``` pip install SQLAlchemy ``` @@ -2667,12 +2637,12 @@ _Libraries for connecting to, operating, and querying databases._
azure-storage-blob (πŸ₯‡43 Β· ⭐ 4.3K) - This repository is for active development of the Azure SDK.. MIT -- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 720 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.8K - 10% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/Azure/azure-sdk-for-python) (πŸ‘¨β€πŸ’» 720 Β· πŸ”€ 2.7K Β· πŸ“¦ 2.5K Β· πŸ“‹ 9.8K - 10% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/Azure/azure-sdk-for-python ``` -- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 51M / month Β· πŸ“¦ 870 Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/azure-storage-blob) (πŸ“₯ 52M / month Β· πŸ“¦ 880 Β· ⏱️ 08.05.2024): ``` pip install azure-storage-blob ``` @@ -2683,28 +2653,28 @@ _Libraries for connecting to, operating, and querying databases._
redis (πŸ₯‡42 Β· ⭐ 12K) - Redis Python client. MIT -- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 12% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/redis/redis-py) (πŸ‘¨β€πŸ’» 440 Β· πŸ”€ 2.5K Β· πŸ“‹ 1.7K - 13% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/redis/redis-py ``` -- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 39M / month Β· πŸ“¦ 5.3K Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/redis) (πŸ“₯ 41M / month Β· πŸ“¦ 5.5K Β· ⏱️ 06.06.2024): ``` pip install redis ``` -- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 23.04.2024): +- [Conda](https://anaconda.org/conda-forge/redis-py) (πŸ“₯ 1.2M Β· ⏱️ 06.06.2024): ``` conda install -c conda-forge redis-py ```
google-cloud-storage (πŸ₯‡42 Β· ⭐ 4.7K) - Google Cloud Client Library for Python. Apache-2 -- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/googleapis/google-cloud-python) (πŸ‘¨β€πŸ’» 520 Β· πŸ”€ 1.5K Β· πŸ“‹ 3.8K - 2% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/googleapis/google-cloud-python ``` -- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 74M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): +- [PyPi](https://pypi.org/project/google-cloud-storage) (πŸ“₯ 75M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.03.2024): ``` pip install google-cloud-storage ``` @@ -2713,14 +2683,14 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge google-cloud-storage ```
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elasticsearch (πŸ₯‡42 Β· ⭐ 4.2K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 +
elasticsearch (πŸ₯‡42 Β· ⭐ 4.2K) - Official Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 49K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/elastic/elasticsearch-py) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 1.2K Β· πŸ“₯ 3.9K Β· πŸ“¦ 49K Β· πŸ“‹ 1.1K - 5% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/elastic/elasticsearch-py ``` -- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 27M / month Β· πŸ“¦ 1.4K Β· ⏱️ 24.05.2024): +- [PyPi](https://pypi.org/project/elasticsearch) (πŸ“₯ 28M / month Β· πŸ“¦ 1.4K Β· ⏱️ 06.06.2024): ``` pip install elasticsearch ``` @@ -2740,7 +2710,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install peewee ``` -- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 660K Β· ⏱️ 18.04.2024): +- [Conda](https://anaconda.org/conda-forge/peewee) (πŸ“₯ 670K Β· ⏱️ 18.04.2024): ``` conda install -c conda-forge peewee ``` @@ -2761,46 +2731,30 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge pymysql ```
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MongoEngine (πŸ₯ˆ39 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT - -- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 24K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 10.03.2024): - - ``` - git clone https://github.com/MongoEngine/mongoengine - ``` -- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 390 Β· ⏱️ 07.03.2024): - ``` - pip install mongoengine - ``` -- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 250K Β· ⏱️ 28.09.2023): - ``` - conda install -c conda-forge mongoengine - ``` -
python-bigquery (πŸ₯ˆ39 Β· ⭐ 720) - Google BigQuery API client library. Apache-2 -- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 30K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/googleapis/python-bigquery) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 280 Β· πŸ“¦ 30K Β· πŸ“‹ 660 - 7% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/googleapis/python-bigquery ``` -- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 46M / month Β· πŸ“¦ 870 Β· ⏱️ 21.05.2024): +- [PyPi](https://pypi.org/project/google-cloud-bigquery) (πŸ“₯ 48M / month Β· πŸ“¦ 880 Β· ⏱️ 04.06.2024): ``` pip install google-cloud-bigquery ``` -- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.9M Β· ⏱️ 22.05.2024): +- [Conda](https://anaconda.org/conda-forge/google-cloud-bigquery) (πŸ“₯ 2.9M Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge google-cloud-bigquery ```
Ibis (πŸ₯ˆ38 Β· ⭐ 4.4K) - the portable Python dataframe library. Apache-2 -- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 300 Β· πŸ”€ 540 Β· πŸ“₯ 150 Β· πŸ“¦ 1.5K Β· πŸ“‹ 2.9K - 9% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/ibis-project/ibis) (πŸ‘¨β€πŸ’» 310 Β· πŸ”€ 540 Β· πŸ“₯ 150 Β· πŸ“¦ 1.6K Β· πŸ“‹ 2.9K - 9% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/ibis-project/ibis ``` -- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 67 Β· ⏱️ 26.05.2024): +- [PyPi](https://pypi.org/project/ibis-framework) (πŸ“₯ 190K / month Β· πŸ“¦ 67 Β· ⏱️ 02.06.2024): ``` pip install ibis-framework ``` @@ -2809,52 +2763,68 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge ibis-framework ```
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MongoEngine (πŸ₯ˆ38 Β· ⭐ 4.2K) - A Python Object-Document-Mapper for working with MongoDB. MIT + +- [GitHub](https://github.com/MongoEngine/mongoengine) (πŸ‘¨β€πŸ’» 390 Β· πŸ”€ 1.2K Β· πŸ“¦ 24K Β· πŸ“‹ 1.7K - 22% open Β· ⏱️ 10.03.2024): + + ``` + git clone https://github.com/MongoEngine/mongoengine + ``` +- [PyPi](https://pypi.org/project/mongoengine) (πŸ“₯ 1.1M / month Β· πŸ“¦ 390 Β· ⏱️ 07.03.2024): + ``` + pip install mongoengine + ``` +- [Conda](https://anaconda.org/conda-forge/mongoengine) (πŸ“₯ 250K Β· ⏱️ 28.09.2023): + ``` + conda install -c conda-forge mongoengine + ``` +
pymongo (πŸ₯ˆ38 Β· ⭐ 4.1K) - PyMongo - the Official MongoDB Python driver. Apache-2 -- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/mongodb/mongo-python-driver) (πŸ‘¨β€πŸ’» 210 Β· πŸ”€ 1.1K Β· ⏱️ 05.06.2024): ``` git clone https://github.com/mongodb/mongo-python-driver ``` -- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 29M / month Β· πŸ“¦ 4K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/pymongo) (πŸ“₯ 29M / month Β· πŸ“¦ 4K Β· ⏱️ 04.06.2024): ``` pip install pymongo ``` -- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.8M Β· ⏱️ 09.05.2024): +- [Conda](https://anaconda.org/conda-forge/pymongo) (πŸ“₯ 1.8M Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge pymongo ```
AWS Data Wrangler (πŸ₯ˆ38 Β· ⭐ 3.8K) - pandas on AWS - Easy integration with Athena, Glue,.. Apache-2 -- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/aws/aws-sdk-pandas) (πŸ‘¨β€πŸ’» 150 Β· πŸ”€ 670 Β· πŸ“₯ 240K Β· πŸ“¦ 1.6K Β· πŸ“‹ 1.1K - 3% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/awslabs/aws-data-wrangler ``` -- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 45M / month Β· πŸ“¦ 95 Β· ⏱️ 22.04.2024): +- [PyPi](https://pypi.org/project/awswrangler) (πŸ“₯ 46M / month Β· πŸ“¦ 97 Β· ⏱️ 05.06.2024): ``` pip install awswrangler ``` -- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 500K Β· ⏱️ 22.04.2024): +- [Conda](https://anaconda.org/conda-forge/awswrangler) (πŸ“₯ 500K Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge awswrangler ```
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alembic (πŸ₯ˆ38 Β· ⭐ 2.5K) - A database migrations tool for SQLAlchemy. MIT +
sqlmodel (πŸ₯ˆ37 Β· ⭐ 13K Β· πŸ“ˆ) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic -- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 230 Β· πŸ“¦ 220K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 24.04.2024): +- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 77 Β· πŸ”€ 610 Β· πŸ“¦ 13K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 05.06.2024): ``` - git clone https://github.com/sqlalchemy/alembic + git clone https://github.com/tiangolo/sqlmodel ``` -- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 40M / month Β· πŸ“¦ 1.4K Β· ⏱️ 20.12.2023): +- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.4M / month Β· πŸ“¦ 360 Β· ⏱️ 04.06.2024): ``` - pip install alembic + pip install sqlmodel ``` -- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.6M Β· ⏱️ 13.01.2024): +- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 31K Β· ⏱️ 04.06.2024): ``` - conda install -c conda-forge alembic + conda install -c conda-forge sqlmodel ```
kafka-python (πŸ₯ˆ37 Β· ⭐ 5.5K) - Python client for Apache Kafka. Apache-2 @@ -2864,7 +2834,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/dpkp/kafka-python ``` -- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 13M / month Β· πŸ“¦ 680 Β· ⏱️ 30.09.2020): +- [PyPi](https://pypi.org/project/kafka-python) (πŸ“₯ 13M / month Β· πŸ“¦ 690 Β· ⏱️ 30.09.2020): ``` pip install kafka-python ``` @@ -2875,34 +2845,34 @@ _Libraries for connecting to, operating, and querying databases._
Elasticsearch DSL (πŸ₯ˆ37 Β· ⭐ 3.8K) - High level Python client for Elasticsearch. Apache-2 -- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 3% open Β· ⏱️ 21.05.2024): +- [GitHub](https://github.com/elastic/elasticsearch-dsl-py) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 800 Β· πŸ“₯ 200 Β· πŸ“¦ 10K Β· πŸ“‹ 1.3K - 3% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/elastic/elasticsearch-dsl-py ``` -- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.4M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/elasticsearch-dsl) (πŸ“₯ 4.5M / month Β· πŸ“¦ 340 Β· ⏱️ 30.04.2024): ``` pip install elasticsearch-dsl ``` -- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl) (πŸ“₯ 8.5K Β· ⏱️ 08.02.2024): +- [Conda](https://anaconda.org/anaconda/elasticsearch-dsl): ``` conda install -c anaconda elasticsearch-dsl ```
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sqlmodel (πŸ₯ˆ36 Β· ⭐ 13K) - SQL databases in Python, designed for simplicity, compatibility, and.. MIT pydantic +
alembic (πŸ₯ˆ36 Β· ⭐ 2.5K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT -- [GitHub](https://github.com/tiangolo/sqlmodel) (πŸ‘¨β€πŸ’» 72 Β· πŸ”€ 600 Β· πŸ“¦ 12K Β· πŸ“‹ 390 - 60% open Β· ⏱️ 10.05.2024): +- [GitHub](https://github.com/sqlalchemy/alembic) (πŸ‘¨β€πŸ’» 180 Β· πŸ”€ 230 Β· πŸ“¦ 220K Β· πŸ“‹ 1.1K - 10% open Β· ⏱️ 24.04.2024): ``` - git clone https://github.com/tiangolo/sqlmodel + git clone https://github.com/sqlalchemy/alembic ``` -- [PyPi](https://pypi.org/project/sqlmodel) (πŸ“₯ 1.5M / month Β· πŸ“¦ 350 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/alembic) (πŸ“₯ 41M / month Β· πŸ“¦ 1.5K Β· ⏱️ 20.12.2023): ``` - pip install sqlmodel + pip install alembic ``` -- [Conda](https://anaconda.org/conda-forge/sqlmodel) (πŸ“₯ 31K Β· ⏱️ 30.04.2024): +- [Conda](https://anaconda.org/conda-forge/alembic) (πŸ“₯ 4.7M Β· ⏱️ 13.01.2024): ``` - conda install -c conda-forge sqlmodel + conda install -c conda-forge alembic ```
SQLAlchemy-Utils (πŸ₯ˆ36 Β· ⭐ 1.2K) - Various utility functions and datatypes for SQLAlchemy. BSD-3 @@ -2912,7 +2882,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/kvesteri/sqlalchemy-utils ``` -- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 6.9M / month Β· πŸ“¦ 860 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/sqlalchemy-utils) (πŸ“₯ 7.3M / month Β· πŸ“¦ 860 Β· ⏱️ 24.03.2024): ``` pip install sqlalchemy-utils ``` @@ -2921,62 +2891,46 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge sqlalchemy-utils ```
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s3fs (πŸ₯ˆ36 Β· ⭐ 820) - S3 Filesystem. BSD-3 +
s3fs (πŸ₯ˆ36 Β· ⭐ 830) - S3 Filesystem. BSD-3 -- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 460 - 29% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/fsspec/s3fs) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 270 Β· πŸ“¦ 18K Β· πŸ“‹ 470 - 29% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/fsspec/s3fs ``` -- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 950 Β· ⏱️ 15.05.2024): +- [PyPi](https://pypi.org/project/s3fs) (πŸ“₯ 260M / month Β· πŸ“¦ 950 Β· ⏱️ 04.06.2024): ``` pip install s3fs ``` -- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.9M Β· ⏱️ 16.05.2024): +- [Conda](https://anaconda.org/conda-forge/s3fs) (πŸ“₯ 6.9M Β· ⏱️ 04.06.2024): ``` conda install -c conda-forge s3fs ```
tortoise-orm (πŸ₯ˆ35 Β· ⭐ 4.3K) - Familiar asyncio ORM for python, built with relations in mind. Apache-2 -- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.7K Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/tortoise/tortoise-orm) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 350 Β· πŸ“₯ 13 Β· πŸ“¦ 7.8K Β· πŸ“‹ 1.1K - 50% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/tortoise/tortoise-orm ``` -- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 160 Β· ⏱️ 25.05.2024): +- [PyPi](https://pypi.org/project/tortoise-orm) (πŸ“₯ 140K / month Β· πŸ“¦ 160 Β· ⏱️ 01.06.2024): ``` pip install tortoise-orm ``` -- [Conda](https://anaconda.org/conda-forge/tortoise-orm) (πŸ“₯ 18K Β· ⏱️ 28.05.2024): +- [Conda](https://anaconda.org/conda-forge/tortoise-orm): ``` conda install -c conda-forge tortoise-orm ```
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mysqlclient (πŸ₯ˆ35 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 - -- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 430 Β· πŸ“₯ 5.3K Β· πŸ“¦ 170K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 08.02.2024): - - ``` - git clone https://github.com/PyMySQL/mysqlclient - ``` -- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 8M / month Β· πŸ“¦ 800 Β· ⏱️ 08.02.2024): - ``` - pip install mysqlclient - ``` -- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 370K Β· ⏱️ 10.03.2024): - ``` - conda install -c conda-forge mysqlclient - ``` -
Motor (πŸ₯ˆ35 Β· ⭐ 2.3K) - Motor - the async Python driver for MongoDB and Tornado or asyncio. Apache-2 -- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 91K Β· ⏱️ 24.05.2024): +- [GitHub](https://github.com/mongodb/motor) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 210 Β· πŸ“¦ 91K Β· ⏱️ 05.06.2024): ``` git clone https://github.com/mongodb/motor ``` -- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 1.9M / month Β· πŸ“¦ 550 Β· ⏱️ 26.03.2024): +- [PyPi](https://pypi.org/project/motor) (πŸ“₯ 2M / month Β· πŸ“¦ 560 Β· ⏱️ 26.03.2024): ``` pip install motor ``` @@ -2992,11 +2946,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/boto/s3transfer ``` -- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 330M / month Β· πŸ“¦ 670 Β· ⏱️ 14.03.2024): +- [PyPi](https://pypi.org/project/s3transfer) (πŸ“₯ 340M / month Β· πŸ“¦ 670 Β· ⏱️ 14.03.2024): ``` pip install s3transfer ``` -- [Conda](https://anaconda.org/conda-forge/s3transfer) (πŸ“₯ 19M Β· ⏱️ 15.03.2024): +- [Conda](https://anaconda.org/conda-forge/s3transfer): ``` conda install -c conda-forge s3transfer ``` @@ -3012,7 +2966,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install prometheus_client ``` -- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 16M Β· ⏱️ 14.02.2024): +- [Conda](https://anaconda.org/conda-forge/prometheus_client) (πŸ“₯ 17M Β· ⏱️ 14.02.2024): ``` conda install -c conda-forge prometheus_client ``` @@ -3024,71 +2978,87 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/encode/databases ``` -- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 660K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): +- [PyPi](https://pypi.org/project/databases) (πŸ“₯ 720K / month Β· πŸ“¦ 160 Β· ⏱️ 01.03.2024): ``` pip install databases ``` -- [Conda](https://anaconda.org/conda-forge/databases) (πŸ“₯ 210K Β· ⏱️ 06.04.2024): +- [Conda](https://anaconda.org/conda-forge/databases): ``` conda install -c conda-forge databases ```
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PyPika (πŸ₯ˆ34 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 +
mysqlclient (πŸ₯ˆ34 Β· ⭐ 2.4K) - MySQL database connector for Python (with Python 3 support). ❗️GPL-2.0 -- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 290 Β· πŸ“¦ 22K Β· πŸ“‹ 470 - 44% open Β· ⏱️ 26.04.2024): +- [GitHub](https://github.com/PyMySQL/mysqlclient) (πŸ‘¨β€πŸ’» 84 Β· πŸ”€ 430 Β· πŸ“₯ 5.3K Β· πŸ“¦ 170K Β· πŸ“‹ 340 - 3% open Β· ⏱️ 08.02.2024): ``` - git clone https://github.com/kayak/pypika + git clone https://github.com/PyMySQL/mysqlclient ``` -- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 3M / month Β· πŸ“¦ 150 Β· ⏱️ 15.03.2022): +- [PyPi](https://pypi.org/project/mysqlclient) (πŸ“₯ 8.3M / month Β· πŸ“¦ 800 Β· ⏱️ 08.02.2024): ``` - pip install pypika + pip install mysqlclient ``` -- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 15K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/mysqlclient) (πŸ“₯ 370K Β· ⏱️ 10.03.2024): ``` - conda install -c conda-forge pypika + conda install -c conda-forge mysqlclient ```
Cassandra Driver (πŸ₯ˆ34 Β· ⭐ 1.4K) - DataStax Python Driver for Apache Cassandra. Apache-2 -- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 540 Β· πŸ“¦ 7K Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/datastax/python-driver) (πŸ‘¨β€πŸ’» 200 Β· πŸ”€ 540 Β· πŸ“¦ 7K Β· ⏱️ 31.05.2024): ``` git clone https://github.com/datastax/python-driver ``` -- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 2M / month Β· πŸ“¦ 190 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/cassandra-driver) (πŸ“₯ 2.1M / month Β· πŸ“¦ 200 Β· ⏱️ 20.03.2024): ``` pip install cassandra-driver ``` -- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 210K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/cassandra-driver) (πŸ“₯ 220K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge cassandra-driver ```
+
PyPika (πŸ₯‰33 Β· ⭐ 2.4K) - PyPika is a python SQL query builder that exposes the full richness.. Apache-2 + +- [GitHub](https://github.com/kayak/pypika) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 290 Β· πŸ“¦ 22K Β· πŸ“‹ 470 - 44% open Β· ⏱️ 26.04.2024): + + ``` + git clone https://github.com/kayak/pypika + ``` +- [PyPi](https://pypi.org/project/pypika) (πŸ“₯ 3.1M / month Β· πŸ“¦ 160 Β· ⏱️ 15.03.2022): + ``` + pip install pypika + ``` +- [Conda](https://anaconda.org/conda-forge/pypika) (πŸ“₯ 16K Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge pypika + ``` +
neo4j-driver (πŸ₯‰33 Β· ⭐ 870) - Neo4j Bolt driver for Python. Apache-2 -- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.4K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 15.05.2024): +- [GitHub](https://github.com/neo4j/neo4j-python-driver) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 190 Β· πŸ“¦ 9.5K Β· πŸ“‹ 240 - 1% open Β· ⏱️ 15.05.2024): ``` git clone https://github.com/neo4j/neo4j-python-driver ``` -- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 140K / month Β· πŸ“¦ 61 Β· ⏱️ 26.04.2024): +- [PyPi](https://pypi.org/project/neo4j-driver) (πŸ“₯ 130K / month Β· πŸ“¦ 61 Β· ⏱️ 26.04.2024): ``` pip install neo4j-driver ``` -- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver) (πŸ“₯ 210K Β· ⏱️ 26.04.2024): +- [Conda](https://anaconda.org/conda-forge/neo4j-python-driver): ``` conda install -c conda-forge neo4j-python-driver ```
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minio (πŸ₯‰33 Β· ⭐ 780) - MinIO Client SDK for Python. Apache-2 +
minio (πŸ₯‰33 Β· ⭐ 790) - MinIO Client SDK for Python. Apache-2 -- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.6K Β· πŸ“‹ 560 - 1% open Β· ⏱️ 30.04.2024): +- [GitHub](https://github.com/minio/minio-py) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 310 Β· πŸ“¦ 7.7K Β· πŸ“‹ 560 - 1% open Β· ⏱️ 30.04.2024): ``` git clone https://github.com/minio/minio-py ``` -- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.6M / month Β· πŸ“¦ 510 Β· ⏱️ 30.04.2024): +- [PyPi](https://pypi.org/project/minio) (πŸ“₯ 2.7M / month Β· πŸ“¦ 510 Β· ⏱️ 30.04.2024): ``` pip install minio ``` @@ -3099,7 +3069,7 @@ _Libraries for connecting to, operating, and querying databases._
pandas-gbq (πŸ₯‰33 Β· ⭐ 420) - Google BigQuery connector for pandas. BSD-3 -- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 350 - 10% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/googleapis/python-bigquery-pandas) (πŸ‘¨β€πŸ’» 51 Β· πŸ”€ 120 Β· πŸ“₯ 350 Β· πŸ“¦ 10K Β· πŸ“‹ 350 - 10% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/googleapis/python-bigquery-pandas @@ -3108,39 +3078,23 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install pandas-gbq ``` -- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 22.03.2024): +- [Conda](https://anaconda.org/conda-forge/pandas-gbq) (πŸ“₯ 1.9M Β· ⏱️ 30.05.2024): ``` conda install -c conda-forge pandas-gbq ```
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Records (πŸ₯‰32 Β· ⭐ 7.1K) - SQL for Humans. ISC - -- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 570 Β· πŸ“¦ 1.2K Β· πŸ“‹ 130 - 29% open Β· ⏱️ 30.03.2024): - - ``` - git clone https://github.com/kennethreitz/records - ``` -- [PyPi](https://pypi.org/project/records) (πŸ“₯ 200K / month Β· πŸ“¦ 46 Β· ⏱️ 29.03.2024): - ``` - pip install records - ``` -- [Conda](https://anaconda.org/conda-forge/records) (πŸ“₯ 26K Β· ⏱️ 30.03.2024): - ``` - conda install -c conda-forge records - ``` -
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Pony (πŸ₯‰32 Β· ⭐ 3.5K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 +
Pony (πŸ₯‰32 Β· ⭐ 3.6K Β· πŸ’€) - Pony Object Relational Mapper. Apache-2 - [GitHub](https://github.com/ponyorm/pony) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 240 Β· πŸ“₯ 110 Β· πŸ“¦ 4K Β· πŸ“‹ 650 - 48% open Β· ⏱️ 25.09.2023): ``` git clone https://github.com/ponyorm/pony ``` -- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 170K / month Β· πŸ“¦ 160 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/pony) (πŸ“₯ 180K / month Β· πŸ“¦ 160 Β· ⏱️ 25.09.2023): ``` pip install pony ``` -- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 99K Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/pony) (πŸ“₯ 100K Β· ⏱️ 25.09.2023): ``` conda install -c conda-forge pony ``` @@ -3152,11 +3106,11 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/pynamodb/PynamoDB ``` -- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.3M / month Β· πŸ“¦ 78 Β· ⏱️ 29.05.2024): +- [PyPi](https://pypi.org/project/pynamodb) (πŸ“₯ 2.3M / month Β· πŸ“¦ 80 Β· ⏱️ 29.05.2024): ``` pip install pynamodb ``` -- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 640K Β· ⏱️ 17.01.2024): +- [Conda](https://anaconda.org/conda-forge/pynamodb) (πŸ“₯ 660K Β· ⏱️ 31.05.2024): ``` conda install -c conda-forge pynamodb ``` @@ -3185,6 +3139,22 @@ _Libraries for connecting to, operating, and querying databases._ pip install pygsheets ```
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Records (πŸ₯‰31 Β· ⭐ 7.1K) - SQL for Humans. ISC + +- [GitHub](https://github.com/kennethreitz/records) (πŸ‘¨β€πŸ’» 50 Β· πŸ”€ 570 Β· πŸ“¦ 1.2K Β· πŸ“‹ 130 - 29% open Β· ⏱️ 30.03.2024): + + ``` + git clone https://github.com/kennethreitz/records + ``` +- [PyPi](https://pypi.org/project/records) (πŸ“₯ 190K / month Β· πŸ“¦ 46 Β· ⏱️ 29.03.2024): + ``` + pip install records + ``` +- [Conda](https://anaconda.org/conda-forge/records): + ``` + conda install -c conda-forge records + ``` +
influxdb (πŸ₯‰31 Β· ⭐ 1.7K) - Python client for InfluxDB. MIT - [GitHub](https://github.com/influxdata/influxdb-python) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 520 Β· πŸ“‹ 550 - 30% open Β· ⏱️ 17.04.2024): @@ -3196,14 +3166,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install influxdb ``` -- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 140K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/influxdb) (πŸ“₯ 150K Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge influxdb ```
cx-Oracle (πŸ₯‰31 Β· ⭐ 880) - Python interface to Oracle Database now superseded by python-oracledb. BSD-3 -- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.3K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 08.05.2024): +- [GitHub](https://github.com/oracle/python-cx_Oracle) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 360 Β· πŸ“¦ 8.3K Β· πŸ“‹ 650 - 4% open Β· ⏱️ 31.05.2024): ``` git clone https://github.com/oracle/python-cx_Oracle @@ -3212,7 +3182,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install cx-Oracle ``` -- [Conda](https://anaconda.org/conda-forge/cx_oracle) (πŸ“₯ 580K Β· ⏱️ 24.09.2023): +- [Conda](https://anaconda.org/conda-forge/cx_oracle): ``` conda install -c conda-forge cx_oracle ``` @@ -3228,14 +3198,14 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install dataset ``` -- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.8K Β· ⏱️ 12.07.2023): +- [Conda](https://anaconda.org/conda-forge/dataset) (πŸ“₯ 8.9K Β· ⏱️ 12.07.2023): ``` conda install -c conda-forge dataset ```
confluent-kafka-python (πŸ₯‰29 Β· ⭐ 3.6K) - Confluents Kafka Python Client. Apache-2 -- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 880 Β· πŸ“¦ 9.9K): +- [GitHub](https://github.com/confluentinc/confluent-kafka-python) (πŸ‘¨β€πŸ’» 100 Β· πŸ”€ 880 Β· πŸ“¦ 10K): ``` git clone https://github.com/confluentinc/confluent-kafka-python @@ -3244,19 +3214,19 @@ _Libraries for connecting to, operating, and querying databases._ ``` pip install confluent-kafka ``` -- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 880K Β· ⏱️ 21.05.2024): +- [Conda](https://anaconda.org/conda-forge/python-confluent-kafka) (πŸ“₯ 890K Β· ⏱️ 21.05.2024): ``` conda install -c conda-forge python-confluent-kafka ```
piccolos (πŸ₯‰29 Β· ⭐ 1.3K) - A fast, user friendly ORM and query builder which supports asyncio. MIT -- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 360 Β· πŸ“‹ 390 - 33% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/piccolo-orm/piccolo) (πŸ‘¨β€πŸ’» 43 Β· πŸ”€ 85 Β· πŸ“¦ 360 Β· πŸ“‹ 390 - 32% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/piccolo-orm/piccolo ``` -- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 18K / month Β· πŸ“¦ 16 Β· ⏱️ 30.05.2024): +- [PyPi](https://pypi.org/project/piccolo) (πŸ“₯ 19K / month Β· πŸ“¦ 16 Β· ⏱️ 31.05.2024): ``` pip install piccolo ``` @@ -3268,7 +3238,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/django-haystack/pysolr ``` -- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 300K / month Β· πŸ“¦ 54 Β· ⏱️ 13.10.2023): +- [PyPi](https://pypi.org/project/pysolr) (πŸ“₯ 290K / month Β· πŸ“¦ 54 Β· ⏱️ 13.10.2023): ``` pip install pysolr ``` @@ -3279,12 +3249,12 @@ _Libraries for connecting to, operating, and querying databases._
prisma (πŸ₯‰27 Β· ⭐ 1.7K) - Prisma Client Python is an auto-generated and fully type-safe.. Apache-2 -- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 390 - 52% open Β· ⏱️ 28.04.2024): +- [GitHub](https://github.com/RobertCraigie/prisma-client-py) (πŸ‘¨β€πŸ’» 28 Β· πŸ”€ 69 Β· πŸ“‹ 390 - 52% open Β· ⏱️ 30.05.2024): ``` git clone https://github.com/RobertCraigie/prisma-client-py ``` -- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 78K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): +- [PyPi](https://pypi.org/project/prisma) (πŸ“₯ 92K / month Β· πŸ“¦ 16 Β· ⏱️ 24.03.2024): ``` pip install prisma ``` @@ -3296,7 +3266,7 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/python-happybase/happybase ``` -- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 41K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): +- [PyPi](https://pypi.org/project/happybase) (πŸ“₯ 38K / month Β· πŸ“¦ 35 Β· ⏱️ 14.05.2019): ``` pip install happybase ``` @@ -3305,7 +3275,7 @@ _Libraries for connecting to, operating, and querying databases._ conda install -c conda-forge happybase ```
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ODMantic (πŸ₯‰26 Β· ⭐ 990) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC +
ODMantic (πŸ₯‰26 Β· ⭐ 1K) - Sync and Async ODM (Object Document Mapper) for MongoDB based on python.. ISC - [GitHub](https://github.com/art049/odmantic) (πŸ‘¨β€πŸ’» 19 Β· πŸ”€ 92 Β· πŸ“¦ 3.3K Β· πŸ“‹ 180 - 50% open Β· ⏱️ 26.04.2024): @@ -3324,26 +3294,26 @@ _Libraries for connecting to, operating, and querying databases._ ``` git clone https://github.com/amol-/depot ``` -- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 12K / month Β· πŸ“¦ 9 Β· ⏱️ 22.02.2024): +- [PyPi](https://pypi.org/project/filedepot) (πŸ“₯ 13K / month Β· πŸ“¦ 9 Β· ⏱️ 22.02.2024): ``` pip install filedepot ```
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aioprometheus (πŸ₯‰22 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT +
aioprometheus (πŸ₯‰21 Β· ⭐ 170) - A Prometheus Python client library for asyncio-based applications. MIT -- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 320 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): +- [GitHub](https://github.com/claws/aioprometheus) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 19 Β· πŸ“¦ 330 Β· πŸ“‹ 36 - 33% open Β· ⏱️ 27.12.2023): ``` git clone https://github.com/claws/aioprometheus ``` -- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 150K / month Β· πŸ“¦ 15 Β· ⏱️ 27.12.2023): +- [PyPi](https://pypi.org/project/aioprometheus) (πŸ“₯ 140K / month Β· πŸ“¦ 15 Β· ⏱️ 27.12.2023): ``` pip install aioprometheus ```
psycopg3 (πŸ₯‰19 Β· ⭐ 1.5K) - New generation PostgreSQL database adapter for the Python.. ❗️LGPL-3.0 -- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 150 Β· πŸ“‹ 450 - 7% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/psycopg/psycopg) (πŸ‘¨β€πŸ’» 56 Β· πŸ”€ 150 Β· πŸ“‹ 460 - 7% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/psycopg/psycopg @@ -3356,13 +3326,13 @@ _Libraries for connecting to, operating, and querying databases._ - google-cloud-bigtable (πŸ₯‰31 Β· ⭐ 63) - Google Cloud Bigtable API client library. Apache-2 - gino (πŸ₯‰29 Β· ⭐ 2.7K Β· πŸ’€) - GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core. BSD-3 - redis-py-cluster (πŸ₯‰29 Β· ⭐ 1.1K Β· πŸ’€) - Python cluster client for the official redis cluster... MIT -- mongo-connector (πŸ₯‰28 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 +- umongo (πŸ₯‰28 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT - cloudant (πŸ₯‰28 Β· ⭐ 160 Β· πŸ’€) - A Python library for Cloudant and CouchDB. Apache-2 -- umongo (πŸ₯‰27 Β· ⭐ 440 Β· πŸ’€) - sync/async MongoDB ODM, yes. MIT +- mongo-connector (πŸ₯‰27 Β· ⭐ 1.9K Β· πŸ’€) - MongoDB data stream pipeline tools by YouGov (adopted.. Apache-2 - pyhdb (πŸ₯‰24 Β· ⭐ 320 Β· πŸ’€) - SAP HANA Connector in pure Python. Apache-2 - PyMODM (πŸ₯‰21 Β· ⭐ 350 Β· πŸ’€) - A Pythonic, object-oriented interface for working with MongoDB. Apache-2 - gsheets-db-api (πŸ₯‰21 Β· ⭐ 210 Β· πŸ’€) - A Python DB-API and SQLAlchemy dialect to Google Spreasheets. MIT -- py2neo (πŸ₯‰21 Β· ⭐ 14) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 +- py2neo (πŸ₯‰21 Β· ⭐ 14 Β· πŸ’€) - EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for.. Apache-2 - PugSQL (πŸ₯‰20 Β· ⭐ 670 Β· πŸ’€) - A HugSQL-inspired database library for Python. Apache-2 - db.py (πŸ₯‰19 Β· ⭐ 1.2K Β· πŸ’€) - db.py is an easier way to interact with your databases. BSD-2 - Queries (πŸ₯‰19 Β· ⭐ 260 Β· πŸ’€) - PostgreSQL database access simplified. BSD-3 @@ -3379,37 +3349,37 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Datasets (πŸ₯‡43 Β· ⭐ 19K) - The largest hub of ready-to-use datasets for ML models with fast,.. Apache-2 -- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 50K Β· πŸ“‹ 2.9K - 24% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/huggingface/datasets) (πŸ‘¨β€πŸ’» 560 Β· πŸ”€ 2.5K Β· πŸ“¦ 51K Β· πŸ“‹ 2.9K - 24% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/huggingface/datasets ``` -- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 10M / month Β· πŸ“¦ 1.7K Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/datasets) (πŸ“₯ 10M / month Β· πŸ“¦ 1.7K Β· ⏱️ 03.06.2024): ``` pip install datasets ``` -- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 780K Β· ⏱️ 06.05.2024): +- [Conda](https://anaconda.org/conda-forge/datasets) (πŸ“₯ 790K Β· ⏱️ 03.06.2024): ``` conda install -c conda-forge datasets ```
Faker (πŸ₯‡43 Β· ⭐ 17K) - Faker is a Python package that generates fake data for you. MIT -- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 220K Β· πŸ“‹ 720 - 2% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/joke2k/faker) (πŸ‘¨β€πŸ’» 580 Β· πŸ”€ 1.9K Β· πŸ“¦ 220K Β· πŸ“‹ 720 - 2% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/joke2k/faker ``` -- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 16M / month Β· πŸ“¦ 1.6K Β· ⏱️ 28.05.2024): +- [PyPi](https://pypi.org/project/Faker) (πŸ“₯ 16M / month Β· πŸ“¦ 1.8K Β· ⏱️ 04.06.2024): ``` pip install Faker ``` -- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 940K Β· ⏱️ 29.05.2024): +- [Conda](https://anaconda.org/conda-forge/faker) (πŸ“₯ 950K Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge faker ```
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Tablib (πŸ₯‡36 Β· ⭐ 4.5K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT +
Tablib (πŸ₯‡36 Β· ⭐ 4.5K) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT - [GitHub](https://github.com/jazzband/tablib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 590 Β· πŸ“¦ 98K Β· πŸ“‹ 260 - 12% open Β· ⏱️ 05.04.2024): @@ -3427,16 +3397,16 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
xlwings (πŸ₯‡36 Β· ⭐ 2.9K) - xlwings is a Python library that makes it easy to call Python from.. BSD-3 -- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/xlwings/xlwings) (πŸ‘¨β€πŸ’» 65 Β· πŸ”€ 480 Β· πŸ“₯ 17K Β· πŸ“¦ 31K Β· πŸ“‹ 1.9K - 18% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/xlwings/xlwings ``` -- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 150K / month Β· πŸ“¦ 150 Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/xlwings) (πŸ“₯ 160K / month Β· πŸ“¦ 150 Β· ⏱️ 03.06.2024): ``` pip install xlwings ``` -- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 760K Β· ⏱️ 24.05.2024): +- [Conda](https://anaconda.org/conda-forge/xlwings) (πŸ“₯ 770K Β· ⏱️ 04.06.2024): ``` conda install -c conda-forge xlwings ``` @@ -3448,7 +3418,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/martinblech/xmltodict ``` -- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 46M / month Β· πŸ“¦ 2.9K Β· ⏱️ 08.05.2022): +- [PyPi](https://pypi.org/project/xmltodict) (πŸ“₯ 48M / month Β· πŸ“¦ 2.9K Β· ⏱️ 08.05.2022): ``` pip install xmltodict ``` @@ -3464,7 +3434,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/ahupp/python-magic ``` -- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 9.1M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): +- [PyPi](https://pypi.org/project/python-magic) (πŸ“₯ 9.2M / month Β· πŸ“¦ 1.4K Β· ⏱️ 07.06.2022): ``` pip install python-magic ``` @@ -3475,12 +3445,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
gdown (πŸ₯ˆ34 Β· ⭐ 4K) - Google Drive Public File Downloader when Curl/Wget Fails. MIT -- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 330 Β· πŸ“¦ 31K Β· πŸ“‹ 170 - 19% open Β· ⏱️ 12.05.2024): +- [GitHub](https://github.com/wkentaro/gdown) (πŸ‘¨β€πŸ’» 24 Β· πŸ”€ 330 Β· πŸ“¦ 32K Β· πŸ“‹ 170 - 19% open Β· ⏱️ 12.05.2024): ``` git clone https://github.com/wkentaro/gdown ``` -- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 790 Β· ⏱️ 12.05.2024): +- [PyPi](https://pypi.org/project/gdown) (πŸ“₯ 1.5M / month Β· πŸ“¦ 800 Β· ⏱️ 12.05.2024): ``` pip install gdown ``` @@ -3500,7 +3470,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` pip install smart-open ``` -- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.4M Β· ⏱️ 26.03.2024): +- [Conda](https://anaconda.org/conda-forge/smart_open) (πŸ“₯ 2.5M Β· ⏱️ 26.03.2024): ``` conda install -c conda-forge smart_open ``` @@ -3512,7 +3482,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/wireservice/csvkit ``` -- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 150K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/csvkit) (πŸ“₯ 140K / month Β· πŸ“¦ 39 Β· ⏱️ 01.05.2024): ``` pip install csvkit ``` @@ -3528,7 +3498,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/pydata/pandas-datareader ``` -- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 470K / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2021): +- [PyPi](https://pypi.org/project/pandas-datareader) (πŸ“₯ 500K / month Β· πŸ“¦ 260 Β· ⏱️ 13.07.2021): ``` pip install pandas-datareader ``` @@ -3537,46 +3507,46 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge pandas-datareader ```
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snorkel (πŸ₯ˆ31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 +
Intake (πŸ₯ˆ32 Β· ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 -- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 520 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 2.4K Β· πŸ“‹ 380 - 28% open Β· ⏱️ 05.06.2024): ``` - git clone https://github.com/snorkel-team/snorkel + git clone https://github.com/intake/intake ``` -- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 36K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): +- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 67K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): ``` - pip install snorkel + pip install intake ``` -- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 49K Β· ⏱️ 28.02.2024): +- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 590K Β· ⏱️ 24.04.2024): ``` - conda install -c conda-forge snorkel + conda install -c conda-forge intake ```
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Intake (πŸ₯ˆ31 Β· ⭐ 990) - Intake is a lightweight package for finding, investigating, loading and.. BSD-2 +
snorkel (πŸ₯‰31 Β· ⭐ 5.7K) - A system for quickly generating training data with weak supervision. Apache-2 -- [GitHub](https://github.com/intake/intake) (πŸ‘¨β€πŸ’» 89 Β· πŸ”€ 140 Β· πŸ“¦ 2.4K Β· πŸ“‹ 370 - 27% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/snorkel-team/snorkel) (πŸ‘¨β€πŸ’» 81 Β· πŸ”€ 860 Β· πŸ“₯ 1.1K Β· πŸ“¦ 520 Β· πŸ“‹ 980 - 1% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/intake/intake + git clone https://github.com/snorkel-team/snorkel ``` -- [PyPi](https://pypi.org/project/intake) (πŸ“₯ 72K / month Β· πŸ“¦ 170 Β· ⏱️ 24.04.2024): +- [PyPi](https://pypi.org/project/snorkel) (πŸ“₯ 35K / month Β· πŸ“¦ 18 Β· ⏱️ 27.02.2024): ``` - pip install intake + pip install snorkel ``` -- [Conda](https://anaconda.org/conda-forge/intake) (πŸ“₯ 580K Β· ⏱️ 24.04.2024): +- [Conda](https://anaconda.org/conda-forge/snorkel) (πŸ“₯ 50K Β· ⏱️ 28.02.2024): ``` - conda install -c conda-forge intake + conda install -c conda-forge snorkel ```
textract (πŸ₯‰27 Β· ⭐ 3.8K) - extract text from any document. no muss. no fuss. MIT -- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 560 Β· πŸ“‹ 260 - 49% open Β· ⏱️ 10.03.2024): +- [GitHub](https://github.com/deanmalmgren/textract) (πŸ‘¨β€πŸ’» 41 Β· πŸ”€ 580 Β· πŸ“‹ 260 - 50% open Β· ⏱️ 10.03.2024): ``` git clone https://github.com/deanmalmgren/textract ``` -- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 240K / month Β· πŸ“¦ 58 Β· ⏱️ 10.03.2022): +- [PyPi](https://pypi.org/project/textract) (πŸ“₯ 290K / month Β· πŸ“¦ 58 Β· ⏱️ 10.03.2022): ``` pip install textract ``` @@ -3585,21 +3555,21 @@ _Libraries for loading, collecting, and extracting data from a variety of data s conda install -c conda-forge textract ```
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img2dataset (πŸ₯‰27 Β· ⭐ 3.3K) - Easily turn large sets of image urls to an image dataset. Can.. MIT +
img2dataset (πŸ₯‰27 Β· ⭐ 3.4K) - Easily turn large sets of image urls to an image dataset. Can.. MIT - [GitHub](https://github.com/rom1504/img2dataset) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 310 Β· πŸ“₯ 1.7K Β· πŸ“¦ 150 Β· πŸ“‹ 250 - 43% open Β· ⏱️ 22.02.2024): ``` git clone https://github.com/rom1504/img2dataset ``` -- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 27K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): +- [PyPi](https://pypi.org/project/img2dataset) (πŸ“₯ 22K / month Β· πŸ“¦ 2 Β· ⏱️ 22.01.2024): ``` pip install img2dataset ```
deepdish (πŸ₯‰24 Β· ⭐ 270) - Flexible HDF5 saving/loading and other data science tools from the.. BSD-3 -- [GitHub](https://github.com/uchicago-cs/deepdish) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 58 Β· πŸ“¦ 870 Β· πŸ“‹ 42 - 42% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/uchicago-cs/deepdish) (πŸ‘¨β€πŸ’» 11 Β· πŸ”€ 58 Β· πŸ“¦ 880 Β· πŸ“‹ 42 - 42% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/uchicago-cs/deepdish @@ -3620,7 +3590,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/camelot-dev/camelot ``` -- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.2K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): +- [PyPi](https://pypi.org/project/camelot) (πŸ“₯ 6.4K / month Β· πŸ“¦ 6 Β· ⏱️ 15.12.2021): ``` pip install camelot ``` @@ -3651,12 +3621,12 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Upgini (πŸ₯‰21 Β· ⭐ 300) - Data search & enrichment library for Machine Learning Easily find and add.. BSD-3 -- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 24 Β· πŸ“¦ 6 Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/upgini/upgini) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 25 Β· πŸ“¦ 6 Β· ⏱️ 01.06.2024): ``` git clone https://github.com/upgini/upgini ``` -- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.6K / month Β· ⏱️ 30.05.2024): +- [PyPi](https://pypi.org/project/upgini) (πŸ“₯ 8.5K / month Β· ⏱️ 05.06.2024): ``` pip install upgini ``` @@ -3668,7 +3638,7 @@ _Libraries for loading, collecting, and extracting data from a variety of data s ``` git clone https://github.com/merantix-momentum/squirrel-core ``` -- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.2K / month Β· ⏱️ 08.05.2024): +- [PyPi](https://pypi.org/project/squirrel-core) (πŸ“₯ 1.3K / month Β· ⏱️ 08.05.2024): ``` pip install squirrel-core ``` @@ -3680,10 +3650,10 @@ _Libraries for loading, collecting, and extracting data from a variety of data s
Show 10 hidden projects... - xlrd (πŸ₯ˆ33 Β· ⭐ 2.1K Β· πŸ’€) - Please use openpyxl where you can... BSD-3 -- SDV (πŸ₯ˆ31 Β· ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 -- tabulator-py (πŸ₯‰28 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- SDV (πŸ₯‰31 Β· ⭐ 2.2K) - Synthetic data generation for tabular data. ❗️SSPL-1.0 - PDFMiner (πŸ₯‰27 Β· ⭐ 5.2K Β· πŸ’€) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT -- Singer (πŸ₯‰27 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 +- tabulator-py (πŸ₯‰27 Β· ⭐ 240 Β· πŸ’€) - Python library for reading and writing tabular data via streams. MIT +- Singer (πŸ₯‰26 Β· ⭐ 1.2K Β· πŸ’€) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0 - messytables (πŸ₯‰24 Β· ⭐ 390 Β· πŸ’€) - Tools for parsing messy tabular data. This is now superseded by.. MIT - pyexcel-xlsx (πŸ₯‰23 Β· ⭐ 110 Β· πŸ’€) - A wrapper library to read, manipulate and write data in xlsx.. BSD-3 - borb (πŸ₯‰22 Β· ⭐ 3.3K) - borb is a library for reading, creating and manipulating PDF files.. ❗Unlicensed @@ -3700,12 +3670,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Airflow (πŸ₯‡49 Β· ⭐ 35K) - Platform to programmatically author, schedule, and monitor workflows. Apache-2 -- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.3K - 10% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/apache/airflow) (πŸ‘¨β€πŸ’» 3.3K Β· πŸ”€ 14K Β· πŸ“₯ 620K Β· πŸ“¦ 11K Β· πŸ“‹ 9.3K - 10% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/apache/airflow ``` -- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 23M / month Β· πŸ“¦ 470 Β· ⏱️ 06.05.2024): +- [PyPi](https://pypi.org/project/apache-airflow) (πŸ“₯ 24M / month Β· πŸ“¦ 470 Β· ⏱️ 06.06.2024): ``` pip install apache-airflow ``` @@ -3713,14 +3683,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` conda install -c conda-forge airflow ``` -- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 1.2B Β· ⭐ 520 Β· ⏱️ 06.05.2024): +- [Docker Hub](https://hub.docker.com/r/apache/airflow) (πŸ“₯ 1.3B Β· ⭐ 520 Β· ⏱️ 06.06.2024): ``` docker pull apache/airflow ```
Celery (πŸ₯‡46 Β· ⭐ 24K) - Asynchronous task queue/job queue based on distributed message passing. BSD-3 -- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.4K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 13% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/celery/celery) (πŸ‘¨β€πŸ’» 1.4K Β· πŸ”€ 4.6K Β· πŸ“¦ 130K Β· πŸ“‹ 5.1K - 14% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/celery/celery @@ -3736,55 +3706,55 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Beam (πŸ₯‡44 Β· ⭐ 7.6K) - Unified programming model to define and execute data processing.. Apache-2 -- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 7K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/apache/beam) (πŸ‘¨β€πŸ’» 1.6K Β· πŸ”€ 4.1K Β· πŸ“¦ 7.1K Β· πŸ“‹ 6.8K - 64% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/apache/beam ``` -- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 8.5M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/apache-beam) (πŸ“₯ 8.6M / month Β· πŸ“¦ 150 Β· ⏱️ 02.05.2024): ``` pip install apache-beam ``` -- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 75K Β· ⏱️ 08.05.2024): +- [Conda](https://anaconda.org/conda-forge/apache-beam-with-aws) (πŸ“₯ 77K Β· ⏱️ 08.05.2024): ``` conda install -c conda-forge apache-beam-with-aws ```
Prefect (πŸ₯‡43 Β· ⭐ 15K) - Prefect is a workflow orchestration tool empowering developers to.. Apache-2 -- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 460 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5K - 17% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/PrefectHQ/prefect) (πŸ‘¨β€πŸ’» 470 Β· πŸ”€ 1.5K Β· πŸ“¦ 4.9K Β· πŸ“‹ 5K - 17% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/PrefectHQ/prefect ``` -- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.7M / month Β· πŸ“¦ 250 Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/prefect) (πŸ“₯ 1.7M / month Β· πŸ“¦ 250 Β· ⏱️ 04.06.2024): ``` pip install prefect ``` -- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 650K Β· ⏱️ 24.05.2024): +- [Conda](https://anaconda.org/conda-forge/prefect) (πŸ“₯ 660K Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge prefect ```
Dagster (πŸ₯‡42 Β· ⭐ 10K) - An orchestration platform for the development, production, and.. Apache-2 -- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.4K Β· πŸ“‹ 7.4K - 33% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/dagster-io/dagster) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.3K Β· πŸ“¦ 2.4K Β· πŸ“‹ 7.4K - 33% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/dagster-io/dagster ``` -- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 940K / month Β· πŸ“¦ 170 Β· ⏱️ 23.05.2024): +- [PyPi](https://pypi.org/project/dagster) (πŸ“₯ 980K / month Β· πŸ“¦ 170 Β· ⏱️ 30.05.2024): ``` pip install dagster ``` -- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.2M Β· ⏱️ 24.05.2024): +- [Conda](https://anaconda.org/conda-forge/dagster) (πŸ“₯ 1.2M Β· ⏱️ 31.05.2024): ``` conda install -c conda-forge dagster ```
Great Expectations (πŸ₯ˆ40 Β· ⭐ 9.6K) - Always know what to expect from your data. Apache-2 -- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 11% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/great-expectations/great_expectations) (πŸ‘¨β€πŸ’» 430 Β· πŸ”€ 1.5K Β· πŸ“‹ 1.9K - 11% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/great-expectations/great_expectations @@ -3793,19 +3763,19 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install great_expectations ``` -- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 800K Β· ⏱️ 29.05.2024): +- [Conda](https://anaconda.org/conda-forge/great-expectations) (πŸ“₯ 810K Β· ⏱️ 29.05.2024): ``` conda install -c conda-forge great-expectations ```
joblib (πŸ₯ˆ40 Β· ⭐ 3.7K) - Computing with Python functions. BSD-3 -- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 410 Β· πŸ“¦ 440K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 02.05.2024): +- [GitHub](https://github.com/joblib/joblib) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 410 Β· πŸ“¦ 450K Β· πŸ“‹ 900 - 45% open Β· ⏱️ 02.05.2024): ``` git clone https://github.com/joblib/joblib ``` -- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 55M / month Β· πŸ“¦ 5.9K Β· ⏱️ 02.05.2024): +- [PyPi](https://pypi.org/project/joblib) (πŸ“₯ 54M / month Β· πŸ“¦ 6K Β· ⏱️ 02.05.2024): ``` pip install joblib ``` @@ -3814,7 +3784,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge joblib ```
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rq (πŸ₯ˆ39 Β· ⭐ 9.6K Β· πŸ“‰) - Simple job queues for Python. BSD-3 +
rq (πŸ₯ˆ39 Β· ⭐ 9.6K) - Simple job queues for Python. BSD-3 - [GitHub](https://github.com/rq/rq) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.4K Β· πŸ“¦ 17K Β· πŸ“‹ 1.2K - 17% open Β· ⏱️ 26.05.2024): @@ -3830,48 +3800,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge rq ```
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Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 +
luigi (πŸ₯ˆ38 Β· ⭐ 17K Β· πŸ“ˆ) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 -- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.8K - 14% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 20.05.2024): ``` - git clone https://github.com/kedro-org/kedro + git clone https://github.com/spotify/luigi ``` -- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 530K / month Β· πŸ“¦ 110 Β· ⏱️ 27.05.2024): +- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 480K / month Β· πŸ“¦ 140 Β· ⏱️ 20.05.2024): ``` - pip install kedro + pip install luigi + ``` +- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 3 Β· ⏱️ 16.06.2023): + ``` + conda install -c anaconda luigi ```
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dbt (πŸ₯ˆ38 Β· ⭐ 9K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 +
Kedro (πŸ₯ˆ38 Β· ⭐ 9.4K) - Kedro is a toolbox for production-ready data science. It uses software.. Apache-2 -- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 5K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/kedro-org/kedro) (πŸ‘¨β€πŸ’» 230 Β· πŸ”€ 870 Β· πŸ“¦ 2.4K Β· πŸ“‹ 1.8K - 14% open Β· ⏱️ 06.06.2024): ``` - git clone https://github.com/dbt-labs/dbt-core - ``` -- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 53K / month Β· πŸ“¦ 35 Β· ⏱️ 28.05.2024): - ``` - pip install dbt + git clone https://github.com/kedro-org/kedro ``` -- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): +- [PyPi](https://pypi.org/project/kedro) (πŸ“₯ 560K / month Β· πŸ“¦ 110 Β· ⏱️ 27.05.2024): ``` - conda install -c conda-forge dbt + pip install kedro ```
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luigi (πŸ₯ˆ37 Β· ⭐ 17K) - Luigi is a Python module that helps you build complex pipelines of batch.. Apache-2 +
dbt (πŸ₯ˆ38 Β· ⭐ 9.1K) - dbt enables data analysts and engineers to transform their data using the.. Apache-2 -- [GitHub](https://github.com/spotify/luigi) (πŸ‘¨β€πŸ’» 620 Β· πŸ”€ 2.4K Β· πŸ“¦ 2.4K Β· πŸ“‹ 1K - 12% open Β· ⏱️ 20.05.2024): +- [GitHub](https://github.com/dbt-labs/dbt-core) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 1.5K Β· πŸ“₯ 4.1K Β· πŸ“¦ 5.1K Β· πŸ“‹ 5.2K - 10% open Β· ⏱️ 05.06.2024): ``` - git clone https://github.com/spotify/luigi + git clone https://github.com/dbt-labs/dbt-core ``` -- [PyPi](https://pypi.org/project/luigi) (πŸ“₯ 390K / month Β· πŸ“¦ 140 Β· ⏱️ 20.05.2024): +- [PyPi](https://pypi.org/project/dbt) (πŸ“₯ 47K / month Β· πŸ“¦ 35 Β· ⏱️ 04.06.2024): ``` - pip install luigi + pip install dbt ``` -- [Conda](https://anaconda.org/anaconda/luigi) (πŸ“₯ 14K Β· πŸ“¦ 3 Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/dbt) (πŸ“₯ 260K Β· ⏱️ 16.06.2023): ``` - conda install -c anaconda luigi + conda install -c conda-forge dbt ```
petl (πŸ₯ˆ35 Β· ⭐ 1.2K) - Python Extract Transform and Load Tables of Data. MIT @@ -3892,48 +3862,48 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Activeloop (πŸ₯ˆ33 Β· ⭐ 7.8K) - Database for AI. Store Vectors, Images, Texts, Videos, etc. Use.. MPL-2.0 -- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 25.05.2024): +- [GitHub](https://github.com/activeloopai/deeplake) (πŸ‘¨β€πŸ’» 130 Β· πŸ”€ 600 Β· πŸ“¦ 2.8K Β· πŸ“‹ 450 - 11% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/activeloopai/Hub ``` -- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.6K / month Β· πŸ“¦ 4 Β· ⏱️ 02.02.2023): +- [PyPi](https://pypi.org/project/hub) (πŸ“₯ 4.7K / month Β· πŸ“¦ 4 Β· ⏱️ 02.02.2023): ``` pip install hub ```
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zenml (πŸ₯ˆ33 Β· ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 +
zenml (πŸ₯ˆ32 Β· ⭐ 3.7K) - ZenML : Build portable, production-ready MLOps pipelines... Apache-2 -- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 540 Β· πŸ“‹ 320 - 21% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/zenml-io/zenml) (πŸ‘¨β€πŸ’» 93 Β· πŸ”€ 400 Β· πŸ“₯ 1 Β· πŸ“¦ 540 Β· πŸ“‹ 320 - 23% open Β· ⏱️ 27.05.2024): ``` git clone https://github.com/zenml-io/zenml ``` -- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 40K / month Β· πŸ“¦ 3 Β· ⏱️ 27.05.2024): +- [PyPi](https://pypi.org/project/zenml) (πŸ“₯ 42K / month Β· πŸ“¦ 3 Β· ⏱️ 27.05.2024): ``` pip install zenml ```
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whylogs (πŸ₯ˆ32 Β· ⭐ 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 +
whylogs (πŸ₯ˆ31 Β· ⭐ 2.6K) - Open standard for end-to-end data and ML monitoring for any scale in.. Apache-2 -- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 260 Β· πŸ“‹ 420 - 2% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/whylabs/whylogs) (πŸ‘¨β€πŸ’» 34 Β· πŸ”€ 120 Β· πŸ“₯ 27 Β· πŸ“¦ 260 Β· πŸ“‹ 430 - 2% open Β· ⏱️ 29.05.2024): ``` git clone https://github.com/whylabs/whylogs ``` -- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 490K / month Β· πŸ“¦ 7 Β· ⏱️ 22.05.2024): +- [PyPi](https://pypi.org/project/whylogs) (πŸ“₯ 530K / month Β· πŸ“¦ 7 Β· ⏱️ 22.05.2024): ``` pip install whylogs ```
arq (πŸ₯ˆ31 Β· ⭐ 2K) - Fast job queuing and RPC in python with asyncio and redis. MIT -- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 610 Β· πŸ“‹ 220 - 30% open Β· ⏱️ 01.05.2024): +- [GitHub](https://github.com/samuelcolvin/arq) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 160 Β· πŸ“¦ 620 Β· πŸ“‹ 220 - 30% open Β· ⏱️ 01.05.2024): ``` git clone https://github.com/samuelcolvin/arq ``` -- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 99K / month Β· πŸ“¦ 31 Β· ⏱️ 01.05.2024): +- [PyPi](https://pypi.org/project/arq) (πŸ“₯ 97K / month Β· πŸ“¦ 31 Β· ⏱️ 01.05.2024): ``` pip install arq ``` @@ -3942,9 +3912,9 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge arq ```
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huey (πŸ₯‰29 Β· ⭐ 4.9K) - a little task queue for python. MIT +
huey (πŸ₯‰30 Β· ⭐ 4.9K) - a little task queue for python. MIT -- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.5K Β· ⏱️ 16.05.2024): +- [GitHub](https://github.com/coleifer/huey) (πŸ‘¨β€πŸ’» 67 Β· πŸ”€ 360 Β· πŸ“¦ 1.5K Β· ⏱️ 05.06.2024): ``` git clone https://github.com/coleifer/huey @@ -3965,16 +3935,16 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/ploomber/ploomber ``` -- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 7.6K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): +- [PyPi](https://pypi.org/project/ploomber) (πŸ“₯ 6.9K / month Β· πŸ“¦ 11 Β· ⏱️ 08.02.2024): ``` pip install ploomber ``` -- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 90K Β· ⏱️ 09.02.2024): +- [Conda](https://anaconda.org/conda-forge/ploomber) (πŸ“₯ 91K Β· ⏱️ 09.02.2024): ``` conda install -c conda-forge ploomber ```
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mleap (πŸ₯‰28 Β· ⭐ 1.5K) - MLeap: Deploy ML Pipelines to Production. Apache-2 +
mleap (πŸ₯‰28 Β· ⭐ 1.5K Β· πŸ’€) - MLeap: Deploy ML Pipelines to Production. Apache-2 - [GitHub](https://github.com/combust/mleap) (πŸ‘¨β€πŸ’» 85 Β· πŸ”€ 310 Β· πŸ“¦ 230 Β· πŸ“‹ 480 - 23% open Β· ⏱️ 14.11.2023): @@ -3990,14 +3960,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge mleap ```
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PyFunctional (πŸ₯‰27 Β· ⭐ 2.3K) - Python library for creating data pipelines with chain functional.. MIT +
PyFunctional (πŸ₯‰27 Β· ⭐ 2.4K) - Python library for creating data pipelines with chain functional.. MIT - [GitHub](https://github.com/EntilZha/PyFunctional) (πŸ‘¨β€πŸ’» 31 Β· πŸ”€ 130 Β· πŸ“¦ 800 Β· πŸ“‹ 140 - 10% open Β· ⏱️ 13.03.2024): ``` git clone https://github.com/EntilZha/PyFunctional ``` -- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 200K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): +- [PyPi](https://pypi.org/project/pyfunctional) (πŸ“₯ 170K / month Β· πŸ“¦ 27 Β· ⏱️ 13.03.2024): ``` pip install pyfunctional ``` @@ -4009,23 +3979,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Parsely/streamparse ``` -- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 1.9K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): +- [PyPi](https://pypi.org/project/streamparse) (πŸ“₯ 1.7K / month Β· πŸ“¦ 2 Β· ⏱️ 10.01.2022): ``` pip install streamparse ```
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Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark - -- [GitHub](https://github.com/hi-primus/optimus) (πŸ‘¨β€πŸ’» 26 Β· πŸ”€ 230 Β· πŸ“‹ 220 - 4% open Β· ⏱️ 19.05.2023): - - ``` - git clone https://github.com/hi-primus/optimus - ``` -- [PyPi](https://pypi.org/project/optimuspyspark) (πŸ“₯ 12K / month Β· ⏱️ 19.07.2020): - ``` - pip install optimuspyspark - ``` -
TaskTiger (πŸ₯‰25 Β· ⭐ 1.4K) - Python task queue using Redis. MIT - [GitHub](https://github.com/closeio/tasktiger) (πŸ‘¨β€πŸ’» 30 Β· πŸ”€ 81 Β· πŸ“¦ 30 Β· πŸ“‹ 84 - 51% open Β· ⏱️ 25.04.2024): @@ -4033,7 +3991,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/closeio/tasktiger ``` -- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.1K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): +- [PyPi](https://pypi.org/project/tasktiger) (πŸ“₯ 4.4K / month Β· πŸ“¦ 2 Β· ⏱️ 25.04.2024): ``` pip install tasktiger ``` @@ -4057,7 +4015,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/d6t/d6tflow ``` -- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 200 / month Β· ⏱️ 20.02.2024): +- [PyPi](https://pypi.org/project/d6tflow) (πŸ“₯ 270 / month Β· ⏱️ 20.02.2024): ``` pip install d6tflow ``` @@ -4069,7 +4027,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/analysiscenter/batchflow ``` -- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 180 / month Β· ⏱️ 01.08.2023): +- [PyPi](https://pypi.org/project/batchflow) (πŸ“₯ 210 / month Β· ⏱️ 01.08.2023): ``` pip install batchflow ``` @@ -4081,37 +4039,38 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/olirice/flupy ``` -- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 220K / month Β· ⏱️ 21.10.2022): +- [PyPi](https://pypi.org/project/flupy) (πŸ“₯ 230K / month Β· ⏱️ 21.10.2022): ``` pip install flupy ```
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Mara Pipelines (πŸ₯‰17 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT +
Mara Pipelines (πŸ₯‰16 Β· ⭐ 2.1K) - A lightweight opinionated ETL framework, halfway between plain.. MIT - [GitHub](https://github.com/mara/mara-pipelines) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 100 Β· πŸ“‹ 42 - 61% open Β· ⏱️ 07.12.2023): ``` git clone https://github.com/mara/mara-pipelines ``` -- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 61 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): +- [PyPi](https://pypi.org/project/mara-pipelines) (πŸ“₯ 59 / month Β· πŸ“¦ 1 Β· ⏱️ 06.12.2023): ``` pip install mara-pipelines ```
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Show 15 hidden projects... +
Show 16 hidden projects... - mrjob (πŸ₯ˆ31 Β· ⭐ 2.6K Β· πŸ’€) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2 - faust (πŸ₯‰29 Β· ⭐ 6.7K Β· πŸ’€) - Python Stream Processing. BSD-3 +- Optimus (πŸ₯‰25 Β· ⭐ 1.4K Β· πŸ’€) - Agile Data Preparation Workflows madeeasy with Pandas,.. Apache-2 spark - bonobo (πŸ₯‰24 Β· ⭐ 1.6K Β· πŸ’€) - Extract Transform Load for Python 3.5+. Apache-2 - Pypeline (πŸ₯‰24 Β· ⭐ 1.5K Β· πŸ’€) - Concurrent data pipelines in Python . MIT - pysparkling (πŸ₯‰23 Β· ⭐ 260 Β· πŸ’€) - A pure Python implementation of Apache Sparks RDD and DStream.. MIT - dpark (πŸ₯‰22 Β· ⭐ 2.7K Β· πŸ’€) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3 spark -- mrq (πŸ₯‰20 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - pdpipe (πŸ₯‰20 Β· ⭐ 720 Β· πŸ’€) - Easy pipelines for pandas DataFrames. MIT - spark-deep-learning (πŸ₯‰19 Β· ⭐ 2K Β· πŸ’€) - Deep Learning Pipelines for Apache Spark. Apache-2 spark +- mrq (πŸ₯‰19 Β· ⭐ 880 Β· πŸ’€) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT - riko (πŸ₯‰18 Β· ⭐ 1.6K Β· πŸ’€) - A Python stream processing engine modeled after Yahoo! Pipes. MIT - bodywork-core (πŸ₯‰17 Β· ⭐ 430 Β· πŸ’€) - ML pipeline orchestration and model deployments on.. ❗️AGPL-3.0 -- kale (πŸ₯‰16 Β· ⭐ 620 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter +- kale (πŸ₯‰16 Β· ⭐ 630 Β· πŸ’€) - Kubeflows superfood for Data Scientists. Apache-2 jupyter - Botflow (πŸ₯‰15 Β· ⭐ 1.2K Β· πŸ’€) - Python Fast Dataflow programming framework for Data pipeline work(.. BSD-3 - RasgoQL (πŸ₯‰13 Β· ⭐ 270 Β· πŸ’€) - Write python locally, execute SQL in your data warehouse. ❗️AGPL-3.0 - datajob (πŸ₯‰13 Β· ⭐ 110 Β· πŸ’€) - Build and deploy a serverless data pipeline on AWS with no effort. Apache-2 @@ -4122,14 +4081,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K) - Canonical source repository for PyYAML. MIT +
PyYAML (πŸ₯‡38 Β· ⭐ 2.4K Β· πŸ’€) - Canonical source repository for PyYAML. MIT - [GitHub](https://github.com/yaml/pyyaml) (πŸ‘¨β€πŸ’» 40 Β· πŸ”€ 500 Β· πŸ“¦ 1.2M Β· πŸ“‹ 610 - 46% open Β· ⏱️ 14.11.2023): ``` git clone https://github.com/yaml/pyyaml ``` -- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 320M / month Β· πŸ“¦ 36K Β· ⏱️ 18.07.2023): +- [PyPi](https://pypi.org/project/pyyaml) (πŸ“₯ 320M / month Β· πŸ“¦ 37K Β· ⏱️ 18.07.2023): ``` pip install pyyaml ``` @@ -4138,14 +4097,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge pyyaml ```
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XlsxWriter (πŸ₯‰36 Β· ⭐ 3.5K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 +
XlsxWriter (πŸ₯‰36 Β· ⭐ 3.5K) - A Python module for creating Excel XLSX files. BSD-2 - [GitHub](https://github.com/jmcnamara/XlsxWriter) (πŸ‘¨β€πŸ’» 52 Β· πŸ”€ 620 Β· πŸ“¦ 78K Β· πŸ“‹ 940 - 1% open Β· ⏱️ 06.04.2024): ``` git clone https://github.com/jmcnamara/XlsxWriter ``` -- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 21M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.02.2024): +- [PyPi](https://pypi.org/project/xlsxwriter) (πŸ“₯ 22M / month Β· πŸ“¦ 1.6K Β· ⏱️ 18.02.2024): ``` pip install xlsxwriter ``` @@ -4156,7 +4115,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Show 1 hidden projects... -- jmespath (πŸ₯‰33 Β· ⭐ 2.1K Β· πŸ’€) - JMESPath is a query language for JSON. MIT +- jmespath (πŸ₯‰32 Β· ⭐ 2.1K Β· πŸ’€) - JMESPath is a query language for JSON. MIT

@@ -4175,30 +4134,15 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install deepdiff ``` -- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 430K Β· ⏱️ 09.04.2024): +- [Conda](https://anaconda.org/conda-forge/deepdiff) (πŸ“₯ 440K Β· ⏱️ 09.04.2024): ``` conda install -c conda-forge deepdiff ```
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typing_inspect (πŸ₯‰25 Β· ⭐ 330 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT - -- [GitHub](https://github.com/ilevkivskyi/typing_inspect) (πŸ‘¨β€πŸ’» 17 Β· πŸ”€ 33 Β· πŸ“‹ 58 - 39% open Β· ⏱️ 24.05.2023): - - ``` - git clone https://github.com/ilevkivskyi/typing_inspect - ``` -- [PyPi](https://pypi.org/project/typing_inspect) (πŸ“₯ 29M / month Β· πŸ“¦ 630 Β· ⏱️ 24.05.2023): - ``` - pip install typing_inspect - ``` -- [Conda](https://anaconda.org/conda-forge/typing_inspect) (πŸ“₯ 1.8M Β· ⏱️ 03.06.2023): - ``` - conda install -c conda-forge typing_inspect - ``` -
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Show 2 hidden projects... +
Show 3 hidden projects... -- importlib-resources (πŸ₯ˆ32 Β· ⭐ 58) - Backport of the importlib.resources module. Apache-2 +- importlib-resources (πŸ₯ˆ31 Β· ⭐ 58) - Backport of the importlib.resources module. Apache-2 +- typing_inspect (πŸ₯‰25 Β· ⭐ 330 Β· πŸ’€) - Runtime inspection utilities for Python typing module. MIT - entrypoints (πŸ₯‰23 Β· ⭐ 74 Β· πŸ’€) - Discover and load entry points from installed packages. MIT

@@ -4207,14 +4151,14 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched Back to top -
attrs (πŸ₯‡43 Β· ⭐ 5.1K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT +
attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT -- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 360 Β· πŸ“¦ 1M Β· πŸ“‹ 710 - 18% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/python-attrs/attrs) (πŸ‘¨β€πŸ’» 160 Β· πŸ”€ 360 Β· πŸ“¦ 1M Β· πŸ“‹ 710 - 18% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/python-attrs/attrs ``` -- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 200M / month Β· πŸ“¦ 7.8K Β· ⏱️ 31.12.2023): +- [PyPi](https://pypi.org/project/attrs) (πŸ“₯ 210M / month Β· πŸ“¦ 7.9K Β· ⏱️ 31.12.2023): ``` pip install attrs ``` @@ -4225,12 +4169,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
more-itertools (πŸ₯‡39 Β· ⭐ 3.5K) - More routines for operating on iterables, beyond itertools. MIT -- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 22.05.2024): +- [GitHub](https://github.com/more-itertools/more-itertools) (πŸ‘¨β€πŸ’» 120 Β· πŸ”€ 270 Β· πŸ“₯ 3K Β· πŸ“¦ 220K Β· πŸ“‹ 310 - 7% open Β· ⏱️ 02.06.2024): ``` git clone https://github.com/more-itertools/more-itertools ``` -- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 80M / month Β· πŸ“¦ 3.4K Β· ⏱️ 08.01.2024): +- [PyPi](https://pypi.org/project/more-itertools) (πŸ“₯ 82M / month Β· πŸ“¦ 3.4K Β· ⏱️ 08.01.2024): ``` pip install more-itertools ``` @@ -4246,59 +4190,59 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pytoolz/toolz ``` -- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 35M / month Β· πŸ“¦ 1.4K Β· ⏱️ 24.01.2024): +- [PyPi](https://pypi.org/project/toolz) (πŸ“₯ 34M / month Β· πŸ“¦ 1.4K Β· ⏱️ 24.01.2024): ``` pip install toolz ``` -- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 20M Β· ⏱️ 24.01.2024): +- [Conda](https://anaconda.org/conda-forge/toolz) (πŸ“₯ 21M Β· ⏱️ 24.01.2024): ``` conda install -c conda-forge toolz ```
boltons (πŸ₯ˆ35 Β· ⭐ 6.4K) - Like builtins, but boltons. 250+ constructs, recipes, and snippets.. BSD-3 -- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 30 Β· πŸ“¦ 7.2K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2024): +- [GitHub](https://github.com/mahmoud/boltons) (πŸ‘¨β€πŸ’» 90 Β· πŸ”€ 350 Β· πŸ“₯ 30 Β· πŸ“¦ 7.3K Β· πŸ“‹ 180 - 39% open Β· ⏱️ 28.04.2024): ``` git clone https://github.com/mahmoud/boltons ``` -- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.3M / month Β· πŸ“¦ 350 Β· ⏱️ 31.03.2024): +- [PyPi](https://pypi.org/project/boltons) (πŸ“₯ 4.4M / month Β· πŸ“¦ 350 Β· ⏱️ 31.03.2024): ``` pip install boltons ``` -- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 4.9M Β· ⏱️ 01.04.2024): +- [Conda](https://anaconda.org/conda-forge/boltons) (πŸ“₯ 5M Β· ⏱️ 01.04.2024): ``` conda install -c conda-forge boltons ```
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tenacity (πŸ₯ˆ34 Β· ⭐ 6.1K) - Retrying library for Python. Apache-2 +
tenacity (πŸ₯ˆ33 Β· ⭐ 6.1K) - Retrying library for Python. Apache-2 - [GitHub](https://github.com/jd/tenacity) (πŸ‘¨β€πŸ’» 92 Β· πŸ”€ 260 Β· πŸ“‹ 260 - 39% open Β· ⏱️ 14.03.2024): ``` git clone https://github.com/jd/tenacity ``` -- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 66M / month Β· πŸ“¦ 2.4K Β· ⏱️ 07.05.2024): +- [PyPi](https://pypi.org/project/tenacity) (πŸ“₯ 67M / month Β· πŸ“¦ 2.4K Β· ⏱️ 07.05.2024): ``` pip install tenacity ``` -- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.7M Β· ⏱️ 09.05.2024): +- [Conda](https://anaconda.org/conda-forge/tenacity) (πŸ“₯ 6.8M Β· ⏱️ 09.05.2024): ``` conda install -c conda-forge tenacity ```
returns (πŸ₯‰31 Β· ⭐ 3.3K) - Make your functions return something meaningful, typed, and safe!. BSD-2 -- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 100 Β· πŸ“¦ 550 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/dry-python/returns) (πŸ‘¨β€πŸ’» 49 Β· πŸ”€ 110 Β· πŸ“¦ 560 Β· πŸ“‹ 420 - 15% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/dry-python/returns ``` -- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 170K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): +- [PyPi](https://pypi.org/project/returns) (πŸ“₯ 180K / month Β· πŸ“¦ 59 Β· ⏱️ 26.08.2023): ``` pip install returns ``` -- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.5K Β· ⏱️ 28.08.2023): +- [Conda](https://anaconda.org/conda-forge/returns) (πŸ“₯ 9.6K Β· ⏱️ 28.08.2023): ``` conda install -c conda-forge returns ``` @@ -4342,11 +4286,11 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/Erotemic/ubelt ``` -- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 17K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): +- [PyPi](https://pypi.org/project/ubelt) (πŸ“₯ 22K / month Β· πŸ“¦ 100 Β· ⏱️ 20.03.2024): ``` pip install ubelt ``` -- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 88K Β· ⏱️ 20.03.2024): +- [Conda](https://anaconda.org/conda-forge/ubelt) (πŸ“₯ 91K Β· ⏱️ 20.03.2024): ``` conda install -c conda-forge ubelt ``` @@ -4368,12 +4312,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cpython (πŸ₯‡52 Β· ⭐ 60K) - The Python programming language. MIT -- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/python/cpython) (πŸ‘¨β€πŸ’» 2.9K Β· πŸ”€ 29K Β· πŸ“¦ 610K Β· πŸ“‹ 69K - 12% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/python/cpython ``` -- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 45 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): +- [PyPi](https://pypi.org/project/cpython) (πŸ“₯ 54 / month Β· πŸ“¦ 20 Β· ⏱️ 22.07.2020): ``` pip install cpython ``` @@ -4388,7 +4332,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
micropython (πŸ₯ˆ33 Β· ⭐ 19K) - MicroPython - a lean and efficient Python implementation for.. Python-2.0 -- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 79K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 28.05.2024): +- [GitHub](https://github.com/micropython/micropython) (πŸ‘¨β€πŸ’» 630 Β· πŸ”€ 7.4K Β· πŸ“₯ 79K Β· πŸ“‹ 5.6K - 32% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/micropython/micropython @@ -4418,7 +4362,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pygments/pygments ``` -- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 110M / month Β· πŸ“¦ 6.8K Β· ⏱️ 04.05.2024): +- [PyPi](https://pypi.org/project/pygments) (πŸ“₯ 110M / month Β· πŸ“¦ 6.9K Β· ⏱️ 04.05.2024): ``` pip install pygments ``` @@ -4429,12 +4373,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
cookiecutter (πŸ₯‡41 Β· ⭐ 22K) - A cross-platform command-line utility that creates projects from.. BSD-3 -- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 28K Β· πŸ“‹ 880 - 26% open Β· ⏱️ 25.04.2024): +- [GitHub](https://github.com/cookiecutter/cookiecutter) (πŸ‘¨β€πŸ’» 320 Β· πŸ”€ 2K Β· πŸ“¦ 28K Β· πŸ“‹ 880 - 26% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/cookiecutter/cookiecutter ``` -- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.1M / month Β· πŸ“¦ 820 Β· ⏱️ 21.02.2024): +- [PyPi](https://pypi.org/project/cookiecutter) (πŸ“₯ 4.1M / month Β· πŸ“¦ 830 Β· ⏱️ 21.02.2024): ``` pip install cookiecutter ``` @@ -4445,12 +4389,12 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pyparsing (πŸ₯‡40 Β· ⭐ 2.1K) - Python library for creating PEG parsers. MIT -- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 270 Β· πŸ“₯ 10K Β· πŸ“¦ 990K Β· πŸ“‹ 340 - 13% open Β· ⏱️ 14.05.2024): +- [GitHub](https://github.com/pyparsing/pyparsing) (πŸ‘¨β€πŸ’» 66 Β· πŸ”€ 280 Β· πŸ“₯ 11K Β· πŸ“¦ 1M Β· πŸ“‹ 350 - 13% open Β· ⏱️ 03.06.2024): ``` git clone https://github.com/pyparsing/pyparsing ``` -- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 110M / month Β· πŸ“¦ 4.8K Β· ⏱️ 06.03.2024): +- [PyPi](https://pypi.org/project/pyparsing) (πŸ“₯ 120M / month Β· πŸ“¦ 4.8K Β· ⏱️ 06.03.2024): ``` pip install pyparsing ``` @@ -4466,7 +4410,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/eliben/pycparser ``` -- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 240M / month Β· πŸ“¦ 2K Β· ⏱️ 30.03.2024): +- [PyPi](https://pypi.org/project/pycparser) (πŸ“₯ 240M / month Β· πŸ“¦ 2.1K Β· ⏱️ 30.03.2024): ``` pip install pycparser ``` @@ -4482,47 +4426,31 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/bartdag/py4j ``` -- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 51M / month Β· πŸ“¦ 280 Β· ⏱️ 12.08.2022): +- [PyPi](https://pypi.org/project/py4j) (πŸ“₯ 51M / month Β· πŸ“¦ 290 Β· ⏱️ 12.08.2022): ``` pip install py4j ``` -- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.7M Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/py4j) (πŸ“₯ 5.8M Β· ⏱️ 16.06.2023): ``` conda install -c conda-forge py4j ```
fastcore (πŸ₯ˆ34 Β· ⭐ 900) - Python supercharged for the fastai library. Apache-2 -- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 60 Β· πŸ”€ 260 Β· πŸ“¦ 6.6K Β· πŸ“‹ 350 - 8% open Β· ⏱️ 30.05.2024): +- [GitHub](https://github.com/fastai/fastcore) (πŸ‘¨β€πŸ’» 61 Β· πŸ”€ 260 Β· πŸ“¦ 6.6K Β· πŸ“‹ 360 - 8% open Β· ⏱️ 05.06.2024): ``` git clone https://github.com/fastai/fastcore ``` -- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.6M / month Β· πŸ“¦ 640 Β· ⏱️ 30.05.2024): +- [PyPi](https://pypi.org/project/fastcore) (πŸ“₯ 1.5M / month Β· πŸ“¦ 640 Β· ⏱️ 05.06.2024): ``` pip install fastcore ``` -- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 77K Β· ⏱️ 30.05.2024): +- [Conda](https://anaconda.org/conda-forge/fastcore) (πŸ“₯ 78K Β· ⏱️ 05.06.2024): ``` conda install -c conda-forge fastcore ```
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decorator (πŸ₯ˆ34 Β· ⭐ 820 Β· πŸ’€) - Decorators for Humans. BSD-2 - -- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 110 Β· πŸ“¦ 570K Β· πŸ“‹ 110 - 14% open Β· ⏱️ 23.08.2023): - - ``` - git clone https://github.com/micheles/decorator - ``` -- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 110M / month Β· πŸ“¦ 2.1K Β· ⏱️ 07.01.2022): - ``` - pip install decorator - ``` -- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): - ``` - conda install -c conda-forge decorator - ``` -
diagrams (πŸ₯ˆ33 Β· ⭐ 35K) - Diagram as Code for prototyping cloud system architectures. MIT - [GitHub](https://github.com/mingrammer/diagrams) (πŸ‘¨β€πŸ’» 140 Β· πŸ”€ 2.2K Β· πŸ“¦ 1.5K Β· πŸ“‹ 560 - 66% open Β· ⏱️ 13.04.2024): @@ -4530,7 +4458,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/mingrammer/diagrams ``` -- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 1.1M / month Β· πŸ“¦ 67 Β· ⏱️ 30.10.2023): +- [PyPi](https://pypi.org/project/diagrams) (πŸ“₯ 1.2M / month Β· πŸ“¦ 67 Β· ⏱️ 30.10.2023): ``` pip install diagrams ``` @@ -4541,7 +4469,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
Copier (πŸ₯ˆ33 Β· ⭐ 1.7K) - Library and command-line utility for rendering projects templates. MIT -- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“¦ 990 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 29.05.2024): +- [GitHub](https://github.com/copier-org/copier) (πŸ‘¨β€πŸ’» 76 Β· πŸ”€ 170 Β· πŸ“¦ 990 Β· πŸ“‹ 470 - 15% open Β· ⏱️ 06.06.2024): ``` git clone https://github.com/copier-org/copier @@ -4553,7 +4481,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched
pluggy (πŸ₯ˆ33 Β· ⭐ 1.2K) - A minimalist production ready plugin system. MIT -- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 27.05.2024): +- [GitHub](https://github.com/pytest-dev/pluggy) (πŸ‘¨β€πŸ’» 54 Β· πŸ”€ 120 Β· πŸ“‹ 190 - 27% open Β· ⏱️ 04.06.2024): ``` git clone https://github.com/pytest-dev/pluggy @@ -4562,19 +4490,35 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` pip install pluggy ``` -- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 26M Β· ⏱️ 21.04.2024): +- [Conda](https://anaconda.org/conda-forge/pluggy) (πŸ“₯ 27M Β· ⏱️ 21.04.2024): ``` conda install -c conda-forge pluggy ```
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wrapt (πŸ₯‰32 Β· ⭐ 2K) - A Python module for decorators, wrappers and monkey patching. BSD-2 +
decorator (πŸ₯ˆ33 Β· ⭐ 820 Β· πŸ’€) - Decorators for Humans. BSD-2 + +- [GitHub](https://github.com/micheles/decorator) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 110 Β· πŸ“¦ 580K Β· πŸ“‹ 110 - 14% open Β· ⏱️ 23.08.2023): + + ``` + git clone https://github.com/micheles/decorator + ``` +- [PyPi](https://pypi.org/project/decorator) (πŸ“₯ 110M / month Β· πŸ“¦ 2.1K Β· ⏱️ 07.01.2022): + ``` + pip install decorator + ``` +- [Conda](https://anaconda.org/conda-forge/decorator) (πŸ“₯ 28M Β· ⏱️ 16.06.2023): + ``` + conda install -c conda-forge decorator + ``` +
+
wrapt (πŸ₯‰32 Β· ⭐ 2K Β· πŸ’€) - A Python module for decorators, wrappers and monkey patching. BSD-2 - [GitHub](https://github.com/GrahamDumpleton/wrapt) (πŸ‘¨β€πŸ’» 27 Β· πŸ”€ 220 Β· πŸ“‹ 190 - 26% open Β· ⏱️ 10.11.2023): ``` git clone https://github.com/GrahamDumpleton/wrapt ``` -- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 140M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.11.2023): +- [PyPi](https://pypi.org/project/wrapt) (πŸ“₯ 150M / month Β· πŸ“¦ 2.1K Β· ⏱️ 09.11.2023): ``` pip install wrapt ``` @@ -4590,7 +4534,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/pyscaffold/pyscaffold ``` -- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 930K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): +- [PyPi](https://pypi.org/project/pyscaffold) (πŸ“₯ 880K / month Β· πŸ“¦ 43 Β· ⏱️ 20.06.2023): ``` pip install pyscaffold ``` @@ -4606,7 +4550,7 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched ``` git clone https://github.com/arsenetar/send2trash ``` -- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 21M / month Β· πŸ“¦ 480 Β· ⏱️ 07.04.2024): +- [PyPi](https://pypi.org/project/send2trash) (πŸ“₯ 21M / month Β· πŸ“¦ 490 Β· ⏱️ 07.04.2024): ``` pip install send2trash ``` @@ -4615,44 +4559,44 @@ _Libraries for data batch- and stream-processing, workflow automation, job sched conda install -c conda-forge send2trash ```
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python-mss (πŸ₯‰25 Β· ⭐ 970) - An ultra fast cross-platform multiple screenshots module in pure.. MIT +
catalogue (πŸ₯‰26 Β· ⭐ 170) - Super lightweight function registries for your library. MIT -- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 83 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): +- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 41K Β· πŸ“‹ 13 - 46% open Β· ⏱️ 31.05.2024): ``` - git clone https://github.com/BoboTiG/python-mss + git clone https://github.com/explosion/catalogue ``` -- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 830K / month Β· πŸ“¦ 210 Β· ⏱️ 20.04.2023): +- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 11M / month Β· πŸ“¦ 130 Β· ⏱️ 25.09.2023): ``` - pip install mss + pip install catalogue ``` -- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 49K Β· ⏱️ 16.06.2023): +- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): ``` - conda install -c conda-forge python-mss + conda install -c conda-forge catalogue ```
-
catalogue (πŸ₯‰25 Β· ⭐ 170) - Super lightweight function registries for your library. MIT +
python-mss (πŸ₯‰25 Β· ⭐ 970) - An ultra fast cross-platform multiple screenshots module in pure.. MIT -- [GitHub](https://github.com/explosion/catalogue) (πŸ‘¨β€πŸ’» 12 Β· πŸ”€ 20 Β· πŸ“¦ 41K Β· πŸ“‹ 13 - 46% open Β· ⏱️ 22.03.2024): +- [GitHub](https://github.com/BoboTiG/python-mss) (πŸ‘¨β€πŸ’» 23 Β· πŸ”€ 83 Β· πŸ“‹ 140 - 26% open Β· ⏱️ 27.02.2024): ``` - git clone https://github.com/explosion/catalogue + git clone https://github.com/BoboTiG/python-mss ``` -- [PyPi](https://pypi.org/project/catalogue) (πŸ“₯ 11M / month Β· πŸ“¦ 130 Β· ⏱️ 25.09.2023): +- [PyPi](https://pypi.org/project/mss) (πŸ“₯ 850K / month Β· πŸ“¦ 220 Β· ⏱️ 20.04.2023): ``` - pip install catalogue + pip install mss ``` -- [Conda](https://anaconda.org/conda-forge/catalogue) (πŸ“₯ 1.3M Β· ⏱️ 25.09.2023): +- [Conda](https://anaconda.org/conda-forge/python-mss) (πŸ“₯ 50K Β· ⏱️ 16.06.2023): ``` - conda install -c conda-forge catalogue + conda install -c conda-forge python-mss ```
Show 6 hidden projects... - keyboard (πŸ₯‰32 Β· ⭐ 3.7K Β· πŸ’€) - Hook and simulate global keyboard events on Windows and Linux. MIT -- powerline-shell (πŸ₯‰26 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT -- pyscreenshot (πŸ₯‰26 Β· ⭐ 490 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 -- openpyxl (πŸ₯‰25 Β· ⭐ 78) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- pyscreenshot (πŸ₯‰26 Β· ⭐ 500 Β· πŸ’€) - Python screenshot library, replacement for the Pillow.. BSD-2 +- openpyxl (πŸ₯‰26 Β· ⭐ 78) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT +- powerline-shell (πŸ₯‰25 Β· ⭐ 6.2K Β· πŸ’€) - A beautiful and useful prompt for your shell. MIT - pluginbase (πŸ₯‰24 Β· ⭐ 1.1K Β· πŸ’€) - A simple but flexible plugin system for Python. BSD-3 - macropy (πŸ₯‰22 Β· ⭐ 3.3K Β· πŸ’€) - Macros in Python: quasiquotes, case classes, LINQ and more!. MIT
diff --git a/history/2024-06-06_changes.md b/history/2024-06-06_changes.md new file mode 100644 index 0000000..c9471db --- /dev/null +++ b/history/2024-06-06_changes.md @@ -0,0 +1,20 @@ +## πŸ“ˆ Trending Up + +_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ + +- polars (πŸ₯‡44 Β· ⭐ 27K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- jsonschema (πŸ₯‡41 Β· ⭐ 4.5K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT +- luigi (πŸ₯ˆ38 Β· ⭐ 17K Β· πŸ“ˆ) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 +- sqlmodel (πŸ₯ˆ37 Β· ⭐ 13K Β· πŸ“ˆ) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic +- zipp (πŸ₯ˆ36 Β· ⭐ 52 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT + +## πŸ“‰ Trending Down + +_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ + +- protobuf (πŸ₯‡52 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- boto3 (πŸ₯‡48 Β· ⭐ 8.8K Β· πŸ“‰) - AWS SDK for Python. Apache-2 +- attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- paramiko (πŸ₯ˆ40 Β· ⭐ 8.9K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- alembic (πŸ₯ˆ36 Β· ⭐ 2.5K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT + diff --git a/history/2024-06-06_projects.csv b/history/2024-06-06_projects.csv new file mode 100644 index 0000000..0762866 --- /dev/null +++ b/history/2024-06-06_projects.csv @@ -0,0 +1,392 @@ +,name,github_id,description,resource,category,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,release_count,contributor_count,projectrank,show,dependent_project_count,github_dependent_project_count,pypi_id,conda_id,labels,github_release_downloads,monthly_downloads,pypi_url,pypi_latest_release_published_at,pypi_dependent_project_count,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,projectrank_placing,npm_id,npm_url,npm_latest_release_published_at,npm_dependent_project_count,npm_monthly_downloads,trending,dockerhub_id,helm_id,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,updated_github_id,conda_dependent_project_count,brew_id,docs_url,gitlab_id,gitlab_url +0,best-of-ml-python - Computer Vision,ml-tooling/best-of-ml-python,Collection of computer vision and image processing libraries.,True,computer-vision,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-30 16:31:03.000,2024-05-30 16:31:03,491.0,22.0,2281,400.0,263.0,25.0,34.0,15904,2024-05-30 16:31:08.000,2024.05.30,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +1,best-of-web-python - Web UI,ml-tooling/best-of-web-python,Collection of libraries to implement web-based UIs.,True,gui-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-05-30 19:17:41.000,2024-05-30 19:17:40,344.0,27.0,162,56.0,203.0,,3.0,2212,2024-05-30 19:17:46.000,2024.05.30,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +2,best-of-python-dev,ml-tooling/best-of-python-dev,A ranked list of awesome python developer tools and libraries. Updated weekly.,True,dev-utils,https://github.com/ml-tooling/best-of-python-dev,https://github.com/ml-tooling/best-of-python-dev,CC-BY-SA-4.0,2021-01-08 14:46:24.000,2024-05-30 14:52:57.000,2024-05-30 14:52:56,337.0,24.0,43,26.0,194.0,3.0,5.0,934,2024-05-30 14:53:03.000,2024.05.30,100.0,7.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +3,best-of-web-python,ml-tooling/best-of-web-python,A ranked list of awesome python libraries for web development. Updated weekly.,True,web-dev,https://github.com/ml-tooling/best-of-web-python,https://github.com/ml-tooling/best-of-web-python,CC-BY-SA-4.0,2021-01-05 13:09:27.000,2024-05-30 19:17:41.000,2024-05-30 19:17:40,344.0,27.0,162,56.0,203.0,,3.0,2212,2024-05-30 19:17:46.000,2024.05.30,100.0,16.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +4,best-of-ml-python,ml-tooling/best-of-ml-python,A ranked list of awesome machine learning Python libraries. Updated weekly.,True,machine-learning,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-30 16:31:03.000,2024-05-30 16:31:03,491.0,22.0,2281,400.0,263.0,25.0,34.0,15904,2024-05-30 16:31:08.000,2024.05.30,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +5,python-patterns,faif/python-patterns,Collection of design patterns/idioms in Python.,True,algorithms,https://github.com/faif/python-patterns,https://github.com/faif/python-patterns,,2012-06-06 21:02:35.000,2024-05-18 23:35:21.000,2024-05-18 23:35:21,840.0,10.0,6855,1655.0,326.0,17.0,76.0,39640,,,,129.0,0,True,21.0,21.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +6,best-of-ml-python - NLP,ml-tooling/best-of-ml-python,Collection of text processing and NLP libraries.,True,text,https://github.com/ml-tooling/best-of-ml-python,https://github.com/ml-tooling/best-of-ml-python#text-data--nlp,CC-BY-SA-4.0,2020-11-29 19:41:36.000,2024-05-30 16:31:03.000,2024-05-30 16:31:03,491.0,22.0,2281,400.0,263.0,25.0,34.0,15904,2024-05-30 16:31:08.000,2024.05.30,100.0,45.0,0,True,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, +7,pandas,pandas-dev/pandas,"Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R..",,data-containers,https://github.com/pandas-dev/pandas,https://github.com/pandas-dev/pandas,BSD-3-Clause,2010-08-24 01:37:33.000,2024-06-06 13:26:04.000,2024-06-05 17:01:11,35110.0,590.0,17364,1116.0,32423.0,3798.0,22849.0,42310,2024-04-10 19:47:02.000,2.2.2,126.0,3649.0,54,True,1787259.0,1720512.0,pandas,conda-forge/pandas,['pandas'],267143.0,233262686.0,https://pypi.org/project/pandas,2024-04-10 19:44:10.000,66747.0,232088340.0,https://anaconda.org/conda-forge/pandas,2024-05-16 23:06:24.174,51569069.0,1.0,,,,,,,,,,,,,,,,,, +8,protobuf,protocolbuffers/protobuf,Protocol Buffers - Googles data interchange format.,,serialization,https://github.com/protocolbuffers/protobuf,https://github.com/protocolbuffers/protobuf,BSD-3-Clause,2014-08-26 15:52:15.000,2024-06-06 11:55:09.000,2024-06-06 08:04:15,17839.0,605.0,15304,2052.0,10725.0,427.0,5794.0,64142,2024-06-05 18:58:59.000,27.1,163.0,1234.0,52,True,663925.0,654215.0,protobuf,conda-forge/protobuf,,43893232.0,202876129.0,https://pypi.org/project/protobuf,2024-05-23 15:34:05.000,6824.0,193856074.0,https://anaconda.org/conda-forge/protobuf,2024-03-06 00:56:40.108,18000599.0,1.0,google-protobuf,https://www.npmjs.com/package/google-protobuf,2022-10-10 20:14:06.161,2886.0,7555366.0,-1.0,,,,,,,,,,,, +9,cpython,python/cpython,The Python programming language.,,python-implementations,https://github.com/python/cpython,https://github.com/python/cpython,MIT,2017-02-10 19:23:51.000,2024-06-06 13:43:47.000,2024-06-06 11:40:37,122471.0,1318.0,29190,1516.0,51565.0,8532.0,60859.0,60344,2020-07-22 03:00:52.000,0.0.6,11.0,2947.0,52,True,614153.0,614127.0,cpython,conda-forge/typing,,,62254.0,https://pypi.org/project/cpython,2020-07-22 03:00:52.000,20.0,54.0,https://anaconda.org/conda-forge/typing,2024-05-17 14:58:09.969,3047808.0,1.0,@buckpkg/python,https://www.npmjs.com/package/@buckpkg/python,2017-08-03 05:51:22.671,6.0,,,,,,,,,,,,,, +10,numpy,numpy/numpy,The fundamental package for scientific computing with Python.,,data-containers,https://github.com/numpy/numpy,https://github.com/numpy/numpy,,2010-09-13 23:02:39.000,2024-06-06 13:30:24.000,2024-06-06 11:34:56,36069.0,671.0,9361,596.0,14128.0,2118.0,10521.0,26684,2024-02-06 00:32:23.000,1.26.4,159.0,1779.0,51,False,2456143.0,2353576.0,numpy,conda-forge/numpy,,1008714.0,279265152.0,https://pypi.org/project/numpy,2024-05-12 13:46:07.000,102567.0,277669553.0,https://anaconda.org/conda-forge/numpy,2024-05-16 06:59:26.198,75991049.0,1.0,,,,,,,,,,,,,,,,,, +11,Airflow,apache/airflow,"Platform to programmatically author, schedule, and monitor workflows.",,data-pipelines,https://github.com/apache/airflow,https://github.com/apache/airflow,Apache-2.0,2015-04-13 18:04:58.000,2024-06-06 13:44:15.000,2024-06-06 12:23:32,24699.0,1233.0,13672,755.0,26706.0,963.0,8324.0,35474,2024-05-06 10:30:55.000,2.9.1,194.0,3310.0,49,True,11512.0,11042.0,apache-airflow,conda-forge/airflow,,619287.0,35357721.0,https://pypi.org/project/apache-airflow,2024-06-06 11:18:58.000,470.0,23647895.0,https://anaconda.org/conda-forge/airflow,2024-05-07 01:43:58.927,1064842.0,1.0,,,,,,,apache/airflow,stable/airflow,https://hub.docker.com/r/apache/airflow,2024-06-06 11:47:04.412230,521.0,1284946080.0,,,,,, +12,ansible,ansible/ansible,Ansible is a radically simple IT automation platform that makes your applications and systems easier to deploy and..,,infrastructure,https://github.com/ansible/ansible,https://github.com/ansible/ansible,GPL-3.0,2012-03-06 14:58:02.000,2024-06-06 10:08:03.072,2024-06-06 00:26:01,54420.0,150.0,23732,1918.0,50811.0,868.0,31747.0,61531,2024-06-06 05:02:04.000,10.0.1,359.0,6840.0,48,True,34753.0,34296.0,ansible,conda-forge/ansible,,,5163782.0,https://pypi.org/project/ansible,2024-06-06 05:02:04.000,457.0,5142064.0,https://anaconda.org/conda-forge/ansible,2024-06-06 10:08:03.072,1064193.0,1.0,,,,,,,,,,,,,,,,,, +13,boto3,boto/boto3,AWS SDK for Python.,,db-clients,https://github.com/boto/boto3,https://github.com/boto/boto3,Apache-2.0,2014-10-03 21:38:03.000,2024-06-06 01:29:36.305,2024-06-05 22:57:50,6012.0,202.0,1836,238.0,742.0,184.0,3077.0,8774,2024-06-05 19:19:45.000,1.34.120,1569.0,155.0,48,True,448132.0,436648.0,boto3,conda-forge/boto3,,,1290390041.0,https://pypi.org/project/boto3,2024-06-05 19:19:45.000,11484.0,1289988188.0,https://anaconda.org/conda-forge/boto3,2024-06-06 01:29:36.305,19690834.0,1.0,,,,,,-1.0,,,,,,,,,,,, +14,cryptography,pyca/cryptography,cryptography is a package designed to expose cryptographic primitives and recipes to Python developers.,,cryptography,https://github.com/pyca/cryptography,https://github.com/pyca/cryptography,Apache-2.0,2013-08-07 02:23:38.000,2024-06-06 11:11:16.000,2024-06-06 11:11:15,12095.0,431.0,1467,132.0,8590.0,43.0,2427.0,6359,2024-06-04 19:53:53.000,42.0.8,131.0,319.0,47,True,684453.0,675667.0,cryptography,conda-forge/cryptography,,,270375377.0,https://pypi.org/project/cryptography,2024-06-04 19:53:53.000,8786.0,269354299.0,https://anaconda.org/conda-forge/cryptography,2024-06-05 04:23:44.605,47990698.0,1.0,,,,,,,,,,,,,,,,,, +15,Celery,celery/celery,Asynchronous task queue/job queue based on distributed message passing.,,data-pipelines,https://github.com/celery/celery,https://github.com/celery/celery,BSD-3-Clause,2009-04-24 11:31:24.000,2024-06-06 13:46:07.000,2024-06-05 05:04:32,12545.0,60.0,4596,473.0,3370.0,715.0,4388.0,23809,2024-04-17 20:32:41.000,5.4.0,206.0,1351.0,46,True,136478.0,134766.0,celery,conda-forge/celery,,,11400699.0,https://pypi.org/project/celery,2024-04-17 20:29:39.000,1712.0,11366043.0,https://anaconda.org/conda-forge/celery,2023-12-30 03:15:22.483,1663520.0,1.0,,,,,,,,,,,,,,,,,, +16,pydantic,samuelcolvin/pydantic,Data validation using Python type hints.,,data-validation,https://github.com/pydantic/pydantic,https://github.com/pydantic/pydantic,MIT,2017-05-03 21:23:58.000,2024-06-06 13:21:22.000,2024-06-06 12:52:52,2935.0,130.0,1718,114.0,3590.0,410.0,3674.0,19267,2024-06-03 18:50:39.000,2.7.3,141.0,536.0,46,True,440398.0,421266.0,pydantic,conda-forge/pydantic,,,197065816.0,https://pypi.org/project/pydantic,2024-06-03 18:50:39.000,19132.0,196897030.0,https://anaconda.org/conda-forge/pydantic,2024-06-04 06:12:10.129,7932944.0,1.0,,,,,,,,,,,,,pydantic/pydantic,,,,, +17,click,pallets/click,Python composable command line interface toolkit.,,cli-helpers,https://github.com/pallets/click,https://github.com/pallets/click,BSD-3-Clause,2014-04-24 09:52:19.000,2024-06-03 22:14:43.000,2024-06-03 22:14:42,2444.0,25.0,1368,186.0,1116.0,126.0,1457.0,15157,2023-08-17 17:29:32.000,8.1.7,53.0,366.0,46,True,1741644.0,1704331.0,click,conda-forge/click,,367.0,209998312.0,https://pypi.org/project/click,2023-08-17 17:29:10.000,37313.0,209041504.0,https://anaconda.org/conda-forge/click,2023-08-17 22:44:46.345,35401673.0,1.0,,,,,,,,,,,,,,,,,, +18,SQLAlchemy,sqlalchemy/sqlalchemy,The Database Toolkit for Python.,,db-clients,https://github.com/sqlalchemy/sqlalchemy,https://github.com/sqlalchemy/sqlalchemy,MIT,2018-11-27 03:35:03.000,2024-06-04 19:26:06.000,2024-06-04 17:14:15,16992.0,137.0,1336,98.0,795.0,231.0,7557.0,9012,2024-05-05 18:25:40.000,2.0.30,303.0,713.0,46,True,801055.0,790537.0,SQLAlchemy,conda-forge/sqlalchemy,,48102.0,116605553.0,https://pypi.org/project/SQLAlchemy,2024-05-05 18:25:40.000,10518.0,116237187.0,https://anaconda.org/conda-forge/sqlalchemy,2024-05-06 00:27:39.548,15427501.0,1.0,,,,,,,,,,,,,,,,,, +19,polars,pola-rs/polars,"Dataframes powered by a multithreaded, vectorized query engine, written in Rust.",,data-containers,https://github.com/pola-rs/polars,https://github.com/pola-rs/polars,MIT,2020-05-13 19:45:33.000,2024-06-06 13:48:15.000,2024-06-06 11:39:34,9928.0,871.0,1646,152.0,9076.0,1702.0,6042.0,26991,2024-06-01 11:22:56.000,py-0.20.31,364.0,420.0,44,True,10740.0,9763.0,polars,,,982.0,7551119.0,https://pypi.org/project/polars,2024-06-01 11:21:12.000,977.0,7551049.0,,,,1.0,,,,,,2.0,,,,,,,,,,,, +20,Beam,apache/beam,"Unified programming model to define and execute data processing pipelines, including ETL, batch and stream processing.",,data-pipelines,https://github.com/apache/beam,https://github.com/apache/beam,Apache-2.0,2016-02-02 08:00:06.000,2024-06-06 13:33:16.000,2024-06-06 01:45:44,42481.0,637.0,4139,262.0,24742.0,4373.0,2437.0,7621,2024-05-02 01:14:48.000,2.56.0,116.0,1643.0,44,True,7225.0,7074.0,apache-beam,conda-forge/apache-beam-with-aws,,,8601203.0,https://pypi.org/project/apache-beam,2024-05-02 01:10:54.000,151.0,8598862.0,https://anaconda.org/conda-forge/apache-beam-with-aws,2024-05-08 04:57:28.891,77259.0,1.0,,,,,,,,,,,,,,,,,, +21,botocore,boto/botocore,"The low-level, core functionality of boto3 and the AWS CLI.",,infrastructure,https://github.com/boto/botocore,https://github.com/boto/botocore,Apache-2.0,2012-11-13 13:25:36.000,2024-06-05 23:53:39.971,2024-06-05 23:03:45,11029.0,260.0,1059,68.0,2095.0,148.0,963.0,1434,2024-06-05 19:20:00.000,1.34.120,1967.0,204.0,44,True,329943.0,327316.0,botocore,conda-forge/botocore,,,637190642.0,https://pypi.org/project/botocore,2024-06-05 19:20:00.000,2627.0,636561510.0,https://anaconda.org/conda-forge/botocore,2024-06-05 23:53:39.971,27052705.0,1.0,,,,,,,,,,,,,,,,,, +22,rich,Textualize/rich,Rich is a Python library for rich text and beautiful formatting in the terminal.,,cli-helpers,https://github.com/Textualize/rich,https://github.com/Textualize/rich,MIT,2019-11-10 15:28:09.000,2024-05-14 13:45:25.000,2024-05-01 14:24:50,3887.0,10.0,1673,542.0,1096.0,278.0,1077.0,47614,2024-02-28 14:52:38.000,13.7.1,191.0,238.0,43,True,229417.0,218135.0,rich,conda-forge/rich,,,67422732.0,https://pypi.org/project/rich,2024-02-28 14:51:14.000,11282.0,67272704.0,https://anaconda.org/conda-forge/rich,2024-02-28 20:06:23.063,7051359.0,1.0,,,,,,,,,,,,,,,,,, +23,flatbuffers,google/flatbuffers,FlatBuffers: Memory Efficient Serialization Library.,,serialization,https://github.com/google/flatbuffers,https://github.com/google/flatbuffers,Apache-2.0,2014-05-19 18:33:01.000,2024-06-05 17:45:06.000,2024-06-03 15:39:14,3099.0,34.0,3172,642.0,2511.0,153.0,2269.0,22213,2024-03-26 05:33:40.089,24.3.25,38.0,678.0,43,True,111435.0,110792.0,flatbuffers,conda-forge/flatbuffers,,458696.0,20935541.0,https://pypi.org/project/flatbuffers,2024-03-26 05:33:35.000,414.0,19475306.0,https://anaconda.org/conda-forge/flatbuffers,2024-03-26 15:43:35.702,1069680.0,1.0,flatbuffers,https://www.npmjs.com/package/flatbuffers,2024-03-26 05:33:40.089,229.0,1431537.0,,,,,,,,,,,,, +24,pulumi,pulumi/pulumi,Pulumi - Infrastructure as Code in any programming language.,,infrastructure,https://github.com/pulumi/pulumi,https://github.com/pulumi/pulumi,Apache-2.0,2016-10-31 21:02:47.000,2024-06-06 12:22:03.000,2024-06-06 08:21:46,11742.0,326.0,1054,193.0,8112.0,2142.0,5141.0,20280,2024-06-05 15:06:29.000,3.119.0,4191.0,273.0,43,True,9114.0,7915.0,pulumi,,,3393241.0,3837258.0,https://pypi.org/project/pulumi,2024-06-06 09:13:43.000,265.0,938950.0,,,,2.0,@pulumi/pulumi,https://www.npmjs.com/package/@pulumi/pulumi,2024-05-31 19:45:02.697,934.0,2698706.0,,,,,,,,,,,,, +25,Datasets,huggingface/datasets,"The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools.",,data-loading,https://github.com/huggingface/datasets,https://github.com/huggingface/datasets,Apache-2.0,2020-03-26 09:23:22.000,2024-06-06 10:37:59.000,2024-06-06 09:24:35,3824.0,79.0,2547,279.0,4028.0,711.0,2153.0,18623,2024-06-03 05:26:18.000,2.19.2,87.0,565.0,43,True,53170.0,51454.0,datasets,conda-forge/datasets,,,10469194.0,https://pypi.org/project/datasets,2024-06-03 05:11:41.000,1716.0,10450366.0,https://anaconda.org/conda-forge/datasets,2024-06-03 14:48:49.860,790787.0,1.0,,,,,,,,,,,,,,,,,, +26,Faker,joke2k/faker,Faker is a Python package that generates fake data for you.,,data-loading,https://github.com/joke2k/faker,https://github.com/joke2k/faker,MIT,2012-11-12 23:00:09.000,2024-06-05 16:19:06.000,2024-06-04 20:18:09,3685.0,110.0,1887,220.0,1337.0,21.0,702.0,17235,2024-06-04 20:18:35.000,25.5.0,364.0,578.0,43,True,217862.0,216091.0,Faker,conda-forge/faker,,,16128975.0,https://pypi.org/project/Faker,2024-06-04 20:18:27.000,1771.0,16109159.0,https://anaconda.org/conda-forge/faker,2024-06-05 08:07:42.228,951204.0,1.0,,,,,,,,,,,,,,,,,, +27,Prefect,PrefectHQ/prefect,"Prefect is a workflow orchestration tool empowering developers to build, observe, and react to data pipelines.",,data-pipelines,https://github.com/PrefectHQ/prefect,https://github.com/PrefectHQ/prefect,Apache-2.0,2018-06-29 21:59:26.000,2024-06-06 07:07:36.000,2024-06-06 03:47:43,16827.0,852.0,1493,159.0,8211.0,860.0,4183.0,15143,2024-06-04 20:21:58.000,2.19.4,283.0,469.0,43,True,5193.0,4939.0,prefect,conda-forge/prefect,,,1694622.0,https://pypi.org/project/prefect,2024-06-04 20:21:58.000,254.0,1681231.0,https://anaconda.org/conda-forge/prefect,2024-06-05 02:44:02.888,656186.0,1.0,,,,,,,,,,,,,,,,,, +28,awscli,aws/aws-cli,Universal Command Line Interface for Amazon Web Services.,,infrastructure,https://github.com/aws/aws-cli,https://github.com/aws/aws-cli,Apache-2.0,2012-11-20 16:07:36.000,2024-06-06 01:51:01.150,2024-06-05 18:08:16,12157.0,225.0,3988,573.0,3796.0,549.0,4079.0,15000,2024-06-05 19:19:31.000,1.33.2,1974.0,443.0,43,True,623.0,5.0,awscli,conda-forge/awscli,,1719.0,144462218.0,https://pypi.org/project/awscli,2024-06-05 19:19:31.000,618.0,143959590.0,https://anaconda.org/conda-forge/awscli,2024-06-06 01:51:01.150,23622352.0,2.0,,,,,,,,,,,,,,,,,, +29,docker,docker/docker-py,A Python library for the Docker Engine API.,,infrastructure,https://github.com/docker/docker-py,https://github.com/docker/docker-py,Apache-2.0,2013-05-23 16:15:07.000,2024-05-31 14:42:08.000,2024-05-23 11:09:32,3405.0,22.0,1655,194.0,1620.0,468.0,1239.0,6683,2024-05-23 11:21:23.000,7.1.0,89.0,454.0,43,True,84672.0,81565.0,docker,conda-forge/docker-py,,975.0,44385745.0,https://pypi.org/project/docker,2024-05-23 11:13:55.000,3107.0,44295426.0,https://anaconda.org/conda-forge/docker-py,2024-05-24 00:04:17.126,4334929.0,2.0,,,,,,,,,,,,,,,,,, +30,azure-storage-blob,Azure/azure-sdk-for-python,This repository is for active development of the Azure SDK for Python. For consumers of the SDK we recommend visiting..,,db-clients,https://github.com/Azure/azure-sdk-for-python,https://github.com/Azure/azure-sdk-for-python,MIT,2012-04-24 16:46:12.000,2024-06-06 12:59:16.000,2024-06-06 00:43:57,17411.0,621.0,2698,412.0,26174.0,1026.0,8782.0,4315,2024-05-31 19:39:56.000,azure-monitor-opentelemetry_1.5.0,100.0,716.0,43,True,3367.0,2491.0,azure-storage-blob,conda-forge/azure-storage-blob,,,52125942.0,https://pypi.org/project/azure-storage-blob,2024-05-08 20:12:34.000,876.0,52102539.0,https://anaconda.org/conda-forge/azure-storage-blob,2024-05-09 03:00:59.139,1123354.0,1.0,,,,,,,,,,,,,,,,,, +31,Pygments,pygments/pygments,Pygments is a generic syntax highlighter written in Python.,,others,https://github.com/pygments/pygments,https://github.com/pygments/pygments,BSD-2-Clause,2019-08-31 15:46:03.000,2024-05-30 22:07:55.000,2024-05-20 13:27:25,6772.0,70.0,624,37.0,886.0,441.0,1406.0,1738,2024-05-04 13:43:23.000,2.18.0,65.0,844.0,43,True,750665.0,743788.0,pygments,conda-forge/pygments,,,114088791.0,https://pypi.org/project/pygments,2024-05-04 13:41:57.000,6877.0,113411773.0,https://anaconda.org/conda-forge/pygments,2024-05-04 18:22:17.505,30465838.0,1.0,,,,,,,,,,,,,,,,,, +32,redis,redis/redis-py,Redis Python client.,,db-clients,https://github.com/redis/redis-py,https://github.com/redis/redis-py,MIT,2009-11-06 10:22:26.000,2024-06-06 13:12:07.000,2024-06-06 12:43:30,2340.0,25.0,2473,324.0,1595.0,231.0,1488.0,12341,2024-06-06 08:08:34.000,5.0.5,128.0,441.0,42,True,5516.0,,redis,conda-forge/redis-py,,,40669005.0,https://pypi.org/project/redis,2024-06-06 08:08:34.000,5516.0,40643448.0,https://anaconda.org/conda-forge/redis-py,2024-06-06 09:47:49.793,1226753.0,1.0,,,,,,,,,,,,,,,,,, +33,Dagster,dagster-io/dagster,"An orchestration platform for the development, production, and observation of data assets.",,data-pipelines,https://github.com/dagster-io/dagster,https://github.com/dagster-io/dagster,Apache-2.0,2018-04-30 16:30:04.000,2024-06-06 13:52:03.000,2024-06-06 08:10:47,18674.0,1171.0,1304,115.0,13603.0,2517.0,4895.0,10496,2024-05-30 23:38:29.000,1.7.8,617.0,434.0,42,True,2594.0,2426.0,dagster,conda-forge/dagster,,,1005420.0,https://pypi.org/project/dagster,2024-05-30 22:04:50.000,168.0,981222.0,https://anaconda.org/conda-forge/dagster,2024-05-31 12:40:38.868,1185704.0,1.0,,,,,,,,,,,,,,,,,, +34,attrs,python-attrs/attrs,Python Classes Without Boilerplate.,,utilities,https://github.com/python-attrs/attrs,https://github.com/python-attrs/attrs,MIT,2015-01-27 15:01:01.000,2024-06-04 07:04:41.000,2024-06-03 21:50:00,1478.0,43.0,359,65.0,582.0,134.0,577.0,5114,2023-12-31 06:30:30.000,23.2.0,28.0,161.0,42,True,1045590.0,1037712.0,attrs,conda-forge/attrs,,,207184667.0,https://pypi.org/project/attrs,2023-12-31 06:30:30.000,7878.0,206383455.0,https://anaconda.org/conda-forge/attrs,2023-12-31 08:30:42.413,36855759.0,1.0,,,,,,-1.0,,,,,,,,,,,, +35,google-cloud-storage,googleapis/google-cloud-python,Google Cloud Client Library for Python.,,db-clients,https://github.com/googleapis/google-cloud-python,https://github.com/googleapis/google-cloud-python,Apache-2.0,2014-01-28 15:51:47.000,2024-06-05 22:11:32.000,2024-06-05 21:33:22,37863.0,255.0,1497,299.0,8623.0,99.0,3686.0,4699,2024-06-05 21:33:43.000,google-shopping-merchant-promotions-v0.1.0,100.0,519.0,42,True,1643.0,,google-cloud-storage,conda-forge/google-cloud-storage,,,75244044.0,https://pypi.org/project/google-cloud-storage,2024-03-18 23:55:33.000,1643.0,75148827.0,https://anaconda.org/conda-forge/google-cloud-storage,2024-03-19 07:33:07.001,4475234.0,1.0,,,,,,,,,,,,,,,,,, +36,elasticsearch,elastic/elasticsearch-py,Official Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-py,https://github.com/elastic/elasticsearch-py,Apache-2.0,2013-05-01 22:47:39.000,2024-06-06 13:31:00.000,2024-06-06 12:21:35,1655.0,46.0,1174,409.0,1491.0,61.0,1036.0,4157,2024-06-06 13:31:00.000,8.14.0,143.0,205.0,42,True,50358.0,48910.0,elasticsearch,conda-forge/elasticsearch,,3918.0,27930378.0,https://pypi.org/project/elasticsearch,2024-06-06 13:31:00.000,1448.0,27909432.0,https://anaconda.org/conda-forge/elasticsearch,2024-05-25 12:31:41.153,1022031.0,1.0,,,,,,,,,,,,,,,,,, +37,cookiecutter,cookiecutter/cookiecutter,"A cross-platform command-line utility that creates projects from cookiecutters (project templates), e.g. Python..",,others,https://github.com/cookiecutter/cookiecutter,https://github.com/cookiecutter/cookiecutter,BSD-3-Clause,2013-07-14 18:31:22.000,2024-06-06 07:28:37.000,2024-06-06 07:28:36,3081.0,30.0,1950,230.0,1174.0,230.0,648.0,21816,2024-02-21 18:02:39.000,2.6.0,42.0,325.0,41,True,28738.0,27912.0,cookiecutter,conda-forge/cookiecutter,,,4121493.0,https://pypi.org/project/cookiecutter,2024-02-21 18:02:39.000,826.0,4093721.0,https://anaconda.org/conda-forge/cookiecutter,2024-02-22 13:39:27.647,1027598.0,1.0,,,,,,,,,,,,,,,,,, +38,kivy,kivy/kivy,"Open source UI framework written in Python, running on Windows, Linux, macOS, Android and iOS.",,gui-dev,https://github.com/kivy/kivy,https://github.com/kivy/kivy,MIT,2010-11-03 20:27:32.000,2024-06-05 17:23:58.000,2024-05-27 18:02:02,12936.0,46.0,3031,600.0,3671.0,786.0,4326.0,17078,2024-01-05 13:53:17.000,2.3.0,49.0,620.0,41,True,13290.0,12979.0,kivy,conda-forge/kivy,,36916.0,191907.0,https://pypi.org/project/kivy,2024-01-05 10:31:31.000,311.0,184281.0,https://anaconda.org/conda-forge/kivy,2024-04-08 17:34:41.491,358120.0,1.0,,,,,,,,,,,,,,,,,, +39,peewee,coleifer/peewee,"a small, expressive orm -- supports postgresql, mysql, sqlite and cockroachdb.",,db-clients,https://github.com/coleifer/peewee,https://github.com/coleifer/peewee,MIT,2010-10-11 20:14:11.000,2024-05-22 14:48:54.000,2024-05-22 14:48:37,4615.0,41.0,1362,197.0,479.0,1.0,2419.0,10891,2024-05-10 13:47:32.000,3.17.5,189.0,155.0,41,True,31313.0,30411.0,peewee,conda-forge/peewee,,,2594130.0,https://pypi.org/project/peewee,2024-05-10 13:42:43.000,902.0,2579651.0,https://anaconda.org/conda-forge/peewee,2024-04-18 01:50:58.475,666036.0,1.0,,,,,,,,,,,,,,,,,, +40,jsonschema,Julian/jsonschema,An implementation of the JSON Schema specification for Python.,,data-validation,https://github.com/python-jsonschema/jsonschema,https://github.com/python-jsonschema/jsonschema,MIT,2011-12-30 03:37:43.000,2024-06-05 07:00:14.000,2024-06-05 06:59:10,2689.0,43.0,569,60.0,369.0,33.0,796.0,4474,2024-04-30 19:44:40.000,4.22.0,103.0,111.0,41,True,575733.0,569516.0,jsonschema,conda-forge/jsonschema,,252.0,123382656.0,https://pypi.org/project/jsonschema,2024-04-30 19:44:34.000,6217.0,122736004.0,https://anaconda.org/conda-forge/jsonschema,2024-05-01 14:23:55.200,28452408.0,1.0,,,,,,1.0,,,,,,,python-jsonschema/jsonschema,,,,, +41,h5py,h5py/h5py,HDF5 for Python -- The h5py package is a Pythonic interface to the HDF5 binary data format.,,data-containers,https://github.com/h5py/h5py,https://github.com/h5py/h5py,BSD-3-Clause,2012-09-21 00:40:02.000,2024-06-06 10:23:48.000,2024-06-06 10:21:05,4433.0,63.0,518,58.0,941.0,281.0,1242.0,2027,2024-04-10 10:48:28.000,3.11.0,39.0,205.0,41,True,281651.0,274939.0,h5py,conda-forge/h5py,,3350.0,22118854.0,https://pypi.org/project/h5py,2024-04-10 10:48:28.000,6712.0,21789786.0,https://anaconda.org/conda-forge/h5py,2024-06-06 09:37:09.986,15793469.0,2.0,,,,,,,,,,,,,,,,,, +42,docker-compose,docker/compose,Define and run multi-container applications with Docker.,,infrastructure,https://github.com/docker/compose,https://github.com/docker/compose,Apache-2.0,2013-12-09 11:40:58.000,2024-06-06 09:26:51.000,2024-06-05 07:22:59,4763.0,87.0,5073,722.0,4172.0,247.0,7300.0,32705,2024-05-24 12:48:32.000,2.27.1,144.0,540.0,40,True,808.0,561.0,docker-compose,conda-forge/docker-compose,,97514118.0,3890200.0,https://pypi.org/project/docker-compose,2021-05-10 11:22:10.000,247.0,1931174.0,https://anaconda.org/conda-forge/docker-compose,2024-05-24 17:05:05.907,419724.0,2.0,,,,,,,,,,,,,,,,,, +43,Typer,tiangolo/typer,"Typer, build great CLIs. Easy to code. Based on Python type hints.",,cli-helpers,https://github.com/tiangolo/typer,https://github.com/tiangolo/typer,MIT,2019-12-24 12:24:11.000,2024-06-03 20:38:26.000,2024-05-23 23:21:20,598.0,111.0,622,73.0,371.0,210.0,180.0,14607,2024-04-09 17:13:25.000,0.12.3,42.0,55.0,40,True,102870.0,97663.0,typer,conda-forge/typer,,,32671864.0,https://pypi.org/project/typer,2024-04-09 17:13:25.000,5207.0,32620576.0,https://anaconda.org/conda-forge/typer,2024-04-09 22:54:01.276,2461867.0,2.0,,,,,,,,,,,,,,,,,, +44,Great Expectations,great-expectations/great_expectations,Always know what to expect from your data.,,data-pipelines,https://github.com/great-expectations/great_expectations,https://github.com/great-expectations/great_expectations,Apache-2.0,2017-09-11 00:18:46.000,2024-06-06 13:50:10.000,2024-06-06 13:22:26,12392.0,263.0,1486,83.0,8011.0,212.0,1682.0,9576,2024-05-28 19:30:23.000,0.18.15,271.0,427.0,40,True,92.0,,great_expectations,conda-forge/great-expectations,,,20958075.0,https://pypi.org/project/great_expectations,2024-05-28 17:10:04.000,92.0,20941568.0,https://anaconda.org/conda-forge/great-expectations,2024-05-29 01:57:36.407,808847.0,2.0,,,,,,,,,,,,,,,,,, +45,paramiko,paramiko/paramiko,The leading native Python SSHv2 protocol library.,,infrastructure,https://github.com/paramiko/paramiko,https://github.com/paramiko/paramiko,LGPL-2.1,2009-02-02 03:41:08.000,2024-05-10 17:37:05.000,2024-02-11 03:17:05,3994.0,,1979,314.0,784.0,1047.0,801.0,8888,2023-12-18 19:35:30.000,3.4.0,145.0,187.0,40,True,99297.0,96506.0,paramiko,conda-forge/paramiko,,,57800674.0,https://pypi.org/project/paramiko,2023-12-18 19:35:30.000,2791.0,57702419.0,https://anaconda.org/conda-forge/paramiko,2023-12-19 20:01:44.239,4618021.0,2.0,,,,,,-1.0,,,,,,,,,,,, +46,PyMySQL,PyMySQL/PyMySQL,MySQL client library for Python.,,db-clients,https://github.com/PyMySQL/PyMySQL,https://github.com/PyMySQL/PyMySQL,MIT,2011-07-27 17:38:47.000,2024-05-21 11:09:09.000,2024-05-21 11:09:01,1109.0,7.0,1414,229.0,496.0,17.0,641.0,7585,2024-05-21 11:07:36.000,1.1.1,43.0,124.0,40,True,221421.0,221414.0,PyMySQL,conda-forge/pymysql,,,49652150.0,https://pypi.org/project/PyMySQL,2024-05-21 11:03:41.000,7.0,49622585.0,https://anaconda.org/conda-forge/pymysql,2023-06-26 13:59:27.383,1389569.0,2.0,,,,,,,,,,,,,,,,,, +47,marshmallow,marshmallow-code/marshmallow,A lightweight library for converting complex objects to and from simple Python datatypes.,,serialization,https://github.com/marshmallow-code/marshmallow,https://github.com/marshmallow-code/marshmallow,MIT,2013-11-10 21:32:24.000,2024-06-06 09:17:25.264,2024-06-06 02:00:13,3330.0,30.0,620,80.0,1068.0,176.0,1051.0,6917,2024-06-06 02:01:31.000,3.21.3,176.0,209.0,40,True,142935.0,140719.0,marshmallow,conda-forge/marshmallow,,,49020211.0,https://pypi.org/project/marshmallow,2024-06-06 02:01:31.000,2216.0,48968894.0,https://anaconda.org/conda-forge/marshmallow,2024-06-06 09:17:25.264,2463249.0,2.0,,,,,,,,,,,,,,,,,, +48,joblib,joblib/joblib,Computing with Python functions.,,data-pipelines,https://github.com/joblib/joblib,https://github.com/joblib/joblib,BSD-3-Clause,2010-05-07 06:48:26.000,2024-06-06 10:05:56.000,2024-05-02 13:00:20,1519.0,20.0,406,63.0,740.0,414.0,489.0,3705,2024-05-02 12:15:00.000,1.4.2,112.0,133.0,40,True,451560.0,445604.0,joblib,conda-forge/joblib,,,54771911.0,https://pypi.org/project/joblib,2024-05-02 12:15:00.000,5956.0,54210399.0,https://anaconda.org/conda-forge/joblib,2024-05-02 16:00:30.237,26391087.0,2.0,,,,,,,,,,,,,,,,,, +49,xarray,pydata/xarray,N-D labeled arrays and datasets in Python.,,data-containers,https://github.com/pydata/xarray,https://github.com/pydata/xarray,Apache-2.0,2013-09-30 17:21:10.000,2024-06-06 11:49:35.000,2024-06-04 17:23:56,5411.0,108.0,1020,109.0,4073.0,1145.0,3176.0,3450,2024-05-13 03:40:23.000,2024.5.0,92.0,498.0,40,True,30313.0,27278.0,xarray,conda-forge/xarray,,,5530066.0,https://pypi.org/project/xarray,2024-05-13 03:40:23.000,3035.0,5317038.0,https://anaconda.org/conda-forge/xarray,2024-05-13 13:50:20.005,10012320.0,2.0,,,,,,,,,,,,,,,,,, +50,pyparsing,pyparsing/pyparsing,Python library for creating PEG parsers.,,others,https://github.com/pyparsing/pyparsing,https://github.com/pyparsing/pyparsing,MIT,2017-05-14 18:07:01.000,2024-06-03 23:10:46.000,2024-06-03 23:10:40,1228.0,26.0,275,27.0,187.0,47.0,299.0,2128,2024-03-06 07:29:28.000,3.1.2,72.0,66.0,40,True,1003292.0,998459.0,pyparsing,conda-forge/pyparsing,,10515.0,117031983.0,https://pypi.org/project/pyparsing,2024-03-06 07:25:50.000,4833.0,115648506.0,https://anaconda.org/conda-forge/pyparsing,2024-03-06 10:33:11.131,44266401.0,1.0,,,,,,,,,,,,,,,,,, +51,filesystem_spec,fsspec/filesystem_spec,A specification that python filesystems should adhere to.,,file-path-utils,https://github.com/fsspec/filesystem_spec,https://github.com/fsspec/filesystem_spec,BSD-3-Clause,2018-04-23 16:45:08.000,2024-06-06 13:47:10.000,2024-06-04 00:48:19,2342.0,41.0,336,22.0,932.0,256.0,432.0,925,2024-06-04 00:49:10.000,2024.6.0,81.0,242.0,40,True,127030.0,125429.0,fsspec,conda-forge/fsspec,,,263020824.0,https://pypi.org/project/fsspec,2024-06-04 00:49:10.000,1601.0,262672443.0,https://anaconda.org/conda-forge/fsspec,2024-06-04 10:58:01.226,17070696.0,1.0,,,,,,,,,,,,,,,,,, +52,python-fire,google/python-fire,Python Fire is a library for automatically generating command line interfaces (CLIs) from absolutely any Python object.,,cli-helpers,https://github.com/google/python-fire,https://github.com/google/python-fire,Apache-2.0,2017-02-21 21:35:07.000,2024-06-01 08:58:13.000,2024-04-05 20:21:26,304.0,11.0,1427,371.0,192.0,152.0,192.0,26466,2024-03-11 19:52:24.000,0.6.0,11.0,65.0,39,True,36405.0,34132.0,fire,conda-forge/fire,,,6955530.0,https://pypi.org/project/fire,2024-03-11 19:52:00.000,2273.0,6932477.0,https://anaconda.org/conda-forge/fire,2024-03-12 05:35:30.091,945211.0,2.0,,,,,,,,,,,,,,,,,, +53,rq,rq/rq,Simple job queues for Python.,,data-pipelines,https://github.com/rq/rq,https://github.com/rq/rq,BSD-3-Clause,2011-11-14 10:53:48.000,2024-06-04 11:18:12.000,2024-05-26 02:37:55,1867.0,33.0,1391,207.0,901.0,207.0,954.0,9590,2024-05-01 07:14:48.000,1.16.2,79.0,315.0,39,True,16874.0,16657.0,rq,conda-forge/rq,,,1431145.0,https://pypi.org/project/rq,2024-05-01 07:13:11.000,217.0,1428662.0,https://anaconda.org/conda-forge/rq,2024-03-26 01:23:59.916,106800.0,2.0,,,,,,,,,,,,,,,,,, +54,python-prompt-toolkit,prompt-toolkit/python-prompt-toolkit,Library for building powerful interactive command line applications in Python.,,cli-helpers,https://github.com/prompt-toolkit/python-prompt-toolkit,https://github.com/prompt-toolkit/python-prompt-toolkit,BSD-3-Clause,2014-01-25 22:12:08.000,2024-06-05 22:32:10.000,2024-06-04 14:49:53,2754.0,12.0,708,149.0,768.0,616.0,561.0,9041,2024-06-04 14:50:57.000,3.0.46,130.0,229.0,39,True,2631.0,,prompt_toolkit,conda-forge/prompt-toolkit,,,51676344.0,https://pypi.org/project/prompt_toolkit,2024-06-04 14:49:36.000,2631.0,51172000.0,https://anaconda.org/conda-forge/prompt-toolkit,2024-06-05 10:34:50.757,23199854.0,2.0,,,,,,,,,,,,,,,,,, +55,arrow,arrow-py/arrow,Better dates & times for Python.,,date-time-utils,https://github.com/arrow-py/arrow,https://github.com/arrow-py/arrow,Apache-2.0,2012-11-18 20:23:27.000,2024-05-27 08:10:35.000,2023-09-30 22:03:06,1402.0,,663,135.0,676.0,104.0,399.0,8590,2023-09-30 22:11:17.000,1.3.0,64.0,270.0,39,True,110779.0,108861.0,arrow,conda-forge/arrow,,,30413047.0,https://pypi.org/project/arrow,2023-09-30 22:11:16.000,1918.0,30311444.0,https://anaconda.org/conda-forge/arrow,2023-10-01 03:00:03.614,4876977.0,1.0,,,,,,,,,,,,,,,,,, +56,kubernetes,kubernetes-client/python,Official Python client library for kubernetes.,,infrastructure,https://github.com/kubernetes-client/python,https://github.com/kubernetes-client/python,Apache-2.0,2016-10-31 20:08:03.000,2024-06-05 20:59:39.000,2024-05-30 18:50:15,1770.0,20.0,3224,139.0,913.0,99.0,1241.0,6504,2024-01-08 22:11:24.000,29.0.0,95.0,195.0,39,True,1261.0,,kubernetes,conda-forge/kubernetes,,,30228676.0,https://pypi.org/project/kubernetes,2024-05-30 23:41:25.000,1261.0,30218504.0,https://anaconda.org/conda-forge/kubernetes,2024-05-30 13:05:16.135,498451.0,2.0,,,,,,,,,,,,,,,,,, +57,more-itertools,more-itertools/more-itertools,"More routines for operating on iterables, beyond itertools.",,utilities,https://github.com/more-itertools/more-itertools,https://github.com/more-itertools/more-itertools,MIT,2012-04-26 05:15:14.000,2024-06-03 20:21:58.000,2024-06-02 00:18:59,1673.0,29.0,266,43.0,541.0,24.0,289.0,3534,2024-01-08 15:47:19.000,10.2.0,45.0,117.0,39,True,228142.0,224715.0,more-itertools,conda-forge/more-itertools,,2965.0,81832654.0,https://pypi.org/project/more-itertools,2024-01-08 15:47:19.000,3427.0,81519465.0,https://anaconda.org/conda-forge/more-itertools,2024-01-08 18:30:36.896,15031519.0,1.0,,,,,,,,,,,,,,,,,, +58,pycryptodomex,Legrandin/pycryptodome,A self-contained cryptographic library for Python.,,cryptography,https://github.com/Legrandin/pycryptodome,https://github.com/Legrandin/pycryptodome,BSD-3-Clause,2014-05-02 15:11:38.000,2024-05-26 17:47:31.000,2024-05-12 08:30:43,2891.0,3.0,475,64.0,220.0,62.0,515.0,2707,2024-01-10 11:31:14.000,3.20.0,49.0,149.0,39,True,99195.0,97885.0,pycryptodomex,conda-forge/pycryptodomex,,539.0,35549639.0,https://pypi.org/project/pycryptodomex,2024-01-10 11:31:14.000,1310.0,35514165.0,https://anaconda.org/conda-forge/pycryptodomex,2023-09-23 12:01:55.967,1667117.0,2.0,,,,,,,,,,,,,,,,,, +59,keyring,jaraco/keyring,Store and access your passwords safely.,,cryptography,https://github.com/jaraco/keyring,https://github.com/jaraco/keyring,MIT,2015-02-24 14:10:21.000,2024-06-04 21:56:16.000,2024-05-13 18:58:19,2173.0,73.0,148,22.0,169.0,65.0,450.0,1208,2024-05-13 19:02:36.000,25.2.1,198.0,122.0,39,True,122343.0,119492.0,keyring,conda-forge/keyring,,,54555351.0,https://pypi.org/project/keyring,2024-05-13 19:02:24.000,2851.0,54452910.0,https://anaconda.org/conda-forge/keyring,2024-05-14 19:45:42.894,4814740.0,2.0,,,,,,,,,,,,,,,,,, +60,python-bigquery,googleapis/python-bigquery,Google BigQuery API client library.,,db-clients,https://github.com/googleapis/python-bigquery,https://github.com/googleapis/python-bigquery,Apache-2.0,2019-12-10 00:09:04.000,2024-06-06 13:01:26.000,2024-06-04 20:27:44,1851.0,61.0,285,52.0,1280.0,47.0,612.0,716,2024-06-04 21:20:23.000,3.24.0,167.0,158.0,39,True,30758.0,29875.0,google-cloud-bigquery,conda-forge/google-cloud-bigquery,,,47649639.0,https://pypi.org/project/google-cloud-bigquery,2024-06-04 21:20:23.000,883.0,47588190.0,https://anaconda.org/conda-forge/google-cloud-bigquery,2024-06-05 07:58:36.332,2888105.0,2.0,,,,,,,,,,,,,,,,,, +61,luigi,spotify/luigi,"Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution,..",,data-pipelines,https://github.com/spotify/luigi,https://github.com/spotify/luigi,Apache-2.0,2012-09-20 15:06:38.000,2024-05-31 09:54:17.000,2024-05-20 08:18:49,4118.0,13.0,2375,474.0,2302.0,131.0,883.0,17434,2024-05-20 08:20:01.000,3.5.1,82.0,616.0,38,True,2575.0,2433.0,luigi,luigi,,,478073.0,https://pypi.org/project/luigi,2024-05-20 08:19:17.000,139.0,477929.0,https://anaconda.org/anaconda/luigi,2023-06-16 13:25:26.049,14459.0,2.0,,,,,,1.0,,stable/luigi,,,,,,3.0,,,, +62,Kedro,kedro-org/kedro,Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create..,,data-pipelines,https://github.com/kedro-org/kedro,https://github.com/kedro-org/kedro,Apache-2.0,2019-04-18 10:29:56.000,2024-06-06 12:05:33.000,2024-06-06 05:07:52,3232.0,73.0,872,105.0,1794.0,269.0,1555.0,9421,2024-05-27 16:32:42.000,0.19.6,53.0,227.0,38,True,2531.0,2423.0,kedro,,,,555245.0,https://pypi.org/project/kedro,2024-05-27 16:32:42.000,108.0,555245.0,,,,2.0,,,,,,,,,,,,,,,,,, +63,dbt,dbt-labs/dbt-core,dbt enables data analysts and engineers to transform their data using the same practices that software engineers use..,,data-pipelines,https://github.com/dbt-labs/dbt-core,https://github.com/dbt-labs/dbt-core,Apache-2.0,2016-03-10 02:38:00.000,2024-06-06 09:10:09.000,2024-06-05 15:37:37,6731.0,149.0,1519,137.0,4581.0,524.0,4711.0,9096,2024-06-05 19:49:15.000,1.7.16,259.0,316.0,38,True,5113.0,5078.0,dbt,conda-forge/dbt,,4083.0,50273.0,https://pypi.org/project/dbt,2024-06-04 20:06:07.000,35.0,47162.0,https://anaconda.org/conda-forge/dbt,2023-06-16 13:24:35.863,261265.0,2.0,,,,,,,,,,,,,,,dbt,,, +64,python-dotenv,theskumar/python-dotenv,Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications..,,configuration,https://github.com/theskumar/python-dotenv,https://github.com/theskumar/python-dotenv,BSD-3-Clause,2014-09-06 05:35:17.000,2024-05-09 16:57:36.000,2024-04-29 04:31:22,365.0,4.0,412,35.0,240.0,57.0,236.0,7222,2024-01-23 06:32:58.000,1.0.1,45.0,95.0,38,True,821026.0,811832.0,python-dotenv,conda-forge/python-dotenv,,,70172140.0,https://pypi.org/project/python-dotenv,2024-01-23 06:32:58.000,9194.0,70097077.0,https://anaconda.org/conda-forge/python-dotenv,2024-01-23 13:59:22.151,3527996.0,1.0,,,,,,,,,,,,,,,,,, +65,orjson,ijl/orjson,"Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy.",,serialization,https://github.com/ijl/orjson,https://github.com/ijl/orjson,Apache-2.0,2018-11-21 23:43:14.000,2024-06-06 03:34:34.000,2024-05-03 14:44:05,656.0,19.0,197,34.0,97.0,8.0,389.0,5693,2024-05-03 15:08:37.000,3.10.3,126.0,22.0,38,True,100091.0,97713.0,orjson,conda-forge/orjson,,,32073780.0,https://pypi.org/project/orjson,2024-05-03 14:49:49.000,2378.0,32047714.0,https://anaconda.org/conda-forge/orjson,2024-05-03 21:12:04.785,1277253.0,2.0,,,,,,,,,,,,,,,,,, +66,Ibis,ibis-project/ibis,the portable Python dataframe library.,,db-clients,https://github.com/ibis-project/ibis,https://github.com/ibis-project/ibis,Apache-2.0,2015-04-17 20:43:46.000,2024-06-06 03:34:13.000,2024-06-05 20:51:04,8193.0,430.0,540,82.0,6267.0,262.0,2641.0,4375,2024-04-30 18:01:25.000,9.0.0,95.0,306.0,38,True,1650.0,1583.0,ibis-framework,conda-forge/ibis-framework,,147.0,199872.0,https://pypi.org/project/ibis-framework,2024-06-02 00:02:36.000,67.0,192683.0,https://anaconda.org/conda-forge/ibis-framework,2024-05-13 17:19:49.424,344853.0,2.0,,,,,,,,,,,,,,,,,, +67,MongoEngine,MongoEngine/mongoengine,A Python Object-Document-Mapper for working with MongoDB.,,db-clients,https://github.com/MongoEngine/mongoengine,https://github.com/MongoEngine/mongoengine,MIT,2012-03-05 12:10:20.000,2024-04-24 15:32:09.000,2024-03-10 11:56:26,4154.0,6.0,1224,137.0,1122.0,382.0,1346.0,4175,2024-03-07 17:39:42.000,0.28.2,75.0,391.0,38,True,24530.0,24141.0,mongoengine,conda-forge/mongoengine,,,1092948.0,https://pypi.org/project/mongoengine,2024-03-07 17:39:42.000,389.0,1087245.0,https://anaconda.org/conda-forge/mongoengine,2023-09-28 14:01:33.150,250956.0,2.0,,,,,,,,,,,,,,,,,, +68,pymongo,mongodb/mongo-python-driver,PyMongo - the Official MongoDB Python driver.,,db-clients,https://github.com/mongodb/mongo-python-driver,https://github.com/mongodb/mongo-python-driver,Apache-2.0,2009-01-15 15:18:06.000,2024-06-06 00:08:25.000,2024-06-05 19:39:00,5653.0,100.0,1085,240.0,1654.0,7.0,,4067,2024-06-04 19:31:04.000,4.7.3,142.0,214.0,38,True,3992.0,,pymongo,conda-forge/pymongo,,,29202342.0,https://pypi.org/project/pymongo,2024-06-04 19:28:26.000,3992.0,29164142.0,https://anaconda.org/conda-forge/pymongo,2024-06-05 09:38:50.482,1795428.0,2.0,,,,,,,,,,,,,,,,,, +69,AWS Data Wrangler,awslabs/aws-data-wrangler,"pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime,..",,db-clients,https://github.com/aws/aws-sdk-pandas,https://github.com/aws/aws-sdk-pandas,Apache-2.0,2019-02-26 01:39:02.000,2024-06-05 23:07:45.284,2024-06-05 15:39:27,2464.0,74.0,670,62.0,1631.0,39.0,1086.0,3830,2024-06-05 16:04:04.000,3.8.0,152.0,151.0,38,True,1703.0,1606.0,awswrangler,conda-forge/awswrangler,['pandas'],238396.0,45822822.0,https://pypi.org/project/awswrangler,2024-06-05 15:46:34.000,97.0,45808305.0,https://anaconda.org/conda-forge/awswrangler,2024-06-05 23:07:45.284,499006.0,2.0,,,,,,,,,,,,,aws/aws-sdk-pandas,,,,, +70,psycopg2,psycopg/psycopg2,PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg2,https://github.com/psycopg/psycopg2,BSD-3-Clause-Attribution,2013-01-21 11:05:11.000,2024-04-26 07:21:12.000,2024-02-15 22:26:05,3081.0,,497,71.0,306.0,26.0,1276.0,3245,2024-01-02 21:56:56.000,2.9.9,62.0,136.0,38,False,742884.0,739417.0,psycopg2,psycopg2,,,16566072.0,https://pypi.org/project/psycopg2,2023-10-03 12:45:27.000,3433.0,16563267.0,https://anaconda.org/anaconda/psycopg2,2024-02-29 15:31:04.534,288950.0,2.0,,,,,,,,,,,,,,34.0,,,, +71,pycparser,eliben/pycparser,Complete C99 parser in pure Python.,,others,https://github.com/eliben/pycparser,https://github.com/eliben/pycparser,BSD-3-Clause,2013-06-09 22:01:56.000,2024-05-11 19:07:57.000,2024-04-15 12:45:13,557.0,5.0,596,95.0,181.0,34.0,325.0,3152,2024-03-30 13:22:59.000,release_v2.22,22.0,84.0,38,True,824025.0,821959.0,pycparser,conda-forge/pycparser,,,243563030.0,https://pypi.org/project/pycparser,2024-03-30 13:22:20.000,2066.0,242741283.0,https://anaconda.org/conda-forge/pycparser,2024-03-30 15:14:37.401,39443857.0,2.0,,,,,,,,,,,,,,,,,, +72,pexpect,pexpect/pexpect,A Python module for controlling interactive programs in a pseudo-terminal.,,process-utils,https://github.com/pexpect/pexpect,https://github.com/pexpect/pexpect,ISC,2013-09-17 17:36:44.000,2024-05-29 10:27:06.000,2023-11-25 05:24:37,1628.0,,475,90.0,310.0,157.0,329.0,2545,2023-11-25 06:56:14.000,4.9.0,20.0,107.0,38,True,388068.0,386456.0,pexpect,conda-forge/pexpect,,4374.0,72894036.0,https://pypi.org/project/pexpect,2023-11-25 06:56:14.000,1612.0,72455422.0,https://anaconda.org/conda-forge/pexpect,2024-01-24 16:21:57.503,19297521.0,1.0,,,,,,,,,,,,,,,,,, +73,PyYAML,yaml/pyyaml,Canonical source repository for PyYAML.,,file-formats,https://github.com/yaml/pyyaml,https://github.com/yaml/pyyaml,MIT,2011-11-03 05:09:49.000,2024-06-05 07:55:06.000,2023-11-14 16:25:37,322.0,,495,54.0,271.0,284.0,329.0,2450,2023-07-18 00:00:10.531,6.0.1,40.0,40.0,38,True,1242454.0,1205788.0,pyyaml,conda-forge/pyyaml,,,320070205.0,https://pypi.org/project/pyyaml,2023-07-18 00:00:10.531,36666.0,319063581.0,https://anaconda.org/conda-forge/pyyaml,2023-09-22 09:16:45.760,45298091.0,1.0,,,,,,,,,,,,,,,,,, +74,future,PythonCharmers/python-future,"Easy, clean, reliable Python 2/3 compatibility.",,compatibility,https://github.com/PythonCharmers/python-future,https://github.com/PythonCharmers/python-future,MIT,2013-07-14 13:57:47.000,2024-04-13 08:53:37.000,2024-02-21 11:36:09,1947.0,,285,38.0,247.0,183.0,212.0,1170,2024-02-21 11:52:35.000,1.0.0,52.0,130.0,38,True,333264.0,327716.0,future,conda-forge/future,,,41571792.0,https://pypi.org/project/future,2024-02-21 11:52:35.000,5548.0,41268730.0,https://anaconda.org/conda-forge/future,2024-02-22 13:58:22.729,13334755.0,1.0,,,,,,,,,,,,,,,,,, +75,bcrypt,pyca/bcrypt,Modern(-ish) password hashing for your software and your servers.,,cryptography,https://github.com/pyca/bcrypt,https://github.com/pyca/bcrypt,Apache-2.0,2013-05-11 02:03:55.000,2024-06-03 03:58:59.000,2024-06-03 03:58:52,654.0,52.0,153,26.0,675.0,7.0,132.0,1159,2024-05-04 04:12:07.000,4.1.3,24.0,32.0,38,True,228087.0,226809.0,bcrypt,conda-forge/bcrypt,,,61101297.0,https://pypi.org/project/bcrypt,2024-05-04 04:12:07.000,1278.0,60992278.0,https://anaconda.org/conda-forge/bcrypt,2024-05-17 19:12:47.811,5014910.0,3.0,,,,,,,,,,,,,,,,,, +76,traitlets,ipython/traitlets,A lightweight Traits like module.,,configuration,https://github.com/ipython/traitlets,https://github.com/ipython/traitlets,BSD-3-Clause,2013-12-06 20:45:45.000,2024-04-19 14:02:08.415,2024-04-19 11:11:32,2009.0,5.0,197,28.0,610.0,100.0,201.0,604,2024-04-19 11:11:54.000,5.14.3,53.0,118.0,38,True,446065.0,444735.0,traitlets,conda-forge/traitlets,,348.0,45521058.0,https://pypi.org/project/traitlets,2024-04-19 11:11:46.000,1330.0,44900299.0,https://anaconda.org/conda-forge/traitlets,2024-04-19 14:02:08.415,27933573.0,1.0,,,,,,,,,,,,,,,,,, +77,tink,google/tink,"Tink is a multi-language, cross-platform, open source library that provides cryptographic APIs that are secure, easy..",,cryptography,https://github.com/tink-crypto/tink,https://github.com/tink-crypto/tink,Apache-2.0,2014-06-06 16:21:09.000,2024-05-02 07:03:04.000,2024-04-17 10:22:21,7864.0,112.0,1176,335.0,248.0,,469.0,13455,2024-05-02 07:03:04.000,1.10.0,21.0,116.0,37,True,1094.0,1083.0,tink,,,1103.0,419505.0,https://pypi.org/project/tink,2024-05-02 07:03:04.000,8.0,419218.0,,,,3.0,tink-crypto,https://www.npmjs.com/package/tink-crypto,2023-05-02 19:29:05.212,3.0,274.0,,,,,,,,tink-crypto/tink,,,,, +78,sqlmodel,tiangolo/sqlmodel,"SQL databases in Python, designed for simplicity, compatibility, and robustness.",,db-clients,https://github.com/tiangolo/sqlmodel,https://github.com/tiangolo/sqlmodel,MIT,2021-08-24 14:26:53.000,2024-06-05 01:52:55.000,2024-06-05 01:52:54,435.0,59.0,606,150.0,404.0,233.0,155.0,13333,2024-06-04 03:29:51.000,0.0.19,22.0,77.0,37,True,12890.0,12525.0,sqlmodel,conda-forge/sqlmodel,['pydantic'],,1383486.0,https://pypi.org/project/sqlmodel,2024-06-04 03:29:51.000,365.0,1382561.0,https://anaconda.org/conda-forge/sqlmodel,2024-06-04 09:06:43.756,31471.0,2.0,,,,,,1.0,,,,,,,,,,,, +79,uvloop,MagicStack/uvloop,Ultra fast asyncio event loop.,,async,https://github.com/MagicStack/uvloop,https://github.com/MagicStack/uvloop,Apache-2.0,2015-11-08 04:14:54.000,2024-05-19 18:57:50.000,2023-10-22 20:53:42,936.0,,531,226.0,259.0,105.0,259.0,10097,2023-10-22 22:02:54.000,0.19.0,80.0,60.0,37,True,134287.0,133003.0,uvloop,conda-forge/uvloop,,445.0,18044495.0,https://pypi.org/project/uvloop,2023-10-22 22:02:54.000,1284.0,18027987.0,https://anaconda.org/conda-forge/uvloop,2023-10-23 19:09:59.969,726179.0,1.0,,,,,,,,,,,,,,,,,, +80,Modin,modin-project/modin,Modin: Scale your Pandas workflows by changing a single line of code.,,data-containers,https://github.com/modin-project/modin,https://github.com/modin-project/modin,Apache-2.0,2018-06-21 21:35:05.000,2024-06-05 18:09:36.000,2024-06-03 17:59:08,2936.0,121.0,642,115.0,3158.0,701.0,3506.0,9537,2024-05-15 10:28:54.000,0.30.0,97.0,129.0,37,True,1560.0,1513.0,modin,conda-forge/modin-core,['pandas'],196841.0,1407410.0,https://pypi.org/project/modin,2024-05-15 10:21:13.000,47.0,1395167.0,https://anaconda.org/conda-forge/modin-core,2024-05-15 15:08:24.901,331506.0,2.0,,,,,,,,,,,,,,,,,, +81,kafka-python,dpkp/kafka-python,Python client for Apache Kafka.,,db-clients,https://github.com/dpkp/kafka-python,https://github.com/dpkp/kafka-python,Apache-2.0,2012-09-24 13:00:26.000,2024-06-06 12:13:24.000,2024-03-08 23:30:02,2179.0,1.0,1381,146.0,978.0,305.0,1196.0,5500,2020-09-30 07:33:37.000,2.0.1,36.0,217.0,37,True,26437.0,25748.0,kafka-python,conda-forge/kafka-python,,1840.0,13151570.0,https://pypi.org/project/kafka-python,2020-09-30 07:24:01.000,689.0,13146353.0,https://anaconda.org/conda-forge/kafka-python,2023-06-16 13:25:06.579,442228.0,2.0,,,,,,,,,,,,,,,,,, +82,toolz,pytoolz/toolz,A functional standard library for Python.,,utilities,https://github.com/pytoolz/toolz,https://github.com/pytoolz/toolz,BSD-3-Clause,2013-09-13 02:18:43.000,2024-04-24 16:54:46.000,2024-01-24 03:22:09,1214.0,,255,82.0,354.0,123.0,143.0,4545,2024-01-24 03:28:25.000,0.12.1,28.0,77.0,37,True,158685.0,157295.0,toolz,conda-forge/toolz,,,34886875.0,https://pypi.org/project/toolz,2024-01-24 03:28:25.000,1390.0,34430839.0,https://anaconda.org/conda-forge/toolz,2024-01-24 16:12:46.142,20521650.0,2.0,,,,,,,,,,,,,,,,,, +83,Elasticsearch DSL,elastic/elasticsearch-dsl-py,High level Python client for Elasticsearch.,,db-clients,https://github.com/elastic/elasticsearch-dsl-py,https://github.com/elastic/elasticsearch-dsl-py,Apache-2.0,2014-03-05 16:19:39.000,2024-05-30 18:51:27.000,2024-05-30 17:51:31,1088.0,41.0,798,427.0,472.0,48.0,1264.0,3787,2024-04-30 15:38:52.000,8.13.1,40.0,140.0,37,True,10737.0,10396.0,elasticsearch-dsl,anaconda/elasticsearch-dsl,,205.0,4502867.0,https://pypi.org/project/elasticsearch-dsl,2024-04-30 15:38:52.000,341.0,4502863.0,https://anaconda.org/anaconda/elasticsearch-dsl,,,2.0,,,,,,,,,,,,,,,,,, +84,netmiko,ktbyers/netmiko,Multi-vendor library to simplify Paramiko SSH connections to network devices.,,infrastructure,https://github.com/ktbyers/netmiko,https://github.com/ktbyers/netmiko,MIT,2014-11-28 21:42:52.000,2024-06-04 12:09:58.000,2024-05-16 03:46:26,2771.0,19.0,1255,194.0,1263.0,174.0,1889.0,3462,2023-11-17 18:40:04.000,4.3.0,43.0,236.0,37,True,4552.0,4374.0,netmiko,,,,320680.0,https://pypi.org/project/netmiko,2023-11-17 18:06:05.000,178.0,320680.0,,,,3.0,,,,,,,,,,,,,,,,,, +85,dill,uqfoundation/dill,serialize all of Python.,,serialization,https://github.com/uqfoundation/dill,https://github.com/uqfoundation/dill,BSD-3-Clause,2013-06-28 16:42:27.000,2024-05-24 01:59:34.000,2024-05-24 01:59:28,1014.0,3.0,173,23.0,166.0,182.0,335.0,2179,2024-01-27 23:48:36.000,0.3.8,27.0,45.0,37,True,164703.0,161836.0,dill,conda-forge/dill,,291928.0,59774064.0,https://pypi.org/project/dill,2024-01-27 23:42:14.000,2867.0,59629587.0,https://anaconda.org/conda-forge/dill,2024-01-28 09:41:18.086,6825495.0,2.0,,,,,,,,,,,,,,,,,, +86,numexpr,pydata/numexpr,"Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more.",,data-containers,https://github.com/pydata/numexpr,https://github.com/pydata/numexpr,MIT,2013-11-30 22:33:48.000,2024-05-31 08:12:51.000,2024-05-31 08:12:46,870.0,20.0,201,60.0,113.0,6.0,370.0,2157,2024-04-02 09:09:24.000,2.10.0,54.0,78.0,37,True,77279.0,76423.0,numexpr,conda-forge/numexpr,,645.0,4073419.0,https://pypi.org/project/numexpr,2024-04-02 09:09:24.000,856.0,3903126.0,https://anaconda.org/conda-forge/numexpr,2024-05-27 12:32:10.396,8173729.0,2.0,,,,,,,,,,,,,,,,,, +87,emoji,carpedm20/emoji,emoji terminal output for Python.,,text,https://github.com/carpedm20/emoji,https://github.com/carpedm20/emoji,BSD-3-Clause,2014-08-18 02:55:59.000,2024-05-20 14:35:46.452,2024-05-20 10:47:44,551.0,44.0,271,25.0,130.0,15.0,152.0,1838,2024-05-20 10:49:25.000,2.12.1,49.0,68.0,37,True,72259.0,71278.0,emoji,conda-forge/emoji,,,4099202.0,https://pypi.org/project/emoji,2024-05-20 10:49:25.000,981.0,4097569.0,https://anaconda.org/conda-forge/emoji,2024-05-20 14:35:46.452,75156.0,1.0,,,,,,,,,,,,,,,,,, +88,anyio,agronholm/anyio,High level asynchronous concurrency and networking framework that works on top of either trio or asyncio.,,async,https://github.com/agronholm/anyio,https://github.com/agronholm/anyio,MIT,2018-08-19 21:07:18.000,2024-06-04 08:29:33.000,2024-06-03 19:10:45,988.0,33.0,128,26.0,354.0,60.0,293.0,1648,2024-05-26 22:02:16.000,4.4.0,52.0,51.0,37,True,307394.0,305931.0,anyio,conda-forge/anyio,,,74397918.0,https://pypi.org/project/anyio,2024-05-26 22:02:13.000,1463.0,74111288.0,https://anaconda.org/conda-forge/anyio,2024-02-19 15:13:53.866,14044902.0,1.0,,,,,,,,,,,,,,,,,, +89,greenlet,python-greenlet/greenlet,Lightweight in-process concurrent programming.,,async,https://github.com/python-greenlet/greenlet,https://github.com/python-greenlet/greenlet,MIT,2011-12-17 21:12:01.000,2024-06-05 11:16:22.000,2023-12-21 21:58:06,987.0,,240,53.0,163.0,31.0,218.0,1607,2023-12-21 22:01:50.000,3.0.3,51.0,68.0,37,True,388513.0,387394.0,greenlet,conda-forge/greenlet,,,99947078.0,https://pypi.org/project/greenlet,2023-12-21 22:01:50.000,1119.0,99739133.0,https://anaconda.org/conda-forge/greenlet,2023-12-21 23:45:31.152,9981366.0,1.0,,,,,,,,,,,,,,,,,, +90,six,benjaminp/six,Python 2 and 3 compatibility library.,,compatibility,https://github.com/benjaminp/six,https://github.com/benjaminp/six,MIT,2016-05-10 07:24:51.054,2024-05-22 09:55:41.000,2024-03-27 00:12:53,531.0,1.0,269,29.0,109.0,111.0,186.0,967,2021-05-05 14:18:17.000,1.16.0,28.0,67.0,37,True,2188922.0,2164915.0,six,conda-forge/six,,,322397992.0,https://pypi.org/project/six,2021-05-05 14:18:17.000,24007.0,321820868.0,https://anaconda.org/conda-forge/six,2023-06-16 13:17:33.301,55981050.0,2.0,,,,,,,,,,,,,,,,,, +91,fabric,fabric/fabric,"Simple, Pythonic remote execution and deployment.",,infrastructure,https://github.com/fabric/fabric,https://github.com/fabric/fabric,BSD-2-Clause,2009-05-01 01:14:24.000,2024-04-03 00:10:27.000,2024-01-26 22:08:21,1605.0,,1937,464.0,554.0,481.0,1312.0,14668,2023-08-31 01:42:03.000,3.2.2,130.0,136.0,36,True,300.0,21.0,fabric,conda-forge/fabric,,,6515358.0,https://pypi.org/project/fabric,2023-08-31 01:42:03.000,279.0,6513071.0,https://anaconda.org/conda-forge/fabric,2023-08-31 04:59:09.600,93804.0,3.0,,,,,,,,,,,,,,,,,, +92,schedule,dbader/schedule,Python job scheduling for humans.,,infrastructure,https://github.com/dbader/schedule,https://github.com/dbader/schedule,MIT,2013-05-19 12:51:20.000,2024-05-25 18:41:59.000,2024-05-25 18:40:33,398.0,3.0,948,211.0,189.0,156.0,300.0,11566,2024-05-25 18:41:59.000,1.2.2,27.0,60.0,36,True,35948.0,35292.0,schedule,conda-forge/schedule,,,2344144.0,https://pypi.org/project/schedule,2024-05-25 18:41:59.000,656.0,2342727.0,https://anaconda.org/conda-forge/schedule,2023-10-02 12:55:42.807,58122.0,3.0,,,,,,,,,,,,,,,,,, +93,supervisor,Supervisor/supervisor,Supervisor process control system for Unix (supervisord).,,process-utils,https://github.com/Supervisor/supervisor,https://github.com/Supervisor/supervisor,Repoze Public License,2010-12-08 00:48:48.000,2024-05-22 15:17:31.000,2024-05-22 15:17:17,2439.0,4.0,1231,231.0,483.0,161.0,1024.0,8279,2022-12-24 01:04:06.789,4.2.5,51.0,178.0,36,True,10839.0,10719.0,supervisor,conda-forge/supervisor,,,1524871.0,https://pypi.org/project/supervisor,2022-12-24 01:04:06.789,120.0,1517829.0,https://anaconda.org/conda-forge/supervisor,2023-11-23 10:15:30.879,309869.0,2.0,,,,,,,,,,,,,,,,,, +94,docopt,docopt/docopt,Create *beautiful* command-line interfaces with Python.,,cli-helpers,https://github.com/docopt/docopt,https://github.com/docopt/docopt,MIT,2012-04-07 17:45:14.000,2024-05-22 11:23:25.000,2018-08-27 18:02:16,447.0,,562,162.0,112.0,265.0,187.0,7898,2014-06-16 11:18:57.000,0.6.2,11.0,31.0,36,False,122291.0,119009.0,docopt,conda-forge/docopt,,,11210890.0,https://pypi.org/project/docopt,2014-06-16 11:18:57.000,3282.0,11189256.0,https://anaconda.org/conda-forge/docopt,2023-06-16 13:17:10.080,2120157.0,2.0,,,,,,,,,,,,,,,,,, +95,watchdog,gorakhargosh/watchdog,Python library and shell utilities to monitor filesystem events.,,file-path-utils,https://github.com/gorakhargosh/watchdog,https://github.com/gorakhargosh/watchdog,Apache-2.0,2010-10-23 12:00:17.000,2024-05-24 15:13:02.787,2024-05-23 16:04:24,1466.0,2.0,681,134.0,395.0,191.0,461.0,6323,2024-05-23 16:13:30.000,4.0.1,48.0,148.0,36,True,153579.0,151210.0,watchdog,conda-forge/watchdog,,,22144742.0,https://pypi.org/project/watchdog,2024-05-23 16:11:28.000,2369.0,22082590.0,https://anaconda.org/conda-forge/watchdog,2024-05-24 15:13:02.787,2983335.0,2.0,,,,,,,,,,,,,,,,,, +96,Tablib,jazzband/tablib,"Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c.",,data-loading,https://github.com/jazzband/tablib,https://github.com/jazzband/tablib,MIT,2011-03-28 02:36:50.000,2024-04-05 19:03:54.000,2024-04-05 19:03:54,1198.0,9.0,586,135.0,337.0,32.0,227.0,4541,2024-04-04 13:55:31.000,3.6.1,47.0,127.0,36,True,97956.0,97785.0,tablib,conda-forge/tablib,,,1918317.0,https://pypi.org/project/tablib,2024-04-04 13:55:31.000,171.0,1915977.0,https://anaconda.org/conda-forge/tablib,2024-04-04 15:56:20.202,98313.0,1.0,,,,,,,,,,,,,,,,,, +97,XlsxWriter,jmcnamara/XlsxWriter,A Python module for creating Excel XLSX files.,,file-formats,https://github.com/jmcnamara/XlsxWriter,https://github.com/jmcnamara/XlsxWriter,BSD-2-Clause,2013-01-04 01:07:06.000,2024-05-03 10:55:12.000,2024-04-06 14:47:44,1377.0,1.0,624,115.0,131.0,15.0,930.0,3523,2024-02-18 23:11:21.000,3.2.0,167.0,52.0,36,True,79519.0,77883.0,xlsxwriter,conda-forge/xlsxwriter,,,21722020.0,https://pypi.org/project/xlsxwriter,2024-02-18 23:11:21.000,1636.0,21655103.0,https://anaconda.org/conda-forge/xlsxwriter,2023-11-05 19:10:43.834,3278952.0,3.0,,,,,,,,,,,,,,,,,, +98,colorama,tartley/colorama,Simple cross-platform colored terminal text in Python.,,cli-helpers,https://github.com/tartley/colorama,https://github.com/tartley/colorama,BSD-3-Clause,2014-04-17 20:18:25.000,2024-04-30 12:53:13.000,2023-12-01 12:49:19,374.0,,242,47.0,146.0,118.0,141.0,3458,2022-10-25 02:38:17.509,0.4.6,46.0,51.0,36,True,982107.0,971267.0,colorama,conda-forge/colorama,,,174092506.0,https://pypi.org/project/colorama,2022-10-25 02:38:17.509,10840.0,173772922.0,https://anaconda.org/conda-forge/colorama,2023-06-16 13:16:09.835,31319284.0,2.0,,,,,,,,,,,,,,,,,, +99,xlwings,xlwings/xlwings,xlwings is a Python library that makes it easy to call Python from Excel and vice versa. It works with Excel on..,,data-loading,https://github.com/xlwings/xlwings,https://github.com/xlwings/xlwings,BSD-3-Clause,2014-03-17 13:03:20.000,2024-06-04 08:32:23.469,2024-06-03 10:58:06,2711.0,25.0,485,123.0,577.0,344.0,1525.0,2868,2024-06-03 11:10:21.000,0.31.4,166.0,65.0,36,True,31619.0,31471.0,xlwings,conda-forge/xlwings,,17368.0,178799.0,https://pypi.org/project/xlwings,2024-06-03 11:10:21.000,148.0,162741.0,https://anaconda.org/conda-forge/xlwings,2024-06-04 08:32:23.469,770822.0,1.0,,,,,,,,,,,,,,,,,, +100,alembic,sqlalchemy/alembic,A database migrations tool for SQLAlchemy.,,db-clients,https://github.com/sqlalchemy/alembic,https://github.com/sqlalchemy/alembic,MIT,2018-11-27 03:02:53.000,2024-06-05 03:56:36.000,2024-04-24 20:13:10,1807.0,7.0,229,20.0,153.0,111.0,953.0,2537,2023-12-20 17:06:21.000,rel_1_13_1,123.0,184.0,36,True,224983.0,223532.0,alembic,conda-forge/alembic,,,40966455.0,https://pypi.org/project/alembic,2023-12-20 17:06:16.000,1451.0,40862166.0,https://anaconda.org/conda-forge/alembic,2024-01-13 21:09:43.478,4693031.0,2.0,,,,,,-2.0,,,,,,,,,,,, +101,deepdiff,seperman/deepdiff,DeepDiff: Deep Difference and search of any Python object/data. DeepHash: Hash of any object based on its contents...,,inspect,https://github.com/seperman/deepdiff,https://github.com/seperman/deepdiff,MIT,2014-09-26 03:21:47.000,2024-05-17 22:54:29.000,2024-04-08 22:57:11,1121.0,31.0,214,26.0,174.0,60.0,227.0,1928,2024-04-08 22:59:21.000,7.0.1,78.0,81.0,36,True,11667.0,10838.0,deepdiff,conda-forge/deepdiff,,,11795434.0,https://pypi.org/project/deepdiff,2024-04-08 22:59:21.000,829.0,11786312.0,https://anaconda.org/conda-forge/deepdiff,2024-04-09 14:12:56.546,437891.0,1.0,,,,,,,,,,,,,,,,,, +102,zarr,zarr-developers/zarr-python,"An implementation of chunked, compressed, N-dimensional arrays for Python.",,data-containers,https://github.com/zarr-developers/zarr-python,https://github.com/zarr-developers/zarr-python,MIT,2015-12-15 14:49:40.000,2024-06-06 08:43:18.000,2024-06-04 20:43:56,1934.0,71.0,258,44.0,1105.0,329.0,443.0,1369,2024-05-26 19:23:22.000,2.18.2,79.0,98.0,36,True,4789.0,3890.0,zarr,conda-forge/zarr,,,678070.0,https://pypi.org/project/zarr,2024-05-26 19:23:22.000,899.0,611936.0,https://anaconda.org/conda-forge/zarr,2024-05-27 03:18:32.697,3108328.0,2.0,,,,,,,,,,,,,,,,,, +103,jsonpickle,jsonpickle/jsonpickle,Python library for serializing any arbitrary object graph into JSON. It can take almost any Python object and turn the..,,serialization,https://github.com/jsonpickle/jsonpickle,https://github.com/jsonpickle/jsonpickle,BSD-3-Clause,2009-12-10 03:59:23.000,2024-06-02 23:53:45.000,2024-06-02 23:53:30,1511.0,93.0,167,33.0,189.0,70.0,247.0,1223,2024-04-11 09:05:40.000,3.0.4,42.0,76.0,36,True,1243.0,,jsonpickle,conda-forge/jsonpickle,,,12242665.0,https://pypi.org/project/jsonpickle,2024-04-11 09:05:40.000,1243.0,12196823.0,https://anaconda.org/conda-forge/jsonpickle,2024-04-11 14:48:35.125,1742012.0,2.0,,,,,,,,,,,,,,,,,, +104,SQLAlchemy-Utils,kvesteri/sqlalchemy-utils,Various utility functions and datatypes for SQLAlchemy.,,db-clients,https://github.com/kvesteri/sqlalchemy-utils,https://github.com/kvesteri/sqlalchemy-utils,BSD-3-Clause,2013-02-18 16:48:22.000,2024-05-17 15:39:23.000,2024-03-22 15:16:53,1393.0,7.0,319,33.0,337.0,203.0,240.0,1219,2024-03-24 15:17:24.000,0.41.2,215.0,120.0,36,True,31301.0,30439.0,sqlalchemy-utils,conda-forge/sqlalchemy-utils,,,7266281.0,https://pypi.org/project/sqlalchemy-utils,2024-03-24 15:17:24.000,862.0,7254374.0,https://anaconda.org/conda-forge/sqlalchemy-utils,2024-03-24 16:29:04.722,583448.0,2.0,,,,,,,,,,,,,,,,,, +105,s3fs,fsspec/s3fs,S3 Filesystem.,,db-clients,https://github.com/fsspec/s3fs,https://github.com/fsspec/s3fs,BSD-3-Clause,2016-03-16 00:19:32.000,2024-06-04 13:23:40.061,2024-06-04 00:56:30,1043.0,14.0,267,20.0,412.0,138.0,330.0,827,2024-06-04 00:57:29.000,2024.6.0,71.0,139.0,36,True,19237.0,18285.0,s3fs,conda-forge/s3fs,,,262151123.0,https://pypi.org/project/s3fs,2024-06-04 00:57:29.000,952.0,262001579.0,https://anaconda.org/conda-forge/s3fs,2024-06-04 13:23:40.061,6879068.0,2.0,,,,,,,,,,,,,,,,,, +106,zipp,jaraco/zipp,Backport of pathlib-compatible object wrapper for zip files.,,file-path-utils,https://github.com/jaraco/zipp,https://github.com/jaraco/zipp,MIT,2018-11-15 21:24:48.000,2024-06-04 17:21:07.000,2024-06-04 17:10:48,765.0,51.0,44,4.0,44.0,4.0,72.0,52,2024-06-04 17:21:17.000,3.19.2,55.0,28.0,36,False,689199.0,686930.0,zipp,conda-forge/zipp,,,212230510.0,https://pypi.org/project/zipp,2024-06-04 17:21:07.000,2269.0,211374522.0,https://anaconda.org/conda-forge/zipp,2023-09-21 00:15:19.475,38519475.0,2.0,,,,,,1.0,,,,,,,,,,,, +107,PySimpleGUI,PySimpleGUI/PySimpleGUI,PySimpleGUI is a Python package that enables Python programmers of all levels to create GUIs.,,gui-dev,https://github.com/PySimpleGUI/PySimpleGUI,https://github.com/PySimpleGUI/PySimpleGUI,,2018-07-11 18:28:58.000,2024-06-03 14:07:25.000,2024-06-03 14:07:21,97.0,65.0,1830,229.0,3082.0,717.0,2893.0,13204,2024-06-02 16:19:06.000,5.0.5,186.0,19.0,35,False,12293.0,11766.0,pysimplegui,conda-forge/pysimplegui,,,812932.0,https://pypi.org/project/pysimplegui,2024-06-02 16:19:06.000,527.0,810349.0,https://anaconda.org/conda-forge/pysimplegui,2023-06-16 16:16:23.007,149827.0,2.0,,,,,,,,,,,,,,,,,, +108,sh,amoffat/sh,Python process launching.,,process-utils,https://github.com/amoffat/sh,https://github.com/amoffat/sh,MIT,2012-01-15 05:52:06.000,2024-06-01 22:31:23.484,2024-05-31 23:56:19,1473.0,6.0,495,134.0,237.0,6.0,472.0,6871,2024-06-05 10:48:15.000,2.0.7,45.0,98.0,35,True,15516.0,14796.0,sh,conda-forge/sh,,,7188752.0,https://pypi.org/project/sh,2024-06-01 16:36:54.000,720.0,7184073.0,https://anaconda.org/conda-forge/sh,2024-06-01 22:31:23.484,205877.0,3.0,,,,,,,,,,,,,,,,,, +109,boltons,mahmoud/boltons,"Like builtins, but boltons. 250+ constructs, recipes, and snippets which extend (and rely on nothing but) the Python..",,utilities,https://github.com/mahmoud/boltons,https://github.com/mahmoud/boltons,BSD-3-Clause,2013-02-20 06:17:12.000,2024-04-28 21:53:43.000,2024-04-28 21:53:40,1562.0,27.0,347,140.0,205.0,70.0,109.0,6447,2024-03-31 22:43:26.000,24.0.0,54.0,90.0,35,True,7600.0,7253.0,boltons,conda-forge/boltons,,30.0,4470135.0,https://pypi.org/project/boltons,2024-03-31 21:24:05.000,347.0,4366208.0,https://anaconda.org/conda-forge/boltons,2024-04-01 01:56:18.939,4988532.0,2.0,,,,,,,,,,,,,,,,,, +110,pendulum,sdispater/pendulum,Python datetimes made easy.,,date-time-utils,https://github.com/sdispater/pendulum,https://github.com/sdispater/pendulum,MIT,2016-06-27 23:37:53.000,2024-06-01 23:28:16.000,2023-12-16 21:30:31,835.0,,363,68.0,292.0,242.0,322.0,6105,2023-12-16 21:23:53.000,3.0.0,55.0,96.0,35,True,29208.0,28005.0,pendulum,conda-forge/pendulum,,649.0,48445315.0,https://pypi.org/project/pendulum,2023-12-16 21:23:53.000,1203.0,48423926.0,https://anaconda.org/conda-forge/pendulum,2024-01-07 18:54:51.714,1005016.0,2.0,,,,,,,,,,,,,,,,,, +111,xmltodict,martinblech/xmltodict,Python module that makes working with XML feel like you are working with JSON.,,data-loading,https://github.com/martinblech/xmltodict,https://github.com/martinblech/xmltodict,MIT,2012-04-17 14:38:21.000,2024-05-18 17:32:54.000,2024-05-03 21:43:51,225.0,4.0,461,106.0,101.0,95.0,164.0,5404,2022-05-08 07:00:02.000,0.13.0,29.0,51.0,35,True,69912.0,67046.0,xmltodict,conda-forge/xmltodict,,,47634796.0,https://pypi.org/project/xmltodict,2022-05-08 07:00:02.000,2866.0,47592422.0,https://anaconda.org/conda-forge/xmltodict,2023-06-16 13:20:35.475,3983231.0,2.0,,,,,,,,,,,,,,,,,, +112,tortoise-orm,tortoise/tortoise-orm,"Familiar asyncio ORM for python, built with relations in mind.",,db-clients,https://github.com/tortoise/tortoise-orm,https://github.com/tortoise/tortoise-orm,Apache-2.0,2018-03-29 16:52:10.000,2024-06-03 06:25:22.000,2024-06-03 06:25:22,1244.0,50.0,351,44.0,528.0,542.0,537.0,4318,2024-06-01 10:01:11.000,0.21.3,156.0,134.0,35,True,7917.0,7757.0,tortoise-orm,conda-forge/tortoise-orm,,13.0,142652.0,https://pypi.org/project/tortoise-orm,2024-06-01 10:01:11.000,160.0,142652.0,https://anaconda.org/conda-forge/tortoise-orm,,,2.0,,,,,,,,,,,,,,,,,, +113,pyodbc,mkleehammer/pyodbc,Python ODBC bridge.,,db-clients,https://github.com/mkleehammer/pyodbc,https://github.com/mkleehammer/pyodbc,MIT-0,2008-10-03 15:19:37.000,2024-06-04 12:32:22.000,2024-04-16 21:51:23,517.0,3.0,553,122.0,232.0,54.0,1001.0,2869,2024-02-05 17:00:57.000,5.1.0,64.0,59.0,35,False,58581.0,57598.0,pyodbc,conda-forge/pyodbc,,,25188973.0,https://pypi.org/project/pyodbc,2024-02-05 16:52:22.000,983.0,25158430.0,https://anaconda.org/conda-forge/pyodbc,2024-02-05 20:49:55.775,1343915.0,2.0,,,,,,,,,,,,,,,,,, +114,python-magic,ahupp/python-magic,A python wrapper for libmagic.,,data-loading,https://github.com/ahupp/python-magic,https://github.com/ahupp/python-magic,MIT,2010-03-31 22:40:33.000,2024-05-29 07:43:12.000,2024-05-26 08:21:47,344.0,13.0,274,46.0,123.0,17.0,193.0,2562,2022-06-07 20:16:57.000,0.4.27,28.0,63.0,35,True,59496.0,58077.0,python-magic,conda-forge/python-magic,,,9170355.0,https://pypi.org/project/python-magic,2022-06-07 20:16:57.000,1419.0,9164393.0,https://anaconda.org/conda-forge/python-magic,2023-09-25 19:52:44.133,262333.0,2.0,,,,,,,,,,,,,,,,,, +115,Motor,mongodb/motor,Motor - the async Python driver for MongoDB and Tornado or asyncio.,,db-clients,https://github.com/mongodb/motor,https://github.com/mongodb/motor,Apache-2.0,2013-01-11 21:34:44.000,2024-06-05 20:18:24.000,2024-06-05 20:18:23,1802.0,21.0,209,92.0,279.0,,,2348,2024-03-26 18:57:20.000,3.4.0,48.0,52.0,35,True,91807.0,91245.0,motor,conda-forge/motor,,,1980359.0,https://pypi.org/project/motor,2024-03-26 17:52:40.000,562.0,1978805.0,https://anaconda.org/conda-forge/motor,2024-03-26 19:44:42.162,68398.0,2.0,,,,,,,,,,,,,,,,,, +116,python-dateutil,dateutil/dateutil,Useful extensions to the standard Python datetime features.,,date-time-utils,https://github.com/dateutil/dateutil,https://github.com/dateutil/dateutil,Apache-2.0,2014-11-19 18:56:16.000,2024-05-22 15:53:04.000,2024-05-20 13:54:43,1591.0,1.0,477,46.0,645.0,363.0,427.0,2264,2024-03-01 18:35:11.000,2.9.0.post0,34.0,131.0,35,True,10015.0,,python-dateutil,conda-forge/python-dateutil,,35116.0,363178439.0,https://pypi.org/project/python-dateutil,2024-03-01 18:36:18.000,10015.0,361527083.0,https://anaconda.org/conda-forge/python-dateutil,2024-03-01 13:32:48.081,57786419.0,2.0,,,,,,,,,,,,,,,,,, +117,pyrsistent,tobgu/pyrsistent,Persistent/Immutable/Functional data structures for Python.,,data-structures,https://github.com/tobgu/pyrsistent,https://github.com/tobgu/pyrsistent,MIT,2013-06-20 14:11:13.000,2024-04-25 20:31:00.000,2023-10-25 20:31:08,725.0,,141,40.0,115.0,26.0,151.0,1992,2023-10-25 21:06:04.000,0.20.0,75.0,73.0,35,True,341182.0,340172.0,pyrsistent,conda-forge/pyrsistent,,,41532185.0,https://pypi.org/project/pyrsistent,2023-10-25 21:06:04.000,1010.0,41090856.0,https://anaconda.org/conda-forge/pyrsistent,2023-10-31 12:42:54.224,20742492.0,1.0,,,,,,,,,,,,,,,,,, +118,msgpack,msgpack/msgpack-python,MessagePack serializer implementation for Python msgpack.org[Python].,,serialization,https://github.com/msgpack/msgpack-python,https://github.com/msgpack/msgpack-python,Apache-2.0,2011-08-21 08:24:41.000,2024-05-14 07:22:59.591,2024-05-07 13:01:54,887.0,16.0,223,47.0,308.0,4.0,289.0,1854,2024-03-01 12:34:50.000,1.0.8,25.0,79.0,35,True,1891.0,,msgpack,conda-forge/msgpack-python,,1316.0,71582713.0,https://pypi.org/project/msgpack,2024-05-07 15:21:53.000,1891.0,71217266.0,https://anaconda.org/conda-forge/msgpack-python,2024-05-14 07:22:59.591,16078933.0,2.0,,,,,,,,,,,,,,,,,, +119,argcomplete,kislyuk/argcomplete,"Python and tab completion, better together.",,cli-helpers,https://github.com/kislyuk/argcomplete,https://github.com/kislyuk/argcomplete,Apache-2.0,2012-11-19 15:37:34.000,2024-06-05 10:15:28.000,2024-05-12 21:49:06,772.0,4.0,124,35.0,222.0,53.0,213.0,1380,2024-04-14 21:26:49.000,3.3.0,127.0,73.0,35,True,54530.0,53212.0,argcomplete,conda-forge/argcomplete,,364.0,28948373.0,https://pypi.org/project/argcomplete,2024-04-14 21:26:49.000,1318.0,28913299.0,https://anaconda.org/conda-forge/argcomplete,2024-04-15 20:41:57.799,1648370.0,2.0,,,,,,,,,,,,,,,,,, +120,petl,petl-developers/petl,Python Extract Transform and Load Tables of Data.,,data-pipelines,https://github.com/petl-developers/petl,https://github.com/petl-developers/petl,MIT,2011-08-19 09:51:03.000,2024-05-12 09:27:24.000,2024-04-17 03:25:22,1331.0,51.0,191,51.0,211.0,87.0,374.0,1213,2024-03-12 21:29:07.000,1.7.15,90.0,64.0,35,True,3715.0,3671.0,petl,conda-forge/petl,,,1595368.0,https://pypi.org/project/petl,2024-03-12 21:29:07.000,44.0,1590559.0,https://anaconda.org/conda-forge/petl,2024-03-13 00:52:03.874,230872.0,2.0,,,,,,,,,,,,,,,,http://petl.readthedocs.org,, +121,py4j,bartdag/py4j,Py4J enables Python programs to dynamically access arbitrary Java objects.,,others,https://github.com/py4j/py4j,https://github.com/py4j/py4j,BSD-3-Clause,2010-11-02 20:58:18.000,2024-04-23 17:16:34.000,2024-04-16 03:31:16,792.0,7.0,211,41.0,122.0,149.0,272.0,1151,2020-01-25 14:40:31.000,0.10.9,32.0,41.0,35,True,40476.0,40188.0,py4j,conda-forge/py4j,,,51431922.0,https://pypi.org/project/py4j,2022-08-12 22:50:48.011,288.0,51370277.0,https://anaconda.org/conda-forge/py4j,2023-06-16 13:21:18.228,5794694.0,2.0,,,,,,,,,,,,,py4j/py4j,,,,, +122,validators,kvesteri/validators,Python Data Validation for Humans.,,data-validation,https://github.com/python-validators/validators,https://github.com/python-validators/validators,MIT,2013-10-17 08:16:32.000,2024-05-28 10:59:44.567,2024-05-25 02:52:23,440.0,86.0,146,13.0,206.0,1.0,172.0,923,2024-05-25 02:59:11.000,0.28.3,53.0,54.0,35,True,127965.0,120883.0,validators,conda-forge/validators,,40.0,8559983.0,https://pypi.org/project/validators,2024-05-25 02:57:32.000,7082.0,8546199.0,https://anaconda.org/conda-forge/validators,2024-05-28 10:59:44.567,647787.0,2.0,,,,,,,,,,,,,python-validators/validators,,,,, +123,filelock,tox-dev/py-filelock,A platform-independent file lock for Python.,,file-path-utils,https://github.com/tox-dev/filelock,https://github.com/tox-dev/filelock,Unlicense,2014-02-23 00:29:27.000,2024-06-06 06:37:35.000,2024-06-04 00:38:48,312.0,16.0,100,16.0,215.0,15.0,96.0,699,2024-04-29 15:59:29.000,3.14.0,69.0,46.0,35,True,449313.0,447209.0,filelock,conda-forge/filelock,,,141661880.0,https://pypi.org/project/filelock,2024-04-29 15:59:29.000,2104.0,141288698.0,https://anaconda.org/conda-forge/filelock,2024-04-29 20:37:42.891,18285961.0,2.0,,,,,,,,,,,,,tox-dev/filelock,,,,, +124,pyasn1,etingof/pyasn1,Generic ASN.1 library for Python.,,serialization,https://github.com/etingof/pyasn1,https://github.com/etingof/pyasn1,BSD-2-Clause,2016-02-24 22:30:54.000,2024-04-15 19:31:54.296,2020-03-21 18:06:04,970.0,,112,33.0,105.0,59.0,68.0,239,2024-03-26 20:07:32.000,0.6.0,40.0,16.0,35,False,506767.0,505145.0,pyasn1,conda-forge/pyasn1,,,210234670.0,https://pypi.org/project/pyasn1,2024-03-26 20:07:32.000,1622.0,208616437.0,https://anaconda.org/conda-forge/pyasn1,2024-04-15 19:31:54.296,14564099.0,2.0,,,,,,,,,,,,,,,,,, +125,s3transfer,boto/s3transfer,Amazon S3 Transfer Manager for Python.,,db-clients,https://github.com/boto/s3transfer,https://github.com/boto/s3transfer,Apache-2.0,2016-01-12 23:19:42.000,2024-05-23 19:36:45.000,2024-05-23 19:36:10,615.0,10.0,127,19.0,244.0,51.0,36.0,203,2024-03-14 19:11:04.000,0.10.1,41.0,39.0,35,True,289108.0,288434.0,s3transfer,conda-forge/s3transfer,,,335368539.0,https://pypi.org/project/s3transfer,2024-03-14 19:11:04.000,674.0,335368539.0,https://anaconda.org/conda-forge/s3transfer,,,2.0,,,,,,,,,,,,,,,,,, +126,transitions,pytransitions/transitions,"A lightweight, object-oriented finite state machine implementation in Python with many extensions.",,algorithms,https://github.com/pytransitions/transitions,https://github.com/pytransitions/transitions,MIT,2014-10-12 20:59:09.000,2024-05-28 08:18:52.000,2024-05-28 08:18:52,1076.0,53.0,521,92.0,200.0,16.0,445.0,5448,2024-05-14 15:30:09.000,0.9.1,48.0,78.0,34,True,3652.0,3480.0,transitions,conda-forge/transitions,,,618515.0,https://pypi.org/project/transitions,2024-05-14 15:30:09.000,172.0,604830.0,https://anaconda.org/conda-forge/transitions,2024-05-14 19:08:25.982,656920.0,1.0,,,,,,,,,,,,,,,,,, +127,ultrajson,ultrajson/ultrajson,Ultra fast JSON decoder and encoder written in C with Python bindings.,,serialization,https://github.com/ultrajson/ultrajson,https://github.com/ultrajson/ultrajson,BSD-3-Clause,2011-02-27 20:00:51.000,2024-06-01 04:59:39.000,2024-06-01 04:59:38,923.0,12.0,363,88.0,284.0,28.0,319.0,4261,2024-05-14 02:00:27.000,5.10.0,38.0,88.0,34,True,2185.0,,ujson,conda-forge/ujson,,,21456808.0,https://pypi.org/project/ujson,2024-05-14 02:00:27.000,2185.0,21355630.0,https://anaconda.org/conda-forge/ujson,2024-05-15 14:37:47.772,4856576.0,3.0,,,,,,,,,,,,,,,,,, +128,gdown,wkentaro/gdown,Google Drive Public File Downloader when Curl/Wget Fails.,,data-loading,https://github.com/wkentaro/gdown,https://github.com/wkentaro/gdown,MIT,2015-10-17 03:01:23.000,2024-05-12 10:49:37.021,2024-05-12 06:37:14,515.0,17.0,331,22.0,143.0,34.0,138.0,3987,2024-05-12 06:45:10.000,5.2.0,91.0,24.0,34,True,32346.0,31549.0,gdown,conda-forge/gdown,,,1541733.0,https://pypi.org/project/gdown,2024-05-12 06:45:10.000,797.0,1535822.0,https://anaconda.org/conda-forge/gdown,2024-05-12 10:49:37.021,283759.0,2.0,,,,,,,,,,,,,,,,,, +129,Prometheus Client,prometheus/client_python,Prometheus instrumentation library for Python applications.,,db-clients,https://github.com/prometheus/client_python,https://github.com/prometheus/client_python,Apache-2.0,2015-02-10 22:47:25.000,2024-05-28 20:11:34.000,2024-05-28 20:11:34,562.0,5.0,786,72.0,437.0,107.0,442.0,3823,2024-02-14 15:55:57.000,0.20.0,50.0,148.0,34,True,1489.0,,prometheus_client,conda-forge/prometheus_client,,,36040693.0,https://pypi.org/project/prometheus_client,2024-02-14 15:55:03.000,1489.0,35702538.0,https://anaconda.org/conda-forge/prometheus_client,2024-02-14 17:48:15.061,16569631.0,2.0,,,,,,,,,,,,,,,,,, +130,Databases,encode/databases,Async database support for Python.,,db-clients,https://github.com/encode/databases,https://github.com/encode/databases,BSD-3-Clause,2019-02-01 10:55:25.000,2024-05-21 19:58:17.000,2024-03-01 17:30:12,335.0,,258,51.0,211.0,130.0,200.0,3722,2024-03-01 17:39:26.000,0.9.0,43.0,59.0,34,True,23506.0,23347.0,databases,conda-forge/databases,,,717806.0,https://pypi.org/project/databases,2024-03-01 17:39:26.000,159.0,717806.0,https://anaconda.org/conda-forge/databases,,,2.0,,,,,,,,,,,,,,,,,, +131,Dynaconf,rochacbruno/dynaconf,Configuration Management for Python.,,configuration,https://github.com/dynaconf/dynaconf,https://github.com/dynaconf/dynaconf,MIT,2015-08-14 21:25:22.000,2024-06-01 00:54:26.000,2024-05-28 16:33:26,762.0,18.0,287,34.0,535.0,120.0,390.0,3577,2024-03-18 20:33:02.000,3.2.5,87.0,125.0,34,True,8977.0,8562.0,dynaconf,conda-forge/dynaconf,,,2878210.0,https://pypi.org/project/dynaconf,2024-03-18 20:28:58.000,415.0,2876437.0,https://anaconda.org/conda-forge/dynaconf,2024-03-26 14:14:35.586,78017.0,2.0,,,,,,,,,,,,,dynaconf/dynaconf,,,,, +132,phonenumbers,daviddrysdale/python-phonenumbers,Python port of Googles libphonenumber.,,text,https://github.com/daviddrysdale/python-phonenumbers,https://github.com/daviddrysdale/python-phonenumbers,Apache-2.0,2011-04-21 03:06:38.000,2024-06-05 01:20:20.978,2024-06-04 20:13:24,1658.0,25.0,412,87.0,114.0,10.0,172.0,3427,2024-06-04 20:22:13.000,8.13.38,247.0,31.0,34,True,533.0,,phonenumbers,conda-forge/phonenumbers,,,7028584.0,https://pypi.org/project/phonenumbers,2024-06-04 20:22:13.000,533.0,7003740.0,https://anaconda.org/conda-forge/phonenumbers,2024-06-05 01:20:20.978,919243.0,1.0,,,,,,,,,,,,,,,,,, +133,cerberus,pyeve/cerberus,"Lightweight, extensible data validation library for Python.",,data-validation,https://github.com/pyeve/cerberus,https://github.com/pyeve/cerberus,ISC,2012-10-10 10:03:49.000,2024-04-18 05:00:52.000,2023-10-23 15:11:13,1142.0,,237,50.0,267.0,19.0,334.0,3116,2023-08-09 12:51:08.000,1.3.5,27.0,66.0,34,True,16742.0,16084.0,cerberus,conda-forge/cerberus,,,4526480.0,https://pypi.org/project/cerberus,2023-08-09 12:51:08.000,658.0,4513902.0,https://anaconda.org/conda-forge/cerberus,2023-10-06 12:57:48.461,377343.0,2.0,,,,,,,,,,,,,,,,,, +134,smart-open,RaRe-Technologies/smart_open,"Utils for streaming large files (S3, HDFS, gzip, bz2...).",,data-loading,https://github.com/piskvorky/smart_open,https://github.com/piskvorky/smart_open,MIT,2015-01-02 13:05:52.000,2024-05-31 05:19:43.000,2024-05-08 22:44:21,1078.0,25.0,378,48.0,401.0,64.0,327.0,3106,2024-03-26 08:43:19.000,7.0.4,61.0,120.0,34,True,509.0,,smart-open,conda-forge/smart_open,,,24815116.0,https://pypi.org/project/smart-open,2024-03-26 08:42:54.000,509.0,24762986.0,https://anaconda.org/conda-forge/smart_open,2024-03-26 12:23:56.875,2450139.0,2.0,,,,,,,,,,,,,piskvorky/smart_open,,,,, +135,plumbum,tomerfiliba/plumbum,Plumbum: Shell Combinators.,,infrastructure,https://github.com/tomerfiliba/plumbum,https://github.com/tomerfiliba/plumbum,MIT,2012-04-27 08:51:34.000,2024-05-30 04:10:57.000,2024-05-20 17:07:37,1282.0,8.0,181,52.0,331.0,133.0,225.0,2765,2024-04-29 06:09:47.000,1.8.3,29.0,112.0,34,True,6764.0,6475.0,plumbum,conda-forge/plumbum,,,2916460.0,https://pypi.org/project/plumbum,2024-04-29 06:09:47.000,289.0,2891294.0,https://anaconda.org/conda-forge/plumbum,2024-04-29 08:13:36.172,1006676.0,3.0,,,,,,,,,,,,,,,,,, +136,dateparser,scrapinghub/dateparser,python parser for human readable dates.,,date-time-utils,https://github.com/scrapinghub/dateparser,https://github.com/scrapinghub/dateparser,BSD-3-Clause,2014-11-24 17:30:12.000,2024-04-08 15:27:15.000,2024-04-08 15:27:15,1517.0,1.0,466,133.0,572.0,323.0,379.0,2475,2023-11-17 10:47:56.000,1.2.0,30.0,139.0,34,True,29287.0,28259.0,dateparser,conda-forge/dateparser,,,7219031.0,https://pypi.org/project/dateparser,2023-11-17 10:47:56.000,1028.0,7214403.0,https://anaconda.org/conda-forge/dateparser,2023-11-17 11:56:22.500,222171.0,2.0,,,,,,,,,,,,,,,,,, +137,mysqlclient,PyMySQL/mysqlclient,MySQL database connector for Python (with Python 3 support).,,db-clients,https://github.com/PyMySQL/mysqlclient,https://github.com/PyMySQL/mysqlclient,GPL-2.0,2014-04-28 05:09:06.000,2024-03-31 13:30:06.000,2024-02-08 15:35:16,1093.0,,428,55.0,312.0,11.0,325.0,2421,2024-03-10 10:17:55.000,2.2.4,40.0,84.0,34,True,167276.0,166478.0,mysqlclient,conda-forge/mysqlclient,,5295.0,8299689.0,https://pypi.org/project/mysqlclient,2024-02-08 15:53:45.000,798.0,8291757.0,https://anaconda.org/conda-forge/mysqlclient,2024-03-10 16:42:38.687,370208.0,2.0,,,,,,,,,,,,,,,,,, +138,cachetools,tkem/cachetools,Extensible memoizing collections and decorators.,,caching,https://github.com/tkem/cachetools,https://github.com/tkem/cachetools,MIT,2014-03-22 10:15:14.000,2024-06-02 18:36:29.000,2024-06-02 18:32:34,307.0,11.0,159,27.0,72.0,12.0,233.0,2154,2024-02-26 20:33:20.000,5.3.3,47.0,13.0,34,True,2457.0,,cachetools,conda-forge/cachetools,,,138282953.0,https://pypi.org/project/cachetools,2024-02-26 20:33:20.000,2457.0,138047719.0,https://anaconda.org/conda-forge/cachetools,2024-02-26 22:51:02.916,11526474.0,1.0,,,,,,,,,,,,,,,,,, +139,simplejson,simplejson/simplejson,"simplejson is a simple, fast, extensible JSON encoder/decoder for Python.",,serialization,https://github.com/simplejson/simplejson,https://github.com/simplejson/simplejson,MIT,2011-02-06 05:47:45.000,2024-02-15 12:03:26.747,2023-12-03 09:06:00,654.0,,334,65.0,124.0,22.0,181.0,1636,2023-10-06 08:33:05.000,3.19.2,107.0,43.0,34,True,127920.0,125376.0,simplejson,conda-forge/simplejson,,6453.0,20923929.0,https://pypi.org/project/simplejson,2023-10-06 08:33:05.000,2544.0,20856368.0,https://anaconda.org/conda-forge/simplejson,2024-02-15 12:03:26.747,3307390.0,3.0,,,,,,,,,,,,,,,,,, +140,typing,python/typing,Python static typing home. Hosts the documentation and a user help forum.,,compatibility,https://github.com/python/typing,https://github.com/python/typing,Python-2.0,2014-09-29 16:54:42.000,2024-06-05 21:27:21.000,2024-06-05 21:27:21,828.0,83.0,225,59.0,553.0,153.0,651.0,1554,2019-06-19 22:31:20.000,3.7.4,16.0,103.0,34,True,3129.0,,typing,conda-forge/typing,,,9145968.0,https://pypi.org/project/typing,2021-05-01 18:03:55.000,3129.0,9083769.0,https://anaconda.org/conda-forge/typing,2024-05-17 14:58:09.969,3047785.0,2.0,,,,,,,,,,,,,,,,,, +141,Cassandra Driver,datastax/python-driver,DataStax Python Driver for Apache Cassandra.,,db-clients,https://github.com/datastax/python-driver,https://github.com/datastax/python-driver,Apache-2.0,2013-07-08 19:02:31.000,2024-05-31 17:29:34.000,2024-05-31 17:29:34,6055.0,14.0,539,77.0,1131.0,15.0,,1378,2024-03-20 04:16:56.000,3.29.1,77.0,199.0,34,True,7238.0,7041.0,cassandra-driver,conda-forge/cassandra-driver,,,2068963.0,https://pypi.org/project/cassandra-driver,2024-03-20 04:16:56.000,197.0,2064281.0,https://anaconda.org/conda-forge/cassandra-driver,2024-03-20 14:11:37.399,215382.0,2.0,,,,,,,,,,,,,,,,,, +142,PyTables,PyTables/PyTables,A Python package to manage extremely large amounts of data.,,data-containers,https://github.com/PyTables/PyTables,https://github.com/PyTables/PyTables,BSD-3-Clause,2011-06-03 19:44:46.000,2024-06-06 05:30:05.000,2024-06-06 05:29:42,4994.0,139.0,270,61.0,430.0,170.0,563.0,1283,2023-11-27 12:13:28.000,3.9.2,46.0,135.0,34,True,1352.0,,tables,conda-forge/pytables,,188.0,1129505.0,https://pypi.org/project/tables,2023-11-27 11:52:19.000,1352.0,974075.0,https://anaconda.org/conda-forge/pytables,2024-04-11 01:09:49.952,7305116.0,2.0,,,,,,,,,,,,,,,,,, +143,inflect,jaraco/inflect,"Correctly generate plurals, ordinals, indefinite articles; convert numbers to words.",,text,https://github.com/jaraco/inflect,https://github.com/jaraco/inflect,MIT,2010-06-20 13:43:13.000,2024-04-30 14:10:04.000,2024-04-24 16:07:31,1049.0,51.0,100,22.0,95.0,28.0,89.0,928,2024-04-23 19:54:21.000,7.2.1,51.0,55.0,34,True,22410.0,21796.0,inflect,conda-forge/inflect,,,6027462.0,https://pypi.org/project/inflect,2024-04-23 19:54:08.000,614.0,6019501.0,https://anaconda.org/conda-forge/inflect,2024-04-23 20:49:31.710,382143.0,1.0,,,,,,,,,,,,,,,,,, +144,fastcore,fastai/fastcore,Python supercharged for the fastai library.,,others,https://github.com/fastai/fastcore,https://github.com/fastai/fastcore,Apache-2.0,2019-12-02 20:16:53.000,2024-06-05 11:02:42.662,2024-06-05 07:31:17,1350.0,75.0,263,19.0,220.0,29.0,326.0,901,2024-06-05 07:29:48.000,1.5.44,155.0,61.0,34,True,7281.0,6639.0,fastcore,conda-forge/fastcore,,,1544175.0,https://pypi.org/project/fastcore,2024-06-05 07:29:48.000,642.0,1541565.0,https://anaconda.org/conda-forge/fastcore,2024-06-05 11:02:42.662,78325.0,2.0,,,,,,,,,,,,,,,,,, +145,pytz,stub42/pytz,pytz Python historical timezone library and database.,,date-time-utils,https://github.com/stub42/pytz,https://github.com/stub42/pytz,MIT,2016-07-12 12:22:30.000,2024-02-02 15:16:32.383,2024-02-02 01:10:12,666.0,,86,13.0,36.0,33.0,55.0,316,2024-02-02 01:18:20.000,release_2024.1,115.0,21.0,34,True,1972430.0,1961840.0,pytz,conda-forge/pytz,,59.0,181219808.0,https://pypi.org/project/pytz,2024-02-02 01:18:37.000,10590.0,179974838.0,https://anaconda.org/conda-forge/pytz,2024-02-02 15:16:32.383,53533115.0,2.0,,,,,,,,,,,,,,,,,, +146,diagrams,mingrammer/diagrams,Diagram as Code for prototyping cloud system architectures.,,others,https://github.com/mingrammer/diagrams,https://github.com/mingrammer/diagrams,MIT,2020-02-02 15:23:24.000,2024-06-06 11:53:47.000,2024-04-13 12:05:08,534.0,1.0,2243,390.0,482.0,376.0,189.0,35218,2023-10-30 14:16:37.000,0.23.4,45.0,138.0,33,True,1563.0,1496.0,diagrams,conda-forge/diagrams,,,1218141.0,https://pypi.org/project/diagrams,2023-10-30 14:10:21.000,67.0,1214267.0,https://anaconda.org/conda-forge/diagrams,2023-10-30 17:06:42.710,189833.0,2.0,,,,,,,,,,,,,,,,,, +147,micropython,micropython/micropython,MicroPython - a lean and efficient Python implementation for microcontrollers and constrained systems.,,python-implementations,https://github.com/micropython/micropython,https://github.com/micropython/micropython,Python-2.0,2013-12-20 11:47:07.000,2024-06-06 12:22:18.000,2024-06-06 07:34:28,15948.0,238.0,7410,732.0,6082.0,1828.0,3801.0,18549,2024-05-31 05:03:47.000,1.23.0,19.0,632.0,33,True,,,micropython-_markupbase,,,79191.0,965.0,https://pypi.org/project/micropython-_markupbase,2016-10-10 21:51:14.000,,,,,,2.0,,,,,,,,,,,,,,,,,, +148,hydra,facebookresearch/hydra,Hydra is a framework for elegantly configuring complex applications.,,configuration,https://github.com/facebookresearch/hydra,https://github.com/facebookresearch/hydra,MIT,2019-06-12 19:33:15.000,2024-06-04 11:58:50.000,2024-04-03 21:42:43,1878.0,1.0,599,124.0,1307.0,277.0,1121.0,8311,2023-02-23 18:30:37.000,1.3.2,22.0,118.0,33,True,24213.0,24202.0,hydra,conda-forge/hydra-core,,,29473.0,https://pypi.org/project/hydra,2016-08-03 13:21:51.000,11.0,10357.0,https://anaconda.org/conda-forge/hydra-core,2023-06-16 19:18:09.635,994048.0,2.0,,,,,,,,,,,,,,,,,, +149,Activeloop,activeloopai/Hub,"Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, &..",,data-pipelines,https://github.com/activeloopai/deeplake,https://github.com/activeloopai/deeplake,MPL-2.0,2019-08-09 06:17:59.000,2024-06-05 19:23:09.000,2024-06-05 04:47:51,8934.0,122.0,600,87.0,2375.0,53.0,397.0,7806,2024-06-04 20:12:58.000,3.9.9,154.0,130.0,33,True,2854.0,2850.0,hub,,,,4736.0,https://pypi.org/project/hub,2023-02-02 20:54:34.806,4.0,4736.0,,,,2.0,,,,,,,,,,,,,activeloopai/deeplake,,,,, +150,tenacity,jd/tenacity,Retrying library for Python.,,utilities,https://github.com/jd/tenacity,https://github.com/jd/tenacity,Apache-2.0,2016-08-11 12:44:02.000,2024-06-03 08:58:29.000,2024-03-14 10:25:38,497.0,1.0,261,48.0,218.0,100.0,156.0,6131,2024-05-07 08:48:14.000,8.3.0,54.0,92.0,33,True,2350.0,,tenacity,conda-forge/tenacity,,,67418838.0,https://pypi.org/project/tenacity,2024-05-07 08:48:14.000,2350.0,67264841.0,https://anaconda.org/conda-forge/tenacity,2024-05-09 01:21:31.257,6775888.0,2.0,,,,,,,,,,,,,,,,,, +151,csvkit,wireservice/csvkit,"A suite of utilities for converting to and working with CSV, the king of tabular file formats.",,data-loading,https://github.com/wireservice/csvkit,https://github.com/wireservice/csvkit,MIT,2011-04-01 03:00:30.000,2024-05-22 03:40:57.000,2024-05-22 03:40:38,1970.0,39.0,601,128.0,338.0,29.0,879.0,5865,2024-05-01 19:52:25.000,2.0.0,42.0,108.0,33,True,1688.0,1649.0,csvkit,conda-forge/csvkit,,,147816.0,https://pypi.org/project/csvkit,2024-05-01 19:52:25.000,39.0,144747.0,https://anaconda.org/conda-forge/csvkit,2024-05-02 06:32:22.723,113582.0,2.0,,,,,,,,,,,,,,,,,, +152,pandera,pandera-dev/pandera,"A light-weight, flexible, and expressive statistical data testing library.",,data-containers,https://github.com/unionai-oss/pandera,https://github.com/unionai-oss/pandera,MIT,2018-11-01 02:18:34.000,2024-06-01 01:32:24.000,2024-05-31 02:06:43,722.0,76.0,283,18.0,717.0,325.0,471.0,3081,2024-05-14 04:45:14.000,0.19.3,91.0,133.0,33,True,1805.0,1622.0,pandera,conda-forge/pandera-core,['pandas'],,1928470.0,https://pypi.org/project/pandera,2024-05-14 04:45:14.000,183.0,1927569.0,https://anaconda.org/conda-forge/pandera-core,2024-05-08 14:40:29.941,39658.0,2.0,,,,,,,,,,,,,unionai-oss/pandera,,,,, +153,schema,keleshev/schema,Schema validation just got Pythonic.,,data-validation,https://github.com/keleshev/schema,https://github.com/keleshev/schema,MIT,2012-08-19 18:56:20.000,2024-06-04 09:43:44.000,2024-05-06 13:55:55,438.0,8.0,211,54.0,156.0,96.0,82.0,2846,2024-05-04 10:56:13.000,0.7.7,27.0,69.0,33,True,10172.0,9427.0,schema,conda-forge/schema,,,18180466.0,https://pypi.org/project/schema,2024-05-04 10:56:13.000,745.0,18176768.0,https://anaconda.org/conda-forge/schema,2024-05-04 13:28:54.774,173821.0,2.0,,,,,,,,,,,,,,,,,, +154,aiofiles,Tinche/aiofiles,File support for asyncio.,,file-path-utils,https://github.com/Tinche/aiofiles,https://github.com/Tinche/aiofiles,Apache-2.0,2015-03-29 20:28:14.000,2024-02-06 15:59:00.000,2024-02-06 15:59:00,251.0,,149,36.0,66.0,49.0,66.0,2578,2023-08-11 13:31:17.000,23.2.1,15.0,36.0,33,True,150634.0,148103.0,aiofiles,conda-forge/aiofiles,,,19052964.0,https://pypi.org/project/aiofiles,2023-08-09 15:23:09.000,2531.0,19028171.0,https://anaconda.org/conda-forge/aiofiles,2023-11-02 17:29:27.974,1090933.0,3.0,,,,,,,,,,,,,,,,,, +155,PyPika,kayak/pypika,PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects..,,db-clients,https://github.com/kayak/pypika,https://github.com/kayak/pypika,Apache-2.0,2016-07-06 14:08:50.000,2024-05-26 02:58:11.000,2024-04-26 15:15:44,1035.0,3.0,286,37.0,379.0,211.0,261.0,2403,2023-12-02 01:23:36.121,0.0.1,214.0,101.0,33,True,22325.0,22170.0,pypika,conda-forge/pypika,,,3061535.0,https://pypi.org/project/pypika,2022-03-15 11:22:57.000,155.0,3061044.0,https://anaconda.org/conda-forge/pypika,2023-06-16 19:27:43.516,15721.0,3.0,,,,,,,,,,,,,,,,,, +156,xlrd,python-excel/xlrd,Please use openpyxl where you can...,,data-loading,https://github.com/python-excel/xlrd,https://github.com/python-excel/xlrd,BSD-3-Clause,2012-03-07 04:50:48.000,2024-05-23 12:22:47.000,2021-08-21 19:45:33,503.0,,436,96.0,163.0,3.0,,2138,2020-12-11 11:31:40.086,2.0.1,24.0,51.0,33,False,222838.0,219815.0,xlrd,conda-forge/xlrd,,,23195892.0,https://pypi.org/project/xlrd,2020-12-11 11:31:40.086,3023.0,23152179.0,https://anaconda.org/conda-forge/xlrd,2023-06-16 13:21:36.044,3803052.0,2.0,,,,,,,,,,,,,,,,,, +157,Copier,copier-org/copier,Library and command-line utility for rendering projects templates.,,others,https://github.com/copier-org/copier,https://github.com/copier-org/copier,MIT,2011-11-01 19:22:44.000,2024-06-06 13:21:36.000,2024-06-06 13:21:35,1503.0,79.0,168,20.0,1029.0,72.0,399.0,1737,2024-04-04 16:09:07.000,9.2.0,61.0,76.0,33,True,1107.0,994.0,copier,,,,373517.0,https://pypi.org/project/copier,2024-04-04 16:09:07.000,113.0,373517.0,,,,2.0,,,,,,,,,,,,,,,,,, +158,python-slugify,un33k/python-slugify,Returns unicode slugs.,,text,https://github.com/un33k/python-slugify,https://github.com/un33k/python-slugify,MIT,2012-10-15 01:44:50.000,2024-03-01 18:21:18.000,2024-03-01 18:21:15,273.0,,106,35.0,78.0,2.0,71.0,1464,2024-02-08 18:32:43.000,8.0.4,48.0,36.0,33,True,85975.0,84596.0,python-slugify,conda-forge/python-slugify,,,20154356.0,https://pypi.org/project/python-slugify,2024-02-08 18:32:43.000,1379.0,20110288.0,https://anaconda.org/conda-forge/python-slugify,2024-02-08 20:57:18.711,2071196.0,2.0,,,,,,,,,,,,,,,,,, +159,cleo,sdispater/cleo,Cleo allows you to create beautiful and testable command-line interfaces.,,cli-helpers,https://github.com/python-poetry/cleo,https://github.com/python-poetry/cleo,MIT,2013-12-16 16:01:42.000,2024-06-03 22:15:30.000,2024-06-03 22:15:29,544.0,7.0,85,23.0,319.0,32.0,75.0,1237,2023-10-30 18:54:14.000,2.1.0,34.0,36.0,33,True,22230.0,21923.0,cleo,conda-forge/cleo,,,33353074.0,https://pypi.org/project/cleo,2023-10-30 18:54:08.000,307.0,33336421.0,https://anaconda.org/conda-forge/cleo,2023-10-30 19:23:44.113,732741.0,3.0,,,,,,,,,,,,,python-poetry/cleo,,,,, +160,pluggy,pytest-dev/pluggy,A minimalist production ready plugin system.,,others,https://github.com/pytest-dev/pluggy,https://github.com/pytest-dev/pluggy,MIT,2015-04-28 15:32:26.000,2024-06-04 07:06:55.000,2024-06-04 07:06:52,762.0,33.0,122,23.0,320.0,51.0,136.0,1186,2024-04-20 21:34:40.000,1.5.0,23.0,54.0,33,True,2005.0,,pluggy,conda-forge/pluggy,,,138627068.0,https://pypi.org/project/pluggy,2024-04-20 21:34:40.000,2005.0,138023332.0,https://anaconda.org/conda-forge/pluggy,2024-04-21 02:40:17.306,26564403.0,2.0,,,,,,,,,,,,,,,,,, +161,path,jaraco/path,Object-oriented file system path manipulation.,,file-path-utils,https://github.com/jaraco/path,https://github.com/jaraco/path,MIT,2012-04-21 02:59:29.000,2024-05-27 17:16:19.000,2024-05-27 17:16:06,1310.0,45.0,144,38.0,88.0,4.0,136.0,1088,2024-04-09 00:46:13.000,16.14.0,30.0,54.0,33,True,15215.0,15010.0,path,conda-forge/path,,,1433718.0,https://pypi.org/project/path,2024-04-09 00:46:03.000,205.0,1422499.0,https://anaconda.org/conda-forge/path,2024-04-15 23:12:51.805,549742.0,3.0,,,,,,,,,,,,,,,,,, +162,Bottleneck,pydata/bottleneck,Fast NumPy array functions written in C.,,data-containers,https://github.com/pydata/bottleneck,https://github.com/pydata/bottleneck,BSD-2-Clause,2010-11-27 23:21:22.000,2024-05-23 21:00:39.000,2024-05-23 19:49:47,1279.0,5.0,99,32.0,212.0,50.0,195.0,1017,2024-02-25 01:29:56.000,1.3.8,42.0,32.0,33,True,48575.0,48161.0,Bottleneck,conda-forge/bottleneck,,,1130165.0,https://pypi.org/project/Bottleneck,2024-05-23 21:00:39.000,414.0,1036985.0,https://anaconda.org/conda-forge/bottleneck,2024-02-26 20:39:40.596,4099956.0,2.0,,,,,,,,,,,,,,,,,, +163,neo4j-driver,neo4j/neo4j-python-driver,Neo4j Bolt driver for Python.,,db-clients,https://github.com/neo4j/neo4j-python-driver,https://github.com/neo4j/neo4j-python-driver,Apache-2.0,2015-05-05 13:08:20.000,2024-05-23 19:05:37.000,2024-05-15 09:50:27,1541.0,11.0,186,99.0,796.0,4.0,240.0,874,2024-04-26 12:44:18.000,4.4.12,136.0,43.0,33,True,9564.0,9503.0,neo4j-driver,conda-forge/neo4j-python-driver,,,128819.0,https://pypi.org/project/neo4j-driver,2024-04-26 12:39:55.000,61.0,128819.0,https://anaconda.org/conda-forge/neo4j-python-driver,,,3.0,,,,,,,,,,,,,,,,,, +164,decorator,micheles/decorator,Decorators for Humans.,,others,https://github.com/micheles/decorator,https://github.com/micheles/decorator,BSD-2-Clause,2013-11-24 05:55:49.000,2024-03-10 08:45:41.000,2023-08-23 16:34:33,392.0,,106,24.0,58.0,16.0,93.0,822,2022-01-07 08:20:03.000,5.1.1,38.0,27.0,33,True,579811.0,577746.0,decorator,conda-forge/decorator,,,107310649.0,https://pypi.org/project/decorator,2022-01-07 08:20:03.000,2065.0,107017326.0,https://anaconda.org/conda-forge/decorator,2023-06-16 13:18:04.782,27865765.0,2.0,,,,,,,,,,,,,,,,,, +165,minio,minio/minio-py,MinIO Client SDK for Python.,,db-clients,https://github.com/minio/minio-py,https://github.com/minio/minio-py,Apache-2.0,2015-06-17 03:51:15.000,2024-05-01 09:06:29.000,2024-04-30 21:09:40,1179.0,5.0,308,32.0,858.0,8.0,547.0,787,2024-04-30 21:21:13.000,7.2.7,114.0,132.0,33,True,8217.0,7704.0,minio,conda-forge/minio,,,2716325.0,https://pypi.org/project/minio,2024-04-30 21:09:34.000,513.0,2712623.0,https://anaconda.org/conda-forge/minio,2024-05-01 07:15:23.489,170325.0,3.0,,,,,,,,,,,,,,,,,, +166,pandas-gbq,googleapis/python-bigquery-pandas,Google BigQuery connector for pandas.,,db-clients,https://github.com/googleapis/python-bigquery-pandas,https://github.com/googleapis/python-bigquery-pandas,BSD-3-Clause,2017-02-08 13:07:19.000,2024-06-06 13:01:58.000,2024-06-04 14:59:04,415.0,17.0,119,60.0,433.0,37.0,311.0,424,2024-05-20 22:06:04.000,0.23.0,47.0,51.0,33,True,10408.0,10226.0,pandas-gbq,conda-forge/pandas-gbq,,350.0,16472823.0,https://pypi.org/project/pandas-gbq,2024-05-20 22:06:04.000,182.0,16429665.0,https://anaconda.org/conda-forge/pandas-gbq,2024-05-30 19:30:23.142,1898814.0,3.0,,,,,,,,,,,,,,,,,, +167,wcwidth,jquast/wcwidth,Python library that measures the width of unicode strings rendered to a terminal.,,cli-helpers,https://github.com/jquast/wcwidth,https://github.com/jquast/wcwidth,MIT,2014-04-05 09:57:11.000,2024-05-21 06:20:27.000,2024-02-14 20:05:06,355.0,,56,14.0,74.0,19.0,40.0,379,2024-01-06 02:17:06.000,0.2.13,25.0,19.0,33,True,556932.0,555356.0,wcwidth,conda-forge/wcwidth,,,65562194.0,https://pypi.org/project/wcwidth,2024-01-06 02:10:55.000,1576.0,65031430.0,https://anaconda.org/conda-forge/wcwidth,2024-01-08 16:30:23.823,25476680.0,3.0,,,,,,,,,,,,,,,,,, +168,asn1crypto,wbond/asn1crypto,Python ASN.1 library with a focus on performance and a pythonic API.,,cryptography,https://github.com/wbond/asn1crypto,https://github.com/wbond/asn1crypto,MIT,2015-06-03 18:51:56.000,2024-05-13 16:24:43.000,2023-11-03 12:31:26,810.0,,136,24.0,97.0,49.0,141.0,320,2022-03-15 14:46:51.000,1.5.1,33.0,39.0,33,True,111331.0,110739.0,asn1crypto,conda-forge/asn1crypto,,,81643127.0,https://pypi.org/project/asn1crypto,2022-03-15 14:46:51.000,592.0,81541920.0,https://anaconda.org/conda-forge/asn1crypto,2023-06-16 13:20:58.043,8501461.0,3.0,,,,,,,,,,,,,,,,,, +169,DearPyGui,hoffstadt/DearPyGui,Dear PyGui: A fast and powerful Graphical User Interface Toolkit for Python with minimal dependencies.,,gui-dev,https://github.com/hoffstadt/DearPyGui,https://github.com/hoffstadt/DearPyGui,MIT,2020-05-28 17:12:57.000,2024-06-06 08:23:23.000,2024-04-13 19:23:34,2808.0,2.0,650,150.0,504.0,287.0,1024.0,12466,2024-03-15 02:50:52.000,1.11.1,222.0,65.0,32,True,3117.0,3014.0,dearpygui,,,,40527.0,https://pypi.org/project/dearpygui,2024-03-15 02:50:52.000,103.0,40527.0,,,,2.0,,,,,,,,,,,,,,,,,, +170,TinyDB,msiemens/tinydb,TinyDB is a lightweight document oriented database optimized for your happiness :).,,data-containers,https://github.com/msiemens/tinydb,https://github.com/msiemens/tinydb,MIT,2013-07-12 23:31:13.000,2024-05-13 11:14:27.000,2023-07-24 18:53:19,697.0,,515,106.0,162.0,26.0,293.0,6590,2023-06-12 19:08:02.174,4.8.0,68.0,82.0,32,True,13920.0,13266.0,tinydb,conda-forge/tinydb,,,654000.0,https://pypi.org/project/tinydb,2023-06-12 19:08:02.174,654.0,649793.0,https://anaconda.org/conda-forge/tinydb,2023-06-12 22:06:12.645,403935.0,2.0,,,,,,,,,,,,,,,,,, +171,toga,beeware/toga,"A Python native, OS native GUI toolkit.",,gui-dev,https://github.com/beeware/toga,https://github.com/beeware/toga,BSD-3-Clause,2014-08-01 21:44:10.000,2024-06-05 17:29:09.000,2024-06-03 00:59:27,8708.0,389.0,650,84.0,1506.0,186.0,721.0,4160,2024-05-08 01:33:21.000,0.4.4,68.0,272.0,32,True,32.0,3.0,toga,,,3435.0,4962.0,https://pypi.org/project/toga,2024-05-08 01:33:21.000,24.0,4783.0,,,,2.0,@pybee/toga,https://www.npmjs.com/package/@pybee/toga,2017-04-23 05:17:57.458,5.0,8.0,,,,,,,,,,,,, +172,zenml,zenml-io/zenml,"ZenML : Build portable, production-ready MLOps pipelines. https://zenml.io.",,data-pipelines,https://github.com/zenml-io/zenml,https://github.com/zenml-io/zenml,Apache-2.0,2020-11-19 09:25:46.000,2024-06-06 13:50:46.000,2024-05-27 16:12:08,6517.0,176.0,402,40.0,2450.0,76.0,247.0,3719,2024-05-27 17:00:54.000,0.58.0,140.0,93.0,32,True,548.0,545.0,zenml,,,1.0,41701.0,https://pypi.org/project/zenml,2024-05-27 16:53:22.000,3.0,41701.0,,,,2.0,,,,,,,,,,,,,,,,,, +173,keyboard,boppreh/keyboard,Hook and simulate global keyboard events on Windows and Linux.,,others,https://github.com/boppreh/keyboard,https://github.com/boppreh/keyboard,MIT,2013-05-07 22:55:07.000,2024-05-09 19:42:05.505,2023-01-31 21:17:34,775.0,,429,78.0,71.0,396.0,196.0,3711,2020-03-23 21:49:28.677,0.13.5,35.0,41.0,32,False,17740.0,17067.0,keyboard,conda-forge/keyboard,,,428383.0,https://pypi.org/project/keyboard,2020-03-23 21:49:28.677,673.0,427558.0,https://anaconda.org/conda-forge/keyboard,2024-05-09 19:42:05.505,29712.0,3.0,,,,,,,,,,,,,,,,,, +174,python-dependency-injector,ets-labs/python-dependency-injector,Dependency injection framework for Python.,,utilities,https://github.com/ets-labs/python-dependency-injector,https://github.com/ets-labs/python-dependency-injector,BSD-3-Clause,2015-01-04 13:23:05.000,2024-06-05 03:48:04.000,2022-12-19 03:14:24,1998.0,,281,53.0,207.0,217.0,359.0,3647,2022-12-19 06:54:00.875,4.41.0,288.0,29.0,32,False,3448.0,3258.0,dependency-injector,conda-forge/dependency_injector,,,1094549.0,https://pypi.org/project/dependency-injector,2022-12-19 06:54:00.875,190.0,1093134.0,https://anaconda.org/conda-forge/dependency_injector,2023-06-16 19:27:23.562,46714.0,2.0,,,,,,,,,,,,,,,,,, +175,Pony,ponyorm/pony,Pony Object Relational Mapper.,,db-clients,https://github.com/ponyorm/pony,https://github.com/ponyorm/pony,Apache-2.0,2013-02-08 04:56:00.000,2024-05-12 14:41:30.000,2023-09-25 09:31:59,4024.0,,240,87.0,82.0,316.0,332.0,3552,2023-09-25 09:50:22.000,0.7.17,52.0,30.0,32,True,4202.0,4037.0,pony,conda-forge/pony,,107.0,177573.0,https://pypi.org/project/pony,2023-09-25 09:42:56.000,165.0,175255.0,https://anaconda.org/conda-forge/pony,2023-09-25 14:13:52.264,99676.0,3.0,,,,,,,,,,,,,,,,,, +176,python-sortedcontainers,grantjenks/python-sortedcontainers,"Python Sorted Container Types: Sorted List, Sorted Dict, and Sorted Set.",,data-structures,https://github.com/grantjenks/python-sortedcontainers,https://github.com/grantjenks/python-sortedcontainers,Apache-2.0,2014-02-24 17:44:20.000,2024-03-08 17:47:09.000,2024-03-01 23:03:38,656.0,,197,34.0,53.0,24.0,166.0,3269,2021-05-16 22:03:41.000,2.4.0,40.0,24.0,32,True,1154.0,,sortedcontainers,conda-forge/sortedcontainers,,,58637086.0,https://pypi.org/project/sortedcontainers,2021-05-16 22:03:41.000,1154.0,58503863.0,https://anaconda.org/conda-forge/sortedcontainers,2023-06-16 13:23:54.671,12656197.0,1.0,,,,,,,,,,,,,,,,,, +177,pandas-datareader,pydata/pandas-datareader,Extract data from a wide range of Internet sources into a pandas DataFrame.,,data-loading,https://github.com/pydata/pandas-datareader,https://github.com/pydata/pandas-datareader,BSD-3-Clause,2015-01-15 00:34:19.000,2024-02-19 18:27:51.000,2023-10-24 17:22:15,853.0,,672,141.0,454.0,143.0,402.0,2838,2021-07-13 12:38:57.000,0.10.0,22.0,92.0,32,True,24487.0,24222.0,pandas-datareader,conda-forge/pandas-datareader,,,506771.0,https://pypi.org/project/pandas-datareader,2021-07-13 12:38:57.000,265.0,502562.0,https://anaconda.org/conda-forge/pandas-datareader,2023-06-16 13:23:01.411,362038.0,2.0,,,,,,,,,,,,,,,,,, +178,docarray,jina-ai/docarray,"Represent, send, store and search multimodal data.",,data-containers,https://github.com/docarray/docarray,https://github.com/docarray/docarray,Apache-2.0,2021-12-14 15:26:24.000,2024-06-06 12:58:31.000,2024-06-06 06:19:18,1450.0,4.0,221,43.0,1241.0,68.0,569.0,2807,2023-12-22 12:12:56.000,0.40.0,740.0,74.0,32,True,4457.0,4389.0,docarray,conda-forge/docarray,,,90603.0,https://pypi.org/project/docarray,2023-12-22 12:31:01.000,68.0,85794.0,https://anaconda.org/conda-forge/docarray,2023-06-18 08:40:32.440,139472.0,2.0,,,,,,,,,,,,,docarray/docarray,,,,, +179,python-decouple,henriquebastos/python-decouple,Strict separation of config from code.,,configuration,https://github.com/HBNetwork/python-decouple,https://github.com/HBNetwork/python-decouple,MIT,2014-02-25 04:16:08.000,2024-01-20 20:30:56.000,2024-01-01 17:54:57,200.0,,191,28.0,76.0,4.0,90.0,2706,2023-03-01 19:38:11.000,3.8,12.0,36.0,32,True,131925.0,131272.0,python-decouple,conda-forge/python-decouple,,12.0,3915650.0,https://pypi.org/project/python-decouple,2023-03-01 19:40:02.580,653.0,3914596.0,https://anaconda.org/conda-forge/python-decouple,2023-06-16 13:21:51.317,85427.0,3.0,,,,,,,,,,,,,HBNetwork/python-decouple,,,,, +180,PynamoDB,pynamodb/PynamoDB,A pythonic interface to Amazons DynamoDB.,,db-clients,https://github.com/pynamodb/PynamoDB,https://github.com/pynamodb/PynamoDB,MIT,2014-01-20 02:18:35.000,2024-05-31 17:23:04.002,2024-05-29 18:48:05,841.0,5.0,427,40.0,642.0,282.0,374.0,2388,2024-05-29 18:50:28.000,6.0.1,94.0,109.0,32,True,1787.0,1707.0,pynamodb,conda-forge/pynamodb,,,2347038.0,https://pypi.org/project/pynamodb,2024-05-29 18:50:28.000,80.0,2332781.0,https://anaconda.org/conda-forge/pynamodb,2024-05-31 17:23:04.002,655824.0,3.0,,,,,,,,,,,,,,,,,, +181,jmespath,jmespath/jmespath.py,JMESPath is a query language for JSON.,,file-formats,https://github.com/jmespath/jmespath.py,https://github.com/jmespath/jmespath.py,MIT,2013-02-19 22:16:36.000,2024-03-20 10:32:02.000,2023-03-31 03:02:29,558.0,,174,35.0,161.0,56.0,88.0,2113,2022-06-17 18:00:10.000,1.0.1,26.0,31.0,32,False,1420.0,,jmespath,conda-forge/jmespath,,,185370352.0,https://pypi.org/project/jmespath,2022-06-17 18:00:10.000,1420.0,185171308.0,https://anaconda.org/conda-forge/jmespath,2023-06-16 13:16:44.688,18909251.0,3.0,,,,,,,,,,,,,,,,,, +182,libcloud,apache/libcloud,Apache Libcloud is a Python library which hides differences between different cloud provider APIs and allows you to..,,db-clients,https://github.com/apache/libcloud,https://github.com/apache/libcloud,Apache-2.0,2009-12-11 09:00:14.000,2024-06-06 09:37:35.000,2024-04-27 13:42:34,10054.0,88.0,927,84.0,1809.0,85.0,125.0,2019,2023-08-10 08:07:04.000,3.8.0,71.0,478.0,32,True,163.0,,apache-libcloud,,,,182882.0,https://pypi.org/project/apache-libcloud,2023-08-10 08:07:04.000,163.0,182882.0,,,,3.0,,,,,,,,,,,,,,,,,, +183,wrapt,GrahamDumpleton/wrapt,"A Python module for decorators, wrappers and monkey patching.",,others,https://github.com/GrahamDumpleton/wrapt,https://github.com/GrahamDumpleton/wrapt,BSD-2-Clause,2013-05-29 10:22:45.000,2024-04-12 09:03:53.000,2023-11-10 08:22:03,735.0,,223,45.0,71.0,52.0,142.0,1992,2023-11-09 06:34:27.000,1.16.0,55.0,27.0,32,True,2119.0,,wrapt,conda-forge/wrapt,,,145863566.0,https://pypi.org/project/wrapt,2023-11-09 06:31:34.000,2119.0,145513522.0,https://anaconda.org/conda-forge/wrapt,2023-11-09 12:40:47.871,15401944.0,3.0,,,,,,,,,,,,,,,,,, +184,voluptuous,alecthomas/voluptuous,"CONTRIBUTIONS ONLY: Voluptuous, despite the name, is a Python data validation library.",,data-validation,https://github.com/alecthomas/voluptuous,https://github.com/alecthomas/voluptuous,BSD-3-Clause,2010-07-15 09:55:10.000,2024-02-19 02:58:43.000,2024-02-02 20:44:49,482.0,,214,36.0,261.0,40.0,210.0,1804,2024-02-03 11:23:55.000,0.14.2,49.0,96.0,32,True,16589.0,16053.0,voluptuous,conda-forge/voluptuous,,,2516234.0,https://pypi.org/project/voluptuous,2024-02-03 11:23:55.000,536.0,2507680.0,https://anaconda.org/conda-forge/voluptuous,2024-02-03 13:43:43.942,367862.0,2.0,,,,,,,,,,,,,,,,,, +185,cloudpickle,cloudpipe/cloudpickle,Extended pickling support for Python objects.,,serialization,https://github.com/cloudpipe/cloudpickle,https://github.com/cloudpipe/cloudpickle,BSD-3-Clause,2015-04-13 16:33:00.000,2024-05-15 08:43:51.000,2024-04-08 17:09:24,438.0,1.0,164,29.0,284.0,88.0,168.0,1591,2023-10-16 12:58:45.000,3.0.0,39.0,59.0,32,True,1611.0,,cloudpickle,conda-forge/cloudpickle,,27.0,44589581.0,https://pypi.org/project/cloudpickle,2023-10-16 12:51:24.000,1611.0,44223480.0,https://anaconda.org/conda-forge/cloudpickle,2023-10-16 14:02:01.196,17206786.0,3.0,,,,,,,,,,,,,,,,,, +186,pygsheets,nithinmurali/pygsheets,Google Sheets Python API v4.,,db-clients,https://github.com/nithinmurali/pygsheets,https://github.com/nithinmurali/pygsheets,MIT,2016-06-06 17:20:44.000,2024-05-19 22:19:44.000,2024-01-14 23:04:32,1101.0,,220,47.0,182.0,61.0,337.0,1489,2022-11-30 17:34:49.000,2.0.6,18.0,91.0,32,True,2590.0,2514.0,pygsheets,,,,1834476.0,https://pypi.org/project/pygsheets,2022-11-30 17:29:01.641,76.0,1834476.0,,,,3.0,,,,,,,,,,,,,,,,,, +187,bidict,jab/bidict,The bidirectional mapping library for Python.,,data-structures,https://github.com/jab/bidict,https://github.com/jab/bidict,MPL-2.0,2014-09-23 14:00:27.000,2024-05-22 18:00:23.000,2024-05-04 19:01:20,698.0,10.0,63,16.0,249.0,2.0,60.0,1425,2024-02-18 19:11:22.000,0.23.1,43.0,15.0,32,True,26596.0,26161.0,bidict,conda-forge/bidict,,53.0,3872691.0,https://pypi.org/project/bidict,2024-02-18 19:09:04.000,435.0,3863910.0,https://anaconda.org/conda-forge/bidict,2024-02-18 23:20:30.644,412713.0,1.0,,,,,,,,,,,,,,,,,, +188,Intake,intake/intake,"Intake is a lightweight package for finding, investigating, loading and disseminating data.",,data-loading,https://github.com/intake/intake,https://github.com/intake/intake,BSD-2-Clause,2017-08-14 20:44:22.000,2024-06-05 20:37:28.000,2024-06-05 20:37:28,2206.0,51.0,141,41.0,444.0,107.0,269.0,989,2024-04-24 15:26:55.000,2.0.5,35.0,89.0,32,True,2560.0,2387.0,intake,conda-forge/intake,,,79330.0,https://pypi.org/project/intake,2024-04-24 15:26:55.000,173.0,67083.0,https://anaconda.org/conda-forge/intake,2024-04-24 22:56:59.849,587859.0,2.0,,,,,,,,,,,,,,,,,, +189,multidict,aio-libs/multidict,The multidict implementation.,,data-structures,https://github.com/aio-libs/multidict,https://github.com/aio-libs/multidict,Apache-2.0,2016-02-06 14:52:32.000,2024-06-04 23:01:33.000,2024-04-19 23:37:00,1357.0,11.0,95,20.0,831.0,23.0,133.0,396,2024-02-01 20:43:20.000,6.0.5,132.0,54.0,32,True,1320.0,,multidict,conda-forge/multidict,,6811.0,110723363.0,https://pypi.org/project/multidict,2024-02-01 20:43:20.000,1320.0,110436251.0,https://anaconda.org/conda-forge/multidict,2024-02-04 10:11:47.941,12629839.0,1.0,,,,,,,,,,,,,,,,,, +190,Records,kennethreitz/records,SQL for Humans.,,db-clients,https://github.com/kennethreitz/records,https://github.com/kennethreitz/records,ISC,2014-12-24 15:20:23.000,2024-03-30 00:01:36.000,2024-03-30 00:01:36,370.0,27.0,570,186.0,90.0,38.0,90.0,7110,2024-03-29 23:53:56.000,0.6.0,13.0,50.0,31,True,1217.0,1171.0,records,conda-forge/records,,,191053.0,https://pypi.org/project/records,2024-03-29 23:50:56.000,46.0,191053.0,https://anaconda.org/conda-forge/records,,,3.0,,,,,,,,,,,,,,,,,, +191,Eel,ChrisKnott/Eel,A little Python library for making simple Electron-like HTML/JS GUI apps.,,gui-dev,https://github.com/python-eel/Eel,https://github.com/python-eel/Eel,MIT,2017-12-27 21:37:12.000,2024-05-02 08:06:02.000,2023-03-04 17:45:05,299.0,,565,134.0,195.0,188.0,347.0,6225,2023-02-20 20:34:01.455,0.16.0,41.0,46.0,31,False,7589.0,7503.0,eel,,,,71794.0,https://pypi.org/project/eel,2022-12-09 20:47:00.608,86.0,71794.0,,,,3.0,,,,,,,,,,,,,python-eel/Eel,,,,, +192,snorkel,snorkel-team/snorkel,A system for quickly generating training data with weak supervision.,,data-loading,https://github.com/snorkel-team/snorkel,https://github.com/snorkel-team/snorkel,Apache-2.0,2016-02-26 05:52:45.000,2024-05-02 18:39:42.000,2024-02-27 23:05:17,2693.0,,857,168.0,746.0,19.0,963.0,5730,2024-02-27 23:00:37.000,0.10.0,22.0,81.0,31,True,542.0,524.0,snorkel,conda-forge/snorkel,,1090.0,36079.0,https://pypi.org/project/snorkel,2024-02-27 22:57:29.000,18.0,34798.0,https://anaconda.org/conda-forge/snorkel,2024-02-28 03:09:24.835,49521.0,3.0,,,,,,,,,,,,,,,,,, +193,pyinfra,Fizzadar/pyinfra,pyinfra turns Python code into shell commands and runs them on your servers. Execute ad-hoc commands and write..,,infrastructure,https://github.com/pyinfra-dev/pyinfra,https://github.com/pyinfra-dev/pyinfra,MIT,2014-10-19 19:37:45.000,2024-06-04 16:14:17.000,2024-05-27 11:23:38,4008.0,47.0,351,39.0,364.0,161.0,561.0,3550,2024-02-25 20:40:20.000,2.9.2,215.0,115.0,31,True,135.0,119.0,pyinfra,,,,20085.0,https://pypi.org/project/pyinfra,2024-05-04 19:21:18.000,16.0,20085.0,,,,3.0,,,,,,,,,,,,,pyinfra-dev/pyinfra,,,,, +194,returns,dry-python/returns,"Make your functions return something meaningful, typed, and safe!.",,utilities,https://github.com/dry-python/returns,https://github.com/dry-python/returns,BSD-2-Clause,2019-01-26 13:08:38.000,2024-06-04 16:13:38.000,2024-06-04 16:13:38,1817.0,46.0,106,44.0,1436.0,66.0,354.0,3343,2023-08-26 13:41:44.000,0.22.0,25.0,49.0,31,True,615.0,556.0,returns,conda-forge/returns,,,176844.0,https://pypi.org/project/returns,2023-08-26 13:41:44.000,59.0,176586.0,https://anaconda.org/conda-forge/returns,2023-08-28 19:31:50.302,9565.0,3.0,,,,,,,,,,,,,,,,,, +195,Koalas,databricks/koalas,Koalas: pandas API on Apache Spark.,,data-containers,https://github.com/databricks/koalas,https://github.com/databricks/koalas,Apache-2.0,2019-01-03 21:46:54.000,2024-03-20 15:33:34.000,2023-09-21 03:12:16,1555.0,,355,319.0,1630.0,113.0,486.0,3322,2021-10-19 22:26:46.000,1.8.2,47.0,51.0,31,True,371.0,340.0,koalas,conda-forge/koalas,"['spark', 'pandas']",1019.0,2311613.0,https://pypi.org/project/koalas,2021-10-19 22:26:05.000,31.0,2306036.0,https://anaconda.org/conda-forge/koalas,2023-06-16 16:15:24.146,339230.0,3.0,,,,,,,,,,,,,,,,,, +196,Blaze,blaze/blaze,NumPy and Pandas interface to Big Data.,,data-containers,https://github.com/blaze/blaze,https://github.com/blaze/blaze,BSD-3-Clause,2012-10-26 14:25:22.000,2023-09-29 10:03:58.000,2019-08-15 21:14:59,7496.0,,388,195.0,944.0,264.0,502.0,3180,2021-12-15 15:22:54.705,0.6.0,14.0,67.0,31,False,9253.0,9240.0,blaze,conda-forge/blaze,,,52500.0,https://pypi.org/project/blaze,2021-12-15 15:22:54.705,13.0,50023.0,https://anaconda.org/conda-forge/blaze,2023-06-16 13:21:36.637,203185.0,3.0,,,,,,,,,,,,,,,,,, +197,mrjob,Yelp/mrjob,Run MapReduce jobs on Hadoop or Amazon Web Services.,,data-pipelines,https://github.com/Yelp/mrjob,https://github.com/Yelp/mrjob,Apache-2.0,2010-10-13 18:35:21.000,2023-06-16 13:18:55.628,2020-11-16 22:20:52,8622.0,,591,111.0,921.0,212.0,1093.0,2612,2021-12-15 14:47:15.579,0.4.0,62.0,145.0,31,False,1476.0,1473.0,mrjob,conda-forge/mrjob,,,130789.0,https://pypi.org/project/mrjob,2021-12-15 14:47:15.579,3.0,125112.0,https://anaconda.org/conda-forge/mrjob,2023-06-16 13:18:55.628,528050.0,2.0,,,,,,,,,,,,,,,,,, +198,whylogs,whylabs/whylogs,Open standard for end-to-end data and ML monitoring for any scale in any infrastructure.,,data-pipelines,https://github.com/whylabs/whylogs,https://github.com/whylabs/whylogs,Apache-2.0,2020-08-14 23:25:32.000,2024-06-04 22:25:52.000,2024-05-29 21:12:31,882.0,33.0,118,32.0,1108.0,11.0,415.0,2568,2024-05-14 02:49:22.000,1.4.0,335.0,34.0,31,True,267.0,260.0,whylogs,,,27.0,528230.0,https://pypi.org/project/whylogs,2024-05-22 20:22:08.000,7.0,528229.0,,,,2.0,,,,,,,,,,,,,,,,,, +199,datasketch,ekzhu/datasketch,"MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW.",,data-containers,https://github.com/ekzhu/datasketch,https://github.com/ekzhu/datasketch,MIT,2015-03-20 01:21:46.000,2024-06-04 00:44:18.000,2024-03-26 19:24:40,237.0,4.0,289,48.0,78.0,51.0,116.0,2381,2024-06-04 00:44:18.000,1.6.5,87.0,30.0,31,True,1300.0,1256.0,datasketch,,,27.0,2826031.0,https://pypi.org/project/datasketch,2024-06-04 00:44:18.000,44.0,2826031.0,,,,3.0,,,,,,,,,,,,,,,,,, +200,SDV,sdv-dev/SDV,Synthetic data generation for tabular data.,,data-loading,https://github.com/sdv-dev/SDV,https://github.com/sdv-dev/SDV,SSPL-1.0,2018-05-11 15:56:50.000,2024-06-05 22:34:35.000,2024-06-05 22:34:34,1632.0,112.0,287,42.0,783.0,147.0,1069.0,2175,2024-05-16 15:25:53.000,1.13.1,133.0,50.0,31,False,453.0,412.0,sdv,conda-forge/sdv,,,59861.0,https://pypi.org/project/sdv,2024-05-16 15:21:43.000,41.0,59186.0,https://anaconda.org/conda-forge/sdv,2024-05-17 03:33:39.818,20262.0,3.0,,,,,,,,,,,,,,,,,, +201,chardet,chardet/chardet,Python character encoding detector.,,text,https://github.com/chardet/chardet,https://github.com/chardet/chardet,LGPL-2.1,2012-07-26 20:30:54.000,2023-11-05 12:58:49.000,2023-08-01 19:17:09,382.0,,252,50.0,149.0,62.0,85.0,2105,2023-08-01 19:23:00.000,5.2.0,15.0,48.0,31,True,5361.0,6.0,chardet,conda-forge/chardet,,,68177753.0,https://pypi.org/project/chardet,2023-08-01 19:23:00.000,5350.0,67657861.0,https://anaconda.org/conda-forge/chardet,2023-09-23 12:04:37.819,23392547.0,2.0,@pypi/chardet,https://www.npmjs.com/package/@pypi/chardet,2017-08-20 08:18:15.011,5.0,58.0,,,,,,,,,,,,, +202,arq,samuelcolvin/arq,Fast job queuing and RPC in python with asyncio and redis.,,data-pipelines,https://github.com/samuelcolvin/arq,https://github.com/samuelcolvin/arq,MIT,2016-07-21 18:24:42.000,2024-05-27 21:55:59.000,2024-05-01 20:17:58,392.0,16.0,158,34.0,243.0,66.0,152.0,1981,2024-05-01 22:00:25.000,0.26.0,61.0,61.0,31,True,649.0,618.0,arq,conda-forge/arq,,,97171.0,https://pypi.org/project/arq,2024-05-01 22:00:25.000,31.0,96897.0,https://anaconda.org/conda-forge/arq,2024-05-02 10:28:47.704,10434.0,2.0,,,,,,,,,,,,,,,,,, +203,omegaconf,omry/omegaconf,Flexible Python configuration system. The last one you will ever need.,,configuration,https://github.com/omry/omegaconf,https://github.com/omry/omegaconf,BSD-3-Clause,2018-09-03 14:59:01.000,2024-05-30 22:28:29.000,2024-05-30 22:28:29,1065.0,1.0,98,18.0,587.0,109.0,449.0,1841,2022-12-08 21:01:02.889,2.3.0,148.0,35.0,31,True,32165.0,31254.0,omegaconf,conda-forge/omegaconf,,,9529621.0,https://pypi.org/project/omegaconf,2024-02-29 17:01:39.000,911.0,9503140.0,https://anaconda.org/conda-forge/omegaconf,2023-06-16 19:17:33.055,1403531.0,3.0,,,,,,,,,,,,,,,,,, +204,influxdb,influxdata/influxdb-python,Python client for InfluxDB.,,db-clients,https://github.com/influxdata/influxdb-python,https://github.com/influxdata/influxdb-python,MIT,2013-11-05 19:27:16.000,2024-04-18 21:45:06.000,2024-04-17 13:14:43,976.0,4.0,518,94.0,404.0,167.0,379.0,1680,2024-04-18 21:45:06.000,5.3.2,55.0,142.0,31,True,347.0,,influxdb,conda-forge/influxdb,,,2269350.0,https://pypi.org/project/influxdb,2024-04-18 21:45:06.000,347.0,2266447.0,https://anaconda.org/conda-forge/influxdb,2023-06-16 19:18:45.040,145160.0,3.0,,,,,,,,,,,,,,,,,, +205,holidays,dr-prodigy/python-holidays,Generate and work with holidays in Python.,,date-time-utils,https://github.com/dr-prodigy/python-holidays,https://github.com/dr-prodigy/python-holidays,MIT,2020-07-22 20:16:31.317,2024-06-04 00:42:40.653,2024-04-12 00:47:41,2339.0,39.0,442,,,,,1364,2023-06-21 16:43:02.350,0.27.1,78.0,228.0,31,True,321.0,,holidays,conda-forge/holidays,,,7525973.0,https://pypi.org/project/holidays,2024-06-03 17:32:42.000,321.0,7443864.0,https://anaconda.org/conda-forge/holidays,2024-06-04 00:42:40.653,3859126.0,3.0,,,,,,,,,,,,,,,,,, +206,sshtunnel,pahaz/sshtunnel,SSH tunnels to remote server.,,infrastructure,https://github.com/pahaz/sshtunnel,https://github.com/pahaz/sshtunnel,MIT,2014-06-11 21:14:05.000,2024-03-10 15:20:42.000,2023-05-14 21:12:56,446.0,,178,30.0,95.0,65.0,142.0,1190,2021-01-11 13:28:44.000,0.4.0,28.0,26.0,31,False,7508.0,7179.0,sshtunnel,conda-forge/sshtunnel,,,14296952.0,https://pypi.org/project/sshtunnel,2021-01-11 13:28:30.784,329.0,14295325.0,https://anaconda.org/conda-forge/sshtunnel,2023-06-16 13:24:17.374,151397.0,3.0,,,,,,,,,,,,,,,,,, +207,appdirs,ActiveState/appdirs,"A small Python module for determining appropriate platform-specific dirs, e.g. a user data dir.",,file-path-utils,https://github.com/ActiveState/appdirs,https://github.com/ActiveState/appdirs,MIT,2010-07-28 04:07:00.000,2023-06-16 13:15:34.114,2023-02-10 23:42:40,225.0,,96,67.0,94.0,50.0,59.0,1033,2020-05-11 08:18:45.000,1.4.4,8.0,34.0,31,False,291824.0,287499.0,appdirs,conda-forge/appdirs,,,20567133.0,https://pypi.org/project/appdirs,2020-05-11 07:59:49.000,4325.0,20461510.0,https://anaconda.org/conda-forge/appdirs,2023-06-16 13:15:34.114,10456766.0,3.0,,,,,,,,,,,,,,,,,, +208,anytree,c0fec0de/anytree,Python tree data library.,,data-structures,https://github.com/c0fec0de/anytree,https://github.com/c0fec0de/anytree,Apache-2.0,2016-08-27 09:42:38.000,2024-04-02 08:53:45.000,2023-11-16 21:49:07,517.0,,126,24.0,72.0,28.0,162.0,912,2023-11-16 21:53:00.000,2.12.1,36.0,29.0,31,True,19765.0,19285.0,anytree,conda-forge/anytree,,,1458149.0,https://pypi.org/project/anytree,2023-11-16 21:53:00.000,480.0,1457349.0,https://anaconda.org/conda-forge/anytree,2023-06-16 19:18:51.552,40003.0,2.0,,,,,,,,,,,,,,,,,, +209,cx-Oracle,oracle/python-cx_Oracle,Python interface to Oracle Database now superseded by python-oracledb.,,db-clients,https://github.com/oracle/python-cx_Oracle,https://github.com/oracle/python-cx_Oracle,BSD-3-Clause,2017-03-07 04:03:36.000,2024-05-31 22:56:31.000,2024-05-31 22:47:41,1180.0,2.0,357,75.0,22.0,26.0,620.0,878,2023-07-20 16:04:57.864,5.0.2,55.0,17.0,31,True,8750.0,8333.0,cx-Oracle,conda-forge/cx_oracle,,,3940485.0,https://pypi.org/project/cx-Oracle,2023-07-20 16:04:57.864,417.0,3940485.0,https://anaconda.org/conda-forge/cx_oracle,,,3.0,,,,,,,,,,,,,,,,,, +210,tzlocal,regebro/tzlocal,A Python module that tries to figure out what your local timezone is.,,date-time-utils,https://github.com/regebro/tzlocal,https://github.com/regebro/tzlocal,MIT,2012-09-11 12:34:21.000,2023-12-08 07:11:16.000,2023-12-08 07:11:16,316.0,,59,7.0,76.0,3.0,81.0,183,2023-06-21 14:09:09.912,4.3.1,47.0,31.0,31,True,168263.0,166660.0,tzlocal,conda-forge/tzlocal,,,47568277.0,https://pypi.org/project/tzlocal,2023-10-22 17:41:36.000,1603.0,47488924.0,https://anaconda.org/conda-forge/tzlocal,2023-10-22 22:23:29.297,2698008.0,3.0,,,,,,,,,,,,,,,,,, +211,google-cloud-bigtable,googleapis/python-bigtable,Google Cloud Bigtable API client library.,,db-clients,https://github.com/googleapis/python-bigtable,https://github.com/googleapis/python-bigtable,Apache-2.0,2019-12-10 00:09:10.000,2024-06-05 23:52:49.000,2024-06-05 18:14:09,819.0,19.0,51,47.0,750.0,45.0,191.0,63,2024-04-15 17:56:33.000,2.23.1,78.0,72.0,31,False,3665.0,3638.0,google-cloud-bigtable,conda-forge/google-cloud-bigtable,,,10026503.0,https://pypi.org/project/google-cloud-bigtable,2024-04-15 17:56:33.000,27.0,10023651.0,https://anaconda.org/conda-forge/google-cloud-bigtable,2024-04-16 08:52:17.559,114089.0,3.0,,,,,,,,,,,,,,,,,, +212,importlib-resources,python/importlib_resources,Backport of the importlib.resources module.,,inspect,https://github.com/python/importlib_resources,https://github.com/python/importlib_resources,Apache-2.0,2020-05-18 12:28:24.318,2024-05-28 15:59:07.000,2024-04-24 15:42:34,948.0,39.0,43,12.0,64.0,3.0,244.0,58,2024-03-21 13:42:43.000,6.4.0,73.0,44.0,31,False,3224.0,,importlib-resources,conda-forge/importlib_resources,,,82982120.0,https://pypi.org/project/importlib-resources,2024-03-21 13:42:33.000,3224.0,82555799.0,https://anaconda.org/conda-forge/importlib_resources,2024-03-21 17:11:40.892,20889732.0,2.0,,,,,,,,,,,,,,,,,, +213,Gooey,chriskiehl/Gooey,Turn (almost) any Python command line program into a full GUI application with one line.,,gui-dev,https://github.com/chriskiehl/Gooey,https://github.com/chriskiehl/Gooey,MIT,2014-01-01 21:06:05.000,2024-02-21 16:05:35.000,2022-05-08 04:08:19,743.0,,998,281.0,300.0,164.0,465.0,20433,2021-12-15 16:29:29.533,0.8.7,58.0,103.0,30,False,1029.0,928.0,gooey,conda-forge/gooey,,640.0,8165.0,https://pypi.org/project/gooey,2022-01-29 23:10:33.000,101.0,6850.0,https://anaconda.org/conda-forge/gooey,2023-06-16 16:15:20.617,79550.0,3.0,,,,,,,,,,,,,,,,,, +214,Vaex,vaexio/vaex,"Out-of-Core hybrid Apache Arrow/NumPy DataFrame for Python, ML, visualization and exploration of big tabular data at a..",,data-containers,https://github.com/vaexio/vaex,https://github.com/vaexio/vaex,MIT,2014-09-27 09:44:42.000,2024-04-05 06:36:49.000,2023-07-21 10:40:58,3636.0,,589,143.0,970.0,532.0,775.0,8196,2023-07-21 10:41:31.000,4.17.0,69.0,72.0,30,True,814.0,763.0,vaex,conda-forge/vaex,,280.0,24303.0,https://pypi.org/project/vaex,2023-07-21 10:41:31.000,51.0,22268.0,https://anaconda.org/conda-forge/vaex,2023-06-16 13:20:19.053,187086.0,3.0,,,,,,,,,,,,,,,,,, +215,huey,coleifer/huey,a little task queue for python.,,data-pipelines,https://github.com/coleifer/huey,https://github.com/coleifer/huey,MIT,2011-11-03 16:39:43.000,2024-06-05 17:59:14.000,2024-06-05 17:59:01,994.0,3.0,364,86.0,177.0,,622.0,4948,2023-09-22 15:18:12.000,2.5.0,67.0,67.0,30,True,1554.0,1484.0,huey,conda-forge/huey,,,103328.0,https://pypi.org/project/huey,2023-09-20 12:48:32.000,70.0,102863.0,https://anaconda.org/conda-forge/huey,2023-06-16 16:09:17.692,34457.0,3.0,,,,,,,,,,,,,,,,,, +216,dataset,pudo/dataset,"Easy-to-use data handling for SQL data stores with support for implicit table creation, bulk loading, and transactions.",,db-clients,https://github.com/pudo/dataset,https://github.com/pudo/dataset,MIT,2013-04-01 14:57:55.000,2023-09-06 13:18:04.000,2023-07-12 08:51:27,712.0,,296,101.0,139.0,39.0,263.0,4721,2023-07-12 08:56:00.739,1.6.2,57.0,78.0,30,True,4036.0,3908.0,dataset,conda-forge/dataset,,,119150.0,https://pypi.org/project/dataset,2023-07-12 08:56:00.739,128.0,118922.0,https://anaconda.org/conda-forge/dataset,2023-07-12 10:39:31.317,8898.0,3.0,,,,,,,,,,,,,,,,,, +217,funcy,Suor/funcy,A fancy and practical functional tools.,,utilities,https://github.com/Suor/funcy,https://github.com/Suor/funcy,BSD-3-Clause,2012-10-13 00:44:57.000,2024-05-01 10:07:23.000,2024-05-01 10:07:23,995.0,3.0,141,71.0,75.0,9.0,72.0,3290,2018-06-30 04:16:20.000,1.10.3,51.0,33.0,30,True,11544.0,11175.0,funcy,conda-forge/funcy,,,1523432.0,https://pypi.org/project/funcy,2023-03-28 06:24:02.835,369.0,1518550.0,https://anaconda.org/conda-forge/funcy,2023-06-16 13:23:43.902,434539.0,3.0,,,,,,,,,,,,,,,,,, +218,schematics,schematics/schematics,Python Data Structures for Humans.,,data-validation,https://github.com/schematics/schematics,https://github.com/schematics/schematics,BSD-3-Clause,2010-12-27 02:25:29.000,2023-07-12 06:21:13.000,2021-08-17 21:08:10,1420.0,,290,62.0,305.0,107.0,239.0,2576,2021-08-17 21:16:54.000,2.1.1,24.0,119.0,30,False,1767.0,1625.0,schematics,conda-forge/schematics,,,332181.0,https://pypi.org/project/schematics,2021-08-17 21:16:54.000,142.0,331736.0,https://anaconda.org/conda-forge/schematics,2023-06-16 16:16:00.762,26297.0,3.0,,,,,,,,,,,,,,,,,, +219,pyfilesystem2,pyfilesystem/pyfilesystem2,Pythons Filesystem abstraction layer.,,file-path-utils,https://github.com/PyFilesystem/pyfilesystem2,https://github.com/PyFilesystem/pyfilesystem2,MIT,2016-10-14 15:05:27.000,2024-04-15 23:37:20.000,2022-10-18 10:59:07,785.0,,173,42.0,219.0,108.0,274.0,1959,2023-07-20 15:36:08.195,0.3.0,88.0,47.0,30,False,396.0,,fs,conda-forge/fs,,,3074317.0,https://pypi.org/project/fs,2023-07-20 15:36:08.195,396.0,3065037.0,https://anaconda.org/conda-forge/fs,2023-06-16 13:24:46.417,751703.0,3.0,,,,,,,,,,,,,,,,,, +220,humanize,jmoiron/humanize,python humanize functions.,,text,https://github.com/jmoiron/humanize,https://github.com/jmoiron/humanize,MIT,2011-10-07 23:44:01.000,2023-11-21 23:08:24.916,2022-06-13 13:14:58,512.0,,189,26.0,184.0,,80.0,1674,2023-11-21 19:53:26.000,4.9.0,48.0,63.0,30,False,1138.0,,humanize,conda-forge/humanize,,,8702377.0,https://pypi.org/project/humanize,2023-11-21 19:53:26.000,1138.0,8690622.0,https://anaconda.org/conda-forge/humanize,2023-11-21 23:08:24.916,564242.0,3.0,,,,,,,,,,,,,,,,,, +221,questionary,tmbo/questionary,"Python library to build pretty command line user prompts Easy to use multi-select lists, confirmations, free text..",,cli-helpers,https://github.com/tmbo/questionary,https://github.com/tmbo/questionary,MIT,2018-12-01 17:55:17.000,2024-06-05 19:09:35.000,2024-01-12 09:43:33,550.0,,85,23.0,238.0,54.0,99.0,1447,2023-09-08 12:19:01.000,2.0.1,22.0,40.0,30,True,13158.0,12497.0,questionary,conda-forge/questionary,,,2030050.0,https://pypi.org/project/questionary,2023-09-08 12:19:01.000,661.0,2028231.0,https://anaconda.org/conda-forge/questionary,2023-09-10 15:33:11.642,76439.0,3.0,,,,,,,,,,,,,,,,,, +222,aiocache,aio-libs/aiocache,"Asyncio cache manager for redis, memcached and memory.",,caching,https://github.com/aio-libs/aiocache,https://github.com/aio-libs/aiocache,BSD-3-Clause,2016-09-30 09:25:51.000,2024-06-04 18:56:14.000,2024-06-01 12:45:35,669.0,24.0,145,22.0,573.0,40.0,256.0,1049,2023-08-06 20:31:23.000,0.12.2,44.0,45.0,30,True,2354.0,2229.0,aiocache,,,16.0,768269.0,https://pypi.org/project/aiocache,2023-08-06 20:31:21.000,125.0,768269.0,,,,2.0,,,,,,,,,,,,,,,,,, +223,python-email-validator,JoshData/python-email-validator,A robust email syntax and deliverability validation library for Python.,,data-validation,https://github.com/JoshData/python-email-validator,https://github.com/JoshData/python-email-validator,Unlicense,2015-04-20 02:46:34.000,2024-05-29 20:25:55.000,2024-05-10 13:07:03,210.0,15.0,147,26.0,49.0,11.0,87.0,1045,2024-02-26 22:09:57.000,2.1.1,29.0,24.0,30,True,686.0,,email-validator,conda-forge/email-validator,,,22006361.0,https://pypi.org/project/email-validator,2024-02-26 22:09:57.000,686.0,22001913.0,https://anaconda.org/conda-forge/email-validator,2024-02-27 09:03:46.232,209091.0,3.0,,,,,,,,,,,,,,,,,, +224,cached-property,pydanny/cached-property,A decorator for caching properties in classes.,,caching,https://github.com/pydanny/cached-property,https://github.com/pydanny/cached-property,BSD-3-Clause,2014-05-17 22:42:24.000,2024-06-05 08:47:52.000,2020-10-21 17:48:31,219.0,,78,16.0,289.0,45.0,25.0,683,2020-09-21 21:24:10.000,1.5.2,17.0,23.0,30,False,48027.0,46630.0,cached-property,conda-forge/cached-property,,,16204626.0,https://pypi.org/project/cached-property,2020-09-21 18:39:25.000,1397.0,16084158.0,https://anaconda.org/conda-forge/cached-property,2023-06-16 13:24:56.403,10480763.0,2.0,,,,,,,,,,,,,,,,,, +225,param,holoviz/param,Param: Make your Python code clearer and more reliable by declaring Parameters.,,data-validation,https://github.com/holoviz/param,https://github.com/holoviz/param,BSD-3-Clause,2012-05-01 11:51:08.000,2024-05-22 22:29:24.000,2024-05-15 22:33:04,890.0,9.0,68,19.0,492.0,160.0,295.0,403,2024-03-22 08:44:21.000,2.1.0,94.0,37.0,30,True,11479.0,11325.0,param,conda-forge/param,,,634417.0,https://pypi.org/project/param,2024-05-02 08:43:05.000,154.0,598178.0,https://anaconda.org/conda-forge/param,2024-03-22 10:24:57.844,1594554.0,3.0,,,,,,,,,,,,,,,,,, +226,algorithms,keon/algorithms,Minimal examples of data structures and algorithms in Python.,,algorithms,https://github.com/keon/algorithms,https://github.com/keon/algorithms,MIT,2016-11-17 22:32:08.000,2024-05-31 15:22:31.000,2024-02-05 23:03:25,958.0,,4562,630.0,759.0,203.0,100.0,23678,2020-10-04 14:44:02.000,0.1.4,5.0,202.0,29,True,112.0,108.0,algorithms,conda-forge/algorithms,,,1546.0,https://pypi.org/project/algorithms,2020-10-04 14:44:02.000,4.0,1490.0,https://anaconda.org/conda-forge/algorithms,2023-06-16 19:25:42.098,2164.0,3.0,,,,,,,,,,,,,,,,,, +227,faust,robinhood/faust,Python Stream Processing.,,data-pipelines,https://github.com/robinhood/faust,https://github.com/robinhood/faust,BSD-3-Clause,2017-03-08 18:36:11.000,2023-11-23 18:02:37.000,2023-02-23 18:42:48,4138.0,,538,140.0,293.0,278.0,244.0,6683,2020-02-25 22:58:45.202,1.10.4,46.0,95.0,29,False,1924.0,1900.0,faust,,,,21514.0,https://pypi.org/project/faust,2020-02-25 22:58:45.202,24.0,21514.0,,,,3.0,,,,,,,,,,,,,,,,,, +228,confluent-kafka-python,confluentinc/confluent-kafka-python,Confluents Kafka Python Client.,,db-clients,https://github.com/confluentinc/confluent-kafka-python,https://github.com/confluentinc/confluent-kafka-python,Apache-2.0,2016-04-14 07:40:41.000,2024-05-21 22:40:37.138,,,,876,,,273.0,,3648,2024-05-07 16:26:42.000,2.4.0,32.0,105.0,29,True,10526.0,9994.0,confluent-kafka,conda-forge/python-confluent-kafka,,,15298687.0,https://pypi.org/project/confluent-kafka,2024-05-07 16:26:42.000,532.0,15278546.0,https://anaconda.org/conda-forge/python-confluent-kafka,2024-05-21 22:40:37.138,886208.0,3.0,,,,,,,,,,,,,,,,,, +229,asciimatics,peterbrittain/asciimatics,"A cross platform package to do curses-like operations, plus higher level APIs and widgets to create text UIs and ASCII..",,cli-helpers,https://github.com/peterbrittain/asciimatics,https://github.com/peterbrittain/asciimatics,Apache-2.0,2015-04-15 20:18:41.000,2024-04-24 11:43:14.000,2024-04-24 11:42:17,1136.0,2.0,242,63.0,89.0,24.0,274.0,3551,2023-10-25 15:29:54.000,1.15.0,24.0,45.0,29,True,1113.0,1000.0,asciimatics,conda-forge/asciimatics,,,28004.0,https://pypi.org/project/asciimatics,2023-10-25 15:19:05.000,113.0,24478.0,https://anaconda.org/conda-forge/asciimatics,2023-10-25 21:59:55.078,155174.0,3.0,,,,,,,,,,,,,,,,,, +230,ploomber,ploomber/ploomber,"The fastest way to build data pipelines. Develop iteratively, deploy anywhere.",,data-pipelines,https://github.com/ploomber/ploomber,https://github.com/ploomber/ploomber,Apache-2.0,2020-01-20 20:13:06.000,2024-04-09 07:56:15.000,2024-02-20 18:10:39,3054.0,,228,29.0,297.0,102.0,763.0,3405,2024-02-08 01:24:17.000,0.23.2,116.0,80.0,29,True,144.0,133.0,ploomber,conda-forge/ploomber,,,9465.0,https://pypi.org/project/ploomber,2024-02-08 01:24:17.000,11.0,6936.0,https://anaconda.org/conda-forge/ploomber,2024-02-09 04:33:54.315,91071.0,3.0,,,,,,,,,,,,,,,,,, +231,Arctic,man-group/arctic,Arctic is a high performance datastore for numeric data.,,data-containers,https://github.com/man-group/arctic,https://github.com/man-group/arctic,LGPL-2.1,2015-05-29 13:37:30.000,2024-04-08 16:35:28.000,2024-04-08 16:35:28,1185.0,8.0,590,173.0,470.0,96.0,477.0,3036,2024-02-06 09:00:23.000,1.82.2,96.0,85.0,29,False,265.0,244.0,arctic,conda-forge/arctic,,217.0,4853.0,https://pypi.org/project/arctic,2024-02-06 09:00:23.000,21.0,3555.0,https://anaconda.org/conda-forge/arctic,2024-02-15 20:53:28.617,32408.0,3.0,,,,,,,,,,,,,,,,,, +232,gino,python-gino/gino,GINO Is Not ORM - a Python asyncio ORM on SQLAlchemy core.,,db-clients,https://github.com/python-gino/gino,https://github.com/python-gino/gino,BSD-3-Clause,2017-07-21 04:27:01.000,2022-02-12 20:37:35.000,2022-02-12 20:29:45,1128.0,,149,49.0,472.0,58.0,262.0,2652,2020-06-08 23:55:55.000,1.0.1,50.0,46.0,29,False,2462.0,2417.0,gino,,,,23099.0,https://pypi.org/project/gino,2022-02-12 20:37:35.000,45.0,23099.0,,,,3.0,,,,,,,,,,,,,,,,,, +233,addict,mewwts/addict,The Python Dict thats better than heroin.,,data-structures,https://github.com/mewwts/addict,https://github.com/mewwts/addict,MIT,2014-12-10 06:55:25.000,2023-06-16 13:23:44.905,2021-01-05 07:16:38,229.0,,130,57.0,73.0,21.0,64.0,2445,2020-11-21 16:21:29.000,2.4.0,31.0,31.0,29,False,10311.0,9935.0,addict,conda-forge/addict,,21.0,3093917.0,https://pypi.org/project/addict,2020-11-21 16:21:29.000,376.0,3089215.0,https://anaconda.org/conda-forge/addict,2023-06-16 13:23:44.905,446733.0,2.0,,,,,,,,,,,,,,,,,, +234,pyscaffold,pyscaffold/pyscaffold,Python project template generator with batteries included.,,others,https://github.com/pyscaffold/pyscaffold,https://github.com/pyscaffold/pyscaffold,MIT,2014-04-02 07:01:57.000,2024-05-27 17:01:38.000,2023-06-20 15:54:36,2284.0,,179,38.0,374.0,39.0,264.0,2035,2023-06-20 16:24:20.000,4.5,181.0,58.0,29,True,43.0,,pyscaffold,conda-forge/pyscaffold,,,879746.0,https://pypi.org/project/pyscaffold,2023-06-20 16:26:01.674,43.0,875291.0,https://anaconda.org/conda-forge/pyscaffold,2023-06-26 09:14:52.945,187125.0,3.0,,,,,,,,,,,,,,,,,, +235,gin-config,google/gin-config,Gin provides a lightweight configuration framework for Python.,,configuration,https://github.com/google/gin-config,https://github.com/google/gin-config,Apache-2.0,2018-06-27 20:21:12.000,2024-06-03 10:46:55.000,2024-02-05 23:05:20,157.0,,120,22.0,113.0,53.0,42.0,2007,2021-11-03 09:30:11.939,0.5.0,12.0,24.0,29,True,8760.0,8688.0,gin-config,conda-forge/gin-config,,,267947.0,https://pypi.org/project/gin-config,2021-11-03 09:30:11.939,72.0,267433.0,https://anaconda.org/conda-forge/gin-config,2023-06-16 19:19:13.290,25213.0,3.0,,,,,,,,,,,,,,,,,, +236,python-benedict,fabiocaccamo/python-benedict,"dict subclass with keylist/keypath support, built-in I/O operations (base64, csv, html, ini, json, pickle, plist,..",,data-structures,https://github.com/fabiocaccamo/python-benedict,https://github.com/fabiocaccamo/python-benedict,MIT,2019-05-17 11:13:40.000,2024-06-03 17:04:54.000,2024-05-15 13:26:54,875.0,15.0,48,12.0,305.0,20.0,93.0,1433,2024-03-04 23:25:39.000,0.33.2,65.0,7.0,29,True,1738.0,1671.0,python-benedict,conda-forge/python-benedict,,,624923.0,https://pypi.org/project/python-benedict,2024-03-04 23:25:39.000,67.0,621213.0,https://anaconda.org/conda-forge/python-benedict,2024-03-05 07:34:03.986,159534.0,2.0,,,,,,,,,,,,,,,,,, +237,piccolos,piccolo-orm/piccolo,"A fast, user friendly ORM and query builder which supports asyncio.",,db-clients,https://github.com/piccolo-orm/piccolo,https://github.com/piccolo-orm/piccolo,MIT,2018-10-27 20:53:26.000,2024-06-03 23:33:34.000,2024-06-03 23:33:34,1778.0,32.0,85,15.0,467.0,130.0,264.0,1294,2024-05-31 11:54:01.000,1.7.0,259.0,43.0,29,True,379.0,363.0,piccolo,,,,18769.0,https://pypi.org/project/piccolo,2024-05-31 11:54:01.000,16.0,18769.0,,,,3.0,,,,,,,,,,,,,,,,,, +238,sqlitedict,RaRe-Technologies/sqlitedict,"Persistent dict, backed by sqlite3 and pickle, multithread-safe.",,data-structures,https://github.com/piskvorky/sqlitedict,https://github.com/piskvorky/sqlitedict,Apache-2.0,2011-07-19 14:09:09.000,2023-09-22 23:15:25.865,2022-12-03 13:41:59,312.0,,130,32.0,74.0,30.0,70.0,1131,2022-12-03 13:40:54.000,2.1.0,21.0,40.0,29,False,5560.0,5351.0,sqlitedict,conda-forge/sqlitedict,,,545516.0,https://pypi.org/project/sqlitedict,2022-12-03 13:40:11.241,209.0,543047.0,https://anaconda.org/conda-forge/sqlitedict,2023-09-22 23:15:25.865,111132.0,2.0,,,,,,,,,,,,,piskvorky/sqlitedict,,,,, +239,redis-py-cluster,grokzen/redis-py-cluster,Python cluster client for the official redis cluster. Redis 3.0+.,,db-clients,https://github.com/Grokzen/redis-py-cluster,https://github.com/Grokzen/redis-py-cluster,MIT,2013-05-21 06:41:34.000,2023-08-24 14:35:55.000,2022-03-12 11:50:41,744.0,,317,52.0,211.0,31.0,269.0,1092,2021-05-30 09:23:19.000,2.1.3,19.0,72.0,29,False,2088.0,1962.0,redis-py-cluster,,,4258.0,2080271.0,https://pypi.org/project/redis-py-cluster,2021-05-30 09:21:45.000,126.0,2080234.0,,,,3.0,,,,,,,,,,,,,,,,,, +240,pyahocorasick,WojciechMula/pyahocorasick,Python module (C extension and plain python) implementing Aho-Corasick algorithm.,,text,https://github.com/WojciechMula/pyahocorasick,https://github.com/WojciechMula/pyahocorasick,BSD-3-Clause,2013-05-30 19:55:46.000,2024-03-21 16:14:48.514,2024-03-21 10:53:44,530.0,10.0,120,22.0,63.0,24.0,106.0,904,2024-03-21 13:30:45.000,2.1.0,30.0,30.0,29,True,2961.0,2825.0,pyahocorasick,conda-forge/pyahocorasick,,50.0,830606.0,https://pypi.org/project/pyahocorasick,2024-03-21 13:27:31.000,136.0,825512.0,https://anaconda.org/conda-forge/pyahocorasick,2024-03-21 16:14:48.514,224071.0,3.0,,,,,,,,,,,,,,,,,, +241,natsort,SethMMorton/natsort,Simple yet flexible natural sorting in Python.,,utilities,https://github.com/SethMMorton/natsort,https://github.com/SethMMorton/natsort,MIT,2012-05-03 02:58:47.000,2024-03-04 16:27:59.000,2024-03-04 16:27:40,1010.0,,50,16.0,76.0,2.0,92.0,863,2023-06-20 04:19:05.975,8.4.0,59.0,22.0,29,True,30724.0,29389.0,natsort,conda-forge/natsort,,,4941051.0,https://pypi.org/project/natsort,2023-06-20 04:19:05.975,1335.0,4903323.0,https://anaconda.org/conda-forge/natsort,2023-06-20 12:15:21.880,1622310.0,3.0,,,,,,,,,,,,,,,,,, +242,parsedatetime,bear/parsedatetime,Parse human-readable date/time strings.,,date-time-utils,https://github.com/bear/parsedatetime,https://github.com/bear/parsedatetime,Apache-2.0,2012-09-12 06:44:45.000,2024-06-05 17:06:12.000,2021-11-20 18:05:09,427.0,,106,28.0,126.0,66.0,96.0,692,2020-05-31 23:52:03.000,2.6,17.0,55.0,29,False,10841.0,10677.0,parsedatetime,conda-forge/parsedatetime,,,7291684.0,https://pypi.org/project/parsedatetime,2020-05-31 23:50:56.000,164.0,7289545.0,https://anaconda.org/conda-forge/parsedatetime,2023-06-16 13:20:07.222,198942.0,3.0,,,,,,,,,,,,,,,,,, +243,pysolr,django-haystack/pysolr,Pysolr Python Solr client.,,db-clients,https://github.com/django-haystack/pysolr,https://github.com/django-haystack/pysolr,BSD-3-Clause,2009-07-01 17:54:08.000,2024-06-03 22:31:18.000,2024-05-21 16:08:04,587.0,15.0,337,36.0,320.0,28.0,127.0,659,2020-04-17 20:27:24.000,3.9.0,37.0,72.0,29,True,3502.0,3448.0,pysolr,conda-forge/pysolr,,,285955.0,https://pypi.org/project/pysolr,2023-10-13 15:38:59.000,54.0,285572.0,https://anaconda.org/conda-forge/pysolr,2023-06-16 13:19:59.904,33736.0,3.0,,,,,,,,,,,,,,,,,, +244,beaker,bbangert/beaker,WSGI middleware for sessions and caching.,,caching,https://github.com/bbangert/beaker,https://github.com/bbangert/beaker,BSD-3-Clause,2011-10-16 17:48:39.000,2024-04-12 06:44:35.747,2024-04-11 20:27:23,825.0,7.0,144,24.0,109.0,75.0,61.0,513,2024-04-11 20:53:40.000,1.13.0,62.0,91.0,29,True,5441.0,5363.0,beaker,conda-forge/beaker,,,223707.0,https://pypi.org/project/beaker,2024-04-11 20:32:36.000,78.0,219521.0,https://anaconda.org/conda-forge/beaker,2024-04-12 06:44:35.747,75359.0,3.0,,,,,,,,,,,,,,,,,, +245,python-rapidjson,python-rapidjson/python-rapidjson,Python wrapper around rapidjson.,,serialization,https://github.com/python-rapidjson/python-rapidjson,https://github.com/python-rapidjson/python-rapidjson,MIT,2015-09-09 04:02:42.000,2024-05-20 17:15:46.000,2024-05-18 14:04:45,745.0,10.0,47,11.0,94.0,14.0,100.0,494,2020-11-16 12:53:09.000,0.9.4,65.0,23.0,29,True,5703.0,5466.0,python-rapidjson,conda-forge/python-rapidjson,,,2031647.0,https://pypi.org/project/python-rapidjson,2024-05-18 11:50:16.000,237.0,1992860.0,https://anaconda.org/conda-forge/python-rapidjson,2024-05-18 18:39:30.863,1706657.0,3.0,,,,,,,,,,,,,,,,,, +246,rsa,sybrenstuvel/python-rsa,Python-RSA is a pure-Python RSA implementation.,,cryptography,https://github.com/sybrenstuvel/python-rsa,https://github.com/sybrenstuvel/python-rsa,Apache-2.0,2016-01-21 12:53:34.000,2024-01-30 12:10:45.000,2024-01-30 12:10:45,603.0,,104,11.0,116.0,20.0,107.0,474,2021-02-24 10:55:03.000,4.7.2,36.0,43.0,29,True,1427.0,,rsa,conda-forge/rsa,,,200554448.0,https://pypi.org/project/rsa,2022-07-20 10:30:05.832,1427.0,200407027.0,https://anaconda.org/conda-forge/rsa,2023-06-16 13:14:30.533,14005011.0,3.0,,,,,,,,,,,,,,,,,, +247,isodate,gweis/isodate,ISO 8601 date/time parser.,,date-time-utils,https://github.com/gweis/isodate,https://github.com/gweis/isodate,BSD-3-Clause,2012-10-29 23:32:06.000,2023-09-22 11:02:04.000,2022-03-13 00:04:41,186.0,,55,9.0,46.0,24.0,21.0,141,2021-12-13 20:28:29.000,0.6.1,16.0,24.0,29,False,65672.0,64869.0,isodate,conda-forge/isodate,,,106202214.0,https://pypi.org/project/isodate,2021-12-13 20:28:29.000,803.0,106152510.0,https://anaconda.org/conda-forge/isodate,2023-06-16 13:15:39.073,4920710.0,3.0,,,,,,,,,,,,,,,,,, +248,sklearn-pandas,scikit-learn-contrib/sklearn-pandas,Pandas integration with sklearn.,,data-containers,https://github.com/scikit-learn-contrib/sklearn-pandas,https://github.com/scikit-learn-contrib/sklearn-pandas,Zlib,2013-04-22 22:55:20.000,2023-06-16 19:23:51.805,2022-07-17 20:23:59,289.0,,417,94.0,110.0,38.0,127.0,2790,2021-05-08 08:32:08.000,2.1.0,27.0,39.0,28,False,7888.0,7808.0,sklearn-pandas,conda-forge/sklearn-pandas,"['sklearn', 'pandas']",,198523.0,https://pypi.org/project/sklearn-pandas,2021-05-08 08:14:28.000,80.0,196872.0,https://anaconda.org/conda-forge/sklearn-pandas,2023-06-16 19:23:51.805,71013.0,3.0,,,,,,,,,,,,,,,,,, +249,glom,mahmoud/glom,"Pythons nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it!.",,data-structures,https://github.com/mahmoud/glom,https://github.com/mahmoud/glom,BSD-3-Clause,2018-04-18 06:03:24.000,2024-01-30 09:45:56.000,2024-01-12 18:17:04,1027.0,,60,22.0,110.0,113.0,78.0,1839,2023-11-27 00:23:41.000,23.5.0,26.0,23.0,28,True,1735.0,1561.0,glom,conda-forge/glom,,,2137021.0,https://pypi.org/project/glom,2023-11-27 00:23:41.000,174.0,2136273.0,https://anaconda.org/conda-forge/glom,2023-11-27 03:39:19.967,34427.0,3.0,,,,,,,,,,,,,,,,,, +250,datatable,h2oai/datatable,A Python package for manipulating 2-dimensional tabular data structures.,,data-containers,https://github.com/h2oai/datatable,https://github.com/h2oai/datatable,MPL-2.0,2017-03-03 02:32:59.000,2023-12-01 22:47:14.000,2023-12-01 22:46:33,2245.0,,154,94.0,1935.0,173.0,1338.0,1798,2023-12-01 22:24:23.000,1.1.0,17.0,37.0,28,True,45.0,,datatable,conda-forge/datatable,,2389.0,53989.0,https://pypi.org/project/datatable,2023-12-01 21:51:48.000,45.0,53348.0,https://anaconda.org/conda-forge/datatable,2023-06-16 19:24:06.884,25723.0,3.0,,,,,,,,,,,,,,,,,, +251,mleap,combust/mleap,MLeap: Deploy ML Pipelines to Production.,,data-pipelines,https://github.com/combust/mleap,https://github.com/combust/mleap,Apache-2.0,2016-08-23 03:51:03.000,2023-11-15 02:56:51.594,2023-11-14 16:46:40,1033.0,,313,69.0,401.0,111.0,367.0,1498,2023-11-14 16:59:33.000,0.23.1,15.0,85.0,28,True,237.0,226.0,mleap,conda-forge/mleap,,,168667.0,https://pypi.org/project/mleap,2023-11-14 16:56:53.000,11.0,167010.0,https://anaconda.org/conda-forge/mleap,2023-11-15 02:56:51.594,81229.0,3.0,,,,,,,,,,,,,,,,,, +252,asyncer,tiangolo/asyncer,"Asyncer, async and await, focused on developer experience.",,async,https://github.com/tiangolo/asyncer,https://github.com/tiangolo/asyncer,MIT,2022-01-04 21:14:39.000,2024-06-03 20:37:49.000,2024-05-23 21:07:11,203.0,25.0,47,16.0,151.0,16.0,4.0,1481,2024-04-30 06:25:58.000,0.0.7,10.0,15.0,28,True,4003.0,3888.0,asyncer,conda-forge/asyncer,,,207676.0,https://pypi.org/project/asyncer,2024-04-30 06:25:58.000,115.0,207386.0,https://anaconda.org/conda-forge/asyncer,2024-04-30 11:44:15.290,8435.0,3.0,,,,,,,,,,,,,,,,,, +253,blessings,erikrose/blessings,"A thin, practical wrapper around terminal capabilities in Python.",,cli-helpers,https://github.com/erikrose/blessings,https://github.com/erikrose/blessings,MIT,2011-11-07 10:09:09.000,2023-09-24 14:42:21.794,2020-10-20 23:43:16,177.0,,136,33.0,80.0,35.0,54.0,1428,2018-01-03 17:03:36.000,1.6.1,10.0,16.0,28,False,10278.0,9827.0,blessings,conda-forge/blessings,,,1014533.0,https://pypi.org/project/blessings,2018-06-21 14:00:07.000,451.0,1008358.0,https://anaconda.org/conda-forge/blessings,2023-09-24 14:42:21.794,296434.0,3.0,,,,,,,,,,,,,,,,,, +254,pandasql,yhat/pandasql,sqldf for pandas.,,data-containers,https://github.com/yhat/pandasql,https://github.com/yhat/pandasql,MIT,2013-02-18 01:53:56.000,2024-04-07 08:26:45.000,2017-02-01 15:40:30,127.0,,175,49.0,35.0,59.0,25.0,1307,2016-04-20 21:52:36.000,0.7.3,31.0,15.0,28,False,3039.0,2974.0,pandasql,conda-forge/pandasql,['pandas'],,1541575.0,https://pypi.org/project/pandasql,2016-04-20 21:52:36.000,65.0,1528387.0,https://anaconda.org/conda-forge/pandasql,2023-06-16 19:26:22.929,474774.0,3.0,,,,,,,,,,,,,,,,,, +255,ConfigArgParse,bw2/ConfigArgParse,A drop-in replacement for argparse that allows options to also be set via config files and/or environment variables.,,cli-helpers,https://github.com/bw2/ConfigArgParse,https://github.com/bw2/ConfigArgParse,MIT,2014-06-25 00:27:02.000,2024-04-22 22:10:01.000,2023-07-23 14:40:17,372.0,,117,18.0,95.0,72.0,127.0,705,2023-07-23 16:18:40.000,1.7,28.0,53.0,28,True,17118.0,16549.0,configargparse,conda-forge/configargparse,,,4665774.0,https://pypi.org/project/configargparse,2023-07-23 16:20:03.000,569.0,4644318.0,https://anaconda.org/conda-forge/configargparse,2023-07-23 18:50:20.218,858248.0,3.0,,,,,,,,,,,,,,,,,, +256,scandir,benhoyt/scandir,"Better directory iterator and faster os.walk(), now in the Python 3.5 stdlib.",,file-path-utils,https://github.com/benhoyt/scandir,https://github.com/benhoyt/scandir,BSD-3-Clause,2013-05-13 08:14:57.000,2023-09-23 13:17:22.493,2023-08-29 09:32:19,456.0,,69,23.0,49.0,6.0,90.0,527,2019-03-09 18:00:51.000,1.10.0,16.0,23.0,28,True,15644.0,15435.0,scandir,conda-forge/scandir,,,3244382.0,https://pypi.org/project/scandir,2019-03-09 17:58:19.000,209.0,3212535.0,https://anaconda.org/conda-forge/scandir,2023-09-23 13:17:22.493,1401276.0,3.0,,,,,,,,,,,,,,,,,, +257,umongo,Scille/umongo,"sync/async MongoDB ODM, yes.",,db-clients,https://github.com/Scille/umongo,https://github.com/Scille/umongo,MIT,2016-03-09 16:34:42.000,2024-04-30 10:50:33.000,2022-09-21 15:09:58,824.0,,64,15.0,184.0,45.0,157.0,443,2021-12-23 08:52:40.000,3.1.0,53.0,15.0,28,False,20276.0,20267.0,umongo,conda-forge/umongo,,,64105.0,https://pypi.org/project/umongo,2021-12-23 08:52:40.000,9.0,63902.0,https://anaconda.org/conda-forge/umongo,2023-06-16 19:27:25.829,6714.0,3.0,,,,,,,,,,,,,,,,,, +258,srsly,explosion/srsly,"Modern high-performance serialization utilities for Python (JSON, MessagePack, Pickle).",,serialization,https://github.com/explosion/srsly,https://github.com/explosion/srsly,MIT,2018-12-01 03:21:56.000,2024-04-11 11:08:54.000,2024-04-11 11:08:54,309.0,1.0,30,9.0,79.0,4.0,26.0,415,2023-09-22 06:17:50.000,2.4.8,41.0,15.0,28,True,45195.0,45026.0,srsly,conda-forge/srsly,,,10740078.0,https://pypi.org/project/srsly,2023-09-22 06:16:00.000,169.0,10709066.0,https://anaconda.org/conda-forge/srsly,2023-09-25 15:16:18.183,1488603.0,3.0,,,,,,,,,,,,,,,,,, +259,configobj,DiffSK/configobj,Python 3+ compatible port of the configobj library.,,configuration,https://github.com/DiffSK/configobj,https://github.com/DiffSK/configobj,BSD-3-Clause,2014-01-14 02:30:17.000,2024-01-27 16:32:16.000,2023-01-18 22:27:43,225.0,,74,19.0,88.0,74.0,96.0,312,2023-01-19 17:59:27.000,5.0.8,18.0,9.0,28,False,36575.0,36022.0,configobj,conda-forge/configobj,,644.0,3369156.0,https://pypi.org/project/configobj,2023-01-18 22:36:00.791,553.0,3357743.0,https://anaconda.org/conda-forge/configobj,2023-06-16 16:09:17.495,810021.0,3.0,,,,,,,,,,,,,,,,,, +260,ordered-set,rspeer/ordered-set,A mutable set that remembers the order of its entries. One of Pythons missing data types.,,data-structures,https://github.com/rspeer/ordered-set,https://github.com/rspeer/ordered-set,MIT,2012-08-17 21:55:21.000,2023-07-12 11:50:40.000,2022-09-06 13:48:27,162.0,,45,30.0,53.0,11.0,35.0,207,2022-01-26 14:38:48.000,4.1.0,18.0,19.0,28,False,16966.0,16470.0,ordered-set,conda-forge/ordered-set,,,14620916.0,https://pypi.org/project/ordered-set,2022-01-26 14:38:48.000,496.0,14615547.0,https://anaconda.org/conda-forge/ordered-set,2023-06-16 13:16:17.227,526189.0,3.0,,,,,,,,,,,,,,,,,, +261,cloudant,cloudant/python-cloudant,A Python library for Cloudant and CouchDB.,,db-clients,https://github.com/cloudant/python-cloudant,https://github.com/cloudant/python-cloudant,Apache-2.0,2015-08-28 16:22:49.000,2023-06-16 13:24:16.388,2022-03-10 16:40:38,835.0,,55,104.0,266.0,,248.0,163,2021-08-26 11:18:59.000,2.15.0,47.0,32.0,28,False,2302.0,2268.0,cloudant,conda-forge/cloudant,,,903729.0,https://pypi.org/project/cloudant,2021-08-26 11:14:04.000,34.0,902502.0,https://anaconda.org/conda-forge/cloudant,2023-06-16 13:24:16.388,114202.0,3.0,,,,,,,,,,,,,,,,,, +262,contextlib2,jazzband/contextlib2,contextlib2 is a backport of the standard librarys contextlib module to earlier Python versions.,,compatibility,https://github.com/jazzband/contextlib2,https://github.com/jazzband/contextlib2,psfrag,2016-02-23 08:51:49.209,2024-05-23 08:06:24.000,2024-05-23 08:06:18,184.0,13.0,14,9.0,31.0,3.0,26.0,38,2021-06-27 06:54:20.000,21.6.0,14.0,16.0,28,False,78365.0,77961.0,contextlib2,conda-forge/contextlib2,,,11466167.0,https://pypi.org/project/contextlib2,2021-06-27 06:54:20.000,404.0,11453588.0,https://anaconda.org/conda-forge/contextlib2,2023-06-16 13:15:19.491,1257923.0,3.0,,,,,,,,,,,,,,,,,, +263,PDFMiner,euske/pdfminer,Python PDF Parser (Not actively maintained). Check out pdfminer.six.,,data-loading,https://github.com/euske/pdfminer,https://github.com/euske/pdfminer,MIT,2010-12-12 12:50:22.000,2023-12-02 01:20:30.075,2020-01-18 07:00:32,540.0,,1127,221.0,90.0,243.0,43.0,5220,,,41.0,28.0,27,False,180.0,20.0,pdfminer,conda-forge/pdfminer,,,195962.0,https://pypi.org/project/pdfminer,2021-12-15 14:45:46.670,160.0,195559.0,https://anaconda.org/conda-forge/pdfminer,2023-06-16 13:18:10.043,37966.0,3.0,,,,,,,,,,,,,,,,,, +264,textract,deanmalmgren/textract,extract text from any document. no muss. no fuss.,,data-loading,https://github.com/deanmalmgren/textract,https://github.com/deanmalmgren/textract,MIT,2014-07-03 20:36:59.000,2024-06-04 11:02:04.000,2024-03-10 11:53:20,588.0,3.0,577,83.0,274.0,131.0,130.0,3812,2022-03-10 10:49:30.000,1.6.5,18.0,41.0,27,True,58.0,,textract,conda-forge/textract,,,290884.0,https://pypi.org/project/textract,2022-03-10 10:49:30.000,58.0,290624.0,https://anaconda.org/conda-forge/textract,2023-06-16 13:16:57.664,24240.0,3.0,,,,,,,,,,,,,,,,,, +265,PandaralΒ·lel,nalepae/pandarallel,A simple and efficient tool to parallelize Pandas operations on all availableCPUs.,,data-containers,https://github.com/nalepae/pandarallel,https://github.com/nalepae/pandarallel,BSD-3-Clause,2019-03-10 11:58:29.000,2024-04-27 09:49:41.000,2024-02-16 08:07:34,193.0,,203,26.0,55.0,91.0,133.0,3550,2023-05-02 20:45:04.130,1.6.5,41.0,26.0,27,True,91.0,,pandarallel,conda-forge/pandarallel,"['pandas', 'jupyter']",,421672.0,https://pypi.org/project/pandarallel,2023-05-02 20:45:04.130,91.0,419094.0,https://anaconda.org/conda-forge/pandarallel,2023-06-16 19:26:14.698,92819.0,3.0,,,,,,,,,,,,,,,,,, +266,img2dataset,rom1504/img2dataset,"Easily turn large sets of image urls to an image dataset. Can download, resize and package 100M urls in 20h on one..",,data-loading,https://github.com/rom1504/img2dataset,https://github.com/rom1504/img2dataset,MIT,2021-08-11 20:20:15.000,2024-05-24 21:18:21.000,2024-02-22 00:19:37,309.0,,309,30.0,174.0,108.0,141.0,3359,2024-01-22 22:08:37.000,1.45.0,88.0,34.0,27,True,155.0,153.0,img2dataset,,,1749.0,21681.0,https://pypi.org/project/img2dataset,2024-01-22 22:08:37.000,2.0,21630.0,,,,3.0,,,,,,,,,,,,,,,,,, +267,PyFunctional,EntilZha/PyFunctional,Python library for creating data pipelines with chain functional programming.,,data-pipelines,https://github.com/EntilZha/PyFunctional,https://github.com/EntilZha/PyFunctional,MIT,2015-02-05 17:17:51.000,2024-05-01 20:00:34.000,2024-03-13 17:37:14,539.0,2.0,134,47.0,66.0,14.0,124.0,2353,2024-03-13 17:36:36.000,1.5.0,15.0,31.0,27,True,826.0,799.0,pyfunctional,,,,174080.0,https://pypi.org/project/pyfunctional,2024-03-13 17:36:36.000,27.0,174080.0,,,,3.0,,,,,,,,,,,,,,,,,, +268,retrying,rholder/retrying,"Retrying is an Apache 2.0 licensed general-purpose retrying library, written in Python, to simplify the task of adding..",,utilities,https://github.com/rholder/retrying,https://github.com/rholder/retrying,Apache-2.0,2013-01-22 06:13:26.000,2023-06-16 13:16:57.052,2016-06-07 04:02:12,95.0,,161,29.0,48.0,51.0,14.0,1906,2022-11-25 09:59:05.174,1.3.4,12.0,15.0,27,False,871.0,,retrying,conda-forge/retrying,,,13137612.0,https://pypi.org/project/retrying,2022-11-25 09:59:05.174,871.0,13119435.0,https://anaconda.org/conda-forge/retrying,2023-06-16 13:16:57.052,1690512.0,3.0,,,,,,,,,,,,,,,,,, +269,mongo-connector,yougov/mongo-connector,MongoDB data stream pipeline tools by YouGov (adopted from MongoDB).,,db-clients,https://github.com/yougov/mongo-connector,https://github.com/yougov/mongo-connector,Apache-2.0,2012-08-09 23:39:36.000,2024-03-27 15:59:35.000,2018-12-05 18:23:06,1112.0,,478,97.0,185.0,262.0,506.0,1874,2018-12-05 19:18:21.000,3.1.1,51.0,62.0,27,False,198.0,189.0,mongo-connector,,,,4813.0,https://pypi.org/project/mongo-connector,2018-12-05 19:18:21.000,9.0,4813.0,,,,3.0,,,,,,,,,,,,,,,,,, +270,prisma,RobertCraigie/prisma-client-py,Prisma Client Python is an auto-generated and fully type-safe database client designed for ease of use.,,db-clients,https://github.com/RobertCraigie/prisma-client-py,https://github.com/RobertCraigie/prisma-client-py,Apache-2.0,2020-12-16 04:29:28.000,2024-06-06 13:34:34.000,2024-05-30 18:45:50,888.0,22.0,69,17.0,518.0,205.0,187.0,1731,2024-03-24 22:11:15.000,0.13.1,35.0,28.0,27,True,16.0,,prisma,,,,91815.0,https://pypi.org/project/prisma,2024-03-24 22:09:46.000,16.0,91815.0,,,,3.0,,,,,,,,,,,,,,,,,, +271,strictyaml,crdoconnor/strictyaml,Type-safe YAML parser and validator.,,data-validation,https://github.com/crdoconnor/strictyaml,https://github.com/crdoconnor/strictyaml,MIT,2016-06-17 10:56:18.000,2024-03-13 10:53:10.000,2023-05-25 11:08:41,797.0,,61,28.0,41.0,93.0,73.0,1424,2023-03-10 12:50:44.009,1.7.3,84.0,20.0,27,False,2981.0,2595.0,strictyaml,conda-forge/strictyaml,,,2952845.0,https://pypi.org/project/strictyaml,2023-03-10 12:50:44.009,386.0,2949831.0,https://anaconda.org/conda-forge/strictyaml,2023-06-16 16:11:36.373,223100.0,3.0,,,,,,,,,,,,,,,,,, +272,immutables,MagicStack/immutables,A high-performance immutable mapping type for Python.,,data-structures,https://github.com/MagicStack/immutables,https://github.com/MagicStack/immutables,Apache-2.0,2018-03-30 21:24:52.000,2024-06-05 16:42:59.000,2023-08-15 16:33:33,126.0,,54,21.0,72.0,11.0,37.0,1101,2023-08-14 23:38:46.000,0.20,20.0,16.0,27,True,6829.0,6700.0,immutables,conda-forge/immutables,,,1190140.0,https://pypi.org/project/immutables,2023-08-14 23:38:52.000,129.0,1169678.0,https://anaconda.org/conda-forge/immutables,2023-09-25 13:12:03.475,1002679.0,3.0,,,,,,,,,,,,,,,,,, +273,janus,aio-libs/janus,Thread-safe asyncio-aware queue for Python.,,data-structures,https://github.com/aio-libs/janus,https://github.com/aio-libs/janus,Apache-2.0,2015-06-08 15:45:28.000,2024-06-06 04:12:15.000,2024-06-06 04:12:15,761.0,27.0,45,22.0,600.0,9.0,33.0,786,2021-12-17 09:06:26.000,1.0.0,18.0,26.0,27,True,125.0,,janus,conda-forge/janus,,,803386.0,https://pypi.org/project/janus,2021-12-17 09:00:32.000,125.0,803066.0,https://anaconda.org/conda-forge/janus,2023-06-16 16:15:48.451,19205.0,3.0,,,,,,,,,,,,,,,,,, +274,munch,Infinidat/munch,A Munch is a Python dictionary that provides attribute-style access (a la JavaScript objects).,,data-structures,https://github.com/Infinidat/munch,https://github.com/Infinidat/munch,MIT,2012-03-08 21:20:50.000,2024-06-05 07:50:35.000,2023-07-01 09:55:10,181.0,,84,25.0,54.0,9.0,40.0,759,2023-07-01 09:51:02.251,4.0.0,16.0,27.0,27,True,538.0,,munch,conda-forge/munch,,,2240116.0,https://pypi.org/project/munch,2023-07-01 09:51:02.251,538.0,1935691.0,https://anaconda.org/conda-forge/munch,2023-07-02 17:22:14.661,3957533.0,3.0,,,,,,,,,,,,,,,,,, +275,HappyBase,python-happybase/happybase,A developer-friendly Python library to interact with Apache HBase.,,db-clients,https://github.com/python-happybase/happybase,https://github.com/python-happybase/happybase,MIT,2012-05-20 20:06:10.000,2023-12-04 07:22:12.000,2023-12-04 07:22:12,287.0,,162,35.0,50.0,34.0,184.0,609,2019-05-14 14:17:26.000,1.2.0,12.0,21.0,27,True,897.0,862.0,happybase,conda-forge/happybase,,,39798.0,https://pypi.org/project/happybase,2019-05-14 14:17:26.000,35.0,38110.0,https://anaconda.org/conda-forge/happybase,2023-06-16 13:16:41.411,162117.0,3.0,,,,,,,,,,,,,,,,,, +276,dataclasses,ericvsmith/dataclasses,A backport of the dataclasses module for Python 3.6.,,compatibility,https://github.com/ericvsmith/dataclasses,https://github.com/ericvsmith/dataclasses,Apache-2.0,2017-05-19 20:46:27.000,2023-06-16 16:08:32.190,2022-03-22 00:57:51,290.0,,51,12.0,49.0,8.0,116.0,583,,,8.0,12.0,27,False,66451.0,63056.0,dataclasses,conda-forge/dataclasses,,,13271405.0,https://pypi.org/project/dataclasses,2020-11-13 14:40:29.000,3395.0,13108927.0,https://anaconda.org/conda-forge/dataclasses,2023-06-16 16:08:32.190,11860939.0,3.0,,,,,,,,,,,,,,,,,, +277,pylibmc,lericson/pylibmc,A Python wrapper around the libmemcached interface from TangentOrg.,,caching,https://github.com/lericson/pylibmc,https://github.com/lericson/pylibmc,BSD-3-Clause,2009-07-31 19:51:02.000,2023-10-11 13:20:31.000,2023-10-11 13:20:31,625.0,,134,13.0,94.0,22.0,172.0,478,2022-08-30 07:35:04.550,1.6.3,44.0,54.0,27,True,5156.0,5077.0,pylibmc,conda-forge/pylibmc,,612.0,250264.0,https://pypi.org/project/pylibmc,2022-08-30 07:35:04.550,79.0,245046.0,https://anaconda.org/conda-forge/pylibmc,2023-09-26 12:45:17.548,228417.0,3.0,,,,,,,,,,,,,,,,,, +278,StaticFrame,InvestmentSystems/static-frame,Immutable and statically-typeable DataFrames with runtime type and data validation.,,data-containers,https://github.com/static-frame/static-frame,https://github.com/static-frame/static-frame,MIT,2018-01-03 15:07:52.000,2024-06-04 17:56:00.000,2024-05-21 14:30:23,7370.0,159.0,33,10.0,295.0,46.0,586.0,407,2024-05-21 15:48:53.000,2.7.0,205.0,23.0,27,True,26.0,22.0,static-frame,conda-forge/static-frame,,,13024.0,https://pypi.org/project/static-frame,2024-05-21 15:48:53.000,4.0,6107.0,https://anaconda.org/conda-forge/static-frame,2024-05-21 21:56:58.768,338973.0,3.0,,,,,,,,,,,,,static-frame/static-frame,,,,, +279,Send2Trash,arsenetar/send2trash,Python library to natively send files to Trash (or Recycle bin) on all platforms.,,others,https://github.com/arsenetar/send2trash,https://github.com/arsenetar/send2trash,BSD-3-Clause,2013-07-19 22:13:14.000,2024-04-08 14:18:48.556,2024-04-06 23:53:45,171.0,5.0,41,8.0,32.0,29.0,31.0,260,2024-04-07 00:01:07.000,1.8.3,19.0,17.0,27,True,486.0,,send2trash,conda-forge/send2trash,,,21162817.0,https://pypi.org/project/send2trash,2024-04-07 00:01:07.000,486.0,20771098.0,https://anaconda.org/conda-forge/send2trash,2024-04-08 14:18:48.556,14101909.0,3.0,,,,,,,,,,,,,,,,,, +280,tabulator-py,frictionlessdata/tabulator-py,Python library for reading and writing tabular data via streams.,,data-loading,https://github.com/frictionlessdata/tabulator-py,https://github.com/frictionlessdata/tabulator-py,MIT,2015-08-24 05:34:38.000,2023-06-16 13:23:28.967,2021-03-22 13:33:48,657.0,,42,21.0,162.0,,178.0,235,2023-12-02 01:27:27.146,0.3.2,142.0,27.0,27,False,1390.0,1353.0,tabulator,conda-forge/tabulator-py,,,150824.0,https://pypi.org/project/tabulator,2021-03-21 07:47:00.000,37.0,150156.0,https://anaconda.org/conda-forge/tabulator-py,2023-06-16 13:23:28.967,56168.0,3.0,,,,,,,,,,,,,,,,,, +281,futures,agronholm/pythonfutures,Backport of the concurrent.futures package to Python 2.6 and 2.7.,,compatibility,https://github.com/agronholm/pythonfutures,https://github.com/agronholm/pythonfutures,Python-2.0,2015-03-13 23:36:07.000,2023-06-16 13:22:39.764,2022-10-31 21:33:46,128.0,,51,11.0,28.0,7.0,67.0,233,2022-10-31 21:42:18.266,3.4.0,25.0,19.0,27,False,40928.0,39963.0,futures,conda-forge/futures,,,6451883.0,https://pypi.org/project/futures,2022-10-31 21:42:18.266,965.0,6438328.0,https://anaconda.org/conda-forge/futures,2023-06-16 13:22:39.764,1274241.0,3.0,,,,,,,,,,,,,,,,,, +282,pathlib2,jazzband/pathlib2,Backport of pathlib aiming to support the full stdlib Python API.,,compatibility,https://github.com/jazzband/pathlib2,https://github.com/jazzband/pathlib2,MIT,2014-10-18 08:28:33.000,2023-09-29 07:38:26.000,2023-07-06 18:56:38,494.0,,31,8.0,47.0,7.0,36.0,81,2022-02-08 12:42:21.000,2.3.7,15.0,16.0,27,False,60841.0,60100.0,pathlib2,conda-forge/pathlib2,,,8181973.0,https://pypi.org/project/pathlib2,2022-02-10 18:01:07.000,741.0,8118397.0,https://anaconda.org/conda-forge/pathlib2,2023-09-23 10:48:23.469,2733798.0,3.0,,,,,,,,,,,,,,,,,, +283,flexx,flexxui/flexx,Write desktop and web apps in pure Python.,,gui-dev,https://github.com/flexxui/flexx,https://github.com/flexxui/flexx,BSD-2-Clause,2014-09-03 08:38:00.000,2024-01-06 22:16:29.000,2024-01-06 22:16:26,1939.0,,260,138.0,291.0,91.0,366.0,3224,2022-04-12 19:13:11.000,0.8.4,17.0,37.0,26,True,144.0,137.0,flexx,conda-forge/flexx,,,1927.0,https://pypi.org/project/flexx,2022-04-12 19:13:11.000,7.0,810.0,https://anaconda.org/conda-forge/flexx,2023-06-16 13:18:01.276,106136.0,3.0,,,,,,,,,,,,,,,,,, +284,swifter,jmcarpenter2/swifter,A package which efficiently applies any function to a pandas dataframe or series in the fastest available manner.,,data-containers,https://github.com/jmcarpenter2/swifter,https://github.com/jmcarpenter2/swifter,MIT,2018-04-07 21:37:19.000,2024-03-20 17:02:58.000,2024-03-14 17:58:34,495.0,1.0,101,30.0,84.0,20.0,128.0,2480,2023-07-31 18:46:53.000,1.4.0,86.0,18.0,26,True,1396.0,1344.0,swifter,conda-forge/swifter,['pandas'],,726410.0,https://pypi.org/project/swifter,2023-07-31 18:46:53.000,52.0,719250.0,https://anaconda.org/conda-forge/swifter,2023-07-31 21:42:18.659,343720.0,3.0,,,,,,,,,,,,,,,,,, +285,Singer,singer-io/getting-started,"Standard for moving data between databases, web APIs, files, queues, and just about anything else you can think of.",,data-loading,https://github.com/singer-io/getting-started,https://github.com/singer-io/getting-started,AGPL-3.0,2016-10-31 16:53:56.000,2024-03-19 17:59:19.000,2021-04-29 14:20:17,188.0,,144,44.0,53.0,21.0,19.0,1236,2024-03-19 17:59:19.000,6.0.1,108.0,27.0,26,False,283.0,,singer-python,,,,670249.0,https://pypi.org/project/singer-python,2024-03-19 17:59:19.000,283.0,670249.0,,,,3.0,,,,,,,,,,,,,,,,,, +286,parallel-ssh,ParallelSSH/parallel-ssh,Asynchronous parallel SSH client library.,,infrastructure,https://github.com/ParallelSSH/parallel-ssh,https://github.com/ParallelSSH/parallel-ssh,LGPL-2.1,2012-12-24 14:45:36.000,2024-04-09 14:34:03.000,2022-08-23 07:13:04,536.0,,147,41.0,129.0,29.0,203.0,1186,2022-08-20 11:25:27.669,2.12.0,100.0,19.0,26,False,270.0,239.0,parallel-ssh,,,377.0,171524.0,https://pypi.org/project/parallel-ssh,2022-08-20 11:25:27.669,31.0,171521.0,,,,3.0,,,,,,,,,,,,,,,,,, +287,ODMantic,art049/odmantic,Sync and Async ODM (Object Document Mapper) for MongoDB based on python type hints.,,db-clients,https://github.com/art049/odmantic,https://github.com/art049/odmantic,ISC,2020-05-01 13:59:45.000,2024-06-06 04:34:14.000,2024-04-26 23:27:23,559.0,25.0,92,19.0,302.0,89.0,88.0,1001,2024-04-26 23:29:17.000,1.0.2,21.0,19.0,26,True,3285.0,3277.0,odmantic,,,,29729.0,https://pypi.org/project/odmantic,2024-04-26 23:29:17.000,8.0,29729.0,,,,3.0,,,,,,,,,,,,,,,,,, +288,bcolz,Blosc/bcolz,A columnar data container that can be compressed.,,data-containers,https://github.com/Blosc/bcolz,https://github.com/Blosc/bcolz,BSD-3-Clause,2010-08-18 15:27:02.000,2023-06-16 13:23:29.156,2020-09-10 12:12:45,1280.0,,146,61.0,177.0,132.0,122.0,957,2018-04-13 07:44:26.000,1.2.1,23.0,33.0,26,False,2043.0,2000.0,bcolz,conda-forge/bcolz,,,9417.0,https://pypi.org/project/bcolz,2018-04-13 07:44:26.000,43.0,5440.0,https://anaconda.org/conda-forge/bcolz,2023-06-16 13:23:29.156,350003.0,3.0,,,,,,,,,,,,,,,,,, +289,pysimdjson,TkTech/pysimdjson,Python bindings for the simdjson project.,,serialization,https://github.com/TkTech/pysimdjson,https://github.com/TkTech/pysimdjson,MIT,2019-02-22 03:26:04.000,2024-02-06 14:42:12.055,2024-02-05 18:11:24,289.0,,52,9.0,31.0,9.0,78.0,633,2024-02-06 05:16:52.000,6.0.2,36.0,14.0,26,True,1380.0,1331.0,pysimdjson,conda-forge/pysimdjson,,,1123042.0,https://pypi.org/project/pysimdjson,2024-02-06 05:16:52.000,49.0,1120826.0,https://anaconda.org/conda-forge/pysimdjson,2024-02-06 14:42:12.055,97547.0,3.0,,,,,,,,,,,,,,,,,, +290,cachier,shaypal5/cachier,"Persistent, stale-free, local and cross-machine caching for Python functions.",,caching,https://github.com/python-cachier/cachier,https://github.com/python-cachier/cachier,MIT,2016-08-24 13:34:12.000,2024-06-01 21:29:55.000,2024-06-01 21:29:47,330.0,14.0,59,9.0,138.0,22.0,60.0,521,2024-02-26 22:15:41.000,3.0.0,58.0,20.0,26,True,503.0,463.0,cachier,,,17.0,103502.0,https://pypi.org/project/cachier,2024-02-26 22:15:41.000,40.0,103502.0,,,,3.0,,,,,,,,,,,,,python-cachier/cachier,,,,, +291,pyscreenshot,ponty/pyscreenshot,"Python screenshot library, replacement for the Pillow ImageGrab module on Linux.",,others,https://github.com/ponty/pyscreenshot,https://github.com/ponty/pyscreenshot,BSD-2-Clause,2011-02-01 13:02:51.000,2023-11-04 13:29:53.000,2023-03-12 06:38:57,620.0,,91,16.0,26.0,,67.0,495,2018-12-21 10:20:02.000,0.5.1,23.0,25.0,26,False,4824.0,4735.0,pyscreenshot,,,,326335.0,https://pypi.org/project/pyscreenshot,2023-03-12 06:35:43.130,89.0,326335.0,,,,3.0,,,,,,,,,,,,,,,,,, +292,hickle,telegraphic/hickle,a HDF5-based python pickle replacement.,,serialization,https://github.com/telegraphic/hickle,https://github.com/telegraphic/hickle,MIT,2012-05-28 09:04:16.000,2024-03-31 08:25:38.000,2024-03-31 08:03:49,519.0,27.0,71,22.0,73.0,6.0,106.0,484,2024-03-31 15:34:24.000,5.0.3,40.0,26.0,26,True,797.0,758.0,hickle,conda-forge/hickle,,,55850.0,https://pypi.org/project/hickle,2024-03-30 09:15:05.000,39.0,49484.0,https://anaconda.org/conda-forge/hickle,2024-02-14 15:49:17.521,25465.0,3.0,,,,,,,,,,,,,,,,,, +293,catalogue,explosion/catalogue,Super lightweight function registries for your library.,,others,https://github.com/explosion/catalogue,https://github.com/explosion/catalogue,MIT,2019-11-01 14:09:09.000,2024-05-31 15:35:27.000,2024-05-31 15:14:21,124.0,3.0,20,7.0,62.0,6.0,7.0,170,2023-09-25 06:35:10.000,2.0.10,27.0,12.0,26,True,41369.0,41235.0,catalogue,conda-forge/catalogue,,,10990790.0,https://pypi.org/project/catalogue,2023-09-25 06:29:23.000,134.0,10963087.0,https://anaconda.org/conda-forge/catalogue,2023-09-25 07:27:17.870,1302043.0,3.0,,,,,,,,,,,,,,,,,, +294,openpyxl,,A Python library to read/write Excel 2010 xlsx/xlsm files.,,others,,https://openpyxl.readthedocs.io,MIT,2015-11-03 00:22:17.154,2024-05-29 18:12:12.000,,,,0,,,310.0,1857.0,78,2024-05-29 18:12:12.000,3.1.3,106.0,,26,False,6523.0,,openpyxl,openpyxl,,,90399636.0,https://pypi.org/project/openpyxl,2024-05-29 18:12:12.000,6469.0,90397392.0,https://anaconda.org/anaconda/openpyxl,2024-04-29 16:36:18.225,230100.0,3.0,,,,,,,openpyxl/openpyxl-ci,,https://hub.docker.com/r/openpyxl/openpyxl-ci,2018-09-13 18:04:17.646261,,1228.0,,54.0,,https://openpyxl.readthedocs.io/en/stable/,https://foss.heptapod.net/api/graphql::openpyxl/openpyxl,https://foss.heptapod.net/openpyxl/openpyxl +295,powerline-shell,b-ryan/powerline-shell,A beautiful and useful prompt for your shell.,,others,https://github.com/b-ryan/powerline-shell,https://github.com/b-ryan/powerline-shell,MIT,2012-09-09 16:12:53.000,2024-03-19 14:08:57.000,2022-09-22 18:12:11,588.0,,744,147.0,299.0,119.0,176.0,6183,2018-09-16 00:34:48.000,0.7.0,26.0,89.0,25,False,121.0,117.0,powerline-shell,,,,1705.0,https://pypi.org/project/powerline-shell,2018-09-16 00:34:48.000,4.0,1705.0,,,,3.0,,,,,,,,,,,,,,,,,, +296,python-box,cdgriffith/Box,Python dictionaries with advanced dot notation access.,,data-structures,https://github.com/cdgriffith/Box,https://github.com/cdgriffith/Box,MIT,2017-03-11 04:46:51.000,2024-05-21 05:13:56.000,2023-08-26 14:44:06,51.0,,98,35.0,103.0,24.0,140.0,2384,2023-08-26 14:45:52.000,7.1.1,63.0,1.0,25,True,414.0,,python-box,conda-forge/python-box,,39.0,3138705.0,https://pypi.org/project/python-box,2023-08-26 14:45:52.000,414.0,3126793.0,https://anaconda.org/conda-forge/python-box,2023-10-01 20:08:36.105,559884.0,3.0,,,,,,,,,,,,,,,,,, +297,enaml,nucleic/enaml,Declarative User Interfaces for Python.,,gui-dev,https://github.com/nucleic/enaml,https://github.com/nucleic/enaml,,2013-03-06 21:29:01.000,2024-05-30 11:00:26.000,2024-04-24 13:41:08,2743.0,4.0,134,50.0,309.0,45.0,198.0,1514,2023-11-20 17:38:11.000,0.17.0,28.0,39.0,25,False,252.0,231.0,enaml,conda-forge/enaml,,787.0,6432.0,https://pypi.org/project/enaml,2023-11-20 17:25:19.000,21.0,2799.0,https://anaconda.org/conda-forge/enaml,2024-05-15 13:21:39.118,173972.0,3.0,,,,,,,,,,,,,,,,,, +298,streamparse,Parsely/streamparse,"Run Python in Apache Storm topologies. Pythonic API, CLI tooling, and a topology DSL.",,data-pipelines,https://github.com/pystorm/streamparse,https://github.com/pystorm/streamparse,Apache-2.0,2014-05-02 20:33:50.000,2024-04-29 13:25:56.000,2024-04-21 15:56:01,1072.0,1.0,221,103.0,176.0,71.0,264.0,1493,2022-01-10 21:46:17.000,4.1.2,50.0,45.0,25,True,67.0,65.0,streamparse,,,,1712.0,https://pypi.org/project/streamparse,2022-01-10 21:45:00.244,2.0,1712.0,,,,3.0,,,,,,,,,,,,,pystorm/streamparse,,,,, +299,Optimus,hi-primus/optimus,"Agile Data Preparation Workflows madeeasy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark.",,data-pipelines,https://github.com/hi-primus/optimus,https://github.com/hi-primus/optimus,Apache-2.0,2017-07-13 02:31:18.000,2024-06-03 14:09:20.000,2023-05-19 04:32:00,6411.0,,228,38.0,1055.0,9.0,209.0,1448,2020-07-19 03:22:09.765,2.2.32,87.0,26.0,25,False,,,optimuspyspark,,['spark'],,11047.0,https://pypi.org/project/optimuspyspark,2020-07-19 03:22:09.765,,11047.0,,,,3.0,,,,,,,,,,,,,,,,,, +300,TaskTiger,closeio/tasktiger,Python task queue using Redis.,,data-pipelines,https://github.com/closeio/tasktiger,https://github.com/closeio/tasktiger,MIT,2015-05-14 00:26:32.000,2024-06-03 10:45:30.000,2024-04-25 13:57:51,347.0,13.0,81,44.0,272.0,43.0,41.0,1392,2024-04-25 12:57:01.000,0.19.3,38.0,30.0,25,True,32.0,30.0,tasktiger,,,,4447.0,https://pypi.org/project/tasktiger,2024-04-25 12:56:28.000,2.0,4447.0,,,,3.0,,,,,,,,,,,,,,,,,, +301,python-mss,BoboTiG/python-mss,An ultra fast cross-platform multiple screenshots module in pure Python using ctypes.,,others,https://github.com/BoboTiG/python-mss,https://github.com/BoboTiG/python-mss,MIT,2013-07-01 16:14:08.000,2024-02-27 15:30:42.000,2024-02-27 15:30:27,757.0,,83,14.0,136.0,36.0,100.0,971,2023-04-20 05:48:03.905,9.0.1,40.0,23.0,25,True,215.0,,mss,conda-forge/python-mss,,,851457.0,https://pypi.org/project/mss,2023-04-20 05:48:03.905,215.0,850418.0,https://anaconda.org/conda-forge/python-mss,2023-06-16 19:20:36.872,49892.0,3.0,,,,,,,,,,,,,,,,,, +302,ratelimit,tomasbasham/ratelimit,API Rate Limit Decorator.,,utilities,https://github.com/tomasbasham/ratelimit,https://github.com/tomasbasham/ratelimit,MIT,2015-08-26 10:39:52.000,2023-06-16 19:24:24.060,2019-02-06 21:53:36,36.0,,152,10.0,22.0,30.0,19.0,720,2018-12-17 18:55:49.000,2.2.1,11.0,8.0,25,False,3812.0,3484.0,ratelimit,conda-forge/ratelimit,,,7203937.0,https://pypi.org/project/ratelimit,2018-12-17 18:55:49.000,328.0,7203549.0,https://anaconda.org/conda-forge/ratelimit,2023-06-16 19:24:24.060,15924.0,3.0,,,,,,,,,,,,,,,,,, +303,typing_inspect,ilevkivskyi/typing_inspect,Runtime inspection utilities for Python typing module.,,inspect,https://github.com/ilevkivskyi/typing_inspect,https://github.com/ilevkivskyi/typing_inspect,MIT,2017-04-29 15:49:25.000,2023-09-26 18:42:07.000,2023-05-24 20:24:04,76.0,,33,11.0,51.0,23.0,35.0,334,2023-05-24 20:27:04.117,0.9.0,12.0,17.0,25,False,629.0,,typing_inspect,conda-forge/typing_inspect,,,29732528.0,https://pypi.org/project/typing_inspect,2023-05-24 20:27:04.117,629.0,29702682.0,https://anaconda.org/conda-forge/typing_inspect,2023-06-03 19:24:43.068,1850505.0,3.0,,,,,,,,,,,,,,,,,, +304,dbnd,databand-ai/dbnd,DBND is an agile pipeline framework that helps data engineering teams track and orchestrate their data processes.,,data-pipelines,https://github.com/databand-ai/dbnd,https://github.com/databand-ai/dbnd,Apache-2.0,2020-01-02 10:42:47.000,2024-05-19 17:43:42.000,2024-05-19 17:00:42,3542.0,20.0,34,16.0,82.0,26.0,4.0,249,2022-09-07 10:31:33.181,0.90.10,563.0,82.0,25,True,62.0,36.0,dbnd,,,,266439.0,https://pypi.org/project/dbnd,2024-05-19 17:39:35.000,26.0,266439.0,,,,3.0,,,,,,,,,,,,,,,,,, +305,filedepot,amol-/depot,Toolkit for storing files and attachments in web applications.,,db-clients,https://github.com/amol-/depot,https://github.com/amol-/depot,MIT,2014-06-04 10:27:12.000,2024-02-22 21:48:13.000,2024-02-22 21:33:20,306.0,,43,8.0,40.0,7.0,39.0,158,2024-02-22 21:48:13.000,0.11.0,26.0,21.0,25,True,1105.0,1096.0,filedepot,,,,12674.0,https://pypi.org/project/filedepot,2024-02-22 21:48:13.000,9.0,12674.0,,,,3.0,,,,,,,,,,,,,,,,,, +306,storm,emre/storm,Manage your SSH like a boss.,,infrastructure,https://github.com/emre/storm,https://github.com/emre/storm,MIT,2013-05-20 18:30:39.000,2023-07-04 13:56:26.613,2018-08-07 19:46:34,339.0,,169,85.0,81.0,22.0,82.0,3933,2018-08-24 22:08:05.000,0.7.0,17.0,30.0,24,False,72.0,68.0,storm,,,,2421.0,https://pypi.org/project/storm,2023-07-04 13:56:26.613,4.0,2421.0,,,,3.0,,,,,,,,,,,,,,,,,, +307,Phoenix,wxWidgets/Phoenix,"wxPythons Project Phoenix. A new implementation of wxPython, better, stronger, faster than he was before.",,gui-dev,https://github.com/wxWidgets/Phoenix,https://github.com/wxWidgets/Phoenix,wxWindows,2012-07-17 06:22:25.000,2024-05-29 09:13:22.020,2024-05-18 13:26:06,5674.0,4.0,510,103.0,961.0,634.0,980.0,2222,2023-06-08 01:40:26.000,wxPython-4.2.1,14.0,138.0,24,False,9.0,,wx,conda-forge/wxpython,,4310.0,19234.0,https://pypi.org/project/wx,2016-08-17 03:22:15.000,9.0,,https://anaconda.org/conda-forge/wxpython,2024-05-29 09:13:22.020,843796.0,3.0,,,,,,,,,,,,,,,,,, +308,bonobo,python-bonobo/bonobo,Extract Transform Load for Python 3.5+.,,data-pipelines,https://github.com/python-bonobo/bonobo,https://github.com/python-bonobo/bonobo,Apache-2.0,2016-12-09 04:03:23.000,2023-05-12 06:19:51.000,2021-03-10 15:44:00,981.0,,143,58.0,248.0,107.0,109.0,1576,2019-05-16 13:19:48.000,0.6.4,38.0,37.0,24,False,179.0,170.0,bonobo,,,,16137.0,https://pypi.org/project/bonobo,2019-07-20 13:33:19.000,9.0,16137.0,,,,3.0,,,,,,,,,,,,,,,,http://docs.bonobo-project.org/en/master/,, +309,Pypeline,cgarciae/pypeln,Concurrent data pipelines in Python .,,data-pipelines,https://github.com/cgarciae/pypeln,https://github.com/cgarciae/pypeln,MIT,2018-09-01 13:43:31.000,2023-07-20 16:18:20.000,2023-03-22 14:52:27,240.0,,97,40.0,42.0,25.0,47.0,1531,2022-01-06 15:32:49.000,0.4.9,36.0,13.0,24,False,138.0,127.0,pypeln,conda-forge/pypeln,,,216864.0,https://pypi.org/project/pypeln,2022-01-06 15:32:39.000,11.0,216537.0,https://anaconda.org/conda-forge/pypeln,2023-06-16 19:20:56.548,15404.0,3.0,,,,,,,,,,,,,,,,,, +310,pinject,google/pinject,A pythonic dependency injection library.,,utilities,https://github.com/google/pinject,https://github.com/google/pinject,Apache-2.0,2013-06-20 23:46:50.000,2023-06-16 19:27:30.161,2021-03-23 16:42:22,285.0,,95,32.0,24.0,27.0,10.0,1346,2021-12-15 14:38:46.326,0.10.1,14.0,11.0,24,False,196.0,182.0,pinject,conda-forge/pinject,,,76338.0,https://pypi.org/project/pinject,2021-12-15 14:38:46.326,14.0,76174.0,https://anaconda.org/conda-forge/pinject,2023-06-16 19:27:30.161,5443.0,3.0,,,,,,,,,,,,,,,,,, +311,fabtools,fabtools/fabtools,Tools for writing awesome Fabric files.,,infrastructure,https://github.com/fabtools/fabtools,https://github.com/fabtools/fabtools,BSD-2-Clause,2011-09-05 01:44:24.000,2019-12-13 07:52:20.000,2019-09-16 09:19:00,939.0,,218,44.0,231.0,104.0,64.0,1248,2016-10-12 10:37:57.000,0.20.0,30.0,88.0,24,False,306.0,304.0,fabtools,,,,1018.0,https://pypi.org/project/fabtools,2016-10-12 10:37:57.000,2.0,1018.0,,,,3.0,,,,,,,,,,,,,,,,,, +312,pluginbase,mitsuhiko/pluginbase,A simple but flexible plugin system for Python.,,others,https://github.com/mitsuhiko/pluginbase,https://github.com/mitsuhiko/pluginbase,BSD-3-Clause,2014-06-30 20:51:42.000,2023-06-16 16:13:34.708,2021-05-16 16:12:48,56.0,,142,43.0,10.0,3.0,12.0,1096,2021-05-16 16:25:40.000,1.0.1,9.0,9.0,24,False,2434.0,2371.0,pluginbase,conda-forge/pluginbase,,,630073.0,https://pypi.org/project/pluginbase,2021-05-16 16:25:40.000,63.0,626090.0,https://anaconda.org/conda-forge/pluginbase,2023-06-16 16:13:34.708,306730.0,3.0,,,,,,,,,,,,,,,,,, +313,ubelt,Erotemic/ubelt,"A Python utility library with a stdlib like feel and extra batteries. Paths, Progress, Dicts, Downloads, Caching,..",,utilities,https://github.com/Erotemic/ubelt,https://github.com/Erotemic/ubelt,Apache-2.0,2017-01-30 21:14:57.000,2024-06-02 19:18:52.000,2024-04-26 00:12:53,1450.0,14.0,42,17.0,139.0,2.0,13.0,713,2024-03-20 18:41:57.000,1.3.5,73.0,4.0,24,True,100.0,,ubelt,conda-forge/ubelt,,13.0,24264.0,https://pypi.org/project/ubelt,2024-03-20 18:17:57.000,100.0,21503.0,https://anaconda.org/conda-forge/ubelt,2024-03-20 20:04:14.360,91128.0,3.0,,,,,,,,,,,,,,,,,, +314,Pandas Summary,polyaxon/datatile,"Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.",,data-containers,https://github.com/polyaxon/traceml,https://github.com/polyaxon/traceml,Apache-2.0,2016-03-25 21:59:32.000,2024-05-16 13:06:37.000,2024-05-16 13:06:26,9955.0,4.0,43,14.0,10.0,6.0,8.0,493,2021-11-25 22:52:42.000,0.2.0,10.0,99.0,24,True,21.0,,pandas-summary,,['pandas'],,86875.0,https://pypi.org/project/pandas-summary,2021-11-25 22:52:42.000,21.0,86875.0,,,,3.0,,,,,,,,,,,,,polyaxon/traceml,,,,, +315,messytables,okfn/messytables,Tools for parsing messy tabular data. This is now superseded by https://github.com/frictionlessdata/tabulator-py.,,data-loading,https://github.com/okfn/messytables,https://github.com/okfn/messytables,MIT,2011-07-27 18:08:21.000,2023-05-22 21:34:25.000,2019-11-13 07:35:33,601.0,,109,45.0,111.0,41.0,55.0,390,2017-02-09 12:37:47.000,0.15.2,26.0,44.0,24,False,313.0,300.0,messytables,,,,11374.0,https://pypi.org/project/messytables,2017-02-09 12:37:47.000,13.0,11374.0,,,,3.0,,,,,,,,,,,,,,,,,, +316,aiomisc,aiokitchen/aiomisc,aiomisc - miscellaneous utils for asyncio.,,async,https://github.com/aiokitchen/aiomisc,https://github.com/aiokitchen/aiomisc,MIT,2018-04-13 14:33:37.000,2024-06-04 15:36:57.000,2024-06-04 15:35:17,986.0,28.0,26,18.0,190.0,6.0,18.0,370,2024-06-04 15:36:57.000,17.5.24,276.0,20.0,24,True,430.0,373.0,aiomisc,,,,19098.0,https://pypi.org/project/aiomisc,2024-06-04 15:36:57.000,57.0,19098.0,,,,3.0,,,,,,,,,,,,,,,,,, +317,pyhdb,SAP-archive/PyHDB,SAP HANA Connector in pure Python.,,db-clients,https://github.com/SAP-archive/PyHDB,https://github.com/SAP-archive/PyHDB,Apache-2.0,2014-12-12 04:02:40.000,2021-05-04 17:33:58.000,2021-05-04 17:33:54,158.0,,134,53.0,60.0,,90.0,315,2018-02-16 12:44:36.000,0.3.4,8.0,10.0,24,False,222.0,211.0,pyhdb,,,108.0,335175.0,https://pypi.org/project/pyhdb,2018-02-16 12:37:13.000,11.0,335174.0,,,,3.0,,,,,,,,,,,,,,,,,, +318,deepdish,uchicago-cs/deepdish,Flexible HDF5 saving/loading and other data science tools from the University of Chicago.,,data-loading,https://github.com/uchicago-cs/deepdish,https://github.com/uchicago-cs/deepdish,BSD-3-Clause,2014-08-27 18:10:26.000,2024-05-29 03:34:40.000,2024-05-29 03:34:40,382.0,2.0,58,21.0,15.0,18.0,24.0,267,2021-09-24 05:09:00.400,0.3.7,17.0,11.0,24,True,941.0,877.0,deepdish,conda-forge/deepdish,,,19096.0,https://pypi.org/project/deepdish,2021-09-24 05:09:00.400,64.0,18037.0,https://anaconda.org/conda-forge/deepdish,2023-06-16 13:19:04.224,96458.0,3.0,,,,,,,,,,,,,,,,,, +319,ptyprocess,pexpect/ptyprocess,Run a subprocess in a pseudo terminal.,,process-utils,https://github.com/pexpect/ptyprocess,https://github.com/pexpect/ptyprocess,ISC,2014-10-02 16:52:41.000,2023-10-24 15:09:01.000,2023-10-23 17:11:08,148.0,,70,19.0,45.0,19.0,18.0,212,2020-12-28 15:17:57.000,0.7.0,10.0,19.0,24,True,682.0,,ptyprocess,conda-forge/ptyprocess,,,73310878.0,https://pypi.org/project/ptyprocess,2020-12-28 15:15:28.000,682.0,73127183.0,https://anaconda.org/conda-forge/ptyprocess,2023-06-16 13:16:25.404,18002154.0,3.0,,,,,,,,,,,,,,,,,, +320,everett,willkg/everett,configuration library for python projects.,,configuration,https://github.com/willkg/everett,https://github.com/willkg/everett,MPL-2.0,2016-08-01 19:20:54.000,2024-06-02 12:52:33.000,2024-06-02 12:52:26,379.0,6.0,33,7.0,145.0,4.0,84.0,147,2023-11-06 17:12:50.000,3.3.0,20.0,8.0,24,True,1283.0,1261.0,everett,conda-forge/everett,,,221874.0,https://pypi.org/project/everett,2023-11-06 17:12:50.000,22.0,220441.0,https://anaconda.org/conda-forge/everett,2023-11-06 18:31:38.869,63070.0,3.0,,,,,,,,,,,,,,,,,, +321,clint,kennethreitz-archive/clint,Python Command-line Application Tools.,,cli-helpers,https://github.com/kennethreitz/clint,https://github.com/kennethreitz/clint,ISC,2010-10-12 02:40:00.000,2023-09-22 13:46:56.000,2017-09-02 04:38:47,372.0,,19,4.0,113.0,33.0,42.0,95,2015-08-25 16:13:43.000,0.5.1,18.0,64.0,24,False,5186.0,4799.0,clint,conda-forge/clint,,118.0,134228.0,https://pypi.org/project/clint,2015-08-25 16:11:19.000,387.0,133630.0,https://anaconda.org/conda-forge/clint,2023-06-16 13:16:28.082,58017.0,3.0,,,,,,,,,,,,,kennethreitz/clint,,,,, +322,grumpy,google/grumpy,Grumpy is a Python to Go source code transcompiler and runtime.,,python-implementations,https://github.com/google/grumpy,https://github.com/google/grumpy,Apache-2.0,2016-12-21 17:49:01.000,2022-01-18 09:01:43.000,2017-11-22 02:08:58,331.0,,657,391.0,276.0,81.0,80.0,10550,2018-07-24 16:42:00.000,0.3.0,9.0,30.0,23,False,22.0,21.0,grumpy-tools,,,,22.0,https://pypi.org/project/grumpy-tools,2018-07-24 16:42:00.000,1.0,22.0,,,,2.0,,,,,,,,,,,,,,,,,, +323,camelot,camelot-dev/camelot,A Python library to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/camelot,https://github.com/camelot-dev/camelot,MIT,2019-07-01 13:39:33.000,2024-06-05 09:32:40.000,2023-10-02 06:28:26,631.0,,431,41.0,186.0,266.0,110.0,2731,2011-12-30 16:40:09.000,11.12.30,16.0,46.0,23,True,6.0,,camelot,,,,6390.0,https://pypi.org/project/camelot,2021-12-15 14:24:33.385,6.0,6390.0,,,,3.0,,,,,,,,,,,,,,,,,, +324,CommonRegex,madisonmay/CommonRegex,A collection of common regular expressions bundled with an easy to use interface.,,utilities,https://github.com/madisonmay/CommonRegex,https://github.com/madisonmay/CommonRegex,MIT,2013-12-17 08:43:14.000,2023-04-20 18:31:08.000,2019-09-25 12:17:08,113.0,,141,40.0,22.0,22.0,11.0,1565,2021-12-15 15:25:21.835,1.5.4,6.0,14.0,23,False,191.0,185.0,commonregex,,,,75749.0,https://pypi.org/project/commonregex,2021-12-15 15:25:21.835,6.0,75749.0,,,,3.0,,,,,,,,,,,,,,,,,, +325,rows,turicas/rows,"A common, beautiful interface to tabular data, no matter the format.",,data-loading,https://github.com/turicas/rows,https://github.com/turicas/rows,LGPL-3.0,2014-05-07 05:43:11.000,2024-05-17 19:16:43.000,2024-05-16 19:43:18,965.0,9.0,135,64.0,76.0,167.0,149.0,862,2021-12-15 14:50:33.964,0.0.0,10.0,31.0,23,True,175.0,169.0,rows,,,38.0,1352.0,https://pypi.org/project/rows,2021-12-15 14:50:33.964,6.0,1352.0,,,,3.0,,,,,,,,,,,,,,,,,, +326,pysparkling,svenkreiss/pysparkling,A pure Python implementation of Apache Sparks RDD and DStream interfaces.,,data-pipelines,https://github.com/svenkreiss/pysparkling,https://github.com/svenkreiss/pysparkling,MIT,2015-05-09 19:23:20.000,2023-06-16 19:25:18.270,2022-11-13 18:39:01,1534.0,,48,9.0,140.0,9.0,21.0,260,2022-11-13 18:45:00.900,0.6.2,69.0,10.0,23,False,211.0,209.0,pysparkling,conda-forge/pysparkling,,,12214.0,https://pypi.org/project/pysparkling,2022-11-13 18:45:00.900,2.0,12093.0,https://anaconda.org/conda-forge/pysparkling,2023-06-16 19:25:18.270,4757.0,3.0,,,,,,,,,,,,,,,,,, +327,docopt-ng,jazzband/docopt-ng,"Humane command line arguments parser. Now with maintenance, typehints, and complete test coverage.",,cli-helpers,https://github.com/jazzband/docopt-ng,https://github.com/jazzband/docopt-ng,MIT,2019-03-26 15:35:29.000,2024-05-24 07:56:12.000,2024-05-13 23:46:10,631.0,3.0,20,11.0,37.0,19.0,16.0,175,2023-05-30 20:50:42.000,0.9.0,6.0,49.0,23,True,405.0,321.0,docopt-ng,,,,208329.0,https://pypi.org/project/docopt-ng,2023-05-30 20:48:00.631,84.0,208329.0,,,,3.0,,,,,,,,,,,,,,,,,, +328,pyexcel-xlsx,pyexcel/pyexcel-xlsx,"A wrapper library to read, manipulate and write data in xlsx and xlsm format using openpyxl.",,data-loading,https://github.com/pyexcel/pyexcel-xlsx,https://github.com/pyexcel/pyexcel-xlsx,BSD-3-Clause,2014-12-02 00:03:24.000,2023-07-14 10:54:50.000,2020-11-28 22:30:53,264.0,,28,7.0,18.0,12.0,25.0,113,2020-10-10 13:13:32.000,0.6.0,30.0,4.0,23,False,2850.0,2779.0,pyexcel-xlsx,conda-forge/pyexcel-xlsx,,67.0,150345.0,https://pypi.org/project/pyexcel-xlsx,2020-10-10 13:13:32.000,71.0,149987.0,https://anaconda.org/conda-forge/pyexcel-xlsx,2023-06-16 13:23:09.620,28663.0,3.0,,,,,,,,,,,,,,,,,, +329,entrypoints,takluyver/entrypoints,Discover and load entry points from installed packages.,,inspect,https://github.com/takluyver/entrypoints,https://github.com/takluyver/entrypoints,MIT,2015-05-02 18:12:08.000,2023-06-16 13:20:57.203,2022-02-02 21:29:14,74.0,,27,7.0,24.0,4.0,21.0,74,2017-06-08 10:55:15.000,0.2.3,7.0,11.0,23,False,696.0,,entrypoints,conda-forge/entrypoints,,,18241002.0,https://pypi.org/project/entrypoints,2022-02-02 21:30:26.000,696.0,18040389.0,https://anaconda.org/conda-forge/entrypoints,2023-06-16 13:20:57.203,19660080.0,3.0,,,,,,,,,,,,,,,,,, +330,pampy,santinic/pampy,Pampy: The Pattern Matching for Python you always dreamed of.,,utilities,https://github.com/santinic/pampy,https://github.com/santinic/pampy,MIT,2018-11-08 12:51:17.000,2022-03-29 22:05:25.000,2022-03-29 22:05:25,133.0,,126,64.0,19.0,23.0,15.0,3508,2019-11-07 15:54:35.000,0.3.0,11.0,10.0,22,False,466.0,429.0,pampy,,,,35192.0,https://pypi.org/project/pampy,2019-11-07 15:54:35.000,37.0,35192.0,,,,3.0,,,,,,,,,,,,,,,,,, +331,borb,jorisschellekens/borb,"borb is a library for reading, creating and manipulating PDF files in python.",,data-loading,https://github.com/jorisschellekens/borb,https://github.com/jorisschellekens/borb,,2020-11-07 14:04:37.000,2024-05-16 20:27:19.371,2024-05-15 23:16:49,88.0,3.0,147,34.0,13.0,10.0,181.0,3323,2024-05-15 23:18:19.000,2.1.23,68.0,1.0,22,False,231.0,231.0,ptext-joris-schellekens,conda-forge/borb,,,1587.0,https://pypi.org/project/ptext-joris-schellekens,2021-07-20 11:34:32.000,,,https://anaconda.org/conda-forge/borb,2024-05-16 20:27:19.371,53984.0,3.0,,,,,,,,,,,,,,,,,, +332,macropy,lihaoyi/macropy,"Macros in Python: quasiquotes, case classes, LINQ and more!.",,others,https://github.com/lihaoyi/macropy,https://github.com/lihaoyi/macropy,MIT,2013-04-15 14:47:29.000,2023-06-10 14:24:20.000,2020-03-03 22:30:21,885.0,,165,97.0,31.0,18.0,58.0,3264,,,4.0,19.0,22,False,616.0,586.0,macropy3,,,,278.0,https://pypi.org/project/macropy3,2018-05-11 23:17:05.000,30.0,278.0,,,,3.0,,,,,,,,,,,,,,,,,, +333,dpark,douban/dpark,"Python clone of Spark, a MapReduce alike framework in Python.",,data-pipelines,https://github.com/douban/dpark,https://github.com/douban/dpark,BSD-3-Clause,2012-04-11 08:35:06.000,2020-12-25 10:36:06.000,2020-12-25 10:36:05,1467.0,,554,267.0,30.0,1.0,60.0,2693,2018-07-27 04:11:36.000,0.5.0,19.0,35.0,22,False,5.0,5.0,dpark,,['spark'],,33.0,https://pypi.org/project/dpark,2018-07-27 04:11:36.000,,33.0,,,,3.0,,,,,,,,,,,,,,,,,, +334,pyston,pyston/pyston,A faster and highly-compatible implementation of the Python programming language.,,python-implementations,https://github.com/pyston/pyston,https://github.com/pyston/pyston,Apache-2.0,2021-03-01 22:38:24.000,2023-02-28 17:09:53.000,2023-02-28 17:09:53,107476.0,,89,38.0,214.0,46.0,58.0,2501,2022-09-26 19:13:22.000,pyston_2.3.5,7.0,1035.0,22,False,,,,,,24654.0,666.0,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +335,bashplotlib,glamp/bashplotlib,plotting in the terminal.,,cli-helpers,https://github.com/glamp/bashplotlib,https://github.com/glamp/bashplotlib,MIT,2012-12-13 04:01:10.000,2022-04-29 19:18:16.000,2021-03-31 19:40:59,210.0,,85,46.0,34.0,18.0,11.0,1833,2016-02-06 21:56:46.000,0.6.5,27.0,20.0,22,False,191.0,179.0,bashplotlib,,,,4730.0,https://pypi.org/project/bashplotlib,2016-02-06 21:56:46.000,12.0,4730.0,,,,3.0,,,,,,,,,,,,,,,,,, +336,pickleDB,patx/pickledb,pickleDB is an open source key-value store using Pythons json module.,,data-containers,https://github.com/patx/pickledb,https://github.com/patx/pickledb,BSD-3-Clause,2011-10-28 00:04:40.000,2023-05-14 06:17:52.000,2023-04-19 03:40:46,109.0,,123,14.0,32.0,31.0,42.0,881,2019-01-14 18:48:25.000,0.9.2,20.0,15.0,22,False,2062.0,1988.0,pickledb,,,,23375.0,https://pypi.org/project/pickledb,2019-01-14 18:48:25.000,74.0,23375.0,,,,3.0,,,,,,,,,,,,,,,,,, +337,unsync,alex-sherman/unsync,Unsynchronize asyncio.,,async,https://github.com/alex-sherman/unsync,https://github.com/alex-sherman/unsync,MIT,2018-02-06 02:16:16.000,2024-03-16 01:56:02.000,2024-03-16 01:55:55,63.0,1.0,51,21.0,20.0,3.0,28.0,871,2021-10-21 00:46:56.000,1.4.0,9.0,11.0,22,True,247.0,228.0,unsync,conda-forge/unsync,,,67049.0,https://pypi.org/project/unsync,2021-10-21 00:46:56.000,19.0,66773.0,https://anaconda.org/conda-forge/unsync,2023-06-16 19:20:12.238,13290.0,3.0,,,,,,,,,,,,,,,,,, +338,Unipath,mikeorr/Unipath,An object-oriented approach to Python file/directory operations.,,file-path-utils,https://github.com/mikeorr/Unipath,https://github.com/mikeorr/Unipath,MIT,2013-01-28 04:38:28.000,2022-01-11 09:35:44.000,2015-02-14 18:30:08,49.0,,39,16.0,12.0,9.0,11.0,515,2009-03-29 15:28:56.000,0.2.1,3.0,6.0,22,False,9747.0,9688.0,unipath,,,,56863.0,https://pypi.org/project/unipath,2015-02-11 04:36:12.000,59.0,56863.0,,,,3.0,,,,,,,,,,,,,,,,,, +339,rtoml,samuelcolvin/rtoml,A fast TOML library for python implemented in rust.,,serialization,https://github.com/samuelcolvin/rtoml,https://github.com/samuelcolvin/rtoml,MIT,2020-01-07 22:30:25.000,2024-01-26 18:44:57.000,2024-01-26 18:44:57,88.0,,30,8.0,54.0,15.0,11.0,299,2023-12-21 12:00:14.000,0.10.0,14.0,15.0,22,True,532.0,423.0,rtoml,,,,457623.0,https://pypi.org/project/rtoml,2023-12-21 12:00:14.000,109.0,457623.0,,,,3.0,,,,,,,,,,,,,,,,,, +340,coolname,alexanderlukanin13/coolname,Random Name and Slug Generator.,,text,https://github.com/alexanderlukanin13/coolname,https://github.com/alexanderlukanin13/coolname,BSD-2-Clause,2015-11-06 18:07:11.000,2023-06-16 19:24:08.971,2023-01-09 14:46:17,155.0,,12,5.0,11.0,2.0,7.0,134,2023-01-09 22:37:52.868,2.2.0,9.0,3.0,22,False,2488.0,2396.0,coolname,conda-forge/coolname,,,688659.0,https://pypi.org/project/coolname,2023-01-09 22:37:52.868,92.0,686399.0,https://anaconda.org/conda-forge/coolname,2023-06-16 19:24:08.971,94957.0,3.0,,,,,,,,,,,,,,,,,, +341,Click Extra,kdeldycke/click-extra,Extra colorization and configuration loading for Click.,,cli-helpers,https://github.com/kdeldycke/click-extra,https://github.com/kdeldycke/click-extra,GPL-2.0,2021-10-18 08:02:27.000,2024-06-06 12:43:04.000,2024-05-31 06:32:55,1945.0,105.0,5,3.0,913.0,15.0,60.0,54,2024-05-25 08:30:21.000,4.8.3,74.0,8.0,22,False,88.0,72.0,click-extra,,,251.0,7898.0,https://pypi.org/project/click-extra,2024-05-25 08:30:08.000,16.0,7891.0,,,,3.0,,,,,,,,,,,,,,,,,, +342,PyPattyrn,tylerlaberge/PyPattyrn,A simple library for implementing common design patterns.,,algorithms,https://github.com/tylerlaberge/PyPattyrn,https://github.com/tylerlaberge/PyPattyrn,MIT,2016-07-17 22:09:31.000,2024-05-26 00:24:11.000,2024-05-26 00:24:11,104.0,1.0,149,67.0,4.0,1.0,41.0,2232,2016-09-11 02:13:18.000,1.2,3.0,4.0,21,True,63.0,49.0,pypattyrn,,,,1380.0,https://pypi.org/project/pypattyrn,2016-09-11 02:18:42.000,14.0,1380.0,,,,3.0,,,,,,,,,,,,,,,,,, +343,excalibur,camelot-dev/excalibur,A web interface to extract tabular data from PDFs.,,data-loading,https://github.com/camelot-dev/excalibur,https://github.com/camelot-dev/excalibur,MIT,2018-10-20 11:34:49.000,2024-05-14 12:34:18.000,2023-07-15 11:04:02,238.0,,218,38.0,57.0,86.0,40.0,1492,2020-07-17 16:16:44.000,0.4.3,9.0,13.0,21,True,,,excalibur-py,,,12153.0,1636.0,https://pypi.org/project/excalibur-py,2020-03-21 11:40:49.000,,1458.0,,,,3.0,,,,,,,,,,,,,,,,,, +344,dirty-equals,samuelcolvin/dirty-equals,Doing dirty (but extremely useful) things with equals.,,data-validation,https://github.com/samuelcolvin/dirty-equals,https://github.com/samuelcolvin/dirty-equals,MIT,2022-01-26 16:10:05.000,2023-12-27 08:33:50.000,2023-11-15 05:38:03,126.0,,35,12.0,65.0,15.0,19.0,776,2023-11-15 04:40:34.000,0.7.1-post0,15.0,16.0,21,True,364.0,333.0,dirty-equals,conda-forge/dirty-equals,,,138363.0,https://pypi.org/project/dirty-equals,2023-11-15 05:03:24.000,31.0,136575.0,https://anaconda.org/conda-forge/dirty-equals,2023-11-15 20:33:25.333,48298.0,3.0,,,,,,,,,,,,,,,,,, +345,PyMODM,mongodb/pymodm,"A Pythonic, object-oriented interface for working with MongoDB.",,db-clients,https://github.com/mongodb/pymodm,https://github.com/mongodb/pymodm,Apache-2.0,2016-03-30 16:24:59.000,2023-06-16 19:18:01.986,2020-10-16 22:20:10,123.0,,67,48.0,71.0,2.0,,353,2020-04-30 18:54:55.036,0.4.3,8.0,18.0,21,False,649.0,639.0,pymodm,conda-forge/pymodm,,,10677.0,https://pypi.org/project/pymodm,2020-04-30 18:54:55.036,10.0,10572.0,https://anaconda.org/conda-forge/pymodm,2023-06-16 19:18:01.986,5468.0,3.0,,,,,,,,,,,,,,,,,, +346,price-parser,scrapinghub/price-parser,Extract price amount and currency symbol from a raw text string.,,text,https://github.com/scrapinghub/price-parser,https://github.com/scrapinghub/price-parser,BSD-3-Clause,2019-04-11 18:27:30.000,2023-10-17 16:38:29.000,2023-10-17 16:38:29,107.0,,48,14.0,34.0,26.0,13.0,303,2020-11-25 09:35:49.000,0.3.4,12.0,14.0,21,True,455.0,423.0,price-parser,,,,117499.0,https://pypi.org/project/price-parser,2020-11-25 09:35:49.000,32.0,117499.0,,,,3.0,,,,,,,,,,,,,,,,,, +347,Upgini,upgini/upgini,Data search & enrichment library for Machine Learning Easily find and add relevant features to your ML & AI pipeline..,,data-loading,https://github.com/upgini/upgini,https://github.com/upgini/upgini,BSD-3-Clause,2021-12-08 21:53:58.000,2024-06-05 16:39:08.000,2024-06-01 20:11:24,741.0,38.0,25,5.0,285.0,8.0,,295,2024-06-01 20:11:40.000,1.1.290,727.0,12.0,21,True,6.0,6.0,upgini,,,,8476.0,https://pypi.org/project/upgini,2024-06-05 16:23:46.000,,8476.0,,,,3.0,,,,,,,,,,,,,,,,,, +348,datatest,shawnbrown/datatest,Tools for test driven data-wrangling and data validation.,,data-loading,https://github.com/shawnbrown/datatest,https://github.com/shawnbrown/datatest,Apache-2.0,2016-05-12 13:16:27.000,2021-12-05 17:44:33.000,2021-12-05 17:44:33,2173.0,,15,12.0,5.0,14.0,43.0,290,2021-01-04 03:43:58.000,0.11.1,17.0,7.0,21,False,186.0,177.0,datatest,,,,19964.0,https://pypi.org/project/datatest,2021-01-04 03:39:40.000,9.0,19964.0,,,,3.0,,,,,,,,,,,,,,,,,, +349,gsheets-db-api,betodealmeida/gsheets-db-api,A Python DB-API and SQLAlchemy dialect to Google Spreasheets.,,db-clients,https://github.com/betodealmeida/gsheets-db-api,https://github.com/betodealmeida/gsheets-db-api,MIT,2018-09-10 22:07:02.000,2022-12-08 11:32:58.000,2021-02-17 20:59:41,132.0,,16,7.0,9.0,16.0,5.0,211,2021-02-17 21:00:28.000,0.1.13,15.0,3.0,21,False,924.0,923.0,gsheetsdb,,,,109690.0,https://pypi.org/project/gsheetsdb,2022-01-05 03:28:15.000,1.0,109690.0,,,,3.0,,,,,,,,,,,,,,,,,, +350,aioprometheus,claws/aioprometheus,A Prometheus Python client library for asyncio-based applications.,,db-clients,https://github.com/claws/aioprometheus,https://github.com/claws/aioprometheus,MIT,2016-06-18 12:53:23.000,2023-12-27 23:54:29.000,2023-12-27 23:53:32,125.0,,19,6.0,64.0,12.0,24.0,171,2023-12-27 23:54:29.000,23.12.0,27.0,12.0,21,True,344.0,329.0,aioprometheus,,,,143547.0,https://pypi.org/project/aioprometheus,2023-12-27 23:54:29.000,15.0,143547.0,,,,3.0,,,,,,,,,,,,,,,,,, +351,stopit,glenfant/stopit,"Raise asynchronous exceptions in other thread, control the timeout of blocks or callables with a context manager or a..",,async,https://github.com/glenfant/stopit,https://github.com/glenfant/stopit,MIT,2014-02-09 15:40:01.000,2024-01-09 14:39:36.000,2024-01-09 14:39:36,34.0,,21,5.0,12.0,5.0,15.0,107,2018-02-09 00:32:14.000,1.1.2,4.0,7.0,21,True,2498.0,2404.0,stopit,conda-forge/stopit,,,405085.0,https://pypi.org/project/stopit,2018-02-09 00:32:14.000,94.0,393300.0,https://anaconda.org/conda-forge/stopit,2023-06-16 16:07:54.264,907489.0,3.0,,,,,,,,,,,,,,,,,, +352,py2neo,py2neo-org/py2neo,EOL! Py2neo is a comprehensive Neo4j driver library and toolkit for Python.,,db-clients,https://github.com/neo4j-contrib/py2neo,https://github.com/neo4j-contrib/py2neo,Apache-2.0,2011-07-03 10:01:07.000,2023-11-30 10:55:36.000,2023-11-30 10:55:18,2944.0,,5,3.0,182.0,24.0,760.0,14,2023-10-20 15:18:09.000,2021.2.4,115.0,37.0,21,False,144.0,,py2neo,conda-forge/py2neo,,,42010.0,https://pypi.org/project/py2neo,2023-10-20 15:18:09.000,144.0,41220.0,https://anaconda.org/conda-forge/py2neo,2023-06-16 13:20:51.158,66429.0,3.0,,,,,,,,,,,,,neo4j-contrib/py2neo,,,,, +353,pdpipe,pdpipe/pdpipe,Easy pipelines for pandas DataFrames.,,data-pipelines,https://github.com/pdpipe/pdpipe,https://github.com/pdpipe/pdpipe,MIT,2017-01-24 20:37:22.000,2023-06-16 19:23:35.358,2022-12-24 17:10:19,440.0,,44,17.0,48.0,15.0,38.0,715,2022-09-20 06:06:25.216,0.3.2,86.0,11.0,20,False,75.0,62.0,pdpipe,conda-forge/pdpipe,['pandas'],,2495.0,https://pypi.org/project/pdpipe,2022-07-04 17:58:17.000,13.0,1762.0,https://anaconda.org/conda-forge/pdpipe,2023-06-16 19:23:35.358,31557.0,3.0,,,,,,,,,,,,,,,,,, +354,PugSQL,mcfunley/pugsql,A HugSQL-inspired database library for Python.,,db-clients,https://github.com/mcfunley/pugsql,https://github.com/mcfunley/pugsql,Apache-2.0,2019-05-19 16:55:38.000,2023-12-10 20:59:05.000,2022-05-27 16:50:28,284.0,,22,11.0,32.0,23.0,21.0,671,2022-03-13 23:32:45.000,0.2.4,25.0,12.0,20,False,72.0,69.0,pugsql,,,,6278.0,https://pypi.org/project/pugsql,2022-03-13 23:32:45.000,3.0,6278.0,,,,3.0,,,,,,,,,,,,,,,,,, +355,pypyr,pypyr/pypyr,"pypyr task-runner cli & api for automation pipelines. Automate anything by combining commands, different scripts in..",,infrastructure,https://github.com/pypyr/pypyr,https://github.com/pypyr/pypyr,Apache-2.0,2017-03-24 11:26:15.000,2023-12-19 22:25:16.000,2023-09-22 03:08:36,714.0,,26,14.0,183.0,16.0,122.0,574,2023-09-22 03:14:38.000,5.9.1,85.0,10.0,20,True,123.0,112.0,pypyr,conda-forge/pypyr,,,3191.0,https://pypi.org/project/pypyr,2023-09-22 03:14:38.000,11.0,2649.0,https://anaconda.org/conda-forge/pypyr,2023-09-22 05:04:53.900,15740.0,3.0,,,,,,,,,,,,,,,,,, +356,awesome-slugify,voronind/awesome-slugify,Python flexible slugify function.,,text,https://github.com/voronind/awesome-slugify,https://github.com/voronind/awesome-slugify,GPL-3.0,2013-10-19 02:58:27.000,2023-06-16 13:15:53.669,2017-01-20 20:45:25,96.0,,45,11.0,20.0,18.0,11.0,483,2015-06-05 06:31:13.000,1.6.5,26.0,11.0,20,False,3520.0,3397.0,awesome-slugify,conda-forge/awesome-slugify,,,50333.0,https://pypi.org/project/awesome-slugify,2015-06-05 06:31:13.000,123.0,49602.0,https://anaconda.org/conda-forge/awesome-slugify,2023-06-16 13:15:53.669,71690.0,3.0,,,,,,,,,,,,,,,,,, +357,spark-deep-learning,databricks/spark-deep-learning,Deep Learning Pipelines for Apache Spark.,,data-pipelines,https://github.com/databricks/spark-deep-learning,https://github.com/databricks/spark-deep-learning,Apache-2.0,2017-05-31 17:30:28.000,2023-03-30 20:19:05.000,2022-03-21 17:12:16,138.0,,457,159.0,142.0,78.0,27.0,1985,2020-01-08 19:50:31.000,1.6.0,9.0,17.0,19,False,42.0,42.0,,,['spark'],,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +358,psycopg3,psycopg/psycopg,New generation PostgreSQL database adapter for the Python programming language.,,db-clients,https://github.com/psycopg/psycopg,https://github.com/psycopg/psycopg,LGPL-3.0,2020-03-15 04:15:53.000,2024-06-04 19:05:50.000,2024-06-04 19:05:43,3146.0,140.0,146,26.0,269.0,36.0,419.0,1533,,,,56.0,19,True,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +359,db.py,yhat/db.py,db.py is an easier way to interact with your databases.,,db-clients,https://github.com/yhat/db.py,https://github.com/yhat/db.py,BSD-2-Clause,2014-10-26 15:36:57.000,2021-08-02 12:32:38.000,2017-03-31 14:41:30,233.0,,111,50.0,49.0,32.0,22.0,1219,2017-03-31 14:41:57.000,0.5.3,35.0,24.0,19,False,2.0,,db.py,,,,895.0,https://pypi.org/project/db.py,2017-03-31 14:41:57.000,2.0,895.0,,,,3.0,,,,,,,,,,,,,,,,,, +360,Databolt Flow,d6t/d6tflow,Python library for building highly effective data science workflows.,,data-pipelines,https://github.com/d6t/d6tflow,https://github.com/d6t/d6tflow,MIT,2019-02-03 01:51:22.000,2024-02-20 02:03:46.000,2023-07-20 18:28:08,272.0,,77,24.0,19.0,11.0,13.0,952,2024-02-20 02:03:46.000,0.2.8,25.0,13.0,19,True,28.0,28.0,d6tflow,,,,272.0,https://pypi.org/project/d6tflow,2024-02-20 02:03:46.000,,272.0,,,,3.0,,,,,,,,,,,,,,,,,, +361,mrq,pricingassistant/mrq,Mr. Queue - A distributed worker task queue in Python using Redis & gevent.,,data-pipelines,https://github.com/pricingassistant/mrq,https://github.com/pricingassistant/mrq,MIT,2014-02-13 09:32:40.000,2023-06-13 19:16:57.000,2020-12-13 18:58:15,709.0,,121,59.0,77.0,64.0,120.0,876,2018-08-31 16:03:04.000,0.9.10,70.0,40.0,19,False,32.0,32.0,mrq,,,,145.0,https://pypi.org/project/mrq,2018-08-31 16:03:04.000,,145.0,,,,3.0,,,,,,,,,,,,,,,,,, +362,valideer,podio/valideer,Lightweight data validation and adaptation Python library.,,data-validation,https://github.com/podio/valideer,https://github.com/podio/valideer,MIT,2012-07-25 12:33:39.000,2023-06-16 13:17:05.198,2023-01-05 10:28:14,91.0,,23,49.0,14.0,7.0,11.0,264,2015-12-20 08:56:50.000,0.4.2,8.0,9.0,19,False,76.0,73.0,valideer,conda-forge/valideer,,,6050.0,https://pypi.org/project/valideer,2015-12-20 08:56:50.000,3.0,5827.0,https://anaconda.org/conda-forge/valideer,2023-06-16 13:17:05.198,21916.0,3.0,,,,,,,,,,,,,,,,,, +363,Queries,gmr/queries,PostgreSQL database access simplified.,,db-clients,https://github.com/gmr/queries,https://github.com/gmr/queries,BSD-3-Clause,2012-08-24 16:12:55.000,2021-11-16 15:05:15.000,2021-11-16 15:02:24,337.0,,34,10.0,25.0,6.0,14.0,259,2021-11-16 15:05:08.000,2.1.1,30.0,12.0,19,False,136.0,133.0,queries,,,,2411.0,https://pypi.org/project/queries,2021-11-16 15:05:08.000,3.0,2411.0,,,,3.0,,,,,,,,,,,,,,,,,, +364,fletcher,xhochy/fletcher,Pandas ExtensionDType/Array backed by Apache Arrow.,,data-containers,https://github.com/xhochy/fletcher,https://github.com/xhochy/fletcher,MIT,2018-03-04 16:44:22.000,2023-06-16 16:09:03.368,2023-02-22 15:16:59,522.0,,33,17.0,147.0,,74.0,228,2021-01-17 20:11:01.000,0.7.2,16.0,24.0,19,False,8.0,6.0,fletcher,conda-forge/fletcher,['pandas'],21.0,1175.0,https://pypi.org/project/fletcher,2021-01-17 20:11:01.000,2.0,211.0,https://anaconda.org/conda-forge/fletcher,2023-06-16 16:09:03.368,68445.0,3.0,,,,,,,,,,,,,,,,,, +365,BatchFlow,analysiscenter/batchflow,BatchFlow helps you conveniently work with random or sequential batches of your data and define data processing and..,,data-pipelines,https://github.com/analysiscenter/batchflow,https://github.com/analysiscenter/batchflow,Apache-2.0,2017-03-13 14:22:53.000,2024-06-05 14:07:01.000,2024-05-18 11:51:51,5467.0,1.0,44,15.0,633.0,33.0,80.0,196,2023-08-01 10:51:02.000,0.8.7,20.0,37.0,19,True,9.0,9.0,batchflow,,,,208.0,https://pypi.org/project/batchflow,2023-08-01 10:51:02.000,,208.0,,,,3.0,,,,,,,,,,,,,,,,,, +366,typical,seandstewart/typical,"Typical: Fast, simple, & correct data-validation using Python 3 typing.",,data-validation,https://github.com/seandstewart/typical,https://github.com/seandstewart/typical,MIT,2019-03-15 01:24:36.000,2024-02-28 02:03:46.000,2023-04-26 16:56:57,532.0,,9,6.0,110.0,17.0,84.0,182,2023-04-26 17:06:00.831,2.8.1,115.0,9.0,19,False,89.0,82.0,typical,conda-forge/typical,,,2442.0,https://pypi.org/project/typical,2019-07-20 00:03:59.000,7.0,1406.0,https://anaconda.org/conda-forge/typical,2023-06-16 19:25:53.591,38359.0,3.0,,,,,,,,,,,,,,,,,, +367,riko,nerevu/riko,A Python stream processing engine modeled after Yahoo! Pipes.,,data-pipelines,https://github.com/nerevu/riko,https://github.com/nerevu/riko,MIT,2016-06-02 12:22:51.000,2021-12-28 23:04:04.000,2021-12-28 23:01:31,1269.0,,76,52.0,23.0,22.0,8.0,1609,2021-12-28 23:04:04.000,0.67.0,59.0,18.0,18,False,,,riko,,,,243.0,https://pypi.org/project/riko,2021-12-28 23:04:04.000,,243.0,,,,3.0,,,,,,,,,,,,,,,,,, +368,colout,nojhan/colout,Color text streams with a polished command line interface.,,cli-helpers,https://github.com/nojhan/colout,https://github.com/nojhan/colout,GPL-3.0,2012-03-31 10:39:00.000,2024-01-29 21:31:49.000,2024-01-29 21:31:13,266.0,,58,35.0,46.0,14.0,58.0,1112,2022-05-12 11:29:27.000,1.0,6.0,30.0,18,True,6.0,6.0,colout,,,,196.0,https://pypi.org/project/colout,2020-06-21 20:05:59.000,,196.0,,,,3.0,,,,,,,,,,,,,,,,,, +369,Bounter,RaRe-Technologies/bounter,Efficient Counter that uses a limited (bounded) amount of memory regardless of data size.,,data-containers,https://github.com/piskvorky/bounter,https://github.com/piskvorky/bounter,MIT,2017-07-18 07:24:15.000,2022-11-20 08:18:00.871,2022-11-20 08:15:57,169.0,,47,23.0,28.0,16.0,10.0,935,2022-11-20 08:19:03.000,1.2.0,8.0,9.0,18,False,36.0,34.0,bounter,,,,308.0,https://pypi.org/project/bounter,2022-11-20 08:18:00.871,2.0,308.0,,,,3.0,,,,,,,,,,,,,piskvorky/bounter,,,,, +370,Pipeless,pipeless-ai/pipeless,An open-source framework to create and deploy computer vision applications in minutes.,,computer-vision,https://github.com/pipeless-ai/pipeless,https://github.com/pipeless-ai/pipeless,Apache-2.0,2023-07-21 17:22:24.000,2024-05-08 10:13:19.000,2024-05-08 10:13:12,664.0,14.0,31,5.0,109.0,7.0,19.0,665,2024-02-23 12:24:30.000,1.11.0,66.0,8.0,18,True,2.0,,pipeless-ai,,,986.0,178.0,https://pypi.org/project/pipeless-ai,2023-11-02 12:42:21.000,2.0,80.0,,,,1.0,,,,,,,,,,,,,,,,,, +371,flupy,olirice/flupy,Fluent data pipelines for python and your shell.,,data-pipelines,https://github.com/olirice/flupy,https://github.com/olirice/flupy,MIT,2018-01-06 16:46:04.000,2024-04-27 16:58:06.000,2024-02-27 14:32:58,208.0,,15,8.0,20.0,2.0,12.0,189,2022-10-21 16:09:00.872,1.2.0,38.0,6.0,18,True,,,flupy,,,,232813.0,https://pypi.org/project/flupy,2022-10-21 16:09:00.872,,232813.0,,,,3.0,,,,,,,,,,,,,,,,,, +372,wssh,aluzzardi/wssh,SSH to WebSockets Bridge.,,infrastructure,https://github.com/aluzzardi/wssh,https://github.com/aluzzardi/wssh,MIT,2012-07-24 05:26:41.000,2019-02-12 13:08:18.000,2016-10-11 00:37:04,34.0,,275,87.0,15.0,26.0,5.0,1363,2012-07-24 09:27:02.000,0.1.0,1.0,9.0,17,False,10.0,10.0,wssh,,,,77.0,https://pypi.org/project/wssh,2012-07-24 09:27:02.000,,77.0,,,,3.0,,,,,,,,,,,,,,,,,, +373,stackless,stackless-dev/stackless,The Stackless Python programming language.,,python-implementations,https://github.com/stackless-dev/stackless,https://github.com/stackless-dev/stackless,,2017-09-05 14:36:10.000,2023-11-30 11:40:59.000,2021-08-11 18:33:11,106029.0,,60,39.0,40.0,11.0,256.0,1005,,,,999.0,17,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +374,bodywork-core,bodywork-ml/bodywork-core,ML pipeline orchestration and model deployments on Kubernetes.,,data-pipelines,https://github.com/bodywork-ml/bodywork-core,https://github.com/bodywork-ml/bodywork-core,AGPL-3.0,2020-11-17 11:38:17.000,2023-08-18 06:42:48.000,2022-07-04 09:38:06,946.0,,22,11.0,120.0,21.0,57.0,434,2022-07-04 09:43:53.000,3.0.12,62.0,4.0,17,False,18.0,18.0,bodywork,,,,306.0,https://pypi.org/project/bodywork,2022-07-04 09:43:53.000,,306.0,,,,3.0,,,,,,,,,,,,,,,,,, +375,Squirrel,merantix-momentum/squirrel-core,"A Python library that enables ML teams to share, load, and transform data in a collaborative, flexible, and efficient..",,data-loading,https://github.com/merantix-momentum/squirrel-core,https://github.com/merantix-momentum/squirrel-core,Apache-2.0,2022-02-11 08:15:36.000,2024-06-05 13:40:17.000,2024-05-08 14:44:03,128.0,3.0,8,16.0,191.0,3.0,11.0,280,2024-05-08 14:52:14.000,0.20.1,115.0,19.0,17,True,3.0,2.0,squirrel-core,squirrel-core,,,1309.0,https://pypi.org/project/squirrel-core,2024-05-08 14:52:14.000,,1309.0,https://anaconda.org/anaconda/squirrel-core,2022-11-18 08:24:02.000,,3.0,,,,,,,,,,,,,,1.0,,,, +376,validr,guyskk/validr,"A simple, fast, extensible python library for data validation.",,data-validation,https://github.com/guyskk/validr,https://github.com/guyskk/validr,MIT,2015-09-05 05:47:04.000,2024-05-21 07:07:02.000,2023-12-23 16:55:35,407.0,,12,9.0,44.0,3.0,22.0,211,2023-12-13 20:40:33.000,1.2.2,24.0,7.0,17,True,6.0,,validr,,,,615.0,https://pypi.org/project/validr,2023-12-13 20:40:33.000,6.0,615.0,,,,3.0,,,,,,,,,,,,,,,,,, +377,Mara Pipelines,mara/mara-pipelines,"A lightweight opinionated ETL framework, halfway between plain scripts and Apache Airflow.",,data-pipelines,https://github.com/mara/mara-pipelines,https://github.com/mara/mara-pipelines,MIT,2018-03-31 20:37:22.000,2023-12-15 16:14:47.000,2023-12-07 14:42:14,172.0,,105,56.0,74.0,26.0,16.0,2057,2023-12-06 18:22:59.000,3.5.0,11.0,17.0,16,True,1.0,,mara-pipelines,,,,59.0,https://pypi.org/project/mara-pipelines,2023-12-06 18:12:20.000,1.0,59.0,,,,3.0,,,,,,,,,,,,,,,,,, +378,kale,kubeflow-kale/kale,Kubeflows superfood for Data Scientists.,,data-pipelines,https://github.com/kubeflow-kale/kale,https://github.com/kubeflow-kale/kale,Apache-2.0,2019-01-24 17:58:44.000,2023-01-06 03:22:37.000,2021-10-20 12:44:09,644.0,,125,19.0,278.0,127.0,77.0,627,2021-05-19 12:56:53.000,0.7.0,15.0,10.0,16,False,,,kubeflow-kale,,['jupyter'],,260.0,https://pypi.org/project/kubeflow-kale,2021-05-19 12:56:53.000,,260.0,,,,3.0,,,,,,,,,,,,,,,,,, +379,millify,azaitsev/millify,Convert long numbers into a human-readable format in Python.,,text,https://github.com/azaitsev/millify,https://github.com/azaitsev/millify,MIT,2018-01-15 01:27:12.000,2022-04-19 08:41:41.000,2018-01-15 02:44:36,5.0,,12,2.0,5.0,4.0,,83,2018-01-15 02:19:08.000,0.1.1,1.0,1.0,16,False,1093.0,1084.0,millify,,,,71252.0,https://pypi.org/project/millify,2018-01-15 02:19:08.000,9.0,71252.0,,,,3.0,,,,,,,,,,,,,,,,,, +380,Botflow,kkyon/botflow,"Python Fast Dataflow programming framework for Data pipeline work( Web Crawler,Machine Learning,Quantitative..",,data-pipelines,https://github.com/kkyon/botflow,https://github.com/kkyon/botflow,BSD-3-Clause,2018-08-20 03:13:31.000,2020-12-31 09:03:22.000,2019-05-23 14:40:50,192.0,,101,53.0,28.0,3.0,2.0,1194,2018-09-14 14:38:32.000,0.2.0,5.0,11.0,15,False,2.0,2.0,botflow,,,,23.0,https://pypi.org/project/botflow,2018-09-14 14:38:32.000,,23.0,,,,3.0,,,,,,,,,,,,,,,,,, +381,csvs-to-sqlite,simonw/csvs-to-sqlite,Convert CSV files into a SQLite database.,,data-loading,https://github.com/simonw/csvs-to-sqlite,https://github.com/simonw/csvs-to-sqlite,Apache-2.0,2017-11-13 06:38:21.000,2023-12-27 11:39:54.000,2021-11-18 16:33:36,85.0,,71,18.0,28.0,48.0,30.0,862,2021-11-18 16:35:33.000,1.3,16.0,7.0,15,False,2.0,,csvs-to-sqlite,,,,1304.0,https://pypi.org/project/csvs-to-sqlite,2021-11-18 16:36:40.000,2.0,1304.0,,,,3.0,,,,,,,,,,,,,,,,,, +382,SuperSQLite,plasticityai/supersqlite,A supercharged SQLite library for Python.,,db-clients,https://github.com/plasticityai/supersqlite,https://github.com/plasticityai/supersqlite,MIT,2018-11-09 08:20:26.000,2020-05-09 09:06:06.000,2019-08-27 13:16:09,221.0,,24,13.0,3.0,6.0,1.0,719,2018-11-22 02:36:46.000,0.0.78,57.0,2.0,15,False,13.0,10.0,supersqlite,,,,294.0,https://pypi.org/project/supersqlite,2018-11-22 02:36:46.000,3.0,294.0,,,,3.0,,,,,,,,,,,,,,,,,, +383,lazydata,rstojnic/lazydata,Lazydata: Scalable data dependencies for Python projects.,,db-clients,https://github.com/rstojnic/lazydata,https://github.com/rstojnic/lazydata,Apache-2.0,2018-08-21 12:44:27.000,2019-02-13 18:15:09.000,2018-10-12 11:40:26,216.0,,23,18.0,9.0,7.0,6.0,626,2018-09-18 21:25:30.000,1.0.19,19.0,6.0,15,False,9.0,9.0,lazydata,,,,26.0,https://pypi.org/project/lazydata,2018-09-18 21:25:30.000,,26.0,,,,3.0,,,,,,,,,,,,,,,,,, +384,cleverdict,PFython/cleverdict,A JSON-friendly data structure which allows both object attributes and dictionary keys and values to be used..,,data-structures,https://github.com/PFython/cleverdict,https://github.com/PFython/cleverdict,MIT,2020-06-20 05:07:58.000,2024-03-20 16:23:27.000,2022-03-26 19:33:44,213.0,,9,2.0,20.0,13.0,12.0,99,2022-02-15 06:59:08.000,1.9.2,28.0,7.0,15,False,44.0,39.0,cleverdict,,,,970.0,https://pypi.org/project/cleverdict,2022-02-15 06:59:08.000,5.0,970.0,,,,3.0,,,,,,,,,,,,,,,,,, +385,Grai,grai-io/grai-core,"Platform to programmatically manage, test, and debug data infrastructure.",,infrastructure,https://github.com/grai-io/grai-core,https://github.com/grai-io/grai-core,MulanPSL-2.0,2022-06-09 16:16:22.000,2024-05-28 21:57:49.000,2024-05-20 18:39:43,1033.0,75.0,20,2.0,902.0,8.0,18.0,275,2024-05-20 12:27:11.000,0.1.72,46.0,15.0,14,False,,,the-guide,,,,12.0,https://pypi.org/project/the-guide,2023-08-11 19:02:53.000,,12.0,,,,3.0,,,,,,,,,,,,,,,,,, +386,PandaPy,firmai/pandapy,PandaPy has the speed of NumPy and the usability of Pandas 10x to 50x faster (by @firmai).,,data-containers,https://github.com/firmai/pandapy,https://github.com/firmai/pandapy,MIT,2020-01-15 18:21:23.000,2021-10-20 11:36:04.000,2021-10-20 11:36:04,85.0,,65,21.0,2.0,2.0,1.0,547,2020-11-12 16:12:54.000,zen,22.0,3.0,13,False,7.0,7.0,pandapy,,['pandas'],,83.0,https://pypi.org/project/pandapy,2020-01-25 23:10:32.000,,83.0,,,,3.0,,,,,,,,,,,,,,,,,, +387,RasgoQL,rasgointelligence/RasgoQL,"Write python locally, execute SQL in your data warehouse.",,data-pipelines,https://github.com/rasgointelligence/RasgoQL,https://github.com/rasgointelligence/RasgoQL,AGPL-3.0,2022-01-23 01:39:32.000,2022-07-05 16:55:25.000,2022-07-05 16:53:20,231.0,,12,9.0,68.0,6.0,15.0,268,2022-07-05 16:55:25.000,1.6.4,33.0,10.0,13,False,,,rasgoql,,,,233.0,https://pypi.org/project/rasgoql,2022-07-05 16:55:25.000,,233.0,,,,3.0,,,,,,,,,,,,,,,,,, +388,datajob,vincentclaes/datajob,Build and deploy a serverless data pipeline on AWS with no effort.,,data-pipelines,https://github.com/vincentclaes/datajob,https://github.com/vincentclaes/datajob,Apache-2.0,2020-10-22 19:07:31.000,2023-02-08 04:33:47.000,2022-11-22 19:04:39,405.0,,19,6.0,77.0,18.0,40.0,109,2022-11-22 19:10:35.164,0.11.0,13.0,7.0,13,False,,,datajob,,,,80.0,https://pypi.org/project/datajob,2022-11-22 19:10:35.164,,80.0,,,,3.0,,,,,,,,,,,,,,,,,, +389,cl-python,metawilm/cl-python,An implementation of Python in Common Lisp.,,python-implementations,https://github.com/metawilm/cl-python,https://github.com/metawilm/cl-python,,2009-05-14 18:00:17.000,2023-10-26 21:21:34.000,2023-10-26 21:21:34,1491.0,,34,30.0,10.0,3.0,16.0,365,,,,12.0,11,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, +390,dataklasses,dabeaz/dataklasses,A different spin on dataclasses.,,data-validation,https://github.com/dabeaz/dataklasses,https://github.com/dabeaz/dataklasses,,2021-12-19 23:40:48.000,2022-01-07 12:58:17.000,2022-01-07 12:58:15,17.0,,29,19.0,5.0,1.0,3.0,782,,,,3.0,7,False,,,,,,,,,,,,,,,3.0,,,,,,,,,,,,,,,,,, diff --git a/latest-changes.md b/latest-changes.md index 2d02001..c9471db 100644 --- a/latest-changes.md +++ b/latest-changes.md @@ -2,19 +2,19 @@ _Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._ -- protobuf (πŸ₯‡53 Β· ⭐ 64K Β· πŸ“ˆ) - Protocol Buffers - Googles data interchange format. BSD-3 -- attrs (πŸ₯‡43 Β· ⭐ 5.1K Β· πŸ“ˆ) - Python Classes Without Boilerplate. MIT -- elasticsearch (πŸ₯‡42 Β· ⭐ 4.2K Β· πŸ“ˆ) - Official Python client for Elasticsearch. Apache-2 -- python-prompt-toolkit (πŸ₯ˆ39 Β· ⭐ 9K Β· πŸ“ˆ) - Library for building powerful interactive command.. BSD-3 -- schedule (πŸ₯‰36 Β· ⭐ 12K Β· πŸ“ˆ) - Python job scheduling for humans. MIT +- polars (πŸ₯‡44 Β· ⭐ 27K Β· πŸ“ˆ) - Dataframes powered by a multithreaded, vectorized query engine, written.. MIT +- jsonschema (πŸ₯‡41 Β· ⭐ 4.5K Β· πŸ“ˆ) - An implementation of the JSON Schema specification for Python. MIT +- luigi (πŸ₯ˆ38 Β· ⭐ 17K Β· πŸ“ˆ) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2 +- sqlmodel (πŸ₯ˆ37 Β· ⭐ 13K Β· πŸ“ˆ) - SQL databases in Python, designed for simplicity, compatibility,.. MIT pydantic +- zipp (πŸ₯ˆ36 Β· ⭐ 52 Β· πŸ“ˆ) - Backport of pathlib-compatible object wrapper for zip files. MIT ## πŸ“‰ Trending Down _Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._ -- rq (πŸ₯ˆ39 Β· ⭐ 9.6K Β· πŸ“‰) - Simple job queues for Python. BSD-3 -- Tablib (πŸ₯‡36 Β· ⭐ 4.5K Β· πŸ“‰) - Python Module for Tabular Datasets in XLS, CSV, JSON, YAML, &c. MIT -- XlsxWriter (πŸ₯‰36 Β· ⭐ 3.5K Β· πŸ“‰) - A Python module for creating Excel XLSX files. BSD-2 -- python-dateutil (πŸ₯ˆ35 Β· ⭐ 2.3K Β· πŸ“‰) - Useful extensions to the standard Python datetime.. Apache-2 -- python-sortedcontainers (πŸ₯‡32 Β· ⭐ 3.3K Β· πŸ“‰) - Python Sorted Container Types: Sorted List, Sorted.. Apache-2 +- protobuf (πŸ₯‡52 Β· ⭐ 64K Β· πŸ“‰) - Protocol Buffers - Googles data interchange format. BSD-3 +- boto3 (πŸ₯‡48 Β· ⭐ 8.8K Β· πŸ“‰) - AWS SDK for Python. Apache-2 +- attrs (πŸ₯‡42 Β· ⭐ 5.1K Β· πŸ“‰) - Python Classes Without Boilerplate. MIT +- paramiko (πŸ₯ˆ40 Β· ⭐ 8.9K Β· πŸ“‰) - The leading native Python SSHv2 protocol library. ❗️LGPL-2.1 +- alembic (πŸ₯ˆ36 Β· ⭐ 2.5K Β· πŸ“‰) - A database migrations tool for SQLAlchemy. MIT From 8996731d11fb85b96682b8e2f5de82274ed811b3 Mon Sep 17 00:00:00 2001 From: Lukas Masuch Date: Wed, 14 Aug 2024 04:31:07 +0200 Subject: [PATCH 69/70] Update PySimpleGUI licenses --- projects.yaml | 1 + 1 file changed, 1 insertion(+) diff --git a/projects.yaml b/projects.yaml index 61236fb..81be084 100644 --- a/projects.yaml +++ b/projects.yaml @@ -229,6 +229,7 @@ projects: category: gui-dev pypi_id: pysimplegui conda_id: conda-forge/pysimplegui + license: PySimpleGUI License - name: toga github_id: beeware/toga category: gui-dev From 97465cc1f89029648a09d7f3c33d01824c0a432a Mon Sep 17 00:00:00 2001 From: LJ Date: Tue, 11 Mar 2025 02:47:21 -0700 Subject: [PATCH 70/70] Update projects.yaml (#214) --- projects.yaml | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/projects.yaml b/projects.yaml index 81be084..2dea1dc 100644 --- a/projects.yaml +++ b/projects.yaml @@ -1856,6 +1856,10 @@ projects: category: data-pipelines helm_id: stable/airflow description: Platform to programmatically author, schedule, and monitor workflows. + - name: CocoIndex + github_id: cocoindex-io/cocoindex + pypi_id: cocoindex + category: data-pipelines - name: Beam github_id: apache/beam pypi_id: apache-beam